From 91e1be113dbc0a619ee69cb76a2072e08281890e Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Wed, 21 Oct 2026 22:04:10 -0700 Subject: [PATCH 01/17] feat(country-map): prototype per-country build scripts as a notebook alternative Country Map GeoJSON Generator.ipynb mixes ~30 country sections, shared helpers, and inline preview plotting in one growing notebook that (even after #45602) is still awkward to review and extend as a whole. This prototypes an alternative shape: one script per country that needs real correction logic, a couple of shared modules (Natural Earth loading, geometry helpers), and a small orchestrator CLI - instead of one big notebook. Converts 4 of the ~26 special-cased countries, picked to cover distinct patterns rather than easy ones: - morocco: external source pinned to a commit, with a regex ISO-code fix and a validation pass - italy: one section producing two shipped outputs (regions, and regions with autonomous provinces split out) - latvia: an external source that can legitimately fail to load (and, deliberately, now does fail loud instead of silently degrading - see the module docstring) - usa: the classic "flying islands" case, exercising the shared `reposition` geometry helper Validated: `build_maps.py --preview` against live Natural Earth + the pinned community sources produces GeoJSON for all 5 outputs (morocco, italy_regions, italy_regions_and_autonomous_provinces, latvia, usa) that is byte-for-byte identical to what's currently committed under src/countries/, and renders a working per-country thumbnail + contact sheet. Not yet covered, deliberately out of scope for this prototype: the ~190 plain countries that don't need special-casing, the ~22 remaining special-cased ones, writing countries.ts/docs/data/countries.json, and retiring the notebook. This is scoped to proving the pattern works before committing to the rest of that conversion. Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5 --- pyproject.toml | 1 + .../scripts/build_maps.py | 110 ++++++++++++++++++ .../scripts/maps/__init__.py | 19 +++ .../scripts/maps/context.py | 51 ++++++++ .../scripts/maps/countries/__init__.py | 36 ++++++ .../scripts/maps/countries/italy.py | 47 ++++++++ .../scripts/maps/countries/latvia.py | 49 ++++++++ .../scripts/maps/countries/morocco.py | 65 +++++++++++ .../scripts/maps/countries/usa.py | 37 ++++++ .../scripts/maps/data.py | 100 ++++++++++++++++ .../scripts/maps/helpers.py | 59 ++++++++++ .../scripts/maps/output.py | 82 +++++++++++++ .../scripts/maps/preview.py | 78 +++++++++++++ 13 files changed, 734 insertions(+) create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/__init__.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/context.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/__init__.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/italy.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/latvia.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/morocco.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/usa.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/data.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/helpers.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/output.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/preview.py diff --git a/pyproject.toml b/pyproject.toml index ef8495b6dd6f..d28a043a374c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -531,6 +531,7 @@ dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$" "superset/mcp_service/app.py" = ["S608", "E501"] # LLM instruction text: SQL examples (S608) and long lines in multiline string (E501) "superset/mcp_service/*/tool/list_*.py" = ["E501"] # LLM docstring examples show full request shapes which exceed line length "scripts/*" = ["TID251"] +"superset-frontend/plugins/plugin-chart-country-map/scripts/**" = ["TID251"] # standalone data-pipeline tooling, no superset package import "setup.py" = ["TID251"] "superset/config.py" = ["TID251"] "superset/cli/update.py" = ["TID251"] diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py new file mode 100644 index 000000000000..1f490797642e --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py @@ -0,0 +1,110 @@ +#!/usr/bin/env python3 +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Prototype orchestrator for the per-country map build scripts under +`maps/countries/`. Does NOT yet cover the ~190 plain countries that +don't need special-casing, nor write countries.ts / docs/data/countries.json +- this is scoped to proving the per-country script + orchestrator + +preview pattern on a handful of converted countries before committing to +converting the rest and retiring the notebook. + +Usage: + python3 build_maps.py --out-dir /tmp/maps-out --preview + python3 build_maps.py --countries morocco,usa --out-dir /tmp/maps-out +""" + +from __future__ import annotations + +import argparse +import json +import os +import sys + +sys.path.insert(0, os.path.dirname(os.path.abspath(__file__))) + +from maps.countries import REGISTRY # noqa: E402 +from maps.data import load_natural_earth # noqa: E402 +from maps.output import save_geojson # noqa: E402 +from maps.preview import build_contact_sheet, render_preview # noqa: E402 + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--data-dir", default=os.path.expanduser("~/Downloads")) + parser.add_argument( + "--out-dir", + default=os.path.join( + os.path.dirname(os.path.abspath(__file__)), ".build-output" + ), + ) + parser.add_argument( + "--countries", + help="Comma-separated subset of registered module NAMEs to run " + "(default: all registered)", + ) + parser.add_argument( + "--preview", + action="store_true", + help="Also render a PNG thumbnail per output and a contact sheet grid", + ) + parser.add_argument( + "--force-download", + action="store_true", + help="Re-download Natural Earth data even if a same-size cached copy exists", + ) + args = parser.parse_args() + + os.makedirs(args.out_dir, exist_ok=True) + + selected = set(args.countries.split(",")) if args.countries else None + modules = [m for m in REGISTRY if selected is None or m.NAME in selected] + if not modules: + raise SystemExit(f"No registered country modules matched: {args.countries}") + + print(f"Loading Natural Earth data into {args.data_dir}...") + ctx = load_natural_earth(args.data_dir, skip_existing=not args.force_download) + + manifest = [] + for module in modules: + print(f"Building {module.NAME}...") + outputs = module.build(ctx) + for name, gdf in outputs.items(): + path = save_geojson(ctx, name, gdf, args.out_dir) + entry = { + "name": name, + "geojson": os.path.relpath(path, args.out_dir), + "subdivisions": int(gdf["iso_3166_2"].nunique()), + } + if args.preview: + thumb_path = render_preview(gdf, name, args.out_dir) + entry["thumbnail"] = os.path.relpath(thumb_path, args.out_dir) + manifest.append(entry) + print(f" -> {entry}") + + manifest_path = os.path.join(args.out_dir, "manifest.json") + with open(manifest_path, "w", encoding="utf-8") as f: + json.dump(manifest, f, indent=2) + f.write("\n") + print(f"Wrote {len(manifest)} entries to {manifest_path}") + + if args.preview: + sheet_path = build_contact_sheet(manifest, args.out_dir) + print(f"Contact sheet: {sheet_path}") + + +if __name__ == "__main__": + main() diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/__init__.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/__init__.py new file mode 100644 index 000000000000..8b37b0944044 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/__init__.py @@ -0,0 +1,19 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Prototype: per-country map build scripts, replacing cells of the +Country Map GeoJSON Generator notebook one country at a time. +""" diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/context.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/context.py new file mode 100644 index 000000000000..2bcb661fea41 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/context.py @@ -0,0 +1,51 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +from __future__ import annotations + +from dataclasses import dataclass + +import geopandas as gpd + +# Matches the notebook's `plot_styles` dict exactly, so a --preview render +# looks like the notebook's own inline previews. +PLOT_STYLES = { + "edgecolor": "black", + "column": "name", + "legend": False, + "cmap": "tab20", + "linewidth": 0.25, +} + +# A handful of country keys need the Natural Earth name they're looked up +# under to differ from their output key (ported verbatim from the notebook's +# `country_name_aliases`). +COUNTRY_NAME_ALIASES = { + "korea": "south korea", + "uk": "united kingdom", + "usa": "united states of america", + "timorleste": "east timor", + "tanzania": "united republic of tanzania", +} + + +@dataclass +class BuildContext: + """Natural Earth data shared by every per-country build() call.""" + + df: gpd.GeoDataFrame + df_admin0_10m: gpd.GeoDataFrame + df_50m_admins: set[str] diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/__init__.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/__init__.py new file mode 100644 index 000000000000..e44d2bec6367 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/__init__.py @@ -0,0 +1,36 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Registry of converted per-country build modules. + +Each module exposes `NAME` (its registry key, used on the CLI's +--countries flag) and `build(ctx) -> dict[str, GeoDataFrame]` - a dict +since one notebook section can produce more than one named output (Italy +produces both "italy_regions" and +"italy_regions_and_autonomous_provinces"). + +This is a prototype covering 4 of the ~26 countries the notebook special- +cases, picked to cover distinct patterns: an external pinned GeoJSON +fetch with validation (morocco), one section producing two outputs +(italy), an external fetch that can legitimately fail (latvia), and a +shared geometry helper (usa). The other ~22 aren't converted yet. +""" + +from __future__ import annotations + +from . import italy, latvia, morocco, usa + +REGISTRY = [morocco, italy, latvia, usa] diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/italy.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/italy.py new file mode 100644 index 000000000000..fbeb9d86a496 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/italy.py @@ -0,0 +1,47 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Italy: one Natural Earth section that produces two distinct shipped +maps - plain regions, and regions with Trento/Bolzano split out as +autonomous provinces. +""" + +from __future__ import annotations + +import geopandas as gpd +import pandas as pd + +from maps.context import BuildContext + +NAME = "italy" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + regions = ctx.df[ctx.df.admin == "Italy"][["geometry", "region_cod", "region"]] + regions = regions.dissolve(by=["region_cod", "region"]).reset_index() + regions = regions.rename(columns={"region": "name", "region_cod": "iso_3166_2"}) + + trento_and_bozen = ctx.df[ + (ctx.df.admin == "Italy") & (ctx.df.iso_3166_2.isin(["IT-TN", "IT-BZ"])) + ][["geometry", "iso_3166_2", "name"]] + + with_provinces = pd.concat([regions, trento_and_bozen]) + with_provinces = with_provinces[with_provinces["iso_3166_2"] != "IT-32"] + + return { + "italy_regions": regions, + "italy_regions_and_autonomous_provinces": with_provinces, + } diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/latvia.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/latvia.py new file mode 100644 index 000000000000..02f093667072 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/latvia.py @@ -0,0 +1,49 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Latvia: a community GeoJSON source that can legitimately fail to load. + +Unlike the notebook's own version of this cell (which prints a warning +and silently falls back to the untouched Natural Earth row on a failed +fetch), this raises. The orchestrator's CI equivalent already fails the +job on a build error (see update-country-maps.yml); swallowing the +error here would just make that check blind to this one source. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext + +NAME = "latvia" + +_URL = ( + "https://raw.githubusercontent.com/eriks47/latvia/" + "f87a18268a0ae9996022436482c68e58d4240a68/latvia.geojson" +) + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + try: + latvia_gdf = gpd.read_file(_URL) + except Exception as exc: # noqa: BLE001 - re-raised with context below + raise RuntimeError( + f"Unable to download or load the GeoJSON file for Latvia: {exc}" + ) from exc + + latvia = gpd.GeoDataFrame(latvia_gdf, geometry="geometry", crs=latvia_gdf.crs) + return {NAME: latvia} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/morocco.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/morocco.py new file mode 100644 index 000000000000..59607cd29551 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/morocco.py @@ -0,0 +1,65 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Morocco: a community source (pinned to a commit) with region codes +that need an ISO-format correction and a validation pass. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext + +NAME = "morocco" + +_URL = ( + "https://raw.githubusercontent.com/abdelghanibelgaid/" + "morocco-map/" + "7795c93c17db0a98b0fee33e7851d2e9faee76bb/" + "maps/morocco.geojson" +) + +_EXPECTED_REGION_CODES = {f"MA-{i:02d}" for i in range(1, 13)} + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + source = gpd.read_file(_URL) + + required_columns = {"id", "name", "geometry"} + if missing_columns := required_columns - set(source.columns): + raise ValueError( + f"Morocco source is missing columns: {sorted(missing_columns)}. " + f"Available columns: {sorted(source.columns)}" + ) + + copy = source.rename(columns={"id": "iso_3166_2", "name": "name"})[ + ["geometry", "iso_3166_2", "name"] + ].copy() + + # Convert MA01 -> MA-01 + copy["iso_3166_2"] = copy["iso_3166_2"].str.replace( + r"^MA(\d{2})$", r"MA-\1", regex=True + ) + + if (actual_region_codes := set(copy["iso_3166_2"])) != _EXPECTED_REGION_CODES: + raise ValueError( + "Unexpected Morocco region codes. " + f"Expected {sorted(_EXPECTED_REGION_CODES)}, " + f"found {sorted(actual_region_codes)}" + ) + + return {NAME: copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/usa.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/usa.py new file mode 100644 index 000000000000..621ea38fa824 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/usa.py @@ -0,0 +1,37 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""USA: the classic "flying islands" case - Hawaii and Alaska get moved +and rescaled closer to the mainland so the choropleth reads at a sane +aspect ratio. Exercises the shared `reposition` helper. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext +from maps.helpers import reposition + +NAME = "usa" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + usa = ctx.df[ctx.df["adm0_a3"] == "USA"] + usa_copy = usa.copy() + reposition(usa_copy, usa.name == "Hawaii", 51, 5.5) + reposition(usa_copy, usa.name == "Alaska", 35, -34, 0.35, 0.35) + return {NAME: usa_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/data.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/data.py new file mode 100644 index 000000000000..f89b32a7a994 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/data.py @@ -0,0 +1,100 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Downloads and loads the Natural Earth datasets the notebook's +"Download Data" / "Read Natural Earth data files" cells produce. +""" + +from __future__ import annotations + +import os + +import geopandas as gpd +import pandas as pd +import requests + +from .context import BuildContext + +NATURAL_EARTH_URLS = [ + "https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/10m/cultural/ne_10m_admin_0_countries.zip", + "https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/10m/cultural/ne_10m_admin_1_states_provinces.zip", + "https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/50m/cultural/ne_50m_admin_1_states_provinces.zip", +] + +# Natural Earth's own download URL 404s; this mirror is the notebook's +# existing "temporary fix" for the same problem. +_NATURAL_EARTH_URL_FIX = ( + "https://www.naturalearthdata.com/http//www.naturalearthdata.com/download", + "https://naciscdn.org/naturalearth", +) + +_REQUEST_HEADERS = { + "accept-encoding": "gzip, deflate, br", + "user-agent": ( + "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 " + "(KHTML, like Gecko) Chrome/97.0.4692.71 Safari/537.36" + ), +} + + +def download_natural_earth(data_dir: str, skip_existing: bool = True) -> None: + os.makedirs(data_dir, exist_ok=True) + for url in NATURAL_EARTH_URLS: + file_name = url.split("/")[-1] + full_file_name = os.path.join(data_dir, file_name) + resolved_url = url.replace(*_NATURAL_EARTH_URL_FIX) + with requests.get( + resolved_url, headers=_REQUEST_HEADERS, stream=True, timeout=120 + ) as res: + if res.status_code != 200: + raise RuntimeError( + f"Failed to download {file_name}: HTTP {res.status_code}" + ) + file_size = int(res.headers["content-length"]) + if ( + skip_existing + and os.path.exists(full_file_name) + and file_size == os.path.getsize(full_file_name) + ): + continue + with open(full_file_name, "wb") as fh: + fh.write(res.content) + + +def load_natural_earth(data_dir: str, skip_existing: bool = True) -> BuildContext: + download_natural_earth(data_dir, skip_existing=skip_existing) + + df_admin0_10m = gpd.read_file( + os.path.join(data_dir, "ne_10m_admin_0_countries.zip") + ) + df_10m = gpd.read_file( + os.path.join(data_dir, "ne_10m_admin_1_states_provinces.zip") + ) + df_50m = gpd.read_file( + os.path.join(data_dir, "ne_50m_admin_1_states_provinces.zip") + ) + + df_admin0_10m.columns = df_admin0_10m.columns.str.lower() + + # Use 1:50m geometry for the (large) countries Natural Earth ships at + # that resolution; 1:10m for everyone else. + df = pd.concat([df_10m[~df_10m["admin"].isin(df_50m["admin"].unique())], df_50m]) + + return BuildContext( + df=df, + df_admin0_10m=df_admin0_10m, + df_50m_admins=set(df_50m["admin"].str.lower().unique()), + ) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/helpers.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/helpers.py new file mode 100644 index 000000000000..e4b07327180a --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/helpers.py @@ -0,0 +1,59 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Geometry helpers shared across more than one per-country build script. + +Only `reposition` is ported so far - it's the one the prototype's USA +module needs. The notebook has several siblings (`shift_geom`, +`replace_column`, `apply_bounds`, `create_region_polygons`) that other +countries use; port them here once a country module actually needs them, +rather than speculatively up front. +""" + +from __future__ import annotations + +from typing import Any + +import geopandas as gpd +import shapely.affinity +import shapely.geometry + + +def reposition( + gdf: gpd.GeoDataFrame, + idx: Any, # a boolean mask or label selector, e.g. `usa.name == "Hawaii"` + xoff: float | None = None, + yoff: float | None = None, + xscale: float | None = None, + yscale: float | None = None, + simplify: float | None = None, +) -> None: + """Move/scale/simplify the geometry at `idx` in place (e.g. relocating + Hawaii and Alaska closer to the continental US for a compact map). + """ + + def move_and_scale( + geom: shapely.geometry.base.BaseGeometry, + ) -> shapely.geometry.base.BaseGeometry: + if xoff or yoff: + geom = shapely.affinity.translate(geom, xoff or 0, yoff or 0) + if xscale or yscale: + geom = shapely.affinity.scale(geom, xscale or 1, yscale or 1) + if simplify: + geom = geom.simplify(simplify, preserve_topology=False) + return geom + + gdf.loc[idx, "geometry"] = gdf.loc[idx, "geometry"].apply(move_and_scale) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/output.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/output.py new file mode 100644 index 000000000000..a879cb019668 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/output.py @@ -0,0 +1,82 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Writes a built GeoDataFrame to a GeoJSON file, matching the notebook's +"Output GeoJSON Files" cell (simplification included). +""" + +from __future__ import annotations + +import os + +import geopandas as gpd +import shapely.ops + +from .context import BuildContext, COUNTRY_NAME_ALIASES + +USEFUL_COLUMNS = ["ISO", "NAME_1", "geometry"] + +# Per-country overrides for files where the size-based heuristic below +# doesn't give a good result (ported verbatim from the notebook). +SIMPLIFY_FACTOR_OVERRIDES = { + "uk": 0.005, + # geoBoundaries data is full-resolution; simplify to match the file size + # of comparable countries (its bounding-box "size" narrowly misses the + # 100 threshold). + "kenya": 0.01, +} + + +def get_simplify_factor_by_size(gdf: gpd.GeoDataFrame) -> float: + xmin, ymin, xmax, ymax = shapely.ops.unary_union(gdf["geometry"]).bounds + size = (xmax - xmin) * (ymax - ymin) + if size > 1000: + return 0.03 + if size > 300: + return 0.02 + if size > 100: + return 0.01 + return 0 + + +def simplify_if_needed(ctx: BuildContext, name: str, gdf: gpd.GeoDataFrame) -> None: + """Simplifies the geometry in place, unless it's already coarse (sourced + from Natural Earth's 1:50m dataset). + """ + alias = COUNTRY_NAME_ALIASES.get(name, name) + if alias in ctx.df_50m_admins: + return + + factor = SIMPLIFY_FACTOR_OVERRIDES.get(name) or get_simplify_factor_by_size(gdf) + if factor: + gdf["geometry"] = gdf.simplify(factor) + + +def save_geojson( + ctx: BuildContext, name: str, gdf: gpd.GeoDataFrame, out_dir: str +) -> str: + gdf = gdf.copy() + # For backward compatibility with the frontend plugin's existing column + # expectations. + gdf["ISO"] = gdf["iso_3166_2"] + gdf["NAME_1"] = gdf["name"] + + simplify_if_needed(ctx, name, gdf) + + os.makedirs(out_dir, exist_ok=True) + path = os.path.join(out_dir, f"{name.replace(' ', '_')}.geojson") + gdf[USEFUL_COLUMNS].to_file(path, driver="GeoJSON") + return path diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/preview.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/preview.py new file mode 100644 index 000000000000..1022033a8fae --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/preview.py @@ -0,0 +1,78 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Renders per-country thumbnails and a contact sheet, replacing the +notebook's inline `not speed_run and x.plot(...)` previews with files a +human (or a docs page) can look at without running Python at all. +""" + +from __future__ import annotations + +import math +import os + +import geopandas as gpd +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 (backend must be set first) + +from .context import PLOT_STYLES + + +def render_preview( + gdf: gpd.GeoDataFrame, name: str, out_dir: str, size: tuple[float, float] = (4, 4) +) -> str: + # No title baked in: the contact sheet (and any docs-site caption) adds + # its own label next to the image, so the thumbnail stays reusable on + # its own. + os.makedirs(out_dir, exist_ok=True) + fig, ax = plt.subplots(figsize=size) + gdf.plot(ax=ax, **PLOT_STYLES) + ax.set_axis_off() + path = os.path.join(out_dir, f"{name.replace(' ', '_')}.png") + fig.savefig(path, dpi=100, bbox_inches="tight") + plt.close(fig) + return path + + +def build_contact_sheet( + manifest: list[dict[str, str]], out_dir: str, columns: int = 4 +) -> str: + """Assembles every entry's thumbnail into one grid image, so a reviewer + (or the docs site) can see every converted country at a glance. + """ + entries = [e for e in manifest if "thumbnail" in e] + if not entries: + raise ValueError("No thumbnails to assemble into a contact sheet") + + rows = math.ceil(len(entries) / columns) + fig, axes = plt.subplots(rows, columns, figsize=(columns * 3, rows * 3)) + axes = axes.flatten() if hasattr(axes, "flatten") else [axes] + + for ax, entry in zip(axes, entries, strict=False): + img = plt.imread(os.path.join(out_dir, entry["thumbnail"])) + ax.imshow(img) + ax.set_title(entry["name"], fontsize=10) + ax.set_axis_off() + for ax in axes[len(entries) :]: + ax.set_axis_off() + + path = os.path.join(out_dir, "contact_sheet.png") + fig.tight_layout() + fig.savefig(path, dpi=100) + plt.close(fig) + return path From 7b34386ff15236ad8ca930a0df2229a6834722fb Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Wed, 21 Oct 2026 23:05:49 -0700 Subject: [PATCH 02/17] feat(country-map): convert remaining special-cased countries + plain catalog Completes the notebook-to-scripts conversion started in the previous commit: all ~26 special-cased sections now have their own module under maps/countries/ (china, finland, france, india, iran, kenya, madagascar, malawi, netherlands, norway, philippines, portugal, russia, south_africa, spain, turkey, uk, ukraine, vietnam, alongside the already-converted morocco/italy/latvia/usa), plus: - maps/catalog.py: the ~214-country plain catalog (ported verbatim from the notebook's "Country names used in file names" cell) and the alias/ region-map metadata needed to resolve them. - maps/assemble.py: combines the plain catalog with registered module overrides, replicating the notebook's get_gdf()/purge-single- subdivision-countries logic exactly, including deleting a stale output file if a country drops to one subdivision upstream. - maps/ts_writer.py: writes countries.ts and docs/data/countries.json, byte-for-byte matching the notebook's own JS/JSON templates (the uk/usa display-name branch especially - it's one combined condition using .toUpperCase(), not two separate hardcoded cases). - helpers.py gains the remaining shared geometry helpers the new country modules need: replace_column, apply_bounds, shift_geom, create_region_polygons. - context.py/data.py now carry the raw (un-merged) 1:10m/1:50m admin-1 datasets too, needed by russia.py's custom resolution mix. - build_maps.py now runs the full pipeline (plain catalog + every registered module) by default, writing to the same repo-relative paths the notebook always has, and purges stale files for any country that drops below 2 subdivisions. Two more deliberate, documented behavior changes beyond latvia.py's fail-loud fix (see its docstring): india.py and kenya.py now also raise on a failed external fetch instead of silently falling back to outdated Natural Earth boundaries - kenya.py's notebook cell already did this; india.py's didn't, so this applies the same fix for consistency rather than leaving one external-fetch pattern quietly degrading. Validated two ways: 1. Against master: ran the full pipeline against live Natural Earth + every pinned/live community source (Madagascar's live WHO query is separately down right now - HTTP 404, confirmed independent of this change, see the next commit). 197/201 other files matched the currently-committed src/countries/*.geojson byte-for-byte. 2. Against a fresh run of the actual notebook: patched only to skip interactive plotting and reuse the same cached Natural Earth data (no logic changes), then diffed its real output against this script pipeline's output directly. All 201 comparable GeoJSON files, countries.ts and docs/data/countries.json came out byte-for-byte identical. That second comparison is the important one: it confirms the 4 files that don't match committed master (iran, russia, uk, south_africa) - plus a missing "Italy (regions and autonomous provinces)" display-name override in countries.ts - aren't bugs in this port. They're places where upstream Natural Earth data or the notebook's own current cell logic has drifted since src/countries/ was last actually regenerated and committed. Running the unmodified notebook today reproduces the exact same output this script pipeline does. The next commit actually regenerates from this pipeline and itemizes what changes and why. Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5 --- .../scripts/build_maps.py | 129 ++++++--- .../scripts/maps/assemble.py | 84 ++++++ .../scripts/maps/catalog.py | 265 ++++++++++++++++++ .../scripts/maps/context.py | 29 +- .../scripts/maps/countries/__init__.py | 65 ++++- .../scripts/maps/countries/china.py | 58 ++++ .../scripts/maps/countries/finland.py | 55 ++++ .../scripts/maps/countries/france.py | 245 ++++++++++++++++ .../scripts/maps/countries/india.py | 66 +++++ .../scripts/maps/countries/iran.py | 37 +++ .../scripts/maps/countries/kenya.py | 57 ++++ .../scripts/maps/countries/madagascar.py | 75 +++++ .../scripts/maps/countries/malawi.py | 49 ++++ .../scripts/maps/countries/netherlands.py | 36 +++ .../scripts/maps/countries/norway.py | 38 +++ .../scripts/maps/countries/philippines.py | 66 +++++ .../scripts/maps/countries/portugal.py | 36 +++ .../scripts/maps/countries/russia.py | 57 ++++ .../scripts/maps/countries/south_africa.py | 57 ++++ .../scripts/maps/countries/spain.py | 44 +++ .../scripts/maps/countries/turkey.py | 128 +++++++++ .../scripts/maps/countries/uk.py | 36 +++ .../scripts/maps/countries/ukraine.py | 49 ++++ .../scripts/maps/countries/vietnam.py | 49 ++++ .../scripts/maps/data.py | 3 +- .../scripts/maps/helpers.py | 85 +++++- .../scripts/maps/output.py | 5 +- .../scripts/maps/preview.py | 6 +- .../scripts/maps/ts_writer.py | 115 ++++++++ 29 files changed, 1954 insertions(+), 70 deletions(-) create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/assemble.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/catalog.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/china.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/finland.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/france.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/india.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/iran.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/kenya.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/madagascar.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/malawi.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/netherlands.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/norway.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/portugal.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/russia.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/south_africa.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/spain.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/turkey.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/uk.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/ukraine.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/vietnam.py create mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/maps/ts_writer.py diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py index 1f490797642e..5012be90bb89 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py @@ -15,16 +15,24 @@ # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. -"""Prototype orchestrator for the per-country map build scripts under -`maps/countries/`. Does NOT yet cover the ~190 plain countries that -don't need special-casing, nor write countries.ts / docs/data/countries.json -- this is scoped to proving the per-country script + orchestrator + -preview pattern on a handful of converted countries before committing to -converting the rest and retiring the notebook. +"""Regenerates plugin-chart-country-map's GeoJSON files, countries.ts and +docs/data/countries.json from upstream Natural Earth + community geo +data - the script equivalent of running every cell in +`Country Map GeoJSON Generator.ipynb` top to bottom. + +By default writes to the same repo-relative locations the notebook +always has (../src/countries/, ../src/countries.ts, +../../../../docs/data/countries.json), so `git diff` after a run shows +exactly what changed - override --out-dir/--countries-ts-path/ +--docs-json-path to redirect output elsewhere for a non-destructive +dry run. Usage: - python3 build_maps.py --out-dir /tmp/maps-out --preview - python3 build_maps.py --countries morocco,usa --out-dir /tmp/maps-out + python3 build_maps.py + python3 build_maps.py --preview --out-dir /tmp/maps-out \\ + --countries-ts-path /tmp/maps-out/countries.ts \\ + --docs-json-path /tmp/maps-out/countries.json + python3 build_maps.py --countries france,turkey # just these modules """ from __future__ import annotations @@ -34,27 +42,37 @@ import os import sys -sys.path.insert(0, os.path.dirname(os.path.abspath(__file__))) +import geopandas as gpd + +_SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) +sys.path.insert(0, _SCRIPT_DIR) +from maps.assemble import purged_countries, resolve_all, validate_catalog # noqa: E402 +from maps.context import BuildContext # noqa: E402 from maps.countries import REGISTRY # noqa: E402 from maps.data import load_natural_earth # noqa: E402 from maps.output import save_geojson # noqa: E402 from maps.preview import build_contact_sheet, render_preview # noqa: E402 +from maps.ts_writer import write_countries_ts, write_docs_json # noqa: E402 +_DEFAULT_OUT_DIR = os.path.join(_SCRIPT_DIR, "..", "src", "countries") +_DEFAULT_COUNTRIES_TS_PATH = os.path.join(_SCRIPT_DIR, "..", "src", "countries.ts") +_DEFAULT_DOCS_JSON_PATH = os.path.join( + _SCRIPT_DIR, "..", "..", "..", "..", "docs", "data", "countries.json" +) -def main() -> None: + +def _parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--data-dir", default=os.path.expanduser("~/Downloads")) - parser.add_argument( - "--out-dir", - default=os.path.join( - os.path.dirname(os.path.abspath(__file__)), ".build-output" - ), - ) + parser.add_argument("--out-dir", default=_DEFAULT_OUT_DIR) + parser.add_argument("--countries-ts-path", default=_DEFAULT_COUNTRIES_TS_PATH) + parser.add_argument("--docs-json-path", default=_DEFAULT_DOCS_JSON_PATH) parser.add_argument( "--countries", help="Comma-separated subset of registered module NAMEs to run " - "(default: all registered)", + "(default: all registered). The ~190 plain catalog entries that " + "don't need a module are always included.", ) parser.add_argument( "--preview", @@ -66,8 +84,42 @@ def main() -> None: action="store_true", help="Re-download Natural Earth data even if a same-size cached copy exists", ) - args = parser.parse_args() + return parser.parse_args() + + +def _purge_stale_files( + ctx: BuildContext, built: dict[str, gpd.GeoDataFrame], out_dir: str +) -> None: + for name in purged_countries(ctx, built): + stale_path = os.path.join(out_dir, f"{name.replace(' ', '_')}.geojson") + if os.path.exists(stale_path): + os.remove(stale_path) + print(f"Purged {stale_path}: {name} has only one subdivision") + +def _save_all( + ctx: BuildContext, + resolved: dict[str, gpd.GeoDataFrame], + out_dir: str, + preview: bool, +) -> list[dict[str, object]]: + manifest: list[dict[str, object]] = [] + for name, gdf in sorted(resolved.items()): + path = save_geojson(ctx, name, gdf, out_dir) + entry = { + "name": name, + "geojson": os.path.relpath(path, out_dir), + "subdivisions": int(gdf["iso_3166_2"].nunique()), + } + if preview: + thumb_path = render_preview(gdf, name, out_dir) + entry["thumbnail"] = os.path.relpath(thumb_path, out_dir) + manifest.append(entry) + return manifest + + +def main() -> None: + args = _parse_args() os.makedirs(args.out_dir, exist_ok=True) selected = set(args.countries.split(",")) if args.countries else None @@ -78,28 +130,39 @@ def main() -> None: print(f"Loading Natural Earth data into {args.data_dir}...") ctx = load_natural_earth(args.data_dir, skip_existing=not args.force_download) - manifest = [] + built: dict[str, gpd.GeoDataFrame] = {} for module in modules: print(f"Building {module.NAME}...") - outputs = module.build(ctx) - for name, gdf in outputs.items(): - path = save_geojson(ctx, name, gdf, args.out_dir) - entry = { - "name": name, - "geojson": os.path.relpath(path, args.out_dir), - "subdivisions": int(gdf["iso_3166_2"].nunique()), - } - if args.preview: - thumb_path = render_preview(gdf, name, args.out_dir) - entry["thumbnail"] = os.path.relpath(thumb_path, args.out_dir) - manifest.append(entry) - print(f" -> {entry}") + built.update(module.build(ctx)) + + if selected is None: + # Only meaningful once every module has run - a module missing + # from a --countries subset would otherwise look "invalid". + validate_catalog(ctx, built) + _purge_stale_files(ctx, built, args.out_dir) + + resolved = resolve_all(ctx, built) + print(f"Resolved {len(resolved)} maps to save") + + manifest = _save_all(ctx, resolved, args.out_dir, args.preview) manifest_path = os.path.join(args.out_dir, "manifest.json") with open(manifest_path, "w", encoding="utf-8") as f: json.dump(manifest, f, indent=2) f.write("\n") - print(f"Wrote {len(manifest)} entries to {manifest_path}") + print(f"Wrote {len(manifest)} GeoJSON files, manifest at {manifest_path}") + + if selected is None: + countries_combined = sorted(resolved.keys()) + os.makedirs(os.path.dirname(args.countries_ts_path), exist_ok=True) + write_countries_ts(countries_combined, args.countries_ts_path) + print(f"Wrote {args.countries_ts_path}") + + os.makedirs(os.path.dirname(args.docs_json_path), exist_ok=True) + write_docs_json(countries_combined, args.docs_json_path) + print(f"Wrote {args.docs_json_path}") + else: + print("Skipping countries.ts/docs-json write: --countries subset given") if args.preview: sheet_path = build_contact_sheet(manifest, args.out_dir) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/assemble.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/assemble.py new file mode 100644 index 000000000000..768e814ef4dd --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/assemble.py @@ -0,0 +1,84 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Combines the plain country catalog with the registered per-country +module overrides into the final set of maps to ship, matching the +notebook's `get_gdf()` + purge-single-subdivision-countries cells. +""" + +from __future__ import annotations + +import geopandas as gpd + +from .catalog import COUNTRIES, COUNTRY_NAME_ALIASES +from .context import BuildContext + + +def get_gdf( + ctx: BuildContext, built: dict[str, gpd.GeoDataFrame], name: str +) -> gpd.GeoDataFrame: + """Resolves a single country/map name to its GeoDataFrame: a + registered module's output if one exists, otherwise a plain Natural + Earth lookup by (aliased) admin name. + """ + if name in built: + return built[name].copy() + + alias = COUNTRY_NAME_ALIASES.get(name, name) + return ctx.df[ctx.df["admin"].str.lower() == alias].copy() + + +def validate_catalog(ctx: BuildContext, built: dict[str, gpd.GeoDataFrame]) -> None: + """Raises if a plain catalog entry doesn't resolve to any Natural + Earth rows (and isn't covered by a registered module instead). + """ + admins = set(ctx.df["admin"].str.lower().unique()) + invalid = [ + name + for name in COUNTRIES + if name not in built and COUNTRY_NAME_ALIASES.get(name, name) not in admins + ] + if invalid: + raise ValueError(f"Following country names are not valid: {invalid}") + + +def purged_countries( + ctx: BuildContext, built: dict[str, gpd.GeoDataFrame] +) -> list[str]: + """Plain catalog entries with one subdivision or fewer - useless as a + choropleth, so dropped from the output (and any stale file for one + should be deleted, in case upstream data used to have more). + """ + return [ + name + for name in COUNTRIES + if get_gdf(ctx, built, name)["iso_3166_2"].nunique() <= 1 + ] + + +def resolve_all( + ctx: BuildContext, built: dict[str, gpd.GeoDataFrame] +) -> dict[str, gpd.GeoDataFrame]: + """Returns the final {name: GeoDataFrame} map to save: every plain + catalog entry with more than one subdivision (others are dropped - + they'd be useless as a choropleth), plus every registered module + output (region-variant maps included, even though they aren't in + the plain catalog at all). + """ + purged = set(purged_countries(ctx, built)) + kept_plain = [name for name in COUNTRIES if name not in purged] + all_names = sorted(set(kept_plain) | set(built.keys())) + return {name: get_gdf(ctx, built, name) for name in all_names} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/catalog.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/catalog.py new file mode 100644 index 000000000000..c0e48be682bb --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/catalog.py @@ -0,0 +1,265 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""The full country catalog: every country Superset ships a map for, +ported verbatim from the notebook's "Country names used in file names" +cell. Most of these need no correction at all - just a plain Natural +Earth lookup by name (see `resolve()` in `maps/assemble.py`); the ~26 +that do need correction are overridden by a registered module in +`maps/countries/`. +""" + +from __future__ import annotations + +# Country names used in output file names / countries.ts identifiers. +# A name commented out in the notebook (e.g. a territory Natural Earth +# only models as part of another country) is simply omitted here. +COUNTRIES = [ + "afghanistan", + "aland", + "albania", + "algeria", + "american samoa", + "andorra", + "angola", + "anguilla", + "antarctica", + "antigua and barbuda", + "argentina", + "armenia", + "aruba", + "australia", + "austria", + "azerbaijan", + "the bahamas", + "bahrain", + "bangladesh", + "barbados", + "belarus", + "belgium", + "belize", + "benin", + "bermuda", + "bhutan", + "bolivia", + "bosnia and herzegovina", + "botswana", + "brazil", + "brunei", + "british indian ocean territory", + "bulgaria", + "burkina faso", + "burundi", + "cape verde", + "cambodia", + "cameroon", + "canada", + "cayman islands", + "central african republic", + "chad", + "chile", + "china", + "colombia", + "comoros", + "democratic republic of the congo", + "cook islands", + "costa rica", + "croatia", + "cuba", + "curaçao", + "cyprus", + "czech republic", + "denmark", + "djibouti", + "dominica", + "dominican republic", + "ecuador", + "egypt", + "el salvador", + "equatorial guinea", + "eritrea", + "estonia", + "ethiopia", + "falkland islands", + "faroe islands", + "fiji", + "finland", + "france", + "french polynesia", + "gabon", + "gambia", + "germany", + "ghana", + "gibraltar", + "greece", + "greenland", + "grenada", + "guam", + "guatemala", + "haiti", + "hungary", + "guernsey", + "guinea", + "guyana", + "honduras", + "iceland", + "india", + "indonesia", + "iran", + "israel", + "italy", + "ivory coast", + "japan", + "jordan", + "kazakhstan", + "kenya", + "korea", + "kuwait", + "kyrgyzstan", + "laos", + "latvia", + "lebanon", + "lesotho", + "liberia", + "libya", + "liechtenstein", + "lithuania", + "luxembourg", + "macedonia", + "madagascar", + "malawi", + "malaysia", + "maldives", + "mali", + "malta", + "marshall islands", + "mauritania", + "mauritius", + "mexico", + "moldova", + "montserrat", + "monaco", + "mongolia", + "montenegro", + "morocco", + "mozambique", + "myanmar", + "namibia", + "nauru", + "nepal", + "netherlands", + "new caledonia", + "new zealand", + "nicaragua", + "niger", + "nigeria", + "niue", + "norfolk island", + "northern mariana islands", + "norway", + "oman", + "pakistan", + "palau", + "panama", + "papua new guinea", + "paraguay", + "peru", + "philippines", + "poland", + "portugal", + "puerto rico", + "qatar", + "republic of serbia", + "romania", + "russia", + "rwanda", + "saint barthelemy", + "saint lucia", + "saint martin", + "saint pierre and miquelon", + "saint vincent and the grenadines", + "samoa", + "san marino", + "sao tome and principe", + "saudi arabia", + "senegal", + "seychelles", + "sierra leone", + "singapore", + "slovakia", + "slovenia", + "solomon islands", + "somalia", + "south africa", + "spain", + "sri lanka", + "sudan", + "suriname", + "sweden", + "switzerland", + "syria", + "taiwan", + "tajikistan", + "tanzania", + "thailand", + "timorleste", + "togo", + "tonga", + "trinidad and tobago", + "tunisia", + "turkey", + "turkmenistan", + "turks and caicos islands", + "tuvalu", + "uganda", + "uk", + "ukraine", + "united arab emirates", + "united states minor outlying islands", + "uruguay", + "usa", + "uzbekistan", + "vanuatu", + "vatican", + "venezuela", + "vietnam", + "british virgin islands", + "united states virgin islands", + "wallis and futuna", + "yemen", + "zambia", + "zimbabwe", +] + +# A handful of these keys need the Natural Earth `admin` name they're +# looked up under to differ from their output key. +COUNTRY_NAME_ALIASES = { + "korea": "south korea", + "uk": "united kingdom", + "usa": "united states of america", + "timorleste": "east timor", + "tanzania": "united republic of tanzania", +} + +# Region-variant outputs that aren't literal country names, so they're +# exempt from the "does this resolve against Natural Earth" validation. +REGION_MAPS = { + "france_regions", + "france_overseas", + "italy_regions", + "philippines_regions", + "turkey_regions", +} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/context.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/context.py index 2bcb661fea41..9481d81e361a 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/context.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/context.py @@ -30,22 +30,25 @@ "linewidth": 0.25, } -# A handful of country keys need the Natural Earth name they're looked up -# under to differ from their output key (ported verbatim from the notebook's -# `country_name_aliases`). -COUNTRY_NAME_ALIASES = { - "korea": "south korea", - "uk": "united kingdom", - "usa": "united states of america", - "timorleste": "east timor", - "tanzania": "united republic of tanzania", -} - @dataclass class BuildContext: - """Natural Earth data shared by every per-country build() call.""" + """Natural Earth data shared by every per-country build() call. + + `df` is the merged admin-1 (states/provinces) dataset: 1:50m geometry + for the large countries Natural Earth ships at that resolution, 1:10m + for everyone else. `df_10m`/`df_50m` are the two un-merged sources, + needed by the handful of country modules (currently only Russia) that + build their own custom mix of the two. `df_admin0_10m` is the + 1:10m admin-0 (country-level) dataset, needed by modules that pull in + a territory Natural Earth doesn't model as a province of its parent + (Finland/Åland, China/Taiwan+Hong Kong+Macau). + """ df: gpd.GeoDataFrame + df_10m: gpd.GeoDataFrame + df_50m: gpd.GeoDataFrame df_admin0_10m: gpd.GeoDataFrame - df_50m_admins: set[str] + + def is_50m_sourced(self, admin_name: str) -> bool: + return admin_name in set(self.df_50m["admin"].str.lower().unique()) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/__init__.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/__init__.py index e44d2bec6367..1886be7eb682 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/__init__.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/__init__.py @@ -18,19 +18,64 @@ Each module exposes `NAME` (its registry key, used on the CLI's --countries flag) and `build(ctx) -> dict[str, GeoDataFrame]` - a dict -since one notebook section can produce more than one named output (Italy -produces both "italy_regions" and -"italy_regions_and_autonomous_provinces"). +since one notebook section can produce more than one named output (e.g. +France produces "france", "france_regions" and "france_overseas"). -This is a prototype covering 4 of the ~26 countries the notebook special- -cases, picked to cover distinct patterns: an external pinned GeoJSON -fetch with validation (morocco), one section producing two outputs -(italy), an external fetch that can legitimately fail (latvia), and a -shared geometry helper (usa). The other ~22 aren't converted yet. +This covers all ~26 special-cased sections of the notebook it replaces. +Every other country Superset ships (the ~190 that don't need any +correction) is handled generically - see `maps/catalog.py`. """ from __future__ import annotations -from . import italy, latvia, morocco, usa +from . import ( + china, + finland, + france, + india, + iran, + italy, + kenya, + latvia, + madagascar, + malawi, + morocco, + netherlands, + norway, + philippines, + portugal, + russia, + south_africa, + spain, + turkey, + uk, + ukraine, + usa, + vietnam, +) -REGISTRY = [morocco, italy, latvia, usa] +REGISTRY = [ + china, + finland, + france, + india, + iran, + italy, + kenya, + latvia, + madagascar, + malawi, + morocco, + netherlands, + norway, + philippines, + portugal, + russia, + south_africa, + spain, + turkey, + uk, + ukraine, + usa, + vietnam, +] diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/china.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/china.py new file mode 100644 index 000000000000..9f1c3e41e999 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/china.py @@ -0,0 +1,58 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""China: adds Taiwan, Hong Kong and Macau as Special Administrative +Regions, pulled from the admin-0 dataset since Natural Earth doesn't +model them as admin-1 provinces of China. + +Note: ISO-3166-2:CN has since switched these regions to letter codes +(e.g. CN-91 -> CN-HK); the numeric codes are kept here for backward +compatibility, as in the notebook this replaces. +""" + +from __future__ import annotations + +import geopandas as gpd +import pandas as pd + +from maps.context import BuildContext + +NAME = "china" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + china_sars = ctx.df_admin0_10m.loc[ + ctx.df_admin0_10m.name_en.isin(["Taiwan", "Hong Kong", "Macau"]), + [x for x in ctx.df_admin0_10m.columns if x in ctx.df.columns], + ] + china_sars = china_sars.merge( + pd.DataFrame( + data={ + "name_en": ["Taiwan", "Hong Kong", "Macau"], + "name_zh": ["中国台湾", "香港特别行政区", "澳门特别行政区"], + "iso_3166_2": ["CN-71", "CN-91", "CN-92"], + }, + ), + on="name_en", + how="left", + ) + + china = ctx.df[ctx.df.admin == "China"] + china_copy = pd.concat([china, china_sars], ignore_index=True) + china_copy["name_zh"] = china_copy["name_zh"].combine_first(china_copy["name_zh_y"]) + china_copy = china_copy.drop(["name_zh_x", "name_zh_y"], axis=1) + + return {NAME: china_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/finland.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/finland.py new file mode 100644 index 000000000000..11bd02bfb6b7 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/finland.py @@ -0,0 +1,55 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Finland: adds the Åland Islands, pulled from the admin-0 dataset since +Natural Earth doesn't model them as an admin-1 province of Finland. +""" + +from __future__ import annotations + +import geopandas as gpd +import pandas as pd + +from maps.context import BuildContext + +NAME = "finland" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + finland_aland = ctx.df_admin0_10m.loc[ + ctx.df_admin0_10m.name_en.isin(["Åland"]), + [x for x in ctx.df_admin0_10m.columns if x in ctx.df.columns], + ] + finland_aland = finland_aland.merge( + pd.DataFrame( + data={ + "name_en": ["Åland"], + "name_fi": ["Ahvenanmaan maakunta"], + "iso_3166_2": ["FI-01"], + }, + ), + on="name_en", + how="left", + ) + + finland = ctx.df[ctx.df.admin == "Finland"] + finland_copy = pd.concat([finland, finland_aland], ignore_index=True) + finland_copy["name_fi"] = finland_copy["name_fi"].combine_first( + finland_copy["name_fi"] + ) + finland_copy = finland_copy.drop(["name_fi"], axis=1) + + return {NAME: finland_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/france.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/france.py new file mode 100644 index 000000000000..8e52e8aae7b3 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/france.py @@ -0,0 +1,245 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""France: three shipped maps from one section. + +- "france": mainland + overseas departments moved in close, compact layout +- "france_regions": the above, dissolved into regions +- "france_overseas": a second, more spread-out overseas layout that also + pulls in French Polynesia, French Southern and Antarctic Lands, Wallis + and Futuna, New Caledonia, Saint Pierre and Miquelon, Saint Martin and + Saint Barthélemy - none of which Natural Earth models as a department + of France itself. + +Also fixes department name typos and a handful of ISO-3166-2 codes that +changed in a 2021 revision. +""" + +from __future__ import annotations + +import geopandas as gpd +import pandas as pd +import shapely.affinity +from shapely.geometry import MultiPolygon + +from maps.context import BuildContext +from maps.helpers import replace_column, reposition + +NAME = "france" + + +def _fix_names_and_codes(france: gpd.GeoDataFrame) -> None: + replace_column("name", france, "Seien-et-Marne", "Seine-et-Marne") + replace_column("name", france, "Haute-Rhin", "Haut-Rhin") + + replace_column("iso_3166_2", france, "FR-75", "FR-75C") + + replace_column("iso_3166_2", france, "FR-GP", "FR-971") + replace_column("iso_3166_2", france, "FR-GF", "FR-973") + replace_column("iso_3166_2", france, "FR-RE", "FR-974") + replace_column("iso_3166_2", france, "FR-YT", "FR-976") + replace_column("iso_3166_2", france, "FR-MQ", "FR-972") + + replace_column("region_cod", france, "FR-IDF\t", "FR-IDF") + replace_column("region_cod", france, "FR-COR", "FR-20R") + replace_column("region_cod", france, "FR-GUA", "FR-971") + replace_column("region_cod", france, "FR-GUF", "FR-973") + replace_column("region_cod", france, "FR-LRE", "FR-974") + replace_column("region_cod", france, "FR-MAY", "FR-976") + replace_column("region_cod", france, "FR-MTQ", "FR-972") + + +def _build_france_overseas( + ctx: BuildContext, france: gpd.GeoDataFrame +) -> gpd.GeoDataFrame: + france_overseas = france.copy() + reposition(france_overseas, france.name == "Guadeloupe", 53.2, 29, 1.5, 1.5) + reposition(france_overseas, france.name == "Martinique", 52.8, 27.5, 1.5, 1.5) + reposition(france_overseas, france.name == "Guyane française", 45, 35.5, 0.3, 0.3) + reposition(france_overseas, france.name == "La Réunion", -58.2, 60.5, 1.5, 1.5) + reposition(france_overseas, france.name == "Mayotte", -50.5, 52.2, 2, 2) + + # Tahiti + tahiti_data = ctx.df[ + (ctx.df["admin"] == "French Polynesia") & (ctx.df["name"] == "Windward Islands") + ] + # Remove Rimatuu to avoid confusion with Corsica when displayed on the map + windward_geom = tahiti_data.iloc[0].geometry + filtered_geom = MultiPolygon( + [geom for i, geom in enumerate(windward_geom.geoms) if i != 1] + ) + tahiti_data = tahiti_data.copy() + tahiti_data.at[tahiti_data.index[0], "geometry"] = filtered_geom + france_overseas = pd.concat([france_overseas, tahiti_data], ignore_index=True) + reposition( + france_overseas, france_overseas.name == "Windward Islands", 158.2, 57.3, 2, 2 + ) + + # Kerguelen + kerguelen_data = ctx.df[ + (ctx.df["admin"] == "French Southern and Antarctic Lands") + & (ctx.df["name"] == "Archipel des Kerguelen") + ] + france_overseas = pd.concat([france_overseas, kerguelen_data], ignore_index=True) + reposition( + france_overseas, + france_overseas.name == "Archipel des Kerguelen", + -63.5, + 88.5, + 0.9, + 0.9, + ) + + # Wallis and Futuna + wallis_futuna_data = ctx.df[ + (ctx.df["admin"] == "Wallis and Futuna") + & (ctx.df["name"].isin(["Alo", "`Uvea"])) + ].copy() + reposition(wallis_futuna_data, wallis_futuna_data.name == "Alo", 11.3, 1.1) + reposition(wallis_futuna_data, wallis_futuna_data.name == "`Uvea", 9.5, 0.2) + wallis_futuna_merged = wallis_futuna_data.dissolve(by="admin").reset_index() + france_overseas = pd.concat( + [france_overseas, wallis_futuna_merged], ignore_index=True + ) + reposition( + france_overseas, france_overseas.admin == "Wallis and Futuna", 170, 52.5, 4, 4 + ) + + # New Caledonia + new_caledonia_data = ctx.df[(ctx.df["admin"] == "New Caledonia")] + new_caledonia_merged = new_caledonia_data.dissolve(by="admin").reset_index() + france_overseas = pd.concat( + [france_overseas, new_caledonia_merged], ignore_index=True + ) + reposition( + france_overseas, + france_overseas.admin == "New Caledonia", + -165.5, + 60.4, + 0.4, + 0.4, + ) + + # Saint Pierre and Miquelon + saint_pierre_and_miquelon_data = ctx.df[ + (ctx.df["admin"] == "Saint Pierre and Miquelon") + ] + saint_pierre_and_miquelon_merged = saint_pierre_and_miquelon_data.dissolve( + by="admin" + ).reset_index() + france_overseas = pd.concat( + [france_overseas, saint_pierre_and_miquelon_merged], ignore_index=True + ) + reposition( + france_overseas, + france_overseas.admin == "Saint Pierre and Miquelon", + 48, + 4, + 3, + 3, + ) + + # Saint Martin + saint_martin_data = ctx.df[(ctx.df["admin"] == "Saint Martin")] + france_overseas = pd.concat([france_overseas, saint_martin_data], ignore_index=True) + reposition( + france_overseas, france_overseas.admin == "Saint Martin", 54.8, 30.3, 5, 5 + ) + + # Saint Barthélemy + saint_barthelemy_data = ctx.df[(ctx.df["admin"] == "Saint Barthelemy")] + france_overseas = pd.concat( + [france_overseas, saint_barthelemy_data], ignore_index=True + ) + reposition( + france_overseas, france_overseas.admin == "Saint Barthelemy", 54.5, 30, 8, 8 + ) + + # Reposition Paris, and Departements 92/93/94 so they're actually visible + paris_and_littlecrowndpts = france_overseas[ + france_overseas["name"].isin( + ["Paris", "Hauts-de-Seine", "Seine-Saint-Denis", "Val-de-Marne"] + ) + ] + grouped_geometry = MultiPolygon(paris_and_littlecrowndpts["geometry"].tolist()) + grouped_geometry_transformed = shapely.affinity.scale( + shapely.affinity.translate(grouped_geometry, xoff=6.3, yoff=2.3), + xfact=3, + yfact=3, + ) + transformed_geometries = list(grouped_geometry_transformed.geoms) + paris_and_littlecrowndpts_copy = paris_and_littlecrowndpts.copy() + paris_and_littlecrowndpts_copy["geometry"] = transformed_geometries + france_overseas = france_overseas[ + ~france_overseas["name"].isin( + ["Paris", "Hauts-de-Seine", "Seine-Saint-Denis", "Val-de-Marne"] + ) + ] + france_overseas = pd.concat( + [france_overseas, paris_and_littlecrowndpts_copy], ignore_index=True + ) + + # Update metadata properly + france_overseas.loc[ + france_overseas["name"] == "Windward Islands", ["name", "iso_3166_2"] + ] = ["Polynésie française", "FR-PF"] + france_overseas.loc[ + france_overseas["name"] == "Archipel des Kerguelen", ["name", "iso_3166_2"] + ] = ["Terres australes et antarctiques françaises", "FR-TF"] + france_overseas.loc[ + france_overseas["admin"] == "Wallis and Futuna", ["name", "iso_3166_2"] + ] = ["Wallis et Futuna", "FR-WF"] + france_overseas.loc[ + france_overseas["admin"] == "New Caledonia", ["name", "iso_3166_2"] + ] = ["Nouvelle-Calédonie", "FR-NC"] + france_overseas.loc[ + france_overseas["admin"] == "Saint Pierre and Miquelon", + ["name", "iso_3166_2"], + ] = ["Saint-Pierre-et-Miquelon", "FR-PM"] + france_overseas.loc[ + france_overseas["admin"] == "Saint Martin", ["name", "iso_3166_2"] + ] = ["Saint-Martin", "FR-MF"] + france_overseas.loc[ + france_overseas["admin"] == "Saint Barthelemy", ["name", "iso_3166_2"] + ] = ["Saint-Barthélémy", "FR-BL"] + + return france_overseas.rename(columns={"NAME_1": "name", "ISO": "iso_3166_2"}) + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + france = ctx.df[ctx.df.admin == "France"] + _fix_names_and_codes(france) + + france_copy = france.copy() + reposition(france_copy, france.name == "Guadeloupe", 57.4, 25.4, 1.5, 1.5) + reposition(france_copy, france.name == "Martinique", 58.4, 27.1, 1.5, 1.5) + reposition(france_copy, france.name == "Guyane française", 52, 37.7, 0.35, 0.35) + reposition(france_copy, france.name == "La Réunion", -55, 62.8, 1.5, 1.5) + reposition(france_copy, france.name == "Mayotte", -43, 54.3, 1.5, 1.5) + + france_regions = france_copy[["geometry", "region_cod", "region"]] + france_regions = france_regions.dissolve(by=["region_cod", "region"]).reset_index() + france_regions = france_regions.rename( + columns={"region": "name", "region_cod": "iso_3166_2"} + ) + + france_overseas = _build_france_overseas(ctx, france) + + return { + NAME: france_copy, + "france_regions": france_regions, + "france_overseas": france_overseas, + } diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/india.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/india.py new file mode 100644 index 000000000000..9dab676a74ac --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/india.py @@ -0,0 +1,66 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""India: Jammu and Kashmir (IN-JK) and Ladakh (IN-LA) are new +territories, part of the disputed region of Jammu and Kashmir. Their +geometry comes from a community source, not Natural Earth. + +Unlike the notebook's own version of this cell (which prints a warning +and silently falls back to Natural Earth's boundaries on a failed +fetch), this raises - see latvia.py's docstring for why. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext + +NAME = "india" + +_URL = ( + "https://github.com/geohacker/india/raw/" + "bcb920c7d3c686f01d085f7661c9ba89bf9bf65e/" + "state/india_state_kashmir_ladakh.geojson" +) + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + india = ctx.df[ctx.df["admin"] == "India"] + india_copy = india.copy() + + try: + india_gdf = gpd.read_file(_URL) + except Exception as exc: # noqa: BLE001 - re-raised with context below + raise RuntimeError( + f"Unable to download or load the GeoJSON file for India: {exc}" + ) from exc + + india_gdf = india_gdf.rename(columns={"ST_ID": "iso_3166_2"}) + india_copy.loc[india_copy["iso_3166_2"] == "IN-JK", "geometry"] = ( + india_gdf[india_gdf["iso_3166_2"] == "IN-JK"] + .dissolve(by="iso_3166_2") + .reset_index()["geometry"] + .values + ) + india_copy.loc[india_copy["iso_3166_2"] == "IN-LA", "geometry"] = ( + india_gdf[india_gdf["iso_3166_2"] == "IN-LA"] + .dissolve(by="iso_3166_2") + .reset_index()["geometry"] + .values + ) + + return {NAME: india_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/iran.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/iran.py new file mode 100644 index 000000000000..3fe70fa5481a --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/iran.py @@ -0,0 +1,37 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Iran: Tehran and Alborz share the same Natural Earth `iso_3166_2` code +(IR-07), and Razavi Khorasan is mislabeled with Alborz's real code +(IR-30), leaving IR-09 unused. See ISO 3166-2:IR. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext + +NAME = "iran" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + iran = ctx.df[ctx.df.admin == "Iran"] + iran_copy = iran.copy() + iran_copy.loc[iran_copy["name"] == "Alborz", "iso_3166_2"] = "IR-30" + iran_copy.loc[iran_copy["name"] == "Razavi Khorasan", "iso_3166_2"] = "IR-09" + + return {NAME: iran_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/kenya.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/kenya.py new file mode 100644 index 000000000000..f1af2c1f0866 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/kenya.py @@ -0,0 +1,57 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Kenya: Natural Earth's county boundaries predate the 2010 constitution +(https://en.wikipedia.org/wiki/Counties_of_Kenya). Replaced wholesale +with geoBoundaries' KEN/ADM1 data, pinned to a commit. Per-boundary +metadata marks this dataset Public Domain (source: RCMRD / Africa +GeoPortal), not geoBoundaries' project-wide CC BY 4.0: +https://www.geoboundaries.org/api/current/gbOpen/KEN/ADM1/ +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext + +NAME = "kenya" + +_URL = ( + "https://github.com/wmgeolab/geoBoundaries/raw/9469f09/" + "releaseData/gbOpen/KEN/ADM1/geoBoundaries-KEN-ADM1.geojson" +) + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + try: + kenya_gdf = gpd.read_file(_URL) + except Exception as exc: + raise RuntimeError( + "Unable to download or load the GeoJSON file for Kenya. " + "Refusing to silently fall back to the outdated Natural Earth " + "boundaries." + ) from exc + + kenya_gdf = kenya_gdf.rename( + columns={"shapeName": "name", "shapeISO": "iso_3166_2"} + ) + # geoBoundaries truncates this county's name; correct it to the + # official name. + kenya_gdf["name"] = kenya_gdf["name"].replace("Tharaka", "Tharaka-Nithi") + kenya_copy = gpd.GeoDataFrame(kenya_gdf, geometry="geometry", crs=kenya_gdf.crs) + + return {NAME: kenya_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/madagascar.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/madagascar.py new file mode 100644 index 000000000000..f4363fe92ace --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/madagascar.py @@ -0,0 +1,75 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Madagascar: Natural Earth's borders are out of date (21 regions +instead of 23) and reuse province codes as region codes. Replaced +wholesale from a live W.H.O. AFRO GDB query (CC BY-NC-SA 3.0 IGO) - this +is the one source in the whole catalog that can't be pinned to a +commit, since it's a live service rather than a repo. +""" + +from __future__ import annotations + +import geopandas as gpd +from shapely.geometry import MultiPolygon, Polygon + +from maps.context import BuildContext + +NAME = "madagascar" + +_URL = ( + "https://maps.afro.who.int/server/rest/services/Hosted/AFROGDB_PUBLIC_DATA/" + "FeatureServer/0/query?where=iso3_code+%3D+%27MDG%27+and+boundary_type_id+%3D+1" + "&geometryType=esriGeometryEnvelope&defaultSR=&spatialRel=esriSpatialRelIntersects" + "&units=esriSRUnit_Foot&outFields=level_id%2Cdisplay_name&returnGeometry=true&f=geojson" +) + +# Simplify directly in EPSG:4326 -> degrees conversion, targeting ~50m +# resolution, adjusted so the output file size is roughly in line with +# other countries' (~200KB). +_MEAN_METERS_PER_DEGREE = 108_000 +_SIMPLIFY_TOLERANCE_DEG = 10 * 50 / _MEAN_METERS_PER_DEGREE + + +def _reverse_ring_order( + geom: Polygon | MultiPolygon, +) -> Polygon | MultiPolygon: + # cf. https://ruky.me/how-to-correctly-load-your-country-in-to-apache-superset/#step-5--converting-geojson-file-to-go-against-right-hand-rule + if geom.geom_type == "Polygon": + return Polygon(list(geom.exterior.coords)[::-1]) + return MultiPolygon( + [Polygon(list(poly.exterior.coords)[::-1]) for poly in geom.geoms] + ) + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + try: + mdg_gdf = gpd.read_file(_URL) # already in EPSG:4326 + except Exception as exc: + raise RuntimeError( + f"Unable to download or load the GeoJSON for Madagascar: {exc}" + ) from exc + + mdg_gdf["geometry"] = mdg_gdf.geometry.simplify( + tolerance=_SIMPLIFY_TOLERANCE_DEG, preserve_topology=True + ) + mdg_gdf["geometry"] = mdg_gdf.geometry.apply(_reverse_ring_order) + + madagascar_copy = mdg_gdf.rename( + columns={"level_id": "iso_3166_2", "display_name": "name"} + ) + + return {NAME: madagascar_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/malawi.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/malawi.py new file mode 100644 index 000000000000..ba2174e6d657 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/malawi.py @@ -0,0 +1,49 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Malawi: Natural Earth gives two districts the same `iso_3166_2` code +(MW-CT), so Karonga is missing and renders blank. The duplicate +(adm1_code MWI-1194) is actually Karonga, not Chitipa - see +ISO 3166-2:MW. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext + +NAME = "malawi" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + malawi_copy = ctx.df[ctx.df.admin == "Malawi"].copy() + malawi_copy.loc[malawi_copy["adm1_code"] == "MWI-1194", ["iso_3166_2", "name"]] = [ + "MW-KR", + "Karonga", + ] + + duplicate_codes = malawi_copy.loc[ + malawi_copy["iso_3166_2"].duplicated(keep=False), "iso_3166_2" + ] + if not duplicate_codes.empty: + raise ValueError( + "Malawi districts still share ISO codes: " + f"{sorted(duplicate_codes.unique())}. Natural Earth may have " + "renumbered adm1_code, so re-check which row is Karonga." + ) + + return {NAME: malawi_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/netherlands.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/netherlands.py new file mode 100644 index 000000000000..aed7db096c6e --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/netherlands.py @@ -0,0 +1,36 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Netherlands: crops out everything but the European mainland (Natural +Earth includes the Caribbean constituent countries under the same +admin). +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext +from maps.helpers import apply_bounds + +NAME = "netherlands" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + netherlands = ctx.df[ctx.df.admin == "Netherlands"] + netherlands_copy = apply_bounds(netherlands, (-20, 60), (20, 20)) + + return {NAME: netherlands_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/norway.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/norway.py new file mode 100644 index 000000000000..bef9a89d7da2 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/norway.py @@ -0,0 +1,38 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Norway: remove the uninhabited Bouvet Island placeholder row +(NO-X01~) and move Svalbard closer to the mainland. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext +from maps.helpers import reposition + +NAME = "norway" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + norway = ctx.df[ctx.df["adm0_a3"] == "NOR"] + norway_copy = norway.copy() + + norway_copy = norway_copy[norway_copy["iso_3166_2"] != "NO-X01~"] + reposition(norway_copy, norway.name == "Svalbard", -12, -8, 0.5, 0.5) + + return {NAME: norway_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py new file mode 100644 index 000000000000..cb21fe184ae9 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py @@ -0,0 +1,66 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Philippines regions: dissolves provinces into regions, with two +renamed to their current official names. + +NOTE - a bug found while porting this, deliberately NOT fixed here: +the notebook this replaces also builds a corrected province-level +"philippines" map (merging highly-urbanized cities into their home +province, splitting Maguindanao/Davao, renaming Compostela Valley) from +a pinned community source - but never actually wires that result into +its output. The plain "philippines" entry Superset ships today is still +built from raw, outdated Natural Earth data; the corrected GeoDataFrame +the notebook computes is silently discarded. Confirmed against the +currently-committed philippines.geojson, which still has "Compostela +Valley" and an undivided "Maguindanao" - this conversion preserves that +same (buggy) output for byte-for-byte fidelity rather than silently +changing shipped data. Fixing it is a separate, visible decision for a +follow-up PR, not something to bundle into a scripts-vs-notebook +refactor. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext + +NAME = "philippines" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + philippines_regions = ctx.df[ctx.df.admin == "Philippines"][ + ["geometry", "region_cod", "region"] + ] + philippines_regions = philippines_regions.dissolve( + by=["region_cod", "region"] + ).reset_index() + philippines_regions = philippines_regions.rename( + columns={"region": "name", "region_cod": "iso_3166_2"} + ) + philippines_regions["name"] = philippines_regions["name"].replace( + { + "Dinagat Islands (Region XIII)": ( + "Caraga Administrative Region (Region XIII)" + ), + "Autonomous Region in Muslim Mindanao (ARMM)": ( + "Bangsamoro Autonomous Region in Muslim Mindanao (BARMM)" + ), + } + ) + + return {"philippines_regions": philippines_regions} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/portugal.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/portugal.py new file mode 100644 index 000000000000..6daf0d9bba23 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/portugal.py @@ -0,0 +1,36 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Portugal: move the Azores and Madeira closer to the mainland.""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext +from maps.helpers import reposition + +NAME = "portugal" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + portugal = ctx.df[ctx.df.admin == "Portugal"] + portugal_copy = portugal.copy() + + reposition(portugal_copy, portugal.name == "Azores", 11, 0) + reposition(portugal_copy, portugal.name == "Madeira", 6, 2, simplify=0.015) + + return {NAME: portugal_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/russia.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/russia.py new file mode 100644 index 000000000000..dd8c16e8a9a2 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/russia.py @@ -0,0 +1,57 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Russia: Natural Earth's 1:50m data incorrectly merges Karelia into +Murmansk. Replace only those two regions with their correct 1:10m +boundaries so the rest of Russia retains the smaller 1:50m payload - see +https://github.com/nvkelso/natural-earth-vector/issues/929 - then shift +the Chukchi Autonomous Okrug (which Natural Earth splits across the +antimeridian) back onto one side of the map. +""" + +from __future__ import annotations + +import geopandas as gpd +import pandas as pd + +from maps.context import BuildContext +from maps.helpers import shift_geom + +NAME = "russia" + +_CORRECTED_REGIONS = ["Karelia", "Murmansk"] + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + russia_50m = ctx.df_50m[(ctx.df_50m.admin == "Russia") & ctx.df_50m.name.notna()] + russia_10m_corrections = ctx.df_10m[ + (ctx.df_10m.admin == "Russia") & ctx.df_10m.name.isin(_CORRECTED_REGIONS) + ] + russia = pd.concat( + [ + russia_50m[~russia_50m.name.isin(_CORRECTED_REGIONS)], + russia_10m_corrections, + ] + ) + + russia_copy = russia.copy() + russia_copy.loc[russia.name == "Chukchi Autonomous Okrug", "geometry"] = ( + russia_copy.loc[russia.name == "Chukchi Autonomous Okrug", "geometry"].apply( + shift_geom + ) + ) + + return {NAME: russia_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/south_africa.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/south_africa.py new file mode 100644 index 000000000000..c2394898171c --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/south_africa.py @@ -0,0 +1,57 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""South Africa: Natural Earth includes the far-off Prince Edward +Islands (east of 35°E) in Western Cape, stretching the map far south of +the mainland. Move them in, level with the bottom of the mainland, as +is done for Hawaii and Svalbard. +""" + +from __future__ import annotations + +import geopandas as gpd +import shapely.affinity +import shapely.geometry + +from maps.context import BuildContext + +# Matches the alt_maps key this replaces in the notebook (contains a +# space; save_geojson turns it into south_africa.geojson). +NAME = "south africa" + + +def _move_prince_edward_islands( + geom: shapely.geometry.MultiPolygon, +) -> shapely.geometry.MultiPolygon: + mainland = [part for part in geom.geoms if part.centroid.x < 35] + islands = shapely.geometry.MultiPolygon( + [part for part in geom.geoms if part.centroid.x >= 35] + ) + islands = shapely.affinity.scale( + shapely.affinity.translate(islands, -9.0, 12.25), 2, 2 + ) + return shapely.geometry.MultiPolygon(mainland + list(islands.geoms)) + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + south_africa_copy = ctx.df[ctx.df.admin == "South Africa"].copy() + + is_wc = south_africa_copy.iso_3166_2 == "ZA-WC" + south_africa_copy.loc[is_wc, "geometry"] = south_africa_copy.loc[ + is_wc, "geometry" + ].apply(_move_prince_edward_islands) + + return {NAME: south_africa_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/spain.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/spain.py new file mode 100644 index 000000000000..545aa130d59b --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/spain.py @@ -0,0 +1,44 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Spain: move the Canary Islands (Las Palmas, Santa Cruz de Tenerife) +closer to the mainland. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext +from maps.helpers import reposition + +NAME = "spain" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + spain = ctx.df[ctx.df.admin == "Spain"] + spain_copy = spain.copy() + + reposition( + spain_copy, + spain.name.isin(["Las Palmas", "Santa Cruz de Tenerife"]), + 3, + 7, + 1, + 1, + ) + + return {NAME: spain_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/turkey.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/turkey.py new file mode 100644 index 000000000000..d32f7f3d2441 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/turkey.py @@ -0,0 +1,128 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Turkey: corrects province name spellings/diacritics, and dissolves +provinces into the 12 NUTS-1 regions for a second, coarser map. +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext +from maps.helpers import create_region_polygons, replace_column + +NAME = "turkey" + +# NUTS-1 codes for Turkey and their corresponding province (iso_3166_2) codes. +_REGION_PROVINCES = { + "TR1": ["TR-34"], + "TR2": ["TR-59", "TR-22", "TR-39", "TR-10", "TR-17"], + "TR3": ["TR-35", "TR-09", "TR-20", "TR-48", "TR-45", "TR-03", "TR-43", "TR-64"], + "TR4": ["TR-16", "TR-26", "TR-11", "TR-41", "TR-54", "TR-81", "TR-14", "TR-77"], + "TR5": ["TR-06", "TR-42", "TR-70"], + "TR6": ["TR-07", "TR-32", "TR-15", "TR-01", "TR-33", "TR-31", "TR-46", "TR-80"], + "TR7": ["TR-71", "TR-68", "TR-51", "TR-50", "TR-40", "TR-38", "TR-58", "TR-66"], + "TR8": [ + "TR-67", + "TR-78", + "TR-74", + "TR-37", + "TR-18", + "TR-57", + "TR-55", + "TR-60", + "TR-19", + "TR-05", + ], + "TR9": ["TR-61", "TR-52", "TR-28", "TR-53", "TR-08", "TR-29"], + "TRA": ["TR-25", "TR-24", "TR-69", "TR-04", "TR-36", "TR-76", "TR-75"], + "TRB": ["TR-44", "TR-23", "TR-12", "TR-62", "TR-65", "TR-49", "TR-13", "TR-30"], + "TRC": [ + "TR-27", + "TR-02", + "TR-79", + "TR-63", + "TR-21", + "TR-47", + "TR-72", + "TR-73", + "TR-56", + ], +} + +_REGION_NAMES = { + "TR1": "İstanbul", + "TR2": "Batı Marmara", + "TR3": "Ege", + "TR4": "Doğu Marmara", + "TR5": "Batı Anadolu", + "TR6": "Akdeniz", + "TR7": "Orta Anadolu", + "TR8": "Batı Karadeniz", + "TR9": "Doğu Karadeniz", + "TRA": "Kuzeydoğu Anadolu", + "TRB": "Ortadoğu Anadolu", + "TRC": "Güneydoğu Anadolu", +} + +# Corrections applied in order: wrong spellings first, then missing +# Turkish characters. +_NAME_CORRECTIONS = [ + ("Kinkkale", "Kırıkkale"), + ("Zinguldak", "Zonguldak"), + ("K. Maras", "Kahramanmaraş"), + ("Adiyaman", "Adıyaman"), + ("Agri", "Ağrı"), + ("Aydin", "Aydın"), + ("Balikesir", "Balıkesir"), + ("Çankiri", "Çankırı"), + ("Diyarbakir", "Diyarbakır"), + ("Elazig", "Elâzığ"), + ("Eskisehir", "Eskişehir"), + ("Gümüshane", "Gümüşhane"), + ("Hakkari", "Hakkâri"), + ("Istanbul", "İstanbul"), + ("Izmir", "İzmir"), + ("Iğdir", "Iğdır"), + ("Kirklareli", "Kırklareli"), + ("Kirsehir", "Kırşehir"), + ("Mugla", "Muğla"), + ("Mus", "Muş"), + ("Nevsehir", "Nevşehir"), + ("Nigde", "Niğde"), + ("Sanliurfa", "Şanlıurfa"), + ("Sirnak", "Şırnak"), + ("Tekirdag", "Tekirdağ"), + ("Usak", "Uşak"), +] + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + turkey = ctx.df[ctx.df.admin == "Turkey"][["iso_3166_2", "name", "geometry"]] + + for old, new in _NAME_CORRECTIONS: + replace_column("name", turkey, old, new) + turkey_copy = turkey.copy() + + turkey_regions = create_region_polygons(_REGION_PROVINCES, turkey) + turkey_regions = turkey_regions.rename(columns={"REGION": "iso_3166_2"}) + turkey_regions["name"] = turkey_regions["iso_3166_2"].map(_REGION_NAMES) + + return { + NAME: turkey_copy, + "turkey_regions": turkey_regions, + } diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/uk.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/uk.py new file mode 100644 index 000000000000..e25435282716 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/uk.py @@ -0,0 +1,36 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""UK: crops out everything but Great Britain and Northern Ireland +(Natural Earth includes far-flung overseas territories under the same +admin). +""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext +from maps.helpers import apply_bounds + +NAME = "uk" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + uk = ctx.df[ctx.df.admin == "United Kingdom"] + uk_copy = apply_bounds(uk, (-10, 60), (20, 20)) + + return {NAME: uk_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/ukraine.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/ukraine.py new file mode 100644 index 000000000000..0732dfbe5b2c --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/ukraine.py @@ -0,0 +1,49 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Ukraine: Crimea (UA-43) and Sevastopol (UA-40) belong to Ukraine +(ISO country code UA), pulled from Russia's raw admin-1 rows - not the +corrected `russia` module's output, which applies its own unrelated +dateline fix after this runs. +""" + +from __future__ import annotations + +import geopandas as gpd +import pandas as pd + +from maps.context import BuildContext + +NAME = "ukraine" + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + russia_raw = ctx.df[ctx.df["adm0_a3"] == "RUS"].copy() + crimea = russia_raw[russia_raw["iso_3166_2"] == "UA-43"].copy() + sevastopol = russia_raw[russia_raw["iso_3166_2"] == "UA-40"].copy() + + ukraine_with_crimea = pd.concat( + [ctx.df[ctx.df["adm0_a3"] == "UKR"], crimea, sevastopol], ignore_index=True + ) + + ukraine_with_crimea.loc[ukraine_with_crimea["iso_3166_2"] == "UA-30", "name"] = ( + "Kyiv" + ) + ukraine_with_crimea.loc[ukraine_with_crimea["iso_3166_2"] == "UA-32", "name"] = ( + "Kyiv Oblast" + ) + + return {NAME: ukraine_with_crimea} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/vietnam.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/vietnam.py new file mode 100644 index 000000000000..58fff28379a7 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/vietnam.py @@ -0,0 +1,49 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Vietnam: corrects province/city name spellings and diacritics.""" + +from __future__ import annotations + +import geopandas as gpd + +from maps.context import BuildContext +from maps.helpers import replace_column + +NAME = "vietnam" + +_NAME_CORRECTIONS = [ + ("Ðong Tháp", "Đồng Tháp"), + ("Son La", "Sơn La"), + ("Ha Tinh", "Hà Tĩnh"), + ("Quàng Nam", "Quảng Nam"), + ("Lai Chau", "Lai Châu"), + ("Hồ Chí Minh city", "Thành phố Hồ Chí Minh"), + ("Hau Giang", "Hậu Giang"), + ("Ha Noi", "Hà Nội"), + ("Can Tho", "Cần Thơ"), + ("Đông Nam Bộ", "Đồng Nai"), + ("Đông Bắc", "Bắc Kạn"), + ("Đồng Bằng Sông Hồng", "Hưng Yên"), +] + + +def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + vietnam_copy = ctx.df[ctx.df.admin == "Vietnam"].copy() + for old, new in _NAME_CORRECTIONS: + replace_column("name", vietnam_copy, old, new) + + return {NAME: vietnam_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/data.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/data.py index f89b32a7a994..964c6fec09fd 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/data.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/data.py @@ -95,6 +95,7 @@ def load_natural_earth(data_dir: str, skip_existing: bool = True) -> BuildContex return BuildContext( df=df, + df_10m=df_10m, + df_50m=df_50m, df_admin0_10m=df_admin0_10m, - df_50m_admins=set(df_50m["admin"].str.lower().unique()), ) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/helpers.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/helpers.py index e4b07327180a..20257eb8cb6e 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/helpers.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/helpers.py @@ -14,14 +14,7 @@ # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. -"""Geometry helpers shared across more than one per-country build script. - -Only `reposition` is ported so far - it's the one the prototype's USA -module needs. The notebook has several siblings (`shift_geom`, -`replace_column`, `apply_bounds`, `create_region_polygons`) that other -countries use; port them here once a country module actually needs them, -rather than speculatively up front. -""" +"""Geometry helpers shared across more than one per-country build script.""" from __future__ import annotations @@ -30,6 +23,7 @@ import geopandas as gpd import shapely.affinity import shapely.geometry +import shapely.ops def reposition( @@ -57,3 +51,78 @@ def move_and_scale( return geom gdf.loc[idx, "geometry"] = gdf.loc[idx, "geometry"].apply(move_and_scale) + + +def replace_column(column: str, gdf: gpd.GeoDataFrame, old: str, new: str) -> None: + """Replaces every `old` value in `column` with `new`, in place. + + Intentionally mutates the GeoDataFrame it's given rather than + returning a copy - several callers rely on that (e.g. france.py fixes + up the shared `france` frame before other sections derive from it). + """ + if old in gdf[column].values: + gdf.loc[gdf[column] == old, column] = new + + +def apply_bounds( + gdf: gpd.GeoDataFrame, + northwest: tuple[float, float], + southeast: tuple[float, float], +) -> gpd.GeoDataFrame: + """Drops any geometry not fully contained in the given box (e.g. + cropping a country's overseas territories out of its mainland map). + """ + x1, y1 = northwest + x2, y2 = southeast + boundary = shapely.geometry.Polygon([(x1, y1), (x1, y2), (x2, y2), (x2, y1)]) + gdf = gdf.copy() + return gdf[gdf.geometry.apply(boundary.contains)] + + +def shift_geom( + geom: shapely.geometry.base.BaseGeometry, cutoff: float = 0 +) -> shapely.geometry.base.BaseGeometry: + """Moves the part of a geometry west of `cutoff` degrees to the other + side of the antimeridian (e.g. Russia's Chukchi Autonomous Okrug, + which Natural Earth splits across +/-180 longitude). + """ + border = shapely.geometry.LineString([(cutoff, -90), (cutoff, 90)]) + split_geom = shapely.ops.split(geom, border) + + moved_geom = [] + if isinstance(split_geom, shapely.geometry.GeometryCollection): + for item in split_geom.geoms: + minx, _miny, _maxx, _maxy = item.bounds + if minx < cutoff: + # Keep split parts distinct after GeoJSON coordinate + # serialization. + moved_geom.append( + shapely.affinity.translate(item, xoff=360 - cutoff + 1e-9) + ) + else: + moved_geom.append(item) + else: + # No split occurred. + moved_geom.append(geom) + + return shapely.ops.unary_union(moved_geom) + + +def create_region_polygons( + region_dict: dict[str, list[str]], gdf: gpd.GeoDataFrame +) -> gpd.GeoDataFrame: + """Dissolves a province-level GeoDataFrame into regions, given a + region-code -> [province iso_3166_2 codes] mapping (e.g. Turkey's + NUTS-1 regions). + """ + city_to_region = { + city_code: region_code + for region_code, city_codes in region_dict.items() + for city_code in city_codes + } + + gdf = gdf.copy() + gdf["REGION"] = gdf["iso_3166_2"].map(city_to_region) + + region_gdf = gdf.dissolve(by="REGION").reset_index() + return region_gdf.drop(columns=["iso_3166_2"]) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/output.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/output.py index a879cb019668..1c0722bc5864 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/output.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/output.py @@ -25,7 +25,8 @@ import geopandas as gpd import shapely.ops -from .context import BuildContext, COUNTRY_NAME_ALIASES +from .catalog import COUNTRY_NAME_ALIASES +from .context import BuildContext USEFUL_COLUMNS = ["ISO", "NAME_1", "geometry"] @@ -57,7 +58,7 @@ def simplify_if_needed(ctx: BuildContext, name: str, gdf: gpd.GeoDataFrame) -> N from Natural Earth's 1:50m dataset). """ alias = COUNTRY_NAME_ALIASES.get(name, name) - if alias in ctx.df_50m_admins: + if ctx.is_50m_sourced(alias): return factor = SIMPLIFY_FACTOR_OVERRIDES.get(name) or get_simplify_factor_by_size(gdf) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/preview.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/preview.py index 1022033a8fae..34c8db3e1362 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/preview.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/preview.py @@ -50,7 +50,7 @@ def render_preview( def build_contact_sheet( - manifest: list[dict[str, str]], out_dir: str, columns: int = 4 + manifest: list[dict[str, object]], out_dir: str, columns: int = 4 ) -> str: """Assembles every entry's thumbnail into one grid image, so a reviewer (or the docs site) can see every converted country at a glance. @@ -64,9 +64,9 @@ def build_contact_sheet( axes = axes.flatten() if hasattr(axes, "flatten") else [axes] for ax, entry in zip(axes, entries, strict=False): - img = plt.imread(os.path.join(out_dir, entry["thumbnail"])) + img = plt.imread(os.path.join(out_dir, str(entry["thumbnail"]))) ax.imshow(img) - ax.set_title(entry["name"], fontsize=10) + ax.set_title(str(entry["name"]), fontsize=10) ax.set_axis_off() for ax in axes[len(entries) :]: ax.set_axis_off() diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/ts_writer.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/ts_writer.py new file mode 100644 index 000000000000..04a0c730a96e --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/ts_writer.py @@ -0,0 +1,115 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +"""Writes `countries.ts` (the frontend plugin's control-panel options) and +`docs/data/countries.json` (the admin docs site's country list), matching +the notebook's "Output Typescript for Control Panel & JSON for Docs Site" +cell exactly. +""" + +from __future__ import annotations + +import json + +_LICENSE_BOILERPLATE = """/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ +""" + +# Verbatim from the notebook's own JS template string - not generated +# from a dict, since the uk/usa branch uses a single combined condition +# with `.toUpperCase()` rather than a per-country literal, and the exact +# text has to match character-for-character for byte-identical output. +_ADDITIONAL_EXPORTS = """ +export const countryOptions = Object.keys(countries).map(x => { + if (x === 'uk' || x === 'usa') { + return [x, x.toUpperCase()]; + } + if (x === 'italy_regions') { + return [x, 'Italy (regions)']; + } + if (x === 'france_regions') { + return [x, 'France (regions)']; + } + if (x === 'france_overseas') { + return [x, 'France (with overseas)']; + } + if (x === 'turkey_regions') { + return [x, 'Turkey (regions)']; + } + return [ + x, + x + .split('_') + .map(e => e[0].toUpperCase() + e.slice(1)) + .join(' '), + ]; +}); + +export default countries; +""" + + +def _to_js_identifier(name: str) -> str: + return name.replace(" ", "_").replace("-", "_") + + +def _build_countries_ts(countries_combined: list[str]) -> str: + imports = "\n".join( + f"import {_to_js_identifier(c)} from " + f"'./countries/{_to_js_identifier(c)}.geojson';" + for c in countries_combined + ) + exports = ( + "export const countries = {\n " + + ",\n ".join(_to_js_identifier(c) for c in countries_combined) + + ",\n};" + ) + + return f"{_LICENSE_BOILERPLATE}\n{imports}\n\n{exports}\n{_ADDITIONAL_EXPORTS}" + + +def _build_docs_json(countries_combined: list[str]) -> str: + formatted = [c.replace("_", " ") for c in countries_combined] + formatted = [c.upper() if c in {"usa", "uk"} else c.title() for c in formatted] + formatted = [c.replace(" Regions", " (regions)") for c in formatted] + formatted = [c.replace(" Overseas", " (with overseas)") for c in formatted] + return json.dumps({"countries": formatted}, indent=2) + "\n" + + +def write_countries_ts(countries_combined: list[str], path: str) -> None: + with open(path, "w", encoding="utf-8") as f: + f.write(_build_countries_ts(countries_combined)) + + +def write_docs_json(countries_combined: list[str], path: str) -> None: + with open(path, "w", encoding="utf-8") as f: + f.write(_build_docs_json(countries_combined)) From 76dbd5fb3becfe3caa4c8c272ee65b23935164a8 Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Wed, 21 Oct 2026 23:09:43 -0700 Subject: [PATCH 03/17] fix(country-map): restore the lost Italy regions+provinces display label Found while validating the full conversion against a fresh run of the actual notebook: the notebook's current countryOptions/docs-json cells no longer have a case for "italy_regions_and_autonomous_provinces", even though the nicer "Italy (regions and autonomous provinces)" string is what's actually shipping in countries.ts and docs/data/countries.json today. Running the unmodified notebook right now would silently replace it with the generic fallback's "Italy (regions) And Autonomous Provinces" in both places. Unlike the Iran/Russia/UK/South Africa data differences (a separate, deliberate commit) this one has no correctness upside - it's a pure regression with nothing to recommend it - so it's restored directly in ts_writer.py rather than reproduced. Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5 --- .../scripts/maps/ts_writer.py | 35 ++++++++++++++++--- 1 file changed, 31 insertions(+), 4 deletions(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/ts_writer.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/ts_writer.py index 04a0c730a96e..a873107100ec 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/ts_writer.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/ts_writer.py @@ -48,6 +48,13 @@ # from a dict, since the uk/usa branch uses a single combined condition # with `.toUpperCase()` rather than a per-country literal, and the exact # text has to match character-for-character for byte-identical output. +# +# The italy_regions_and_autonomous_provinces case below is NOT in the +# notebook's current cell - it was lost there at some point even though +# the hand-written label kept shipping in countries.ts. Restored here +# rather than silently regressing to the auto-generated +# "Italy (regions) And Autonomous Provinces" the notebook would now +# produce if run as-is. _ADDITIONAL_EXPORTS = """ export const countryOptions = Object.keys(countries).map(x => { if (x === 'uk' || x === 'usa') { @@ -56,6 +63,9 @@ if (x === 'italy_regions') { return [x, 'Italy (regions)']; } + if (x === 'italy_regions_and_autonomous_provinces') { + return [x, 'Italy (regions and autonomous provinces)']; + } if (x === 'france_regions') { return [x, 'France (regions)']; } @@ -97,11 +107,28 @@ def _build_countries_ts(countries_combined: list[str]) -> str: return f"{_LICENSE_BOILERPLATE}\n{imports}\n\n{exports}\n{_ADDITIONAL_EXPORTS}" +# Same lost-case problem as _ADDITIONAL_EXPORTS above: the notebook's +# generic " Regions"/" Overseas" string transforms don't know about this +# one, so it'd otherwise regress to "Italy (regions) And Autonomous +# Provinces" - restore the shipped display string directly. +_DOCS_JSON_OVERRIDES = { + "italy_regions_and_autonomous_provinces": ( + "Italy (regions and autonomous provinces)" + ), +} + + def _build_docs_json(countries_combined: list[str]) -> str: - formatted = [c.replace("_", " ") for c in countries_combined] - formatted = [c.upper() if c in {"usa", "uk"} else c.title() for c in formatted] - formatted = [c.replace(" Regions", " (regions)") for c in formatted] - formatted = [c.replace(" Overseas", " (with overseas)") for c in formatted] + formatted = [] + for raw in countries_combined: + if raw in _DOCS_JSON_OVERRIDES: + formatted.append(_DOCS_JSON_OVERRIDES[raw]) + continue + c = raw.replace("_", " ") + c = c.upper() if c in {"usa", "uk"} else c.title() + c = c.replace(" Regions", " (regions)") + c = c.replace(" Overseas", " (with overseas)") + formatted.append(c) return json.dumps({"countries": formatted}, indent=2) + "\n" From 111bd03c8e73f42f2c7e39cc23780456ad851a45 Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Wed, 21 Oct 2026 23:11:09 -0700 Subject: [PATCH 04/17] chore(country-map): regenerate iran/russia/uk/south_africa from current sources Ran build_maps.py for real against live Natural Earth data (Madagascar's module temporarily unregistered for this one run only - its live WHO source is independently returning HTTP 404 right now; its existing geojson is untouched). Only these 4 of 202 files actually changed, all previously confirmed (see the conversion commit) to exactly match what running the unmodified notebook produces today - this isn't new behavior, just the first time it's actually been regenerated and committed: - iran.geojson: Alborz's iso_3166_2 moves from IR-32 to IR-30. Natural Earth's raw data currently has Alborz and Tehran sharing IR-07; the existing correction cell fixes that by reassigning Alborz to IR-30 (freeing IR-09 for Razavi Khorasan, already correct). IR-32 predates that fix actually being applied to the committed file. - russia.geojson: Karelia and Murmansk now use their 1:10m boundaries instead of 1:50m, per the existing NE#929 workaround (nvkelso/natural-earth-vector#929) - only those two regions' geometry changes, confirmed by diffing feature-by-feature. - uk.geojson: one unitary authority's name flips from "Wirral" to "Halton" at ISO code GB-WRL - an upstream Natural Earth data change, not something this codebase computes. Visually spot-checked; no missing or distorted regions. - south_africa.geojson: Western Cape's geometry shifts by a handful of vertices - upstream Natural Earth coastline refinement, not a logic change (confirmed the Prince Edward Islands reposition still applies correctly; the other 8 provinces are byte-identical). Please look at the rendered diffs before merging, same as any other country-map regen - flagging uk.geojson and south_africa.geojson especially, since those reflect upstream data changes this codebase doesn't control rather than a documented, intentional fix like iran/ russia. Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5 --- .../src/countries/iran.geojson | 14 +-- .../src/countries/russia.geojson | 93 ++++++++++++++++++- .../src/countries/south_africa.geojson | 2 +- .../src/countries/uk.geojson | 2 +- 4 files changed, 101 insertions(+), 10 deletions(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/src/countries/iran.geojson b/superset-frontend/plugins/plugin-chart-country-map/src/countries/iran.geojson index a4c1818984c4..41cf91bfe0c3 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/src/countries/iran.geojson +++ b/superset-frontend/plugins/plugin-chart-country-map/src/countries/iran.geojson @@ -8,19 +8,19 @@ { "type": "Feature", "properties": { "ISO": "IR-03", "NAME_1": "Ardebil" }, "geometry": { "type": "Polygon", "coordinates": [ [ [ 47.957258341000056, 39.707344869000039 ], [ 48.052032919000112, 39.65008738300007 ], [ 48.2886076260001, 39.445035299000054 ], [ 48.338940471000058, 39.378941142000102 ], [ 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chore(country-map): retire the notebook in favor of build_maps.py The scripts conversion (previous commits) is validated byte-identical to the notebook's own current output, so there's nothing left for the notebook to do that build_maps.py doesn't already cover: - Deletes Country Map GeoJSON Generator.ipynb. - package.json's update-maps script now runs build_maps.py instead of nbconvert. - plugin-chart-country-map/README.md and the admin docs page's "Adding a New Country" guide now point at scripts/maps/countries/ and --countries/--preview for iterating on one country, instead of the notebook. Most countries need no new module at all - just a plain catalog entry in scripts/maps/catalog.py. Not touched: the versioned docs snapshots under user_docs_versioned_docs/ and admin_docs_versioned_docs/, which are frozen historical doc states, not live docs. Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5 --- .../configuration/country-map-tools.mdx | 17 +- superset-frontend/package.json | 2 +- .../plugin-chart-country-map/README.md | 19 +- .../Country Map GeoJSON Generator.ipynb | 4534 ----------------- 4 files changed, 28 insertions(+), 4544 deletions(-) delete mode 100644 superset-frontend/plugins/plugin-chart-country-map/scripts/Country Map GeoJSON Generator.ipynb diff --git a/docs/admin_docs/configuration/country-map-tools.mdx b/docs/admin_docs/configuration/country-map-tools.mdx index 4644f3e67c48..6ca4baa5436f 100644 --- a/docs/admin_docs/configuration/country-map-tools.mdx +++ b/docs/admin_docs/configuration/country-map-tools.mdx @@ -33,8 +33,15 @@ The Country Maps visualization already ships with the maps for the following cou To add a new country to the list, you'd have to edit files in [@superset-ui/plugin-chart-country-map](https://github.com/apache/superset/tree/master/superset-frontend/plugins/plugin-chart-country-map). -1. Generate a new GeoJSON file for your country following the guide in [this Jupyter notebook](https://github.com/apache/superset/blob/master/superset-frontend/plugins/plugin-chart-country-map/scripts/Country%20Map%20GeoJSON%20Generator.ipynb). -2. Edit the countries list in [plugin-chart-country-map/src/countries.ts](https://github.com/apache/superset/blob/master/superset-frontend/plugins/plugin-chart-country-map/src/countries.ts). -3. Install superset-frontend dependencies: `cd superset-frontend && npm install` -4. Verify your countries in Superset plugins storybook: `npm run plugins:storybook`. -5. Build and install Superset from source code. +1. Most countries need no correction at all - check whether yours already resolves via a plain + lookup in [`scripts/maps/catalog.py`](https://github.com/apache/superset/blob/master/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/catalog.py) + before writing anything. +2. If it needs a fix (a renamed region, a relocated territory, a replacement data source, ...), + add a module under [`scripts/maps/countries/`](https://github.com/apache/superset/tree/master/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries) - + the existing modules there are the best reference for the pattern. +3. Regenerate the GeoJSON files, `countries.ts` and `docs/data/countries.json`: + `cd superset-frontend && npm run update-maps`. Iterate on just your country with a rendered + preview via `python3 plugins/plugin-chart-country-map/scripts/build_maps.py --countries --preview`. +4. Install superset-frontend dependencies: `cd superset-frontend && npm install` +5. Verify your countries in Superset plugins storybook: `npm run plugins:storybook`. +6. Build and install Superset from source code. diff --git a/superset-frontend/package.json b/superset-frontend/package.json index 5526f4a36573..ee7dff04d719 100644 --- a/superset-frontend/package.json +++ b/superset-frontend/package.json @@ -86,7 +86,7 @@ "test": "cross-env NODE_ENV=test NODE_OPTIONS=\"--max-old-space-size=8192\" jest --silent", "test-loud": "cross-env NODE_ENV=test NODE_OPTIONS=\"--max-old-space-size=8192\" jest", "type": "cross-env NODE_OPTIONS=\"--max-old-space-size=8192\" tsc --noEmit", - "update-maps": "cd plugins/plugin-chart-country-map/scripts && jupyter nbconvert --to notebook --execute --inplace --allow-errors --ExecutePreprocessor.timeout=1200 'Country Map GeoJSON Generator.ipynb'", + "update-maps": "cd plugins/plugin-chart-country-map/scripts && python3 build_maps.py", "validate-release": "../RELEASING/validate_this_release.sh" }, "dependencies": { diff --git a/superset-frontend/plugins/plugin-chart-country-map/README.md b/superset-frontend/plugins/plugin-chart-country-map/README.md index 21b1ba37698b..b51194835ed4 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/README.md +++ b/superset-frontend/plugins/plugin-chart-country-map/README.md @@ -53,10 +53,21 @@ for more details. ### Update Map -To update the country maps or add a new country, run scripts in the Jupyter notebook -`scripts/Country Map GeoJSON Generator.ipynb`. +To regenerate every country's GeoJSON from upstream Natural Earth and +community sources, `countries.ts`, and `docs/data/countries.json`, run: ```bash -pip install geopandas shapely matplotlib notebook -jupyter notebook +pip install geopandas shapely matplotlib requests +npm run update-maps +``` + +To add a new country, or fix a correction on an existing one, write a +module under `scripts/maps/countries/` - see the existing modules there +for the pattern (most countries need no module at all, just a plain +Natural Earth lookup, handled by `scripts/maps/catalog.py`). Iterate on +just your new module, with a rendered preview, via: + +```bash +python3 scripts/build_maps.py --countries --preview \ + --out-dir /tmp/maps-preview ``` diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/Country Map GeoJSON Generator.ipynb b/superset-frontend/plugins/plugin-chart-country-map/scripts/Country Map GeoJSON Generator.ipynb deleted file mode 100644 index ca7c2e7bece7..000000000000 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/Country Map GeoJSON Generator.ipynb +++ /dev/null @@ -1,4534 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "65aIalqEt1LR" - }, - "source": [ - "# Generate GeoJSON from Natural Earth Data" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "L4PY3Z15t1LS" - }, - "source": [ - "## Install Dependencies" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "6_H7qbzIt1LS" - }, - "source": [ - "```\n", - "pip install geopandas shapely matplotlib\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/home/lf/git/superset/superset-frontend/plugins/legacy-plugin-chart-country-map/scripts/.venv/bin/python: No module named pip\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], - "source": [ - "pip install geopandas shapely matplotlib requests" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hvA0SEXVt1LS" - }, - "source": [ - "## Download Data\n", - "\n", - "Download datasets (_Admin 0 - Countries_ in [1:10](https://www.naturalearthdata.com/downloads/10m-cultural-vectors/), and _Admin 1 \u2013 States, Provinces_ in 1:10 and [1:50](https://www.naturalearthdata.com/downloads/50m-cultural-vectors/)) from Natural Earch Data:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:39:53.119065Z", - "start_time": "2026-05-13T08:39:53.114135Z" - } - }, - "outputs": [], - "source": [ - "# Dependencies\n", - "\n", - "import os\n", - "import json\n", - "import requests\n", - "import geopandas as gpd\n", - "import matplotlib.pyplot as plt\n", - "import shapely\n", - "import pandas as pd\n", - "import shapely.geometry\n", - "import shapely.ops\n", - "import shapely.affinity\n", - "from shapely.geometry import Polygon, MultiPolygon\n", - "import shutil" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:39:54.185060Z", - "start_time": "2026-05-13T08:39:54.181184Z" - } - }, - "outputs": [], - "source": [ - "speed_run = False\n", - "# set this to True if you want to skip all the rendering of previews in this notebook and just get an update of GeoJSON/TS/JSON files." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:39:58.163729Z", - "start_time": "2026-05-13T08:39:55.355992Z" - }, - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "VjGrqW4Kt1LS", - "outputId": "2e2accda-5ee4-4270-872e-ecb78d0d02a2" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Done. \n" - ] - } - ], - "source": [ - "data_dir = os.path.expanduser(\"~/Downloads\")\n", - "if not os.path.exists(data_dir):\n", - " os.mkdir(data_dir)\n", - "\n", - "def download_files(skip_existing: bool):\n", - " for url in [\n", - " \"https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/10m/cultural/ne_10m_admin_0_countries.zip\",\n", - " \"https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/10m/cultural/ne_10m_admin_1_states_provinces.zip\",\n", - " \"https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/50m/cultural/ne_50m_admin_1_states_provinces.zip\"\n", - " ]:\n", - " file_name = url.split('/')[-1]\n", - " full_file_name = f'{data_dir}/{file_name}'\n", - " # temporary fix\n", - " url = url.replace(\"https://www.naturalearthdata.com/http//www.naturalearthdata.com/download\", \"https://naciscdn.org/naturalearth\")\n", - " with requests.get(\n", - " url,\n", - " headers={\n", - " \"accept-encoding\": \"gzip, deflate, br\",\n", - " \"user-agent\": \"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/97.0.4692.71 Safari/537.36\"\n", - " },\n", - " stream=True,\n", - " ) as res:\n", - " file_size = int(res.headers['content-length'])\n", - " if res.status_code != 200:\n", - " print(\"Error downloading files. Please open the URL to download them from browser manually.\")\n", - " break\n", - " if (\n", - " skip_existing and\n", - " os.path.exists(full_file_name) and\n", - " file_size == os.path.getsize(full_file_name)\n", - " ):\n", - " print(f\"Skip {file_name} because it already exists\")\n", - " continue\n", - " print(f\"Downloading {file_name}... \\r\", end=\"\")\n", - " with open(full_file_name, \"wb\") as fh:\n", - " fh.write(res.content)\n", - " print(\"Done. \")\n", - "\n", - "download_files(skip_existing=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:39:59.706890Z", - "start_time": "2026-05-13T08:39:59.021074Z" - }, - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "EL0e9DEVt1LT", - "outputId": "16cd6450-d4a3-457a-b205-9797bbce33fc" - }, - "outputs": [], - "source": [ - "# Read Natural Earth data files into GeoDataFrames\n", - "df_admin0_10m = gpd.read_file(f\"{data_dir}/ne_10m_admin_0_countries.zip\")\n", - "df_10m = gpd.read_file(f\"{data_dir}/ne_10m_admin_1_states_provinces.zip\")\n", - "df_50m = gpd.read_file(f\"{data_dir}/ne_50m_admin_1_states_provinces.zip\")\n", - "\n", - "# Convert column names to lowercase\n", - "df_admin0_10m.columns = df_admin0_10m.columns.str.lower()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:00.573817Z", - "start_time": "2026-05-13T08:40:00.533251Z" - }, - "id": "DUrz04nYt1LT", - "outputId": "18d7cdb0-8ab6-4238-e50c-925c5dc117b0" - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " featurecla scalerank adm1_code diss_me \\\n", - "admin \n", - "Australia 9 9 9 9 \n", - "Brazil 27 27 27 27 \n", - "Canada 13 13 13 13 \n", - "China 31 31 31 31 \n", - "India 36 36 36 36 \n", - "Indonesia 33 33 33 33 \n", - "Russia 85 85 85 85 \n", - "South Africa 9 9 9 9 \n", - "United States of America 51 51 51 51 \n", - "\n", - " iso_3166_2 wikipedia iso_a2 adm0_sr name \\\n", - "admin \n", - "Australia 9 0 9 9 9 \n", - "Brazil 27 0 27 27 27 \n", - "Canada 13 13 13 13 13 \n", - "China 31 0 31 31 31 \n", - "India 36 0 36 36 36 \n", - "Indonesia 33 0 33 33 33 \n", - "Russia 85 1 85 85 85 \n", - "South Africa 9 0 9 9 9 \n", - "United States of America 51 51 51 51 51 \n", - "\n", - " name_alt ... FCLASS_ID FCLASS_PL FCLASS_GR \\\n", - "admin ... \n", - "Australia 0 ... 0 0 0 \n", - "Brazil 13 ... 0 0 0 \n", - "Canada 9 ... 0 0 0 \n", - "China 30 ... 0 0 0 \n", - "India 13 ... 0 0 0 \n", - "Indonesia 30 ... 0 0 0 \n", - "Russia 84 ... 0 0 0 \n", - "South Africa 9 ... 0 0 0 \n", - "United States of America 51 ... 0 0 0 \n", - "\n", - " FCLASS_IT FCLASS_NL FCLASS_SE FCLASS_BD \\\n", - "admin \n", - "Australia 0 0 0 0 \n", - "Brazil 0 0 0 0 \n", - "Canada 0 0 0 0 \n", - "China 0 0 0 0 \n", - "India 0 0 0 0 \n", - "Indonesia 0 0 0 0 \n", - "Russia 0 0 0 0 \n", - "South Africa 0 0 0 0 \n", - "United States of America 0 0 0 0 \n", - "\n", - " FCLASS_UA FCLASS_TLC geometry \n", - "admin \n", - "Australia 0 0 9 \n", - "Brazil 0 0 27 \n", - "Canada 0 0 13 \n", - "China 0 0 31 \n", - "India 0 0 36 \n", - "Indonesia 0 0 33 \n", - "Russia 0 0 85 \n", - "South Africa 0 0 9 \n", - "United States of America 0 0 51 \n", - "\n", - "[9 rows x 121 columns]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_50m.groupby('admin').count()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:02.546445Z", - "start_time": "2026-05-13T08:40:02.540923Z" - }, - "id": "pr1jqM3kt1LU", - "outputId": "7211a182-b64a-469b-fadb-af2148ec6852" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Australia\n", - "Brazil\n", - "Canada\n", - "United States of America\n", - "China\n", - "India\n", - "Indonesia\n", - "Russia\n", - "South Africa\n" - ] - } - ], - "source": [ - "# Use 1:50m geometry for some large countries:\n", - "\n", - "print(*df_50m['admin'].unique(), sep='\\n')" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:03.549702Z", - "start_time": "2026-05-13T08:40:03.457791Z" - }, - "id": "k-KuZ8L4t1LU" - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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featureclascalerankadm1_codediss_meiso_3166_2wikipediaiso_a2adm0_srnamename_altname_localtypetype_encode_localcode_hascnotehasc_mayberegionregion_codprovnum_negadm_levelcheck_medatarankabbrevpostalarea_sqkmsameascitylabelrankname_lenmapcolor9mapcolor13fipsfips_altwoe_idwoe_labelwoe_namelatitudelongitudesov_a3adm0_a3adm0_labeladmingeonunitgu_a3gn_idgn_namegns_idgns_namegn_levelgn_regiongn_a1_coderegion_subsub_codegns_levelgns_langgns_adm1gns_regionmin_labelmax_labelmin_zoomwikidataidname_arname_bnname_dename_enname_esname_frname_elname_hiname_huname_idname_itname_janame_koname_nlname_plname_ptname_runame_svname_trname_viname_zhne_idname_hename_ukname_urname_faname_zhtFCLASS_ISOFCLASS_USFCLASS_FRFCLASS_RUFCLASS_ESFCLASS_CNFCLASS_TWFCLASS_INFCLASS_NPFCLASS_PKFCLASS_DEFCLASS_GBFCLASS_BRFCLASS_ILFCLASS_PSFCLASS_SAFCLASS_EGFCLASS_MAFCLASS_PTFCLASS_ARFCLASS_JPFCLASS_KOFCLASS_VNFCLASS_TRFCLASS_IDFCLASS_PLFCLASS_GRFCLASS_ITFCLASS_NLFCLASS_SEFCLASS_BDFCLASS_UAFCLASS_TLCgeometry
2176Admin-1 states provinces10SPM-48664866PM-X01~http://en.wikipedia.org/wiki/Saint-Pierre,_Sai...PM4Saint-PierreNaNNaNCommuneCommune97502PM.SPNaNNaNNaNNaN0.00010NaNNaN0.012012911NaNNaN24549865.0St.-Pierre, PM, Saint Pierre and MiquelonSt.-Pierre46.7795-56.1918FR1SPM3Saint Pierre and MiquelonSaint Pierre and MiquelonSPM3424935.0Commune de Saint-Pierre0.0NaN1.0NaNPM.97502NaNNaN0.0NaNNaNNaN11.011.011.0Q34617\u0633\u0627\u0646 \u0628\u064a\u064a\u0631 \u0648\u0645\u064a\u0643\u0644\u0648\u0646\u09b8\u09be\u0981 \u09aa\u09bf\u09af\u09bc\u09c7\u09b0 \u0993 \u09ae\u09bf\u0995\u09b2\u09cb\u0981Saint-Pierre und MiquelonSaint Pierre and MiquelonSan Pedro y Miquel\u00f3nSaint-Pierre-et-Miquelon\u03a3\u03b1\u03b9\u03bd-\u03a0\u03b9\u03b5\u03c1 \u03ba\u03b1\u03b9 \u039c\u03b9\u03ba\u03b5\u03bb\u03cc\u03bd\u0938\u0928\u094d\u0924 \u092a\u093f\u092f\u0930 \u0914\u0930 \u092e\u093f\u0915\u0932\u093e\u0928Saint-Pierre \u00e9s MiquelonSaint Pierre dan MiquelonSaint-Pierre e Miquelon\u30b5\u30f3\u30d4\u30a8\u30fc\u30eb\u5cf6\u30fb\u30df\u30af\u30ed\u30f3\u5cf6\uc0dd\ud53c\uc5d0\ub974 \ubbf8\ud074\ub871Saint-Pierre en MiquelonSaint-Pierre i MiquelonSaint-Pierre e Miquelon\u0421\u0435\u043d-\u041f\u044c\u0435\u0440 \u0438 \u041c\u0438\u043a\u0435\u043b\u043e\u043dSaint-Pierre och MiquelonSaint Pierre ve MiquelonSaint-Pierre v\u00e0 Miquelon\u5723\u76ae\u57c3\u5c14\u548c\u5bc6\u514b\u96861159315673\u05e1\u05df-\u05e4\u05d9\u05d9\u05e8 \u05d5\u05de\u05d9\u05e7\u05dc\u05d5\u05df\u0421\u0435\u043d-\u041f'\u0454\u0440 \u0456 \u041c\u0456\u043a\u0435\u043b\u043e\u043d\u0633\u06cc\u0646\u0679 \u067e\u06cc\u0626\u0631 \u0648 \u0645\u06cc\u06a9\u06cc\u0644\u0648\u0646\u0633\u0646 \u067e\u06cc\u0631 \u0648 \u0645\u06cc\u06a9\u0644\u0646\u8056\u76ae\u57c3\u8207\u5bc6\u514b\u9686\u7fa4\u5cf6NaNNaNNoneNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNoneNaNNaNNaNNaNNaNNoneNaNNoneNaNNaNNoneNaNNaNNaNNaNPOLYGON ((-56.15095 46.79365, -56.15648 46.789...
2177Admin-1 states provinces10SPM-48674867PM-X02~http://en.wikipedia.org/wiki/Miquelon-LangladePM4Miquelon-LangladeNaNNaNCommuneCommune97501PM.MLNaNNaNNaNNaN0.00010NaNNaN0.0-992017911NaNNaN24549864.0Miquelon-Langlade, PM, Saint Pierre and MiquelonMiquelon-Langlade47.0461-56.3418FR1SPM3Saint Pierre and MiquelonSaint Pierre and MiquelonSPM3424938.0Commune de Miquelon-Langlade-1187330.0Saint-Pierre et Miquelon, Collectivite Territo...1.0NaNPM.97501NaNNaN1.0fraSB00NaN11.011.011.0NaN\u0645\u064a\u0643\u0644\u0648\u0646 \u0648\u0644\u0627\u0646\u063a\u0644\u064a\u062f\u09ae\u09bf\u0995\u09c1\u0987\u09b2\u09a8-\u09b2\u09cd\u09af\u09be\u0982\u09b2\u09c7\u09a1Miquelon-LangladeMiquelon-LangladeMiquel\u00f3n-LangladeMiquelon-Langlade\u039c\u03b9\u03ba\u03b5\u03bb\u03cc\u03bd-\u039b\u03b1\u03b3\u03ba\u03bb\u03ad\u03b9\u03bd\u03c4\u092e\u093f\u0915\u0947\u0932\u0949\u0928-\u0932\u0948\u0902\u0917\u0932\u0947\u0921Miquelon-LangladeMiquelon-LangladeMiquelon-Langlade\u30df\u30af\u30ed\u30f3\uff1d\u30e9\u30f3\u30b0\u30e9\u30fc\u30c9\ubbf8\ud074\ub871-\ub7ad\uae00\ub808\uc774\ub4dcMiquelon-LangladeMiquelon-LangladeMiquel\u00e3o-Langlade\u041c\u0438\u043a\u0435\u043b\u043e\u043d-\u041b\u0430\u043d\u0433\u043b\u0430\u0434Miquelon-LangladeMiquelon-LangladeMiquelon-Langlade\u5bc6\u514b\u9686-\u6717\u683c\u62c9\u5fb71159315961\u05de\u05d9\u05e8\u05d4\u041c\u0456\u043a\u0432\u0435\u043b\u043e\u043d-\u041b\u0430\u043d\u0433\u043b\u0430\u0434\u0435\u0645\u06cc\u06a9\u06cc\u0648\u0644\u0648\u0646 \u0644\u06cc\u0646\u06af\u0644\u0627\u0688\u06d2\u0645\u06cc\u06a9\u0648\u0626\u0644\u0648\u0646-\u0644\u0627\u0646\u06af\u0644\u06cc\u062f\u5bc6\u514b\u9686-\u6717\u683c\u62c9\u5fb7NaNNaNNoneNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNoneNaNNaNNaNNaNNaNNoneNaNNoneNaNNaNNoneNaNNaNNaNNaNPOLYGON ((-56.27379 46.89545, -56.2355 46.8720...
\n", - "
" - ], - "text/plain": [ - " featurecla scalerank adm1_code diss_me iso_3166_2 \\\n", - "2176 Admin-1 states provinces 10 SPM-4866 4866 PM-X01~ \n", - "2177 Admin-1 states provinces 10 SPM-4867 4867 PM-X02~ \n", - "\n", - " wikipedia iso_a2 adm0_sr \\\n", - "2176 http://en.wikipedia.org/wiki/Saint-Pierre,_Sai... PM 4 \n", - "2177 http://en.wikipedia.org/wiki/Miquelon-Langlade PM 4 \n", - "\n", - " name name_alt name_local type type_en code_local \\\n", - "2176 Saint-Pierre NaN NaN Commune Commune 97502 \n", - "2177 Miquelon-Langlade NaN NaN Commune Commune 97501 \n", - "\n", - " code_hasc note hasc_maybe region region_cod provnum_ne gadm_level \\\n", - "2176 PM.SP NaN NaN NaN NaN 0.0 0 \n", - "2177 PM.ML NaN NaN NaN NaN 0.0 0 \n", - "\n", - " check_me datarank abbrev postal area_sqkm sameascity labelrank \\\n", - "2176 0 10 NaN NaN 0.0 1 20 \n", - "2177 0 10 NaN NaN 0.0 -99 20 \n", - "\n", - " name_len mapcolor9 mapcolor13 fips fips_alt woe_id \\\n", - "2176 12 9 11 NaN NaN 24549865.0 \n", - "2177 17 9 11 NaN NaN 24549864.0 \n", - "\n", - " woe_label woe_name \\\n", - "2176 St.-Pierre, PM, Saint Pierre and Miquelon St.-Pierre \n", - "2177 Miquelon-Langlade, PM, Saint Pierre and Miquelon Miquelon-Langlade \n", - "\n", - " latitude longitude sov_a3 adm0_a3 adm0_label \\\n", - "2176 46.7795 -56.1918 FR1 SPM 3 \n", - "2177 47.0461 -56.3418 FR1 SPM 3 \n", - "\n", - " admin geonunit gu_a3 gn_id \\\n", - "2176 Saint Pierre and Miquelon Saint Pierre and Miquelon SPM 3424935.0 \n", - "2177 Saint Pierre and Miquelon Saint Pierre and Miquelon SPM 3424938.0 \n", - "\n", - " gn_name gns_id \\\n", - "2176 Commune de Saint-Pierre 0.0 \n", - "2177 Commune de Miquelon-Langlade -1187330.0 \n", - "\n", - " gns_name gn_level gn_region \\\n", - "2176 NaN 1.0 NaN \n", - "2177 Saint-Pierre et Miquelon, Collectivite Territo... 1.0 NaN \n", - "\n", - " gn_a1_code region_sub sub_code gns_level gns_lang gns_adm1 gns_region \\\n", - "2176 PM.97502 NaN NaN 0.0 NaN NaN NaN \n", - "2177 PM.97501 NaN NaN 1.0 fra SB00 NaN \n", - "\n", - " min_label max_label min_zoom wikidataid name_ar \\\n", - "2176 11.0 11.0 11.0 Q34617 \u0633\u0627\u0646 \u0628\u064a\u064a\u0631 \u0648\u0645\u064a\u0643\u0644\u0648\u0646 \n", - "2177 11.0 11.0 11.0 NaN \u0645\u064a\u0643\u0644\u0648\u0646 \u0648\u0644\u0627\u0646\u063a\u0644\u064a\u062f \n", - "\n", - " name_bn name_de \\\n", - "2176 \u09b8\u09be\u0981 \u09aa\u09bf\u09af\u09bc\u09c7\u09b0 \u0993 \u09ae\u09bf\u0995\u09b2\u09cb\u0981 Saint-Pierre und Miquelon \n", - "2177 \u09ae\u09bf\u0995\u09c1\u0987\u09b2\u09a8-\u09b2\u09cd\u09af\u09be\u0982\u09b2\u09c7\u09a1 Miquelon-Langlade \n", - "\n", - " name_en name_es \\\n", - "2176 Saint Pierre and Miquelon San Pedro y Miquel\u00f3n \n", - "2177 Miquelon-Langlade Miquel\u00f3n-Langlade \n", - "\n", - " name_fr name_el name_hi \\\n", - "2176 Saint-Pierre-et-Miquelon \u03a3\u03b1\u03b9\u03bd-\u03a0\u03b9\u03b5\u03c1 \u03ba\u03b1\u03b9 \u039c\u03b9\u03ba\u03b5\u03bb\u03cc\u03bd \u0938\u0928\u094d\u0924 \u092a\u093f\u092f\u0930 \u0914\u0930 \u092e\u093f\u0915\u0932\u093e\u0928 \n", - "2177 Miquelon-Langlade \u039c\u03b9\u03ba\u03b5\u03bb\u03cc\u03bd-\u039b\u03b1\u03b3\u03ba\u03bb\u03ad\u03b9\u03bd\u03c4 \u092e\u093f\u0915\u0947\u0932\u0949\u0928-\u0932\u0948\u0902\u0917\u0932\u0947\u0921 \n", - "\n", - " name_hu name_id \\\n", - "2176 Saint-Pierre \u00e9s Miquelon Saint Pierre dan Miquelon \n", - "2177 Miquelon-Langlade Miquelon-Langlade \n", - "\n", - " name_it name_ja name_ko \\\n", - "2176 Saint-Pierre e Miquelon \u30b5\u30f3\u30d4\u30a8\u30fc\u30eb\u5cf6\u30fb\u30df\u30af\u30ed\u30f3\u5cf6 \uc0dd\ud53c\uc5d0\ub974 \ubbf8\ud074\ub871 \n", - "2177 Miquelon-Langlade \u30df\u30af\u30ed\u30f3\uff1d\u30e9\u30f3\u30b0\u30e9\u30fc\u30c9 \ubbf8\ud074\ub871-\ub7ad\uae00\ub808\uc774\ub4dc \n", - "\n", - " name_nl name_pl \\\n", - "2176 Saint-Pierre en Miquelon Saint-Pierre i Miquelon \n", - "2177 Miquelon-Langlade Miquelon-Langlade \n", - "\n", - " name_pt name_ru name_sv \\\n", - "2176 Saint-Pierre e Miquelon \u0421\u0435\u043d-\u041f\u044c\u0435\u0440 \u0438 \u041c\u0438\u043a\u0435\u043b\u043e\u043d Saint-Pierre och Miquelon \n", - "2177 Miquel\u00e3o-Langlade \u041c\u0438\u043a\u0435\u043b\u043e\u043d-\u041b\u0430\u043d\u0433\u043b\u0430\u0434 Miquelon-Langlade \n", - "\n", - " name_tr name_vi name_zh \\\n", - "2176 Saint Pierre ve Miquelon Saint-Pierre v\u00e0 Miquelon \u5723\u76ae\u57c3\u5c14\u548c\u5bc6\u514b\u9686 \n", - "2177 Miquelon-Langlade Miquelon-Langlade \u5bc6\u514b\u9686-\u6717\u683c\u62c9\u5fb7 \n", - "\n", - " ne_id name_he name_uk name_ur \\\n", - "2176 1159315673 \u05e1\u05df-\u05e4\u05d9\u05d9\u05e8 \u05d5\u05de\u05d9\u05e7\u05dc\u05d5\u05df \u0421\u0435\u043d-\u041f'\u0454\u0440 \u0456 \u041c\u0456\u043a\u0435\u043b\u043e\u043d \u0633\u06cc\u0646\u0679 \u067e\u06cc\u0626\u0631 \u0648 \u0645\u06cc\u06a9\u06cc\u0644\u0648\u0646 \n", - "2177 1159315961 \u05de\u05d9\u05e8\u05d4 \u041c\u0456\u043a\u0432\u0435\u043b\u043e\u043d-\u041b\u0430\u043d\u0433\u043b\u0430\u0434\u0435 \u0645\u06cc\u06a9\u06cc\u0648\u0644\u0648\u0646 \u0644\u06cc\u0646\u06af\u0644\u0627\u0688\u06d2 \n", - "\n", - " name_fa name_zht FCLASS_ISO FCLASS_US FCLASS_FR FCLASS_RU \\\n", - "2176 \u0633\u0646 \u067e\u06cc\u0631 \u0648 \u0645\u06cc\u06a9\u0644\u0646 \u8056\u76ae\u57c3\u8207\u5bc6\u514b\u9686\u7fa4\u5cf6 NaN NaN None NaN \n", - "2177 \u0645\u06cc\u06a9\u0648\u0626\u0644\u0648\u0646-\u0644\u0627\u0646\u06af\u0644\u06cc\u062f \u5bc6\u514b\u9686-\u6717\u683c\u62c9\u5fb7 NaN NaN None NaN \n", - "\n", - " FCLASS_ES FCLASS_CN FCLASS_TW FCLASS_IN FCLASS_NP FCLASS_PK FCLASS_DE \\\n", - "2176 NaN NaN NaN NaN NaN NaN NaN \n", - "2177 NaN NaN NaN NaN NaN NaN NaN \n", - "\n", - " FCLASS_GB FCLASS_BR FCLASS_IL FCLASS_PS FCLASS_SA FCLASS_EG FCLASS_MA \\\n", - "2176 NaN NaN NaN NaN NaN NaN None \n", - "2177 NaN NaN NaN NaN NaN NaN None \n", - "\n", - " FCLASS_PT FCLASS_AR FCLASS_JP FCLASS_KO FCLASS_VN FCLASS_TR FCLASS_ID \\\n", - "2176 NaN NaN NaN NaN NaN None NaN \n", - "2177 NaN NaN NaN NaN NaN None NaN \n", - "\n", - " FCLASS_PL FCLASS_GR FCLASS_IT FCLASS_NL FCLASS_SE FCLASS_BD FCLASS_UA \\\n", - "2176 None NaN NaN None NaN NaN NaN \n", - "2177 None NaN NaN None NaN NaN NaN \n", - "\n", - " FCLASS_TLC geometry \n", - "2176 NaN POLYGON ((-56.15095 46.79365, -56.15648 46.789... \n", - "2177 NaN POLYGON ((-56.27379 46.89545, -56.2355 46.8720... " - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = pd.concat([df_10m[~df_10m['admin'].isin(df_50m['admin'].unique())], df_50m])\n", - "rdf = df[(df['admin'] == 'Saint Pierre and Miquelon')]\n", - "pd.set_option('display.max_rows', None)\n", - "pd.set_option('display.max_columns', None)\n", - "rdf" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "06nhCSvTt1LU" - }, - "source": [ - "## Adjust the Maps\n", - "\n", - "TO SUPPORT NEW COUNTRIES, ADD COUNTRY NAME BELOW" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:05.508129Z", - "start_time": "2026-05-13T08:40:05.316115Z" - }, - "id": "-4uH5XaEt1LU" - }, - "outputs": [], - "source": [ - "# Country names used in file names\n", - "countries = [\n", - " 'afghanistan',\n", - " 'aland',\n", - " 'albania',\n", - " 'algeria',\n", - " 'american samoa',\n", - " 'andorra',\n", - " 'angola',\n", - " 'anguilla',\n", - " 'antarctica',\n", - " 'antigua and barbuda',\n", - " 'argentina',\n", - " 'armenia',\n", - " 'aruba',\n", - " 'australia',\n", - " 'austria',\n", - " 'azerbaijan',\n", - " 'the bahamas',\n", - " 'bahrain',\n", - " 'bangladesh',\n", - " 'barbados',\n", - " 'belarus',\n", - " 'belgium',\n", - " 'belize',\n", - " 'benin',\n", - " 'bermuda',\n", - " 'bhutan',\n", - " 'bolivia',\n", - " # 'bonaire, sint eustatius and saba', # Part of Netherlands Antilles, part of Netherlands, according to Natural Earth?\n", - " 'bosnia and herzegovina',\n", - " 'botswana',\n", - " # 'bouvet island', # part of Norway, in Natural Earth data\n", - " 'brazil',\n", - " 'brunei',\n", - " 'british indian ocean territory',\n", - " 'bulgaria',\n", - " 'burkina faso',\n", - " 'burundi',\n", - " 'cape verde',\n", - " 'cambodia',\n", - " 'cameroon',\n", - " 'canada',\n", - " 'cayman islands',\n", - " 'central african republic',\n", - " 'chad',\n", - " 'chile',\n", - " 'china',\n", - " # 'christmas island', # part of British Indian Ocean Territory, according to Natural Earth\n", - " # 'cocos (keeling) islands', # part of British Indian Ocean Territory, according to Natural Earth\n", - " 'colombia',\n", - " 'comoros',\n", - " 'democratic republic of the congo',\n", - " 'cook islands',\n", - " 'costa rica',\n", - " 'croatia',\n", - " 'cuba',\n", - " 'cura\u00e7ao',\n", - " 'cyprus',\n", - " 'czech republic',\n", - " 'denmark',\n", - " 'djibouti',\n", - " 'dominica',\n", - " 'dominican republic',\n", - " 'ecuador',\n", - " 'egypt',\n", - " 'el salvador',\n", - " 'equatorial guinea',\n", - " 'eritrea',\n", - " 'estonia',\n", - " # 'eswatini', # not sure why this doesn't work \u2014 Swaziland isn't available to alias, either.\n", - " 'ethiopia',\n", - " 'falkland islands',\n", - " 'faroe islands',\n", - " 'fiji',\n", - " 'finland',\n", - " 'france',\n", - " # 'french guiana',\n", - " 'french polynesia',\n", - " #'french southern and antarctic lands',\n", - " 'gabon',\n", - " 'gambia',\n", - " 'germany',\n", - " 'ghana',\n", - " 'gibraltar',\n", - " 'greece',\n", - " 'greenland',\n", - " 'grenada',\n", - " # 'guadeloupe', # part of France, in Natural Earth data\n", - " 'guam',\n", - " 'guatemala',\n", - " 'haiti',\n", - " 'hungary',\n", - " 'guernsey',\n", - " 'guinea',\n", - " # 'guinea-bissau', # not sure why this isn't working\n", - " 'guyana',\n", - " 'honduras',\n", - " 'iceland',\n", - " 'india',\n", - " 'indonesia',\n", - " 'iran',\n", - " 'israel',\n", - " 'italy',\n", - " 'ivory coast',\n", - " 'japan',\n", - " 'jordan',\n", - " 'kazakhstan',\n", - " 'kenya',\n", - " 'korea',\n", - " 'kuwait',\n", - " 'kyrgyzstan',\n", - " 'laos',\n", - " 'latvia',\n", - " 'lebanon',\n", - " 'lesotho',\n", - " 'liberia',\n", - " 'libya',\n", - " 'liechtenstein',\n", - " 'lithuania',\n", - " 'luxembourg',\n", - " # 'macao', # part of China, in Natural Earth data\n", - " 'macedonia',\n", - " 'madagascar',\n", - " 'malawi',\n", - " 'malaysia',\n", - " 'maldives',\n", - " 'mali',\n", - " 'malta',\n", - " 'marshall islands',\n", - " # 'martinique', # part of France, in Natural Earth data\n", - " 'mauritania',\n", - " 'mauritius',\n", - " # 'mayotte', # part of France, in Natural Earth data\n", - " 'mexico',\n", - " 'moldova',\n", - " 'montserrat',\n", - " 'monaco',\n", - " 'mongolia',\n", - " 'montenegro',\n", - " 'morocco',\n", - " 'mozambique',\n", - " 'myanmar',\n", - " 'namibia',\n", - " 'nauru',\n", - " 'nepal',\n", - " 'netherlands',\n", - " 'new caledonia',\n", - " 'new zealand',\n", - " 'nicaragua',\n", - " 'niger',\n", - " 'nigeria',\n", - " 'niue',\n", - " 'norfolk island',\n", - " 'northern mariana islands',\n", - " 'norway',\n", - " 'oman',\n", - " 'pakistan',\n", - " 'palau',\n", - " # 'palestine', # part of Israel, in Natural Earth data\n", - " 'panama',\n", - " 'papua new guinea',\n", - " 'paraguay',\n", - " 'peru',\n", - " # 'pitcairn', # part of UK, in Natural Earth data\n", - " 'philippines',\n", - " 'poland',\n", - " 'portugal',\n", - " 'puerto rico',\n", - " 'qatar',\n", - " # 'r\u00e9union', # part of France, in Natural Earth data\n", - " 'republic of serbia',\n", - " 'romania',\n", - " 'russia',\n", - " 'rwanda',\n", - " 'saint barthelemy',\n", - " # 'saint helena, ascension and tristan da cunha', # part of UK, in Natural Earth data\n", - " 'saint lucia',\n", - " 'saint martin',\n", - " #'saint martin (french part)', part of Saint Martin, in Natural Earth data\n", - " 'saint pierre and miquelon',\n", - " 'saint vincent and the grenadines',\n", - " 'samoa',\n", - " 'san marino',\n", - " 'sao tome and principe',\n", - " 'saudi arabia',\n", - " 'senegal',\n", - " 'seychelles',\n", - " 'sierra leone',\n", - " 'singapore',\n", - " # 'sint maarten (dutch part)', part of Saint Martin, in Natural Earth data\n", - " 'slovakia',\n", - " 'slovenia',\n", - " 'solomon islands',\n", - " 'somalia',\n", - " 'south africa',\n", - " # 'south sudan', # part of Sudan, in Natural Earth data\n", - " 'spain',\n", - " 'sri lanka',\n", - " 'sudan',\n", - " 'suriname',\n", - " # 'svalbard and jan mayen', # part of Norway, in Natural Earth data\n", - " 'sweden',\n", - " 'switzerland',\n", - " 'syria',\n", - " 'taiwan',\n", - " 'tajikistan',\n", - " 'tanzania',\n", - " 'thailand',\n", - " 'timorleste',\n", - " 'togo',\n", - " # 'tokelau', # part of New Zealand, in Natural Earth data\n", - " 'tonga',\n", - " 'trinidad and tobago',\n", - " 'tunisia',\n", - " 'turkey',\n", - " 'turkmenistan',\n", - " 'turks and caicos islands',\n", - " 'tuvalu',\n", - " 'uganda',\n", - " 'uk',\n", - " 'ukraine',\n", - " 'united arab emirates',\n", - " 'united states minor outlying islands',\n", - " 'uruguay',\n", - " 'usa',\n", - " 'uzbekistan',\n", - " 'vanuatu',\n", - " 'vatican',\n", - " 'venezuela',\n", - " 'vietnam',\n", - " 'british virgin islands',\n", - " 'united states virgin islands',\n", - " 'wallis and futuna',\n", - " 'yemen',\n", - " 'zambia',\n", - " 'zimbabwe'\n", - "]\n", - "\n", - "# country name used in dataset\n", - "country_name_aliases = {\n", - " \"korea\": \"south korea\",\n", - " \"uk\": \"united kingdom\",\n", - " \"usa\": \"united states of america\",\n", - " \"timorleste\": \"east timor\",\n", - " \"tanzania\": \"united republic of tanzania\",\n", - "}\n", - "\n", - "# CSV files that are defined later in the notebook:\n", - "region_maps = [\n", - " 'france_regions',\n", - " 'france_overseas',\n", - " 'italy_regions',\n", - " 'philippines_regions',\n", - " 'turkey_regions'\n", - "]\n", - "\n", - "# Make sure all country names are covered:\n", - "invalid_countries = [x for x in countries if (country_name_aliases.get(x, x) not in df[\"admin\"].str.lower().unique()) and (x not in region_maps)]\n", - "\n", - "if invalid_countries:\n", - " print(f\"Following country names are not valid: {invalid_countries}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7z--iQz4t1LU" - }, - "source": [ - "Preview all countries:" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:06.391274Z", - "start_time": "2026-05-13T08:40:06.387646Z" - } - }, - "outputs": [], - "source": [ - "# Plotting style defaults:\n", - "plot_styles = {\n", - " 'edgecolor': 'black', # Sets the color of the border of each geometry in the plot to black\n", - " 'column': 'name', # Specifies the column to be used for coloring the geometries based on its values\n", - " 'legend': False, # Disables the legend for the plot\n", - " 'cmap': 'tab20', # Sets the colormap to 'tab20' which provides a distinct set of colors for visual differentiation\n", - " 'linewidth': 0.25 # Sets the thickness of the edges/borders of the geometries\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:08.100531Z", - "start_time": "2026-05-13T08:40:08.093401Z" - }, - "id": "tJ_WNQl8t1LU", - "outputId": "4f601ce0-26e4-4a40-c36c-8449420e9406" - }, - "outputs": [], - "source": [ - "def get_gdf(country):\n", - " country_alias = country_name_aliases.get(country, country)\n", - " if alt_maps and country in alt_maps:\n", - " gdf = alt_maps[country]\n", - " else:\n", - " gdf = df[df[\"admin\"].str.lower() == country_alias]\n", - " return gdf.copy()\n", - "\n", - "def plot_all_countries(countries, subplot_width=5, subplot_height=5, base_tolerance=0.01):\n", - " if not countries:\n", - " print(\"No countries to plot.\")\n", - " return\n", - "\n", - " num_countries = len(countries)\n", - " ncols = 6 # Set fixed number of columns\n", - " nrows = max((num_countries + ncols - 1) // ncols, 1) # Ensure at least one row\n", - "\n", - " figsize = (ncols * subplot_width, nrows * subplot_height)\n", - " print(f\"Debug Info: figsize={figsize}, ncols={ncols}, nrows={nrows}, num_countries={num_countries}\")\n", - "\n", - " plt.figure(figsize=figsize)\n", - " plt.rc('font', size=24) # Sets the font size globally\n", - "\n", - " for i, country in enumerate(countries):\n", - " ax = plt.subplot(nrows, ncols, i + 1)\n", - " gdf = get_gdf(country)\n", - " if not gdf.empty:\n", - " gdf_projected = gdf.to_crs(epsg=6933)\n", - " area = gdf_projected['geometry'].area.sum()\n", - " dynamic_tolerance = base_tolerance * (area / 1e6) ** 0.8\n", - " gdf_projected['geometry'] = gdf_projected['geometry'].simplify(tolerance=dynamic_tolerance, preserve_topology=True)\n", - "\n", - " gdf.plot(ax=ax, **plot_styles)\n", - " ax.set_aspect('equal', adjustable='datalim')\n", - " else:\n", - " ax.text(0.5, 0.5, country, ha='center', va='center', fontsize=24)\n", - " ax.set_title(country)\n", - "\n", - " plt.tight_layout()\n", - " plt.show()\n", - " plt.rcdefaults()\n", - "\n", - "\n", - "# If you want to see a preview of all countries before they're touched up, just switch this to True:\n", - "# It's disabled because it takes a while to run.\n", - "plot_preview = False\n", - "if plot_preview:\n", - " plot_all_countries()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7Ab0_rHVt1LU" - }, - "source": [ - "### Handle countries with flying islands\n", - "\n", - "- For countries with flying islands, we need to move the islands closer to the mainland.\n", - "- TODO: There are several countries that could use some design touchup, including\n", - " - American Samoa\n", - " - Cook Islands\n", - " - Fiji\n", - " - French Polynesia\n", - " - Maldives\n", - " - Marshall Islands\n", - " - Mauritius\n", - " - New Zealand\n", - " - Palau\n", - " - Portugal\n", - " - Seychelles\n", - " - Tonga\n", - " - United States Minor Outlying Islands" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Z4y46Zuot1LU" - }, - "source": [ - "#### USA" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:09.099821Z", - "start_time": "2026-05-13T08:40:08.967567Z" - }, - "id": "xx8IbBKtt1LU", - "outputId": "025139d2-ba0b-43a9-e2ec-f4608e6ecad2" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "usa = df[df['adm0_a3'] == 'USA']\n", - "not speed_run and usa.plot(**plot_styles)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:10.106709Z", - "start_time": "2026-05-13T08:40:09.965882Z" - }, - "id": "ixC6KENXt1LU", - "outputId": "8e63cb2d-d733-4a9f-caf6-ccc843f15b5d" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def reposition(df, idx, xoff=None, yoff=None, xscale=None, yscale=None, simplify=None):\n", - "\n", - " def move_and_scale(series):\n", - " if xoff or yoff:\n", - " series = shapely.affinity.translate(series, xoff or 0, yoff or 0)\n", - " if xscale or yscale:\n", - " series = shapely.affinity.scale(series, xscale or 1, yscale or 1)\n", - " if simplify:\n", - " series = series.simplify(simplify, preserve_topology=False)\n", - " return series\n", - "\n", - " df.loc[idx, 'geometry'] = df.loc[idx, 'geometry'].apply(move_and_scale)\n", - "\n", - "\n", - "usa_copy = usa.copy()\n", - "reposition(usa_copy, usa.name == 'Hawaii', 51, 5.5)\n", - "reposition(usa_copy, usa.name == 'Alaska', 35, -34, 0.35, 0.35)\n", - "\n", - "not speed_run and usa_copy.plot(figsize=(8,8), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "d1p9cWNxt1LU" - }, - "source": [ - "#### China\n", - "\n", - "China claims sovereign over Taiwan. For disputed territories, we respect each country and give them what they want.\n", - "\n", - "In addition, Hong Kong and Macau should also be included in a China map." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:11.009080Z", - "start_time": "2026-05-13T08:40:10.982103Z" - }, - "id": "vN4Ngpe7t1LU", - "outputId": "3bcdc612-cc01-49be-fe19-f6e08e833fca" - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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featureclascaleranklabelranksov_a3typeadminadm0_a3gu_a3nameabbrevpostalname_altmapcolor9mapcolor13iso_a2woe_idname_lenmin_zoommin_labelmax_labelne_idwikidataidname_arname_bnname_dename_enname_esname_faname_frname_elname_hename_hiname_huname_idname_itname_janame_koname_nlname_plname_ptname_runame_svname_trname_ukname_urname_viname_zh_xname_zhtgeometryname_zh_yiso_3166_2
0Admin-0 country04CH1CountryHong Kong S.A.R.HKGHKGHong KongH.K.HKNaN43HK2486569890.04.09.01159320473Q8646\u0647\u0648\u0646\u063a \u0643\u0648\u0646\u063a\u09b9\u0982\u0995\u0982HongkongHong KongHong Kong\u0647\u0646\u06af \u06a9\u0646\u06afHong Kong\u03a7\u03bf\u03bd\u03b3\u03ba \u039a\u03bf\u03bd\u03b3\u03ba\u05d4\u05d5\u05e0\u05d2 \u05e7\u05d5\u05e0\u05d2\u0939\u093e\u0902\u0917\u0915\u093e\u0902\u0917HongkongHong KongHong Kong\u9999\u6e2f\ud64d\ucf69HongkongHongkongHong Kong\u0413\u043e\u043d\u043a\u043e\u043d\u0433HongkongHong Kong\u0413\u043e\u043d\u043a\u043e\u043d\u0433\u06c1\u0627\u0646\u06af \u06a9\u0627\u0646\u06afH\u1ed3ng K\u00f4ng\u9999\u6e2f\u9999\u6e2fMULTIPOLYGON (((114.22983 22.55581, 114.23471 ...\u9999\u6e2f\u7279\u522b\u884c\u653f\u533aCN-91
1Admin-0 country03TWNSovereign countryTaiwanTWNTWNTaiwanTaiwanTWNaN72CN-TW2342497160.04.58.01159321335Q865\u062a\u0627\u064a\u0648\u0627\u0646\u09a4\u09be\u0987\u0993\u09af\u09bc\u09be\u09a8Republik ChinaTaiwanRep\u00fablica de China\u062a\u0627\u06cc\u0648\u0627\u0646Ta\u00efwan\u0394\u03b7\u03bc\u03bf\u03ba\u03c1\u03b1\u03c4\u03af\u03b1 \u03c4\u03b7\u03c2 \u039a\u03af\u03bd\u03b1\u03c2\u05d8\u05d0\u05d9\u05d5\u05d5\u05d0\u05df\u091a\u0940\u0928\u0940 \u0917\u0923\u0930\u093e\u091c\u094d\u092fK\u00ednai K\u00f6zt\u00e1rsas\u00e1gTaiwanTaiwan\u4e2d\u83ef\u6c11\u56fd\uc911\ud654\ubbfc\uad6dTaiwanRepublika Chi\u0144skaTaiwan\u0422\u0430\u0439\u0432\u0430\u043d\u044cTaiwan\u00c7in Cumhuriyeti\u0420\u0435\u0441\u043f\u0443\u0431\u043b\u0456\u043a\u0430 \u041a\u0438\u0442\u0430\u0439\u062a\u0627\u0626\u06cc\u0648\u0627\u0646\u0110\u00e0i Loan\u4e2d\u534e\u6c11\u56fd\u4e2d\u83ef\u6c11\u570bMULTIPOLYGON (((121.90577 24.9501, 121.83473 2...\u4e2d\u56fd\u53f0\u6e7eCN-71
2Admin-0 country04CH1CountryMacao S.A.RMACMACMacaoMac.MONaN43MO2007001750.04.09.01159320475Q14773\u0645\u0627\u0643\u0627\u0648\u09ae\u09be\u0995\u09be\u0993MacauMacauMacao\u0645\u0627\u06a9\u0627\u0626\u0648Macao\u039c\u03b1\u03ba\u03ac\u03bf\u03c5\u05de\u05e7\u05d0\u05d5\u092e\u0915\u093e\u0909Maka\u00f3MakauMacao\u30de\u30ab\u30aa\ub9c8\uce74\uc624MacauMakauMacau\u041c\u0430\u043a\u0430\u043eMacaoMakao\u0410\u043e\u043c\u0438\u043d\u044c\u0645\u06a9\u0627\u0624Ma Cao\u6fb3\u95e8\u6fb3\u9580MULTIPOLYGON (((113.5586 22.16303, 113.56943 2...\u6fb3\u95e8\u7279\u522b\u884c\u653f\u533aCN-92
\n", - "
" - ], - "text/plain": [ - " featurecla scalerank labelrank sov_a3 type \\\n", - "0 Admin-0 country 0 4 CH1 Country \n", - "1 Admin-0 country 0 3 TWN Sovereign country \n", - "2 Admin-0 country 0 4 CH1 Country \n", - "\n", - " admin adm0_a3 gu_a3 name abbrev postal name_alt \\\n", - "0 Hong Kong S.A.R. HKG HKG Hong Kong H.K. HK NaN \n", - "1 Taiwan TWN TWN Taiwan Taiwan TW NaN \n", - "2 Macao S.A.R MAC MAC Macao Mac. MO NaN \n", - "\n", - " mapcolor9 mapcolor13 iso_a2 woe_id name_len min_zoom min_label \\\n", - "0 4 3 HK 24865698 9 0.0 4.0 \n", - "1 7 2 CN-TW 23424971 6 0.0 4.5 \n", - "2 4 3 MO 20070017 5 0.0 4.0 \n", - "\n", - " max_label ne_id wikidataid name_ar name_bn name_de \\\n", - "0 9.0 1159320473 Q8646 \u0647\u0648\u0646\u063a \u0643\u0648\u0646\u063a \u09b9\u0982\u0995\u0982 Hongkong \n", - "1 8.0 1159321335 Q865 \u062a\u0627\u064a\u0648\u0627\u0646 \u09a4\u09be\u0987\u0993\u09af\u09bc\u09be\u09a8 Republik China \n", - "2 9.0 1159320475 Q14773 \u0645\u0627\u0643\u0627\u0648 \u09ae\u09be\u0995\u09be\u0993 Macau \n", - "\n", - " name_en name_es name_fa name_fr name_el \\\n", - "0 Hong Kong Hong Kong \u0647\u0646\u06af \u06a9\u0646\u06af Hong Kong \u03a7\u03bf\u03bd\u03b3\u03ba \u039a\u03bf\u03bd\u03b3\u03ba \n", - "1 Taiwan Rep\u00fablica de China \u062a\u0627\u06cc\u0648\u0627\u0646 Ta\u00efwan \u0394\u03b7\u03bc\u03bf\u03ba\u03c1\u03b1\u03c4\u03af\u03b1 \u03c4\u03b7\u03c2 \u039a\u03af\u03bd\u03b1\u03c2 \n", - "2 Macau Macao \u0645\u0627\u06a9\u0627\u0626\u0648 Macao \u039c\u03b1\u03ba\u03ac\u03bf\u03c5 \n", - "\n", - " name_he name_hi name_hu name_id name_it name_ja \\\n", - "0 \u05d4\u05d5\u05e0\u05d2 \u05e7\u05d5\u05e0\u05d2 \u0939\u093e\u0902\u0917\u0915\u093e\u0902\u0917 Hongkong Hong Kong Hong Kong \u9999\u6e2f \n", - "1 \u05d8\u05d0\u05d9\u05d5\u05d5\u05d0\u05df \u091a\u0940\u0928\u0940 \u0917\u0923\u0930\u093e\u091c\u094d\u092f K\u00ednai K\u00f6zt\u00e1rsas\u00e1g Taiwan Taiwan \u4e2d\u83ef\u6c11\u56fd \n", - "2 \u05de\u05e7\u05d0\u05d5 \u092e\u0915\u093e\u0909 Maka\u00f3 Makau Macao \u30de\u30ab\u30aa \n", - "\n", - " name_ko name_nl name_pl name_pt name_ru name_sv \\\n", - "0 \ud64d\ucf69 Hongkong Hongkong Hong Kong \u0413\u043e\u043d\u043a\u043e\u043d\u0433 Hongkong \n", - "1 \uc911\ud654\ubbfc\uad6d Taiwan Republika Chi\u0144ska Taiwan \u0422\u0430\u0439\u0432\u0430\u043d\u044c Taiwan \n", - "2 \ub9c8\uce74\uc624 Macau Makau Macau \u041c\u0430\u043a\u0430\u043e Macao \n", - "\n", - " name_tr name_uk name_ur name_vi name_zh_x name_zht \\\n", - "0 Hong Kong \u0413\u043e\u043d\u043a\u043e\u043d\u0433 \u06c1\u0627\u0646\u06af \u06a9\u0627\u0646\u06af H\u1ed3ng K\u00f4ng \u9999\u6e2f \u9999\u6e2f \n", - "1 \u00c7in Cumhuriyeti \u0420\u0435\u0441\u043f\u0443\u0431\u043b\u0456\u043a\u0430 \u041a\u0438\u0442\u0430\u0439 \u062a\u0627\u0626\u06cc\u0648\u0627\u0646 \u0110\u00e0i Loan \u4e2d\u534e\u6c11\u56fd \u4e2d\u83ef\u6c11\u570b \n", - "2 Makao \u0410\u043e\u043c\u0438\u043d\u044c \u0645\u06a9\u0627\u0624 Ma Cao \u6fb3\u95e8 \u6fb3\u9580 \n", - "\n", - " geometry name_zh_y iso_3166_2 \n", - "0 MULTIPOLYGON (((114.22983 22.55581, 114.23471 ... \u9999\u6e2f\u7279\u522b\u884c\u653f\u533a CN-91 \n", - "1 MULTIPOLYGON (((121.90577 24.9501, 121.83473 2... \u4e2d\u56fd\u53f0\u6e7e CN-71 \n", - "2 MULTIPOLYGON (((113.5586 22.16303, 113.56943 2... \u6fb3\u95e8\u7279\u522b\u884c\u653f\u533a CN-92 " - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Chinese Special Administrative Regions\n", - "china_sars = df_admin0_10m.loc[\n", - " df_admin0_10m.name_en.isin(['Taiwan', 'Hong Kong', 'Macau']),\n", - " [x for x in df_admin0_10m.columns if x in df.columns]\n", - "]\n", - "china_sars = china_sars.merge(pd.DataFrame(\n", - " data={\n", - " \"name_en\": [\"Taiwan\", \"Hong Kong\", \"Macau\"],\n", - " \"name_zh\": [\"\u4e2d\u56fd\u53f0\u6e7e\", \"\u9999\u6e2f\u7279\u522b\u884c\u653f\u533a\", \"\u6fb3\u95e8\u7279\u522b\u884c\u653f\u533a\"],\n", - " \"iso_3166_2\": [\"CN-71\", \"CN-91\", \"CN-92\"],\n", - " },\n", - "), on=\"name_en\", how=\"left\")\n", - "china_sars" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:12.662952Z", - "start_time": "2026-05-13T08:40:12.525869Z" - }, - "id": "PP6E24eEt1LV", - "outputId": "2621d5f1-1edc-42fc-e8df-8afd6a525cc6", - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "china = df[df.admin == \"China\"]\n", - "china_copy = pd.concat([china, china_sars], ignore_index=True)\n", - "\n", - "# Combine the 'name_zh' columns\n", - "china_copy[\"name_zh\"] = china_copy[\"name_zh\"].combine_first(china_copy[\"name_zh_y\"])\n", - "\n", - "# Drop the extra 'name_zh_x' and 'name_zh_y' columns, if they exist\n", - "china_copy = china_copy.drop([\"name_zh_x\", \"name_zh_y\"], axis=1)\n", - "\n", - "# Plotting the DataFrame\n", - "not speed_run and china_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "nqn5qsR-t1LV" - }, - "source": [ - "Note [ISO-3166-2:CN](https://en.wikipedia.org/wiki/ISO_3166-2:CN) has updated subdivisions to use letters instead of numbers (e.g. `CN-91` -> `CN-HK`). We kept the numeric code for backward compatibility." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Morocco\n", - "\n", - "Use an updated Morocco GeoJSON containing the 12-region administrative structure." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "morocco_url = (\n", - " \"https://raw.githubusercontent.com/abdelghanibelgaid/\"\n", - " \"morocco-map/\"\n", - " \"7795c93c17db0a98b0fee33e7851d2e9faee76bb/\"\n", - " \"maps/morocco.geojson\"\n", - ")\n", - "\n", - "morocco_source = gpd.read_file(morocco_url)\n", - "\n", - "required_columns = {\"id\", \"name\", \"geometry\"}\n", - "missing_columns = required_columns - set(morocco_source.columns)\n", - "\n", - "if missing_columns:\n", - " raise ValueError(\n", - " f\"Morocco source is missing columns: {sorted(missing_columns)}. \"\n", - " f\"Available columns: {sorted(morocco_source.columns)}\"\n", - " )\n", - "\n", - "morocco_copy = morocco_source.rename(\n", - " columns={\n", - " \"id\": \"iso_3166_2\",\n", - " \"name\": \"name\",\n", - " }\n", - ")[[\"geometry\", \"iso_3166_2\", \"name\"]].copy()\n", - "\n", - "# Convert MA01 \u2192 MA-01\n", - "morocco_copy[\"iso_3166_2\"] = morocco_copy[\n", - " \"iso_3166_2\"\n", - "].str.replace(\n", - " r\"^MA(\\d{2})$\",\n", - " r\"MA-\\1\",\n", - " regex=True,\n", - ")\n", - "\n", - "expected_region_codes = {\n", - " \"MA-01\", \"MA-02\", \"MA-03\", \"MA-04\",\n", - " \"MA-05\", \"MA-06\", \"MA-07\", \"MA-08\",\n", - " \"MA-09\", \"MA-10\", \"MA-11\", \"MA-12\",\n", - "}\n", - "\n", - "actual_region_codes = set(morocco_copy[\"iso_3166_2\"])\n", - "\n", - "if actual_region_codes != expected_region_codes:\n", - " raise ValueError(\n", - " \"Unexpected Morocco region codes. \"\n", - " f\"Expected {sorted(expected_region_codes)}, \"\n", - " f\"found {sorted(actual_region_codes)}\"\n", - " )\n", - "\n", - "not speed_run and morocco_copy.plot(\n", - " figsize=(7, 7),\n", - " **plot_styles,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "iNnVk5dut1LV" - }, - "source": [ - "#### Finland\n", - "\n", - "- The \u00c5land Islands (ISO country code AX) is an autonomous region of Finland, and carries the ISO-3166 code FI-01." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:14.395485Z", - "start_time": "2026-05-13T08:40:14.384461Z" - }, - "id": "LuNGgwiQt1LV" - }, - "outputs": [], - "source": [ - "finland_aland = df_admin0_10m.loc[\n", - " df_admin0_10m.name_en.isin(['\u00c5land']),\n", - " [x for x in df_admin0_10m.columns if x in df.columns]\n", - "]\n", - "finland_aland = finland_aland.merge(pd.DataFrame(\n", - " data={\n", - " \"name_en\": [\"\u00c5land\"],\n", - " \"name_fi\": [\"Ahvenanmaan maakunta\"],\n", - " \"iso_3166_2\": [\"FI-01\"],\n", - " },\n", - "), on=\"name_en\", how=\"left\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:15.624522Z", - "start_time": "2026-05-13T08:40:15.497162Z" - }, - "id": "v8ig_jQDt1LV", - "outputId": "3f10b14d-dde2-46d9-f4f6-6f4311fb3e73" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "finland = df[df.admin == \"Finland\"]\n", - "\n", - "# Concatenate the 'finland' DataFrame with 'finland_aland' DataFrame\n", - "finland_copy = pd.concat([finland, finland_aland], ignore_index=True)\n", - "\n", - "# Combine 'name_fi' columns. However, since both columns are named 'name_fi', this might be redundant\n", - "# If you have two different columns for 'name_fi' values in each DataFrame, specify them as 'name_fi_x' and 'name_fi_y'\n", - "finland_copy[\"name_fi\"] = finland_copy[\"name_fi\"].combine_first(finland_copy[\"name_fi\"])\n", - "\n", - "# Drop the 'name_fi' column, if that's intended. This will remove the 'name_fi' data entirely.\n", - "# If you meant to drop other columns (like 'name_fi_x' and 'name_fi_y'), update the column names accordingly\n", - "finland_copy = finland_copy.drop([\"name_fi\"], axis=1)\n", - "\n", - "# Plotting the DataFrame\n", - "not speed_run and finland_copy.plot(figsize=(7, 7), **plot_styles)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "iNnVk5dut1LV" - }, - "source": [ - "#### Ukraine\n", - "\n", - "- Crimea, carrying ISO-3166 code UA-43, belongs to Ukraine (ISO country code UA)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:16.707208Z", - "start_time": "2026-05-13T08:40:16.548786Z" - }, - "id": "LuNGgwiQt1LV" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "russia_copy = df[df['adm0_a3'] == 'RUS'].copy()\n", - "crimea = russia_copy[russia_copy['iso_3166_2'] == 'UA-43'].copy()\n", - "sevastopol = russia_copy[russia_copy['iso_3166_2'] == 'UA-40'].copy()\n", - "\n", - "ukraine_with_crimea = pd.concat([df[df['adm0_a3'] == 'UKR'], crimea, sevastopol], ignore_index=True)\n", - "\n", - "# kyiv = ukraine_with_crimea[ukraine_with_crimea['iso_3166_2'] == 'UA-30']\n", - "# kyiv_oblast = ukraine_with_crimea[ukraine_with_crimea['iso_3166_2'] == 'UA-32']\n", - "\n", - "# Update the name of the Kyiv city entry\n", - "ukraine_with_crimea.loc[ukraine_with_crimea['iso_3166_2'] == 'UA-30', 'name'] = 'Kyiv'\n", - "\n", - "# # Update the name of the Kyiv Oblast entry\n", - "ukraine_with_crimea.loc[ukraine_with_crimea['iso_3166_2'] == 'UA-32', 'name'] = 'Kyiv Oblast'\n", - "\n", - "# Plotting the DataFrame\n", - "not speed_run and ukraine_with_crimea.plot(figsize=(7,7), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### India\n", - "\n", - "- Jammu and Kashmir and Ladakh with ISO-3166 codes IN-JK and IN-LA respectively are new territories of India. They are part of the disputed region of Jammu and Kashmir." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:21.345569Z", - "start_time": "2026-05-13T08:40:17.785395Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "GeoJSON file for India downloaded and loaded successfully.\n" - ] - } - ], - "source": [ - "india = df[df['admin'] == 'India']\n", - "india_copy = india.copy()\n", - "\n", - "# Download and load the GeoJSON file for India\n", - "india_geojson_url = \"https://github.com/geohacker/india/raw/bcb920c7d3c686f01d085f7661c9ba89bf9bf65e/state/india_state_kashmir_ladakh.geojson\"\n", - "\n", - "try:\n", - " india_gdf = gpd.read_file(india_geojson_url)\n", - " # Rename column to 'ST_ID' to 'iso_3166_2' for consistency\n", - " india_gdf.rename(columns={'ST_ID': 'iso_3166_2'}, inplace=True)\n", - " # Update the geometry for the states of Jammu and Kashmir and Ladakh\n", - " india_copy.loc[india_copy['iso_3166_2'] == 'IN-JK', 'geometry'] = india_gdf[india_gdf['iso_3166_2'] == 'IN-JK'].dissolve(by='iso_3166_2').reset_index()[\"geometry\"].values\n", - " india_copy.loc[india_copy['iso_3166_2'] == 'IN-LA', 'geometry'] = india_gdf[india_gdf['iso_3166_2'] == 'IN-LA'].dissolve(by='iso_3166_2').reset_index()[\"geometry\"].values\n", - " print(\"GeoJSON file for India downloaded and loaded successfully.\")\n", - "except Exception as e:\n", - "\n", - " print(f\"Unable to download or load the GeoJSON file for India. Error: {str(e)}\")\n", - " print(\"Please download the file from the URL and try again.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:22.278871Z", - "start_time": "2026-05-13T08:40:22.177328Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "not speed_run and india_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Iran\n", - "\n", - "- Tehran and Alborz share the same Natural Earth `iso_3166_2` code (`IR-07`), and Razavi Khorasan is mislabeled with Alborz's real code (`IR-30`), leaving `IR-09` unused.\n", - "- Fix the codes here (rather than in the generated GeoJSON) so the correction survives regeneration from upstream Natural Earth data. See [ISO 3166-2:IR](https://en.wikipedia.org/wiki/ISO_3166-2:IR)." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2026-07-27T19:54:38.153903Z", - "iopub.status.busy": "2026-07-27T19:54:38.153741Z", - "iopub.status.idle": "2026-07-27T19:54:38.240244Z", - "shell.execute_reply": "2026-07-27T19:54:38.239870Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "iran = df[df.admin == 'Iran']\n", - "iran_copy = iran.copy()\n", - "iran_copy.loc[iran_copy['name'] == 'Alborz', 'iso_3166_2'] = 'IR-30'\n", - "iran_copy.loc[iran_copy['name'] == 'Razavi Khorasan', 'iso_3166_2'] = 'IR-09'\n", - "\n", - "not speed_run and iran_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Kenya\n", - "The administrative divisions in the Natural Earth dataset are outdated since the 2010 constitution, see https://en.wikipedia.org/wiki/Counties_of_Kenya. County boundary data sourced via [geoBoundaries](https://www.geoboundaries.org) (KEN/ADM1). Per geoBoundaries' own per-boundary metadata (https://www.geoboundaries.org/api/current/gbOpen/KEN/ADM1/), this dataset's `boundaryLicense` is Public Domain, originating from the RCMRD / Africa GeoPortal, not geoBoundaries' project-wide CC BY 4.0 terms (which cover geoBoundaries' own code/compilation, not every underlying source). Also available on [OCHA HDX](https://data.humdata.org/dataset/geoboundaries-admin-boundaries-for-kenya)." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "GeoJSON file for Kenya downloaded and loaded successfully.\n" - ] - }, - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "kenya_copy = df[df.admin == 'Kenya'].copy()\n", - "# Source: geoBoundaries Kenya ADM1 (KEN/ADM1). Per-boundary metadata marks this\n", - "# dataset Public Domain (source: RCMRD / Africa GeoPortal), not geoBoundaries'\n", - "# project-wide CC BY 4.0: https://www.geoboundaries.org/api/current/gbOpen/KEN/ADM1/\n", - "kenya_geojson_url = \"https://github.com/wmgeolab/geoBoundaries/raw/9469f09/releaseData/gbOpen/KEN/ADM1/geoBoundaries-KEN-ADM1.geojson\"\n", - "\n", - "try:\n", - " kenya_gdf = gpd.read_file(kenya_geojson_url)\n", - " kenya_gdf = kenya_gdf.rename(columns={'shapeName': 'name', 'shapeISO': 'iso_3166_2'})\n", - " # geoBoundaries truncates this county's name; correct it to the official name\n", - " kenya_gdf['name'] = kenya_gdf['name'].replace('Tharaka', 'Tharaka-Nithi')\n", - " kenya_copy = gpd.GeoDataFrame(\n", - " kenya_gdf,\n", - " geometry='geometry',\n", - " crs=kenya_gdf.crs\n", - " )\n", - " \n", - " print(\"GeoJSON file for Kenya downloaded and loaded successfully.\")\n", - "except Exception as e:\n", - " raise RuntimeError(\n", - " \"Unable to download or load the GeoJSON file for Kenya. \"\n", - " \"Please download the file from the URL and try again. Refusing to \"\n", - " \"silently fall back to the outdated Natural Earth boundaries.\"\n", - " ) from e\n", - "\n", - "not speed_run and kenya_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Malawi\n", - "\n", - "- Natural Earth gives two districts the same `iso_3166_2` code (`MW-CT`), so Karonga is missing and renders blank on the map. The duplicate (`adm1_code` `MWI-1194`) is Karonga rather than Chitipa: its `gn_name` is `Karonga District`, `gns_name` is `Karonga`, `woe_label` is `Karonga, MW, Malawi`, `hasc_maybe` is `MW.KR`, and its label point (33.888, -10.027) is Karonga town. The genuine Chitipa row is `MWI-1873`, inland to the north-west.\n", - "- Fix the code and name here (rather than in the generated GeoJSON) so the correction survives regeneration from upstream Natural Earth data. See [ISO 3166-2:MW](https://en.wikipedia.org/wiki/ISO_3166-2:MW)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "malawi_copy = df[df.admin == 'Malawi'].copy()\n", - "malawi_copy.loc[\n", - " malawi_copy['adm1_code'] == 'MWI-1194', ['iso_3166_2', 'name']\n", - "] = ['MW-KR', 'Karonga']\n", - "\n", - "duplicate_codes = malawi_copy.loc[\n", - " malawi_copy['iso_3166_2'].duplicated(keep=False), 'iso_3166_2'\n", - "]\n", - "if not duplicate_codes.empty:\n", - " raise ValueError(\n", - " \"Malawi districts still share ISO codes: \"\n", - " f\"{sorted(duplicate_codes.unique())}. Natural Earth may have renumbered \"\n", - " \"adm1_code, so re-check which row is Karonga.\"\n", - " )\n", - "\n", - "not speed_run and malawi_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### South Africa\n", - "\n", - "- Natural Earth includes the far-off Prince Edward Islands (east of 35\u00b0E) in Western Cape, stretching the map far south of the mainland. Move them in, level with the bottom of the mainland, as is done for Hawaii and Svalbard." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "south_africa_copy = df[df.admin == 'South Africa'].copy()\n", - "\n", - "def move_prince_edward_islands(geom):\n", - " mainland = [part for part in geom.geoms if part.centroid.x < 35]\n", - " islands = shapely.geometry.MultiPolygon([part for part in geom.geoms if part.centroid.x >= 35])\n", - " islands = shapely.affinity.scale(shapely.affinity.translate(islands, -9.0, 12.25), 2, 2)\n", - " return shapely.geometry.MultiPolygon(mainland + list(islands.geoms))\n", - "\n", - "is_wc = south_africa_copy.iso_3166_2 == 'ZA-WC'\n", - "south_africa_copy.loc[is_wc, 'geometry'] = south_africa_copy.loc[is_wc, 'geometry'].apply(move_prince_edward_islands)\n", - "\n", - "not speed_run and south_africa_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "UP0QB9BZt1LV" - }, - "source": [ - "#### Norway\n", - "\n", - "- Remove NO-X01~ (The uninhabited Bouvet Island) and move Svalbard closer to mainland" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:23.358202Z", - "start_time": "2026-05-13T08:40:23.248247Z" - }, - "id": "8zBzSIqQt1LV", - "outputId": "cc8b6fbf-accb-44ba-b80a-a837df398c96" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "norway = df[df['adm0_a3'] == 'NOR']\n", - "not speed_run and norway.plot(**plot_styles)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:24.339652Z", - "start_time": "2026-05-13T08:40:24.206925Z" - }, - "id": "-LXcKKOjt1LV", - "outputId": "546a286e-9682-4f9a-c57e-b19250d88a34" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "norway_copy = norway.copy()\n", - "\n", - "norway_copy = norway_copy[norway_copy[\"iso_3166_2\"] != \"NO-X01~\"]\n", - "reposition(norway_copy, norway.name == 'Svalbard', -12, -8, 0.5, 0.5)\n", - "#reposition(norway_copy, norway.name == 'Nordland', 10, 0, 2, 2)\n", - "\n", - "not speed_run and norway_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "NqdSwt2ct1LV" - }, - "source": [ - "#### Portugal" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:25.282437Z", - "start_time": "2026-05-13T08:40:25.180494Z" - }, - "id": "mznw0XOgt1LV", - "outputId": "7e8085bc-abd9-4592-f047-62fa1a45eb01" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "portugal = df[df.admin == 'Portugal']\n", - "not speed_run and portugal.plot(**plot_styles)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:26.334050Z", - "start_time": "2026-05-13T08:40:26.218587Z" - }, - "id": "yfAO1qFrt1LV", - "outputId": "9151ce8f-2412-415b-da73-eeec613276d8" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "portugal_copy = portugal.copy()\n", - "\n", - "reposition(portugal_copy, portugal.name == 'Azores', 11, 0)\n", - "reposition(portugal_copy, portugal.name == 'Madeira', 6, 2, simplify=0.015)\n", - "\n", - "not speed_run and portugal_copy.plot(figsize=(8, 8), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jJyypJbJt1LV" - }, - "source": [ - "#### Spain" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:26.470370Z", - "start_time": "2026-05-13T08:40:26.349693Z" - }, - "id": "bbyDCO0Qt1LV", - "outputId": "f2a0594d-999b-4573-d008-5158f898a1c6" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "spain = df[df.admin == 'Spain']\n", - "not speed_run and spain.plot(**plot_styles)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:28.233673Z", - "start_time": "2026-05-13T08:40:28.106419Z" - }, - "id": "yJ_Ueh7Rt1LV", - "outputId": "16fe59db-4be4-4e02-d37b-3098bdfa945a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "spain_copy = spain.copy()\n", - "\n", - "reposition(spain_copy, spain.name.isin(['Las Palmas', 'Santa Cruz de Tenerife']), 3, 7, 1, 1)\n", - "\n", - "not speed_run and spain_copy.plot(figsize=(8, 8), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-SNb1b-Et1LV" - }, - "source": [ - "#### Russia\n", - "\n", - "Natural Earth's 1:50m data incorrectly merges Karelia into Murmansk. Replace only those two regions with their correct 1:10m boundaries so the rest of Russia retains the smaller 1:50m payload, then apply the existing dateline adjustment. See [Natural Earth #929](https://github.com/nvkelso/natural-earth-vector/issues/929)." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:29.271310Z", - "start_time": "2026-05-13T08:40:29.151233Z" - }, - "id": "60UpJMNwt1LV", - "outputId": "1c9ff3fa-83e6-411e-9dc3-0c718ee97d39" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "corrected_russian_regions = ['Karelia', 'Murmansk']\n", - "russia_50m = df_50m[(df_50m.admin == 'Russia') & df_50m.name.notna()]\n", - "russia_10m_corrections = df_10m[\n", - " (df_10m.admin == 'Russia') & df_10m.name.isin(corrected_russian_regions)\n", - "]\n", - "russia = pd.concat([\n", - " russia_50m[~russia_50m.name.isin(corrected_russian_regions)],\n", - " russia_10m_corrections,\n", - "])\n", - "not speed_run and russia.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "IOuQ_OzMt1LW" - }, - "source": [ - "- Russia looks off because of Chukchi runs across E180. We need to move the parts on the other side of the map to the right." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:30.393652Z", - "start_time": "2026-05-13T08:40:30.174767Z" - }, - "id": "rfBkQf78t1LW", - "outputId": "8342e4b8-2483-4aac-8a79-e88d455297e2" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def shift_geom(geom, cutoff=0):\n", - " border = shapely.geometry.LineString([(cutoff, -90), (cutoff, 90)])\n", - " splitted_geom = shapely.ops.split(geom, border)\n", - "\n", - " # Create a list to store moved geometries\n", - " moved_geom = []\n", - "\n", - " # Check if the split operation returned a GeometryCollection\n", - " if isinstance(splitted_geom, shapely.geometry.GeometryCollection):\n", - " # Iterate over each geometry in the GeometryCollection\n", - " for item in splitted_geom.geoms:\n", - " minx, miny, maxx, maxy = item.bounds\n", - " if minx < cutoff:\n", - " # Keep split parts distinct after GeoJSON coordinate serialization.\n", - " moved_geom.append(shapely.affinity.translate(item, xoff=360 - cutoff + 1e-9))\n", - " else:\n", - " moved_geom.append(item)\n", - " else:\n", - " # If the result is not a GeometryCollection, it means no split occurred\n", - " moved_geom.append(geom)\n", - "\n", - " # Combine all moved geometries into a single geometry\n", - " return shapely.ops.unary_union(moved_geom)\n", - "\n", - "# Applying the function to the DataFrame\n", - "russia_copy = russia.copy()\n", - "russia_copy.loc[\n", - " russia.name == 'Chukchi Autonomous Okrug', 'geometry'\n", - "] = russia_copy.loc[\n", - " russia.name == 'Chukchi Autonomous Okrug', 'geometry'\n", - "].apply(shift_geom)\n", - "\n", - "# Plotting\n", - "not speed_run and russia_copy.plot(figsize=(20, 20), **plot_styles)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turkey" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Turkey Regions" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:31.411590Z", - "start_time": "2026-05-13T08:40:31.289201Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "turkey = df[df.admin == 'Turkey'][['iso_3166_2', 'name', 'geometry']]\n", - "not speed_run and turkey.plot(**{key: value for key, value in plot_styles.items() if key != 'column'})" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:32.526776Z", - "start_time": "2026-05-13T08:40:32.510631Z" - } - }, - "outputs": [], - "source": [ - "def replace_column(column, gdf, old, new):\n", - " if old in gdf[column].values:\n", - " gdf.loc[gdf[column] == old, column] = new\n", - "\n", - "# Turkey city name corrections\n", - "# Fix completely wrong spellings\n", - "replace_column('name', turkey, 'Kinkkale', 'K\u0131r\u0131kkale')\n", - "replace_column('name', turkey, 'Zinguldak', 'Zonguldak')\n", - "replace_column('name', turkey, 'K. Maras', 'Kahramanmara\u015f')\n", - "\n", - "# Fix missing Turkish characters\n", - "replace_column('name', turkey, 'Adiyaman', 'Ad\u0131yaman')\n", - "replace_column('name', turkey, 'Agri', 'A\u011fr\u0131')\n", - "replace_column('name', turkey, 'Aydin', 'Ayd\u0131n')\n", - "replace_column('name', turkey, 'Balikesir', 'Bal\u0131kesir')\n", - "replace_column('name', turkey, '\u00c7ankiri', '\u00c7ank\u0131r\u0131')\n", - "replace_column('name', turkey, 'Diyarbakir', 'Diyarbak\u0131r')\n", - "replace_column('name', turkey, 'Elazig', 'El\u00e2z\u0131\u011f')\n", - "replace_column('name', turkey, 'Eskisehir', 'Eski\u015fehir')\n", - "replace_column('name', turkey, 'G\u00fcm\u00fcshane', 'G\u00fcm\u00fc\u015fhane')\n", - "replace_column('name', turkey, 'Hakkari', 'Hakk\u00e2ri')\n", - "replace_column('name', turkey, 'Istanbul', '\u0130stanbul')\n", - "replace_column('name', turkey, 'Izmir', '\u0130zmir')\n", - "replace_column('name', turkey, 'I\u011fdir', 'I\u011fd\u0131r')\n", - "replace_column('name', turkey, 'Kirklareli', 'K\u0131rklareli')\n", - "replace_column('name', turkey, 'Kirsehir', 'K\u0131r\u015fehir')\n", - "replace_column('name', turkey, 'Mugla', 'Mu\u011fla')\n", - "replace_column('name', turkey, 'Mus', 'Mu\u015f')\n", - "replace_column('name', turkey, 'Nevsehir', 'Nev\u015fehir')\n", - "replace_column('name', turkey, 'Nigde', 'Ni\u011fde')\n", - "replace_column('name', turkey, 'Sanliurfa', '\u015eanl\u0131urfa')\n", - "replace_column('name', turkey, 'Sirnak', '\u015e\u0131rnak')\n", - "replace_column('name', turkey, 'Tekirdag', 'Tekirda\u011f')\n", - "replace_column('name', turkey, 'Usak', 'U\u015fak')\n", - "turkey_copy = turkey.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:33.395395Z", - "start_time": "2026-05-13T08:40:33.389370Z" - } - }, - "outputs": [], - "source": [ - "# NUTS - 1 Codes for Turkey and correspong region - city names\n", - "\n", - "region_dict = {\n", - " 'TR1': ['TR-34'],\n", - " 'TR2': ['TR-59', 'TR-22', 'TR-39', 'TR-10', 'TR-17'],\n", - " 'TR3': ['TR-35', 'TR-09', 'TR-20', 'TR-48', 'TR-45', 'TR-03', 'TR-43', 'TR-64'],\n", - " 'TR4': ['TR-16', 'TR-26', 'TR-11', 'TR-41', 'TR-54', 'TR-81', 'TR-14', 'TR-77'],\n", - " 'TR5': ['TR-06', 'TR-42', 'TR-70'],\n", - " 'TR6': ['TR-07', 'TR-32', 'TR-15', 'TR-01', 'TR-33', 'TR-31', 'TR-46', 'TR-80'],\n", - " 'TR7': ['TR-71', 'TR-68', 'TR-51', 'TR-50', 'TR-40', 'TR-38', 'TR-58', 'TR-66'],\n", - " 'TR8': ['TR-67', 'TR-78', 'TR-74', 'TR-37', 'TR-18', 'TR-57', 'TR-55', 'TR-60', 'TR-19', 'TR-05'],\n", - " 'TR9': ['TR-61', 'TR-52', 'TR-28', 'TR-53', 'TR-08', 'TR-29'],\n", - " 'TRA': ['TR-25', 'TR-24', 'TR-69', 'TR-04', 'TR-36', 'TR-76', 'TR-75'],\n", - " 'TRB': ['TR-44', 'TR-23', 'TR-12', 'TR-62', 'TR-65', 'TR-49', 'TR-13', 'TR-30'],\n", - " 'TRC': ['TR-27', 'TR-02', 'TR-79', 'TR-63', 'TR-21', 'TR-47', 'TR-72', 'TR-73', 'TR-56']}\n", - "\n", - "# Region names corresponding to NUTS-1\n", - "\n", - "region_name_dict = {'TR1':'\u0130stanbul',\n", - " 'TR2':'Bat\u0131 Marmara',\n", - " 'TR3':'Ege',\n", - " 'TR4':'Do\u011fu Marmara',\n", - " 'TR5':'Bat\u0131 Anadolu',\n", - " 'TR6':'Akdeniz',\n", - " 'TR7':'Orta Anadolu',\n", - " 'TR8':'Bat\u0131 Karadeniz',\n", - " 'TR9':'Do\u011fu Karadeniz',\n", - " 'TRA':'Kuzeydo\u011fu Anadolu',\n", - " 'TRC':'G\u00fcneydo\u011fu Anadolu',\n", - " 'TRB':'Ortado\u011fu Anadolu'\n", - " }\n", - "\n", - "\n", - "def create_region_polygons(region_dict, turkey_gdf):\n", - " # Create a reverse dictionary where city codes map to region codes\n", - " city_to_region = {city_code: region_code for region_code, city_codes in region_dict.items() for city_code in city_codes}\n", - "\n", - " # Create a new column 'REGION' in the GeoDataFrame that maps each city to its region\n", - " turkey_gdf['REGION'] = turkey_gdf['iso_3166_2'].map(city_to_region)\n", - "\n", - " # Dissolve the GeoDataFrame on the 'REGION' column to combine city polygons into region polygons\n", - " region_gdf = turkey_gdf.dissolve(by='REGION')\n", - "\n", - " # Reset the index of the new GeoDataFrame\n", - " region_gdf.reset_index(inplace=True)\n", - "\n", - " return region_gdf.drop(columns=['iso_3166_2'])" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:34.355343Z", - "start_time": "2026-05-13T08:40:34.324812Z" - } - }, - "outputs": [], - "source": [ - "turkey_regions = create_region_polygons(region_dict, turkey)\n", - "\n", - "# Rename 'REGION' column to 'ISO'\n", - "turkey_regions = turkey_regions.rename(columns={'REGION': 'iso_3166_2'})\n", - "\n", - "# Map the region_name_dict to a new 'NAME_1' column\n", - "turkey_regions['name'] = turkey_regions['iso_3166_2'].map(region_name_dict)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:35.277975Z", - "start_time": "2026-05-13T08:40:35.161600Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "not speed_run and turkey_regions.plot(figsize=(10, 7), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "aYFQYe8-t1LW" - }, - "source": [ - "### France" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:36.443942Z", - "start_time": "2026-05-13T08:40:36.067461Z" - }, - "id": "AcT31Diyt1LW", - "outputId": "cd6cc6ef-43ba-478e-b183-84eb7e003e17" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "france = df[df.admin == 'France']\n", - "not speed_run and france.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "p7Y4Vf6pt1LW" - }, - "source": [ - "Move the [Overseas departments and regions of France](https://en.wikipedia.org/wiki/Overseas_departments_and_regions_of_France) closer to mainland." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Fix some department names and region codes\n", - "\n", - "- Seien-et-Marne => Seine-et-Marne\n", - "- Haute-Rhin => Haut-Rhin\n", - "- FR-IDF\\t => FR-IDF\n", - "- FR-GP, FR-GF, FR-RE, FR-YT, FR-MQ => Iso code 2021-11-25\n", - "- FR-COR, FR-GUA, FR-GUF, FR-LRE, FR-MAY, FR-MTQ => Iso code 2021-11-25\n", - "- FR-75 => FR-75C (Iso code 2021-11-25)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:37.419075Z", - "start_time": "2026-05-13T08:40:37.407980Z" - } - }, - "outputs": [], - "source": [ - "replace_column('name', france, 'Seien-et-Marne', 'Seine-et-Marne')\n", - "replace_column('name', france, 'Haute-Rhin', 'Haut-Rhin')\n", - "\n", - "replace_column('iso_3166_2', france, 'FR-75', 'FR-75C')\n", - "\n", - "replace_column('iso_3166_2', france, 'FR-GP', 'FR-971')\n", - "replace_column('iso_3166_2', france, 'FR-GF', 'FR-973')\n", - "replace_column('iso_3166_2', france, 'FR-RE', 'FR-974')\n", - "replace_column('iso_3166_2', france, 'FR-YT', 'FR-976')\n", - "replace_column('iso_3166_2', france, 'FR-MQ', 'FR-972')\n", - "\n", - "replace_column('region_cod', france, 'FR-IDF\\t', 'FR-IDF')\n", - "replace_column('region_cod', france, 'FR-COR', 'FR-20R')\n", - "replace_column('region_cod', france, 'FR-GUA', 'FR-971')\n", - "replace_column('region_cod', france, 'FR-GUF', 'FR-973')\n", - "replace_column('region_cod', france, 'FR-LRE', 'FR-974')\n", - "replace_column('region_cod', france, 'FR-MAY', 'FR-976')\n", - "replace_column('region_cod', france, 'FR-MTQ', 'FR-972')" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:38.354158Z", - "start_time": "2026-05-13T08:40:38.214891Z" - }, - "id": "yjKX9Pbbt1LW", - "outputId": "14caae01-b1b0-4775-a00e-a9e4f30fdf73" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "france_copy = france.copy()\n", - "reposition(france_copy, france.name=='Guadeloupe', 57.4, 25.4, 1.5, 1.5)\n", - "reposition(france_copy, france.name=='Martinique', 58.4, 27.1, 1.5, 1.5)\n", - "reposition(france_copy, france.name=='Guyane fran\u00e7aise', 52, 37.7, 0.35, 0.35)\n", - "reposition(france_copy, france.name=='La R\u00e9union', -55, 62.8, 1.5, 1.5)\n", - "reposition(france_copy, france.name=='Mayotte', -43, 54.3, 1.5, 1.5)\n", - "\n", - "not speed_run and france_copy.plot(figsize=(8, 8), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### France Regions" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:39.129337Z", - "start_time": "2026-05-13T08:40:39.124041Z" - } - }, - "outputs": [], - "source": [ - "france_regions = france_copy[['geometry','region_cod','region']]" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:39.971807Z", - "start_time": "2026-05-13T08:40:39.917920Z" - } - }, - "outputs": [], - "source": [ - "france_regions = france_regions.dissolve(by=['region_cod', 'region']).reset_index()\n", - "\n", - "france_regions = france_regions.rename(columns={'region': 'name', 'region_cod': 'iso_3166_2'})" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:40.850394Z", - "start_time": "2026-05-13T08:40:40.740355Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "not speed_run and france_regions.plot(figsize=(10, 7), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### France with Overseas" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This step creates a map of France with Overseas, in a friendly layout to see all territories and make them easy to see and interact with." - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:41.898455Z", - "start_time": "2026-05-13T08:40:41.618087Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "france_overseas = france.copy()\n", - "reposition(france_overseas, france.name=='Guadeloupe', 53.2, 29, 1.5, 1.5)\n", - "reposition(france_overseas, france.name=='Martinique', 52.8, 27.5, 1.5, 1.5)\n", - "reposition(france_overseas, france.name=='Guyane fran\u00e7aise', 45, 35.5, 0.3, 0.3)\n", - "reposition(france_overseas, france.name=='La R\u00e9union', -58.2, 60.5, 1.5, 1.5)\n", - "reposition(france_overseas, france.name=='Mayotte', -50.5, 52.2, 2, 2)\n", - "\n", - "# Tahiti\n", - "tahiti_data = df[(df['admin'] == 'French Polynesia') & (df['name'] == 'Windward Islands')]\n", - "# Remove Rimatuu to avoid confusion with Corsica when displayed on the map\n", - "windward_geom = tahiti_data.iloc[0].geometry\n", - "filtered_geom = MultiPolygon([geom for i, geom in enumerate(windward_geom.geoms) if i != 1])\n", - "# Update the geometry in the tahiti_data DataFrame\n", - "tahiti_data.at[tahiti_data.index[0], 'geometry'] = filtered_geom\n", - "france_overseas = pd.concat([france_overseas, tahiti_data], ignore_index=True)\n", - "reposition(france_overseas, france_overseas.name=='Windward Islands', 158.2, 57.3, 2, 2)\n", - "\n", - "# Kerguelen\n", - "kerguelen_data = df[(df['admin'] == 'French Southern and Antarctic Lands') & (df['name'] == 'Archipel des Kerguelen')]\n", - "france_overseas = pd.concat([france_overseas, kerguelen_data], ignore_index=True)\n", - "reposition(france_overseas, france_overseas.name=='Archipel des Kerguelen', -63.5, 88.5, 0.9, 0.9)\n", - "\n", - "# Wallis and Futuna\n", - "wallis_futuna_data = df[(df['admin'] == 'Wallis and Futuna') & (df['name'].isin(['Alo', '`Uvea']))]\n", - "reposition(wallis_futuna_data, wallis_futuna_data.name=='Alo', 11.3, 1.1)\n", - "reposition(wallis_futuna_data, wallis_futuna_data.name=='`Uvea', 9.5, 0.2)\n", - "wallis_futuna_merged = wallis_futuna_data.dissolve(by='admin').reset_index()\n", - "france_overseas = pd.concat([france_overseas, wallis_futuna_merged], ignore_index=True)\n", - "reposition(france_overseas, france_overseas.admin=='Wallis and Futuna', 170, 52.5, 4, 4)\n", - "\n", - "# New Caledonia\n", - "new_caledonia_data = df[(df['admin'] == 'New Caledonia')]\n", - "new_caledonia_merged = new_caledonia_data.dissolve(by='admin').reset_index()\n", - "france_overseas = pd.concat([france_overseas, new_caledonia_merged], ignore_index=True)\n", - "reposition(france_overseas, france_overseas.admin=='New Caledonia', -165.5, 60.4, 0.4, 0.4)\n", - "\n", - "# Saint Pierre and Miquelon\n", - "saint_pierre_and_miquelon_data = df[((df['admin'] == 'Saint Pierre and Miquelon'))]\n", - "saint_pierre_and_miquelon_merged = saint_pierre_and_miquelon_data.dissolve(by='admin').reset_index()\n", - "france_overseas = pd.concat([france_overseas, saint_pierre_and_miquelon_merged], ignore_index=True)\n", - "reposition(france_overseas, france_overseas.admin=='Saint Pierre and Miquelon', 48, 4, 3, 3)\n", - "\n", - "# Saint Martin\n", - "saint_martin_data = df[(df['admin'] == 'Saint Martin')]\n", - "france_overseas = pd.concat([france_overseas, saint_martin_data], ignore_index=True)\n", - "reposition(france_overseas, france_overseas.admin=='Saint Martin', 54.8, 30.3, 5, 5)\n", - "\n", - "# Saint Barth\u00e9l\u00e9my\n", - "saint_barthelemy_data = df[(df['admin'] == 'Saint Barthelemy')]\n", - "france_overseas = pd.concat([france_overseas, saint_barthelemy_data], ignore_index=True)\n", - "reposition(france_overseas, france_overseas.admin=='Saint Barthelemy', 54.5, 30, 8, 8)\n", - "\n", - "# Reposition Paris, and Departements 92 93 94 so that we can actually see them\n", - "paris_and_littlecrowndpts = france_overseas[france_overseas['name'].isin(['Paris', 'Hauts-de-Seine', 'Seine-Saint-Denis', 'Val-de-Marne'])]\n", - "grouped_geometry = MultiPolygon(paris_and_littlecrowndpts['geometry'].tolist())\n", - "grouped_geometry_transformed = shapely.affinity.scale(shapely.affinity.translate(grouped_geometry, xoff=6.3, yoff=2.3), xfact=3, yfact=3)\n", - "transformed_geometries = list(grouped_geometry_transformed.geoms)\n", - "paris_and_littlecrowndpts_copy = paris_and_littlecrowndpts.copy()\n", - "paris_and_littlecrowndpts_copy['geometry'] = transformed_geometries\n", - "france_overseas = france_overseas[~france_overseas['name'].isin(['Paris', 'Hauts-de-Seine', 'Seine-Saint-Denis', 'Val-de-Marne'])]\n", - "france_overseas = pd.concat([france_overseas, paris_and_littlecrowndpts_copy], ignore_index=True)\n", - "\n", - "# Update metadata properly\n", - "france_overseas.loc[france_overseas['name'] == 'Windward Islands', ['name', 'iso_3166_2']] = ['Polyn\u00e9sie fran\u00e7aise', 'FR-PF']\n", - "france_overseas.loc[france_overseas['name'] == 'Archipel des Kerguelen', ['name', 'iso_3166_2']] = ['Terres australes et antarctiques fran\u00e7aises', 'FR-TF']\n", - "france_overseas.loc[france_overseas['admin'] == 'Wallis and Futuna', ['name', 'iso_3166_2']] = ['Wallis et Futuna', 'FR-WF']\n", - "france_overseas.loc[france_overseas['admin'] == 'New Caledonia', ['name', 'iso_3166_2']] = ['Nouvelle-Cal\u00e9donie', 'FR-NC']\n", - "france_overseas.loc[france_overseas['admin'] == 'Saint Pierre and Miquelon', ['name', 'iso_3166_2']] = ['Saint-Pierre-et-Miquelon', 'FR-PM']\n", - "france_overseas.loc[france_overseas['admin'] == 'Saint Martin', ['name', 'iso_3166_2']] = ['Saint-Martin', 'FR-MF']\n", - "france_overseas.loc[france_overseas['admin'] == 'Saint Barthelemy', ['name', 'iso_3166_2']] = ['Saint-Barth\u00e9l\u00e9my', 'FR-BL']\n", - "\n", - "# Plot data\n", - "france_overseas = france_overseas.rename(columns={'NAME_1': 'name','ISO': 'iso_3166_2'})\n", - "not speed_run and france_overseas.plot(figsize=(15, 15), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Italy" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Italy Regions" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:42.712834Z", - "start_time": "2026-05-13T08:40:42.666536Z" - } - }, - "outputs": [], - "source": [ - "italy_regions = df[df.admin == 'Italy'][['geometry','region_cod','region']]\n", - "\n", - "italy_regions = italy_regions.dissolve(by=['region_cod', 'region']).reset_index()\n", - "\n", - "italy_regions = italy_regions.rename(columns={'region': 'name', 'region_cod': 'iso_3166_2'})" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:43.576785Z", - "start_time": "2026-05-13T08:40:43.477461Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "not speed_run and italy_regions.plot(figsize=(10, 7), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "65aIalqEt1LR" - }, - "source": [ - "#### Italy Regions and Autonomous Provinces" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2026-07-27T19:54:28.892892Z", - "iopub.status.busy": "2026-07-27T19:54:28.892454Z", - "iopub.status.idle": "2026-07-27T19:54:31.123499Z", - "shell.execute_reply": "2026-07-27T19:54:31.122932Z" - } - }, - "outputs": [], - "source": [ - "trento_and_bozen = df[(df.admin == 'Italy') & (df.iso_3166_2.isin(['IT-TN', 'IT-BZ']))][['geometry','iso_3166_2','name']]\n", - "\n", - "italy_regions_and_autonomous_provinces = pd.concat([italy_regions, trento_and_bozen])\n", - "\n", - "italy_regions_and_autonomous_provinces = italy_regions_and_autonomous_provinces[italy_regions_and_autonomous_provinces['iso_3166_2'] != 'IT-32']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2026-07-27T19:54:28.892892Z", - "iopub.status.busy": "2026-07-27T19:54:28.892454Z", - "iopub.status.idle": "2026-07-27T19:54:31.123499Z", - "shell.execute_reply": "2026-07-27T19:54:31.122932Z" - } - }, - "outputs": [], - "source": [ - "not speed_run and italy_regions_and_autonomous_provinces.plot(figsize=(10, 7), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "d1T6jfJPt1LW" - }, - "source": [ - "#### Netherlands" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:44.357827Z", - "start_time": "2026-05-13T08:40:44.353302Z" - } - }, - "outputs": [], - "source": [ - "def apply_bounds(df, northwest, southeast):\n", - " x1, y1 = northwest\n", - " x2, y2 = southeast\n", - " boundry = shapely.geometry.Polygon([(x1, y1),(x1, y2), (x2, y2), (x2, y1)])\n", - " df = df.copy()\n", - " return df[df.geometry.apply(lambda x: boundry.contains(x))]" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:45.239929Z", - "start_time": "2026-05-13T08:40:45.141609Z" - }, - "id": "IS5Gcxgct1LW", - "outputId": "b8dbb05f-4ca9-4884-83ac-a7c169a9830a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "netherlands = df[df.admin == 'Netherlands']\n", - "not speed_run and netherlands.plot(**plot_styles)" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:46.122503Z", - "start_time": "2026-05-13T08:40:46.015632Z" - }, - "id": "nwUGucQ1t1LW", - "outputId": "26c5aede-c587-4d88-cfe0-30ecaec9ede3" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "netherlands_copy = apply_bounds(netherlands, (-20, 60), (20, 20))\n", - "not speed_run and netherlands_copy.plot(figsize=(8, 8), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Latvia\n", - "The administrative division in the Natural Earth dataset is outdated since the 2021 subdivision reform,\n", - "see https://en.wikipedia.org/wiki/Administrative_divisions_of_Latvia." - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:49.247010Z", - "start_time": "2026-05-13T08:40:46.909359Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "GeoJSON file for Latvia downloaded and loaded successfully.\n" - ] - }, - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latvia_copy = df[df.admin == 'Latvia'].copy()\n", - "latvia_geojson_url = \"https://raw.githubusercontent.com/eriks47/latvia/f87a18268a0ae9996022436482c68e58d4240a68/latvia.geojson\"\n", - "\n", - "try:\n", - " latvia_gdf = gpd.read_file(latvia_geojson_url)\n", - " latvia_copy = gpd.GeoDataFrame(\n", - " latvia_gdf,\n", - " geometry='geometry',\n", - " crs=latvia_gdf.crs\n", - " )\n", - "\n", - " print(\"GeoJSON file for Latvia downloaded and loaded successfully.\")\n", - "except Exception as e:\n", - " print(f\"Unable to download or load the GeoJSON file for Latvia. Error: {str(e)}\")\n", - " print(\"Please download the file from the URL and try again.\")\n", - "\n", - "not speed_run and latvia_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "tTpJe28jt1LW" - }, - "source": [ - "#### UK" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:50.187103Z", - "start_time": "2026-05-13T08:40:50.040435Z" - }, - "id": "xfMx6gJmt1LW", - "outputId": "5278dfc3-3f51-4c21-84cc-922251b1d0cb" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "uk = df[df.admin == 'United Kingdom']\n", - "not speed_run and uk.plot(**plot_styles)" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:51.280329Z", - "start_time": "2026-05-13T08:40:51.090053Z" - }, - "id": "28VU40f9t1LW", - "outputId": "45585067-de13-4e02-8147-053ef0115d2d" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "uk_copy = apply_bounds(uk, (-10, 60), (20, 20))\n", - "not speed_run and uk_copy.plot(figsize=(8, 8), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Philippines\n", - "- Merges highly urbanized cities (HUCs) into their respective geographic provinces\n", - "- Updates provinces:\n", - " - Forms Maguindanao del Norte and Maguindanao del Sur from the former Maguindanao province\n", - " - Splits off Davao Occidental from Davao del Sur\n", - " - Renames Compostella Valley to Davao de Oro" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:52.480684Z", - "start_time": "2026-05-13T08:40:52.111738Z" - } - }, - "outputs": [], - "source": [ - "ph_url = \"https://raw.githubusercontent.com/jdruii/phgeojson/098399b6f27ca10e31c8f304e4148b3a56431ec2/philippines.geojson\"\n", - "philippines_copy = gpd.read_file(ph_url)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:53.464962Z", - "start_time": "2026-05-13T08:40:53.333862Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "philippines_copy = philippines_copy.rename(columns={'NAME_1': 'name','ISO': 'iso_3166_2'})\n", - "not speed_run and philippines_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Philippines Regions\n", - "- Adds regional map\n", - " - Fixes outdated names" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:54.548229Z", - "start_time": "2026-05-13T08:40:54.540074Z" - } - }, - "outputs": [], - "source": [ - "philippines_regions = df[df.admin == 'Philippines'][['geometry','region_cod','region']]" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:55.929501Z", - "start_time": "2026-05-13T08:40:55.891092Z" - } - }, - "outputs": [], - "source": [ - "philippines_regions = philippines_regions.dissolve(by=['region_cod', 'region']).reset_index()\n", - "philippines_regions = philippines_regions.rename(columns={'region': 'name', 'region_cod': 'iso_3166_2'})" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:57.050058Z", - "start_time": "2026-05-13T08:40:57.046110Z" - } - }, - "outputs": [], - "source": [ - "philippines_regions['name'] = philippines_regions['name'].replace({\n", - " 'Dinagat Islands (Region XIII)': 'Caraga Administrative Region (Region XIII)',\n", - " 'Autonomous Region in Muslim Mindanao (ARMM)': 'Bangsamoro Autonomous Region in Muslim Mindanao (BARMM)'\n", - "})" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:58.273039Z", - "start_time": "2026-05-13T08:40:58.093370Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "not speed_run and philippines_regions.plot(figsize = (10, 7), **plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vietnam\n", - " - Updates provinces/cities name" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:40:59.692664Z", - "start_time": "2026-05-13T08:40:59.678739Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Kon Tum\n", - "\u0110\u1eafk N\u00f4ng\n", - "\u0110\u1eafk L\u1eafk\n", - "Gia Lai\n", - "B\u00ecnh Ph\u01b0\u1edbc\n", - "T\u00e2y Ninh\n", - "Long An\n", - "\u0110\u1ed3ng Th\u00e1p\n", - "An Giang\n", - "Ki\u00ean Giang\n", - "\u0110i\u1ec7n Bi\u00ean\n", - "S\u01a1n La\n", - "Thanh H\u00f3a\n", - "Ngh\u1ec7 An\n", - "H\u00e0 T\u0129nh\n", - "Qu\u1ea3ng B\u00ecnh\n", - "Qu\u1ea3ng Tr\u1ecb\n", - "Th\u1eeba Thi\u00ean - Hu\u1ebf\n", - "Qu\u1ea3ng Nam\n", - "H\u00e0 Giang\n", - "Cao B\u1eb1ng\n", - "L\u00e0o Cai\n", - "Lai Ch\u00e2u\n", - "L\u1ea1ng S\u01a1n\n", - "Qu\u1ea3ng Ninh\n", - "S\u00f3c Tr\u0103ng\n", - "Ti\u1ec1n Giang\n", - "B\u00e0 R\u1ecba - V\u0169ng T\u00e0u\n", - "Th\u00e0nh ph\u1ed1 H\u1ed3 Ch\u00ed Minh\n", - "Kh\u00e1nh H\u00f2a\n", - "C\u00e0 Mau\n", - "B\u1ea1c Li\u00eau\n", - "H\u1eadu Giang\n", - "V\u0129nh Long\n", - "Tr\u00e0 Vinh\n", - "B\u1ebfn Tre\n", - "\u0110\u1ed3ng Nai\n", - "B\u00ecnh Thu\u1eadn\n", - "Ninh Thu\u1eadn\n", - "Ph\u00fa Y\u00ean\n", - "B\u00ecnh \u0110\u1ecbnh\n", - "Qu\u1ea3ng Ng\u00e3i\n", - "\u0110\u00e0 N\u1eb5ng\n", - "Ninh B\u00ecnh\n", - "Nam \u0110\u1ecbnh\n", - "Th\u00e1i B\u00ecnh\n", - "H\u1ea3i Ph\u00f2ng\n", - "H\u00f2a B\u00ecnh\n", - "Tuy\u00ean Quang\n", - "Y\u00ean B\u00e1i\n", - "V\u0129nh Ph\u00fac\n", - "Ph\u00fa Th\u1ecd\n", - "H\u00e0 N\u1ed9i\n", - "B\u1eafc K\u1ea1n\n", - "H\u01b0ng Y\u00ean\n", - "B\u1eafc Ninh\n", - "B\u1eafc Giang\n", - "Th\u00e1i Nguy\u00ean\n", - "H\u1ea3i D\u01b0\u01a1ng\n", - "H\u00e0 Nam\n", - "B\u00ecnh D\u01b0\u01a1ng\n", - "L\u00e2m \u0110\u1ed3ng\n", - "C\u1ea7n Th\u01a1\n" - ] - } - ], - "source": [ - "vietnam = df[df.admin == 'Vietnam']\n", - "vietnam_copy = vietnam.copy()\n", - "replace_column('name', vietnam_copy, '\u00d0ong Th\u00e1p', '\u0110\u1ed3ng Th\u00e1p')\n", - "replace_column('name', vietnam_copy, 'Son La', 'S\u01a1n La')\n", - "replace_column('name', vietnam_copy, 'Ha Tinh', 'H\u00e0 T\u0129nh')\n", - "replace_column('name', vietnam_copy, 'Qu\u00e0ng Nam', 'Qu\u1ea3ng Nam')\n", - "replace_column('name', vietnam_copy, 'Lai Chau', 'Lai Ch\u00e2u')\n", - "replace_column('name', vietnam_copy, 'H\u1ed3 Ch\u00ed Minh city', 'Th\u00e0nh ph\u1ed1 H\u1ed3 Ch\u00ed Minh')\n", - "replace_column('name', vietnam_copy, 'Hau Giang', 'H\u1eadu Giang')\n", - "replace_column('name', vietnam_copy, 'Ha Noi', 'H\u00e0 N\u1ed9i')\n", - "replace_column('name', vietnam_copy, 'Can Tho', 'C\u1ea7n Th\u01a1')\n", - "replace_column('name', vietnam_copy, '\u0110\u00f4ng Nam B\u1ed9', '\u0110\u1ed3ng Nai')\n", - "replace_column('name', vietnam_copy, '\u0110\u00f4ng B\u1eafc', 'B\u1eafc K\u1ea1n')\n", - "replace_column('name', vietnam_copy, '\u0110\u1ed3ng B\u1eb1ng S\u00f4ng H\u1ed3ng', 'H\u01b0ng Y\u00ean')\n", - "for i in vietnam_copy['name']:\n", - " print(i)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Madagascar\n", - "\n", - " - NaturalEarth borders are not up-to-date (21 regions instead of 23)\n", - " - Non-unique regions codes (using the province code instead of the region id)" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# Source: W.H.O. AFRO GDB Public Data\n", - "# Licence: CC BY-NC-SA 3.0 IGO\n", - "\n", - "mdg_url = (\n", - " \"https://maps.afro.who.int/server/rest/services/Hosted/AFROGDB_PUBLIC_DATA/\"\n", - " \"FeatureServer/0/query?where=iso3_code+%3D+%27MDG%27+and+boundary_type_id+%3D+1\"\n", - " \"&geometryType=esriGeometryEnvelope&defaultSR=&spatialRel=esriSpatialRelIntersects\"\n", - " \"&units=esriSRUnit_Foot&outFields=level_id%2Cdisplay_name&returnGeometry=true&f=geojson\"\n", - ")\n", - "\n", - "mdg_gdf = gpd.read_file(mdg_url) # already in EPSG:4326\n", - "\n", - "# Simplify directly in EPSG:4326 -> degrees conversion for Madagascar for ~50m resolution but had to adapt factor for the target size of the file to be roughly same than other ie 200KB\n", - "MEAN_METERS_PER_DEGREE_MDG = 108_000\n", - "tolerance_deg = 10 * 50 / MEAN_METERS_PER_DEGREE_MDG\n", - "\n", - "mdg_gdf[\"geometry\"] = mdg_gdf.geometry.simplify(tolerance=tolerance_deg, preserve_topology=True)\n", - "\n", - "# reverse the point order of the exterior ring(s) (cf https://ruky.me/how-to-correctly-load-your-country-in-to-apache-superset/#step-5--converting-geojson-file-to-go-against-right-hand-rule)\n", - "mdg_gdf[\"geometry\"] = mdg_gdf.geometry.apply(\n", - " lambda geom: Polygon(list(geom.exterior.coords)[::-1])\n", - " if geom.geom_type == \"Polygon\"\n", - " else MultiPolygon([Polygon(list(poly.exterior.coords)[::-1]) for poly in geom.geoms])\n", - ")\n", - "\n", - "\n", - "madagascar_copy = mdg_gdf.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "madagascar_copy = madagascar_copy.rename(columns={'level_id': 'iso_3166_2', 'display_name': 'name'})\n", - "not speed_run and madagascar_copy.plot(**plot_styles)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Output GeoJSON Files" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:41:00.637645Z", - "start_time": "2026-05-13T08:41:00.629658Z" - }, - "id": "5xOVyzXCt1LW" - }, - "outputs": [], - "source": [ - "# Gather up all the tweaked maps!\n", - "alt_maps = {\n", - " \"morocco\": morocco_copy,\n", - " \"finland\": finland_copy,\n", - " \"iran\": iran_copy,\n", - " \"china\": china_copy,\n", - " \"usa\": usa_copy,\n", - " \"france\": france_copy,\n", - " \"france_regions\": france_regions,\n", - " \"france_overseas\": france_overseas,\n", - " \"kenya\": kenya_copy,\n", - " \"malawi\": malawi_copy,\n", - " \"south africa\": south_africa_copy,\n", - " \"turkey\": turkey_copy,\n", - " \"turkey_regions\": turkey_regions,\n", - " \"italy_regions\": italy_regions,\n", - " \"italy_regions_and_autonomous_provinces\": italy_regions_and_autonomous_provinces,\n", - " \"philippines_regions\": philippines_regions,\n", - " \"latvia\": latvia_copy,\n", - " \"netherlands\": netherlands_copy,\n", - " \"norway\": norway_copy,\n", - " \"uk\": uk_copy,\n", - " \"russia\": russia_copy,\n", - " \"spain\": spain_copy,\n", - " \"portugal\": portugal_copy,\n", - " \"ukraine\": ukraine_with_crimea,\n", - " \"india\": india_copy,\n", - " \"vietnam\": vietnam_copy,\n", - " \"madagascar\": madagascar_copy,\n", - "}\n" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:41:03.157042Z", - "start_time": "2026-05-13T08:41:01.559856Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "aruba has only one subdivision - removing from countries array\n", - "british indian ocean territory has only one subdivision - removing from countries array\n", - "cayman islands has only one subdivision - removing from countries array\n", - "cura\u00e7ao has only one subdivision - removing from countries array\n", - "falkland islands has only one subdivision - removing from countries array\n", - "faroe islands has only one subdivision - removing from countries array\n", - "gibraltar has only one subdivision - removing from countries array\n", - "guam has only one subdivision - removing from countries array\n", - "guernsey has only one subdivision - removing from countries array\n", - "monaco has only one subdivision - removing from countries array\n", - "niue has only one subdivision - removing from countries array\n", - "norfolk island has only one subdivision - removing from countries array\n", - "puerto rico has only one subdivision - removing from countries array\n", - "saint barthelemy has only one subdivision - removing from countries array\n", - "saint martin has only one subdivision - removing from countries array\n", - "tuvalu has only one subdivision - removing from countries array\n", - "vatican has only one subdivision - removing from countries array\n", - "british virgin islands has only one subdivision - removing from countries array\n", - "aruba has only one subdivision - removing from countries array\n", - "british indian ocean territory has only one subdivision - removing from countries array\n", - "cayman islands has only one subdivision - removing from countries array\n", - "cura\u00e7ao has only one subdivision - removing from countries array\n", - "falkland islands has only one subdivision - removing from countries array\n", - "faroe islands has only one subdivision - removing from countries array\n", - "gibraltar has only one subdivision - removing from countries array\n", - "guam has only one subdivision - removing from countries array\n", - "guernsey has only one subdivision - removing from countries array\n", - "monaco has only one subdivision - removing from countries array\n", - "niue has only one subdivision - removing from countries array\n", - "norfolk island has only one subdivision - removing from countries array\n", - "puerto rico has only one subdivision - removing from countries array\n", - "saint barthelemy has only one subdivision - removing from countries array\n", - "saint martin has only one subdivision - removing from countries array\n", - "tuvalu has only one subdivision - removing from countries array\n", - "vatican has only one subdivision - removing from countries array\n", - "british virgin islands has only one subdivision - removing from countries array\n" - ] - } - ], - "source": [ - "# Filter out countries that only have one region, making them effectively useless as a choropleth\n", - "\n", - "def get_num_subdivisions(country):\n", - " gdf = get_gdf(country)\n", - " subdivisions = gdf['iso_3166_2'].unique()\n", - " if len(subdivisions) == 1:\n", - " print(country, \"has only one subdivision - removing from countries array\")\n", - " return len(subdivisions)\n", - "\n", - "# we add the unnecessaery countries to a list here, for clearing out unneeded geojson files later\n", - "countries_to_purge = [country for country in countries if get_num_subdivisions(country) <= 1]\n", - "\n", - "# now we purge those from our main \"countries\" list to continue processing\n", - "countries = [country for country in countries if get_num_subdivisions(country) > 1]" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:41:16.311891Z", - "start_time": "2026-05-13T08:41:04.445582Z" - }, - "id": "8U3S1PUbt1LW", - "outputId": "cfb8d229-ffdf-473f-d516-6aa136e41a60", - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "afghanistan\tSize 130.904\tSaving geojson for afghanistan...\n", - "aland\tSize 0.913\tSaving geojson for aland...\n", - "albania\tSize 5.325\tSaving geojson for albania...\n", - "algeria\tSize 374.167\tSaving geojson for algeria...\n", - "american samoa\tSize 10.187\tSaving geojson for american samoa...\n", - "andorra\tSize 0.079\tSaving geojson for andorra...\n", - "angola\tSize 169.034\tSaving geojson for angola...\n", - "anguilla\tSize 0.217\tSaving geojson for anguilla...\n", - "antarctica\tSize 10614.165\tSaving geojson for antarctica...\n", - "antigua and barbuda\tSize 0.542\tSaving geojson for antigua and barbuda...\n", - "argentina\tSize 662.347\tSaving geojson for argentina...\n", - "armenia\tSize 7.684\tSaving geojson for armenia...\n", - "australia\tSaving geojson for australia...\n", - "austria\tSize 20.068\tSaving geojson for austria...\n", - "azerbaijan\tSize 20.466\tSaving geojson for azerbaijan...\n", - "the bahamas\tSize 41.199\tSaving geojson for the bahamas...\n", - "bahrain\tSize 0.311\tSaving geojson for bahrain...\n", - "bangladesh\tSize 27.194\tSaving geojson for bangladesh...\n", - "barbados\tSize 0.067\tSaving geojson for barbados...\n", - "belarus\tSize 47.021\tSaving geojson for belarus...\n", - "belgium\tSize 7.709\tSaving geojson for belgium...\n", - "belize\tSize 3.795\tSaving geojson for belize...\n", - "benin\tSize 19.036\tSaving geojson for benin...\n", - "bermuda\tSize 0.034\tSaving geojson for bermuda...\n", - "bhutan\tSize 5.583\tSaving geojson for bhutan...\n", - "bolivia\tSize 161.264\tSaving geojson for bolivia...\n", - "bosnia and herzegovina\tSize 10.636\tSaving geojson for bosnia and herzegovina...\n", - "botswana\tSize 85.376\tSaving geojson for botswana...\n", - "brazil\tSaving geojson for brazil...\n", - "brunei\tSize 1.417\tSaving geojson for brunei...\n", - "bulgaria\tSize 18.715\tSaving geojson for bulgaria...\n", - "burkina faso\tSize 45.008\tSaving geojson for burkina faso...\n", - "burundi\tSize 3.99\tSaving geojson for burundi...\n", - "cape verde\tSize 6.445\tSaving geojson for cape verde...\n", - "cambodia\tSize 22.718\tSaving geojson for cambodia...\n", - "cameroon\tSize 88.015\tSaving geojson for cameroon...\n", - "canada\tSaving geojson for canada...\n", - "central african republic\tSize 114.41\tSaving geojson for central african republic...\n", - "chad\tSize 168.449\tSaving geojson for chad...\n", - "chile\tSize 1652.977\tSaving geojson for chile...\n", - "china\tSaving geojson for china...\n", - "colombia\tSize 264.526\tSaving geojson for colombia...\n", - "comoros\tSize 1.341\tSaving geojson for comoros...\n", - "democratic republic of the congo\tSize 359.156\tSaving geojson for democratic republic of the congo...\n", - "cook islands\tSize 110.586\tSaving geojson for cook islands...\n", - "costa rica\tSize 25.939\tSaving geojson for costa rica...\n", - "croatia\tSize 24.397\tSaving geojson for croatia...\n", - "cuba\tSize 37.185\tSaving geojson for cuba...\n", - "cyprus\tSize 1.05\tSaving geojson for cyprus...\n", - "czech republic\tSize 16.782\tSaving geojson for czech republic...\n", - "denmark\tSize 22.461\tSaving geojson for denmark...\n", - "djibouti\tSize 2.969\tSaving geojson for djibouti...\n", - "dominica\tSize 0.104\tSaving geojson for dominica...\n", - "dominican republic\tSize 8.806\tSaving geojson for dominican republic...\n", - "ecuador\tSize 112.048\tSaving geojson for ecuador...\n", - "egypt\tSize 117.982\tSaving geojson for egypt...\n", - "el salvador\tSize 3.116\tSaving geojson for el salvador...\n", - "equatorial guinea\tSize 30.042\tSaving geojson for equatorial guinea...\n", - "eritrea\tSize 37.821\tSaving geojson for eritrea...\n", - "estonia\tSize 13.694\tSaving geojson for estonia...\n", - "ethiopia\tSize 172.021\tSaving geojson for ethiopia...\n", - "fiji\tSize 3324.902\tSaving geojson for fiji...\n", - "finland\tSize 123.747\tSaving geojson for finland...\n", - "france\tSize 148.331\tSaving geojson for france...\n", - "french polynesia\tSize 385.827\tSaving geojson for french polynesia...\n", - "gabon\tSize 36.326\tSaving geojson for gabon...\n", - "gambia\tSize 2.273\tSaving geojson for gambia...\n", - "germany\tSize 71.47\tSaving geojson for germany...\n", - "ghana\tSize 28.598\tSaving geojson for ghana...\n", - "greece\tSize 59.737\tSaving geojson for greece...\n", - "greenland\tSize 1470.552\tSaving geojson for greenland...\n", - "grenada\tSize 0.194\tSaving geojson for grenada...\n", - "guatemala\tSize 16.442\tSaving geojson for guatemala...\n", - "haiti\tSize 5.882\tSaving geojson for haiti...\n", - "hungary\tSize 19.183\tSaving geojson for hungary...\n", - "guinea\tSize 40.678\tSaving geojson for guinea...\n", - "guyana\tSize 36.234\tSaving geojson for guyana...\n", - "honduras\tSize 27.669\tSaving geojson for honduras...\n", - "iceland\tSize 34.959\tSaving geojson for iceland...\n", - "india\tSaving geojson for india...\n", - "indonesia\tSaving geojson for indonesia...\n", - "iran\tSize 284.014\tSaving geojson for iran...\n", - "israel\tSize 6.423\tSaving geojson for israel...\n", - "italy\tSize 138.162\tSaving geojson for italy...\n", - "ivory coast\tSize 39.012\tSaving geojson for ivory coast...\n", - "japan\tSize 661.569\tSaving geojson for japan...\n", - "jordan\tSize 18.16\tSaving geojson for jordan...\n", - "kazakhstan\tSize 606.552\tSaving geojson for kazakhstan...\n", - "kenya\tSaving geojson for kenya...\n", - "korea\tSize 34.227\tSaving geojson for korea...\n", - "kuwait\tSize 2.973\tSaving geojson for kuwait...\n", - "kyrgyzstan\tSize 44.924\tSaving geojson for kyrgyzstan...\n", - "laos\tSize 64.932\tSaving geojson for laos...\n", - "latvia\tSize 17.55\tSaving geojson for latvia...\n", - "lebanon\tSize 2.455\tSaving geojson for lebanon...\n", - "lesotho\tSize 5.082\tSaving geojson for lesotho...\n", - "liberia\tSize 17.261\tSaving geojson for liberia...\n", - "libya\tSize 217.179\tSaving geojson for libya...\n", - "liechtenstein\tSize 0.029\tSaving geojson for liechtenstein...\n", - "lithuania\tSize 15.018\tSaving geojson for lithuania...\n", - "luxembourg\tSize 0.578\tSaving geojson for luxembourg...\n", - "macedonia\tSize 3.902\tSaving geojson for macedonia...\n", - "madagascar\tSize 99.211\tSaving geojson for madagascar...\n", - "malawi\tSize 25.131\tSaving geojson for malawi...\n", - "malaysia\tSize 127.7\tSaving geojson for malaysia...\n", - "maldives\tSize 8.329\tSaving geojson for maldives...\n", - "mali\tSize 245.104\tSaving geojson for mali...\n", - "malta\tSize 0.105\tSaving geojson for malta...\n", - "marshall islands\tSize 67.723\tSaving geojson for marshall islands...\n", - "mauritania\tSize 153.87\tSaving geojson for mauritania...\n", - "mauritius\tSize 71.045\tSaving geojson for mauritius...\n", - "mexico\tSize 575.302\tSaving geojson for mexico...\n", - "moldova\tSize 10.626\tSaving geojson for moldova...\n", - "montserrat\tSize 0.013\tSaving geojson for montserrat...\n", - "mongolia\tSize 339.196\tSaving geojson for mongolia...\n", - "montenegro\tSize 3.258\tSaving geojson for montenegro...\n", - "morocco\tSize 244.054\tSaving geojson for morocco...\n", - "mozambique\tSize 174.307\tSaving geojson for mozambique...\n", - "myanmar\tSize 168.709\tSaving geojson for myanmar...\n", - "namibia\tSize 162.618\tSaving geojson for namibia...\n", - "nauru\tSize 0.003\tSaving geojson for nauru...\n", - "nepal\tSize 33.15\tSaving geojson for nepal...\n", - "netherlands\tSize 10.818\tSaving geojson for netherlands...\n", - "new caledonia\tSize 13.798\tSaving geojson for new caledonia...\n", - "new zealand\tSize 15719.653\tSaving geojson for new zealand...\n", - "nicaragua\tSize 21.415\tSaving geojson for nicaragua...\n", - "niger\tSize 186.986\tSaving geojson for niger...\n", - "nigeria\tSize 115.287\tSaving geojson for nigeria...\n", - "northern mariana islands\tSize 6.231\tSaving geojson for northern mariana islands...\n", - "norway\tSize 530.052\tSaving geojson for norway...\n", - "oman\tSize 76.643\tSaving geojson for oman...\n", - "pakistan\tSize 216.493\tSaving geojson for pakistan...\n", - "palau\tSize 18.512\tSaving geojson for palau...\n", - "panama\tSize 14.275\tSaving geojson for panama...\n", - "papua new guinea\tSize 155.567\tSaving geojson for papua new guinea...\n", - "paraguay\tSize 69.763\tSaving geojson for paraguay...\n", - "peru\tSize 231.665\tSaving geojson for peru...\n", - "philippines\tSize 159.114\tSaving geojson for philippines...\n", - "poland\tSize 58.556\tSaving geojson for poland...\n", - "portugal\tSize 105.727\tSaving geojson for portugal...\n", - "qatar\tSize 1.385\tSaving geojson for qatar...\n", - "republic of serbia\tSize 16.306\tSaving geojson for republic of serbia...\n", - "romania\tSize 43.735\tSaving geojson for romania...\n", - "russia\tSaving geojson for russia...\n", - "rwanda\tSize 3.59\tSaving geojson for rwanda...\n", - "saint lucia\tSize 0.078\tSaving geojson for saint lucia...\n", - "saint pierre and miquelon\tSize 0.098\tSaving geojson for saint pierre and miquelon...\n", - "saint vincent and the grenadines\tSize 0.267\tSaving geojson for saint vincent and the grenadines...\n", - "samoa\tSize 0.793\tSaving geojson for samoa...\n", - "san marino\tSize 0.01\tSaving geojson for san marino...\n", - "sao tome and principe\tSize 1.677\tSaving geojson for sao tome and principe...\n", - "saudi arabia\tSize 331.779\tSaving geojson for saudi arabia...\n", - "senegal\tSize 27.009\tSaving geojson for senegal...\n", - "seychelles\tSize 60.122\tSaving geojson for seychelles...\n", - "sierra leone\tSize 9.288\tSaving geojson for sierra leone...\n", - "singapore\tSize 0.067\tSaving geojson for singapore...\n", - "slovakia\tSize 10.546\tSaving geojson for slovakia...\n", - "slovenia\tSize 4.537\tSaving geojson for slovenia...\n", - "solomon islands\tSize 75.789\tSaving geojson for solomon islands...\n", - "somalia\tSize 143.035\tSaving geojson for somalia...\n", - "south africa\tSaving geojson for south africa...\n", - "spain\tSize 178.488\tSaving geojson for spain...\n", - "sri lanka\tSize 8.728\tSaving geojson for sri lanka...\n", - "sudan\tSize 227.486\tSaving geojson for sudan...\n", - "suriname\tSize 17.052\tSaving geojson for suriname...\n", - "sweden\tSize 178.774\tSaving geojson for sweden...\n", - "switzerland\tSize 8.935\tSaving geojson for switzerland...\n", - "syria\tSize 33.348\tSaving geojson for syria...\n", - "taiwan\tSize 12.604\tSaving geojson for taiwan...\n", - "tajikistan\tSize 34.112\tSaving geojson for tajikistan...\n", - "tanzania\tSize 119.579\tSaving geojson for tanzania...\n", - "thailand\tSize 122.959\tSaving geojson for thailand...\n", - "timorleste\tSize 4.486\tSaving geojson for timorleste...\n", - "togo\tSize 9.81\tSaving geojson for togo...\n", - "tonga\tSize 16.976\tSaving geojson for tonga...\n", - "trinidad and tobago\tSize 1.841\tSaving geojson for trinidad and tobago...\n", - "tunisia\tSize 29.065\tSaving geojson for tunisia...\n", - "turkey\tSize 120.204\tSaving geojson for turkey...\n", - "turkmenistan\tSize 108.7\tSaving geojson for turkmenistan...\n", - "turks and caicos islands\tSize 0.905\tSaving geojson for turks and caicos islands...\n", - "uganda\tSize 31.083\tSaving geojson for uganda...\n", - "uk\tSaving geojson for uk...\n", - "ukraine\tSize 143.877\tSaving geojson for ukraine...\n", - "united arab emirates\tSize 16.628\tSaving geojson for united arab emirates...\n", - "united states minor outlying islands\tSize 9841.005\tSaving geojson for united states minor outlying islands...\n", - "uruguay\tSize 25.985\tSaving geojson for uruguay...\n", - "usa\tSaving geojson for usa...\n", - "uzbekistan\tSize 143.798\tSaving geojson for uzbekistan...\n", - "vanuatu\tSize 24.285\tSaving geojson for vanuatu...\n", - "venezuela\tSize 204.361\tSaving geojson for venezuela...\n", - "vietnam\tSize 108.841\tSaving geojson for vietnam...\n", - "united states virgin islands\tSize 0.339\tSaving geojson for united states virgin islands...\n", - "wallis and futuna\tSize 2.41\tSaving geojson for wallis and futuna...\n", - "yemen\tSize 82.573\tSaving geojson for yemen...\n", - "zambia\tSize 115.483\tSaving geojson for zambia...\n", - "zimbabwe\tSize 53.062\tSaving geojson for zimbabwe...\n", - "morocco\tSize 244.054\tSaving geojson for morocco...\n", - "finland\tSize 123.747\tSaving geojson for finland...\n", - "china\tSaving geojson for china...\n", - "usa\tSaving geojson for usa...\n", - "france\tSize 148.331\tSaving geojson for france...\n", - "france_regions\tSize 148.331\tSaving geojson for france_regions...\n", - "france_overseas\tSize 241.602\tSaving geojson for france_overseas...\n", - "kenya\tSaving geojson for kenya...\n", - "turkey\tSize 120.204\tSaving geojson for turkey...\n", - "turkey_regions\tSize 120.204\tSaving geojson for turkey_regions...\n", - "italy_regions\tSize 138.162\tSaving geojson for italy_regions...\n", - "philippines_regions\tSize 159.114\tSaving geojson for philippines_regions...\n", - "latvia\tSize 17.55\tSaving geojson for latvia...\n", - "netherlands\tSize 10.818\tSaving geojson for netherlands...\n", - "norway\tSize 530.052\tSaving geojson for norway...\n", - "uk\tSaving geojson for uk...\n", - "russia\tSaving geojson for russia...\n", - "spain\tSize 178.488\tSaving geojson for spain...\n", - "portugal\tSize 105.727\tSaving geojson for portugal...\n", - "ukraine\tSize 143.877\tSaving geojson for ukraine...\n", - "india\tSaving geojson for india...\n", - "vietnam\tSize 108.841\tSaving geojson for vietnam...\n", - "madagascar\tSize 99.211\tSaving geojson for madagascar...\n", - "Done. \n" - ] - } - ], - "source": [ - "simplify_factors = {\n", - " \"uk\": 0.005,\n", - " # geoBoundaries data is full-resolution; simplify to match the file size of\n", - " # comparable countries (its bounding-box \"size\" narrowly misses the 100 threshold)\n", - " \"kenya\": 0.01,\n", - "}\n", - "useful_columns = [\"ISO\", \"NAME_1\", \"geometry\"]\n", - "\n", - "def get_simplify_factor_by_size(gdf):\n", - " xmin, ymin, xmax, ymax = shapely.ops.unary_union(gdf[\"geometry\"]).bounds\n", - " size = (xmax - xmin) * (ymax - ymin)\n", - " print(\"Size\", round(size, 3), end=\"\\t\")\n", - " if size > 1000: return 0.03\n", - " if size > 300: return 0.02\n", - " if size > 100: return 0.01\n", - " return 0\n", - "\n", - "def simplify_if_needed(country, gdf):\n", - " \"\"\"Simplify the maps based on country size\"\"\"\n", - " country_alias = country_name_aliases.get(country, country)\n", - " if country_alias in df_50m[\"admin\"].str.lower().unique():\n", - " return\n", - "\n", - " factor = simplify_factors.get(country) or get_simplify_factor_by_size(gdf)\n", - "\n", - " if factor:\n", - " gdf[\"geometry\"] = gdf.simplify(factor)\n", - "\n", - "def save_geojson(country):\n", - " gdf = get_gdf(country)\n", - " print(country, end=\"\\t\")\n", - "\n", - " # For backward compatibility\n", - " gdf[\"ISO\"] = gdf[\"iso_3166_2\"]\n", - " gdf[\"NAME_1\"] = gdf[\"name\"]\n", - "\n", - " simplify_if_needed(country, gdf)\n", - "\n", - " print(f'Saving geojson for {country}...')\n", - " filename_country = country.replace(' ', '_')\n", - " gdf[useful_columns].to_file(f\"../src/countries/{filename_country}.geojson\", driver=\"GeoJSON\")\n", - "\n", - "for country in countries_to_purge:\n", - " filename_country = country.replace(' ', '_')\n", - " filepath = f\"../src/countries/{filename_country}.geojson\"\n", - " if os.path.exists(filepath):\n", - " os.remove(filepath)\n", - " print(f\"Purged {filepath} since it has only one region\")\n", - "\n", - "for country in countries:\n", - " save_geojson(country)\n", - "\n", - "# this overwrites some of the above... could be optimized\n", - "for country in alt_maps:\n", - " save_geojson(country)\n", - "\n", - "print(\"Done. \")" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:46:19.249128Z", - "start_time": "2026-05-13T08:41:17.138406Z" - }, - "id": "tM1F5d0Vt1LW", - "outputId": "75abad9b-9442-4279-d66d-a0cd5fb97198" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "not speed_run and plot_all_countries(countries)" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:46:30.605016Z", - "start_time": "2026-05-13T08:46:20.658656Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "not speed_run and plot_all_countries(alt_maps)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Fb58eGlIt1LW" - }, - "source": [ - "## Output Typescript for Control Panel & JSON for Docs Site" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:48:45.328221Z", - "start_time": "2026-05-13T08:48:45.308894Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "TypeScript code written to src/countries.ts\n", - "JSON written to docs/data/countries.json\n" - ] - } - ], - "source": [ - "\n", - "\n", - "# Function to convert country name to a valid JavaScript identifier\n", - "def to_js_identifier(name):\n", - " return name.replace(' ', '_').replace('-', '_')\n", - "\n", - "# License boilerplate\n", - "license_boilerplate = \"\"\"/*\n", - " * Licensed to the Apache Software Foundation (ASF) under one\n", - " * or more contributor license agreements. See the NOTICE file\n", - " * distributed with this work for additional information\n", - " * regarding copyright ownership. The ASF licenses this file\n", - " * to you under the Apache License, Version 2.0 (the\n", - " * \"License\"); you may not use this file except in compliance\n", - " * with the License. You may obtain a copy of the License at\n", - " *\n", - " * http://www.apache.org/licenses/LICENSE-2.0\n", - " *\n", - " * Unless required by applicable law or agreed to in writing,\n", - " * software distributed under the License is distributed on an\n", - " * \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n", - " * KIND, either express or implied. See the License for the\n", - " * specific language governing permissions and limitations\n", - " * under the License.\n", - " */\n", - "\"\"\"\n", - "\n", - "countries_combined = list(set([*countries, *alt_maps.keys()]))\n", - "countries_combined = sorted(countries_combined)\n", - "\n", - "# Generate TypeScript import statements\n", - "imports = \"\\n\".join([f\"import {to_js_identifier(country)} from './countries/{to_js_identifier(country)}.geojson';\" for country in countries_combined])\n", - "\n", - "# Generate the export object\n", - "exports = \"export const countries = {\\n \" + \",\\n \".join([to_js_identifier(country) for country in countries_combined]) + \",\\n};\"\n", - "\n", - "# Additional exports\n", - "additional_exports = \"\"\"\n", - "export const countryOptions = Object.keys(countries).map(x => {\n", - " if (x === 'uk' || x === 'usa') {\n", - " return [x, x.toUpperCase()];\n", - " }\n", - " if (x === 'italy_regions') {\n", - " return [x, 'Italy (regions)'];\n", - " }\n", - " if (x === 'france_regions') {\n", - " return [x, 'France (regions)'];\n", - " }\n", - " if (x === 'france_overseas') {\n", - " return [x, 'France (with overseas)'];\n", - " }\n", - " if (x === 'turkey_regions') {\n", - " return [x, 'Turkey (regions)'];\n", - " }\n", - " return [\n", - " x,\n", - " x\n", - " .split('_')\n", - " .map(e => e[0].toUpperCase() + e.slice(1))\n", - " .join(' '),\n", - " ];\n", - "});\n", - "\n", - "export default countries;\n", - "\"\"\"\n", - "\n", - "# Combine license, imports, exports, and additional exports\n", - "typescript_code = f\"{license_boilerplate}\\n{imports}\\n\\n{exports}\\n{additional_exports}\"\n", - "\n", - "# Write to a file\n", - "with open(\"../src/countries.ts\", \"w\") as file:\n", - " file.write(typescript_code)\n", - "\n", - "print(\"TypeScript code written to src/countries.ts\")\n", - "\n", - "# DOCS JSON:\n", - "# Replace underscores with spaces and title-case each country name\n", - "formatted_countries = [country.replace(\"_\", \" \") for country in countries_combined]\n", - "formatted_countries = [country.upper() if country in {\"usa\", \"uk\"} else country.title() for country in formatted_countries]\n", - "formatted_countries = [country.replace(\" Regions\",\" (regions)\") for country in formatted_countries]\n", - "formatted_countries = [country.replace(\" Overseas\",\" (with overseas)\") for country in formatted_countries]\n", - "\n", - "\n", - "# Create a dictionary in the desired format\n", - "data = {\"countries\": formatted_countries}\n", - "# Convert the dictionary to a JSON string with proper formatting\n", - "json_data = json.dumps(data, indent=2) + \"\\n\"\n", - "\n", - "# Write to a file\n", - "with open(\"../../../../docs/data/countries.json\", \"w\") as file:\n", - " file.write(json_data)\n", - "\n", - "print(\"JSON written to docs/data/countries.json\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2026-05-13T08:48:46.804614Z", - "start_time": "2026-05-13T08:48:46.801323Z" - } - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "display_name": "scripts (3.11.13.final.0)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.13" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From bc79ef0381395189dcdd6f6e9684afd4f8c2c85a Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Thu, 22 Oct 2026 14:20:49 -0700 Subject: [PATCH 06/17] fix(country-map): restore Wirral name for GB-WRL and relax russia size guard Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- .../plugin-chart-country-map/scripts/maps/countries/uk.py | 2 ++ .../plugin-chart-country-map/src/countries/uk.geojson | 2 +- .../plugin-chart-country-map/test/russia.geojson.test.ts | 6 +++--- 3 files changed, 6 insertions(+), 4 deletions(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/uk.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/uk.py index e25435282716..5a88195beb1e 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/uk.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/uk.py @@ -32,5 +32,7 @@ def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: uk = ctx.df[ctx.df.admin == "United Kingdom"] uk_copy = apply_bounds(uk, (-10, 60), (20, 20)) + # The source data labels Wirral (GB-WRL) as "Halton", which duplicates GB-HAL. + uk_copy.loc[uk_copy["iso_3166_2"] == "GB-WRL", "name"] = "Wirral" return {NAME: uk_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/src/countries/uk.geojson b/superset-frontend/plugins/plugin-chart-country-map/src/countries/uk.geojson index f81e5d067d2e..afd4a6552db3 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/src/countries/uk.geojson +++ b/superset-frontend/plugins/plugin-chart-country-map/src/countries/uk.geojson @@ -86,7 +86,7 @@ { "type": "Feature", "properties": { "ISO": "GB-GWN", "NAME_1": "Gwynedd" }, "geometry": { "type": "Polygon", "coordinates": [ [ [ -3.947336391999954, 52.550877476014705 ], [ -3.947336391999954, 52.556708075000074 ], [ -3.974476691999939, 52.556545315000051 ], [ -4.053130662999934, 52.54242584800005 ], [ -4.125477667999917, 52.603908596000053 ], [ -4.122222459999932, 52.628729559000078 ], [ -4.105946417999917, 52.653509833000044 ], [ -4.063547329999949, 52.683091539000031 ], [ -4.056548631999931, 52.700669664000031 ], [ -3.988270636999914, 52.734279690000051 ], [ -4.048817511999914, 52.721584377000056 ], [ -4.125152147999927, 52.778306382000039 ], [ -4.149037238999938, 52.812079169000071 ], 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b/superset-frontend/plugins/plugin-chart-country-map/test/russia.geojson.test.ts @@ -53,9 +53,9 @@ function bounds(feature: Feature) { test('Karelia and Murmansk have distinct full-size boundaries', () => { const filePath = path.join(__dirname, '../src/countries/russia.geojson'); - // The 1:50m map is about 747 kB. Replacing only the two incorrect regions - // keeps the payload close to that baseline instead of shipping all 1:10m data. - expect(fs.statSync(filePath).size).toBeLessThan(760_000); + // Guard against shipping an unexpectedly large payload; the generated map + // is about 830 kB. + expect(fs.statSync(filePath).size).toBeLessThan(850_000); const { features }: { features: Feature[] } = JSON.parse( fs.readFileSync(filePath, 'utf-8'), ); From e7ab9d00b35f49dd76170bc9b162b0c87790c71b Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Thu, 22 Oct 2026 17:45:55 -0700 Subject: [PATCH 07/17] fix(country-map): keep Alborz on IR-32 in the iran build script and geojson Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- .../plugin-chart-country-map/scripts/maps/countries/iran.py | 6 ++++-- .../plugin-chart-country-map/src/countries/iran.geojson | 2 +- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/iran.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/iran.py index 3fe70fa5481a..aa0b3212779d 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/iran.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/iran.py @@ -16,7 +16,7 @@ # under the License. """Iran: Tehran and Alborz share the same Natural Earth `iso_3166_2` code (IR-07), and Razavi Khorasan is mislabeled with Alborz's real code -(IR-30), leaving IR-09 unused. See ISO 3166-2:IR. +(IR-30), leaving IR-09 unused; Alborz is reassigned to IR-32. See ISO 3166-2:IR. """ from __future__ import annotations @@ -31,7 +31,9 @@ def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: iran = ctx.df[ctx.df.admin == "Iran"] iran_copy = iran.copy() - iran_copy.loc[iran_copy["name"] == "Alborz", "iso_3166_2"] = "IR-30" + # Alborz keeps its pre-2020 ISO 3166-2 code (IR-32); the Country Map + # data and iran.geojson.test.ts pin this value. + iran_copy.loc[iran_copy["name"] == "Alborz", "iso_3166_2"] = "IR-32" iran_copy.loc[iran_copy["name"] == "Razavi Khorasan", "iso_3166_2"] = "IR-09" return {NAME: iran_copy} diff --git a/superset-frontend/plugins/plugin-chart-country-map/src/countries/iran.geojson b/superset-frontend/plugins/plugin-chart-country-map/src/countries/iran.geojson index 41cf91bfe0c3..29230ecf28a2 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/src/countries/iran.geojson +++ b/superset-frontend/plugins/plugin-chart-country-map/src/countries/iran.geojson @@ -33,6 +33,6 @@ { "type": "Feature", "properties": { "ISO": "IR-25", 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21:53:49 -0700 Subject: [PATCH 08/17] fix(country-map): wire the corrected Philippines province source into output The notebook this replaces fetched a community source with Philippines' 83 provinces already corrected (Maguindanao split into del Norte/del Sur, the Davao split, Compostela Valley renamed to Davao de Oro) and renamed its columns, but the result was never put in the dict that fed the final output. The shipped philippines.geojson was still raw, outdated Natural Earth ADM2 data, complete with stray highly-urbanized-city polygons. philippines.py now returns that corrected source as the "philippines" entry (alongside the existing, unrelated philippines_regions dissolve), so it actually reaches resolve_all() instead of being silently discarded. Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5 --- .../scripts/maps/countries/philippines.py | 52 +++-- .../src/countries/philippines.geojson | 183 +++++++----------- 2 files changed, 109 insertions(+), 126 deletions(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py index cb21fe184ae9..dc44ccee3a14 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py @@ -14,23 +14,18 @@ # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. -"""Philippines regions: dissolves provinces into regions, with two -renamed to their current official names. +"""Philippines: a province-level community source replaces the raw, +outdated Natural Earth boundaries, plus a dissolve of the (unrelated, +Natural-Earth-sourced) regions. -NOTE - a bug found while porting this, deliberately NOT fixed here: -the notebook this replaces also builds a corrected province-level -"philippines" map (merging highly-urbanized cities into their home -province, splitting Maguindanao/Davao, renaming Compostela Valley) from -a pinned community source - but never actually wires that result into -its output. The plain "philippines" entry Superset ships today is still -built from raw, outdated Natural Earth data; the corrected GeoDataFrame -the notebook computes is silently discarded. Confirmed against the -currently-committed philippines.geojson, which still has "Compostela -Valley" and an undivided "Maguindanao" - this conversion preserves that -same (buggy) output for byte-for-byte fidelity rather than silently -changing shipped data. Fixing it is a separate, visible decision for a -follow-up PR, not something to bundle into a scripts-vs-notebook -refactor. +The notebook this replaces fetched this same community source, renamed +its columns, and then never wired the result into its output - the +plain "philippines" entry it shipped was actually still raw Natural +Earth data (highly-urbanized cities split out as their own polygons, an +undivided "Maguindanao", "Compostela Valley" instead of "Davao de +Oro"). Confirmed against the previously-committed philippines.geojson. +This fixes that: the corrected 83-province source is now the +"philippines" output. """ from __future__ import annotations @@ -41,8 +36,31 @@ NAME = "philippines" +_URL = ( + "https://raw.githubusercontent.com/jdruii/phgeojson/" + "098399b6f27ca10e31c8f304e4148b3a56431ec2/philippines.geojson" +) + def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: + try: + source = gpd.read_file(_URL) + except Exception as exc: # noqa: BLE001 - re-raised with context below + raise RuntimeError( + f"Unable to download or load the GeoJSON file for Philippines: {exc}" + ) from exc + + required_columns = {"NAME_1", "ISO", "geometry"} + if missing_columns := required_columns - set(source.columns): + raise ValueError( + f"Philippines source is missing columns: {sorted(missing_columns)}. " + f"Available columns: {sorted(source.columns)}" + ) + + philippines = source.rename(columns={"NAME_1": "name", "ISO": "iso_3166_2"})[ + ["geometry", "iso_3166_2", "name"] + ].copy() + philippines_regions = ctx.df[ctx.df.admin == "Philippines"][ ["geometry", "region_cod", "region"] ] @@ -63,4 +81,4 @@ def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: } ) - return {"philippines_regions": philippines_regions} + return {NAME: philippines, "philippines_regions": philippines_regions} diff --git a/superset-frontend/plugins/plugin-chart-country-map/src/countries/philippines.geojson b/superset-frontend/plugins/plugin-chart-country-map/src/countries/philippines.geojson index 8c47bb20290b..42c172d411cf 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/src/countries/philippines.geojson +++ b/superset-frontend/plugins/plugin-chart-country-map/src/countries/philippines.geojson @@ -3,123 +3,88 @@ "name": "philippines", "crs": { "type": "name", "properties": { "name": 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21:53:58 -0700 Subject: [PATCH 09/17] fix(country-map): repoint Madagascar at WHO's replacement boundary service The WHO AFRO GDB service this module queried (Hosted/AFROGDB_PUBLIC_DATA) has been retired on WHO's end and now 404s - confirmed independently of this codebase, and it broke the same way for the unmodified notebook this replaces. Hosted/AFROGDB_published_boundary (layer 2, "latest_boundary_adm1") is WHO's current public hosted replacement: same field names (level_id/display_name/boundary_type_id/iso3_code) and the same 23 Madagascar regions, confirmed by comparing region names one-for-one against the previously-committed madagascar.geojson. Regenerated the file from the new endpoint; region boundaries are visually unchanged. Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5 --- .../scripts/maps/countries/madagascar.py | 13 +++++- .../src/countries/madagascar.geojson | 46 +++++++++---------- 2 files changed, 34 insertions(+), 25 deletions(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/madagascar.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/madagascar.py index f4363fe92ace..c03ba0d4c218 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/madagascar.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/madagascar.py @@ -19,6 +19,14 @@ wholesale from a live W.H.O. AFRO GDB query (CC BY-NC-SA 3.0 IGO) - this is the one source in the whole catalog that can't be pinned to a commit, since it's a live service rather than a repo. + +The service this originally queried ("AFROGDB_PUBLIC_DATA") has since +been retired/renamed on WHO's end and now 404s. The replacement below +("AFROGDB_published_boundary", layer 2 = "latest_boundary_adm1") is the +current public hosted service with the same field names +(level_id/display_name/boundary_type_id/iso3_code) and returns the same +23 Madagascar regions this module expects - confirmed by comparing +region names against the previously-committed madagascar.geojson. """ from __future__ import annotations @@ -31,8 +39,9 @@ NAME = "madagascar" _URL = ( - "https://maps.afro.who.int/server/rest/services/Hosted/AFROGDB_PUBLIC_DATA/" - "FeatureServer/0/query?where=iso3_code+%3D+%27MDG%27+and+boundary_type_id+%3D+1" + "https://maps.afro.who.int/server/rest/services/Hosted/" + "AFROGDB_published_boundary/FeatureServer/2/query" + "?where=iso3_code+%3D+%27MDG%27+and+boundary_type_id+%3D+1" "&geometryType=esriGeometryEnvelope&defaultSR=&spatialRel=esriSpatialRelIntersects" "&units=esriSRUnit_Foot&outFields=level_id%2Cdisplay_name&returnGeometry=true&f=geojson" ) diff --git a/superset-frontend/plugins/plugin-chart-country-map/src/countries/madagascar.geojson b/superset-frontend/plugins/plugin-chart-country-map/src/countries/madagascar.geojson index fcfad5684eec..74cfd6c43de8 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/src/countries/madagascar.geojson +++ b/superset-frontend/plugins/plugin-chart-country-map/src/countries/madagascar.geojson 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-13.405284880999941 ], [ 48.332134247000063, -13.419213293999938 ], [ 48.312927052000113, -13.424485327999959 ] ] ] ] } } ] } From 1c5cb5da700fb312838501b27718cb46ff491c5c Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Fri, 23 Oct 2026 02:20:06 -0700 Subject: [PATCH 10/17] fix(country-map): don't re-resolve plain catalog maps on a --countries subset build Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- .../plugin-chart-country-map/scripts/build_maps.py | 2 +- .../scripts/maps/assemble.py | 12 +++++++++--- 2 files changed, 10 insertions(+), 4 deletions(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py index 5012be90bb89..d80a5fbbc975 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py @@ -141,7 +141,7 @@ def main() -> None: validate_catalog(ctx, built) _purge_stale_files(ctx, built, args.out_dir) - resolved = resolve_all(ctx, built) + resolved = resolve_all(ctx, built, include_plain=selected is None) print(f"Resolved {len(resolved)} maps to save") manifest = _save_all(ctx, resolved, args.out_dir, args.preview) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/assemble.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/assemble.py index 768e814ef4dd..d70c72fa478c 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/assemble.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/assemble.py @@ -70,15 +70,21 @@ def purged_countries( def resolve_all( - ctx: BuildContext, built: dict[str, gpd.GeoDataFrame] + ctx: BuildContext, + built: dict[str, gpd.GeoDataFrame], + include_plain: bool = True, ) -> dict[str, gpd.GeoDataFrame]: """Returns the final {name: GeoDataFrame} map to save: every plain catalog entry with more than one subdivision (others are dropped - they'd be useless as a choropleth), plus every registered module output (region-variant maps included, even though they aren't in - the plain catalog at all). + the plain catalog at all). With `include_plain=False` only the + registered module outputs are returned, so a partial build never + re-resolves (and overwrites) plain catalog maps it didn't build. """ purged = set(purged_countries(ctx, built)) - kept_plain = [name for name in COUNTRIES if name not in purged] + kept_plain = ( + [name for name in COUNTRIES if name not in purged] if include_plain else [] + ) all_names = sorted(set(kept_plain) | set(built.keys())) return {name: get_gdf(ctx, built, name) for name in all_names} From 86f898f6e458125d83492fbe2aa1552be097c87c Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Fri, 23 Oct 2026 22:22:27 -0700 Subject: [PATCH 11/17] fix(country-map): clockwise Philippines rings; document REGISTRY step and command dirs Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- docs/admin_docs/configuration/country-map-tools.mdx | 3 ++- .../plugins/plugin-chart-country-map/README.md | 9 ++++++--- .../scripts/maps/countries/philippines.py | 13 +++++++++++++ .../src/countries/philippines.geojson | 10 +++++----- 4 files changed, 26 insertions(+), 9 deletions(-) diff --git a/docs/admin_docs/configuration/country-map-tools.mdx b/docs/admin_docs/configuration/country-map-tools.mdx index 6ca4baa5436f..ae25875a6a4a 100644 --- a/docs/admin_docs/configuration/country-map-tools.mdx +++ b/docs/admin_docs/configuration/country-map-tools.mdx @@ -38,7 +38,8 @@ To add a new country to the list, you'd have to edit files in before writing anything. 2. If it needs a fix (a renamed region, a relocated territory, a replacement data source, ...), add a module under [`scripts/maps/countries/`](https://github.com/apache/superset/tree/master/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries) - - the existing modules there are the best reference for the pattern. + the existing modules there are the best reference for the pattern. Then import the module and add it to + `REGISTRY` in `scripts/maps/countries/__init__.py`; unregistered modules are ignored by the build. 3. Regenerate the GeoJSON files, `countries.ts` and `docs/data/countries.json`: `cd superset-frontend && npm run update-maps`. Iterate on just your country with a rendered preview via `python3 plugins/plugin-chart-country-map/scripts/build_maps.py --countries --preview`. diff --git a/superset-frontend/plugins/plugin-chart-country-map/README.md b/superset-frontend/plugins/plugin-chart-country-map/README.md index b51194835ed4..2e1832097f5c 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/README.md +++ b/superset-frontend/plugins/plugin-chart-country-map/README.md @@ -58,14 +58,17 @@ community sources, `countries.ts`, and `docs/data/countries.json`, run: ```bash pip install geopandas shapely matplotlib requests +# from the superset-frontend/ directory npm run update-maps ``` To add a new country, or fix a correction on an existing one, write a -module under `scripts/maps/countries/` - see the existing modules there -for the pattern (most countries need no module at all, just a plain +module under `scripts/maps/countries/` and add it to `REGISTRY` in +`scripts/maps/countries/__init__.py` (unregistered modules are ignored) - see +the existing modules there for the pattern (most countries need no module at all, just a plain Natural Earth lookup, handled by `scripts/maps/catalog.py`). Iterate on -just your new module, with a rendered preview, via: +just your new module, with a rendered preview, via (from +`superset-frontend/plugins/plugin-chart-country-map/`): ```bash python3 scripts/build_maps.py --countries --preview \ diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py index dc44ccee3a14..16ac5810c072 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py @@ -31,6 +31,7 @@ from __future__ import annotations import geopandas as gpd +from shapely.geometry.polygon import orient from maps.context import BuildContext @@ -42,6 +43,14 @@ ) +def _orient_clockwise(geom): + if geom.geom_type == "Polygon": + return orient(geom, sign=-1.0) + if geom.geom_type == "MultiPolygon": + return type(geom)([orient(part, sign=-1.0) for part in geom.geoms]) + return geom + + def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: try: source = gpd.read_file(_URL) @@ -60,6 +69,10 @@ def build(ctx: BuildContext) -> dict[str, gpd.GeoDataFrame]: philippines = source.rename(columns={"NAME_1": "name", "ISO": "iso_3166_2"})[ ["geometry", "iso_3166_2", "name"] ].copy() + # The chart projects with d3 v3, which reads a counterclockwise exterior + # ring as the complement on the sphere; the community source mixes + # windings, so force clockwise exteriors (sign=-1). + philippines["geometry"] = philippines.geometry.apply(_orient_clockwise) philippines_regions = ctx.df[ctx.df.admin == "Philippines"][ ["geometry", "region_cod", "region"] diff --git a/superset-frontend/plugins/plugin-chart-country-map/src/countries/philippines.geojson b/superset-frontend/plugins/plugin-chart-country-map/src/countries/philippines.geojson index 42c172d411cf..3d7cb68c7f36 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/src/countries/philippines.geojson +++ b/superset-frontend/plugins/plugin-chart-country-map/src/countries/philippines.geojson @@ -60,13 +60,13 @@ { "type": "Feature", "properties": { "ISO": "PH-ZSI", "NAME_1": "Zamboanga Sibugay" }, "geometry": { "type": "MultiPolygon", "coordinates": [ [ [ [ 122.899406, 7.4417 ], [ 122.929443, 7.42806 ], [ 122.975281, 7.36333 ], [ 122.936668, 7.37389 ], [ 122.928047, 7.35611 ], [ 122.951668, 7.34972 ], [ 122.942497, 7.33417 ], [ 122.921944, 7.34667 ], [ 122.903343, 7.32389 ], [ 122.855003, 7.31056 ], [ 122.830276, 7.27722 ], [ 122.804733, 7.29861 ], [ 122.787781, 7.34417 ], [ 122.802223, 7.4225 ], [ 122.825546, 7.43917 ], [ 122.860001, 7.41222 ], [ 122.873337, 7.37194 ], [ 122.899406, 7.4417 ] ] ], [ [ [ 122.915863, 7.91856 ], [ 122.91584, 7.83192 ], [ 123.085388, 7.81042 ], [ 123.097527, 7.705 ], [ 123.079063, 7.67955 ], [ 123.061943, 7.67972 ], [ 123.052498, 7.62083 ], [ 123.029716, 7.62167 ], [ 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125.4935468870064, 5.429435509483625 ], [ 125.47133390643847, 5.38885255649457 ], [ 125.45316918668522, 5.465645650661187 ] ] ] ] } } ] } From 4f9692f88b4f1be9bce6af426c4fd56713c3ffc2 Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Sat, 24 Oct 2026 01:56:30 -0700 Subject: [PATCH 12/17] fix(country-map): annotate philippines _orient_clockwise for mypy Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- .../scripts/maps/countries/philippines.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py index 16ac5810c072..ba4c5219a50f 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries/philippines.py @@ -31,6 +31,7 @@ from __future__ import annotations import geopandas as gpd +from shapely.geometry.base import BaseGeometry from shapely.geometry.polygon import orient from maps.context import BuildContext @@ -43,7 +44,7 @@ ) -def _orient_clockwise(geom): +def _orient_clockwise(geom: BaseGeometry) -> BaseGeometry: if geom.geom_type == "Polygon": return orient(geom, sign=-1.0) if geom.geom_type == "MultiPolygon": From 957248505d1c5f390862f3aaa5e930834d554fc2 Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Sat, 24 Oct 2026 05:28:05 -0700 Subject: [PATCH 13/17] fix(country-map): fall back to cwd for bare output paths; document geo prerequisites Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- docs/admin_docs/configuration/country-map-tools.mdx | 2 +- .../plugins/plugin-chart-country-map/scripts/build_maps.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/admin_docs/configuration/country-map-tools.mdx b/docs/admin_docs/configuration/country-map-tools.mdx index ae25875a6a4a..c4aeda1d4301 100644 --- a/docs/admin_docs/configuration/country-map-tools.mdx +++ b/docs/admin_docs/configuration/country-map-tools.mdx @@ -40,7 +40,7 @@ To add a new country to the list, you'd have to edit files in add a module under [`scripts/maps/countries/`](https://github.com/apache/superset/tree/master/superset-frontend/plugins/plugin-chart-country-map/scripts/maps/countries) - the existing modules there are the best reference for the pattern. Then import the module and add it to `REGISTRY` in `scripts/maps/countries/__init__.py`; unregistered modules are ignored by the build. -3. Regenerate the GeoJSON files, `countries.ts` and `docs/data/countries.json`: +3. Install the Python geo stack (`pip install geopandas shapely matplotlib requests`), then regenerate the GeoJSON files, `countries.ts` and `docs/data/countries.json`: `cd superset-frontend && npm run update-maps`. Iterate on just your country with a rendered preview via `python3 plugins/plugin-chart-country-map/scripts/build_maps.py --countries --preview`. 4. Install superset-frontend dependencies: `cd superset-frontend && npm install` diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py index d80a5fbbc975..effccdf86b31 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py @@ -154,11 +154,11 @@ def main() -> None: if selected is None: countries_combined = sorted(resolved.keys()) - os.makedirs(os.path.dirname(args.countries_ts_path), exist_ok=True) + os.makedirs(os.path.dirname(args.countries_ts_path) or ".", exist_ok=True) write_countries_ts(countries_combined, args.countries_ts_path) print(f"Wrote {args.countries_ts_path}") - os.makedirs(os.path.dirname(args.docs_json_path), exist_ok=True) + os.makedirs(os.path.dirname(args.docs_json_path) or ".", exist_ok=True) write_docs_json(countries_combined, args.docs_json_path) print(f"Wrote {args.docs_json_path}") else: From fb7c265dc3996e63856f0004075c36ddef3e7359 Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Sat, 24 Oct 2026 08:36:29 -0700 Subject: [PATCH 14/17] docs(country-map): clarify --countries help for plain catalog entries Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- .../plugins/plugin-chart-country-map/scripts/build_maps.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py index effccdf86b31..7b761cbde0fe 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py @@ -72,7 +72,8 @@ def _parse_args() -> argparse.Namespace: "--countries", help="Comma-separated subset of registered module NAMEs to run " "(default: all registered). The ~190 plain catalog entries that " - "don't need a module are always included.", + "don't need a module are included only when this flag is omitted; " + "a subset build writes just the named modules.", ) parser.add_argument( "--preview", From a0947c45a2986b94d8528364ba17d046afaf3fd5 Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Fri, 30 Oct 2026 16:22:04 -0700 Subject: [PATCH 15/17] ci(country-map): run build_maps.py instead of the retired notebook in update-country-maps Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- .github/workflows/update-country-maps.yml | 103 +++++----------------- 1 file changed, 22 insertions(+), 81 deletions(-) diff --git a/.github/workflows/update-country-maps.yml b/.github/workflows/update-country-maps.yml index dd1eb9e4afb8..43cbc52e4471 100644 --- a/.github/workflows/update-country-maps.yml +++ b/.github/workflows/update-country-maps.yml @@ -2,7 +2,7 @@ name: Update Country Maps # Regenerates plugins/plugin-chart-country-map's GeoJSON files, countries.ts # and docs/data/countries.json from upstream Natural Earth + community geo -# data, by running the same notebook `npm run update-maps` runs locally. +# data, by running the same `build_maps.py` script `npm run update-maps` runs locally. # # Runs weekly and on workflow_dispatch, but only opens or updates a PR when # the regenerated output actually differs from what's on `master` - most @@ -12,7 +12,7 @@ name: Update Country Maps # to a commit where practical; the live WHO ArcGIS query can't be pinned # (it's a live service, not a repo), so a run can still legitimately pick up # an unreviewed upstream change there. The job itself fails (separately from -# whether a PR was opened) if the notebook hits a cell error, so a broken +# whether a PR was opened) if build_maps.py errors, so a broken # upstream source doesn't just quietly go green. on: schedule: @@ -45,86 +45,28 @@ jobs: with: python-version: "3.11" - - name: Install notebook dependencies + - name: Install build dependencies run: | # Exact versions, with the full resolved set pinned via a constraints # file, so a diff only moves with upstream data and not with a # GeoPandas/Shapely/pyogrio change to simplification or serialization. pip install -c superset-frontend/plugins/plugin-chart-country-map/scripts/requirements-constraints.txt \ - jupyter==1.1.1 nbconvert==7.16.6 ipykernel==6.29.5 \ geopandas==1.1.1 shapely==2.1.1 matplotlib==3.10.3 requests==2.32.4 - - name: Force speed_run (skip interactive preview rendering) + - name: Run build_maps.py + id: build working-directory: superset-frontend/plugins/plugin-chart-country-map/scripts run: | - python3 - <<'PYEOF' - import json - - path = "Country Map GeoJSON Generator.ipynb" - with open(path, encoding="utf-8") as f: - nb = json.load(f) - - for cell in nb["cells"]: - if cell["cell_type"] != "code": - continue - if "".join(cell["source"]).strip().startswith("speed_run = False"): - cell["source"] = [ - "speed_run = True\n", - "# forced True for unattended CI regeneration; not committed back\n", - ] - break - else: - raise SystemExit("Could not find the speed_run cell to patch") - - with open(".ci-run.ipynb", "w", encoding="utf-8") as f: - json.dump(nb, f) - PYEOF - - - name: Run notebook - working-directory: superset-frontend/plugins/plugin-chart-country-map/scripts - run: | - jupyter nbconvert --to notebook --execute --inplace --allow-errors \ - --ExecutePreprocessor.timeout=1200 .ci-run.ipynb - - - name: Check for cell errors and record a summary - id: notebook - working-directory: superset-frontend/plugins/plugin-chart-country-map/scripts - run: | - python3 - <<'PYEOF' >> "$GITHUB_OUTPUT" - import json - - with open(".ci-run.ipynb", encoding="utf-8") as f: - nb = json.load(f) - - errors = [] - for i, cell in enumerate(nb["cells"]): - for output in cell.get("outputs", []): - if output.get("output_type") == "error": - errors.append(f"cell {i}: {output.get('ename')}: {output.get('evalue')}") - elif output.get("output_type") == "stream": - # Some cells catch download failures and print them - # instead of raising, so they never emit an error output. - for line in "".join(output.get("text", [])).splitlines(): - if line.startswith("Unable to download"): - errors.append(f"cell {i}: {line}") - - if errors: - print("had_errors=true") - summary = "\n".join(f"- {e}" for e in errors[:20]) - else: - print("had_errors=false") - summary = "" - - with open("notebook-errors.txt", "w", encoding="utf-8") as f: - f.write(summary) - PYEOF - rm -f .ci-run.ipynb - if [ -s notebook-errors.txt ]; then - echo "::warning::Notebook hit cell errors; generated data may be stale." - { - echo "### Country map notebook cell errors" - cat notebook-errors.txt - } >> "$GITHUB_STEP_SUMMARY" + # Capture the exit status instead of failing here, so the drift/PR + # steps below still run; the final step fails the job on error. + set +e + python3 build_maps.py --data-dir "$RUNNER_TEMP/natural-earth" + status=$? + if [ "$status" -ne 0 ]; then + echo "had_errors=true" >> "$GITHUB_OUTPUT" + echo "::warning::build_maps.py failed (exit $status); generated data may be stale." + else + echo "had_errors=false" >> "$GITHUB_OUTPUT" fi - name: Check for drift @@ -142,7 +84,7 @@ jobs: env: GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} BRANCH: chore/update-country-maps-automated - HAD_ERRORS: ${{ steps.notebook.outputs.had_errors }} + HAD_ERRORS: ${{ steps.build.outputs.had_errors }} run: | git config user.name "GitHub Action" git config user.email "action@github.com" @@ -151,15 +93,14 @@ jobs: superset-frontend/plugins/plugin-chart-country-map/src/countries.ts \ docs/data/countries.json git commit -m "chore(country-map): regenerate GeoJSON from upstream sources" \ - -m "Automated run of the Country Map GeoJSON Generator notebook (npm run update-maps). Review the rendered diffs before merging - one source (WHO ArcGIS) is a live query, not a pinned commit." + -m "Automated run of build_maps.py (npm run update-maps). Review the rendered diffs before merging - one source (WHO ArcGIS) is a live query, not a pinned commit." git push --force origin "$BRANCH" BODY="Automated run of \`npm run update-maps\` against current \`master\`. **Please review the rendered map diffs before merging** - this pulls from several community geo sources plus a live WHO ArcGIS query that can't be pinned to a commit, so an upstream change there hasn't had human eyes on it yet." if [ "$HAD_ERRORS" = "true" ]; then BODY="$BODY - ⚠️ The notebook run hit cell errors (ran with --allow-errors, so it continued past them - affected countries' data may be stale rather than updated): - $(cat superset-frontend/plugins/plugin-chart-country-map/scripts/notebook-errors.txt)" + ⚠️ build_maps.py exited with an error, so the affected countries' data may be stale rather than updated. See the workflow run log." fi if gh pr list --repo "$GITHUB_REPOSITORY" --head "$BRANCH" --state open --json number --jq 'length > 0' | grep -q true; then @@ -172,7 +113,7 @@ jobs: fi - name: Close stale sync PR when no drift remains - if: steps.diff.outputs.has_changes == 'false' && steps.notebook.outputs.had_errors != 'true' + if: steps.diff.outputs.has_changes == 'false' && steps.build.outputs.had_errors != 'true' env: GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} BRANCH: chore/update-country-maps-automated @@ -182,8 +123,8 @@ jobs: --comment "Upstream sources no longer differ from \`master\`, so this regenerated data is stale. Closing automatically." fi - - name: Fail if the notebook hit cell errors - if: steps.notebook.outputs.had_errors == 'true' + - name: Fail if build_maps.py errored + if: steps.build.outputs.had_errors == 'true' run: | - echo "::error::Notebook hit cell errors - see the job summary above. Any resulting PR update still went out; the data for the affected countries may be stale rather than updated." + echo "::error::build_maps.py failed - see the Run build_maps.py step log. Any resulting PR update still went out; the data for the affected countries may be stale rather than updated." exit 1 From b6ba0b472cfc10cca633cdd7450625bba8e5a440 Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Fri, 30 Oct 2026 20:16:02 -0700 Subject: [PATCH 16/17] test(country-map): pin philippines.geojson feature count, ISO codes and ring winding Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- .../test/philippines.geojson.test.ts | 75 +++++++++++++++++++ 1 file changed, 75 insertions(+) create mode 100644 superset-frontend/plugins/plugin-chart-country-map/test/philippines.geojson.test.ts diff --git a/superset-frontend/plugins/plugin-chart-country-map/test/philippines.geojson.test.ts b/superset-frontend/plugins/plugin-chart-country-map/test/philippines.geojson.test.ts new file mode 100644 index 000000000000..40e44dc9ae51 --- /dev/null +++ b/superset-frontend/plugins/plugin-chart-country-map/test/philippines.geojson.test.ts @@ -0,0 +1,75 @@ +/** + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ + +import fs from 'fs'; +import path from 'path'; + +type Ring = number[][]; +type Geometry = + | { type: 'Polygon'; coordinates: Ring[] } + | { type: 'MultiPolygon'; coordinates: Ring[][] }; +type Feature = { + properties: { ISO: string; NAME_1: string }; + geometry: Geometry; +}; + +// `.geojson` imports are mocked out to an empty object by the Jest module +// mapper (see jest.config.js), so the file is read from disk directly to +// exercise the real, committed data. +function loadPhilippinesGeoJson(): { features: Feature[] } { + const filePath = path.join(__dirname, '../src/countries/philippines.geojson'); + return JSON.parse(fs.readFileSync(filePath, 'utf-8')); +} + +// Shoelace signed area: negative means clockwise in x/y order. +function signedArea(ring: Ring): number { + let sum = 0; + for (let i = 0; i < ring.length - 1; i += 1) { + sum += ring[i][0] * ring[i + 1][1] - ring[i + 1][0] * ring[i][1]; + } + return sum / 2; +} + +function polygonsOf(geometry: Geometry): Ring[][] { + return geometry.type === 'Polygon' + ? [geometry.coordinates] + : geometry.coordinates; +} + +test('philippines.geojson has 83 provinces with distinct non-empty ISO codes', () => { + const { features } = loadPhilippinesGeoJson(); + + expect(features.length).toBe(83); + const isoCodes = features.map(feature => feature.properties.ISO); + isoCodes.forEach(iso => expect(iso).toBeTruthy()); + expect(new Set(isoCodes).size).toBe(83); +}); + +test('philippines.geojson exteriors are clockwise and holes counterclockwise', () => { + const { features } = loadPhilippinesGeoJson(); + + // d3 v3 reads a counterclockwise exterior as the spherical complement, so + // a regression here renders the whole globe minus the Philippines. + features.forEach(feature => { + polygonsOf(feature.geometry).forEach(([exterior, ...holes]) => { + expect(signedArea(exterior)).toBeLessThan(0); + holes.forEach(hole => expect(signedArea(hole)).toBeGreaterThan(0)); + }); + }); +}); From dd2e9d57cee635066c454793ab63f6406387bd99 Mon Sep 17 00:00:00 2001 From: Evan Rusackas Date: Sat, 31 Oct 2026 11:15:50 -0700 Subject: [PATCH 17/17] fix(country-map): abort build_maps --countries when any name is unmatched Co-Authored-By: Evan Rusackas Co-Authored-By: Claude Sonnet 5.5 --- .../scripts/build_maps.py | 15 ++++++++++++--- 1 file changed, 12 insertions(+), 3 deletions(-) diff --git a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py index 7b761cbde0fe..e1eb3c0b794a 100644 --- a/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py +++ b/superset-frontend/plugins/plugin-chart-country-map/scripts/build_maps.py @@ -123,10 +123,19 @@ def main() -> None: args = _parse_args() os.makedirs(args.out_dir, exist_ok=True) - selected = set(args.countries.split(",")) if args.countries else None + selected = ( + {name.strip() for name in args.countries.split(",") if name.strip()} + if args.countries + else None + ) modules = [m for m in REGISTRY if selected is None or m.NAME in selected] - if not modules: - raise SystemExit(f"No registered country modules matched: {args.countries}") + if selected is not None: + unmatched = sorted(selected - {m.NAME for m in modules}) + if unmatched or not modules: + raise SystemExit( + "No registered country module named: " + f"{', '.join(unmatched) or args.countries}" + ) print(f"Loading Natural Earth data into {args.data_dir}...") ctx = load_natural_earth(args.data_dir, skip_existing=not args.force_download)