Pandas Compatibility and Python 3.14 Upgrade

[f-allian]

Closes issue #376 and #383.

This pull request updates the project to drop support for Python 3.10 and add support for Python 3.14, while also updating dependencies and configuration files to align with the new supported Python versions. It also includes minor code improvements and test adjustments for better compatibility and accuracy.

Python version support and configuration updates:

• Updated all documentation, CI workflows (.github/workflows/ci-tests.yaml, .github/workflows/ci-tests-drafts.yaml, .github/workflows/publish-to-pypi.yaml, .github/workflows/publish-to-dafni.yaml), and the pyproject.toml and .pre-commit-config.yaml files to support Python 3.11–3.14 instead of 3.10–3.13. [1] [2] [3] [4] [5] [6] [7] [8] [9] [10]

• Updated dependency versions in pyproject.toml to use more recent and compatible versions, and simplified conditional dependency logic.

Code and test improvements:

• Improved type checking for numeric data in causal_testing/estimation/linear_regression_estimator.py to use pd.api.types.is_numeric_dtype, making the code more robust.
• Minor code cleanup in causal_testing/estimation/ipcw_estimator.py for resetting indices.
• Adjusted kurtosis test assertions in tests/testing_tests/test_causal_test_adequacy.py to use assertAlmostEqual with a tolerance, improving reliability across platforms and Pandas versions. [1] [2]
• Removed an unused import in tests/testing_tests/test_causal_test_adequacy.py.

Tutorial and result data updates:

• Updated small floating-point values in docs/source/tutorials/vaccinating_elderly/causal_test_results.json for improved numerical precision. [1] [2]

[github-actions]

🦙 MegaLinter status: ✅ SUCCESS

Descriptor	Linter	Files	Fixed	Errors	Elapsed time
✅ PYTHON	black	32		0	1.6s
✅ PYTHON	pylint	32		0	6.31s

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[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 97.90%. Comparing base (f4361b5) to head (7a2437b).
⚠️ Report is 1 commits behind head on main.

Additional details and impacted files

@@           Coverage Diff           @@
##             main     #384   +/-   ##
=======================================
  Coverage   97.90%   97.90%           
=======================================
  Files          27       27           
  Lines        1572     1572           
=======================================
  Hits         1539     1539           
  Misses         33       33           

Files with missing lines	Coverage Δ
causal_testing/estimation/ipcw_estimator.py	99.26% <100.00%> (ø)
..._testing/estimation/linear_regression_estimator.py	100.00% <ø> (ø)

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[jmafoster1]

Should this file be committed? Is it needed for the tutorial or could it be in the .gitignore?

[jmafoster1]

Thanks, that was much more straightforward than I thought too!