Version 1.0 notes

Version 1.0 is a stability release. It keeps the existing public API while making the package safer for PyPI users.

Highlights

• Public constructors and method names are unchanged.

• Input data is checked when a resampler is created.

• Missing numeric values are still filled with medians during fitting.

• Non-numeric columns fail early with clear error messages.

• Distance diagnostics handle small samples and large K values.

• Local covariance sampling is regularized for small or singular neighborhoods.

• Variables that are constant inside a k-neighbor subsample or cluster are preserved exactly in the generated synthetic values.

• Unit tests cover the main resamplers, validation, metrics, and helper edge cases.

Recommended release checklist

Before uploading to PyPI:

python -m pytest
sphinx-build -b html docs_source docs
python -m build
python -m twine check dist/*

Then upload:

python -m twine upload dist/*