DummyCodeEncoder#
DummyCodeEncoder is the scikit-learn-style fitted encoder. It supports
fit, transform, inverse_transform and get_feature_names_out and
can produce sparse output.
Unknown-category handling should be chosen deliberately. ignore can keep
inference running but may map an unseen category to an all-zero representation;
error is safer when schema drift must be surfaced immediately.
Warning
The current maintenance review records two correctness findings in this encoder: cross-feature category collapse and an infrequent-category grouping path that is not fully applied. Do not assume those advanced behaviors are release-ready until the findings are closed and regression-tested.