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Copy file name to clipboardExpand all lines: docs/source/index.rst
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`CategoryEncoders` internally works with `pandas DataFrames` as apposed to `sklearn` which works with `numpy arrays`. This can cause problems in `sklearn` versions prior to 1.2.0. In order to ensure full compatibility with `sklearn` set `sklearn` to also output `DataFrames`. This can be done by
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.. code-block::python
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.. code-block::python
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sklearn.set_config(transform_output="pandas")
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for a whole project or just for a single pipeline using
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