Applying a scikit-learn’s transformer on your DataFrame will return a NumPy array. If you want to return a pandas DataFrame instead, use SklearnTransformerWrapper along with your scikit-learn’s transformer.
This is a method of feature-engine.
Return a DataFrame When Using a scikit-learn’s Transformer
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