Feature Creation

Feature-engine’s creation transformers create and add new features to the dataframe by either combining or transforming existing features.

• MathFeatures
• RelativeFeatures
• CyclicalFeatures
• MathematicalCombination
• CombineWithReferenceFeature
• CyclicalTransformer

Transformers in other Libraries

Check also the following transformer from Scikit-learn:

• PolynomialFeatures

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YeoJohnsonTransformer

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MathFeatures