Outlier Handling

Feature-engine’s outlier transformers cap maximum or minimum values of a variable at an arbitrary or derived value. The OutlierTrimmer removes outliers from the dataset.

Transformer

Description

Winsorizer()

Caps variables at automatically determined extreme values

ArbitraryOutlierCapper()

Caps variables at values determined by the user

OutlierTrimmer()

Removes outliers from the dataframe