.. -*- mode: rst -*- .. currentmodule:: feature_engine.outliers 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 =================================== ============================================================== :class:`Winsorizer()` Caps variables at automatically determined extreme values :class:`ArbitraryOutlierCapper()` Caps variables at values determined by the user :class:`OutlierTrimmer()` Removes outliers from the dataframe =================================== ============================================================== .. toctree:: :maxdepth: 1 :hidden: Winsorizer ArbitraryOutlierCapper OutlierTrimmer