Index A | B | C | D | E | F | G | I | L | M | N | O | P | R | S | T | W | Y A AddMissingIndicator (class in feature_engine.imputation) ArbitraryDiscretiser (class in feature_engine.discretisation) ArbitraryNumberImputer (class in feature_engine.imputation) ArbitraryOutlierCapper (class in feature_engine.outliers) ArcsinTransformer (class in feature_engine.transformation) B BoxCoxTransformer (class in feature_engine.transformation) C CategoricalImputer (class in feature_engine.imputation) check_all_variables() (in module feature_engine.variable_handling) check_categorical_variables() (in module feature_engine.variable_handling) check_datetime_variables() (in module feature_engine.variable_handling) check_numerical_variables() (in module feature_engine.variable_handling) classes_ (feature_engine.pipeline.Pipeline property) CountFrequencyEncoder (class in feature_engine.encoding) CyclicalFeatures (class in feature_engine.creation) D DatetimeFeatures (class in feature_engine.datetime) DatetimeSubtraction (class in feature_engine.datetime) decision_function() (feature_engine.pipeline.Pipeline method) DecisionTreeDiscretiser (class in feature_engine.discretisation) DecisionTreeEncoder (class in feature_engine.encoding) DropConstantFeatures (class in feature_engine.selection) DropCorrelatedFeatures (class in feature_engine.selection) DropDuplicateFeatures (class in feature_engine.selection) DropFeatures (class in feature_engine.selection) DropHighPSIFeatures (class in feature_engine.selection) DropMissingData (class in feature_engine.imputation) E EndTailImputer (class in feature_engine.imputation) EqualFrequencyDiscretiser (class in feature_engine.discretisation) EqualWidthDiscretiser (class in feature_engine.discretisation) ExpandingWindowFeatures (class in feature_engine.timeseries.forecasting) F feature_names_in_ (feature_engine.pipeline.Pipeline property) find_all_variables() (in module feature_engine.variable_handling) find_categorical_and_numerical_variables() (in module feature_engine.variable_handling) find_categorical_variables() (in module feature_engine.variable_handling) find_datetime_variables() (in module feature_engine.variable_handling) find_numerical_variables() (in module feature_engine.variable_handling) fit() (feature_engine.creation.CyclicalFeatures method) (feature_engine.creation.MathFeatures method) (feature_engine.creation.RelativeFeatures method) (feature_engine.datetime.DatetimeFeatures method) (feature_engine.datetime.DatetimeSubtraction method) (feature_engine.discretisation.ArbitraryDiscretiser method) (feature_engine.discretisation.DecisionTreeDiscretiser method) (feature_engine.discretisation.EqualFrequencyDiscretiser method) (feature_engine.discretisation.EqualWidthDiscretiser method) (feature_engine.discretisation.GeometricWidthDiscretiser method) (feature_engine.encoding.CountFrequencyEncoder method) (feature_engine.encoding.DecisionTreeEncoder method) (feature_engine.encoding.MeanEncoder method) (feature_engine.encoding.OneHotEncoder method) (feature_engine.encoding.OrdinalEncoder method) (feature_engine.encoding.RareLabelEncoder method) (feature_engine.encoding.StringSimilarityEncoder method) (feature_engine.encoding.WoEEncoder method) (feature_engine.imputation.AddMissingIndicator method) (feature_engine.imputation.ArbitraryNumberImputer method) (feature_engine.imputation.CategoricalImputer method) (feature_engine.imputation.DropMissingData method) (feature_engine.imputation.EndTailImputer method) (feature_engine.imputation.MeanMedianImputer method) (feature_engine.imputation.RandomSampleImputer method) (feature_engine.outliers.ArbitraryOutlierCapper method) (feature_engine.outliers.OutlierTrimmer method) (feature_engine.outliers.Winsorizer method) (feature_engine.pipeline.Pipeline method) (feature_engine.preprocessing.MatchCategories method) (feature_engine.preprocessing.MatchVariables method) (feature_engine.selection.DropConstantFeatures method) (feature_engine.selection.DropCorrelatedFeatures method) (feature_engine.selection.DropDuplicateFeatures method) (feature_engine.selection.DropFeatures method) (feature_engine.selection.DropHighPSIFeatures method) (feature_engine.selection.ProbeFeatureSelection method) (feature_engine.selection.RecursiveFeatureAddition method) (feature_engine.selection.RecursiveFeatureElimination method) (feature_engine.selection.SelectByInformationValue method) (feature_engine.selection.SelectByShuffling method) (feature_engine.selection.SelectBySingleFeaturePerformance method) (feature_engine.selection.SelectByTargetMeanPerformance method) (feature_engine.selection.SmartCorrelatedSelection method) (feature_engine.timeseries.forecasting.ExpandingWindowFeatures method) (feature_engine.timeseries.forecasting.LagFeatures method) (feature_engine.timeseries.forecasting.WindowFeatures method) (feature_engine.transformation.ArcsinTransformer method) (feature_engine.transformation.BoxCoxTransformer method) (feature_engine.transformation.LogCpTransformer method) (feature_engine.transformation.LogTransformer method) (feature_engine.transformation.PowerTransformer method) (feature_engine.transformation.ReciprocalTransformer method) (feature_engine.transformation.YeoJohnsonTransformer method) (feature_engine.wrappers.SklearnTransformerWrapper method) fit_predict() (feature_engine.pipeline.Pipeline method) fit_transform() (feature_engine.creation.CyclicalFeatures method) (feature_engine.creation.MathFeatures method) (feature_engine.creation.RelativeFeatures method) (feature_engine.datetime.DatetimeFeatures method) (feature_engine.datetime.DatetimeSubtraction method) (feature_engine.discretisation.ArbitraryDiscretiser method) (feature_engine.discretisation.DecisionTreeDiscretiser method) (feature_engine.discretisation.EqualFrequencyDiscretiser method) (feature_engine.discretisation.EqualWidthDiscretiser method) (feature_engine.discretisation.GeometricWidthDiscretiser method) (feature_engine.encoding.CountFrequencyEncoder method) (feature_engine.encoding.DecisionTreeEncoder method) (feature_engine.encoding.MeanEncoder method) (feature_engine.encoding.OneHotEncoder method) (feature_engine.encoding.OrdinalEncoder method) (feature_engine.encoding.RareLabelEncoder method) (feature_engine.encoding.StringSimilarityEncoder method) (feature_engine.encoding.WoEEncoder method) (feature_engine.imputation.AddMissingIndicator method) (feature_engine.imputation.ArbitraryNumberImputer method) (feature_engine.imputation.CategoricalImputer method) (feature_engine.imputation.DropMissingData method) (feature_engine.imputation.EndTailImputer method) (feature_engine.imputation.MeanMedianImputer method) (feature_engine.imputation.RandomSampleImputer method) (feature_engine.outliers.ArbitraryOutlierCapper method) (feature_engine.outliers.OutlierTrimmer method) (feature_engine.outliers.Winsorizer method) (feature_engine.pipeline.Pipeline method) (feature_engine.preprocessing.MatchCategories method) (feature_engine.preprocessing.MatchVariables method) (feature_engine.selection.DropConstantFeatures method) (feature_engine.selection.DropCorrelatedFeatures method) (feature_engine.selection.DropDuplicateFeatures method) (feature_engine.selection.DropFeatures method) (feature_engine.selection.DropHighPSIFeatures method) (feature_engine.selection.ProbeFeatureSelection method) (feature_engine.selection.RecursiveFeatureAddition method) (feature_engine.selection.RecursiveFeatureElimination method) (feature_engine.selection.SelectByInformationValue method) (feature_engine.selection.SelectByShuffling method) (feature_engine.selection.SelectBySingleFeaturePerformance method) (feature_engine.selection.SelectByTargetMeanPerformance method) (feature_engine.selection.SmartCorrelatedSelection method) (feature_engine.timeseries.forecasting.ExpandingWindowFeatures method) (feature_engine.timeseries.forecasting.LagFeatures method) (feature_engine.timeseries.forecasting.WindowFeatures method) (feature_engine.transformation.ArcsinTransformer method) (feature_engine.transformation.BoxCoxTransformer method) (feature_engine.transformation.LogCpTransformer method) (feature_engine.transformation.LogTransformer method) (feature_engine.transformation.PowerTransformer method) (feature_engine.transformation.ReciprocalTransformer method) (feature_engine.transformation.YeoJohnsonTransformer method) (feature_engine.wrappers.SklearnTransformerWrapper method) G GeometricWidthDiscretiser (class in feature_engine.discretisation) get_feature_names_out() (feature_engine.creation.CyclicalFeatures method) (feature_engine.creation.MathFeatures method) (feature_engine.creation.RelativeFeatures method) (feature_engine.datetime.DatetimeFeatures method) (feature_engine.datetime.DatetimeSubtraction method) (feature_engine.discretisation.ArbitraryDiscretiser method) (feature_engine.discretisation.DecisionTreeDiscretiser method) (feature_engine.discretisation.EqualFrequencyDiscretiser method) (feature_engine.discretisation.EqualWidthDiscretiser method) (feature_engine.discretisation.GeometricWidthDiscretiser method) (feature_engine.encoding.CountFrequencyEncoder method) (feature_engine.encoding.DecisionTreeEncoder method) (feature_engine.encoding.MeanEncoder method) (feature_engine.encoding.OneHotEncoder method) (feature_engine.encoding.OrdinalEncoder method) (feature_engine.encoding.RareLabelEncoder method) (feature_engine.encoding.StringSimilarityEncoder method) (feature_engine.encoding.WoEEncoder method) (feature_engine.imputation.AddMissingIndicator method) (feature_engine.imputation.ArbitraryNumberImputer method) (feature_engine.imputation.CategoricalImputer method) (feature_engine.imputation.DropMissingData method) (feature_engine.imputation.EndTailImputer method) (feature_engine.imputation.MeanMedianImputer method) (feature_engine.imputation.RandomSampleImputer method) (feature_engine.outliers.ArbitraryOutlierCapper method) (feature_engine.outliers.OutlierTrimmer method) (feature_engine.outliers.Winsorizer method) (feature_engine.pipeline.Pipeline method) (feature_engine.preprocessing.MatchCategories method) (feature_engine.preprocessing.MatchVariables method) (feature_engine.selection.DropConstantFeatures method) (feature_engine.selection.DropCorrelatedFeatures method) (feature_engine.selection.DropDuplicateFeatures method) (feature_engine.selection.DropFeatures method) (feature_engine.selection.DropHighPSIFeatures method) (feature_engine.selection.ProbeFeatureSelection method) (feature_engine.selection.RecursiveFeatureAddition method) (feature_engine.selection.RecursiveFeatureElimination method) (feature_engine.selection.SelectByInformationValue method) (feature_engine.selection.SelectByShuffling method) (feature_engine.selection.SelectBySingleFeaturePerformance method) (feature_engine.selection.SelectByTargetMeanPerformance method) (feature_engine.selection.SmartCorrelatedSelection method) (feature_engine.timeseries.forecasting.ExpandingWindowFeatures method) (feature_engine.timeseries.forecasting.LagFeatures method) (feature_engine.timeseries.forecasting.WindowFeatures method) (feature_engine.transformation.ArcsinTransformer method) (feature_engine.transformation.BoxCoxTransformer method) (feature_engine.transformation.LogCpTransformer method) (feature_engine.transformation.LogTransformer method) (feature_engine.transformation.PowerTransformer method) (feature_engine.transformation.ReciprocalTransformer method) (feature_engine.transformation.YeoJohnsonTransformer method) (feature_engine.wrappers.SklearnTransformerWrapper method) get_metadata_routing() (feature_engine.creation.CyclicalFeatures method) (feature_engine.creation.MathFeatures method) (feature_engine.creation.RelativeFeatures method) (feature_engine.datetime.DatetimeFeatures method) (feature_engine.datetime.DatetimeSubtraction method) (feature_engine.discretisation.ArbitraryDiscretiser method) (feature_engine.discretisation.DecisionTreeDiscretiser method) (feature_engine.discretisation.EqualFrequencyDiscretiser method) (feature_engine.discretisation.EqualWidthDiscretiser method) (feature_engine.discretisation.GeometricWidthDiscretiser method) (feature_engine.encoding.CountFrequencyEncoder method) (feature_engine.encoding.DecisionTreeEncoder method) (feature_engine.encoding.MeanEncoder method) (feature_engine.encoding.OneHotEncoder method) (feature_engine.encoding.OrdinalEncoder method) (feature_engine.encoding.RareLabelEncoder method) (feature_engine.encoding.StringSimilarityEncoder method) (feature_engine.encoding.WoEEncoder method) (feature_engine.imputation.AddMissingIndicator method) (feature_engine.imputation.ArbitraryNumberImputer method) (feature_engine.imputation.CategoricalImputer method) (feature_engine.imputation.DropMissingData method) (feature_engine.imputation.EndTailImputer method) (feature_engine.imputation.MeanMedianImputer method) (feature_engine.imputation.RandomSampleImputer method) (feature_engine.outliers.ArbitraryOutlierCapper method) (feature_engine.outliers.OutlierTrimmer method) (feature_engine.outliers.Winsorizer method) (feature_engine.pipeline.Pipeline method) (feature_engine.preprocessing.MatchCategories method) (feature_engine.preprocessing.MatchVariables method) (feature_engine.selection.DropConstantFeatures method) (feature_engine.selection.DropCorrelatedFeatures method) (feature_engine.selection.DropDuplicateFeatures method) (feature_engine.selection.DropFeatures method) (feature_engine.selection.DropHighPSIFeatures method) (feature_engine.selection.ProbeFeatureSelection method) (feature_engine.selection.RecursiveFeatureAddition method) (feature_engine.selection.RecursiveFeatureElimination method) (feature_engine.selection.SelectByInformationValue method) (feature_engine.selection.SelectByShuffling method) (feature_engine.selection.SelectBySingleFeaturePerformance method) (feature_engine.selection.SelectByTargetMeanPerformance method) (feature_engine.selection.SmartCorrelatedSelection method) (feature_engine.timeseries.forecasting.ExpandingWindowFeatures method) (feature_engine.timeseries.forecasting.LagFeatures method) (feature_engine.timeseries.forecasting.WindowFeatures method) (feature_engine.transformation.ArcsinTransformer method) (feature_engine.transformation.BoxCoxTransformer method) (feature_engine.transformation.LogCpTransformer method) (feature_engine.transformation.LogTransformer method) (feature_engine.transformation.PowerTransformer method) (feature_engine.transformation.ReciprocalTransformer method) (feature_engine.transformation.YeoJohnsonTransformer method) (feature_engine.wrappers.SklearnTransformerWrapper method) get_params() (feature_engine.creation.CyclicalFeatures method) (feature_engine.creation.MathFeatures method) (feature_engine.creation.RelativeFeatures method) (feature_engine.datetime.DatetimeFeatures method) (feature_engine.datetime.DatetimeSubtraction method) (feature_engine.discretisation.ArbitraryDiscretiser method) (feature_engine.discretisation.DecisionTreeDiscretiser method) (feature_engine.discretisation.EqualFrequencyDiscretiser method) (feature_engine.discretisation.EqualWidthDiscretiser method) (feature_engine.discretisation.GeometricWidthDiscretiser method) (feature_engine.encoding.CountFrequencyEncoder method) (feature_engine.encoding.DecisionTreeEncoder method) (feature_engine.encoding.MeanEncoder method) (feature_engine.encoding.OneHotEncoder method) (feature_engine.encoding.OrdinalEncoder method) (feature_engine.encoding.RareLabelEncoder method) (feature_engine.encoding.StringSimilarityEncoder method) (feature_engine.encoding.WoEEncoder method) (feature_engine.imputation.AddMissingIndicator method) (feature_engine.imputation.ArbitraryNumberImputer method) (feature_engine.imputation.CategoricalImputer method) (feature_engine.imputation.DropMissingData method) (feature_engine.imputation.EndTailImputer method) (feature_engine.imputation.MeanMedianImputer method) (feature_engine.imputation.RandomSampleImputer method) (feature_engine.outliers.ArbitraryOutlierCapper method) (feature_engine.outliers.OutlierTrimmer method) (feature_engine.outliers.Winsorizer method) (feature_engine.pipeline.Pipeline method) (feature_engine.preprocessing.MatchCategories method) (feature_engine.preprocessing.MatchVariables method) (feature_engine.selection.DropConstantFeatures method) (feature_engine.selection.DropCorrelatedFeatures method) (feature_engine.selection.DropDuplicateFeatures method) (feature_engine.selection.DropFeatures method) (feature_engine.selection.DropHighPSIFeatures method) (feature_engine.selection.ProbeFeatureSelection method) (feature_engine.selection.RecursiveFeatureAddition method) (feature_engine.selection.RecursiveFeatureElimination method) (feature_engine.selection.SelectByInformationValue method) (feature_engine.selection.SelectByShuffling method) (feature_engine.selection.SelectBySingleFeaturePerformance method) (feature_engine.selection.SelectByTargetMeanPerformance method) (feature_engine.selection.SmartCorrelatedSelection method) (feature_engine.timeseries.forecasting.ExpandingWindowFeatures method) (feature_engine.timeseries.forecasting.LagFeatures method) (feature_engine.timeseries.forecasting.WindowFeatures method) (feature_engine.transformation.ArcsinTransformer method) (feature_engine.transformation.BoxCoxTransformer method) (feature_engine.transformation.LogCpTransformer method) (feature_engine.transformation.LogTransformer method) (feature_engine.transformation.PowerTransformer method) (feature_engine.transformation.ReciprocalTransformer method) (feature_engine.transformation.YeoJohnsonTransformer method) (feature_engine.wrappers.SklearnTransformerWrapper method) get_support() (feature_engine.selection.DropConstantFeatures method) (feature_engine.selection.DropCorrelatedFeatures method) (feature_engine.selection.DropDuplicateFeatures method) (feature_engine.selection.DropFeatures method) (feature_engine.selection.DropHighPSIFeatures method) (feature_engine.selection.ProbeFeatureSelection method) (feature_engine.selection.RecursiveFeatureAddition method) (feature_engine.selection.RecursiveFeatureElimination method) (feature_engine.selection.SelectByInformationValue method) (feature_engine.selection.SelectByShuffling method) (feature_engine.selection.SelectBySingleFeaturePerformance method) (feature_engine.selection.SelectByTargetMeanPerformance method) (feature_engine.selection.SmartCorrelatedSelection method) I inverse_transform() (feature_engine.encoding.CountFrequencyEncoder method) (feature_engine.encoding.DecisionTreeEncoder method) (feature_engine.encoding.MeanEncoder method) (feature_engine.encoding.OneHotEncoder method) (feature_engine.encoding.OrdinalEncoder method) (feature_engine.encoding.RareLabelEncoder method) (feature_engine.encoding.StringSimilarityEncoder method) (feature_engine.encoding.WoEEncoder method) (feature_engine.pipeline.Pipeline method) (feature_engine.preprocessing.MatchCategories method) (feature_engine.transformation.ArcsinTransformer method) (feature_engine.transformation.BoxCoxTransformer method) (feature_engine.transformation.LogCpTransformer method) (feature_engine.transformation.LogTransformer method) (feature_engine.transformation.PowerTransformer method) (feature_engine.transformation.ReciprocalTransformer method) (feature_engine.transformation.YeoJohnsonTransformer method) (feature_engine.wrappers.SklearnTransformerWrapper method) L LagFeatures (class in feature_engine.timeseries.forecasting) load_titanic() (in module feature_engine.datasets) LogCpTransformer (class in feature_engine.transformation) LogTransformer (class in feature_engine.transformation) M make_pipeline() (in module feature_engine.pipeline) MatchCategories (class in feature_engine.preprocessing) MatchVariables (class in feature_engine.preprocessing) MathFeatures (class in feature_engine.creation) MeanEncoder (class in feature_engine.encoding) MeanMedianImputer (class in feature_engine.imputation) N n_features_in_ (feature_engine.pipeline.Pipeline property) named_steps (feature_engine.pipeline.Pipeline property) O OneHotEncoder (class in feature_engine.encoding) OrdinalEncoder (class in feature_engine.encoding) OutlierTrimmer (class in feature_engine.outliers) P Pipeline (class in feature_engine.pipeline) PowerTransformer (class in feature_engine.transformation) predict() (feature_engine.pipeline.Pipeline method) predict_log_proba() (feature_engine.pipeline.Pipeline method) predict_proba() (feature_engine.pipeline.Pipeline method) ProbeFeatureSelection (class in feature_engine.selection) R RandomSampleImputer (class in feature_engine.imputation) RareLabelEncoder (class in feature_engine.encoding) ReciprocalTransformer (class in feature_engine.transformation) RecursiveFeatureAddition (class in feature_engine.selection) RecursiveFeatureElimination (class in feature_engine.selection) RelativeFeatures (class in feature_engine.creation) retain_variables_if_in_df() (in module feature_engine.variable_handling) return_na_data() (feature_engine.imputation.DropMissingData method) S score() (feature_engine.pipeline.Pipeline method) score_samples() (feature_engine.pipeline.Pipeline method) SelectByInformationValue (class in feature_engine.selection) SelectByShuffling (class in feature_engine.selection) SelectBySingleFeaturePerformance (class in feature_engine.selection) SelectByTargetMeanPerformance (class in feature_engine.selection) set_fit_request() (feature_engine.selection.SelectByShuffling method) set_params() (feature_engine.creation.CyclicalFeatures method) (feature_engine.creation.MathFeatures method) (feature_engine.creation.RelativeFeatures method) (feature_engine.datetime.DatetimeFeatures method) (feature_engine.datetime.DatetimeSubtraction method) (feature_engine.discretisation.ArbitraryDiscretiser method) (feature_engine.discretisation.DecisionTreeDiscretiser method) (feature_engine.discretisation.EqualFrequencyDiscretiser method) (feature_engine.discretisation.EqualWidthDiscretiser method) (feature_engine.discretisation.GeometricWidthDiscretiser method) (feature_engine.encoding.CountFrequencyEncoder method) (feature_engine.encoding.DecisionTreeEncoder method) (feature_engine.encoding.MeanEncoder method) (feature_engine.encoding.OneHotEncoder method) (feature_engine.encoding.OrdinalEncoder method) (feature_engine.encoding.RareLabelEncoder method) (feature_engine.encoding.StringSimilarityEncoder method) (feature_engine.encoding.WoEEncoder method) (feature_engine.imputation.AddMissingIndicator method) (feature_engine.imputation.ArbitraryNumberImputer method) (feature_engine.imputation.CategoricalImputer method) (feature_engine.imputation.DropMissingData method) (feature_engine.imputation.EndTailImputer method) (feature_engine.imputation.MeanMedianImputer method) (feature_engine.imputation.RandomSampleImputer method) (feature_engine.outliers.ArbitraryOutlierCapper method) (feature_engine.outliers.OutlierTrimmer method) (feature_engine.outliers.Winsorizer method) (feature_engine.pipeline.Pipeline method) (feature_engine.preprocessing.MatchCategories method) (feature_engine.preprocessing.MatchVariables method) (feature_engine.selection.DropConstantFeatures method) (feature_engine.selection.DropCorrelatedFeatures method) (feature_engine.selection.DropDuplicateFeatures method) (feature_engine.selection.DropFeatures method) (feature_engine.selection.DropHighPSIFeatures method) (feature_engine.selection.ProbeFeatureSelection method) (feature_engine.selection.RecursiveFeatureAddition method) (feature_engine.selection.RecursiveFeatureElimination method) (feature_engine.selection.SelectByInformationValue method) (feature_engine.selection.SelectByShuffling method) (feature_engine.selection.SelectBySingleFeaturePerformance method) (feature_engine.selection.SelectByTargetMeanPerformance method) (feature_engine.selection.SmartCorrelatedSelection method) (feature_engine.timeseries.forecasting.ExpandingWindowFeatures method) (feature_engine.timeseries.forecasting.LagFeatures method) (feature_engine.timeseries.forecasting.WindowFeatures method) (feature_engine.transformation.ArcsinTransformer method) (feature_engine.transformation.BoxCoxTransformer method) (feature_engine.transformation.LogCpTransformer method) (feature_engine.transformation.LogTransformer method) (feature_engine.transformation.PowerTransformer method) (feature_engine.transformation.ReciprocalTransformer method) (feature_engine.transformation.YeoJohnsonTransformer method) (feature_engine.wrappers.SklearnTransformerWrapper method) set_score_request() (feature_engine.pipeline.Pipeline method) SklearnTransformerWrapper (class in feature_engine.wrappers) SmartCorrelatedSelection (class in feature_engine.selection) StringSimilarityEncoder (class in feature_engine.encoding) T transform() (feature_engine.creation.CyclicalFeatures method) (feature_engine.creation.MathFeatures method) (feature_engine.creation.RelativeFeatures method) (feature_engine.datetime.DatetimeFeatures method) (feature_engine.datetime.DatetimeSubtraction method) (feature_engine.discretisation.ArbitraryDiscretiser method) (feature_engine.discretisation.DecisionTreeDiscretiser method) (feature_engine.discretisation.EqualFrequencyDiscretiser method) (feature_engine.discretisation.EqualWidthDiscretiser method) (feature_engine.discretisation.GeometricWidthDiscretiser method) (feature_engine.encoding.CountFrequencyEncoder method) (feature_engine.encoding.DecisionTreeEncoder method) (feature_engine.encoding.MeanEncoder method) (feature_engine.encoding.OneHotEncoder method) (feature_engine.encoding.OrdinalEncoder method) (feature_engine.encoding.RareLabelEncoder method) (feature_engine.encoding.StringSimilarityEncoder method) (feature_engine.encoding.WoEEncoder method) (feature_engine.imputation.AddMissingIndicator method) (feature_engine.imputation.ArbitraryNumberImputer method) (feature_engine.imputation.CategoricalImputer method) (feature_engine.imputation.DropMissingData method) (feature_engine.imputation.EndTailImputer method) (feature_engine.imputation.MeanMedianImputer method) (feature_engine.imputation.RandomSampleImputer method) (feature_engine.outliers.ArbitraryOutlierCapper method) (feature_engine.outliers.OutlierTrimmer method) (feature_engine.outliers.Winsorizer method) (feature_engine.pipeline.Pipeline method) (feature_engine.preprocessing.MatchCategories method) (feature_engine.preprocessing.MatchVariables method) (feature_engine.selection.DropConstantFeatures method) (feature_engine.selection.DropCorrelatedFeatures method) (feature_engine.selection.DropDuplicateFeatures method) (feature_engine.selection.DropFeatures method) (feature_engine.selection.DropHighPSIFeatures method) (feature_engine.selection.ProbeFeatureSelection method) (feature_engine.selection.RecursiveFeatureAddition method) (feature_engine.selection.RecursiveFeatureElimination method) (feature_engine.selection.SelectByInformationValue method) (feature_engine.selection.SelectByShuffling method) (feature_engine.selection.SelectBySingleFeaturePerformance method) (feature_engine.selection.SelectByTargetMeanPerformance method) (feature_engine.selection.SmartCorrelatedSelection method) (feature_engine.timeseries.forecasting.ExpandingWindowFeatures method) (feature_engine.timeseries.forecasting.LagFeatures method) (feature_engine.timeseries.forecasting.WindowFeatures method) (feature_engine.transformation.ArcsinTransformer method) (feature_engine.transformation.BoxCoxTransformer method) (feature_engine.transformation.LogCpTransformer method) (feature_engine.transformation.LogTransformer method) (feature_engine.transformation.PowerTransformer method) (feature_engine.transformation.ReciprocalTransformer method) (feature_engine.transformation.YeoJohnsonTransformer method) (feature_engine.wrappers.SklearnTransformerWrapper method) transform_x_y() (feature_engine.imputation.DropMissingData method) (feature_engine.outliers.OutlierTrimmer method) (feature_engine.pipeline.Pipeline method) (feature_engine.timeseries.forecasting.ExpandingWindowFeatures method) (feature_engine.timeseries.forecasting.LagFeatures method) (feature_engine.timeseries.forecasting.WindowFeatures method) W WindowFeatures (class in feature_engine.timeseries.forecasting) Winsorizer (class in feature_engine.outliers) WoEEncoder (class in feature_engine.encoding) Y YeoJohnsonTransformer (class in feature_engine.transformation)