├── .github └── FUNDING.yml ├── .gitignore ├── LICENSE.md ├── README.md ├── creation ├── CombineWithReferenceFeature.ipynb └── MathematicalCombination.ipynb ├── datetime └── DatetimeFeatures.ipynb ├── discretisation ├── ArbitraryDiscretiser.ipynb ├── ArbitraryDiscretiser_plus_MeanEncoder.ipynb ├── DecisionTreeDiscretiser.ipynb ├── EqualFrequencyDiscretiser.ipynb ├── EqualFrequencyDiscretiser_plus_WoEEncoder.ipynb ├── EqualWidthDiscretiser.ipynb ├── EqualWidthDiscretiser_plus_OrdinalEncoder.ipynb ├── GeometricWidthDiscretiser.ipynb ├── GeometricWidthDiscretiser_plus_MeanEncoder.ipynb └── Model_Score_Discretisation.ipynb ├── encoding ├── CountFrequencyEncoder.ipynb ├── DecisionTreeEncoder.ipynb ├── MeanEncoder.ipynb ├── OneHotEncoder.ipynb ├── OrdinalEncoder.ipynb ├── PRatioEncoder.ipynb ├── RareLabelEncoder.ipynb ├── StringSimilarityEncoder.ipynb └── WoEEncoder.ipynb ├── imputation ├── AddMissingIndicator.ipynb ├── ArbitraryNumberImputer.ipynb ├── CategoricalImputer.ipynb ├── DropMissingData.ipynb ├── EndTailImputer.ipynb ├── MeanMedianImputer.ipynb └── RandomSampleImputer.ipynb ├── outliers ├── ArbitraryOutlierCapper.ipynb ├── OutlierTrimmer.ipynb └── Winsorizer.ipynb ├── pipelines ├── adult-income-with-feature-engine.ipynb ├── create-new-features-with-feature-engine.ipynb └── predict-house-price-with-feature-engine.ipynb ├── preprocessing └── MatchVariables.ipynb ├── requirements.txt ├── selection ├── Drop-Arbitrary-Features.ipynb ├── Drop-Constant-and-QuasiConstant-Features.ipynb ├── Drop-Correlated-Features.ipynb ├── Drop-Duplicated-Features.ipynb ├── Drop-High-PSI-Features.ipynb ├── Drop-High-PSI-Features.ipynb~HEAD ├── Recursive-Feature-Addition.ipynb ├── Recursive-Feature-Elimination.ipynb ├── Select-by-Feature-Shuffling.ipynb ├── Select-by-MinimumRedundance-MaximumRelevante.ipynb ├── Select-by-Single-Feature-Performance.ipynb ├── Select-by-Target-Mean-Encoding.ipynb └── Smart-Correlation-Selection.ipynb ├── transformation ├── BoxCoxTransformer.ipynb ├── LogCpTransformer.ipynb ├── LogTransformer.ipynb ├── PowerTransformer.ipynb ├── ReciprocalTransformer.ipynb └── YeoJohnsonTransformer.ipynb └── wrappers ├── Sklearn-wrapper-plus-Categorical-Encoding.ipynb ├── Sklearn-wrapper-plus-KBinsDiscretizer.ipynb ├── Sklearn-wrapper-plus-SimpleImputer.ipynb ├── Sklearn-wrapper-plus-feature-selection.ipynb └── Sklearn-wrapper-plus-scalers.ipynb /.github/FUNDING.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/feature-engine/feature-engine-examples/HEAD/.github/FUNDING.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/feature-engine/feature-engine-examples/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE.md: 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