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  • Missing Data Imputation
    • MeanMedianImputer
    • ArbitraryNumberImputer
    • EndTailImputer
    • CategoricalImputer
    • RandomSampleImputer
    • AddMissingIndicator
    • DropMissingData
  • Categorical Encoding
    • OneHotEncoder
    • CountFrequencyEncoder
    • OrdinalEncoder
    • MeanEncoder
    • WoEEncoder
    • PRatioEncoder
    • DecisionTreeEncoder
    • RareLabelEncoder
  • Variable Discretisation
    • EqualFrequencyDiscretiser
    • EqualWidthDiscretiser
    • ArbitraryDiscretiser
    • DecisionTreeDiscretiser
  • Outlier Handling
    • Winsorizer
    • ArbitraryOutlierCapper
    • OutlierTrimmer
  • Variable Transformation
    • LogTransformer
    • LogCpTransformer
    • ReciprocalTransformer
    • PowerTransformer
    • BoxCoxTransformer
    • YeoJohnsonTransformer
  • Feature Creation
    • MathematicalCombination
    • CombineWithReferenceFeature
    • CyclicalTransformer
  • Feature Selection
    • DropFeatures
    • DropConstantFeatures
    • DropDuplicateFeatures
    • DropCorrelatedFeatures
    • SmartCorrelatedSelection
    • DropHighPSIFeatures
    • SelectByShuffling
    • SelectBySingleFeaturePerformance
    • SelectByTargetMeanPerformance
    • RecursiveFeatureElimination
    • RecursiveFeatureAddition
  • Datetime Features
    • DatetimeFeatures
  • Preprocessing
    • MatchVariables
  • Scikit-learn Wrapper
    • SklearnTransformerWrapper

API#

Full API documentation for Feature-engine transformers.

  • Missing Data Imputation
  • Categorical Encoding
  • Variable Discretisation
  • Outlier Handling
  • Variable Transformation
  • Feature Creation
  • Feature Selection
  • Datetime Features
  • Preprocessing
  • Scikit-learn Wrapper

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SklearnTransformerWrapper

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Missing Data Imputation

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