gators package

Subpackages

• gators.data_cleaning package
  • Module contents
    • RenameColumns
      • RenameColumns.fit()
      • RenameColumns.transform()
    • CastColumns
      • CastColumns.fit()
      • CastColumns.transform()
    • DropColumns
      • DropColumns.fit()
      • DropColumns.transform()
    • DropHighNaNRatio
      • DropHighNaNRatio.fit()
      • DropHighNaNRatio.transform()
    • DropLowCardinality
      • DropLowCardinality.fit()
      • DropLowCardinality.transform()
    • VarianceFilter
      • VarianceFilter.fit()
      • VarianceFilter.transform()
    • Replace
      • Replace.fit()
      • Replace.transform()
    • CorrelationFilter
      • CorrelationFilter.fit()
      • CorrelationFilter.transform()
    • OutlierFilter
      • OutlierFilter.fit()
      • OutlierFilter.transform()
    • DropDuplicateColumns
      • DropDuplicateColumns.fit()
      • DropDuplicateColumns.transform()
    • DropDuplicateRows
      • DropDuplicateRows.fit()
      • DropDuplicateRows.transform()
    • DropConstantColumns
      • DropConstantColumns.fit()
      • DropConstantColumns.transform()
    • HighCardinalityFilter
      • HighCardinalityFilter.fit()
      • HighCardinalityFilter.transform()
• gators.discretizers package
  • Module contents
    • CustomDiscretizer
      • CustomDiscretizer.fit()
    • EqualLengthDiscretizer
      • EqualLengthDiscretizer.fit()
    • EqualSizeDiscretizer
      • EqualSizeDiscretizer.fit()
    • GeometricDiscretizer
      • GeometricDiscretizer.fit()
    • KMeansDiscretizer
      • KMeansDiscretizer.fit()
    • QuantileDiscretizer
      • QuantileDiscretizer.fit()
    • TreeBasedDiscretizer
      • TreeBasedDiscretizer.fit()
• gators.clippers package
  • Module contents
    • CustomClipper
      • CustomClipper._columns
      • CustomClipper._bounds_map
      • CustomClipper.fit()
      • CustomClipper.transform()
      • CustomClipper.fit_transform()
    • GaussianClipper
      • GaussianClipper.fit()
      • GaussianClipper.transform()
    • IQRClipper
      • IQRClipper.fit()
      • IQRClipper.transform()
    • MADClipper
      • MADClipper.fit()
      • MADClipper.transform()
    • QuantileClipper
      • QuantileClipper.fit()
      • QuantileClipper.transform()
• gators.encoders package
  • Module contents
    • BinaryEncoder
      • BinaryEncoder.fit()
      • BinaryEncoder.transform()
    • CatBoostEncoder
      • CatBoostEncoder.fit()
      • CatBoostEncoder.transform()
    • CountEncoder
      • CountEncoder.fit()
    • LeaveOneOutEncoder
      • LeaveOneOutEncoder.fit()
      • LeaveOneOutEncoder.transform()
    • OneHotEncoder
      • OneHotEncoder.fit()
      • OneHotEncoder.transform()
    • OrdinalEncoder
      • OrdinalEncoder.fit()
    • RareCategoryEncoder
      • RareCategoryEncoder.fit()
      • RareCategoryEncoder.transform()
    • TargetEncoder
      • TargetEncoder.fit()
    • WOEEncoder
      • WOEEncoder.fit()
• gators.feature_generation package
  • Module contents
    • IsNull
      • IsNull.fit()
      • IsNull.transform()
    • PolynomialFeatures
      • PolynomialFeatures.fit()
      • PolynomialFeatures.transform()
    • PlanRotationFeatures
      • PlanRotationFeatures.compute_column_names()
      • PlanRotationFeatures.fit()
      • PlanRotationFeatures.transform()
    • MathFeatures
      • MathFeatures.fit()
      • MathFeatures.transform()
    • RatioFeatures
      • RatioFeatures.fit()
      • RatioFeatures.transform()
    • GroupScalingFeatures
      • GroupScalingFeatures.fit()
      • GroupScalingFeatures.transform()
    • GroupStatisticsFeatures
      • GroupStatisticsFeatures.fit()
      • GroupStatisticsFeatures.transform()
    • GroupLagFeatures
      • GroupLagFeatures.fit()
      • GroupLagFeatures.transform()
    • ComparisonFeatures
      • ComparisonFeatures.fit()
      • ComparisonFeatures.transform()
    • ConditionFeatures
      • ConditionFeatures.fit()
      • ConditionFeatures.transform()
    • DistanceFeatures
      • DistanceFeatures.fit()
      • DistanceFeatures.transform()
    • ScalarMathFeatures
      • ScalarMathFeatures.fit()
      • ScalarMathFeatures.transform()
    • RuleFeatures
      • RuleFeatures.fit()
      • RuleFeatures.transform()
    • RowStatisticsFeatures
      • RowStatisticsFeatures.fit()
      • RowStatisticsFeatures.transform()
• gators.feature_generation_dt package
  • Module contents
    • CyclicFeatures
      • CyclicFeatures.fit()
      • CyclicFeatures.transform()
    • OrdinalFeatures
      • OrdinalFeatures.fit()
      • OrdinalFeatures.transform()
    • DiffFeatures
      • DiffFeatures.fit()
      • DiffFeatures.transform()
    • DurationToDatetime
      • DurationToDatetime.fit()
      • DurationToDatetime.transform()
    • BusinessTimeFeatures
      • BusinessTimeFeatures.fit()
      • BusinessTimeFeatures.transform()
    • TimeBinFeatures
      • TimeBinFeatures.fit()
      • TimeBinFeatures.transform()
    • TimeWindowFeatures
      • TimeWindowFeatures.fit()
      • TimeWindowFeatures.transform()
    • HolidayFeatures
      • HolidayFeatures.fit()
      • HolidayFeatures.transform()
• gators.feature_generation_str package
  • Module contents
    • CharacterStatistics
      • CharacterStatistics.fit()
      • CharacterStatistics.transform()
    • CombineFeatures
      • CombineFeatures.fit()
      • CombineFeatures.transform()
    • Contains
      • Contains.fit()
      • Contains.transform()
    • Endswith
      • Endswith.fit()
      • Endswith.transform()
    • ExtractSubstring
      • ExtractSubstring.fit()
      • ExtractSubstring.transform()
    • InteractionFeatures
      • InteractionFeatures.fit()
      • InteractionFeatures.transform()
    • Length
      • Length.fit()
      • Length.transform()
    • Lower
      • Lower.fit()
      • Lower.transform()
    • NGram
      • NGram.fit()
      • NGram.transform()
    • Occurrences
      • Occurrences.fit()
      • Occurrences.transform()
    • PatternDetector
      • PatternDetector.fit()
      • PatternDetector.transform()
    • Split
      • Split.fit()
      • Split.transform()
    • SplitExtract
      • SplitExtract.fit()
      • SplitExtract.transform()
    • Startswith
      • Startswith.fit()
      • Startswith.transform()
    • Upper
      • Upper.fit()
      • Upper.transform()
• gators.feature_selection package
  • Submodules
  • gators.feature_selection.information_value module
    • compute_iv()
  • gators.feature_selection.feature_stability_index module
    • feature_stability_index()
  • Module contents
    • compute_iv()
    • feature_stability_index()
• gators.imputers package
  • Module contents
    • BooleanImputer
      • BooleanImputer.fit()
      • BooleanImputer.transform()
    • GroupByImputer
      • GroupByImputer.fit()
      • GroupByImputer.transform()
    • NumericImputer
      • NumericImputer.fit()
      • NumericImputer.transform()
    • StringImputer
      • StringImputer.fit()
      • StringImputer.transform()
• gators.pipeline package
  • Module contents
    • Pipeline
      • Pipeline.fit()
      • Pipeline.transform()
      • Pipeline.fit_transform()
      • Pipeline.get_params()
      • Pipeline.set_params()
• gators.scalers package
  • Module contents
    • ArcSinSquareRootScaler
      • ArcSinSquareRootScaler.fit()
      • ArcSinSquareRootScaler.transform()
    • ArcSinhScaler
      • ArcSinhScaler.fit()
      • ArcSinhScaler.transform()
    • BoxCox
      • BoxCox.fit()
      • BoxCox.transform()
    • LogScaler
      • LogScaler.fit()
      • LogScaler.transform()
    • MinmaxScaler
      • MinmaxScaler.fit()
      • MinmaxScaler.transform()
    • PowerScaler
      • PowerScaler.fit()
      • PowerScaler.transform()
    • StandardScaler
      • StandardScaler.fit()
      • StandardScaler.transform()
    • YeoJonhson
      • YeoJonhson.fit()
      • YeoJonhson.transform()

Module contents