Index

_

__init__() (skoot.base.BasePDTransformer method) (skoot.decomposition.QRDecomposition method) (skoot.decomposition.SelectiveIncrementalPCA method) (skoot.decomposition.SelectiveKernelPCA method) (skoot.decomposition.SelectiveNMF method) (skoot.decomposition.SelectivePCA method) (skoot.decomposition.SelectiveTruncatedSVD method) (skoot.feature_extraction.DateFactorizer method) (skoot.feature_extraction.InteractionTermTransformer method) (skoot.feature_extraction.TimeDeltaFeatures method) (skoot.feature_selection.BaseFeatureSelector method) (skoot.feature_selection.FeatureFilter method) (skoot.feature_selection.LinearCombinationFilter method) (skoot.feature_selection.MultiCorrFilter method) (skoot.feature_selection.NearZeroVarianceFilter method) (skoot.feature_selection.SparseFeatureFilter method) (skoot.model_validation.CustomValidator method) (skoot.model_validation.DistHypothesisValidator method) (skoot.preprocessing.BinningTransformer method) (skoot.preprocessing.BoxCoxTransformer method) (skoot.preprocessing.DateTransformer method) (skoot.preprocessing.DummyEncoder method) (skoot.preprocessing.SchemaNormalizer method) (skoot.preprocessing.SelectiveMaxAbsScaler method) (skoot.preprocessing.SelectiveMinMaxScaler method) (skoot.preprocessing.SelectiveRobustScaler method) (skoot.preprocessing.SelectiveStandardScaler method) (skoot.preprocessing.YeoJohnsonTransformer method)

B

BaseFeatureSelector (class in skoot.feature_selection) BasePDTransformer (class in skoot.base)

BinningTransformer (class in skoot.preprocessing) BoxCoxTransformer (class in skoot.preprocessing)

C

check_dataframe() (in module skoot.utils)

chunk() (in module skoot.utils) CustomValidator (class in skoot.model_validation)

D

dataframe_or_array() (in module skoot.utils) DateFactorizer (class in skoot.feature_extraction)

DateTransformer (class in skoot.preprocessing) DistHypothesisValidator (class in skoot.model_validation) DummyEncoder (class in skoot.preprocessing)

E

ensure_iterable() (in module skoot.utils)

F

FeatureFilter (class in skoot.feature_selection) fit() (skoot.base.BasePDTransformer method) (skoot.decomposition.SelectiveIncrementalPCA method) (skoot.decomposition.SelectiveKernelPCA method) (skoot.decomposition.SelectiveNMF method) (skoot.decomposition.SelectivePCA method) (skoot.decomposition.SelectiveTruncatedSVD method) (skoot.feature_extraction.DateFactorizer method) (skoot.feature_extraction.InteractionTermTransformer method) (skoot.feature_extraction.TimeDeltaFeatures method) (skoot.feature_selection.BaseFeatureSelector method) (skoot.feature_selection.FeatureFilter method) (skoot.feature_selection.LinearCombinationFilter method) (skoot.feature_selection.MultiCorrFilter method) (skoot.feature_selection.NearZeroVarianceFilter method) (skoot.feature_selection.SparseFeatureFilter method) (skoot.model_validation.CustomValidator method) (skoot.model_validation.DistHypothesisValidator method) (skoot.preprocessing.BinningTransformer method) (skoot.preprocessing.BoxCoxTransformer method) (skoot.preprocessing.DateTransformer method) (skoot.preprocessing.DummyEncoder method) (skoot.preprocessing.SchemaNormalizer method) (skoot.preprocessing.SelectiveMaxAbsScaler method) (skoot.preprocessing.SelectiveMinMaxScaler method) (skoot.preprocessing.SelectiveRobustScaler method) (skoot.preprocessing.SelectiveStandardScaler method) (skoot.preprocessing.YeoJohnsonTransformer method)

fit_transform() (skoot.base.BasePDTransformer method) (skoot.decomposition.SelectiveIncrementalPCA method) (skoot.decomposition.SelectiveKernelPCA method) (skoot.decomposition.SelectiveNMF method) (skoot.decomposition.SelectivePCA method) (skoot.decomposition.SelectiveTruncatedSVD method) (skoot.feature_extraction.DateFactorizer method) (skoot.feature_extraction.InteractionTermTransformer method) (skoot.feature_extraction.TimeDeltaFeatures method) (skoot.feature_selection.BaseFeatureSelector method) (skoot.feature_selection.FeatureFilter method) (skoot.feature_selection.LinearCombinationFilter method) (skoot.feature_selection.MultiCorrFilter method) (skoot.feature_selection.NearZeroVarianceFilter method) (skoot.feature_selection.SparseFeatureFilter method) (skoot.model_validation.CustomValidator method) (skoot.model_validation.DistHypothesisValidator method) (skoot.preprocessing.BinningTransformer method) (skoot.preprocessing.BoxCoxTransformer method) (skoot.preprocessing.DateTransformer method) (skoot.preprocessing.DummyEncoder method) (skoot.preprocessing.SchemaNormalizer method) (skoot.preprocessing.SelectiveMaxAbsScaler method) (skoot.preprocessing.SelectiveMinMaxScaler method) (skoot.preprocessing.SelectiveRobustScaler method) (skoot.preprocessing.SelectiveStandardScaler method) (skoot.preprocessing.YeoJohnsonTransformer method) flatten_all() (in module skoot.utils)

G

get_continuous_columns() (in module skoot.utils) get_datetime_columns() (in module skoot.utils) get_numeric_columns() (in module skoot.utils) get_params() (skoot.base.BasePDTransformer method) (skoot.decomposition.SelectiveIncrementalPCA method) (skoot.decomposition.SelectiveKernelPCA method) (skoot.decomposition.SelectiveNMF method) (skoot.decomposition.SelectivePCA method) (skoot.decomposition.SelectiveTruncatedSVD method) (skoot.feature_extraction.DateFactorizer method) (skoot.feature_extraction.InteractionTermTransformer method) (skoot.feature_extraction.TimeDeltaFeatures method) (skoot.feature_selection.BaseFeatureSelector method) (skoot.feature_selection.FeatureFilter method) (skoot.feature_selection.LinearCombinationFilter method) (skoot.feature_selection.MultiCorrFilter method) (skoot.feature_selection.NearZeroVarianceFilter method) (skoot.feature_selection.SparseFeatureFilter method) (skoot.model_validation.CustomValidator method) (skoot.model_validation.DistHypothesisValidator method) (skoot.preprocessing.BinningTransformer method) (skoot.preprocessing.BoxCoxTransformer method) (skoot.preprocessing.DateTransformer method) (skoot.preprocessing.DummyEncoder method) (skoot.preprocessing.SchemaNormalizer method) (skoot.preprocessing.SelectiveMaxAbsScaler method) (skoot.preprocessing.SelectiveMinMaxScaler method) (skoot.preprocessing.SelectiveRobustScaler method) (skoot.preprocessing.SelectiveStandardScaler method) (skoot.preprocessing.YeoJohnsonTransformer method)

get_R() (skoot.decomposition.QRDecomposition method) get_R_rank() (skoot.decomposition.QRDecomposition method) get_rank() (skoot.decomposition.QRDecomposition method)

I

InteractionTermTransformer (class in skoot.feature_extraction)

is_datetime_type() (in module skoot.utils) is_iterable() (in module skoot.utils)

L

LinearCombinationFilter (class in skoot.feature_selection) load_adult_df() (in module skoot.datasets)

load_boston_df() (in module skoot.datasets) load_breast_cancer_df() (in module skoot.datasets) load_iris_df() (in module skoot.datasets)

M

make_transformer() (in module skoot.base)

MultiCorrFilter (class in skoot.feature_selection)

N

NearZeroVarianceFilter (class in skoot.feature_selection)

O

over_sample_balance() (in module skoot.balance)

overrides() (in module skoot.decorators)

P

profile_estimator() (in module skoot.utils)

Q

QRDecomposition (class in skoot.decomposition)

S

safe_drop_samples() (in module skoot.utils) safe_mask_samples() (in module skoot.utils) safe_vstack() (in module skoot.utils) SchemaNormalizer (class in skoot.preprocessing) SelectiveIncrementalPCA (class in skoot.decomposition) SelectiveKernelPCA (class in skoot.decomposition) SelectiveMaxAbsScaler (class in skoot.preprocessing) SelectiveMinMaxScaler (class in skoot.preprocessing) SelectiveNMF (class in skoot.decomposition) SelectivePCA (class in skoot.decomposition) SelectiveRobustScaler (class in skoot.preprocessing) SelectiveStandardScaler (class in skoot.preprocessing) SelectiveTruncatedSVD (class in skoot.decomposition) set_params() (skoot.base.BasePDTransformer method) (skoot.decomposition.SelectiveIncrementalPCA method) (skoot.decomposition.SelectiveKernelPCA method) (skoot.decomposition.SelectiveNMF method) (skoot.decomposition.SelectivePCA method) (skoot.decomposition.SelectiveTruncatedSVD method) (skoot.feature_extraction.DateFactorizer method) (skoot.feature_extraction.InteractionTermTransformer method) (skoot.feature_extraction.TimeDeltaFeatures method) (skoot.feature_selection.BaseFeatureSelector method) (skoot.feature_selection.FeatureFilter method) (skoot.feature_selection.LinearCombinationFilter method) (skoot.feature_selection.MultiCorrFilter method) (skoot.feature_selection.NearZeroVarianceFilter method) (skoot.feature_selection.SparseFeatureFilter method) (skoot.model_validation.CustomValidator method) (skoot.model_validation.DistHypothesisValidator method) (skoot.preprocessing.BinningTransformer method) (skoot.preprocessing.BoxCoxTransformer method) (skoot.preprocessing.DateTransformer method) (skoot.preprocessing.DummyEncoder method) (skoot.preprocessing.SchemaNormalizer method) (skoot.preprocessing.SelectiveMaxAbsScaler method) (skoot.preprocessing.SelectiveMinMaxScaler method) (skoot.preprocessing.SelectiveRobustScaler method) (skoot.preprocessing.SelectiveStandardScaler method) (skoot.preprocessing.YeoJohnsonTransformer method)

skoot (module) skoot.balance (module) skoot.base (module) skoot.datasets (module) skoot.decomposition (module) skoot.exploration (module) skoot.feature_extraction (module) skoot.feature_selection (module) skoot.model_validation (module) skoot.preprocessing (module) skoot.utils (module) smote_balance() (in module skoot.balance) SparseFeatureFilter (class in skoot.feature_selection) summarize() (in module skoot.exploration) suppress_warnings() (in module skoot.decorators)

T

timed_instance_method() (in module skoot.utils) TimeDeltaFeatures (class in skoot.feature_extraction) transform() (skoot.decomposition.SelectiveIncrementalPCA method) (skoot.decomposition.SelectiveKernelPCA method) (skoot.decomposition.SelectiveNMF method) (skoot.decomposition.SelectivePCA method) (skoot.decomposition.SelectiveTruncatedSVD method) (skoot.feature_extraction.DateFactorizer method) (skoot.feature_extraction.InteractionTermTransformer method) (skoot.feature_extraction.TimeDeltaFeatures method) (skoot.feature_selection.BaseFeatureSelector method) (skoot.feature_selection.FeatureFilter method) (skoot.feature_selection.LinearCombinationFilter method) (skoot.feature_selection.MultiCorrFilter method) (skoot.feature_selection.NearZeroVarianceFilter method) (skoot.feature_selection.SparseFeatureFilter method) (skoot.model_validation.CustomValidator method) (skoot.model_validation.DistHypothesisValidator method) (skoot.preprocessing.BinningTransformer method) (skoot.preprocessing.BoxCoxTransformer method) (skoot.preprocessing.DateTransformer method) (skoot.preprocessing.DummyEncoder method) (skoot.preprocessing.SchemaNormalizer method) (skoot.preprocessing.SelectiveMaxAbsScaler method) (skoot.preprocessing.SelectiveMinMaxScaler method) (skoot.preprocessing.SelectiveRobustScaler method) (skoot.preprocessing.SelectiveStandardScaler method) (skoot.preprocessing.YeoJohnsonTransformer method)

type_or_iterable_to_col_mapping() (in module skoot.utils)

U

under_sample_balance() (in module skoot.balance)

V

validate_multiple_cols() (in module skoot.utils)

validate_multiple_rows() (in module skoot.utils) validate_test_set_columns() (in module skoot.utils)

Y

YeoJohnsonTransformer (class in skoot.preprocessing)