Index

A

add_lags() (in module sklego.pandas_utils)

as_list() (in module sklego.common)

B

BaseScipyMinimizeRegressor (class in sklego.linear_model) BayesianGaussianMixtureNB (class in sklego.naive_bayes)

BayesianGMMClassifier (class in sklego.mixture) BayesianGMMOutlierDetector (class in sklego.mixture)

C

classes_ (sklego.meta.SubjectiveClassifier property) Clusterer (class in sklego.base) ClustererMeta (class in sklego.base) ColumnCapper (class in sklego.preprocessing)

ColumnDropper (class in sklego.preprocessing) ColumnSelector (class in sklego.preprocessing) ConfusionBalancer (class in sklego.meta) correlation_score() (in module sklego.metrics)

D

DeadZoneRegressor (class in sklego.linear_model) DebugPipeline (class in sklego.pipeline) DecayEstimator (class in sklego.meta) decision_function() (sklego.decomposition.PCAOutlierDetection method) (sklego.meta.GroupedPredictor method) (sklego.mixture.BayesianGMMOutlierDetector method) (sklego.mixture.GMMOutlierDetector method)

default_log_callback() (in module sklego.pipeline) DemographicParityClassifier (class in sklego.linear_model) DictMapper (class in sklego.preprocessing) difference() (sklego.decomposition.PCAOutlierDetection method) (sklego.decomposition.UMAPOutlierDetection method)

E

equal_opportunity_score() (in module sklego.metrics) EqualOpportunityClassifier (class in sklego.linear_model)

EstimatorTransformer (class in sklego.meta) expanding_list() (in module sklego.common)

F

FairClassifier (class in sklego.linear_model) fetch_creditcard() (in module sklego.datasets) fit() (sklego.common.TrainOnlyTransformerMixin method) (sklego.decomposition.PCAOutlierDetection method) (sklego.decomposition.UMAPOutlierDetection method) (sklego.dummy.RandomRegressor method) (sklego.linear_model.BaseScipyMinimizeRegressor method) (sklego.linear_model.DeadZoneRegressor method) (sklego.linear_model.LowessRegression method) (sklego.linear_model.ProbWeightRegression method) (sklego.linear_model.QuantileRegression method) (sklego.meta.ConfusionBalancer method) (sklego.meta.DecayEstimator method) (sklego.meta.EstimatorTransformer method) (sklego.meta.GroupedPredictor method) (sklego.meta.GroupedTransformer method) (sklego.meta.OutlierClassifier method) (sklego.meta.OutlierRemover method) (sklego.meta.RegressionOutlierDetector method) (sklego.meta.SubjectiveClassifier method) (sklego.meta.Thresholder method) (sklego.meta.ZeroInflatedRegressor method) (sklego.mixture.BayesianGMMClassifier method) (sklego.mixture.BayesianGMMOutlierDetector method) (sklego.mixture.GMMClassifier method) (sklego.mixture.GMMOutlierDetector method) (sklego.naive_bayes.BayesianGaussianMixtureNB method) (sklego.naive_bayes.GaussianMixtureNB method) (sklego.preprocessing.ColumnCapper method) (sklego.preprocessing.ColumnDropper method) (sklego.preprocessing.ColumnSelector method) (sklego.preprocessing.DictMapper method) (sklego.preprocessing.IdentityTransformer method) (sklego.preprocessing.InformationFilter method) (sklego.preprocessing.IntervalEncoder method) (sklego.preprocessing.OrthogonalTransformer method) (sklego.preprocessing.OutlierRemover method) (sklego.preprocessing.PandasTypeSelector method) (sklego.preprocessing.PatsyTransformer method) (sklego.preprocessing.RandomAdder method) (sklego.preprocessing.RepeatingBasisFunction method)

flatten() (in module sklego.common)

G

GaussianMixtureNB (class in sklego.naive_bayes) get_feature_names() (sklego.preprocessing.ColumnDropper method) (sklego.preprocessing.ColumnSelector method) (sklego.preprocessing.PandasTypeSelector method) get_n_splits() (sklego.model_selection.GroupTimeSeriesSplit method) (sklego.model_selection.TimeGapSplit method)

GMMClassifier (class in sklego.mixture) GMMOutlierDetector (class in sklego.mixture) GroupedEstimator() (in module sklego.meta) GroupedPredictor (class in sklego.meta) GroupedTransformer (class in sklego.meta) GroupTimeSeriesSplit (class in sklego.model_selection)

I

IdentityTransformer (class in sklego.preprocessing) ImbalancedLinearRegression (class in sklego.linear_model)

InformationFilter (class in sklego.preprocessing) IntervalEncoder (class in sklego.preprocessing)

K

KlusterFoldValidation (class in sklego.model_selection)

L

LADRegression (class in sklego.linear_model) load_abalone() (in module sklego.datasets) load_arrests() (in module sklego.datasets) load_chicken() (in module sklego.datasets) load_hearts() (in module sklego.datasets)

load_heroes() (in module sklego.datasets) load_penguins() (in module sklego.datasets) log_callback (sklego.pipeline.DebugPipeline property) log_step() (in module sklego.pandas_utils) log_step_extra() (in module sklego.pandas_utils) LowessRegression (class in sklego.linear_model)

M

make_debug_pipeline() (in module sklego.pipeline) make_simpleseries() (in module sklego.datasets) memory (sklego.pipeline.DebugPipeline property) module sklego.base sklego.common sklego.datasets sklego.decomposition sklego.dummy sklego.linear_model sklego.meta sklego.metrics sklego.mixture sklego.model_selection sklego.naive_bayes sklego.pandas_utils sklego.pipeline sklego.preprocessing

O

OrthogonalTransformer (class in sklego.preprocessing) OutlierClassifier (class in sklego.meta) OutlierModel (class in sklego.base)

OutlierModelMeta (class in sklego.base) OutlierRemover (class in sklego.meta) (class in sklego.preprocessing)

P

p_percent_score() (in module sklego.metrics) PandasTypeSelector (class in sklego.preprocessing) PatsyTransformer (class in sklego.preprocessing) PCAOutlierDetection (class in sklego.decomposition) predict() (sklego.decomposition.PCAOutlierDetection method) (sklego.decomposition.UMAPOutlierDetection method) (sklego.dummy.RandomRegressor method) (sklego.linear_model.BaseScipyMinimizeRegressor method) (sklego.linear_model.DeadZoneRegressor method) (sklego.linear_model.LowessRegression method) (sklego.linear_model.ProbWeightRegression method) (sklego.meta.ConfusionBalancer method) (sklego.meta.DecayEstimator method) (sklego.meta.GroupedPredictor method) (sklego.meta.OutlierClassifier method) (sklego.meta.RegressionOutlierDetector method) (sklego.meta.SubjectiveClassifier method) (sklego.meta.Thresholder method) (sklego.meta.ZeroInflatedRegressor method) (sklego.mixture.BayesianGMMClassifier method) (sklego.mixture.BayesianGMMOutlierDetector method) (sklego.mixture.GMMClassifier method) (sklego.mixture.GMMOutlierDetector method) (sklego.naive_bayes.BayesianGaussianMixtureNB method) (sklego.naive_bayes.GaussianMixtureNB method)

predict_proba() (sklego.meta.ConfusionBalancer method) (sklego.meta.GroupedPredictor method) (sklego.meta.OutlierClassifier method) (sklego.meta.SubjectiveClassifier method) (sklego.meta.Thresholder method) (sklego.mixture.BayesianGMMClassifier method) (sklego.mixture.GMMClassifier method) (sklego.naive_bayes.BayesianGaussianMixtureNB method) (sklego.naive_bayes.GaussianMixtureNB method) ProbabilisticClassifier (class in sklego.base) ProbabilisticClassifierMeta (class in sklego.base) ProbWeightRegression (class in sklego.linear_model)

Q

QuantileRegression (class in sklego.linear_model)

R

RandomAdder (class in sklego.preprocessing) RandomRegressor (class in sklego.dummy)

RegressionOutlierDetector (class in sklego.meta) RepeatingBasisFunction (class in sklego.preprocessing)

S

score() (sklego.meta.DecayEstimator method) (sklego.meta.Thresholder method) score_samples() (sklego.decomposition.PCAOutlierDetection method) (sklego.meta.RegressionOutlierDetector method) (sklego.mixture.BayesianGMMOutlierDetector method) (sklego.mixture.GMMOutlierDetector method) sklego.base module sklego.common module sklego.datasets module sklego.decomposition module sklego.dummy module sklego.linear_model module sklego.meta module sklego.metrics module

sklego.mixture module sklego.model_selection module sklego.naive_bayes module sklego.pandas_utils module sklego.pipeline module sklego.preprocessing module sliding_window() (in module sklego.common) split() (sklego.model_selection.GroupTimeSeriesSplit method) (sklego.model_selection.KlusterFoldValidation method) (sklego.model_selection.TimeGapSplit method) steps (sklego.pipeline.DebugPipeline attribute) SubjectiveClassifier (class in sklego.meta) subset_score() (in module sklego.metrics) summary() (sklego.model_selection.GroupTimeSeriesSplit method) (sklego.model_selection.TimeGapSplit method)

T

Thresholder (class in sklego.meta) TimeGapSplit (class in sklego.model_selection) to_x_y() (sklego.meta.RegressionOutlierDetector method) TrainOnlyTransformerMixin (class in sklego.common) transform() (sklego.common.TrainOnlyTransformerMixin method) (sklego.decomposition.PCAOutlierDetection method) (sklego.decomposition.UMAPOutlierDetection method) (sklego.meta.EstimatorTransformer method) (sklego.meta.GroupedTransformer method) (sklego.preprocessing.ColumnCapper method) (sklego.preprocessing.ColumnDropper method) (sklego.preprocessing.ColumnSelector method) (sklego.preprocessing.DictMapper method) (sklego.preprocessing.IdentityTransformer method) (sklego.preprocessing.InformationFilter method) (sklego.preprocessing.IntervalEncoder method) (sklego.preprocessing.OrthogonalTransformer method) (sklego.preprocessing.PandasTypeSelector method) (sklego.preprocessing.PatsyTransformer method) (sklego.preprocessing.RepeatingBasisFunction method)

transform_test() (sklego.common.TrainOnlyTransformerMixin method) transform_train() (sklego.common.TrainOnlyTransformerMixin method) (sklego.meta.OutlierRemover method) (sklego.preprocessing.OutlierRemover method) (sklego.preprocessing.RandomAdder method)

U

UMAPOutlierDetection (class in sklego.decomposition)

Z

ZeroInflatedRegressor (class in sklego.meta)