Index

A

add_woe() (pyspark_ds_toolbox.ml.feature_selection.information_value.WeightOfEvidenceComputer method) as_h2o_df() (pyspark_ds_toolbox.ml.feature_importance.shap_values.ShapValuesPDF method)

Association (class in pyspark_ds_toolbox.stats.association) association_matrix() (pyspark_ds_toolbox.stats.association.Association method)

B

baseline_binary_classfiers() (in module pyspark_ds_toolbox.ml.classification.baseline_classifiers) binary_classificator_evaluator() (in module pyspark_ds_toolbox.ml.classification.eval)

binary_classifier_decile_analysis() (in module pyspark_ds_toolbox.ml.classification.eval) binary_classifier_weights() (in module pyspark_ds_toolbox.ml.data_prep.class_weights)

C

C() (pyspark_ds_toolbox.stats.association.Association method) checkParams() (pyspark_ds_toolbox.ml.feature_selection.information_value.WeightOfEvidenceComputer method) col_target (pyspark_ds_toolbox.ml.feature_selection.information_value.WeightOfEvidenceComputer attribute)

compute_propensity_score() (in module pyspark_ds_toolbox.causal_inference.ps_matching) compute_woe_iv() (in module pyspark_ds_toolbox.ml.feature_selection.information_value) corr() (pyspark_ds_toolbox.stats.association.Association method) count_percent_missing_rows_per_column() (in module pyspark_ds_toolbox.wrangling.data_quality)

D

did_estimator() (in module pyspark_ds_toolbox.causal_inference.diff_in_diff)

E

estimate_causal_effect() (in module pyspark_ds_toolbox.causal_inference.ps_matching) estimate_shap_values() (in module pyspark_ds_toolbox.ml.feature_importance.shap_values)

extract_features_score() (in module pyspark_ds_toolbox.ml.feature_importance.native_spark) extract_shap_values() (pyspark_ds_toolbox.ml.feature_importance.shap_values.ShapValuesPDF method)

F

feature_selection_with_iv() (in module pyspark_ds_toolbox.ml.feature_selection.information_value)

fit_automl() (pyspark_ds_toolbox.ml.feature_importance.shap_values.ShapValuesPDF method)

G

get_feature_cols() (pyspark_ds_toolbox.ml.feature_importance.shap_values.ShapValuesPDF method) get_features_vector() (in module pyspark_ds_toolbox.ml.data_prep.features_vector)

get_p1() (in module pyspark_ds_toolbox.ml.classification.eval) getTarget() (pyspark_ds_toolbox.ml.feature_selection.information_value.WeightOfEvidenceComputer method)

M

module pyspark_ds_toolbox pyspark_ds_toolbox.causal_inference pyspark_ds_toolbox.causal_inference.diff_in_diff pyspark_ds_toolbox.causal_inference.ps_matching pyspark_ds_toolbox.ml pyspark_ds_toolbox.ml.classification pyspark_ds_toolbox.ml.classification.baseline_classifiers pyspark_ds_toolbox.ml.classification.eval pyspark_ds_toolbox.ml.data_prep pyspark_ds_toolbox.ml.data_prep.class_weights pyspark_ds_toolbox.ml.data_prep.features_vector pyspark_ds_toolbox.ml.feature_importance pyspark_ds_toolbox.ml.feature_importance.native_spark pyspark_ds_toolbox.ml.feature_importance.shap_values pyspark_ds_toolbox.ml.feature_selection pyspark_ds_toolbox.ml.feature_selection.information_value pyspark_ds_toolbox.stats pyspark_ds_toolbox.stats.association pyspark_ds_toolbox.wrangling pyspark_ds_toolbox.wrangling.data_quality pyspark_ds_toolbox.wrangling.reshape

P

pivot_long() (in module pyspark_ds_toolbox.wrangling.reshape) pyspark_ds_toolbox module pyspark_ds_toolbox.causal_inference module pyspark_ds_toolbox.causal_inference.diff_in_diff module pyspark_ds_toolbox.causal_inference.ps_matching module pyspark_ds_toolbox.ml module pyspark_ds_toolbox.ml.classification module pyspark_ds_toolbox.ml.classification.baseline_classifiers module pyspark_ds_toolbox.ml.classification.eval module pyspark_ds_toolbox.ml.data_prep module pyspark_ds_toolbox.ml.data_prep.class_weights module

pyspark_ds_toolbox.ml.data_prep.features_vector module pyspark_ds_toolbox.ml.feature_importance module pyspark_ds_toolbox.ml.feature_importance.native_spark module pyspark_ds_toolbox.ml.feature_importance.shap_values module pyspark_ds_toolbox.ml.feature_selection module pyspark_ds_toolbox.ml.feature_selection.information_value module pyspark_ds_toolbox.stats module pyspark_ds_toolbox.stats.association module pyspark_ds_toolbox.wrangling module pyspark_ds_toolbox.wrangling.data_quality module pyspark_ds_toolbox.wrangling.reshape module

R

R2() (pyspark_ds_toolbox.stats.association.Association method)

S

setInputCol() (pyspark_ds_toolbox.ml.feature_selection.information_value.WeightOfEvidenceComputer method) setInputCols() (pyspark_ds_toolbox.ml.feature_selection.information_value.WeightOfEvidenceComputer method) setParams() (pyspark_ds_toolbox.ml.feature_selection.information_value.WeightOfEvidenceComputer method)

setTarget() (pyspark_ds_toolbox.ml.feature_selection.information_value.WeightOfEvidenceComputer method) ShapValuesPDF (class in pyspark_ds_toolbox.ml.feature_importance.shap_values) start_h2o() (pyspark_ds_toolbox.ml.feature_importance.shap_values.ShapValuesPDF method)

T

T() (pyspark_ds_toolbox.stats.association.Association method)

W

WeightOfEvidenceComputer (class in pyspark_ds_toolbox.ml.feature_selection.information_value)

with_start_week() (in module pyspark_ds_toolbox.wrangling.reshape)