Index

A

as_hex() (bm.visual.visual_utils.ColorPalette method) as_rgb() (bm.visual.visual_utils.ColorPalette method)

assign_bin() (in module bm.prep.binning.chi_merge) assign_group() (in module bm.prep.binning.chi_merge) ax (bm.visual.visual_base.VisualBase property)

B

backward_regression() (in module bm.feature.wrapper.stepwise) bad_rate_merge() (in module bm.prep.binning.chi_merge) bad_rate_monotone() (in module bm.prep.binning.chi_merge) BaggingClassifierPU (class in bm.prep.baggingPU) bar_stack() (in module bm.visual.visual_utils) base_estimator_ (bm.prep.baggingPU.BaggingClassifierPU attribute) best_ks_binning() (bm.prep.binning.bins.FeaturesBinning method) bin_bad_rate() (in module bm.prep.binning.chi_merge) binning_plot() (in module bm.visual.quick_visual) BinningPlot (class in bm.visual.features_visual) bm module bm.eda module bm.eda.data_detection module bm.eda.plotting module bm.feature module bm.feature.embedded module bm.feature.embedded.feature_importance module bm.feature.embedded.gen_model module bm.feature.metrics module bm.feature.metrics.cal_iv_psi module bm.feature.metrics.coefficient_of_variance module bm.feature.metrics.correlation module bm.feature.metrics.iv module bm.feature.metrics.ks module bm.feature.metrics.psi module bm.feature.metrics.vif module bm.feature.metrics.woe module

bm.feature.selector_fin module bm.feature.selector_market module bm.feature.wrapper module bm.feature.wrapper.stepwise module bm.model module bm.model.models module bm.prep module bm.prep.baggingPU module bm.prep.binning module bm.prep.binning.bin_utils module bm.prep.binning.bins module bm.prep.binning.chi_merge module bm.visual module bm.visual.color_style module bm.visual.features_visual module bm.visual.interpretability_visual module bm.visual.model_visual module bm.visual.quick_visual module bm.visual.target_visual module bm.visual.visual_base module bm.visual.visual_utils module BrickError

C

cal_chi2() (in module bm.prep.binning.chi_merge) cal_chi_merge() (in module bm.prep.binning.chi_merge) cal_total_var_iv() (in module bm.feature.metrics.cal_iv_psi) calc_corr() (in module bm.feature.metrics.correlation) calc_cv() (in module bm.feature.metrics.coefficient_of_variance) calc_feature_importance() (in module bm.feature.embedded.feature_importance) calc_iv() (in module bm.feature.metrics.iv) calc_ks() (in module bm.feature.metrics.ks) calc_psi() (in module bm.feature.metrics.psi) calc_vif() (in module bm.feature.metrics.vif) calc_vif_reg() (in module bm.feature.metrics.vif) calc_woe() (in module bm.feature.metrics.woe) calculate_best_ks() (bm.prep.binning.bin_utils.CalculationMetrics method) CalculationMetrics (class in bm.prep.binning.bin_utils) category_var_binning() (in module bm.feature.metrics.cal_iv_psi) category_var_bins_merge() (in module bm.feature.metrics.cal_iv_psi) category_var_cal_iv() (in module bm.feature.metrics.cal_iv_psi) category_var_woe_transform() (in module bm.feature.metrics.cal_iv_psi)

check_fitted() (in module bm.visual.visual_utils) check_single_value() (in module bm.prep.binning.bin_utils) check_type() (in module bm.prep.binning.bin_utils) check_unique() (in module bm.prep.binning.bin_utils) chi_square_binning() (bm.prep.binning.bins.FeaturesBinning method) class_colors_ (bm.visual.visual_base.ClassificationVisualizer property) classes_ (bm.prep.baggingPU.BaggingClassifierPU attribute) ClassificationReportPlot (class in bm.visual.model_visual) ClassificationVisualizer (class in bm.visual.visual_base) CNTPlot (class in bm.visual.model_visual) cob_draw() (bm.visual.model_visual.MarketingPlot method) color_palette() (in module bm.visual.visual_utils) color_sequence() (in module bm.visual.visual_utils) ColorPalette (class in bm.visual.visual_utils) ConfusionMaxtrixPlot (class in bm.visual.model_visual) ContribEstimator (class in bm.visual.visual_utils) cpr_draw() (bm.visual.model_visual.MarketingPlot method) cross_validation() (bm.feature.embedded.gen_model.GenCVModel method) cutpoint_brm() (in module bm.prep.binning.chi_merge)

D

data_preprocess() (bm.model.models.Model method) decision_function() (bm.prep.baggingPU.BaggingClassifierPU method) decision_tree_binning() (bm.prep.binning.bins.FeaturesBinning method) detect() (bm.eda.data_detection.DetectDF method) DetectDF (class in bm.eda.data_detection) dict_reverse() (in module bm.prep.binning.bin_utils) distance_binning() (bm.prep.binning.bins.FeaturesBinning method) div_safe() (in module bm.visual.visual_utils) draw() (bm.visual.features_visual.BinningPlot method) (bm.visual.features_visual.FeatureCorrelationPlot method) (bm.visual.features_visual.FeaturesBoxPlot method) (bm.visual.features_visual.FeaturesCategoryCount method) (bm.visual.features_visual.FeaturesDistributionPlot method) (bm.visual.features_visual.FeaturesVisualPlot method) (bm.visual.features_visual.WoeIvPlot method) (bm.visual.interpretability_visual.FeatureImportancePlot method) (bm.visual.interpretability_visual.ShapPlot method) (bm.visual.model_visual.ClassificationReportPlot method) (bm.visual.model_visual.CNTPlot method) (bm.visual.model_visual.ConfusionMaxtrixPlot method) (bm.visual.model_visual.FeatureImportancePlot method) (bm.visual.model_visual.KDEPlot method) (bm.visual.model_visual.KSPlot method) (bm.visual.model_visual.LearningCurve method) (bm.visual.model_visual.LiftPlot method) (bm.visual.model_visual.MarketingPlot method) (bm.visual.model_visual.PrecisionRecallPlot method) (bm.visual.model_visual.PredictErrorPlot method) (bm.visual.model_visual.RedidualsPlot method) (bm.visual.model_visual.ROCAUCPlot method) (bm.visual.target_visual.FeatureCorrelationPlot method) (bm.visual.target_visual.TargetBalancedReferencePlot method) (bm.visual.target_visual.TargetStatisticsPlot method) (bm.visual.visual_base.VisualBase method)

drop_by_corr() (in module bm.feature.selector_fin) drop_by_cv() (in module bm.feature.selector_fin) drop_by_feature_importance() (in module bm.feature.selector_fin) drop_by_iv() (in module bm.feature.selector_fin) drop_by_missing_rate() (in module bm.feature.selector_fin) drop_by_psi() (in module bm.feature.selector_fin) drop_by_stepwise() (in module bm.feature.selector_fin) drop_by_vif() (in module bm.feature.selector_fin) drop_columns() (in module bm.feature.selector_fin)

E

estimators_ (bm.prep.baggingPU.BaggingClassifierPU attribute)

estimators_features_ (bm.prep.baggingPU.BaggingClassifierPU attribute) estimators_samples_ (bm.prep.baggingPU.BaggingClassifierPU attribute)

F

feature_importance_plot() (in module bm.visual.quick_visual) feature_monotone() (in module bm.prep.binning.chi_merge) featurebox_plot() (in module bm.visual.quick_visual) featurecategory_plot() (in module bm.visual.quick_visual) featurecor_plot() (in module bm.visual.quick_visual) FeatureCorrelationPlot (class in bm.visual.features_visual) (class in bm.visual.target_visual) featuredis_plot() (in module bm.visual.quick_visual) FeatureImportancePlot (class in bm.visual.interpretability_visual) (class in bm.visual.model_visual) FeaturesBinning (class in bm.prep.binning.bins) FeaturesBoxPlot (class in bm.visual.features_visual) FeaturesCategoryCount (class in bm.visual.features_visual) FeaturesDistributionPlot (class in bm.visual.features_visual) FeatureSelector (class in bm.feature.selector_market) FeaturesVisualPlot (class in bm.visual.features_visual) FeatureVisualizer (class in bm.visual.visual_base) fig (bm.visual.visual_base.VisualBase property) filter_corr() (in module bm.feature.metrics.correlation) filter_features_by_importance() (in module bm.feature.embedded.feature_importance) filter_results() (bm.feature.selector_market.FeatureSelector method) filter_vif() (in module bm.feature.metrics.vif) finalize() (bm.visual.features_visual.BinningPlot method) (bm.visual.features_visual.FeatureCorrelationPlot method) (bm.visual.features_visual.FeaturesBoxPlot method) (bm.visual.features_visual.FeaturesCategoryCount method) (bm.visual.features_visual.FeaturesDistributionPlot method) (bm.visual.features_visual.FeaturesVisualPlot method) (bm.visual.features_visual.WoeIvPlot method) (bm.visual.interpretability_visual.FeatureImportancePlot method) (bm.visual.interpretability_visual.ShapPlot method) (bm.visual.model_visual.ClassificationReportPlot method) (bm.visual.model_visual.CNTPlot method) (bm.visual.model_visual.ConfusionMaxtrixPlot method) (bm.visual.model_visual.FeatureImportancePlot method) (bm.visual.model_visual.KDEPlot method) (bm.visual.model_visual.KSPlot method) (bm.visual.model_visual.LearningCurve method) (bm.visual.model_visual.LiftPlot method) (bm.visual.model_visual.MarketingPlot method) (bm.visual.model_visual.PrecisionRecallPlot method) (bm.visual.model_visual.PredictErrorPlot method) (bm.visual.model_visual.RedidualsPlot method) (bm.visual.model_visual.ROCAUCPlot method) (bm.visual.target_visual.FeatureCorrelationPlot method) (bm.visual.target_visual.TargetBalancedReferencePlot method) (bm.visual.target_visual.TargetStatisticsPlot method) (bm.visual.visual_base.VisualBase method)

find_text_color() (in module bm.visual.color_style) fit() (bm.visual.model_visual.CNTPlot method) (bm.visual.model_visual.FeatureImportancePlot method) (bm.visual.model_visual.KDEPlot method) (bm.visual.model_visual.KSPlot method) (bm.visual.model_visual.LearningCurve method) (bm.visual.model_visual.LiftPlot method) (bm.visual.model_visual.MarketingPlot method) (bm.visual.model_visual.PrecisionRecallPlot method) (bm.visual.model_visual.ROCAUCPlot method) (bm.visual.visual_base.ClassificationVisualizer method) (bm.visual.visual_base.ModelVisualizer method) fits() (bm.visual.model_visual.RedidualsPlot method) forward_regression() (in module bm.feature.wrapper.stepwise) from_estimator() (bm.visual.visual_utils.NotFitted class method)

G

GenCVModel (class in bm.feature.embedded.gen_model) generate_counts() (in module bm.prep.binning.bin_utils) get_color_cycle() (in module bm.visual.visual_utils) get_dir() (in module bm.feature.metrics.ks)

get_export_path() (in module bm.feature.metrics.ks) get_ks_score() (bm.feature.embedded.gen_model.GenCVModel static method) get_lgb_cv_score() (bm.feature.embedded.gen_model.IncreaseCVSelector method) get_model_name() (in module bm.visual.visual_utils) get_params() (bm.visual.visual_base.ModelVisualizer method)

H

hax (bm.visual.model_visual.RedidualsPlot property)

I

identify_all() (bm.feature.selector_market.FeatureSelector method) identify_collinear() (bm.feature.selector_market.FeatureSelector method) identify_cv_importance() (bm.feature.selector_market.FeatureSelector method) identify_increase_cv_feats() (bm.feature.selector_market.FeatureSelector method) identify_na() (bm.feature.selector_market.FeatureSelector method) identify_single_value() (bm.feature.selector_market.FeatureSelector method) IncreaseCVSelector (class in bm.feature.embedded.gen_model) init_bin_method() (bm.visual.features_visual.BinningPlot method) init_model() (bm.model.models.Model method)

interpolate_binning() (bm.prep.binning.bins.FeaturesBinning method) is_classifier() (in module bm.visual.visual_utils) is_dataframe() (bm.visual.features_visual.FeaturesVisualPlot method) (bm.visual.target_visual.FeatureCorrelationPlot method) (in module bm.visual.visual_utils) is_estimator() (in module bm.visual.visual_utils) is_fitted() (in module bm.visual.visual_utils) is_monotonic() (in module bm.prep.binning.bin_utils) is_regressor() (in module bm.visual.visual_utils)

K

KDEPlot (class in bm.visual.model_visual) ker_draw() (bm.visual.model_visual.MarketingPlot method) kmeans_binning() (bm.prep.binning.bins.FeaturesBinning method)

ks_draw() (bm.visual.model_visual.MarketingPlot method) ks_init() (bm.prep.binning.bins.FeaturesBinning method) KSPlot (class in bm.visual.model_visual)

L

label_encoder() (bm.visual.visual_base.TargetVisualizer method)

LearningCurve (class in bm.visual.model_visual) LiftPlot (class in bm.visual.model_visual)

M

make_pipeline_model() (bm.model.models.Model method) MarketingPlot (class in bm.visual.model_visual) memoized() (in module bm.visual.visual_utils) mixed_binning() (bm.prep.binning.bins.FeaturesBinning method) Model (class in bm.model.models) ModelError ModelVisualizer (class in bm.visual.visual_base) module bm bm.eda bm.eda.data_detection bm.eda.plotting bm.feature bm.feature.embedded bm.feature.embedded.feature_importance bm.feature.embedded.gen_model bm.feature.metrics bm.feature.metrics.cal_iv_psi bm.feature.metrics.coefficient_of_variance bm.feature.metrics.correlation bm.feature.metrics.iv bm.feature.metrics.ks bm.feature.metrics.psi bm.feature.metrics.vif bm.feature.metrics.woe bm.feature.selector_fin bm.feature.selector_market bm.feature.wrapper bm.feature.wrapper.stepwise bm.model bm.model.models bm.prep bm.prep.baggingPU bm.prep.binning bm.prep.binning.bin_utils bm.prep.binning.bins bm.prep.binning.chi_merge bm.visual bm.visual.color_style bm.visual.features_visual bm.visual.interpretability_visual bm.visual.model_visual bm.visual.quick_visual bm.visual.target_visual bm.visual.visual_base bm.visual.visual_utils

monotone_merge() (in module bm.prep.binning.chi_merge)

N

n_classes_ (bm.prep.baggingPU.BaggingClassifierPU attribute) NotFitted numeric_var_binning() (in module bm.feature.metrics.cal_iv_psi)

numeric_var_cal_iv() (in module bm.feature.metrics.cal_iv_psi) numeric_var_cal_psi() (in module bm.feature.metrics.cal_iv_psi) numeric_var_woe_transform() (in module bm.feature.metrics.cal_iv_psi)

O

oob_decision_function_ (bm.prep.baggingPU.BaggingClassifierPU attribute)

oob_score_ (bm.prep.baggingPU.BaggingClassifierPU attribute)

P

plot() (bm.visual.visual_utils.ColorPalette method) plot_bin_woe() (in module bm.eda.plotting) plot_category_countplot() (in module bm.eda.plotting) plot_corr() (in module bm.eda.plotting) plot_feature_boxplot() (in module bm.eda.plotting) plot_feature_distribution() (in module bm.eda.plotting) plot_feature_importance() (bm.feature.selector_market.FeatureSelector method)

prc_draw() (bm.visual.model_visual.MarketingPlot method) PrecisionRecallPlot (class in bm.visual.model_visual) predict() (bm.prep.baggingPU.BaggingClassifierPU method) predict_log_proba() (bm.prep.baggingPU.BaggingClassifierPU method) predict_proba() (bm.prep.baggingPU.BaggingClassifierPU method) PredictErrorPlot (class in bm.visual.model_visual) preprocess() (bm.model.models.Model method)

Q

qqax (bm.visual.model_visual.RedidualsPlot property)

quantile_binning() (bm.prep.binning.bins.FeaturesBinning method)

R

RedidualsPlot (class in bm.visual.model_visual) RegressionVisualizer (class in bm.visual.visual_base) reports_plot() (in module bm.visual.quick_visual)

resolve_colors() (in module bm.visual.visual_utils) result_save() (bm.feature.selector_market.FeatureSelector method) roc_draw() (bm.visual.model_visual.MarketingPlot method) ROCAUCPlot (class in bm.visual.model_visual)

S

score() (bm.visual.model_visual.CNTPlot method) (bm.visual.model_visual.ConfusionMaxtrixPlot method) (bm.visual.model_visual.KDEPlot method) (bm.visual.model_visual.KSPlot method) (bm.visual.model_visual.LiftPlot method) (bm.visual.model_visual.MarketingPlot method) (bm.visual.model_visual.PrecisionRecallPlot method) (bm.visual.model_visual.PredictErrorPlot method) (bm.visual.model_visual.RedidualsPlot method) (bm.visual.model_visual.ROCAUCPlot method) (bm.visual.visual_base.ClassificationVisualizer method) (bm.visual.visual_base.RegressionVisualizer method) (bm.visual.visual_base.ScoreVisual method)

scores() (bm.visual.model_visual.ClassificationReportPlot method) ScoreVisual (class in bm.visual.visual_base) set_color_codes() (in module bm.visual.visual_utils) set_palette() (in module bm.visual.visual_utils) set_params() (bm.visual.visual_base.ModelVisualizer method) set_title() (bm.visual.visual_base.VisualBase method) shap_plot() (in module bm.visual.quick_visual) ShapPlot (class in bm.visual.interpretability_visual) show() (bm.visual.model_visual.ConfusionMaxtrixPlot method) (bm.visual.visual_base.VisualBase method) size (bm.visual.visual_base.VisualBase property) split_data() (in module bm.prep.binning.chi_merge) stepwise_regression() (in module bm.feature.wrapper.stepwise) sub_psi() (in module bm.prep.binning.bin_utils)

T

TargetBalancedReferencePlot (class in bm.visual.target_visual) TargetStatisticsPlot (class in bm.visual.target_visual)

TargetVisualizer (class in bm.visual.visual_base) transform() (bm.visual.visual_base.FeatureVisualizer method)

V

vis() (bm.visual.visual_base.VisualBase method) visual() (bm.visual.features_visual.BinningPlot method) (bm.visual.features_visual.FeatureCorrelationPlot method) (bm.visual.features_visual.FeaturesBoxPlot method) (bm.visual.features_visual.FeaturesCategoryCount method) (bm.visual.features_visual.FeaturesDistributionPlot method) (bm.visual.features_visual.FeaturesVisualPlot method) (bm.visual.features_visual.WoeIvPlot method) (bm.visual.interpretability_visual.FeatureImportancePlot method) (bm.visual.interpretability_visual.ShapPlot method) (bm.visual.target_visual.FeatureCorrelationPlot method) (bm.visual.target_visual.TargetBalancedReferencePlot method) (bm.visual.target_visual.TargetStatisticsPlot method)

VisualBase (class in bm.visual.visual_base)

W

wiplot() (in module bm.visual.quick_visual)

WoeIvPlot (class in bm.visual.features_visual) Wrapper (class in bm.visual.visual_utils)

X

xhax (bm.visual.features_visual.FeaturesVisualPlot property)

Y

yhax (bm.visual.features_visual.FeaturesVisualPlot property)