Index

_

__call__() (facet.explanation.base.BaseExplainer method) (facet.explanation.parallel.ParallelExplainer method)

_draw() (facet.simulation.viz.SimulationDrawer method)

A

aggregate() (facet.explanation.parallel.ExplainerQueue method)

apply_color_scheme() (facet.simulation.viz.SimulationMatplotStyle method) ax (facet.simulation.viz.SimulationMatplotStyle property)

B

BaseBootstrapCV (class in facet.validation) BaseExplainer (class in facet.explanation.base) baseline (facet.simulation.UnivariateSimulationResult attribute) baseline() (facet.simulation.base.BaseUnivariateSimulator method) (facet.simulation.base.UnivariateRegressionSimulator method) (facet.simulation.UnivariateProbabilitySimulator method) (facet.simulation.UnivariateTargetSimulator method) (facet.simulation.UnivariateUpliftSimulator method)

BaseParameterSpace (class in facet.selection.base) BaseUnivariateSimulator (class in facet.simulation.base) best_estimator_ (facet.selection.LearnerSelector property) BootstrapCV (class in facet.validation)

C

candidate (facet.selection.base.CandidateEstimatorDF attribute) candidate_name (facet.selection.base.CandidateEstimatorDF attribute) CandidateEstimatorDF (class in facet.selection.base) CategoryPartitioner (class in facet.data.partition) classes_ (facet.selection.base.CandidateEstimatorDF property) ClassifierShapCalculator (class in facet.inspection.shap.sklearn) clone() (facet.selection.base.CandidateEstimatorDF method) COL_IMPORTANCE (facet.inspection.base.ModelInspector attribute)

COL_LOWER_BOUND (facet.simulation.UnivariateSimulationResult attribute) COL_MEAN (facet.simulation.UnivariateSimulationResult attribute) COL_SEM (facet.simulation.UnivariateSimulationResult attribute) COL_UPPER_BOUND (facet.simulation.UnivariateSimulationResult attribute) colors (facet.simulation.viz.SimulationMatplotStyle property) confidence_level (facet.simulation.base.BaseUnivariateSimulator attribute) (facet.simulation.UnivariateSimulationResult attribute) ContinuousRangePartitioner (class in facet.data.partition) cv (facet.selection.LearnerSelector attribute)

D

data (facet.simulation.UnivariateSimulationResult attribute) decision_function() (facet.selection.base.CandidateEstimatorDF method) DEFAULT_EXPLAINER_FACTORY (facet.inspection.FunctionInspector attribute) (facet.inspection.LearnerInspector attribute) delayed() (facet.explanation.parallel.ExplainerJob class method) draw() (facet.simulation.viz.SimulationDrawer method)

draw_histogram() (facet.simulation.viz.SimulationMatplotStyle method) (facet.simulation.viz.SimulationReportStyle method) (facet.simulation.viz.SimulationStyle method) draw_uplift() (facet.simulation.viz.SimulationMatplotStyle method) (facet.simulation.viz.SimulationReportStyle method) (facet.simulation.viz.SimulationStyle method) drop() (facet.data.Sample method)

E

estimator (facet.selection.base.BaseParameterSpace property) (facet.selection.MultiEstimatorParameterSpace property) (facet.selection.ParameterSpace property) ExactExplainerFactory (class in facet.explanation) expected_output() (facet.simulation.base.BaseUnivariateSimulator method) (facet.simulation.base.UnivariateRegressionSimulator method) (facet.simulation.UnivariateProbabilitySimulator method) (facet.simulation.UnivariateTargetSimulator method) (facet.simulation.UnivariateUpliftSimulator method) explain_row() (facet.explanation.base.BaseExplainer method) (facet.explanation.parallel.ParallelExplainer method) explainer (facet.explanation.parallel.ExplainerJob attribute) (facet.explanation.parallel.ExplainerQueue attribute) (facet.explanation.parallel.ParallelExplainer attribute)

explainer_factory (facet.inspection.FunctionInspector attribute) (facet.inspection.LearnerInspector attribute) (facet.inspection.shap.ShapCalculator attribute) explainer_kwargs (facet.explanation.base.ExplainerFactory attribute) ExplainerFactory (class in facet.explanation.base) ExplainerJob (class in facet.explanation.parallel) ExplainerQueue (class in facet.explanation.parallel) explains_raw_output (facet.explanation.base.ExplainerFactory property) (facet.explanation.ExactExplainerFactory property) (facet.explanation.FunctionExplainerFactory property) (facet.explanation.KernelExplainerFactory property) (facet.explanation.PermutationExplainerFactory property) (facet.explanation.TreeExplainerFactory property)

F

facet module facet.data module facet.data.partition module facet.explanation module facet.explanation.base module facet.explanation.parallel module facet.inspection module facet.inspection.base module facet.inspection.shap module facet.inspection.shap.sklearn module facet.selection module facet.selection.base module facet.simulation module facet.simulation.base module facet.simulation.viz module facet.validation module feature_association_linkage() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) feature_association_matrix() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) feature_importance() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) feature_index_ (facet.inspection.shap.ShapCalculator attribute) feature_interaction_matrix() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) feature_name (facet.simulation.UnivariateSimulationResult attribute) feature_names (facet.data.Sample property) (facet.inspection.base.ModelInspector property) (facet.inspection.FunctionInspector property) (facet.inspection.LearnerInspector property)

feature_names_in_ (facet.selection.base.CandidateEstimatorDF property) feature_names_original_ (facet.selection.base.CandidateEstimatorDF property) feature_names_out_ (facet.selection.base.CandidateEstimatorDF property) feature_redundancy_linkage() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) feature_redundancy_matrix() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) feature_synergy_linkage() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) feature_synergy_matrix() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) features (facet.data.Sample property) (facet.inspection.ShapPlotData property) finalize_drawing() (facet.simulation.viz.SimulationMatplotStyle method) (facet.simulation.viz.SimulationReportStyle method) (facet.simulation.viz.SimulationStyle method) fit() (facet.data.partition.CategoryPartitioner method) (facet.data.partition.ContinuousRangePartitioner method) (facet.data.partition.IntegerRangePartitioner method) (facet.data.partition.Partitioner method) (facet.data.partition.RangePartitioner method) (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) (facet.inspection.shap.FunctionShapCalculator method) (facet.inspection.shap.ShapCalculator method) (facet.inspection.shap.sklearn.ClassifierShapCalculator method) (facet.inspection.shap.sklearn.LearnerShapCalculator method) (facet.inspection.shap.sklearn.RegressorShapCalculator method) (facet.selection.base.CandidateEstimatorDF method) (facet.selection.LearnerSelector method) fit_transform() (facet.selection.base.CandidateEstimatorDF method) frequencies_ (facet.data.partition.CategoryPartitioner property) (facet.data.partition.ContinuousRangePartitioner property) (facet.data.partition.IntegerRangePartitioner property) (facet.data.partition.Partitioner property) (facet.data.partition.RangePartitioner property) FunctionExplainerFactory (class in facet.explanation) FunctionInspector (class in facet.inspection) FunctionShapCalculator (class in facet.inspection.shap)

G

get_default_style_name() (facet.simulation.viz.SimulationMatplotStyle class method) (facet.simulation.viz.SimulationReportStyle class method) (facet.simulation.viz.SimulationStyle class method) get_n_splits() (facet.validation.BaseBootstrapCV method) (facet.validation.BootstrapCV method) (facet.validation.StationaryBootstrapCV method) (facet.validation.StratifiedBootstrapCV method) get_name() (facet.selection.ParameterSpace method) get_named_styles() (facet.simulation.viz.SimulationDrawer class method) (facet.simulation.viz.SimulationMatplotStyle class method) (facet.simulation.viz.SimulationReportStyle class method) (facet.simulation.viz.SimulationStyle class method)

get_parameters() (facet.selection.base.BaseParameterSpace method) (facet.selection.MultiEstimatorParameterSpace method) (facet.selection.ParameterSpace method) get_params() (facet.selection.base.CandidateEstimatorDF method) get_renderer() (facet.simulation.viz.SimulationMatplotStyle method) get_style_classes() (facet.simulation.viz.SimulationDrawer class method) get_style_kwargs() (facet.simulation.viz.SimulationDrawer method)

H

histogram (facet.simulation.viz.SimulationDrawer attribute)

I

IDX_FEATURE (facet.data.Sample attribute) (facet.inspection.shap.ShapCalculator attribute) IDX_OBSERVATION (facet.data.Sample attribute) IDX_PARTITION (facet.simulation.UnivariateSimulationResult attribute) IDX_TARGET (facet.data.Sample attribute) index (facet.data.Sample property) input_names (facet.inspection.shap.FunctionShapCalculator property) (facet.inspection.shap.ShapCalculator property) (facet.inspection.shap.sklearn.ClassifierShapCalculator property) (facet.inspection.shap.sklearn.LearnerShapCalculator property) (facet.inspection.shap.sklearn.RegressorShapCalculator property) IntegerRangePartitioner (class in facet.data.partition) interactions (facet.explanation.parallel.ExplainerJob attribute) (facet.explanation.parallel.ExplainerQueue attribute) inverse_transform() (facet.selection.base.CandidateEstimatorDF method) is_categorical (facet.data.partition.CategoryPartitioner property) (facet.data.partition.ContinuousRangePartitioner property) (facet.data.partition.IntegerRangePartitioner property) (facet.data.partition.Partitioner property) (facet.data.partition.RangePartitioner property)

is_fitted (facet.data.partition.CategoryPartitioner property) (facet.data.partition.ContinuousRangePartitioner property) (facet.data.partition.IntegerRangePartitioner property) (facet.data.partition.Partitioner property) (facet.data.partition.RangePartitioner property) (facet.inspection.base.ModelInspector property) (facet.inspection.FunctionInspector property) (facet.inspection.LearnerInspector property) (facet.inspection.shap.FunctionShapCalculator property) (facet.inspection.shap.ShapCalculator property) (facet.inspection.shap.sklearn.ClassifierShapCalculator property) (facet.inspection.shap.sklearn.LearnerShapCalculator property) (facet.inspection.shap.sklearn.RegressorShapCalculator property) (facet.selection.base.CandidateEstimatorDF property) (facet.selection.LearnerSelector property)

J

jobs() (facet.explanation.parallel.ExplainerQueue method)

K

keep() (facet.data.Sample method) KernelExplainerFactory (class in facet.explanation)

kwargs (facet.explanation.parallel.ExplainerJob attribute) (facet.explanation.parallel.ExplainerQueue attribute)

L

learner (facet.inspection.LearnerInspector attribute) LearnerInspector (class in facet.inspection) LearnerSelector (class in facet.selection)

LearnerShapCalculator (class in facet.inspection.shap.sklearn) load() (facet.explanation.base.BaseExplainer class method) (facet.explanation.parallel.ParallelExplainer class method)

M

main_effects (facet.inspection.shap.FunctionShapCalculator property) (facet.inspection.shap.ShapCalculator property) (facet.inspection.shap.sklearn.ClassifierShapCalculator property) (facet.inspection.shap.sklearn.LearnerShapCalculator property) (facet.inspection.shap.sklearn.RegressorShapCalculator property) make_explainer() (facet.explanation.base.ExplainerFactory method) (facet.explanation.ExactExplainerFactory method) (facet.explanation.FunctionExplainerFactory method) (facet.explanation.KernelExplainerFactory method) (facet.explanation.PermutationExplainerFactory method) (facet.explanation.TreeExplainerFactory method) make_explainer_from_function() (facet.explanation.ExactExplainerFactory method) (facet.explanation.FunctionExplainerFactory method) (facet.explanation.KernelExplainerFactory method) (facet.explanation.PermutationExplainerFactory method) max_job_size (facet.explanation.parallel.ExplainerQueue attribute) (facet.explanation.parallel.ParallelExplainer attribute) max_partitions (facet.data.partition.CategoryPartitioner property) (facet.data.partition.ContinuousRangePartitioner property) (facet.data.partition.IntegerRangePartitioner property) (facet.data.partition.Partitioner property) (facet.data.partition.RangePartitioner property) model (facet.inspection.base.ModelInspector attribute) (facet.inspection.shap.ShapCalculator attribute) (facet.simulation.base.BaseUnivariateSimulator attribute)

ModelInspector (class in facet.inspection.base) module facet facet.data facet.data.partition facet.explanation facet.explanation.base facet.explanation.parallel facet.inspection facet.inspection.base facet.inspection.shap facet.inspection.shap.sklearn facet.selection facet.selection.base facet.simulation facet.simulation.base facet.simulation.viz facet.validation MULTI_OUTPUT_INDEX_NAME (facet.inspection.shap.ShapCalculator attribute) (facet.inspection.shap.sklearn.ClassifierShapCalculator attribute) (facet.inspection.shap.sklearn.RegressorShapCalculator attribute) MultiEstimatorParameterSpace (class in facet.selection)

N

n_features_in_ (facet.selection.base.CandidateEstimatorDF property)

n_outputs_ (facet.selection.base.CandidateEstimatorDF property) native_estimator (facet.selection.base.CandidateEstimatorDF property)

O

on_run() (facet.explanation.parallel.ExplainerQueue method) output_name (facet.simulation.UnivariateSimulationResult attribute) output_names (facet.inspection.base.ModelInspector property) (facet.inspection.FunctionInspector property) (facet.inspection.LearnerInspector property) (facet.inspection.shap.FunctionShapCalculator property) (facet.inspection.shap.ShapCalculator property) (facet.inspection.shap.sklearn.ClassifierShapCalculator property) (facet.inspection.shap.sklearn.LearnerShapCalculator property) (facet.inspection.shap.sklearn.RegressorShapCalculator property)

output_names_ (facet.selection.base.CandidateEstimatorDF property) output_unit (facet.simulation.base.BaseUnivariateSimulator property) (facet.simulation.base.UnivariateRegressionSimulator property) (facet.simulation.UnivariateProbabilitySimulator property) (facet.simulation.UnivariateSimulationResult attribute) (facet.simulation.UnivariateTargetSimulator property) (facet.simulation.UnivariateUpliftSimulator property)

P

ParallelExplainer (class in facet.explanation.parallel) PARAM_CANDIDATE (facet.selection.base.CandidateEstimatorDF attribute) PARAM_CANDIDATE_NAME (facet.selection.base.CandidateEstimatorDF attribute) parameter_space (facet.selection.LearnerSelector attribute) parameters (facet.selection.base.BaseParameterSpace property) (facet.selection.MultiEstimatorParameterSpace property) (facet.selection.ParameterSpace property) ParameterSpace (class in facet.selection) partition_bounds_ (facet.data.partition.ContinuousRangePartitioner property) (facet.data.partition.IntegerRangePartitioner property) (facet.data.partition.RangePartitioner property) partition_width_ (facet.data.partition.ContinuousRangePartitioner property) (facet.data.partition.IntegerRangePartitioner property) (facet.data.partition.RangePartitioner property)

Partitioner (class in facet.data.partition) partitioner (facet.simulation.UnivariateSimulationResult attribute) partitions_ (facet.data.partition.CategoryPartitioner property) (facet.data.partition.ContinuousRangePartitioner property) (facet.data.partition.IntegerRangePartitioner property) (facet.data.partition.Partitioner property) (facet.data.partition.RangePartitioner property) PermutationExplainerFactory (class in facet.explanation) predict() (facet.selection.base.CandidateEstimatorDF method) predict_log_proba() (facet.selection.base.CandidateEstimatorDF method) predict_proba() (facet.selection.base.CandidateEstimatorDF method) preprocess_features() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method)

R

RangePartitioner (class in facet.data.partition)

RegressorShapCalculator (class in facet.inspection.shap.sklearn) run() (facet.explanation.parallel.ExplainerJob method)

S

Sample (class in facet.data) sample (facet.simulation.base.BaseUnivariateSimulator attribute) sample_ (facet.inspection.base.ModelInspector property) (facet.inspection.FunctionInspector property) (facet.inspection.LearnerInspector property) save() (facet.explanation.base.BaseExplainer method) (facet.explanation.parallel.ParallelExplainer method) score() (facet.selection.base.CandidateEstimatorDF method) scoring (facet.selection.LearnerSelector attribute) searcher_ (facet.selection.LearnerSelector attribute) searcher_params (facet.selection.LearnerSelector attribute) searcher_type (facet.selection.LearnerSelector attribute) set_output() (facet.selection.base.CandidateEstimatorDF method) set_params() (facet.selection.base.CandidateEstimatorDF method) shap_ (facet.inspection.shap.ShapCalculator attribute) shap_calculator (facet.inspection.base.ModelInspector property) (facet.inspection.FunctionInspector property) (facet.inspection.LearnerInspector property) shap_interaction (facet.inspection.base.ModelInspector attribute) shap_interaction_values (facet.inspection.shap.FunctionShapCalculator property) (facet.inspection.shap.ShapCalculator property) (facet.inspection.shap.sklearn.ClassifierShapCalculator property) (facet.inspection.shap.sklearn.LearnerShapCalculator property) (facet.inspection.shap.sklearn.RegressorShapCalculator property) shap_interaction_values() (facet.explanation.base.BaseExplainer method) (facet.explanation.parallel.ParallelExplainer method) (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) shap_plot_data() (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) shap_values (facet.inspection.shap.FunctionShapCalculator property) (facet.inspection.shap.ShapCalculator property) (facet.inspection.shap.sklearn.ClassifierShapCalculator property) (facet.inspection.shap.sklearn.LearnerShapCalculator property) (facet.inspection.shap.sklearn.RegressorShapCalculator property) (facet.inspection.ShapPlotData property)

shap_values() (facet.explanation.base.BaseExplainer method) (facet.explanation.parallel.ParallelExplainer method) (facet.inspection.base.ModelInspector method) (facet.inspection.FunctionInspector method) (facet.inspection.LearnerInspector method) ShapCalculator (class in facet.inspection.shap) ShapPlotData (class in facet.inspection) simulate_feature() (facet.simulation.base.BaseUnivariateSimulator method) (facet.simulation.base.UnivariateRegressionSimulator method) (facet.simulation.UnivariateProbabilitySimulator method) (facet.simulation.UnivariateTargetSimulator method) (facet.simulation.UnivariateUpliftSimulator method) SimulationDrawer (class in facet.simulation.viz) SimulationMatplotStyle (class in facet.simulation.viz) SimulationReportStyle (class in facet.simulation.viz) SimulationStyle (class in facet.simulation.viz) spaces (facet.selection.MultiEstimatorParameterSpace attribute) split() (facet.validation.BaseBootstrapCV method) (facet.validation.BootstrapCV method) (facet.validation.StationaryBootstrapCV method) (facet.validation.StratifiedBootstrapCV method) start_drawing() (facet.simulation.viz.SimulationMatplotStyle method) (facet.simulation.viz.SimulationReportStyle method) (facet.simulation.viz.SimulationStyle method) StationaryBootstrapCV (class in facet.validation) StratifiedBootstrapCV (class in facet.validation) subsample() (facet.data.Sample method) summary_report() (facet.selection.LearnerSelector method) supports_interaction (facet.explanation.base.BaseExplainer property) (facet.explanation.parallel.ParallelExplainer property) supports_model_with_masker() (facet.explanation.base.BaseExplainer static method) (facet.explanation.parallel.ParallelExplainer static method) supports_shap_interaction_values (facet.explanation.base.ExplainerFactory property) (facet.explanation.ExactExplainerFactory property) (facet.explanation.FunctionExplainerFactory property) (facet.explanation.KernelExplainerFactory property) (facet.explanation.PermutationExplainerFactory property) (facet.explanation.TreeExplainerFactory property)

T

target (facet.data.Sample property) (facet.inspection.ShapPlotData property) target_name (facet.data.Sample property) to_expression() (facet.explanation.base.ExplainerFactory method) (facet.explanation.ExactExplainerFactory method) (facet.explanation.FunctionExplainerFactory method) (facet.explanation.KernelExplainerFactory method) (facet.explanation.PermutationExplainerFactory method) (facet.explanation.TreeExplainerFactory method) (facet.selection.base.BaseParameterSpace method) (facet.selection.base.CandidateEstimatorDF method) (facet.selection.MultiEstimatorParameterSpace method) (facet.selection.ParameterSpace method)

transform() (facet.selection.base.CandidateEstimatorDF method) TreeExplainerFactory (class in facet.explanation)

U

UnivariateProbabilitySimulator (class in facet.simulation) UnivariateRegressionSimulator (class in facet.simulation.base) UnivariateSimulationResult (class in facet.simulation) UnivariateTargetSimulator (class in facet.simulation) UnivariateUpliftSimulator (class in facet.simulation)

uses_background_dataset (facet.explanation.base.ExplainerFactory property) (facet.explanation.ExactExplainerFactory property) (facet.explanation.FunctionExplainerFactory property) (facet.explanation.KernelExplainerFactory property) (facet.explanation.PermutationExplainerFactory property) (facet.explanation.TreeExplainerFactory property)

V

validate_features() (facet.inspection.shap.FunctionShapCalculator method) (facet.inspection.shap.ShapCalculator method) (facet.inspection.shap.sklearn.ClassifierShapCalculator method) (facet.inspection.shap.sklearn.LearnerShapCalculator method) (facet.inspection.shap.sklearn.RegressorShapCalculator method)

W

weight (facet.data.Sample property)

weight_name (facet.data.Sample property)

X

X (facet.explanation.parallel.ExplainerJob attribute) (facet.explanation.parallel.ExplainerQueue attribute)

Y

y (facet.explanation.parallel.ExplainerJob attribute) (facet.explanation.parallel.ExplainerQueue attribute)