Index

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__init__() (mlexplainer.core.base_explainer.BaseMLExplainer method) (mlexplainer.explainers.shap.binary.BinaryMLExplainer method) (mlexplainer.explainers.shap.multilabel.MultilabelMLExplainer method) (mlexplainer.explainers.shap.wrapper.ShapWrapper method)

A

add_nans() (in module mlexplainer.visualization.target_plots)

B

BaseMLExplainer (class in mlexplainer.core.base_explainer)

BinaryMLExplainer (class in mlexplainer.explainers.shap.binary)

C

calculate() (mlexplainer.explainers.shap.wrapper.ShapWrapper method) calculate_min_max_value() (in module mlexplainer.utils.data_processing) colorize_yticklabel_shap() (in module mlexplainer.visualization.shap_plots)

correctness_features() (mlexplainer.core.base_explainer.BaseMLExplainer method) (mlexplainer.explainers.shap.binary.BinaryMLExplainer method) (mlexplainer.explainers.shap.multilabel.MultilabelMLExplainer method) creneau() (in module mlexplainer.visualization.target_plots)

E

explain() (mlexplainer.core.base_explainer.BaseMLExplainer method) (mlexplainer.explainers.shap.binary.BinaryMLExplainer method) (mlexplainer.explainers.shap.multilabel.MultilabelMLExplainer method)

F

features (mlexplainer.core.base_explainer.BaseMLExplainer attribute)

G

get_index() (in module mlexplainer.utils.data_processing) get_index_of_features() (in module mlexplainer.utils.data_processing)

global_explainer (mlexplainer.core.base_explainer.BaseMLExplainer attribute) group_values() (in module mlexplainer.utils.quantiles)

I

is_in_quantile() (in module mlexplainer.utils.quantiles)

L

local_explainer (mlexplainer.core.base_explainer.BaseMLExplainer attribute)

M

mlexplainer.core.base_explainer module mlexplainer.explainers.shap.binary module mlexplainer.explainers.shap.multilabel module mlexplainer.explainers.shap.wrapper module mlexplainer.utils.data_processing module mlexplainer.utils.quantiles module mlexplainer.visualization.shap_plots module

mlexplainer.visualization.target_plots module model (mlexplainer.core.base_explainer.BaseMLExplainer attribute) (mlexplainer.explainers.shap.wrapper.ShapWrapper attribute) model_output (mlexplainer.explainers.shap.wrapper.ShapWrapper attribute) module mlexplainer.core.base_explainer mlexplainer.explainers.shap.binary mlexplainer.explainers.shap.multilabel mlexplainer.explainers.shap.wrapper mlexplainer.utils.data_processing mlexplainer.utils.quantiles mlexplainer.visualization.shap_plots mlexplainer.visualization.target_plots MultilabelMLExplainer (class in mlexplainer.explainers.shap.multilabel)

N

nb_min_quantiles() (in module mlexplainer.utils.quantiles)

P

plot_feature_numerical_target() (in module mlexplainer.visualization.target_plots) plot_feature_target_categorical_binary() (in module mlexplainer.visualization.target_plots) plot_feature_target_categorical_multilabel() (in module mlexplainer.visualization.target_plots) plot_feature_target_numerical_binary() (in module mlexplainer.visualization.target_plots) plot_feature_target_numerical_multilabel() (in module mlexplainer.visualization.target_plots)

plot_shap_scatter() (in module mlexplainer.visualization.shap_plots) plot_shap_values_categorical_binary() (in module mlexplainer.visualization.shap_plots) plot_shap_values_categorical_multilabel() (in module mlexplainer.visualization.shap_plots) plot_shap_values_numerical_binary() (in module mlexplainer.visualization.shap_plots) plot_shap_values_numerical_multilabel() (in module mlexplainer.visualization.shap_plots)

R

reformat_y_axis() (in module mlexplainer.visualization.target_plots)

S

set_centered_ylim() (in module mlexplainer.visualization.target_plots)

shap_margin_explainer (mlexplainer.explainers.shap.wrapper.ShapWrapper attribute) ShapWrapper (class in mlexplainer.explainers.shap.wrapper)

T

target_groupby_category() (in module mlexplainer.utils.data_processing)

X

x_train (mlexplainer.core.base_explainer.BaseMLExplainer attribute)

Y

y_train (mlexplainer.core.base_explainer.BaseMLExplainer attribute)