Index

_

__call__() (palma.base.splitting_strategy.ValidationStrategy method) (palma.components.base.ModelComponent method) (palma.components.base.ProjectComponent method) (palma.components.checker.ValidationStrategyChecker method) (palma.components.dashboard.ExplainerDashboard method) (palma.components.data_checker.DeepCheck method) (palma.components.data_checker.Leakage method) (palma.components.data_profiler.ProfilerYData method) (palma.components.DeepCheck method) (palma.components.ExplainerDashboard method) (palma.components.Leakage method) (palma.components.performance.Analyser method) (palma.components.performance.PermutationFeatureImportance method) (palma.components.performance.ShapAnalysis method) (palma.components.PermutationFeatureImportance method) (palma.components.ProfilerYData method) (palma.components.ShapAnalysis method) __call_components() (palma.base.project.Project method) (palma.Project method) __change_features_name_to_string() (palma.components.performance.ShapAnalysis method) (palma.components.ShapAnalysis method) __component_list (palma.base.project.Project attribute) (palma.Project attribute) __components (palma.base.model.ModelEvaluation attribute) (palma.base.project.Project attribute) (palma.ModelEvaluation attribute) (palma.Project attribute) __compute_predictions() (palma.base.model.ModelEvaluation method) (palma.ModelEvaluation method) __correct_nested() (palma.base.splitting_strategy.ValidationStrategy method) __create_directories() (palma.components.FileSystemLogger method) (palma.components.logger.FileSystemLogger method) __date (palma.base.model.ModelEvaluation attribute) (palma.base.model_selection.ModelSelector attribute) (palma.base.project.Project attribute) (palma.ModelEvaluation attribute) (palma.ModelSelector attribute) (palma.Project attribute) __engine_parameters (palma.base.engine.BaseOptimizer attribute) __estimator (palma.base.model.ModelEvaluation attribute) (palma.ModelEvaluation attribute) __fitOK (palma.preprocessing.na_encoder.NA_encoder attribute) __fpr_sampling__ (in module palma.components.performance) __generate_datasets() (palma.components.data_checker.DeepCheck method) (palma.components.DeepCheck method) __generate_suite() (palma.components.data_checker.DeepCheck static method) (palma.components.DeepCheck static method) __get_corr() (palma.preprocessing.pca.PCA method) __get_fit_estimators() (palma.base.model.ModelEvaluation method) (palma.ModelEvaluation method) __get_metrics_helper() (palma.components.performance.Analyser method) __groups (palma.base.splitting_strategy.ValidationStrategy attribute) __imp (palma.preprocessing.na_encoder.NA_encoder attribute)

__interpolate_roc() (palma.components.performance.ScoringAnalysis method) (palma.components.ScoringAnalysis method) __is_started (palma.base.project.Project attribute) (palma.Project attribute) __Lcat (palma.preprocessing.na_encoder.NA_encoder attribute) __Lnum (palma.preprocessing.na_encoder.NA_encoder attribute) __logger (palma.components.logger._Logger attribute) __metrics (palma.components.performance.Analyser attribute) __mode (palma.preprocessing.na_encoder.NA_encoder attribute) __model_id (palma.base.model.ModelEvaluation attribute) (palma.ModelEvaluation attribute) __nb_comp (palma.preprocessing.pca.PCA attribute) __on (palma.components.performance.Analyser attribute) __parameters (palma.base.model_selection.ModelSelector attribute) (palma.ModelSelector attribute) __problem (palma.base.project.Project attribute) (palma.Project attribute) __project_name (palma.base.project.Project attribute) (palma.Project attribute) __run_id (palma.base.model_selection.ModelSelector attribute) (palma.ModelSelector attribute) __select_explainer() (palma.components.performance.ShapAnalysis method) (palma.components.ShapAnalysis method) __set__() (palma.components.logger._Logger method) __splitter (palma.base.splitting_strategy.ValidationStrategy attribute) __str__() (palma.base.splitting_strategy.ValidationStrategy method) (palma.components.base.Component method) (palma.components.Component method) __study_name (palma.base.project.Project attribute) (palma.Project attribute) __uri (palma.components.logger.Logger attribute) _add() (palma.components.performance.Analyser method) _bool_to_index() (in module palma.base.splitting_strategy) _check_arrays() (palma.utils.checker.ProjectPlanChecker method) _check_project_problem() (palma.utils.checker.ProjectPlanChecker method) _CLASSIFICATION_METRICS (in module palma.utils.checker) _clone() (in module palma.utils.utils) _compute_metric() (palma.components.performance.Analyser method) _compute_shap_values() (palma.components.performance.ShapAnalysis method) (palma.components.ShapAnalysis method) _get_and_check_var_importance() (in module palma.utils.utils) _get_dashboard() (palma.components.dashboard.ExplainerDashboard method) (palma.components.ExplainerDashboard method) _get_explainer() (palma.components.dashboard.ExplainerDashboard method) (palma.components.ExplainerDashboard method) _get_processing_pipeline() (in module palma.utils.utils) _hidden_metrics (palma.components.performance.Analyser attribute) _index_to_bool() (in module palma.base.splitting_strategy) _Logger (class in palma.components.logger) _logger (in module palma.components.logger) _prepare_dataset() (palma.components.dashboard.ExplainerDashboard method) (palma.components.ExplainerDashboard method) _REGRESSION_METRICS (in module palma.utils.checker)

A

add() (palma.base.model.ModelEvaluation method), [1] (palma.base.project.Project method), [1] (palma.ModelEvaluation method) (palma.Project method)

allow_splitter (palma.base.engine.BaseOptimizer property), [1] (palma.base.engine.FlamlOptimizer property), [1] allowing_splitter() (palma.base.engine.BaseOptimizer method), [1] Analyser (class in palma.components.performance), [1] AverageEstimator (class in palma.utils.utils), [1]

B

BaseOptimizer (class in palma.base.engine), [1]

C

categorical_strategy (palma.preprocessing.na_encoder.NA_encoder attribute) check_no_leakage_in_test() (palma.components.checker.ValidationStrategyChecker static method) check_no_leakage_in_validation() (palma.components.checker.ValidationStrategyChecker static method) check_splitting_strategy() (in module palma.utils.utils), [1] check_started() (in module palma.utils.utils), [1] color (palma.components.performance.PermutationFeatureImportance attribute) (palma.components.PermutationFeatureImportance attribute) Component (class in palma.components) (class in palma.components.base), [1] component_names (palma.preprocessing.pca.PCA attribute) components (palma.base.model.ModelEvaluation property), [1] (palma.base.project.Project property), [1] (palma.ModelEvaluation property) (palma.Project property)

compute_interaction (palma.components.performance.ShapAnalysis attribute) (palma.components.ShapAnalysis attribute) compute_metrics() (palma.components.performance.Analyser method), [1] compute_predictions_errors() (palma.components.performance.RegressionAnalysis method), [1] (palma.components.RegressionAnalysis method) compute_threshold() (palma.components.performance.ScoringAnalysis method), [1] (palma.components.ScoringAnalysis method) config (palma.components.data_profiler.ProfilerYData attribute) (palma.components.ProfilerYData attribute) confusion_matrix() (palma.components.performance.ScoringAnalysis method), [1] (palma.components.ScoringAnalysis method) cross_validation_leakage() (palma.components.data_checker.Leakage method) (palma.components.Leakage method)

D

data_train (palma.preprocessing.pca.PCA attribute) date (palma.base.project.Project property), [1] (palma.Project property)

DeepCheck (class in palma.components) (class in palma.components.data_checker) default_config_path (in module palma.components.dashboard) DummyLogger (class in palma.components.logger), [1]

E

eigen_values (palma.preprocessing.pca.PCA attribute) engine_parameters (palma.base.engine.BaseOptimizer property), [1] estimator_ (palma.base.engine.BaseOptimizer property), [1] (palma.base.engine.FlamlOptimizer property), [1] estimator_list (palma.utils.utils.AverageEstimator attribute)

estimator_name (palma.base.model.ModelEvaluation attribute) (palma.ModelEvaluation attribute) explained_variance (palma.preprocessing.pca.PCA attribute) ExplainerDashboard (class in palma.components) (class in palma.components.dashboard), [1]

F

file_system_logger (palma.components.logger.MLFlowLogger attribute) (palma.components.MLFlowLogger attribute) FileSystemLogger (class in palma.components) (class in palma.components.logger), [1]

fit() (palma.base.model.ModelEvaluation method), [1] (palma.ModelEvaluation method) (palma.preprocessing.na_encoder.NA_encoder method) fit_transform() (palma.preprocessing.na_encoder.NA_encoder method) FlamlOptimizer (class in palma.base.engine), [1]

G

get_correlation() (palma.preprocessing.pca.PCA method) get_estimator_name() (in module palma.utils.utils), [1] get_hash() (in module palma.utils.utils), [1] get_individual_contributions() (palma.preprocessing.pca.PCA method) get_params() (palma.preprocessing.na_encoder.NA_encoder method)

get_random_name() (in module palma.utils.names), [1] get_splitting_matrix() (in module palma.utils.utils), [1] get_test_metrics() (palma.components.performance.Analyser method), [1] get_train_metrics() (palma.components.performance.Analyser method), [1] get_variables_contributions() (palma.preprocessing.pca.PCA method) groups (palma.base.splitting_strategy.ValidationStrategy property), [1]

H

hash_dataframe() (in module palma.utils.utils), [1]

I

id (palma.base.model.ModelEvaluation property), [1] (palma.base.splitting_strategy.ValidationStrategy property), [1] (palma.ModelEvaluation property) index (palma.preprocessing.pca.PCA attribute)

indexes_train_test (palma.base.splitting_strategy.ValidationStrategy property), [1] indexes_val (palma.base.splitting_strategy.ValidationStrategy property), [1] interpolate_roc() (in module palma.utils.utils), [1] is_started (palma.base.project.Project property), [1] (palma.Project property)

L

Leakage (class in palma.components) (class in palma.components.data_checker) LEFT_NAMES (in module palma.utils.names) load_credit_approval() (in module palma.datasets) log_artifact() (palma.components.FileSystemLogger method) (palma.components.logger.DummyLogger method), [1] (palma.components.logger.FileSystemLogger method), [1] (palma.components.logger.Logger method), [1] (palma.components.logger.MLFlowLogger method), [1] (palma.components.MLFlowLogger method) log_metrics() (palma.components.FileSystemLogger method) (palma.components.logger.DummyLogger method), [1] (palma.components.logger.FileSystemLogger method), [1] (palma.components.logger.Logger method), [1] (palma.components.logger.MLFlowLogger method), [1] (palma.components.MLFlowLogger method)

log_params() (palma.components.FileSystemLogger method) (palma.components.logger.DummyLogger method), [1] (palma.components.logger.FileSystemLogger method), [1] (palma.components.logger.Logger method), [1] (palma.components.logger.MLFlowLogger method), [1] (palma.components.MLFlowLogger method) log_project() (palma.components.FileSystemLogger method) (palma.components.logger.DummyLogger method), [1] (palma.components.logger.FileSystemLogger method), [1] (palma.components.logger.Logger method), [1] (palma.components.logger.MLFlowLogger method), [1] (palma.components.MLFlowLogger method) Logger (class in palma.components.logger), [1] logger (in module palma) (in module palma.components.logger) (palma.components.logger._Logger property)

M

max_samples (palma.components.performance.PermutationFeatureImportance attribute) (palma.components.PermutationFeatureImportance attribute) metrics (palma.base.model.ModelEvaluation attribute) (palma.components.data_checker.Leakage property) (palma.components.Leakage property) (palma.components.performance.Analyser property), [1] (palma.ModelEvaluation attribute) mlflow (in module palma.components.logger) MLFlowLogger (class in palma.components) (class in palma.components.logger), [1] ModelComponent (class in palma.components.base), [1] ModelEvaluation (class in palma) (class in palma.base.model), [1] ModelSelector (class in palma) (class in palma.base.model_selection), [1] module palma palma.base, [1] palma.base.engine, [1] palma.base.model, [1] palma.base.model_selection, [1] palma.base.project, [1] palma.base.splitting_strategy, [1] palma.components palma.components.base, [1] palma.components.checker palma.components.dashboard, [1] palma.components.data_checker palma.components.data_profiler, [1] palma.components.logger, [1] palma.components.performance, [1] palma.datasets palma.preprocessing palma.preprocessing.na_encoder palma.preprocessing.pca palma.utils, [1] palma.utils.checker palma.utils.names, [1] palma.utils.plotting, [1] palma.utils.utils, [1]

N

n (palma.preprocessing.pca.PCA attribute) (palma.utils.utils.AverageEstimator attribute) n_job (palma.components.performance.PermutationFeatureImportance attribute) (palma.components.PermutationFeatureImportance attribute) n_repeat (palma.components.performance.PermutationFeatureImportance attribute) (palma.components.PermutationFeatureImportance attribute) n_sample (palma.components.dashboard.ExplainerDashboard attribute) (palma.components.ExplainerDashboard attribute)

n_shap (palma.components.performance.ShapAnalysis attribute) (palma.components.ShapAnalysis attribute) NA_encoder (class in palma.preprocessing.na_encoder) name (palma.components.data_checker.DeepCheck attribute) (palma.components.DeepCheck attribute) nb_component (palma.preprocessing.pca.PCA property) numerical_strategy (palma.preprocessing.na_encoder.NA_encoder attribute)

O

optimize() (palma.base.engine.BaseOptimizer method), [1] (palma.base.engine.FlamlOptimizer method), [1]

optimizer (palma.base.engine.BaseOptimizer property), [1] (palma.base.engine.FlamlOptimizer property), [1]

P

p (palma.preprocessing.pca.PCA attribute) palma module palma.base module, [1] palma.base.engine module, [1] palma.base.model module, [1] palma.base.model_selection module, [1] palma.base.project module, [1] palma.base.splitting_strategy module, [1] palma.components module palma.components.base module, [1] palma.components.checker module palma.components.dashboard module, [1] palma.components.data_checker module palma.components.data_profiler module, [1] palma.components.logger module, [1] palma.components.performance module, [1] palma.datasets module palma.preprocessing module palma.preprocessing.na_encoder module palma.preprocessing.pca module palma.utils module, [1] palma.utils.checker module palma.utils.names module, [1] palma.utils.plotting module, [1] palma.utils.utils module, [1]

path_project (palma.components.FileSystemLogger attribute) (palma.components.logger.FileSystemLogger attribute) path_study (palma.components.FileSystemLogger attribute) (palma.components.logger.FileSystemLogger attribute) PCA (class in palma.preprocessing.pca) pca (palma.preprocessing.pca.PCA attribute) PermutationFeatureImportance (class in palma.components) (class in palma.components.performance), [1] plot_circle_corr() (palma.preprocessing.pca.PCA method) plot_correlation() (in module palma.utils.plotting), [1] plot_correlation_matrix() (palma.preprocessing.pca.PCA method) plot_cumulated_variance() (palma.preprocessing.pca.PCA method) plot_eigen_values() (palma.preprocessing.pca.PCA method) plot_errors_pairgrid() (palma.components.performance.RegressionAnalysis method), [1] (palma.components.RegressionAnalysis method) plot_factorial_plan() (palma.preprocessing.pca.PCA method) plot_permutation_feature_importance() (palma.components.performance.PermutationFeatureImportance method), [1] (palma.components.PermutationFeatureImportance method) plot_prediction_versus_real() (palma.components.performance.RegressionAnalysis method), [1] (palma.components.RegressionAnalysis method) plot_roc_curve() (palma.components.performance.ScoringAnalysis method), [1] (palma.components.ScoringAnalysis method) plot_shap_decision_plot() (palma.components.performance.ShapAnalysis method), [1] (palma.components.ShapAnalysis method) plot_shap_interaction() (palma.components.performance.ShapAnalysis method), [1] (palma.components.ShapAnalysis method) plot_shap_summary_plot() (palma.components.performance.ShapAnalysis method), [1] (palma.components.ShapAnalysis method) plot_splitting_strategy() (in module palma.utils.plotting), [1] plot_threshold() (palma.components.performance.ScoringAnalysis method), [1] (palma.components.ScoringAnalysis method) plot_var_cp() (palma.preprocessing.pca.PCA method) plot_variable_importance() (in module palma.utils.plotting), [1] (palma.components.performance.Analyser method), [1] plot_variance_bar() (palma.preprocessing.pca.PCA method) predict() (palma.utils.utils.AverageEstimator method), [1] predict_proba() (palma.utils.utils.AverageEstimator method), [1] problem (palma.base.project.Project property), [1] (palma.Project property) ProfileReport (in module palma.components.data_profiler) ProfilerYData (class in palma.components) (class in palma.components.data_profiler), [1] Project (class in palma) (class in palma.base.project), [1] project_id (palma.base.project.Project property), [1] (palma.Project property) project_name (palma.base.project.Project property), [1] (palma.Project property) ProjectComponent (class in palma.components.base), [1] ProjectPlanChecker (class in palma.utils.checker)

R

raise_on_fail (palma.components.data_checker.DeepCheck attribute) (palma.components.DeepCheck attribute) random_state (palma.components.performance.PermutationFeatureImportance attribute) (palma.components.PermutationFeatureImportance attribute) RegressionAnalysis (class in palma.components) (class in palma.components.performance), [1]

RIGHT_NAMES (in module palma.utils.names) roc_plot_base() (in module palma.utils.plotting), [1] roc_plot_bundle() (in module palma.utils.plotting), [1] run_checks() (palma.utils.checker.ProjectPlanChecker method) run_id (palma.base.model_selection.ModelSelector property), [1] (palma.ModelSelector property)

S

sc (palma.preprocessing.pca.PCA attribute) scaled_data (palma.preprocessing.pca.PCA attribute) scoring (palma.components.performance.PermutationFeatureImportance attribute) (palma.components.PermutationFeatureImportance attribute) ScoringAnalysis (class in palma.components) (class in palma.components.performance), [1] set_logger (in module palma) (in module palma.components.logger) set_logger() (in module palma.components.logger) set_nb_components() (palma.preprocessing.pca.PCA method)

set_params() (palma.preprocessing.na_encoder.NA_encoder method) ShapAnalysis (class in palma.components) (class in palma.components.performance), [1] splitter (palma.base.splitting_strategy.ValidationStrategy property), [1] start() (palma.base.model_selection.ModelSelector method), [1] (palma.base.project.Project method), [1] (palma.ModelSelector method) (palma.Project method) study_name (palma.base.project.Project property), [1] (palma.Project property)

T

test_index (palma.base.splitting_strategy.ValidationStrategy property), [1] threshold (palma.components.performance.ScoringAnalysis property), [1] (palma.components.ScoringAnalysis property) train_index (palma.base.splitting_strategy.ValidationStrategy property), [1] train_test_checks_suite (palma.components.data_checker.DeepCheck attribute) (palma.components.DeepCheck attribute)

transform() (palma.preprocessing.na_encoder.NA_encoder method) (palma.preprocessing.pca.PCA method) transformer_ (palma.base.engine.BaseOptimizer property), [1] (palma.base.engine.FlamlOptimizer property), [1]

U

unfit_estimator (palma.base.model.ModelEvaluation property), [1] (palma.ModelEvaluation property) update_config() (palma.components.dashboard.ExplainerDashboard method), [1] (palma.components.ExplainerDashboard method)

uri (palma.components.logger._Logger property) (palma.components.logger.Logger property), [1]

V

validation_strategy (palma.base.project.Project property), [1] (palma.Project property)

ValidationStrategy (class in palma.base.splitting_strategy), [1] ValidationStrategyChecker (class in palma.components.checker) variable_importance() (palma.components.performance.Analyser method), [1]

W

whole_dataset_checks_suite (palma.components.data_checker.DeepCheck attribute) (palma.components.DeepCheck attribute)

X

X (in module palma.preprocessing.pca) (palma.base.project.Project property), [1] (palma.Project property)

Y

y (palma.base.project.Project property), [1] (palma.Project property)