Index

_

__repr__() (stepsel.modeling.predict.scoring_table.ScoringTableGLM method) (stepsel.modeling.predict.ScoringTableGLM method) _add1() (stepsel.modeling.stepwise_glm.StepwiseGLM method) (stepsel.modeling.StepwiseGLM method) _calculate_available_cp_params() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor static method) _check_feature_names() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor method) _collect_results() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor method) _drop1() (stepsel.modeling.stepwise_glm.StepwiseGLM method) (stepsel.modeling.StepwiseGLM method) _get_cp_params_for_best_xval_clusters() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor static method) _get_model_string() (stepsel.modeling.stepwise_glm.StepwiseGLM static method) (stepsel.modeling.StepwiseGLM static method)

_kmeans_cv_cp_paths_reduction() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor static method) _log_model_fit() (stepsel.modeling.stepwise_glm.StepwiseGLM method) (stepsel.modeling.StepwiseGLM method) _model_fit() (stepsel.modeling.stepwise_glm.StepwiseGLM method) (stepsel.modeling.StepwiseGLM method) _reconstruct_model_matrix_columns() (stepsel.modeling.predict.scoring_table.ScoringTableGLM method) (stepsel.modeling.predict.scoring_table.ScoringTableGLM static method) (stepsel.modeling.predict.ScoringTableGLM method) (stepsel.modeling.predict.ScoringTableGLM static method) _x_validation() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor method)

A

adjust_model_matrix() (in module stepsel.modeling.prep.model_matrix)

B

bin_values() (in module stepsel.binning) (in module stepsel.binning.helper) (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor method), [1]

C

criterion (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) current_model (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute)

current_model_features (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) cut_points (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) cv_folds (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute)

D

data (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute)

E

exposure (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute)

F

family (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) feature_ids (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) feature_names (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) final_model (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) fit() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor method), [1] (stepsel.modeling.stepwise_glm.StepwiseGLM method), [1] (stepsel.modeling.StepwiseGLM method), [1] fit_cycle_log_template (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor.Logging attribute) fit_log_template (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor.Logging attribute) formula (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute)

freq_weights (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) from_csv() (stepsel.modeling.predict.scoring_table.ScoringTableGLM class method) (stepsel.modeling.predict.scoring_table.ScoringTableGLM method) (stepsel.modeling.predict.ScoringTableGLM class method) (stepsel.modeling.predict.ScoringTableGLM method) from_glm_model() (stepsel.modeling.predict.scoring_table.ScoringTableGLM class method) (stepsel.modeling.predict.scoring_table.ScoringTableGLM method) (stepsel.modeling.predict.ScoringTableGLM class method) (stepsel.modeling.predict.ScoringTableGLM method) full_formula (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute)

G

get_interaction_type() (in module stepsel.modeling.prep) (in module stepsel.modeling.prep.helper) get_tree_cut_points() (in module stepsel.binning) (in module stepsel.binning.helper)

group_over_columns() (in module stepsel.tools) (in module stepsel.tools.group_over_columns)

I

include (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) interaction_categorical_categorical() (in module stepsel.modeling.prep) (in module stepsel.modeling.prep.interaction)

interaction_categorical_numerical() (in module stepsel.modeling.prep) (in module stepsel.modeling.prep.interaction) interaction_numerical_numerical() (in module stepsel.modeling.prep) (in module stepsel.modeling.prep.interaction)

K

kwargs (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute)

L

likelihood_ratio_test() (in module stepsel.stattests) (in module stepsel.stattests.likelihood_ratio_test) likelihood_ratio_test_models() (in module stepsel.stattests) (in module stepsel.stattests.likelihood_ratio_test) load_dummy_data() (in module stepsel.datasets)

load_soccer_data() (in module stepsel.datasets) Log (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) log_cycle() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor.Logging method) log_cycle_final() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor.Logging method) log_final() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor.Logging method) log_init() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor.Logging method)

M

max_cycles_of_extensive_cluster_search (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) max_depth (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) max_features (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) max_grid_length (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) max_leaf_nodes (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) min_impurity_decrease (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) min_samples_leaf (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) min_samples_split (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) min_weight_fraction_leaf (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) missing (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) model_fit_log (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) module stepsel stepsel.binning stepsel.binning.helper stepsel.binning.optimal stepsel.data stepsel.datasets stepsel.modeling stepsel.modeling.predict stepsel.modeling.predict.scoring_table stepsel.modeling.prep stepsel.modeling.prep.helper stepsel.modeling.prep.interaction stepsel.modeling.prep.model_matrix stepsel.modeling.stepwise_glm stepsel.stattests stepsel.stattests.likelihood_ratio_test stepsel.stepsel stepsel.tools stepsel.tools.group_over_columns

N

n_best_clusters_for_extensive_search (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) n_clusters (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute)

n_jobs (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) n_splits (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute)

O

offset (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute)

OptimalBinningUsingDecisionTreeRegressor (class in stepsel.binning.optimal) OptimalBinningUsingDecisionTreeRegressor.Logging (class in stepsel.binning.optimal)

P

parse_model_formula() (in module stepsel.modeling.prep) (in module stepsel.modeling.prep.helper) plot_tree() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor method) predict() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor method), [1]

predict_linear() (stepsel.modeling.predict.scoring_table.ScoringTableGLM method), [1] (stepsel.modeling.predict.ScoringTableGLM method), [1] prepare_model_matrix() (in module stepsel.modeling.prep) (in module stepsel.modeling.prep.model_matrix)

R

recognize_variable_types() (in module stepsel.modeling.prep) (in module stepsel.modeling.prep.helper) refit (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) relevel_categorical_variable() (in module stepsel.modeling.prep) (in module stepsel.modeling.prep.helper)

required_columns (stepsel.modeling.predict.scoring_table.ScoringTableGLM attribute) (stepsel.modeling.predict.ScoringTableGLM attribute) return_train_score (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute)

S

scoring (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) scoring_table (stepsel.modeling.predict.scoring_table.ScoringTableGLM attribute) (stepsel.modeling.predict.ScoringTableGLM attribute) ScoringTableGLM (class in stepsel.modeling.predict) (class in stepsel.modeling.predict.scoring_table) set_feature_names() (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor method), [1] slentry (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) slstay (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute) splitter (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) sql() (stepsel.modeling.predict.scoring_table.ScoringTableGLM method), [1] (stepsel.modeling.predict.ScoringTableGLM method), [1] stepsel module stepsel.binning module stepsel.binning.helper module stepsel.binning.optimal module stepsel.data module stepsel.datasets module stepsel.modeling module

stepsel.modeling.predict module stepsel.modeling.predict.scoring_table module stepsel.modeling.prep module stepsel.modeling.prep.helper module stepsel.modeling.prep.interaction module stepsel.modeling.prep.model_matrix module stepsel.modeling.stepwise_glm module stepsel.stattests module stepsel.stattests.likelihood_ratio_test module stepsel.stepsel module stepsel.tools module stepsel.tools.group_over_columns module StepwiseGLM (class in stepsel.modeling) (class in stepsel.modeling.stepwise_glm)

T

to_csv() (stepsel.modeling.predict.scoring_table.ScoringTableGLM method), [1] (stepsel.modeling.predict.ScoringTableGLM method), [1]

to_sql() (stepsel.modeling.predict.scoring_table.ScoringTableGLM method), [1] (stepsel.modeling.predict.ScoringTableGLM method), [1] tree_model (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute)

V

var_weights (stepsel.modeling.stepwise_glm.StepwiseGLM attribute) (stepsel.modeling.StepwiseGLM attribute)

verbose_cv (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute) verbose_flow (stepsel.binning.optimal.OptimalBinningUsingDecisionTreeRegressor attribute)