Features configuration

feature_engineering_effort

check_distribution_shift

check_distribution_shift_transformed

check_distribution_shift_drop

drop_features_distribution_shift_threshold_auc

check_leakage

drop_features_leakage_threshold_auc

leakage_max_data_size

max_features_importance

enable_wide_rules

wide_factor

orig_features_fs_report

max_rows_fs

max_orig_cols_selected

max_orig_numeric_cols_selected

max_orig_nonnumeric_cols_selected

max_orig_cols_selected_simple_factor

fs_orig_cols_selected

fs_orig_numeric_cols_selected

fs_orig_nonnumeric_cols_selected

fs_orig_cols_selected_simple_factor

predict_shuffle_inside_model

use_native_cats_for_lgbm_fs

orig_stddev_max_cols

max_relative_cardinality

max_absolute_cardinality

num_as_cat

max_int_as_cat_uniques

max_int_as_cat_uniques_if_not_benford

max_fraction_invalid_numeric

nfeatures_max

ngenes_max

ngenes_min

nfeatures_min

limit_features_by_interpretability

monotonicity_constraints_interpretability_switch

monotonicity_constraints_log_level

monotonicity_constraints_correlation_threshold

monotonicity_constraints_drop_low_correlation_features

monotonicity_constraints_dict

max_feature_interaction_depth

fixed_feature_interaction_depth

fixed_num_individuals

enable_target_encoding

cvte_cv_in_cv

cv_in_cv_overconfidence_protection

enable_lexilabel_encoding

enable_isolation_forest

enable_one_hot_encoding

binner_cardinality_limiter

enable_binning

binner_bin_method

binner_minimize_bins

binner_encoding

binner_include_original

isolation_forest_nestimators

one_hot_encoding_cardinality_threshold

one_hot_encoding_cardinality_threshold_default_use

text_as_categorical_cardinality_threshold

numeric_as_categorical_cardinality_threshold

numeric_as_ohe_categorical_cardinality_threshold

drop_redundant_columns_limit

drop_constant_columns

detect_duplicate_rows

drop_duplicate_rows

detect_duplicate_rows_max_rows_x_cols

drop_id_columns

no_drop_features

cols_to_drop

cols_to_group_by

sample_cols_to_group_by

agg_funcs_for_group_by

folds_for_group_by

cols_to_force_in

cols_to_force_in_sanitized

mutation_mode

detect_features_leakage_threshold_auc

detect_features_per_feature_leakage_threshold_auc

interaction_finder_gini_rel_improvement_threshold

interaction_finder_return_limit

varimp_threshold_at_interpretability_10

allow_stabilize_varimp_for_ts

stabilize_varimp

stabilize_fs

features_allowed_by_interpretability

nfeatures_max_threshold

feature_cost_mean_interp_for_penalty

features_cost_per_interp

varimp_threshold_shift_report

apply_featuregene_limits_after_tuning

remove_scored_0gain_genes_in_postprocessing_above_interpretability

remove_scored_0gain_genes_in_postprocessing_above_interpretability_final_population

remove_scored_by_threshold_genes_in_postprocessing_above_interpretability_final_population

dump_varimp_every_scored_indiv

dump_trans_timings

unsupervised_aggregator_n_exemplars

unsupervised_clustering_min_clusters

unsupervised_clustering_max_clusters

compute_correlation