Index

A

action_fake_cost() (in module humancompatible.explain.glance.iterative_merges.iterative_merges), [1] actions_cumulative_eff_cost() (in module humancompatible.explain.glance.iterative_merges.iterative_merges), [1] actions_mean_pandas() (in module humancompatible.explain.glance.utils.action), [1] add_child() (humancompatible.explain.glance.counterfactual_tree.node.Node method) aff_intersection_version_2() (in module humancompatible.explain.facts.misc)

affected_unaffected_split() (in module humancompatible.explain.facts.misc) allowed_changes() (humancompatible.explain.lice.data.DataHandler.DataHandler method) apply_action_numpy() (in module humancompatible.explain.glance.utils.action), [1] apply_action_pandas() (in module humancompatible.explain.glance.utils.action), [1] apply_actions_pandas_rows() (in module humancompatible.explain.glance.utils.action), [1]

B

bias_scan() (humancompatible.explain.facts.__init__.FACTS method)

binarize_adj_matrix() (in module humancompatible.explain.fcx.scripts.causal_modules) BlackBox (class in humancompatible.explain.fcx.scripts.blackboxmodel)

C

C_GLANCE (class in humancompatible.explain.glance.iterative_merges.iterative_merges), [1] calc_costs() (in module humancompatible.explain.facts.misc) calculate_all_if_subgroup_costs() (in module humancompatible.explain.facts.metrics) calculate_correctnesses() (in module humancompatible.explain.facts.misc) calculate_if_subgroup_costs() (in module humancompatible.explain.facts.metrics) causal_inc (humancompatible.explain.lice.data.DataHandler.DataHandler property) causal_regularization_enhanced() (in module humancompatible.explain.fcx.scripts.causal_modules) causal_score_age_constraint() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] causal_score_age_constraint_lof() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] causal_score_age_ed_constraint() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] causal_score_age_ed_constraint_lof() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] centroid_numpy() (in module humancompatible.explain.glance.utils.centroid), [1] centroid_pandas() (in module humancompatible.explain.glance.utils.centroid), [1]

cluster_results() (in module humancompatible.explain.glance.iterative_merges.iterative_merges), [1] compute_elbo() (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE method), [1] compute_eval_metrics_adult() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] compute_ll() (humancompatible.explain.lice.spn.SPN.SPN method) compute_loss() (in module humancompatible.explain.fcx.FCX_binary_generation_adult) (in module humancompatible.explain.fcx.FCX_unary_generation_adult) compute_max_approx() (humancompatible.explain.lice.spn.SPN.SPN method) contains() (humancompatible.explain.facts.predicate.Predicate method) cum_corr_costs() (in module humancompatible.explain.facts.misc) cum_corr_costs_all() (in module humancompatible.explain.facts.misc) cum_corr_costs_all_minimal() (in module humancompatible.explain.facts.misc) cumulative() (in module humancompatible.explain.glance.iterative_merges.iterative_merges), [1] cumulative_leaf_actions() (humancompatible.explain.glance.counterfactual_tree.counterfactual_tree.T_GLANCE method), [1]

D

data_size (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1] DataHandler (class in humancompatible.explain.lice.data.DataHandler) de_normalise() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] de_scale() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] decode() (humancompatible.explain.lice.data.DataHandler.DataHandler method) decode_y() (humancompatible.explain.lice.data.DataHandler.DataHandler method)

decoder() (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE method), [1] decoder_mean (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1] default_change() (in module humancompatible.explain.facts.parameters) delete_fair_rules() (in module humancompatible.explain.facts.rule_filters) DiceMethod (class in humancompatible.explain.glance.local_cfs.dice_method), [1] display_igraph_jupyter() (humancompatible.explain.glance.counterfactual_tree.node.Node method) drop_two_above() (in module humancompatible.explain.facts.predicate)

E

encode() (humancompatible.explain.lice.data.DataHandler.DataHandler method) encode_all() (humancompatible.explain.lice.data.DataHandler.DataHandler method) encode_y() (humancompatible.explain.lice.data.DataHandler.DataHandler method) encoded_categorical_feature_indexes (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1] encoded_continuous_feature_indexes (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1] encoded_size (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1] encoded_start_cat (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1] encoder() (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE method), [1] encoder_mean (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1] encoder_var (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1]

encoding_width() (humancompatible.explain.lice.data.DataHandler.DataHandler method) ensure_dag() (in module humancompatible.explain.fcx.scripts.causal_modules) evaluate_adult() (in module humancompatible.explain.fcx.evaluate_binary_adult) (in module humancompatible.explain.fcx.evaluate_unary_adult) explain() (humancompatible.explain.glance.local_cfs.random_sampling.RandomSampling method), [1] explain_group() (humancompatible.explain.glance.iterative_merges.iterative_merges.C_GLANCE method), [1] explain_instances() (humancompatible.explain.glance.local_cfs.dice_method.DiceMethod method), [1] (humancompatible.explain.glance.local_cfs.nearest_neighbor.NearestNeighborMethod method), [1] (humancompatible.explain.glance.local_cfs.random_sampling.RandomSampling method), [1] extract_actions_pandas() (in module humancompatible.explain.glance.utils.action), [1]

F

FACTS (class in humancompatible.explain.facts.__init__) FACTS_bias_scan() (in module humancompatible.explain.facts.__init__) FCX_VAE (class in humancompatible.explain.fcx.scripts.fcx_vae_model), [1] feature_change_builder() (in module humancompatible.explain.facts.parameters) feature_names (humancompatible.explain.lice.data.DataHandler.DataHandler property) featureChangePred() (in module humancompatible.explain.facts.predicate) featureChanges (humancompatible.explain.facts.parameters.ParameterProxy attribute) features (humancompatible.explain.facts.predicate.Predicate attribute) (humancompatible.explain.lice.data.DataHandler.DataHandler property) filter_contained_rules_keep_max_bias() (in module humancompatible.explain.facts.rule_filters) filter_contained_rules_simple() (in module humancompatible.explain.facts.rule_filters) fit() (humancompatible.explain.facts.__init__.FACTS method) (humancompatible.explain.glance.clustering.kmeans.KMeansMethod method), [1] (humancompatible.explain.glance.counterfactual_tree.counterfactual_tree.T_GLANCE method), [1] (humancompatible.explain.glance.iterative_merges.iterative_merges.C_GLANCE method), [1] (humancompatible.explain.glance.local_cfs.dice_method.DiceMethod method), [1] (humancompatible.explain.glance.local_cfs.nearest_neighbor.NearestNeighborMethod method), [1] (humancompatible.explain.glance.local_cfs.random_sampling.RandomSampling method), [1]

format_glance_output() (in module humancompatible.explain.glance.iterative_merges.iterative_merges), [1] forward() (humancompatible.explain.fcx.LOFLoss.LOFLoss method), [1] (humancompatible.explain.fcx.scripts.blackboxmodel.BlackBox method) (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE method), [1] fpgrowth_out_to_predicate_list() (in module humancompatible.explain.facts.frequent_itemsets) freqitemsets_with_supports() (in module humancompatible.explain.facts.misc) from_dict() (humancompatible.explain.facts.predicate.Predicate static method)

G

generate_cluster_centroid_explanations() (in module humancompatible.explain.glance.iterative_merges.phase2) generate_counterfactual() (humancompatible.explain.lice.lice.LiCE.LiCE method)

get_breaks_densities() (humancompatible.explain.lice.spn.SPN.Node method) global_actions() (humancompatible.explain.glance.iterative_merges.iterative_merges.C_GLANCE method), [1] greater_than (humancompatible.explain.lice.data.DataHandler.DataHandler property)

H

humancompatible.explain.facts.__init__ module humancompatible.explain.facts.frequent_itemsets module humancompatible.explain.facts.metrics module humancompatible.explain.facts.misc module humancompatible.explain.facts.optimization module humancompatible.explain.facts.parameters module humancompatible.explain.facts.predicate module humancompatible.explain.facts.rule_filters module humancompatible.explain.facts.utils module humancompatible.explain.fcx.evaluate_binary_adult module humancompatible.explain.fcx.evaluate_unary_adult module humancompatible.explain.fcx.FCX_binary_generation_adult module humancompatible.explain.fcx.FCX_unary_generation_adult module humancompatible.explain.fcx.LOFLoss module, [1] humancompatible.explain.fcx.scripts.blackboxmodel module humancompatible.explain.fcx.scripts.causal_modules module humancompatible.explain.fcx.scripts.datagen_func module, [1] humancompatible.explain.fcx.scripts.evaluation_functions_adult module, [1] humancompatible.explain.fcx.scripts.fcx_vae_model module, [1]

humancompatible.explain.glance.clustering module humancompatible.explain.glance.clustering.kmeans module, [1] humancompatible.explain.glance.counterfactual_tree module humancompatible.explain.glance.counterfactual_tree.counterfactual_tree module, [1] humancompatible.explain.glance.counterfactual_tree.node module humancompatible.explain.glance.iterative_merges module humancompatible.explain.glance.iterative_merges.iterative_merges module, [1] humancompatible.explain.glance.iterative_merges.phase2 module humancompatible.explain.glance.local_cfs module humancompatible.explain.glance.local_cfs.dice_method module, [1] humancompatible.explain.glance.local_cfs.nearest_neighbor module, [1] humancompatible.explain.glance.local_cfs.random_sampling module, [1] humancompatible.explain.glance.utils module humancompatible.explain.glance.utils.action module, [1] humancompatible.explain.glance.utils.centroid module, [1] humancompatible.explain.glance.utils.metadata_requests module, [1] humancompatible.explain.lice.data.DataHandler module humancompatible.explain.lice.lice.LiCE module humancompatible.explain.lice.spn.SPN module

I

if_group_average_recourse_cost_conditional() (in module humancompatible.explain.facts.metrics) if_group_cost_max_correctness_cost_budget() (in module humancompatible.explain.facts.metrics) if_group_cost_min_change_correctness_threshold() (in module humancompatible.explain.facts.metrics) if_group_cost_recoursescount_correctness_threshold() (in module humancompatible.explain.facts.metrics)

if_group_maximum_correctness() (in module humancompatible.explain.facts.metrics) immutables (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE attribute), [1] incorrectRecoursesIfThen() (in module humancompatible.explain.facts.metrics) input_scale() (humancompatible.explain.lice.spn.SPN.SPN method)

K

keep_only_minimum_change() (in module humancompatible.explain.facts.rule_filters)

keep_rules_until_correctness_threshold_reached() (in module humancompatible.explain.facts.rule_filters) KMeansMethod (class in humancompatible.explain.glance.clustering.kmeans), [1]

L

LEAF (humancompatible.explain.lice.spn.SPN.NodeType attribute) LEAF_BINARY (humancompatible.explain.lice.spn.SPN.NodeType attribute) LEAF_CATEGORICAL (humancompatible.explain.lice.spn.SPN.NodeType attribute) LiCE (class in humancompatible.explain.lice.lice.LiCE) load_model() (in module humancompatible.explain.facts.utils)

load_object() (in module humancompatible.explain.facts.utils) load_rules_by_if() (in module humancompatible.explain.facts.utils) load_state() (in module humancompatible.explain.facts.utils) load_test_data_used() (in module humancompatible.explain.facts.utils) lof_score_func() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] LOFLoss (class in humancompatible.explain.fcx.LOFLoss), [1]

M

make_default_featureChanges() (in module humancompatible.explain.facts.parameters) max_intergroup_cost_diff() (in module humancompatible.explain.facts.metrics) min_density (humancompatible.explain.lice.spn.SPN.SPN property) MIO_EPS (humancompatible.explain.lice.lice.LiCE.LiCE attribute) model (humancompatible.explain.lice.lice.LiCE.LiCE property) module humancompatible.explain.facts.__init__ humancompatible.explain.facts.frequent_itemsets humancompatible.explain.facts.metrics humancompatible.explain.facts.misc humancompatible.explain.facts.optimization humancompatible.explain.facts.parameters humancompatible.explain.facts.predicate humancompatible.explain.facts.rule_filters humancompatible.explain.facts.utils humancompatible.explain.fcx.evaluate_binary_adult humancompatible.explain.fcx.evaluate_unary_adult humancompatible.explain.fcx.FCX_binary_generation_adult humancompatible.explain.fcx.FCX_unary_generation_adult humancompatible.explain.fcx.LOFLoss, [1] humancompatible.explain.fcx.scripts.blackboxmodel humancompatible.explain.fcx.scripts.causal_modules humancompatible.explain.fcx.scripts.datagen_func, [1] humancompatible.explain.fcx.scripts.evaluation_functions_adult, [1] humancompatible.explain.fcx.scripts.fcx_vae_model, [1] humancompatible.explain.glance.clustering humancompatible.explain.glance.clustering.kmeans, [1] humancompatible.explain.glance.counterfactual_tree humancompatible.explain.glance.counterfactual_tree.counterfactual_tree, [1] humancompatible.explain.glance.counterfactual_tree.node humancompatible.explain.glance.iterative_merges humancompatible.explain.glance.iterative_merges.iterative_merges, [1] humancompatible.explain.glance.iterative_merges.phase2 humancompatible.explain.glance.local_cfs humancompatible.explain.glance.local_cfs.dice_method, [1] humancompatible.explain.glance.local_cfs.nearest_neighbor, [1] humancompatible.explain.glance.local_cfs.random_sampling, [1] humancompatible.explain.glance.utils humancompatible.explain.glance.utils.action, [1] humancompatible.explain.glance.utils.centroid, [1] humancompatible.explain.glance.utils.metadata_requests, [1] humancompatible.explain.lice.data.DataHandler humancompatible.explain.lice.lice.LiCE humancompatible.explain.lice.spn.SPN

N

n_features (humancompatible.explain.lice.data.DataHandler.DataHandler property) naive_feature_change_builder() (in module humancompatible.explain.facts.parameters) NearestNeighborMethod (class in humancompatible.explain.glance.local_cfs.nearest_neighbor), [1] Node (class in humancompatible.explain.glance.counterfactual_tree.node) (class in humancompatible.explain.lice.spn.SPN)

nodes (humancompatible.explain.lice.spn.SPN.SPN property) NodeType (class in humancompatible.explain.lice.spn.SPN) normal_likelihood() (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE method), [1]

O

out_node_id (humancompatible.explain.lice.spn.SPN.SPN property)

P

pairwise_distances() (humancompatible.explain.fcx.LOFLoss.LOFLoss method), [1] ParameterProxy (class in humancompatible.explain.facts.parameters) partition_group() (humancompatible.explain.glance.counterfactual_tree.counterfactual_tree.T_GLANCE method), [1] Predicate (class in humancompatible.explain.facts.predicate) predict() (humancompatible.explain.glance.clustering.kmeans.KMeansMethod method), [1] prepare_datasets() (in module humancompatible.explain.fcx.scripts.datagen_func), [1]

preprocessDataset() (in module humancompatible.explain.facts.frequent_itemsets) print_recourse_report() (humancompatible.explain.facts.__init__.FACTS method) (in module humancompatible.explain.facts.__init__) print_results() (in module humancompatible.explain.glance.iterative_merges.iterative_merges), [1] PRODUCT (humancompatible.explain.lice.spn.SPN.NodeType attribute) proximity_score() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1]

R

RandomSampling (class in humancompatible.explain.glance.local_cfs.random_sampling), [1] recIsValid() (in module humancompatible.explain.facts.predicate) remove_rules_above_cost_budget() (in module humancompatible.explain.facts.rule_filters) remove_rules_below_correctness_threshold() (in module humancompatible.explain.facts.rule_filters)

return_leafs_actions() (humancompatible.explain.glance.counterfactual_tree.node.Node method) rules2rulesbyif() (in module humancompatible.explain.facts.misc) rulesbyif2rules() (in module humancompatible.explain.facts.misc) run_fpgrowth() (in module humancompatible.explain.facts.frequent_itemsets)

S

sample_latent_code() (humancompatible.explain.fcx.scripts.fcx_vae_model.FCX_VAE method), [1] satisfies() (humancompatible.explain.facts.predicate.Predicate method) satisfies_v() (humancompatible.explain.facts.predicate.Predicate method) save_model() (in module humancompatible.explain.facts.utils) save_object() (in module humancompatible.explain.facts.utils) save_rules_by_if() (in module humancompatible.explain.facts.utils) save_state() (in module humancompatible.explain.facts.utils) save_test_data_used() (in module humancompatible.explain.facts.utils)

select_rules_subset() (in module humancompatible.explain.facts.misc) select_rules_subset_KStest() (in module humancompatible.explain.facts.misc) setFeatureChange() (humancompatible.explain.facts.parameters.ParameterProxy method) sort_triples_by_max_costdiff() (in module humancompatible.explain.facts.optimization) sort_triples_KStest() (in module humancompatible.explain.facts.optimization) SPN (class in humancompatible.explain.lice.spn.SPN) spn_model (humancompatible.explain.lice.spn.SPN.SPN property) stats (humancompatible.explain.lice.lice.LiCE.LiCE property) SUM (humancompatible.explain.lice.spn.SPN.NodeType attribute)

T

T_GLANCE (class in humancompatible.explain.glance.counterfactual_tree.counterfactual_tree), [1] target_feature (humancompatible.explain.lice.data.DataHandler.DataHandler property) to_dict() (humancompatible.explain.facts.predicate.Predicate method) to_igraph() (humancompatible.explain.glance.counterfactual_tree.node.Node method)

train_binary_fcx_vae() (in module humancompatible.explain.fcx.FCX_binary_generation_adult) train_blackbox() (in module humancompatible.explain.fcx.scripts.blackbox_model_train) train_constraint_loss() (in module humancompatible.explain.fcx.FCX_binary_generation_adult) (in module humancompatible.explain.fcx.FCX_unary_generation_adult) train_unary_fcx_vae() (in module humancompatible.explain.fcx.FCX_unary_generation_adult)

V

valid_ifthens() (in module humancompatible.explain.facts.misc)

validity_score() (in module humancompatible.explain.fcx.scripts.evaluation_functions_adult), [1] values (humancompatible.explain.facts.predicate.Predicate attribute)

W

width() (humancompatible.explain.facts.predicate.Predicate method)