Index

_

__init__() (humancompatible.detect.methods.msd.one_rule.OneRule method)

A

allowed_change() (humancompatible.detect.data_handler.features.Binary.Binary method) (humancompatible.detect.data_handler.features.Categorical.Categorical method) (humancompatible.detect.data_handler.features.Contiguous.Contiguous method) (humancompatible.detect.data_handler.features.Feature.Feature method)

allowed_changes() (humancompatible.detect.data_handler.DataHandler.DataHandler method)

B

BETWEEN (humancompatible.detect.binarizer.Binarizer.Operation attribute) Bin (class in humancompatible.detect.binarizer.Binarizer) Binarizer (class in humancompatible.detect.binarizer.Binarizer)

Binary (class in humancompatible.detect.data_handler.features.Binary) bounds (humancompatible.detect.data_handler.features.Contiguous.Contiguous property) (humancompatible.detect.data_handler.features.Mixed.Mixed property)

C

Categorical (class in humancompatible.detect.data_handler.features.Categorical) CategValue (in module humancompatible.detect.data_handler.types)

causal_inc (humancompatible.detect.data_handler.DataHandler.DataHandler property) check_l_inf_gap() (in module humancompatible.detect.methods.l_inf.l_inf) Contiguous (class in humancompatible.detect.data_handler.features.Contiguous)

D

data_handler (humancompatible.detect.binarizer.Binarizer.Binarizer property) DataHandler (class in humancompatible.detect.data_handler.DataHandler) DataLike (in module humancompatible.detect.data_handler.types) decode() (humancompatible.detect.data_handler.DataHandler.DataHandler method) (humancompatible.detect.data_handler.features.Binary.Binary method) (humancompatible.detect.data_handler.features.Categorical.Categorical method) (humancompatible.detect.data_handler.features.Contiguous.Contiguous method) (humancompatible.detect.data_handler.features.Feature.Feature method) (humancompatible.detect.data_handler.features.Mixed.Mixed method)

decode_y() (humancompatible.detect.data_handler.DataHandler.DataHandler method) DECREASING (humancompatible.detect.data_handler.features.Feature.Monotonicity attribute) default_val (humancompatible.detect.data_handler.features.Mixed.Mixed property) default_val_normalized (humancompatible.detect.data_handler.features.Mixed.Mixed property) detect_and_score() (in module humancompatible.detect.helpers.utils) discrete (humancompatible.detect.data_handler.features.Contiguous.Contiguous property)

E

encode() (humancompatible.detect.binarizer.Binarizer.Binarizer method) (humancompatible.detect.data_handler.DataHandler.DataHandler method) (humancompatible.detect.data_handler.features.Binary.Binary method) (humancompatible.detect.data_handler.features.Categorical.Categorical method) (humancompatible.detect.data_handler.features.Contiguous.Contiguous method) (humancompatible.detect.data_handler.features.Feature.Feature method) (humancompatible.detect.data_handler.features.Mixed.Mixed method) encode_all() (humancompatible.detect.data_handler.DataHandler.DataHandler method) encode_y() (humancompatible.detect.binarizer.Binarizer.Binarizer method) (humancompatible.detect.data_handler.DataHandler.DataHandler method)

encoding_width() (humancompatible.detect.data_handler.DataHandler.DataHandler method) (humancompatible.detect.data_handler.features.Binary.Binary method) (humancompatible.detect.data_handler.features.Categorical.Categorical method) (humancompatible.detect.data_handler.features.Contiguous.Contiguous method) (humancompatible.detect.data_handler.features.Feature.Feature method) (humancompatible.detect.data_handler.features.Mixed.Mixed method) EQ (humancompatible.detect.binarizer.Binarizer.Operation attribute) evaluate() (humancompatible.detect.binarizer.Binarizer.Bin method) evaluate_MSD() (in module humancompatible.detect.methods.msd.msd) evaluate_subgroup_discrepancy() (in module humancompatible.detect.helpers.utils)

F

Feature (class in humancompatible.detect.data_handler.features.Feature) feature_names (humancompatible.detect.data_handler.DataHandler.DataHandler property) feature_names() (humancompatible.detect.binarizer.Binarizer.Binarizer method)

FeatureID (in module humancompatible.detect.data_handler.types) features (humancompatible.detect.data_handler.DataHandler.DataHandler property) find_rule() (humancompatible.detect.methods.msd.one_rule.OneRule method) from_data() (humancompatible.detect.data_handler.DataHandler.DataHandler class method)

G

GE (humancompatible.detect.binarizer.Binarizer.Operation attribute) get_bin_encodings() (humancompatible.detect.binarizer.Binarizer.Binarizer method) get_conjuncts_MSD() (in module humancompatible.detect.methods.msd.msd)

greater_than (humancompatible.detect.data_handler.DataHandler.DataHandler property) greater_than() (humancompatible.detect.data_handler.features.Categorical.Categorical method) GT (humancompatible.detect.binarizer.Binarizer.Operation attribute)

H

humancompatible.detect.binarizer.Binarizer module humancompatible.detect.data_handler.DataHandler module humancompatible.detect.data_handler.features.Binary module humancompatible.detect.data_handler.features.Categorical module humancompatible.detect.data_handler.features.Contiguous module humancompatible.detect.data_handler.features.Feature module humancompatible.detect.data_handler.features.Mixed module humancompatible.detect.data_handler.features.utils module humancompatible.detect.data_handler.types module

humancompatible.detect.helpers.prepare module humancompatible.detect.helpers.utils module humancompatible.detect.methods.l_inf.l_inf module humancompatible.detect.methods.l_inf.lp_tools module humancompatible.detect.methods.msd.mapping_msd module humancompatible.detect.methods.msd.metrics_msd module humancompatible.detect.methods.msd.msd module humancompatible.detect.methods.msd.one_rule module

I

IN (humancompatible.detect.binarizer.Binarizer.Operation attribute)

INCREASING (humancompatible.detect.data_handler.features.Feature.Monotonicity attribute)

L

LE (humancompatible.detect.binarizer.Binarizer.Operation attribute) lin_prog_feas() (in module humancompatible.detect.methods.l_inf.lp_tools)

lower_than() (humancompatible.detect.data_handler.features.Categorical.Categorical method) LT (humancompatible.detect.binarizer.Binarizer.Operation attribute)

M

MAD (humancompatible.detect.data_handler.features.Feature.Feature property) make_feature() (in module humancompatible.detect.data_handler.features.utils) Mixed (class in humancompatible.detect.data_handler.features.Mixed) modifiable (humancompatible.detect.data_handler.features.Feature.Feature property) module humancompatible.detect.binarizer.Binarizer humancompatible.detect.data_handler.DataHandler humancompatible.detect.data_handler.features.Binary humancompatible.detect.data_handler.features.Categorical humancompatible.detect.data_handler.features.Contiguous humancompatible.detect.data_handler.features.Feature humancompatible.detect.data_handler.features.Mixed humancompatible.detect.data_handler.features.utils humancompatible.detect.data_handler.types humancompatible.detect.helpers.prepare humancompatible.detect.helpers.utils humancompatible.detect.methods.l_inf.l_inf humancompatible.detect.methods.l_inf.lp_tools humancompatible.detect.methods.msd.mapping_msd humancompatible.detect.methods.msd.metrics_msd humancompatible.detect.methods.msd.msd humancompatible.detect.methods.msd.one_rule

monotone (humancompatible.detect.data_handler.features.Feature.Feature property) Monotonicity (class in humancompatible.detect.data_handler.features.Feature) multi_index_feats() (humancompatible.detect.binarizer.Binarizer.Binarizer method)

N

n_categorical_vals (humancompatible.detect.data_handler.features.Categorical.Categorical property) (humancompatible.detect.data_handler.features.Mixed.Mixed property) n_features (humancompatible.detect.data_handler.DataHandler.DataHandler property) name (humancompatible.detect.data_handler.features.Feature.Feature property) NE (humancompatible.detect.binarizer.Binarizer.Operation attribute)

negate_self() (humancompatible.detect.binarizer.Binarizer.Bin method) negated() (humancompatible.detect.binarizer.Binarizer.Operation class method) NONE (humancompatible.detect.data_handler.features.Feature.Monotonicity attribute) NOT_IN (humancompatible.detect.binarizer.Binarizer.Operation attribute) numeric_vals (humancompatible.detect.data_handler.features.Categorical.Categorical property) (humancompatible.detect.data_handler.features.Mixed.Mixed property)

O

OneDimData (in module humancompatible.detect.data_handler.types) OneRule (class in humancompatible.detect.methods.msd.one_rule) Operation (class in humancompatible.detect.binarizer.Binarizer)

orig_vals (humancompatible.detect.data_handler.features.Categorical.Categorical property) (humancompatible.detect.data_handler.features.Mixed.Mixed property) OUTSIDE (humancompatible.detect.binarizer.Binarizer.Operation attribute)

P

perform() (humancompatible.detect.binarizer.Binarizer.Operation class method)

prepare_dataset() (in module humancompatible.detect.helpers.prepare)

R

report_subgroup_bias() (in module humancompatible.detect.helpers.utils)

S

signed_subgroup_discrepancy() (in module humancompatible.detect.helpers.utils) signed_subgroup_prevalence_diff() (in module humancompatible.detect.helpers.utils)

subgroup_gap() (in module humancompatible.detect.methods.msd.metrics_msd) subgroup_map_from_conjuncts_binarized() (in module humancompatible.detect.methods.msd.mapping_msd) subgroup_map_from_conjuncts_dataframe() (in module humancompatible.detect.methods.msd.mapping_msd)

T

target_feature (humancompatible.detect.data_handler.DataHandler.DataHandler property)

target_name() (humancompatible.detect.binarizer.Binarizer.Binarizer method)

V

value_mapping (humancompatible.detect.data_handler.features.Binary.Binary property) (humancompatible.detect.data_handler.features.Categorical.Categorical property) (humancompatible.detect.data_handler.features.Mixed.Mixed property)