Index

_

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

A

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

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

B

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

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

C

Categorical (class in detect.data_handler.features.Categorical) causal_inc (detect.data_handler.DataHandler property) (detect.data_handler.DataHandler.DataHandler property)

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

D

data_handler (detect.binarizer.Binarizer property) (detect.binarizer.Binarizer.Binarizer property) DataHandler (class in detect.data_handler) (class in detect.data_handler.DataHandler) decode() (detect.data_handler.DataHandler method) (detect.data_handler.DataHandler.DataHandler method) (detect.data_handler.features.Binary.Binary method) (detect.data_handler.features.Categorical.Categorical method) (detect.data_handler.features.Contiguous.Contiguous method) (detect.data_handler.features.Feature.Feature method) (detect.data_handler.features.Mixed.Mixed method) decode_y() (detect.data_handler.DataHandler method) (detect.data_handler.DataHandler.DataHandler method) DECREASING (detect.data_handler.features.Feature.Monotonicity attribute) default_val (detect.data_handler.features.Mixed.Mixed property) default_val_normalized (detect.data_handler.features.Mixed.Mixed property) detect.binarizer module detect.binarizer.Binarizer module detect.data_handler module

detect.data_handler.DataHandler module detect.data_handler.features module detect.data_handler.features.Binary module detect.data_handler.features.Categorical module detect.data_handler.features.Contiguous module detect.data_handler.features.Feature module detect.data_handler.features.Mixed module detect.data_handler.features.utils module detect.data_handler.types module detect_and_score() (in module humancompatible.detect.helpers.utils) discrete (detect.data_handler.features.Contiguous.Contiguous property)

E

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

encoding_width() (detect.data_handler.DataHandler method) (detect.data_handler.DataHandler.DataHandler method) (detect.data_handler.features.Binary.Binary method) (detect.data_handler.features.Categorical.Categorical method) (detect.data_handler.features.Contiguous.Contiguous method) (detect.data_handler.features.Feature.Feature method) (detect.data_handler.features.Mixed.Mixed method) EQ (detect.binarizer.Binarizer.Operation attribute) (detect.binarizer.Operation attribute) evaluate() (detect.binarizer.Bin method) (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 detect.data_handler.features.Feature) feature_names (detect.data_handler.DataHandler property) (detect.data_handler.DataHandler.DataHandler property) feature_names() (detect.binarizer.Binarizer method) (detect.binarizer.Binarizer.Binarizer method)

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

G

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

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

H

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

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

L

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

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

M

MAD (detect.data_handler.features.Feature.Feature property) make_feature() (in module detect.data_handler.features.utils) Mixed (class in detect.data_handler.features.Mixed) modifiable (detect.data_handler.features.Feature.Feature property) module detect.binarizer detect.binarizer.Binarizer detect.data_handler detect.data_handler.DataHandler detect.data_handler.features detect.data_handler.features.Binary detect.data_handler.features.Categorical detect.data_handler.features.Contiguous detect.data_handler.features.Feature detect.data_handler.features.Mixed detect.data_handler.features.utils 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 (detect.data_handler.features.Feature.Feature property) Monotonicity (class in detect.data_handler.features.Feature) multi_index_feats() (detect.binarizer.Binarizer method) (detect.binarizer.Binarizer.Binarizer method)

N

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

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

O

OneRule (class in humancompatible.detect.methods.msd.one_rule) Operation (class in detect.binarizer) (class in detect.binarizer.Binarizer)

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

P

perform() (detect.binarizer.Binarizer.Operation class method) (detect.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 (detect.data_handler.DataHandler property) (detect.data_handler.DataHandler.DataHandler property)

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

V

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