Index

Symbols

--deduplicate fairical-evaluate command line option fairical-pareto command line option fairical-solve command line option --ds fairical-solve command line option --hide-ds fairical-pareto command line option --metric fairical-solve command line option --nds fairical-solve command line option --no-deduplicate fairical-evaluate command line option fairical-pareto command line option fairical-solve command line option --output-path fairical-pareto command line option fairical-solve command line option --plot fairical-pareto command line option --radar fairical-evaluate command line option --table-format fairical-evaluate command line option --thresholds fairical-solve command line option --verbose fairical-evaluate command line option fairical-pareto command line option fairical-solve command line option

-D fairical-evaluate command line option fairical-pareto command line option fairical-solve command line option -d fairical-evaluate command line option fairical-pareto command line option fairical-solve command line option -m fairical-solve command line option -o fairical-pareto command line option fairical-solve command line option -p fairical-pareto command line option -r fairical-evaluate command line option -T fairical-solve command line option -t fairical-evaluate command line option -v fairical-evaluate command line option fairical-pareto command line option fairical-solve command line option

A

attributes (fairical.Scores attribute) (fairical.scores.Scores attribute)

C

calculate_metric() (in module fairical.metrics) check_consistent_lengths() (fairical.Solutions method) (fairical.solutions.Solutions method) check_consistent_num_samples() (fairical.Scores method) (fairical.scores.Scores method) check_consistent_num_subsystems() (fairical.Scores method) (fairical.scores.Scores method)

check_identifiers_specified() (fairical.Scores method) (fairical.scores.Scores method) (fairical.Solutions method) (fairical.solutions.Solutions method) check_metrics_validity() (fairical.Solutions method) (fairical.solutions.Solutions method)

D

deduplicate() (fairical.Solutions method) (fairical.solutions.Solutions method)

E

extend_indicators() (in module fairical.utils)

F

fairical module fairical-evaluate command line option --deduplicate --no-deduplicate --radar --table-format --verbose -d -D -r -t -v SYSTEM fairical-pareto command line option --deduplicate --hide-ds --no-deduplicate --output-path --plot --verbose -d -D -o -p -v SYSTEM fairical-solve command line option --deduplicate --ds --metric --nds --no-deduplicate --output-path --thresholds --verbose -d -D -m -o -T -v SYSTEM

fairical.metrics module fairical.plot module fairical.scores module fairical.scripts module fairical.scripts.cli module fairical.scripts.evaluate module fairical.scripts.pareto module fairical.scripts.solve module fairical.scripts.utils module fairical.solutions module fairical.utils module FairnessMetricsType (in module fairical.metrics) filter_metadata_by_indices() (fairical.Solutions method) (fairical.solutions.Solutions method) fromarray() (fairical.Solutions class method) (fairical.solutions.Solutions class method)

G

ground_truth (fairical.Scores attribute) (fairical.scores.Scores attribute)

I

identifiers (fairical.Scores attribute) (fairical.scores.Scores attribute) indicators() (fairical.Solutions method) (fairical.solutions.Solutions method)

IndicatorType (in module fairical.utils) items() (fairical.Solutions method) (fairical.solutions.Solutions method)

K

keys() (fairical.Solutions method) (fairical.solutions.Solutions method)

L

load() (fairical.Scores class method) (fairical.scores.Scores class method) (fairical.Solutions class method) (fairical.solutions.Solutions class method)

M

make_table() (in module fairical) (in module fairical.utils) maybe_load_members() (fairical.Scores method) (fairical.scores.Scores method) metadata (fairical.Solutions attribute) (fairical.solutions.Solutions attribute) MinMaxFairnessMetricsType (in module fairical.metrics) model_config (fairical.Scores attribute) (fairical.scores.Scores attribute) (fairical.Solutions attribute) (fairical.solutions.Solutions attribute) module fairical fairical.metrics fairical.plot fairical.scores fairical.scripts fairical.scripts.cli fairical.scripts.evaluate fairical.scripts.pareto fairical.scripts.solve fairical.scripts.utils fairical.solutions fairical.utils

N

n_metrics() (fairical.Solutions method) (fairical.solutions.Solutions method) n_solutions() (fairical.Solutions method) (fairical.solutions.Solutions method)

non_dominated_solutions() (fairical.Solutions method) (fairical.solutions.Solutions method) normalize_onvg() (in module fairical.utils) normalized_radar_area() (in module fairical.utils)

P

pareto_plot() (in module fairical) (in module fairical.plot) parse_indicator() (in module fairical.utils)

parse_metric() (in module fairical.metrics) points (fairical.Solutions attribute) (fairical.solutions.Solutions attribute) prepare_and_backup() (in module fairical.scripts.utils)

R

radar_chart() (in module fairical) (in module fairical.plot)

S

save() (fairical.Scores method) (fairical.scores.Scores method) (fairical.Solutions method) (fairical.solutions.Solutions method) save_csv_with_backups() (in module fairical.scripts.utils) save_json_with_backup() (in module fairical.scripts.utils) Scores (class in fairical) (class in fairical.scores) scores (fairical.Scores attribute) (fairical.scores.Scores attribute) should_minimize() (in module fairical.metrics)

Solutions (class in fairical) (class in fairical.solutions) solutions_a_posteriori() (fairical.Scores method) (fairical.scores.Scores method) solutions_a_priori() (fairical.Scores method) (fairical.scores.Scores method) supported_metrics() (in module fairical.metrics) SYSTEM fairical-evaluate command line option fairical-pareto command line option fairical-solve command line option

T

tabulate() (fairical.Solutions method) (fairical.solutions.Solutions method)

U

UtilityMetricsType (in module fairical.metrics)

V

validate_metrics() (in module fairical.scripts.utils) validate_scores_json() (in module fairical.scripts.utils) validate_solutions_json() (in module fairical.scripts.utils)

validate_thresholds() (in module fairical.scripts.utils) values() (fairical.Solutions method) (fairical.solutions.Solutions method) verbosity_option() (in module fairical.scripts.utils)