All functions

adult

Adult dataset

adult_test

Adult test dataset

all_cutoffs()

All cutoffs

calculate_group_fairness_metrics()

Calculate fairness metrics in groups

ceteris_paribus_cutoff()

Ceteris paribus cutoff

choose_metric()

Choose metric

compas

Modified COMPAS dataset

confusion_matrix()

Confusion matrix

disparate_impact_remover()

Disparate impact remover

expand_fairness_object()

Expand Fairness Object

fairness_check()

Fairness check

fairness_check_regression()

Fairness check regression

fairness_heatmap()

Fairness heatmap

fairness_pca()

Fairness PCA

fairness_radar()

Fairness radar

german

Modified German Credit data dataset

group_matrices()

Group confusion matrices

group_metric()

Group metric

group_model_performance()

Group model performance

metric_scores()

Metric scores

performance_and_fairness()

Performance and fairness

plot(<all_cutoffs>)

Plot all cutoffs

plot(<ceteris_paribus_cutoff>)

Ceteris paribus cutoff plot

plot(<chosen_metric>)

Plot chosen metric

plot_density()

Plot fairness object

plot_fairmodels()

Plot fairmodels

plot(<fairness_heatmap>)

Plot Heatmap

plot(<fairness_object>)

Plot fairness object

plot(<fairness_pca>)

Plot fairness PCA

plot(<fairness_radar>)

Plot fairness radar

plot(<fairness_regression_object>)

Plot fairness regression object

plot(<group_metric>)

Plot group metric

plot(<metric_scores>)

Plot metric scores

plot(<performance_and_fairness>)

Plot fairness and performance

stack_metrics()

Stack metrics

plot(<stacked_metrics>)

Plot stacked Metrics

pre_process_data()

Pre-process data

print(<all_cutoffs>)

Print all cutoffs

print(<ceteris_paribus_cutoff>)

Print ceteris paribus cutoff

print(<chosen_metric>)

Print chosen metric

print(<fairness_heatmap>)

Print fairness heatmap

print(<fairness_object>)

Print Fairness Object

print(<fairness_pca>)

Print fairness PCA

print(<fairness_radar>)

Print fairness radar

print(<fairness_regression_object>)

Print Fairness Regression Object

print(<group_metric>)

Print group metric

print(<metric_scores>)

Print metric scores data

print(<performance_and_fairness>)

Print performance and fairness

print(<stacked_metrics>)

Print stacked metrics

regression_metrics()

Regression metrics

resample()

Resample

reweight()

Reweight

roc_pivot()

Reject Option based Classification pivot