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adult
|
Adult dataset |
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adult_test
|
Adult test dataset |
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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 |
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fairness_heatmap()
|
Fairness heatmap |
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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 |