holisticai.bias.plots

The holisticai.bias.plots module includes bias plotters.

Binary Classification Plots

abroca_plot(group_a, group_b, y_pred, y_true)

Abroca plot

Multiclass Classification Plots

accuracy_bar_plot	Accuracy Bar Plot.
frequency_plot	Frequency plot.
disparate_impact_plot	Disparate Impact Plot (Binary Classification).
frequency_matrix_plot	Frequency Matrix Plot.
statistical_parity_plot	Statistical Parity Plot (Binary Classification).

Regression Plots

disparate_impact_curve	Disparate Impact curve
mae_bar_plot	MAE Bar Plot
rmse_bar_plot	RMSE Bar Plot
statistical_parity_curve	Statistical Parity Curve
success_rate_curve	Success rate A vs B curve.
success_rate_curves	Success Rate Curve

Recommender Plots

exposure_diff_plot	Exposure Difference plot.
exposure_ratio_plot	Exposure Ratio plot.
long_tail_plot	Long Tail Plot.

Report Plots

bias_metrics_report

Plot bias report for different model types.