tokens: We report Brier scores ( BS ) and Accuracies ( Acc ) for Naive ( Na ) , Rebalanced Naive ( ReN ) , Zafar ( Zafar ) , and Pareto - Fair ( PF ) classifiers ; the prefix ( H ) indicates that Hardt post - processing was applied to control for Age and Race .