COMPAS, Adult, Law School, Dutch Census
The COMPAS dataset’s prediction task is to calculate the recidivism outcome, indicating whether individuals will be rearrested within two years after the first arrest, with race as the sensitive attribute. The Adult dataset’s prediction task is to determine whether a person’s income exceeds $50K/yr or not, with gender as the sensitive attribute. The Law School dataset’s prediction task is to predict whether a candidate would pass the bar exam, with race as the sensitive attribute. Finally, the Dutch Census dataset’s prediction task is to determine a person’s occupation which can be categorized as high level (prestigious) or low level profession, with gender as the sensitive attribute.
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