Implement a fairness-aware learning algorithm in Python -- 2

Implement a fairness-aware learning algorithm. Evaluate the implemented algorithm on a public dataset (COMPAS). Study the costs of fairness; compare the evaluation of the fair and unfair models. (Machine learning)