Comment by eindiran

Yes that helped quite a bit. Looking over that section, I thought this summarized it quite well: "For the outcome y = 1, the constraint requires that Yhat has equal true positive rates across the two demographics A = 0 and A = 1. For y = 0, the constraint equalizes false positive rates."