1. Short title This Act may be cited as the Affordable Housing and Area Median Income Fairness Act of 2019 . 2. Area median income fairness Subparagraph (D) of section 3(b)(2) of the United States Housing Act of 1937 ( 42 U.S.C. 1437a(b)(2)(D) ) is amended— (1) in the second sentence, by inserting (in this subparagraph referred to as the covered jurisdictions ) before the fifth comma; (2) in the third sentence— (A) by striking Westchester or Rockland Counties and inserting the covered jurisdictions ; and (B) by striking included Westchester and Rockland Counties and inserting does not include the covered jurisdictions