 Philadelphia's Gayborhood, which is located near Washington Square, is home to a large concentration of gay and lesbian friendly businesses, restaurants, and bars.The Black American population in Philadelphia is the third-largest in the country, after New York City and Chicago.West Philadelphia and North Philadelphia are largely African-American neighborhoods, but many are leaving those areas in favor of the Northeast and Southwest sections of Philadelphia.