The 2015 US prison population by race, ethnicity, and gender. Does not include jails. According to the U.S. Bureau of Justice Statistics (BJS) in 2013 black males accounted for 37% of the total male prison population, white males 32%, and Hispanic males 22%.
*edit: That's for males. I don't know what the rates are for women.