The purpose of the analysis is not to embarrass any city but to recognize places that help their citizens get and stay fit, he says. "For the cities at the bottom of our list, we hope this is motivation to do better." In previous years, Philadelphia and Oklahoma City were dubbed the fattest cities and later began efforts to combat the problem.