Atlanta really isn't that fat. Lots of fit people in the city. The surrounding suburbs (which is around 4+ million people compared to Atlanta's 500k ) unfortunately are terribly obese or worse.  Anytime I go outside of the perimeter I'm amazed at the size of the people. Especially the women and children.