Exactly, this is likely the most meaningful statistical correlation. Here is a map by county: http://www.americanobesity.org/obesityInAmerica.htm

Obesity has been found to take 10yrs off lifespan.

Also, smoking: http://labs.slate.com/articles/cigarette-map/ (click tab to see by county).