I'm trying to understand the problem with defining rural and urban areas at a county level. Aren't they looking at per capita fatality rates? Obviously urban centers massively out populate rural ones. I don't really see how rural land around an urban center is poisoning the results here. Ultimately, the authors found that gun violence per capita isn't significantly greater in urban counties than in rural ones.