Perhaps the reason we have such violent cities has something to do with our gun culture. It could be the ease in which we get firearms. It could be skewed due to mass shootings. It would definitely be an interesting point to look into but just saying that we have more violent cities doesn't mean our police should necessarily have a higher rate of officer involved shootings, just a higher overall number.