One thing about suburban crime is that it's rarely in your town. A lot of people live in Philadelphia, and every day people hear about some crime on the news. But crime in suburbs is reported as happening in various small municipalities.
The point I'm trying to make is that people will long associate crime with the city, in part because of how it's communicated. Lots of stuff happens in a place with lots of people...