this is at best an anecdotal point, and seems more like something you just thought up. Is there any substance to this? Is crime in urban areas more prevalent because it is a shorter distance to walk for a potential mugger to get to a rich person he can mug?
This just doesn't seem very likely to me, but if you can back it up by numbers I'll gladly change my view.