People aren't statistical machine, they make judgements based on their life experiences. I've lived in at least half a dozen inner Midwest cities in the ghetto poor cores and I would describe the experience as basically "stay strapped or get clapped hellscape." People trying to rob me at gunpoint (yes happened), stealing my bikes and whatever they can find outside, testing you and sizing you up to see if you're a good mark, etc etc. On one occasion I got a flat tire and the gats immediately came out once they saw my white face; I guess they respected the fact I decided to fight back with my hands because for whatever reason they decided not to shoot me.
So yeah maybe the statistics say something else (I wonder how many people like me just don't report crime -- the police do nothing in such places) but I'm not eager to relive that experience.
That said your immediate neighbors in these areas can be incredibly nice and protective of each other as a survival mechanism, because everyone else is quite literally out to get you.
This story just doesn't add up.