I was mugged in West Philly, Center City and on Broad Street just below the Kimmel Center. Every time, it was the "Amish."
My son lived on the western side of Center City when he was at UPenn grad school. It was very clear that things got sketchy in a hurry a half dozen blocks west of where he lived. But, in driving through the city, you could see other areas, on all sides, which were pretty nasty.