While its murder/crime rates haven't been comparable to those of Detroit or Baltimore for awhile, Philadelphia is extraordinarily dirty and its residents are incomparably trashy. I've visited wretched cities around the world, and I know of few other places (and none in the States) that are so filthy.
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