You don't see graffiti in rich neighborhoods either because you're describing the suburbs where nobody really lives (as a measurement of people per square kilometer) or because rich neighborhoods get immediate attention by cleaners (or the rich hire private cleaners).

There's plenty of graffiti in Manhattan, have you looked up how much it costs to rent there lately?