This really depends on where you live. If you live near a real city (I say real because anything in the US passes for a city - makes the word meaningless) you're unlikely to bump into them.
Well obviously you won't find any in New York City in Times Square.
I live in a "city" of 50,000 or so. I found mine, and I've seen several out by the porch lights.