That's fair. Having lived in both settings... well, yeah, the fact that food grows out of the ground with minimal coaxing is a distinct advantage if you have to survive a bad time.
But I've seen maps of the US. The fact that this is a culture-wide assumption goes beyond urban vs rural. You need a yard to make a bunker. Not many bunkers around here.