In Manhattan there are taxis everywhere. Sometimes I'm lucky and get the first cab I see, otherwise I may have to wait a few minutes. If you're clever about where you try to hail from, you won't have to wait long.
you clearly live in a privileged location most cities don't have cabs roaming all over the place and you would have to walk numerous blocks through unsafe areas to get a cab on a major through fair.