Chicago has a very heavy cab presence and yet you'll get a lot of strange looks if you're standing on your residential street with your arm out expecting to get a cab. They'll drive by when dropping people off, but you'd be standing there awkwardly for a very long time.
I can have an Uber at my door in < 3 minutes with two clicks on my phone.