Times certainly have changed from when that song was written. At 53rd Street and Third Avenue you'll now find the Citigroup building and other tall skyscrapers.
53rd and 3rd Standing on the street
53rd and 3rd I'm tryin' to turn a trick
53rd and 3rd You're the one they never pick
53rd and 3rd Don't it make you feel sick?