those black cabs are everywhere but more predominant once you leave manhattan and are heading into queens. Yellow cabs are all over manhattan and partly into astoria. Most likely that private company or that driver knows the hotel management or someone in there so they give each other business. If your not outspoken or don't know the city well they'll take you for a ride. Good thing superpilot21 handled his business.