Yeah it does seem like they purposely obscure it on the show. It doesn't help that Matt says "Stay the hell out of my city" to criminals and Stick. I've been to New York a few times and assumed that they just made up some mini-city or something for the show before I found out that it was an actual neighborhood, haha.
Re: US Geography