Yes, its not the city itself but the particular environment where the inhabitants are being observed. Photos of New Yorkers returning from work and negotiating a turnstile is definitely not the best face of New York.

As a young woman, I actually got lost on the New York subway and the people were very friendly, if not protective, of me. In fact, I have never had a bad experience in New York.