We moved out of the Bronx back in the 1970's. Although there are some areas (Throgs Neck, Arthur Avenue, Pelham Bay), that are perfectly safe, I'm not too sure about Gun Hill Road, but I would imagine that it's NOT a good idea to be wandering around if you're don't know where you're going.