I wouldn't worry too much about it, but if you're really concerned when moving through big cities, I would suggest sticking with large groups. Sure, a personal walking tour experience sounds great in theory, but it could possibly lead you into a dangerous situation, especially if you're alone. In a big group, if anyone wants to hurt you, they'll have a hard time of it.