From what I've heard, outside of Lima you will probably be OK (as compared to any other "similar" place you may go), in Lima, you don't want to be alone at any time. A female resident of Lima once warned me, a guy who can usually take care of himself, about precautions I should take in Lima. I still haven't left the airport there, although I've been to the airport 4 times.