in the townships. The big city townships are incredibly violent. When I was there there was no discrimination in terms of who gets carjacked, murdered, or assaulted...young, old, foreigners were all frequent victims. I would never go into a township or really anywhere unless I was in group of 6+.
There are many beautiful areas all throughout, but you need to go with eyes wide open.