Ditch the white shoes! Minimize staring at maps on sidewalks, and if you need a bit of time to regroup dive into a cafe or kebab/taco joint. If your random track gets you to a sketchy zone, increase your speed and outward sense of purpose.

I have wandered all over a bunch of Mexican cities, and still have only ever been mugged on a hiking trail in the N. Georgia (US) mountains.