The figures may be skewed by the city's fluid population numbers, and murders did decrease in 2008, but the link between the rampant violence and drugs is clear.

FORBES: Narcotics

Although, population movement in the canyon is more fluid these days, you can still get a good idea of where you are by looking at the hat shapes.

BBC: Exploring Peru��s epic Colca Canyon