That would be the good old United States of America. 715 inmates per 100,000. The US has less than 5% of the world's population, but we have 25% of the prison population worldwide.
49% of all state inmates are there for non-violent crimes, and about 63% of all federal inmates are there for non-violent crimes - most of these being drug-related.
(Information gathered via Wikipedia.org.)