Which countries imprison the most people?

As you can see, Britain (this chart averages rates for England and Wales, Scotland and Northern Ireland) imprisons substantially more people (147 per 100,000) than the OECD norm of 115. I have to confess to being surprised that New Zealand is such a punitive society.