Our test suite takes a while to run and use only one CPU core, but the majority of the tests are independent of one another, and could thus be run in parallel on a multicore machine.

Here's the relevant section of documention for nosetests: Parallel Testing with nose.

Right now, our test suite doesn't even finish with nosetests --processes=1 matplotlib, but that's probably due to one of these issues