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How do I install f2py and all of its dependencies on Ubuntu 12.04 LTS?

Basically as per title, I've tried downloading the tarball and going from there but it always fails to register as installed. I have python 2.7 already but installing NumPy and SciPy the manual way so that f2py recognises it has failed me.