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Lately I've also noticed an issue with that, caused by the changes in pip and how installation of the Python Imaging Library PIL works. With additional parameters to pip the imaging library can be installed http://stackoverflow.com/questions/21242107/pip-install-pil-dont-install-into-virtualenv:

pip install PIL --allow-external PIL --allow-unverified PIL

These parameters may have some security issues you might look into.