The title of this bug report is misleading, the problem has nothing to
do with pip. It's a problem with virtualenv for Debian based systems
with Python 2.7 (see https://github.com/pypa/virtualenv/issues/118).

A workaround

Activate the virtualenv
mkdir $VIRTUAL_ENV/local
ln -s $VIRTUAL_ENV/lib $VIRTUAL_ENV/local/lib
Install Numpy

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https://bugs.launchpad.net/bugs/780220

Title:
  pip install numpy fail in virtualenv

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