Here is how I managed to solve this problem:

sudo apt-get remove python-virtualenv python3-virtualenv virtualenv 
virtualenvwrapper python-chardet-whl python-html5lib-whl  python-setuptools-whl
sudo apt-get install python-pip virtualenvwrapper

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https://bugs.launchpad.net/bugs/1545738

Title:
  package python-pip-whl 1.5.6-7ubuntu2 failed to install/upgrade:
  trying to overwrite '/usr/share/python-wheels/setuptools-20.0-py2.py3
  -none-any.whl', which is also in package python-setuptools-whl 20.0-2

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