Same with python-pip3 on Zesty (17.04). I believe this is the same issue
as a github one: https://github.com/pypa/pip/issues/4580

** Bug watch added: github.com/pypa/pip/issues #4580
   https://github.com/pypa/pip/issues/4580

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https://bugs.launchpad.net/bugs/1579196

Title:
  HTTPError not being caught when module cannot be found

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