I am having exactly the same problem is Ubuntu 17.10. Apparently it happens 
when network connectivity is poor and pip attempts to retry download and some 
Debian/Ubuntu patch in pip mess up the retry logic.
https://github.com/pypa/pip/issues/3943
https://github.com/pypa/pip/issues/4779
https://github.com/pypa/pip/issues/4847

** Bug watch added: github.com/pypa/pip/issues #3943
   https://github.com/pypa/pip/issues/3943

** Bug watch added: github.com/pypa/pip/issues #4779
   https://github.com/pypa/pip/issues/4779

** Bug watch added: github.com/pypa/pip/issues #4847
   https://github.com/pypa/pip/issues/4847

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https://bugs.launchpad.net/bugs/1586859

Title:
  urllib3/util/retry.py broke on passing invalid type

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