I can confirm the bug on a fresh install of Ubuntu 16.04.1. Pip user
install is severely broken!

Steps to reproduce:

1. install Ubuntu 16.04.1 (I'm in a VM)
2. sudo apt-get install python-pip
3. try some pip install. Even a simple package as termcolor

$ pip install termcolor
... installs
$ pip install termcolor
... installs again!

however pip uninstall works ok!

Also, sudo installation is fine: it recognizes the user installed
package ! (see attached session log)


** Attachment added: "terminal session with a sequence pip install tests"
   
https://bugs.launchpad.net/ubuntu/+source/python-pip/+bug/1628432/+attachment/4753578/+files/pip%20install%20bug

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https://bugs.launchpad.net/bugs/1628432

Title:
  pip user install doesn't know of previously  installed package

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