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After installing a project (I've tried two) with pip install -e . and then running pip uninstall <project>, the egg-link remains in place and the pth remains altered.
If instead pip install -e <path/to/project> is used to install, pip uninstall <project> returns Can't uninstall '<project>'. No files were found to uninstall.
pip: 1.5.5
python: 2.7.6
pip installed on Ubuntu 14.04 via python-pip package.
jszwedko, visig9, Constantin07, psychok7 and leodd