How do I detect and remove Python packages installed via pip?

I have accidently installed Python packages to my system using pip instead of apt-get. I did this in two ways:

• using an older version of virtualenv, I forgot to append --no-site-packages when creating the virtualenv - after that when I called pip install, the Python packages where installed to the system rather than the virtualenv
• in a correctly setup virtualenv, I typed sudo pip install somepackage - the sudo installed to the system rather than the virtualenv

I happened to notice this because I typed pip freeze outside a virtualenv, and spotted some Python packages listed that shouldn't be there. So now my question is:

• how do I identify all Python packages that have been erroneously installed on the system (that is, Python packages that appear in the pip freeze list, but were not installed with apt-get)?
• how do I remove them?

Ubuntu Oneiric (and I expect newer versions too) install pip packages to /usr/local/lib/python2.7/dist-packages, and apt packages to /usr/lib/python2.7/dist-packages. So just check the former directory and sudo pip uninstall every package you find there.

Pip currently ignores uninstall commands that try to uninstall something owned by the OS. It doesn't error out, like it does with a missing package. So, now you can uninstall with the following process:

pip freeze > dump.txt

Edit the dumped file to remove any -e "editable install" lines, everything after the == sign (%s;==.*;;g in vim), swap the new lines for spaces (%s;\n; ;g in vim). Then you can uninstall all un-owned packages with

cat dump.txt | xargs sudo pip uninstall -y

I had to do this procedure twice, because a few packages were installed in ~/.local/lib too.

A one-liner to accomplish this:

pip freeze | grep -vP '^(?:#|-e\s)' | sed 's;==.*;;g' | xargs -r sudo pip uninstall -y

AFAIK sudo pip install will install on /usr/local/lib/pythonVERSION/dist-packages. You need to run sudo pip uninstall to uninstall packages system wide. It seems that pip freeze looks for package metadata and will list anything installed i.e. both from pip as well as apt-get outside of virtualenvs. There is -l option inside virtual environment to list packages only applicable to that virtual environment but it seems to be default case as well inside virtual environment. I think you can just delete related packages on /usr/local/lib/pythonVERSION/dist-packages as well but not very convenient method I guess.