I've found this snippet as an alternative solution. It's a more graceful removal of libraries than remaking the virtualenv:
$ pip freeze | xargs pip uninstall -y
In case you have packages installed via VCS, you need to exclude those lines and remove the packages manually (elevated from the comments below):
$ pip freeze | grep -v "^-e" | xargs pip uninstall -y
Original answer: https://stackoverflow.com/questions/11248073/what-is-the-easiest-way-to-remove-all-packages-installed-by-pip
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