Change Virtual Environment Python Version

cd [EXISTING_ENV_PATH]
rm .Python
rm bin/pip{,2,2.7}
rm bin/python{,2,2.7}
rm -r include/python2.7
rm lib/python2.7/*
rm -r lib/python2.7/distutils
rm lib/python2.7/site-packages/easy_install.*
rm -r lib/python2.7/site-packages/pip
rm -r lib/python2.7/site-packages/pip-*.dist-info
rm -r lib/python2.7/site-packages/setuptools
rm -r lib/python2.7/site-packages/setuptools-*.dist-info

Run the commands above to delete all python files (assuming that the old python version is python 2).

virtualenv -p `which python3` .

Run the command above inside the existing environment path.