Prefer pyvenv instead of virtualenv for Python 3.3+
virtualenv
uses python2 by default on my machine.
Using pyvenv
(see https://docs.python.org/3/library/venv.html#module-venv) instead of virtualenv
fixes the problem and let's me perform python3 setup.py install
in the virtual environment.