Confirmed also with Mint 19.1 with latest packages, if using our
internal pypi server. Creating a plain py3 virtualenv fails:

$ virtualenv testenv --python python3

Fails with:

 line 935, in raise_for_status
    raise HTTPError(http_error_msg, response=self)
requests.exceptions.HTTPError: 404 Client Error: Not Found for url:

Disabling the internal pypi server from ~/.pip/pip.conf works, but of
course removes access to internal packages.

Downgrading to previous version as suggested by Daniel Anderson resolved
the issue:

sudo apt install python3-pip=9.0.1-2 python-pip-whl=9.0.1-2

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  `--extra-index-url` not working for PIP

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