It's really momentous that at LAST there is a Windows binary distribution available on PyPI. `pip install scipy numpy matplotlib` finally just works when you install Python on Windows.
So a lynchpins for the Windows Python Data Processing community?
I am no using python 3.6 (which comes with anaconda) create a venv with `python -m venv venv` and I couldn't be happier. Numpy and scipy wheels seem to work (although I needed an `--only-binary scipy` flag added, or something of the like).