I didn't originally have scipy installed. The python setup.py develop seemed to attempt to download and build scipy from source leading to all sorts of missing dependency and compilation errors. This is easily avoided by first installing scipy (and the documentation could be improved on that via #126).
Meanwhile, why does the script try to build scipy? Is that for the conda deployment?