can't install scipy - freezes on "Running setup.py install for scipy"

It took unexpectedly long, but it finished after several minutes. So problem solved.

Do

sudo apt-get install python-scipy

for python2

or

sudo apt-get install python3-scipy

if you don't care about the version. Installs within a few seconds on RPI3