Download WHL file using http://www.lfd.uci.edu/~gohlke/pythonlibs/#shapely
Install:
python -m pip install Shapely-1.5.17-cp36-cp36m-win_amd64.whl
Ubuntu:
pip install shapely==1.6b2
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