With anaconda python 3 on MacOs 10.12 I followed the following procedure and it worked : http://florian-berger.de/en/articles/installing-pygame-for-python-3-on-os-x/
I only skipped the following line since pip was already installed through anaconda:
/usr/local/share/python3/easy_install pip