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image processing in notebook server

I have a local notebook server and I'd like to be able to use the image manipulation modules from scipy. They seem to import just fine, but I never get any images, only what appear to be commands.

import pylab
from scipy import misc
A = misc.face()



Do I need some additional configuration, or a plugin to make it work?