update

I think we want to wait to merge this until nbviewer can render v4 notebooks, either by bumping nbviewer to IPython master or finishing the read-only backport of v4 to 2.x.

Notebooks upgraded in-place with:

    find examples -name '*.ipynb' -exec ipython nbconvert --to notebook {} --output {} \;