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Note: I edited the original comment. I ran a quick test and IPython.display.IFrame works (IPython.display.HTML does not since it only loads HTML but does not execute JS, which is needed to render the image)
Some of the notebooks are still based on pygraphviz (plotting via Ipython Image):
We should fix that to the new mechanism (D3), and slowly migrate away from pygraphviz.
We can use this snippet to achieve the same results:
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