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Wouldn't Jupyter do most of the heavy lifting on the server side so it would be more fitting to render with graphviz there?

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Definitely. Jupyter makes it very easy to display SVG, which graphviz (naturally) targets out of the box - as an example, I've used this before in a project to display Python ASTs ( https://github.com/hchasestevens/show_ast ).

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