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Now your readers can Launch IPython \textbf{Launch IPython}  directly in their browsers (by clicking on the link in the bottom left of your figure block), see your annotated data and code, and test and adjust it. Beyond the obvious advantages this provides for streamlining the scientific process, imagine implementing this to facilitate classroom learning or centralizing repeated analysis procedures in a lab. Find below a couple simple examples. Feel free to fork it!