Jupyter Notebook is a tool to run and write Python code easily, showing results right away, and allowing you to combine code, charts, notes, and files in one place ...

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So it wasn't meant for scripts to pop up persistent figures, unlike IPython. Then, the expected behaviour is to rapidly open and close for all the figures under script mode, unless plot.ion() + ...