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Recall previous plots to join them into one picture

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I have a jupyter notebook with multiple cells, many of which produce a figure with matplotlib.

In the end of my notebook, I would like to create a figure with multiple subplots which are exact copies of the previous plots, in order to save it into a single file.

What I tried to do (and does not work) is copying the previous axes objects):

fig, newax = plt.subplots(2,1)

It just shows empty figures, apparently copying axes does not work.

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