Saving interactive Matplotlib figures

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Is there a way to save a Matplotlib figure such that it can be re-opened and have typical interaction restored? (Like the .fig format in MATLAB?)

I find myself running the same scripts many times to generate these interactive figures. Or I"m sending my colleagues multiple static PNG files to show different aspects of a plot. I"d rather send the figure object and have them interact with it themselves.

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