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I am returning the axes object in scatter plot (just as is done in the timeseries) since sometimes people want to do things (ax.add_patches or ax.set_some_parameter or rename the ticks, etc) and it was not possible in the scatter plot.
In timeseries is done here
https://github.com/DHI/fmskill/blob/2c0f988c1c2ab2e3501e4b35b9a4ff5e34a0c435/fmskill/comparison.py#L1592-L1636