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Don't need to sort at all, much less doing it twice over with the same criteria Why only accept two by-values, when you could accept an arbitrary number in a set? Your group-by criteria should be over both the year and your by-column No need to concat, reset any indices, fillna, etc. seaborn makes this easy Suggested The data are garbage, slightly modified ...

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