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This behavior is present both before and after #19608/#19540.
per = pd.Period('0001-01-01', freq='B')
>>> per + 1
>>> per - 1
>>> per - 4
>>> per - 5
How odd! PR to patch this is welcome!
Making a PR for this now, parking a related issue that is going in an xfail for the time being:
per = Period('0001-01-01', freq='B')