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Income Taxes - Reconciliation Unrecognized Tax Benefits (Details) - USD ($)
$ in Thousands
12 Months Ended
May 31, 2019
May 31, 2018
Reconciliation of Unrecognized Tax Benefits [Roll Forward]    
Balance at beginning of period $ 36,647 $ 17,357
Additions for tax positions of the current year 3,641 10,164
Additions from G&K acquisition   6,394
Additions for tax positions of prior years 10,239 5,675
Statute expirations (1,812) (2,943)
Balance at end of period $ 48,715 $ 36,647