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Basis of Presentation - Schedule of Impact of Adopting New Revenue Guidance Income Statement (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended
Aug. 31, 2018
Aug. 31, 2017
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue $ 1,697,975 $ 1,611,503
Selling and administrative expenses 504,634 486,283
Operating income 265,228 249,099
Income (loss) before income taxes 241,420 219,079
Income taxes 28,873 57,971
Income from continuing operations 212,547 161,108
Net income $ 212,515 $ 217,211
Diluted earnings per share (in dollars per share) $ 1.89 $ 1.96
Under Historical Guidance    
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue $ 1,698,493  
Selling and administrative expenses 511,674  
Operating income 259,112  
Income (loss) before income taxes 235,304  
Income taxes 27,328  
Income from continuing operations 207,976  
Net income $ 207,944  
Diluted earnings per share (in dollars per share) $ 1.85  
Impact of Adopting ASU 2014-09 | Accounting Standards Update 2014-09    
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue $ (518)  
Selling and administrative expenses (7,040)  
Operating income 6,116  
Income (loss) before income taxes 6,116  
Income taxes 1,545  
Income from continuing operations 4,571  
Net income $ 4,571  
Diluted earnings per share (in dollars per share) $ 0.04  
Uniform Rental and Facility Services    
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue $ 1,374,938 $ 1,311,784
Cost of revenue 746,453 706,863
Uniform Rental and Facility Services | Under Historical Guidance    
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue 1,375,833  
Uniform Rental and Facility Services | Impact of Adopting ASU 2014-09 | Accounting Standards Update 2014-09    
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue (895)  
Other    
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue 323,037 299,719
Cost of revenue 176,810 $ 165,287
Other | Under Historical Guidance    
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue 322,660  
Cost of revenue 176,404  
Other | Impact of Adopting ASU 2014-09 | Accounting Standards Update 2014-09    
Revenue, Initial Application Period Cumulative Effect Transition [Line Items]    
Total revenue 377  
Cost of revenue $ 406