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Segment Information - Information Related to Operating Segments (Details) - USD ($)
$ in Thousands
3 Months Ended 6 Months Ended
Nov. 30, 2017
Nov. 30, 2016
Nov. 30, 2017
Nov. 30, 2016
May 31, 2017
Segment Reporting Information          
Revenue $ 1,606,441 $ 1,271,077 $ 3,217,944 $ 2,537,727  
Income (loss) before income taxes 206,373 187,220 425,452 377,050  
Total assets 6,978,801 4,214,579 6,978,801 4,214,579 $ 6,844,057
Operating Segments | Uniform Rental and Facility Services          
Segment Reporting Information          
Revenue 1,308,038 1,000,015 2,619,822 1,994,297  
Income (loss) before income taxes 203,814 176,947 422,724 361,735  
Total assets 5,899,010 3,262,448 5,899,010 3,262,448  
Operating Segments | First Aid and Safety Services          
Segment Reporting Information          
Revenue 139,090 124,797 279,672 249,636  
Income (loss) before income taxes 17,975 14,779 37,386 26,290  
Total assets 467,902 443,151 467,902 443,151  
Operating Segments | All Other          
Segment Reporting Information          
Revenue 159,313 146,265 318,450 293,794  
Income (loss) before income taxes 13,422 8,730 24,200 16,368  
Total assets 353,155 326,039 353,155 326,039  
Corporate          
Segment Reporting Information          
Revenue 0 0 0 0  
Income (loss) before income taxes (28,838) (13,236) (58,858) (27,343)  
Total assets $ 258,734 $ 182,941 $ 258,734 $ 182,941