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Segment Information - Information Related to Operating Segments (Details) - USD ($)
$ in Thousands
3 Months Ended 6 Months Ended
Nov. 30, 2019
Nov. 30, 2018
Nov. 30, 2019
Nov. 30, 2018
May 31, 2019
Segment Reporting Information          
Revenue $ 1,843,749 $ 1,718,268 $ 3,654,888 $ 3,416,243  
Income before income taxes 308,570 320,524 587,557 561,944  
Total assets 7,887,337 7,405,083 7,887,337 7,405,083 $ 7,436,662
Operating Segments | Uniform Rental and Facility Services          
Segment Reporting Information          
Revenue 1,469,976 1,390,778 2,924,503 2,765,716  
Income before income taxes 286,360 242,891 555,371 474,425  
Total assets 6,699,166 6,438,400 6,699,166 6,438,400  
Operating Segments | First Aid and Safety Services          
Segment Reporting Information          
Revenue 169,668 153,348 341,758 306,765  
Income before income taxes 24,640 21,328 49,409 43,311  
Total assets 537,740 495,054 537,740 495,054  
Operating Segments | All Other          
Segment Reporting Information          
Revenue 204,105 174,142 388,627 343,762  
Income before income taxes 23,464 11,421 35,830 23,132  
Total assets 423,896 383,150 423,896 383,150  
Corporate          
Segment Reporting Information          
Revenue 0 0 0 0  
Income before income taxes (25,894) 44,884 (53,053) 21,076  
Total assets $ 226,535 $ 88,479 $ 226,535 $ 88,479