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Segment Information - Information Related to Operating Segments (Details) - USD ($)
$ in Thousands
3 Months Ended 6 Months Ended
Nov. 30, 2016
Nov. 30, 2015
Nov. 30, 2016
Nov. 30, 2015
May 31, 2016
Segment Reporting Information          
Revenue $ 1,296,923 $ 1,219,080 $ 2,591,053 $ 2,417,970  
Income (loss) before income taxes 189,622 184,289 382,476 353,503  
Total assets 4,214,579 4,444,610 4,214,579 4,444,610 $ 4,098,815
Operating Segments | Uniform Rental and Facility Services          
Segment Reporting Information          
Revenue 1,005,565 937,704 2,005,161 1,876,112  
Income (loss) before income taxes 177,361 169,295 362,606 334,676  
Total assets 3,266,422 2,990,828 3,266,422 2,990,828  
Operating Segments | First Aid and Safety Services          
Segment Reporting Information          
Revenue 124,797 120,438 249,636 219,926  
Income (loss) before income taxes 14,779 14,847 26,290 23,439  
Total assets 443,151 426,089 443,151 426,089  
Operating Segments | All Other          
Segment Reporting Information          
Revenue 166,561 160,938 336,256 321,932  
Income (loss) before income taxes 10,718 16,207 20,923 27,741  
Total assets 361,433 355,082 361,433 355,082  
Corporate          
Segment Reporting Information          
Revenue 0 0 0 0  
Income (loss) before income taxes (13,236) (16,060) (27,343) (32,353)  
Total assets $ 143,573 $ 672,611 $ 143,573 $ 672,611