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Earnings Per Share - Weighted Average Shares Outstanding (Details) - USD ($)
$ / shares in Units, shares in Thousands, $ in Thousands
3 Months Ended 12 Months Ended
Aug. 31, 2020
May 31, 2020
Feb. 28, 2020
Nov. 30, 2019
Aug. 31, 2019
May 31, 2019
Feb. 28, 2019
Nov. 30, 2018
Aug. 31, 2020
Aug. 31, 2019
Aug. 31, 2018
Basic EPS                      
Income available to common stockholders, Net Income (Numerator)                 $ 372,938 $ 352,790 $ 267,085
Income available to common stockholders, Weighted Average Common Shares (Denominator) (in shares)                 37,936 38,144 38,733
Income available to common stockholders, Per Share Amount (in dollars per share)                 $ 9.83 $ 9.25 $ 6.90
Diluted EPS                      
Income available to common stockholders plus assumed conversions, Net Income (Numerator)                 $ 372,938 $ 352,790 $ 267,085
Dilutive effect of stock options and restricted stock (in shares)                 710 729 644
Income available to common stockholders plus assumed conversions, Weighted Average Common Shares (Denominator) (in shares) 38,940 38,481 38,576 38,587 39,056 38,993 38,619 38,809 38,646 38,873 39,377
Income available to common stockholders plus assumed conversions, Per Share Amount (in dollars per share) $ 2.29 $ 2.63 $ 2.30 $ 2.43 $ 2.34 $ 2.37 $ 2.19 $ 2.17 $ 9.65 $ 9.08 $ 6.78