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Revenue - Effect of New Revenue Guidance, Impact on Income Statement (Details) - USD ($) $ in Thousands | 3 Months Ended | 9 Months Ended
--- | --- | ---
May 31, 2019 | May 31, 2018 | May 31, 2019 | May 31, 2018
New Accounting Pronouncements or Change in Accounting Principle [Line Items] |  |  |  |
Net revenue | $ 6,135,602 | $ 5,436,952 | $ 18,708,867 | $ 16,323,585
Cost of revenue | 5,691,803 | 5,038,725 | 17,290,544 | 15,058,940
Operating income | 140,918 | 112,971 | 511,611 | 388,257
Income tax expense | 39,046 | 28,451 | 113,078 | 120,705
Net income | 44,032 | $ 42,702 | 235,713 | $ 144,149
Balance without the adoption of ASU 2014-09 |  |  |  |
New Accounting Pronouncements or Change in Accounting Principle [Line Items] |  |  |  |
Net revenue | 6,072,984 |  | 18,302,187 |
Cost of revenue | 5,665,654 |  | 16,982,850 |
Operating income | 104,449 |  | 412,625 |
Income tax expense | 38,015 |  | 114,798 |
Net income | $ 8,594 |  | $ 135,007 |

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