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Property and Equipment, Net - Depreciation (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Depreciation      
Total depreciation expense $ 94,331 $ 94,056 $ 86,810
Cost of sales      
Depreciation      
Total depreciation expense 84,449 85,357 78,975
Selling, general and administrative      
Depreciation      
Total depreciation expense $ 9,882 $ 8,699 $ 7,835