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Summary of Significant Accounting Policies - Revenue Recognition, Vendor Rebates and Promotional Allowances, and Excise Taxes (Details) - USD ($)
$ in Millions
3 Months Ended 12 Months Ended
Dec. 31, 2019
Sep. 30, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Accounting Policies [Abstract]                      
Management service fee revenue as a percentage of total net sales, less than 1%                 1.00% 1.00% 1.00%
Vendor rebates and promotional allowances                 $ 254.7 $ 237.7 $ 231.9
Excise taxes $ 819.7 $ 884.1 $ 868.8 $ 768.7 $ 859.0 $ 920.7 $ 900.4 $ 811.3 $ 3,300.0 $ 3,500.0 $ 3,500.0
Excise taxes as a percentage of net sales                 20.00% 21.00% 22.00%
Excise taxes as a percentage of cost of goods sold                 21.00% 22.00% 23.00%