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Basis of Presentation and Summary of Significant Accounting Policies - Revenue Recognition (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Feb. 01, 2020
Nov. 02, 2019
Aug. 03, 2019
May 04, 2019
Feb. 02, 2019
Nov. 03, 2018
Aug. 04, 2018
May 05, 2018
Feb. 01, 2020
Feb. 02, 2019
Feb. 03, 2018
Revenue Recognition                      
Total net sales $ 2,608,650 $ 1,962,204 $ 2,259,212 $ 1,920,677 $ 2,492,090 $ 1,857,273 $ 2,177,488 $ 1,909,719 $ 8,750,743 $ 8,436,570 $ 8,590,472
Gift card breakage revenue                      
Revenue Recognition                      
Revenue recognized from contract liability at beginning of period                 17,400 13,600  
Gift card redemption revenue                      
Revenue Recognition                      
Revenue recognized from contract liability at beginning of period                 $ 82,000 81,900  
Gift card redemption revenue | Revenue, Remaining Performance Obligation, Expected Timing of Satisfaction, Start Date [Axis]: 2020-02-02                      
Revenue Recognition                      
Expected timing of performance obligation satisfaction 12 months               12 months    
Customer loyalty redemption revenue | Revenue, Remaining Performance Obligation, Expected Timing of Satisfaction, Start Date [Axis]: 2020-02-02                      
Revenue Recognition                      
Expected timing of performance obligation satisfaction 12 months               12 months    
Hardlines                      
Revenue Recognition                      
Total net sales                 $ 3,695,200 3,632,100 3,887,000
Apparel                      
Revenue Recognition                      
Total net sales                 3,109,000 2,962,400 2,920,300
Footwear                      
Revenue Recognition                      
Total net sales                 1,811,400 1,719,500 1,694,600
Other                      
Revenue Recognition                      
Total net sales                 $ 135,100 $ 122,600 $ 88,600