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Debt Instruments - Floor Plan Facility (Details) - USD ($)
1 Months Ended 9 Months Ended
Nov. 30, 2017
Sep. 30, 2018
Jan. 01, 2018
Dec. 31, 2017
Sep. 30, 2017
Dec. 31, 2016
Line of Credit Facility [Line Items]            
Line of credit, outstanding   $ 349,392,000   $ 248,792,000    
Restricted cash   $ 18,471,000   14,443,000 $ 11,755,000 $ 10,266,000
Floor Plan Facility | Line of Credit            
Line of Credit Facility [Line Items]            
Line of credit facility, maximum borrowing capacity     $ 350,000,000.0 275,000,000.0    
Deposit required under floor plan facility, percentage of principal balance   5.00%        
Term of principal payments   5 days        
Principal repayment, term threshold after sale of used vehicle 15 days 15 days        
Principal repayment, term threshold after sale of related finance receivable 2 days 1 day        
Outstanding balance, days held in inventory threshold   180 days        
Outstanding balance, held in inventory, percentage of original principal amount due   10.00%        
Outstanding balance, held in inventory, original principal amount, threshold   50.00%        
Outstanding balance, held in inventory, wholesale value, threshold   50.00%        
Interest rate   5.91%        
Line of credit, outstanding   $ 349,400,000        
Line of credit facility, remaining borrowing capacity   600,000        
Restricted cash   $ 17,500,000   $ 12,400,000    
Floor Plan Facility | Line of Credit | London Interbank Offered Rate (LIBOR)            
Line of Credit Facility [Line Items]            
Debt instrument, basis spread on variable rate   3.65%