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Debt Instruments - Floor Plan Facility (Details) - USD ($)
1 Months Ended 10 Months Ended
Nov. 30, 2018
Oct. 31, 2018
Jun. 30, 2019
Dec. 31, 2018
Jun. 30, 2018
Dec. 31, 2017
Line of Credit Facility [Line Items]            
Line of credit, outstanding     $ 39,697,000 $ 196,963,000    
Restricted cash     2,196,000 $ 9,848,000 $ 18,356,000 $ 14,443,000
Floor Plan Facility | Line of Credit            
Line of Credit Facility [Line Items]            
Line of credit facility, maximum borrowing capacity $ 650,000,000.0 $ 350,000,000.0 $ 650,000,000.0      
Deposit required under floor plan facility, percentage of principal balance 5.00%   5.00% 5.00%    
Term of principal payments 5 days          
Principal repayment, term threshold after sale of used vehicle 15 days          
Principal repayment, term threshold after sale of related finance receivable 2 days          
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     5.80% 5.90%    
Line of credit, outstanding     $ 23,800,000 $ 197,000,000.0    
Line of credit facility, remaining borrowing capacity     626,200,000      
Restricted cash     $ 1,200,000 $ 9,800,000    
Floor Plan Facility | Line of Credit | LIBOR            
Line of Credit Facility [Line Items]            
Debt instrument, basis spread on variable rate 3.40% 3.65%        
Floor Plan Facility | MPSA or Finance Receivable Facilities | Line of Credit            
Line of Credit Facility [Line Items]            
Principal repayment, term threshold after sale of used vehicle 15 days          
Principal repayment, term threshold after sale of related finance receivable 1 day