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Loans Held for Investment - Loan Products Type and Characteristics (Details)
$ in Thousands
Dec. 31, 2019
USD ($)
loan
Dec. 31, 2018
USD ($)
loan
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 139,194 140,345
Total Principal $ 13,169,843 $ 12,432,581
30-89 Days Delinquent 1,458,079 1,171,771
90 Days Delinquent $ 782,708 $ 795,504
Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 8,401 8,793
Total Principal $ 912,993 $ 918,610
30-89 Days Delinquent 97,758 102,266
90 Days Delinquent $ 62,545 $ 62,940
Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 130,793 131,552
Total Principal $ 12,256,850 $ 11,513,971
30-89 Days Delinquent 1,360,321 1,069,505
90 Days Delinquent $ 720,163 $ 732,564
$1 To $250 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 7,776 8,258
Total Principal $ 655,914 $ 713,392
30-89 Days Delinquent 75,436 80,781
90 Days Delinquent $ 44,117 $ 48,235
$1 To $250 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 123,580 126,085
Total Principal $ 9,482,855 $ 9,566,517
30-89 Days Delinquent 1,021,054 894,574
90 Days Delinquent $ 571,242 $ 591,283
$250 To $500 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 497 456
Total Principal $ 163,972 $ 148,867
30-89 Days Delinquent 18,117 17,722
90 Days Delinquent $ 10,950 $ 10,779
$250 To $500 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 6,259 4,942
Total Principal $ 2,059,131 $ 1,595,673
30-89 Days Delinquent 275,574 160,015
90 Days Delinquent $ 131,472 $ 128,876
$500 To $750 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 96 65
Total Principal $ 56,661 $ 38,148
30-89 Days Delinquent 2,224 2,979
90 Days Delinquent $ 2,747 $ 2,762
$500 To $750 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 712 406
Total Principal $ 418,044 $ 238,292
30-89 Days Delinquent 46,972 12,239
90 Days Delinquent $ 12,137 $ 10,600
$750 To $1,000 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 20 7
Total Principal $ 16,947 $ 6,008
30-89 Days Delinquent 759 784
90 Days Delinquent $ 862 $ 0
$750 To $1,000 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 137 88
Total Principal $ 116,993 $ 75,289
30-89 Days Delinquent 6,224 2,677
90 Days Delinquent $ 5,312 $ 1,805
Over $1,000 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 12 7
Total Principal $ 19,499 $ 12,195
30-89 Days Delinquent 1,222 0
90 Days Delinquent $ 3,869 $ 1,164
Over $1,000 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Number of Loans | loan 105 31
Total Principal $ 179,827 $ 38,200
30-89 Days Delinquent 10,497 0
90 Days Delinquent $ 0 $ 0
Maximum | $1 To $250 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 19.24% 19.49%
Maximum | $1 To $250 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 24.00% 24.00%
Maximum | $250 To $500 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 13.13% 12.75%
Maximum | $250 To $500 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 11.69% 12.52%
Maximum | $500 To $750 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 9.38% 10.00%
Maximum | $500 To $750 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 10.69% 10.69%
Maximum | $750 To $1,000 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 8.13% 5.13%
Maximum | $750 To $1,000 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 8.00% 7.98%
Maximum | Over $1,000 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 6.63% 5.00%
Maximum | Over $1,000 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 9.50% 6.38%
Minimum | $1 To $250 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 1.00% 1.00%
Minimum | $1 To $250 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 0.00% 0.00%
Minimum | $250 To $500 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 2.00% 2.00%
Minimum | $250 To $500 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 0.00% 0.00%
Minimum | $500 To $750 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 2.00% 2.00%
Minimum | $500 To $750 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 2.00% 2.00%
Minimum | $750 To $1,000 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 1.97% 4.13%
Minimum | $750 To $1,000 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 2.00% 2.00%
Minimum | Over $1,000 | Adjustable Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 2.00% 4.00%
Minimum | Over $1,000 | Fixed Rate Loans    
Securitized Loans Held For Investment By Consolidated Variable Interest Entities [Line Items]    
Interest rate (as a percent) 2.00% 3.00%