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Segment Information - Financial Information by Segment (Details) - USD ($)
$ in Thousands
3 Months Ended
Mar. 31, 2020
Mar. 31, 2019
Segment Reporting Information [Line Items]    
Interest income $ 198,081 $ 131,041
Interest expense (146,671) (99,276)
Net Interest Income 51,410 31,765
Non-interest (Loss) Income    
Mortgage banking activities, net (28,411) 12,309
Investment fair value changes, net (870,832) 20,159
Other income 2,437 4,625
Realized gains, net 3,852 10,686
Total non-interest (loss) income, net (892,954) 47,779
General and administrative expenses (32,668) (23,159)
Other expenses (91,415) (1,038)
Benefit from (provision for) income taxes 22,229 (883)
Net (Loss) Income (943,398) 54,464
Non-cash amortization income (expense), net (4,497) 345
Other significant non-cash expense: goodwill impairment (88,675) 0
Operating Segments | Residential Lending    
Segment Reporting Information [Line Items]    
Interest income 60,631 66,839
Interest expense (41,402) (47,676)
Net Interest Income 19,229 19,163
Non-interest (Loss) Income    
Mortgage banking activities, net (23,081) 10,827
Investment fair value changes, net (196,635) (1,720)
Other income (497) 1,449
Realized gains, net 1,796 4,937
Total non-interest (loss) income, net (218,417) 15,493
General and administrative expenses (5,632) (7,203)
Other expenses 0 0
Benefit from (provision for) income taxes 5,330 (501)
Net (Loss) Income (199,490) 26,952
Non-cash amortization income (expense), net 367 1,975
Other significant non-cash expense: goodwill impairment 0  
Operating Segments | Business Purpose Lending    
Segment Reporting Information [Line Items]    
Interest income 53,060 2,937
Interest expense (34,990) (1,539)
Net Interest Income 18,070 1,398
Non-interest (Loss) Income    
Mortgage banking activities, net (5,330) 1,482
Investment fair value changes, net (142,130) (303)
Other income 1,693 466
Realized gains, net 0 0
Total non-interest (loss) income, net (145,767) 1,645
General and administrative expenses (14,333) (2,565)
Other expenses (92,985) (633)
Benefit from (provision for) income taxes 6,582 (5)
Net (Loss) Income (228,433) (160)
Non-cash amortization income (expense), net (5,363) (732)
Other significant non-cash expense: goodwill impairment (88,675)  
Operating Segments | Multifamily Investments    
Segment Reporting Information [Line Items]    
Interest income 46,883 28,208
Interest expense (43,286) (25,870)
Net Interest Income 3,597 2,338
Non-interest (Loss) Income    
Mortgage banking activities, net 0 0
Investment fair value changes, net (227,122) 8,524
Other income 1,240 0
Realized gains, net (1,604) 0
Total non-interest (loss) income, net (227,486) 8,524
General and administrative expenses (610) (323)
Other expenses 0 0
Benefit from (provision for) income taxes (106) 0
Net (Loss) Income (224,605) 10,539
Non-cash amortization income (expense), net 54 (136)
Other significant non-cash expense: goodwill impairment 0  
Operating Segments | Third-Party Residential Investments    
Segment Reporting Information [Line Items]    
Interest income 34,313 28,204
Interest expense (24,471) (20,076)
Net Interest Income 9,842 8,128
Non-interest (Loss) Income    
Mortgage banking activities, net 0 0
Investment fair value changes, net (304,436) 14,055
Other income 1 0
Realized gains, net 3,660 5,749
Total non-interest (loss) income, net (300,775) 19,804
General and administrative expenses (1,178) (663)
Other expenses 1,882 (227)
Benefit from (provision for) income taxes 10,423 (377)
Net (Loss) Income (279,806) 26,665
Non-cash amortization income (expense), net 812 (271)
Other significant non-cash expense: goodwill impairment 0  
Corporate/ Other    
Segment Reporting Information [Line Items]    
Interest income 3,194 4,853
Interest expense (2,522) (4,115)
Net Interest Income 672 738
Non-interest (Loss) Income    
Mortgage banking activities, net 0 0
Investment fair value changes, net (509) (397)
Other income 0 2,710
Realized gains, net 0 0
Total non-interest (loss) income, net (509) 2,313
General and administrative expenses (10,915) (12,405)
Other expenses (312) (178)
Benefit from (provision for) income taxes 0 0
Net (Loss) Income (11,064) (9,532)
Non-cash amortization income (expense), net (367) $ (491)
Other significant non-cash expense: goodwill impairment $ 0