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Derivative Financial Instruments and Hedging Activities - Summary of Changes in Notional Balances of Holdings of Derivatives (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Fair value of derivative assets (liabilities) at:    
Derivatives, at fair value $ 6,007 $ 4,552
IRLCs    
Derivative [Line Items]    
Notional balance at December 31, 2019 232,566  
Fair value of derivative assets (liabilities) at:    
Derivatives, at fair value 4,878 3,871
Gain (loss) on derivatives, net 756 3,809
TBA / Forward MBS Trades    
Derivative [Line Items]    
Notional balance at December 31, 2019 1,200,000  
Fair value of derivative assets (liabilities) at:    
Derivatives, at fair value 1,121 0
Gain (loss) on derivatives, net 525 0
Forward Trades    
Derivative [Line Items]    
Notional balance at December 31, 2019 60,000  
Fair value of derivative assets (liabilities) at:    
Derivatives, at fair value (92) (4,983)
Gain (loss) on derivatives, net (2,689) 136
Interest Rate Caps    
Derivative [Line Items]    
Notional balance at December 31, 2019 27,083  
Fair value of derivative assets (liabilities) at:    
Derivatives, at fair value 0 678
Gain (loss) on derivatives, net $ (358) $ (841)