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Derivative Financial Instruments - Additional Information (Details)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2019
USD ($)
counterparty
Sep. 30, 2018
USD ($)
Sep. 30, 2019
USD ($)
counterparty
Sep. 30, 2018
USD ($)
Jun. 30, 2019
USD ($)
Dec. 31, 2018
USD ($)
Jun. 30, 2018
USD ($)
Dec. 31, 2017
USD ($)
Derivative [Line Items]                
Notional amount $ 10,799,279   $ 10,799,279     $ 5,911,385    
Accumulated other comprehensive income (loss) $ 1,785,059 $ 1,361,327 $ 1,785,059 $ 1,361,327 $ 1,564,032 1,348,794 $ 1,228,955 $ 1,212,287
Number of counterparties | counterparty 6   6          
Net Unrealized Losses on Interest Rate Agreements Accounted for as Cash Flow Hedges                
Derivative [Line Items]                
Accumulated other comprehensive income (loss) $ (61,175)   $ (61,175)   $ (49,384) (34,045)    
Net Unrealized Losses on Interest Rate Agreements Accounted for as Cash Flow Hedges                
Derivative [Line Items]                
Accumulated other comprehensive income (loss)   (26,304)   (26,304)   (34,000) $ (31,105) $ (42,953)
Derivative Liabilities                
Derivative [Line Items]                
Notional amount 6,148,072   6,148,072     2,953,724    
Mortgage Banking Activities, Net                
Derivative [Line Items]                
Market valuations gains (losses), net 6,205 10,911 33,625 46,663        
Loan purchase commitments and forward sales commitments | Mortgage Banking Activities, Net                
Derivative [Line Items]                
Market valuations gains (losses), net 14,000 2,000 42,000 (8,000)        
Interest rate contract                
Derivative [Line Items]                
Notional amount 5,710,000   5,710,000     3,850,000    
TBAs                
Derivative [Line Items]                
Notional amount 3,620,000   3,620,000     1,460,000    
TBAs | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 1,655,000   1,655,000     935,000    
Unsecuritized Residential and Commercial Loans                
Derivative [Line Items]                
Derivative gain (loss) (36,000) 25,000 (147,000) 114,000        
Interest rate swaps | Cash Flow Hedging                
Derivative [Line Items]                
Derivative gain (loss) (12,000) $ 5,000 (27,000) $ 17,000        
Interest rate swaps | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 3,896,300   3,896,300     1,742,000    
Interest rate swaps | Derivative Liabilities | Cash Flow Hedging                
Derivative [Line Items]                
Notional amount $ 139,500   $ 139,500     $ 139,500