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Derivative Financial Instruments - Additional Information (Details)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2018
USD ($)
counterparty
Sep. 30, 2017
USD ($)
Sep. 30, 2018
USD ($)
counterparty
Sep. 30, 2017
USD ($)
Jun. 30, 2018
USD ($)
Dec. 31, 2017
USD ($)
Jun. 30, 2017
USD ($)
Dec. 31, 2016
USD ($)
Derivative [Line Items]                
Notional amount $ 6,645,489   $ 6,645,489     $ 6,644,081    
Net unrealized gain (loss) on interest rate agreements 4,801 $ 321 16,649 $ (375)        
Accumulated other comprehensive income $ 1,361,327 1,208,640 $ 1,361,327 1,208,640   1,212,287   $ 1,149,428
Number of counterparties | counterparty 2   2          
Net Unrealized Losses on Interest Rate Agreements Accounted for as Cash Flow Hedges                
Derivative [Line Items]                
Accumulated other comprehensive income $ (26,304) (44,353) $ (26,304) (44,353) $ (31,105) (42,953) $ (44,688) $ (44,020)
Derivative Liabilities                
Derivative [Line Items]                
Notional amount 1,656,136   1,656,136     3,485,466    
Mortgage Banking Activities, Net                
Derivative [Line Items]                
Market valuations gains and losses, net 10,911 21,058 46,663 49,335        
Loan purchase commitments | Mortgage Banking Activities, Net                
Derivative [Line Items]                
Market valuations gains and losses, net 1,610 13,276 (8,116) 33,947        
Interest rate contract                
Derivative [Line Items]                
Notional amount 3,700,000   3,700,000     3,210,000    
TBAs                
Derivative [Line Items]                
Notional amount 1,980,000   1,980,000     1,700,000    
TBAs | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 500,000   500,000     1,400,000    
Futures                
Derivative [Line Items]                
Notional amount 15,000   15,000     8,000    
Unsecuritized Residential and Commercial Loans                
Derivative [Line Items]                
Derivative gain (loss) 25,000 (9,000) 114,000 (36,000)        
Interest rate swaps | Cash Flow Hedging                
Derivative [Line Items]                
Derivative gain (loss) 5,000 $ 300            
Net unrealized gain (loss) on interest rate agreements     17,000 $ (400)        
Interest rate swaps | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 565,500   565,500     1,248,000    
Interest rate swaps | Derivative Liabilities | Cash Flow Hedging                
Derivative [Line Items]                
Notional amount $ 139,500   $ 139,500     $ 139,500