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Derivative Financial Instruments - Additional Information (Details)
$ in Thousands
3 Months Ended 6 Months Ended
Jun. 30, 2018
USD ($)
counterparty
Jun. 30, 2017
USD ($)
Jun. 30, 2018
USD ($)
counterparty
Jun. 30, 2017
USD ($)
Mar. 31, 2018
USD ($)
Dec. 31, 2017
USD ($)
Mar. 31, 2017
USD ($)
Dec. 31, 2016
USD ($)
Derivative [Line Items]                
Notional amount $ 7,630,759   $ 7,630,759     $ 6,644,081    
Net unrealized gain (loss) on interest rate agreements 3,417 $ (2,429) 11,848 $ (696)        
Accumulated other comprehensive income $ 1,228,955 1,179,424 $ 1,228,955 1,179,424   1,212,287   $ 1,149,428
Number of counterparties (in counterparties) | counterparty 2   2          
Net Unrealized Losses on Interest Rate Agreements Accounted for as Cash Flow Hedges                
Derivative [Line Items]                
Accumulated other comprehensive income $ (31,105) (44,688) $ (31,105) (44,688) $ (34,522) (42,953) $ (42,273) $ (44,020)
Derivative Liabilities                
Derivative [Line Items]                
Notional amount 3,264,639   3,264,639     3,485,466    
Mortgage Banking Activities, Net                
Derivative [Line Items]                
Market valuations gains and losses, net 9,514 10,880 35,752 28,277        
Loan purchase commitments | Mortgage Banking Activities, Net                
Derivative [Line Items]                
Market valuations gains and losses, net (2,758) 10,406 (9,726) 20,671        
Interest rate contract                
Derivative [Line Items]                
Notional amount 3,500,000   3,500,000     3,210,000    
TBAs                
Derivative [Line Items]                
Notional amount 2,720,000   2,720,000     1,700,000    
TBAs | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 1,485,000   1,485,000     1,400,000    
Futures                
Derivative [Line Items]                
Notional amount 15,000   15,000     8,000    
Futures | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 15,000   15,000     0    
Unsecuritized Residential and Commercial Loans                
Derivative [Line Items]                
Derivative gain (loss) 22,000 (20,000) 89,000 (27,000)        
Interest rate swaps | Cash Flow Hedging                
Derivative [Line Items]                
Derivative gain (loss) 3,000 $ (2,000)            
Net unrealized gain (loss) on interest rate agreements     12,000 $ (1,000)        
Interest rate swaps | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 820,000   820,000     1,248,000    
Interest rate swaps | Derivative Liabilities | Cash Flow Hedging                
Derivative [Line Items]                
Notional amount $ 139,500   $ 139,500     $ 139,500