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Derivative Financial Instruments - Additional Information (Details)
$ in Thousands
3 Months Ended 6 Months Ended
Jun. 30, 2019
USD ($)
counterparty
Jun. 30, 2018
USD ($)
Jun. 30, 2019
USD ($)
counterparty
Jun. 30, 2018
USD ($)
Mar. 31, 2019
USD ($)
Dec. 31, 2018
USD ($)
Mar. 31, 2018
USD ($)
Dec. 31, 2017
USD ($)
Derivative [Line Items]                
Notional amount $ 7,597,742   $ 7,597,742     $ 5,911,385    
Accumulated other comprehensive income (loss) $ 1,564,032 $ 1,228,955 $ 1,564,032 $ 1,228,955 $ 1,549,927 1,348,794 $ 1,219,983 $ 1,212,287
Number of counterparties | counterparty 3   3          
Net Unrealized Losses on Interest Rate Agreements Accounted for as Cash Flow Hedges                
Derivative [Line Items]                
Accumulated other comprehensive income (loss) $ (49,384)   $ (49,384)   $ (39,883) (34,045)    
Net Unrealized Losses on Interest Rate Agreements Accounted for as Cash Flow Hedges                
Derivative [Line Items]                
Accumulated other comprehensive income (loss)   (31,105)   (31,105)   (34,000) $ (34,522) $ (42,953)
Derivative Liabilities                
Derivative [Line Items]                
Notional amount 4,618,911   4,618,911     2,953,724    
Mortgage Banking Activities, Net                
Derivative [Line Items]                
Market valuations gains (losses), net 15,730 9,514 27,420 35,752        
Loan purchase commitments and forward sales commitments | Mortgage Banking Activities, Net                
Derivative [Line Items]                
Market valuations gains (losses), net 17,000 (3,000) 29,000 (10,000)        
Interest rate contract                
Derivative [Line Items]                
Notional amount 4,340,000   4,340,000     3,850,000    
TBAs                
Derivative [Line Items]                
Notional amount 2,100,000   2,100,000     1,460,000    
TBAs | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 1,150,000   1,150,000     935,000    
Unsecuritized Residential and Commercial Loans                
Derivative [Line Items]                
Derivative gain (loss) (66,000) 22,000 (111,000) 89,000        
Interest rate swaps | Cash Flow Hedging                
Derivative [Line Items]                
Derivative gain (loss) (10,000) $ 3,000 (15,000) $ 12,000        
Interest rate swaps | Derivative Liabilities                
Derivative [Line Items]                
Notional amount 3,084,300   3,084,300     1,742,000    
Interest rate swaps | Derivative Liabilities | Cash Flow Hedging                
Derivative [Line Items]                
Notional amount $ 139,500   $ 139,500     $ 139,500