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Derivative Financial Instruments - Additional Information (Details)
$ in Thousands
12 Months Ended
Dec. 31, 2019
USD ($)
counterparty
Dec. 31, 2018
USD ($)
Dec. 31, 2017
USD ($)
Dec. 31, 2016
USD ($)
Derivative [Line Items]        
Notional amount $ 13,589,356 $ 5,911,385    
Net unrealized (loss) gain on interest rate agreements   8,908 $ 1,022  
Stockholders' equity attributable to parent $ 1,827,231 1,348,794 1,212,287 $ 1,149,428
Number of counterparties | counterparty 9      
Net Unrealized Losses on Interest Rate Agreements Accounted for as Cash Flow Hedges        
Derivative [Line Items]        
Stockholders' equity attributable to parent $ (50,939) (34,045)    
Net Unrealized Losses on Interest Rate Agreements Accounted for as Cash Flow Hedges        
Derivative [Line Items]        
Stockholders' equity attributable to parent   (34,045) (42,953)  
Derivative Liabilities        
Derivative [Line Items]        
Notional amount 6,929,494 2,953,724    
Mortgage Banking Activities, Net        
Derivative [Line Items]        
Changes in fair value of assets 69,326 57,000 51,844  
LPCs, IRLCs, and FSCs | Mortgage Banking Activities, Net        
Derivative [Line Items]        
Changes in fair value of assets 62,000 (1,000) 38,000  
Interest Rate Contract        
Derivative [Line Items]        
Notional amount 4,780,000 3,850,000    
TBAs        
Derivative [Line Items]        
Notional amount 6,610,000 1,460,000    
TBAs | Derivative Liabilities        
Derivative [Line Items]        
Notional amount 4,160,000 935,000    
Interest rate futures        
Derivative [Line Items]        
Notional amount 226,000      
Interest rate futures | Derivative Liabilities        
Derivative [Line Items]        
Notional amount 12,300 0    
Residential and Commercial Loans        
Derivative [Line Items]        
Valuation adjustments on derivatives (134,000) 40,000 (31,000)  
Interest rate agreements | Cash Flow Hedging        
Derivative [Line Items]        
Valuation adjustments on derivatives (17,000) 9,000 $ 1,000  
Interest rate agreements | Derivative Liabilities        
Derivative [Line Items]        
Notional amount 2,314,300 1,742,000    
Interest rate agreements | Derivative Liabilities | Cash Flow Hedging        
Derivative [Line Items]        
Notional amount $ 139,500 $ 139,500