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Derivative Activities - Other Information (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2018
Dec. 31, 2017
Derivative assets:          
Derivative asset, before netting       $ 123,316 $ 85,046
Netting       (26,969) (6,867)
Total derivative assets       96,347 78,179
Derivative liabilities:          
Derivative liability, before netting       28,146 10,043
Netting       (25,082) (4,247)
Net amounts of liabilities presented in the consolidated balance sheet       3,064 5,796
Interest Expense. | Repurchase agreement derivative          
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Gains (losses) recognized on derivative financial instruments $ (1,704) $ (330)      
Net gains on mortgage loans held for sale at fair value | Interest rate lock commitments and mortgage loans held for sale          
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Gains (losses) recognized on derivative financial instruments 81,522 (21,255) $ 20,619    
Net loan servicing fees | Mortgage servicing rights          
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Gains (losses) recognized on derivative financial instruments (121,045) (37,855) 26,405    
Margin Deposits          
Derivative assets:          
Margin deposit assets       1,887 2,620
Interest rate lock commitments          
Derivative assets:          
Total derivative assets       50,507 60,012
Interest rate lock commitments | Net gains on mortgage loans held for sale at fair value          
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Gains (losses) recognized on derivative financial instruments (8,934) (1,120) 15,618    
Not designated as hedging instrument | Repurchase agreement derivatives          
Derivative assets:          
Derivative asset, before netting       26,770 10,656
Not designated as hedging instrument | Interest rate lock commitments          
Derivative Instruments          
Notional amount 3,654,955 3,654,955   2,805,400 3,654,955
Derivative assets:          
Derivative asset, before netting       50,507 60,012
Derivative liabilities:          
Derivative liability, before netting       1,169 1,740
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter 3,654,955        
Balance end of quarter 2,805,400 3,654,955      
Not designated as hedging instrument | Forward contracts | Purchases          
Derivative Instruments          
Notional amount 4,920,883 12,746,191 5,254,293 6,657,026 4,920,883
Derivative assets:          
Derivative asset, before netting       35,916 4,288
Derivative liabilities:          
Derivative liability, before netting       215 1,272
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter 4,920,883 12,746,191 5,254,293    
Additions 184,780,152 181,761,564 210,412,697    
Dispositions/expirations (183,044,009) (189,586,872) (202,920,799)    
Balance end of quarter 6,657,026 4,920,883 12,746,191    
Not designated as hedging instrument | Forward contracts | Sales          
Derivative Instruments          
Notional amount 5,204,796 16,577,942 6,230,811 6,890,046 5,204,796
Derivative assets:          
Derivative asset, before netting       437 2,101
Derivative liabilities:          
Derivative liability, before netting       26,762 7,031
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter 5,204,796 16,577,942 6,230,811    
Additions 230,735,936 226,000,107 262,202,884    
Dispositions/expirations (229,050,686) (237,373,253) (251,855,753)    
Balance end of quarter 6,890,046 5,204,796 16,577,942    
Not designated as hedging instrument | MBS put options          
Derivative Instruments          
Notional amount 4,925,000 1,175,000 1,275,000 4,635,000 4,925,000
Derivative assets:          
Derivative asset, before netting       720 3,481
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter 4,925,000 1,175,000 1,275,000    
Additions 31,085,000 25,050,000 19,225,000    
Dispositions/expirations (31,375,000) (21,300,000) (19,325,000)    
Balance end of quarter 4,635,000 4,925,000 1,175,000    
Not designated as hedging instrument | MBS call options          
Derivative Instruments          
Notional amount 1,450,000 1,600,000 1,600,000 1,450,000  
Derivative assets:          
Derivative asset, before netting       2,135  
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter   1,600,000      
Additions 14,325,000 17,700,000 1,600,000    
Dispositions/expirations (12,875,000) (19,300,000)      
Balance end of quarter 1,450,000   1,600,000    
Not designated as hedging instrument | Put options on interest rate futures | Purchases          
Derivative Instruments          
Notional amount 2,125,000 1,125,000 1,650,000 3,085,000 2,125,000
Derivative assets:          
Derivative asset, before netting       866 3,570
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter 2,125,000 1,125,000 1,650,000    
Additions 20,559,800 11,360,000 15,331,000    
Dispositions/expirations (19,599,800) (10,360,000) (15,856,000)    
Balance end of quarter 3,085,000 2,125,000 1,125,000    
Not designated as hedging instrument | Put options on interest rate futures | Sales          
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Additions 20,474,800 10,010,000 9,436,000    
Dispositions/expirations (20,474,800) (10,010,000) (9,436,000)    
Not designated as hedging instrument | Call options on interest rate futures | Purchases          
Derivative Instruments          
Notional amount 100,000 900,000 600,000 1,512,500 100,000
Derivative assets:          
Derivative asset, before netting       5,965 938
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter 100,000 900,000 600,000    
Additions 4,387,500 1,939,300 5,687,500    
Dispositions/expirations (2,975,000) (2,739,300) (5,387,500)    
Balance end of quarter 1,512,500 100,000 900,000    
Not designated as hedging instrument | Call options on interest rate futures | Sales          
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Additions 2,100,000 2,739,300 550,000    
Dispositions/expirations (2,100,000) (2,739,300) (550,000)    
Not designated as hedging instrument | Treasury future | Purchases          
Derivative Instruments          
Notional amount 100,000 100,000   835,000 100,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter 100,000        
Additions 9,837,500 544,900 585,800    
Dispositions/expirations (9,102,500) (444,900) (585,800)    
Balance end of quarter 835,000 100,000      
Not designated as hedging instrument | Treasury future | Sales          
Derivative Instruments          
Notional amount 1,450,000     1,450,000  
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Additions 11,213,800 444,900 585,800    
Dispositions/expirations (9,763,800) (444,900) (585,800)    
Balance end of quarter 1,450,000        
Not designated as hedging instrument | Interest rate swap futures | Purchases          
Derivative Instruments          
Notional amount 1,400,000 200,000 200,000 $ 625,000 $ 1,400,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Balance at beginning of quarter 1,400,000 200,000      
Additions 1,510,000 2,100,000 400,000    
Dispositions/expirations (2,285,000) (900,000) (200,000)    
Balance end of quarter 625,000 1,400,000 200,000    
Not designated as hedging instrument | Interest rate swap futures | Sales          
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value          
Additions 2,285,000 900,000 200,000    
Dispositions/expirations $ (2,285,000) $ (900,000) $ (200,000)