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Borrowings - Narrative (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2017
Dec. 31, 2018
Dec. 31, 2017
Sep. 30, 2017
Dec. 31, 2016
Sep. 30, 2016
Debt Instrument [Line Items]            
Borrowings $ 929,057 $ 1,189,180 $ 929,057      
Unused line of credit   225,000        
Advances from federal home loan banks 1,600,000 1,700,000 1,600,000      
Line of Credit            
Debt Instrument [Line Items]            
Borrowings 46,000 159,600 46,000      
Interest expense, debt 70 2,200   $ 233   $ 42
Federal Home Loan Bank advances            
Debt Instrument [Line Items]            
Borrowings 822,400 1,029,580 822,400      
Interest expense, debt 3,300 17,100   12,800   13,200
Junior subordinated debt            
Debt Instrument [Line Items]            
Borrowings 50,657 0 50,657      
Interest expense, debt 1,000 3,500   $ 4,200   $ 4,200
Deferred issuance costs 890   890      
Securities sold under agreements to repurchase            
Debt Instrument [Line Items]            
Borrowings 10,000 0 10,000      
Interest expense, debt 203 3 1,600   $ 2,400  
Pledged collateral 12,900 0 12,900      
Interest rate products-designated | Federal Home Loan Bank advances            
Debt Instrument [Line Items]            
Notional amount of derivative $ 20,000 $ 320,000 $ 20,000