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Deposits - Additional Information (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Deposits [Abstract]      
Deposits $ 18,943,158 $ 15,505,383  
Brokered deposits 10,300,000 8,200,000  
Retail and other deposits 8,600,000 7,300,000  
Aggregate of deposits of individual depositors 5,900,000 5,500,000  
Brokered deposit placement fee 13,000 9,000 $ 10,000
Third party broker fees paid 26,000 12,000 $ 4,000
Deposits exceeding FDIC insurance limits 523,000 396,000  
Accrued interest on deposits $ 53,000 $ 28,000