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Deposits - Additional Information (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Deposits [Abstract]      
Deposits $ 15,505,383 $ 13,435,667  
Brokered deposits 8,200,000 7,100,000  
Retail and other deposits 7,300,000 6,300,000  
Aggregate of deposits of individual depositors 5,500,000 5,400,000  
Brokered deposit placement fee 9,400 10,100 $ 10,500
Third party broker fees paid 12,200 4,400 $ 4,100
Deposits exceeding FDIC insurance limits 395,500 304,500  
Accrued interest on deposits $ 27,800 $ 18,900