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Deposits - Additional Information (Details) - USD ($)
$ in Thousands
3 Months Ended
Mar. 31, 2018
Mar. 31, 2017
Dec. 31, 2017
Banking and Thrift [Abstract]      
Deposits $ 16,498,646   $ 15,505,383
Brokered deposits 8,600,000   8,200,000
Retail and other deposits 7,900,000   7,300,000
Stable interest-bearing deposits, total 5,800,000   5,500,000
Brokered deposit placement fee 2,800 $ 2,100  
Third party broker fees paid 7,100 $ 2,100  
Deposits exceeding FDIC insurance limits 404,500   395,500
Accrued interest on deposits $ 36,800   $ 27,800