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Deposits - Additional Information (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2018
Sep. 30, 2017
Sep. 30, 2018
Sep. 30, 2017
Dec. 31, 2017
Banking and Thrift [Abstract]          
Deposits $ 17,873,293   $ 17,873,293   $ 15,505,383
Brokered deposits 9,500,000   9,500,000   8,200,000
Retail and other deposits 8,400,000   8,400,000   7,300,000
Stable interest-bearing deposits, total 5,600,000   5,600,000   5,500,000
Brokered deposit placement fee 4,000 $ 3,000 9,000 $ 7,000  
Third party broker fees paid 6,000 $ 4,000 25,000 $ 10,000  
Deposits exceeding FDIC insurance limits 420,000   420,000   396,000
Accrued interest on deposits $ 52,000   $ 52,000   $ 28,000