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Deposits - Summary of Noninterest Bearing and Interest Bearing Deposits (Details) - USD ($)
$ in Thousands
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Deposits [Abstract]      
Non-interest bearing $ 1,804,881 $ 1,633,941  
Interest bearing 4,455,979 4,183,385  
Total deposits $ 6,260,860 $ 5,817,326 $ 5,521,956