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Deposits - Summary of Noninterest Bearing and Interest Bearing Deposits (Details) - USD ($)
$ in Thousands
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Deposits [Abstract]      
Non-interest bearing $ 1,633,941 $ 1,523,417  
Interest bearing 4,183,385 3,998,539  
Total deposits $ 5,817,326 $ 5,521,956 $ 5,347,642