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Deposits - Interest Expense on Deposits by Type (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Interest expense on deposits by type [Abstract]      
Interest-bearing demand $ 18,479 $ 6,820 $ 3,297
Savings 17,980 6,047 2,657
Time 17,477 9,850 6,794
Total $ 53,936 $ 22,717 $ 12,748