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Deposits - Interest Expense on Deposits by Type (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Interest expense on deposits by type [Abstract]      
Interest-bearing demand $ 35,428 $ 18,479 $ 6,820
Savings 19,462 17,980 6,047
Time 24,281 17,477 9,850
Total $ 79,171 $ 53,936 $ 22,717