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Deposits - Summary of Interest Expense on Deposits (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2020
Dec. 31, 2019
Dec. 31, 2018
Banking and Thrift, Other Disclosures [Abstract]      
Interest-bearing checking accounts $ 19,395 $ 16,820 $ 9,219
Money market deposit accounts 2,902 4,919 2,818
Savings accounts 2,505 1,195 990
Time deposits 23,488 15,498 9,551
Total interest expense on deposits $ 48,290 $ 38,432 $ 22,578