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Deposits - Summary of Interest Expense on Deposits (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Banking and Thrift, Other Disclosures [Abstract]      
Interest-bearing checking $ 13,400 $ 19,395 $ 16,820
Money market deposit 1,105 2,902 4,919
Savings 631 2,505 1,195
Time deposits 10,074 23,488 15,498
Total interest expense on deposits $ 25,210 $ 48,290 $ 38,432