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Income Taxes - Summary of Effective Income Tax Rate Reconciliation (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Income Tax Disclosure [Abstract]      
Tax provision computed at federal statutory rate $ 30,440 $ 17,789 $ 15,844
State taxes, net 3,335 2,919 1,704
Stock-based compensation (1,778) (109) (23)
Bank-owned life insurance (332) (121) (114)
Tax exempt interest (201) (250) (442)
Change in valuation allowance for deferred tax asset 0 0 23
Other 516 458 (90)
Income tax expense $ 31,980 $ 20,686 $ 16,902