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Allowance for Loan Losses - Summary of Changes in Loan Allowance (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2019
Sep. 30, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Schedule of changes in allowance for loan losses                      
Balance at the beginning of the year       $ 35,042       $ 32,086 $ 35,042 $ 32,086 $ 31,083
Charge-offs                 (4,989) (3,605) (4,838)
Recoveries of loans previously charged-off                 1,807 1,432 1,621
Provision for loan losses $ 1,558 $ 466 $ 1,367 $ 920 $ 1,162 $ 1,065 $ 1,750 $ 1,152 4,311 5,129 4,220
Balance at the end of the year $ 36,171       $ 35,042       $ 36,171 $ 35,042 $ 32,086