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Allowance for Loan Losses - Change in Allowance for Loan Losses (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Changes in the allowance for loan losses      
Balance at the beginning of period $ 37,066 $ 35,569 $ 35,606
Provision charged to operations 16,435 18,040 15,512
Loans charged off (22,396) (21,170) (20,317)
Recoveries of loans previously charged off 4,621 4,627 4,768
Balance at the end of period $ 35,726 $ 37,066 $ 35,569