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Commitments and Contingencies - Additional Information (Details) - USD ($)
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Other Commitments [Line Items]      
Data processing and communication expense $ 10,400,000 $ 10,400,000 $ 11,700,000
Merger-related expenses included in data processing and communication charges 0 0 $ 1,300,000
Unfunded Loan Commitment      
Other Commitments [Line Items]      
Allowance for unfunded commitments $ 2,200,000 $ 2,600,000