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Commitments and Contingencies - Summary of Financial Instruments with Off-Balance Sheet Credit Risk (Details) - USD ($)
$ in Thousands
Jun. 30, 2018
Dec. 31, 2017
Fair Value Off Balance Sheet Risks Disclosure Information [Line Items]    
Financial instruments with off-balance sheet credit loss $ 1,107,041 $ 1,000,158
Commitments to Extend Credit, Excluding Interest Rate Lock Commitments    
Fair Value Off Balance Sheet Risks Disclosure Information [Line Items]    
Financial instruments with off-balance sheet credit loss 1,088,486 977,276
Letter of Credit    
Fair Value Off Balance Sheet Risks Disclosure Information [Line Items]    
Financial instruments with off-balance sheet credit loss $ 18,555 $ 22,882