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Commitments and Contingencies - Summary of Financial Instruments with Off-Balance Sheet Credit Risk (Details) - USD ($)
$ in Thousands
Mar. 31, 2018
Dec. 31, 2017
Fair Value Off Balance Sheet Risks Disclosure Information [Line Items]    
Financial instruments with off-balance sheet credit loss $ 981,485 $ 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 959,271 977,276
Letter of Credit    
Fair Value Off Balance Sheet Risks Disclosure Information [Line Items]    
Financial instruments with off-balance sheet credit loss $ 22,214 $ 22,882