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Commitments and Contingencies - Summary of Financial Instruments with Off-Balance Sheet Credit Risk (Details) - USD ($)
$ in Thousands
Sep. 30, 2017
Dec. 31, 2016
Fair Value Off Balance Sheet Risks Disclosure Information [Line Items]    
Financial instruments with off-balance sheet credit loss $ 978,453 $ 602,426
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 951,679 579,879
Letter of Credit    
Fair Value Off Balance Sheet Risks Disclosure Information [Line Items]    
Financial instruments with off-balance sheet credit loss $ 26,774 $ 22,547