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Loans Held for Investment (LHFI) and Allowance for Loan Losses, LHFI - Summary of Balance in Allowance for Loan Losses (Details) - USD ($)
$ in Thousands
Sep. 30, 2018
Jun. 30, 2018
Dec. 31, 2017
Sep. 30, 2017
Jun. 30, 2017
Dec. 31, 2016
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Total $ 88,874   $ 76,733      
Allowance for Loan Losses, LHFI [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually 15,749   1,743      
Collectively 73,125   74,990      
Total 88,874 $ 83,566 76,733 $ 80,332 $ 76,184 $ 71,265
Allowance for Loan Losses, LHFI [Member] | Commercial and Industrial Loans [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually 13,869   131      
Collectively 19,448   22,720      
Total 33,317   22,851 19,780   22,011
Allowance for Loan Losses, LHFI [Member] | Consumer Loans [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Collectively 3,394   3,470      
Total 3,394   3,470 4,456   3,241
Allowance for Loan Losses, LHFI [Member] | State and Other Political Subdivision Loans [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually 683          
Collectively 510   789      
Total 1,193   789 811   859
Allowance for Loan Losses, LHFI [Member] | Other Loans [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually 1,076   41      
Collectively 4,364   4,625      
Total 5,440   4,666 4,204   2,492
Allowance for Loan Losses, LHFI [Member] | Loans Secured by Real Estate [Member] | Construction, Land Development and Other Land [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually     75      
Collectively 8,414   7,790      
Total 8,414   7,865 8,648   9,085
Allowance for Loan Losses, LHFI [Member] | Loans Secured by Real Estate [Member] | Secured by 1-4 Family Residential Properties [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually 43   1,331      
Collectively 9,265   9,543      
Total 9,308   10,874 10,280   10,347
Allowance for Loan Losses, LHFI [Member] | Loans Secured by Real Estate [Member] | Secured by Nonfarm, Nonresidential Properties [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually 78   165      
Collectively 24,781   23,263      
Total 24,859   23,428 28,748   20,967
Allowance for Loan Losses, LHFI [Member] | Loans Secured by Real Estate [Member] | Other Real Estate Secured [Member]            
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Collectively 2,949   2,790      
Total $ 2,949   $ 2,790 $ 3,405   $ 2,263