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Loans Held for Investment (LHFI) and Allowance for Loan Losses, LHFI - Summary of Loan Type Related to Each Balance in Allowance for Loan Losses (Details) - USD ($)
$ in Thousands
Mar. 31, 2018
Dec. 31, 2017
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment $ 49,600 $ 48,900
Total LHFI 8,513,985 8,569,967
Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 49,630 48,936
LHFI, Collectively Evaluated For Impairment 8,464,355 8,521,031
Total LHFI 8,513,985 8,569,967
Construction, Land Development and Other Land [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 986,188 987,624
Construction, Land Development and Other Land [Member] | Loans Secured by Real Estate [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 932 1,405
LHFI, Collectively Evaluated For Impairment 985,256 986,219
Total LHFI 986,188 987,624
Secured by 1-4 Family Residential Properties [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 1,698,885 1,675,311
Secured by 1-4 Family Residential Properties [Member] | Loans Secured by Real Estate [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 3,696 4,736
LHFI, Collectively Evaluated For Impairment 1,695,189 1,670,575
Total LHFI 1,698,885 1,675,311
Secured by Nonfarm, Nonresidential Properties [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 2,257,899 2,193,823
Secured by Nonfarm, Nonresidential Properties [Member] | Loans Secured by Real Estate [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 12,186 10,423
LHFI, Collectively Evaluated For Impairment 2,245,713 2,183,400
Total LHFI 2,257,899 2,193,823
Other Real Estate Secured [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 425,664 517,956
Other Real Estate Secured [Member] | Loans Secured by Real Estate [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Collectively Evaluated For Impairment 425,664 517,956
Total LHFI 425,664 517,956
Commercial and Industrial Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 1,561,967 1,570,345
Commercial and Industrial Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 31,699 31,799
LHFI, Collectively Evaluated For Impairment 1,530,268 1,538,546
Total LHFI 1,561,967 1,570,345
Consumer Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 168,469 171,918
Consumer Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 1 17
LHFI, Collectively Evaluated For Impairment 168,468 171,901
Total LHFI 168,469 171,918
State and Other Political Subdivision Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 936,014 952,483
State and Other Political Subdivision Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Collectively Evaluated For Impairment 936,014 952,483
Total LHFI 936,014 952,483
Other Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 478,899 500,507
Other Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 1,116 556
LHFI, Collectively Evaluated For Impairment 477,783 499,951
Total LHFI $ 478,899 $ 500,507