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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, 2019
Dec. 31, 2018
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment $ 52,000 $ 55,800
Total LHFI 8,995,014 8,835,868
Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 52,015 55,835
LHFI, Collectively Evaluated For Impairment 8,942,999 8,780,033
Total LHFI 8,995,014 8,835,868
Construction, Land Development and Other Land [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 1,209,761 1,056,601
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 695 1,552
LHFI, Collectively Evaluated For Impairment 1,209,066 1,055,049
Total LHFI 1,209,761 1,056,601
Secured by 1-4 Family Residential Properties [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 1,810,872 1,825,492
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 4,249 3,963
LHFI, Collectively Evaluated For Impairment 1,806,623 1,821,529
Total LHFI 1,810,872 1,825,492
Secured by Nonfarm, Nonresidential Properties [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 2,241,072 2,220,914
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 6,938 9,476
LHFI, Collectively Evaluated For Impairment 2,234,134 2,211,438
Total LHFI 2,241,072 2,220,914
Other Real Estate Secured [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 528,032 543,820
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, Individually Evaluated For Impairment 892 248
LHFI, Collectively Evaluated For Impairment 527,140 543,572
Total LHFI 528,032 543,820
Commercial and Industrial Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 1,558,057 1,538,715
Commercial and Industrial Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 29,525 30,717
LHFI, Collectively Evaluated For Impairment 1,528,532 1,507,998
Total LHFI 1,558,057 1,538,715
Consumer Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 176,619 182,448
Consumer Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 31 2
LHFI, Collectively Evaluated For Impairment 176,588 182,446
Total LHFI 176,619 182,448
State and Other Political Subdivision Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 982,626 973,818
State and Other Political Subdivision Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 8,449 8,595
LHFI, Collectively Evaluated For Impairment 974,177 965,223
Total LHFI 982,626 973,818
Other Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 487,975 494,060
Other Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 1,236 1,282
LHFI, Collectively Evaluated For Impairment 486,739 492,778
Total LHFI $ 487,975 $ 494,060