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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
Dec. 31, 2019
Dec. 31, 2018
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment $ 41,200 $ 55,800
Total LHFI 9,335,628 8,835,868
Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 41,217 55,835
LHFI, Collectively Evaluated For Impairment 9,294,411 8,780,033
Total LHFI 9,335,628 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 1,162,791 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 626 1,552
LHFI, Collectively Evaluated For Impairment 1,162,165 1,055,049
Total LHFI 1,162,791 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 1,855,913 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 5,464 3,963
LHFI, Collectively Evaluated For Impairment 1,850,449 1,821,529
Total LHFI 1,855,913 1,825,492
Secured by Nonfarm, Nonresidential Properties [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 2,475,245 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 6,717 9,476
LHFI, Collectively Evaluated For Impairment 2,468,528 2,211,438
Total LHFI 2,475,245 2,220,914
Other Real Estate Secured [Member] | Loans Secured by Real Estate [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 724,480 543,820
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 68 248
LHFI, Collectively Evaluated For Impairment 724,412 543,572
Total LHFI 724,480 543,820
Commercial and Industrial Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 1,477,896 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 23,458 30,717
LHFI, Collectively Evaluated For Impairment 1,454,438 1,507,998
Total LHFI 1,477,896 1,538,715
Consumer Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 175,738 182,448
Consumer Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 21 2
LHFI, Collectively Evaluated For Impairment 175,717 182,446
Total LHFI 175,738 182,448
State and Other Political Subdivision Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 967,944 973,818
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 4,079 8,595
LHFI, Collectively Evaluated For Impairment 963,865 965,223
Total LHFI 967,944 973,818
Other Loans [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
Total LHFI 495,621 494,060
Other Loans [Member] | Allowance for Loan Losses, LHFI [Member]    
Loans and Leases Receivable, Other Information [Abstract]    
LHFI, Individually Evaluated For Impairment 784 1,282
LHFI, Collectively Evaluated For Impairment 494,837 492,778
Total LHFI $ 495,621 $ 494,060