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Other Borrowings and Subordinated Debentures (Details) - USD ($)
1 Months Ended 12 Months Ended
Oct. 31, 2018
Sep. 30, 2018
Oct. 31, 2017
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Oct. 31, 2019
Oct. 30, 2019
Mar. 31, 2018
May 15, 2017
May 14, 2017
Debt Instrument [Line Items]                      
Commitment fee on unused portion of credit facility (as percent)     0.25%                
Balance due       $ 1,685,859,000 $ 1,699,400,000            
Repayments of subordinated debentures       0 113,990,000 $ 3,000,000          
FHLB advances outstanding       1,250,000,000              
Advances from Federal Home Loan Banks       1,260,000,000              
Additional advances from Federal Home Loan Bank       3,200,000,000              
Mortgage loans and investment securities securing FHLB advances       5,900,000,000              
Assets       $ 21,259,143,000 $ 16,543,337,000 $ 15,000,000,000          
Federal Home Loan Bank Owns the Options (FOTO) Advances | Minimum                      
Debt Instrument [Line Items]                      
Term of debt instrument       10 years              
Federal Home Loan Bank Owns the Options (FOTO) Advances | Maximum                      
Debt Instrument [Line Items]                      
Term of debt instrument       15 years              
Landrum Company                      
Debt Instrument [Line Items]                      
Subordinated debentures             $ 33,917,000 $ 34,794,000      
Hardeman County Investment Company, Inc.                      
Debt Instrument [Line Items]                      
Subordinated debentures                   $ 6,702,000 $ 6,702,000
OKSB and First Texas Acquisitions                      
Debt Instrument [Line Items]                      
Repayments of subordinated debentures   $ 77,300,000                  
U.S. Bank National Association | Revolving Credit Facility                      
Debt Instrument [Line Items]                      
Line of credit, maximum borrowing capacity $ 50,000,000.0   $ 75,000,000.0                
Commitment fee on unused portion of credit facility (as percent) 0.30%                    
Balance due   $ 0                  
Subordinated Debt                      
Debt Instrument [Line Items]                      
Face amount of debt                 $ 330,000,000.0    
Debt instrument, interest rate       5.00%         5.00%    
Debt issuance costs                 $ 3,600,000