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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, 2018
Dec. 31, 2017
Dec. 31, 2016
Mar. 31, 2018
Oct. 19, 2017
May 15, 2017
May 14, 2017
Debt Instrument [Line Items]                    
Commitment fee on unused portion of credit facility (as percent)     0.25%              
Balance due       $ 1,699,400,000 $ 1,520,589,000          
Repayments of subordinated debentures       113,990,000 3,000,000 $ 594,000        
FHLB advances outstanding       1,300,000,000            
Advances from Federal Home Loan Banks       1,300,000,000            
Additional advances from Federal Home Loan Bank       1,800,000,000            
Mortgage loans and investment securities securing FHLB advances       4,600,000,000            
Assets       16,543,337,000 15,055,806,000          
Federal Home Loan Bank Owns the Options (FOTO) Advances                    
Debt Instrument [Line Items]                    
FHLB advances outstanding       $ 675,000,000            
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            
OKSB and First Texas Acquisitions                    
Debt Instrument [Line Items]                    
Subordinated debt assumed               $ 77,300,000    
Hardeman County Investment Company, Inc.                    
Debt Instrument [Line Items]                    
Subordinated debt assumed               $ 6,700,000 $ 419,656,000 $ 418,100,000
First Texas BHC, Inc.                    
Debt Instrument [Line Items]                    
Repayments of subordinated debentures   $ 19,100,000                
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   $ 0 $ 75,000,000          
Subordinated Debt                    
Debt Instrument [Line Items]                    
Face amount of debt             $ 330,000,000      
Debt instrument, interest rate       5.00%     5.00%      
Debt issuance costs             $ 3,600,000