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Goodwill and Other Intangible Assets (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Mar. 31, 2018
Sep. 30, 2017
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Oct. 19, 2017
Oct. 18, 2017
May 15, 2017
May 14, 2017
Sep. 09, 2016
Goodwill [Line Items]                    
Goodwill     $ 845,687 $ 842,651            
Goodwill, written off related to sale of business unit   $ 4,100                
Finite-lived intangible assets, period decrease $ 3,800 $ 1,300                
Amortization of intangibles     $ 11,009 7,668 $ 5,945          
Minimum                    
Goodwill [Line Items]                    
Finite-lived intangible asset, useful life     10 years              
Maximum                    
Goodwill [Line Items]                    
Finite-lived intangible asset, useful life     15 years              
Core deposit intangible                    
Goodwill [Line Items]                    
Amortization of intangibles     $ 9,500 6,000 4,400          
Core deposit intangible | Minimum                    
Goodwill [Line Items]                    
Finite-lived intangible asset, useful life     10 years              
Core deposit intangible | Maximum                    
Goodwill [Line Items]                    
Finite-lived intangible asset, useful life     15 years              
Purchased Credit Card Relationships                    
Goodwill [Line Items]                    
Amortization of intangibles       310 414          
Books of Business Intangible                    
Goodwill [Line Items]                    
Amortization of intangibles     $ 1,100 1,400 1,400          
OKSB Merger                    
Goodwill [Line Items]                    
Goodwill           $ 229,144 $ 13,545      
Finite-lived intangible assets acquired       3,800            
OKSB Merger | Core deposit intangible                    
Goodwill [Line Items]                    
Finite-lived intangible assets acquired       42,100            
First Texas BHC, Inc.                    
Goodwill [Line Items]                    
Goodwill           $ 240,800        
First Texas BHC, Inc. | Core deposit intangible                    
Goodwill [Line Items]                    
Finite-lived intangible assets acquired       7,300            
Hardeman County Investment Company, Inc.                    
Goodwill [Line Items]                    
Goodwill               $ 29,371 $ 11,485  
Finite-lived intangible assets acquired       830            
Hardeman County Investment Company, Inc. | Core deposit intangible                    
Goodwill [Line Items]                    
Finite-lived intangible assets acquired       $ 7,800            
Citizens National Bank                    
Goodwill [Line Items]                    
Goodwill         21,500         $ 23,376
Finite-lived intangible assets acquired         591          
Citizens National Bank | Core deposit intangible                    
Goodwill [Line Items]                    
Finite-lived intangible assets acquired         $ 5,100