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Allowance for Loan Losses - Schedule of Allowance for Loan Losses by Portfolio Segment (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Allowance for Loan and Lease Losses [Roll Forward]            
Beginning balance $ 76,214 $ 76,800 $ 74,200      
Provision charged (credited) to operating expense 11,053 9,991 6,822      
Less loans charged-off (22,900) (19,800) (11,700)      
Add back recoveries of loans previously charged-off 7,700 9,200 7,500      
Ending balance 72,147 76,214 76,800      
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually evaluated for impairment       $ 10,800 $ 14,000 $ 11,600
Collectively evaluated for impairment       61,300 62,200 65,200
Ending balance 76,214 76,800 74,200 72,147 76,214 76,800
Total loans:            
Individually evaluated for impairment       83,200 104,700 92,000
Collectively evaluated for impairment       7,484,500 5,312,000 5,101,400
Total loans held for investment       7,567,700 5,416,700 5,193,400
Allowance for loans losses       1,000 400  
Real Estate            
Allowance for Loan and Lease Losses [Roll Forward]            
Beginning balance 28,600 52,300 53,900      
Provision charged (credited) to operating expense 6,000 (21,700) (600)      
Less loans charged-off (4,400) (5,200) (4,100)      
Add back recoveries of loans previously charged-off 1,400 3,200 3,100      
Ending balance 31,600 28,600 52,300      
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually evaluated for impairment       6,200 4,600 4,800
Collectively evaluated for impairment       25,400 24,000 47,500
Ending balance 28,600 52,300 53,900 31,600 28,600 52,300
Total loans:            
Individually evaluated for impairment       58,300 68,600 66,500
Collectively evaluated for impairment       5,118,500 3,445,400 3,346,600
Total loans held for investment       5,176,800 3,514,000 3,413,100
Consumer            
Allowance for Loan and Lease Losses [Roll Forward]            
Beginning balance 7,700 5,100 5,000      
Provision charged (credited) to operating expense 8,100 8,400 3,200      
Less loans charged-off (11,300) (8,600) (5,700)      
Add back recoveries of loans previously charged-off 4,200 2,800 2,600      
Ending balance 8,700 7,700 5,100      
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually evaluated for impairment       0 0 0
Collectively evaluated for impairment       8,700 7,700 5,100
Ending balance 7,700 5,100 5,000 8,700 7,700 5,100
Total loans:            
Individually evaluated for impairment       0 0 0
Collectively evaluated for impairment       1,034,400 970,300 844,400
Total loans held for investment       1,034,400 970,300 844,400
Commercial            
Allowance for Loan and Lease Losses [Roll Forward]            
Beginning balance 38,100 18,800 14,300      
Provision charged (credited) to operating expense (2,800) 21,900 4,400      
Less loans charged-off (6,800) (5,800) (1,700)      
Add back recoveries of loans previously charged-off 2,100 3,200 1,800      
Ending balance 30,600 38,100 18,800      
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually evaluated for impairment       4,400 9,300 6,500
Collectively evaluated for impairment       26,200 28,800 12,300
Ending balance 38,100 18,800 14,300 30,600 38,100 18,800
Total loans:            
Individually evaluated for impairment       23,800 32,400 24,500
Collectively evaluated for impairment       1,191,600 765,500 767,900
Total loans held for investment       1,215,400 797,900 792,400
Agriculture            
Allowance for Loan and Lease Losses [Roll Forward]            
Beginning balance 1,800 600 1,000      
Provision charged (credited) to operating expense (200) 1,400 (200)      
Less loans charged-off (400) (200) (200)      
Add back recoveries of loans previously charged-off 0 0 0      
Ending balance 1,200 1,800 600      
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually evaluated for impairment       200 100 300
Collectively evaluated for impairment       1,000 1,700 300
Ending balance 1,800 600 1,000 1,200 1,800 600
Total loans:            
Individually evaluated for impairment       1,100 3,700 1,000
Collectively evaluated for impairment       135,100 129,200 141,200
Total loans held for investment       136,200 132,900 142,200
Other            
Allowance for Loan and Lease Losses [Roll Forward]            
Beginning balance 0 0 0      
Provision charged (credited) to operating expense 0 0 0      
Less loans charged-off 0 0 0      
Add back recoveries of loans previously charged-off 0 0 0      
Ending balance 0 0 0      
Financing Receivable, Allowance for Credit Loss, Additional Information [Abstract]            
Individually evaluated for impairment       0 0 0
Collectively evaluated for impairment       0 0 0
Ending balance $ 0 $ 0 $ 0 0 0 0
Total loans:            
Individually evaluated for impairment       0 0 0
Collectively evaluated for impairment       4,900 1,600 1,300
Total loans held for investment       $ 4,900 $ 1,600 $ 1,300