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Segment Reporting - Summary of Operating Results of Segments (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2017
Sep. 30, 2017
Jun. 30, 2017
Mar. 31, 2017
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Segment Reporting Information [Line Items]                      
Net interest income (expense) $ 103,146 $ 98,100 $ 95,384 $ 91,111 $ 87,911 $ 81,163 $ 82,384 $ 74,758 $ 387,741 $ 326,216 $ 279,439
Provision for credit losses 8,422 (1,365) 1,263 4,380 (4,475) 1,723 6,701 5,786 12,700 9,735 49,348
Noninterest income 21,007 [1] 23,976 [1] 24,672 [1] 24,983 [1] 25,656 [2] 27,124 [2] 22,989 [2] 24,105 [2] 94,638 99,874 88,403
Noninterest expense 72,696 61,231 62,435 61,939 66,371 56,530 56,134 54,321 258,301 233,356 220,180
Income tax expense (benefit) 10,709 15,074 8,384 10,950 36,980 17,457 13,570 12,639 45,117 80,646 32,540
Net income 32,326 $ 47,136 $ 47,974 $ 38,825 14,691 $ 32,577 $ 28,968 $ 26,117 166,261 102,353 65,774
Total assets 12,730,285       10,948,926       12,730,285 10,948,926  
Banking                      
Segment Reporting Information [Line Items]                      
Net interest income (expense)                 407,674 344,987 297,701
Provision for credit losses                 12,700 9,735 49,348
Noninterest income                 47,316 51,286 45,499
Noninterest expense                 215,574 194,212 186,874
Income tax expense (benefit)                 52,464 88,417 37,442
Net income                 174,252 103,909 69,536
Total assets 12,622,287       10,854,206       12,622,287 10,854,206  
Financial Services                      
Segment Reporting Information [Line Items]                      
Net interest income (expense)                 (2,307) (1,347) (201)
Noninterest income                 46,805 47,956 42,727
Noninterest expense                 35,679 36,178 32,334
Income tax expense (benefit)                 3,979 2,000 3,567
Net income                 4,840 8,431 6,625
Total assets 94,618       90,639       94,618 90,639  
Corporate                      
Segment Reporting Information [Line Items]                      
Net interest income (expense)                 (17,626) (17,424) (18,061)
Noninterest income                 517 632 177
Noninterest expense                 7,048 2,966 972
Income tax expense (benefit)                 (11,326) (9,771) (8,469)
Net income                 (12,831) (9,987) $ (10,387)
Total assets $ 13,380       $ 4,081       $ 13,380 $ 4,081  
[1] Includes net securities gains (losses) of $(54) thousand, $2 thousand, $(1.8) million and $12 thousand during the fourth, third, second and first quarters of 2018, respectively.
[2] Includes net securities gains (losses) of $16 thousand, $1 thousand, $(244) thousand and $81 thousand during the fourth, third, second and first quarters of 2017, respectively