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Quarterly Results of Operations (Unaudited) (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2017
Sep. 30, 2017
Jun. 30, 2017
Mar. 31, 2017
Dec. 31, 2016
Sep. 30, 2016
Jun. 30, 2016
Mar. 31, 2016
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Quarterly Financial Information Disclosure [Abstract]                      
Interest income $ 85,684 $ 70,161 $ 68,733 $ 45,427 $ 45,797 $ 42,429 $ 40,874 $ 37,505 $ 270,005 $ 166,605 $ 118,356
Interest expense 7,514 5,870 5,395 3,724 3,493 3,420 3,313 3,304 22,503 13,530 12,057
Provision for loan losses 2,185 2,049 1,904 2,502 2,054 4,013 1,589 1,120 8,640 8,776 6,425
Noninterest income 9,451 8,221 8,759 4,683 4,318 5,968 4,468 4,848 31,114 19,602 14,388
Noninterest expense 49,895 39,612 48,496 29,747 25,377 25,860 23,713 23,633 167,750 98,583 73,538
Income tax provision 19,370 10,619 7,521 4,616 7,238 5,877 6,358 5,742 42,126 25,215 15,209
Net income $ 16,171 $ 20,232 $ 14,176 $ 9,521 $ 11,953 $ 9,227 $ 10,369 $ 8,554 $ 60,100 $ 40,103 $ 25,515
Earnings per share:                      
Basic (in dollars per share) $ 0.37 $ 0.51 $ 0.36 $ 0.35 $ 0.44 $ 0.34 $ 0.38 $ 0.33 $ 1.59 $ 1.49 $ 1.21
Diluted (in dollars per share) $ 0.36 $ 0.50 $ 0.35 $ 0.34 $ 0.43 $ 0.33 $ 0.37 $ 0.33 $ 1.56 $ 1.46 $ 1.19