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Quarterly Results of Operations (Unaudited) (Details) - USD ($)
$ / shares in Units, $ 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
Quarterly Financial Information Disclosure [Abstract]                      
Interest income $ 136,021 $ 128,876 $ 92,699 $ 90,827 $ 85,684 $ 70,161 $ 68,733 $ 45,427 $ 448,423 $ 270,005 $ 166,605
Interest expense 18,475 16,163 11,528 9,546 7,514 5,870 5,395 3,724 55,712 22,503 13,530
Provision for credit losses 2,258 1,981 1,761 2,253 2,194 2,049 1,945 2,244 8,156 8,640 8,776
Noninterest income 6,970 8,240 8,151 7,666 9,451 8,221 8,759 4,683 31,027 31,114 19,602
Noninterest expense 67,239 82,782 50,076 49,808 49,886 39,612 48,455 30,005 249,905 167,958 98,063
Income tax provision 15,376 7,798 10,182 8,884 19,370 10,619 7,521 4,616 42,240 42,126 25,215
Net income $ 39,643 $ 28,392 $ 27,303 $ 28,002 $ 16,171 $ 20,232 $ 14,176 $ 9,521 $ 123,340 $ 60,100 $ 40,103
Earnings per share:                      
Basic (in dollars per share) $ 0.64 $ 0.46 $ 0.59 $ 0.61 $ 0.37 $ 0.46 $ 0.36 $ 0.35 $ 2.29 $ 1.59 $ 1.49
Diluted (in dollars per share) $ 0.63 $ 0.46 $ 0.58 $ 0.60 $ 0.36 $ 0.46 $ 0.35 $ 0.34 $ 2.26 $ 1.56 $ 1.46