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Selected Quarterly Financial Data (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, 2016
Sep. 30, 2016
Jun. 30, 2016
Mar. 31, 2016
Dec. 31, 2015
Dec. 31, 2018
Sep. 30, 2017
Sep. 30, 2016
Quarterly Financial Information Disclosure [Abstract]                                
Total interest income $ 61,785 $ 57,695 $ 55,019 $ 51,791 $ 49,169 $ 47,820 $ 46,850 $ 45,428 $ 44,129 $ 43,011 $ 42,421 $ 41,929 $ 41,616 $ 226,290 $ 184,226 $ 168,977
Total interest expense 18,410 17,112 14,004 12,730 12,240 11,860 11,211 10,651 10,724 11,123 11,003 10,840 10,996 62,256 44,446 43,962
Net interest income 43,375 40,583 41,015 39,061 36,929 35,960 35,639 34,777 33,405 31,888 31,418 31,089 30,620 164,034 139,780 125,015
Provision for loan losses 777 1,500 2,400 2,000 3,400 5,676 375 375 0 0 0 417 0      
Net interest income after provision for loan losses 42,598 39,083 38,615 37,061 33,529 30,284 35,264 34,402 33,405 31,888 31,418 30,672 30,620 157,357 133,354 124,598
Total non-interest income 6,405 5,290 5,450 4,543 4,733 1,630 4,645 5,806 5,534 4,702 4,525 4,738 4,537 21,688 17,172 18,927
Total non-interest expense 31,013 26,590 61,768 26,015 25,601 30,206 24,703 24,903 24,078 23,482 23,658 22,816 23,388 145,386 103,446 93,769
Income (loss) before income tax expense 17,990 17,783 (17,703) 15,589 12,661 1,708 15,206 15,305 14,861 13,108 12,285 12,594 11,769      
Income tax expense 3,123 6,956 (2,961) 3,805 8,983 194 5,934 5,012 4,868 4,611 4,052 4,281 3,859 10,923 16,008 16,803
Net income $ 14,867 $ 10,827 $ (14,742) $ 11,784 $ 3,678 $ 1,514 $ 9,272 $ 10,293 $ 9,993 $ 8,497 $ 8,233 $ 8,313 $ 7,910 $ 22,736 $ 31,072 $ 32,953
Basic and diluted earnings per share (in dollars per share) $ 0.13 $ 0.10 $ (0.13)                     $ 0.20