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SELECTED QUARTERLY FINANCIAL DATA (UNAUDITED) (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 12 Months Ended
Sep. 30, 2017
Jun. 30, 2017
Mar. 31, 2017
Dec. 31, 2016
Sep. 30, 2016
Jun. 30, 2016
Mar. 31, 2016
Dec. 31, 2015
Sep. 30, 2015
Jun. 30, 2015
Mar. 31, 2015
Dec. 31, 2014
Sep. 30, 2017
Sep. 30, 2016
Sep. 30, 2015
Quarterly Financial Information Disclosure [Abstract]                              
Interest income $ 28,949 $ 28,861 $ 27,718 $ 22,575 $ 21,729 $ 20,763 $ 20,629 $ 18,275 $ 16,363 $ 15,254 $ 15,758 $ 14,232      
Interest expense 4,461 3,918 3,752 2,742 1,836 844 691 720 660 593 473 661 $ 14,873 $ 4,091 $ 2,387
Net interest income 24,488 24,943 23,966 19,833 19,893 19,919 19,938 17,555 15,703 14,661 15,285 13,571 93,230 77,305 59,220
Provision for loan losses (144) 1,240 8,649 843 548 2,098 1,173 786 124 700 593 48 10,589 4,605 1,465
Net Income $ 1,744 $ 9,787 $ 32,142 $ 1,244 $ 6,006 $ 8,873 $ 14,283 $ 4,058 $ 4,639 $ 4,640 $ 5,181 $ 3,595 $ 44,917 $ 33,220 $ 18,055
Earnings (loss) per common and common equivalent share [Abstract]                              
Basic (in dollars per share) $ 0.19 $ 1.05 $ 3.44 $ 0.14 $ 0.70 $ 1.04 $ 1.68 $ 0.49 $ 0.64 $ 0.67 $ 0.79 $ 0.58 $ 4.86 [1] $ 3.93 [1] $ 2.68 [1]
Diluted (in dollars per share) 0.19 1.04 3.42 0.14 0.70 1.04 1.67 0.49 0.63 0.66 0.78 0.58 $ 4.83 [1] $ 3.91 [1] $ 2.66 [1]
Dividend declared per share (in dollars per share) $ 0.13 $ 0.13 $ 0.13 $ 0.13 $ 0.13 $ 0.13 $ 0.13 $ 0.13 $ 0.13 $ 0.13 $ 0.13 $ 0.13      
[1] See Reclassification and Revision of Prior Period Balances under Note 1 Summary of Significant Accounting Policies for additional information describing adjustments made to the Company's EPS calculation. Basic EPS for the fiscal year ended September 30, 2016 of $3.95 was corrected to $3.93 and diluted EPS of $3.92 was corrected to $3.91.