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Income Taxes - Schedule of Net Deferred Tax liability (Details) - USD ($)
$ in Thousands
Dec. 31, 2017
Dec. 31, 2016
Deferred tax assets:    
Allowance for loan losses $ 6,264 $ 8,516
Amortization of core deposit intangible 759 996
Compensation related 6,158 7,552
Unrealized loss on securities 988 2,462
Other 3,599 2,430
Subtotal 17,768 21,956
Deferred tax liabilities:    
FHLB stock dividends (550) (827)
Depreciation (4,115) (6,548)
Mortgage servicing rights (19,830) (12,558)
Other (5,131) (6,203)
Subtotal (29,626) (26,136)
Net deferred tax liability $ (11,858) $ (4,180)