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Income Taxes (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Components of the provision for income taxes, exclusive of tax effect of unrealized AFS securities gains and losses [Abstract]      
Current income tax expense $ 8,864 $ 11,560 $ 20,108
Deferred income tax expense (benefit) 2,030 (246) (259)
Effect of Tax Cuts & Jobs Act benefit 0 0 (2,831)
Effect of Kentucky tax legislation benefit (3,442) 0 0
Total income tax expense $ 7,452 $ 11,314 $ 17,018
Corporate income tax rate 21.00% 21.00% 35.00%
Reconciliation of income tax expense at the statutory rate to actual income tax expense [Abstract]      
Computed at the statutory rate $ 15,118 $ 14,814 $ 23,979
Adjustments resulting from [Abstract]      
Tax-exempt interest (563) (673) (1,259)
Housing and new markets credits (4,471) (2,635) (2,579)
Dividends received deduction 0 (9) (129)
Bank owned life insurance (284) (599) (492)
ESOP dividend deduction (203) (188) (319)
Stock option exercises and restricted stock vesting (10) (39) (170)
Effect of Tax Cuts & Jobs Act 0 0 (2,831)
Effect of KY tax legislation (2,719) 0 0
State income taxes 405 409 429
Other 179 234 389
Total income tax expense $ 7,452 $ 11,314 $ 17,018
Reconciliation of income tax expense at the statutory rate to actual income tax expense [Abstract]      
Computed at the statutory rate 21.00% 21.00% 35.00%
Adjustments resulting from [Abstract]      
Tax-exempt interest (0.78%) (0.95%) (1.84%)
Housing and new markets credits (6.21%) (3.73%) (3.76%)
Dividends received deduction 0.00% (0.01%) (0.19%)
Bank owned life insurance (0.39%) (0.85%) (0.72%)
ESOP dividend deduction (0.28%) (0.27%) (0.47%)
Stock option exercises and restricted stock vesting (0.01%) (0.06%) (0.25%)
Effect of Tax Cuts & Jobs Act 0 0 (0.0413)
Effect of KY tax legislation (3.78%) 0.00% 0.00%
State income taxes 0.56% 0.58% 0.63%
Other 0.24% 0.33% 0.57%
Total 10.35% 16.04% 24.84%
Deferred tax assets [Abstract]      
Allowance for loan and lease losses $ 8,757 $ 7,541  
Interest on nonperforming loans 485 531  
Accrued expenses 1,100 1,093  
Allowance for other real estate owned 1,437 1,435  
Unrealized losses on AFS securities 0 1,757  
State net operating loss carryforward 3,786 3,957  
Lease liabilities 3,859 0  
Other 294 164  
Total deferred tax assets 19,718 16,478  
Deferred tax liabilities [Abstract]      
Depreciation and amortization (15,048) (12,210)  
FHLB stock dividends (1,441) (1,704)  
Loan fee income (656) (419)  
Mortgage servicing rights (814) (757)  
Right of use assets (3,698) 0  
Unrealized gains on AFS securities (1,534) 0  
Limited partnership investments (326) (257)  
Other (1,101) (537)  
Total deferred tax liabilities (24,618) (15,884)  
Beginning balance for valuation allowance for deferred tax asset 3,957 3,930  
Change in valuation allowance (3,747) 27  
Ending balance for valuation allowance for deferred tax asset 210 3,957 $ 3,930
Net deferred tax liability (5,110) $ (3,363)  
Loss carryforwards $ 96,000