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CONSOLIDATED STATEMENTS OF INCOME - USD ($) $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2019 | Dec. 31, 2018 | Dec. 31, 2017
Interest income: |  |  |
Loans (including fee income) | $ 158,228 | $ 144,380 | $ 126,420
Mortgage-backed securities, CMOs and other asset-backed securities | 16,182 | 16,591 | 15,231
U.S. GSE securities | 465 | 837 | 1,198
State and municipal obligations | 2,234 | 2,812 | 3,788
Corporate bonds | 1,200 | 1,422 | 1,233
Deposits with banks | 1,697 | 1,076 | 278
Other interest and dividend income | 1,535 | 1,866 | 1,701
Total interest income | 181,541 | 168,984 | 149,849
Interest expense: |  |  |
Savings, NOW and money market deposits | 23,687 | 15,928 | 7,858
Certificates of deposit of $100,000 or more | 4,270 | 3,007 | 1,843
Other time deposits | 1,502 | 1,801 | 725
Federal funds purchased and repurchase agreements | 767 | 1,200 | 1,571
FHLB advances | 4,573 | 5,729 | 6,105
Subordinated debentures | 4,539 | 4,539 | 4,539
Junior subordinated debentures |  |  | 48
Total interest expense | 39,338 | 32,204 | 22,689
Net interest income | 142,203 | 136,780 | 127,160
Provision for loan losses | 5,700 | 1,800 | 14,050
Net interest income after provision for loan losses | 136,503 | 134,980 | 113,110
Non-interest income: |  |  |
Service charges and other fees | 10,059 | 9,853 | 8,996
Net securities gains (losses) | 201 | (7,921) | 38
Title fees | 1,720 | 1,797 | 2,394
Gain on sale of Small Business Administration ("SBA") loans | 1,984 | 2,078 | 1,689
Bank owned life insurance | 2,230 | 2,219 | 2,250
Loan swap fees | 7,460 | 716 | 1,008
Other | 1,733 | 2,826 | 1,727
Total non-interest income | 25,387 | 11,568 | 18,102
Non-interest expense: |  |  |
Salaries and employee benefits | 56,244 | 50,458 | 46,560
Occupancy and equipment | 14,372 | 13,245 | 13,998
Technology and communications | 7,905 | 6,465 | 5,753
Marketing and advertising | 4,740 | 4,597 | 4,742
Professional services | 3,797 | 4,004 | 3,153
FDIC assessments | 608 | 1,665 | 1,310
Net fraud loss |  | 8,900 |
Office relocation costs |  | 750 |
Restructuring Costs |  |  | 8,020
Amortization of other intangible assets | 787 | 917 | 1,047
Other | 7,686 | 7,179 | 7,144
Total non-interest expense | 96,139 | 98,180 | 91,727
Income before income taxes | 65,751 | 48,368 | 39,485
Income tax expense | 14,060 | 9,141 | 18,946
Net income | $ 51,691 | $ 39,227 | $ 20,539
Basic earnings per share (in dollars per share) | $ 2.59 | $ 1.97 | $ 1.04
Diluted earnings per share (in dollars per share) | $ 2.59 | $ 1.97 | $ 1.04

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