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CONSOLIDATED STATEMENTS OF INCOME - USD ($) $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2018 | Dec. 31, 2017 | Dec. 31, 2016
Interest income |  |  |
Loans and leases, including fees | $ 447,187 | $ 280,111 | $ 262,703
Investment securities |  |  |
Taxable | 79,076 | 50,568 | 43,103
Tax-exempt | 13,428 | 5,918 | 4,535
Total interest on investment securities | 92,504 | 56,486 | 47,638
Other earning assets | 691 | (3,524) | (4,391)
Total interest income | 540,382 | 333,073 | 305,950
Interest expense |  |  |
Deposits | 56,962 | 35,182 | 22,613
Short-term borrowings | 18,033 | 8,193 | 4,506
Long-term borrowings | 16,152 | 6,153 | 6,160
Total interest expense | 91,147 | 49,528 | 33,279
Net interest income | 449,235 | 283,545 | 272,671
Provision for loan and lease losses | 14,586 | 3,582 | 10,140
Net interest income after provision for loan and lease losses | 434,649 | 279,963 | 262,531
Noninterest income |  |  |
Service charges on deposit accounts | 35,108 | 19,775 | 18,933
Investment Banking, Advisory, Brokerage, and Underwriting Fees and Commissions | 15,082 | 14,073 | 13,200
Bankcard income | 20,245 | 13,298 | 12,132
Client derivative fees | 7,682 | 6,418 | 4,570
Net gain from sales of loans | 6,071 | 5,169 | 6,804
Net gain (loss) on sales of investment securities | (161) | 1,649 | 234
Other | 19,355 | 15,760 | 13,728
Total noninterest income | 103,382 | 76,142 | 69,601
Noninterest expenses |  |  |
Salaries and employee benefits | 188,990 | 137,240 | 128,549
Net occupancy | 24,215 | 17,397 | 18,329
Furniture and equipment | 14,908 | 8,443 | 8,663
Data processing | 28,077 | 14,022 | 11,406
Marketing | 7,598 | 3,201 | 3,965
Communication | 3,167 | 1,819 | 1,889
Professional services | 12,272 | 15,023 | 6,303
State intangible tax | 4,152 | 2,655 | 2,034
FDIC assessments | 3,969 | 3,944 | 4,293
Loss (gain) - other real estate owned | 373 | 642 | (1,212)
Other | 36,089 | 35,556 | 17,182
Total noninterest expenses | 323,810 | 239,942 | 201,401
Income before income taxes | 214,221 | 116,163 | 130,731
Income tax expense | 41,626 | 19,376 | 42,205
Net income | $ 172,595 | $ 96,787 | $ 88,526
Earnings per common share |  |  |
Basic | $ 1.95 | $ 1.57 | $ 1.45
Diluted | $ 1.93 | $ 1.56 | $ 1.43
Average common shares outstanding - basic | 88,582,090 | 61,529,460 | 61,206,093
Average common shares outstanding - diluted | 89,614,205 | 62,171,590 | 61,985,422

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