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CONSOLIDATED STATEMENTS OF CASH FLOWS - USD ($) $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2021 | Dec. 31, 2020 | Dec. 31, 2019
OPERATING ACTIVITIES: |  |  |
Net income | $ 137,762 | $ 242,317 | $ 108,318
Adjustments to reconcile net income to net cash provided by operating activities: |  |  |
Depreciation and amortization | 42,219 | 28,632 | 21,662
Stock-based compensation | 337,413 | 111,775 | 80,758
Deferred income taxes | (16,777) | (31,218) | (10,490)
Allowance for credit losses on accounts receivable | 1,456 | 3,149 | 2,702
Noncash lease expense | 40,315 | 33,269 | 21,894
Other | 5,803 | 2,190 | (1,939)
Changes in operating assets and liabilities: |  |  |
Accounts receivable | (444,342) | (418,054) | (331,369)
Prepaid expenses and other assets | 1,648 | (66,655) | (19,597)
Accounts payable | 309,410 | 481,313 | 191,763
Accrued expenses and other liabilities | 7,596 | 35,446 | 6,845
Operating lease liabilities | (43,990) | (17,095) | (10,342)
Net cash provided by operating activities | 378,513 | 405,069 | 60,205
INVESTING ACTIVITIES: |  |  |
Purchases of investments | (278,387) | (230,759) | (212,776)
Sales of investments | 4,539 |  |
Maturities of investments | 253,444 | 167,602 | 89,539
Purchases of property and equipment | (54,804) | (74,061) | (35,693)
Capitalized software development costs | (5,169) | (6,053) | (4,911)
Business acquisition | (13,261) |  |
Net cash used in investing activities | (93,638) | (143,271) | (163,841)
FINANCING ACTIVITIES: |  |  |
Proceeds from line of credit |  | 143,000 |
Repayment on line of credit |  | (143,000) |
Payment of debt financing costs | (1,924) |  | (6)
Proceeds from exercise of stock options | 61,476 | 76,146 | 29,874
Proceeds from employee stock purchase plan | 29,229 | 21,671 | 16,746
Taxes paid related to net settlement of restricted stock awards | (56,855) | (53,138) | (19,334)
Net cash provided by financing activities | 31,926 | 44,679 | 27,280
Increase (decrease) in cash and cash equivalents | 316,801 | 306,477 | (76,356)
Cash and cash equivalents—Beginning of year | 437,353 | 130,876 | 207,232
Cash and cash equivalents—End of year | 754,154 | 437,353 | 130,876
SUPPLEMENTAL CASH FLOW INFORMATION: |  |  |
Cash paid for income taxes | 3,608 | 4,983 | 19,727
Cash paid for interest | 518 | 1,554 | 412
Cash paid for operating lease liabilities | 52,974 | 27,448 | 16,923
Asset retirement obligation | 1,705 | 2,049 | 3,543
Operating lease assets obtained in exchange for operating lease liabilities | 25,356 | 106,833 | 150,467
Capitalized assets financed by accounts payable | 5,907 | 6,766 | 9,252
Stock-based compensation included in capitalized software development costs | $ 3,320 | $ 2,245 | $ 1,588

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