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Consolidated Statements of Cash Flows - USD ($) $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2021 | Dec. 31, 2020 | Dec. 31, 2019
Cash flows from operating activities |  |  |
Net income | $ 158,189 | $ 129,331 | $ 84,734
Adjustment to reconcile net income to net cash provided by operating activities: |  |  |
Depreciation and amortization | 96,706 | 78,862 | 69,086
Amortization of contract acquisition costs | 983 | 590 | 1,002
Amortization of debt issuance costs | 1,016 | 732 | 1,083
Imputed interest expense and fair value adjustments to contingent consideration | 1,168 | 4,484 | 2,339
Provision for credit losses | (350) | 494 | 1,711
(Gain) loss on disposal of assets | 1,127 | 521 | 189
Loss on dissolution of subsidiary | 0 | 19,905 | 0
Impairment losses | 11,254 | 5,809 | 3,735
Deferred income taxes | 831 | (5,193) | (1,376)
Excess tax benefit from equity-based awards | (5,301) | (726) | (1,231)
Equity-based compensation expense | 16,425 | 12,507 | 12,814
(Gain) loss on foreign currency derivatives | (213) | 103 | (140)
Changes in assets and liabilities, net of acquisitions: |  |  |
Accounts receivable | 40,156 | (40,625) | 29,608
Prepaids and other assets | 18,407 | 57,597 | 27,413
Accounts payable and accrued expenses | (17,209) | 76,726 | 97,268
Deferred revenue and other liabilities | (71,893) | (69,197) | (90,246)
Net cash provided by operating activities | 251,296 | 271,920 | 237,989
Cash flows from investing activities |  |  |
Proceeds from sale of long-live assets | 93 | 20 | 382
Purchases of property, plant and equipment | (60,358) | (59,772) | (60,776)
Acquisitions, net of cash acquired of $18,638, $4,423 and $4,547, respectively | (481,718) | (52,675) | (102,457)
Net cash used in investing activities | (541,983) | (112,427) | (162,851)
Cash flows from financing activities |  |  |
Net proceeds (borrowings) from line of credit | 406,000 | 95,000 | 8,000
Payments on other debt | (6,626) | (8,619) | (11,855)
Payments of contingent consideration and hold back payments to acquisitions | (11,517) | (48,686) | (5,902)
Dividends paid to shareholders | (42,217) | (134,554) | (28,739)
Payments to noncontrolling interest | (10,984) | (10,801) | (4,950)
Capital contribution from noncontrolling interest | 0 | 0 | 3,362
Tax payments related to issuance of restricted stock units | (11,397) | (4,521) | (5,471)
Payments of debt issuance costs | (3,614) | (45) | (1,819)
Net cash (used in) provided by financing activities | 319,645 | (112,226) | (47,374)
Effect of exchange rate changes on cash, cash equivalents and restricted cash | (7,291) | 6,157 | (410)
Increase (decrease) in cash, cash equivalents and restricted cash | 21,667 | 53,424 | 27,354
Cash, cash equivalents and restricted cash, beginning of period | 159,015 | 105,591 | 78,237
Cash, cash equivalents and restricted cash, end of period | 180,682 | 159,015 | 105,591
Supplemental disclosures |  |  |
Cash paid for interest | 11,188 | 10,233 | 13,108
Cash paid for income taxes | 71,392 | 47,761 | 36,316
Non-cash investing and financing activities |  |  |
Acquisition of long lived assets through finance leases | 912 | 1,852 | 3,731
Acquisition of equipment through increase in accounts payable, net | $ (2,243) | $ 347 | $ 881

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