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CONSOLIDATED STATEMENTS OF OPERATIONS AND COMPREHENSIVE INCOME (LOSS) - USD ($) shares in Thousands, $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2022 | Dec. 31, 2021 | Dec. 31, 2020
Income Statement and Statement of Comprehensive Income [Abstract] |  |  |
Revenue | $ 984,992 | $ 1,098,499 | $ 909,990
Costs and expenses: |  |  |
Cost of revenue (exclusive of depreciation and amortization shown separately below) | 57,769 | 57,297 | 54,494
Selling and marketing expense | 702,238 | 773,990 | 617,404
General and administrative expense | 152,377 | 153,472 | 129,101
Product development | 55,553 | 52,865 | 43,636
Depreciation | 20,095 | 17,910 | 14,201
Amortization of intangibles | 25,306 | 42,738 | 53,078
Change in fair value of contingent consideration | 0 | (8,249) | 5,327
Restructuring and severance | 4,428 | 53 | 295
Litigation settlements and contingencies | (18) | 392 | (943)
Total costs and expenses | 1,017,748 | 1,090,468 | 916,593
Operating (loss) income | (32,756) | 8,031 | (6,603)
Other (expense) income, net: |  |  |
Interest expense, net | (26,014) | (46,867) | (36,300)
Other income | 3,843 | 123,272 | 376
(Loss) income before income taxes | (54,927) | 84,436 | (42,527)
Income tax (expense) benefit | (133,019) | (11,298) | 19,961
Net (loss) income from continuing operations | (187,946) | 73,138 | (22,566)
Loss from discontinued operations, net of tax | (6) | (4,023) | (25,689)
Net (loss) income | (187,952) | 69,115 | (48,255)
Comprehensive (loss) income | $ (187,952) | $ 69,115 | $ (48,255)
Weighted average shares outstanding: |  |  |
Basic (in shares) | 12,793 | 13,199 | 13,007
Diluted (in shares) | 12,793 | 13,695 | 13,007
(Loss) income per share from continuing operations: |  |  |
Basic (in dollars per share) | $ (14.69) | $ 5.54 | $ (1.73)
Diluted (in dollars per share) | (14.69) | 5.34 | (1.73)
Loss per share from discontinued operations: |  |  |
Basic (in dollars per share) | 0 | (0.30) | (1.98)
Diluted (in dollars per share) | 0 | (0.29) | (1.98)
Net (loss) income per share: |  |  |
Basic (in dollars per share) | (14.69) | 5.24 | (3.71)
Diluted (in dollars per share) | $ (14.69) | $ 5.05 | $ (3.71)

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- Definition Number of [basic] shares or units, after adjustment for contingently issuable shares or units and other shares or units not deemed outstanding, determined by relating the portion of time within a reporting period that common shares or units have been outstanding to the total time in that period. + References Reference 1: http://www.xbrl.org/2003/role/disclosureRef -Publisher FASB -Name Accounting Standards Codification -Topic 260 -SubTopic 10 -Section 50 -Paragraph 1 -Subparagraph (a) -URI https://asc.fasb.org/extlink&oid=124432515&loc=d3e3550-109257 Reference 2: http://www.xbrl.org/2003/role/disclosureRef -Publisher FASB -Name Accounting Standards Codification -Topic 260 -SubTopic 10 -Section 45 -Paragraph 10 -URI https://asc.fasb.org/extlink&oid=126958026&loc=d3e1448-109256 + Details
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Namespace Prefix: | us-gaap_
Data Type: | xbrli:sharesItemType
Balance Type: | na
Period Type: | duration