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Segment and Geographic Information - Non-cash items (Details) - USD ($) $ in Thousands | 12 Months Ended
--- | ---
Dec. 31, 2020 | Dec. 31, 2019 | Dec. 31, 2018
Non cash items included in segment income (loss) from operations by reportable segment |  |  |
Depreciation and amortization | $ 109,154 | $ 104,861 | $ 54,543
Amortization of intangible assets | 64,225 | 61,667 | 25,694
Restructuring costs | 12,382 | 0 | 0
Stock-based compensation | 14,610 | 12,160 | 15,532
Segments | Strayer University |  |  |
Non cash items included in segment income (loss) from operations by reportable segment |  |  |
Depreciation and amortization | 24,570 | 23,956 | 20,427
Stock-based compensation | 7,292 | 5,970 | 11,720
Segments | Capella University |  |  |
Non cash items included in segment income (loss) from operations by reportable segment |  |  |
Depreciation and amortization | 18,080 | 18,837 | 7,693
Stock-based compensation | 7,272 | 5,823 | 1,570
Segments | Australia/New Zealand |  |  |
Non cash items included in segment income (loss) from operations by reportable segment |  |  |
Depreciation and amortization | 1,930 | 0 | 0
Stock-based compensation | 46 | 0 | 0
Segment Reconciling Items |  |  |
Non cash items included in segment income (loss) from operations by reportable segment |  |  |
Amortization of intangible assets | 64,225 | 61,667 | 25,694
Merger and integration costs | 0 | 401 | 729
Restructuring costs | 349 | 0 | 0
Merger and integration costs | $ 0 | $ 367 | $ 2,242

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- Definition The aggregate expense charged against earnings to allocate the cost of intangible assets (nonphysical assets not used in production) in a systematic and rational manner to the periods expected to benefit from such assets. As a noncash expense, this element is added back to net income when calculating cash provided by or used in operations using the indirect method. + References Reference 1: http://fasb.org/us-gaap/role/ref/legacyRef -Publisher FASB -Name Accounting Standards Codification -Topic 230 -SubTopic 10 -Section 45 -Paragraph 28 -Subparagraph (b) -URI http://asc.fasb.org/extlink&oid=121586364&loc=d3e3602-108585 Reference 2: http://fasb.org/us-gaap/role/ref/legacyRef -Publisher FASB -Name Accounting Standards Codification -Topic 350 -SubTopic 30 -Section 50 -Paragraph 2 -Subparagraph (a)(2) -URI http://asc.fasb.org/extlink&oid=66006027&loc=d3e16323-109275 Reference 3: http://fasb.org/us-gaap/role/ref/legacyRef -Publisher FASB -Name Accounting Standards Codification -Topic 350 -SubTopic 30 -Section 45 -Paragraph 2 -URI http://asc.fasb.org/extlink&oid=6388964&loc=d3e16225-109274 + Details
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