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CONSOLIDATED STATEMENTS OF OPERATIONS (Parenthetical) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Allocated share-based compensation expense $ 60,245 $ 131,770 $ 34,986
Amortization of acquisition intangible assets 8,995 4,270 4,461
Cost of revenue      
Allocated share-based compensation expense 3,658 8,931 2,503
Amortization of acquisition intangible assets 5,365 1,952 2,040
Research and development      
Allocated share-based compensation expense 21,159 48,739 9,918
Sales and marketing      
Allocated share-based compensation expense 11,950 19,046 8,069
Amortization of acquisition intangible assets 3,630 2,318 2,421
General and administrative      
Allocated share-based compensation expense $ 23,478 $ 55,054 $ 14,496