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      "text": "1 Stock-based compensation expense-related charges include employer payroll tax-related expenses on employee stock transactions.",
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      "text": "Reconciliation of operating expenses\nGAAP research and development\nLess: stock-based compensation expense and related employer payroll taxes\nNon-GAAP research and development\nGAAP research and development as percentage of revenue\nNon-GAAP research and development as percentage of revenue\nGAAP sales and marketing\nLess: stock-based compensation expense and related employer payroll taxes\nLess: direct listing expenses\nNon-GAAP sales and marketing\nGAAP sales and marketing as percentage of revenue\nNon-GAAP sales and marketing as percentage of revenue\nGAAP general and administrative\nLess: stock-based compensation expense and related employer payroll taxes\nLess: direct listing expenses\nNon-GAAP general and administrative\nGAAP general and administrative as percentage of revenue\nNon-GAAP general and administrative as percentage of revenue\nNote: Certain figures may not sum due to rounding",
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