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Income taxes - Effective Tax Rate Reconciliation (Details)
12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Income Tax Disclosure [Abstract]      
Federal tax expense 21.00% 21.00% 21.00%
State taxes, net of federal benefit 1.07% 1.17% 0.09%
Foreign rate differential (0.12%) (0.32%) 0.07%
Withholding taxes (0.0078) (0.0306) (0.0170)
Nondeductible compensation (5.29%) 0.00% 0.00%
Stock-based compensation 0.27% (1.94%) (2.77%)
Change in valuation allowance (34.54%) (21.16%) (18.76%)
Research and development credits 16.87% 0.00% 0.00%
Other 0.02% 0.08% 0.07%
Effective tax rate (1.50%) (4.23%) (2.00%)