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Income taxes - Income tax rate (Details)
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Income taxes    
Federal statutory income tax rate 21.00% 21.00%
State income taxes, net of federal benefit (1.60%) 1.50%
Research and development tax credits 1.90% 0.10%
Change in preferred stock tranche obligation   (16.00%)
Change in deferred tax asset valuation allowance (19.90%) (6.60%)
Other (1.50%)  
Effective income tax rate (0.10%) 0.00%