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Income taxes - Reconciliation of the federal statutory income tax rate to the effective tax rate (Details) - USD ($)
$ in Millions
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Reconciliation of the federal statutory income tax rate to the effective tax rate    
Federal statutory income tax rate (in percent) 21.00% 21.00%
State taxes, net of federal benefit (in percent) 3.20% 6.00%
Tax credits (in percent) 2.30% 2.70%
Share-based compensation (in percent) 2.30% 1.10%
Permanent items (in percent) (0.90%) (1.20%)
Defereed tax rate changes (1.40%)  
Change in valuation allowance (in percent) (24.60%) (29.90%)
Other (in percent) (1.40%) 0.20%
Effective income tax rate (in percent) 0.50% (0.10%)
Aushon acquisition    
Income Taxes    
Amortizable goodwill   $ 0.4