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Income Taxes - Reconciliation of effective tax rate (Details)
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Reconciliation of the U.S. statutory income tax rate to the effective income tax rate    
Federal income tax (benefit) at statutory rate 21.00% 21.00%
Permanent differences (0.57%) (0.68%)
Federal research and development credits and adjustments 2.42% 4.25%
State income tax benefit, net of federal benefit 5.50% 6.84%
Other 0.49% (1.41%)
Change in valuation allowance (28.85%) (30.00%)
Effective income tax rate 0.00% 0.00%