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Net Loss Per Share - Antidilutive Securities (Details) - shares
3 Months Ended
Mar. 31, 2020
Mar. 31, 2019
Diluted net loss per share attributable to common stockholders    
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding 17,249,162 17,642,935
Convertible preferred stock (as converted to common stock)    
Diluted net loss per share attributable to common stockholders    
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding
Warrants to purchase convertible preferred stock (as converted to common stock)    
Diluted net loss per share attributable to common stockholders    
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding
Unvested restricted common stock    
Diluted net loss per share attributable to common stockholders    
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding 299,700 1,816,047
Stock options to purchase common stock    
Diluted net loss per share attributable to common stockholders    
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding 16,949,462 15,826,888