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Net Loss Per Share - Antidilutive Securities (Details) - shares
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Diluted net loss per share attributable to common stockholders      
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding 15,480,421 17,015,005 55,007,222
Convertible preferred stock      
Diluted net loss per share attributable to common stockholders      
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding     43,933,006
Warrants to purchase convertible preferred stock      
Diluted net loss per share attributable to common stockholders      
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding     135,567
Restricted Common Stock      
Diluted net loss per share attributable to common stockholders      
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding 376,514 2,230,235 6,277,014
Stock options      
Diluted net loss per share attributable to common stockholders      
Antidilutive securities excluded from computation of of diluted weighted average shares outstanding 15,103,907 14,784,770 4,661,635
Series A redeemable convertible preferred stock      
Diluted net loss per share attributable to common stockholders      
Percentage of cumulative dividends per year 8.00%