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Net loss per share - Anti-dilutive securities (Details) - shares
shares in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Common stock equivalents outstanding excluded from the computation of diluted net loss per share attributable to common stockholders    
Outstanding anti-dilutive securities excluded from computation of diluted net loss per share 5,830 4,154
Stock options    
Common stock equivalents outstanding excluded from the computation of diluted net loss per share attributable to common stockholders    
Outstanding anti-dilutive securities excluded from computation of diluted net loss per share 4,798 3,959
Unvested restricted stock    
Common stock equivalents outstanding excluded from the computation of diluted net loss per share attributable to common stockholders    
Outstanding anti-dilutive securities excluded from computation of diluted net loss per share 1,032 195