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Net Loss per Share - Anti-dilutive securities (Details) - shares
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Anti-dilutive securities excluded from computation of earnings per share    
Total, anti-dilutive securities excluded from computation of earnings per share 8,820,030 6,838,158
Stock options    
Anti-dilutive securities excluded from computation of earnings per share    
Total, anti-dilutive securities excluded from computation of earnings per share 8,491,734 5,960,939
Restricted shares    
Anti-dilutive securities excluded from computation of earnings per share    
Total, anti-dilutive securities excluded from computation of earnings per share   877,219
Restricted Share Units (RSUs)    
Anti-dilutive securities excluded from computation of earnings per share    
Total, anti-dilutive securities excluded from computation of earnings per share 328,296