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Share Based Compensation - Share Options Rollforward (Details) - USD ($)
$ / shares in Units, $ in Thousands
9 Months Ended 12 Months Ended
Sep. 30, 2018
Dec. 31, 2019
Dec. 31, 2018
Share-based Compensation Arrangement by Share-based Payment Award, Options, Outstanding      
Beginning balance (shares)   3,711,274  
Granted (shares)   2,438,145  
Exercised (shares)   (11,724)  
Forfeited (shares)   (201,456)  
Ending balance (shares)   5,936,239 3,711,274
Shares Exercisable (shares) 1,466,625    
Vested and expected to vest (shares)   5,936,239  
Share-based Compensation Arrangement by Share-based Payment Award, Options, Outstanding, Weighted Average Exercise Price      
Beginning balance (weighted average exercise price)   $ 19.25  
Granted (weighted average exercise price)   15.22  
Exercised (weighted average exercise price)   3.94  
Forfeited (weighted average exercise price)   19.72  
Ending balance (weighted average exercise price)   17.71 $ 19.25
Exercisable (weighted average exercise price) $ 16.34    
Vested or expected to vest (weighted average exercise price)   $ 17.71  
Options outstanding (weighted- average remaining contractual term years)   9 years 7 days 9 years 5 months 19 days
Options exercisable (weighted- average remaining contractual term years) 8 years 7 months 17 days    
Vested and expected to vest (weighted- average remaining contractual term years)   9 years 7 days  
Options outstanding (aggregate intrinsic value)   $ 11,873 $ 51,464
Exercised (aggregate intrinsic value)   198  
Options exercisable (aggregate intrinsic value) $ 6,124    
Options vested and expected to vest (aggregate intrinsic value)   $ 11,873