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Share-based compensation - Share options (Details) - USD ($)
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Additional Information      
Total share-based compensation expense $ 3,083,000 $ 1,023,000 $ 515,000
Ordinary Shares      
Number of Shares      
Exercised (85,839) (9,361) (4,300)
Stock option      
Number of Shares      
Outstanding number of shares at beginning 863,712    
Granted 2,134,538    
Exercised (85,839)    
Forfeited (278,065)    
Outstanding number of shares at end 2,634,346 863,712  
Number of shares, vested and expected to vest 2,634,346    
Number of shares, options exercisable 647,901    
Weighted Average Exercise Price      
Weighted average exercise price at beginning $ 1.01    
Granted 12.01    
Exercised 1.67    
Forfeited 4.21    
Weighted average exercise price at ending 9.57 $ 1.01  
Weighted average exercise price, vested and expected to vest 9.57    
Weighted average exercise price, options exercisable $ 6.81    
Weighted Average Contractual Term      
Weighted average contractual term, outstanding 9 years 15 days 8 years 9 months  
Weighted average contractual term, vested and expected to vest 9 years 15 days    
Weighted average contractual term ,options exercisable 8 years 5 months 27 days    
Aggregate Intrinsic Value      
Aggregate intrinsic value outstanding $ 6,107,000 $ 3,292,000  
Granted $ 6.07 $ 3.73 $ 1.78
Exercised $ 600,000 $ 23,000 $ 7,000
Aggregate intrinsic value, vested and expected to vest 6,107,000    
Aggregate intrinsic value, options exercisable $ 2,868,000    
Additional Information      
Granted $ 6.07 $ 3.73 $ 1.78
Total share-based compensation expense $ 2,700,000 $ 800,000 $ 400,000
Performance based option      
Number of Shares      
Granted 0 70,875 678,610
Additional Information      
Total share-based compensation expense $ 100,000 $ 700,000 $ 300,000
Performance based option | Ordinary Shares | First anniversary      
Additional Information      
Vesting Percentage   20.00%  
Performance based option | Ordinary Shares | 36 equal monthly installments      
Additional Information      
Vesting Percentage   60.00%  
Number of equal monthly installments for vesting remaining awards   36 months  
Performance based option | Ordinary Shares | Earlier of the fourth anniversary      
Additional Information      
Vesting Percentage   20.00%