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Common Stock, warrants, stock-based compensation, stock options, restricted stock and restricted stock units - Restricted stock units (Details) - USD ($)
$ / shares in Units, $ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Weighted-average grant date fair value per share      
Share-based compensation expense $ 6,388 $ 4,884 $ 2,168
Restricted stock units      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 246,588    
Number of restricted stock units      
Unvested restricted common stock at the beginning of the period (in shares) 321,662    
Granted (in shares) 246,588    
Vested (in shares) (136,062)    
Cancelled (in shares) (62,065)    
Unvested restricted common stock at the end of the period (in shares) 370,123 321,662  
Weighted-average grant date fair value per share      
Unvested restricted common stock at the beginning of the period (in dollars per share) $ 15.84    
Granted (in dollars per share) 24.22    
Vested (in dollars per share) 17.11    
Cancelled (in dollars per share) 18.82    
Unvested restricted common stock at the end of the period (in dollars per share) $ 20.48 $ 15.84  
Share-based compensation expense $ 2,700    
Total unrecognized compensation cost related to unvested stock awards $ 6,900    
Period of recognition of unrecognized compensation cost 2 years 9 months 11 days    
Restricted stock      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 0 0 0
Number of restricted stock units      
Granted (in shares) 0 0 0
Unvested restricted common stock at the end of the period (in shares) 39,806    
Weighted-average grant date fair value per share      
Unvested restricted common stock at the end of the period (in dollars per share) $ 3.12    
Share-based compensation expense $ 0 $ 400 $ 600
Aggregate fair value of restricted stock awards $ 0 $ 2,400 $ 1,900
2017 Plan | Restricted stock units      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 246,588    
Number of restricted stock units      
Granted (in shares) 246,588    
2017 Plan | Restricted stock units | Subject to a four year vesting schedule with 25% vesting on the first anniversary and the remaining vesting ratably on a monthly basis over the remaining three years      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 135,058    
Vesting period 1 4 years    
Vesting period 2 3 years    
Vesting percentage 1 (as a percent) 25.00%    
Vesting percentage 2 (as a percent) 75.00%    
Number of restricted stock units      
Granted (in shares) 135,058    
2017 Plan | Restricted stock units | Subject to a four year vesting schedule with 25% vesting on each anniversary      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 40,846    
Vesting period 1 4 years    
Vesting percentage 1 (as a percent) 25.00%    
Number of restricted stock units      
Granted (in shares) 40,846    
2017 Plan | Restricted stock units | Vesting on December 31, 2019      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 15,890    
Number of restricted stock units      
Granted (in shares) 15,890    
2017 Plan | Restricted stock units | Vested in equal amounts annually over four years      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Vesting period 2 43 months    
2017 Plan | Restricted stock units | Vested in equal amounts annually over three years      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 4,540    
Vesting period 1 3 years    
Number of restricted stock units      
Granted (in shares) 4,540    
2017 Plan | Restricted stock units | Vesting equally over four years      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 10,194    
Percentage of shares (as a percent) 10.42%    
Number of restricted stock units      
Granted (in shares) 10,194    
2017 Plan | Restricted stock units | Vested immediately upon grant      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 5,328    
Number of restricted stock units      
Granted (in shares) 5,328    
2017 Plan | Restricted stock units | Vesting ratably over the remaining 45 months      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 1,983    
Vesting period 3 45 months    
Number of restricted stock units      
Granted (in shares) 1,983    
2017 Plan | Restricted stock units | Vesting ratably over the remaining 43 months      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 31,732    
Number of restricted stock units      
Granted (in shares) 31,732    
2017 Plan | Restricted stock units | Vest upon the one year      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Restricted common stock issued (in shares) 3,000    
Vesting period 1 1 year    
Number of restricted stock units      
Granted (in shares) 3,000