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Warrants, stock-based compensation, stock options, restricted stock and restricted stock units - Stock options (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 6 Months Ended 12 Months Ended
Jun. 30, 2020
Jun. 30, 2019
Jun. 30, 2020
Jun. 30, 2019
Dec. 31, 2019
Aggregate intrinsic value          
Share-based compensation expense $ 2,501 $ 1,601 $ 4,610 $ 2,885  
Outstanding stock options          
Warrants, stock-based compensation, stock options, restricted stock and restricted stock units          
Options expiration period (in years)     10 years    
Number outstanding          
Outstanding at the beginning of the period (in shares)     2,507,062    
Granted (in shares)     457,211    
Exercised (in shares)     (152,570)    
Cancelled or forfeited (in shares)     (67,262)    
Outstanding at the end of the period (in shares) 2,744,441   2,744,441   2,507,062
Vested and expected to vest at the end of the period (in shares) 2,744,441   2,744,441    
Exercisable at the end of the period (in shares) 1,479,484   1,479,484    
Weighted-average exercise price          
Outstanding at the beginning of the period (in dollars per share)     $ 14.41    
Granted (in dollars per share)     27.09    
Exercised (in dollars per share)     7.28    
Cancelled or forfeited (in dollars per share)     25.55    
Outstanding at the end of the period (in dollars per share) $ 16.65   16.65   $ 14.41
Vested and expected to vest at the end of the period (in dollars per share) 16.65   16.65    
Exercisable at the end of the period (in dollars per share) $ 11.12   $ 11.12    
Remaining contractual life          
Outstanding (in years)     7 years 7 months 6 days   7 years 6 months 29 days
Vested and expected to vest at the end of the period (in years)     7 years 7 months 6 days    
Exercisable at the end of the period (in years)     6 years 6 months 29 days    
Aggregate intrinsic value          
Outstanding at the beginning of the period     $ 24,870    
Exercised $ 1,700 2,900 2,700 $ 4,100  
Outstanding at the end of the period 30,415   30,415   $ 24,870
Vested and expected to vest at the end of the period 30,415   30,415    
Exercisable at the end of the period 24,264   $ 24,264    
Weighted-average fair value of options granted     $ 11.76 $ 8.64  
Share-based compensation expense 1,300 900 $ 2,400 $ 1,600  
Intrinsic value of stock options exercised $ 1,700 $ 2,900 $ 2,700 $ 4,100  
Outstanding stock options | 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          
Warrants, stock-based compensation, stock options, restricted stock and restricted stock units          
Vesting period (in years)     4 years    
Vesting percentage 1 (as a percent)     25.00%    
Outstanding stock options | Subject to vesting with 50% vesting on December 31, 2018 and December 31, 2019          
Warrants, stock-based compensation, stock options, restricted stock and restricted stock units          
Vesting period (in years)     3 years    
Vesting percentage 1 (as a percent)     75.00%