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Stock-Based Compensation - Restricted Common Stock (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Weighted average grant date fair value        
Total stock-based compensation expense (in dollars) $ 7,225 $ 2,996 $ 20,983 $ 7,121
Restricted stock        
Number of shares        
Outstanding at beginning of period (in shares)     1,070,061  
Granted (in shares)     589,402  
Vested (in shares)     (329,375)  
Outstanding at end of period (in shares) 1,330,088   1,330,088  
Weighted average grant date fair value        
Outstanding at beginning of period (in dollars per share)     $ 20.61  
Granted (in dollars per share)     54.93  
Vested to common stock (in dollars per share)     19.74  
Outstanding at end of period (in dollars per share $ 36.04   $ 36.04  
Total stock-based compensation expense (in dollars) $ 3,550 $ 1,074 $ 9,636 $ 2,779
Unrecognized compensation expense (in dollars) $ 33,963   $ 33,963  
Weighted average period expected to be recognized     3 years