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Stock-Based Compensation - Assumptions (Details) - shares
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Employee and non-employee stock options        
Stock Based Compensation        
Options granted (in shares)     1,837,000  
Employee stock options        
Valuation of Stock Option Grants to Employees        
Expected volatility, minimum 43.07% 40.59% 42.53% 40.28%
Expected volatility, maximum 45.84% 41.05% 45.84% 41.05%
Expected dividend rate 0.00% 0.00% 0.00% 0.00%
Risk free interest rate, minimum 1.60% 2.75% 1.60% 2.37%
Risk free interest rate, maximum 2.12% 2.97% 2.60% 2.97%
Employee stock options | Minimum        
Valuation of Stock Option Grants to Employees        
Expected term (years) 5 years 2 months 23 days 5 years 4 months 6 days 5 years 2 months 23 days 5 years 2 months 27 days
Employee stock options | Maximum        
Valuation of Stock Option Grants to Employees        
Expected term (years) 10 years 5 years 6 months 10 years 5 years 7 months 13 days
Non-employee stock options        
Stock Based Compensation        
Options granted (in shares)     91,073  
Options unvested (in shares) 30,648   30,648  
Valuation of Stock Option Grants to Employees        
Expected term (years)   2 years 9 months 4 days    
Expected volatility   41.36%    
Expected volatility, minimum       41.36%
Expected volatility, maximum       42.03%
Expected dividend rate   0.00%   0.00%
Risk free interest rate   2.86%    
Risk free interest rate, minimum       2.36%
Risk free interest rate, maximum       2.86%
Non-employee stock options | Minimum        
Valuation of Stock Option Grants to Employees        
Expected term (years)       2 years 8 months 19 days
Non-employee stock options | Maximum        
Valuation of Stock Option Grants to Employees        
Expected term (years)       2 years 9 months 4 days