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Stock-Based Awards - Narrative (Details) - USD ($)
1 Months Ended 3 Months Ended
Dec. 31, 2017
Nov. 30, 2015
Aug. 31, 2015
May 31, 2015
Mar. 31, 2020
Mar. 31, 2019
Jan. 31, 2020
Dec. 31, 2019
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Aggregate intrinsic value of options exercised         $ 3,700,000 $ 3,300,000    
Weighted average grant date fair value of options vested (usd per share)         $ 11.23 $ 11.82    
Estimated fair value of option (usd per share)         $ 14.73 11.60    
Dividends paid         $ 0      
Dividend yield         0.00%      
Number of options, granted (in shares)         2,998,584      
Exercise price (usd per share)         $ 7.57      
Performance and Market Contingent Stock Options                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Number of options, granted (in shares)   100,000 1,600,000          
Exercise price (usd per share)   $ 0.68 $ 0.68          
Vesting trigger, number of consecutive trading days         90 days      
Vesting trigger, number of days after IPO         180 days      
Share based compensation cost not recognized         $ 200,000      
Period of recognition         6 months      
Performance and Market Contingent Stock Options | General and Administrative                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Performance and market-contingent awards expense         $ 100,000      
Restricted Stock                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Intrinsic value of units expected to vest         $ 28,700,000      
Weighted-average fair value at date of grant per share, granted (usd per share)         $ 24.50 $ 18.27    
Fair value of units vested         $ 2,100,000 $ 7,400,000    
2017 Employee Stock Purchase Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Common stock reserved for issuance (in shares) 1,000,000.0              
Number of additional shares allowable under the plan (in shares) 2,000,000.0           1,000,000.0  
Percent of outstanding shares 1.00%              
Common stock purchase discounted rate for employees 85.00%              
Maximum employee contribution to ESPP, percent of base compensation 15.00%              
Stock issued during period (in shares)         0 0    
Stock Options                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Dividend yield         0.00% 0.00%    
Unamortized stock- based compensation expense related to unvested stock options         $ 129,500,000      
Expected weighted average period         3 years 2 months 12 days      
2017 Equity Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Common stock reserved for issuance (in shares) 6,400,000              
Number of shares available for grant (in shares)         4,500,000     3,400,000
Number of additional shares allowable under the plan (in shares) 10,000,000.0           4,800,000  
Percent of outstanding shares 5.00%              
2015 Stock Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Common stock reserved for issuance (in shares)       8,300,000        
Number of shares available for grant (in shares)         0      
Shares Transferred As Available For Issuance From 2015 Plan to 2017 Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Number of shares available for grant (in shares) 200,000              
Maximum | 2017 Equity Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Award expiration period 10 years              
Maximum | 2015 Stock Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Award expiration period       10 years        
Minimum | 2017 Equity Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Percentage of option price of estimated fair value on grant date 100.00%              
Award vesting period 4 years              
Minimum | 2015 Stock Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Percentage of option price of estimated fair value on grant date       100.00%        
Award vesting period       4 years