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Stock-Based Compensation (Tables)
3 Months Ended
Mar. 31, 2020
Share-based Payment Arrangement [Abstract]  
Schedule of Stock-Based Compensation Expense

Stock-based compensation expense is included in the following line items in the condensed consolidated statements of operations (in thousands):
 
Three Months Ended 
 March 31,
 
2020
 
2019
Sales and marketing
$
757

 
$
380

General and administrative
1,782

 
1,267

Research and development
3,819

 
2,619

Total stock-based compensation expense
$
6,358

 
$
4,266


The following table summarizes the components of non-cash stock-based compensation expense (in thousands):
 
Three Months Ended 
 March 31,
 
2020
 
2019
Stock options and assumed options
$
801

 
$
793

Restricted stock units
5,510

 
3,429

Employee stock purchase plan
47

 
44

Total stock-based compensation expense
$
6,358

 
$
4,266

Tax benefit from stock-based awards
$
578

 
$
1,314