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Stock-Based Compensation (Tables)
6 Months Ended
Jun. 30, 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
June 30,
Six Months Ended
June 30,
 2020201920202019
Sales and marketing$772  $471  $1,529  $851  
General and administrative2,097  1,781  3,879  3,048  
Research and development4,226  3,168  8,045  5,787  
Total stock-based compensation expense$7,095  $5,420  $13,453  $9,686  

The following table summarizes the components of non-cash stock-based compensation expense (in thousands):
 Three Months Ended
June 30,
Six Months Ended
June 30,
 2020201920202019
Stock options and assumed options$1,015  $1,102  $1,816  $1,895  
Restricted stock units6,048  4,271  11,558  7,700  
Employee stock purchase plan32  47  79  91  
Total stock-based compensation expense$7,095  $5,420  $13,453  $9,686  
Tax benefit from stock-based awards$1,610  $2,171  $2,188  $3,485