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Stock-Based Compensation
3 Months Ended
Jan. 31, 2020
Share-based Payment Arrangement [Abstract]  
Stock-Based Compensation Stock-Based Compensation
The compensation cost recognized in the unaudited condensed consolidated statements of operations for the Company’s stock compensation arrangements was as follows:
 
Three Months Ended 
 January 31,
 
2020
 
2019
 
(in thousands)
Cost of products
$
5,580

 
$
4,126

Cost of maintenance and service
2,032

 
1,459

Research and development expense
26,209

 
18,304

Sales and marketing expense
8,894

 
7,272

General and administrative expense
9,168

 
7,299

Stock-based compensation expense before taxes
51,883

 
38,460

Income tax benefit
(8,924
)
 
(6,449
)
Stock-based compensation expense after taxes
$
42,959

 
$
32,011


As of January 31, 2020, the Company had $467.1 million of total unrecognized stock-based compensation expense relating to options and restricted stock units and awards, which is expected to be recognized over a weighted-average period of 2.6 years. As of January 31, 2020, the Company had $29.5 million of total unrecognized stock-based compensation expense relating to the ESPP, which is expected to be recognized over a period of 2.0 years.
The intrinsic values of equity awards exercised during the periods are as follows:
 
Three Months Ended 
 January 31,
 
2020
 
2019
 
(in thousands)
Intrinsic value of awards exercised
$
24,398

 
$
8,152