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Stock-Based Compensation
3 Months Ended
Jan. 31, 2021
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,
 20212020
 (in thousands)
Cost of products$9,352 $5,580 
Cost of maintenance and service3,335 2,032 
Research and development expense41,294 26,209 
Sales and marketing expense15,159 8,894 
General and administrative expense14,642 9,168 
Stock-based compensation expense before taxes83,782 51,883 
Income tax benefit(13,279)(8,924)
Stock-based compensation expense after taxes$70,503 $42,959 
As of January 31, 2021, the Company had $697.2 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 2.5 years. As of January 31, 2021, the Company had $44.1 million of unrecognized stock-based compensation expense relating to its Employee Stock Purchase Plan (ESPP), which is expected to be recognized over a period of approximately 2.0 years.
The intrinsic values of equity awards exercised during the periods are as follows:
 Three Months Ended 
 January 31,
 20212020
 (in thousands)
Intrinsic value of awards exercised$40,524 $24,398