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Share-Based Compensation Expense
3 Months Ended
Jan. 30, 2021
Share-based Payment Arrangement [Abstract]  
Share-Based Compensation Expense SHARE-BASED COMPENSATION EXPENSE
The following table summarizes share-based compensation expense for the periods indicated (in thousands):
Quarter Ended
 January 30,February 1,
 20212020
Product costs$953 $671 
Service costs1,205 842 
Share-based compensation expense included in cost of goods sold2,158 1,513 
Research and development4,794 3,849 
Sales and marketing5,816 4,613 
General and administrative6,358 5,527 
Share-based compensation expense included in operating expense16,968 13,989 
Share-based compensation expense capitalized in inventory, net(162)100 
Total share-based compensation$18,964 $15,602 
As of January 30, 2021, total unrecognized share-based compensation expense was approximately $169.0 million, which relates to unvested stock unit awards and is expected to be recognized over a weighted-average period of 1.68 years.