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Property and Equipment, Net
12 Months Ended
Jan. 31, 2020
Property, Plant and Equipment [Abstract]  
Property and Equipment, Net Property and Equipment, Net
Property and equipment consisted of the following:
January 31,
(in thousands)20202019
Computer and network equipment$66,937  $55,233  
Software, including capitalized software development costs33,373  27,959  
Furniture and office equipment16,752  9,511  
Leasehold improvements59,564  41,464  
176,626  134,167  
Less: Accumulated depreciation(81,228) (66,479) 
95,398  67,688  
Work in progress32,895  8,144  
$128,293  $75,832  

As of January 31, 2020, work in progress consisted primarily of capitalized costs of internally-developed software projects under development and leasehold improvements related to office build-out projects.

Depreciation expense associated with property and equipment was $32.5 million, $24.9 million and $21.7 million in the years ended January 31, 2020, 2019 and 2018. This included amortization expense related to capitalized internally-developed software costs of $4.1 million, $2.8 million and $3.6 million in the respective years.
We capitalized $17.1 million, $7.6 million and $2.4 million of internally developed software in the years ended January 31, 2020, 2019 and 2018. Such amounts included capitalized stock-based compensation of $4.1 million, $1.9 million and $0.1 million in the years ended January 31, 2020, 2019 and 2018.