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Property and Equipment
9 Months Ended
Sep. 30, 2022
Property, Plant and Equipment [Abstract]  
Property and Equipment Property and Equipment
The components of property and equipment were as follows:

Useful Lives (Years)September 30, 2022December 31, 2021
Leasehold improvementsShorter of lease term or economic life$32,496 $33,455 
Website and software development costs
2 - 3
61,903 50,439 
Computer and office equipment
3 - 5
18,331 14,216 
Software31,871 1,871 
Furniture77,816 8,091 
Property and equipment, gross122,417 108,072 
Accumulated depreciation and amortization(72,932)(59,766)
Construction in progress9,753 10,365 
Property and equipment, net$59,238 $58,671 

Depreciation and amortization expense for property and equipment amounted to $6,552 and $5,399 for the three months ended September 30, 2022 and 2021, respectively, and $19,018 and $14,369 for the nine months ended September 30, 2022 and 2021, respectively. We capitalized website and software development costs, including stock-based compensation, of $5,031 and $4,727 for the three months ended September 30, 2022 and 2021, respectively, and $16,042 and $13,137 for the nine months ended September 30, 2022 and 2021, respectively.