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Property and Equipment
9 Months Ended
Sep. 30, 2021
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, 2021December 31, 2020
Leasehold improvementsShorter of lease term or economic life$33,467 $29,558 
Website and software development costs
2 - 3
46,014 33,278 
Computer and office equipment
3 - 5
13,154 7,765 
Software31,871 1,858 
Furniture77,945 7,450 
Property and equipment, gross102,451 79,909 
Accumulated depreciation and amortization(54,776)(41,614)
Construction in progress7,860 5,693 
Property and equipment, net$55,535 $43,988 

Depreciation and amortization expense for property and equipment amounted to $5,399 and $3,594 for the three months ended September 30, 2021 and 2020, respectively, and $14,369 and $10,215 for the nine months ended September 30, 2021 and 2020, respectively. We capitalized website and software development costs, including stock-based compensation, of $4,727 and $2,773 for the three months ended September 30, 2021 and 2020, respectively, and $13,137 and $8,286 for the nine months ended September 30, 2021 and 2020, respectively.