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Property and Equipment
12 Months Ended
Dec. 31, 2020
Property, Plant and Equipment [Abstract]  
Property and Equipment Property and Equipment
The components of property and equipment were as follows:
December 31,
Useful Lives (years)20202019
Leasehold improvementsShorter of lease term or economic life$29,558 $28,141 
Website and software development costs
2-3
33,278 27,602 
Computer and office equipment37,765 4,846 
Software31,858 595 
Furniture77,450 6,965 
Property and equipment, gross79,909 68,149 
Accumulated depreciation and amortization(41,614)(29,047)
Construction in progress5,693 475 
Property and equipment, net$43,988 $39,577 

Depreciation and amortization expense for property and equipment amounted to $14,076, $8,742, and $7,977 for the years ended December 31, 2020, 2019, and 2018, respectively. We capitalized software development costs, including stock-based compensation, of $11,414, $8,396, and $5,796 during the years ended December 31, 2020, 2019, and 2018, respectively.