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Property and Equipment
3 Months Ended
Mar. 31, 2020
Property, Plant and Equipment [Abstract]  
Property and Equipment Property and Equipment

The following is a summary of property and equipment as of the dates presented:
 
Useful Lives (Years)
 
March 31, 2020
 
December 31, 2019
Leasehold improvements
Shorter of lease term or economic life
 
$
28,178

 
$
28,141

Website and software development costs
2-3
 
30,141

 
27,602

Computer and office equipment
3
 
5,627

 
4,846

Software
3
 
1,126

 
595

Furniture
7
 
7,083

 
6,965

Construction in progress
N/A
 
428

 
475

Property and equipment, gross
 
 
72,583

 
68,624

Accumulated depreciation and amortization
 
 
(32,087
)
 
(29,047
)
Property and equipment, net
 
 
$
40,496

 
$
39,577



Depreciation and amortization expense for property and equipment amounted to $3,186 and $1,515 for the three months ended March 31, 2020 and 2019, respectively. We capitalized software development costs, including stock-based compensation, of $2,677 and $1,911 during the three months ended March 31, 2020 and 2019, respectively.