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Property and Equipment, Net
9 Months Ended
Sep. 30, 2019
Property, Plant and Equipment [Abstract]  
Property and Equipment, Net
Property and Equipment, Net

Property and equipment, net, which includes assets under finance lease, consists of the following:
 
September 30,
 
December 31,
 
2019
 
2018
 
(in thousands)
Computer equipment
$
108,639

 
$
93,530

Computer software
26,114

 
26,030

Furniture, fixtures and equipment
5,966

 
5,814

Finance leases - right of use asset
3,503

 
3,503

Scanner appliances
15,564

 
15,356

Leasehold improvements
16,579

 
16,439

Total property and equipment
176,365

 
160,672

Less: accumulated depreciation and amortization
(117,660
)
 
(99,230
)
Property and equipment, net
$
58,705

 
$
61,442



Physical scanner appliances and other computer equipment had a net carrying value of $5.0 million and $7.9 million at September 30, 2019 and December 31, 2018, respectively, including assets that had not been placed in service of $0.6 million and $1.8 million, respectively. Depreciation and amortization expense relating to property and equipment, including capitalized leases, was $6.2 million and $6.1 million for the three months ended September 30,
2019 and 2018, respectively, and $18.9 million for each of the nine months ended September 30, 2019 and 2018, respectively. Accumulated depreciation under finance leases was $1.9 million at September 30, 2019.