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PROPERTY AND EQUIPMENT
12 Months Ended
Dec. 31, 2019
Property, Plant and Equipment [Abstract]  
PROPERTY AND EQUIPMENT
PROPERTY AND EQUIPMENT

Property and equipment consisted of the following (in thousands): 
 
 
December 31,
 
 
2019
 
2018
Network equipment
 
$
309,323

 
$
274,680

Network equipment under capital lease
 

 
14,206

Furniture and equipment
 
27,681

 
28,583

Software
 
50,048

 
66,924

Leasehold improvements
 
372,492

 
414,212

Buildings under capital lease
 

 
271,226

Property and equipment, gross
 
759,544

 
1,069,831

Less: accumulated depreciation and amortization ($55,198 related to capital leases at December 31, 2018)
 
(544,433
)
 
(585,525
)
 
 
$
215,111

 
$
484,306


 
During the year ended December 31, 2019, we disposed or retired $14.9 million of property and equipment, excluding leasehold improvements, with accumulated depreciation of $13.7 million. During the year ended December 31, 2018 and 2017, we disposed or retired $4.4 million and $9.2 million, respectively, of property and equipment, excluding leasehold improvements, with accumulated depreciation of $4.2 million and $7.3 million, respectively.

During the year ended December 31, 2019, we determined that we would not use certain leasehold improvements from a recently exited data center property in the United States and recorded an impairment of $4.5 million. At the time of disposal, the leasehold improvements had a cost of $37.1 million with accumulated depreciation of $32.6 million. During the year ended December 31 2018, there were no impairments in leasehold improvements. During the year ended December 31, 2017, we determined that we would not use certain leasehold improvements from an exited data center property and recorded an impairment of $0.5 million. At the time of disposal, the leasehold improvements had a cost of $22.4 million with accumulated depreciation of $21.9 million.

Depreciation and amortization of property and equipment consisted of the following (in thousands): 
 
 
Year ended December 31,
 
 
2019
 
2018
 
2017
Costs of sales and services
 
$
76,199

 
$
73,738

 
$
68,804

Other depreciation and amortization
 
5,013

 
10,644

 
2,478

Subtotal
 
81,212

 
84,382

 
71,282

Amortization of acquired and developed technologies
 
4,501

 
4,034

 
2,147

Total depreciation and amortization
 
$
85,713

 
$
88,416

 
$
73,429