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Property and Equipment
12 Months Ended
Dec. 31, 2018
Property, Plant and Equipment [Abstract]  
Property and Equipment Property and Equipment

Property and equipment, net consists of the following (in thousands):
 
December 31,
 
2018
 
2017
Computer equipment
$
493,536

 
$
326,378

Computer software
58,303

 
46,413

Leasehold and other improvements
74,721

 
56,232

Furniture and fixtures
42,551

 
38,789

Building
6,551

 
7,084

Construction in progress
10,167

 
5,341

 
685,829

 
480,237

Less: Accumulated depreciation
(338,613
)
 
(235,113
)
Total property and equipment, net
$
347,216

 
$
245,124


 
Construction in progress consists primarily of building, leasehold and other improvements and in-process software development costs. Depreciation expense was $123.0 million, $93.2 million and $67.8 million for the years ended December 31, 2018, 2017 and 2016, respectively.