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Computer Software
12 Months Ended
Dec. 31, 2018
Research and Development [Abstract]  
Computer Software
Computer Software

Computer software as of December 31, 2018 and 2017 consists of the following (in millions):
 
2018
 
2017
Software from business acquisitions
$
1,116

 
$
1,130

Capitalized software development costs
1,624

 
1,422

Purchased software
363

 
310

Computer software
3,103

 
2,862

Accumulated amortization
(1,308
)
 
(1,134
)
Total computer software, net
$
1,795

 
$
1,728



Amortization expense for computer software was $468 million, $436 million and $396 million for the years ended December 31, 2018, 2017 and 2016, respectively.