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INTANGIBLE ASSETS AND GOODWILL (Tables)
12 Months Ended
Dec. 31, 2019
Goodwill and Intangible Assets Disclosure [Abstract]  
Schedule of intangible assets
The Company's intangible assets at December 31, 2019 and 2018 consisted of the following (in thousands):

December 31, 2019
Weighted average amortization period
(years)
 
Cost
 
Accumulated
amortization
 
Net
carrying value
In-process research and development
*
 
$
5,600

 
$

 
$
5,600

Developed technology
6.79
 
188,880

 
100,760

 
88,120

Customer relationships
9.46
 
152,140

 
33,350

 
118,790

Trade names
5.20
 
2,000

 
1,144

 
856

Internal use software
3.00
 
730

 
730

 

 
7.82
 
$
349,350

 
$
135,984

 
$
213,366



December 31, 2018
Weighted average amortization period
(years)
 
Cost
 
Accumulated
amortization
 
Net
carrying value
In-process research and development
*
 
$
5,600

 
$

 
$
5,600

Developed technology
6.91
 
182,880

 
63,187

 
119,693

Customer relationships
9.44
 
146,940

 
22,218

 
124,722

Trade names
5.20
 
2,000

 
624

 
1,376

Internal use software
3.00
 
730

 
730

 

 
7.88
 
$
338,150

 
$
86,759

 
$
251,391


* An in-process research and development intangible asset has an indefinite life until the product is generally available, at which time such asset is typically reclassified to developed technology.
Schedule of amortization expense related to intangible assets
Amortization expense for intangible assets for the years ended December 31, 2019, 2018 and 2017 was as follows (in thousands):
 
Year ended December 31,
 
Statement of operations classification
 
2019
 
2018
 
2017
 
Developed technology
$
37,573

 
$
38,976

 
$
18,358

 
Cost of revenue - product
Customer relationships
11,132

 
10,203

 
4,145

 
Sales and marketing
Trade names
520

 
544

 
80

 
Sales and marketing
 
$
49,225

 
$
49,723

 
$
22,583

 
 
Schedule of estimated future amortization expense for intangible assets
Estimated future amortization expense for the Company's intangible assets at December 31, 2019 was as follows (in thousands):
Years ending December 31,
 
2020
$
48,952

2021
43,495

2022
35,092

2023
27,271

2024
20,201

Thereafter
38,355

 
$
213,366

Schedule of goodwill
The changes in the carrying value of the Company's goodwill in the years ended December 31, 2019 and 2018 were as follows (in thousands):
 
Year ended December 31,
 
2019
 
2018
Balance at January 1
 
 
 
  Goodwill
$
386,761

 
$
338,822

  Accumulated impairment losses
(3,106
)
 
(3,106
)
 
383,655

 
335,716

Acquisition of Anova
5,541

 

Acquisition of Edgewater

 
48,053

Write-off of goodwill attributable to dissolved subsidiary

 
(114
)
Impairment of goodwill
(164,300
)
 

Balance at December 31
$
224,896

 
$
383,655



The components of goodwill at December 31, 2019 and 2018 were as follows (in thousands):
 
 
 
 
 
December 31,
 
2019
 
2018
Goodwill
$
392,302

 
$
386,761

Accumulated impairment losses
(167,406
)
 
(3,106
)
 
$
224,896

 
$
383,655