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Accounts Receivable
12 Months Ended
Dec. 31, 2018
Accounts, Notes, Loans and Financing Receivable, Gross, Allowance, and Net [Abstract]  
Accounts Receivable
Accounts Receivable

Net accounts receivable consisted of the following as of December 31, 2018 and 2017 (in thousands):
 
 
December 31, 2018
 
December 31, 2017
Trade accounts receivable
$
337,445

 
$
320,001

Unbilled accounts receivable
143,978

 
142,737

Gross accounts receivable
481,423

 
462,738

Allowance for doubtful accounts and other reserves
(1,534
)
 
(1,281
)
Accounts receivable, net
$
479,889

 
$
461,457



A summary of activity in the accounts receivable reserves for the years ended December 31, 2018, 2017 and 2016 is as follows (in thousands):

 
2018
 
2017
 
2016
Beginning balance
$
1,281

 
$
925

 
$
1,019

Charges to income from operations
3,824

 
3,407

 
2,099

Collections from customers previously reserved and other
(3,571
)
 
(3,051
)
 
(2,193
)
Ending balance
$
1,534

 
$
1,281

 
$
925



Charges to income from operations primarily represents charges to bad debt expense for increases in the allowance for doubtful accounts.