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Accounts Receivable
12 Months Ended
Dec. 31, 2020
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, 2020 and 2019 (in thousands):
 
December 31, 2020December 31, 2019
Trade accounts receivable$473,474 $396,204 
Unbilled accounts receivable188,400 157,619 
Gross accounts receivable661,874 553,823 
Allowance for current expected credit losses and other reserves(1,822)(1,880)
Accounts receivable, net$660,052 $551,943 

A summary of activity in the accounts receivable allowance for current expected credit losses and other reserves for the years ended December 31, 2020, 2019 and 2018 is as follows (in thousands):

202020192018
Beginning balance$1,880 $1,534 $1,281 
Charges to income from operations12,347 5,116 3,824 
Collections from customers previously reserved and other(12,405)(4,770)(3,571)
Ending balance$1,822 $1,880 $1,534 

Charges to income from operations primarily represents charges to bad debt expense for increases in the allowance for current expected credit losses.