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RECEIVABLES
12 Months Ended
Dec. 31, 2018
Receivables [Abstract]  
RECEIVABLES
RECEIVABLES
A summary of accounts receivable as of December 31, 2018 and 2017 is as follows (in thousands):
 
 
December 31,
 
2018
 
2017
Trade accounts receivable
$
207,266

 
$
244,133

Unbilled revenues
76,268

 
69,138

Allowance for doubtful accounts
(15,182
)
 
(11,308
)
Total
$
268,352

 
$
301,963


The allowance for doubtful accounts is our best estimate of the amount of probable credit losses in our existing accounts receivable. Account balances are charged off against the allowance after all means of collection have been exhausted and the potential for recovery is remote. The following summarizes the activity in the allowance for doubtful accounts (in thousands):

 
Twelve Months Ended
December 31,
 
2018
 
2017
 
2016
Balance at beginning of period
$
11,308

 
$
7,835

 
$
3,548

Provision for doubtful accounts
11,662

 
7,097

 
6,336

Write-off of bad debts
(7,788
)
 
(3,624
)
 
(2,049
)
Balance at end of period
$
15,182

 
$
11,308

 
$
7,835