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SCHEDULE II. VALUATION AND QUALIFYING ACCOUNTS
12 Months Ended
Dec. 31, 2018
SEC Schedule, 12-09, Valuation and Qualifying Accounts [Abstract]  
SCHEDULE II. VALUTAION AND QUALIFYING ACCOUNTS
SCHEDULE II. VALUATION AND QUALIFYING ACCOUNTS
Allowance for Doubtful Accounts
The transactions in the allowance for doubtful accounts for the years ended December 31, were as follows (in thousands): 
 
2018
 
2017
 
2016
Balance, beginning of year
$
42,409

 
$
39,543

 
$
43,455

Provision
15,634

 
13,489

 
5,136

Write-offs
(16,912
)
 
(10,623
)
 
(9,048
)
Balance, end of year
$
41,131

 
$
42,409

 
$
39,543


(b)     Index to Exhibits-See Exhibit Index for a description of the documents that are filed as Exhibits to this report on Form 10-K or incorporated by reference herein. Any document incorporated by reference is identified by a parenthetical referencing the SEC filing which included the document. We will furnish a copy of any Exhibit at no cost to a security holder upon request.