CLiREN-LMS
Data Cleaning and Preparation in R

Cleaning Logs and Query Outputs

Table 1

30-45 minutes Applied Step 6 of 9
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Table 1

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Table 1

FieldPurpose
`rule_id`Unique identifier for the check
`participant_id`Record requiring review
`site`Site responsible for follow-up
`variable`Field or derived variable involved
`issue_description`Plain-language explanation of the issue
`query_text`Suggested message to site
`priority`Operational importance
`status`Open, answered, resolved, closed, not a query
`date_identified`Date the issue was found
`date_resolved`Date the issue was resolved
`resolution_notes`Human-readable decision or explanation