A Java based application that uses WEKA's implementation of the NaiveBayes classifier to perform testing on items that belong to categories in an attempt to identify items that are missing from a specific category or does not belong in a specific category. The input for this application is an XML document and the output is a text file report. The goal of this application is to provide a human with a easy to understand report with suggestions for changing category labels for specified items.