$stopwordDictionary = new dictionary('stop-words-english1.txt');
//$stopwordDictionary->loadStopwordFile();
// Add Query to Stopwords
$stopwordDictionary->addQueryToStopwords($cluster1->tokeniseString($q));
$stopwords = $stopwordDictionary->returnStopwords();
// Can use Title or Snippets for Clusters - Using Snippets
//$aggTitles = $aggregator1->returnResultSetAggTitles();
// Get array of snippets in list
//$aggSnippets = $aggregator1->returnResultSetAggSnippets();
// Find the cluster terms of interest
// But don't include stopwords
//$cluster1->findTerms($aggTitles, $stopwords);
$cluster1->findTerms($aggregator1->returnResultSetAggSnippets(), $stopwords);
// Count Term Freq
//$cluster1->countTermFrequency($aggTitles);
$cluster1->countTermFrequency($aggregator1->returnResultSetAggSnippets());
// Set most frequet terms
$cluster1->setMostFrequentTerms(10);
//$cluster1->stopwordRemoval($stopwords);
echo '<div class="row"><div class="span3"><h2>F-Clusters</h2>';
// Print Clustered Terms
$cluster1->displayMostFrequentTerms($q);
// $cluster1->displayMostFrequentBinTerms($q);
echo '</div><div class="span5"><h2>Results</h2>';
// Print Cluser Term Results
$aggregator1->printResultSetAggCluster(isset($_GET['term']) ? $_GET['term'] : ($_GET['term'] = ''));
// end of DIV
echo '</div></div> <!-- End of Class row -->';
// Query Timer
$time_post = microtime(true);
$exec_time = $time_post - $time_pre;
