$stopwordDictionary = new dictionary('stop-words-english2-short.txt');
//$stopwordDictionary->loadStopwordFile();
// Add Query to Stopwords
$stopwordDictionary->addQueryToStopwords($cluster1->tokeniseString($q));
$stopwords = $stopwordDictionary->returnStopwords();
// Find the cluster terms of interest
$cluster1->findBinaTerms($aggregator1->returnResultSetAggSnippets());
// Count Term Freq
//$cluster1->countTermFrequency($aggTitles);
//$cluster1->countTermFrequency($aggregator1->returnResultSetAggSnippets());
// Set most frequet terms
//$cluster1->setMostFrequentTerms(10);
//$cluster1->stopwordRemoval($stopwords);
//echo $cluster1->countClusteredTerms();
//$cluster1->displayClusteredTerms();
$cluster1->setDocumentBinatures($aggregator1->returnResultSetAggSnippets());
//$cluster1->printBinatures();
//$cluster1->printBinatureSums();
//echo $aggSnippets[0];
$ticks = 3;
$cluster1->setBindroids($ticks);
$cluster1->binBinatures($ticks);
$cluster1->setBinTerms($ticks + 1);
echo '<div class="row"><div class="span3"><h2>Bina-clusters</h2>';
// Print Clustered Terms
//$cluster1->displayMostFrequentTerms($q);
// $cluster1->displayMostFrequentBinTerms($q);
$cluster1->displayBinTerms($q);
echo '</div><div class="span5"><h2>Results</h2>';
// Print Cluser Term Results
//$aggregator1->printResultSetAggCluster(isset($_GET['term'])?$_GET['term']:$_GET['term']='');
