$formatter1->setBlekkoJson($api1->returnBlekkoJsonData(), $api1->returnBlekkoJsonResultFlag());
$formatter1->formatBlekkoJson($_SESSION['results'], 0);
// Instantate Aggregator
$aggregator1 = new aggregator(new resultSet());
// Send result sets 1,2 & 3 to Data Fusion Function
$aggregator1->dataFusion($api1->returnGoogleJsonResultFlag(), $api1->returnBingJsonResultFlag(), $api1->returnBlekkoJsonResultFlag(), $formatter1->returnResultSet('resultSet1'), $formatter1->returnResultSet('resultSet2'), $formatter1->returnResultSet('resultSet3'));
// Instantiate Cluster Object
$cluster1 = new cluster();
// Instantiate Stopword Dictionary
$stopwordDictionary = new dictionary('stop-words-english2-short.txt');
//$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);
