/** Returns words from QAC by PoS tags - grouped by lemma **/
function getWordsByPos(&$finalTerms, $POS)
{
global $LEMMA_TO_SIMPLE_WORD_MAP;
$qacPosEntryArr = getModelEntryFromMemory("AR", "MODEL_QAC", "QAC_POS", $POS);
$QURAN_TEXT = getModelEntryFromMemory("AR", "MODEL_CORE", "QURAN_TEXT", "");
$TOTALS = getModelEntryFromMemory("AR", "MODEL_CORE", "TOTALS", "");
$PAUSEMARKS = $TOTALS['PAUSEMARKS'];
$WORDS_FREQUENCY = getModelEntryFromMemory("AR", "MODEL_CORE", "WORDS_FREQUENCY", "");
// Get all segment in QAC for that PoS
foreach ($qacPosEntryArr as $location => $segmentId) {
$qacMasterTableEntry = getModelEntryFromMemory("AR", "MODEL_QAC", "QAC_MASTERTABLE", $location);
// get Word, Lema and root
$segmentWord = $qacMasterTableEntry[$segmentId - 1]['FORM_AR'];
$segmentWordLema = $qacMasterTableEntry[$segmentId - 1]['FEATURES']['LEM'];
$segmentWordRoot = $qacMasterTableEntry[$segmentId - 1]['FEATURES']['ROOT'];
$verseLocation = substr($location, 0, strlen($location) - 2);
//$segmentWord = removeTashkeel($segmentWord);
// get word index in verse
$wordIndex = getWordIndexFromQACLocation($location);
//$segmentFormARimla2y = $UTHMANI_TO_SIMPLE_WORD_MAP_AND_VS[$segmentWord];
// get simple version of the word index
$imla2yWordIndex = getImla2yWordIndexByUthmaniLocation($location);
// get verse text
$verseText = getVerseByQACLocation($QURAN_TEXT, $location);
//echoN("|$segmentWord|$imla2yWord");
$segmentWordNoTashkeel = removeTashkeel($segmentWordLema);
$superscriptAlef = json_decode('"\\u0670"');
$alefWasla = "ٱ";
//U+0671
//$imla2yWord = $LEMMA_TO_SIMPLE_WORD_MAP[$segmentWordLema];
// this block is important since $LEMMA_TO_SIMPLE_WORD_MAP is not good for non $superscriptAlef words
// ex زيت lemma is converted to زيتها which spoiled the ontology concept list results
if (mb_strpos($segmentWordLema, $superscriptAlef) !== false || mb_strpos($segmentWordLema, $alefWasla) !== false) {
$imla2yWord = getItemFromUthmaniToSimpleMappingTable($segmentWordLema);
if (empty($imla2yWord)) {
$imla2yWord = $LEMMA_TO_SIMPLE_WORD_MAP[$segmentWordLema];
}
} else {
$imla2yWord = getItemFromUthmaniToSimpleMappingTable($segmentWordLema);
if (empty($imla2yWord)) {
$imla2yWord = shallowUthmaniToSimpleConversion($segmentWordLema);
//$segmentWordNoTashkeel;
}
}
/// in case the word was not found after removing tashkeel, try the lema mappign table
$termWeightArr = $MODEL_CORE['WORDS_FREQUENCY']['WORDS_TFIDF'][$imla2yWord];
// NOT WORKING BECAUSE LEMMAS WILL NOT BE IN SIMPLE WORDS LIST و الصابيئن =>صَّٰبِـِٔين
// if the word after removing tashkeel is not found in quran simple words list, then try lemma table
/*if (!isset($MODEL_CORE['WORDS_FREQUENCY']['WORDS'][$imla2yWord]) )
{
$imla2yWord = $LEMMA_TO_SIMPLE_WORD_MAP[$segmentWordLema];
if ( empty($imla2yWord) )
{
echoN($segmentWordLema);
echoN($imla2yWord);
preprint_r($LEMMA_TO_SIMPLE_WORD_MAP);
preprint_r($MODEL_CORE['WORDS_FREQUENCY']['WORDS']);
exit;
}
}*/
if (empty($termWeightArr)) {
//only for weight since the lema table decrease qurana matching
$imla2yWordForWeight = $LEMMA_TO_SIMPLE_WORD_MAP[$segmentWordLema];
$termWeightArr = $WORDS_FREQUENCY['WORDS_TFIDF'][$imla2yWordForWeight];
}
$termWeight = $termWeightArr['TFIDF'];
////////////////////////////////////////////
$termWord = $segmentWordLema;
//$imla2yWord;//"|$segmentWord| ".$imla2yWord ." - $location:$segmentId - $wordIndex=$imla2yWordIndex";
if (!isset($finalTerms[$termWord])) {
$finalTerms[$termWord] = generateEmptyConceptMetadata();
$finalTerms[$termWord]['LEM'] = $segmentWordLema;
$finalTerms[$termWord]['POS'] = $POS;
$finalTerms[$termWord]['SIMPLE_WORD'] = $imla2yWord;
$finalTerms[$termWord]['ROOT'] = $segmentWordRoot;
$finalTerms[$termWord]['WEIGHT'] = $termWeight;
}
$finalTerms[$termWord]["FREQ"] = $finalTerms[$termWord]["FREQ"] + 1;
if (!isset($finalTerms[$termWord]["SEG"][$segmentWord])) {
$finalTerms[$termWord]["SEG"][$segmentWord] = $imla2yWord;
}
if (!isset($finalTerms[$termWord]["POSES"][$POS])) {
$finalTerms[$termWord]["POSES"][$POS] = 1;
}
}
return $finalTerms;
}
//SPLIT PHRASE ON SPACE
$biGramWords = preg_split("/ /", $concept);
// FIRST WORD IS PARENT
$parentConcept = $biGramWords[0];
// GET ALL INFO ABOUT THIS WORD - INCLUDING POS TAG
$wordInfoArr = $wordsInfoArr[$parentConcept];
//getWordInfo($parentConcept, $MODEL_CORE, $MODEL_SEARCH, $MODEL_QAC,true);
$parentPosArr = $wordInfoArr['POS'];
//echoN("%%2:$parentConcept:".preprint_r($parentPosArr,true));
// if the is a quanic word it has to be PN, N or ADJ
if (!empty($parentPosArr) && !isset($parentPosArr['PN']) && !isset($parentPosArr['N']) && !isset($parentPosArr['ADJ'])) {
continue;
}
$subclassConcept = $concept;
if (!isset($finalConcepts[$parentConcept])) {
$finalConcepts[$parentConcept] = array("CONCEPT_TYPE" => "T-BOX", "EXTRACTION_PHASE" => "TAX-RELATIONS", "FREQ" => 1, "EXTRA" => generateEmptyConceptMetadata());
$finalConcepts[$parentConcept]['EXTRA']['ENG_TRANSLATION'] = cleanEnglishTranslation($WORDS_TRANSLATIONS_AR_EN[$parentConcept]);
} else {
// SHOULD SWITCH TO T-BOX SINCE IT IS A PARENT CLASS NOW - FOR OWL SERIALIZATION BUGS
$finalConcepts[$parentConcept]['CONCEPT_TYPE'] = 'T-BOX';
}
$hasType = "{$is_a_relation_name_ar}";
$type = "TAXONOMIC";
addRelation($relationsArr, $type, $subclassConcept, $hasType, $parentConcept, "{$pos}", "{$is_a_relation_name_en}");
}
}
echoN("TAXONOMIC RELATIONS - BIGRAM PARENT :" . (count($relationsArr) - $countOfRelationsBefore));
///////////////////////////////////////////////////////////////////
echoN("FINAL TAXONOMIC RELATIONS :" . (count($relationsArr) - $countOfRelationsFirst));
echoN("BA-A:" . count($finalConcepts));
//preprint_r($finalConcepts);exit;