eu.project.ttc.engines.TermSpecificityComputer Maven / Gradle / Ivy

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 * Copyright 2015 - CNRS (Centre National de Recherche Scientifique)
 *
 * Licensed to the Apache Software Foundation (ASF) under one
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 * http://www.apache.org/licenses/LICENSE-2.0
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package eu.project.ttc.engines;

import org.apache.uima.analysis_engine.AnalysisEngineProcessException;
import org.apache.uima.cas.FSIterator;
import org.apache.uima.fit.component.JCasAnnotator_ImplBase;
import org.apache.uima.fit.descriptor.ExternalResource;
import org.apache.uima.jcas.JCas;
import org.apache.uima.jcas.tcas.Annotation;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import eu.project.ttc.models.Term;
import eu.project.ttc.models.TermIndex;
import eu.project.ttc.models.index.TermMeasure;
import eu.project.ttc.resources.GeneralLanguage;
import eu.project.ttc.resources.TermIndexResource;

public class TermSpecificityComputer extends JCasAnnotator_ImplBase {
	private static final Logger LOGGER = LoggerFactory.getLogger(TermSpecificityComputer.class);

	@ExternalResource(key=TermIndexResource.TERM_INDEX, mandatory=true)
	private TermIndexResource termIndexResource;
	
	public static final String GENERAL_LANGUAGE_FREQUENCIES = "GeneralLanguageFrequencies";
	@ExternalResource(key=GENERAL_LANGUAGE_FREQUENCIES, mandatory=true)
	private GeneralLanguage generalLanguage;
	
	@Override
	public void process(JCas aJCas) throws AnalysisEngineProcessException {
		FSIterator it =  aJCas.getAnnotationIndex().iterator();
		while(it.hasNext()) {
			it.next();
			TermIndex termIndex = this.termIndexResource.getTermIndex();
			termIndex.setWordAnnotationsNum(termIndex.getWordAnnotationsNum() + 1);
		}
	}
	
	@Override
	public void collectionProcessComplete()
			throws AnalysisEngineProcessException {
		LOGGER.info("Computing specificities and measures");
		
		computeSpecifities();
		computeMeasures();
	}

	private void computeMeasures() {
		for(TermMeasure measure:termIndexResource.getTermIndex().getMeasures())
			measure.compute();
	}

	private void computeSpecifities() {
		TermIndex termIndex = termIndexResource.getTermIndex();
		
		//		double maxWR = 0.0;
		if(generalLanguage.isCumulatedFrequencyMode()) {
			// process specificity for old versions of GeneralLanguage resources that do not have __NB_CORPUS_WORDS__ key
			
			int totalCount = 0;
			for(Term term:termIndex.getTerms()) 
				totalCount+=term.getFrequency();
			for(Term term:termIndex.getTerms()) {
				double frequency = (1000 * (float)term.getFrequency()) / totalCount;
//				double frequency = ((float)term.getAllOccurrences(2).size()) / totalCount;
				double generalFrequency = generalLanguage.getNormalizedFrequency(term.getLemma());
				if (generalFrequency != 0.0) {
//					double wr = frequency / generalFrequency;
					term.setFrequencyNorm(frequency);
					term.setGeneralFrequencyNorm(generalFrequency);
					term.setSpecificity(Math.log10(1 + frequency/generalFrequency));
//					term.setWR((float)wr);
//					term.setWRLog(Math.log10(1 + wr));
//					if(wr>maxWR)
//						maxWR = wr;
				} else 
					LOGGER.warn("GeneralFrequency resource returned 0.0 for the term " + term.getGroupingKey() + ". Ignoring this term.");
			}
		} else {
			for(Term term:termIndex.getTerms()) {
				float generalTermFrequency = (float)generalLanguage.getFrequency(term.getLemma(), term.getPattern());
				float normalizedGeneralTermFrequency = 1000*generalTermFrequency/generalLanguage.getNbCorpusWords();
				float termFrequency = term.getFrequency();
//				float termFrequency = term.getAllOccurrences(2).size();
				float normalizedTermFrequency = (1000 * termFrequency)/termIndex.getWordAnnotationsNum();
				term.setFrequencyNorm(normalizedTermFrequency);
				term.setGeneralFrequencyNorm( normalizedGeneralTermFrequency);
//				term.setWR(normalizedTermFrequency/normalizedGeneralTermFrequency);
				term.setSpecificity(Math.log10(1 + normalizedTermFrequency/normalizedGeneralTermFrequency));
				
			}
		}
	}

}