Examples with PreProcessor org.edamontology.edammap.core.preprocessing.PreProcessor used on opensource projects

Example 1 with PreProcessor

use of org.edamontology.edammap.core.preprocessing.PreProcessor in project edammap by edamontology.

the class Cli method run.

@Override
public void run() {
    synchronized (lock) {
        ++numThreads;
        lockDone = true;
    }
    try {
        PreProcessor pp = new PreProcessor(args.getPreProcessorArgs(), stopwords);
        Mapper mapper = new Mapper(processedConcepts);
        while (true) {
            Query query;
            int localIndex;
            synchronized (queries) {
                if (index >= queries.size()) {
                    break;
                }
                query = queries.get(index);
                localIndex = index;
                ++index;
            }
            logger.info("{}/{} @ {}s", localIndex + 1, queries.size(), (System.currentTimeMillis() - start) / 1000.0);
            QueryProcessed processedQuery = processor.getProcessedQuery(query, args.getType(), pp, idf, args.getFetcherArgs());
            Mapping mapping = mapper.map(query, processedQuery, args.getMapperArgs());
            synchronized (mappings) {
                webpages.set(localIndex, processedQuery.getWebpages());
                docs.set(localIndex, processedQuery.getDocs());
                publications.set(localIndex, processedQuery.getPublications());
                mappings.set(localIndex, mapping);
            }
        }
    } finally {
        synchronized (lock) {
            --numThreads;
            lock.notifyAll();
        }
    }
}

Example 2 with PreProcessor

use of org.edamontology.edammap.core.preprocessing.PreProcessor in project edammap by edamontology.

the class Cli method run.

private static void run(Version version) throws IOException, ParseException {
    List<Param> paramsMain = new ArrayList<>();
    paramsMain.add(new Param("Ontology file", CliArgs.EDAM, new File(args.getEdam()).getName(), "https://github.com/edamontology/edamontology/tree/master/releases"));
    if (Input.isProtocol(args.getQuery())) {
        paramsMain.add(new Param("Query file", CliArgs.QUERY, args.getQuery(), args.getQuery()));
    } else {
        paramsMain.add(new Param("Query file", CliArgs.QUERY, new File(args.getQuery()).getName()));
    }
    paramsMain.add(new Param("Type", CliArgs.TYPE, args.getType().toString()));
    paramsMain.add(new Param("Output file", CliArgs.OUTPUT, new File(args.getOutput()).getName()));
    paramsMain.add(new Param("Report file", CliArgs.REPORT, new File(args.getReport()).getName()));
    paramsMain.add(new Param("Report page size", CliArgs.REPORT_PAGE_SIZE, args.getReportPageSize(), 0.0, null));
    paramsMain.add(new Param("Report pagination size", CliArgs.REPORT_PAGINATION_SIZE, args.getReportPaginationSize(), 0.0, null));
    paramsMain.add(new Param("Number of threads", CliArgs.THREADS, args.getThreads(), 0.0, null));
    Output output = new Output(args.getOutput(), args.getReport(), false);
    stopwords = PreProcessor.getStopwords(args.getPreProcessorArgs().getStopwords());
    processor = new Processor(args.getProcessorArgs());
    idf = null;
    if (args.getPreProcessorArgs().isStemming()) {
        if (args.getProcessorArgs().getIdfStemmed() != null && !args.getProcessorArgs().getIdfStemmed().isEmpty()) {
            idf = new Idf(args.getProcessorArgs().getIdfStemmed());
        }
    } else {
        if (args.getProcessorArgs().getIdf() != null && !args.getProcessorArgs().getIdf().isEmpty()) {
            idf = new Idf(args.getProcessorArgs().getIdf());
        }
    }
    logger.info("Loading concepts");
    Map<EdamUri, Concept> concepts = Edam.load(args.getEdam());
    logger.info("Processing {} concepts", concepts.size());
    processedConcepts = processor.getProcessedConcepts(concepts, args.getMapperArgs().getIdfArgs(), args.getMapperArgs().getMultiplierArgs(), new PreProcessor(args.getPreProcessorArgs(), stopwords));
    logger.info("Loading queries");
    queries = QueryLoader.get(args.getQuery(), args.getType(), concepts, args.getFetcherArgs().getTimeout(), args.getFetcherArgs().getPrivateArgs().getUserAgent());
    publications = new ArrayList<>(queries.size());
    webpages = new ArrayList<>(queries.size());
    docs = new ArrayList<>(queries.size());
    mappings = new ArrayList<>(queries.size());
    for (int i = 0; i < queries.size(); ++i) {
        publications.add(null);
        webpages.add(null);
        docs.add(null);
        mappings.add(null);
    }
    start = System.currentTimeMillis();
    logger.info("Start: {}", Instant.ofEpochMilli(start));
    logger.info("Starting mapper threads");
    for (int i = 0; i < args.getThreads(); ++i) {
        Thread t = new Thread(new Cli());
        t.setDaemon(true);
        t.start();
    }
    synchronized (lock) {
        while (!lockDone || numThreads > 0) {
            try {
                lock.wait();
            } catch (InterruptedException e) {
                // TODO exit threads cleanly? give timeout for threads to exit? close db? print that exiting and waiting for threads to terminate?
                logger.error("Exception!", e);
                System.exit(1);
            }
        }
    }
    logger.info("All mapper threads stopped");
    long stop = System.currentTimeMillis();
    logger.info("Stop: {}", Instant.ofEpochMilli(stop));
    logger.info("Mapping took {}s", (stop - start) / 1000.0);
    Results results = Benchmark.calculate(queries, mappings);
    logger.info("Outputting results");
    output.output(args, paramsMain, args.getType(), args.getReportPageSize(), args.getReportPaginationSize(), concepts, queries, webpages, docs, publications, results, start, stop, version);
    logger.info("{} : {}", results.toStringMeasure(Measure.recall), Measure.recall);
    logger.info("{} : {}", results.toStringMeasure(Measure.AveP), Measure.AveP);
}

Example 3 with PreProcessor

use of org.edamontology.edammap.core.preprocessing.PreProcessor in project edammap by edamontology.

the class PubMedApps method getResults.

private static List<Result> getResults(PreProcessorArgs preProcessorArgs, String queryIdf, String queryPath, QueryType queryType, FetcherArgs fetcherArgs, List<Publication> publications) throws IOException, ParseException {
    List<Result> results = new ArrayList<>();
    List<String> hostIgnore = getResource("host_ignore.txt");
    List<String> beforeTier1 = getResource("before_tier1.txt");
    List<String> beforeTier2 = getResource("before_tier2.txt");
    List<String> beforeTier3 = getResource("before_tier3.txt");
    List<String> afterTier1 = getResource("after_tier1.txt");
    List<String> afterTier2 = getResource("after_tier2.txt");
    List<String> afterTier3 = getResource("after_tier3.txt");
    PreProcessor preProcessor = new PreProcessor(preProcessorArgs);
    Idf idf = new Idf(queryIdf);
    List<Query> queries = QueryLoader.get(queryPath, queryType, fetcherArgs.getTimeout(), fetcherArgs.getPrivateArgs().getUserAgent());
    List<List<String>> queryNamesExtracted = new ArrayList<>();
    List<String> queryNamesProcessed = new ArrayList<>();
    List<List<String>> queryLinks = new ArrayList<>();
    for (Query query : queries) {
        List<String> queryNameExtracted = preProcessor.extract(query.getName());
        List<String> queryNameProcessed = preProcessor.process(query.getName(), queryNameExtracted);
        queryNamesExtracted.add(Arrays.asList(BIOTOOLS_EXTRACTED_VERSION_TRIM.matcher(String.join(" ", queryNameExtracted)).replaceFirst("").split(" ")));
        queryNamesProcessed.add(BIOTOOLS_PROCESSED_VERSION_TRIM.matcher(String.join(" ", queryNameProcessed)).replaceFirst(""));
        List<Link> links = new ArrayList<>();
        links.addAll(query.getWebpageUrls());
        links.addAll(query.getDocUrls());
        queryLinks.add(links.stream().map(l -> BIOTOOLS_LINK_TRIM_START.matcher(l.getUrl()).replaceFirst("")).map(l -> BIOTOOLS_LINK_TRIM_END.matcher(l).replaceFirst("")).filter(l -> !l.isEmpty()).collect(Collectors.toList()));
    }
    for (int publicationIndex = 0; publicationIndex < publications.size(); ++publicationIndex) {
        double percentage = (publicationIndex + 1) / (double) publications.size() * 100;
        percentage = Math.round(percentage * 10) / 10.0;
        // TODO
        System.err.print("\rMaking results: " + percentage + "%");
        Publication publication = publications.get(publicationIndex);
        String toolTitle = null;
        String toolTitleTwo = null;
        String toolTitleAcronym = null;
        String toolTitleTwoAcronym = null;
        String toolTitlePruned = null;
        String toolTitleTwoPruned = null;
        long toolTitleWordsTotal = 0;
        String title = publication.getTitle().getContent();
        int from = 0;
        Matcher matcher = TITLE_SEPARATOR.matcher(title);
        while (from < title.length() && matcher.find(from)) {
            String currentToolTitle = title.substring(from, matcher.start()).trim();
            String currentToolTitleTwo = null;
            String currentToolTitleAcronym = null;
            String currentToolTitleTwoAcronym = null;
            String currentToolTitlePruned = null;
            String currentToolTitleTwoPruned = null;
            String separatorString = " and ";
            int separator = currentToolTitle.indexOf(separatorString);
            if (separator < 0) {
                separatorString = " & ";
                separator = currentToolTitle.indexOf(separatorString);
            }
            if (separator > -1) {
                currentToolTitleTwo = currentToolTitle.substring(separator + separatorString.length(), currentToolTitle.length());
                currentToolTitle = currentToolTitle.substring(0, separator);
            }
            List<String> currentToolTitleExtracted = preProcessor.extract(currentToolTitle);
            // align indexes
            preProcessor.process(currentToolTitle, currentToolTitleExtracted);
            List<String> currentToolTitleTwoExtracted = null;
            if (currentToolTitleTwo != null) {
                currentToolTitleTwoExtracted = preProcessor.extract(currentToolTitleTwo);
                // align indexes
                preProcessor.process(currentToolTitleTwo, currentToolTitleTwoExtracted);
            }
            Integer firstAcronymIndex = firstAcronymIndex(currentToolTitle, preProcessor);
            if (firstAcronymIndex != null) {
                currentToolTitleAcronym = currentToolTitleExtracted.remove(firstAcronymIndex.intValue());
            }
            if (currentToolTitleTwo != null) {
                Integer firstAcronymIndexTwo = firstAcronymIndex(currentToolTitleTwo, preProcessor);
                if (firstAcronymIndexTwo != null) {
                    currentToolTitleTwoAcronym = currentToolTitleTwoExtracted.remove(firstAcronymIndexTwo.intValue());
                }
            }
            currentToolTitle = String.join(" ", currentToolTitleExtracted);
            if (currentToolTitleTwo != null) {
                currentToolTitleTwo = String.join(" ", currentToolTitleTwoExtracted);
            }
            currentToolTitlePruned = toolTitlePrune(currentToolTitleExtracted);
            if (currentToolTitleTwo != null) {
                currentToolTitleTwoPruned = toolTitlePrune(currentToolTitleTwoExtracted);
            }
            if (currentToolTitleTwo != null && (currentToolTitleExtracted.size() > 1 || currentToolTitleTwoExtracted.size() > 1) && (!currentToolTitle.isEmpty() && !currentToolTitleTwo.isEmpty())) {
                currentToolTitle += " " + currentToolTitleTwo;
                currentToolTitleTwo = null;
                if (!currentToolTitlePruned.isEmpty() && !currentToolTitleTwoPruned.isEmpty()) {
                    currentToolTitlePruned += " " + currentToolTitleTwoPruned;
                    currentToolTitleTwoPruned = null;
                } else if (!currentToolTitleTwoPruned.isEmpty()) {
                    currentToolTitlePruned = currentToolTitleTwoPruned;
                    currentToolTitleTwoPruned = null;
                }
                currentToolTitleExtracted.addAll(currentToolTitleTwoExtracted);
                currentToolTitleTwoExtracted = null;
            }
            long currentToolTitleWordsTotal = currentToolTitleExtracted.size();
            if (currentToolTitleTwoExtracted != null) {
                currentToolTitleWordsTotal += currentToolTitleTwoExtracted.size();
            }
            if (currentToolTitleWordsTotal < toolTitleWordsTotal || toolTitle == null) {
                toolTitle = currentToolTitle == null || currentToolTitle.isEmpty() ? null : currentToolTitle;
                toolTitleTwo = currentToolTitleTwo == null || currentToolTitleTwo.isEmpty() ? null : currentToolTitleTwo;
                toolTitleAcronym = currentToolTitleAcronym == null || currentToolTitleAcronym.isEmpty() ? null : currentToolTitleAcronym;
                toolTitleTwoAcronym = currentToolTitleTwoAcronym == null || currentToolTitleTwoAcronym.isEmpty() ? null : currentToolTitleTwoAcronym;
                toolTitlePruned = currentToolTitlePruned == null || currentToolTitlePruned.isEmpty() ? null : currentToolTitlePruned;
                toolTitleTwoPruned = currentToolTitleTwoPruned == null || currentToolTitleTwoPruned.isEmpty() ? null : currentToolTitleTwoPruned;
                toolTitleWordsTotal = currentToolTitleWordsTotal;
            }
            from = matcher.end();
        }
        String theAbstract = publication.getAbstract().getContent();
        String titleWithoutLinks = preProcessor.removeLinks(title);
        String abstractWithoutLinks = preProcessor.removeLinks(theAbstract);
        if (from > 0) {
            title = title.substring(from).trim();
        }
        List<String> titleAbstractSentences = preProcessor.sentences(preProcessor.removeLinks(title) + ". " + abstractWithoutLinks);
        List<List<String>> extracted = new ArrayList<>();
        List<List<String>> processed = new ArrayList<>();
        for (String sentence : titleAbstractSentences) {
            List<String> sentenceExtracted = preProcessor.extract(sentence);
            List<String> sentenceProcessed = preProcessor.process(sentence, sentenceExtracted);
            extracted.add(sentenceExtracted);
            processed.add(sentenceProcessed);
        }
        Map<String, Double> scores = new HashMap<>();
        Map<String, String> processedToExtracted = new HashMap<>();
        Map<String, Set<String>> processedToExtractedBegin = new HashMap<>();
        Map<String, List<String>> processedToExtractedWithin = new HashMap<>();
        for (int i = 0; i < processed.size(); ++i) {
            List<String> sentenceExtracted = extracted.get(i);
            List<String> sentenceProcessed = processed.get(i);
            for (int j = 0; j < COMPOUND_WORDS; ++j) {
                for (int k = 0; k < sentenceProcessed.size() - j; ++k) {
                    String wordExtracted = sentenceExtracted.get(k);
                    String wordProcessed = sentenceProcessed.get(k);
                    for (int l = k + 1; l <= k + j; ++l) wordExtracted += " " + sentenceExtracted.get(l);
                    for (int l = k + 1; l <= k + j; ++l) wordProcessed += " " + sentenceProcessed.get(l);
                    Double value;
                    if (j == 0) {
                        value = Math.pow(idf.getIdf(sentenceProcessed.get(k)), QUERY_IDF_SCALING);
                    } else {
                        value = scores.get(sentenceProcessed.get(k));
                        for (int l = k + 1; l <= k + j; ++l) value *= scores.get(sentenceProcessed.get(l));
                        value /= COMPOUND_DIVIDER;
                    }
                    scores.merge(wordProcessed, value, Double::sum);
                    if (i == 0 || k == 0) {
                        Set<String> wordsExtracted = processedToExtractedBegin.get(wordProcessed);
                        if (wordsExtracted == null) {
                            wordsExtracted = new LinkedHashSet<>();
                            processedToExtractedBegin.put(wordProcessed, wordsExtracted);
                        }
                        wordsExtracted.add(wordExtracted);
                    } else {
                        List<String> wordsExtracted = processedToExtractedWithin.get(wordProcessed);
                        if (wordsExtracted == null) {
                            wordsExtracted = new ArrayList<>();
                            processedToExtractedWithin.put(wordProcessed, wordsExtracted);
                        }
                        wordsExtracted.add(wordExtracted);
                    }
                }
            }
        }
        // put within before begin so that in case of equality option from within wins (because order-preserving sets)
        Set<String> processedToExtractedKeys = new LinkedHashSet<>();
        processedToExtractedKeys.addAll(processedToExtractedWithin.keySet());
        processedToExtractedKeys.addAll(processedToExtractedBegin.keySet());
        for (String key : processedToExtractedKeys) {
            Map<String, Integer> extractedCount = new LinkedHashMap<>();
            List<String> extractedWithins = processedToExtractedWithin.get(key);
            if (extractedWithins != null) {
                for (String extractedWithin : extractedWithins) {
                    extractedCount.merge(extractedWithin, 1, Integer::sum);
                }
            }
            Set<String> extractedBegins = processedToExtractedBegin.get(key);
            if (extractedBegins != null) {
                for (String extractedBegin : extractedBegins) {
                    extractedCount.merge(extractedBegin, 1, Integer::sum);
                }
            }
            extractedCount = extractedCount.entrySet().stream().sorted(Map.Entry.comparingByValue(Comparator.reverseOrder())).collect(Collectors.toMap(Map.Entry::getKey, Map.Entry::getValue, (k, v) -> {
                throw new AssertionError();
            }, LinkedHashMap::new));
            processedToExtracted.put(key, extractedCount.keySet().iterator().next());
        }
        if (toolTitle != null && toolTitlePruned != null) {
            boolean existing = toolTitleScore(toolTitle, preProcessor, scores, processedToExtracted, false);
            if (!existing && !toolTitlePruned.equals(toolTitle)) {
                toolTitleScore(toolTitlePruned, preProcessor, scores, processedToExtracted, true);
            }
        }
        if (toolTitleTwo != null && toolTitleTwoPruned != null) {
            boolean existing = toolTitleScore(toolTitleTwo, preProcessor, scores, processedToExtracted, false);
            if (!existing && !toolTitleTwoPruned.equals(toolTitleTwo)) {
                toolTitleScore(toolTitleTwoPruned, preProcessor, scores, processedToExtracted, true);
            }
        }
        if (toolTitleAcronym != null) {
            toolTitleScore(toolTitleAcronym, preProcessor, scores, processedToExtracted, false);
        }
        if (toolTitleTwoAcronym != null) {
            toolTitleScore(toolTitleTwoAcronym, preProcessor, scores, processedToExtracted, false);
        }
        Map<String, Double> beforeAfterAdded = new HashMap<>();
        for (int i = 0; i < processed.size(); ++i) {
            List<String> sentenceProcessed = processed.get(i);
            boolean acronymsDone = false;
            List<Integer> acronyms = null;
            for (int j = 0; j < sentenceProcessed.size(); ++j) {
                String wordProcessed = sentenceProcessed.get(j);
                boolean inBeforeTier1 = beforeTier1.contains(wordProcessed);
                boolean inBeforeTier2 = beforeTier2.contains(wordProcessed);
                boolean inBeforeTier3 = beforeTier3.contains(wordProcessed);
                if (j + 1 < sentenceProcessed.size() && (inBeforeTier1 || inBeforeTier2 || inBeforeTier3)) {
                    if (!acronymsDone) {
                        acronyms = acronyms(titleAbstractSentences.get(i), preProcessor);
                        acronymsDone = true;
                    }
                    boolean acronymFound = false;
                    String acronym = null;
                    if (acronyms.contains(j + 1)) {
                        acronym = sentenceProcessed.get(j + 1);
                        acronymFound = true;
                    } else if (acronyms.contains(-(j + 1))) {
                        acronym = sentenceProcessed.get(j + 1);
                        acronymFound = true;
                    } else if (j + 2 < sentenceProcessed.size()) {
                        if (acronyms.contains(j + 2)) {
                            acronym = sentenceProcessed.get(j + 2);
                            acronymFound = true;
                        } else if (acronyms.contains(-(j + 2))) {
                            acronym = sentenceProcessed.get(j + 2);
                            acronymFound = true;
                        }
                    }
                    if (acronymFound) {
                        beforeAfterScore(acronym, scores, beforeAfterAdded, inBeforeTier1, inBeforeTier2, inBeforeTier3, true);
                    } else {
                        String nextWord = sentenceProcessed.get(j + 1);
                        beforeAfterScore(nextWord, scores, beforeAfterAdded, inBeforeTier1, inBeforeTier2, inBeforeTier3, false);
                        if (j + 2 < sentenceProcessed.size()) {
                            acronymFound = false;
                            for (int k = 1; k <= COMPOUND_WORDS && j + 2 + k < sentenceProcessed.size(); ++k) {
                                if (acronyms.contains(-(j + 2 + k))) {
                                    String nextNextWord = sentenceProcessed.get(j + 2 + k);
                                    beforeAfterScore(nextNextWord, scores, beforeAfterAdded, inBeforeTier1, inBeforeTier2, inBeforeTier3, false);
                                    acronymFound = true;
                                    break;
                                }
                            }
                            if (!acronymFound) {
                                String nextNextWord = sentenceProcessed.get(j + 2);
                                beforeAfterScore(nextNextWord, scores, beforeAfterAdded, inBeforeTier1, inBeforeTier2, inBeforeTier3, false);
                                String nextCompoundWord = nextWord + " " + nextNextWord;
                                beforeAfterScore(nextCompoundWord, scores, beforeAfterAdded, inBeforeTier1, inBeforeTier2, inBeforeTier3, false);
                            }
                        }
                    }
                }
                boolean inAfterTier1 = afterTier1.contains(wordProcessed);
                boolean inAfterTier2 = afterTier2.contains(wordProcessed);
                boolean inAfterTier3 = afterTier3.contains(wordProcessed);
                if (j - 1 >= 0 && (inAfterTier1 || inAfterTier2 || inAfterTier3)) {
                    if (!acronymsDone) {
                        acronyms = acronyms(titleAbstractSentences.get(i), preProcessor);
                        acronymsDone = true;
                    }
                    boolean acronymFound = false;
                    String acronym = null;
                    if (acronyms.contains(j - 1)) {
                        acronym = sentenceProcessed.get(j - 1);
                        acronymFound = true;
                    } else if (acronyms.contains(-(j - 1))) {
                        acronym = sentenceProcessed.get(j - 1);
                        acronymFound = true;
                    } else if (j - 2 >= 0) {
                        if (acronyms.contains(j - 2)) {
                            acronym = sentenceProcessed.get(j - 2);
                            acronymFound = true;
                        } else if (acronyms.contains(-(j - 2))) {
                            acronym = sentenceProcessed.get(j - 2);
                            acronymFound = true;
                        }
                    }
                    if (acronymFound) {
                        beforeAfterScore(acronym, scores, beforeAfterAdded, inAfterTier1, inAfterTier2, inAfterTier3, true);
                    } else {
                        String nextWord = sentenceProcessed.get(j - 1);
                        beforeAfterScore(nextWord, scores, beforeAfterAdded, inAfterTier1, inAfterTier2, inAfterTier3, false);
                        if (j - 2 >= 0) {
                            acronymFound = false;
                            for (int k = 1; k <= COMPOUND_WORDS && j - 2 - k >= 0; ++k) {
                                if (acronyms.contains(-(j - 2 - k))) {
                                    String nextNextWord = sentenceProcessed.get(j - 2 - k);
                                    beforeAfterScore(nextNextWord, scores, beforeAfterAdded, inAfterTier1, inAfterTier2, inAfterTier3, false);
                                    acronymFound = true;
                                    break;
                                }
                            }
                            if (!acronymFound) {
                                String nextNextWord = sentenceProcessed.get(j - 2);
                                beforeAfterScore(nextNextWord, scores, beforeAfterAdded, inAfterTier1, inAfterTier2, inAfterTier3, false);
                                String nextCompoundWord = nextNextWord + " " + nextWord;
                                beforeAfterScore(nextCompoundWord, scores, beforeAfterAdded, inAfterTier1, inAfterTier2, inAfterTier3, false);
                            }
                        }
                    }
                }
            }
        }
        List<String> titleAbstractLinks = preProcessor.links(title);
        titleAbstractLinks.addAll(preProcessor.links(theAbstract));
        List<String> fulltextLinks = preProcessor.links(publication.getFulltext().getContent());
        for (int i = 0; i < titleAbstractLinks.size(); ++i) {
            String titleAbstractLink = titleAbstractLinks.get(i);
            Iterator<String> it = fulltextLinks.iterator();
            while (it.hasNext()) {
                String fulltextLink = it.next();
                if (fulltextLink.equals(titleAbstractLink)) {
                    it.remove();
                    break;
                }
                String start = "";
                Matcher startTitleAbstractLink = LINK_COMPARE_START.matcher(titleAbstractLink);
                if (startTitleAbstractLink.find()) {
                    start = titleAbstractLink.substring(0, startTitleAbstractLink.end());
                    titleAbstractLink = titleAbstractLink.substring(startTitleAbstractLink.end());
                }
                Matcher startFulltextLink = LINK_COMPARE_START.matcher(fulltextLink);
                if (startFulltextLink.find()) {
                    String startFulltext = fulltextLink.substring(0, startFulltextLink.end());
                    if (startFulltext.length() > start.length()) {
                        start = startFulltext;
                    }
                    fulltextLink = fulltextLink.substring(startFulltextLink.end());
                }
                if (fulltextLink.equals(titleAbstractLink)) {
                    titleAbstractLinks.set(i, start + titleAbstractLink);
                    it.remove();
                    break;
                }
                if (fulltextLink.startsWith(titleAbstractLink)) {
                    String rest = fulltextLink.substring(titleAbstractLink.length());
                    if (rest.startsWith("/")) {
                        titleAbstractLinks.set(i, start + fulltextLink);
                    }
                    it.remove();
                    break;
                }
                if (fulltextLink.contains(titleAbstractLink)) {
                    titleAbstractLinks.set(i, start + fulltextLink);
                    it.remove();
                    break;
                }
                if (titleAbstractLink.startsWith(fulltextLink)) {
                    String rest = titleAbstractLink.substring(fulltextLink.length() - 1);
                    if (LINK_COMPARE_REST.matcher(rest).matches()) {
                        titleAbstractLinks.set(i, start + fulltextLink);
                    }
                    Matcher schemaMatcher = LINK_COMPARE_SCHEMA.matcher(rest);
                    if (schemaMatcher.find()) {
                        titleAbstractLinks.set(i, start + fulltextLink);
                        titleAbstractLinks.add(i + 1, rest.substring(schemaMatcher.start()));
                    }
                    it.remove();
                    break;
                }
                if (titleAbstractLink.contains(fulltextLink)) {
                    it.remove();
                    break;
                }
            }
        }
        Map<String, List<String>> linksAbstract = links(titleAbstractLinks, preProcessor, idf, hostIgnore, scores.keySet(), processedToExtracted, processed, titleWithoutLinks, abstractWithoutLinks, toolTitle, toolTitleTwo, toolTitleAcronym, toolTitleTwoAcronym, toolTitlePruned, toolTitleTwoPruned);
        Map<String, List<String>> linksFulltext = links(fulltextLinks, preProcessor, idf, hostIgnore, scores.keySet(), processedToExtracted, processed, titleWithoutLinks, abstractWithoutLinks, toolTitle, toolTitleTwo, toolTitleAcronym, toolTitleTwoAcronym, toolTitlePruned, toolTitleTwoPruned);
        for (Map.Entry<String, List<String>> linkEntry : linksAbstract.entrySet()) {
            double score = scores.get(linkEntry.getKey()) * LINK_MULTIPLIER_ABSTRACT * linkEntry.getValue().size();
            if (score > LINK_MULTIPLIER_ABSTRACT_MINIMUM) {
                scores.put(linkEntry.getKey(), score);
            } else {
                scores.put(linkEntry.getKey(), LINK_MULTIPLIER_ABSTRACT_MINIMUM);
            }
        }
        boolean genericLinkAugmentation = linksAbstract.isEmpty();
        for (String link : titleAbstractLinks) {
            boolean present = false;
            for (Map.Entry<String, List<String>> linkEntry : linksAbstract.entrySet()) {
                if (linkEntry.getValue().contains(link)) {
                    present = true;
                    break;
                }
            }
            if (!present) {
                if (genericLinkAugmentation) {
                    for (Map.Entry<String, Double> scoreEntry : scores.entrySet()) {
                        scores.put(scoreEntry.getKey(), scoreEntry.getValue() * LINK_MULTIPLIER_ABSTRACT_AUGMENTATION);
                    }
                    genericLinkAugmentation = false;
                }
                String fromLink = fromLink(link, preProcessor, idf, hostIgnore);
                if (!fromLink.isEmpty()) {
                    List<String> fromLinkExtracted = preProcessor.extract(fromLink);
                    List<String> fromLinkProcessed = preProcessor.process(fromLink, fromLinkExtracted);
                    String fromLinkExtractedString = String.join(" ", fromLinkExtracted);
                    String fromLinkProcessedString = String.join(" ", fromLinkProcessed);
                    if (!fromLinkProcessedString.isEmpty()) {
                        scores.merge(fromLinkProcessedString, LINK_MULTIPLIER_ABSTRACT_NEW / fromLinkProcessed.size(), (d1, d2) -> d1 * d2);
                        String wordExtracted = processedToExtracted.get(fromLinkProcessedString);
                        if (wordExtracted == null) {
                            processedToExtracted.put(fromLinkProcessedString, fromLinkExtractedString);
                        }
                    }
                }
            }
        }
        for (Map.Entry<String, List<String>> linkEntry : linksFulltext.entrySet()) {
            long multiplier = linkEntry.getValue().stream().filter(link -> !LINK_TWO_PART.matcher(link).matches()).count();
            if (multiplier > 0) {
                if (multiplier > 2) {
                    multiplier = 2;
                }
                scores.put(linkEntry.getKey(), scores.get(linkEntry.getKey()) * LINK_MULTIPLIER_FULLTEXT * multiplier);
            }
        }
        Map<String, Double> sortedScores = scores.entrySet().stream().sorted(Map.Entry.comparingByValue(Comparator.reverseOrder())).collect(Collectors.toMap(Map.Entry::getKey, Map.Entry::getValue, (k, v) -> {
            throw new AssertionError();
        }, LinkedHashMap::new));
        Result result = new Result();
        result.setPmid(publication.getPmid().getContent());
        result.setPmcid(publication.getPmcid().getContent());
        result.setDoi(publication.getDoi().getContent());
        List<String> resultLinks = new ArrayList<>();
        List<String> suggestionsProcessed = new ArrayList<>();
        Iterator<Map.Entry<String, Double>> sortedScoresIterator = sortedScores.entrySet().iterator();
        if (sortedScoresIterator.hasNext()) {
            Map.Entry<String, Double> topEntry = sortedScoresIterator.next();
            double topScore = topEntry.getValue();
            result.setScore(topScore);
            result.setSuggestion(processedToExtracted.get(topEntry.getKey()));
            List<String> linksFromAbstract = linksAbstract.get(topEntry.getKey());
            if (linksFromAbstract != null) {
                for (String link : linksFromAbstract) {
                    resultLinks.add(link);
                }
            }
            List<String> linksFromFulltext = linksFulltext.get(topEntry.getKey());
            if (linksFromFulltext != null) {
                for (String link : linksFromFulltext) {
                    resultLinks.add(link);
                }
            }
            suggestionsProcessed.add(topEntry.getKey());
            for (int i = 1; i < SUGGESTION_LIMIT && sortedScoresIterator.hasNext(); ++i) {
                topEntry = sortedScoresIterator.next();
                if (topEntry.getValue() * TOP_SCORE_LIMIT < topScore) {
                    break;
                }
                result.addOtherSuggestion(processedToExtracted.get(topEntry.getKey()));
                suggestionsProcessed.add(topEntry.getKey());
            }
        }
        List<String> resultOtherLinks = new ArrayList<>();
        for (List<String> linksFromAbstract : linksAbstract.values()) {
            for (String link : linksFromAbstract) {
                if (!resultLinks.contains(link)) {
                    resultOtherLinks.add(link);
                }
            }
        }
        for (List<String> linksFromFulltext : linksFulltext.values()) {
            for (String link : linksFromFulltext) {
                if (!resultLinks.contains(link)) {
                    resultOtherLinks.add(link);
                }
            }
        }
        List<String> resultLeftoverLinks = new ArrayList<>();
        for (String link : titleAbstractLinks) {
            if (!resultLinks.contains(link) && !resultOtherLinks.contains(link)) {
                resultLeftoverLinks.add(link);
            }
        }
        for (String link : fulltextLinks) {
            if (!resultLinks.contains(link) && !resultOtherLinks.contains(link)) {
                resultLeftoverLinks.add(link);
            }
        }
        List<String> resultAllLinks = new ArrayList<>();
        resultAllLinks.addAll(resultLinks.stream().map(resultLink -> BIOTOOLS_LINK_TRIM_START.matcher(resultLink).replaceFirst("")).collect(Collectors.toList()));
        resultAllLinks.addAll(resultOtherLinks.stream().map(resultLink -> BIOTOOLS_LINK_TRIM_START.matcher(resultLink).replaceFirst("")).collect(Collectors.toList()));
        resultAllLinks.addAll(resultLeftoverLinks.stream().map(resultLink -> BIOTOOLS_LINK_TRIM_START.matcher(resultLink).replaceFirst("")).collect(Collectors.toList()));
        result.addLinks(breakLinks(resultLinks, resultAllLinks));
        result.addOtherLinks(breakLinks(resultOtherLinks, resultAllLinks));
        result.addLeftoverLinks(breakLinks(resultLeftoverLinks, resultAllLinks));
        for (int i = 0; i < queries.size(); ++i) {
            Query query = queries.get(i);
            for (PublicationIds pubIds : query.getPublicationIds()) {
                if (!pubIds.getPmid().isEmpty() && !result.getPmid().isEmpty() && pubIds.getPmid().equals(result.getPmid()) || !pubIds.getPmcid().isEmpty() && !result.getPmcid().isEmpty() && pubIds.getPmcid().equals(result.getPmcid()) || !pubIds.getDoi().isEmpty() && !result.getDoi().isEmpty() && pubIds.getDoi().equals(result.getDoi())) {
                    result.addExistingName(query.getId(), query.getName());
                    for (String link : result.getLinks()) {
                        String linkTrimmed = BIOTOOLS_LINK_TRIM_START.matcher(link).replaceFirst("");
                        linkTrimmed = BIOTOOLS_LINK_TRIM_END.matcher(linkTrimmed).replaceFirst("");
                        boolean found = false;
                        for (String queryLink : queryLinks.get(i)) {
                            if (linkTrimmed.equalsIgnoreCase(queryLink)) {
                                found = true;
                                break;
                            } else if (linkTrimmed.startsWith(queryLink)) {
                                String rest = linkTrimmed.substring(queryLink.length() - 1);
                                if (LINK_COMPARE_REST.matcher(rest).matches()) {
                                    found = true;
                                    break;
                                }
                            }
                        }
                        if (!found) {
                        // TODO queryLinks is not complete
                        // result.addNewLink(link);
                        }
                    }
                    break;
                }
            }
        }
        for (String suggestionProcessed : suggestionsProcessed) {
            suggestionProcessed = BIOTOOLS_PROCESSED_VERSION_TRIM.matcher(suggestionProcessed).replaceFirst("");
            if (suggestionProcessed.isEmpty())
                continue;
            for (int i = 0; i < queryNamesProcessed.size(); ++i) {
                if (suggestionProcessed.equals(queryNamesProcessed.get(i))) {
                    String possiblyExistingId = queries.get(i).getId();
                    if (!result.getExistingNames().keySet().contains(possiblyExistingId)) {
                        result.addPossiblyExisting(possiblyExistingId, queries.get(i).getName());
                    }
                }
            }
        }
        List<String> suggestionsExtracted = new ArrayList<>();
        suggestionsExtracted.add(result.getSuggestion());
        suggestionsExtracted.addAll(result.getOtherSuggestions());
        for (String suggestionExtracted : suggestionsExtracted) {
            suggestionExtracted = BIOTOOLS_EXTRACTED_VERSION_TRIM.matcher(suggestionExtracted).replaceFirst("");
            if (suggestionExtracted.isEmpty())
                continue;
            for (String suggestionExtractedWord : suggestionExtracted.split(" ")) {
                Map<String, String> possiblyExisting = new LinkedHashMap<>();
                for (int i = 0; i < queryNamesExtracted.size(); ++i) {
                    List<String> queryNameExtracted = queryNamesExtracted.get(i);
                    if (queryNameExtracted.contains(suggestionExtractedWord)) {
                        String possiblyExistingId = queries.get(i).getId();
                        if (!result.getExistingNames().keySet().contains(possiblyExistingId)) {
                            possiblyExisting.put(possiblyExistingId, queries.get(i).getName());
                        }
                    }
                }
                if (possiblyExisting.size() >= 1 && possiblyExisting.size() <= POSSIBLY_EXISTING_VALID_LIMIT) {
                    for (Map.Entry<String, String> possiblyExistingEntry : possiblyExisting.entrySet()) {
                        result.addPossiblyExisting(possiblyExistingEntry.getKey(), possiblyExistingEntry.getValue());
                    }
                }
            }
        }
        List<String> resultLinksOtherLinks = new ArrayList<>();
        resultLinksOtherLinks.addAll(result.getLinks());
        resultLinksOtherLinks.addAll(result.getOtherLinks());
        for (int i = 0; i < resultLinksOtherLinks.size(); ++i) {
            String resultLink = resultLinksOtherLinks.get(i);
            resultLink = BIOTOOLS_LINK_TRIM_START.matcher(resultLink).replaceFirst("");
            resultLink = BIOTOOLS_LINK_TRIM_END.matcher(resultLink).replaceFirst("");
            for (int j = 0; j < queryLinks.size(); ++j) {
                String possiblyExistingId = queries.get(j).getId();
                if (!result.getExistingNames().keySet().contains(possiblyExistingId)) {
                    List<String> queryLink = queryLinks.get(j);
                    for (String link : queryLink) {
                        if (resultLink.equalsIgnoreCase(link)) {
                            result.addPossiblyExisting(possiblyExistingId, queries.get(j).getName());
                        } else if (resultLink.startsWith(link)) {
                            String rest = resultLink.substring(link.length() - 1);
                            if (LINK_COMPARE_REST.matcher(rest).matches()) {
                                result.addPossiblyExisting(possiblyExistingId, queries.get(j).getName());
                            }
                        }
                    }
                }
            }
        }
        if (!(result.getExistingNames().size() == 1 && !result.getSuggestion().isEmpty() && result.getExistingNames().values().iterator().next().equals(result.getSuggestion()) && result.getNewLinks().isEmpty())) {
            results.add(result);
        }
    }
    // TODO
    System.err.println();
    results = results.stream().sorted(Comparator.comparing(Result::getScore).reversed()).collect(Collectors.toList());
    for (int i = 0; i < results.size() - 1; ++i) {
        Result resultI = results.get(i);
        for (int j = i + 1; j < results.size(); ++j) {
            Result resultJ = results.get(j);
            if (resultI.getSuggestion().equals(resultJ.getSuggestion())) {
                resultI.addSameSuggestion(resultJ.getPmid());
                resultJ.addSameSuggestion(resultI.getPmid());
            }
        }
    }
    return results;
}

Example 4 with PreProcessor

use of org.edamontology.edammap.core.preprocessing.PreProcessor in project edammap by edamontology.

the class Resource method runPost.

private Response runPost(MultivaluedMap<String, String> params, Request request) throws IOException, ParseException, URISyntaxException {
    logger.info("POST {} from {}", params, request.getRemoteAddr());
    long start = System.currentTimeMillis();
    logger.info("Start: {}", Instant.ofEpochMilli(start));
    CoreArgs coreArgs = new CoreArgs();
    ParamParse.parseParams(params, coreArgs);
    coreArgs.setProcessorArgs(Server.args.getProcessorArgs());
    coreArgs.getFetcherArgs().setPrivateArgs(Server.args.getFetcherPrivateArgs());
    ServerInput serverInput = new ServerInput(ParamParse.getParamString(params, "name"), ParamParse.getParamString(params, "keywords"), ParamParse.getParamString(params, "description"), ParamParse.getParamString(params, "webpage-urls"), ParamParse.getParamString(params, "doc-urls"), ParamParse.getParamString(params, "publication-ids"), ParamParse.getParamString(params, "annotations"));
    if (serverInput.getName() != null && serverInput.getName().length() > MAX_NAME_LENGTH) {
        throw new IllegalArgumentException("Name length (" + serverInput.getName().length() + ") is greater than maximum allowed (" + MAX_NAME_LENGTH + ")");
    }
    if (serverInput.getKeywords() != null && serverInput.getKeywords().length() > MAX_KEYWORDS_LENGTH) {
        throw new IllegalArgumentException("Keywords length (" + serverInput.getKeywords().length() + ") is greater than maximum allowed (" + MAX_KEYWORDS_LENGTH + ")");
    }
    if (serverInput.getDescription() != null && serverInput.getDescription().length() > MAX_DESCRIPTION_LENGTH) {
        throw new IllegalArgumentException("Description length (" + serverInput.getDescription().length() + ") is greater than maximum allowed (" + MAX_DESCRIPTION_LENGTH + ")");
    }
    if (serverInput.getWebpageUrls() != null && serverInput.getWebpageUrls().length() > MAX_LINKS_LENGTH) {
        throw new IllegalArgumentException("Webpage URLs length (" + serverInput.getWebpageUrls().length() + ") is greater than maximum allowed (" + MAX_LINKS_LENGTH + ")");
    }
    if (serverInput.getDocUrls() != null && serverInput.getDocUrls().length() > MAX_LINKS_LENGTH) {
        throw new IllegalArgumentException("Doc URLs length (" + serverInput.getDocUrls().length() + ") is greater than maximum allowed (" + MAX_LINKS_LENGTH + ")");
    }
    if (serverInput.getPublicationIds() != null && serverInput.getPublicationIds().length() > MAX_PUBLICATION_IDS_LENGTH) {
        throw new IllegalArgumentException("Publication IDs length (" + serverInput.getPublicationIds().length() + ") is greater than maximum allowed (" + MAX_PUBLICATION_IDS_LENGTH + ")");
    }
    if (serverInput.getAnnotations() != null && serverInput.getAnnotations().length() > MAX_ANNOTATIONS_LENGTH) {
        throw new IllegalArgumentException("Annotations length (" + serverInput.getAnnotations().length() + ") is greater than maximum allowed (" + MAX_ANNOTATIONS_LENGTH + ")");
    }
    String uuid;
    String uuidDir;
    do {
        uuid = Server.version.getVersion() + "/" + UUID.randomUUID().toString();
        uuidDir = Server.args.getFiles() + "/" + uuid;
    } while (Files.exists(Paths.get(uuidDir)));
    Files.createDirectory(Paths.get(uuidDir));
    serverInput.setId(uuid);
    logger.info("UUID: {}", uuid);
    Output output = new Output(uuidDir + "/results.txt", uuidDir, true);
    // TODO params to choose if HTML or TXT output desired
    PreProcessor preProcessor = new PreProcessor(coreArgs.getPreProcessorArgs(), Server.stopwordsAll.get(coreArgs.getPreProcessorArgs().getStopwords()));
    logger.info("Processing {} concepts", Server.concepts.size());
    Map<EdamUri, ConceptProcessed> processedConcepts = Server.processor.getProcessedConcepts(Server.concepts, coreArgs.getMapperArgs().getIdfArgs(), coreArgs.getMapperArgs().getMultiplierArgs(), preProcessor);
    logger.info("Loading query");
    Query query = QueryLoader.fromServer(serverInput, Server.concepts, MAX_KEYWORDS_SIZE, MAX_LINKS_SIZE, MAX_PUBLICATION_IDS_SIZE);
    Idf idf;
    if (coreArgs.getPreProcessorArgs().isStemming()) {
        idf = Server.idfStemmed;
    } else {
        idf = Server.idf;
    }
    QueryProcessed processedQuery = Server.processor.getProcessedQuery(query, QueryType.server, preProcessor, idf, coreArgs.getFetcherArgs());
    logger.info("Mapping query");
    Mapping mapping = new Mapper(processedConcepts).map(query, processedQuery, coreArgs.getMapperArgs());
    List<Query> queries = Collections.singletonList(query);
    List<List<Webpage>> webpages = Collections.singletonList(processedQuery.getWebpages());
    List<List<Webpage>> docs = Collections.singletonList(processedQuery.getDocs());
    List<List<Publication>> publications = Collections.singletonList(processedQuery.getPublications());
    List<Mapping> mappings = Collections.singletonList(mapping);
    Results results = Benchmark.calculate(queries, mappings);
    long stop = System.currentTimeMillis();
    logger.info("Stop: {}", Instant.ofEpochMilli(stop));
    logger.info("Mapping took {}s", (stop - start) / 1000.0);
    logger.info("Outputting results");
    output.output(coreArgs, Server.paramsMain, QueryType.server, 1, 1, Server.concepts, queries, webpages, docs, publications, results, start, stop, Server.version);
    URI location = new URI("/" + Server.args.getPath() + "/" + uuid + "/");
    logger.info("POSTED {}", location);
    return Response.seeOther(location).build();
}

Example 5 with PreProcessor

use of org.edamontology.edammap.core.preprocessing.PreProcessor in project edammap by edamontology.

the class PubMedApps method beforeAfter.

private static void beforeAfter(PreProcessorArgs preProcessorArgs, String queryIdf, String database, List<String> pubFile) throws IOException {
    PreProcessor preProcessor = new PreProcessor(preProcessorArgs);
    Idf idf = new Idf(queryIdf);
    List<Publication> publications = getPublications(database, pubFile);
    Map<String, Integer> before = new HashMap<>();
    Map<String, Integer> after = new HashMap<>();
    Map<String, Integer> all = new HashMap<>();
    Map<String, Double> allBeforeScores = new HashMap<>();
    int allBeforeScoresSum = 0;
    Map<String, Double> allAfterScores = new HashMap<>();
    int allAfterScoresSum = 0;
    for (Publication publication : publications) {
        String toolTitle = publication.getTitle().getContent();
        Matcher titleSeparator = TITLE_SEPARATOR.matcher(toolTitle);
        if (titleSeparator.find()) {
            toolTitle = toolTitle.substring(0, titleSeparator.start()).trim();
        } else {
            continue;
        }
        List<String> toolTitleProcessedWords = preProcessor.process(toolTitle);
        if (toolTitleProcessedWords.size() != 1)
            continue;
        String toolTitleProcessed = toolTitleProcessedWords.get(0);
        List<String> abstractSentences = preProcessor.sentences(preProcessor.removeLinks(publication.getAbstract().getContent()));
        List<List<String>> processed = new ArrayList<>();
        for (String sentence : abstractSentences) {
            processed.add(preProcessor.process(sentence));
        }
        Map<String, Double> scores = new HashMap<>();
        for (List<String> sentence : processed) {
            for (String word : sentence) {
                scores.merge(word, Math.pow(idf.getIdf(word), QUERY_IDF_SCALING), Double::sum);
            }
        }
        for (List<String> sentenceProcessed : processed) {
            for (int i = 0; i < sentenceProcessed.size(); ++i) {
                if (sentenceProcessed.get(i).equals(toolTitleProcessed)) {
                    if (i - 1 >= 0)
                        before.merge(sentenceProcessed.get(i - 1), 1, Integer::sum);
                    if (i - 2 >= 0)
                        before.merge(sentenceProcessed.get(i - 2), 1, Integer::sum);
                    if (i + 1 < sentenceProcessed.size())
                        after.merge(sentenceProcessed.get(i + 1), 1, Integer::sum);
                    if (i + 2 < sentenceProcessed.size())
                        after.merge(sentenceProcessed.get(i + 2), 1, Integer::sum);
                }
            }
        }
        for (List<String> sentenceProcessed : processed) {
            for (int i = 0; i < sentenceProcessed.size(); ++i) {
                String wordProcessed = sentenceProcessed.get(i);
                all.merge(wordProcessed, 1, Integer::sum);
                if (i - 1 >= 0) {
                    allBeforeScores.merge(wordProcessed, scores.get(sentenceProcessed.get(i - 1)), Double::sum);
                    ++allBeforeScoresSum;
                }
                if (i - 2 >= 0) {
                    allBeforeScores.merge(wordProcessed, scores.get(sentenceProcessed.get(i - 2)), Double::sum);
                    ++allBeforeScoresSum;
                }
                if (i + 1 < sentenceProcessed.size()) {
                    allAfterScores.merge(wordProcessed, scores.get(sentenceProcessed.get(i + 1)), Double::sum);
                    ++allAfterScoresSum;
                }
                if (i + 2 < sentenceProcessed.size()) {
                    allAfterScores.merge(wordProcessed, scores.get(sentenceProcessed.get(i + 2)), Double::sum);
                    ++allAfterScoresSum;
                }
            }
        }
    }
    Map<String, Integer> beforeSorted = before.entrySet().stream().sorted(Map.Entry.comparingByValue(Comparator.reverseOrder())).collect(Collectors.toMap(Map.Entry::getKey, Map.Entry::getValue, (k, v) -> {
        throw new AssertionError();
    }, LinkedHashMap::new));
    System.out.println("BEFORE_TOOL_TITLE\tCOUNT\tTOTAL\tPRECISION\tAVERAGE_SCORE\tPRECISION/AVERAGE_SCORE");
    for (Map.Entry<String, Integer> bs : beforeSorted.entrySet()) {
        String word = bs.getKey();
        int count = bs.getValue();
        int total = all.get(word);
        double precision = count / (double) total;
        Double totalScore = allAfterScores.get(word);
        double averageScore = (totalScore != null ? totalScore / allAfterScoresSum : 0);
        System.out.printf(Locale.ROOT, "%16s\t%d\t%d\t%.6f\t%.6f\t%8.1f\n", word, count, total, precision, averageScore, precision / averageScore);
    }
    System.out.println();
    Map<String, Integer> afterSorted = after.entrySet().stream().sorted(Map.Entry.comparingByValue(Comparator.reverseOrder())).collect(Collectors.toMap(Map.Entry::getKey, Map.Entry::getValue, (k, v) -> {
        throw new AssertionError();
    }, LinkedHashMap::new));
    System.out.println("AFTER_TOOL_TITLE\tCOUNT\tTOTAL\tPRECISION\tAVERAGE_SCORE\tPRECISION/AVERAGE_SCORE");
    for (Map.Entry<String, Integer> as : afterSorted.entrySet()) {
        String word = as.getKey();
        int count = as.getValue();
        int total = all.get(word);
        double precision = count / (double) total;
        Double totalScore = allBeforeScores.get(word);
        double averageScore = (totalScore != null ? totalScore / allBeforeScoresSum : 0);
        System.out.printf(Locale.ROOT, "%16s\t%d\t%d\t%.6f\t%.6f\t%8.1f\n", word, count, total, precision, averageScore, precision / averageScore);
    }
}