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synced 2024-12-25 02:44:18 +00:00
Custom Stopword List Settings
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413b6111df
commit
deec9e8a76
@ -61,12 +61,6 @@ def build_corpus(corpus_id):
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@bp.route('/stopwords')
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@content_negotiation(produces='application/json')
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def get_stopwords():
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# data = request.json
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# if not isinstance(data, dict):
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# abort(400)
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# language = data.get('language')
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# if not isinstance(language, str):
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# abort(400)
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nltk.download('stopwords')
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languages = ["german", "english", "catalan", "greek", "spanish", "french", "italian", "russian", "chinese"]
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stopwords = {}
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@ -74,10 +68,7 @@ def get_stopwords():
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stopwords[language] = nltk.corpus.stopwords.words(language)
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stopwords['punctuation'] = list(punctuation) + ['—', '|']
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stopwords['user_stopwords'] = []
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print(stopwords)
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response_data = {
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'stopwords': stopwords
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}
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response_data = stopwords
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return response_data, 202
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# @bp.route('/<hashid:corpus_id>/generate-share-link', methods=['POST'])
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@ -1,7 +1,10 @@
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class CorpusAnalysisApp {
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constructor(corpusId) {
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this.data = {
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promises: {getStopwords: []}
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stopwords: undefined,
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originalStopwords: {},
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stopwordCache: {},
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promises: {getStopwords: undefined}
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};
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// HTML elements
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@ -24,39 +27,17 @@ class CorpusAnalysisApp {
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};
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}
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// getStopwords(language) {
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// if (language in this.data.promises.getStopwords) {
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// console.log('Stopwords already loaded');
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// return this.data.promises.getStopwords[language];
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// }
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// this.data.promises.getStopwords[language] = new Promise((resolve, reject) => {
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// Requests.corpora.entity.getStopwords(language)
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// .then((response) => {
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// response.json()
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// .then((json) => {
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// let stopwords = json.stopwords;
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// resolve(stopwords);
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// })
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// .catch((error) => {
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// reject(error);
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// });
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// });
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// });
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// return this.data.promises.getStopwords[language];
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// }
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getStopwords() {
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if (this.data.promises.getStopwords.length !== 0) {
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console.log('Stopwords already loaded');
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return this.data.promises.getStopwords;
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}
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this.data.promises.getStopwords = new Promise((resolve, reject) => {
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Requests.corpora.entity.getStopwords()
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.then((response) => {
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response.json()
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.then((json) => {
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let stopwords = json.stopwords;
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resolve(stopwords);
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for (let [key, value] of Object.entries(json)) {
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this.data.originalStopwords[key] = value;
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}
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this.data.stopwords = json;
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resolve(this.data.stopwords);
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})
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.catch((error) => {
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reject(error);
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@ -66,7 +47,6 @@ class CorpusAnalysisApp {
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return this.data.promises.getStopwords;
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}
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init() {
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this.disableActionElements();
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this.elements.m.initModal.open();
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@ -79,20 +59,11 @@ class CorpusAnalysisApp {
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.then((cqiCorpora) => {
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this.data.corpus = {o: cqiCorpora[0]};
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console.log(this.data.corpus.o.staticData);
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this.renderGeneralCorpusInfo(this.data.corpus.o.staticData);
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this.renderTextInfoList(this.data.corpus.o.staticData);
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this.renderTextProportionsGraphic(this.data.corpus.o.staticData);
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this.renderFrequenciesGraphic(this.data.corpus.o.staticData);
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this.renderBoundsGraphic(this.data.corpus.o.staticData);
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// this.data.corpus.o.getCorpusData()
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// .then(corpusData => {
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// console.log(corpusData);
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// this.renderGeneralCorpusInfo(corpusData);
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// this.renderTextInfoList(corpusData);
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// this.renderTextProportionsGraphic(corpusData);
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// this.renderFrequenciesGraphic(corpusData);
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// this.renderBoundsGraphic(corpusData);
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// });
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this.renderGeneralCorpusInfo();
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this.renderTextInfoList();
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this.renderTextProportionsGraphic()
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this.renderFrequenciesGraphic();
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this.renderBoundsGraphic();
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// TODO: Don't do this hgere
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this.data.corpus.o.updateDb();
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this.enableActionElements();
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@ -117,6 +88,30 @@ class CorpusAnalysisApp {
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this.elements.m.extensionTabs.select(extensionSelectorElement.dataset.target);
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});
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}
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let frequenciesStopwordSettingModal = document.querySelector('#frequencies-stopwords-setting-modal');
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let frequenciesStopwordSettingModalButton = document.querySelector('#frequencies-stopwords-setting-modal-button');
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frequenciesStopwordSettingModalButton.addEventListener('click', () => {
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this.data.stopwordCache = {};
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const stopwordsCopy = Object.assign({}, this.data.stopwords);
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for (let [key, value] of Object.entries(stopwordsCopy)) {
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this.data.stopwordCache[key] = value;
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}
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this.renderStopwordSettingsModal(this.data.stopwords);
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M.Modal.init(frequenciesStopwordSettingModal, {dismissible: false});
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});
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for (let actionButton of document.querySelectorAll('.frequencies-stopword-setting-modal-action-buttons')) {
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actionButton.addEventListener('click', (event) => {
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let action = event.target.closest('.frequencies-stopword-setting-modal-action-buttons').dataset.action;
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if (action === 'submit') {
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this.renderFrequenciesGraphic();
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} else if (action === 'cancel') {
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this.data.stopwords = this.data.stopwordCache;
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this.renderFrequenciesGraphic();
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}
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});
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}
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}
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registerExtension(extension) {
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@ -154,7 +149,8 @@ class CorpusAnalysisApp {
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}
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}
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renderGeneralCorpusInfo(corpusData) {
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renderGeneralCorpusInfo() {
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let corpusData = this.data.corpus.o.staticData;
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document.querySelector('.corpus-num-tokens').innerHTML = corpusData.corpus.counts.token;
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document.querySelector('.corpus-num-s').innerHTML = corpusData.corpus.counts.s;
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document.querySelector('.corpus-num-unique-words').innerHTML = Object.entries(corpusData.corpus.freqs.word).length;
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@ -163,7 +159,8 @@ class CorpusAnalysisApp {
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document.querySelector('.corpus-num-unique-simple-pos').innerHTML = Object.entries(corpusData.corpus.freqs.simple_pos).length;
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}
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renderTextInfoList(corpusData) {
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renderTextInfoList() {
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let corpusData = this.data.corpus.o.staticData;
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let corpusTextInfoListElement = document.querySelector('.corpus-text-info-list');
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let corpusTextInfoList = new CorpusTextInfoList(corpusTextInfoListElement);
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let texts = corpusData.s_attrs.text.lexicon;
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@ -189,7 +186,8 @@ class CorpusAnalysisApp {
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textCountChipElement.innerHTML = `Text count: ${corpusData.corpus.counts.text}`;
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}
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renderTextProportionsGraphic(corpusData) {
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renderTextProportionsGraphic() {
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let corpusData = this.data.corpus.o.staticData;
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let textProportionsGraphicElement = document.querySelector('#text-proportions-graphic');
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let texts = Object.entries(corpusData.s_attrs.text.lexicon);
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let graphData = [
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@ -223,7 +221,8 @@ class CorpusAnalysisApp {
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Plotly.newPlot(textProportionsGraphicElement, graphData, graphLayout, config);
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}
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renderFrequenciesGraphic(corpusData) {
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async renderFrequenciesGraphic() {
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let corpusData = this.data.corpus.o.staticData;
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let frequenciesTokenCategoryDropdownElement = document.querySelector('[data-target="frequencies-token-category-dropdown"]');
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let frequenciesTokenCategoryDropdownListElement = document.querySelector("#frequencies-token-category-dropdown");
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let frequenciesGraphicElement = document.querySelector('#frequencies-graphic');
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@ -248,123 +247,220 @@ class CorpusAnalysisApp {
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let tokenCategory = frequenciesTokenCategoryDropdownElement.firstChild.textContent.toLowerCase();
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this.createFrequenciesGraphData(tokenCategory, texts, corpusData, graphtype)
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.then(graphData => {
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let graphLayout = {
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barmode: graphtype === 'bar' ? 'stack' : '',
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margin: {
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t: 20,
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l: 50
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},
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yaxis: {
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showticklabels: graphtype === 'markers' ? false : true
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},
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};
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let config = {
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responsive: true,
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modeBarButtonsToRemove: ['zoom2d', 'select2d', 'lasso2d', 'zoomIn2d', 'zoomOut2d', 'autoScale2d', 'resetScale2d'],
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displaylogo: false
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};
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Plotly.newPlot(frequenciesGraphicElement, graphData, graphLayout, config);
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});
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let graphData = await this.createFrequenciesGraphData(tokenCategory, texts, corpusData, graphtype);
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let graphLayout = {
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barmode: graphtype === 'bar' ? 'stack' : '',
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margin: {
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t: 20,
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l: 50
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},
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yaxis: {
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showticklabels: graphtype === 'markers' ? false : true
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},
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};
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let config = {
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responsive: true,
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modeBarButtonsToRemove: ['zoom2d', 'select2d', 'lasso2d', 'zoomIn2d', 'zoomOut2d', 'autoScale2d', 'resetScale2d'],
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displaylogo: false
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};
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Plotly.newPlot(frequenciesGraphicElement, graphData, graphLayout, config);
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}
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createFrequenciesGraphData(category, texts, corpusData, graphtype) {
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return new Promise((resolve, reject) => {
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this.getStopwords()
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.then(stopwords => {
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this.renderStopwordSettingsModal(stopwords);
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let stopwordList = [];
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Object.values(stopwords).forEach(stopwordItems => {
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stopwordItems.forEach(stopword => {
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stopwordList.push(stopword);
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});
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});
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let graphData = [];
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let filteredData = Object.entries(corpusData.corpus.freqs[category])
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.sort((a, b) => b[1] - a[1])
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.filter(item => !stopwordList.includes(corpusData.values.p_attrs[category][item[0]].toLowerCase()))
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.slice(0, 5);
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if (graphtype !== 'markers') {
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for (let item of filteredData) {
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let data = {
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x: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
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y: texts.map(text => text[1].freqs[category][item[0]] || 0),
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name: corpusData.values.p_attrs[category][item[0]],
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type: graphtype
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};
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graphData.push(data);
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}
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} else {
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for (let item of filteredData) {
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let size = texts.map(text => text[1].freqs[category][item[0]] || 0);
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let data = {
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x: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
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y: texts.map(text => corpusData.values.p_attrs[category][item[0]]),
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name: corpusData.values.p_attrs[category][item[0]],
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text: texts.map(text => `${corpusData.values.p_attrs[category][item[0]]}<br>${text[1].freqs[category][item[0]] || 0}`),
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mode: 'markers',
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marker: {
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size: size,
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// sizeref: 2.0 * Math.max(...size) / (80**2),
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// sizemode: 'area',
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sizeref: 0.2
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}
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};
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graphData.push(data);
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}
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}
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resolve(graphData);
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})
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.catch(error => {
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reject(error);
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});
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async createFrequenciesGraphData(category, texts, corpusData, graphtype) {
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let stopwords = this.data.stopwords;
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if (this.data.stopwords === undefined) {
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stopwords = await this.getStopwords();
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}
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let stopwordList = [];
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Object.values(stopwords).forEach(stopwordItems => {
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stopwordItems.forEach(stopword => {
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stopwordList.push(stopword);
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});
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});
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let graphData = [];
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let filteredData = Object.entries(corpusData.corpus.freqs[category])
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.sort((a, b) => b[1] - a[1])
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.filter(item => !stopwordList.includes(corpusData.values.p_attrs[category][item[0]].toLowerCase()))
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.slice(0, 5);
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if (graphtype !== 'markers') {
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for (let item of filteredData) {
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let data = {
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x: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
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y: texts.map(text => text[1].freqs[category][item[0]] || 0),
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name: corpusData.values.p_attrs[category][item[0]],
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type: graphtype
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};
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graphData.push(data);
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}
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} else {
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for (let item of filteredData) {
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let size = texts.map(text => text[1].freqs[category][item[0]] || 0);
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let data = {
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x: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
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y: texts.map(text => corpusData.values.p_attrs[category][item[0]]),
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name: corpusData.values.p_attrs[category][item[0]],
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text: texts.map(text => `${corpusData.values.p_attrs[category][item[0]]}<br>${text[1].freqs[category][item[0]] || 0}`),
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mode: 'markers',
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marker: {
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size: size,
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sizeref: 0.4
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}
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};
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graphData.push(data);
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}
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}
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return graphData;
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}
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renderStopwordSettingsModal(stopwords) {
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let stopwordInputField = document.querySelector('.stopword-input-field');
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let stopwordInputField = document.querySelector('#stopword-input-field');
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let userStopwordListContainer = document.querySelector('#user-stopword-list-container');
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let stopwordLanguageSelection = document.querySelector('#stopword-language-selection');
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let stopwordLanguageChipList = document.querySelector('#stopword-language-chip-list');
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let deleteLanguageStopwordListEntriesButton = document.querySelector('#delete-language-stopword-list-entries-button');
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let resetLanguageStopwordListEntriesButton = document.querySelector('#reset-language-stopword-list-entries-button');
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stopwordLanguageChipList.innerHTML = '';
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userStopwordListContainer.innerHTML = '';
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// Render stopword language selection. Set english as default language. Filter out user_stopwords.
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for (let language of Object.keys(stopwords)) {
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if (language !== 'user_stopwords') {
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if (language === 'english') {
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let optionElement = Utils.HTMLToElement(`<option value="${language}" selected>${language}</option>`);
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stopwordLanguageSelection.appendChild(optionElement);
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} else {
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let optionElement = Utils.HTMLToElement(`<option value="${language}">${language}</option>`);
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stopwordLanguageSelection.appendChild(optionElement);
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}
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}
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}
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// Render user stopwords over input field.
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if (this.data.stopwords['user_stopwords'].length > 0) {
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for (let word of this.data.stopwords['user_stopwords']) {
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let chipElement = Utils.HTMLToElement(`<div class="chip">${word}<i class="close material-icons">close</i></div>`);
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chipElement.addEventListener('click', (event) => {
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let removedListItem = event.target.closest('.chip').firstChild.textContent;
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this.data.stopwords['user_stopwords'] = this.data.stopwords['user_stopwords'].filter(item => item !== removedListItem);
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});
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userStopwordListContainer.appendChild(chipElement);
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}
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}
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// Render english stopwords as default ...
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this.renderStopwordLanguageChipList('english', stopwords['english']);
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// ... or render selected language stopwords.
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stopwordLanguageSelection.addEventListener('change', (event) => {
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this.renderStopwordLanguageChipList(event.target.value, stopwords[event.target.value]);
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});
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// Eventlistener for deleting all stopwords of a language.
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deleteLanguageStopwordListEntriesButton.addEventListener('click', (event) => {
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let selectedLanguage = stopwordLanguageSelection.value;
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this.data.stopwords[selectedLanguage] = [];
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stopwordLanguageChipList.innerHTML = '';
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this.buttonRendering();
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});
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// Eventlistener for resetting all stopwords of a language to the original stopwords.
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resetLanguageStopwordListEntriesButton.addEventListener('click', () => {
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let selectedLanguage = stopwordLanguageSelection.value;
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this.data.stopwords[selectedLanguage] = this.data.originalStopwords[selectedLanguage];
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this.renderStopwordLanguageChipList(selectedLanguage, this.data.stopwords[selectedLanguage]);
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});
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// Initialize Materialize components.
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M.Chips.init(
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stopwordInputField,
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{
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placeholder: 'Add stopwords',
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onChipAdd: (event) => {
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let userStopwords = [];
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for (let word of event[0].M_Chips.chipsData) {
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if (!this.data.stopwords['user_stopwords'].includes(word.tag.toLowerCase())) {
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userStopwords.push(word.tag.toLowerCase());
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}
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}
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this.data.stopwords['user_stopwords'] = this.data.stopwords['user_stopwords'].concat(userStopwords);
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}
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}
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);
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M.FormSelect.init(stopwordLanguageSelection);
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}
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buttonRendering() {
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let stopwordLanguageSelection = document.querySelector('#stopword-language-selection');
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let deleteLanguageStopwordListEntriesButton = document.querySelector('#delete-language-stopword-list-entries-button');
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let resetLanguageStopwordListEntriesButton = document.querySelector('#reset-language-stopword-list-entries-button');
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let selectedLanguage = stopwordLanguageSelection.value;
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let stopwordLength = this.data.stopwords[selectedLanguage].length;
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let originalStopwordListLength = this.data.originalStopwords[selectedLanguage].length;
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renderBoundsGraphic(corpusData) {
|
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let boundsGraphicElement = document.querySelector('#bounds-graphic');
|
||||
resetLanguageStopwordListEntriesButton.classList.toggle('blue', stopwordLength !== originalStopwordListLength);
|
||||
deleteLanguageStopwordListEntriesButton.classList.toggle('red', stopwordLength > 0);
|
||||
resetLanguageStopwordListEntriesButton.style.cursor = stopwordLength !== originalStopwordListLength ? 'pointer' : 'default';
|
||||
deleteLanguageStopwordListEntriesButton.style.cursor = stopwordLength > 0 ? 'pointer' : 'default';
|
||||
}
|
||||
|
||||
let graphData = [];
|
||||
let texts = Object.entries(corpusData.s_attrs.text.lexicon);
|
||||
renderStopwordLanguageChipList(language, stopwords) {
|
||||
let stopwordLanguageChipList = document.querySelector('#stopword-language-chip-list');
|
||||
stopwordLanguageChipList.innerHTML = '';
|
||||
for (let word of stopwords) {
|
||||
let chipElement = Utils.HTMLToElement(`<div class="chip">${word}<i class="close material-icons">close</i></div>`);
|
||||
chipElement.addEventListener('click', (event) => {
|
||||
let removedListItem = event.target.closest('.chip').firstChild.textContent;
|
||||
this.data.stopwords[language] = this.data.stopwords[language].filter(item => item !== removedListItem);
|
||||
this.buttonRendering();
|
||||
});
|
||||
stopwordLanguageChipList.appendChild(chipElement);
|
||||
}
|
||||
this.buttonRendering();
|
||||
}
|
||||
|
||||
graphData = [{
|
||||
type: 'bar',
|
||||
x: texts.map(text => text[1].bounds[1] - text[1].bounds[0]),
|
||||
y: texts.map(text => corpusData.values.s_attrs.text[text[0]].title),
|
||||
base: texts.map(text => text[1].bounds[0]),
|
||||
text: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
|
||||
orientation: 'h',
|
||||
hovertemplate: '%{base} - %{x} <br>%{y}',
|
||||
showlegend: false
|
||||
}];
|
||||
renderBoundsGraphic() {
|
||||
let corpusData = this.data.corpus.o.staticData;
|
||||
let boundsGraphicElement = document.querySelector('#bounds-graphic');
|
||||
|
||||
let graphLayout = {
|
||||
barmode: 'stack',
|
||||
type: 'bar',
|
||||
showgrid: false,
|
||||
xaxis: {
|
||||
rangemode: 'nonnegative',
|
||||
autorange: true
|
||||
},
|
||||
yaxis: {
|
||||
autorange: true,
|
||||
showticklabels: false
|
||||
}
|
||||
};
|
||||
let graphData = [];
|
||||
let texts = Object.entries(corpusData.s_attrs.text.lexicon);
|
||||
|
||||
let config = {
|
||||
responsive: true,
|
||||
modeBarButtonsToRemove: ['zoom2d', 'select2d', 'lasso2d', 'zoomIn2d', 'zoomOut2d', 'autoScale2d', 'resetScale2d'],
|
||||
displaylogo: false
|
||||
};
|
||||
graphData = [{
|
||||
type: 'bar',
|
||||
x: texts.map(text => text[1].bounds[1] - text[1].bounds[0]),
|
||||
y: texts.map(text => corpusData.values.s_attrs.text[text[0]].title),
|
||||
base: texts.map(text => text[1].bounds[0]),
|
||||
text: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
|
||||
orientation: 'h',
|
||||
hovertemplate: '%{base} - %{x} <br>%{y}',
|
||||
showlegend: false
|
||||
}];
|
||||
|
||||
Plotly.newPlot(boundsGraphicElement, graphData, graphLayout, config);
|
||||
let graphLayout = {
|
||||
barmode: 'stack',
|
||||
type: 'bar',
|
||||
showgrid: false,
|
||||
xaxis: {
|
||||
rangemode: 'nonnegative',
|
||||
autorange: true
|
||||
},
|
||||
yaxis: {
|
||||
autorange: true,
|
||||
showticklabels: false
|
||||
}
|
||||
};
|
||||
|
||||
let config = {
|
||||
responsive: true,
|
||||
modeBarButtonsToRemove: ['zoom2d', 'select2d', 'lasso2d', 'zoomIn2d', 'zoomOut2d', 'autoScale2d', 'resetScale2d'],
|
||||
displaylogo: false
|
||||
};
|
||||
|
||||
Plotly.newPlot(boundsGraphicElement, graphData, graphLayout, config);
|
||||
}
|
||||
}
|
||||
|
@ -123,7 +123,7 @@
|
||||
<a class="btn disabled frequencies-graph-mode-button" data-graph-type="bar"><i class="material-icons">equalizer</i></a>
|
||||
<a class="btn frequencies-graph-mode-button" data-graph-type="scatter"><i class="material-icons">show_chart</i></a>
|
||||
<a class="btn frequencies-graph-mode-button" data-graph-type="markers"><i class="material-icons">bubble_chart</i></a>
|
||||
<a class="btn-flat modal-trigger" href="#frequencies-stopwords-setting-modal"><i class="material-icons grey-text text-darken-2">settings</i></a>
|
||||
<a class="btn-flat modal-trigger no-autoinit" id="frequencies-stopwords-setting-modal-button" href="#frequencies-stopwords-setting-modal"><i class="material-icons grey-text text-darken-2">settings</i></a>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
@ -140,7 +140,6 @@
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
</div>
|
||||
|
||||
|
||||
@ -166,18 +165,35 @@
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div class="modal" id="frequencies-stopwords-setting-modal">
|
||||
<div class="modal modal-fixed-footer" id="frequencies-stopwords-setting-modal">
|
||||
<div class="modal-content">
|
||||
<h4>Settings</h4>
|
||||
<p>Here you can change the stopword-lists. Add your own stopwords or change the already existing below.</p>
|
||||
<div class="chips chips-placeholder stopword-input-field"></div>
|
||||
<div class="row">
|
||||
<p>Here you can change the stopword-lists. Stopwords are common words in a language,
|
||||
like "the" or "and," that carry little meaning and are often removed in text analysis
|
||||
to improve efficiency and accuracy.</p>
|
||||
<div id="user-stopword-list-container"></div>
|
||||
<div class="chips col s8 no-autoinit input-field" id="stopword-input-field">
|
||||
</div>
|
||||
</div>
|
||||
<div class="row">
|
||||
<p>Below you can find a list of all stopwords that are always filtered out.
|
||||
The lists are sorted by language, you can remove single words or remove
|
||||
whole languages via the settings on the right.</p>
|
||||
<div class="input-field col s3">
|
||||
<select class="stopword-language-selection"></select>
|
||||
<select id="stopword-language-selection"></select>
|
||||
<label>Stopword language select</label>
|
||||
</div>
|
||||
</div>
|
||||
<div class="row">
|
||||
<div class="chip white-text" id="delete-language-stopword-list-entries-button" style="cursor:pointer">Delete all below<i class="material-icons right" style="margin-top: 4px; margin-left: -1px;">delete</i></div>
|
||||
<div class="chip white-text" id="reset-language-stopword-list-entries-button" style="cursor:pointer">Reset stopword list<i class="material-icons right disable-on-click" style="margin-top: 4px; margin-left: -1px;">refresh</i></div>
|
||||
</div>
|
||||
<div id="stopword-language-chip-list"></div>
|
||||
</div>
|
||||
<div class="modal-footer">
|
||||
<a class="modal-close waves-effect waves-green btn frequencies-stopword-setting-modal-action-buttons" data-action="cancel">Cancel</a>
|
||||
<a class="modal-close waves-effect waves-green btn frequencies-stopword-setting-modal-action-buttons" data-action="submit">Submit</a>
|
||||
</div>
|
||||
|
||||
|
||||
|
Loading…
Reference in New Issue
Block a user