Custom Stopword List Settings

app/corpora/json_routes.py

@@ -61,12 +61,6 @@ def build_corpus(corpus_id):
 @bp.route('/stopwords')
 @content_negotiation(produces='application/json')
 def get_stopwords():
-    # data = request.json
-    # if not isinstance(data, dict):
-    #     abort(400)
-    # language = data.get('language')
-    # if not isinstance(language, str):
-    #     abort(400)
     nltk.download('stopwords')
     languages = ["german", "english", "catalan", "greek", "spanish", "french", "italian", "russian", "chinese"]
     stopwords = {}
@@ -74,10 +68,7 @@ def get_stopwords():
         stopwords[language] = nltk.corpus.stopwords.words(language)
     stopwords['punctuation'] = list(punctuation) + ['—', '|']
     stopwords['user_stopwords'] = []
-    print(stopwords)
+    response_data = stopwords
-    response_data = {
-        'stopwords': stopwords
-    }
     return response_data, 202
 
 # @bp.route('/<hashid:corpus_id>/generate-share-link', methods=['POST'])

app/static/js/CorpusAnalysis/CorpusAnalysisApp.js

@@ -1,7 +1,10 @@
 class CorpusAnalysisApp {
   constructor(corpusId) {
     this.data = {
-      promises: {getStopwords: []}
+      stopwords: undefined,
+      originalStopwords: {},
+      stopwordCache: {},
+      promises: {getStopwords: undefined}
     };
 
     // HTML elements
@@ -24,39 +27,17 @@ class CorpusAnalysisApp {
     };
   }
 
-  // getStopwords(language) {
-  //   if (language in this.data.promises.getStopwords) {
-  //     console.log('Stopwords already loaded');
-  //     return this.data.promises.getStopwords[language];
-  //   } 
-  //   this.data.promises.getStopwords[language] = new Promise((resolve, reject) => {
-  //       Requests.corpora.entity.getStopwords(language)
-  //         .then((response) => {
-  //           response.json()
-  //             .then((json) => {
-  //               let stopwords = json.stopwords;
-  //               resolve(stopwords);
-  //             })
-  //             .catch((error) => {
-  //               reject(error);
-  //             });
-  //         });
-  //     });
-  //     return this.data.promises.getStopwords[language];
-  // }
-
   getStopwords() {
-    if (this.data.promises.getStopwords.length !== 0) {
-      console.log('Stopwords already loaded');
-      return this.data.promises.getStopwords;
-    }
     this.data.promises.getStopwords = new Promise((resolve, reject) => {
       Requests.corpora.entity.getStopwords()
         .then((response) => {
           response.json()
             .then((json) => {
-              let stopwords = json.stopwords;
+              for (let [key, value] of Object.entries(json)) {
-              resolve(stopwords);
+                this.data.originalStopwords[key] = value;
+              }
+              this.data.stopwords = json;
+              resolve(this.data.stopwords);
             })
             .catch((error) => {
               reject(error);
@@ -66,7 +47,6 @@ class CorpusAnalysisApp {
     return this.data.promises.getStopwords;
   }
 
-
   init() {
     this.disableActionElements();
     this.elements.m.initModal.open();
@@ -79,20 +59,11 @@ class CorpusAnalysisApp {
       .then((cqiCorpora) => {
           this.data.corpus = {o: cqiCorpora[0]};
           console.log(this.data.corpus.o.staticData);
-          this.renderGeneralCorpusInfo(this.data.corpus.o.staticData);
+          this.renderGeneralCorpusInfo();
-          this.renderTextInfoList(this.data.corpus.o.staticData);
+          this.renderTextInfoList();
-          this.renderTextProportionsGraphic(this.data.corpus.o.staticData);
+          this.renderTextProportionsGraphic()
-          this.renderFrequenciesGraphic(this.data.corpus.o.staticData);
+          this.renderFrequenciesGraphic();
-          this.renderBoundsGraphic(this.data.corpus.o.staticData);
+          this.renderBoundsGraphic();
-          // this.data.corpus.o.getCorpusData()
-          //   .then(corpusData => {
-          //     console.log(corpusData);
-          //     this.renderGeneralCorpusInfo(corpusData);
-          //     this.renderTextInfoList(corpusData);
-          //     this.renderTextProportionsGraphic(corpusData);
-          //     this.renderFrequenciesGraphic(corpusData);
-          //     this.renderBoundsGraphic(corpusData);
-          //   });
           // TODO: Don't do this hgere
           this.data.corpus.o.updateDb();
           this.enableActionElements();
@@ -117,6 +88,30 @@ class CorpusAnalysisApp {
         this.elements.m.extensionTabs.select(extensionSelectorElement.dataset.target);
       });
     }
+
+    let frequenciesStopwordSettingModal = document.querySelector('#frequencies-stopwords-setting-modal');
+    let frequenciesStopwordSettingModalButton = document.querySelector('#frequencies-stopwords-setting-modal-button');
+    frequenciesStopwordSettingModalButton.addEventListener('click', () => {
+      this.data.stopwordCache = {};
+      const stopwordsCopy = Object.assign({}, this.data.stopwords);
+      for (let [key, value] of Object.entries(stopwordsCopy)) {
+        this.data.stopwordCache[key] = value;
+      }
+      this.renderStopwordSettingsModal(this.data.stopwords);
+      M.Modal.init(frequenciesStopwordSettingModal, {dismissible: false});
+    });
+
+    for (let actionButton of document.querySelectorAll('.frequencies-stopword-setting-modal-action-buttons')) {
+      actionButton.addEventListener('click', (event) => {
+        let action = event.target.closest('.frequencies-stopword-setting-modal-action-buttons').dataset.action;
+        if (action === 'submit') {
+          this.renderFrequenciesGraphic();
+        } else if (action === 'cancel') {
+          this.data.stopwords = this.data.stopwordCache;
+          this.renderFrequenciesGraphic();
+        }
+      });
+    }
   }
 
   registerExtension(extension) {
@@ -154,7 +149,8 @@ class CorpusAnalysisApp {
     }
   }
 
-  renderGeneralCorpusInfo(corpusData) {
+  renderGeneralCorpusInfo() {
+    let corpusData = this.data.corpus.o.staticData;
     document.querySelector('.corpus-num-tokens').innerHTML = corpusData.corpus.counts.token;
     document.querySelector('.corpus-num-s').innerHTML = corpusData.corpus.counts.s;
     document.querySelector('.corpus-num-unique-words').innerHTML = Object.entries(corpusData.corpus.freqs.word).length;
@@ -163,7 +159,8 @@ class CorpusAnalysisApp {
     document.querySelector('.corpus-num-unique-simple-pos').innerHTML = Object.entries(corpusData.corpus.freqs.simple_pos).length;
   }
 
-  renderTextInfoList(corpusData) {
+  renderTextInfoList() {
+    let corpusData = this.data.corpus.o.staticData;
     let corpusTextInfoListElement = document.querySelector('.corpus-text-info-list');
     let corpusTextInfoList = new CorpusTextInfoList(corpusTextInfoListElement);
     let texts = corpusData.s_attrs.text.lexicon;
@@ -189,7 +186,8 @@ class CorpusAnalysisApp {
     textCountChipElement.innerHTML = `Text count: ${corpusData.corpus.counts.text}`;
   }
 
-  renderTextProportionsGraphic(corpusData) {
+  renderTextProportionsGraphic() {
+    let corpusData = this.data.corpus.o.staticData;
     let textProportionsGraphicElement = document.querySelector('#text-proportions-graphic');
     let texts = Object.entries(corpusData.s_attrs.text.lexicon);
     let graphData = [
@@ -223,7 +221,8 @@ class CorpusAnalysisApp {
     Plotly.newPlot(textProportionsGraphicElement, graphData, graphLayout, config);
   }
 
-  renderFrequenciesGraphic(corpusData) {
+  async renderFrequenciesGraphic() {
+    let corpusData = this.data.corpus.o.staticData;
     let frequenciesTokenCategoryDropdownElement = document.querySelector('[data-target="frequencies-token-category-dropdown"]');
     let frequenciesTokenCategoryDropdownListElement = document.querySelector("#frequencies-token-category-dropdown");
     let frequenciesGraphicElement = document.querySelector('#frequencies-graphic');
@@ -248,123 +247,220 @@ class CorpusAnalysisApp {
     
     let tokenCategory = frequenciesTokenCategoryDropdownElement.firstChild.textContent.toLowerCase();
     
-    this.createFrequenciesGraphData(tokenCategory, texts, corpusData, graphtype)
+    let graphData = await this.createFrequenciesGraphData(tokenCategory, texts, corpusData, graphtype);
-      .then(graphData => {
+    let graphLayout = {
-        let graphLayout = {
+      barmode: graphtype === 'bar' ? 'stack' : '',
-          barmode: graphtype === 'bar' ? 'stack' : '',
+      margin: {
-          margin: {
+        t: 20,
-            t: 20,
+        l: 50
-            l: 50
+      },
-          },
+      yaxis: {
-          yaxis: {
+        showticklabels: graphtype === 'markers' ? false : true
-            showticklabels: graphtype === 'markers' ? false : true
+      },
-          },
+    };
-        };
+    let config = {
-        let config = {
+      responsive: true,
-          responsive: true,
+      modeBarButtonsToRemove: ['zoom2d', 'select2d', 'lasso2d', 'zoomIn2d', 'zoomOut2d', 'autoScale2d', 'resetScale2d'],
-          modeBarButtonsToRemove: ['zoom2d', 'select2d', 'lasso2d', 'zoomIn2d', 'zoomOut2d', 'autoScale2d', 'resetScale2d'],
+      displaylogo: false
-          displaylogo: false
+    };
-        };
+    Plotly.newPlot(frequenciesGraphicElement, graphData, graphLayout, config);
-        Plotly.newPlot(frequenciesGraphicElement, graphData, graphLayout, config);
-      });
   }
 
-  createFrequenciesGraphData(category, texts, corpusData, graphtype) {
+  async createFrequenciesGraphData(category, texts, corpusData, graphtype) {
-    return new Promise((resolve, reject) => {
+    let stopwords = this.data.stopwords;
-      this.getStopwords()
+    if (this.data.stopwords === undefined) {
-        .then(stopwords => {
+      stopwords = await this.getStopwords();
-          this.renderStopwordSettingsModal(stopwords);
+    }
-          let stopwordList = [];
+    let stopwordList = [];
-          Object.values(stopwords).forEach(stopwordItems => {
+    Object.values(stopwords).forEach(stopwordItems => {
-            stopwordItems.forEach(stopword => {
+      stopwordItems.forEach(stopword => {
-              stopwordList.push(stopword);
+        stopwordList.push(stopword);
-            });
+      });
-          });
-          let graphData = [];
-          let filteredData = Object.entries(corpusData.corpus.freqs[category])
-            .sort((a, b) => b[1] - a[1])
-            .filter(item => !stopwordList.includes(corpusData.values.p_attrs[category][item[0]].toLowerCase()))
-            .slice(0, 5);
-          if (graphtype !== 'markers') {
-            for (let item of filteredData) {
-              let data = {
-                x: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
-                y: texts.map(text => text[1].freqs[category][item[0]] || 0),
-                name: corpusData.values.p_attrs[category][item[0]],
-                type: graphtype
-              };
-              graphData.push(data);
-            }
-          } else {
-            for (let item of filteredData) {
-              let size = texts.map(text => text[1].freqs[category][item[0]] || 0); 
-              let data = {
-                x: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
-                y: texts.map(text => corpusData.values.p_attrs[category][item[0]]),
-                name: corpusData.values.p_attrs[category][item[0]],
-                text: texts.map(text => `${corpusData.values.p_attrs[category][item[0]]}<br>${text[1].freqs[category][item[0]] || 0}`),
-                mode: 'markers',
-                marker: {
-                  size: size,
-                  // sizeref: 2.0 * Math.max(...size) / (80**2),
-                  // sizemode: 'area',
-                  sizeref: 0.2
-                }
-              };
-              graphData.push(data);
-            }
-          }
-          resolve(graphData);
-        })
-        .catch(error => {
-          reject(error);
-        });
     });
+
+    let graphData = [];
+    let filteredData = Object.entries(corpusData.corpus.freqs[category])
+      .sort((a, b) => b[1] - a[1])
+      .filter(item => !stopwordList.includes(corpusData.values.p_attrs[category][item[0]].toLowerCase()))
+      .slice(0, 5);
+
+    if (graphtype !== 'markers') {
+      for (let item of filteredData) {
+        let data = {
+          x: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
+          y: texts.map(text => text[1].freqs[category][item[0]] || 0),
+          name: corpusData.values.p_attrs[category][item[0]],
+          type: graphtype
+        };
+        graphData.push(data);
+      }
+    } else {
+      for (let item of filteredData) {
+        let size = texts.map(text => text[1].freqs[category][item[0]] || 0); 
+        let data = {
+          x: texts.map(text => `${corpusData.values.s_attrs.text[text[0]].title} (${corpusData.values.s_attrs.text[text[0]].publishing_year})`),
+          y: texts.map(text => corpusData.values.p_attrs[category][item[0]]),
+          name: corpusData.values.p_attrs[category][item[0]],
+          text: texts.map(text => `${corpusData.values.p_attrs[category][item[0]]}<br>${text[1].freqs[category][item[0]] || 0}`),
+          mode: 'markers',
+          marker: {
+            size: size,
+            sizeref: 0.4
+          }
+        };
+        graphData.push(data);
+      }
+    }
+    return graphData;
   }
 
   renderStopwordSettingsModal(stopwords) {
-    let stopwordInputField = document.querySelector('.stopword-input-field');
+    let stopwordInputField = document.querySelector('#stopword-input-field');
+    let userStopwordListContainer = document.querySelector('#user-stopword-list-container');
+    let stopwordLanguageSelection = document.querySelector('#stopword-language-selection');
+    let stopwordLanguageChipList = document.querySelector('#stopword-language-chip-list');
+    let deleteLanguageStopwordListEntriesButton = document.querySelector('#delete-language-stopword-list-entries-button');
+    let resetLanguageStopwordListEntriesButton = document.querySelector('#reset-language-stopword-list-entries-button');
+
+    stopwordLanguageChipList.innerHTML = '';
+    userStopwordListContainer.innerHTML = '';
+    
+    // Render stopword language selection. Set english as default language. Filter out user_stopwords.
+    for (let language of Object.keys(stopwords)) {
+      if (language !== 'user_stopwords') {
+        if (language === 'english') {
+          let optionElement = Utils.HTMLToElement(`<option value="${language}" selected>${language}</option>`);
+          stopwordLanguageSelection.appendChild(optionElement);
+        } else {
+          let optionElement = Utils.HTMLToElement(`<option value="${language}">${language}</option>`);
+          stopwordLanguageSelection.appendChild(optionElement);
+        }
+      }
+    }
+
+    // Render user stopwords over input field.
+    if (this.data.stopwords['user_stopwords'].length > 0) {
+      for (let word of this.data.stopwords['user_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['user_stopwords'] = this.data.stopwords['user_stopwords'].filter(item => item !== removedListItem);
+        });
+        userStopwordListContainer.appendChild(chipElement);
+      }
+    }
+
+    // Render english stopwords as default ...
+    this.renderStopwordLanguageChipList('english', stopwords['english']);
+    
+    // ... or render selected language stopwords.
+    stopwordLanguageSelection.addEventListener('change', (event) => {
+      this.renderStopwordLanguageChipList(event.target.value, stopwords[event.target.value]);
+    });
+
+    // Eventlistener for deleting all stopwords of a language.
+    deleteLanguageStopwordListEntriesButton.addEventListener('click', (event) => {
+      let selectedLanguage = stopwordLanguageSelection.value;
+      this.data.stopwords[selectedLanguage] = [];
+      stopwordLanguageChipList.innerHTML = '';
+      this.buttonRendering();
+    });
+
+    // Eventlistener for resetting all stopwords of a language to the original stopwords.
+    resetLanguageStopwordListEntriesButton.addEventListener('click', () => {
+      let selectedLanguage = stopwordLanguageSelection.value;
+      this.data.stopwords[selectedLanguage] = this.data.originalStopwords[selectedLanguage];
+      this.renderStopwordLanguageChipList(selectedLanguage, this.data.stopwords[selectedLanguage]);
+    });
+
+    // Initialize Materialize components.
+    M.Chips.init(
+        stopwordInputField, 
+        {
+          placeholder: 'Add stopwords',
+          onChipAdd: (event) => {
+            let userStopwords = [];
+            for (let word of event[0].M_Chips.chipsData) {
+              if (!this.data.stopwords['user_stopwords'].includes(word.tag.toLowerCase())) {
+                userStopwords.push(word.tag.toLowerCase());
+              }
+            }
+            this.data.stopwords['user_stopwords'] = this.data.stopwords['user_stopwords'].concat(userStopwords);
+          }
+        }
+    );
+    M.FormSelect.init(stopwordLanguageSelection);
+
   }
 
+  buttonRendering() {
+    let stopwordLanguageSelection = document.querySelector('#stopword-language-selection');
+    let deleteLanguageStopwordListEntriesButton = document.querySelector('#delete-language-stopword-list-entries-button');
+    let resetLanguageStopwordListEntriesButton = document.querySelector('#reset-language-stopword-list-entries-button');
 
+    let selectedLanguage = stopwordLanguageSelection.value;
+    let stopwordLength = this.data.stopwords[selectedLanguage].length;
+    let originalStopwordListLength = this.data.originalStopwords[selectedLanguage].length;
 
-  renderBoundsGraphic(corpusData) {
+    resetLanguageStopwordListEntriesButton.classList.toggle('blue', stopwordLength !== originalStopwordListLength);
-      let boundsGraphicElement = document.querySelector('#bounds-graphic');
+    deleteLanguageStopwordListEntriesButton.classList.toggle('red', stopwordLength > 0);
+    resetLanguageStopwordListEntriesButton.style.cursor = stopwordLength !== originalStopwordListLength ? 'pointer' : 'default';
+    deleteLanguageStopwordListEntriesButton.style.cursor = stopwordLength > 0 ? 'pointer' : 'default';
+  }
   
-      let graphData = [];
+  renderStopwordLanguageChipList(language, stopwords) {
-      let texts = Object.entries(corpusData.s_attrs.text.lexicon);
+    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 = [{
+  renderBoundsGraphic() {
-        type: 'bar',
+    let corpusData = this.data.corpus.o.staticData;
-        x: texts.map(text => text[1].bounds[1] - text[1].bounds[0]),
+    let boundsGraphicElement = document.querySelector('#bounds-graphic');
-        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
-      }];
 
-      let graphLayout = {
+    let graphData = [];
-        barmode: 'stack',
+    let texts = Object.entries(corpusData.s_attrs.text.lexicon);
-        type: 'bar',
-        showgrid: false,
-        xaxis: {
-          rangemode: 'nonnegative',
-          autorange: true
-        },
-        yaxis: {
-          autorange: true,
-          showticklabels: false
-        }
-      };
 
-      let config = {
+    graphData = [{
-        responsive: true,
+      type: 'bar',
-        modeBarButtonsToRemove: ['zoom2d', 'select2d', 'lasso2d', 'zoomIn2d', 'zoomOut2d', 'autoScale2d', 'resetScale2d'],
+      x: texts.map(text => text[1].bounds[1] - text[1].bounds[0]),
-        displaylogo: false
+      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);
   }
 }

app/templates/corpora/analysis.html.j2

@@ -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>