Release v0.1.1

application/modeling.py

@@ -87,7 +87,7 @@ def workflow(tempdir, archive_dir):
             cleaning = "removed the <b>{0} most frequent words</b>, based on a threshold".format(len(stopwords))
         except KeyError:
             stopwords = user_input['stopwords'].read().decode('utf-8')
-            stopwords = dariah_topics.preprocessing.tokenize(stopwords)
+            stopwords = list(dariah_topics.preprocessing.tokenize(stopwords))
             cleaning = "removed the <b>{0} most frequent words</b>, based on an external stopwords list".format(len(stopwords))
         hapax_legomena = dariah_topics.preprocessing.find_hapax_legomena(document_term_matrix)
         features = set(stopwords).union(hapax_legomena)

application/templates/model.html

@@ -62,37 +62,35 @@ <h3>2.2. Topics and Documents</h3>
   <h3>2.3. Distribution of Topics</h3>
   <p>In the following graphic you can access <i>one</i> dimension of the information displayed in the heatmap above. This might be a more clear approach, if you are interested in a specific topic, or, more precisely, how the topic is distributed over the documents of your corpus. You can use the widget to select a specific topic.
   </p>
-  <div class="bars">
-  {{ topics_div|safe }}
-  <br>
+  <div class="alert alert-success">
+    <button type="button" class="close" data-dismiss="alert">&times;</button>
+    <b>FYI:</b> The proportions you can see here by default are those of the first topic: <b>{{ first_topic|safe }}</b>. But you can of course take a closer look at each topic by using the widget.
+  </div>
   {% if autocomplete_warning_t|safe == "include" %}
     <div class="alert alert-danger">
       <button type="button" class="close" data-dismiss="alert">&times;</button>
       <b>Watch out!</b> The autocompletion is still a bit buggy and <b>serves more as a writing aid</b>. If you click on the suggestion, not much happens yet. However, the text field must contain the complete name and <b>you have to press enter</b>, otherwise it will not work. Sorry. But we're working on it.
     </div>
   {% endif %}
-  <div class="alert alert-success">
-    <button type="button" class="close" data-dismiss="alert">&times;</button>
-    <b>FYI:</b> The proportions you can see here by default are those of the first topic: <b>{{ first_topic|safe }}</b>. But you can of course take a closer look at each topic by using the widget.
-  </div>
+  <div class="bars">
+  {{ topics_div|safe }}
   <br>
   </div>
   <h3>2.4. Distribution of Documents</h3>
   <p>Similar to the above barchart, you can access the <i>other</i> dimension displayed in the heatmap. So, if you are intereseted in a specific <i>document</i>, you have the ability to select it via the widget and inspect its proportions.
   </p>
-  <div class="bar">
-  {{ documents_div|safe }}
-  <br>
+  <div class="alert alert-success">
+    <button type="button" class="close" data-dismiss="alert">&times;</button>
+    <b>FYI:</b> The proportions you can see here by default are those of the first document: <b>{{ first_document|safe }}</b>. Here you can also have a closer look at the distribution of the topics for each document using the widget.
+  </div>
   {% if autocomplete_warning_d|safe == "include" %}
     <div class="alert alert-danger">
       <button type="button" class="close" data-dismiss="alert">&times;</button>
       <b>Watch out!</b> The autocompletion is still a bit buggy and <b>serves more as a writing aid</b>. If you click on the suggestion, not much happens yet. However, the text field must contain the complete name and <b>you have to press enter</b>, otherwise it will not work. Sorry. But we're working on it.
     </div>
   {% endif %}
-  <div class="alert alert-success">
-    <button type="button" class="close" data-dismiss="alert">&times;</button>
-    <b>FYI:</b> The proportions you can see here by default are those of the first document: <b>{{ first_document|safe }}</b>. Here you can also have a closer look at the distribution of the topics for each document using the widget.
-  </div>
+  <div class="bar">
+  {{ documents_div|safe }}
   <br>
   </div>
   <h2>2. Delving Deeper into Topic Modeling</h2>

application/web.py

@@ -67,7 +67,6 @@ def model():
     Loads the dumped data, deletes the temporary data, and renders the model page.
     """
     data = application.utils.load_data(TEMPDIR)
-    shutil.rmtree(TEMPDIR)  # Removing the tempdir
     return flask.render_template('model.html', **data)