diff --git a/website/meta/universe.json b/website/meta/universe.json
index 97b53e9c5..8ca657561 100644
--- a/website/meta/universe.json
+++ b/website/meta/universe.json
@@ -1468,13 +1468,26 @@
             "image": "https://jasonkessler.github.io/2012conventions0.0.2.2.png",
             "code_example": [
                 "import spacy",
-                "import scattertext as st",
                 "",
-                "nlp = spacy.load('en')",
-                "corpus = st.CorpusFromPandas(convention_df,",
-                "                             category_col='party',",
-                "                             text_col='text',",
-                "                             nlp=nlp).build()"
+                "from scattertext import SampleCorpora, produce_scattertext_explorer",
+                "from scattertext import produce_scattertext_html",
+                "from scattertext.CorpusFromPandas import CorpusFromPandas",
+                "",
+                "nlp = spacy.load('en_core_web_sm')",
+                "convention_df = SampleCorpora.ConventionData2012.get_data()",
+                "corpus = CorpusFromPandas(convention_df,",
+                "                          category_col='party',",
+                "                          text_col='text',",
+                "                          nlp=nlp).build()",
+                "",
+                "html = produce_scattertext_html(corpus,",
+                "                                    category='democrat',",
+                "                                    category_name='Democratic',",
+                "                                    not_category_name='Republican',",
+                "                                    minimum_term_frequency=5,",
+                "                                    width_in_pixels=1000)",
+                "open('./simple.html', 'wb').write(html.encode('utf-8'))",
+                "print('Open ./simple.html in Chrome or Firefox.')"
             ],
             "author": "Jason Kessler",
             "author_links": {