diff --git a/notebooks/algorithms/link_prediction/similarity_combined.ipynb b/notebooks/algorithms/link_prediction/similarity_combined.ipynb
index a4346921764..2ee4c4238b6 100644
--- a/notebooks/algorithms/link_prediction/similarity_combined.ipynb
+++ b/notebooks/algorithms/link_prediction/similarity_combined.ipynb
@@ -83,25 +83,6 @@
     "    display_html(df1_styler._repr_html_()+df2_styler._repr_html_()+df3_styler._repr_html_(), raw=True)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import cugraph\n",
-    "from cugraph.datasets import dining_prefs\n",
-    "gdf = dining_prefs.get_edgelist()\n",
-    "G = cugraph.Graph()\n",
-    "G = cugraph.from_cudf_edgelist(gdf, source='src', destination='dst', edge_attr = 'wgt')\n",
-    "jdf = cugraph.jaccard(G)\n",
-    "odf = cugraph.overlap(G)\n",
-    "sdf = cugraph.sorensen_coefficient(G)\n",
-    "print(jdf.head())\n",
-    "print(odf.head())\n",
-    "print(sdf.head())"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -115,7 +96,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "G = dining_prefs.get_graph()"
+    "G = dining_prefs.get_graph(download=True)"
    ]
   },
   {