small fix

Author: DavIvek

vector_search_example/vector_search_example.ipynb

@@ -134,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -159,9 +159,12 @@
     "driver = neo4j.GraphDatabase.driver(\"bolt://localhost:7687\", auth=(\"\", \"\"))\n",
     "with driver.session() as session:\n",
     "    for index, row in nolan_movies.iterrows():\n",
+    "        # remove quotes from the title to avoid parsing issues\n",
+    "        row[\"Title\"] = row[\"Title\"].replace('\"', '')\n",
+    "        \n",
     "        embedding = embeddings[index].tolist()\n",
     "        embeddings_str = \",\".join([str(x) for x in embedding])\n",
-    "        query = f\"CREATE (m:Movie {{title: '{row['Title']}', year: {row['Release Year']}, embedding: [{embeddings_str}]}})\"\n",
+    "        query = f'CREATE (m:Movie {{title: \"{row[\"Title\"]}\", year: {row[\"Release Year\"]}, embedding: [{embeddings_str}]}})'\n",
     "        print(query)\n",
     "        session.run(query)"
    ]