diff --git a/examples/vector_databases/Vector_db_introduction.ipynb b/examples/vector_databases/Vector_db_introduction.ipynb
index 6f9d50d1..723dbe49 100644
--- a/examples/vector_databases/Vector_db_introduction.ipynb
+++ b/examples/vector_databases/Vector_db_introduction.ipynb
@@ -563,14 +563,14 @@
     "\n",
     "    # Create vector embeddings based on the title column\n",
     "    embedded_query = openai.Embedding.create(\n",
-    "                                                input=query,\n",
-    "                                                model=MODEL,\n",
+    "                                            input=query,\n",
+    "                                            model=MODEL,\n",
     "                                            )[\"data\"][0]['embedding']\n",
     "\n",
     "    # Query namespace passed as parameter using title vector\n",
     "    query_result = index.query(embedded_query, \n",
-    "                                      namespace=namespace, \n",
-    "                                      top_k=top_k)\n",
+    "                               namespace=namespace, \n",
+    "                               top_k=top_k)\n",
     "\n",
     "    # Print query results \n",
     "    print(f'\\nMost similar results querying {query} in \"{namespace}\" namespace:\\n')\n",