diff --git a/docs/docs/integrations/graphs/rdflib_sparql.ipynb b/docs/docs/integrations/graphs/rdflib_sparql.ipynb
index 17d5d562df456..a7eee6dde230a 100644
--- a/docs/docs/integrations/graphs/rdflib_sparql.ipynb
+++ b/docs/docs/integrations/graphs/rdflib_sparql.ipynb
@@ -316,7 +316,7 @@
    "id": "eb00a625-a6c9-4766-b3f0-eaed024851c9",
    "metadata": {},
    "source": [
-    "## Return SQARQL query\n",
+    "## Return SPARQL query\n",
     "You can return the SPARQL query step from the Sparql QA Chain using the `return_sparql_query` parameter"
    ]
   },
@@ -358,7 +358,7 @@
       "\u001b[32;1m\u001b[1;3m[]\u001b[0m\n",
       "\n",
       "\u001b[1m> Finished chain.\u001b[0m\n",
-      "SQARQL query: PREFIX foaf: <http://xmlns.com/foaf/0.1/>\n",
+      "SPARQL query: PREFIX foaf: <http://xmlns.com/foaf/0.1/>\n",
       "SELECT ?workHomepage\n",
       "WHERE {\n",
       "    ?person foaf:name \"Tim Berners-Lee\" .\n",
@@ -370,7 +370,7 @@
    ],
    "source": [
     "result = chain(\"What is Tim Berners-Lee's work homepage?\")\n",
-    "print(f\"SQARQL query: {result['sparql_query']}\")\n",
+    "print(f\"SPARQL query: {result['sparql_query']}\")\n",
     "print(f\"Final answer: {result['result']}\")"
    ]
   },