diff --git a/examples_notebooks/community_contrib/neo4j/graphrag_import_neo4j_cypher.ipynb b/examples_notebooks/community_contrib/neo4j/graphrag_import_neo4j_cypher.ipynb
index a8b30a819b..79b076ae5c 100644
--- a/examples_notebooks/community_contrib/neo4j/graphrag_import_neo4j_cypher.ipynb
+++ b/examples_notebooks/community_contrib/neo4j/graphrag_import_neo4j_cypher.ipynb
@@ -562,7 +562,7 @@
     "entity_df = pd.read_parquet(\n",
     "    f\"{GRAPHRAG_FOLDER}/entities.parquet\",\n",
     "    columns=[\n",
-    "        \"name\",\n",
+    "        \"title\",\n",
     "        \"type\",\n",
     "        \"description\",\n",
     "        \"human_readable_id\",\n",
@@ -602,7 +602,7 @@
    "source": [
     "entity_statement = \"\"\"\n",
     "MERGE (e:__Entity__ {id:value.id})\n",
-    "SET e += value {.human_readable_id, .description, name:replace(value.name,'\"','')}\n",
+    "SET e += value {.human_readable_id, .description, title:replace(value.title,'\"','')}\n",
     "WITH e, value\n",
     "CALL db.create.setNodeVectorProperty(e, \"description_embedding\", value.description_embedding)\n",
     "CALL apoc.create.addLabels(e, case when coalesce(value.type,\"\") = \"\" then [] else [apoc.text.upperCamelCase(replace(value.type,'\"',''))] end) yield node\n",
@@ -912,7 +912,7 @@
    "source": [
     "### Importing Community Reports\n",
     "\n",
-    "Fo the community reports we create nodes for each communitiy set the id, community, level, title, summary, rank, and rank_explanation and connect them to the entities they are about.\n",
+    "Fo the community reports we create nodes for each communitiy set the id, community, level, title, summary, rank, and rating_explanation and connect them to the entities they are about.\n",
     "For the findings we create the findings in context of the communities."
    ]
   },
@@ -950,7 +950,7 @@
        "      <th>summary</th>\n",
        "      <th>findings</th>\n",
        "      <th>rank</th>\n",
-       "      <th>rank_explanation</th>\n",
+       "      <th>rating_explanation</th>\n",
        "      <th>full_content</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -1000,7 +1000,7 @@
        "0  [{'explanation': 'Marley's Ghost plays a cruci...   8.0   \n",
        "1  [{'explanation': 'The Ghost, identified at tim...   8.5   \n",
        "\n",
-       "                                    rank_explanation  \\\n",
+       "                                    rating_explanation  \\\n",
        "0  The impact severity rating is high due to the ...   \n",
        "1  The impact severity rating is high due to the ...   \n",
        "\n",
@@ -1025,7 +1025,7 @@
     "        \"summary\",\n",
     "        \"findings\",\n",
     "        \"rank\",\n",
-    "        \"rank_explanation\",\n",
+    "        \"rating_explanation\",\n",
     "        \"full_content\",\n",
     "    ],\n",
     ")\n",
@@ -1061,7 +1061,7 @@
     "# Import communities\n",
     "community_statement = \"\"\"\n",
     "MERGE (c:__Community__ {community:value.community})\n",
-    "SET c += value {.level, .title, .rank, .rank_explanation, .full_content, .summary}\n",
+    "SET c += value {.level, .title, .rank, .rating_explanation, .full_content, .summary}\n",
     "WITH c, value\n",
     "UNWIND range(0, size(value.findings)-1) AS finding_idx\n",
     "WITH c, value, finding_idx, value.findings[finding_idx] as finding\n",