diff --git a/gemini/use-cases/retrieval-augmented-generation/rag_pipeline_terabyte_scale_with_bigframes.ipynb b/gemini/use-cases/retrieval-augmented-generation/rag_pipeline_terabyte_scale_with_bigframes.ipynb
index 8af9f71d546..991bd266670 100644
--- a/gemini/use-cases/retrieval-augmented-generation/rag_pipeline_terabyte_scale_with_bigframes.ipynb
+++ b/gemini/use-cases/retrieval-augmented-generation/rag_pipeline_terabyte_scale_with_bigframes.ipynb
@@ -151,11 +151,7 @@
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "tFy3H3aPgx12",
-        "outputId": "77abe225-b1ae-4e07-f251-ccb136d198ef"
+        "id": "tFy3H3aPgx12"
       },
       "outputs": [
         {
@@ -279,7 +275,9 @@
         "from google.cloud import bigquery\n",
         "import vertexai\n",
         "\n",
-        "PROJECT_ID = \"\"  # @param {type: \"string\", placeholder: \"your-project-id\", isTemplate: true}\n",
+        "PROJECT_ID = (\n",
+        "    \"\"  # @param {type: \"string\", placeholder: \"your-project-id\", isTemplate: true}\n",
+        ")\n",
         "if not PROJECT_ID or PROJECT_ID == \"your-project-id\":\n",
         "    PROJECT_ID = str(os.environ.get(\"GOOGLE_CLOUD_PROJECT\"))\n",
         "\n",
@@ -977,7 +975,8 @@
   ],
   "metadata": {
     "colab": {
-      "provenance": []
+      "name": "rag_pipeline_terabyte_scale_with_bigframes.ipynb",
+      "toc_visible": true
     },
     "kernelspec": {
       "display_name": "Python 3",