googleapis
diff --git a/‎notebooks/dataframes/dataframe.ipynb
+2,245-2,197 b/‎notebooks/dataframes/dataframe.ipynb
+2,245-2,197
diff --git a/‎notebooks/generative_ai/bq_dataframes_llm_code_generation.ipynb
+88-64 b/‎notebooks/generative_ai/bq_dataframes_llm_code_generation.ipynb
+88-64
diff --git a/‎notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb
+236-226 b/‎notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb
+236-226
diff --git a/‎notebooks/generative_ai/bq_dataframes_ml_drug_name_generation.ipynb
+7 b/‎notebooks/generative_ai/bq_dataframes_ml_drug_name_generation.ipynb
+7
diff --git a/‎notebooks/getting_started/getting_started_bq_dataframes.ipynb
+858-48 b/‎notebooks/getting_started/getting_started_bq_dataframes.ipynb
+858-48
@@ -371,7 +371,14 @@
       },
       "outputs": [],
       "source": [
+        "# Note: The project option is not required in all environments.\n",
+        "# On BigQuery Studio, the project ID is automatically detected.\n",
         "bpd.options.bigquery.project = PROJECT_ID\n",
+        "\n",
+        "# Note: The location option is not required.\n",
+        "# It defaults to the location of the first table or query\n",
+        "# passed to read_gbq(). For APIs where a location can't be\n",
+        "# auto-detected, the location defaults to the \"US\" location.\n",
         "bpd.options.bigquery.location = LOCATION"
       ]
     },