diff --git a/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb b/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb
index 5f74046fc0..69efb11018 100644
--- a/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb
+++ b/notebooks/generative_ai/bq_dataframes_llm_kmeans.ipynb
@@ -371,7 +371,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "We now have the complaints and their text embeddings as two columns in our combined_df. Recall that complaints with numerically similar text embeddings should have similar meanings semantically. We will now group similar complaints together."
+        "We now have the complaints and their text embeddings as two columns in our predicted_embeddings DataFrame."
       ]
     },
     {
@@ -426,7 +426,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "Our dataframe combined_clustered_result now has three complaint columns: the content, their text embeddings, and an ID from 1-10 (inclusive) indicating which semantically similar group they belong to."
+        "Our DataFrame clustered_result now has an additional column that includes an ID from 1-10 (inclusive) indicating which semantically similar group they belong to."
       ]
     },
     {
@@ -501,7 +501,7 @@
       "source": [
         "# The plain English request we will make of PaLM 2\n",
         "prompt = (\n",
-        "    \"Please highlight the most obvious difference between\"\n",
+        "    \"Please highlight the most obvious difference between \"\n",
         "    \"the two lists of comments:\\n\" + prompt1 + prompt2\n",
         ")\n",
         "print(prompt)"