diff --git a/docs/modules/agents/agent_toolkits/csv.ipynb b/docs/modules/agents/agent_toolkits/csv.ipynb
index 8e440d2e..7f674b85 100644
--- a/docs/modules/agents/agent_toolkits/csv.ipynb
+++ b/docs/modules/agents/agent_toolkits/csv.ipynb
@@ -5,11 +5,12 @@
    "id": "7094e328",
    "metadata": {},
    "source": [
-    "# Pandas Dataframe Agent\n",
+    "# CSV Agent\n",
     "\n",
-    "This notebook shows how to use agents to interact with a pandas dataframe. It is mostly optimized for question answering.\n",
+    "This notebook shows how to use agents to interact with a csv. It is mostly optimized for question answering.\n",
     "\n",
-    "**NOTE: this agent calls the Python agent under the hood, which executes LLM generated Python code - this can be bad if the LLM generated Python code is harmful. Use cautiously.**"
+    "**NOTE: this agent calls the Pandas DataFrame agent under the hood, which in turn calls the Python agent, which executes LLM generated Python code - this can be bad if the LLM generated Python code is harmful. Use cautiously.**\n",
+    "\n"
    ]
   },
   {
diff --git a/docs/modules/agents/agent_toolkits/pandas.ipynb b/docs/modules/agents/agent_toolkits/pandas.ipynb
index 7a1f8021..35c977e2 100644
--- a/docs/modules/agents/agent_toolkits/pandas.ipynb
+++ b/docs/modules/agents/agent_toolkits/pandas.ipynb
@@ -5,11 +5,11 @@
    "id": "c81da886",
    "metadata": {},
    "source": [
-    "# CSV Agent\n",
+    "# Pandas Dataframe Agent\n",
     "\n",
-    "This notebook shows how to use agents to interact with a csv. It is mostly optimized for question answering.\n",
+    "This notebook shows how to use agents to interact with a pandas dataframe. It is mostly optimized for question answering.\n",
     "\n",
-    "**NOTE: this agent calls the Pandas DataFrame agent under the hood, which in turn calls the Python agent, which executes LLM generated Python code - this can be bad if the LLM generated Python code is harmful. Use cautiously.**"
+    "**NOTE: this agent calls the Python agent under the hood, which executes LLM generated Python code - this can be bad if the LLM generated Python code is harmful. Use cautiously.**"
    ]
   },
   {
diff --git a/docs/modules/agents/agent_toolkits/python.ipynb b/docs/modules/agents/agent_toolkits/python.ipynb
index 8b5bc76e..782e41f7 100644
--- a/docs/modules/agents/agent_toolkits/python.ipynb
+++ b/docs/modules/agents/agent_toolkits/python.ipynb
@@ -46,6 +46,7 @@
    "id": "c16161de",
    "metadata": {},
    "source": [
+    "## Fibonacci Example\n",
     "This example was created by [John Wiseman](https://twitter.com/lemonodor/status/1628270074074398720?s=20)."
    ]
   },
@@ -104,6 +105,7 @@
    "id": "7caa30de",
    "metadata": {},
    "source": [
+    "## Training neural net\n",
     "This example was created by [Samee Ur Rehman](https://twitter.com/sameeurehman/status/1630130518133207046?s=20)."
    ]
   },