diff --git a/notebook/agentchat_graph_rag_falkordb.ipynb b/notebook/agentchat_graph_rag_falkordb.ipynb
index b1802dfe18..d95206587f 100644
--- a/notebook/agentchat_graph_rag_falkordb.ipynb
+++ b/notebook/agentchat_graph_rag_falkordb.ipynb
@@ -48,18 +48,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "\n",
@@ -108,7 +99,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -127,12 +118,12 @@
       "--------------------------------------------------------------------------------\n",
       "\u001b[33muser_proxy\u001b[0m (to matrix_agent):\n",
       "\n",
-      "Who else acted in The Matrix?\n",
+      "Any additional actors?\n",
       "\n",
       "--------------------------------------------------------------------------------\n",
       "\u001b[33mmatrix_agent\u001b[0m (to user_proxy):\n",
       "\n",
-      "Based on the provided information, there is no additional data about other actors who acted in 'The Matrix' outside of Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving.\n",
+      "I'm sorry, but I don't have information about any additional actors from 'The Matrix' beyond Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving.\n",
       "\n",
       "--------------------------------------------------------------------------------\n"
      ]
@@ -140,10 +131,10 @@
     {
      "data": {
       "text/plain": [
-       "ChatResult(chat_id=None, chat_history=[{'content': \"Name a few actors who've played in 'The Matrix'\", 'role': 'assistant', 'name': 'user_proxy'}, {'content': \"Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving are a few actors who've played in 'The Matrix'.\", 'role': 'user', 'name': 'matrix_agent'}, {'content': 'Who else acted in The Matrix?', 'role': 'assistant', 'name': 'user_proxy'}, {'content': \"Based on the provided information, there is no additional data about other actors who acted in 'The Matrix' outside of Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving.\", 'role': 'user', 'name': 'matrix_agent'}], summary=\"Based on the provided information, there is no additional data about other actors who acted in 'The Matrix' outside of Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving.\", cost={'usage_including_cached_inference': {'total_cost': 0}, 'usage_excluding_cached_inference': {'total_cost': 0}}, human_input=['Who else acted in The Matrix?', 'exit'])"
+       "ChatResult(chat_id=None, chat_history=[{'content': \"Name a few actors who've played in 'The Matrix'\", 'role': 'assistant', 'name': 'user_proxy'}, {'content': \"Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving are a few actors who've played in 'The Matrix'.\", 'role': 'user', 'name': 'matrix_agent'}, {'content': 'Any additional actors?', 'role': 'assistant', 'name': 'user_proxy'}, {'content': \"I'm sorry, but I don't have information about any additional actors from 'The Matrix' beyond Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving.\", 'role': 'user', 'name': 'matrix_agent'}], summary=\"I'm sorry, but I don't have information about any additional actors from 'The Matrix' beyond Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving.\", cost={'usage_including_cached_inference': {'total_cost': 0}, 'usage_excluding_cached_inference': {'total_cost': 0}}, human_input=['Any additional actors?', 'exit'])"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -161,7 +152,7 @@
     "# Create FalkorGraphQueryEngine\n",
     "query_engine = FalkorGraphQueryEngine(\n",
     "    name=\"The_Matrix_Auto\",\n",
-    "    host=\"172.18.0.3\",  # Change\n",
+    "    host=\"172.17.0.4\",  # Change\n",
     "    port=6379,  # if needed\n",
     ")\n",
     "\n",
@@ -197,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -219,7 +210,7 @@
     "\n",
     "query_engine = FalkorGraphQueryEngine(\n",
     "    name=\"IMDB\",\n",
-    "    host=\"172.18.0.3\",  # Change\n",
+    "    host=\"172.17.0.4\",  # Change\n",
     "    port=6379,  # if needed\n",
     "    ontology=movie_ontology,\n",
     ")\n",
@@ -240,7 +231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -254,7 +245,7 @@
       "--------------------------------------------------------------------------------\n",
       "\u001b[33mmatrix_agent\u001b[0m (to user_proxy):\n",
       "\n",
-      "Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving are some of the actors who have played in \"The Matrix\".\n",
+      "Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving have played in 'The Matrix'.\n",
       "\n",
       "--------------------------------------------------------------------------------\n",
       "\u001b[33muser_proxy\u001b[0m (to matrix_agent):\n",
@@ -264,7 +255,7 @@
       "--------------------------------------------------------------------------------\n",
       "\u001b[33mmatrix_agent\u001b[0m (to user_proxy):\n",
       "\n",
-      "No other actors are listed as having acted in \"The Matrix\" beyond Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving.\n",
+      "Based on the provided information, Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving are the actors listed for 'The Matrix'. No additional actors are mentioned in the data.\n",
       "\n",
       "--------------------------------------------------------------------------------\n",
       "\u001b[33muser_proxy\u001b[0m (to matrix_agent):\n",
@@ -282,10 +273,10 @@
     {
      "data": {
       "text/plain": [
-       "ChatResult(chat_id=None, chat_history=[{'content': \"Name a few actors who've played in 'The Matrix'\", 'role': 'assistant', 'name': 'user_proxy'}, {'content': 'Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving are some of the actors who have played in \"The Matrix\".', 'role': 'user', 'name': 'matrix_agent'}, {'content': 'Who else acted in The Matrix?', 'role': 'assistant', 'name': 'user_proxy'}, {'content': 'No other actors are listed as having acted in \"The Matrix\" beyond Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving.', 'role': 'user', 'name': 'matrix_agent'}, {'content': 'Where was The Matrix filmed?', 'role': 'assistant', 'name': 'user_proxy'}, {'content': 'I am sorry, I could not find the answer to your question', 'role': 'user', 'name': 'matrix_agent'}], summary='I am sorry, I could not find the answer to your question', cost={'usage_including_cached_inference': {'total_cost': 0}, 'usage_excluding_cached_inference': {'total_cost': 0}}, human_input=['Who else acted in The Matrix?', 'Where was The Matrix filmed?', 'exit'])"
+       "ChatResult(chat_id=None, chat_history=[{'content': \"Name a few actors who've played in 'The Matrix'\", 'role': 'assistant', 'name': 'user_proxy'}, {'content': \"Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving have played in 'The Matrix'.\", 'role': 'user', 'name': 'matrix_agent'}, {'content': 'Who else acted in The Matrix?', 'role': 'assistant', 'name': 'user_proxy'}, {'content': \"Based on the provided information, Keanu Reeves, Laurence Fishburne, Carrie-Anne Moss, and Hugo Weaving are the actors listed for 'The Matrix'. No additional actors are mentioned in the data.\", 'role': 'user', 'name': 'matrix_agent'}, {'content': 'Where was The Matrix filmed?', 'role': 'assistant', 'name': 'user_proxy'}, {'content': 'I am sorry, I could not find the answer to your question', 'role': 'user', 'name': 'matrix_agent'}], summary='I am sorry, I could not find the answer to your question', cost={'usage_including_cached_inference': {'total_cost': 0}, 'usage_excluding_cached_inference': {'total_cost': 0}}, human_input=['Who else acted in The Matrix?', 'Where was The Matrix filmed?', 'exit'])"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -326,6 +317,16 @@
     "- There is inbuilt awareness of answers it has provided previously\n",
     "- It can't answer any questions outside of the actors and movies entities as we didn't include anything else in the ontology"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Remove graph from database:\n",
+    "query_engine.delete()"
+   ]
   }
  ],
  "metadata": {