diff --git a/notebooks/network-intrusion-detection-part-3/notebook.ipynb b/notebooks/network-intrusion-detection-part-3/notebook.ipynb
index d9ee899..be2b88a 100644
--- a/notebooks/network-intrusion-detection-part-3/notebook.ipynb
+++ b/notebooks/network-intrusion-detection-part-3/notebook.ipynb
@@ -21,11 +21,7 @@
       "id": "184309fb-7eef-4ae2-bb10-dd431eba6811",
       "metadata": {},
       "source": [
-        "<div id=\"singlestore-header\" style=\"display: flex; background-color: rgba(235, 249, 245, 0.25); padding: 5px;\">\n",
-        "    <div id=\"text\" style=\"padding: 5px; margin-left: 10px;\">\n",
-        "        <h1 style=\"font-weight: 500; margin: 8px 0 0 4px;\">Get pipeline data from Confluent (Kafka)</h1>\n",
-        "    </div>\n",
-        "</div>"
+        "## Get pipeline data from Confluent (Kafka)"
       ]
     },
     {
@@ -148,11 +144,7 @@
       "id": "fdfdaa2b-b3e3-46e0-8bc7-a697d03cb5c0",
       "metadata": {},
       "source": [
-        "<div id=\"singlestore-header\" style=\"display: flex; background-color: rgba(235, 249, 245, 0.25); padding: 5px;\">\n",
-        "    <div id=\"text\" style=\"padding: 5px; margin-left: 10px;\">\n",
-        "        <h1 style=\"font-weight: 500; margin: 8px 0 0 4px;\">Install libraries for real-time dashboarding with <a href=\"https://github.com/finos/perspective\">Perspective</a></h1>\n",
-        "    </div>\n",
-        "</div>"
+        "## Install libraries for real-time dashboarding with <a href=\"https://github.com/finos/perspective\">Perspective</a>"
       ]
     },
     {
@@ -209,11 +201,7 @@
       "id": "c65ef6c4-3a1e-48d3-8cf7-b54619fd6e84",
       "metadata": {},
       "source": [
-        "<div id=\"singlestore-header\" style=\"display: flex; background-color: rgba(235, 249, 245, 0.25); padding: 5px;\">\n",
-        "    <div id=\"text\" style=\"padding: 5px; margin-left: 10px;\">\n",
-        "        <h1 style=\"font-weight: 500; margin: 8px 0 0 4px;\">Track Real-Time Connections</h1>\n",
-        "    </div>\n",
-        "</div>"
+        "## Track Real-Time Connections"
       ]
     },
     {
@@ -271,11 +259,7 @@
       "id": "2282842a-918c-4937-a602-d2edc41b3825",
       "metadata": {},
       "source": [
-        "<div id=\"singlestore-header\" style=\"display: flex; background-color: rgba(235, 249, 245, 0.25); padding: 5px;\">\n",
-        "    <div id=\"text\" style=\"padding: 5px; margin-left: 10px;\">\n",
-        "        <h1 style=\"font-weight: 500; margin: 8px 0 0 4px;\">Monitor and Infer IT Threats using Semantic Search over Real-Time Data</h1>\n",
-        "    </div>\n",
-        "</div>"
+        "## Monitor and Infer IT Threats using Semantic Search over Real-Time Data"
       ]
     },
     {
@@ -346,11 +330,7 @@
       "id": "96a3c621-f5b1-4236-832d-514979b45cef",
       "metadata": {},
       "source": [
-        "<div id=\"singlestore-header\" style=\"display: flex; background-color: rgba(235, 249, 245, 0.25); padding: 5px;\">\n",
-        "    <div id=\"text\" style=\"padding: 5px; margin-left: 10px;\">\n",
-        "        <h1 style=\"font-weight: 500; margin: 8px 0 0 4px;\">Track latest connections with Inferences Threat Inference by Log IDs</h1>\n",
-        "    </div>\n",
-        "</div>"
+        "## Track latest connections with Inferences Threat Inference by Log IDs"
       ]
     },
     {
@@ -416,7 +396,7 @@
   ],
   "metadata": {
     "kernelspec": {
-      "display_name": "Python 3.11.3 64-bit",
+      "display_name": "Python 3 (ipykernel)",
       "language": "python",
       "name": "python3"
     },
@@ -430,12 +410,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.3"
-    },
-    "vscode": {
-      "interpreter": {
-        "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e"
-      }
+      "version": "3.11.4"
     }
   },
   "nbformat": 4,