diff --git a/notebooks/amenities/amenity_radar.ipynb b/notebooks/amenities/amenity_radar.ipynb
index 28e9622..de21ce2 100644
--- a/notebooks/amenities/amenity_radar.ipynb
+++ b/notebooks/amenities/amenity_radar.ipynb
@@ -113,35 +113,7 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "import sys\n",
-    "sys.path.insert(0, '../..')\n",
-    "\n",
-    "from portfolio_app.figures.radar import create_radar_figure\n",
-    "\n",
-    "# Compare top neighbourhood vs city average (100)\n",
-    "top_hood = top_5.iloc[0]\n",
-    "\n",
-    "data = [\n",
-    "    {\n",
-    "        'name': top_hood['neighbourhood_name'],\n",
-    "        'values': [top_hood['parks_index'], top_hood['schools_index'], top_hood['transit_index']],\n",
-    "        'categories': categories\n",
-    "    },\n",
-    "    {\n",
-    "        'name': 'City Average',\n",
-    "        'values': [100, 100, 100],\n",
-    "        'categories': categories\n",
-    "    }\n",
-    "]\n",
-    "\n",
-    "fig = create_radar_figure(\n",
-    "    data=data,\n",
-    "    title=f\"Amenity Profile: {top_hood['neighbourhood_name']} vs City Average\",\n",
-    ")\n",
-    "\n",
-    "fig.show()"
-   ]
+   "source": "import sys\nsys.path.insert(0, '../..')\n\nfrom portfolio_app.figures.radar import create_comparison_radar\n\n# Compare top neighbourhood vs city average (100)\ntop_hood = top_5.iloc[0]\nmetrics = ['parks_index', 'schools_index', 'transit_index']\n\nfig = create_comparison_radar(\n    selected_data=top_hood.to_dict(),\n    average_data={'parks_index': 100, 'schools_index': 100, 'transit_index': 100},\n    metrics=metrics,\n    selected_name=top_hood['neighbourhood_name'],\n    average_name='City Average',\n    title=f\"Amenity Profile: {top_hood['neighbourhood_name']} vs City Average\",\n)\n\nfig.show()"
   },
   {
    "cell_type": "markdown",