diff --git a/spatial-data-science/notebooks/Urban Heat Risk Index Sample.ipynb b/spatial-data-science/notebooks/Urban Heat Risk Index Sample.ipynb
index a354b4e..0548a2d 100644
--- a/spatial-data-science/notebooks/Urban Heat Risk Index Sample.ipynb	
+++ b/spatial-data-science/notebooks/Urban Heat Risk Index Sample.ipynb	
@@ -1,14 +1,24 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "6a9f622f",
+   "metadata": {},
+   "source": [
+    "# Calculate the heat risk index\n",
+    "We calculate the heat risk index using a spatial extent. The extent should not exceed small urban neighborhoods."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "150b3605",
    "metadata": {},
    "outputs": [],
    "source": [
     "from arcgis.gis import GIS\n",
-    "from heatri import calculate_heat_risk_index"
+    "from arcgis.features import FeatureLayer, GeoAccessor\n",
+    "from heatri import calculate_heat_risk_index_using_extent, generate_renderer"
    ]
   },
   {
@@ -30,7 +40,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "a0d5a5824fd6475b9255d5cd0189f3fe",
+       "model_id": "7700b03a9fe24b699ecd463e48b80833",
        "version_major": 2,
        "version_minor": 0
       },
@@ -44,7 +54,7 @@
     {
      "data": {
       "text/html": [
-       "<div class=\"map-static-img-preview-8698266c-2b3f-4d8d-9d4c-aaaa94c46c17\"><img src=\"\"></img></div>"
+       "<div class=\"map-static-img-preview-69e15415-c375-4ca4-be05-41c9d8054952\"><img src=\"\"></img></div>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -56,7 +66,7 @@
     {
      "data": {
       "text/html": [
-       "<div class=\"map-html-embed-preview-8698266c-2b3f-4d8d-9d4c-aaaa94c46c17\"></div>"
+       "<div class=\"map-html-embed-preview-69e15415-c375-4ca4-be05-41c9d8054952\"></div>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -71,31 +81,353 @@
     "bonn_map"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "605d12d8",
+   "metadata": {},
+   "source": [
+    "## Heat risk index for the specified extent\n",
+    "The calculate field expression ignores None types, but also create warnings."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 7,
    "id": "16076048",
    "metadata": {},
    "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'float' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'float' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'NoneType'"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for +: 'NoneType' and 'NoneType'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<expression>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'NoneType' and 'NoneType'"
+     ]
+    }
+   ],
+   "source": [
+    "heat_risk_index_features = calculate_heat_risk_index_using_extent(bonn_map.extent)\n",
+    "hri_sdf = GeoAccessor.from_featureclass(heat_risk_index_features)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "83099b20",
+   "metadata": {},
+   "source": [
+    "### Visualize the heat risk index\n",
+    "We use a pre-defined class breaks renderer."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "ff0b516f",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a2895ea846c5429aa21a5ffe3bc88725",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "MapView(layout=Layout(height='400px', width='100%'))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"map-static-img-preview-ebda8ad5-eef7-420f-b00f-2bc4ea20657f\"><img src=\"\"></img></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
+      "text/html": [
+       "<div class=\"map-html-embed-preview-ebda8ad5-eef7-420f-b00f-2bc4ea20657f\"></div>"
+      ],
       "text/plain": [
-       "790891.206928151"
+       "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 7,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "bonn_map.extent['xmin']"
+    "drawing_info = {\n",
+    "    'renderer': generate_renderer()\n",
+    "}\n",
+    "hri_feature_collection = hri_sdf.spatial.to_feature_collection(drawing_info=drawing_info)\n",
+    "\n",
+    "# Create a new map view plotting the heat risk\n",
+    "hri_map = gis.map()\n",
+    "hri_map.add_layer(hri_feature_collection)\n",
+    "hri_map.zoom_to_layer(hri_sdf)\n",
+    "hri_map"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ece266db",
+   "id": "69677bfb",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/spatial-data-science/scripts/build/lib/heatri/__init__.py b/spatial-data-science/scripts/build/lib/heatri/__init__.py
index 0ff38a8..e784f62 100644
--- a/spatial-data-science/scripts/build/lib/heatri/__init__.py
+++ b/spatial-data-science/scripts/build/lib/heatri/__init__.py
@@ -1,8 +1,36 @@
 
 from .heat_risk_index import hri_main
-from arcpy import Extent, SpatialReference
+from arcgis.geometry import Envelope
+from arcpy import Extent as PyExtent, SpatialReference as PySpatialReference
+import json
+import os
 
 
+
+def calculate_heat_risk_index_using_extent(extent: Envelope) -> str:
+    """
+    Calculates the heat risk index for a defined geographic region.
+
+    :return: The local path to the calculated heat risk index spatial bin features.
+    """
+
+    landsat_surf_temp = "https://landsat2.arcgis.com/arcgis/rest/services/Landsat/MS/ImageServer"
+    land_cover = "https://tiledimageservices.arcgis.com/P3ePLMYs2RVChkJx/arcgis/rest/services/European_Space_Agency_WorldCover_2021_Land_Cover_WGS84_7/ImageServer"
+    zensus_2022 = "https://services2.arcgis.com/jUpNdisbWqRpMo35/arcgis/rest/services/Zensus2022_grid_final/FeatureServer/0"
+
+    if not 'spatialReference' in extent:
+        raise ValueError('The extent has no spatial reference!')
+    
+    extent_spatial_reference = extent['spatialReference']
+    if not 'wkid' in extent_spatial_reference:
+        raise ValueError('The extent has no wkid!')
+    
+    wkid = extent_spatial_reference['wkid']
+    spatial_reference = PySpatialReference(wkid)
+    extent = PyExtent(XMin=extent['xmin'], YMin=extent['ymin'], XMax=extent['xmax'], YMax=extent['ymax'], spatial_reference=spatial_reference)
+    hri_spatial_bins = hri_main(landsat_surf_temp, land_cover, zensus_2022, extent, spatial_reference)
+    return hri_spatial_bins
+
 def calculate_heat_risk_index(x_min: float, y_min: float, x_max: float, y_max: float, wkid: int) -> str:
     """
     Calculates the heat risk index for a defined geographic region.
@@ -14,7 +42,17 @@ def calculate_heat_risk_index(x_min: float, y_min: float, x_max: float, y_max: f
     land_cover = "https://tiledimageservices.arcgis.com/P3ePLMYs2RVChkJx/arcgis/rest/services/European_Space_Agency_WorldCover_2021_Land_Cover_WGS84_7/ImageServer"
     zensus_2022 = "https://services2.arcgis.com/jUpNdisbWqRpMo35/arcgis/rest/services/Zensus2022_grid_final/FeatureServer/0"
 
-    spatial_reference = SpatialReference(wkid)
-    extent = Extent(XMin=x_min, YMin=y_min, XMax=x_max, YMax=y_max, spatial_reference=spatial_reference)
+    spatial_reference = PySpatialReference(wkid)
+    extent = PyExtent(XMin=x_min, YMin=y_min, XMax=x_max, YMax=y_max, spatial_reference=spatial_reference)
     hri_spatial_bins = hri_main(landsat_surf_temp, land_cover, zensus_2022, extent, spatial_reference)
-    return hri_spatial_bins
\ No newline at end of file
+    return hri_spatial_bins
+
+def generate_renderer() -> dict:
+    """
+    Generates the heat index renderer.
+
+    :return: The class breaks renderer as dict.
+    """
+
+    with open(os.path.join(os.path.dirname(__file__), 'data', 'hri-renderer.json'), mode='r', encoding='utf8') as in_stream:
+        return json.load(in_stream)
\ No newline at end of file
diff --git a/spatial-data-science/scripts/build/lib/heatri/data/hri-renderer.json b/spatial-data-science/scripts/build/lib/heatri/data/hri-renderer.json
new file mode 100644
index 0000000..c2693a4
--- /dev/null
+++ b/spatial-data-science/scripts/build/lib/heatri/data/hri-renderer.json
@@ -0,0 +1,1034 @@
+{"type": "classBreaks",
+ "visualVariables": [],
+ "rotationType": "arithmetic",
+ "minValue": 0,
+ "field": "HRI",
+ "defaultLabel": "Other",
+ "classBreakInfos": [{"classMaxValue": 2,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [13, 8, 135, 128]}},
+  {"classMaxValue": 2.038215498830758,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [16, 7, 136, 128]}},
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+    "color": [249, 224, 37, 128]}},
+  {"classMaxValue": 11.209935218212651,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [249, 226, 37, 128]}},
+  {"classMaxValue": 11.248150717043409,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [248, 227, 37, 128]}},
+  {"classMaxValue": 11.286366215874168,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [248, 229, 38, 128]}},
+  {"classMaxValue": 11.324581714704925,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [247, 231, 38, 128]}},
+  {"classMaxValue": 11.362797213535682,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [247, 232, 38, 128]}},
+  {"classMaxValue": 11.40101271236644,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [246, 234, 39, 128]}},
+  {"classMaxValue": 11.4392282111972,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [246, 236, 39, 128]}},
+  {"classMaxValue": 11.477443710027957,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [245, 238, 39, 128]}},
+  {"classMaxValue": 11.515659208858715,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [244, 239, 39, 128]}},
+  {"classMaxValue": 11.553874707689474,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [244, 241, 39, 128]}},
+  {"classMaxValue": 11.592090206520231,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [243, 243, 39, 128]}},
+  {"classMaxValue": 11.630305705350988,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [242, 245, 38, 128]}},
+  {"classMaxValue": 11.668521204181745,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [242, 246, 38, 128]}},
+  {"classMaxValue": 11.706736703012504,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [241, 248, 36, 128]}},
+  {"classMaxValue": 11.744952201843262,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [241, 250, 34, 128]}},
+  {"classMaxValue": "20",
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [239, 253, 32, 128]}}]}
\ No newline at end of file
diff --git a/spatial-data-science/scripts/build/lib/heatri/heat_risk_index.py b/spatial-data-science/scripts/build/lib/heatri/heat_risk_index.py
index 4963784..c3262e5 100644
--- a/spatial-data-science/scripts/build/lib/heatri/heat_risk_index.py
+++ b/spatial-data-science/scripts/build/lib/heatri/heat_risk_index.py
@@ -197,8 +197,8 @@ def hri_main(landsat_surf_temp, land_cover, zensus_2022, extent, spatial_referen
     )
     field_expression = "!TEMP_MAX_MIN_MAX! + !PCT_Lacking_MIN_MAX! + !Einwohner_MIN_MAX!"
     #calculate_field(spatial_join_output, "HRI", "Sum($feature.TEMP_MAX_MIN_MAX, $feature.PCT_Lacking_MIN_MAX, $feature.Einwohner_MIN_MAX)", field_type="FLOAT")
-    gp_result = calculate_field(spatial_join_output, "HRI", field_expression, field_type="FLOAT")
-    return gp_result.getOutput(0)
+    calculate_field(spatial_join_output, "HRI", field_expression, field_type="FLOAT")
+    return f"{arcpy.env.workspace}/{spatial_join_output}"
 
     # Select layer by location
   #  arcpy.management.SelectLayerByLocation(
diff --git a/spatial-data-science/scripts/heatri/__init__.py b/spatial-data-science/scripts/heatri/__init__.py
index 0ff38a8..872b715 100644
--- a/spatial-data-science/scripts/heatri/__init__.py
+++ b/spatial-data-science/scripts/heatri/__init__.py
@@ -1,7 +1,34 @@
-
 from .heat_risk_index import hri_main
-from arcpy import Extent, SpatialReference
+from arcgis.geometry import Envelope
+from arcpy import Extent as PyExtent, SpatialReference as PySpatialReference
+import json
+import os
+
+
+
+def calculate_heat_risk_index_using_extent(extent: Envelope) -> str:
+    """
+    Calculates the heat risk index for a defined geographic region.
 
+    :return: The local path to the calculated heat risk index spatial bin features.
+    """
+
+    landsat_surf_temp = "https://landsat2.arcgis.com/arcgis/rest/services/Landsat/MS/ImageServer"
+    land_cover = "https://tiledimageservices.arcgis.com/P3ePLMYs2RVChkJx/arcgis/rest/services/European_Space_Agency_WorldCover_2021_Land_Cover_WGS84_7/ImageServer"
+    zensus_2022 = "https://services2.arcgis.com/jUpNdisbWqRpMo35/arcgis/rest/services/Zensus2022_grid_final/FeatureServer/0"
+
+    if not 'spatialReference' in extent:
+        raise ValueError('The extent has no spatial reference!')
+    
+    extent_spatial_reference = extent['spatialReference']
+    if not 'wkid' in extent_spatial_reference:
+        raise ValueError('The extent has no wkid!')
+    
+    wkid = extent_spatial_reference['wkid']
+    spatial_reference = PySpatialReference(wkid)
+    extent = PyExtent(XMin=extent['xmin'], YMin=extent['ymin'], XMax=extent['xmax'], YMax=extent['ymax'], spatial_reference=spatial_reference)
+    hri_spatial_bins = hri_main(landsat_surf_temp, land_cover, zensus_2022, extent, spatial_reference)
+    return hri_spatial_bins
 
 def calculate_heat_risk_index(x_min: float, y_min: float, x_max: float, y_max: float, wkid: int) -> str:
     """
@@ -14,7 +41,17 @@ def calculate_heat_risk_index(x_min: float, y_min: float, x_max: float, y_max: f
     land_cover = "https://tiledimageservices.arcgis.com/P3ePLMYs2RVChkJx/arcgis/rest/services/European_Space_Agency_WorldCover_2021_Land_Cover_WGS84_7/ImageServer"
     zensus_2022 = "https://services2.arcgis.com/jUpNdisbWqRpMo35/arcgis/rest/services/Zensus2022_grid_final/FeatureServer/0"
 
-    spatial_reference = SpatialReference(wkid)
-    extent = Extent(XMin=x_min, YMin=y_min, XMax=x_max, YMax=y_max, spatial_reference=spatial_reference)
+    spatial_reference = PySpatialReference(wkid)
+    extent = PyExtent(XMin=x_min, YMin=y_min, XMax=x_max, YMax=y_max, spatial_reference=spatial_reference)
     hri_spatial_bins = hri_main(landsat_surf_temp, land_cover, zensus_2022, extent, spatial_reference)
-    return hri_spatial_bins
\ No newline at end of file
+    return hri_spatial_bins
+
+def generate_renderer() -> dict:
+    """
+    Generates the heat index renderer.
+
+    :return: The class breaks renderer as dict.
+    """
+
+    with open(os.path.join(os.path.dirname(__file__), 'data', 'hri-renderer.json'), mode='r', encoding='utf8') as in_stream:
+        return json.load(in_stream)
\ No newline at end of file
diff --git a/spatial-data-science/scripts/heatri/data/hri-renderer.json b/spatial-data-science/scripts/heatri/data/hri-renderer.json
new file mode 100644
index 0000000..c2693a4
--- /dev/null
+++ b/spatial-data-science/scripts/heatri/data/hri-renderer.json
@@ -0,0 +1,1034 @@
+{"type": "classBreaks",
+ "visualVariables": [],
+ "rotationType": "arithmetic",
+ "minValue": 0,
+ "field": "HRI",
+ "defaultLabel": "Other",
+ "classBreakInfos": [{"classMaxValue": 2,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [13, 8, 135, 128]}},
+  {"classMaxValue": 2.038215498830758,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [16, 7, 136, 128]}},
+  {"classMaxValue": 2.076430997661516,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [19, 7, 138, 128]}},
+  {"classMaxValue": 2.114646496492274,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [22, 7, 139, 128]}},
+  {"classMaxValue": 2.152861995323032,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [25, 6, 140, 128]}},
+  {"classMaxValue": 2.19107749415379,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [27, 6, 141, 128]}},
+  {"classMaxValue": 2.229292992984548,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [29, 6, 142, 128]}},
+  {"classMaxValue": 2.267508491815306,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [32, 6, 143, 128]}},
+  {"classMaxValue": 2.3057239906460643,
+   "symbol": {"type": "esriSFS",
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+    "color": [34, 6, 144, 128]}},
+  {"classMaxValue": 2.343939489476822,
+   "symbol": {"type": "esriSFS",
+    "style": "esriSFSSolid",
+    "color": [36, 6, 145, 128]}},
+  {"classMaxValue": 2.38215498830758,
+   "symbol": {"type": "esriSFS",
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+    "color": [38, 5, 146, 128]}},
+  {"classMaxValue": 2.4203704871383382,
+   "symbol": {"type": "esriSFS",
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+  {"classMaxValue": 2.458585985969096,
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\ No newline at end of file
diff --git a/spatial-data-science/scripts/heatri/heat_risk_index.py b/spatial-data-science/scripts/heatri/heat_risk_index.py
index 4963784..c3262e5 100644
--- a/spatial-data-science/scripts/heatri/heat_risk_index.py
+++ b/spatial-data-science/scripts/heatri/heat_risk_index.py
@@ -197,8 +197,8 @@ def hri_main(landsat_surf_temp, land_cover, zensus_2022, extent, spatial_referen
     )
     field_expression = "!TEMP_MAX_MIN_MAX! + !PCT_Lacking_MIN_MAX! + !Einwohner_MIN_MAX!"
     #calculate_field(spatial_join_output, "HRI", "Sum($feature.TEMP_MAX_MIN_MAX, $feature.PCT_Lacking_MIN_MAX, $feature.Einwohner_MIN_MAX)", field_type="FLOAT")
-    gp_result = calculate_field(spatial_join_output, "HRI", field_expression, field_type="FLOAT")
-    return gp_result.getOutput(0)
+    calculate_field(spatial_join_output, "HRI", field_expression, field_type="FLOAT")
+    return f"{arcpy.env.workspace}/{spatial_join_output}"
 
     # Select layer by location
   #  arcpy.management.SelectLayerByLocation(
diff --git a/spatial-data-science/scripts/pyproject.toml b/spatial-data-science/scripts/pyproject.toml
index e0f8fe5..7088324 100644
--- a/spatial-data-science/scripts/pyproject.toml
+++ b/spatial-data-science/scripts/pyproject.toml
@@ -5,6 +5,9 @@ build-backend = 'setuptools.build_meta'
 [tool.setuptools.packages.find]
 include = ['heatri']
 
+[tool.setuptools.package-data]
+heatri = ['data/*.json']
+
 [project]
 name = 'heatri'
 version = '0.1a'