diff --git a/docs/user-docs/space2stats_api_demo_pop_pyramid.ipynb b/docs/user-docs/space2stats_api_demo_pop_pyramid.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "de40ffcd-b4c3-4ca3-8f3a-32cf952589b5",
+   "metadata": {},
+   "source": [
+    "# Population and Demographic Analysis Tutorial\n",
+    "\n",
+    "This Jupyter Notebook provides a step-by-step guide for analyzing population data and demographics within a user-defined Area of Interest (AOI). Using interactive widgets and map visualizations, you can:\n",
+    "\n",
+    "- **Interactively Select an AOI:** Draw or choose a polygon region directly on an interactive map widget.\n",
+    "- **Query Population Data:** Fetch demographic data (e.g., total population, age, and gender distributions).\n",
+    "- **Visualize Demographics with Population Pyramids:** Create age-gender pyramids to understand the demographic structure of the selected AOI, which can be especially valuable in high-conflict or vulnerable regions.\n",
+    "- **Map-Based Exploration:** View spatial distributions of population data across hexagonal units to visualize which areas have higher population counts and how demographics vary spatially."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "afb3a310-8395-4f8e-ae0d-6a9543291ee6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "import pandas as pd\n",
+    "import geopandas as gpd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from shapely.geometry import shape\n",
+    "import json\n",
+    "import ipywidgets as widgets\n",
+    "from ipyleaflet import Map, DrawControl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2e8e06de-5f0f-496f-b69c-ba84f8d59270",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BASE_URL = \"https://w7tfg3g781.execute-api.us-east-1.amazonaws.com/\"\n",
+    "FIELDS_ENDPOINT = f\"{BASE_URL}/fields\"\n",
+    "SUMMARY_ENDPOINT = f\"{BASE_URL}/summary\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "317b3b53-91b9-48bd-8b69-c7bdaeeda38a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "4acfa8aad02f4535aeb78465446faec1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Map(center=[4.0, 33.0], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zoom_out_…"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Center the map in your region of interest\n",
+    "m = Map(center=(4.0, 33.0), zoom=6)\n",
+    "\n",
+    "draw_control = DrawControl(\n",
+    "    polygon = {\n",
+    "        \"shapeOptions\": {\n",
+    "            \"color\": \"#6e6d6b\",\n",
+    "            \"weight\": 2,\n",
+    "            \"fillOpacity\": 0.5\n",
+    "        },\n",
+    "        \"drawError\": {\n",
+    "            \"color\": \"#dd253b\",\n",
+    "            \"message\": \"Error drawing shape!\"\n",
+    "        },\n",
+    "    },\n",
+    "    rectangle = {\n",
+    "        \"shapeOptions\": {\n",
+    "            \"color\": \"#6e6d6b\",\n",
+    "            \"weight\": 2,\n",
+    "            \"fillOpacity\": 0.5\n",
+    "        }\n",
+    "    },\n",
+    "    circlemarker={},\n",
+    "    polyline={},\n",
+    "    marker={}\n",
+    ")\n",
+    "\n",
+    "user_aoi = None\n",
+    "\n",
+    "def handle_draw(self, action, geo_json):\n",
+    "    global user_aoi\n",
+    "    user_aoi = geo_json\n",
+    "    print(\"AOI captured:\")\n",
+    "    print(json.dumps(user_aoi, indent=2))\n",
+    "    \n",
+    "    # Convert to a shapely geometry\n",
+    "    geom = shape(geo_json['geometry'])\n",
+    "    print(\"Area (approx.):\", geom.area, \"square degrees\")\n",
+    "\n",
+    "draw_control.on_draw(handle_draw)\n",
+    "m.add_control(draw_control)\n",
+    "\n",
+    "m"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "4e2f66b3-6eac-4651-b5a8-8de71b347bb8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "aoi_geojson = {\n",
+    "    \"type\": \"Feature\",\n",
+    "    \"geometry\": user_aoi['geometry'],\n",
+    "    \"properties\": {\"name\": \"User Selected AOI\"}\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "0c944776-a225-4aff-ae15-bfd1e9ee53cb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Define which fields to request. Here we select both male and female at specific age intervals\n",
+    "age_groups = [0, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80]\n",
+    "female_fields = [f\"sum_pop_f_{a}_2020\" for a in age_groups]\n",
+    "male_fields = [f\"sum_pop_m_{a}_2020\" for a in age_groups]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "62b3e8e3-f2b4-4094-a84f-1e004f752ebf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add total population fields if desired\n",
+    "fields = [\"sum_pop_2020\", \"sum_pop_f_2020\", \"sum_pop_m_2020\"] + female_fields + male_fields\n",
+    "\n",
+    "request_payload = {\n",
+    "    \"aoi\": aoi_geojson,\n",
+    "    \"spatial_join_method\": \"touches\",\n",
+    "    \"fields\": fields,\n",
+    "    \"geometry\": \"polygon\",\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "af84edf4-50db-4588-b36d-56748856efd5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Make the POST request\n",
+    "response = requests.post(SUMMARY_ENDPOINT, json=request_payload)\n",
+    "if response.status_code != 200:\n",
+    "    raise Exception(f\"Failed to get summary: {response.status_code} {response.text}. Try selecting a smaller AOI or requesting less fields\")\n",
+    "summary_data = response.json()\n",
+    "\n",
+    "# Convert to DataFrame\n",
+    "df = pd.DataFrame(summary_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "0a3f5759-615f-4a04-b052-17a7b9f3e3d9",
+   "metadata": {},
+   "outputs": [
+    {
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+       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
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+       "                #map_5dc003c22033f8a77a3c8b30e83b25f3 {\n",
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+       "                .leaflet-container { font-size: 1rem; }\n",
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+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;\n",
+       "    \n",
+       "    \n",
+       "            var map_5dc003c22033f8a77a3c8b30e83b25f3 = L.map(\n",
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&quot;178&quot;: case &quot;179&quot;: case &quot;180&quot;: case &quot;181&quot;: case &quot;231&quot;: case &quot;233&quot;: case &quot;236&quot;: case &quot;237&quot;: case &quot;238&quot;: case &quot;239&quot;: case &quot;240&quot;: case &quot;241&quot;: case &quot;242&quot;: case &quot;243&quot;: case &quot;244&quot;: case &quot;245&quot;: case &quot;246&quot;: case &quot;247&quot;: case &quot;248&quot;: case &quot;249&quot;: case &quot;250&quot;: case &quot;251&quot;: case &quot;252&quot;: case &quot;253&quot;: case &quot;255&quot;: case &quot;256&quot;: case &quot;257&quot;: case &quot;258&quot;: case &quot;259&quot;: case &quot;260&quot;: case &quot;261&quot;: case &quot;276&quot;: case &quot;277&quot;: case &quot;278&quot;: case &quot;279&quot;: case &quot;280&quot;: case &quot;281&quot;: case &quot;282&quot;: case &quot;283&quot;: case &quot;284&quot;: case &quot;285&quot;: case &quot;286&quot;: case &quot;287&quot;: case &quot;288&quot;: case &quot;289&quot;: case &quot;290&quot;: case &quot;291&quot;: case &quot;292&quot;: case &quot;293&quot;: case &quot;294&quot;: case &quot;295&quot;: case &quot;296&quot;: case &quot;297&quot;: case &quot;298&quot;: case &quot;299&quot;: case &quot;300&quot;: case &quot;301&quot;: case &quot;302&quot;: case &quot;303&quot;: case &quot;304&quot;: case &quot;305&quot;: case &quot;306&quot;: case &quot;308&quot;: case &quot;309&quot;: case &quot;310&quot;: case &quot;311&quot;: case &quot;312&quot;: case &quot;313&quot;: case &quot;314&quot;: case &quot;315&quot;: case &quot;316&quot;: case &quot;317&quot;: case &quot;318&quot;: case &quot;319&quot;: case &quot;320&quot;: case &quot;321&quot;: case &quot;322&quot;: case &quot;323&quot;: case &quot;325&quot;: case &quot;326&quot;: case &quot;327&quot;: case &quot;329&quot;: case &quot;330&quot;: case &quot;331&quot;: case &quot;332&quot;: case &quot;333&quot;: case &quot;334&quot;: case &quot;335&quot;: case &quot;337&quot;: case &quot;339&quot;: case &quot;343&quot;: case &quot;344&quot;: case &quot;345&quot;: case &quot;346&quot;: case &quot;347&quot;: case &quot;348&quot;: case &quot;349&quot;: case &quot;350&quot;: case &quot;351&quot;: case &quot;352&quot;: case &quot;353&quot;: case &quot;354&quot;: case &quot;355&quot;: case &quot;356&quot;: case &quot;357&quot;: case &quot;358&quot;: case &quot;359&quot;: case &quot;360&quot;: case &quot;361&quot;: case &quot;362&quot;: case &quot;363&quot;: case &quot;364&quot;: case &quot;365&quot;: case &quot;366&quot;: case &quot;367&quot;: case &quot;368&quot;: case &quot;369&quot;: case &quot;370&quot;: case &quot;371&quot;: case &quot;373&quot;: case &quot;374&quot;: case &quot;375&quot;: case &quot;376&quot;: case &quot;377&quot;: case &quot;378&quot;: case &quot;379&quot;: case &quot;380&quot;: case &quot;381&quot;: case &quot;382&quot;: case &quot;383&quot;: case &quot;384&quot;: case &quot;385&quot;: case &quot;386&quot;: case &quot;387&quot;: case &quot;388&quot;: case &quot;389&quot;: case &quot;390&quot;: case &quot;391&quot;: case &quot;392&quot;: case &quot;393&quot;: case &quot;394&quot;: case &quot;395&quot;: case &quot;396&quot;: case &quot;397&quot;: case &quot;398&quot;: case &quot;399&quot;: case &quot;400&quot;: case &quot;402&quot;: case &quot;403&quot;: case &quot;404&quot;: case &quot;405&quot;: case &quot;406&quot;: case &quot;407&quot;: case &quot;408&quot;: case &quot;409&quot;: case &quot;410&quot;: case &quot;411&quot;: case &quot;412&quot;: case &quot;413&quot;: case &quot;414&quot;: case &quot;415&quot;: case &quot;416&quot;: case &quot;417&quot;: case &quot;418&quot;: case &quot;419&quot;: case &quot;420&quot;: case &quot;421&quot;: case &quot;422&quot;: case &quot;423&quot;: case &quot;424&quot;: case &quot;425&quot;: case &quot;426&quot;: case &quot;427&quot;: case &quot;428&quot;: case &quot;429&quot;: case &quot;430&quot;: case &quot;431&quot;: case &quot;432&quot;: case &quot;433&quot;: case &quot;434&quot;: case &quot;435&quot;: case &quot;436&quot;: case &quot;438&quot;: case &quot;440&quot;: case &quot;444&quot;: case &quot;445&quot;: case &quot;446&quot;: case &quot;447&quot;: case &quot;448&quot;: case &quot;449&quot;: case &quot;450&quot;: case &quot;451&quot;: case &quot;452&quot;: case &quot;454&quot;: case &quot;456&quot;: case &quot;458&quot;: case &quot;459&quot;: case &quot;461&quot;: case &quot;462&quot;: case &quot;463&quot;: case &quot;464&quot;: case &quot;465&quot;: case &quot;466&quot;: case &quot;467&quot;: case &quot;468&quot;: case &quot;469&quot;: case &quot;470&quot;: case &quot;471&quot;: case &quot;472&quot;: case &quot;473&quot;: case &quot;474&quot;: case &quot;475&quot;: case &quot;476&quot;: case &quot;477&quot;: case &quot;478&quot;: case &quot;479&quot;: case &quot;480&quot;: case &quot;481&quot;: case &quot;482&quot;: case &quot;483&quot;: case &quot;485&quot;: case &quot;486&quot;: case &quot;487&quot;: case &quot;488&quot;: case &quot;489&quot;: case &quot;490&quot;: case &quot;491&quot;: case &quot;492&quot;: case &quot;493&quot;: case &quot;494&quot;: case &quot;495&quot;: case &quot;496&quot;: case &quot;497&quot;: case &quot;498&quot;: case &quot;499&quot;: case &quot;501&quot;: case &quot;502&quot;: case &quot;503&quot;: case &quot;504&quot;: case &quot;505&quot;: case &quot;506&quot;: case &quot;507&quot;: case &quot;508&quot;: case &quot;509&quot;: case &quot;512&quot;: case &quot;525&quot;: case &quot;528&quot;: case &quot;529&quot;: case &quot;533&quot;: case &quot;537&quot;: case &quot;548&quot;: case &quot;550&quot;: case &quot;633&quot;: case &quot;637&quot;: case &quot;650&quot;: case &quot;685&quot;: case &quot;693&quot;: case &quot;703&quot;: case &quot;706&quot;: case &quot;717&quot;: case &quot;718&quot;: case &quot;738&quot;: case &quot;739&quot;: case &quot;740&quot;: case &quot;741&quot;: case &quot;742&quot;: case &quot;744&quot;: case &quot;747&quot;: case &quot;752&quot;: case &quot;753&quot;: case &quot;755&quot;: case &quot;756&quot;: case &quot;758&quot;: case &quot;759&quot;: case &quot;760&quot;: case &quot;761&quot;: case &quot;763&quot;: case &quot;767&quot;: case &quot;774&quot;: case &quot;790&quot;: case &quot;791&quot;: case &quot;792&quot;: case &quot;794&quot;: case &quot;796&quot;: case &quot;797&quot;: case &quot;798&quot;: case &quot;800&quot;: case &quot;801&quot;: case &quot;802&quot;: case &quot;804&quot;: case &quot;806&quot;: case &quot;809&quot;: case &quot;812&quot;: case &quot;813&quot;: case &quot;814&quot;: case &quot;822&quot;: case &quot;823&quot;: case &quot;824&quot;: case &quot;825&quot;: case &quot;826&quot;: case &quot;827&quot;: case &quot;828&quot;: case &quot;829&quot;: case &quot;830&quot;: case &quot;831&quot;: case &quot;833&quot;: case &quot;834&quot;: case &quot;835&quot;: case &quot;836&quot;: case &quot;837&quot;: case &quot;838&quot;: case &quot;839&quot;: case &quot;840&quot;: case &quot;841&quot;: case &quot;842&quot;: case &quot;844&quot;: case &quot;846&quot;: case &quot;848&quot;: case &quot;850&quot;: case &quot;851&quot;: case &quot;852&quot;: case &quot;853&quot;: case &quot;854&quot;: case &quot;855&quot;: case &quot;856&quot;: case &quot;864&quot;: case &quot;868&quot;: case &quot;869&quot;: case &quot;874&quot;: case &quot;878&quot;: case &quot;879&quot;: case &quot;881&quot;: case &quot;882&quot;: case &quot;883&quot;: case &quot;884&quot;: case &quot;892&quot;: case &quot;893&quot;: case &quot;894&quot;: case &quot;895&quot;: case &quot;896&quot;: case &quot;897&quot;: case &quot;898&quot;: case &quot;899&quot;: case &quot;900&quot;: case &quot;901&quot;: case &quot;902&quot;: case &quot;904&quot;: case &quot;905&quot;: case &quot;906&quot;: case &quot;907&quot;: case &quot;908&quot;: case &quot;909&quot;: case &quot;910&quot;: case &quot;911&quot;: case &quot;912&quot;: case &quot;913&quot;: case &quot;914&quot;: case &quot;915&quot;: case &quot;916&quot;: case &quot;917&quot;: case &quot;918&quot;: case &quot;919&quot;: case &quot;920&quot;: case &quot;921&quot;: case &quot;922&quot;: case &quot;923&quot;: case &quot;924&quot;: case &quot;925&quot;: case &quot;926&quot;: case &quot;927&quot;: case &quot;929&quot;: case &quot;930&quot;: case &quot;931&quot;: case &quot;932&quot;: case &quot;933&quot;: case &quot;934&quot;: case &quot;935&quot;: case &quot;936&quot;: case &quot;937&quot;: case &quot;938&quot;: case &quot;939&quot;: case &quot;940&quot;: case &quot;943&quot;: case &quot;945&quot;: case &quot;946&quot;: case &quot;947&quot;: case &quot;948&quot;: case &quot;949&quot;: case &quot;950&quot;: case &quot;951&quot;: case &quot;953&quot;: case &quot;955&quot;: case &quot;957&quot;: case &quot;959&quot;: case &quot;961&quot;: case &quot;963&quot;: case &quot;966&quot;: case &quot;972&quot;: case &quot;974&quot;: case &quot;977&quot;: case &quot;979&quot;: case &quot;980&quot;: case &quot;982&quot;: case &quot;983&quot;: case &quot;984&quot;: case &quot;985&quot;: case &quot;986&quot;: case &quot;987&quot;: case &quot;988&quot;: case &quot;990&quot;: case &quot;991&quot;: case &quot;992&quot;: case &quot;993&quot;: case &quot;995&quot;: case &quot;996&quot;: case &quot;999&quot;: case &quot;1004&quot;: case &quot;1007&quot;: case &quot;1008&quot;: case &quot;1009&quot;: case &quot;1010&quot;: case &quot;1011&quot;: case &quot;1012&quot;: case &quot;1013&quot;: case &quot;1014&quot;: case &quot;1015&quot;: case &quot;1016&quot;: case &quot;1017&quot;: case &quot;1019&quot;: case &quot;1020&quot;: case &quot;1021&quot;: case &quot;1023&quot;: case &quot;1024&quot;: case &quot;1025&quot;: case &quot;1026&quot;: case &quot;1028&quot;: case &quot;1029&quot;: case &quot;1032&quot;: case &quot;1033&quot;: case &quot;1034&quot;: case &quot;1035&quot;: case &quot;1036&quot;: case &quot;1038&quot;: case &quot;1039&quot;: case &quot;1040&quot;: case &quot;1042&quot;: case &quot;1043&quot;: case &quot;1044&quot;: case &quot;1045&quot;: case &quot;1046&quot;: case &quot;1047&quot;: case &quot;1048&quot;: case &quot;1056&quot;: case &quot;1057&quot;: case &quot;1058&quot;: case &quot;1059&quot;: case &quot;1061&quot;: case &quot;1062&quot;: case &quot;1063&quot;: case &quot;1064&quot;: case &quot;1065&quot;: case &quot;1066&quot;: case &quot;1067&quot;: case &quot;1068&quot;: case &quot;1069&quot;: case &quot;1070&quot;: case &quot;1074&quot;: case &quot;1075&quot;: case &quot;1077&quot;: case &quot;1078&quot;: case &quot;1081&quot;: case &quot;1082&quot;: case &quot;1084&quot;: case &quot;1085&quot;: case &quot;1087&quot;: case &quot;1088&quot;: case &quot;1089&quot;: case &quot;1103&quot;: case &quot;1104&quot;: case &quot;1105&quot;: case &quot;1106&quot;: case &quot;1107&quot;: case &quot;1108&quot;: case &quot;1109&quot;: case &quot;1110&quot;: case &quot;1112&quot;: case &quot;1114&quot;: case &quot;1115&quot;: case &quot;1116&quot;: case &quot;1121&quot;: case &quot;1122&quot;: case &quot;1124&quot;: case &quot;1125&quot;: case &quot;1126&quot;: case &quot;1127&quot;: case &quot;1131&quot;: case &quot;1133&quot;: case &quot;1134&quot;: case &quot;1135&quot;: case &quot;1136&quot;: case &quot;1137&quot;: case &quot;1138&quot;: case &quot;1139&quot;: case &quot;1140&quot;: case &quot;1141&quot;: case &quot;1143&quot;: case &quot;1145&quot;: case &quot;1147&quot;: case &quot;1148&quot;: case &quot;1149&quot;: case &quot;1150&quot;: case &quot;1151&quot;: case &quot;1153&quot;: case &quot;1159&quot;: case &quot;1161&quot;: case &quot;1162&quot;: case &quot;1170&quot;: case &quot;1174&quot;: case &quot;1176&quot;: case &quot;1178&quot;: case &quot;1180&quot;: case &quot;1181&quot;: case &quot;1182&quot;: case &quot;1183&quot;: case &quot;1184&quot;: case &quot;1185&quot;: case &quot;1186&quot;: case &quot;1187&quot;: case &quot;1188&quot;: case &quot;1189&quot;: case &quot;1190&quot;: case &quot;1194&quot;: case &quot;1196&quot;: case &quot;1197&quot;: case &quot;1198&quot;: case &quot;1200&quot;: case &quot;1201&quot;: case &quot;1202&quot;: case &quot;1203&quot;: case &quot;1205&quot;: case &quot;1208&quot;: case &quot;1209&quot;: case &quot;1210&quot;: case &quot;1214&quot;: case &quot;1219&quot;: case &quot;1224&quot;: case &quot;1227&quot;: case &quot;1228&quot;: case &quot;1230&quot;: case &quot;1233&quot;: case &quot;1234&quot;: case &quot;1240&quot;: case &quot;1241&quot;: case &quot;1242&quot;: case &quot;1243&quot;: case &quot;1244&quot;: case &quot;1245&quot;: case &quot;1246&quot;: case &quot;1247&quot;: case &quot;1248&quot;: case &quot;1249&quot;: case &quot;1250&quot;: case &quot;1251&quot;: case &quot;1252&quot;: case &quot;1253&quot;: case &quot;1254&quot;: case &quot;1255&quot;: case &quot;1256&quot;: case &quot;1257&quot;: case &quot;1258&quot;: case &quot;1259&quot;: case &quot;1260&quot;: case &quot;1261&quot;: case &quot;1262&quot;: case &quot;1263&quot;: case &quot;1264&quot;: case &quot;1265&quot;: case &quot;1266&quot;: case &quot;1267&quot;: case &quot;1268&quot;: case &quot;1269&quot;: case &quot;1271&quot;: case &quot;1272&quot;: case &quot;1273&quot;: case &quot;1274&quot;: case &quot;1277&quot;: case &quot;1278&quot;: case &quot;1281&quot;: case &quot;1282&quot;: case &quot;1283&quot;: case &quot;1285&quot;: case &quot;1288&quot;: case &quot;1300&quot;: case &quot;1319&quot;: case &quot;1321&quot;: case &quot;1323&quot;: case &quot;1324&quot;: case &quot;1325&quot;: case &quot;1328&quot;: case &quot;1329&quot;: case &quot;1340&quot;: case &quot;1353&quot;: case &quot;1356&quot;: case &quot;1357&quot;: case &quot;1381&quot;: case &quot;1383&quot;: case &quot;1388&quot;: case &quot;1396&quot;: case &quot;1398&quot;: case &quot;1399&quot;: case &quot;1400&quot;: case &quot;1401&quot;: case &quot;1402&quot;: case &quot;1404&quot;: case &quot;1407&quot;: case &quot;1408&quot;: case &quot;1410&quot;: case &quot;1411&quot;: case &quot;1412&quot;: case &quot;1413&quot;: case &quot;1415&quot;: case &quot;1416&quot;: case &quot;1419&quot;: case &quot;1420&quot;: case &quot;1421&quot;: case &quot;1422&quot;: case &quot;1423&quot;: case &quot;1424&quot;: case &quot;1426&quot;: case &quot;1427&quot;: case &quot;1428&quot;: case &quot;1429&quot;: case &quot;1430&quot;: case &quot;1431&quot;: case &quot;1432&quot;: case &quot;1434&quot;: case &quot;1435&quot;: case &quot;1436&quot;: case &quot;1437&quot;: case &quot;1438&quot;: case &quot;1439&quot;: case &quot;1440&quot;: case &quot;1442&quot;: case &quot;1443&quot;: case &quot;1444&quot;: case &quot;1445&quot;: case &quot;1446&quot;: case &quot;1448&quot;: case &quot;1449&quot;: case &quot;1450&quot;: case &quot;1451&quot;: case &quot;1452&quot;: case &quot;1453&quot;: case &quot;1455&quot;: case &quot;1456&quot;: case &quot;1458&quot;: case &quot;1459&quot;: case &quot;1460&quot;: case &quot;1461&quot;: case &quot;1462&quot;: case &quot;1465&quot;: case &quot;1466&quot;: case &quot;1467&quot;: case &quot;1471&quot;: case &quot;1473&quot;: case &quot;1474&quot;: case &quot;1475&quot;: case &quot;1477&quot;: case &quot;1478&quot;: case &quot;1479&quot;: case &quot;1480&quot;: case &quot;1481&quot;: case &quot;1482&quot;: case &quot;1483&quot;: case &quot;1484&quot;: case &quot;1485&quot;: case &quot;1486&quot;: case &quot;1488&quot;: case &quot;1490&quot;: case &quot;1491&quot;: case &quot;1494&quot;: case &quot;1495&quot;: case &quot;1496&quot;: case &quot;1497&quot;: case &quot;1498&quot;: case &quot;1499&quot;: case &quot;1500&quot;: case &quot;1501&quot;: case &quot;1502&quot;: case &quot;1503&quot;: case &quot;1504&quot;: case &quot;1505&quot;: case &quot;1506&quot;: case &quot;1507&quot;: case &quot;1508&quot;: case &quot;1509&quot;: case &quot;1510&quot;: case &quot;1511&quot;: case &quot;1512&quot;: case &quot;1513&quot;: case &quot;1514&quot;: case &quot;1515&quot;: case &quot;1516&quot;: case &quot;1517&quot;: case &quot;1518&quot;: case &quot;1519&quot;: case &quot;1520&quot;: case &quot;1521&quot;: case &quot;1522&quot;: case &quot;1523&quot;: case &quot;1524&quot;: case &quot;1525&quot;: case &quot;1526&quot;: case &quot;1527&quot;: case &quot;1528&quot;: case &quot;1529&quot;: case &quot;1530&quot;: case &quot;1531&quot;: case &quot;1532&quot;: case &quot;1533&quot;: case &quot;1534&quot;: case &quot;1535&quot;: case &quot;1536&quot;: case &quot;1537&quot;: case &quot;1538&quot;: case &quot;1539&quot;: case &quot;1540&quot;: case &quot;1541&quot;: case &quot;1542&quot;: case &quot;1543&quot;: case &quot;1545&quot;: case &quot;1546&quot;: case &quot;1547&quot;: case &quot;1548&quot;: case &quot;1549&quot;: case &quot;1551&quot;: case &quot;1552&quot;: case &quot;1555&quot;: case &quot;1558&quot;: case &quot;1559&quot;: case &quot;1560&quot;: case &quot;1561&quot;: case &quot;1563&quot;: case &quot;1564&quot;: case &quot;1565&quot;: case &quot;1566&quot;: case &quot;1567&quot;: case &quot;1568&quot;: case &quot;1570&quot;: case &quot;1571&quot;: case &quot;1572&quot;: case &quot;1573&quot;: case &quot;1574&quot;: case &quot;1575&quot;: case &quot;1576&quot;: case &quot;1577&quot;: case &quot;1578&quot;: case &quot;1580&quot;: case &quot;1581&quot;: case &quot;1584&quot;: case &quot;1585&quot;: case &quot;1586&quot;: case &quot;1587&quot;: case &quot;1588&quot;: case &quot;1589&quot;: case &quot;1590&quot;: case &quot;1591&quot;: case &quot;1607&quot;: case &quot;1608&quot;: case &quot;1609&quot;: case &quot;1614&quot;: case &quot;1615&quot;: case &quot;1616&quot;: case &quot;1641&quot;: case &quot;1642&quot;: case &quot;1643&quot;: case &quot;1644&quot;: case &quot;1646&quot;: case &quot;1647&quot;: case &quot;1648&quot;: case &quot;1649&quot;: case &quot;1650&quot;: case &quot;1651&quot;: case &quot;1653&quot;: case &quot;1654&quot;: case &quot;1656&quot;: case &quot;1657&quot;: case &quot;1658&quot;: case &quot;1659&quot;: case &quot;1660&quot;: case &quot;1661&quot;: case &quot;1662&quot;: case &quot;1663&quot;: case &quot;1664&quot;: case &quot;1665&quot;: case &quot;1666&quot;: case &quot;1667&quot;: case &quot;1668&quot;: case &quot;1670&quot;: case &quot;1672&quot;: case &quot;1678&quot;: case &quot;1683&quot;: case &quot;1684&quot;: case &quot;1685&quot;: case &quot;1686&quot;: case &quot;1688&quot;: case &quot;1689&quot;: case &quot;1690&quot;: case &quot;1691&quot;: case &quot;1692&quot;: case &quot;1693&quot;: case &quot;1695&quot;: case &quot;1697&quot;: case &quot;1698&quot;: case &quot;1699&quot;: case &quot;1700&quot;: case &quot;1701&quot;: case &quot;1702&quot;: case &quot;1703&quot;: case &quot;1704&quot;: case &quot;1705&quot;: case &quot;1706&quot;: case &quot;1707&quot;: case &quot;1709&quot;: case &quot;1711&quot;: case &quot;1712&quot;: case &quot;1713&quot;: case &quot;1714&quot;: case &quot;1715&quot;: case &quot;1716&quot;: case &quot;1717&quot;: case &quot;1728&quot;: case &quot;1739&quot;: case &quot;1741&quot;: case &quot;1742&quot;: case &quot;1743&quot;: case &quot;1747&quot;: case &quot;1748&quot;: case &quot;1749&quot;: case &quot;1752&quot;: case &quot;1753&quot;: case &quot;1755&quot;: case &quot;1756&quot;: case &quot;1758&quot;: case &quot;1759&quot;: case &quot;1760&quot;: case &quot;1761&quot;: case &quot;1762&quot;: case &quot;1763&quot;: case &quot;1764&quot;: case &quot;1765&quot;: case &quot;1766&quot;: case &quot;1769&quot;: case &quot;1771&quot;: case &quot;1772&quot;: case &quot;1775&quot;: case &quot;1780&quot;: case &quot;1781&quot;: case &quot;1782&quot;: case &quot;1783&quot;: case &quot;1784&quot;: case &quot;1785&quot;: case &quot;1786&quot;: case &quot;1787&quot;: case &quot;1788&quot;: case &quot;1789&quot;: case &quot;1790&quot;: case &quot;1792&quot;: case &quot;1793&quot;: case &quot;1794&quot;: case &quot;1795&quot;: case &quot;1796&quot;: case &quot;1797&quot;: case &quot;1798&quot;: case &quot;1799&quot;: case &quot;1800&quot;: case &quot;1801&quot;: case &quot;1802&quot;: case &quot;1803&quot;: case &quot;1804&quot;: \n",
+       "                    return {&quot;color&quot;: &quot;#ffffd9&quot;, &quot;fillColor&quot;: &quot;#ffffd9&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0};\n",
+       "                case &quot;47&quot;: case &quot;48&quot;: case &quot;50&quot;: case &quot;51&quot;: case &quot;52&quot;: case &quot;54&quot;: case &quot;58&quot;: case &quot;59&quot;: case &quot;60&quot;: case &quot;61&quot;: case &quot;63&quot;: case &quot;64&quot;: case &quot;65&quot;: case &quot;66&quot;: case &quot;67&quot;: case &quot;68&quot;: case &quot;69&quot;: case &quot;70&quot;: case &quot;71&quot;: case &quot;73&quot;: case &quot;74&quot;: case &quot;75&quot;: case &quot;76&quot;: case &quot;78&quot;: case &quot;79&quot;: case &quot;80&quot;: case &quot;82&quot;: case &quot;84&quot;: case &quot;85&quot;: case &quot;86&quot;: case &quot;87&quot;: case &quot;88&quot;: case &quot;89&quot;: case &quot;90&quot;: case &quot;91&quot;: case &quot;93&quot;: case &quot;94&quot;: case &quot;97&quot;: case &quot;98&quot;: case &quot;99&quot;: case &quot;100&quot;: case &quot;101&quot;: case &quot;102&quot;: case &quot;103&quot;: case &quot;104&quot;: case &quot;105&quot;: case &quot;106&quot;: case &quot;107&quot;: case &quot;108&quot;: case &quot;109&quot;: case &quot;110&quot;: case &quot;111&quot;: case &quot;112&quot;: case &quot;113&quot;: case &quot;114&quot;: case &quot;115&quot;: case &quot;116&quot;: case &quot;117&quot;: case &quot;118&quot;: case &quot;119&quot;: case &quot;120&quot;: case &quot;121&quot;: case &quot;122&quot;: case &quot;123&quot;: case &quot;124&quot;: case &quot;125&quot;: case &quot;126&quot;: case &quot;127&quot;: case &quot;128&quot;: case &quot;129&quot;: case &quot;130&quot;: case &quot;131&quot;: case &quot;132&quot;: case &quot;140&quot;: case &quot;141&quot;: case &quot;145&quot;: case &quot;150&quot;: case &quot;156&quot;: case &quot;168&quot;: case &quot;172&quot;: case &quot;173&quot;: case &quot;184&quot;: case &quot;185&quot;: case &quot;191&quot;: case &quot;192&quot;: case &quot;194&quot;: case &quot;196&quot;: case &quot;198&quot;: case &quot;199&quot;: case &quot;201&quot;: case &quot;207&quot;: case &quot;208&quot;: case &quot;210&quot;: case &quot;212&quot;: case &quot;214&quot;: case &quot;215&quot;: case &quot;216&quot;: case &quot;218&quot;: case &quot;221&quot;: case &quot;222&quot;: case &quot;232&quot;: case &quot;234&quot;: case &quot;235&quot;: case &quot;254&quot;: case &quot;262&quot;: case &quot;263&quot;: case &quot;264&quot;: case &quot;265&quot;: case &quot;267&quot;: case &quot;268&quot;: case &quot;269&quot;: case &quot;270&quot;: case &quot;271&quot;: case &quot;273&quot;: case &quot;274&quot;: case &quot;275&quot;: case &quot;307&quot;: case &quot;324&quot;: case &quot;328&quot;: case &quot;336&quot;: case &quot;340&quot;: case &quot;341&quot;: case &quot;342&quot;: case &quot;372&quot;: case &quot;401&quot;: case &quot;437&quot;: case &quot;439&quot;: case &quot;441&quot;: case &quot;442&quot;: case &quot;443&quot;: case &quot;453&quot;: case &quot;455&quot;: case &quot;457&quot;: case &quot;460&quot;: case &quot;484&quot;: case &quot;500&quot;: case &quot;510&quot;: case &quot;511&quot;: case &quot;513&quot;: case &quot;514&quot;: case &quot;515&quot;: case &quot;516&quot;: case &quot;517&quot;: case &quot;518&quot;: case &quot;519&quot;: case &quot;520&quot;: case &quot;521&quot;: case &quot;522&quot;: case &quot;523&quot;: case &quot;524&quot;: case &quot;527&quot;: case &quot;530&quot;: case &quot;531&quot;: case &quot;532&quot;: case &quot;534&quot;: case &quot;535&quot;: case &quot;536&quot;: case &quot;538&quot;: case &quot;539&quot;: case &quot;540&quot;: case &quot;541&quot;: case &quot;542&quot;: case &quot;543&quot;: case &quot;544&quot;: case &quot;545&quot;: case &quot;546&quot;: case &quot;547&quot;: case &quot;549&quot;: case &quot;551&quot;: case &quot;552&quot;: case &quot;553&quot;: case &quot;554&quot;: case &quot;555&quot;: case &quot;556&quot;: case &quot;558&quot;: case &quot;559&quot;: case &quot;560&quot;: case &quot;563&quot;: case &quot;564&quot;: case &quot;569&quot;: case &quot;570&quot;: case &quot;571&quot;: case &quot;573&quot;: case &quot;574&quot;: case &quot;576&quot;: case &quot;577&quot;: case &quot;578&quot;: case &quot;579&quot;: case &quot;580&quot;: case &quot;581&quot;: case &quot;582&quot;: case &quot;583&quot;: case &quot;584&quot;: case &quot;585&quot;: case &quot;586&quot;: case &quot;588&quot;: case &quot;591&quot;: case &quot;597&quot;: case &quot;598&quot;: case &quot;600&quot;: case &quot;601&quot;: case &quot;602&quot;: case &quot;603&quot;: case &quot;604&quot;: case &quot;605&quot;: case &quot;606&quot;: case &quot;607&quot;: case &quot;608&quot;: case &quot;609&quot;: case &quot;617&quot;: case &quot;618&quot;: case &quot;619&quot;: case &quot;620&quot;: case &quot;622&quot;: case &quot;623&quot;: case &quot;624&quot;: case &quot;626&quot;: case &quot;627&quot;: case &quot;628&quot;: case &quot;630&quot;: case &quot;631&quot;: case &quot;632&quot;: case &quot;634&quot;: case &quot;635&quot;: case &quot;636&quot;: case &quot;638&quot;: case &quot;640&quot;: case &quot;642&quot;: case &quot;644&quot;: case &quot;645&quot;: case &quot;646&quot;: case &quot;647&quot;: case &quot;648&quot;: case &quot;649&quot;: case &quot;651&quot;: case &quot;652&quot;: case &quot;653&quot;: case &quot;654&quot;: case &quot;655&quot;: case &quot;656&quot;: case &quot;657&quot;: case &quot;658&quot;: case &quot;659&quot;: case &quot;660&quot;: case &quot;661&quot;: case &quot;662&quot;: case &quot;663&quot;: case &quot;664&quot;: case &quot;665&quot;: case &quot;666&quot;: case &quot;667&quot;: case &quot;669&quot;: case &quot;670&quot;: case &quot;671&quot;: case &quot;672&quot;: case &quot;673&quot;: case &quot;674&quot;: case &quot;675&quot;: case &quot;676&quot;: case &quot;677&quot;: case &quot;678&quot;: case &quot;679&quot;: case &quot;680&quot;: case &quot;681&quot;: case &quot;683&quot;: case &quot;684&quot;: case &quot;687&quot;: case &quot;688&quot;: case &quot;689&quot;: case &quot;690&quot;: case &quot;691&quot;: case &quot;692&quot;: case &quot;695&quot;: case &quot;696&quot;: case &quot;697&quot;: case &quot;701&quot;: case &quot;702&quot;: case &quot;704&quot;: case &quot;705&quot;: case &quot;714&quot;: case &quot;715&quot;: case &quot;716&quot;: case &quot;719&quot;: case &quot;720&quot;: case &quot;721&quot;: case &quot;722&quot;: case &quot;723&quot;: case &quot;724&quot;: case &quot;725&quot;: case &quot;726&quot;: case &quot;727&quot;: case &quot;728&quot;: case &quot;729&quot;: case &quot;730&quot;: case &quot;731&quot;: case &quot;732&quot;: case &quot;733&quot;: case &quot;734&quot;: case &quot;735&quot;: case &quot;736&quot;: case &quot;737&quot;: case &quot;743&quot;: case &quot;745&quot;: case &quot;746&quot;: case &quot;748&quot;: case &quot;749&quot;: case &quot;750&quot;: case &quot;751&quot;: case &quot;754&quot;: case &quot;757&quot;: case &quot;762&quot;: case &quot;764&quot;: case &quot;769&quot;: case &quot;770&quot;: case &quot;771&quot;: case &quot;772&quot;: case &quot;773&quot;: case &quot;775&quot;: case &quot;776&quot;: case &quot;778&quot;: case &quot;779&quot;: case &quot;782&quot;: case &quot;784&quot;: case &quot;785&quot;: case &quot;786&quot;: case &quot;787&quot;: case &quot;788&quot;: case &quot;789&quot;: case &quot;793&quot;: case &quot;795&quot;: case &quot;799&quot;: case &quot;803&quot;: case &quot;805&quot;: case &quot;808&quot;: case &quot;811&quot;: case &quot;815&quot;: case &quot;817&quot;: case &quot;818&quot;: case &quot;819&quot;: case &quot;820&quot;: case &quot;821&quot;: case &quot;832&quot;: case &quot;843&quot;: case &quot;845&quot;: case &quot;847&quot;: case &quot;849&quot;: case &quot;857&quot;: case &quot;858&quot;: case &quot;859&quot;: case &quot;860&quot;: case &quot;865&quot;: case &quot;866&quot;: case &quot;867&quot;: case &quot;870&quot;: case &quot;871&quot;: case &quot;872&quot;: case &quot;873&quot;: case &quot;875&quot;: case &quot;876&quot;: case &quot;880&quot;: case &quot;889&quot;: case &quot;890&quot;: case &quot;891&quot;: case &quot;903&quot;: case &quot;928&quot;: case &quot;941&quot;: case &quot;942&quot;: case &quot;944&quot;: case &quot;952&quot;: case &quot;954&quot;: case &quot;956&quot;: case &quot;958&quot;: case &quot;960&quot;: case &quot;962&quot;: case &quot;964&quot;: case &quot;965&quot;: case &quot;968&quot;: case &quot;969&quot;: case &quot;970&quot;: case &quot;971&quot;: case &quot;975&quot;: case &quot;976&quot;: case &quot;978&quot;: case &quot;981&quot;: case &quot;989&quot;: case &quot;994&quot;: case &quot;998&quot;: case &quot;1000&quot;: case &quot;1002&quot;: case &quot;1003&quot;: case &quot;1005&quot;: case &quot;1006&quot;: case &quot;1018&quot;: case &quot;1022&quot;: case &quot;1030&quot;: case &quot;1031&quot;: case &quot;1037&quot;: case &quot;1041&quot;: case &quot;1051&quot;: case &quot;1052&quot;: case &quot;1054&quot;: case &quot;1055&quot;: case &quot;1060&quot;: case &quot;1071&quot;: case &quot;1072&quot;: case &quot;1073&quot;: case &quot;1076&quot;: case &quot;1079&quot;: case &quot;1080&quot;: case &quot;1086&quot;: case &quot;1100&quot;: case &quot;1101&quot;: case &quot;1111&quot;: case &quot;1113&quot;: case &quot;1118&quot;: case &quot;1119&quot;: case &quot;1120&quot;: case &quot;1123&quot;: case &quot;1128&quot;: case &quot;1129&quot;: case &quot;1130&quot;: case &quot;1132&quot;: case &quot;1142&quot;: case &quot;1144&quot;: case &quot;1146&quot;: case &quot;1152&quot;: case &quot;1154&quot;: case &quot;1155&quot;: case &quot;1156&quot;: case &quot;1157&quot;: case &quot;1158&quot;: case &quot;1164&quot;: case &quot;1165&quot;: case &quot;1167&quot;: case &quot;1171&quot;: case &quot;1172&quot;: case &quot;1173&quot;: case &quot;1175&quot;: case &quot;1177&quot;: case &quot;1191&quot;: case &quot;1192&quot;: case &quot;1193&quot;: case &quot;1195&quot;: case &quot;1199&quot;: case &quot;1206&quot;: case &quot;1207&quot;: case &quot;1211&quot;: case &quot;1220&quot;: case &quot;1221&quot;: case &quot;1222&quot;: case &quot;1223&quot;: case &quot;1225&quot;: case &quot;1229&quot;: case &quot;1231&quot;: case &quot;1232&quot;: case &quot;1270&quot;: case &quot;1275&quot;: case &quot;1276&quot;: case &quot;1284&quot;: case &quot;1286&quot;: case &quot;1287&quot;: case &quot;1289&quot;: case &quot;1290&quot;: case &quot;1291&quot;: case &quot;1292&quot;: case &quot;1293&quot;: case &quot;1294&quot;: case &quot;1295&quot;: case &quot;1296&quot;: case &quot;1297&quot;: case &quot;1301&quot;: case &quot;1303&quot;: case &quot;1304&quot;: case &quot;1305&quot;: case &quot;1306&quot;: case &quot;1307&quot;: case &quot;1308&quot;: case &quot;1309&quot;: case &quot;1310&quot;: case &quot;1312&quot;: case &quot;1313&quot;: case &quot;1314&quot;: case &quot;1316&quot;: case &quot;1317&quot;: case &quot;1318&quot;: case &quot;1320&quot;: case &quot;1322&quot;: case &quot;1326&quot;: case &quot;1327&quot;: case &quot;1330&quot;: case &quot;1331&quot;: case &quot;1332&quot;: case &quot;1333&quot;: case &quot;1334&quot;: case &quot;1335&quot;: case &quot;1336&quot;: case &quot;1337&quot;: case &quot;1344&quot;: case &quot;1345&quot;: case &quot;1346&quot;: case &quot;1348&quot;: case &quot;1350&quot;: case &quot;1352&quot;: case &quot;1354&quot;: case &quot;1355&quot;: case &quot;1358&quot;: case &quot;1361&quot;: case &quot;1365&quot;: case &quot;1368&quot;: case &quot;1370&quot;: case &quot;1372&quot;: case &quot;1384&quot;: case &quot;1385&quot;: case &quot;1387&quot;: case &quot;1389&quot;: case &quot;1390&quot;: case &quot;1391&quot;: case &quot;1393&quot;: case &quot;1394&quot;: case &quot;1395&quot;: case &quot;1397&quot;: case &quot;1403&quot;: case &quot;1405&quot;: case &quot;1406&quot;: case &quot;1409&quot;: case &quot;1414&quot;: case &quot;1417&quot;: case &quot;1418&quot;: case &quot;1425&quot;: case &quot;1433&quot;: case &quot;1441&quot;: case &quot;1454&quot;: case &quot;1457&quot;: case &quot;1463&quot;: case &quot;1464&quot;: case &quot;1468&quot;: case &quot;1469&quot;: case &quot;1470&quot;: case &quot;1472&quot;: case &quot;1476&quot;: case &quot;1487&quot;: case &quot;1492&quot;: case &quot;1493&quot;: case &quot;1544&quot;: case &quot;1550&quot;: case &quot;1553&quot;: case &quot;1554&quot;: case &quot;1556&quot;: case &quot;1557&quot;: case &quot;1569&quot;: case &quot;1579&quot;: case &quot;1592&quot;: case &quot;1596&quot;: case &quot;1597&quot;: case &quot;1600&quot;: case &quot;1603&quot;: case &quot;1604&quot;: case &quot;1606&quot;: case &quot;1611&quot;: case &quot;1613&quot;: case &quot;1620&quot;: case &quot;1621&quot;: case &quot;1624&quot;: case &quot;1625&quot;: case &quot;1627&quot;: case &quot;1628&quot;: case &quot;1629&quot;: case &quot;1630&quot;: case &quot;1631&quot;: case &quot;1632&quot;: case &quot;1633&quot;: case &quot;1645&quot;: case &quot;1655&quot;: case &quot;1669&quot;: case &quot;1671&quot;: case &quot;1673&quot;: case &quot;1674&quot;: case &quot;1675&quot;: case &quot;1679&quot;: case &quot;1680&quot;: case &quot;1682&quot;: case &quot;1687&quot;: case &quot;1694&quot;: case &quot;1696&quot;: case &quot;1708&quot;: case &quot;1720&quot;: case &quot;1721&quot;: case &quot;1724&quot;: case &quot;1725&quot;: case &quot;1726&quot;: case &quot;1727&quot;: case &quot;1736&quot;: case &quot;1737&quot;: case &quot;1745&quot;: case &quot;1746&quot;: case &quot;1751&quot;: case &quot;1754&quot;: case &quot;1757&quot;: case &quot;1767&quot;: case &quot;1768&quot;: case &quot;1773&quot;: case &quot;1774&quot;: case &quot;1776&quot;: case &quot;1777&quot;: case &quot;1778&quot;: case &quot;1779&quot;: \n",
+       "                    return {&quot;color&quot;: &quot;#c7e9b4&quot;, &quot;fillColor&quot;: &quot;#c7e9b4&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0};\n",
+       "                case &quot;143&quot;: case &quot;154&quot;: case &quot;155&quot;: case &quot;157&quot;: case &quot;159&quot;: case &quot;182&quot;: case &quot;183&quot;: case &quot;186&quot;: case &quot;187&quot;: case &quot;188&quot;: case &quot;189&quot;: case &quot;190&quot;: case &quot;193&quot;: case &quot;195&quot;: case &quot;197&quot;: case &quot;200&quot;: case &quot;202&quot;: case &quot;203&quot;: case &quot;204&quot;: case &quot;205&quot;: case &quot;206&quot;: case &quot;209&quot;: case &quot;211&quot;: case &quot;213&quot;: case &quot;217&quot;: case &quot;219&quot;: case &quot;220&quot;: case &quot;223&quot;: case &quot;224&quot;: case &quot;225&quot;: case &quot;226&quot;: case &quot;227&quot;: case &quot;228&quot;: case &quot;229&quot;: case &quot;230&quot;: case &quot;266&quot;: case &quot;272&quot;: case &quot;338&quot;: case &quot;526&quot;: case &quot;557&quot;: case &quot;561&quot;: case &quot;562&quot;: case &quot;565&quot;: case &quot;566&quot;: case &quot;567&quot;: case &quot;568&quot;: case &quot;572&quot;: case &quot;575&quot;: case &quot;587&quot;: case &quot;589&quot;: case &quot;590&quot;: case &quot;592&quot;: case &quot;593&quot;: case &quot;594&quot;: case &quot;595&quot;: case &quot;596&quot;: case &quot;599&quot;: case &quot;610&quot;: case &quot;611&quot;: case &quot;612&quot;: case &quot;613&quot;: case &quot;614&quot;: case &quot;615&quot;: case &quot;616&quot;: case &quot;621&quot;: case &quot;625&quot;: case &quot;629&quot;: case &quot;639&quot;: case &quot;641&quot;: case &quot;643&quot;: case &quot;668&quot;: case &quot;682&quot;: case &quot;686&quot;: case &quot;694&quot;: case &quot;698&quot;: case &quot;699&quot;: case &quot;700&quot;: case &quot;709&quot;: case &quot;712&quot;: case &quot;713&quot;: case &quot;765&quot;: case &quot;768&quot;: case &quot;777&quot;: case &quot;780&quot;: case &quot;781&quot;: case &quot;783&quot;: case &quot;810&quot;: case &quot;816&quot;: case &quot;862&quot;: case &quot;877&quot;: case &quot;885&quot;: case &quot;886&quot;: case &quot;887&quot;: case &quot;967&quot;: case &quot;973&quot;: case &quot;997&quot;: case &quot;1001&quot;: case &quot;1027&quot;: case &quot;1049&quot;: case &quot;1050&quot;: case &quot;1053&quot;: case &quot;1083&quot;: case &quot;1090&quot;: case &quot;1091&quot;: case &quot;1092&quot;: case &quot;1093&quot;: case &quot;1094&quot;: case &quot;1095&quot;: case &quot;1096&quot;: case &quot;1097&quot;: case &quot;1098&quot;: case &quot;1099&quot;: case &quot;1102&quot;: case &quot;1117&quot;: case &quot;1160&quot;: case &quot;1163&quot;: case &quot;1166&quot;: case &quot;1168&quot;: case &quot;1169&quot;: case &quot;1179&quot;: case &quot;1204&quot;: case &quot;1212&quot;: case &quot;1213&quot;: case &quot;1215&quot;: case &quot;1216&quot;: case &quot;1218&quot;: case &quot;1226&quot;: case &quot;1235&quot;: case &quot;1236&quot;: case &quot;1237&quot;: case &quot;1239&quot;: case &quot;1279&quot;: case &quot;1280&quot;: case &quot;1298&quot;: case &quot;1299&quot;: case &quot;1302&quot;: case &quot;1311&quot;: case &quot;1315&quot;: case &quot;1338&quot;: case &quot;1339&quot;: case &quot;1341&quot;: case &quot;1342&quot;: case &quot;1343&quot;: case &quot;1347&quot;: case &quot;1349&quot;: case &quot;1351&quot;: case &quot;1359&quot;: case &quot;1360&quot;: case &quot;1362&quot;: case &quot;1363&quot;: case &quot;1364&quot;: case &quot;1366&quot;: case &quot;1367&quot;: case &quot;1369&quot;: case &quot;1371&quot;: case &quot;1373&quot;: case &quot;1374&quot;: case &quot;1375&quot;: case &quot;1376&quot;: case &quot;1377&quot;: case &quot;1378&quot;: case &quot;1379&quot;: case &quot;1380&quot;: case &quot;1382&quot;: case &quot;1386&quot;: case &quot;1392&quot;: case &quot;1447&quot;: case &quot;1562&quot;: case &quot;1582&quot;: case &quot;1583&quot;: case &quot;1593&quot;: case &quot;1594&quot;: case &quot;1595&quot;: case &quot;1598&quot;: case &quot;1599&quot;: case &quot;1601&quot;: case &quot;1602&quot;: case &quot;1605&quot;: case &quot;1610&quot;: case &quot;1612&quot;: case &quot;1617&quot;: case &quot;1618&quot;: case &quot;1619&quot;: case &quot;1622&quot;: case &quot;1623&quot;: case &quot;1626&quot;: case &quot;1634&quot;: case &quot;1635&quot;: case &quot;1636&quot;: case &quot;1637&quot;: case &quot;1638&quot;: case &quot;1639&quot;: case &quot;1640&quot;: case &quot;1652&quot;: case &quot;1676&quot;: case &quot;1677&quot;: case &quot;1681&quot;: case &quot;1710&quot;: case &quot;1718&quot;: case &quot;1719&quot;: case &quot;1722&quot;: case &quot;1723&quot;: case &quot;1729&quot;: case &quot;1730&quot;: case &quot;1731&quot;: case &quot;1732&quot;: case &quot;1733&quot;: case &quot;1734&quot;: case &quot;1735&quot;: case &quot;1738&quot;: case &quot;1740&quot;: case &quot;1744&quot;: case &quot;1750&quot;: case &quot;1770&quot;: case &quot;1791&quot;: \n",
+       "                    return {&quot;color&quot;: &quot;#41b6c4&quot;, &quot;fillColor&quot;: &quot;#41b6c4&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0};\n",
+       "                case &quot;707&quot;: case &quot;708&quot;: case &quot;710&quot;: case &quot;711&quot;: case &quot;766&quot;: case &quot;807&quot;: case &quot;861&quot;: case &quot;863&quot;: case &quot;1217&quot;: case &quot;1238&quot;: case &quot;1489&quot;: \n",
+       "                    return {&quot;color&quot;: &quot;#225ea8&quot;, &quot;fillColor&quot;: &quot;#225ea8&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0};\n",
+       "                default:\n",
+       "                    return {&quot;color&quot;: &quot;#081d58&quot;, &quot;fillColor&quot;: &quot;#081d58&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0};\n",
+       "            }\n",
+       "        }\n",
+       "        function geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_highlighter(feature) {\n",
+       "            switch(feature.id) {\n",
+       "                default:\n",
+       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
+       "            }\n",
+       "        }\n",
+       "        function geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_pointToLayer(feature, latlng) {\n",
+       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
+       "            \n",
+       "            let style = geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_styler(feature)\n",
+       "            Object.assign(opts, style)\n",
+       "            \n",
+       "            return new L.CircleMarker(latlng, opts)\n",
+       "        }\n",
+       "\n",
+       "        function geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "                mouseout: function(e) {\n",
+       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
+       "                            geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2.resetStyle(e.target);\n",
+       "                    }\n",
+       "                },\n",
+       "                mouseover: function(e) {\n",
+       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
+       "                        const highlightStyle = geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_highlighter(e.target.feature)\n",
+       "                        e.target.setStyle(highlightStyle);\n",
+       "                    }\n",
+       "                },\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_onEachFeature,\n",
+       "            \n",
+       "                style: geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_styler,\n",
+       "                pointToLayer: geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_pointToLayer,\n",
+       "        });\n",
+       "\n",
+       "        function geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_add (data) {\n",
+       "            geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2\n",
+       "                .addData(data);\n",
+       "        }\n",
+       "            geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2_add({&quot;bbox&quot;: [31.263468127423568, 2.456396111037219, 34.03307800211379, 4.573388613609108], &quot;features&quot;: [{&quot;bbox&quot;: [31.41854419545201, 4.324447116131972, 31.48808425684375, 4.386347877925416], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[31.47519550095077, 4.3289501905354175], [31.48808425684375, 4.3599032933413655], [31.466206397028323, 4.386347877925416], [31.4314402403278, 4.3818487281513745], [31.41854419545201, 4.350901071731172], [31.44042158952889, 4.324447116131972], [31.47519550095077, 4.3289501905354175]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ffffd9&quot;, &quot;hex_id&quot;: &quot;866a52207ffffff&quot;, &quot;sum_pop_2020&quot;: 874.615335643291, &quot;sum_pop_f_0_2020&quot;: 12.6299495697021, &quot;sum_pop_f_10_2020&quot;: 40.9822463989258, &quot;sum_pop_f_15_2020&quot;: 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&quot;sum_pop_f_60_2020&quot;: 10.3979301452637, &quot;sum_pop_f_65_2020&quot;: 6.19762659072876, &quot;sum_pop_f_70_2020&quot;: 5.03353500366211, &quot;sum_pop_f_75_2020&quot;: 3.09630584716797, &quot;sum_pop_f_80_2020&quot;: 1.23390126228333, &quot;sum_pop_m_0_2020&quot;: 19.1650676727295, &quot;sum_pop_m_10_2020&quot;: 67.3174743652344, &quot;sum_pop_m_15_2020&quot;: 78.0764770507812, &quot;sum_pop_m_2020&quot;: 723.355098009109, &quot;sum_pop_m_20_2020&quot;: 91.6899032592773, &quot;sum_pop_m_25_2020&quot;: 81.2555847167969, &quot;sum_pop_m_30_2020&quot;: 59.6263580322266, &quot;sum_pop_m_35_2020&quot;: 47.8360290527344, &quot;sum_pop_m_40_2020&quot;: 36.1968460083008, &quot;sum_pop_m_45_2020&quot;: 30.8261413574219, &quot;sum_pop_m_50_2020&quot;: 22.4151954650879, &quot;sum_pop_m_55_2020&quot;: 20.5456695556641, &quot;sum_pop_m_5_2020&quot;: 67.2771377563477, &quot;sum_pop_m_60_2020&quot;: 14.1660146713257, &quot;sum_pop_m_65_2020&quot;: 9.49222755432129, 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+       "\n",
+       "        \n",
+       "    \n",
+       "    geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2.bindTooltip(\n",
+       "    function(layer){\n",
+       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
+       "    \n",
+       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
+       "    let fields = [&quot;sum_pop_2020&quot;];\n",
+       "    let aliases = [&quot;sum_pop_2020&quot;];\n",
+       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
+       "        String(\n",
+       "        fields.map(\n",
+       "        (v,i)=&gt;\n",
+       "        `&lt;tr&gt;\n",
+       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
+       "            \n",
+       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
+       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
+       "    +&#x27;&lt;/table&gt;&#x27;;\n",
+       "    div.innerHTML=table;\n",
+       "    \n",
+       "    return div\n",
+       "    }\n",
+       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
+       "                     \n",
+       "    \n",
+       "            geo_json_e33b9cdeec22b5dff3dd311c70b2ebd2.addTo(map_5dc003c22033f8a77a3c8b30e83b25f3);\n",
+       "        \n",
+       "    \n",
+       "    var color_map_6592bb4cce7d00691d3e01978cf9c170 = {};\n",
+       "\n",
+       "    \n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.color = d3.scale.threshold()\n",
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+       "    \n",
+       "\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.x = d3.scale.linear()\n",
+       "              .domain([63.5533215720206, 134864.506774902])\n",
+       "              .range([0, 450 - 50]);\n",
+       "\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.legend = L.control({position: &#x27;topright&#x27;});\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.legend.addTo(map_5dc003c22033f8a77a3c8b30e83b25f3);\n",
+       "\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.xAxis = d3.svg.axis()\n",
+       "        .scale(color_map_6592bb4cce7d00691d3e01978cf9c170.x)\n",
+       "        .orient(&quot;top&quot;)\n",
+       "        .tickSize(1)\n",
+       "        .tickValues([63.5533215720206, 3012.79730606079, 7118.17821788788, 17153.5320768356, 45709.0688095093, 134864.506774902]);\n",
+       "\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
+       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
+       "        .attr(&quot;width&quot;, 450)\n",
+       "        .attr(&quot;height&quot;, 40);\n",
+       "\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.g = color_map_6592bb4cce7d00691d3e01978cf9c170.svg.append(&quot;g&quot;)\n",
+       "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
+       "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
+       "\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.g.selectAll(&quot;rect&quot;)\n",
+       "        .data(color_map_6592bb4cce7d00691d3e01978cf9c170.color.range().map(function(d, i) {\n",
+       "          return {\n",
+       "            x0: i ? color_map_6592bb4cce7d00691d3e01978cf9c170.x(color_map_6592bb4cce7d00691d3e01978cf9c170.color.domain()[i - 1]) : color_map_6592bb4cce7d00691d3e01978cf9c170.x.range()[0],\n",
+       "            x1: i &lt; color_map_6592bb4cce7d00691d3e01978cf9c170.color.domain().length ? color_map_6592bb4cce7d00691d3e01978cf9c170.x(color_map_6592bb4cce7d00691d3e01978cf9c170.color.domain()[i]) : color_map_6592bb4cce7d00691d3e01978cf9c170.x.range()[1],\n",
+       "            z: d\n",
+       "          };\n",
+       "        }))\n",
+       "      .enter().append(&quot;rect&quot;)\n",
+       "        .attr(&quot;height&quot;, 40 - 30)\n",
+       "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
+       "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
+       "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
+       "\n",
+       "    color_map_6592bb4cce7d00691d3e01978cf9c170.g.call(color_map_6592bb4cce7d00691d3e01978cf9c170.xAxis).append(&quot;text&quot;)\n",
+       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
+       "        .attr(&quot;y&quot;, 21)\n",
+       "        .text(&quot;Population&quot;);\n",
+       "&lt;/script&gt;\n",
+       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+      ],
+      "text/plain": [
+       "<folium.folium.Map at 0x168a55520>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Convert geometry from GeoJSON string to Shapely geometry\n",
+    "df[\"geometry\"] = df[\"geometry\"].apply(lambda geom: shape(json.loads(geom)) if isinstance(geom, str) else shape(geom))\n",
+    "\n",
+    "gdf = gpd.GeoDataFrame(df, geometry=\"geometry\", crs=\"EPSG:4326\")\n",
+    "\n",
+    "# Plot on Map\n",
+    "m = gdf.explore(\n",
+    "    column=\"sum_pop_2020\",\n",
+    "    tooltip=\"sum_pop_2020\",\n",
+    "    cmap=\"YlGnBu\",\n",
+    "    legend=True,\n",
+    "    scheme=\"naturalbreaks\",\n",
+    "    legend_kwds=dict(colorbar=True, caption=\"Population\", interval=False),\n",
+    "    style_kwds=dict(weight=0, fillOpacity=0.8),\n",
+    "    name=\"Population by Hexagon\",\n",
+    ")\n",
+    "\n",
+    "m"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "05e1b5bb-9ee1-481e-81b1-201df3099116",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Let's aggregate:\n",
+    "agg_fields = female_fields + male_fields\n",
+    "pyramid_data = df[agg_fields].sum()  # Summation across all returned polygons\n",
+    "\n",
+    "# Prepare data for plotting\n",
+    "male_pop = [pyramid_data[f\"sum_pop_m_{a}_2020\"] for a in age_groups]\n",
+    "female_pop = [pyramid_data[f\"sum_pop_f_{a}_2020\"] for a in age_groups]\n",
+    "\n",
+    "# Create a DataFrame for easier plotting\n",
+    "plot_df = pd.DataFrame({\n",
+    "    \"AgeGroup\": [f\"{a}-{a+4}\" if a<80 else \"80+\" for a in age_groups],\n",
+    "    \"Male\": male_pop,\n",
+    "    \"Female\": female_pop\n",
+    "})\n",
+    "\n",
+    "# Plotting the Pyramid\n",
+    "fig, ax = plt.subplots(figsize=(7,5))\n",
+    "\n",
+    "# Plot males as negative for symmetry\n",
+    "ax.barh(plot_df[\"AgeGroup\"], -plot_df[\"Male\"], color=\"steelblue\", label=\"Male\")\n",
+    "ax.barh(plot_df[\"AgeGroup\"], plot_df[\"Female\"], color=\"salmon\", label=\"Female\")\n",
+    "\n",
+    "ax.set_xlabel(\"Population\")\n",
+    "ax.set_ylabel(\"Age Group\")\n",
+    "ax.set_title(\"Population Pyramid for Selected AOI (2020)\")\n",
+    "\n",
+    "# Make x-ticks positive labels, even though males are negative in the data\n",
+    "ax.axvline(0, color=\"black\", linewidth=1)\n",
+    "ax.legend()\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8c4aab83-8212-44a6-82e6-bf909762d979",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/user-docs/space2stats_api_demo_urban_flood_risk.ipynb b/docs/user-docs/space2stats_api_demo_urban_flood_risk.ipynb
new file mode 100644
index 0000000..47f645b
--- /dev/null
+++ b/docs/user-docs/space2stats_api_demo_urban_flood_risk.ipynb
@@ -0,0 +1,801 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c56b62b8-fa9a-4df3-9d2a-0bacea66a091",
+   "metadata": {},
+   "source": [
+    "# Urban Centers at Flood Risk Analysis\n",
+    "\n",
+    "This notebook guides you through:\n",
+    "\n",
+    "1. Selecting an Area of Interest (AOI) interactively on a map.\n",
+    "2. Fetching demographic and flood risk data.\n",
+    "3. Identifying urban centers within the AOI that are at the highest risk due to flooding, using GHS settlement population metrics.\n",
+    "4. Visualizing and ranking these areas.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "a4281bd0-0351-4432-96f0-88d89f7cb931",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "import requests\n",
+    "import pandas as pd\n",
+    "import geopandas as gpd\n",
+    "from shapely.geometry import shape\n",
+    "from ipyleaflet import Map, DrawControl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "f8f8ef28-2ef1-425d-97a0-2a317bdb3a80",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e0125cb7915b497bae866b58c20cb7e2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Map(center=[27, 29.7], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zoom_out_t…"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Initialize a map for AOI selection\n",
+    "m = Map(center=(27,29.7), zoom=6)\n",
+    "\n",
+    "draw_control = DrawControl(\n",
+    "    polygon={\n",
+    "        \"shapeOptions\": {\n",
+    "            \"color\": \"#6e6d6b\",\n",
+    "            \"weight\": 2,\n",
+    "            \"fillOpacity\": 0.5\n",
+    "        },\n",
+    "        \"drawError\": {\n",
+    "            \"color\": \"#dd253b\",\n",
+    "            \"message\": \"Error drawing shape!\"\n",
+    "        },\n",
+    "    },\n",
+    "    rectangle={\n",
+    "        \"shapeOptions\": {\n",
+    "            \"color\": \"#6e6d6b\",\n",
+    "            \"weight\": 2,\n",
+    "            \"fillOpacity\": 0.5\n",
+    "        }\n",
+    "    },\n",
+    "    marker={},\n",
+    "    circlemarker={},\n",
+    "    polyline={}\n",
+    ")\n",
+    "\n",
+    "user_aoi = None\n",
+    "\n",
+    "def handle_draw(self, action, geo_json):\n",
+    "    global user_aoi\n",
+    "    user_aoi = geo_json\n",
+    "    print(\"AOI captured:\")\n",
+    "    print(json.dumps(user_aoi, indent=2))\n",
+    "\n",
+    "draw_control.on_draw(handle_draw)\n",
+    "m.add_control(draw_control)\n",
+    "m\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "ac23a9bc-89fe-4ca2-9489-2ee3a0199ed6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set the API Request String\n",
+    "BASE_URL = \"https://w7tfg3g781.execute-api.us-east-1.amazonaws.com\"\n",
+    "SUMMARY_ENDPOINT = f\"{BASE_URL}/summary\"\n",
+    "\n",
+    "# Fields of interest: population, flood, and GHS settlement metrics\n",
+    "fields = [\n",
+    "    \"sum_pop_2020\", \"sum_pop_f_2020\", \"sum_pop_m_2020\", \"pop_flood\", \"pop_flood_pct\",\n",
+    "    \"ghs_11_pop\", \"ghs_12_pop\", \"ghs_13_pop\", \"ghs_21_pop\", \"ghs_22_pop\", \"ghs_23_pop\", \"ghs_30_pop\"\n",
+    "]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "5fd9e516-0f3d-4498-b3dd-04389914d15f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# Check if AOI is set\n",
+    "if user_aoi is None:\n",
+    "    raise ValueError(\"No AOI selected. Please draw an AOI on the map above and rerun this cell.\")\n",
+    "\n",
+    "# Convert AOI to required format (Feature)\n",
+    "aoi_feature = {\n",
+    "    \"type\": \"Feature\",\n",
+    "    \"geometry\": user_aoi[\"geometry\"],\n",
+    "    \"properties\": {\"name\": \"User Selected AOI\"}\n",
+    "}\n",
+    "\n",
+    "request_payload = {\n",
+    "    \"aoi\": aoi_feature,\n",
+    "    \"spatial_join_method\": \"touches\",\n",
+    "    \"fields\": fields,\n",
+    "    \"geometry\": \"polygon\",\n",
+    "}\n",
+    "\n",
+    "response = requests.post(SUMMARY_ENDPOINT, json=request_payload)\n",
+    "\n",
+    "if response.status_code != 200:\n",
+    "    raise Exception(\"Failed to get summary data:\", response.text)\n",
+    "\n",
+    "summary_data = response.json()\n",
+    "\n",
+    "df = pd.DataFrame(summary_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "b8eb6e7d-de13-43ed-bdde-5d97963cd78f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Data retrieved and converted to GeoDataFrame.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Convert geometry field from GeoJSON to Shapely\n",
+    "if isinstance(df[\"geometry\"].iloc[0], str):\n",
+    "    df[\"geometry\"] = df[\"geometry\"].apply(json.loads)\n",
+    "\n",
+    "df[\"geometry\"] = df[\"geometry\"].apply(shape)\n",
+    "\n",
+    "gdf = gpd.GeoDataFrame(df, geometry=\"geometry\", crs=\"EPSG:4326\")\n",
+    "\n",
+    "print(\"Data retrieved and converted to GeoDataFrame.\")\n",
+    "#gdf.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "eea58697-ad0d-4a90-8751-1f633ca46f99",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>hex_id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>sum_pop_2020</th>\n",
+       "      <th>sum_pop_f_2020</th>\n",
+       "      <th>sum_pop_m_2020</th>\n",
+       "      <th>pop_flood</th>\n",
+       "      <th>pop_flood_pct</th>\n",
+       "      <th>ghs_11_pop</th>\n",
+       "      <th>ghs_12_pop</th>\n",
+       "      <th>ghs_13_pop</th>\n",
+       "      <th>ghs_21_pop</th>\n",
+       "      <th>ghs_22_pop</th>\n",
+       "      <th>ghs_23_pop</th>\n",
+       "      <th>ghs_30_pop</th>\n",
+       "      <th>urban_pop</th>\n",
+       "      <th>risk_score</th>\n",
+       "      <th>risk_score_norm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1391</th>\n",
+       "      <td>863e46657ffffff</td>\n",
+       "      <td>POLYGON ((31.14573 27.21547, 31.12845 27.18234...</td>\n",
+       "      <td>566627.893311</td>\n",
+       "      <td>275516.716797</td>\n",
+       "      <td>291111.176514</td>\n",
+       "      <td>368488.695989</td>\n",
+       "      <td>0.650426</td>\n",
+       "      <td>0.286214</td>\n",
+       "      <td>43.898725</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>915.403993</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>20.302995</td>\n",
+       "      <td>641632.233433</td>\n",
+       "      <td>641652.536428</td>\n",
+       "      <td>417347.318227</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>336</th>\n",
+       "      <td>863e4205fffffff</td>\n",
+       "      <td>POLYGON ((31.69575 26.56058, 31.67844 26.52755...</td>\n",
+       "      <td>329936.939209</td>\n",
+       "      <td>163869.888794</td>\n",
+       "      <td>166067.050415</td>\n",
+       "      <td>251887.227171</td>\n",
+       "      <td>0.760492</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>486.578873</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11407.403337</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>20818.880593</td>\n",
+       "      <td>300402.691452</td>\n",
+       "      <td>321221.572045</td>\n",
+       "      <td>244286.310899</td>\n",
+       "      <td>58.533097</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1282</th>\n",
+       "      <td>863e461afffffff</td>\n",
+       "      <td>POLYGON ((30.84588 27.76354, 30.82858 27.73036...</td>\n",
+       "      <td>225762.972473</td>\n",
+       "      <td>110895.939514</td>\n",
+       "      <td>114867.032959</td>\n",
+       "      <td>158188.937597</td>\n",
+       "      <td>0.669869</td>\n",
+       "      <td>6.471631</td>\n",
+       "      <td>1999.221003</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2790.173053</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>21888.971348</td>\n",
+       "      <td>274027.723812</td>\n",
+       "      <td>295916.695159</td>\n",
+       "      <td>198225.527161</td>\n",
+       "      <td>47.496538</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1476</th>\n",
+       "      <td>863e4699fffffff</td>\n",
+       "      <td>POLYGON ((30.74981 28.10564, 30.73248 28.07245...</td>\n",
+       "      <td>294847.856201</td>\n",
+       "      <td>145668.350464</td>\n",
+       "      <td>149179.505737</td>\n",
+       "      <td>171839.221415</td>\n",
+       "      <td>0.603658</td>\n",
+       "      <td>49.475881</td>\n",
+       "      <td>623.250167</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6253.058859</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11949.665112</td>\n",
+       "      <td>294007.560908</td>\n",
+       "      <td>305957.226020</td>\n",
+       "      <td>184693.640318</td>\n",
+       "      <td>44.254182</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1255</th>\n",
+       "      <td>863e460b7ffffff</td>\n",
+       "      <td>POLYGON ((30.80029 27.60091, 30.78303 27.56772...</td>\n",
+       "      <td>205633.663269</td>\n",
+       "      <td>101348.879578</td>\n",
+       "      <td>104284.783691</td>\n",
+       "      <td>143713.732009</td>\n",
+       "      <td>0.696577</td>\n",
+       "      <td>43.055753</td>\n",
+       "      <td>585.262277</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6080.221818</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>169.485524</td>\n",
+       "      <td>254081.217079</td>\n",
+       "      <td>254250.702603</td>\n",
+       "      <td>177105.155543</td>\n",
+       "      <td>42.435916</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               hex_id                                           geometry  \\\n",
+       "1391  863e46657ffffff  POLYGON ((31.14573 27.21547, 31.12845 27.18234...   \n",
+       "336   863e4205fffffff  POLYGON ((31.69575 26.56058, 31.67844 26.52755...   \n",
+       "1282  863e461afffffff  POLYGON ((30.84588 27.76354, 30.82858 27.73036...   \n",
+       "1476  863e4699fffffff  POLYGON ((30.74981 28.10564, 30.73248 28.07245...   \n",
+       "1255  863e460b7ffffff  POLYGON ((30.80029 27.60091, 30.78303 27.56772...   \n",
+       "\n",
+       "       sum_pop_2020  sum_pop_f_2020  sum_pop_m_2020      pop_flood  \\\n",
+       "1391  566627.893311   275516.716797   291111.176514  368488.695989   \n",
+       "336   329936.939209   163869.888794   166067.050415  251887.227171   \n",
+       "1282  225762.972473   110895.939514   114867.032959  158188.937597   \n",
+       "1476  294847.856201   145668.350464   149179.505737  171839.221415   \n",
+       "1255  205633.663269   101348.879578   104284.783691  143713.732009   \n",
+       "\n",
+       "      pop_flood_pct  ghs_11_pop   ghs_12_pop  ghs_13_pop    ghs_21_pop  \\\n",
+       "1391       0.650426    0.286214    43.898725         0.0    915.403993   \n",
+       "336        0.760492    0.000000   486.578873         0.0  11407.403337   \n",
+       "1282       0.669869    6.471631  1999.221003         0.0   2790.173053   \n",
+       "1476       0.603658   49.475881   623.250167         0.0   6253.058859   \n",
+       "1255       0.696577   43.055753   585.262277         0.0   6080.221818   \n",
+       "\n",
+       "      ghs_22_pop    ghs_23_pop     ghs_30_pop      urban_pop     risk_score  \\\n",
+       "1391         0.0     20.302995  641632.233433  641652.536428  417347.318227   \n",
+       "336          0.0  20818.880593  300402.691452  321221.572045  244286.310899   \n",
+       "1282         0.0  21888.971348  274027.723812  295916.695159  198225.527161   \n",
+       "1476         0.0  11949.665112  294007.560908  305957.226020  184693.640318   \n",
+       "1255         0.0    169.485524  254081.217079  254250.702603  177105.155543   \n",
+       "\n",
+       "      risk_score_norm  \n",
+       "1391       100.000000  \n",
+       "336         58.533097  \n",
+       "1282        47.496538  \n",
+       "1476        44.254182  \n",
+       "1255        42.435916  "
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Define urban_pop to only include semi-dense urban clusters (22_POP), dense urban clusters (23_POP) and urban centres (30_POP)\n",
+    "gdf[\"urban_pop\"] = gdf[\"ghs_22_pop\"] + gdf[\"ghs_23_pop\"] + gdf[\"ghs_30_pop\"]\n",
+    "\n",
+    "# Calculate risk score using only the updated urban_pop\n",
+    "gdf[\"risk_score\"] = gdf[\"pop_flood_pct\"] * gdf[\"urban_pop\"]\n",
+    "\n",
+    "# Filter to areas where urban_pop is significant (e.g., > 100 people)\n",
+    "urban_gdf = gdf[gdf[\"urban_pop\"] > 100].copy()\n",
+    "\n",
+    "max_score = urban_gdf[\"risk_score\"].max()\n",
+    "urban_gdf[\"risk_score_norm\"] = (urban_gdf[\"risk_score\"] / max_score) * 100\n",
+    "\n",
+    "# Now sorting and other operations will not raise SettingWithCopyWarning\n",
+    "urban_gdf = urban_gdf.sort_values(\"risk_score_norm\", ascending=False)\n",
+    "urban_gdf.head()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "125ea600-78b4-4257-8c8d-1278616e5f90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
+       "&lt;html&gt;\n",
+       "&lt;head&gt;\n",
+       "    \n",
+       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
+       "    \n",
+       "        &lt;script&gt;\n",
+       "            L_NO_TOUCH = false;\n",
+       "            L_DISABLE_3D = false;\n",
+       "        &lt;/script&gt;\n",
+       "    \n",
+       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
+       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap-glyphicons.css&quot;/&gt;\n",
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+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
+       "    \n",
+       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
+       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
+       "            &lt;style&gt;\n",
+       "                #map_9ff5049d61815a8d1e8ae1c6a7177221 {\n",
+       "                    position: relative;\n",
+       "                    width: 100.0%;\n",
+       "                    height: 100.0%;\n",
+       "                    left: 0.0%;\n",
+       "                    top: 0.0%;\n",
+       "                }\n",
+       "                .leaflet-container { font-size: 1rem; }\n",
+       "            &lt;/style&gt;\n",
+       "        \n",
+       "    \n",
+       "                    &lt;style&gt;\n",
+       "                        .foliumtooltip {\n",
+       "                            \n",
+       "                        }\n",
+       "                       .foliumtooltip table{\n",
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+       "                        }\n",
+       "                        .foliumtooltip tr{\n",
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+       "                        }\n",
+       "                        .foliumtooltip th{\n",
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+       "                        }\n",
+       "                    &lt;/style&gt;\n",
+       "            \n",
+       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    \n",
+       "                    &lt;style&gt;\n",
+       "                        .foliumtooltip {\n",
+       "                            \n",
+       "                        }\n",
+       "                       .foliumtooltip table{\n",
+       "                            margin: auto;\n",
+       "                        }\n",
+       "                        .foliumtooltip tr{\n",
+       "                            text-align: left;\n",
+       "                        }\n",
+       "                        .foliumtooltip th{\n",
+       "                            padding: 2px; padding-right: 8px;\n",
+       "                        }\n",
+       "                    &lt;/style&gt;\n",
+       "            \n",
+       "&lt;/head&gt;\n",
+       "&lt;body&gt;\n",
+       "    \n",
+       "    \n",
+       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_9ff5049d61815a8d1e8ae1c6a7177221&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;\n",
+       "    \n",
+       "    \n",
+       "            var map_9ff5049d61815a8d1e8ae1c6a7177221 = L.map(\n",
+       "                &quot;map_9ff5049d61815a8d1e8ae1c6a7177221&quot;,\n",
+       "                {\n",
+       "                    center: [27.944741418100463, 31.579307926163377],\n",
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+       "                    zoom: 10,\n",
+       "                    zoomControl: true,\n",
+       "                    preferCanvas: false,\n",
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+       "            );\n",
+       "            L.control.scale().addTo(map_9ff5049d61815a8d1e8ae1c6a7177221);\n",
+       "\n",
+       "            \n",
+       "\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_97272fa041fff7f0fd4c9d238c675f71 = L.tileLayer(\n",
+       "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_97272fa041fff7f0fd4c9d238c675f71.addTo(map_9ff5049d61815a8d1e8ae1c6a7177221);\n",
+       "        \n",
+       "    \n",
+       "            map_9ff5049d61815a8d1e8ae1c6a7177221.fitBounds(\n",
+       "                [[26.147714187764613, 30.341474969971635], [29.741768648436317, 32.81714088235512]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "        function geo_json_59a8c5f42a677bd61fe489e94bfcaf41_styler(feature) {\n",
+       "            switch(feature.id) {\n",
+       "                case &quot;1391&quot;: case &quot;336&quot;: case &quot;1282&quot;: case &quot;1476&quot;: case &quot;1255&quot;: case &quot;1395&quot;: case &quot;335&quot;: case &quot;333&quot;: case &quot;509&quot;: case &quot;393&quot;: case &quot;417&quot;: case &quot;2045&quot;: case &quot;330&quot;: case &quot;1389&quot;: case &quot;398&quot;: case &quot;517&quot;: case &quot;359&quot;: case &quot;1413&quot;: case &quot;536&quot;: case &quot;394&quot;: case &quot;390&quot;: case &quot;1448&quot;: case &quot;1345&quot;: case &quot;2347&quot;: case &quot;1475&quot;: case &quot;334&quot;: case &quot;1392&quot;: case &quot;513&quot;: case &quot;355&quot;: case &quot;363&quot;: case &quot;1473&quot;: case &quot;419&quot;: case &quot;337&quot;: case &quot;421&quot;: case &quot;2060&quot;: case &quot;2549&quot;: case &quot;331&quot;: case &quot;537&quot;: case &quot;1281&quot;: case &quot;1383&quot;: case &quot;2521&quot;: case &quot;2525&quot;: case &quot;1344&quot;: case &quot;399&quot;: case &quot;2049&quot;: case &quot;402&quot;: case &quot;1373&quot;: case &quot;2062&quot;: case &quot;339&quot;: case &quot;1412&quot;: case &quot;420&quot;: case &quot;1265&quot;: case &quot;1279&quot;: case &quot;1280&quot;: case &quot;2057&quot;: case &quot;1569&quot;: case &quot;1387&quot;: case &quot;364&quot;: case &quot;1251&quot;: case &quot;1536&quot;: case &quot;2548&quot;: \n",
+       "                    return {&quot;color&quot;: &quot;#7f0000&quot;, &quot;fillColor&quot;: &quot;#7f0000&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0.5};\n",
+       "                case &quot;2334&quot;: case &quot;354&quot;: case &quot;2047&quot;: case &quot;1340&quot;: case &quot;2076&quot;: case &quot;1372&quot;: case &quot;396&quot;: case &quot;1539&quot;: case &quot;512&quot;: case &quot;389&quot;: case &quot;358&quot;: case &quot;1445&quot;: case &quot;2426&quot;: case &quot;1541&quot;: case &quot;1451&quot;: case &quot;1540&quot;: case &quot;510&quot;: case &quot;1369&quot;: case &quot;508&quot;: case &quot;1449&quot;: case &quot;2537&quot;: case &quot;2535&quot;: case &quot;1278&quot;: case &quot;2513&quot;: case &quot;1447&quot;: case &quot;2322&quot;: case &quot;538&quot;: case &quot;1385&quot;: case &quot;496&quot;: case &quot;1904&quot;: case &quot;1283&quot;: case &quot;1479&quot;: case &quot;1277&quot;: case &quot;2515&quot;: case &quot;423&quot;: case &quot;361&quot;: case &quot;1565&quot;: case &quot;1537&quot;: case &quot;1386&quot;: case &quot;542&quot;: case &quot;338&quot;: case &quot;2550&quot;: case &quot;2547&quot;: case &quot;2035&quot;: case &quot;357&quot;: case &quot;1382&quot;: case &quot;1429&quot;: case &quot;2517&quot;: case &quot;1906&quot;: case &quot;1477&quot;: case &quot;2330&quot;: case &quot;327&quot;: case &quot;511&quot;: case &quot;2523&quot;: case &quot;1905&quot;: case &quot;2421&quot;: case &quot;1393&quot;: case &quot;514&quot;: case &quot;395&quot;: case &quot;2422&quot;: case &quot;678&quot;: \n",
+       "                    return {&quot;color&quot;: &quot;#d7301f&quot;, &quot;fillColor&quot;: &quot;#d7301f&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0.5};\n",
+       "                case &quot;2074&quot;: case &quot;1924&quot;: case &quot;2061&quot;: case &quot;2007&quot;: case &quot;540&quot;: case &quot;1368&quot;: case &quot;1907&quot;: case &quot;392&quot;: case &quot;1341&quot;: case &quot;1384&quot;: case &quot;2058&quot;: case &quot;2071&quot;: case &quot;397&quot;: case &quot;1909&quot;: case &quot;1425&quot;: case &quot;1428&quot;: case &quot;1266&quot;: case &quot;2552&quot;: case &quot;2031&quot;: case &quot;1411&quot;: case &quot;1416&quot;: case &quot;2524&quot;: case &quot;2033&quot;: case &quot;352&quot;: case &quot;539&quot;: case &quot;360&quot;: case &quot;418&quot;: case &quot;2359&quot;: case &quot;2318&quot;: case &quot;521&quot;: case &quot;2553&quot;: case &quot;1928&quot;: case &quot;326&quot;: case &quot;1408&quot;: case &quot;2335&quot;: case &quot;1346&quot;: case &quot;541&quot;: case &quot;1568&quot;: case &quot;1564&quot;: case &quot;632&quot;: case &quot;1922&quot;: case &quot;677&quot;: case &quot;2519&quot;: case &quot;1388&quot;: case &quot;2436&quot;: case &quot;1410&quot;: case &quot;348&quot;: case &quot;1420&quot;: case &quot;2349&quot;: case &quot;1981&quot;: case &quot;2043&quot;: case &quot;2363&quot;: case &quot;1269&quot;: case &quot;1371&quot;: case &quot;2023&quot;: case &quot;1253&quot;: case &quot;2344&quot;: case &quot;1343&quot;: case &quot;1404&quot;: case &quot;2544&quot;: case &quot;356&quot;: \n",
+       "                    return {&quot;color&quot;: &quot;#fc8d59&quot;, &quot;fillColor&quot;: &quot;#fc8d59&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0.5};\n",
+       "                case &quot;1542&quot;: case &quot;367&quot;: case &quot;2452&quot;: case &quot;1986&quot;: case &quot;2360&quot;: case &quot;2006&quot;: case &quot;377&quot;: case &quot;2543&quot;: case &quot;2348&quot;: case &quot;2546&quot;: case &quot;422&quot;: case &quot;1984&quot;: case &quot;2541&quot;: case &quot;2440&quot;: case &quot;2503&quot;: case &quot;2454&quot;: case &quot;400&quot;: case &quot;1407&quot;: case &quot;2333&quot;: case &quot;2048&quot;: case &quot;1992&quot;: case &quot;2046&quot;: case &quot;2475&quot;: case &quot;2018&quot;: case &quot;2024&quot;: case &quot;2807&quot;: case &quot;1925&quot;: case &quot;2415&quot;: case &quot;2279&quot;: case &quot;1119&quot;: case &quot;500&quot;: case &quot;1916&quot;: case &quot;2449&quot;: case &quot;2522&quot;: case &quot;1991&quot;: case &quot;2331&quot;: case &quot;1446&quot;: case &quot;2502&quot;: case &quot;1394&quot;: case &quot;332&quot;: case &quot;1117&quot;: case &quot;1474&quot;: case &quot;2473&quot;: case &quot;1914&quot;: case &quot;2514&quot;: case &quot;351&quot;: case &quot;2806&quot;: case &quot;1418&quot;: case &quot;1450&quot;: case &quot;703&quot;: case &quot;2496&quot;: case &quot;2022&quot;: case &quot;2027&quot;: case &quot;391&quot;: case &quot;1237&quot;: case &quot;409&quot;: case &quot;488&quot;: case &quot;706&quot;: case &quot;704&quot;: case &quot;515&quot;: case &quot;1401&quot;: \n",
+       "                    return {&quot;color&quot;: &quot;#fff7ec&quot;, &quot;fillColor&quot;: &quot;#fff7ec&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0.5};\n",
+       "                default:\n",
+       "                    return {&quot;color&quot;: &quot;#fdd49e&quot;, &quot;fillColor&quot;: &quot;#fdd49e&quot;, &quot;fillOpacity&quot;: 0.8, &quot;weight&quot;: 0.5};\n",
+       "            }\n",
+       "        }\n",
+       "        function geo_json_59a8c5f42a677bd61fe489e94bfcaf41_highlighter(feature) {\n",
+       "            switch(feature.id) {\n",
+       "                default:\n",
+       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
+       "            }\n",
+       "        }\n",
+       "        function geo_json_59a8c5f42a677bd61fe489e94bfcaf41_pointToLayer(feature, latlng) {\n",
+       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
+       "            \n",
+       "            let style = geo_json_59a8c5f42a677bd61fe489e94bfcaf41_styler(feature)\n",
+       "            Object.assign(opts, style)\n",
+       "            \n",
+       "            return new L.CircleMarker(latlng, opts)\n",
+       "        }\n",
+       "\n",
+       "        function geo_json_59a8c5f42a677bd61fe489e94bfcaf41_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "                mouseout: function(e) {\n",
+       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
+       "                            geo_json_59a8c5f42a677bd61fe489e94bfcaf41.resetStyle(e.target);\n",
+       "                    }\n",
+       "                },\n",
+       "                mouseover: function(e) {\n",
+       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
+       "                        const highlightStyle = geo_json_59a8c5f42a677bd61fe489e94bfcaf41_highlighter(e.target.feature)\n",
+       "                        e.target.setStyle(highlightStyle);\n",
+       "                    }\n",
+       "                },\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_59a8c5f42a677bd61fe489e94bfcaf41 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_59a8c5f42a677bd61fe489e94bfcaf41_onEachFeature,\n",
+       "            \n",
+       "                style: geo_json_59a8c5f42a677bd61fe489e94bfcaf41_styler,\n",
+       "                pointToLayer: geo_json_59a8c5f42a677bd61fe489e94bfcaf41_pointToLayer,\n",
+       "        });\n",
+       "\n",
+       "        function geo_json_59a8c5f42a677bd61fe489e94bfcaf41_add (data) {\n",
+       "            geo_json_59a8c5f42a677bd61fe489e94bfcaf41\n",
+       "                .addData(data);\n",
+       "        }\n",
+       "            geo_json_59a8c5f42a677bd61fe489e94bfcaf41_add({&quot;bbox&quot;: [30.341474969971635, 26.147714187764613, 32.81714088235512, 29.741768648436317], &quot;features&quot;: [{&quot;bbox&quot;: [31.12844990669845, 27.152433671390988, 31.2096688546375, 27.218682757570875], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[31.145734303431837, 27.21546655488734], [31.12844990669845, 27.182336143509275], [31.1517761652657, 27.152433671390988], [31.192373308173384, 27.155652945902744], [31.2096688546375, 27.18877162059285], [31.18635612578883, 27.218682757570875], [31.145734303431837, 27.21546655488734]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1391&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#7f0000&quot;, &quot;ghs_11_pop&quot;: 0.2862138450145721, &quot;ghs_12_pop&quot;: 43.89872455596924, &quot;ghs_13_pop&quot;: 0.0, &quot;ghs_21_pop&quot;: 915.4039926715196, &quot;ghs_22_pop&quot;: 0.0, &quot;ghs_23_pop&quot;: 20.30299536138773, &quot;ghs_30_pop&quot;: 641632.2334330482, &quot;hex_id&quot;: &quot;863e46657ffffff&quot;, &quot;pop_flood&quot;: 368488.6959891319, &quot;pop_flood_pct&quot;: 0.6504257281523295, &quot;risk_score&quot;: 417347.31822723744, &quot;risk_score_norm&quot;: 100.0, &quot;sum_pop_2020&quot;: 566627.893310547, &quot;sum_pop_f_2020&quot;: 275516.716796875, &quot;sum_pop_m_2020&quot;: 291111.176513672, &quot;urban_pop&quot;: 641652.5364284096}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [31.678436734592086, 26.497645249691114, 31.759014266996775, 26.563691243080214], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[31.69574673472096, 26.56058348828572], [31.678436734592086, 26.527554448531085], [31.701417165830666, 26.497645249691114], [31.741693755435875, 26.500756470464506], [31.759014266996775, 26.533773424239786], [31.736047694466606, 26.563691243080214], [31.69574673472096, 26.56058348828572]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;336&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#7f0000&quot;, &quot;ghs_11_pop&quot;: 0.0, &quot;ghs_12_pop&quot;: 486.5788725819439, &quot;ghs_13_pop&quot;: 0.0, &quot;ghs_21_pop&quot;: 11407.403336681426, &quot;ghs_22_pop&quot;: 0.0, &quot;ghs_23_pop&quot;: 20818.880593137816, &quot;ghs_30_pop&quot;: 300402.6914520678, &quot;hex_id&quot;: &quot;863e4205fffffff&quot;, &quot;pop_flood&quot;: 251887.22717142105, &quot;pop_flood_pct&quot;: 0.7604916112681529, &quot;risk_score&quot;: 244286.3108987475, &quot;risk_score_norm&quot;: 58.53309707042095, &quot;sum_pop_2020&quot;: 329936.939208984, &quot;sum_pop_f_2020&quot;: 163869.888793945, &quot;sum_pop_m_2020&quot;: 166067.050415039, &quot;urban_pop&quot;: 321221.5720452056}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [30.8285760316675, 27.700453123040823, 30.9102879669617, 27.766798921071693], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[30.845875816723677, 27.763535252394323], [30.8285760316675, 27.73035660124346], [30.85213312881437, 27.700453123040823], [30.89297663834944, 27.703719657076608], [30.9102879669617, 27.7368868036957], [30.88674426010597, 27.766798921071693], [30.845875816723677, 27.763535252394323]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1282&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#7f0000&quot;, &quot;ghs_11_pop&quot;: 6.471631018444896, &quot;ghs_12_pop&quot;: 1999.221003393177, &quot;ghs_13_pop&quot;: 0.0, &quot;ghs_21_pop&quot;: 2790.173052549362, &quot;ghs_22_pop&quot;: 0.0, &quot;ghs_23_pop&quot;: 21888.971347789746, &quot;ghs_30_pop&quot;: 274027.72381160734, &quot;hex_id&quot;: &quot;863e461afffffff&quot;, &quot;pop_flood&quot;: 158188.93759679794, &quot;pop_flood_pct&quot;: 0.669869359868697, &quot;risk_score&quot;: 198225.5271608857, &quot;risk_score_norm&quot;: 47.496537896274624, &quot;sum_pop_2020&quot;: 225762.972473145, &quot;sum_pop_f_2020&quot;: 110895.93951416, &quot;sum_pop_m_2020&quot;: 114867.032958984, &quot;urban_pop&quot;: 295916.6951593971}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [30.732477433932242, 28.042536389143333, 30.814475639825865, 28.108902782721017], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[30.7498090599132, 28.105635808390527], [30.732477433932242, 28.07244691374806], [30.756145741256912, 28.042536389143333], [30.79713230624924, 28.045806170645964], [30.814475639825865, 28.078983669261888], [30.790820718616494, 28.108902782721017], [30.7498090599132, 28.105635808390527]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1476&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#7f0000&quot;, &quot;ghs_11_pop&quot;: 49.4758805151796, &quot;ghs_12_pop&quot;: 623.2501668724581, &quot;ghs_13_pop&quot;: 0.0, &quot;ghs_21_pop&quot;: 6253.058859115408, &quot;ghs_22_pop&quot;: 0.0, &quot;ghs_23_pop&quot;: 11949.665111884477, &quot;ghs_30_pop&quot;: 294007.56090798136, &quot;hex_id&quot;: &quot;863e4699fffffff&quot;, &quot;pop_flood&quot;: 171839.22141450644, &quot;pop_flood_pct&quot;: 0.6036583698976768, &quot;risk_score&quot;: 184693.64031756727, &quot;risk_score_norm&quot;: 44.25418164949252, &quot;sum_pop_2020&quot;: 294847.856201172, &quot;sum_pop_f_2020&quot;: 145668.350463867, &quot;sum_pop_m_2020&quot;: 149179.505737305, &quot;urban_pop&quot;: 305957.22601986583}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [30.783026538223563, 27.537826935169658, 30.864625138009515, 27.60419529822156], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[30.800288739155842, 27.600905817661808], [30.783026538223563, 27.5677158771484], [30.80656450657774, 27.537826935169658], [30.84735138643686, 27.541119236391996], [30.864625138009515, 27.57429765866265], [30.841100476629364, 27.60419529822156], [30.800288739155842, 27.600905817661808]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1255&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#7f0000&quot;, &quot;ghs_11_pop&quot;: 43.05575323104858, &quot;ghs_12_pop&quot;: 585.2622766345739, &quot;ghs_13_pop&quot;: 0.0, &quot;ghs_21_pop&quot;: 6080.221817955375, &quot;ghs_22_pop&quot;: 0.0, &quot;ghs_23_pop&quot;: 169.4855239391327, &quot;ghs_30_pop&quot;: 254081.21707892415, &quot;hex_id&quot;: &quot;863e460b7ffffff&quot;, &quot;pop_flood&quot;: 143713.73200941086, &quot;pop_flood_pct&quot;: 0.6965768579214032, &quot;risk_score&quot;: 177105.15554341165, &quot;risk_score_norm&quot;: 42.435915557262874, &quot;sum_pop_2020&quot;: 205633.663269043, &quot;sum_pop_f_2020&quot;: 101348.879577637, &quot;sum_pop_m_2020&quot;: 104284.783691406, &quot;urban_pop&quot;: 254250.70260286328}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [31.12239206923711, 27.21546655488734, 31.203660405161358, 27.28171669582783], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[31.13968518016525, 27.278503563776543], [31.12239206923711, 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{&quot;coordinates&quot;: [[[30.96596481404142, 27.169318776042406], [30.948731545214027, 27.136154522461396], [30.972114025474525, 27.10627458615844], [31.012716438913124, 27.109550158558303], [31.02996101343605, 27.142702739769433], [31.006591886145852, 27.172591421127937], [30.96596481404142, 27.169318776042406]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1401&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fff7ec&quot;, &quot;ghs_11_pop&quot;: 263.1061322838068, &quot;ghs_12_pop&quot;: 1485.2662804462016, &quot;ghs_13_pop&quot;: 522.6966910362244, &quot;ghs_21_pop&quot;: 2089.8363314531744, &quot;ghs_22_pop&quot;: 0.0, &quot;ghs_23_pop&quot;: 1156.5307594239712, &quot;ghs_30_pop&quot;: 0.0, &quot;hex_id&quot;: &quot;863e466afffffff&quot;, &quot;pop_flood&quot;: 0.0, &quot;pop_flood_pct&quot;: 0.0, &quot;risk_score&quot;: 0.0, &quot;risk_score_norm&quot;: 0.0, &quot;sum_pop_2020&quot;: 0.0, &quot;sum_pop_f_2020&quot;: 0.0, &quot;sum_pop_m_2020&quot;: 0.0, &quot;urban_pop&quot;: 1156.5307594239712}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
+       "\n",
+       "        \n",
+       "    \n",
+       "    geo_json_59a8c5f42a677bd61fe489e94bfcaf41.bindTooltip(\n",
+       "    function(layer){\n",
+       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
+       "    \n",
+       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
+       "    let fields = [&quot;sum_pop_2020&quot;, &quot;pop_flood&quot;, &quot;pop_flood_pct&quot;, &quot;urban_pop&quot;, &quot;risk_score&quot;];\n",
+       "    let aliases = [&quot;sum_pop_2020&quot;, &quot;pop_flood&quot;, &quot;pop_flood_pct&quot;, &quot;urban_pop&quot;, &quot;risk_score&quot;];\n",
+       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
+       "        String(\n",
+       "        fields.map(\n",
+       "        (v,i)=&gt;\n",
+       "        `&lt;tr&gt;\n",
+       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
+       "            \n",
+       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
+       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
+       "    +&#x27;&lt;/table&gt;&#x27;;\n",
+       "    div.innerHTML=table;\n",
+       "    \n",
+       "    return div\n",
+       "    }\n",
+       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
+       "                     \n",
+       "    \n",
+       "            geo_json_59a8c5f42a677bd61fe489e94bfcaf41.addTo(map_9ff5049d61815a8d1e8ae1c6a7177221);\n",
+       "        \n",
+       "    \n",
+       "    var color_map_37934e4bdc1d840e4300dc550a9c0b5b = {};\n",
+       "\n",
+       "    \n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.color = d3.scale.threshold()\n",
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+       "    \n",
+       "\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.x = d3.scale.linear()\n",
+       "              .domain([0.0, 100.0])\n",
+       "              .range([0, 450 - 50]);\n",
+       "\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.legend = L.control({position: &#x27;topright&#x27;});\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.legend.addTo(map_9ff5049d61815a8d1e8ae1c6a7177221);\n",
+       "\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.xAxis = d3.svg.axis()\n",
+       "        .scale(color_map_37934e4bdc1d840e4300dc550a9c0b5b.x)\n",
+       "        .orient(&quot;top&quot;)\n",
+       "        .tickSize(1)\n",
+       "        .tickValues([0.0, 0.9314169892101831, 2.8235539785983894, 9.063348376617071, 18.149819400832307, 100.0]);\n",
+       "\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
+       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
+       "        .attr(&quot;width&quot;, 450)\n",
+       "        .attr(&quot;height&quot;, 40);\n",
+       "\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.g = color_map_37934e4bdc1d840e4300dc550a9c0b5b.svg.append(&quot;g&quot;)\n",
+       "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
+       "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
+       "\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.g.selectAll(&quot;rect&quot;)\n",
+       "        .data(color_map_37934e4bdc1d840e4300dc550a9c0b5b.color.range().map(function(d, i) {\n",
+       "          return {\n",
+       "            x0: i ? color_map_37934e4bdc1d840e4300dc550a9c0b5b.x(color_map_37934e4bdc1d840e4300dc550a9c0b5b.color.domain()[i - 1]) : color_map_37934e4bdc1d840e4300dc550a9c0b5b.x.range()[0],\n",
+       "            x1: i &lt; color_map_37934e4bdc1d840e4300dc550a9c0b5b.color.domain().length ? color_map_37934e4bdc1d840e4300dc550a9c0b5b.x(color_map_37934e4bdc1d840e4300dc550a9c0b5b.color.domain()[i]) : color_map_37934e4bdc1d840e4300dc550a9c0b5b.x.range()[1],\n",
+       "            z: d\n",
+       "          };\n",
+       "        }))\n",
+       "      .enter().append(&quot;rect&quot;)\n",
+       "        .attr(&quot;height&quot;, 40 - 30)\n",
+       "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
+       "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
+       "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
+       "\n",
+       "    color_map_37934e4bdc1d840e4300dc550a9c0b5b.g.call(color_map_37934e4bdc1d840e4300dc550a9c0b5b.xAxis).append(&quot;text&quot;)\n",
+       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
+       "        .attr(&quot;y&quot;, 21)\n",
+       "        .text(&quot;Urban Flood Score&quot;);\n",
+       "    \n",
+       "        function geo_json_d57acd3412bcf8843910c4eba3c0ac72_styler(feature) {\n",
+       "            switch(feature.id) {\n",
+       "                default:\n",
+       "                    return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
+       "            }\n",
+       "        }\n",
+       "        function geo_json_d57acd3412bcf8843910c4eba3c0ac72_highlighter(feature) {\n",
+       "            switch(feature.id) {\n",
+       "                default:\n",
+       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
+       "            }\n",
+       "        }\n",
+       "        function geo_json_d57acd3412bcf8843910c4eba3c0ac72_pointToLayer(feature, latlng) {\n",
+       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
+       "            \n",
+       "            let style = geo_json_d57acd3412bcf8843910c4eba3c0ac72_styler(feature)\n",
+       "            Object.assign(opts, style)\n",
+       "            \n",
+       "            return new L.CircleMarker(latlng, opts)\n",
+       "        }\n",
+       "\n",
+       "        function geo_json_d57acd3412bcf8843910c4eba3c0ac72_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "                mouseout: function(e) {\n",
+       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
+       "                            geo_json_d57acd3412bcf8843910c4eba3c0ac72.resetStyle(e.target);\n",
+       "                    }\n",
+       "                },\n",
+       "                mouseover: function(e) {\n",
+       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
+       "                        const highlightStyle = geo_json_d57acd3412bcf8843910c4eba3c0ac72_highlighter(e.target.feature)\n",
+       "                        e.target.setStyle(highlightStyle);\n",
+       "                    }\n",
+       "                },\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_d57acd3412bcf8843910c4eba3c0ac72 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_d57acd3412bcf8843910c4eba3c0ac72_onEachFeature,\n",
+       "            \n",
+       "                style: geo_json_d57acd3412bcf8843910c4eba3c0ac72_styler,\n",
+       "                pointToLayer: geo_json_d57acd3412bcf8843910c4eba3c0ac72_pointToLayer,\n",
+       "                weight: 3,\n",
+       "                fill: false,\n",
+       "        });\n",
+       "\n",
+       "        function geo_json_d57acd3412bcf8843910c4eba3c0ac72_add (data) {\n",
+       "            geo_json_d57acd3412bcf8843910c4eba3c0ac72\n",
+       "                .addData(data);\n",
+       "        }\n",
+       "            geo_json_d57acd3412bcf8843910c4eba3c0ac72_add({&quot;bbox&quot;: [29.750977, 26.20802, 32.827148, 29.68169], &quot;features&quot;: [{&quot;bbox&quot;: [29.750977, 26.20802, 32.827148, 29.68169], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[29.750977, 26.20802], [29.750977, 29.68169], [32.827148, 29.68169], [32.827148, 26.20802], [29.750977, 26.20802]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;name&quot;: &quot;User Selected AOI&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
+       "\n",
+       "        \n",
+       "    \n",
+       "    geo_json_d57acd3412bcf8843910c4eba3c0ac72.bindTooltip(\n",
+       "    function(layer){\n",
+       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
+       "    \n",
+       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
+       "    let fields = [&quot;name&quot;];\n",
+       "    let aliases = [&quot;name&quot;];\n",
+       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
+       "        String(\n",
+       "        fields.map(\n",
+       "        (v,i)=&gt;\n",
+       "        `&lt;tr&gt;\n",
+       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
+       "            \n",
+       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
+       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
+       "    +&#x27;&lt;/table&gt;&#x27;;\n",
+       "    div.innerHTML=table;\n",
+       "    \n",
+       "    return div\n",
+       "    }\n",
+       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
+       "                     \n",
+       "    \n",
+       "            geo_json_d57acd3412bcf8843910c4eba3c0ac72.addTo(map_9ff5049d61815a8d1e8ae1c6a7177221);\n",
+       "        \n",
+       "&lt;/script&gt;\n",
+       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+      ],
+      "text/plain": [
+       "<folium.folium.Map at 0x16901e450>"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "aoi_gdf = gpd.GeoDataFrame.from_features([aoi_feature], crs=\"EPSG:4326\")\n",
+    "\n",
+    "# Now create your risk map\n",
+    "m_risk = urban_gdf.explore(\n",
+    "    column=\"risk_score_norm\",\n",
+    "    tooltip=[\"sum_pop_2020\", \"pop_flood\", \"pop_flood_pct\", \"urban_pop\", \"risk_score\"],\n",
+    "    cmap=\"OrRd\",\n",
+    "    legend=True,\n",
+    "    scheme=\"quantiles\",\n",
+    "    legend_kwds=dict(colorbar=True, caption=\"Urban Flood Score\", interval=False),\n",
+    "    style_kwds=dict(weight=0.5, fillOpacity=0.8),\n",
+    "    name=\"Urban Flood Risk\",\n",
+    ")\n",
+    "\n",
+    "# Add AOI outline on the same map\n",
+    "aoi_gdf.explore(\n",
+    "    m=m_risk,  # Note: passing m_risk here to add AOI on the same map\n",
+    "    color='red',\n",
+    "    weight=3,\n",
+    "    fill=False,\n",
+    "    name=\"AOI Boundary\"\n",
+    ")\n",
+    "\n",
+    "m_risk"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a03944dc-bebf-4c0b-bf62-29b719737201",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4681b6ca-a0c5-414e-b5ca-c25b3a7f64fc",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}