diff --git a/notebooks/user-docs/s2s_python_lib.ipynb b/notebooks/user-docs/s2s_python_lib.ipynb
new file mode 100644
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+++ b/notebooks/user-docs/s2s_python_lib.ipynb
@@ -0,0 +1,892 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Access S2S via Python Library"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%capture\n",
+    "%pip install \"git+https://github.com/worldbank/DECAT_Space2Stats.git#subdirectory=space2stats_api/src\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from typing import Dict\n",
+    "import json\n",
+    "\n",
+    "import numpy as np\n",
+    "from dotenv import load_dotenv\n",
+    "import pandas as pd\n",
+    "import geopandas as gpd\n",
+    "from shapely.geometry import shape\n",
+    "from lonboard import Map, ScatterplotLayer\n",
+    "from geojson_pydantic import Feature, Polygon\n",
+    "\n",
+    "from space2stats import StatsTable"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "__Expected environment variables to be set__ from dotenv file\n",
+    "\n",
+    "\n",
+    "```.env\n",
+    "PGHOST=\n",
+    "PGPORT=\n",
+    "PGDATABASE=\n",
+    "PGUSER=\n",
+    "PGPASSWORD=\n",
+    "PGTABLENAME=space2stats\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "load_dotenv(\"../../space2stats_api/db.env\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['sum_pop_2020',\n",
+       " 'ogc_fid',\n",
+       " 'sum_pop_f_0_2020',\n",
+       " 'sum_pop_f_10_2020',\n",
+       " 'sum_pop_f_15_2020',\n",
+       " 'sum_pop_f_1_2020',\n",
+       " 'sum_pop_f_20_2020',\n",
+       " 'sum_pop_f_25_2020',\n",
+       " 'sum_pop_f_30_2020',\n",
+       " 'sum_pop_f_35_2020',\n",
+       " 'sum_pop_f_40_2020',\n",
+       " 'sum_pop_f_45_2020',\n",
+       " 'sum_pop_f_50_2020',\n",
+       " 'sum_pop_f_55_2020',\n",
+       " 'sum_pop_f_5_2020',\n",
+       " 'sum_pop_f_60_2020',\n",
+       " 'sum_pop_f_65_2020',\n",
+       " 'sum_pop_f_70_2020',\n",
+       " 'sum_pop_f_75_2020',\n",
+       " 'sum_pop_f_80_2020',\n",
+       " 'sum_pop_m_0_2020',\n",
+       " 'sum_pop_m_10_2020',\n",
+       " 'sum_pop_m_15_2020',\n",
+       " 'sum_pop_m_1_2020',\n",
+       " 'sum_pop_m_20_2020',\n",
+       " 'sum_pop_m_25_2020',\n",
+       " 'sum_pop_m_30_2020',\n",
+       " 'sum_pop_m_35_2020',\n",
+       " 'sum_pop_m_40_2020',\n",
+       " 'sum_pop_m_45_2020',\n",
+       " 'sum_pop_m_50_2020',\n",
+       " 'sum_pop_m_55_2020',\n",
+       " 'sum_pop_m_5_2020',\n",
+       " 'sum_pop_m_60_2020',\n",
+       " 'sum_pop_m_65_2020',\n",
+       " 'sum_pop_m_70_2020',\n",
+       " 'sum_pop_m_75_2020',\n",
+       " 'sum_pop_m_80_2020',\n",
+       " 'sum_pop_m_2020',\n",
+       " 'sum_pop_f_2020']"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "with StatsTable.connect() as stats_table:\n",
+    "    fields = stats_table.fields()\n",
+    "\n",
+    "fields"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "AOIModel = Feature[Polygon, Dict]\n",
+    "\n",
+    "# ~kenya\n",
+    "aoi = {\n",
+    "    \"type\": \"Feature\",\n",
+    "    \"geometry\": {\n",
+    "        \"type\": \"Polygon\",\n",
+    "        \"coordinates\": [\n",
+    "            [\n",
+    "                [33.78593974945852, 5.115816884114494],\n",
+    "                [33.78593974945852, -4.725410543134203],\n",
+    "                [41.94362577283266, -4.725410543134203],\n",
+    "                [41.94362577283266, 5.115816884114494],\n",
+    "                [33.78593974945852, 5.115816884114494]\n",
+    "            ]\n",
+    "        ]\n",
+    "    },\n",
+    "    \"properties\": {\n",
+    "        \"name\": \"Updated AOI\"\n",
+    "    }\n",
+    "}\n",
+    "          \n",
+    "  \n",
+    "\n",
+    "feat = AOIModel(**aoi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "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>ogc_fid</th>\n",
+       "      <th>sum_pop_f_0_2020</th>\n",
+       "      <th>sum_pop_f_10_2020</th>\n",
+       "      <th>sum_pop_f_15_2020</th>\n",
+       "      <th>sum_pop_f_1_2020</th>\n",
+       "      <th>sum_pop_f_20_2020</th>\n",
+       "      <th>sum_pop_f_25_2020</th>\n",
+       "      <th>...</th>\n",
+       "      <th>sum_pop_m_50_2020</th>\n",
+       "      <th>sum_pop_m_55_2020</th>\n",
+       "      <th>sum_pop_m_5_2020</th>\n",
+       "      <th>sum_pop_m_60_2020</th>\n",
+       "      <th>sum_pop_m_65_2020</th>\n",
+       "      <th>sum_pop_m_70_2020</th>\n",
+       "      <th>sum_pop_m_75_2020</th>\n",
+       "      <th>sum_pop_m_80_2020</th>\n",
+       "      <th>sum_pop_m_2020</th>\n",
+       "      <th>sum_pop_f_2020</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>866a4a017ffffff</td>\n",
+       "      <td>{\"type\":\"Point\",\"coordinates\":[36.078694056627...</td>\n",
+       "      <td>676.912804</td>\n",
+       "      <td>6157254</td>\n",
+       "      <td>8.924362</td>\n",
+       "      <td>49.524105</td>\n",
+       "      <td>36.898296</td>\n",
+       "      <td>32.985901</td>\n",
+       "      <td>28.963400</td>\n",
+       "      <td>33.645473</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.732327</td>\n",
+       "      <td>4.131749</td>\n",
+       "      <td>53.380043</td>\n",
+       "      <td>3.240541</td>\n",
+       "      <td>2.475817</td>\n",
+       "      <td>0.702667</td>\n",
+       "      <td>0.399492</td>\n",
+       "      <td>0.129285</td>\n",
+       "      <td>336.082180</td>\n",
+       "      <td>340.830624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>866a4a01fffffff</td>\n",
+       "      <td>{\"type\":\"Point\",\"coordinates\":[36.134817927246...</td>\n",
+       "      <td>347.182722</td>\n",
+       "      <td>6157255</td>\n",
+       "      <td>4.515680</td>\n",
+       "      <td>24.773327</td>\n",
+       "      <td>19.462585</td>\n",
+       "      <td>16.690670</td>\n",
+       "      <td>15.832314</td>\n",
+       "      <td>16.429201</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.445144</td>\n",
+       "      <td>2.752507</td>\n",
+       "      <td>25.548544</td>\n",
+       "      <td>1.827761</td>\n",
+       "      <td>1.524122</td>\n",
+       "      <td>0.585427</td>\n",
+       "      <td>0.381080</td>\n",
+       "      <td>0.209030</td>\n",
+       "      <td>171.759225</td>\n",
+       "      <td>175.423497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>866a4a04fffffff</td>\n",
+       "      <td>{\"type\":\"Point\",\"coordinates\":[36.339286712001...</td>\n",
+       "      <td>285.943490</td>\n",
+       "      <td>6157260</td>\n",
+       "      <td>3.642580</td>\n",
+       "      <td>19.623219</td>\n",
+       "      <td>16.698730</td>\n",
+       "      <td>13.463530</td>\n",
+       "      <td>14.255625</td>\n",
+       "      <td>12.501910</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.827743</td>\n",
+       "      <td>3.055085</td>\n",
+       "      <td>18.765499</td>\n",
+       "      <td>1.711561</td>\n",
+       "      <td>1.571700</td>\n",
+       "      <td>0.762171</td>\n",
+       "      <td>0.533085</td>\n",
+       "      <td>0.349744</td>\n",
+       "      <td>140.698267</td>\n",
+       "      <td>145.245222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>866a4a057ffffff</td>\n",
+       "      <td>{\"type\":\"Point\",\"coordinates\":[36.237081352434...</td>\n",
+       "      <td>279.463912</td>\n",
+       "      <td>6157261</td>\n",
+       "      <td>3.560037</td>\n",
+       "      <td>19.178549</td>\n",
+       "      <td>16.320332</td>\n",
+       "      <td>13.158442</td>\n",
+       "      <td>13.932587</td>\n",
+       "      <td>12.218613</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.763665</td>\n",
+       "      <td>2.985856</td>\n",
+       "      <td>18.340267</td>\n",
+       "      <td>1.672776</td>\n",
+       "      <td>1.536084</td>\n",
+       "      <td>0.744900</td>\n",
+       "      <td>0.521005</td>\n",
+       "      <td>0.341818</td>\n",
+       "      <td>137.509998</td>\n",
+       "      <td>141.953914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>866a4a05fffffff</td>\n",
+       "      <td>{\"type\":\"Point\",\"coordinates\":[36.293182542907...</td>\n",
+       "      <td>235.258474</td>\n",
+       "      <td>6157262</td>\n",
+       "      <td>2.996913</td>\n",
+       "      <td>16.144897</td>\n",
+       "      <td>13.738791</td>\n",
+       "      <td>11.077046</td>\n",
+       "      <td>11.728739</td>\n",
+       "      <td>10.285879</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.326510</td>\n",
+       "      <td>2.513555</td>\n",
+       "      <td>15.439214</td>\n",
+       "      <td>1.408177</td>\n",
+       "      <td>1.293108</td>\n",
+       "      <td>0.627072</td>\n",
+       "      <td>0.438593</td>\n",
+       "      <td>0.287750</td>\n",
+       "      <td>115.758746</td>\n",
+       "      <td>119.499727</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 42 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            hex_id                                           geometry  \\\n",
+       "0  866a4a017ffffff  {\"type\":\"Point\",\"coordinates\":[36.078694056627...   \n",
+       "1  866a4a01fffffff  {\"type\":\"Point\",\"coordinates\":[36.134817927246...   \n",
+       "2  866a4a04fffffff  {\"type\":\"Point\",\"coordinates\":[36.339286712001...   \n",
+       "3  866a4a057ffffff  {\"type\":\"Point\",\"coordinates\":[36.237081352434...   \n",
+       "4  866a4a05fffffff  {\"type\":\"Point\",\"coordinates\":[36.293182542907...   \n",
+       "\n",
+       "   sum_pop_2020  ogc_fid  sum_pop_f_0_2020  sum_pop_f_10_2020  \\\n",
+       "0    676.912804  6157254          8.924362          49.524105   \n",
+       "1    347.182722  6157255          4.515680          24.773327   \n",
+       "2    285.943490  6157260          3.642580          19.623219   \n",
+       "3    279.463912  6157261          3.560037          19.178549   \n",
+       "4    235.258474  6157262          2.996913          16.144897   \n",
+       "\n",
+       "   sum_pop_f_15_2020  sum_pop_f_1_2020  sum_pop_f_20_2020  sum_pop_f_25_2020  \\\n",
+       "0          36.898296         32.985901          28.963400          33.645473   \n",
+       "1          19.462585         16.690670          15.832314          16.429201   \n",
+       "2          16.698730         13.463530          14.255625          12.501910   \n",
+       "3          16.320332         13.158442          13.932587          12.218613   \n",
+       "4          13.738791         11.077046          11.728739          10.285879   \n",
+       "\n",
+       "   ...  sum_pop_m_50_2020  sum_pop_m_55_2020  sum_pop_m_5_2020  \\\n",
+       "0  ...           6.732327           4.131749         53.380043   \n",
+       "1  ...           3.445144           2.752507         25.548544   \n",
+       "2  ...           2.827743           3.055085         18.765499   \n",
+       "3  ...           2.763665           2.985856         18.340267   \n",
+       "4  ...           2.326510           2.513555         15.439214   \n",
+       "\n",
+       "   sum_pop_m_60_2020  sum_pop_m_65_2020  sum_pop_m_70_2020  sum_pop_m_75_2020  \\\n",
+       "0           3.240541           2.475817           0.702667           0.399492   \n",
+       "1           1.827761           1.524122           0.585427           0.381080   \n",
+       "2           1.711561           1.571700           0.762171           0.533085   \n",
+       "3           1.672776           1.536084           0.744900           0.521005   \n",
+       "4           1.408177           1.293108           0.627072           0.438593   \n",
+       "\n",
+       "   sum_pop_m_80_2020  sum_pop_m_2020  sum_pop_f_2020  \n",
+       "0           0.129285      336.082180      340.830624  \n",
+       "1           0.209030      171.759225      175.423497  \n",
+       "2           0.349744      140.698267      145.245222  \n",
+       "3           0.341818      137.509998      141.953914  \n",
+       "4           0.287750      115.758746      119.499727  \n",
+       "\n",
+       "[5 rows x 42 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "with StatsTable.connect() as stats_table:\n",
+    "    data = stats_table.summaries(aoi=feat, spatial_join_method=\"centroid\", fields=fields, geometry=\"point\")\n",
+    "    df = pd.DataFrame(data)\n",
+    "\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</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>ogc_fid</th>\n",
+       "      <th>sum_pop_f_0_2020</th>\n",
+       "      <th>sum_pop_f_10_2020</th>\n",
+       "      <th>sum_pop_f_15_2020</th>\n",
+       "      <th>sum_pop_f_1_2020</th>\n",
+       "      <th>sum_pop_f_20_2020</th>\n",
+       "      <th>sum_pop_f_25_2020</th>\n",
+       "      <th>...</th>\n",
+       "      <th>sum_pop_m_50_2020</th>\n",
+       "      <th>sum_pop_m_55_2020</th>\n",
+       "      <th>sum_pop_m_5_2020</th>\n",
+       "      <th>sum_pop_m_60_2020</th>\n",
+       "      <th>sum_pop_m_65_2020</th>\n",
+       "      <th>sum_pop_m_70_2020</th>\n",
+       "      <th>sum_pop_m_75_2020</th>\n",
+       "      <th>sum_pop_m_80_2020</th>\n",
+       "      <th>sum_pop_m_2020</th>\n",
+       "      <th>sum_pop_f_2020</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>866a4a017ffffff</td>\n",
+       "      <td>POINT (36.07869 5.11252)</td>\n",
+       "      <td>676.912804</td>\n",
+       "      <td>6157254</td>\n",
+       "      <td>8.924362</td>\n",
+       "      <td>49.524105</td>\n",
+       "      <td>36.898296</td>\n",
+       "      <td>32.985901</td>\n",
+       "      <td>28.963400</td>\n",
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+       "      <td>6.732327</td>\n",
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+       "      <td>0.702667</td>\n",
+       "      <td>0.399492</td>\n",
+       "      <td>0.129285</td>\n",
+       "      <td>336.082180</td>\n",
+       "      <td>340.830624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>866a4a01fffffff</td>\n",
+       "      <td>POINT (36.13482 5.09047)</td>\n",
+       "      <td>347.182722</td>\n",
+       "      <td>6157255</td>\n",
+       "      <td>4.515680</td>\n",
+       "      <td>24.773327</td>\n",
+       "      <td>19.462585</td>\n",
+       "      <td>16.690670</td>\n",
+       "      <td>15.832314</td>\n",
+       "      <td>16.429201</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.445144</td>\n",
+       "      <td>2.752507</td>\n",
+       "      <td>25.548544</td>\n",
+       "      <td>1.827761</td>\n",
+       "      <td>1.524122</td>\n",
+       "      <td>0.585427</td>\n",
+       "      <td>0.381080</td>\n",
+       "      <td>0.209030</td>\n",
+       "      <td>171.759225</td>\n",
+       "      <td>175.423497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>866a4a04fffffff</td>\n",
+       "      <td>POINT (36.33929 5.11542)</td>\n",
+       "      <td>285.943490</td>\n",
+       "      <td>6157260</td>\n",
+       "      <td>3.642580</td>\n",
+       "      <td>19.623219</td>\n",
+       "      <td>16.698730</td>\n",
+       "      <td>13.463530</td>\n",
+       "      <td>14.255625</td>\n",
+       "      <td>12.501910</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.827743</td>\n",
+       "      <td>3.055085</td>\n",
+       "      <td>18.765499</td>\n",
+       "      <td>1.711561</td>\n",
+       "      <td>1.571700</td>\n",
+       "      <td>0.762171</td>\n",
+       "      <td>0.533085</td>\n",
+       "      <td>0.349744</td>\n",
+       "      <td>140.698267</td>\n",
+       "      <td>145.245222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>866a4a057ffffff</td>\n",
+       "      <td>POINT (36.23708 5.10296)</td>\n",
+       "      <td>279.463912</td>\n",
+       "      <td>6157261</td>\n",
+       "      <td>3.560037</td>\n",
+       "      <td>19.178549</td>\n",
+       "      <td>16.320332</td>\n",
+       "      <td>13.158442</td>\n",
+       "      <td>13.932587</td>\n",
+       "      <td>12.218613</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.763665</td>\n",
+       "      <td>2.985856</td>\n",
+       "      <td>18.340267</td>\n",
+       "      <td>1.672776</td>\n",
+       "      <td>1.536084</td>\n",
+       "      <td>0.744900</td>\n",
+       "      <td>0.521005</td>\n",
+       "      <td>0.341818</td>\n",
+       "      <td>137.509998</td>\n",
+       "      <td>141.953914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>866a4a05fffffff</td>\n",
+       "      <td>POINT (36.29318 5.0809)</td>\n",
+       "      <td>235.258474</td>\n",
+       "      <td>6157262</td>\n",
+       "      <td>2.996913</td>\n",
+       "      <td>16.144897</td>\n",
+       "      <td>13.738791</td>\n",
+       "      <td>11.077046</td>\n",
+       "      <td>11.728739</td>\n",
+       "      <td>10.285879</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.326510</td>\n",
+       "      <td>2.513555</td>\n",
+       "      <td>15.439214</td>\n",
+       "      <td>1.408177</td>\n",
+       "      <td>1.293108</td>\n",
+       "      <td>0.627072</td>\n",
+       "      <td>0.438593</td>\n",
+       "      <td>0.287750</td>\n",
+       "      <td>115.758746</td>\n",
+       "      <td>119.499727</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25801</th>\n",
+       "      <td>86969ed97ffffff</td>\n",
+       "      <td>POINT (34.80875 -3.47225)</td>\n",
+       "      <td>196.448391</td>\n",
+       "      <td>8710025</td>\n",
+       "      <td>4.108127</td>\n",
+       "      <td>14.176966</td>\n",
+       "      <td>11.835453</td>\n",
+       "      <td>15.015658</td>\n",
+       "      <td>8.398741</td>\n",
+       "      <td>6.313566</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.962373</td>\n",
+       "      <td>1.294143</td>\n",
+       "      <td>16.514441</td>\n",
+       "      <td>1.084920</td>\n",
+       "      <td>0.696495</td>\n",
+       "      <td>0.607390</td>\n",
+       "      <td>0.353109</td>\n",
+       "      <td>0.295762</td>\n",
+       "      <td>96.252689</td>\n",
+       "      <td>100.195702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25802</th>\n",
+       "      <td>86969ed9fffffff</td>\n",
+       "      <td>POINT (34.75041 -3.44944)</td>\n",
+       "      <td>296.740893</td>\n",
+       "      <td>8710026</td>\n",
+       "      <td>6.205442</td>\n",
+       "      <td>21.414711</td>\n",
+       "      <td>17.877789</td>\n",
+       "      <td>22.681580</td>\n",
+       "      <td>12.686538</td>\n",
+       "      <td>9.536821</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.964221</td>\n",
+       "      <td>1.954840</td>\n",
+       "      <td>24.945534</td>\n",
+       "      <td>1.638802</td>\n",
+       "      <td>1.052075</td>\n",
+       "      <td>0.917481</td>\n",
+       "      <td>0.533381</td>\n",
+       "      <td>0.446756</td>\n",
+       "      <td>145.392433</td>\n",
+       "      <td>151.348460</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25803</th>\n",
+       "      <td>86969eda7ffffff</td>\n",
+       "      <td>POINT (34.77046 -3.5715)</td>\n",
+       "      <td>154.818453</td>\n",
+       "      <td>8710027</td>\n",
+       "      <td>3.237562</td>\n",
+       "      <td>11.172684</td>\n",
+       "      <td>9.327369</td>\n",
+       "      <td>11.833648</td>\n",
+       "      <td>6.618940</td>\n",
+       "      <td>4.975640</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.546521</td>\n",
+       "      <td>1.019898</td>\n",
+       "      <td>13.014819</td>\n",
+       "      <td>0.855011</td>\n",
+       "      <td>0.548899</td>\n",
+       "      <td>0.478677</td>\n",
+       "      <td>0.278281</td>\n",
+       "      <td>0.233086</td>\n",
+       "      <td>75.855508</td>\n",
+       "      <td>78.962945</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25804</th>\n",
+       "      <td>86969edafffffff</td>\n",
+       "      <td>POINT (34.7121 -3.54868)</td>\n",
+       "      <td>157.875350</td>\n",
+       "      <td>8710028</td>\n",
+       "      <td>3.301488</td>\n",
+       "      <td>11.393290</td>\n",
+       "      <td>9.511538</td>\n",
+       "      <td>12.067303</td>\n",
+       "      <td>6.749631</td>\n",
+       "      <td>5.073884</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.577057</td>\n",
+       "      <td>1.040035</td>\n",
+       "      <td>13.271797</td>\n",
+       "      <td>0.871894</td>\n",
+       "      <td>0.559737</td>\n",
+       "      <td>0.488128</td>\n",
+       "      <td>0.283775</td>\n",
+       "      <td>0.237688</td>\n",
+       "      <td>77.353279</td>\n",
+       "      <td>80.522071</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25805</th>\n",
+       "      <td>86969edb7ffffff</td>\n",
+       "      <td>POINT (34.81878 -3.53328)</td>\n",
+       "      <td>236.127331</td>\n",
+       "      <td>8710029</td>\n",
+       "      <td>4.937892</td>\n",
+       "      <td>17.040451</td>\n",
+       "      <td>14.225995</td>\n",
+       "      <td>18.048544</td>\n",
+       "      <td>10.095131</td>\n",
+       "      <td>7.588790</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.358737</td>\n",
+       "      <td>1.555536</td>\n",
+       "      <td>19.850052</td>\n",
+       "      <td>1.304053</td>\n",
+       "      <td>0.837174</td>\n",
+       "      <td>0.730072</td>\n",
+       "      <td>0.424430</td>\n",
+       "      <td>0.355500</td>\n",
+       "      <td>115.693951</td>\n",
+       "      <td>120.433380</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>25806 rows × 42 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                hex_id                   geometry  sum_pop_2020  ogc_fid  \\\n",
+       "0      866a4a017ffffff   POINT (36.07869 5.11252)    676.912804  6157254   \n",
+       "1      866a4a01fffffff   POINT (36.13482 5.09047)    347.182722  6157255   \n",
+       "2      866a4a04fffffff   POINT (36.33929 5.11542)    285.943490  6157260   \n",
+       "3      866a4a057ffffff   POINT (36.23708 5.10296)    279.463912  6157261   \n",
+       "4      866a4a05fffffff    POINT (36.29318 5.0809)    235.258474  6157262   \n",
+       "...                ...                        ...           ...      ...   \n",
+       "25801  86969ed97ffffff  POINT (34.80875 -3.47225)    196.448391  8710025   \n",
+       "25802  86969ed9fffffff  POINT (34.75041 -3.44944)    296.740893  8710026   \n",
+       "25803  86969eda7ffffff   POINT (34.77046 -3.5715)    154.818453  8710027   \n",
+       "25804  86969edafffffff   POINT (34.7121 -3.54868)    157.875350  8710028   \n",
+       "25805  86969edb7ffffff  POINT (34.81878 -3.53328)    236.127331  8710029   \n",
+       "\n",
+       "       sum_pop_f_0_2020  sum_pop_f_10_2020  sum_pop_f_15_2020  \\\n",
+       "0              8.924362          49.524105          36.898296   \n",
+       "1              4.515680          24.773327          19.462585   \n",
+       "2              3.642580          19.623219          16.698730   \n",
+       "3              3.560037          19.178549          16.320332   \n",
+       "4              2.996913          16.144897          13.738791   \n",
+       "...                 ...                ...                ...   \n",
+       "25801          4.108127          14.176966          11.835453   \n",
+       "25802          6.205442          21.414711          17.877789   \n",
+       "25803          3.237562          11.172684           9.327369   \n",
+       "25804          3.301488          11.393290           9.511538   \n",
+       "25805          4.937892          17.040451          14.225995   \n",
+       "\n",
+       "       sum_pop_f_1_2020  sum_pop_f_20_2020  sum_pop_f_25_2020  ...  \\\n",
+       "0             32.985901          28.963400          33.645473  ...   \n",
+       "1             16.690670          15.832314          16.429201  ...   \n",
+       "2             13.463530          14.255625          12.501910  ...   \n",
+       "3             13.158442          13.932587          12.218613  ...   \n",
+       "4             11.077046          11.728739          10.285879  ...   \n",
+       "...                 ...                ...                ...  ...   \n",
+       "25801         15.015658           8.398741           6.313566  ...   \n",
+       "25802         22.681580          12.686538           9.536821  ...   \n",
+       "25803         11.833648           6.618940           4.975640  ...   \n",
+       "25804         12.067303           6.749631           5.073884  ...   \n",
+       "25805         18.048544          10.095131           7.588790  ...   \n",
+       "\n",
+       "       sum_pop_m_50_2020  sum_pop_m_55_2020  sum_pop_m_5_2020  \\\n",
+       "0               6.732327           4.131749         53.380043   \n",
+       "1               3.445144           2.752507         25.548544   \n",
+       "2               2.827743           3.055085         18.765499   \n",
+       "3               2.763665           2.985856         18.340267   \n",
+       "4               2.326510           2.513555         15.439214   \n",
+       "...                  ...                ...               ...   \n",
+       "25801           1.962373           1.294143         16.514441   \n",
+       "25802           2.964221           1.954840         24.945534   \n",
+       "25803           1.546521           1.019898         13.014819   \n",
+       "25804           1.577057           1.040035         13.271797   \n",
+       "25805           2.358737           1.555536         19.850052   \n",
+       "\n",
+       "       sum_pop_m_60_2020  sum_pop_m_65_2020  sum_pop_m_70_2020  \\\n",
+       "0               3.240541           2.475817           0.702667   \n",
+       "1               1.827761           1.524122           0.585427   \n",
+       "2               1.711561           1.571700           0.762171   \n",
+       "3               1.672776           1.536084           0.744900   \n",
+       "4               1.408177           1.293108           0.627072   \n",
+       "...                  ...                ...                ...   \n",
+       "25801           1.084920           0.696495           0.607390   \n",
+       "25802           1.638802           1.052075           0.917481   \n",
+       "25803           0.855011           0.548899           0.478677   \n",
+       "25804           0.871894           0.559737           0.488128   \n",
+       "25805           1.304053           0.837174           0.730072   \n",
+       "\n",
+       "       sum_pop_m_75_2020  sum_pop_m_80_2020  sum_pop_m_2020  sum_pop_f_2020  \n",
+       "0               0.399492           0.129285      336.082180      340.830624  \n",
+       "1               0.381080           0.209030      171.759225      175.423497  \n",
+       "2               0.533085           0.349744      140.698267      145.245222  \n",
+       "3               0.521005           0.341818      137.509998      141.953914  \n",
+       "4               0.438593           0.287750      115.758746      119.499727  \n",
+       "...                  ...                ...             ...             ...  \n",
+       "25801           0.353109           0.295762       96.252689      100.195702  \n",
+       "25802           0.533381           0.446756      145.392433      151.348460  \n",
+       "25803           0.278281           0.233086       75.855508       78.962945  \n",
+       "25804           0.283775           0.237688       77.353279       80.522071  \n",
+       "25805           0.424430           0.355500      115.693951      120.433380  \n",
+       "\n",
+       "[25806 rows x 42 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['geometry'] = df['geometry'].apply(lambda geom: shape(json.loads(geom)))\n",
+    "gdf = gpd.GeoDataFrame(df, geometry='geometry', crs='EPSG:4326')\n",
+    "gdf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "496338079450487fbcf9db5fbd702c87",
+       "version_major": 2,
+       "version_minor": 1
+      },
+      "text/plain": [
+       "Map(custom_attribution='', layers=(ScatterplotLayer(get_fill_color=arro3.core.ChunkedArray<FixedSizeList(Field…"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Define custom breaks and corresponding RGBA colors\n",
+    "breaks = [0, 1, 1000, 10000, 50000, 100000, 200000, gdf[\"sum_pop_2020\"].max()]\n",
+    "colors = np.array([\n",
+    "    [211, 211, 211, 255],  # Light gray for 0\n",
+    "    [255, 255, 0, 255],    # Yellow for 1-1000\n",
+    "    [255, 165, 0, 255],    # Orange for 1000-10000\n",
+    "    [255, 0, 0, 255],      # Red for 10000-50000\n",
+    "    [128, 0, 128, 255],    # Purple for 50000-100000\n",
+    "    [0, 0, 255, 255],      # Blue for 100000-200000\n",
+    "    [0, 0, 139, 255],      # Dark blue for 200000+\n",
+    "])\n",
+    "\n",
+    "# Function to assign colors based on custom bins\n",
+    "def assign_color(value, breaks, colors):\n",
+    "    for i in range(len(breaks) - 1):\n",
+    "        if breaks[i] <= value < breaks[i + 1]:\n",
+    "            return colors[i]\n",
+    "    return colors[-1]  # In case value exceeds all breaks\n",
+    "\n",
+    "# Map sum_pop_2020 values to colors using the custom function\n",
+    "gdf['color'] = gdf[\"sum_pop_2020\"].apply(lambda x: assign_color(x, breaks, colors))\n",
+    "colors = np.uint8(gdf['color'].tolist())\n",
+    "\n",
+    "# Create the scatterplot layer with the assigned colors\n",
+    "layer = ScatterplotLayer.from_geopandas(gdf, get_radius=2000, get_fill_color=colors)\n",
+    "\n",
+    "m = Map(layer)\n",
+    "m"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "space2stats-PM9A6h4E-py3.12",
+   "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": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/space2stats_api/src/poetry.lock b/space2stats_api/src/poetry.lock
index 5e6c5168..b3ab4a12 100644
--- a/space2stats_api/src/poetry.lock
+++ b/space2stats_api/src/poetry.lock
@@ -2,40 +2,37 @@
 
 [[package]]
 name = "adbc-driver-manager"
-version = "1.2.0"
+version = "1.3.0"
 description = "A generic entrypoint for ADBC drivers."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "adbc_driver_manager-1.2.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:aa76575dc5aff286d6ea77f368bf853975a65cdabe561e4708d05cce27ab7bf1"},
-    {file = "adbc_driver_manager-1.2.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a0d9ebee29573ae68b22fa2bb98414ebac905cc525cbcb07d1304fab989a3c69"},
-    {file = "adbc_driver_manager-1.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:74da5cad36f54e2438804b11c501e762a151bf4f360dcc5b47f0d760486fd26d"},
-    {file = "adbc_driver_manager-1.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:618aa46f6f4a4584c831774cb2ef14b944e5e598cab28883e15ab6fc7d48c1f3"},
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@@ -47,17 +44,17 @@ test = ["duckdb", "pandas", "pyarrow (>=8.0.0)", "pytest"]
 
 [[package]]
 name = "adbc-driver-postgresql"
-version = "1.2.0"
+version = "1.3.0"
 description = "A libpq-based ADBC driver for working with PostgreSQL."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -81,13 +78,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.6.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -98,9 +95,344 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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 trio = ["trio (>=0.26.1)"]
 
+[[package]]
+name = "anywidget"
+version = "0.9.13"
+description = "custom jupyter widgets made easy"
+optional = false
+python-versions = ">=3.7"
+files = [
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+psygnal = ">=0.8.1"
+typing-extensions = ">=4.2.0"
+
+[package.extras]
+dev = ["comm (>=0.1.0)", "watchfiles (>=0.18.0)"]
+test = ["ipython (<8.13)", "msgspec", "mypy (==1.10.0)", "pydantic", "pytest", "pytest-cov", "ruff"]
+
+[[package]]
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+version = "0.1.4"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = ">=3.6"
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+version = "23.1.0"
+description = "Argon2 for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
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+docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
+tests = ["hypothesis", "pytest"]
+typing = ["mypy"]
+
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+optional = false
+python-versions = ">=3.6"
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+]
+
+[package.dependencies]
+arro3-core = "*"
+
+[[package]]
+name = "arrow"
+version = "1.3.0"
+description = "Better dates & times for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
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+]
+
+[package.dependencies]
+python-dateutil = ">=2.7.0"
+types-python-dateutil = ">=2.8.10"
+
+[package.extras]
+doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
+test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
+
 [[package]]
 name = "asgi-s3-response-middleware"
 version = "0.0.4"
@@ -121,19 +453,122 @@ starlette = ">=0.38.4"
 lint = ["pre-commit"]
 testing = ["boto3-stubs[s3] (>=1.35.11)", "coverage", "moto (>=5.0.13)", "pytest"]
 
+[[package]]
+name = "asttokens"
+version = "2.4.1"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+six = ">=1.12.0"
+
+[package.extras]
+astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
+test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+
+[[package]]
+name = "async-lru"
+version = "2.0.4"
+description = "Simple LRU cache for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
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+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+
+[[package]]
+name = "attrs"
+version = "24.2.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
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+[package.extras]
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+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+
+[[package]]
+name = "babel"
+version = "2.16.0"
+description = "Internationalization utilities"
+optional = false
+python-versions = ">=3.8"
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+]
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.12.3"
+description = "Screen-scraping library"
+optional = false
+python-versions = ">=3.6.0"
+files = [
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+]
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
+[[package]]
+name = "bleach"
+version = "6.2.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
+    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
+]
+
+[package.dependencies]
+webencodings = "*"
+
+[package.extras]
+css = ["tinycss2 (>=1.1.0,<1.5)"]
+
 [[package]]
 name = "boto3"
-version = "1.35.34"
+version = "1.35.62"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.34-py3-none-any.whl", hash = "sha256:291e7b97a34967ed93297e6171f1bebb8529e64633dd48426760e3fdef1cdea8"},
-    {file = "boto3-1.35.34.tar.gz", hash = "sha256:57e6ee8504e7929bc094bb2afc879943906064179a1e88c23b4812e2c6f61532"},
+    {file = "boto3-1.35.62-py3-none-any.whl", hash = "sha256:e6574047701ab009c2b2bb17b530a3a2fb34de8698b77f8bbb34dd0c9286c117"},
+    {file = "boto3-1.35.62.tar.gz", hash = "sha256:f80eefe7506aa01799b1027d03eddfd3c4a60548d6db5c32f139e1dec9f3f4f5"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.34,<1.36.0"
+botocore = ">=1.35.62,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -142,13 +577,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.34"
+version = "1.35.62"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.34-py3-none-any.whl", hash = "sha256:ccb0fe397b11b81c9abc0c87029d17298e17bf658d8db5c0c5a551a12a207e7a"},
-    {file = "botocore-1.35.34.tar.gz", hash = "sha256:789b6501a3bb4a9591c1fe10da200cc315c1fa5df5ada19c720d8ef06439b3e3"},
+    {file = "botocore-1.35.62-py3-none-any.whl", hash = "sha256:4c3960a33289371d96eba5116364c41e6b848b5afbed3a43f5d8c7ba36f55e1d"},
+    {file = "botocore-1.35.62.tar.gz", hash = "sha256:9df762294d5c727d9ea1c48b98579729a0ba40fd317c3262a6b8d8e12fb67489"},
 ]
 
 [package.dependencies]
@@ -262,101 +697,116 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
-    {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3"},
-    {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027"},
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 [package.dependencies]
@@ -575,38 +1032,38 @@ dev = ["black (==22.3.0)", "hypothesis", "numpy", "pytest (>=5.30)", "pytest-ben
 
 [[package]]
 name = "cryptography"
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 ]
 
 [package.dependencies]
@@ -619,18 +1076,75 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "debugpy"
+version = "1.8.8"
+description = "An implementation of the Debug Adapter Protocol for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[[package]]
+name = "decorator"
+version = "5.1.1"
+description = "Decorators for Humans"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
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+]
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
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+]
+
 [[package]]
 name = "distlib"
-version = "0.3.8"
+version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 files = [
-    {file = "distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784"},
-    {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
+    {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
+    {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
 ]
 
 [[package]]
@@ -647,26 +1161,54 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
+[[package]]
+name = "executing"
+version = "2.1.0"
+description = "Get the currently executing AST node of a frame, and other information"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "executing-2.1.0-py2.py3-none-any.whl", hash = "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf"},
+    {file = "executing-2.1.0.tar.gz", hash = "sha256:8ea27ddd260da8150fa5a708269c4a10e76161e2496ec3e587da9e3c0fe4b9ab"},
+]
+
+[package.extras]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
+
 [[package]]
 name = "fastapi"
-version = "0.115.0"
+version = "0.115.5"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fastapi-0.115.0-py3-none-any.whl", hash = "sha256:17ea427674467486e997206a5ab25760f6b09e069f099b96f5b55a32fb6f1631"},
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+    {file = "fastapi-0.115.5-py3-none-any.whl", hash = "sha256:596b95adbe1474da47049e802f9a65ab2ffa9c2b07e7efee70eb8a66c9f2f796"},
+    {file = "fastapi-0.115.5.tar.gz", hash = "sha256:0e7a4d0dc0d01c68df21887cce0945e72d3c48b9f4f79dfe7a7d53aa08fbb289"},
 ]
 
 [package.dependencies]
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.37.2,<0.39.0"
+starlette = ">=0.40.0,<0.42.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
 all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
 standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
 
+[[package]]
+name = "fastjsonschema"
+version = "2.20.0"
+description = "Fastest Python implementation of JSON schema"
+optional = false
+python-versions = "*"
+files = [
+    {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"},
+    {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
+]
+
+[package.extras]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+
 [[package]]
 name = "filelock"
 version = "3.16.1"
@@ -683,15 +1225,26 @@ docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
 typing = ["typing-extensions (>=4.12.2)"]
 
+[[package]]
+name = "fqdn"
+version = "1.5.1"
+description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
+optional = false
+python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+files = [
+    {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
+    {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
+]
+
 [[package]]
 name = "geojson-pydantic"
-version = "1.1.1"
+version = "1.1.2"
 description = "Pydantic data models for the GeoJSON spec."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "geojson_pydantic-1.1.1-py3-none-any.whl", hash = "sha256:3d8adeee9ee0e1bb658c262fcb2e0da44090e44c0123ea95f989e484bdf123d9"},
-    {file = "geojson_pydantic-1.1.1.tar.gz", hash = "sha256:9c4b3e0a384a41fc919f50766979a559efae2f04ac5936f3e7cb3e1cc28927a7"},
+    {file = "geojson_pydantic-1.1.2-py3-none-any.whl", hash = "sha256:2488736307c1717469419110b31413277fc1095eb2137592d5417e6100268d0f"},
+    {file = "geojson_pydantic-1.1.2.tar.gz", hash = "sha256:be3b686e059dad95caff1ea411f020333b2c6182d87fcc4f69d1cbde2cca2c09"},
 ]
 
 [package.dependencies]
@@ -702,6 +1255,29 @@ dev = ["bump-my-version", "pre-commit"]
 docs = ["mkdocs", "mkdocs-material", "pygments"]
 test = ["pytest", "pytest-cov", "shapely"]
 
+[[package]]
+name = "geopandas"
+version = "1.0.1"
+description = "Geographic pandas extensions"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "geopandas-1.0.1-py3-none-any.whl", hash = "sha256:01e147d9420cc374d26f51fc23716ac307f32b49406e4bd8462c07e82ed1d3d6"},
+    {file = "geopandas-1.0.1.tar.gz", hash = "sha256:b8bf70a5534588205b7a56646e2082fb1de9a03599651b3d80c99ea4c2ca08ab"},
+]
+
+[package.dependencies]
+numpy = ">=1.22"
+packaging = "*"
+pandas = ">=1.4.0"
+pyogrio = ">=0.7.2"
+pyproj = ">=3.3.0"
+shapely = ">=2.0.0"
+
+[package.extras]
+all = ["GeoAlchemy2", "SQLAlchemy (>=1.3)", "folium", "geopy", "mapclassify", "matplotlib (>=3.5.0)", "psycopg-binary (>=3.1.0)", "pyarrow (>=8.0.0)", "xyzservices"]
+dev = ["black", "codecov", "pre-commit", "pytest (>=3.1.0)", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -715,57 +1291,54 @@ files = [
 
 [[package]]
 name = "h3"
-version = "3.7.7"
-description = "Hierarchical hexagonal geospatial indexing system"
+version = "4.1.2"
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 optional = false
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 [[package]]
 name = "h3ronpy"
@@ -839,13 +1412,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
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+version = "2.6.2"
 description = "File identification library for Python"
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-python-versions = ">=3.8"
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 ]
 
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+tornado = ">=6.1"
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+
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 ]
 
+[package.dependencies]
+traitlets = "*"
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -1043,32 +2111,43 @@ files = [
 
 [[package]]
 name = "mirakuru"
-version = "2.5.2"
+version = "2.5.3"
 description = "Process executor (not only) for tests."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "mirakuru-2.5.3-py3-none-any.whl", hash = "sha256:2fab68356fb98fb5358ea3ab65f5e511f34b5a0b16cfd0a0935ef15a3393f025"},
+    {file = "mirakuru-2.5.3.tar.gz", hash = "sha256:39b33f8fcdf13764a6cfe936e0feeead3902a161fec438df3be7cce98f7933c6"},
 ]
 
 [package.dependencies]
 psutil = {version = ">=4.0.0", markers = "sys_platform != \"cygwin\""}
 
+[[package]]
+name = "mistune"
+version = "3.0.2"
+description = "A sane and fast Markdown parser with useful plugins and renderers"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "moto"
-version = "5.0.16"
+version = "5.0.20"
 description = ""
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "moto-5.0.20-py2.py3-none-any.whl", hash = "sha256:b6df0041255acb973f2adcb31e3dee1379770ece0253520d4d15986d22aa06cf"},
+    {file = "moto-5.0.20.tar.gz", hash = "sha256:24b1319cc66f81f40817a57ac80602a5f1862669bdd621f0d96ab989a6578255"},
 ]
 
 [package.dependencies]
 boto3 = ">=1.9.201"
-botocore = ">=1.14.0"
+botocore = ">=1.14.0,<1.35.45 || >1.35.45,<1.35.46 || >1.35.46"
 cryptography = ">=3.3.1"
 Jinja2 = ">=2.10.1"
 python-dateutil = ">=2.1,<3.0.0"
@@ -1078,7 +2157,7 @@ werkzeug = ">=0.5,<2.2.0 || >2.2.0,<2.2.1 || >2.2.1"
 xmltodict = "*"
 
 [package.extras]
-all = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)", "setuptools"]
+all = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "jsonschema", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)", "setuptools"]
 apigateway = ["PyYAML (>=5.1)", "joserfc (>=0.9.0)", "openapi-spec-validator (>=0.5.0)"]
 apigatewayv2 = ["PyYAML (>=5.1)", "openapi-spec-validator (>=0.5.0)"]
 appsync = ["graphql-core"]
@@ -1092,6 +2171,7 @@ events = ["jsonpath-ng"]
 glue = ["pyparsing (>=3.0.7)"]
 iotdata = ["jsondiff (>=1.1.2)"]
 proxy = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=2.5.1)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)", "setuptools"]
+quicksight = ["jsonschema"]
 resourcegroupstaggingapi = ["PyYAML (>=5.1)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)"]
 s3 = ["PyYAML (>=5.1)", "py-partiql-parser (==0.5.6)"]
 s3crc32c = ["PyYAML (>=5.1)", "crc32c", "py-partiql-parser (==0.5.6)"]
@@ -1100,6 +2180,97 @@ ssm = ["PyYAML (>=5.1)"]
 stepfunctions = ["antlr4-python3-runtime", "jsonpath-ng"]
 xray = ["aws-xray-sdk (>=0.93,!=0.96)", "setuptools"]
 
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+name = "nbclient"
+version = "0.10.0"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+optional = false
+python-versions = ">=3.8.0"
+files = [
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+    {file = "nbclient-0.10.0.tar.gz", hash = "sha256:4b3f1b7dba531e498449c4db4f53da339c91d449dc11e9af3a43b4eb5c5abb09"},
+]
+
+[package.dependencies]
+jupyter-client = ">=6.1.12"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+nbformat = ">=5.1"
+traitlets = ">=5.4"
+
+[package.extras]
+dev = ["pre-commit"]
+docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"]
+test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
+
+[[package]]
+name = "nbconvert"
+version = "7.16.4"
+description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
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+bleach = "!=5.0.0"
+defusedxml = "*"
+jinja2 = ">=3.0"
+jupyter-core = ">=4.7"
+jupyterlab-pygments = "*"
+markupsafe = ">=2.0"
+mistune = ">=2.0.3,<4"
+nbclient = ">=0.5.0"
+nbformat = ">=5.7"
+packaging = "*"
+pandocfilters = ">=1.4.1"
+pygments = ">=2.4.1"
+tinycss2 = "*"
+traitlets = ">=5.1"
+
+[package.extras]
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+docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sphinx-theme", "sphinx (==5.0.2)", "sphinxcontrib-spelling"]
+qtpdf = ["pyqtwebengine (>=5.15)"]
+qtpng = ["pyqtwebengine (>=5.15)"]
+serve = ["tornado (>=6.1)"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
+webpdf = ["playwright"]
+
+[[package]]
+name = "nbformat"
+version = "5.10.4"
+description = "The Jupyter Notebook format"
+optional = false
+python-versions = ">=3.8"
+files = [
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+jsonschema = ">=2.6"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+traitlets = ">=5.1"
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["pep440", "pre-commit", "pytest", "testpath"]
+
+[[package]]
+name = "nest-asyncio"
+version = "1.6.0"
+description = "Patch asyncio to allow nested event loops"
+optional = false
+python-versions = ">=3.5"
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 ]
 
 [[package]]
 name = "packaging"
-version = "24.1"
+version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -1319,6 +2542,46 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
+[[package]]
+name = "pandocfilters"
+version = "1.5.1"
+description = "Utilities for writing pandoc filters in python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+]
+
+[[package]]
+name = "parso"
+version = "0.8.4"
+description = "A Python Parser"
+optional = false
+python-versions = ">=3.6"
+files = [
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+
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+testing = ["docopt", "pytest"]
+
+[[package]]
+name = "pexpect"
+version = "4.9.0"
+description = "Pexpect allows easy control of interactive console applications."
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
 [[package]]
 name = "platformdirs"
 version = "4.3.6"
@@ -1352,24 +2615,24 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "port-for"
-version = "0.7.3"
+version = "0.7.4"
 description = "Utility that helps with local TCP ports management. It can find an unused TCP localhost port and remember the association."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
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 name = "pre-commit"
-version = "3.8.0"
+version = "4.0.1"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1379,34 +2642,63 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
+[[package]]
+name = "prometheus-client"
+version = "0.21.0"
+description = "Python client for the Prometheus monitoring system."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+twisted = ["twisted"]
+
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.48"
+description = "Library for building powerful interactive command lines in Python"
+optional = false
+python-versions = ">=3.7.0"
+files = [
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+]
+
+[package.dependencies]
+wcwidth = "*"
+
 [[package]]
 name = "psutil"
-version = "6.0.0"
+version = "6.1.0"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 [[package]]
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 pytest = ">=4.6"
 
 [package.extras]
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 cli = ["click (>=5.0)"]
 
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-    {file = "s3transfer-0.10.2.tar.gz", hash = "sha256:0711534e9356d3cc692fdde846b4a1e4b0cb6519971860796e6bc4c7aea00ef6"},
+    {file = "s3transfer-0.10.3-py3-none-any.whl", hash = "sha256:263ed587a5803c6c708d3ce44dc4dfedaab4c1a32e8329bab818933d79ddcf5d"},
+    {file = "s3transfer-0.10.3.tar.gz", hash = "sha256:4f50ed74ab84d474ce614475e0b8d5047ff080810aac5d01ea25231cfc944b0c"},
 ]
 
 [package.dependencies]
@@ -2020,25 +3777,41 @@ botocore = ">=1.33.2,<2.0a.0"
 [package.extras]
 crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
+[[package]]
+name = "send2trash"
+version = "1.8.3"
+description = "Send file to trash natively under Mac OS X, Windows and Linux"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+files = [
+    {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"},
+    {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
+]
+
+[package.extras]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
+win32 = ["pywin32"]
+
 [[package]]
 name = "setuptools"
-version = "75.1.0"
+version = "75.5.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "setuptools-75.1.0-py3-none-any.whl", hash = "sha256:35ab7fd3bcd95e6b7fd704e4a1539513edad446c097797f2985e0e4b960772f2"},
-    {file = "setuptools-75.1.0.tar.gz", hash = "sha256:d59a21b17a275fb872a9c3dae73963160ae079f1049ed956880cd7c09b120538"},
+    {file = "setuptools-75.5.0-py3-none-any.whl", hash = "sha256:87cb777c3b96d638ca02031192d40390e0ad97737e27b6b4fa831bea86f2f829"},
+    {file = "setuptools-75.5.0.tar.gz", hash = "sha256:5c4ccb41111392671f02bb5f8436dfc5a9a7185e80500531b133f5775c4163ef"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.5.2)"]
-core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.collections", "jaraco.functools", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.7.0)"]
+core = ["importlib-metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.11.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
 
 [[package]]
 name = "shapely"
@@ -2131,15 +3904,45 @@ files = [
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
+[[package]]
+name = "soupsieve"
+version = "2.6"
+description = "A modern CSS selector implementation for Beautiful Soup."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
+    {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
+]
+
+[[package]]
+name = "stack-data"
+version = "0.6.3"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+optional = false
+python-versions = "*"
+files = [
+    {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
+    {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
+]
+
+[package.dependencies]
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
+pure-eval = "*"
+
+[package.extras]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
+
 [[package]]
 name = "starlette"
-version = "0.38.6"
+version = "0.41.2"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "starlette-0.38.6-py3-none-any.whl", hash = "sha256:4517a1409e2e73ee4951214ba012052b9e16f60e90d73cfb06192c19203bbb05"},
-    {file = "starlette-0.38.6.tar.gz", hash = "sha256:863a1588f5574e70a821dadefb41e4881ea451a47a3cd1b4df359d4ffefe5ead"},
+    {file = "starlette-0.41.2-py3-none-any.whl", hash = "sha256:fbc189474b4731cf30fcef52f18a8d070e3f3b46c6a04c97579e85e6ffca942d"},
+    {file = "starlette-0.41.2.tar.gz", hash = "sha256:9834fd799d1a87fd346deb76158668cfa0b0d56f85caefe8268e2d97c3468b62"},
 ]
 
 [package.dependencies]
@@ -2167,26 +3970,85 @@ starlette = "*"
 dev = ["pre-commit"]
 test = ["brotlipy", "httpx", "pytest", "pytest-cov"]
 
+[[package]]
+name = "terminado"
+version = "0.18.1"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
+    {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
+]
+
+[package.dependencies]
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=6.1.0"
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
+typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
+
+[[package]]
+name = "tinycss2"
+version = "1.4.0"
+description = "A tiny CSS parser"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
+    {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
+]
+
+[package.dependencies]
+webencodings = ">=0.4"
+
+[package.extras]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["pytest", "ruff"]
+
 [[package]]
 name = "tomli"
-version = "2.0.2"
+version = "2.1.0"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
-    {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
+    {file = "tomli-2.1.0-py3-none-any.whl", hash = "sha256:a5c57c3d1c56f5ccdf89f6523458f60ef716e210fc47c4cfb188c5ba473e0391"},
+    {file = "tomli-2.1.0.tar.gz", hash = "sha256:3f646cae2aec94e17d04973e4249548320197cfabdf130015d023de4b74d8ab8"},
+]
+
+[[package]]
+name = "tornado"
+version = "6.4.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8"},
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e2e20b9113cd7293f164dc46fffb13535266e713cdb87bd2d15ddb336e96cfc4"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8ae50a504a740365267b2a8d1a90c9fbc86b780a39170feca9bcc1787ff80842"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:613bf4ddf5c7a95509218b149b555621497a6cc0d46ac341b30bd9ec19eac7f3"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:25486eb223babe3eed4b8aecbac33b37e3dd6d776bc730ca14e1bf93888b979f"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:454db8a7ecfcf2ff6042dde58404164d969b6f5d58b926da15e6b23817950fc4"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a02a08cc7a9314b006f653ce40483b9b3c12cda222d6a46d4ac63bb6c9057698"},
+    {file = "tornado-6.4.1-cp38-abi3-win32.whl", hash = "sha256:d9a566c40b89757c9aa8e6f032bcdb8ca8795d7c1a9762910c722b1635c9de4d"},
+    {file = "tornado-6.4.1-cp38-abi3-win_amd64.whl", hash = "sha256:b24b8982ed444378d7f21d563f4180a2de31ced9d8d84443907a0a64da2072e7"},
+    {file = "tornado-6.4.1.tar.gz", hash = "sha256:92d3ab53183d8c50f8204a51e6f91d18a15d5ef261e84d452800d4ff6fc504e9"},
 ]
 
 [[package]]
 name = "tqdm"
-version = "4.66.5"
+version = "4.67.0"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
-    {file = "tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"},
+    {file = "tqdm-4.67.0-py3-none-any.whl", hash = "sha256:0cd8af9d56911acab92182e88d763100d4788bdf421d251616040cc4d44863be"},
+    {file = "tqdm-4.67.0.tar.gz", hash = "sha256:fe5a6f95e6fe0b9755e9469b77b9c3cf850048224ecaa8293d7d2d31f97d869a"},
 ]
 
 [package.dependencies]
@@ -2194,10 +4056,26 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
 dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "traitlets"
+version = "5.14.3"
+description = "Traitlets Python configuration system"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
+]
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
+
 [[package]]
 name = "typer"
 version = "0.12.5"
@@ -2215,15 +4093,26 @@ rich = ">=10.11.0"
 shellingham = ">=1.3.0"
 typing-extensions = ">=3.7.4.3"
 
+[[package]]
+name = "types-python-dateutil"
+version = "2.9.0.20241003"
+description = "Typing stubs for python-dateutil"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "types-python-dateutil-2.9.0.20241003.tar.gz", hash = "sha256:58cb85449b2a56d6684e41aeefb4c4280631246a0da1a719bdbe6f3fb0317446"},
+    {file = "types_python_dateutil-2.9.0.20241003-py3-none-any.whl", hash = "sha256:250e1d8e80e7bbc3a6c99b907762711d1a1cdd00e978ad39cb5940f6f0a87f3d"},
+]
+
 [[package]]
 name = "types-requests"
-version = "2.32.0.20240914"
+version = "2.32.0.20241016"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-requests-2.32.0.20240914.tar.gz", hash = "sha256:2850e178db3919d9bf809e434eef65ba49d0e7e33ac92d588f4a5e295fffd405"},
-    {file = "types_requests-2.32.0.20240914-py3-none-any.whl", hash = "sha256:59c2f673eb55f32a99b2894faf6020e1a9f4a402ad0f192bfee0b64469054310"},
+    {file = "types-requests-2.32.0.20241016.tar.gz", hash = "sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95"},
+    {file = "types_requests-2.32.0.20241016-py3-none-any.whl", hash = "sha256:4195d62d6d3e043a4eaaf08ff8a62184584d2e8684e9d2aa178c7915a7da3747"},
 ]
 
 [package.dependencies]
@@ -2251,6 +4140,20 @@ files = [
     {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
 ]
 
+[[package]]
+name = "uri-template"
+version = "1.3.0"
+description = "RFC 6570 URI Template Processor"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
+    {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
+]
+
+[package.extras]
+dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
+
 [[package]]
 name = "urllib3"
 version = "2.2.3"
@@ -2270,13 +4173,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.31.0"
+version = "0.32.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "uvicorn-0.31.0-py3-none-any.whl", hash = "sha256:cac7be4dd4d891c363cd942160a7b02e69150dcbc7a36be04d5f4af4b17c8ced"},
-    {file = "uvicorn-0.31.0.tar.gz", hash = "sha256:13bc21373d103859f68fe739608e2eb054a816dea79189bc3ca08ea89a275906"},
+    {file = "uvicorn-0.32.0-py3-none-any.whl", hash = "sha256:60b8f3a5ac027dcd31448f411ced12b5ef452c646f76f02f8cc3f25d8d26fd82"},
+    {file = "uvicorn-0.32.0.tar.gz", hash = "sha256:f78b36b143c16f54ccdb8190d0a26b5f1901fe5a3c777e1ab29f26391af8551e"},
 ]
 
 [package.dependencies]
@@ -2289,13 +4192,13 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 
 [[package]]
 name = "virtualenv"
-version = "20.26.6"
+version = "20.27.1"
 description = "Virtual Python Environment builder"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "virtualenv-20.26.6-py3-none-any.whl", hash = "sha256:7345cc5b25405607a624d8418154577459c3e0277f5466dd79c49d5e492995f2"},
-    {file = "virtualenv-20.26.6.tar.gz", hash = "sha256:280aede09a2a5c317e409a00102e7077c6432c5a38f0ef938e643805a7ad2c48"},
+    {file = "virtualenv-20.27.1-py3-none-any.whl", hash = "sha256:f11f1b8a29525562925f745563bfd48b189450f61fb34c4f9cc79dd5aa32a1f4"},
+    {file = "virtualenv-20.27.1.tar.gz", hash = "sha256:142c6be10212543b32c6c45d3d3893dff89112cc588b7d0879ae5a1ec03a47ba"},
 ]
 
 [package.dependencies]
@@ -2307,15 +4210,64 @@ platformdirs = ">=3.9.1,<5"
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
+[[package]]
+name = "wcwidth"
+version = "0.2.13"
+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
+files = [
+    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
+    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
+]
+
+[[package]]
+name = "webcolors"
+version = "24.11.1"
+description = "A library for working with the color formats defined by HTML and CSS."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"},
+    {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"},
+]
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+optional = false
+python-versions = "*"
+files = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+
+[[package]]
+name = "websocket-client"
+version = "1.8.0"
+description = "WebSocket client for Python with low level API options"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
+    {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
+]
+
+[package.extras]
+docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
 [[package]]
 name = "werkzeug"
-version = "3.0.4"
+version = "3.1.3"
 description = "The comprehensive WSGI web application library."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "werkzeug-3.0.4-py3-none-any.whl", hash = "sha256:02c9eb92b7d6c06f31a782811505d2157837cea66aaede3e217c7c27c039476c"},
-    {file = "werkzeug-3.0.4.tar.gz", hash = "sha256:34f2371506b250df4d4f84bfe7b0921e4762525762bbd936614909fe25cd7306"},
+    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
 ]
 
 [package.dependencies]
@@ -2324,18 +4276,29 @@ MarkupSafe = ">=2.1.1"
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
 
+[[package]]
+name = "widgetsnbextension"
+version = "4.0.13"
+description = "Jupyter interactive widgets for Jupyter Notebook"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "widgetsnbextension-4.0.13-py3-none-any.whl", hash = "sha256:74b2692e8500525cc38c2b877236ba51d34541e6385eeed5aec15a70f88a6c71"},
+    {file = "widgetsnbextension-4.0.13.tar.gz", hash = "sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6"},
+]
+
 [[package]]
 name = "xmltodict"
-version = "0.13.0"
+version = "0.14.2"
 description = "Makes working with XML feel like you are working with JSON"
 optional = false
-python-versions = ">=3.4"
+python-versions = ">=3.6"
 files = [
-    {file = "xmltodict-0.13.0-py2.py3-none-any.whl", hash = "sha256:aa89e8fd76320154a40d19a0df04a4695fb9dc5ba977cbb68ab3e4eb225e7852"},
-    {file = "xmltodict-0.13.0.tar.gz", hash = "sha256:341595a488e3e01a85a9d8911d8912fd922ede5fecc4dce437eb4b6c8d037e56"},
+    {file = "xmltodict-0.14.2-py2.py3-none-any.whl", hash = "sha256:20cc7d723ed729276e808f26fb6b3599f786cbc37e06c65e192ba77c40f20aac"},
+    {file = "xmltodict-0.14.2.tar.gz", hash = "sha256:201e7c28bb210e374999d1dde6382923ab0ed1a8a5faeece48ab525b7810a553"},
 ]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.13"
-content-hash = "b02f69014cb169e7b32eadc52b66c2dac50afe243402a9311965395b420aaaec"
+content-hash = "744286122d13a456b7cfcabc5b92c8c767ecd212f8431afa29768be14af8c329"
diff --git a/space2stats_api/src/pyproject.toml b/space2stats_api/src/pyproject.toml
index ea93c5b7..6b79af37 100644
--- a/space2stats_api/src/pyproject.toml
+++ b/space2stats_api/src/pyproject.toml
@@ -37,6 +37,14 @@ pyarrow = "^17.0.0"
 adbc-driver-postgresql = "^1.2.0"
 tqdm = "^4.66.5"
 
+
+[tool.poetry.group.notebook.dependencies]
+pandas = "*"
+jupyter = "*"
+geopandas = "*"
+shapely = "*"
+lonboard = "*"
+
 [tool.poetry.group.test.dependencies]
 pre-commit = "*"
 pytest = "*"