{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## OpenEAGGR ISEA3HPandas key features\n",
    "\n",
    "You can try out vgridpandas by using the cloud-computing platforms below without having to install anything on your computer:\n",
    "\n",
    "[![image](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/opengeoshub/vgridpandas/blob/main/docs/notebooks/08_isea3h.ipynb)\n",
    "[![image](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/opengeoshub/vgridpandas/HEAD?filepath=docs/notebooks/08_isea3h.ipynb)\n",
    "[![image](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/opengeoshub/vgridpandas/blob/main/docs/notebooks/08_isea3h.ipynb)\n",
    "[![image](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://jupyterlite.gishub.vn/lab/index.html?path=notebooks/vgridpandas/08_isea3h.ipynb)\n",
    "\n",
    "Full VgridPandas DGGS documentation is available at [vgridpandas document](https://vgridpandas.gishub.vn).\n",
    "\n",
    "To work with Vgrid in Python or CLI, use [vgrid](https://pypi.org/project/vgrid/) package. Full Vgrid DGGS documentation is available at [vgrid document](https://vgrid.gishub.vn).\n",
    "\n",
    "To work with Vgrid DGGS in QGIS, install the [Vgrid Plugin](https://plugins.qgis.org/plugins/vgridtools/).\n",
    "\n",
    "To visualize DGGS in Maplibre GL JS, try the [vgrid-maplibre](https://www.npmjs.com/package/vgrid-maplibre) library.\n",
    "\n",
    "For an interactive demo, visit the [Vgrid Homepage](https://vgrid.vn)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Install vgridpandas\n",
    "Uncomment the following line to install [vgridpandas](https://pypi.org/project/vgridpandas/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %pip install vgridpandas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55b791a9",
   "metadata": {},
   "source": [
    "### Import isea3hpandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60520c7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from vgridpandas import isea3hpandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Latlon to ISEA3H"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "      <th>isea3h</th>\n",
       "      <th>isea3h_res</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41</td>\n",
       "      <td>880</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322</td>\n",
       "      <td>126</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21</td>\n",
       "      <td>7099</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401</td>\n",
       "      <td>1138</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52</td>\n",
       "      <td>1467</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496</td>\n",
       "      <td>177</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52</td>\n",
       "      <td>1274</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558</td>\n",
       "      <td>219</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52</td>\n",
       "      <td>1627</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565</td>\n",
       "      <td>259</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>20635</th>\n",
       "      <td>-121.09</td>\n",
       "      <td>39.48</td>\n",
       "      <td>25</td>\n",
       "      <td>1665</td>\n",
       "      <td>374.0</td>\n",
       "      <td>845</td>\n",
       "      <td>330</td>\n",
       "      <td>1.5603</td>\n",
       "      <td>78100</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>0007-8,15</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>20636</th>\n",
       "      <td>-121.21</td>\n",
       "      <td>39.49</td>\n",
       "      <td>18</td>\n",
       "      <td>697</td>\n",
       "      <td>150.0</td>\n",
       "      <td>356</td>\n",
       "      <td>114</td>\n",
       "      <td>2.5568</td>\n",
       "      <td>77100</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>0007-8,15</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>20637</th>\n",
       "      <td>-121.22</td>\n",
       "      <td>39.43</td>\n",
       "      <td>17</td>\n",
       "      <td>2254</td>\n",
       "      <td>485.0</td>\n",
       "      <td>1007</td>\n",
       "      <td>433</td>\n",
       "      <td>1.7000</td>\n",
       "      <td>92300</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>0007-8,15</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>20638</th>\n",
       "      <td>-121.32</td>\n",
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       "      <td>349</td>\n",
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       "      <td>616.0</td>\n",
       "      <td>1387</td>\n",
       "      <td>530</td>\n",
       "      <td>2.3886</td>\n",
       "      <td>89400</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>0007-8,15</td>\n",
       "      <td>7</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>20640 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          lon    lat  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0     -122.23  37.88                  41          880           129.0   \n",
       "1     -122.22  37.86                  21         7099          1106.0   \n",
       "2     -122.24  37.85                  52         1467           190.0   \n",
       "3     -122.25  37.85                  52         1274           235.0   \n",
       "4     -122.25  37.85                  52         1627           280.0   \n",
       "...       ...    ...                 ...          ...             ...   \n",
       "20635 -121.09  39.48                  25         1665           374.0   \n",
       "20636 -121.21  39.49                  18          697           150.0   \n",
       "20637 -121.22  39.43                  17         2254           485.0   \n",
       "20638 -121.32  39.43                  18         1860           409.0   \n",
       "20639 -121.24  39.37                  16         2785           616.0   \n",
       "\n",
       "       population  households  median_income  median_house_value  \\\n",
       "0             322         126         8.3252              452600   \n",
       "1            2401        1138         8.3014              358500   \n",
       "2             496         177         7.2574              352100   \n",
       "3             558         219         5.6431              341300   \n",
       "4             565         259         3.8462              342200   \n",
       "...           ...         ...            ...                 ...   \n",
       "20635         845         330         1.5603               78100   \n",
       "20636         356         114         2.5568               77100   \n",
       "20637        1007         433         1.7000               92300   \n",
       "20638         741         349         1.8672               84700   \n",
       "20639        1387         530         2.3886               89400   \n",
       "\n",
       "      ocean_proximity     isea3h  isea3h_res  \n",
       "0            NEAR BAY  0007-9,14           7  \n",
       "1            NEAR BAY  0007-9,14           7  \n",
       "2            NEAR BAY  0007-9,14           7  \n",
       "3            NEAR BAY  0007-9,14           7  \n",
       "4            NEAR BAY  0007-9,14           7  \n",
       "...               ...        ...         ...  \n",
       "20635          INLAND  0007-8,15           7  \n",
       "20636          INLAND  0007-8,15           7  \n",
       "20637          INLAND  0007-8,15           7  \n",
       "20638          INLAND  0007-8,15           7  \n",
       "20639          INLAND  0007-8,15           7  \n",
       "\n",
       "[20640 rows x 12 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/opengeoshub/vopendata/main/csv/housing.csv')\n",
    "resolution = 7\n",
    "df = df.isea3h.latlon2isea3h(resolution, lat_col='lat', lon_col='lon')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GeoPandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
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       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
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       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>POINT (-122.22 37.86)</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>POINT (-122.24 37.85)</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>POINT (-122.25 37.85)</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>POINT (-122.25 37.85)</td>\n",
       "      <td>0007-9,14</td>\n",
       "      <td>7</td>\n",
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       "      <td>25.0</td>\n",
       "      <td>1665.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>1.5603</td>\n",
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       "      <td>18.0</td>\n",
       "      <td>697.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>2.5568</td>\n",
       "      <td>77100.0</td>\n",
       "      <td>INLAND</td>\n",
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       "      <td>0007-8,15</td>\n",
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       "      <td>433.0</td>\n",
       "      <td>1.7000</td>\n",
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       "      <td>0007-8,15</td>\n",
       "      <td>7</td>\n",
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       "      <td>1860.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>741.0</td>\n",
       "      <td>349.0</td>\n",
       "      <td>1.8672</td>\n",
       "      <td>84700.0</td>\n",
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       "      <td>0007-8,15</td>\n",
       "      <td>7</td>\n",
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       "      <td>-121.24</td>\n",
       "      <td>39.37</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>616.0</td>\n",
       "      <td>1387.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>2.3886</td>\n",
       "      <td>89400.0</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>POINT (-121.24 39.37)</td>\n",
       "      <td>0007-8,15</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20640 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0        -122.23     37.88                41.0        880.0           129.0   \n",
       "1        -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2        -122.24     37.85                52.0       1467.0           190.0   \n",
       "3        -122.25     37.85                52.0       1274.0           235.0   \n",
       "4        -122.25     37.85                52.0       1627.0           280.0   \n",
       "...          ...       ...                 ...          ...             ...   \n",
       "20635    -121.09     39.48                25.0       1665.0           374.0   \n",
       "20636    -121.21     39.49                18.0        697.0           150.0   \n",
       "20637    -121.22     39.43                17.0       2254.0           485.0   \n",
       "20638    -121.32     39.43                18.0       1860.0           409.0   \n",
       "20639    -121.24     39.37                16.0       2785.0           616.0   \n",
       "\n",
       "       population  households  median_income  median_house_value  \\\n",
       "0           322.0       126.0         8.3252            452600.0   \n",
       "1          2401.0      1138.0         8.3014            358500.0   \n",
       "2           496.0       177.0         7.2574            352100.0   \n",
       "3           558.0       219.0         5.6431            341300.0   \n",
       "4           565.0       259.0         3.8462            342200.0   \n",
       "...           ...         ...            ...                 ...   \n",
       "20635       845.0       330.0         1.5603             78100.0   \n",
       "20636       356.0       114.0         2.5568             77100.0   \n",
       "20637      1007.0       433.0         1.7000             92300.0   \n",
       "20638       741.0       349.0         1.8672             84700.0   \n",
       "20639      1387.0       530.0         2.3886             89400.0   \n",
       "\n",
       "      ocean_proximity               geometry     isea3h  isea3h_res  \n",
       "0            NEAR BAY  POINT (-122.23 37.88)  0007-9,14           7  \n",
       "1            NEAR BAY  POINT (-122.22 37.86)  0007-9,14           7  \n",
       "2            NEAR BAY  POINT (-122.24 37.85)  0007-9,14           7  \n",
       "3            NEAR BAY  POINT (-122.25 37.85)  0007-9,14           7  \n",
       "4            NEAR BAY  POINT (-122.25 37.85)  0007-9,14           7  \n",
       "...               ...                    ...        ...         ...  \n",
       "20635          INLAND  POINT (-121.09 39.48)  0007-8,15           7  \n",
       "20636          INLAND  POINT (-121.21 39.49)  0007-8,15           7  \n",
       "20637          INLAND  POINT (-121.22 39.43)  0007-8,15           7  \n",
       "20638          INLAND  POINT (-121.32 39.43)  0007-8,15           7  \n",
       "20639          INLAND  POINT (-121.24 39.37)  0007-8,15           7  \n",
       "\n",
       "[20640 rows x 13 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "df = gpd.read_file('https://raw.githubusercontent.com/opengeoshub/vopendata/main/shape/housing.geojson')\n",
    "resolution = 7\n",
    "df = df.isea3h.latlon2isea3h(resolution)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISEA3H to geo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df.isea3h.isea3h2geo(isea3h_col='isea3h', fix_antimeridian=None)\n",
    "df.plot(edgecolor='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### (Multi)Polygon to ISEA3H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "gdf = gpd.read_file('https://raw.githubusercontent.com/opengeoshub/vopendata/main/shape/polygon.geojson')\n",
    "resolution = 19\n",
    "gdf_polyfill = gdf.isea3h.polyfill(resolution, compact=False, predicate='intersect', explode=False,fix_antimeridian=None)\n",
    "gdf_polyfill = gdf_polyfill.isea3h.isea3h2geo(isea3h_col='isea3h')\n",
    "gdf_polyfill.plot(edgecolor='white')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISEA3H binning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "resolution = 10\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/opengeoshub/vopendata/main/csv/housing.csv')\n",
    "stats = 'max'\n",
    "numeric_col = 'median_house_value'\n",
    "df_bin = df.isea3h.isea3hbin(resolution=resolution,\n",
    "                    lat_col='lat',\n",
    "                    lon_col='lon',\n",
    "                    stats=stats,\n",
    "                    numeric_col=numeric_col,\n",
    "                    # category_col='ocean_proximity',\n",
    "                    )\n",
    "df_bin.plot(\n",
    "    column=f'{numeric_col}_{stats}',\n",
    "    cmap='Spectral_r',\n",
    "    legend=True,\n",
    "    linewidth=0.2,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GeoPandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "resolution = 10\n",
    "df = gpd.read_file('https://raw.githubusercontent.com/opengeoshub/vopendata/main/shape/housing.geojson')\n",
    "stats = 'max'\n",
    "numeric_col = 'median_house_value'\n",
    "df_bin = df.isea3h.isea3hbin(resolution=resolution,\n",
    "                    stats=stats,\n",
    "                    numeric_col=numeric_col,\n",
    "                    # category_col='ocean_proximity',\n",
    "                    )\n",
    "df_bin.plot(\n",
    "    column=f'{numeric_col}_{stats}',\n",
    "    cmap='Spectral_r',\n",
    "    legend=True,\n",
    "    linewidth=0.2,\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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