{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Paris Remarkable Trees from 1700 to 2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        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>datasetid</th>\n",
       "      <th>recordid</th>\n",
       "      <th>record_timestamp</th>\n",
       "      <th>fields.geom_x_y</th>\n",
       "      <th>fields.libellefrancais</th>\n",
       "      <th>fields.objectid</th>\n",
       "      <th>fields.idemplacement</th>\n",
       "      <th>fields.arrondissement</th>\n",
       "      <th>fields.circonferenceencm</th>\n",
       "      <th>fields.hauteurenm</th>\n",
       "      <th>...</th>\n",
       "      <th>fields.stadedeveloppement</th>\n",
       "      <th>fields.remarquable</th>\n",
       "      <th>fields.idbase</th>\n",
       "      <th>fields.genre</th>\n",
       "      <th>fields.complementadresse</th>\n",
       "      <th>fields.typeemplacement</th>\n",
       "      <th>fields.dateplantation</th>\n",
       "      <th>geometry.type</th>\n",
       "      <th>geometry.coordinates</th>\n",
       "      <th>fields.varieteoucultivar</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>a236960f295288698ca57fdccfd9825547ffb4d0</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8630096006, 2.2417737512]</td>\n",
       "      <td>Pin</td>\n",
       "      <td>49884</td>\n",
       "      <td>000901001</td>\n",
       "      <td>BOIS DE BOULOGNE</td>\n",
       "      <td>241.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>...</td>\n",
       "      <td>M</td>\n",
       "      <td>1</td>\n",
       "      <td>2002349.0</td>\n",
       "      <td>Pinus</td>\n",
       "      <td>16-08</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1882-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.2417737512, 48.8630096006]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>d7635937c3636051c99963676d3a97dd4d9dd8c9</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8731110898, 2.24886478886]</td>\n",
       "      <td>Hêtre</td>\n",
       "      <td>52761</td>\n",
       "      <td>000701004</td>\n",
       "      <td>BOIS DE BOULOGNE</td>\n",
       "      <td>231.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>...</td>\n",
       "      <td>M</td>\n",
       "      <td>1</td>\n",
       "      <td>2002354.0</td>\n",
       "      <td>Fagus</td>\n",
       "      <td>16-17</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1868-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.24886478886, 48.8731110898]</td>\n",
       "      <td>''Pendula''</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>460e8eccd3ebc816f16317702223bf406e7d75e6</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8448875264, 2.35366916319]</td>\n",
       "      <td>Hêtre</td>\n",
       "      <td>62456</td>\n",
       "      <td>00000075</td>\n",
       "      <td>PARIS 5E ARRDT</td>\n",
       "      <td>85.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>M</td>\n",
       "      <td>1</td>\n",
       "      <td>132669.0</td>\n",
       "      <td>Fagus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1905-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.35366916319, 48.8448875264]</td>\n",
       "      <td>''Tortuosa''</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>b60b80e0f8327afba6d0c513b0b6b85639e516b6</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8787029872, 2.30647417371]</td>\n",
       "      <td>Erable</td>\n",
       "      <td>68801</td>\n",
       "      <td>00NO0144</td>\n",
       "      <td>PARIS 8E ARRDT</td>\n",
       "      <td>450.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>...</td>\n",
       "      <td>M</td>\n",
       "      <td>1</td>\n",
       "      <td>305507.0</td>\n",
       "      <td>Acer</td>\n",
       "      <td>08-01</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1700-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.30647417371, 48.8787029872]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>47e163d6f0536bc9e26ba2993447c6f50b14a6f6</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8671184424, 2.25294211329]</td>\n",
       "      <td>Platane</td>\n",
       "      <td>82341</td>\n",
       "      <td>001201001</td>\n",
       "      <td>BOIS DE BOULOGNE</td>\n",
       "      <td>534.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>M</td>\n",
       "      <td>1</td>\n",
       "      <td>2002389.0</td>\n",
       "      <td>Platanus</td>\n",
       "      <td>16-10</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1872-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.25294211329, 48.8671184424]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 datasetid                                  recordid  \\\n",
       "0  arbresremarquablesparis  a236960f295288698ca57fdccfd9825547ffb4d0   \n",
       "1  arbresremarquablesparis  d7635937c3636051c99963676d3a97dd4d9dd8c9   \n",
       "2  arbresremarquablesparis  460e8eccd3ebc816f16317702223bf406e7d75e6   \n",
       "3  arbresremarquablesparis  b60b80e0f8327afba6d0c513b0b6b85639e516b6   \n",
       "4  arbresremarquablesparis  47e163d6f0536bc9e26ba2993447c6f50b14a6f6   \n",
       "\n",
       "                   record_timestamp                 fields.geom_x_y  \\\n",
       "0  2019-10-04T10:00:41.063000+00:00   [48.8630096006, 2.2417737512]   \n",
       "1  2019-10-04T10:00:41.063000+00:00  [48.8731110898, 2.24886478886]   \n",
       "2  2019-10-04T10:00:41.063000+00:00  [48.8448875264, 2.35366916319]   \n",
       "3  2019-10-04T10:00:41.063000+00:00  [48.8787029872, 2.30647417371]   \n",
       "4  2019-10-04T10:00:41.063000+00:00  [48.8671184424, 2.25294211329]   \n",
       "\n",
       "  fields.libellefrancais  fields.objectid fields.idemplacement  \\\n",
       "0                    Pin            49884            000901001   \n",
       "1                  Hêtre            52761            000701004   \n",
       "2                  Hêtre            62456             00000075   \n",
       "3                 Erable            68801             00NO0144   \n",
       "4                Platane            82341            001201001   \n",
       "\n",
       "  fields.arrondissement  fields.circonferenceencm  fields.hauteurenm  ...  \\\n",
       "0      BOIS DE BOULOGNE                     241.0               30.0  ...   \n",
       "1      BOIS DE BOULOGNE                     231.0               16.0  ...   \n",
       "2        PARIS 5E ARRDT                      85.0                3.0  ...   \n",
       "3        PARIS 8E ARRDT                     450.0               28.0  ...   \n",
       "4      BOIS DE BOULOGNE                     534.0               45.0  ...   \n",
       "\n",
       "  fields.stadedeveloppement fields.remarquable fields.idbase fields.genre  \\\n",
       "0                         M                  1     2002349.0        Pinus   \n",
       "1                         M                  1     2002354.0        Fagus   \n",
       "2                         M                  1      132669.0        Fagus   \n",
       "3                         M                  1      305507.0         Acer   \n",
       "4                         M                  1     2002389.0     Platanus   \n",
       "\n",
       "  fields.complementadresse fields.typeemplacement      fields.dateplantation  \\\n",
       "0                    16-08                  Arbre  1882-01-01T00:09:21+00:00   \n",
       "1                    16-17                  Arbre  1868-01-01T00:09:21+00:00   \n",
       "2                      NaN                  Arbre  1905-01-01T00:09:21+00:00   \n",
       "3                    08-01                  Arbre  1700-01-01T00:09:21+00:00   \n",
       "4                    16-10                  Arbre  1872-01-01T00:09:21+00:00   \n",
       "\n",
       "  geometry.type            geometry.coordinates fields.varieteoucultivar  \n",
       "0         Point   [2.2417737512, 48.8630096006]                      NaN  \n",
       "1         Point  [2.24886478886, 48.8731110898]              ''Pendula''  \n",
       "2         Point  [2.35366916319, 48.8448875264]             ''Tortuosa''  \n",
       "3         Point  [2.30647417371, 48.8787029872]                      NaN  \n",
       "4         Point  [2.25294211329, 48.8671184424]                      NaN  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas\n",
    "from pandas.io.json import json_normalize\n",
    "import json\n",
    "\n",
    "local_file_path = '../files/arbres_remarquables_paris.json'\n",
    "with open(local_file_path, 'r') as json_file:\n",
    "    data_json = json.load(json_file)\n",
    "\n",
    "df = pandas.DataFrame(json_normalize(data_json['records']))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>geometry_coordinates</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[2.2417737512, 48.8630096006]</td>\n",
       "      <td>2.241774</td>\n",
       "      <td>48.863010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[2.24886478886, 48.8731110898]</td>\n",
       "      <td>2.248865</td>\n",
       "      <td>48.873111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[2.35366916319, 48.8448875264]</td>\n",
       "      <td>2.353669</td>\n",
       "      <td>48.844888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[2.30647417371, 48.8787029872]</td>\n",
       "      <td>2.306474</td>\n",
       "      <td>48.878703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[2.25294211329, 48.8671184424]</td>\n",
       "      <td>2.252942</td>\n",
       "      <td>48.867118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>[2.38368012582, 48.8814687366]</td>\n",
       "      <td>2.383680</td>\n",
       "      <td>48.881469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>[2.35069308175, 48.8330296265]</td>\n",
       "      <td>2.350693</td>\n",
       "      <td>48.833030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>[2.32633191622, 48.8940926568]</td>\n",
       "      <td>2.326332</td>\n",
       "      <td>48.894093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>[2.43334109188, 48.8395251386]</td>\n",
       "      <td>2.433341</td>\n",
       "      <td>48.839525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>[2.33940394029, 48.857749011]</td>\n",
       "      <td>2.339404</td>\n",
       "      <td>48.857749</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>182 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               geometry_coordinates       lon        lat\n",
       "0     [2.2417737512, 48.8630096006]  2.241774  48.863010\n",
       "1    [2.24886478886, 48.8731110898]  2.248865  48.873111\n",
       "2    [2.35366916319, 48.8448875264]  2.353669  48.844888\n",
       "3    [2.30647417371, 48.8787029872]  2.306474  48.878703\n",
       "4    [2.25294211329, 48.8671184424]  2.252942  48.867118\n",
       "..                              ...       ...        ...\n",
       "177  [2.38368012582, 48.8814687366]  2.383680  48.881469\n",
       "178  [2.35069308175, 48.8330296265]  2.350693  48.833030\n",
       "179  [2.32633191622, 48.8940926568]  2.326332  48.894093\n",
       "180  [2.43334109188, 48.8395251386]  2.433341  48.839525\n",
       "181   [2.33940394029, 48.857749011]  2.339404  48.857749\n",
       "\n",
       "[182 rows x 3 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = df.columns.str.replace(\".\", \"_\")\n",
    "df[['lon','lat']] = pandas.DataFrame(df['geometry_coordinates'].values.tolist(), index=df.index)\n",
    "df.loc[:, ['geometry_coordinates', 'lon', 'lat']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\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>datasetid</th>\n",
       "      <th>recordid</th>\n",
       "      <th>record_timestamp</th>\n",
       "      <th>fields_geom_x_y</th>\n",
       "      <th>fields_libellefrancais</th>\n",
       "      <th>fields_objectid</th>\n",
       "      <th>fields_idemplacement</th>\n",
       "      <th>fields_arrondissement</th>\n",
       "      <th>fields_circonferenceencm</th>\n",
       "      <th>fields_hauteurenm</th>\n",
       "      <th>...</th>\n",
       "      <th>fields_genre</th>\n",
       "      <th>fields_complementadresse</th>\n",
       "      <th>fields_typeemplacement</th>\n",
       "      <th>fields_dateplantation</th>\n",
       "      <th>geometry_type</th>\n",
       "      <th>geometry_coordinates</th>\n",
       "      <th>fields_varieteoucultivar</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>a236960f295288698ca57fdccfd9825547ffb4d0</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8630096006, 2.2417737512]</td>\n",
       "      <td>Pin</td>\n",
       "      <td>49884</td>\n",
       "      <td>000901001</td>\n",
       "      <td>BOIS DE BOULOGNE</td>\n",
       "      <td>241.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Pinus</td>\n",
       "      <td>16-08</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1882-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.2417737512, 48.8630096006]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.241774</td>\n",
       "      <td>48.863010</td>\n",
       "      <td>POINT (2.24177 48.86301)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>d7635937c3636051c99963676d3a97dd4d9dd8c9</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8731110898, 2.24886478886]</td>\n",
       "      <td>Hêtre</td>\n",
       "      <td>52761</td>\n",
       "      <td>000701004</td>\n",
       "      <td>BOIS DE BOULOGNE</td>\n",
       "      <td>231.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Fagus</td>\n",
       "      <td>16-17</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1868-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.24886478886, 48.8731110898]</td>\n",
       "      <td>''Pendula''</td>\n",
       "      <td>2.248865</td>\n",
       "      <td>48.873111</td>\n",
       "      <td>POINT (2.24886 48.87311)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>460e8eccd3ebc816f16317702223bf406e7d75e6</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8448875264, 2.35366916319]</td>\n",
       "      <td>Hêtre</td>\n",
       "      <td>62456</td>\n",
       "      <td>00000075</td>\n",
       "      <td>PARIS 5E ARRDT</td>\n",
       "      <td>85.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Fagus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1905-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.35366916319, 48.8448875264]</td>\n",
       "      <td>''Tortuosa''</td>\n",
       "      <td>2.353669</td>\n",
       "      <td>48.844888</td>\n",
       "      <td>POINT (2.35367 48.84489)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>b60b80e0f8327afba6d0c513b0b6b85639e516b6</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8787029872, 2.30647417371]</td>\n",
       "      <td>Erable</td>\n",
       "      <td>68801</td>\n",
       "      <td>00NO0144</td>\n",
       "      <td>PARIS 8E ARRDT</td>\n",
       "      <td>450.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Acer</td>\n",
       "      <td>08-01</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1700-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.30647417371, 48.8787029872]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.306474</td>\n",
       "      <td>48.878703</td>\n",
       "      <td>POINT (2.30647 48.87870)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>arbresremarquablesparis</td>\n",
       "      <td>47e163d6f0536bc9e26ba2993447c6f50b14a6f6</td>\n",
       "      <td>2019-10-04T10:00:41.063000+00:00</td>\n",
       "      <td>[48.8671184424, 2.25294211329]</td>\n",
       "      <td>Platane</td>\n",
       "      <td>82341</td>\n",
       "      <td>001201001</td>\n",
       "      <td>BOIS DE BOULOGNE</td>\n",
       "      <td>534.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Platanus</td>\n",
       "      <td>16-10</td>\n",
       "      <td>Arbre</td>\n",
       "      <td>1872-01-01T00:09:21+00:00</td>\n",
       "      <td>Point</td>\n",
       "      <td>[2.25294211329, 48.8671184424]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.252942</td>\n",
       "      <td>48.867118</td>\n",
       "      <td>POINT (2.25294 48.86712)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 datasetid                                  recordid  \\\n",
       "0  arbresremarquablesparis  a236960f295288698ca57fdccfd9825547ffb4d0   \n",
       "1  arbresremarquablesparis  d7635937c3636051c99963676d3a97dd4d9dd8c9   \n",
       "2  arbresremarquablesparis  460e8eccd3ebc816f16317702223bf406e7d75e6   \n",
       "3  arbresremarquablesparis  b60b80e0f8327afba6d0c513b0b6b85639e516b6   \n",
       "4  arbresremarquablesparis  47e163d6f0536bc9e26ba2993447c6f50b14a6f6   \n",
       "\n",
       "                   record_timestamp                 fields_geom_x_y  \\\n",
       "0  2019-10-04T10:00:41.063000+00:00   [48.8630096006, 2.2417737512]   \n",
       "1  2019-10-04T10:00:41.063000+00:00  [48.8731110898, 2.24886478886]   \n",
       "2  2019-10-04T10:00:41.063000+00:00  [48.8448875264, 2.35366916319]   \n",
       "3  2019-10-04T10:00:41.063000+00:00  [48.8787029872, 2.30647417371]   \n",
       "4  2019-10-04T10:00:41.063000+00:00  [48.8671184424, 2.25294211329]   \n",
       "\n",
       "  fields_libellefrancais  fields_objectid fields_idemplacement  \\\n",
       "0                    Pin            49884            000901001   \n",
       "1                  Hêtre            52761            000701004   \n",
       "2                  Hêtre            62456             00000075   \n",
       "3                 Erable            68801             00NO0144   \n",
       "4                Platane            82341            001201001   \n",
       "\n",
       "  fields_arrondissement  fields_circonferenceencm  fields_hauteurenm  ...  \\\n",
       "0      BOIS DE BOULOGNE                     241.0               30.0  ...   \n",
       "1      BOIS DE BOULOGNE                     231.0               16.0  ...   \n",
       "2        PARIS 5E ARRDT                      85.0                3.0  ...   \n",
       "3        PARIS 8E ARRDT                     450.0               28.0  ...   \n",
       "4      BOIS DE BOULOGNE                     534.0               45.0  ...   \n",
       "\n",
       "  fields_genre fields_complementadresse fields_typeemplacement  \\\n",
       "0        Pinus                    16-08                  Arbre   \n",
       "1        Fagus                    16-17                  Arbre   \n",
       "2        Fagus                      NaN                  Arbre   \n",
       "3         Acer                    08-01                  Arbre   \n",
       "4     Platanus                    16-10                  Arbre   \n",
       "\n",
       "       fields_dateplantation geometry_type            geometry_coordinates  \\\n",
       "0  1882-01-01T00:09:21+00:00         Point   [2.2417737512, 48.8630096006]   \n",
       "1  1868-01-01T00:09:21+00:00         Point  [2.24886478886, 48.8731110898]   \n",
       "2  1905-01-01T00:09:21+00:00         Point  [2.35366916319, 48.8448875264]   \n",
       "3  1700-01-01T00:09:21+00:00         Point  [2.30647417371, 48.8787029872]   \n",
       "4  1872-01-01T00:09:21+00:00         Point  [2.25294211329, 48.8671184424]   \n",
       "\n",
       "   fields_varieteoucultivar       lon        lat                  geometry  \n",
       "0                       NaN  2.241774  48.863010  POINT (2.24177 48.86301)  \n",
       "1               ''Pendula''  2.248865  48.873111  POINT (2.24886 48.87311)  \n",
       "2              ''Tortuosa''  2.353669  48.844888  POINT (2.35367 48.84489)  \n",
       "3                       NaN  2.306474  48.878703  POINT (2.30647 48.87870)  \n",
       "4                       NaN  2.252942  48.867118  POINT (2.25294 48.86712)  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from geopandas import GeoDataFrame, points_from_xy\n",
    "\n",
    "gdf = GeoDataFrame(df, geometry=points_from_xy(df['lon'], df['lat']))\n",
    "gdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    \"\n",
       "  srcDoc=\"\n",
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       "  <meta name=&quot;viewport&quot; content=&quot;width=device-width, initial-scale=1.0&quot;>\n",
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       "\n",
       "  .map-footer a:hover {\n",
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       "    <style>\n",
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       "  <style>\n",
       "    .popup-content {\n",
       "      display: flex;\n",
       "      flex-direction: column;\n",
       "      padding: 8px;\n",
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       "\n",
       "    .popup-name {\n",
       "      font-size: 12px;\n",
       "      font-weight: 400;\n",
       "      line-height: 20px;\n",
       "      margin-bottom: 4px;\n",
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       "      font-size: 16px;\n",
       "      font-weight: 600;\n",
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       "\n",
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       "    margin-bottom: 8px;\n",
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       "\n",
       "  as-category-widget {\n",
       "    max-height: 250px;\n",
       "  }\n",
       "</style>\n",
       "</head>\n",
       "\n",
       "<body class=&quot;as-app-body as-app&quot;>\n",
       "  <img id=&quot;map-image&quot; class=&quot;map-image&quot; alt='Static map image' />\n",
       "  <as-responsive-content id=&quot;main-container&quot;>\n",
       "    \n",
       "    <main class=&quot;as-main&quot;>\n",
       "      <div class=&quot;as-map-area&quot;>\n",
       "        <div id=&quot;map&quot; class=&quot;map&quot;></div>\n",
       "        \n",
       "        \n",
       "      </div> <!-- as-map-area -->\n",
       "    </main> <!-- as-main -->\n",
       "  </as-responsive-content>\n",
       "\n",
       "  \n",
       "\n",
       "  <div id=&quot;error-container&quot; class=&quot;error&quot;>\n",
       "  <section class=&quot;error-section&quot;>\n",
       "    <span class=&quot;errors&quot; id=&quot;error-name&quot;></span>:\n",
       "    <section id=&quot;error-content&quot;>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-type&quot;></span>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-message&quot;></span>\n",
       "    </section>\n",
       "  </section>\n",
       "\n",
       "  <details class=&quot;error-details&quot;>\n",
       "    <summary>StackTrace</summary>\n",
       "    <ul id=&quot;error-stacktrace&quot;></ul>\n",
       "  </details>\n",
       "</div>\n",
       "</body>\n",
       "\n",
       "<script>\n",
       "  var init = (function () {\n",
       "  'use strict';\n",
       "\n",
       "  const BASEMAPS = {\n",
       "    DarkMatter: carto.basemaps.darkmatter,\n",
       "    Voyager: carto.basemaps.voyager,\n",
       "    Positron: carto.basemaps.positron\n",
       "  };\n",
       "\n",
       "  const attributionControl = new mapboxgl.AttributionControl({\n",
       "    compact: false\n",
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       "   * This parses the different stack traces and puts them into one format\n",
       "   * This borrows heavily from TraceKit (https://github.com/csnover/TraceKit)\n",
       "   */\n",
       "\n",
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       "  const winjsRe = /^\\s*at (?:((?:\\[object object\\])?.+) )?\\(?((?:file|ms-appx|https?|webpack|blob):.*?):(\\d+)(?::(\\d+))?\\)?\\s*$/i;\n",
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       "\n",
       "    return lines.reduce((stack, line) => {\n",
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       "        parseWinjs(line) ||\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       "  function parseWinjs(line) {\n",
       "    const parts = winjsRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
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       "  }\n",
       "\n",
       "  function parseGecko(line) {\n",
       "    const parts = geckoRe.exec(line);\n",
       "\n",
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       "    }\n",
       "\n",
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       "\n",
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       "      parts[4] = submatch[2];\n",
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       "    }\n",
       "\n",
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       "      column: parts[5] ? +parts[5] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
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       "    const error$ = document.getElementById('error-container');\n",
       "    const errors$ = error$.getElementsByClassName('errors');\n",
       "    const stacktrace$ = document.getElementById('error-stacktrace');\n",
       "\n",
       "    errors$[0].innerHTML = e.name;\n",
       "    errors$[1].innerHTML = e.type;\n",
       "    errors$[2].innerHTML = e.message.replace(e.type, '');\n",
       "\n",
       "    error$.style.visibility = 'visible';\n",
       "\n",
       "    const stack = parse(e.stack);\n",
       "    const list = stack.map(item => {\n",
       "      return `<li>\n",
       "      at <span class=&quot;stacktrace-method&quot;>${item.methodName}:</span>\n",
       "      (${item.file}:${item.lineNumber}:${item.column})\n",
       "    </li>`;\n",
       "    });\n",
       "\n",
       "    stacktrace$.innerHTML = list.join('\\n');\n",
       "  }\n",
       "\n",
       "  function format(value) {\n",
       "    if (Array.isArray(value)) {\n",
       "      const [first, second] = value;\n",
       "      if (first === -Infinity) {\n",
       "        return `< ${formatValue(second)}`;\n",
       "      }\n",
       "      if (second === Infinity) {\n",
       "        return `> ${formatValue(first)}`;\n",
       "      }\n",
       "      return `${formatValue(first)} - ${formatValue(second)}`;\n",
       "    }\n",
       "    return formatValue(value);\n",
       "  }\n",
       "\n",
       "  function formatValue(value) {\n",
       "    if (typeof value === 'number') {\n",
       "      return formatNumber(value);\n",
       "    }\n",
       "    return value;\n",
       "  }\n",
       "\n",
       "  function formatNumber(value) {\n",
       "    const log = Math.log10(Math.abs(value));\n",
       "\n",
       "    if ((log > 4 || log < -2.00000001) && value) {\n",
       "      return value.toExponential(2);\n",
       "    }\n",
       "    \n",
       "    if (!Number.isInteger(value)) {\n",
       "      return value.toLocaleString(undefined, {\n",
       "        minimumFractionDigits: 2,\n",
       "        maximumFractionDigits: 3\n",
       "      });\n",
       "    }\n",
       "    \n",
       "    return value.toLocaleString();\n",
       "  }\n",
       "\n",
       "  function updateViewport(map) {\n",
       "    function updateMapInfo() {\n",
       "      const mapInfo$ = document.getElementById('map-info');\n",
       "      const center = map.getCenter();\n",
       "      const lat = center.lat.toFixed(6);\n",
       "      const lng = center.lng.toFixed(6);\n",
       "      const zoom = map.getZoom().toFixed(2);\n",
       "    \n",
       "      mapInfo$.innerText = `viewport={'zoom': ${zoom}, 'lat': ${lat}, 'lng': ${lng}}`;\n",
       "    }\n",
       "\n",
       "    updateMapInfo();\n",
       "\n",
       "    map.on('zoom', updateMapInfo);\n",
       "    map.on('move', updateMapInfo); \n",
       "  }\n",
       "\n",
       "  function getBasecolorSettings(basecolor) {\n",
       "    return {\n",
       "      'version': 8,\n",
       "      'sources': {},\n",
       "      'layers': [{\n",
       "          'id': 'background',\n",
       "          'type': 'background',\n",
       "          'paint': {\n",
       "              'background-color': basecolor\n",
       "          }\n",
       "      }]\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function getImageElement(mapIndex) {\n",
       "    const id = mapIndex !== undefined ? `map-image-${mapIndex}` : 'map-image';\n",
       "    return document.getElementById(id);\n",
       "  }\n",
       "\n",
       "  function getContainerElement(mapIndex) {\n",
       "    const id = mapIndex !== undefined ? `main-container-${mapIndex}` : 'main-container';\n",
       "    return document.getElementById(id);\n",
       "  }\n",
       "\n",
       "  function saveImage(mapIndex) {\n",
       "    const img = getImageElement(mapIndex);\n",
       "    const container = getContainerElement(mapIndex);\n",
       "\n",
       "    html2canvas(container)\n",
       "      .then((canvas) => setMapImage(canvas, img, container));\n",
       "  }\n",
       "\n",
       "  function setMapImage(canvas, img, container) {\n",
       "    const src = canvas.toDataURL();\n",
       "    img.setAttribute('src', src);\n",
       "    img.style.display = 'block';\n",
       "    container.style.display = 'none';\n",
       "  }\n",
       "\n",
       "  function resetPopupClick(interactivity) {\n",
       "    interactivity.off('featureClick');\n",
       "  }\n",
       "\n",
       "  function resetPopupHover(interactivity) {\n",
       "    interactivity.off('featureHover');\n",
       "  }\n",
       "\n",
       "  function setPopupsClick(map, clickPopup, hoverPopup, interactivity, attrs) {\n",
       "    interactivity.on('featureClick', (event) => {\n",
       "      updatePopup(map, clickPopup, event, attrs);\n",
       "      hoverPopup.remove();\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function setPopupsHover(map, hoverPopup, interactivity, attrs) {\n",
       "    interactivity.on('featureHover', (event) => {\n",
       "      updatePopup(map, hoverPopup, event, attrs);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function updatePopup(map, popup, event, attrs) {\n",
       "    if (event.features.length > 0) {\n",
       "      let popupHTML = '';\n",
       "      const layerIDs = [];\n",
       "\n",
       "      for (const feature of event.features) {\n",
       "        if (layerIDs.includes(feature.layerId)) {\n",
       "          continue;\n",
       "        }\n",
       "        // Track layers to add only one feature per layer\n",
       "        layerIDs.push(feature.layerId);\n",
       "    \n",
       "        for (const item of attrs) {\n",
       "          const variable = feature.variables[item.name];\n",
       "          if (variable) {\n",
       "            let value = variable.value;\n",
       "            value = formatValue(value);\n",
       "\n",
       "            popupHTML = `\n",
       "            <span class=&quot;popup-name&quot;>${item.title}</span>\n",
       "            <span class=&quot;popup-value&quot;>${value}</span>\n",
       "          ` + popupHTML;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      popup\n",
       "          .setLngLat([event.coordinates.lng, event.coordinates.lat])\n",
       "          .setHTML(`<div class=&quot;popup-content&quot;>${popupHTML}</div>`);\n",
       "\n",
       "      if (!popup.isOpen()) {\n",
       "        popup.addTo(map);\n",
       "      }\n",
       "    } else {\n",
       "      popup.remove();\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function setInteractivity(map, interactiveLayers, interactiveMapLayers) {\n",
       "    const interactivity = new carto.Interactivity(interactiveMapLayers);\n",
       "\n",
       "    const clickPopup = new mapboxgl.Popup({\n",
       "      closeButton: true,\n",
       "      closeOnClick: false\n",
       "    });\n",
       "\n",
       "    const hoverPopup = new mapboxgl.Popup({\n",
       "      closeButton: false,\n",
       "      closeOnClick: false\n",
       "    });\n",
       "\n",
       "    const { clickAttrs, hoverAttrs } = _setInteractivityAttrs(interactiveLayers);\n",
       "\n",
       "    resetPopupClick(map);\n",
       "    resetPopupHover(map);\n",
       "\n",
       "    if (clickAttrs.length > 0) {\n",
       "      setPopupsClick(map, clickPopup, hoverPopup, interactivity, clickAttrs);\n",
       "    }\n",
       "\n",
       "    if (hoverAttrs.length > 0) {\n",
       "      setPopupsHover(map, hoverPopup, interactivity, hoverAttrs);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function _setInteractivityAttrs(interactiveLayers) {\n",
       "    let clickAttrs = [];\n",
       "    let hoverAttrs = [];\n",
       "\n",
       "    interactiveLayers.forEach((interactiveLayer) => {\n",
       "      interactiveLayer.interactivity.forEach((interactivityDef) => {\n",
       "        if (interactivityDef.event === 'click') {\n",
       "          clickAttrs = clickAttrs.concat(interactivityDef.attrs);\n",
       "        } else if (interactivityDef.event === 'hover') {\n",
       "          hoverAttrs = hoverAttrs.concat(interactivityDef.attrs);\n",
       "        }\n",
       "      });\n",
       "    });\n",
       "\n",
       "    return { clickAttrs, hoverAttrs };\n",
       "  }\n",
       "\n",
       "  function renderWidget(widget, value) {\n",
       "    widget.element = widget.element || document.querySelector(`#${widget.id}-value`);\n",
       "\n",
       "    if (value && widget.element) {\n",
       "      widget.element.innerText = typeof value === 'number' ? format(value) : value;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function renderBridge(bridge, widget, mapLayer) {\n",
       "    widget.element = widget.element || document.querySelector(`#${widget.id}`);\n",
       "\n",
       "    switch (widget.type) {\n",
       "      case 'histogram':\n",
       "        const type = _getWidgetType(mapLayer, widget.value, widget.prop);\n",
       "        const histogram = type === 'category' ? 'categoricalHistogram' : 'numericalHistogram';\n",
       "        bridge[histogram](widget.element, widget.value, widget.options);\n",
       "\n",
       "        break;\n",
       "      case 'category':\n",
       "        bridge.category(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "      case 'animation':\n",
       "        widget.options.propertyName = widget.prop;\n",
       "        bridge.animationControls(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "      case 'time-series':\n",
       "        widget.options.propertyName = widget.prop;\n",
       "        bridge.timeSeries(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function bridgeLayerWidgets(map, mapLayer, mapSource, widgets) {\n",
       "    const bridge = new AsBridge.VL.Bridge({\n",
       "      carto: carto,\n",
       "      layer: mapLayer,\n",
       "      source: mapSource,\n",
       "      map: map\n",
       "    });\n",
       "\n",
       "    widgets\n",
       "      .filter((widget) => widget.has_bridge)\n",
       "      .forEach((widget) => renderBridge(bridge, widget, mapLayer));\n",
       "\n",
       "    bridge.build();\n",
       "  }\n",
       "\n",
       "  function _getWidgetType(layer, property, value) {\n",
       "    return layer.metadata && layer.metadata.properties[value] ?\n",
       "      layer.metadata.properties[value].type\n",
       "      : _getWidgetPropertyType(layer, property);\n",
       "  }\n",
       "\n",
       "  function _getWidgetPropertyType(layer, property) {\n",
       "    return layer.metadata && layer.metadata.properties[property] ?\n",
       "      layer.metadata.properties[property].type\n",
       "      : null;\n",
       "  }\n",
       "\n",
       "  function createLegends(layer, legends, layerIndex, mapIndex=0) {\n",
       "    if (legends.length) {\n",
       "      legends.forEach((legend, legendIndex) => _createLegend(layer, legend, layerIndex, legendIndex, mapIndex));\n",
       "    } else {\n",
       "      _createLegend(layer, legends, layerIndex, 0, mapIndex);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function _createLegend(layer, legend, layerIndex, legendIndex, mapIndex=0) {\n",
       "    const element = document.querySelector(`#layer${layerIndex}_map${mapIndex}_legend${legendIndex}`);\n",
       "\n",
       "    if (legend.prop) {\n",
       "      const othersLabel = 'Others';   // TODO: i18n\n",
       "      const prop = legend.prop;\n",
       "      const dynamic = legend.dynamic;\n",
       "      const order = legend.ascending ? 'ASC' : 'DESC';\n",
       "      const variable = legend.variable;\n",
       "      const config = { othersLabel, variable, order };\n",
       "      const options = { format, config, dynamic };\n",
       "\n",
       "      if (legend.type.startsWith('size-continuous')) {\n",
       "        config.samples = 4;\n",
       "      }\n",
       "\n",
       "      AsBridge.VL.Legends.rampLegend(element, layer, prop, options);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function SourceFactory() {\n",
       "    const sourceTypes = { GeoJSON, Query, MVT };\n",
       "\n",
       "    this.createSource = (layer) => {\n",
       "      return sourceTypes[layer.type](layer);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function GeoJSON(layer) {\n",
       "    const options = JSON.parse(JSON.stringify(layer.options));\n",
       "    const data = _decodeJSONData(layer.data, layer.encode_data);\n",
       "\n",
       "    return new carto.source.GeoJSON(data, options);\n",
       "  }\n",
       "\n",
       "  function Query(layer) {\n",
       "    const auth = {\n",
       "      username: layer.credentials.username,\n",
       "      apiKey: layer.credentials.api_key || 'default_public'\n",
       "    };\n",
       "\n",
       "    const config = {\n",
       "      serverURL: layer.credentials.base_url || `https://${layer.credentials.username}.carto.com/`\n",
       "    };\n",
       "\n",
       "    return new carto.source.SQL(layer.data, auth, config);\n",
       "  }\n",
       "\n",
       "  function MVT(layer) {\n",
       "    return new carto.source.MVT(layer.data.file, JSON.parse(layer.data.metadata));\n",
       "  }\n",
       "\n",
       "  function _decodeJSONData(data, encodeData) {\n",
       "    try {\n",
       "      if (encodeData) {\n",
       "        const decodedJSON = pako.inflate(atob(data), { to: 'string' });\n",
       "        return JSON.parse(decodedJSON);\n",
       "      } else {\n",
       "        return JSON.parse(data);\n",
       "      }\n",
       "    } catch(error) {\n",
       "      throw new Error(`\n",
       "      Error: &quot;${error}&quot;. CARTOframes is not able to parse your local data because it is too large.\n",
       "      Please, disable the data compresion with encode_data=False in your Layer class.\n",
       "    `);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  const factory = new SourceFactory();\n",
       "\n",
       "  function initMapLayer(layer, layerIndex, numLayers, hasLegends, map, mapIndex) {\n",
       "    const mapSource = factory.createSource(layer);\n",
       "    const mapViz = new carto.Viz(layer.viz);\n",
       "    const mapLayer = new carto.Layer(`layer${layerIndex}`, mapSource, mapViz);\n",
       "    const mapLayerIndex = numLayers - layerIndex - 1;\n",
       "\n",
       "    try {\n",
       "      mapLayer._updateLayer.catch(displayError);\n",
       "    } catch (e) {\n",
       "      throw e;\n",
       "    }\n",
       "\n",
       "\n",
       "    mapLayer.addTo(map);\n",
       "\n",
       "    setLayerLegend(layer, mapLayerIndex, mapLayer, mapIndex, hasLegends);\n",
       "    setLayerWidgets(map, layer, mapLayer, mapLayerIndex, mapSource);\n",
       "\n",
       "    return mapLayer;\n",
       "  }\n",
       "\n",
       "  function getInteractiveLayers(layers, mapLayers) {\n",
       "    const interactiveLayers = [];\n",
       "    const interactiveMapLayers = [];\n",
       "\n",
       "    layers.forEach((layer, index) => {\n",
       "      if (layer.interactivity) {\n",
       "        interactiveLayers.push(layer);\n",
       "        interactiveMapLayers.push(mapLayers[index]);\n",
       "      }\n",
       "    });\n",
       "\n",
       "    return { interactiveLayers, interactiveMapLayers };\n",
       "  }\n",
       "\n",
       "  function setLayerLegend(layer, mapLayerIndex, mapLayer, mapIndex, hasLegends) {\n",
       "    if (hasLegends && layer.legends) {\n",
       "      createLegends(mapLayer, layer.legends, mapLayerIndex, mapIndex);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function setLayerWidgets(map, layer, mapLayer, mapLayerIndex, mapSource) {\n",
       "    if (layer.widgets.length) {\n",
       "      initLayerWidgets(layer.widgets, mapLayerIndex);\n",
       "      updateLayerWidgets(layer.widgets, mapLayer);\n",
       "      bridgeLayerWidgets(map, mapLayer, mapSource, layer.widgets);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function initLayerWidgets(widgets, mapLayerIndex) {\n",
       "    widgets.forEach((widget, widgetIndex) => {\n",
       "      const id = `layer${mapLayerIndex}_widget${widgetIndex}`;\n",
       "      widget.id = id;\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function updateLayerWidgets(widgets, mapLayer) {\n",
       "    mapLayer.on('updated', () => renderLayerWidgets(widgets, mapLayer));\n",
       "  }\n",
       "\n",
       "  function renderLayerWidgets(widgets, mapLayer) {\n",
       "    const variables = mapLayer.viz.variables;\n",
       "\n",
       "    widgets\n",
       "      .filter((widget) => !widget.has_bridge)\n",
       "      .forEach((widget) => {\n",
       "        const name = widget.variable_name;\n",
       "        const value = getWidgetValue(name, variables);\n",
       "        renderWidget(widget, value);\n",
       "      });\n",
       "  }\n",
       "\n",
       "  function getWidgetValue(name, variables) {\n",
       "    return name && variables[name] ? variables[name].value : null;\n",
       "  }\n",
       "\n",
       "  function setReady(settings) {\n",
       "    try {\n",
       "      return settings.maps ? initMaps(settings.maps) : initMap(settings);\n",
       "    } catch (e) {\n",
       "      displayError(e);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function initMaps(maps) {\n",
       "    return maps.map((mapSettings, mapIndex) => {\n",
       "      return initMap(mapSettings, mapIndex);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function initMap(settings, mapIndex) {\n",
       "    const basecolor = getBasecolorSettings(settings.basecolor);\n",
       "    const basemapStyle =  BASEMAPS[settings.basemap] || settings.basemap || basecolor;\n",
       "    const container = mapIndex !== undefined ? `map-${mapIndex}` : 'map';\n",
       "    const map = createMap(container, basemapStyle, settings.bounds, settings.mapboxtoken);\n",
       "\n",
       "    if (settings.show_info) {\n",
       "      updateViewport(map);\n",
       "    }\n",
       "\n",
       "    if (settings.camera) {\n",
       "      map.flyTo(settings.camera);\n",
       "    }\n",
       "\n",
       "    return initLayers(map, settings, mapIndex);\n",
       "  }\n",
       "\n",
       "  function initLayers(map, settings, mapIndex) {\n",
       "    const numLayers = settings.layers.length;\n",
       "    const hasLegends = settings.has_legends;\n",
       "    const isStatic = settings.is_static;\n",
       "    const layers = settings.layers;\n",
       "    const mapLayers = getMapLayers(\n",
       "      layers,\n",
       "      numLayers,\n",
       "      hasLegends,\n",
       "      map,\n",
       "      mapIndex\n",
       "    );\n",
       "\n",
       "    if (settings.layer_selector) {\n",
       "      addLayersSelector(layers.reverse(), mapLayers.reverse());\n",
       "    }\n",
       "\n",
       "    setInteractiveLayers(map, layers, mapLayers);\n",
       "\n",
       "    return waitForMapLayersLoad(isStatic, mapIndex, mapLayers);\n",
       "  }\n",
       "\n",
       "  function waitForMapLayersLoad(isStatic, mapIndex, mapLayers) {\n",
       "    return new Promise((resolve) => {\n",
       "      carto.on('loaded', mapLayers, onMapLayersLoaded.bind(\n",
       "        this, isStatic, mapIndex, mapLayers, resolve)\n",
       "      );\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function onMapLayersLoaded(isStatic, mapIndex, mapLayers, resolve) {\n",
       "    if (isStatic) {\n",
       "      saveImage(mapIndex);\n",
       "    }\n",
       "\n",
       "    resolve(mapLayers);\n",
       "  }\n",
       "\n",
       "  function getMapLayers(layers, numLayers, hasLegends, map, mapIndex) {\n",
       "    return layers.map((layer, layerIndex) => {\n",
       "      return initMapLayer(layer, layerIndex, numLayers, hasLegends, map, mapIndex);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function setInteractiveLayers(map, layers, mapLayers) {\n",
       "    const { interactiveLayers, interactiveMapLayers } = getInteractiveLayers(layers, mapLayers);\n",
       "\n",
       "    if (interactiveLayers && interactiveLayers.length > 0) {\n",
       "      setInteractivity(map, interactiveLayers, interactiveMapLayers);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function addLayersSelector(layers, mapLayers) {\n",
       "    const layerSelector$ = document.querySelector(`#layer-selector`);\n",
       "      const layersInfo = mapLayers.map((layer, index) => {\n",
       "        return {\n",
       "          title: layers[index].title || `Layer ${index}`,\n",
       "          id: layer.id,\n",
       "          checked: true\n",
       "        };\n",
       "      });\n",
       "    \n",
       "    const layerSelector = new AsBridge.VL.Layers(layerSelector$, carto, layersInfo, mapLayers);\n",
       "    \n",
       "    layerSelector.build();\n",
       "  }\n",
       "\n",
       "  function createMap(container, basemapStyle, bounds, accessToken) {\n",
       "    const map = createMapboxGLMap(container, basemapStyle, accessToken);\n",
       "\n",
       "    map.addControl(attributionControl);\n",
       "    map.fitBounds(bounds, FIT_BOUNDS_SETTINGS);\n",
       "\n",
       "    return map;\n",
       "  }\n",
       "\n",
       "  function createMapboxGLMap(container, style, accessToken) {\n",
       "    if (accessToken) {\n",
       "      mapboxgl.accessToken = accessToken;\n",
       "    }\n",
       "\n",
       "    return new mapboxgl.Map({\n",
       "      container,\n",
       "      style,\n",
       "      zoom: 9,\n",
       "      dragRotate: false,\n",
       "      attributionControl: false\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function init(settings) {\n",
       "    setReady(settings);\n",
       "  }\n",
       "\n",
       "  return init;\n",
       "\n",
       "}());\n",
       "</script>\n",
       "<script>\n",
       "  document\n",
       "  .querySelector('as-responsive-content')\n",
       "  .addEventListener('ready', () => {\n",
       "    const basecolor = '';\n",
       "    const basemap = 'Positron';\n",
       "    const bounds = [[2.23370602002, 48.8183891866], [2.4641321139, 48.8946228565]];\n",
       "    const camera = null;\n",
       "    const has_legends = 'False' === 'true';\n",
       "    const is_static = 'None' === 'true';\n",
       "    const layer_selector = 'False' === 'true'; // TODO it will be a helper\n",
       "    const layers = [{&quot;credentials&quot;: null, &quot;data&quot;: &quot;H4sIAFCRV14C/7VcTa9dtw38L14HAT9FMdsCXXdfZBEkbmEgjQPXXQSB/3uH9+q8HL4178JB/OCElkQOZ6jR+fPD1z9+//jhhw9///jT1/99+fi3z7/++vHnr58+//bhuw//ev7svx9++OefHz79gj9F+Gn/D/CD3798/v3jl6+f6g/++e27D//++Pk/H79++QO/u/7wPz5/+u0r/ujPnz9/+eXTbz99ffxP5XsxjtBwlu9sf7+XEuUiWj9++/bdCcnjIfdeFhv/fMQMZWbauW8xZTimuq6VvJTzEdPwdwiXZbeYOh2TsEpsrwY/17mDJHfILaZN761LmjCrPNe5ghmLlfs6fXqdlskuQf48T1USWkFxi7mGY5rXga70/VynYMW0ZOstZoyvczOnkuozpseuVcr9PPf0OjWSt7Ou/YjJWzd+sO71mdM5lKgWEcdynzm0ZQkLN0yg8c1FuSxCrHgERdKGkdt9c3kciWLzSuGgU6GMrFJgwz3oOBQBYcN9Wz6PVHOZ8WqwwNNYhBN0CyTvtueZLpYATtxrlKfByIhoS4qfglkObFicLZF8PHvd2RLHqM8q3bFMRNpK13z2pphutXWyFxWjyu1M5/HIQpxClz+D+goP8xZ0HJCQN4lEAvYesDf1zer3oDkelE2Bgfw8Uvzrlp2tecs4IKWTkyx64hHqBTXr99SVaThSrZbCzmudpga0B9zfU1fG4Qh5itRN8lOk6Gu8AVH3oPqCA7VltPScqKCpCnjDPeg4N0rQ25Wah+s6CtaAu/fUlXE4WiCAyBvNA7yK3xMy+R50ja80xDwc/fQwlcAPsjPscTgCJiggX5+91LHTsdBv7jHH0Wg9eB/n80QVbNsIXf0ec5wegY2hv2x1Pyeay0HJ7kF1XqYtAk0xylOlKShaJPA96Dg9qn4NMggmeFrpQu6G5T3ovFLjLYrU5ZNHgqZKdC9SfQEcZT7200+DyZ32LqiNt+8QKFK2fYiKcBJZ391xrcYEZCgIfOYRtlpBge9tTcfJEaejqbmIHu6ZJfnpDoE6jUYCeQ/9kNeMAaxlaUcG3eOUYaGhuEKlHWRAU9t9nTm+uQGdZguVeQQ/oMJz8X3IQPNThhVL7LQ0/AUi7V4sNk6N0KiBsSano0XJNm5jKhtHIg2UKPrmqRWBtED50L2jmc4riQAUAYv4IvVQUNb4gs0zI8KRGvZTz0RugQFyTyKfH8ll4lzTD/456ALaSzvTeWZEXGyM48yqkFJg+Xeya+NQBKWCXxE7zkJBGSLaie5x+MtNBig487EFHoq21tNoHIv2LgpmO49mik0LqXU/UR/XaSgQZtSmPYNWueJAtU08x5kRFC/ki+wjmkIWqOe6yxcfh6MNBWomaGMX2V1CqS3o/NwIfZMUTeW0NCAwKSDpHnScGVG4J1oKxxmcO/Q+N/Ht43BUvB4MDP36WaUMNW7RRjg+PsZG2miN68+tBGV1uN12N+YVqQcBeA/BxmEStrfhru95mlKXL6C3z91FxUAVSxvv+jgegSMQiKeRne3dEMLWWMOanxthZ7dFnqD+uATq2nuN0yPgEblSnpE9klih2hoIrnFAgiyDPAw9QxzLMK/f34OO86PiRpAQ8ayYrL/AZm67Oz/HXr4W+rYf5N37cZPYdndeqRmkL5vZXzOcZeltpeNSDVu7N1r4kWoiwQawuAPSihcMVJ5i7ZQplIUABO+CYo0DEg4Q+K6XQKxLLqvhxj3o/OgIpLrK5FIxQCTBT+6AFPMEKUut2UXuJWowaHkn9zEOSEG06qZADiApSdac+R5UxodkVFe0snK96W8CNbuz+9B5NwOaqbnaoYKgZAu6pm3vuGALkuKbcQaflVfoNLsFHR9lA2kTTdTjIg6OXKY2sIpxREIjRdde+zQZ9FYv5nAHhxgfZUMuuax1XfSDHglxP9JxxWYR/FT/Z8Jrj7j3mC8YZefOteM4NywgnBa29+5omB8eKSAo6ZqfW/jmHpLnB3NLQUDpoFEtcQH57zHH2VE+xjjgZcfQwIgOfn9vMHteriUXs89zoMXQ0NO57e78INvWJsilM1JeoKGQ/vdq2fO3/OApVaFnpmLQh4CmaAsdxyIvdbhRpnFN7EkIrPsedByLkKogn2J8bvmJi7h4W+l+wf2sS8g+100K0Qjclzv53ONyTWtpC+TzTD432G9X/fkC25ETeEmckT1ajdak7M5Tcn6YneBj6N7nukl2KX9ug+WU+fkGSBiBOLzdcWVG7js5yheQIxQJg53IIUegD2jed2zIeTyq61jFcs9UJZWXU/Ov5Tw5AuVFgyGSt0sRMm4XtLleQAOre6Norssf2WRNT+S8XNMKU/V5+ndAJ5q1RBqXa5uciGX7ceohkwqfWp3O244IfUxFLhCsrmNtvsE0jkg1poIqBPm7bmhFsHhrUecH2ivSEUX25ckuLwf3tc7fsAEEAy315C8W2rGBaXx+BLkNQcyiF+AXkbDVza0voEjCGdjBUzOZ4Ezc/E5osOPm4bKSCVrNucAE/EMea0+leS8k2AqEOFDijOjKQeLZgs57IauNJ7LpugXC2tnbDIlpz1t5JcE6Tc6MzjclvXs9QfOqDdrfFr0pRSt+hqU3qzSNJ5NukAa5Jq+aYPrvcmneoF1XBIX7p6vacghz1YYR4w5tLFXDDLBwqBLOGJXU7EA8btEGpS/j8tbL/EmUIDLNiz5v0XYDEoEsndtT9J1yifdU8hdYTp0Q5hiXcaRIZ/G+v+sFT2O8jnFfY+ayB0kv1nmTdpmCtObZh+ur1ly/m7R53okElUqmcjmROIGODYJ5/tkI181wGWxPTK+rsNUoxLhNW5IACUYWdm7iHwCs/QnHPF1KT4J+uq7FpTSHaculeat2Voyoy/Ez3UG7qSFwi6ovMAdRQsidHa4XMmW4aBg8b9be0Bnl+j+zfBcqE9+7qPPIBBGHFufngqZ4MNRNr5xxuzaq1WMl2+XVAUT56sgv864kAmdiX2cIEegByKf+ykvmgSmz3m+sa4SGEqom36B/3rJtCRWFNhNnrQzyzdZ3WOkFa61BmpzCWeVUCkBxizpPmZSe931HagCoyjTUgsr8xWaUJH/DfkJzpdC+1HFkKncmqjPWZYqvN1fLG3uZ920nkJACGyvXM1DSpHfJNP/IlsuKlVcKo3LAFqF4WtQXIBNSJ5af27cNHgH93N+1jXu3tdhS3TY+lwoWIbLR5VvQ+fs3CrEAc7ge6mDl3QLLOi/lwrJeg55LoiizEIRdy6VX2LehH1E5x19Xq8YpNz8Lz1u4dQWUHF/P/kXWYxrco45zJquH6fUI9JSN1NcG2nUjj5u4n9SF6K971YU+wB2Yxl3c9e4ftB7M6XqHX2/5YvUNHh98gzashaAHmCCrgBr0bofnxdyGxEl7e4RVL+RdmnOSx53cdaQbQKHn6bZ7TSyRUC3qOGcC+lkG0udI9KihcBvys71gyAQWUW8X3yYv5ejpannezM31pBkq/JBSf3w/410yjbu5DSxsC/k+84jHk3Vonnas/oLvANTLeGN7e/+QZtw+J8Hjhu56Y6yOoj0flHDgo8reParNT92RteF2Pr/y/PZKtDsjHrd0Wz3UlM1x+pySlkN196hr/u58Bajvyuu1uhQnbQTcX/DGBAw06xMAxw+xqoz6BcO8qxs8X9zVc79NokFoqBdOzn9WIiHLPfUaH5aXqHs/eN7XDTCi+ibAscZu9IKyN/ao/AqHlrrGG1VDL41mIuL1godvCbGacUR6PT/T+uRDizo/Z4J422AS52Ms0FXFSVsuzVu7wQWBD+rnkwuA/Qjf/Qsw895uLZsoOIzYGQozINijb/A4MFlBQvjlOqH6pAX1qfsLzN1SH5uxt3FEcQq19iiW1wv8SwKp6vuYpsoDVz6Jnkz5gs8uoKEy8bpMaWW6aZ5yfoG/2+qhKvn1AphLQ2b7HgHHKz7iho5ufm55QSKsnPs96vjNXJnnoRv38ROZKtVn1VpHj3nOBFWVe1++v4CQTZxyX+v8nClpobPyNZCoD8PUA40W1eeNNqueRrwZQRKsbcXqOzzvrGSqjz6ss1aXqAfmfe4+b/Pe9c6Z5c1qg95ab5/7Du95F+mqD3Fx+Nvn8rIM5y1qzs/UKo1BFo4rAxCBmB0l9gtMAwo8TN7Xt87K/Pcuh+ft3nVhX7/k+lDfg5QW+P/47f+sGauycFMAAA==&quot;, &quot;encode_data&quot;: true, &quot;has_legend_list&quot;: true, &quot;interactivity&quot;: [], &quot;legends&quot;: [], &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;title&quot;: null, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;color: hex(\\&quot;#EE4D5A\\&quot;)\\nwidth: ramp(linear(zoom(),0,18),[2,10])\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\n&quot;, &quot;widgets&quot;: []}];\n",
       "    const mapboxtoken = '';\n",
       "    const show_info = 'None' === 'true';\n",
       "\n",
       "    init({\n",
       "      basecolor,\n",
       "      basemap,\n",
       "      bounds,\n",
       "      camera,\n",
       "      has_legends,\n",
       "      is_static,\n",
       "      layer_selector,\n",
       "      layers,\n",
       "      mapboxtoken,\n",
       "      show_info\n",
       "    });\n",
       "});\n",
       "</script>\n",
       "</html>\n",
       "\">\n",
       "\n",
       "</iframe>"
      ],
      "text/plain": [
       "<cartoframes.viz.layer.Layer at 0x106af0ed0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.viz import Layer\n",
    "\n",
    "Layer(gdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>plantation_date</th>\n",
       "      <th>plantation_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1882-01-01 00:09:21+00:00</td>\n",
       "      <td>1882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1868-01-01 00:09:21+00:00</td>\n",
       "      <td>1868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1905-01-01 00:09:21+00:00</td>\n",
       "      <td>1905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1700-01-01 00:09:21+00:00</td>\n",
       "      <td>1700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1872-01-01 00:09:21+00:00</td>\n",
       "      <td>1872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1700-01-01 00:09:21+00:00</td>\n",
       "      <td>1700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1894-01-01 00:09:21+00:00</td>\n",
       "      <td>1894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>1700-01-01 00:09:21+00:00</td>\n",
       "      <td>1700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1918-01-01 00:00:00+00:00</td>\n",
       "      <td>1918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1700-01-01 00:09:21+00:00</td>\n",
       "      <td>1700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>181 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              plantation_date  plantation_year\n",
       "0   1882-01-01 00:09:21+00:00             1882\n",
       "1   1868-01-01 00:09:21+00:00             1868\n",
       "2   1905-01-01 00:09:21+00:00             1905\n",
       "3   1700-01-01 00:09:21+00:00             1700\n",
       "4   1872-01-01 00:09:21+00:00             1872\n",
       "..                        ...              ...\n",
       "177 1700-01-01 00:09:21+00:00             1700\n",
       "178 1894-01-01 00:09:21+00:00             1894\n",
       "179 1700-01-01 00:09:21+00:00             1700\n",
       "180 1918-01-01 00:00:00+00:00             1918\n",
       "181 1700-01-01 00:09:21+00:00             1700\n",
       "\n",
       "[181 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf['plantation_date'] = pandas.to_datetime(gdf['fields_dateplantation'], errors='coerce')\n",
    "gdf = gdf[gdf['plantation_date'].notnull()]\n",
    "gdf['plantation_year'] = pandas.to_numeric(gdf['plantation_date'].dt.strftime('%Y'))\n",
    "\n",
    "gdf.loc[:, ['plantation_date', 'plantation_year']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe\n",
       "  frameborder=\"0\"\n",
       "  style=\"\n",
       "    border: 1px solid #cfcfcf;\n",
       "    width: 100%;\n",
       "    height: 632px;\n",
       "    \"\n",
       "  srcDoc=\"\n",
       "  <!DOCTYPE html>\n",
       "<html lang=&quot;en&quot;>\n",
       "<head>\n",
       "  <title>None</title>\n",
       "  <meta name=&quot;description&quot; content=&quot;None&quot;>\n",
       "  <meta name=&quot;viewport&quot; content=&quot;width=device-width, initial-scale=1.0&quot;>\n",
       "  <meta charset=&quot;UTF-8&quot;>\n",
       "  <!-- Include CARTO VL JS -->\n",
       "  <script src=&quot;https://libs.cartocdn.com/carto-vl/v1.4/carto-vl.min.js&quot;></script>\n",
       "  <!-- Include Mapbox GL JS -->\n",
       "  <script src=&quot;https://api.tiles.mapbox.com/mapbox-gl-js/v1.0.0/mapbox-gl.js&quot;></script>\n",
       "  <!-- Include Mapbox GL CSS -->\n",
       "  <link href=&quot;https://api.tiles.mapbox.com/mapbox-gl-js/v1.0.0/mapbox-gl.css&quot; rel=&quot;stylesheet&quot; />\n",
       "\n",
       "  <!-- Include Airship -->\n",
       "  <script nomodule=&quot;&quot; src=&quot;https://libs.cartocdn.com/airship-components/v2.3/airship.js&quot;></script>\n",
       "  <script type=&quot;module&quot; src=&quot;https://libs.cartocdn.com/airship-components/v2.3/airship/airship.esm.js&quot;></script>\n",
       "  <script src=&quot;https://libs.cartocdn.com/airship-bridge/v2.3/asbridge.min.js&quot;></script>\n",
       "  <link href=&quot;https://libs.cartocdn.com/airship-style/v2.3/airship.min.css&quot; rel=&quot;stylesheet&quot;>\n",
       "  <link href=&quot;https://libs.cartocdn.com/airship-icons/v2.3/icons.css&quot; rel=&quot;stylesheet&quot;>\n",
       "\n",
       "  <link href=&quot;https://fonts.googleapis.com/css?family=Roboto&quot; rel=&quot;stylesheet&quot; type=&quot;text/css&quot;>\n",
       "\n",
       "  <!-- External libraries -->\n",
       "\n",
       "  <!-- pako -->\n",
       "  <script src=&quot;https://libs.cartocdn.com/cartoframes/dependencies/pako_inflate.min.js&quot;></script>\n",
       "  \n",
       "  <!-- html2canvas -->\n",
       "  \n",
       "\n",
       "  \n",
       "  <style>\n",
       "  body {\n",
       "    margin: 0;\n",
       "    padding: 0;\n",
       "  }\n",
       "\n",
       "  aside.as-sidebar {\n",
       "    min-width: 300px;\n",
       "  }\n",
       "\n",
       "  .map-image {\n",
       "    display: none;\n",
       "    max-width: 100%;\n",
       "    height: auto;\n",
       "  }\n",
       "</style>\n",
       "  <style>\n",
       "  .map {\n",
       "    position: absolute;\n",
       "    height: 100%;\n",
       "    width: 100%;\n",
       "  }\n",
       "\n",
       "  .map-info {\n",
       "    position: absolute;\n",
       "    bottom: 0;\n",
       "    padding: 0 5px;\n",
       "    background-color: rgba(255, 255, 255, 0.5);\n",
       "    margin: 0;\n",
       "    color: rgba(0, 0, 0, 0.75);\n",
       "    font-size: 12px;\n",
       "    width: auto;\n",
       "    height: 18px;\n",
       "    font-family: 'Open Sans';\n",
       "  }\n",
       "\n",
       "  .map-footer {\n",
       "    background: #F2F6F9;\n",
       "    font-family: Roboto;\n",
       "    font-size: 12px;\n",
       "    line-height: 24px;\n",
       "    color: #162945;\n",
       "    text-align: center;\n",
       "    z-index: 2;\n",
       "  }\n",
       "\n",
       "  .map-footer a {\n",
       "    text-decoration: none;\n",
       "  }\n",
       "\n",
       "  .map-footer a:hover {\n",
       "    text-decoration: underline;\n",
       "  }\n",
       "</style>\n",
       "    <style>\n",
       "    #error-container {\n",
       "      position: absolute;\n",
       "      width: 100%;\n",
       "      height: 100%;\n",
       "      background-color: white;\n",
       "      visibility: hidden;\n",
       "      padding: 1em;\n",
       "      font-family: &quot;Courier New&quot;, Courier, monospace;\n",
       "      margin: 0 auto;\n",
       "      font-size: 14px;\n",
       "      overflow: auto;\n",
       "      z-index: 1000;\n",
       "      color: black;\n",
       "    }\n",
       "\n",
       "    .error-section {\n",
       "      padding: 1em;\n",
       "      border-radius: 5px;\n",
       "      background-color: #fee;\n",
       "    }\n",
       "\n",
       "    #error-container #error-highlight {\n",
       "      font-weight: bold;\n",
       "      color: inherit;\n",
       "    }\n",
       "\n",
       "    #error-container #error-type {\n",
       "      color: #008000;\n",
       "    }\n",
       "\n",
       "    #error-container #error-name {\n",
       "      color: #ba2121;\n",
       "    }\n",
       "\n",
       "    #error-container #error-content {\n",
       "      margin-top: 0.4em;\n",
       "    }\n",
       "\n",
       "    .error-details {\n",
       "      margin-top: 1em;\n",
       "    }\n",
       "\n",
       "    #error-stacktrace {\n",
       "      list-style: none;\n",
       "    }\n",
       "</style>\n",
       "  <style>\n",
       "    .popup-content {\n",
       "      display: flex;\n",
       "      flex-direction: column;\n",
       "      padding: 8px;\n",
       "    }\n",
       "\n",
       "    .popup-name {\n",
       "      font-size: 12px;\n",
       "      font-weight: 400;\n",
       "      line-height: 20px;\n",
       "      margin-bottom: 4px;\n",
       "    }\n",
       "\n",
       "    .popup-value {\n",
       "      font-size: 16px;\n",
       "      font-weight: 600;\n",
       "      line-height: 20px;\n",
       "    }\n",
       "\n",
       "    .popup-value:not(:last-of-type) {\n",
       "      margin-bottom: 16px;\n",
       "    }\n",
       "</style>\n",
       "  <style>\n",
       "  as-widget-header .as-widget-header__header {\n",
       "    margin-bottom: 8px;\n",
       "    overflow-wrap: break-word;\n",
       "  }\n",
       "\n",
       "  as-widget-header .as-widget-header__subheader {\n",
       "    margin-bottom: 12px;\n",
       "  }\n",
       "\n",
       "  as-category-widget {\n",
       "    max-height: 250px;\n",
       "  }\n",
       "</style>\n",
       "</head>\n",
       "\n",
       "<body class=&quot;as-app-body as-app&quot;>\n",
       "  <img id=&quot;map-image&quot; class=&quot;map-image&quot; alt='Static map image' />\n",
       "  <as-responsive-content id=&quot;main-container&quot;>\n",
       "    \n",
       "    <main class=&quot;as-main&quot;>\n",
       "      <div class=&quot;as-map-area&quot;>\n",
       "        <div id=&quot;map&quot; class=&quot;map&quot;></div>\n",
       "        \n",
       "        \n",
       "          <div class=&quot;as-map-panels&quot; data-name=&quot;Legends&quot;>\n",
       "            <div class=&quot;as-panel as-panel--vertical as-panel--left as-panel--top&quot;>\n",
       "              \n",
       "\n",
       "<div class=&quot;as-panel__element&quot; id=&quot;legends&quot;>\n",
       "  <as-layer-selector id=&quot;layer-selector&quot;>\n",
       "    \n",
       "      \n",
       "        \n",
       "        \n",
       "        <div slot=&quot;as-checkbox-layer-0-slot&quot;>\n",
       "          \n",
       "            \n",
       "              <as-legend\n",
       "                heading=&quot;plantation_year&quot;\n",
       "                description=&quot;&quot;>\n",
       "                <as-legend-color-bins id=&quot;layer0_map0_legend0&quot; slot=&quot;legends&quot;></as-legend-color-bins>\n",
       "                \n",
       "              </as-legend>\n",
       "            \n",
       "          \n",
       "        </div>\n",
       "      \n",
       "    \n",
       "  </as-layer-selector>\n",
       "</div>\n",
       "            </div> <!-- as-panel -->\n",
       "          </div> <!-- as-map-panels -->\n",
       "        \n",
       "      </div> <!-- as-map-area -->\n",
       "    </main> <!-- as-main -->\n",
       "  </as-responsive-content>\n",
       "\n",
       "  \n",
       "\n",
       "  <div id=&quot;error-container&quot; class=&quot;error&quot;>\n",
       "  <section class=&quot;error-section&quot;>\n",
       "    <span class=&quot;errors&quot; id=&quot;error-name&quot;></span>:\n",
       "    <section id=&quot;error-content&quot;>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-type&quot;></span>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-message&quot;></span>\n",
       "    </section>\n",
       "  </section>\n",
       "\n",
       "  <details class=&quot;error-details&quot;>\n",
       "    <summary>StackTrace</summary>\n",
       "    <ul id=&quot;error-stacktrace&quot;></ul>\n",
       "  </details>\n",
       "</div>\n",
       "</body>\n",
       "\n",
       "<script>\n",
       "  var init = (function () {\n",
       "  'use strict';\n",
       "\n",
       "  const BASEMAPS = {\n",
       "    DarkMatter: carto.basemaps.darkmatter,\n",
       "    Voyager: carto.basemaps.voyager,\n",
       "    Positron: carto.basemaps.positron\n",
       "  };\n",
       "\n",
       "  const attributionControl = new mapboxgl.AttributionControl({\n",
       "    compact: false\n",
       "  });\n",
       "\n",
       "  const FIT_BOUNDS_SETTINGS = { animate: false, padding: 50, maxZoom: 16 };\n",
       "\n",
       "  /** From https://github.com/errwischt/stacktrace-parser/blob/master/src/stack-trace-parser.js */\n",
       "\n",
       "  /**\n",
       "   * This parses the different stack traces and puts them into one format\n",
       "   * This borrows heavily from TraceKit (https://github.com/csnover/TraceKit)\n",
       "   */\n",
       "\n",
       "  const UNKNOWN_FUNCTION = '<unknown>';\n",
       "  const chromeRe = /^\\s*at (.*?) ?\\(((?:file|https?|blob|chrome-extension|native|eval|webpack|<anonymous>|\\/).*?)(?::(\\d+))?(?::(\\d+))?\\)?\\s*$/i;\n",
       "  const chromeEvalRe = /\\((\\S*)(?::(\\d+))(?::(\\d+))\\)/;\n",
       "  const winjsRe = /^\\s*at (?:((?:\\[object object\\])?.+) )?\\(?((?:file|ms-appx|https?|webpack|blob):.*?):(\\d+)(?::(\\d+))?\\)?\\s*$/i;\n",
       "  const geckoRe = /^\\s*(.*?)(?:\\((.*?)\\))?(?:^|@)((?:file|https?|blob|chrome|webpack|resource|\\[native).*?|[^@]*bundle)(?::(\\d+))?(?::(\\d+))?\\s*$/i;\n",
       "  const geckoEvalRe = /(\\S+) line (\\d+)(?: > eval line \\d+)* > eval/i;\n",
       "\n",
       "  function parse(stackString) {\n",
       "    const lines = stackString.split('\\n');\n",
       "\n",
       "    return lines.reduce((stack, line) => {\n",
       "      const parseResult =\n",
       "        parseChrome(line) ||\n",
       "        parseWinjs(line) ||\n",
       "        parseGecko(line);\n",
       "\n",
       "      if (parseResult) {\n",
       "        stack.push(parseResult);\n",
       "      }\n",
       "\n",
       "      return stack;\n",
       "    }, []);\n",
       "  }\n",
       "\n",
       "  function parseChrome(line) {\n",
       "    const parts = chromeRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    const isNative = parts[2] && parts[2].indexOf('native') === 0; // start of line\n",
       "    const isEval = parts[2] && parts[2].indexOf('eval') === 0; // start of line\n",
       "\n",
       "    const submatch = chromeEvalRe.exec(parts[2]);\n",
       "    if (isEval && submatch != null) {\n",
       "      // throw out eval line/column and use top-most line/column number\n",
       "      parts[2] = submatch[1]; // url\n",
       "      parts[3] = submatch[2]; // line\n",
       "      parts[4] = submatch[3]; // column\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: !isNative ? parts[2] : null,\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: isNative ? [parts[2]] : [],\n",
       "      lineNumber: parts[3] ? +parts[3] : null,\n",
       "      column: parts[4] ? +parts[4] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function parseWinjs(line) {\n",
       "    const parts = winjsRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: parts[2],\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: [],\n",
       "      lineNumber: +parts[3],\n",
       "      column: parts[4] ? +parts[4] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function parseGecko(line) {\n",
       "    const parts = geckoRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    const isEval = parts[3] && parts[3].indexOf(' > eval') > -1;\n",
       "\n",
       "    const submatch = geckoEvalRe.exec(parts[3]);\n",
       "    if (isEval && submatch != null) {\n",
       "      // throw out eval line/column and use top-most line number\n",
       "      parts[3] = submatch[1];\n",
       "      parts[4] = submatch[2];\n",
       "      parts[5] = null; // no column when eval\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: parts[3],\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: parts[2] ? parts[2].split(',') : [],\n",
       "      lineNumber: parts[4] ? +parts[4] : null,\n",
       "      column: parts[5] ? +parts[5] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function displayError(e) {\n",
       "    const error$ = document.getElementById('error-container');\n",
       "    const errors$ = error$.getElementsByClassName('errors');\n",
       "    const stacktrace$ = document.getElementById('error-stacktrace');\n",
       "\n",
       "    errors$[0].innerHTML = e.name;\n",
       "    errors$[1].innerHTML = e.type;\n",
       "    errors$[2].innerHTML = e.message.replace(e.type, '');\n",
       "\n",
       "    error$.style.visibility = 'visible';\n",
       "\n",
       "    const stack = parse(e.stack);\n",
       "    const list = stack.map(item => {\n",
       "      return `<li>\n",
       "      at <span class=&quot;stacktrace-method&quot;>${item.methodName}:</span>\n",
       "      (${item.file}:${item.lineNumber}:${item.column})\n",
       "    </li>`;\n",
       "    });\n",
       "\n",
       "    stacktrace$.innerHTML = list.join('\\n');\n",
       "  }\n",
       "\n",
       "  function format(value) {\n",
       "    if (Array.isArray(value)) {\n",
       "      const [first, second] = value;\n",
       "      if (first === -Infinity) {\n",
       "        return `< ${formatValue(second)}`;\n",
       "      }\n",
       "      if (second === Infinity) {\n",
       "        return `> ${formatValue(first)}`;\n",
       "      }\n",
       "      return `${formatValue(first)} - ${formatValue(second)}`;\n",
       "    }\n",
       "    return formatValue(value);\n",
       "  }\n",
       "\n",
       "  function formatValue(value) {\n",
       "    if (typeof value === 'number') {\n",
       "      return formatNumber(value);\n",
       "    }\n",
       "    return value;\n",
       "  }\n",
       "\n",
       "  function formatNumber(value) {\n",
       "    const log = Math.log10(Math.abs(value));\n",
       "\n",
       "    if ((log > 4 || log < -2.00000001) && value) {\n",
       "      return value.toExponential(2);\n",
       "    }\n",
       "    \n",
       "    if (!Number.isInteger(value)) {\n",
       "      return value.toLocaleString(undefined, {\n",
       "        minimumFractionDigits: 2,\n",
       "        maximumFractionDigits: 3\n",
       "      });\n",
       "    }\n",
       "    \n",
       "    return value.toLocaleString();\n",
       "  }\n",
       "\n",
       "  function updateViewport(map) {\n",
       "    function updateMapInfo() {\n",
       "      const mapInfo$ = document.getElementById('map-info');\n",
       "      const center = map.getCenter();\n",
       "      const lat = center.lat.toFixed(6);\n",
       "      const lng = center.lng.toFixed(6);\n",
       "      const zoom = map.getZoom().toFixed(2);\n",
       "    \n",
       "      mapInfo$.innerText = `viewport={'zoom': ${zoom}, 'lat': ${lat}, 'lng': ${lng}}`;\n",
       "    }\n",
       "\n",
       "    updateMapInfo();\n",
       "\n",
       "    map.on('zoom', updateMapInfo);\n",
       "    map.on('move', updateMapInfo); \n",
       "  }\n",
       "\n",
       "  function getBasecolorSettings(basecolor) {\n",
       "    return {\n",
       "      'version': 8,\n",
       "      'sources': {},\n",
       "      'layers': [{\n",
       "          'id': 'background',\n",
       "          'type': 'background',\n",
       "          'paint': {\n",
       "              'background-color': basecolor\n",
       "          }\n",
       "      }]\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function getImageElement(mapIndex) {\n",
       "    const id = mapIndex !== undefined ? `map-image-${mapIndex}` : 'map-image';\n",
       "    return document.getElementById(id);\n",
       "  }\n",
       "\n",
       "  function getContainerElement(mapIndex) {\n",
       "    const id = mapIndex !== undefined ? `main-container-${mapIndex}` : 'main-container';\n",
       "    return document.getElementById(id);\n",
       "  }\n",
       "\n",
       "  function saveImage(mapIndex) {\n",
       "    const img = getImageElement(mapIndex);\n",
       "    const container = getContainerElement(mapIndex);\n",
       "\n",
       "    html2canvas(container)\n",
       "      .then((canvas) => setMapImage(canvas, img, container));\n",
       "  }\n",
       "\n",
       "  function setMapImage(canvas, img, container) {\n",
       "    const src = canvas.toDataURL();\n",
       "    img.setAttribute('src', src);\n",
       "    img.style.display = 'block';\n",
       "    container.style.display = 'none';\n",
       "  }\n",
       "\n",
       "  function resetPopupClick(interactivity) {\n",
       "    interactivity.off('featureClick');\n",
       "  }\n",
       "\n",
       "  function resetPopupHover(interactivity) {\n",
       "    interactivity.off('featureHover');\n",
       "  }\n",
       "\n",
       "  function setPopupsClick(map, clickPopup, hoverPopup, interactivity, attrs) {\n",
       "    interactivity.on('featureClick', (event) => {\n",
       "      updatePopup(map, clickPopup, event, attrs);\n",
       "      hoverPopup.remove();\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function setPopupsHover(map, hoverPopup, interactivity, attrs) {\n",
       "    interactivity.on('featureHover', (event) => {\n",
       "      updatePopup(map, hoverPopup, event, attrs);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function updatePopup(map, popup, event, attrs) {\n",
       "    if (event.features.length > 0) {\n",
       "      let popupHTML = '';\n",
       "      const layerIDs = [];\n",
       "\n",
       "      for (const feature of event.features) {\n",
       "        if (layerIDs.includes(feature.layerId)) {\n",
       "          continue;\n",
       "        }\n",
       "        // Track layers to add only one feature per layer\n",
       "        layerIDs.push(feature.layerId);\n",
       "    \n",
       "        for (const item of attrs) {\n",
       "          const variable = feature.variables[item.name];\n",
       "          if (variable) {\n",
       "            let value = variable.value;\n",
       "            value = formatValue(value);\n",
       "\n",
       "            popupHTML = `\n",
       "            <span class=&quot;popup-name&quot;>${item.title}</span>\n",
       "            <span class=&quot;popup-value&quot;>${value}</span>\n",
       "          ` + popupHTML;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      popup\n",
       "          .setLngLat([event.coordinates.lng, event.coordinates.lat])\n",
       "          .setHTML(`<div class=&quot;popup-content&quot;>${popupHTML}</div>`);\n",
       "\n",
       "      if (!popup.isOpen()) {\n",
       "        popup.addTo(map);\n",
       "      }\n",
       "    } else {\n",
       "      popup.remove();\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function setInteractivity(map, interactiveLayers, interactiveMapLayers) {\n",
       "    const interactivity = new carto.Interactivity(interactiveMapLayers);\n",
       "\n",
       "    const clickPopup = new mapboxgl.Popup({\n",
       "      closeButton: true,\n",
       "      closeOnClick: false\n",
       "    });\n",
       "\n",
       "    const hoverPopup = new mapboxgl.Popup({\n",
       "      closeButton: false,\n",
       "      closeOnClick: false\n",
       "    });\n",
       "\n",
       "    const { clickAttrs, hoverAttrs } = _setInteractivityAttrs(interactiveLayers);\n",
       "\n",
       "    resetPopupClick(map);\n",
       "    resetPopupHover(map);\n",
       "\n",
       "    if (clickAttrs.length > 0) {\n",
       "      setPopupsClick(map, clickPopup, hoverPopup, interactivity, clickAttrs);\n",
       "    }\n",
       "\n",
       "    if (hoverAttrs.length > 0) {\n",
       "      setPopupsHover(map, hoverPopup, interactivity, hoverAttrs);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function _setInteractivityAttrs(interactiveLayers) {\n",
       "    let clickAttrs = [];\n",
       "    let hoverAttrs = [];\n",
       "\n",
       "    interactiveLayers.forEach((interactiveLayer) => {\n",
       "      interactiveLayer.interactivity.forEach((interactivityDef) => {\n",
       "        if (interactivityDef.event === 'click') {\n",
       "          clickAttrs = clickAttrs.concat(interactivityDef.attrs);\n",
       "        } else if (interactivityDef.event === 'hover') {\n",
       "          hoverAttrs = hoverAttrs.concat(interactivityDef.attrs);\n",
       "        }\n",
       "      });\n",
       "    });\n",
       "\n",
       "    return { clickAttrs, hoverAttrs };\n",
       "  }\n",
       "\n",
       "  function renderWidget(widget, value) {\n",
       "    widget.element = widget.element || document.querySelector(`#${widget.id}-value`);\n",
       "\n",
       "    if (value && widget.element) {\n",
       "      widget.element.innerText = typeof value === 'number' ? format(value) : value;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function renderBridge(bridge, widget, mapLayer) {\n",
       "    widget.element = widget.element || document.querySelector(`#${widget.id}`);\n",
       "\n",
       "    switch (widget.type) {\n",
       "      case 'histogram':\n",
       "        const type = _getWidgetType(mapLayer, widget.value, widget.prop);\n",
       "        const histogram = type === 'category' ? 'categoricalHistogram' : 'numericalHistogram';\n",
       "        bridge[histogram](widget.element, widget.value, widget.options);\n",
       "\n",
       "        break;\n",
       "      case 'category':\n",
       "        bridge.category(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "      case 'animation':\n",
       "        widget.options.propertyName = widget.prop;\n",
       "        bridge.animationControls(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "      case 'time-series':\n",
       "        widget.options.propertyName = widget.prop;\n",
       "        bridge.timeSeries(widget.element, widget.value, widget.options);\n",
       "        break;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function bridgeLayerWidgets(map, mapLayer, mapSource, widgets) {\n",
       "    const bridge = new AsBridge.VL.Bridge({\n",
       "      carto: carto,\n",
       "      layer: mapLayer,\n",
       "      source: mapSource,\n",
       "      map: map\n",
       "    });\n",
       "\n",
       "    widgets\n",
       "      .filter((widget) => widget.has_bridge)\n",
       "      .forEach((widget) => renderBridge(bridge, widget, mapLayer));\n",
       "\n",
       "    bridge.build();\n",
       "  }\n",
       "\n",
       "  function _getWidgetType(layer, property, value) {\n",
       "    return layer.metadata && layer.metadata.properties[value] ?\n",
       "      layer.metadata.properties[value].type\n",
       "      : _getWidgetPropertyType(layer, property);\n",
       "  }\n",
       "\n",
       "  function _getWidgetPropertyType(layer, property) {\n",
       "    return layer.metadata && layer.metadata.properties[property] ?\n",
       "      layer.metadata.properties[property].type\n",
       "      : null;\n",
       "  }\n",
       "\n",
       "  function createLegends(layer, legends, layerIndex, mapIndex=0) {\n",
       "    if (legends.length) {\n",
       "      legends.forEach((legend, legendIndex) => _createLegend(layer, legend, layerIndex, legendIndex, mapIndex));\n",
       "    } else {\n",
       "      _createLegend(layer, legends, layerIndex, 0, mapIndex);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function _createLegend(layer, legend, layerIndex, legendIndex, mapIndex=0) {\n",
       "    const element = document.querySelector(`#layer${layerIndex}_map${mapIndex}_legend${legendIndex}`);\n",
       "\n",
       "    if (legend.prop) {\n",
       "      const othersLabel = 'Others';   // TODO: i18n\n",
       "      const prop = legend.prop;\n",
       "      const dynamic = legend.dynamic;\n",
       "      const order = legend.ascending ? 'ASC' : 'DESC';\n",
       "      const variable = legend.variable;\n",
       "      const config = { othersLabel, variable, order };\n",
       "      const options = { format, config, dynamic };\n",
       "\n",
       "      if (legend.type.startsWith('size-continuous')) {\n",
       "        config.samples = 4;\n",
       "      }\n",
       "\n",
       "      AsBridge.VL.Legends.rampLegend(element, layer, prop, options);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function SourceFactory() {\n",
       "    const sourceTypes = { GeoJSON, Query, MVT };\n",
       "\n",
       "    this.createSource = (layer) => {\n",
       "      return sourceTypes[layer.type](layer);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function GeoJSON(layer) {\n",
       "    const options = JSON.parse(JSON.stringify(layer.options));\n",
       "    const data = _decodeJSONData(layer.data, layer.encode_data);\n",
       "\n",
       "    return new carto.source.GeoJSON(data, options);\n",
       "  }\n",
       "\n",
       "  function Query(layer) {\n",
       "    const auth = {\n",
       "      username: layer.credentials.username,\n",
       "      apiKey: layer.credentials.api_key || 'default_public'\n",
       "    };\n",
       "\n",
       "    const config = {\n",
       "      serverURL: layer.credentials.base_url || `https://${layer.credentials.username}.carto.com/`\n",
       "    };\n",
       "\n",
       "    return new carto.source.SQL(layer.data, auth, config);\n",
       "  }\n",
       "\n",
       "  function MVT(layer) {\n",
       "    return new carto.source.MVT(layer.data.file, JSON.parse(layer.data.metadata));\n",
       "  }\n",
       "\n",
       "  function _decodeJSONData(data, encodeData) {\n",
       "    try {\n",
       "      if (encodeData) {\n",
       "        const decodedJSON = pako.inflate(atob(data), { to: 'string' });\n",
       "        return JSON.parse(decodedJSON);\n",
       "      } else {\n",
       "        return JSON.parse(data);\n",
       "      }\n",
       "    } catch(error) {\n",
       "      throw new Error(`\n",
       "      Error: &quot;${error}&quot;. CARTOframes is not able to parse your local data because it is too large.\n",
       "      Please, disable the data compresion with encode_data=False in your Layer class.\n",
       "    `);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  const factory = new SourceFactory();\n",
       "\n",
       "  function initMapLayer(layer, layerIndex, numLayers, hasLegends, map, mapIndex) {\n",
       "    const mapSource = factory.createSource(layer);\n",
       "    const mapViz = new carto.Viz(layer.viz);\n",
       "    const mapLayer = new carto.Layer(`layer${layerIndex}`, mapSource, mapViz);\n",
       "    const mapLayerIndex = numLayers - layerIndex - 1;\n",
       "\n",
       "    try {\n",
       "      mapLayer._updateLayer.catch(displayError);\n",
       "    } catch (e) {\n",
       "      throw e;\n",
       "    }\n",
       "\n",
       "\n",
       "    mapLayer.addTo(map);\n",
       "\n",
       "    setLayerLegend(layer, mapLayerIndex, mapLayer, mapIndex, hasLegends);\n",
       "    setLayerWidgets(map, layer, mapLayer, mapLayerIndex, mapSource);\n",
       "\n",
       "    return mapLayer;\n",
       "  }\n",
       "\n",
       "  function getInteractiveLayers(layers, mapLayers) {\n",
       "    const interactiveLayers = [];\n",
       "    const interactiveMapLayers = [];\n",
       "\n",
       "    layers.forEach((layer, index) => {\n",
       "      if (layer.interactivity) {\n",
       "        interactiveLayers.push(layer);\n",
       "        interactiveMapLayers.push(mapLayers[index]);\n",
       "      }\n",
       "    });\n",
       "\n",
       "    return { interactiveLayers, interactiveMapLayers };\n",
       "  }\n",
       "\n",
       "  function setLayerLegend(layer, mapLayerIndex, mapLayer, mapIndex, hasLegends) {\n",
       "    if (hasLegends && layer.legends) {\n",
       "      createLegends(mapLayer, layer.legends, mapLayerIndex, mapIndex);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function setLayerWidgets(map, layer, mapLayer, mapLayerIndex, mapSource) {\n",
       "    if (layer.widgets.length) {\n",
       "      initLayerWidgets(layer.widgets, mapLayerIndex);\n",
       "      updateLayerWidgets(layer.widgets, mapLayer);\n",
       "      bridgeLayerWidgets(map, mapLayer, mapSource, layer.widgets);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function initLayerWidgets(widgets, mapLayerIndex) {\n",
       "    widgets.forEach((widget, widgetIndex) => {\n",
       "      const id = `layer${mapLayerIndex}_widget${widgetIndex}`;\n",
       "      widget.id = id;\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function updateLayerWidgets(widgets, mapLayer) {\n",
       "    mapLayer.on('updated', () => renderLayerWidgets(widgets, mapLayer));\n",
       "  }\n",
       "\n",
       "  function renderLayerWidgets(widgets, mapLayer) {\n",
       "    const variables = mapLayer.viz.variables;\n",
       "\n",
       "    widgets\n",
       "      .filter((widget) => !widget.has_bridge)\n",
       "      .forEach((widget) => {\n",
       "        const name = widget.variable_name;\n",
       "        const value = getWidgetValue(name, variables);\n",
       "        renderWidget(widget, value);\n",
       "      });\n",
       "  }\n",
       "\n",
       "  function getWidgetValue(name, variables) {\n",
       "    return name && variables[name] ? variables[name].value : null;\n",
       "  }\n",
       "\n",
       "  function setReady(settings) {\n",
       "    try {\n",
       "      return settings.maps ? initMaps(settings.maps) : initMap(settings);\n",
       "    } catch (e) {\n",
       "      displayError(e);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function initMaps(maps) {\n",
       "    return maps.map((mapSettings, mapIndex) => {\n",
       "      return initMap(mapSettings, mapIndex);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function initMap(settings, mapIndex) {\n",
       "    const basecolor = getBasecolorSettings(settings.basecolor);\n",
       "    const basemapStyle =  BASEMAPS[settings.basemap] || settings.basemap || basecolor;\n",
       "    const container = mapIndex !== undefined ? `map-${mapIndex}` : 'map';\n",
       "    const map = createMap(container, basemapStyle, settings.bounds, settings.mapboxtoken);\n",
       "\n",
       "    if (settings.show_info) {\n",
       "      updateViewport(map);\n",
       "    }\n",
       "\n",
       "    if (settings.camera) {\n",
       "      map.flyTo(settings.camera);\n",
       "    }\n",
       "\n",
       "    return initLayers(map, settings, mapIndex);\n",
       "  }\n",
       "\n",
       "  function initLayers(map, settings, mapIndex) {\n",
       "    const numLayers = settings.layers.length;\n",
       "    const hasLegends = settings.has_legends;\n",
       "    const isStatic = settings.is_static;\n",
       "    const layers = settings.layers;\n",
       "    const mapLayers = getMapLayers(\n",
       "      layers,\n",
       "      numLayers,\n",
       "      hasLegends,\n",
       "      map,\n",
       "      mapIndex\n",
       "    );\n",
       "\n",
       "    if (settings.layer_selector) {\n",
       "      addLayersSelector(layers.reverse(), mapLayers.reverse());\n",
       "    }\n",
       "\n",
       "    setInteractiveLayers(map, layers, mapLayers);\n",
       "\n",
       "    return waitForMapLayersLoad(isStatic, mapIndex, mapLayers);\n",
       "  }\n",
       "\n",
       "  function waitForMapLayersLoad(isStatic, mapIndex, mapLayers) {\n",
       "    return new Promise((resolve) => {\n",
       "      carto.on('loaded', mapLayers, onMapLayersLoaded.bind(\n",
       "        this, isStatic, mapIndex, mapLayers, resolve)\n",
       "      );\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function onMapLayersLoaded(isStatic, mapIndex, mapLayers, resolve) {\n",
       "    if (isStatic) {\n",
       "      saveImage(mapIndex);\n",
       "    }\n",
       "\n",
       "    resolve(mapLayers);\n",
       "  }\n",
       "\n",
       "  function getMapLayers(layers, numLayers, hasLegends, map, mapIndex) {\n",
       "    return layers.map((layer, layerIndex) => {\n",
       "      return initMapLayer(layer, layerIndex, numLayers, hasLegends, map, mapIndex);\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function setInteractiveLayers(map, layers, mapLayers) {\n",
       "    const { interactiveLayers, interactiveMapLayers } = getInteractiveLayers(layers, mapLayers);\n",
       "\n",
       "    if (interactiveLayers && interactiveLayers.length > 0) {\n",
       "      setInteractivity(map, interactiveLayers, interactiveMapLayers);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function addLayersSelector(layers, mapLayers) {\n",
       "    const layerSelector$ = document.querySelector(`#layer-selector`);\n",
       "      const layersInfo = mapLayers.map((layer, index) => {\n",
       "        return {\n",
       "          title: layers[index].title || `Layer ${index}`,\n",
       "          id: layer.id,\n",
       "          checked: true\n",
       "        };\n",
       "      });\n",
       "    \n",
       "    const layerSelector = new AsBridge.VL.Layers(layerSelector$, carto, layersInfo, mapLayers);\n",
       "    \n",
       "    layerSelector.build();\n",
       "  }\n",
       "\n",
       "  function createMap(container, basemapStyle, bounds, accessToken) {\n",
       "    const map = createMapboxGLMap(container, basemapStyle, accessToken);\n",
       "\n",
       "    map.addControl(attributionControl);\n",
       "    map.fitBounds(bounds, FIT_BOUNDS_SETTINGS);\n",
       "\n",
       "    return map;\n",
       "  }\n",
       "\n",
       "  function createMapboxGLMap(container, style, accessToken) {\n",
       "    if (accessToken) {\n",
       "      mapboxgl.accessToken = accessToken;\n",
       "    }\n",
       "\n",
       "    return new mapboxgl.Map({\n",
       "      container,\n",
       "      style,\n",
       "      zoom: 9,\n",
       "      dragRotate: false,\n",
       "      attributionControl: false\n",
       "    });\n",
       "  }\n",
       "\n",
       "  function init(settings) {\n",
       "    setReady(settings);\n",
       "  }\n",
       "\n",
       "  return init;\n",
       "\n",
       "}());\n",
       "</script>\n",
       "<script>\n",
       "  document\n",
       "  .querySelector('as-responsive-content')\n",
       "  .addEventListener('ready', () => {\n",
       "    const basecolor = '';\n",
       "    const basemap = 'Positron';\n",
       "    const bounds = [[2.23370602002, 48.8183891866], [2.4641321139, 48.8946228565]];\n",
       "    const camera = null;\n",
       "    const has_legends = 'true' === 'true';\n",
       "    const is_static = 'None' === 'true';\n",
       "    const layer_selector = 'False' === 'true'; // TODO it will be a helper\n",
       "    const layers = [{&quot;credentials&quot;: null, &quot;data&quot;: &quot;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&quot;, &quot;encode_data&quot;: true, &quot;has_legend_list&quot;: true, &quot;interactivity&quot;: [{&quot;attrs&quot;: {&quot;name&quot;: &quot;vc88adf&quot;, &quot;title&quot;: &quot;plantation_year&quot;}, &quot;event&quot;: &quot;hover&quot;}], &quot;legends&quot;: [{&quot;ascending&quot;: false, &quot;description&quot;: &quot;&quot;, &quot;dynamic&quot;: true, &quot;footer&quot;: &quot;&quot;, &quot;prop&quot;: &quot;color&quot;, &quot;title&quot;: &quot;plantation_year&quot;, &quot;type&quot;: &quot;color-bins&quot;, &quot;variable&quot;: null}], &quot;options&quot;: {&quot;dateColumns&quot;: [&quot;plantation_date&quot;]}, &quot;title&quot;: null, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@vc88adf: $plantation_year\\ncolor: opacity(ramp(buckets($plantation_year, [1700, 1800, 1900, 2000]), Mint),1)\\nwidth: ramp(linear(zoom(),0,18),[2,10])\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nfilter: 1\\n&quot;, &quot;widgets&quot;: []}];\n",
       "    const mapboxtoken = '';\n",
       "    const show_info = 'None' === 'true';\n",
       "\n",
       "    init({\n",
       "      basecolor,\n",
       "      basemap,\n",
       "      bounds,\n",
       "      camera,\n",
       "      has_legends,\n",
       "      is_static,\n",
       "      layer_selector,\n",
       "      layers,\n",
       "      mapboxtoken,\n",
       "      show_info\n",
       "    });\n",
       "});\n",
       "</script>\n",
       "</html>\n",
       "\">\n",
       "\n",
       "</iframe>"
      ],
      "text/plain": [
       "<cartoframes.viz.layer.Layer at 0x112c36e10>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.viz import Layer, color_bins_style\n",
    "\n",
    "Layer(gdf, color_bins_style('plantation_year', breaks=[1700, 1800, 1900, 2000], palette='Mint'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
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