{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "APIsXs1LfIoI"
   },
   "source": [
    "## Advanced Data Enrichment using CARTO's Data Observatory\n",
    "\n",
    "This notebook shows how to use CARTOframes to enrich the area of influence of different POIs with data from CARTO's Data Observatory. Please, visit [CARTOframes Guides](https://carto.com/developers/cartoframes/guides/) to learn more about the enrichment functionality.\n",
    "\n",
    "We will show CARTOframes enrichment functionality with an example in which we will quantify the number of eating places within a 5-minute isochrone for all sports POI's in Madrid downtown.\n",
    "\n",
    "The notebook is organized as follows:\n",
    "1. [Download sports POIs](#section1)\n",
    "2. [Calculate isochrones](#section2)\n",
    "3. [Enrich isochrones](#section3)\n",
    " - [Simple enrichment: Counting the number of POI's within isochrones](#section31)\n",
    " - [Enrichment applying filters: Counting the number of eating places](#section32)\n",
    " - [Brief analysis](#section33)\n",
    "\n",
    "**Note** for this notebook we are using the premium [dataset of Pitney Bowes POI's in Spain](https://carto.com/spatial-data-catalog/browser/dataset/pb_points_of_i_94bda91b/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Z7-NfDHvhgRc"
   },
   "source": [
    "### Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 72
    },
    "id": "tamaCNqjlJ3u",
    "outputId": "12fefed4-74bc-4ab2-9f35-9b4493db346c"
   },
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from cartoframes.auth import set_default_credentials\n",
    "from cartoframes.data.observatory import *\n",
    "from cartoframes.data.services import Isolines\n",
    "from cartoframes.viz import *\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set CARTO default credentials\n",
    "\n",
    "In order to be able to use the Data Observatory via CARTOframes, you need to set your CARTO account credentials first.\n",
    "\n",
    "Please, visit the [Authentication guide](https://carto.com/developers/cartoframes/guides/Authentication/) for further detail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cartoframes.auth import set_default_credentials\n",
    "\n",
    "set_default_credentials('creds.json')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note about credentials**\n",
    "\n",
    "For security reasons, we recommend storing your credentials in an external file to prevent publishing them by accident when sharing your notebooks. You can get more information in the section _Setting your credentials_ of the [Authentication guide](https://carto.com/developers/cartoframes/guides/Authentication/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dq4_-q83lchv"
   },
   "source": [
    "<a id='section1'></a>\n",
    "### 1. Download sports POIs\n",
    "\n",
    "We need to start with the initial DataFrame that we would like to enrich. Normally, this initial DataFrame contains your own data that you later enrich with data from the Data Observatory. In this case, we will download all sports POI's and use it as our initial DataFrame.\n",
    "\n",
    "We first check that we are subscribed to PB POIs dataset in Spain and download the sports POI's within a bounding box covering Madrid downtown. You can calculate your bounding box of interest using [bboxfinder](http://bboxfinder.com).\n",
    "\n",
    "For a step by step description on how to discover and download premium datasets, take a look at templates: <a href='https://carto.com/developers/cartoframes/examples/#example-data-discovery-in-the-data-observatory' target='_blank'>Data Discovery</a> and <a href='https://carto.com/developers/cartoframes/examples/#example-access-premium-data-from-the-data-observatory' target='_blank'>Access Premium Data</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 52
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    "id": "nugq6FQJlYFy",
    "outputId": "3a5f3fe1-5a5f-4f43-fd1c-866104998b9e"
   },
   "outputs": [
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       "      <td>Mastercard</td>\n",
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       "2  Points Of Interest - Consumer - United States ...   \n",
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       "4  Consumer Spending - United States of America (...   \n",
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       "6  Geographic Insights - United States of America...   \n",
       "7    Points Of Interest - Spain (Latitude/Longitude)   \n",
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       "                               geography_description temporal_aggregation  \\\n",
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       "4                                               None               yearly   \n",
       "5  Shoreline clipped TIGER/Line boundaries. More ...            quarterly   \n",
       "6  Shoreline clipped TIGER/Line boundaries. More ...              monthly   \n",
       "7                     Location of Points of Interest              monthly   \n",
       "\n",
       "              time_coverage update_frequency  is_public_data lang version  \\\n",
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       "\n",
       "        category_name                 provider_name  \\\n",
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       "4        Demographics  Applied Geographic Solutions   \n",
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       "6           Financial                    Mastercard   \n",
       "7  Points of Interest                  Pitney Bowes   \n",
       "\n",
       "                                        geography_id  \\\n",
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       "6  carto-do-public-data.carto.geography_usa_block...   \n",
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       "\n",
       "                                                  id  \n",
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      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Catalog().subscriptions().datasets.to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "NB78cM-AmVn7"
   },
   "outputs": [],
   "source": [
    "pois_ds = Dataset.get('pb_points_of_i_94bda91b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "      <th>GLOBAL_ULTIMATE_INDICATOR</th>\n",
       "      <th>DOMESTIC_ULTIMATE_POSTCODE</th>\n",
       "      <th>DOMESTIC_ULTIMATE_AREANAME1</th>\n",
       "      <th>DOMESTIC_ULTIMATE_AREANAME3</th>\n",
       "      <th>GLOBAL_ULTIMATE_BUSINESS_NAME</th>\n",
       "      <th>GLOBAL_ULTIMATE_STREET_ADDRESS</th>\n",
       "      <th>DOMESTIC_ULTIMATE_BUSINESS_NAME</th>\n",
       "      <th>DOMESTIC_ULTIMATE_STREET_ADDRESS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>EL SANTO</td>\n",
       "      <td>None</td>\n",
       "      <td>6552</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>SHOPPING</td>\n",
       "      <td>1173764019</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CARRETERA DE CADIZ 206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>LA FUENTE</td>\n",
       "      <td>None</td>\n",
       "      <td>6552</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>SHOPPING</td>\n",
       "      <td>1432760662</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>PASEO DE MIRAMON 185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>SANT FRANCESC XAVIER</td>\n",
       "      <td>None</td>\n",
       "      <td>6541</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>SHOPPING</td>\n",
       "      <td>1170864171</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>PASEO CASTELLANA, 120 - IZ BJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>RUFINO BLANCO</td>\n",
       "      <td>None</td>\n",
       "      <td>6552</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>SHOPPING</td>\n",
       "      <td>1171185920</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>AVENIDA DEL CARMEN (ED EL FARO), BL 3 LOC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>CASA CONVALESCÈNCIA</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>SHOPPING</td>\n",
       "      <td>1173842007</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CARRETERA PALAU (KM 1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>ROSALÍA DE CASTRO</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>PERSONAL SERVICES</td>\n",
       "      <td>1505524737</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CALLE MIGUEL VAZQUEZ DELGADO 71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>CENTRO DE FORMACIÓN Y EMPLEO</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>PERSONAL SERVICES</td>\n",
       "      <td>1173898606</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CALLE ANTIC CAMI DE XIMELIS 19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>EFA EL SOTO</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>PERSONAL SERVICES</td>\n",
       "      <td>1293842742</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>AVENIDA GENERAL PERON (ED MASTER'S I), 38 - PI...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>O CASTIÑEIRO</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>PERSONAL SERVICES</td>\n",
       "      <td>1172241073</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CALLE BRUC DEL MIG 8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>None</td>\n",
       "      <td>ESP</td>\n",
       "      <td>CPEB DE CABAÑAQUINTA</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>50440000</td>\n",
       "      <td>DRINKING PLACES</td>\n",
       "      <td>None</td>\n",
       "      <td>PERSONAL SERVICES</td>\n",
       "      <td>1171203786</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>CALLE MAYOR, 32 - 1 A</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 74 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   HTTP ISO3                          NAME  SIC1  SIC2      SIC8  \\\n",
       "0  None  ESP                      EL SANTO  None  6552  50440000   \n",
       "1  None  ESP                     LA FUENTE  None  6552  50440000   \n",
       "2  None  ESP          SANT FRANCESC XAVIER  None  6541  50440000   \n",
       "3  None  ESP                 RUFINO BLANCO  None  6552  50440000   \n",
       "4  None  ESP           CASA CONVALESCÈNCIA  None  None  50440000   \n",
       "5  None  ESP             ROSALÍA DE CASTRO  None  None  50440000   \n",
       "6  None  ESP  CENTRO DE FORMACIÓN Y EMPLEO  None  None  50440000   \n",
       "7  None  ESP                   EFA EL SOTO  None  None  50440000   \n",
       "8  None  ESP                  O CASTIÑEIRO  None  None  50440000   \n",
       "9  None  ESP          CPEB DE CABAÑAQUINTA  None  None  50440000   \n",
       "\n",
       "             CLASS EMAIL              GROUP       PB_ID  ...  \\\n",
       "0  DRINKING PLACES  None           SHOPPING  1173764019  ...   \n",
       "1  DRINKING PLACES  None           SHOPPING  1432760662  ...   \n",
       "2  DRINKING PLACES  None           SHOPPING  1170864171  ...   \n",
       "3  DRINKING PLACES  None           SHOPPING  1171185920  ...   \n",
       "4  DRINKING PLACES  None           SHOPPING  1173842007  ...   \n",
       "5  DRINKING PLACES  None  PERSONAL SERVICES  1505524737  ...   \n",
       "6  DRINKING PLACES  None  PERSONAL SERVICES  1173898606  ...   \n",
       "7  DRINKING PLACES  None  PERSONAL SERVICES  1293842742  ...   \n",
       "8  DRINKING PLACES  None  PERSONAL SERVICES  1172241073  ...   \n",
       "9  DRINKING PLACES  None  PERSONAL SERVICES  1171203786  ...   \n",
       "\n",
       "  GLOBAL_ULTIMATE_AREANAME1 GLOBAL_ULTIMATE_AREANAME3  \\\n",
       "0                      None                      None   \n",
       "1                      None                      None   \n",
       "2                      None                      None   \n",
       "3                      None                      None   \n",
       "4                      None                      None   \n",
       "5                      None                      None   \n",
       "6                      None                      None   \n",
       "7                      None                      None   \n",
       "8                      None                      None   \n",
       "9                      None                      None   \n",
       "\n",
       "  GLOBAL_ULTIMATE_INDICATOR DOMESTIC_ULTIMATE_POSTCODE  \\\n",
       "0                      None                       None   \n",
       "1                      None                       None   \n",
       "2                      None                       None   \n",
       "3                      None                       None   \n",
       "4                      None                       None   \n",
       "5                      None                       None   \n",
       "6                      None                       None   \n",
       "7                      None                       None   \n",
       "8                      None                       None   \n",
       "9                      None                       None   \n",
       "\n",
       "  DOMESTIC_ULTIMATE_AREANAME1 DOMESTIC_ULTIMATE_AREANAME3  \\\n",
       "0                        None                        None   \n",
       "1                        None                        None   \n",
       "2                        None                        None   \n",
       "3                        None                        None   \n",
       "4                        None                        None   \n",
       "5                        None                        None   \n",
       "6                        None                        None   \n",
       "7                        None                        None   \n",
       "8                        None                        None   \n",
       "9                        None                        None   \n",
       "\n",
       "   GLOBAL_ULTIMATE_BUSINESS_NAME GLOBAL_ULTIMATE_STREET_ADDRESS  \\\n",
       "0                           None                           None   \n",
       "1                           None                           None   \n",
       "2                           None                           None   \n",
       "3                           None                           None   \n",
       "4                           None                           None   \n",
       "5                           None                           None   \n",
       "6                           None                           None   \n",
       "7                           None                           None   \n",
       "8                           None                           None   \n",
       "9                           None                           None   \n",
       "\n",
       "  DOMESTIC_ULTIMATE_BUSINESS_NAME  \\\n",
       "0                            None   \n",
       "1                            None   \n",
       "2                            None   \n",
       "3                            None   \n",
       "4                            None   \n",
       "5                            None   \n",
       "6                            None   \n",
       "7                            None   \n",
       "8                            None   \n",
       "9                            None   \n",
       "\n",
       "                    DOMESTIC_ULTIMATE_STREET_ADDRESS  \n",
       "0                             CARRETERA DE CADIZ 206  \n",
       "1                               PASEO DE MIRAMON 185  \n",
       "2                      PASEO CASTELLANA, 120 - IZ BJ  \n",
       "3          AVENIDA DEL CARMEN (ED EL FARO), BL 3 LOC  \n",
       "4                             CARRETERA PALAU (KM 1)  \n",
       "5                    CALLE MIGUEL VAZQUEZ DELGADO 71  \n",
       "6                     CALLE ANTIC CAMI DE XIMELIS 19  \n",
       "7  AVENIDA GENERAL PERON (ED MASTER'S I), 38 - PI...  \n",
       "8                               CALLE BRUC DEL MIG 8  \n",
       "9                              CALLE MAYOR, 32 - 1 A  \n",
       "\n",
       "[10 rows x 74 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pois_ds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 274
    },
    "id": "Kh_6oKT1mAnC",
    "outputId": "2ef4efaf-ffcd-42b4-d5cb-08f6213737a6"
   },
   "outputs": [
    {
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       "      <th>BRANDNAME</th>\n",
       "      <th>PB_ID</th>\n",
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       "      <th>ISO3</th>\n",
       "      <th>AREANAME4</th>\n",
       "      <th>AREANAME3</th>\n",
       "      <th>...</th>\n",
       "      <th>GLOBAL_ULTIMATE_STREET_ADDRESS</th>\n",
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       "      <th>GLOBAL_ULTIMATE_AREANAME1</th>\n",
       "      <th>GLOBAL_ULTIMATE_COUNTRY</th>\n",
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       "      <th>FAMILY_MEMBERS</th>\n",
       "      <th>HIERARCHY_CODE</th>\n",
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       "      <th>EXCHANGE_NAME</th>\n",
       "      <th>geom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ACQUAPLAYA SPA</td>\n",
       "      <td>2204263540#-3.7095628#40.4226394</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2204263540</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.70956 40.42264)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALAMBIQUE TIENDA Y ESCUELA DE COCINA</td>\n",
       "      <td>2157202351#-3.7109121#40.4198204</td>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2157202351</td>\n",
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       "      <td>POINT (-3.71091 40.41982)</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ALCÁZAR NIGHT</td>\n",
       "      <td>2137823204#-3.69905#40.4178</td>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2137823204</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.69905 40.41780)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALICIA PRODUCE</td>\n",
       "      <td>2181768913#-3.7112#40.42404</td>\n",
       "      <td>2020-02-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2181768913</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>POINT (-3.71120 40.42404)</td>\n",
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       "      <th>4</th>\n",
       "      <td>ALMA PILATES</td>\n",
       "      <td>2197072938#-3.7033635#40.4141477</td>\n",
       "      <td>2020-04-01</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.70336 40.41415)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 74 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   NAME                             geoid  \\\n",
       "0                        ACQUAPLAYA SPA  2204263540#-3.7095628#40.4226394   \n",
       "1  ALAMBIQUE TIENDA Y ESCUELA DE COCINA  2157202351#-3.7109121#40.4198204   \n",
       "2                         ALCÁZAR NIGHT       2137823204#-3.69905#40.4178   \n",
       "3                        ALICIA PRODUCE       2181768913#-3.7112#40.42404   \n",
       "4                          ALMA PILATES  2197072938#-3.7033635#40.4141477   \n",
       "\n",
       "      do_date  BRANDNAME       PB_ID  TRADE_NAME  FRANCHISE_NAME ISO3  \\\n",
       "0  2020-04-01        NaN  2204263540         NaN             NaN  ESP   \n",
       "1  2019-12-01        NaN  2157202351         NaN             NaN  ESP   \n",
       "2  2019-12-01        NaN  2137823204         NaN             NaN  ESP   \n",
       "3  2020-02-01        NaN  2181768913         NaN             NaN  ESP   \n",
       "4  2020-04-01        NaN  2197072938         NaN             NaN  ESP   \n",
       "\n",
       "   AREANAME4 AREANAME3  ... GLOBAL_ULTIMATE_STREET_ADDRESS  \\\n",
       "0        NaN    MADRID  ...                            NaN   \n",
       "1        NaN    MADRID  ...                            NaN   \n",
       "2        NaN    MADRID  ...                            NaN   \n",
       "3        NaN    MADRID  ...                            NaN   \n",
       "4        NaN    MADRID  ...                            NaN   \n",
       "\n",
       "  GLOBAL_ULTIMATE_AREANAME3 GLOBAL_ULTIMATE_AREANAME1  \\\n",
       "0                       NaN                       NaN   \n",
       "1                       NaN                       NaN   \n",
       "2                       NaN                       NaN   \n",
       "3                       NaN                       NaN   \n",
       "4                       NaN                       NaN   \n",
       "\n",
       "   GLOBAL_ULTIMATE_COUNTRY GLOBAL_ULTIMATE_POSTCODE FAMILY_MEMBERS  \\\n",
       "0                      NaN                      NaN            NaN   \n",
       "1                      NaN                      NaN            NaN   \n",
       "2                      NaN                      NaN            NaN   \n",
       "3                      NaN                      NaN            NaN   \n",
       "4                      NaN                      NaN            NaN   \n",
       "\n",
       "  HIERARCHY_CODE  TICKER_SYMBOL  EXCHANGE_NAME                       geom  \n",
       "0            NaN            NaN            NaN  POINT (-3.70956 40.42264)  \n",
       "1            NaN            NaN            NaN  POINT (-3.71091 40.41982)  \n",
       "2            NaN            NaN            NaN  POINT (-3.69905 40.41780)  \n",
       "3            NaN            NaN            NaN  POINT (-3.71120 40.42404)  \n",
       "4            NaN            NaN            NaN  POINT (-3.70336 40.41415)  \n",
       "\n",
       "[5 rows x 74 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_query = \"\"\"\n",
    "  SELECT * except(do_label) FROM $dataset$ \n",
    "  WHERE TRADE_DIVISION = 'DIVISION M. - SPORTS' \n",
    "  AND ST_IntersectsBox(geom, -3.716398,40.407437,-3.690477,40.425277)\n",
    "\"\"\"\n",
    "\n",
    "pois_df = pois_ds.to_dataframe(sql_query=sql_query)\n",
    "\n",
    "# To keep only the latest version of POI's\n",
    "pois_df = pois_df.sort_values(['NAME', 'do_date']).groupby('NAME').first().reset_index()\n",
    "\n",
    "pois_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "P-au_zH5r2BY"
   },
   "source": [
    "<a id='section2'></a>\n",
    "### 2. Calculate isochrones\n",
    "\n",
    "For this analysis, we are interested in knowing the number of eating places reachable within 5 minutes for every sport POI. We'll now proceed to calculate 5-minute isochrones for every POI, which represent the area reachable within 5 minutes.\n",
    "\n",
    "You can read more regarding isochrones on [CARTOframes Guides](https://carto.com/developers/cartoframes/guides/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "8UHM-TzmnmJL",
    "outputId": "bee85084-45b2-41df-e0b5-41c2fcbdb7aa"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success! Isolines created correctly\n"
     ]
    }
   ],
   "source": [
    "iso_service = Isolines()\n",
    "isochrones_gdf, isochrones_metadata = iso_service.isochrones(pois_df, [300], mode='walk', geom_col='geom')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 197
    },
    "id": "PwpFB32KaWPo",
    "outputId": "870b06e0-e555-464a-9d25-59aff9a9c3b6"
   },
   "outputs": [
    {
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       "   source_id  data_range                                           the_geom\n",
       "0          0         300  MULTIPOLYGON (((-3.71192 40.42488, -3.71149 40...\n",
       "1          1         300  MULTIPOLYGON (((-3.71346 40.42093, -3.71321 40...\n",
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      ]
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    "isochrones_gdf.head()"
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   "execution_count": 9,
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    "id": "5vG0-LbbnmWa",
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       "      <th>BRANDNAME</th>\n",
       "      <th>PB_ID</th>\n",
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       "      <th>HIERARCHY_CODE</th>\n",
       "      <th>TICKER_SYMBOL</th>\n",
       "      <th>EXCHANGE_NAME</th>\n",
       "      <th>geom</th>\n",
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       "    </tr>\n",
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       "      <td>ACQUAPLAYA SPA</td>\n",
       "      <td>2204263540#-3.7095628#40.4226394</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALAMBIQUE TIENDA Y ESCUELA DE COCINA</td>\n",
       "      <td>2157202351#-3.7109121#40.4198204</td>\n",
       "      <td>2019-12-01</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>MULTIPOLYGON (((-3.70248 40.41750, -3.70222 40...</td>\n",
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       "      <th>3</th>\n",
       "      <td>ALICIA PRODUCE</td>\n",
       "      <td>2181768913#-3.7112#40.42404</td>\n",
       "      <td>2020-02-01</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.71120 40.42404)</td>\n",
       "      <td>MULTIPOLYGON (((-3.71346 40.42437, -3.71338 40...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALMA PILATES</td>\n",
       "      <td>2197072938#-3.7033635#40.4141477</td>\n",
       "      <td>2020-04-01</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>POINT (-3.70336 40.41415)</td>\n",
       "      <td>MULTIPOLYGON (((-3.70660 40.41544, -3.70634 40...</td>\n",
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       "<p>5 rows × 75 columns</p>\n",
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       "                                   NAME                             geoid  \\\n",
       "0                        ACQUAPLAYA SPA  2204263540#-3.7095628#40.4226394   \n",
       "1  ALAMBIQUE TIENDA Y ESCUELA DE COCINA  2157202351#-3.7109121#40.4198204   \n",
       "2                         ALCÁZAR NIGHT       2137823204#-3.69905#40.4178   \n",
       "3                        ALICIA PRODUCE       2181768913#-3.7112#40.42404   \n",
       "4                          ALMA PILATES  2197072938#-3.7033635#40.4141477   \n",
       "\n",
       "      do_date  BRANDNAME       PB_ID  TRADE_NAME  FRANCHISE_NAME ISO3  \\\n",
       "0  2020-04-01        NaN  2204263540         NaN             NaN  ESP   \n",
       "1  2019-12-01        NaN  2157202351         NaN             NaN  ESP   \n",
       "2  2019-12-01        NaN  2137823204         NaN             NaN  ESP   \n",
       "3  2020-02-01        NaN  2181768913         NaN             NaN  ESP   \n",
       "4  2020-04-01        NaN  2197072938         NaN             NaN  ESP   \n",
       "\n",
       "   AREANAME4 AREANAME3  ... GLOBAL_ULTIMATE_AREANAME3  \\\n",
       "0        NaN    MADRID  ...                       NaN   \n",
       "1        NaN    MADRID  ...                       NaN   \n",
       "2        NaN    MADRID  ...                       NaN   \n",
       "3        NaN    MADRID  ...                       NaN   \n",
       "4        NaN    MADRID  ...                       NaN   \n",
       "\n",
       "  GLOBAL_ULTIMATE_AREANAME1 GLOBAL_ULTIMATE_COUNTRY  GLOBAL_ULTIMATE_POSTCODE  \\\n",
       "0                       NaN                     NaN                       NaN   \n",
       "1                       NaN                     NaN                       NaN   \n",
       "2                       NaN                     NaN                       NaN   \n",
       "3                       NaN                     NaN                       NaN   \n",
       "4                       NaN                     NaN                       NaN   \n",
       "\n",
       "  FAMILY_MEMBERS HIERARCHY_CODE TICKER_SYMBOL  EXCHANGE_NAME  \\\n",
       "0            NaN            NaN           NaN            NaN   \n",
       "1            NaN            NaN           NaN            NaN   \n",
       "2            NaN            NaN           NaN            NaN   \n",
       "3            NaN            NaN           NaN            NaN   \n",
       "4            NaN            NaN           NaN            NaN   \n",
       "\n",
       "                        geom  \\\n",
       "0  POINT (-3.70956 40.42264)   \n",
       "1  POINT (-3.71091 40.41982)   \n",
       "2  POINT (-3.69905 40.41780)   \n",
       "3  POINT (-3.71120 40.42404)   \n",
       "4  POINT (-3.70336 40.41415)   \n",
       "\n",
       "                                           isochrone  \n",
       "0  MULTIPOLYGON (((-3.71192 40.42488, -3.71149 40...  \n",
       "1  MULTIPOLYGON (((-3.71346 40.42093, -3.71321 40...  \n",
       "2  MULTIPOLYGON (((-3.70248 40.41750, -3.70222 40...  \n",
       "3  MULTIPOLYGON (((-3.71346 40.42437, -3.71338 40...  \n",
       "4  MULTIPOLYGON (((-3.70660 40.41544, -3.70634 40...  \n",
       "\n",
       "[5 rows x 75 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pois_df['isochrone'] = isochrones_gdf.sort_values('source_id')['the_geom'].values\n",
    "pois_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize isochrones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 674
    },
    "id": "syg5-YSopMDE",
    "outputId": "2c86f83f-78c6-4cae-a57e-029d8c2a24fb"
   },
   "outputs": [
    {
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       "  <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",
       "\n",
       "  as-layer-selector-slot .as-layer-selector-slot--wrapper .as-caption { // FIXME\n",
       "    font-size: 14px;\n",
       "    line-height: 14px;\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> <!-- 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",
       "  // Computes the decimal coefficient and exponent of the specified number x with\n",
       "  // significant digits p, where x is positive and p is in [1, 21] or undefined.\n",
       "  // For example, formatDecimal(1.23) returns [&quot;123&quot;, 0].\n",
       "  function formatDecimal(x, p) {\n",
       "    if ((i = (x = p ? x.toExponential(p - 1) : x.toExponential()).indexOf(&quot;e&quot;)) < 0) return null; // NaN, ±Infinity\n",
       "    var i, coefficient = x.slice(0, i);\n",
       "\n",
       "    // The string returned by toExponential either has the form \\d\\.\\d+e[-+]\\d+\n",
       "    // (e.g., 1.2e+3) or the form \\de[-+]\\d+ (e.g., 1e+3).\n",
       "    return [\n",
       "      coefficient.length > 1 ? coefficient[0] + coefficient.slice(2) : coefficient,\n",
       "      +x.slice(i + 1)\n",
       "    ];\n",
       "  }\n",
       "\n",
       "  function exponent(x) {\n",
       "    return x = formatDecimal(Math.abs(x)), x ? x[1] : NaN;\n",
       "  }\n",
       "\n",
       "  function formatGroup(grouping, thousands) {\n",
       "    return function(value, width) {\n",
       "      var i = value.length,\n",
       "          t = [],\n",
       "          j = 0,\n",
       "          g = grouping[0],\n",
       "          length = 0;\n",
       "\n",
       "      while (i > 0 && g > 0) {\n",
       "        if (length + g + 1 > width) g = Math.max(1, width - length);\n",
       "        t.push(value.substring(i -= g, i + g));\n",
       "        if ((length += g + 1) > width) break;\n",
       "        g = grouping[j = (j + 1) % grouping.length];\n",
       "      }\n",
       "\n",
       "      return t.reverse().join(thousands);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function formatNumerals(numerals) {\n",
       "    return function(value) {\n",
       "      return value.replace(/[0-9]/g, function(i) {\n",
       "        return numerals[+i];\n",
       "      });\n",
       "    };\n",
       "  }\n",
       "\n",
       "  // [[fill]align][sign][symbol][0][width][,][.precision][~][type]\n",
       "  var re = /^(?:(.)?([<>=^]))?([+\\-( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?(~)?([a-z%])?$/i;\n",
       "\n",
       "  function formatSpecifier(specifier) {\n",
       "    if (!(match = re.exec(specifier))) throw new Error(&quot;invalid format: &quot; + specifier);\n",
       "    var match;\n",
       "    return new FormatSpecifier({\n",
       "      fill: match[1],\n",
       "      align: match[2],\n",
       "      sign: match[3],\n",
       "      symbol: match[4],\n",
       "      zero: match[5],\n",
       "      width: match[6],\n",
       "      comma: match[7],\n",
       "      precision: match[8] && match[8].slice(1),\n",
       "      trim: match[9],\n",
       "      type: match[10]\n",
       "    });\n",
       "  }\n",
       "\n",
       "  formatSpecifier.prototype = FormatSpecifier.prototype; // instanceof\n",
       "\n",
       "  function FormatSpecifier(specifier) {\n",
       "    this.fill = specifier.fill === undefined ? &quot; &quot; : specifier.fill + &quot;&quot;;\n",
       "    this.align = specifier.align === undefined ? &quot;>&quot; : specifier.align + &quot;&quot;;\n",
       "    this.sign = specifier.sign === undefined ? &quot;-&quot; : specifier.sign + &quot;&quot;;\n",
       "    this.symbol = specifier.symbol === undefined ? &quot;&quot; : specifier.symbol + &quot;&quot;;\n",
       "    this.zero = !!specifier.zero;\n",
       "    this.width = specifier.width === undefined ? undefined : +specifier.width;\n",
       "    this.comma = !!specifier.comma;\n",
       "    this.precision = specifier.precision === undefined ? undefined : +specifier.precision;\n",
       "    this.trim = !!specifier.trim;\n",
       "    this.type = specifier.type === undefined ? &quot;&quot; : specifier.type + &quot;&quot;;\n",
       "  }\n",
       "\n",
       "  FormatSpecifier.prototype.toString = function() {\n",
       "    return this.fill\n",
       "        + this.align\n",
       "        + this.sign\n",
       "        + this.symbol\n",
       "        + (this.zero ? &quot;0&quot; : &quot;&quot;)\n",
       "        + (this.width === undefined ? &quot;&quot; : Math.max(1, this.width | 0))\n",
       "        + (this.comma ? &quot;,&quot; : &quot;&quot;)\n",
       "        + (this.precision === undefined ? &quot;&quot; : &quot;.&quot; + Math.max(0, this.precision | 0))\n",
       "        + (this.trim ? &quot;~&quot; : &quot;&quot;)\n",
       "        + this.type;\n",
       "  };\n",
       "\n",
       "  // Trims insignificant zeros, e.g., replaces 1.2000k with 1.2k.\n",
       "  function formatTrim(s) {\n",
       "    out: for (var n = s.length, i = 1, i0 = -1, i1; i < n; ++i) {\n",
       "      switch (s[i]) {\n",
       "        case &quot;.&quot;: i0 = i1 = i; break;\n",
       "        case &quot;0&quot;: if (i0 === 0) i0 = i; i1 = i; break;\n",
       "        default: if (!+s[i]) break out; if (i0 > 0) i0 = 0; break;\n",
       "      }\n",
       "    }\n",
       "    return i0 > 0 ? s.slice(0, i0) + s.slice(i1 + 1) : s;\n",
       "  }\n",
       "\n",
       "  var prefixExponent;\n",
       "\n",
       "  function formatPrefixAuto(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1],\n",
       "        i = exponent - (prefixExponent = Math.max(-8, Math.min(8, Math.floor(exponent / 3))) * 3) + 1,\n",
       "        n = coefficient.length;\n",
       "    return i === n ? coefficient\n",
       "        : i > n ? coefficient + new Array(i - n + 1).join(&quot;0&quot;)\n",
       "        : i > 0 ? coefficient.slice(0, i) + &quot;.&quot; + coefficient.slice(i)\n",
       "        : &quot;0.&quot; + new Array(1 - i).join(&quot;0&quot;) + formatDecimal(x, Math.max(0, p + i - 1))[0]; // less than 1y!\n",
       "  }\n",
       "\n",
       "  function formatRounded(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1];\n",
       "    return exponent < 0 ? &quot;0.&quot; + new Array(-exponent).join(&quot;0&quot;) + coefficient\n",
       "        : coefficient.length > exponent + 1 ? coefficient.slice(0, exponent + 1) + &quot;.&quot; + coefficient.slice(exponent + 1)\n",
       "        : coefficient + new Array(exponent - coefficient.length + 2).join(&quot;0&quot;);\n",
       "  }\n",
       "\n",
       "  var formatTypes = {\n",
       "    &quot;%&quot;: function(x, p) { return (x * 100).toFixed(p); },\n",
       "    &quot;b&quot;: function(x) { return Math.round(x).toString(2); },\n",
       "    &quot;c&quot;: function(x) { return x + &quot;&quot;; },\n",
       "    &quot;d&quot;: function(x) { return Math.round(x).toString(10); },\n",
       "    &quot;e&quot;: function(x, p) { return x.toExponential(p); },\n",
       "    &quot;f&quot;: function(x, p) { return x.toFixed(p); },\n",
       "    &quot;g&quot;: function(x, p) { return x.toPrecision(p); },\n",
       "    &quot;o&quot;: function(x) { return Math.round(x).toString(8); },\n",
       "    &quot;p&quot;: function(x, p) { return formatRounded(x * 100, p); },\n",
       "    &quot;r&quot;: formatRounded,\n",
       "    &quot;s&quot;: formatPrefixAuto,\n",
       "    &quot;X&quot;: function(x) { return Math.round(x).toString(16).toUpperCase(); },\n",
       "    &quot;x&quot;: function(x) { return Math.round(x).toString(16); }\n",
       "  };\n",
       "\n",
       "  function identity(x) {\n",
       "    return x;\n",
       "  }\n",
       "\n",
       "  var map = Array.prototype.map,\n",
       "      prefixes = [&quot;y&quot;,&quot;z&quot;,&quot;a&quot;,&quot;f&quot;,&quot;p&quot;,&quot;n&quot;,&quot;µ&quot;,&quot;m&quot;,&quot;&quot;,&quot;k&quot;,&quot;M&quot;,&quot;G&quot;,&quot;T&quot;,&quot;P&quot;,&quot;E&quot;,&quot;Z&quot;,&quot;Y&quot;];\n",
       "\n",
       "  function formatLocale(locale) {\n",
       "    var group = locale.grouping === undefined || locale.thousands === undefined ? identity : formatGroup(map.call(locale.grouping, Number), locale.thousands + &quot;&quot;),\n",
       "        currencyPrefix = locale.currency === undefined ? &quot;&quot; : locale.currency[0] + &quot;&quot;,\n",
       "        currencySuffix = locale.currency === undefined ? &quot;&quot; : locale.currency[1] + &quot;&quot;,\n",
       "        decimal = locale.decimal === undefined ? &quot;.&quot; : locale.decimal + &quot;&quot;,\n",
       "        numerals = locale.numerals === undefined ? identity : formatNumerals(map.call(locale.numerals, String)),\n",
       "        percent = locale.percent === undefined ? &quot;%&quot; : locale.percent + &quot;&quot;,\n",
       "        minus = locale.minus === undefined ? &quot;-&quot; : locale.minus + &quot;&quot;,\n",
       "        nan = locale.nan === undefined ? &quot;NaN&quot; : locale.nan + &quot;&quot;;\n",
       "\n",
       "    function newFormat(specifier) {\n",
       "      specifier = formatSpecifier(specifier);\n",
       "\n",
       "      var fill = specifier.fill,\n",
       "          align = specifier.align,\n",
       "          sign = specifier.sign,\n",
       "          symbol = specifier.symbol,\n",
       "          zero = specifier.zero,\n",
       "          width = specifier.width,\n",
       "          comma = specifier.comma,\n",
       "          precision = specifier.precision,\n",
       "          trim = specifier.trim,\n",
       "          type = specifier.type;\n",
       "\n",
       "      // The &quot;n&quot; type is an alias for &quot;,g&quot;.\n",
       "      if (type === &quot;n&quot;) comma = true, type = &quot;g&quot;;\n",
       "\n",
       "      // The &quot;&quot; type, and any invalid type, is an alias for &quot;.12~g&quot;.\n",
       "      else if (!formatTypes[type]) precision === undefined && (precision = 12), trim = true, type = &quot;g&quot;;\n",
       "\n",
       "      // If zero fill is specified, padding goes after sign and before digits.\n",
       "      if (zero || (fill === &quot;0&quot; && align === &quot;=&quot;)) zero = true, fill = &quot;0&quot;, align = &quot;=&quot;;\n",
       "\n",
       "      // Compute the prefix and suffix.\n",
       "      // For SI-prefix, the suffix is lazily computed.\n",
       "      var prefix = symbol === &quot;$&quot; ? currencyPrefix : symbol === &quot;#&quot; && /[boxX]/.test(type) ? &quot;0&quot; + type.toLowerCase() : &quot;&quot;,\n",
       "          suffix = symbol === &quot;$&quot; ? currencySuffix : /[%p]/.test(type) ? percent : &quot;&quot;;\n",
       "\n",
       "      // What format function should we use?\n",
       "      // Is this an integer type?\n",
       "      // Can this type generate exponential notation?\n",
       "      var formatType = formatTypes[type],\n",
       "          maybeSuffix = /[defgprs%]/.test(type);\n",
       "\n",
       "      // Set the default precision if not specified,\n",
       "      // or clamp the specified precision to the supported range.\n",
       "      // For significant precision, it must be in [1, 21].\n",
       "      // For fixed precision, it must be in [0, 20].\n",
       "      precision = precision === undefined ? 6\n",
       "          : /[gprs]/.test(type) ? Math.max(1, Math.min(21, precision))\n",
       "          : Math.max(0, Math.min(20, precision));\n",
       "\n",
       "      function format(value) {\n",
       "        var valuePrefix = prefix,\n",
       "            valueSuffix = suffix,\n",
       "            i, n, c;\n",
       "\n",
       "        if (type === &quot;c&quot;) {\n",
       "          valueSuffix = formatType(value) + valueSuffix;\n",
       "          value = &quot;&quot;;\n",
       "        } else {\n",
       "          value = +value;\n",
       "\n",
       "          // Determine the sign. -0 is not less than 0, but 1 / -0 is!\n",
       "          var valueNegative = value < 0 || 1 / value < 0;\n",
       "\n",
       "          // Perform the initial formatting.\n",
       "          value = isNaN(value) ? nan : formatType(Math.abs(value), precision);\n",
       "\n",
       "          // Trim insignificant zeros.\n",
       "          if (trim) value = formatTrim(value);\n",
       "\n",
       "          // If a negative value rounds to zero after formatting, and no explicit positive sign is requested, hide the sign.\n",
       "          if (valueNegative && +value === 0 && sign !== &quot;+&quot;) valueNegative = false;\n",
       "\n",
       "          // Compute the prefix and suffix.\n",
       "          valuePrefix = (valueNegative ? (sign === &quot;(&quot; ? sign : minus) : sign === &quot;-&quot; || sign === &quot;(&quot; ? &quot;&quot; : sign) + valuePrefix;\n",
       "          valueSuffix = (type === &quot;s&quot; ? prefixes[8 + prefixExponent / 3] : &quot;&quot;) + valueSuffix + (valueNegative && sign === &quot;(&quot; ? &quot;)&quot; : &quot;&quot;);\n",
       "\n",
       "          // Break the formatted value into the integer “value” part that can be\n",
       "          // grouped, and fractional or exponential “suffix” part that is not.\n",
       "          if (maybeSuffix) {\n",
       "            i = -1, n = value.length;\n",
       "            while (++i < n) {\n",
       "              if (c = value.charCodeAt(i), 48 > c || c > 57) {\n",
       "                valueSuffix = (c === 46 ? decimal + value.slice(i + 1) : value.slice(i)) + valueSuffix;\n",
       "                value = value.slice(0, i);\n",
       "                break;\n",
       "              }\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "\n",
       "        // If the fill character is not &quot;0&quot;, grouping is applied before padding.\n",
       "        if (comma && !zero) value = group(value, Infinity);\n",
       "\n",
       "        // Compute the padding.\n",
       "        var length = valuePrefix.length + value.length + valueSuffix.length,\n",
       "            padding = length < width ? new Array(width - length + 1).join(fill) : &quot;&quot;;\n",
       "\n",
       "        // If the fill character is &quot;0&quot;, grouping is applied after padding.\n",
       "        if (comma && zero) value = group(padding + value, padding.length ? width - valueSuffix.length : Infinity), padding = &quot;&quot;;\n",
       "\n",
       "        // Reconstruct the final output based on the desired alignment.\n",
       "        switch (align) {\n",
       "          case &quot;<&quot;: value = valuePrefix + value + valueSuffix + padding; break;\n",
       "          case &quot;=&quot;: value = valuePrefix + padding + value + valueSuffix; break;\n",
       "          case &quot;^&quot;: value = padding.slice(0, length = padding.length >> 1) + valuePrefix + value + valueSuffix + padding.slice(length); break;\n",
       "          default: value = padding + valuePrefix + value + valueSuffix; break;\n",
       "        }\n",
       "\n",
       "        return numerals(value);\n",
       "      }\n",
       "\n",
       "      format.toString = function() {\n",
       "        return specifier + &quot;&quot;;\n",
       "      };\n",
       "\n",
       "      return format;\n",
       "    }\n",
       "\n",
       "    function formatPrefix(specifier, value) {\n",
       "      var f = newFormat((specifier = formatSpecifier(specifier), specifier.type = &quot;f&quot;, specifier)),\n",
       "          e = Math.max(-8, Math.min(8, Math.floor(exponent(value) / 3))) * 3,\n",
       "          k = Math.pow(10, -e),\n",
       "          prefix = prefixes[8 + e / 3];\n",
       "      return function(value) {\n",
       "        return f(k * value) + prefix;\n",
       "      };\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      format: newFormat,\n",
       "      formatPrefix: formatPrefix\n",
       "    };\n",
       "  }\n",
       "\n",
       "  var locale;\n",
       "  var format;\n",
       "  var formatPrefix;\n",
       "\n",
       "  defaultLocale({\n",
       "    decimal: &quot;.&quot;,\n",
       "    thousands: &quot;,&quot;,\n",
       "    grouping: [3],\n",
       "    currency: [&quot;$&quot;, &quot;&quot;],\n",
       "    minus: &quot;-&quot;\n",
       "  });\n",
       "\n",
       "  function defaultLocale(definition) {\n",
       "    locale = formatLocale(definition);\n",
       "    format = locale.format;\n",
       "    formatPrefix = locale.formatPrefix;\n",
       "    return locale;\n",
       "  }\n",
       "\n",
       "  function formatter(value, specifier) {\n",
       "    const formatFunc = specifier ? format(specifier) : formatValue;\n",
       "\n",
       "    if (Array.isArray(value)) {\n",
       "      const [first, second] = value;\n",
       "      if (first === -Infinity) {\n",
       "        return `< ${formatFunc(second)}`;\n",
       "      }\n",
       "      if (second === Infinity) {\n",
       "        return `> ${formatFunc(first)}`;\n",
       "      }\n",
       "      return `${formatFunc(first)} - ${formatFunc(second)}`;\n",
       "    }\n",
       "    return formatFunc(value);\n",
       "  }\n",
       "\n",
       "  function formatValue(value) {\n",
       "    if (typeof value === 'number') {\n",
       "      return formatNumber(value);\n",
       "    }\n",
       "    return value;\n",
       "  }\n",
       "\n",
       "  function formatNumber(value) {\n",
       "    if (!Number.isInteger(value)) {\n",
       "      return value.toLocaleString(undefined, {\n",
       "        minimumFractionDigits: 2,\n",
       "        maximumFractionDigits: 3\n",
       "      });\n",
       "    }\n",
       "    return value.toLocaleString();\n",
       "  }\n",
       "\n",
       "  function updateViewport(id, map) {\n",
       "    function updateMapInfo() {\n",
       "      const mapInfo$ = document.getElementById(id);\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 = formatter(value, item.format);\n",
       "\n",
       "            popupHTML = `\n",
       "            <span class=&quot;popup-name&quot;>${item.title}</span>\n",
       "            <span class=&quot;popup-value&quot;>${value}</span>\n",
       "          ` + popupHTML;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      if (popupHTML) {\n",
       "        popup\n",
       "            .setLngLat([event.coordinates.lng, event.coordinates.lat])\n",
       "            .setHTML(`<div class=&quot;popup-content&quot;>${popupHTML}</div>`);\n",
       "\n",
       "        if (!popup.isOpen()) {\n",
       "          popup.addTo(map);\n",
       "        }\n",
       "      } else {\n",
       "        popup.remove();\n",
       "      }\n",
       "    } 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(`#${widget.id}-value`);\n",
       "\n",
       "    if (value && widget.element) {\n",
       "      widget.element.innerText = typeof value === 'number' ? formatter(value, widget.options.format) : value;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function renderBridge(bridge, widget, mapLayer) {\n",
       "    widget.element = widget.element || document.querySelector(`#${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",
       "        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${legendIndex}`);\n",
       "\n",
       "    if (legend.prop) {\n",
       "      const othersLabel = 'Others';   // TODO: i18n\n",
       "      const prop = legend.prop;\n",
       "      const dynamic = legend.dynamic;\n",
       "      const order = legend.ascending ? 'ASC' : 'DESC';\n",
       "      const variable = legend.variable;\n",
       "      const config = { othersLabel, variable, order };\n",
       "      const formatFunc = (value) => formatter(value, legend.format);\n",
       "      const options = { format: formatFunc, config, dynamic };\n",
       "\n",
       "      if (legend.type.startsWith('size-continuous')) {\n",
       "        config.samples = 4;\n",
       "      }\n",
       "\n",
       "      AsBridge.VL.Legends.rampLegend(element, layer, prop, options);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function SourceFactory() {\n",
       "    const sourceTypes = { GeoJSON, Query, MVT };\n",
       "\n",
       "    this.createSource = (layer) => {\n",
       "      return sourceTypes[layer.type](layer);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function GeoJSON(layer) {\n",
       "    const options = JSON.parse(JSON.stringify(layer.options));\n",
       "    const data = _decodeJSONData(layer.data, layer.encode_data);\n",
       "\n",
       "    return new carto.source.GeoJSON(data, options);\n",
       "  }\n",
       "\n",
       "  function Query(layer) {\n",
       "    const auth = {\n",
       "      username: layer.credentials.username,\n",
       "      apiKey: layer.credentials.api_key || 'default_public'\n",
       "    };\n",
       "\n",
       "    const config = {\n",
       "      serverURL: layer.credentials.base_url || `https://${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",
       "    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-${mapIndex}` : 'map';\n",
       "    const map = createMap(container, basemapStyle, settings.bounds, settings.mapboxtoken);\n",
       "\n",
       "    if (settings.show_info) {\n",
       "      const id = mapIndex !== undefined ? `map-info-${mapIndex}` : 'map-info';\n",
       "      updateViewport(id, 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(), mapIndex);\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, mapIndex) {\n",
       "    const layerSelectorId = mapIndex !== undefined ? `#layer-selector-${mapIndex}` : '#layer-selector';\n",
       "    const layerSelector$ = document.querySelector(layerSelectorId);\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 = [[-3.7188721, 40.4056549], [-3.687973, 40.4269409]];\n",
       "    const camera = null;\n",
       "    const has_legends = 'False' === 'true';\n",
       "    const is_static = 'None' === 'true';\n",
       "    const layer_selector = 'False' === 'true';\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;legends&quot;: [], &quot;map_index&quot;: 0, &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;source&quot;: &quot;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&quot;, &quot;title&quot;: null, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;color: hex(\\&quot;#EE4D5A\\&quot;)\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(zoom(),0,18),[2,10])\\n&quot;, &quot;widgets&quot;: []}, {&quot;credentials&quot;: null, &quot;data&quot;: 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&quot;encode_data&quot;: true, &quot;has_legend_list&quot;: true, &quot;interactivity&quot;: [], &quot;legends&quot;: [], &quot;map_index&quot;: 0, &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;source&quot;: &quot;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&quot;, &quot;title&quot;: null, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;color: opacity(hex(\\&quot;#826DBA\\&quot;), 0.1)\\nstrokeColor: opacity(#2c2c2c,ramp(linear(zoom(),2,18),[0.2,0.6]))\\nstrokeWidth: ramp(linear(zoom(),2,18),[0.5,1])\\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.map.Map at 0x7f6970b97a58>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Map([Layer(pois_df, geom_col='geom'),\n",
    "     Layer(pois_df, geom_col='isochrone', style=basic_style(opacity=0.1))])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "I41LlwWLsPjc"
   },
   "source": [
    "<a id='section3'></a>\n",
    "### 3. Enrich isochrones"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AMj-EbULsU9U"
   },
   "source": [
    "We will now proceed to enrich our DataFrame. \n",
    "\n",
    "For enriching datasets, we use the Enrichment class. Please, visit [CARTOframes Guides](https://carto.com/developers/cartoframes/guides/) to learn more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "CC_KNhQeIDhk"
   },
   "outputs": [],
   "source": [
    "enrichment = Enrichment()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VNpTVV1fsrcB"
   },
   "source": [
    "<a id='section31'></a>\n",
    "#### 3.1 Simple enrichment: Counting the number of POI's within isochrones\n",
    "\n",
    "We will start by simply counting the number of POI's within each isochrone. This will allow us to measure how busy the area around each sport POI is.\n",
    "\n",
    "In order to do this, we will use the Enrichment function `enrich_polygons()` for which we can select any variable, because we are only interested in counting POIs. That is why we selected the variable `CLASS_517d6003` that we will use later. Remember you can access the dataset variables doing `pois_ds.variables.to_dataframe()`.\n",
    "\n",
    "**Note** that we need to specify the name of the geometry column (`geom_col`) because we are working with a DataFrame instead of a GeoDataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "Fz16KW7AIDvt"
   },
   "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>NAME</th>\n",
       "      <th>geoid</th>\n",
       "      <th>do_date</th>\n",
       "      <th>BRANDNAME</th>\n",
       "      <th>PB_ID</th>\n",
       "      <th>TRADE_NAME</th>\n",
       "      <th>FRANCHISE_NAME</th>\n",
       "      <th>ISO3</th>\n",
       "      <th>AREANAME4</th>\n",
       "      <th>AREANAME3</th>\n",
       "      <th>...</th>\n",
       "      <th>GLOBAL_ULTIMATE_AREANAME1</th>\n",
       "      <th>GLOBAL_ULTIMATE_COUNTRY</th>\n",
       "      <th>GLOBAL_ULTIMATE_POSTCODE</th>\n",
       "      <th>FAMILY_MEMBERS</th>\n",
       "      <th>HIERARCHY_CODE</th>\n",
       "      <th>TICKER_SYMBOL</th>\n",
       "      <th>EXCHANGE_NAME</th>\n",
       "      <th>geom</th>\n",
       "      <th>isochrone</th>\n",
       "      <th>n_pois</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ACQUAPLAYA SPA</td>\n",
       "      <td>2204263540#-3.7095628#40.4226394</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2204263540</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.70956 40.42264)</td>\n",
       "      <td>MULTIPOLYGON (((-3.71192 40.42488, -3.71149 40...</td>\n",
       "      <td>31977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALAMBIQUE TIENDA Y ESCUELA DE COCINA</td>\n",
       "      <td>2157202351#-3.7109121#40.4198204</td>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2157202351</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.71091 40.41982)</td>\n",
       "      <td>MULTIPOLYGON (((-3.71346 40.42093, -3.71321 40...</td>\n",
       "      <td>10131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ALCÁZAR NIGHT</td>\n",
       "      <td>2137823204#-3.69905#40.4178</td>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2137823204</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.69905 40.41780)</td>\n",
       "      <td>MULTIPOLYGON (((-3.70248 40.41750, -3.70222 40...</td>\n",
       "      <td>19947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALICIA PRODUCE</td>\n",
       "      <td>2181768913#-3.7112#40.42404</td>\n",
       "      <td>2020-02-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2181768913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.71120 40.42404)</td>\n",
       "      <td>MULTIPOLYGON (((-3.71346 40.42437, -3.71338 40...</td>\n",
       "      <td>24480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALMA PILATES</td>\n",
       "      <td>2197072938#-3.7033635#40.4141477</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2197072938</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.70336 40.41415)</td>\n",
       "      <td>MULTIPOLYGON (((-3.70660 40.41544, -3.70634 40...</td>\n",
       "      <td>30348</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 76 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   NAME                             geoid  \\\n",
       "0                        ACQUAPLAYA SPA  2204263540#-3.7095628#40.4226394   \n",
       "1  ALAMBIQUE TIENDA Y ESCUELA DE COCINA  2157202351#-3.7109121#40.4198204   \n",
       "2                         ALCÁZAR NIGHT       2137823204#-3.69905#40.4178   \n",
       "3                        ALICIA PRODUCE       2181768913#-3.7112#40.42404   \n",
       "4                          ALMA PILATES  2197072938#-3.7033635#40.4141477   \n",
       "\n",
       "      do_date  BRANDNAME       PB_ID  TRADE_NAME  FRANCHISE_NAME ISO3  \\\n",
       "0  2020-04-01        NaN  2204263540         NaN             NaN  ESP   \n",
       "1  2019-12-01        NaN  2157202351         NaN             NaN  ESP   \n",
       "2  2019-12-01        NaN  2137823204         NaN             NaN  ESP   \n",
       "3  2020-02-01        NaN  2181768913         NaN             NaN  ESP   \n",
       "4  2020-04-01        NaN  2197072938         NaN             NaN  ESP   \n",
       "\n",
       "   AREANAME4 AREANAME3  ... GLOBAL_ULTIMATE_AREANAME1 GLOBAL_ULTIMATE_COUNTRY  \\\n",
       "0        NaN    MADRID  ...                       NaN                     NaN   \n",
       "1        NaN    MADRID  ...                       NaN                     NaN   \n",
       "2        NaN    MADRID  ...                       NaN                     NaN   \n",
       "3        NaN    MADRID  ...                       NaN                     NaN   \n",
       "4        NaN    MADRID  ...                       NaN                     NaN   \n",
       "\n",
       "  GLOBAL_ULTIMATE_POSTCODE  FAMILY_MEMBERS HIERARCHY_CODE TICKER_SYMBOL  \\\n",
       "0                      NaN             NaN            NaN           NaN   \n",
       "1                      NaN             NaN            NaN           NaN   \n",
       "2                      NaN             NaN            NaN           NaN   \n",
       "3                      NaN             NaN            NaN           NaN   \n",
       "4                      NaN             NaN            NaN           NaN   \n",
       "\n",
       "  EXCHANGE_NAME                       geom  \\\n",
       "0           NaN  POINT (-3.70956 40.42264)   \n",
       "1           NaN  POINT (-3.71091 40.41982)   \n",
       "2           NaN  POINT (-3.69905 40.41780)   \n",
       "3           NaN  POINT (-3.71120 40.42404)   \n",
       "4           NaN  POINT (-3.70336 40.41415)   \n",
       "\n",
       "                                           isochrone n_pois  \n",
       "0  MULTIPOLYGON (((-3.71192 40.42488, -3.71149 40...  31977  \n",
       "1  MULTIPOLYGON (((-3.71346 40.42093, -3.71321 40...  10131  \n",
       "2  MULTIPOLYGON (((-3.70248 40.41750, -3.70222 40...  19947  \n",
       "3  MULTIPOLYGON (((-3.71346 40.42437, -3.71338 40...  24480  \n",
       "4  MULTIPOLYGON (((-3.70660 40.41544, -3.70634 40...  30348  \n",
       "\n",
       "[5 rows x 76 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Here we can use any variable because we're only interested in counts\n",
    "pois_df = enrichment.enrich_polygons(\n",
    "    pois_df,\n",
    "    variables=['CLASS_517d6003'],\n",
    "    aggregation='COUNT',\n",
    "    geom_col='isochrone'\n",
    ")\n",
    "\n",
    "# We rename the column name to give it a more descriptive name\n",
    "pois_df.rename(columns={'CLASS_y':'n_pois'}, inplace=True)\n",
    "pois_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Visualize enrichment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 674
    },
    "id": "Oy0hEIIrtPVx",
    "outputId": "48ec1d10-e24a-4872-c40c-bdc91ca3bd95"
   },
   "outputs": [
    {
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       "    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",
       "  // Computes the decimal coefficient and exponent of the specified number x with\n",
       "  // significant digits p, where x is positive and p is in [1, 21] or undefined.\n",
       "  // For example, formatDecimal(1.23) returns [&quot;123&quot;, 0].\n",
       "  function formatDecimal(x, p) {\n",
       "    if ((i = (x = p ? x.toExponential(p - 1) : x.toExponential()).indexOf(&quot;e&quot;)) < 0) return null; // NaN, ±Infinity\n",
       "    var i, coefficient = x.slice(0, i);\n",
       "\n",
       "    // The string returned by toExponential either has the form \\d\\.\\d+e[-+]\\d+\n",
       "    // (e.g., 1.2e+3) or the form \\de[-+]\\d+ (e.g., 1e+3).\n",
       "    return [\n",
       "      coefficient.length > 1 ? coefficient[0] + coefficient.slice(2) : coefficient,\n",
       "      +x.slice(i + 1)\n",
       "    ];\n",
       "  }\n",
       "\n",
       "  function exponent(x) {\n",
       "    return x = formatDecimal(Math.abs(x)), x ? x[1] : NaN;\n",
       "  }\n",
       "\n",
       "  function formatGroup(grouping, thousands) {\n",
       "    return function(value, width) {\n",
       "      var i = value.length,\n",
       "          t = [],\n",
       "          j = 0,\n",
       "          g = grouping[0],\n",
       "          length = 0;\n",
       "\n",
       "      while (i > 0 && g > 0) {\n",
       "        if (length + g + 1 > width) g = Math.max(1, width - length);\n",
       "        t.push(value.substring(i -= g, i + g));\n",
       "        if ((length += g + 1) > width) break;\n",
       "        g = grouping[j = (j + 1) % grouping.length];\n",
       "      }\n",
       "\n",
       "      return t.reverse().join(thousands);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function formatNumerals(numerals) {\n",
       "    return function(value) {\n",
       "      return value.replace(/[0-9]/g, function(i) {\n",
       "        return numerals[+i];\n",
       "      });\n",
       "    };\n",
       "  }\n",
       "\n",
       "  // [[fill]align][sign][symbol][0][width][,][.precision][~][type]\n",
       "  var re = /^(?:(.)?([<>=^]))?([+\\-( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?(~)?([a-z%])?$/i;\n",
       "\n",
       "  function formatSpecifier(specifier) {\n",
       "    if (!(match = re.exec(specifier))) throw new Error(&quot;invalid format: &quot; + specifier);\n",
       "    var match;\n",
       "    return new FormatSpecifier({\n",
       "      fill: match[1],\n",
       "      align: match[2],\n",
       "      sign: match[3],\n",
       "      symbol: match[4],\n",
       "      zero: match[5],\n",
       "      width: match[6],\n",
       "      comma: match[7],\n",
       "      precision: match[8] && match[8].slice(1),\n",
       "      trim: match[9],\n",
       "      type: match[10]\n",
       "    });\n",
       "  }\n",
       "\n",
       "  formatSpecifier.prototype = FormatSpecifier.prototype; // instanceof\n",
       "\n",
       "  function FormatSpecifier(specifier) {\n",
       "    this.fill = specifier.fill === undefined ? &quot; &quot; : specifier.fill + &quot;&quot;;\n",
       "    this.align = specifier.align === undefined ? &quot;>&quot; : specifier.align + &quot;&quot;;\n",
       "    this.sign = specifier.sign === undefined ? &quot;-&quot; : specifier.sign + &quot;&quot;;\n",
       "    this.symbol = specifier.symbol === undefined ? &quot;&quot; : specifier.symbol + &quot;&quot;;\n",
       "    this.zero = !!specifier.zero;\n",
       "    this.width = specifier.width === undefined ? undefined : +specifier.width;\n",
       "    this.comma = !!specifier.comma;\n",
       "    this.precision = specifier.precision === undefined ? undefined : +specifier.precision;\n",
       "    this.trim = !!specifier.trim;\n",
       "    this.type = specifier.type === undefined ? &quot;&quot; : specifier.type + &quot;&quot;;\n",
       "  }\n",
       "\n",
       "  FormatSpecifier.prototype.toString = function() {\n",
       "    return this.fill\n",
       "        + this.align\n",
       "        + this.sign\n",
       "        + this.symbol\n",
       "        + (this.zero ? &quot;0&quot; : &quot;&quot;)\n",
       "        + (this.width === undefined ? &quot;&quot; : Math.max(1, this.width | 0))\n",
       "        + (this.comma ? &quot;,&quot; : &quot;&quot;)\n",
       "        + (this.precision === undefined ? &quot;&quot; : &quot;.&quot; + Math.max(0, this.precision | 0))\n",
       "        + (this.trim ? &quot;~&quot; : &quot;&quot;)\n",
       "        + this.type;\n",
       "  };\n",
       "\n",
       "  // Trims insignificant zeros, e.g., replaces 1.2000k with 1.2k.\n",
       "  function formatTrim(s) {\n",
       "    out: for (var n = s.length, i = 1, i0 = -1, i1; i < n; ++i) {\n",
       "      switch (s[i]) {\n",
       "        case &quot;.&quot;: i0 = i1 = i; break;\n",
       "        case &quot;0&quot;: if (i0 === 0) i0 = i; i1 = i; break;\n",
       "        default: if (!+s[i]) break out; if (i0 > 0) i0 = 0; break;\n",
       "      }\n",
       "    }\n",
       "    return i0 > 0 ? s.slice(0, i0) + s.slice(i1 + 1) : s;\n",
       "  }\n",
       "\n",
       "  var prefixExponent;\n",
       "\n",
       "  function formatPrefixAuto(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1],\n",
       "        i = exponent - (prefixExponent = Math.max(-8, Math.min(8, Math.floor(exponent / 3))) * 3) + 1,\n",
       "        n = coefficient.length;\n",
       "    return i === n ? coefficient\n",
       "        : i > n ? coefficient + new Array(i - n + 1).join(&quot;0&quot;)\n",
       "        : i > 0 ? coefficient.slice(0, i) + &quot;.&quot; + coefficient.slice(i)\n",
       "        : &quot;0.&quot; + new Array(1 - i).join(&quot;0&quot;) + formatDecimal(x, Math.max(0, p + i - 1))[0]; // less than 1y!\n",
       "  }\n",
       "\n",
       "  function formatRounded(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1];\n",
       "    return exponent < 0 ? &quot;0.&quot; + new Array(-exponent).join(&quot;0&quot;) + coefficient\n",
       "        : coefficient.length > exponent + 1 ? coefficient.slice(0, exponent + 1) + &quot;.&quot; + coefficient.slice(exponent + 1)\n",
       "        : coefficient + new Array(exponent - coefficient.length + 2).join(&quot;0&quot;);\n",
       "  }\n",
       "\n",
       "  var formatTypes = {\n",
       "    &quot;%&quot;: function(x, p) { return (x * 100).toFixed(p); },\n",
       "    &quot;b&quot;: function(x) { return Math.round(x).toString(2); },\n",
       "    &quot;c&quot;: function(x) { return x + &quot;&quot;; },\n",
       "    &quot;d&quot;: function(x) { return Math.round(x).toString(10); },\n",
       "    &quot;e&quot;: function(x, p) { return x.toExponential(p); },\n",
       "    &quot;f&quot;: function(x, p) { return x.toFixed(p); },\n",
       "    &quot;g&quot;: function(x, p) { return x.toPrecision(p); },\n",
       "    &quot;o&quot;: function(x) { return Math.round(x).toString(8); },\n",
       "    &quot;p&quot;: function(x, p) { return formatRounded(x * 100, p); },\n",
       "    &quot;r&quot;: formatRounded,\n",
       "    &quot;s&quot;: formatPrefixAuto,\n",
       "    &quot;X&quot;: function(x) { return Math.round(x).toString(16).toUpperCase(); },\n",
       "    &quot;x&quot;: function(x) { return Math.round(x).toString(16); }\n",
       "  };\n",
       "\n",
       "  function identity(x) {\n",
       "    return x;\n",
       "  }\n",
       "\n",
       "  var map = Array.prototype.map,\n",
       "      prefixes = [&quot;y&quot;,&quot;z&quot;,&quot;a&quot;,&quot;f&quot;,&quot;p&quot;,&quot;n&quot;,&quot;µ&quot;,&quot;m&quot;,&quot;&quot;,&quot;k&quot;,&quot;M&quot;,&quot;G&quot;,&quot;T&quot;,&quot;P&quot;,&quot;E&quot;,&quot;Z&quot;,&quot;Y&quot;];\n",
       "\n",
       "  function formatLocale(locale) {\n",
       "    var group = locale.grouping === undefined || locale.thousands === undefined ? identity : formatGroup(map.call(locale.grouping, Number), locale.thousands + &quot;&quot;),\n",
       "        currencyPrefix = locale.currency === undefined ? &quot;&quot; : locale.currency[0] + &quot;&quot;,\n",
       "        currencySuffix = locale.currency === undefined ? &quot;&quot; : locale.currency[1] + &quot;&quot;,\n",
       "        decimal = locale.decimal === undefined ? &quot;.&quot; : locale.decimal + &quot;&quot;,\n",
       "        numerals = locale.numerals === undefined ? identity : formatNumerals(map.call(locale.numerals, String)),\n",
       "        percent = locale.percent === undefined ? &quot;%&quot; : locale.percent + &quot;&quot;,\n",
       "        minus = locale.minus === undefined ? &quot;-&quot; : locale.minus + &quot;&quot;,\n",
       "        nan = locale.nan === undefined ? &quot;NaN&quot; : locale.nan + &quot;&quot;;\n",
       "\n",
       "    function newFormat(specifier) {\n",
       "      specifier = formatSpecifier(specifier);\n",
       "\n",
       "      var fill = specifier.fill,\n",
       "          align = specifier.align,\n",
       "          sign = specifier.sign,\n",
       "          symbol = specifier.symbol,\n",
       "          zero = specifier.zero,\n",
       "          width = specifier.width,\n",
       "          comma = specifier.comma,\n",
       "          precision = specifier.precision,\n",
       "          trim = specifier.trim,\n",
       "          type = specifier.type;\n",
       "\n",
       "      // The &quot;n&quot; type is an alias for &quot;,g&quot;.\n",
       "      if (type === &quot;n&quot;) comma = true, type = &quot;g&quot;;\n",
       "\n",
       "      // The &quot;&quot; type, and any invalid type, is an alias for &quot;.12~g&quot;.\n",
       "      else if (!formatTypes[type]) precision === undefined && (precision = 12), trim = true, type = &quot;g&quot;;\n",
       "\n",
       "      // If zero fill is specified, padding goes after sign and before digits.\n",
       "      if (zero || (fill === &quot;0&quot; && align === &quot;=&quot;)) zero = true, fill = &quot;0&quot;, align = &quot;=&quot;;\n",
       "\n",
       "      // Compute the prefix and suffix.\n",
       "      // For SI-prefix, the suffix is lazily computed.\n",
       "      var prefix = symbol === &quot;$&quot; ? currencyPrefix : symbol === &quot;#&quot; && /[boxX]/.test(type) ? &quot;0&quot; + type.toLowerCase() : &quot;&quot;,\n",
       "          suffix = symbol === &quot;$&quot; ? currencySuffix : /[%p]/.test(type) ? percent : &quot;&quot;;\n",
       "\n",
       "      // What format function should we use?\n",
       "      // Is this an integer type?\n",
       "      // Can this type generate exponential notation?\n",
       "      var formatType = formatTypes[type],\n",
       "          maybeSuffix = /[defgprs%]/.test(type);\n",
       "\n",
       "      // Set the default precision if not specified,\n",
       "      // or clamp the specified precision to the supported range.\n",
       "      // For significant precision, it must be in [1, 21].\n",
       "      // For fixed precision, it must be in [0, 20].\n",
       "      precision = precision === undefined ? 6\n",
       "          : /[gprs]/.test(type) ? Math.max(1, Math.min(21, precision))\n",
       "          : Math.max(0, Math.min(20, precision));\n",
       "\n",
       "      function format(value) {\n",
       "        var valuePrefix = prefix,\n",
       "            valueSuffix = suffix,\n",
       "            i, n, c;\n",
       "\n",
       "        if (type === &quot;c&quot;) {\n",
       "          valueSuffix = formatType(value) + valueSuffix;\n",
       "          value = &quot;&quot;;\n",
       "        } else {\n",
       "          value = +value;\n",
       "\n",
       "          // Determine the sign. -0 is not less than 0, but 1 / -0 is!\n",
       "          var valueNegative = value < 0 || 1 / value < 0;\n",
       "\n",
       "          // Perform the initial formatting.\n",
       "          value = isNaN(value) ? nan : formatType(Math.abs(value), precision);\n",
       "\n",
       "          // Trim insignificant zeros.\n",
       "          if (trim) value = formatTrim(value);\n",
       "\n",
       "          // If a negative value rounds to zero after formatting, and no explicit positive sign is requested, hide the sign.\n",
       "          if (valueNegative && +value === 0 && sign !== &quot;+&quot;) valueNegative = false;\n",
       "\n",
       "          // Compute the prefix and suffix.\n",
       "          valuePrefix = (valueNegative ? (sign === &quot;(&quot; ? sign : minus) : sign === &quot;-&quot; || sign === &quot;(&quot; ? &quot;&quot; : sign) + valuePrefix;\n",
       "          valueSuffix = (type === &quot;s&quot; ? prefixes[8 + prefixExponent / 3] : &quot;&quot;) + valueSuffix + (valueNegative && sign === &quot;(&quot; ? &quot;)&quot; : &quot;&quot;);\n",
       "\n",
       "          // Break the formatted value into the integer “value” part that can be\n",
       "          // grouped, and fractional or exponential “suffix” part that is not.\n",
       "          if (maybeSuffix) {\n",
       "            i = -1, n = value.length;\n",
       "            while (++i < n) {\n",
       "              if (c = value.charCodeAt(i), 48 > c || c > 57) {\n",
       "                valueSuffix = (c === 46 ? decimal + value.slice(i + 1) : value.slice(i)) + valueSuffix;\n",
       "                value = value.slice(0, i);\n",
       "                break;\n",
       "              }\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "\n",
       "        // If the fill character is not &quot;0&quot;, grouping is applied before padding.\n",
       "        if (comma && !zero) value = group(value, Infinity);\n",
       "\n",
       "        // Compute the padding.\n",
       "        var length = valuePrefix.length + value.length + valueSuffix.length,\n",
       "            padding = length < width ? new Array(width - length + 1).join(fill) : &quot;&quot;;\n",
       "\n",
       "        // If the fill character is &quot;0&quot;, grouping is applied after padding.\n",
       "        if (comma && zero) value = group(padding + value, padding.length ? width - valueSuffix.length : Infinity), padding = &quot;&quot;;\n",
       "\n",
       "        // Reconstruct the final output based on the desired alignment.\n",
       "        switch (align) {\n",
       "          case &quot;<&quot;: value = valuePrefix + value + valueSuffix + padding; break;\n",
       "          case &quot;=&quot;: value = valuePrefix + padding + value + valueSuffix; break;\n",
       "          case &quot;^&quot;: value = padding.slice(0, length = padding.length >> 1) + valuePrefix + value + valueSuffix + padding.slice(length); break;\n",
       "          default: value = padding + valuePrefix + value + valueSuffix; break;\n",
       "        }\n",
       "\n",
       "        return numerals(value);\n",
       "      }\n",
       "\n",
       "      format.toString = function() {\n",
       "        return specifier + &quot;&quot;;\n",
       "      };\n",
       "\n",
       "      return format;\n",
       "    }\n",
       "\n",
       "    function formatPrefix(specifier, value) {\n",
       "      var f = newFormat((specifier = formatSpecifier(specifier), specifier.type = &quot;f&quot;, specifier)),\n",
       "          e = Math.max(-8, Math.min(8, Math.floor(exponent(value) / 3))) * 3,\n",
       "          k = Math.pow(10, -e),\n",
       "          prefix = prefixes[8 + e / 3];\n",
       "      return function(value) {\n",
       "        return f(k * value) + prefix;\n",
       "      };\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      format: newFormat,\n",
       "      formatPrefix: formatPrefix\n",
       "    };\n",
       "  }\n",
       "\n",
       "  var locale;\n",
       "  var format;\n",
       "  var formatPrefix;\n",
       "\n",
       "  defaultLocale({\n",
       "    decimal: &quot;.&quot;,\n",
       "    thousands: &quot;,&quot;,\n",
       "    grouping: [3],\n",
       "    currency: [&quot;$&quot;, &quot;&quot;],\n",
       "    minus: &quot;-&quot;\n",
       "  });\n",
       "\n",
       "  function defaultLocale(definition) {\n",
       "    locale = formatLocale(definition);\n",
       "    format = locale.format;\n",
       "    formatPrefix = locale.formatPrefix;\n",
       "    return locale;\n",
       "  }\n",
       "\n",
       "  function formatter(value, specifier) {\n",
       "    const formatFunc = specifier ? format(specifier) : formatValue;\n",
       "\n",
       "    if (Array.isArray(value)) {\n",
       "      const [first, second] = value;\n",
       "      if (first === -Infinity) {\n",
       "        return `< ${formatFunc(second)}`;\n",
       "      }\n",
       "      if (second === Infinity) {\n",
       "        return `> ${formatFunc(first)}`;\n",
       "      }\n",
       "      return `${formatFunc(first)} - ${formatFunc(second)}`;\n",
       "    }\n",
       "    return formatFunc(value);\n",
       "  }\n",
       "\n",
       "  function formatValue(value) {\n",
       "    if (typeof value === 'number') {\n",
       "      return formatNumber(value);\n",
       "    }\n",
       "    return value;\n",
       "  }\n",
       "\n",
       "  function formatNumber(value) {\n",
       "    if (!Number.isInteger(value)) {\n",
       "      return value.toLocaleString(undefined, {\n",
       "        minimumFractionDigits: 2,\n",
       "        maximumFractionDigits: 3\n",
       "      });\n",
       "    }\n",
       "    return value.toLocaleString();\n",
       "  }\n",
       "\n",
       "  function updateViewport(id, map) {\n",
       "    function updateMapInfo() {\n",
       "      const mapInfo$ = document.getElementById(id);\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 = formatter(value, item.format);\n",
       "\n",
       "            popupHTML = `\n",
       "            <span class=&quot;popup-name&quot;>${item.title}</span>\n",
       "            <span class=&quot;popup-value&quot;>${value}</span>\n",
       "          ` + popupHTML;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      if (popupHTML) {\n",
       "        popup\n",
       "            .setLngLat([event.coordinates.lng, event.coordinates.lat])\n",
       "            .setHTML(`<div class=&quot;popup-content&quot;>${popupHTML}</div>`);\n",
       "\n",
       "        if (!popup.isOpen()) {\n",
       "          popup.addTo(map);\n",
       "        }\n",
       "      } else {\n",
       "        popup.remove();\n",
       "      }\n",
       "    } 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(`#${widget.id}-value`);\n",
       "\n",
       "    if (value && widget.element) {\n",
       "      widget.element.innerText = typeof value === 'number' ? formatter(value, widget.options.format) : value;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function renderBridge(bridge, widget, mapLayer) {\n",
       "    widget.element = widget.element || document.querySelector(`#${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",
       "        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${legendIndex}`);\n",
       "\n",
       "    if (legend.prop) {\n",
       "      const othersLabel = 'Others';   // TODO: i18n\n",
       "      const prop = legend.prop;\n",
       "      const dynamic = legend.dynamic;\n",
       "      const order = legend.ascending ? 'ASC' : 'DESC';\n",
       "      const variable = legend.variable;\n",
       "      const config = { othersLabel, variable, order };\n",
       "      const formatFunc = (value) => formatter(value, legend.format);\n",
       "      const options = { format: formatFunc, config, dynamic };\n",
       "\n",
       "      if (legend.type.startsWith('size-continuous')) {\n",
       "        config.samples = 4;\n",
       "      }\n",
       "\n",
       "      AsBridge.VL.Legends.rampLegend(element, layer, prop, options);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function SourceFactory() {\n",
       "    const sourceTypes = { GeoJSON, Query, MVT };\n",
       "\n",
       "    this.createSource = (layer) => {\n",
       "      return sourceTypes[layer.type](layer);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function GeoJSON(layer) {\n",
       "    const options = JSON.parse(JSON.stringify(layer.options));\n",
       "    const data = _decodeJSONData(layer.data, layer.encode_data);\n",
       "\n",
       "    return new carto.source.GeoJSON(data, options);\n",
       "  }\n",
       "\n",
       "  function Query(layer) {\n",
       "    const auth = {\n",
       "      username: layer.credentials.username,\n",
       "      apiKey: layer.credentials.api_key || 'default_public'\n",
       "    };\n",
       "\n",
       "    const config = {\n",
       "      serverURL: layer.credentials.base_url || `https://${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",
       "    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-${mapIndex}` : 'map';\n",
       "    const map = createMap(container, basemapStyle, settings.bounds, settings.mapboxtoken);\n",
       "\n",
       "    if (settings.show_info) {\n",
       "      const id = mapIndex !== undefined ? `map-info-${mapIndex}` : 'map-info';\n",
       "      updateViewport(id, 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(), mapIndex);\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, mapIndex) {\n",
       "    const layerSelectorId = mapIndex !== undefined ? `#layer-selector-${mapIndex}` : '#layer-selector';\n",
       "    const layerSelector$ = document.querySelector(layerSelectorId);\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 = [[-3.7153525, 40.40825], [-3.691123, 40.4246622]];\n",
       "    const camera = null;\n",
       "    const has_legends = 'true' === 'true';\n",
       "    const is_static = 'None' === 'true';\n",
       "    const layer_selector = 'False' === 'true';\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;format&quot;: null, &quot;name&quot;: &quot;ve45a4e&quot;, &quot;title&quot;: &quot;Number of POIs&quot;}, &quot;event&quot;: &quot;hover&quot;}, {&quot;attrs&quot;: {&quot;format&quot;: null, &quot;name&quot;: &quot;va9d371&quot;, &quot;title&quot;: &quot;Name&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;format&quot;: null, &quot;prop&quot;: &quot;width&quot;, &quot;title&quot;: &quot;# POIs&quot;, &quot;type&quot;: &quot;size-continuous&quot;, &quot;variable&quot;: &quot;size_value&quot;}], &quot;map_index&quot;: 0, &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;source&quot;: &quot;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&quot;, &quot;title&quot;: null, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@va9d371: prop(\\u0027NAME\\u0027)\\n@ve45a4e: prop(\\u0027n_pois\\u0027)\\n@size_value: ramp(linear(prop(\\u0027n_pois\\u0027), globalMIN(prop(\\u0027n_pois\\u0027)), globalMAX(prop(\\u0027n_pois\\u0027))), [2, 40])\\ncolor: opacity(#FFB927, 0.8)\\nfilter: 1\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(sqrt(prop(\\u0027n_pois\\u0027)), sqrt(globalMIN(prop(\\u0027n_pois\\u0027))), sqrt(globalMAX(prop(\\u0027n_pois\\u0027)))), [2, 40])\\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.map.Map at 0x7f697149cd68>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Map(Layer(pois_df, geom_col='geom', \n",
    "          style=size_continuous_style('n_pois'),\n",
    "          legends=size_continuous_legend('# POIs'),\n",
    "          popup_hover=[popup_element('NAME', 'Name'), \n",
    "                        popup_element('n_pois', 'Number of POIs')]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ekX7WOwasv4R"
   },
   "source": [
    "<a id='section32'></a>\n",
    "#### 3.2 Enrichment applying filters: Counting the number of eating places\n",
    "\n",
    "Now, we are interested in getting the number of eating places within a 5-minute isochrone for every sport POI. This requires using a filter to indicate that only eating places should be counted. Filters are added in a dictionary-like format, where the key is the filtering variable and the value is the filtering value.\n",
    "\n",
    "If you are interested in knowing how to identify the variable to use as filter, check out this <a href='https://carto.com/developers/cartoframes/examples/#example-access-premium-data-from-the-data-observatory' target='_blank'>notebook</a> on how to access and download premium data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 467
    },
    "id": "bNvZkW90Djr-",
    "outputId": "01aa5879-0700-41ab-b05b-a222aea6d44b"
   },
   "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>NAME</th>\n",
       "      <th>geoid</th>\n",
       "      <th>do_date</th>\n",
       "      <th>BRANDNAME</th>\n",
       "      <th>PB_ID</th>\n",
       "      <th>TRADE_NAME</th>\n",
       "      <th>FRANCHISE_NAME</th>\n",
       "      <th>ISO3</th>\n",
       "      <th>AREANAME4</th>\n",
       "      <th>AREANAME3</th>\n",
       "      <th>...</th>\n",
       "      <th>GLOBAL_ULTIMATE_COUNTRY</th>\n",
       "      <th>GLOBAL_ULTIMATE_POSTCODE</th>\n",
       "      <th>FAMILY_MEMBERS</th>\n",
       "      <th>HIERARCHY_CODE</th>\n",
       "      <th>TICKER_SYMBOL</th>\n",
       "      <th>EXCHANGE_NAME</th>\n",
       "      <th>geom</th>\n",
       "      <th>isochrone</th>\n",
       "      <th>n_pois</th>\n",
       "      <th>n_pois_eating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ACQUAPLAYA SPA</td>\n",
       "      <td>2204263540#-3.7095628#40.4226394</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2204263540</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.70956 40.42264)</td>\n",
       "      <td>MULTIPOLYGON (((-3.71192 40.42488, -3.71149 40...</td>\n",
       "      <td>31977</td>\n",
       "      <td>2052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALAMBIQUE TIENDA Y ESCUELA DE COCINA</td>\n",
       "      <td>2157202351#-3.7109121#40.4198204</td>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2157202351</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.71091 40.41982)</td>\n",
       "      <td>MULTIPOLYGON (((-3.71346 40.42093, -3.71321 40...</td>\n",
       "      <td>10131</td>\n",
       "      <td>1009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ALCÁZAR NIGHT</td>\n",
       "      <td>2137823204#-3.69905#40.4178</td>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2137823204</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.69905 40.41780)</td>\n",
       "      <td>MULTIPOLYGON (((-3.70248 40.41750, -3.70222 40...</td>\n",
       "      <td>19947</td>\n",
       "      <td>1534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALICIA PRODUCE</td>\n",
       "      <td>2181768913#-3.7112#40.42404</td>\n",
       "      <td>2020-02-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2181768913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.71120 40.42404)</td>\n",
       "      <td>MULTIPOLYGON (((-3.71346 40.42437, -3.71338 40...</td>\n",
       "      <td>24480</td>\n",
       "      <td>2125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALMA PILATES</td>\n",
       "      <td>2197072938#-3.7033635#40.4141477</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2197072938</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ESP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MADRID</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-3.70336 40.41415)</td>\n",
       "      <td>MULTIPOLYGON (((-3.70660 40.41544, -3.70634 40...</td>\n",
       "      <td>30348</td>\n",
       "      <td>2744</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 77 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   NAME                             geoid  \\\n",
       "0                        ACQUAPLAYA SPA  2204263540#-3.7095628#40.4226394   \n",
       "1  ALAMBIQUE TIENDA Y ESCUELA DE COCINA  2157202351#-3.7109121#40.4198204   \n",
       "2                         ALCÁZAR NIGHT       2137823204#-3.69905#40.4178   \n",
       "3                        ALICIA PRODUCE       2181768913#-3.7112#40.42404   \n",
       "4                          ALMA PILATES  2197072938#-3.7033635#40.4141477   \n",
       "\n",
       "      do_date  BRANDNAME       PB_ID  TRADE_NAME  FRANCHISE_NAME ISO3  \\\n",
       "0  2020-04-01        NaN  2204263540         NaN             NaN  ESP   \n",
       "1  2019-12-01        NaN  2157202351         NaN             NaN  ESP   \n",
       "2  2019-12-01        NaN  2137823204         NaN             NaN  ESP   \n",
       "3  2020-02-01        NaN  2181768913         NaN             NaN  ESP   \n",
       "4  2020-04-01        NaN  2197072938         NaN             NaN  ESP   \n",
       "\n",
       "   AREANAME4 AREANAME3  ... GLOBAL_ULTIMATE_COUNTRY GLOBAL_ULTIMATE_POSTCODE  \\\n",
       "0        NaN    MADRID  ...                     NaN                      NaN   \n",
       "1        NaN    MADRID  ...                     NaN                      NaN   \n",
       "2        NaN    MADRID  ...                     NaN                      NaN   \n",
       "3        NaN    MADRID  ...                     NaN                      NaN   \n",
       "4        NaN    MADRID  ...                     NaN                      NaN   \n",
       "\n",
       "  FAMILY_MEMBERS  HIERARCHY_CODE TICKER_SYMBOL EXCHANGE_NAME  \\\n",
       "0            NaN             NaN           NaN           NaN   \n",
       "1            NaN             NaN           NaN           NaN   \n",
       "2            NaN             NaN           NaN           NaN   \n",
       "3            NaN             NaN           NaN           NaN   \n",
       "4            NaN             NaN           NaN           NaN   \n",
       "\n",
       "                        geom  \\\n",
       "0  POINT (-3.70956 40.42264)   \n",
       "1  POINT (-3.71091 40.41982)   \n",
       "2  POINT (-3.69905 40.41780)   \n",
       "3  POINT (-3.71120 40.42404)   \n",
       "4  POINT (-3.70336 40.41415)   \n",
       "\n",
       "                                           isochrone  n_pois n_pois_eating  \n",
       "0  MULTIPOLYGON (((-3.71192 40.42488, -3.71149 40...   31977          2052  \n",
       "1  MULTIPOLYGON (((-3.71346 40.42093, -3.71321 40...   10131          1009  \n",
       "2  MULTIPOLYGON (((-3.70248 40.41750, -3.70222 40...   19947          1534  \n",
       "3  MULTIPOLYGON (((-3.71346 40.42437, -3.71338 40...   24480          2125  \n",
       "4  MULTIPOLYGON (((-3.70660 40.41544, -3.70634 40...   30348          2744  \n",
       "\n",
       "[5 rows x 77 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pois_df = enrichment.enrich_polygons(\n",
    "    pois_df,\n",
    "    variables=['CLASS_517d6003'],\n",
    "    aggregation='COUNT',\n",
    "    geom_col='iso_10walk',\n",
    "    filters={Variable.get('CLASS_517d6003').id:\"= 'EATING PLACES/RESTAURANTS'\"}\n",
    ")\n",
    "\n",
    "# We rename the column name to give it a more descriptive name\n",
    "pois_df.rename(columns={'CLASS':'n_pois_eating'}, inplace=True)\n",
    "pois_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Visualize enrichment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 674
    },
    "id": "G5CbIzbftdw7",
    "outputId": "e5dcf939-2500-4a19-9cb3-bd6281cdda3e"
   },
   "outputs": [
    {
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       "\n",
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       "  <style>\n",
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       "</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",
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       "    \n",
       "    <main class=&quot;as-main&quot;>\n",
       "      <div class=&quot;as-map-area&quot;>\n",
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       "        \n",
       "        \n",
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       "              \n",
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       "    </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",
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       "    Voyager: carto.basemaps.voyager,\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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       "\n",
       "  function displayError(e) {\n",
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       "    const stacktrace$ = document.getElementById('error-stacktrace');\n",
       "\n",
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       "    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",
       "  // Computes the decimal coefficient and exponent of the specified number x with\n",
       "  // significant digits p, where x is positive and p is in [1, 21] or undefined.\n",
       "  // For example, formatDecimal(1.23) returns [&quot;123&quot;, 0].\n",
       "  function formatDecimal(x, p) {\n",
       "    if ((i = (x = p ? x.toExponential(p - 1) : x.toExponential()).indexOf(&quot;e&quot;)) < 0) return null; // NaN, ±Infinity\n",
       "    var i, coefficient = x.slice(0, i);\n",
       "\n",
       "    // The string returned by toExponential either has the form \\d\\.\\d+e[-+]\\d+\n",
       "    // (e.g., 1.2e+3) or the form \\de[-+]\\d+ (e.g., 1e+3).\n",
       "    return [\n",
       "      coefficient.length > 1 ? coefficient[0] + coefficient.slice(2) : coefficient,\n",
       "      +x.slice(i + 1)\n",
       "    ];\n",
       "  }\n",
       "\n",
       "  function exponent(x) {\n",
       "    return x = formatDecimal(Math.abs(x)), x ? x[1] : NaN;\n",
       "  }\n",
       "\n",
       "  function formatGroup(grouping, thousands) {\n",
       "    return function(value, width) {\n",
       "      var i = value.length,\n",
       "          t = [],\n",
       "          j = 0,\n",
       "          g = grouping[0],\n",
       "          length = 0;\n",
       "\n",
       "      while (i > 0 && g > 0) {\n",
       "        if (length + g + 1 > width) g = Math.max(1, width - length);\n",
       "        t.push(value.substring(i -= g, i + g));\n",
       "        if ((length += g + 1) > width) break;\n",
       "        g = grouping[j = (j + 1) % grouping.length];\n",
       "      }\n",
       "\n",
       "      return t.reverse().join(thousands);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function formatNumerals(numerals) {\n",
       "    return function(value) {\n",
       "      return value.replace(/[0-9]/g, function(i) {\n",
       "        return numerals[+i];\n",
       "      });\n",
       "    };\n",
       "  }\n",
       "\n",
       "  // [[fill]align][sign][symbol][0][width][,][.precision][~][type]\n",
       "  var re = /^(?:(.)?([<>=^]))?([+\\-( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?(~)?([a-z%])?$/i;\n",
       "\n",
       "  function formatSpecifier(specifier) {\n",
       "    if (!(match = re.exec(specifier))) throw new Error(&quot;invalid format: &quot; + specifier);\n",
       "    var match;\n",
       "    return new FormatSpecifier({\n",
       "      fill: match[1],\n",
       "      align: match[2],\n",
       "      sign: match[3],\n",
       "      symbol: match[4],\n",
       "      zero: match[5],\n",
       "      width: match[6],\n",
       "      comma: match[7],\n",
       "      precision: match[8] && match[8].slice(1),\n",
       "      trim: match[9],\n",
       "      type: match[10]\n",
       "    });\n",
       "  }\n",
       "\n",
       "  formatSpecifier.prototype = FormatSpecifier.prototype; // instanceof\n",
       "\n",
       "  function FormatSpecifier(specifier) {\n",
       "    this.fill = specifier.fill === undefined ? &quot; &quot; : specifier.fill + &quot;&quot;;\n",
       "    this.align = specifier.align === undefined ? &quot;>&quot; : specifier.align + &quot;&quot;;\n",
       "    this.sign = specifier.sign === undefined ? &quot;-&quot; : specifier.sign + &quot;&quot;;\n",
       "    this.symbol = specifier.symbol === undefined ? &quot;&quot; : specifier.symbol + &quot;&quot;;\n",
       "    this.zero = !!specifier.zero;\n",
       "    this.width = specifier.width === undefined ? undefined : +specifier.width;\n",
       "    this.comma = !!specifier.comma;\n",
       "    this.precision = specifier.precision === undefined ? undefined : +specifier.precision;\n",
       "    this.trim = !!specifier.trim;\n",
       "    this.type = specifier.type === undefined ? &quot;&quot; : specifier.type + &quot;&quot;;\n",
       "  }\n",
       "\n",
       "  FormatSpecifier.prototype.toString = function() {\n",
       "    return this.fill\n",
       "        + this.align\n",
       "        + this.sign\n",
       "        + this.symbol\n",
       "        + (this.zero ? &quot;0&quot; : &quot;&quot;)\n",
       "        + (this.width === undefined ? &quot;&quot; : Math.max(1, this.width | 0))\n",
       "        + (this.comma ? &quot;,&quot; : &quot;&quot;)\n",
       "        + (this.precision === undefined ? &quot;&quot; : &quot;.&quot; + Math.max(0, this.precision | 0))\n",
       "        + (this.trim ? &quot;~&quot; : &quot;&quot;)\n",
       "        + this.type;\n",
       "  };\n",
       "\n",
       "  // Trims insignificant zeros, e.g., replaces 1.2000k with 1.2k.\n",
       "  function formatTrim(s) {\n",
       "    out: for (var n = s.length, i = 1, i0 = -1, i1; i < n; ++i) {\n",
       "      switch (s[i]) {\n",
       "        case &quot;.&quot;: i0 = i1 = i; break;\n",
       "        case &quot;0&quot;: if (i0 === 0) i0 = i; i1 = i; break;\n",
       "        default: if (!+s[i]) break out; if (i0 > 0) i0 = 0; break;\n",
       "      }\n",
       "    }\n",
       "    return i0 > 0 ? s.slice(0, i0) + s.slice(i1 + 1) : s;\n",
       "  }\n",
       "\n",
       "  var prefixExponent;\n",
       "\n",
       "  function formatPrefixAuto(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1],\n",
       "        i = exponent - (prefixExponent = Math.max(-8, Math.min(8, Math.floor(exponent / 3))) * 3) + 1,\n",
       "        n = coefficient.length;\n",
       "    return i === n ? coefficient\n",
       "        : i > n ? coefficient + new Array(i - n + 1).join(&quot;0&quot;)\n",
       "        : i > 0 ? coefficient.slice(0, i) + &quot;.&quot; + coefficient.slice(i)\n",
       "        : &quot;0.&quot; + new Array(1 - i).join(&quot;0&quot;) + formatDecimal(x, Math.max(0, p + i - 1))[0]; // less than 1y!\n",
       "  }\n",
       "\n",
       "  function formatRounded(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1];\n",
       "    return exponent < 0 ? &quot;0.&quot; + new Array(-exponent).join(&quot;0&quot;) + coefficient\n",
       "        : coefficient.length > exponent + 1 ? coefficient.slice(0, exponent + 1) + &quot;.&quot; + coefficient.slice(exponent + 1)\n",
       "        : coefficient + new Array(exponent - coefficient.length + 2).join(&quot;0&quot;);\n",
       "  }\n",
       "\n",
       "  var formatTypes = {\n",
       "    &quot;%&quot;: function(x, p) { return (x * 100).toFixed(p); },\n",
       "    &quot;b&quot;: function(x) { return Math.round(x).toString(2); },\n",
       "    &quot;c&quot;: function(x) { return x + &quot;&quot;; },\n",
       "    &quot;d&quot;: function(x) { return Math.round(x).toString(10); },\n",
       "    &quot;e&quot;: function(x, p) { return x.toExponential(p); },\n",
       "    &quot;f&quot;: function(x, p) { return x.toFixed(p); },\n",
       "    &quot;g&quot;: function(x, p) { return x.toPrecision(p); },\n",
       "    &quot;o&quot;: function(x) { return Math.round(x).toString(8); },\n",
       "    &quot;p&quot;: function(x, p) { return formatRounded(x * 100, p); },\n",
       "    &quot;r&quot;: formatRounded,\n",
       "    &quot;s&quot;: formatPrefixAuto,\n",
       "    &quot;X&quot;: function(x) { return Math.round(x).toString(16).toUpperCase(); },\n",
       "    &quot;x&quot;: function(x) { return Math.round(x).toString(16); }\n",
       "  };\n",
       "\n",
       "  function identity(x) {\n",
       "    return x;\n",
       "  }\n",
       "\n",
       "  var map = Array.prototype.map,\n",
       "      prefixes = [&quot;y&quot;,&quot;z&quot;,&quot;a&quot;,&quot;f&quot;,&quot;p&quot;,&quot;n&quot;,&quot;µ&quot;,&quot;m&quot;,&quot;&quot;,&quot;k&quot;,&quot;M&quot;,&quot;G&quot;,&quot;T&quot;,&quot;P&quot;,&quot;E&quot;,&quot;Z&quot;,&quot;Y&quot;];\n",
       "\n",
       "  function formatLocale(locale) {\n",
       "    var group = locale.grouping === undefined || locale.thousands === undefined ? identity : formatGroup(map.call(locale.grouping, Number), locale.thousands + &quot;&quot;),\n",
       "        currencyPrefix = locale.currency === undefined ? &quot;&quot; : locale.currency[0] + &quot;&quot;,\n",
       "        currencySuffix = locale.currency === undefined ? &quot;&quot; : locale.currency[1] + &quot;&quot;,\n",
       "        decimal = locale.decimal === undefined ? &quot;.&quot; : locale.decimal + &quot;&quot;,\n",
       "        numerals = locale.numerals === undefined ? identity : formatNumerals(map.call(locale.numerals, String)),\n",
       "        percent = locale.percent === undefined ? &quot;%&quot; : locale.percent + &quot;&quot;,\n",
       "        minus = locale.minus === undefined ? &quot;-&quot; : locale.minus + &quot;&quot;,\n",
       "        nan = locale.nan === undefined ? &quot;NaN&quot; : locale.nan + &quot;&quot;;\n",
       "\n",
       "    function newFormat(specifier) {\n",
       "      specifier = formatSpecifier(specifier);\n",
       "\n",
       "      var fill = specifier.fill,\n",
       "          align = specifier.align,\n",
       "          sign = specifier.sign,\n",
       "          symbol = specifier.symbol,\n",
       "          zero = specifier.zero,\n",
       "          width = specifier.width,\n",
       "          comma = specifier.comma,\n",
       "          precision = specifier.precision,\n",
       "          trim = specifier.trim,\n",
       "          type = specifier.type;\n",
       "\n",
       "      // The &quot;n&quot; type is an alias for &quot;,g&quot;.\n",
       "      if (type === &quot;n&quot;) comma = true, type = &quot;g&quot;;\n",
       "\n",
       "      // The &quot;&quot; type, and any invalid type, is an alias for &quot;.12~g&quot;.\n",
       "      else if (!formatTypes[type]) precision === undefined && (precision = 12), trim = true, type = &quot;g&quot;;\n",
       "\n",
       "      // If zero fill is specified, padding goes after sign and before digits.\n",
       "      if (zero || (fill === &quot;0&quot; && align === &quot;=&quot;)) zero = true, fill = &quot;0&quot;, align = &quot;=&quot;;\n",
       "\n",
       "      // Compute the prefix and suffix.\n",
       "      // For SI-prefix, the suffix is lazily computed.\n",
       "      var prefix = symbol === &quot;$&quot; ? currencyPrefix : symbol === &quot;#&quot; && /[boxX]/.test(type) ? &quot;0&quot; + type.toLowerCase() : &quot;&quot;,\n",
       "          suffix = symbol === &quot;$&quot; ? currencySuffix : /[%p]/.test(type) ? percent : &quot;&quot;;\n",
       "\n",
       "      // What format function should we use?\n",
       "      // Is this an integer type?\n",
       "      // Can this type generate exponential notation?\n",
       "      var formatType = formatTypes[type],\n",
       "          maybeSuffix = /[defgprs%]/.test(type);\n",
       "\n",
       "      // Set the default precision if not specified,\n",
       "      // or clamp the specified precision to the supported range.\n",
       "      // For significant precision, it must be in [1, 21].\n",
       "      // For fixed precision, it must be in [0, 20].\n",
       "      precision = precision === undefined ? 6\n",
       "          : /[gprs]/.test(type) ? Math.max(1, Math.min(21, precision))\n",
       "          : Math.max(0, Math.min(20, precision));\n",
       "\n",
       "      function format(value) {\n",
       "        var valuePrefix = prefix,\n",
       "            valueSuffix = suffix,\n",
       "            i, n, c;\n",
       "\n",
       "        if (type === &quot;c&quot;) {\n",
       "          valueSuffix = formatType(value) + valueSuffix;\n",
       "          value = &quot;&quot;;\n",
       "        } else {\n",
       "          value = +value;\n",
       "\n",
       "          // Determine the sign. -0 is not less than 0, but 1 / -0 is!\n",
       "          var valueNegative = value < 0 || 1 / value < 0;\n",
       "\n",
       "          // Perform the initial formatting.\n",
       "          value = isNaN(value) ? nan : formatType(Math.abs(value), precision);\n",
       "\n",
       "          // Trim insignificant zeros.\n",
       "          if (trim) value = formatTrim(value);\n",
       "\n",
       "          // If a negative value rounds to zero after formatting, and no explicit positive sign is requested, hide the sign.\n",
       "          if (valueNegative && +value === 0 && sign !== &quot;+&quot;) valueNegative = false;\n",
       "\n",
       "          // Compute the prefix and suffix.\n",
       "          valuePrefix = (valueNegative ? (sign === &quot;(&quot; ? sign : minus) : sign === &quot;-&quot; || sign === &quot;(&quot; ? &quot;&quot; : sign) + valuePrefix;\n",
       "          valueSuffix = (type === &quot;s&quot; ? prefixes[8 + prefixExponent / 3] : &quot;&quot;) + valueSuffix + (valueNegative && sign === &quot;(&quot; ? &quot;)&quot; : &quot;&quot;);\n",
       "\n",
       "          // Break the formatted value into the integer “value” part that can be\n",
       "          // grouped, and fractional or exponential “suffix” part that is not.\n",
       "          if (maybeSuffix) {\n",
       "            i = -1, n = value.length;\n",
       "            while (++i < n) {\n",
       "              if (c = value.charCodeAt(i), 48 > c || c > 57) {\n",
       "                valueSuffix = (c === 46 ? decimal + value.slice(i + 1) : value.slice(i)) + valueSuffix;\n",
       "                value = value.slice(0, i);\n",
       "                break;\n",
       "              }\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "\n",
       "        // If the fill character is not &quot;0&quot;, grouping is applied before padding.\n",
       "        if (comma && !zero) value = group(value, Infinity);\n",
       "\n",
       "        // Compute the padding.\n",
       "        var length = valuePrefix.length + value.length + valueSuffix.length,\n",
       "            padding = length < width ? new Array(width - length + 1).join(fill) : &quot;&quot;;\n",
       "\n",
       "        // If the fill character is &quot;0&quot;, grouping is applied after padding.\n",
       "        if (comma && zero) value = group(padding + value, padding.length ? width - valueSuffix.length : Infinity), padding = &quot;&quot;;\n",
       "\n",
       "        // Reconstruct the final output based on the desired alignment.\n",
       "        switch (align) {\n",
       "          case &quot;<&quot;: value = valuePrefix + value + valueSuffix + padding; break;\n",
       "          case &quot;=&quot;: value = valuePrefix + padding + value + valueSuffix; break;\n",
       "          case &quot;^&quot;: value = padding.slice(0, length = padding.length >> 1) + valuePrefix + value + valueSuffix + padding.slice(length); break;\n",
       "          default: value = padding + valuePrefix + value + valueSuffix; break;\n",
       "        }\n",
       "\n",
       "        return numerals(value);\n",
       "      }\n",
       "\n",
       "      format.toString = function() {\n",
       "        return specifier + &quot;&quot;;\n",
       "      };\n",
       "\n",
       "      return format;\n",
       "    }\n",
       "\n",
       "    function formatPrefix(specifier, value) {\n",
       "      var f = newFormat((specifier = formatSpecifier(specifier), specifier.type = &quot;f&quot;, specifier)),\n",
       "          e = Math.max(-8, Math.min(8, Math.floor(exponent(value) / 3))) * 3,\n",
       "          k = Math.pow(10, -e),\n",
       "          prefix = prefixes[8 + e / 3];\n",
       "      return function(value) {\n",
       "        return f(k * value) + prefix;\n",
       "      };\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      format: newFormat,\n",
       "      formatPrefix: formatPrefix\n",
       "    };\n",
       "  }\n",
       "\n",
       "  var locale;\n",
       "  var format;\n",
       "  var formatPrefix;\n",
       "\n",
       "  defaultLocale({\n",
       "    decimal: &quot;.&quot;,\n",
       "    thousands: &quot;,&quot;,\n",
       "    grouping: [3],\n",
       "    currency: [&quot;$&quot;, &quot;&quot;],\n",
       "    minus: &quot;-&quot;\n",
       "  });\n",
       "\n",
       "  function defaultLocale(definition) {\n",
       "    locale = formatLocale(definition);\n",
       "    format = locale.format;\n",
       "    formatPrefix = locale.formatPrefix;\n",
       "    return locale;\n",
       "  }\n",
       "\n",
       "  function formatter(value, specifier) {\n",
       "    const formatFunc = specifier ? format(specifier) : formatValue;\n",
       "\n",
       "    if (Array.isArray(value)) {\n",
       "      const [first, second] = value;\n",
       "      if (first === -Infinity) {\n",
       "        return `< ${formatFunc(second)}`;\n",
       "      }\n",
       "      if (second === Infinity) {\n",
       "        return `> ${formatFunc(first)}`;\n",
       "      }\n",
       "      return `${formatFunc(first)} - ${formatFunc(second)}`;\n",
       "    }\n",
       "    return formatFunc(value);\n",
       "  }\n",
       "\n",
       "  function formatValue(value) {\n",
       "    if (typeof value === 'number') {\n",
       "      return formatNumber(value);\n",
       "    }\n",
       "    return value;\n",
       "  }\n",
       "\n",
       "  function formatNumber(value) {\n",
       "    if (!Number.isInteger(value)) {\n",
       "      return value.toLocaleString(undefined, {\n",
       "        minimumFractionDigits: 2,\n",
       "        maximumFractionDigits: 3\n",
       "      });\n",
       "    }\n",
       "    return value.toLocaleString();\n",
       "  }\n",
       "\n",
       "  function updateViewport(id, map) {\n",
       "    function updateMapInfo() {\n",
       "      const mapInfo$ = document.getElementById(id);\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 = formatter(value, item.format);\n",
       "\n",
       "            popupHTML = `\n",
       "            <span class=&quot;popup-name&quot;>${item.title}</span>\n",
       "            <span class=&quot;popup-value&quot;>${value}</span>\n",
       "          ` + popupHTML;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      if (popupHTML) {\n",
       "        popup\n",
       "            .setLngLat([event.coordinates.lng, event.coordinates.lat])\n",
       "            .setHTML(`<div class=&quot;popup-content&quot;>${popupHTML}</div>`);\n",
       "\n",
       "        if (!popup.isOpen()) {\n",
       "          popup.addTo(map);\n",
       "        }\n",
       "      } else {\n",
       "        popup.remove();\n",
       "      }\n",
       "    } 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(`#${widget.id}-value`);\n",
       "\n",
       "    if (value && widget.element) {\n",
       "      widget.element.innerText = typeof value === 'number' ? formatter(value, widget.options.format) : value;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function renderBridge(bridge, widget, mapLayer) {\n",
       "    widget.element = widget.element || document.querySelector(`#${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",
       "        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${legendIndex}`);\n",
       "\n",
       "    if (legend.prop) {\n",
       "      const othersLabel = 'Others';   // TODO: i18n\n",
       "      const prop = legend.prop;\n",
       "      const dynamic = legend.dynamic;\n",
       "      const order = legend.ascending ? 'ASC' : 'DESC';\n",
       "      const variable = legend.variable;\n",
       "      const config = { othersLabel, variable, order };\n",
       "      const formatFunc = (value) => formatter(value, legend.format);\n",
       "      const options = { format: formatFunc, config, dynamic };\n",
       "\n",
       "      if (legend.type.startsWith('size-continuous')) {\n",
       "        config.samples = 4;\n",
       "      }\n",
       "\n",
       "      AsBridge.VL.Legends.rampLegend(element, layer, prop, options);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function SourceFactory() {\n",
       "    const sourceTypes = { GeoJSON, Query, MVT };\n",
       "\n",
       "    this.createSource = (layer) => {\n",
       "      return sourceTypes[layer.type](layer);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function GeoJSON(layer) {\n",
       "    const options = JSON.parse(JSON.stringify(layer.options));\n",
       "    const data = _decodeJSONData(layer.data, layer.encode_data);\n",
       "\n",
       "    return new carto.source.GeoJSON(data, options);\n",
       "  }\n",
       "\n",
       "  function Query(layer) {\n",
       "    const auth = {\n",
       "      username: layer.credentials.username,\n",
       "      apiKey: layer.credentials.api_key || 'default_public'\n",
       "    };\n",
       "\n",
       "    const config = {\n",
       "      serverURL: layer.credentials.base_url || `https://${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",
       "    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-${mapIndex}` : 'map';\n",
       "    const map = createMap(container, basemapStyle, settings.bounds, settings.mapboxtoken);\n",
       "\n",
       "    if (settings.show_info) {\n",
       "      const id = mapIndex !== undefined ? `map-info-${mapIndex}` : 'map-info';\n",
       "      updateViewport(id, 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(), mapIndex);\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, mapIndex) {\n",
       "    const layerSelectorId = mapIndex !== undefined ? `#layer-selector-${mapIndex}` : '#layer-selector';\n",
       "    const layerSelector$ = document.querySelector(layerSelectorId);\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 = [[-3.7153525, 40.40825], [-3.691123, 40.4246622]];\n",
       "    const camera = null;\n",
       "    const has_legends = 'true' === 'true';\n",
       "    const is_static = 'None' === 'true';\n",
       "    const layer_selector = 'False' === 'true';\n",
       "    const layers = [{&quot;credentials&quot;: null, &quot;data&quot;: &quot;H4sIAG0fyl8C/62ZW2/cthaF/4owz2nB+yVvtIYes5VEhZImSM4piiL2KQy0duC6D0WQ/96tGcqVCqYl58R5s2eCT5t7r7U29Wn3/MfHu93r3fXdT8+/P93Vj7/8cvfh+f7xYfdq97/z737bvf7Pp939LXwKwW+3X4BffHx6/Hj39Hw/f/DTrjOthT+b+s1k+sa8M9XQG/jUw48fH+9/+xG+df/w8+41QZx8frX7+e7x17vnpz/mb8b/uH+8f3iGL3x4fHy6vX/46fkE8A39ViLNBVGvGPqWESKoZj98/vwqkuF8ssa0V+7NZKvR2W5vqneVHerJNqba26r2tesSvBghXcqLkcYEn3ixVgSteUkBb/3f3xH6gN+bUHXucDMm6DhlhXRCa8TPbFKtwGgBmKudqfrg91NtE0eMCS8uGSbn82WbarECqBaQXGNGOySQJGPFXUepoLFS8E/KFRfP54JxCG5qq9bsg9sn0KhUxWicaHkmU1StT1Hkgw03o+kOMAb+kJpTTVExFiGasVgxwSlegcl8MOj3MdFWlEpS3OuKciQEdBeR56MkmFGNEEaCrxtNZePV5vo0lhpUo6nOI3ob6qnxs4xc2aYxQzU/QaINMVai+BEE1/GoGVkR63xi241hput9GN3RV+3UwQT3plkEcJjRB9NVphvnB7qlXaIjiLpEazA6KyGhioj1DGFU+gTfmd535+IP1ehDom01Ke9awTSikVEKtGHEhYyRtHbQCPZUVuiMcQqz29Ru2pu9OT/BbQKesvLuIFhFo0HrccP5PlO7uvFw+ENq5ogo100MFn1moorzNVS+x9TNdDVXzw6H4EDZaxP2toOOrd3Q2eBTw6WRLGZVkr30pxRSr2nzzaf2bd/Y79YzBsDBjhYOfp6r62A6IK99ShNQuVuSxZgwWas/zvclmPthPCUfOHyoqj2kakoxLWbjlJNIRwWTYs2Xb0/2yobGdSCoZhrfVa6DWnamdh6aIFVEzstNlJPl6IFzjZlvVvO4w0wPVQMTH65M933KSkV55FUxDyFC6Rot36iuHUSizh+hA2/820TNpLog2XKFdPyJtUNybUs435euPaTwEU4UwjeoTzia0btgq2sI6rar5xkaINOZ0aSmnV8Qm7Cky+AQiTf5hOS70Y2HyWmqYAcHmjRH4XnEB3tlhtGZ7uup6IuIrjlxAecICcW2PajQ3ocqeH89+r7qvU+MEEWKXtClmiyxaiOehBRiHkznjnas3r+17ZVJ5GTJVXm3KnbuUng2uhYiku9EsB6Co/f/tO8wWR46KMLRJCXbJHjCStCOroYg5JIBXpWrDuYq7hWCbCSR5DtL42AcnD8EP/WpYl2Q0JjiDJ1/4lotmFjLIsk3lgbaLcQIVl2Z8GZyTZP0ZcaL0xjncS+DpV9v5iHfUloT6jlJ1DCyNx2Y86wxXUoDYfUrJoTEQJcSbjYgogoIh6MDCXxvZ1dOnDHsXeW7o5IyTgSTZG0pJN9S2mlw9Vsf9qB7R6BLxkSJy4VEiuh2a8+g+Z7R2zeTPa1W2FejNfOScIBQWB2/uA0QJMrzrEZLAxJG175B832jh6AKDVfV+7ZoQcSM4fIFXccMxshGBikp5p338b95XqqqUpfbXPRicDnQojUl/T8oWxvqKZzqOsLA+9Z1B5+6u7og26p424Ek3WwINN9det+4v/YZ8JoGwlryilSjC0oqZVxcwaXX007znSbYd1Xr9ul4qC5Qb8TOY44Ro5uq5dvLOmRV07wRLKf9pfs/QnT51HCxGCEmaxWn+T4TQow081KVqKDi5fIDITDe02O6ua2i+e4y1Aak+2DDLD6mt1+uHLvAoSUITRRIJTdinu8yw9S2U1edzCb1xoDrC+6al72Ebu6/8x1meAvyAbXqnKlTA0GLxRk8mal4nUuYWMcZlu8mw9ng6mTG0sU7x5yxCI1NxoTYJAWWbxqjOQU/s5ixaWBfThCKS+IqIMa4AMO95su3ixesv14CfbXXP0sClNsJYKyUDqLqkqQPkw3BhsQhK1Z+bU+REC9TulZixosZp86/h+28TjmXEOU7LxgqWS7kNzsSE6Vs4LBtn1reMFHlCRoJzeK2S9bRj8lSrt4ck5ZAyq8DkaAvpoo2b26ZKsaK3Qb7ENjCv8Rn2KsveIElVYTVjG/OVpfCBjunvcFf/wPhBZerhMfYhPTmXoijYkBnmjGVN4kuz5ty4SKYbN+U4gKuEExtq5iUU4Z/QRKWeLmphCVufQfEC8zixkKKa+zXvUkVcrlB3dxl8HyTOOfLL7zAZbT80lFTGNe4hEPGnL3rh89/Ajkg3ZIsIgAA&quot;, &quot;encode_data&quot;: true, &quot;has_legend_list&quot;: true, &quot;interactivity&quot;: [{&quot;attrs&quot;: {&quot;format&quot;: null, &quot;name&quot;: &quot;v2f06ff&quot;, &quot;title&quot;: &quot;Number of eating places&quot;}, &quot;event&quot;: &quot;hover&quot;}, {&quot;attrs&quot;: {&quot;format&quot;: null, &quot;name&quot;: &quot;va9d371&quot;, &quot;title&quot;: &quot;Name&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;format&quot;: null, &quot;prop&quot;: &quot;width&quot;, &quot;title&quot;: &quot;# Eating POIs&quot;, &quot;type&quot;: &quot;size-continuous&quot;, &quot;variable&quot;: &quot;size_value&quot;}], &quot;map_index&quot;: 0, &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;source&quot;: &quot;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&quot;, &quot;title&quot;: null, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@v2f06ff: prop(\\u0027n_pois_eating\\u0027)\\n@va9d371: prop(\\u0027NAME\\u0027)\\n@size_value: ramp(linear(prop(\\u0027n_pois_eating\\u0027), globalMIN(prop(\\u0027n_pois_eating\\u0027)), globalMAX(prop(\\u0027n_pois_eating\\u0027))), [2, 40])\\ncolor: opacity(#FFB927, 0.8)\\nfilter: 1\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(sqrt(prop(\\u0027n_pois_eating\\u0027)), sqrt(globalMIN(prop(\\u0027n_pois_eating\\u0027))), sqrt(globalMAX(prop(\\u0027n_pois_eating\\u0027)))), [2, 40])\\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.map.Map at 0x7f6970bbab38>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Map(Layer(pois_df, geom_col='geom', \n",
    "          style=size_continuous_style('n_pois_eating'), \n",
    "          legends=size_continuous_legend('# Eating POIs'),\n",
    "          popup_hover=[popup_element('NAME', 'Name'), \n",
    "                        popup_element('n_pois_eating', 'Number of eating places')]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LrRqlkPptLQG"
   },
   "source": [
    "<a id='section33'></a>\n",
    "#### 3.3 Brief analysis\n",
    "\n",
    "Let's now take a look at how the total number of POI's and eating places around sport POI's correlate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "xxNM-_K4KKUe",
    "outputId": "09bb4b63-666e-43f3-8f29-7bdfdb0f0988"
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "</head>\n",
       "\n",
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       "      <div class=&quot;layout-map-cell layout-map-cell-legend&quot; style=&quot;height: 100%&quot;>\n",
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       "\n",
       "        <section class=&quot;layout-map-cell--section&quot;>\n",
       "          <img id=&quot;map-image-0&quot; class=&quot;map-image&quot; alt=&quot;Static Map 0&quot; />\n",
       "          <as-responsive-content id=&quot;main-container-0&quot; class=&quot;layout-map&quot;>\n",
       "            <div class=&quot;as-map-area&quot;>\n",
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       "              \n",
       "            </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--top as-panel--left&quot;>\n",
       "                  \n",
       "\n",
       "<div class=&quot;as-panel__element&quot; id=&quot;legends-0&quot;>\n",
       "  <as-layer-selector id=&quot;layer-selector-0&quot; class=&quot;layer-selector&quot;>\n",
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       "        \n",
       "        \n",
       "        <div slot=&quot;as-checkbox-layer-0-slot&quot;>\n",
       "          \n",
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       "              <as-legend\n",
       "                heading=&quot;# POIs&quot;\n",
       "                description=&quot;&quot;>\n",
       "                <as-legend-size-continuous id=&quot;layer0_map0_legend0&quot; slot=&quot;legends&quot;></as-legend-size-continuous>\n",
       "                \n",
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       "      <div class=&quot;layout-map-cell layout-map-cell-legend&quot; style=&quot;height: 100%&quot;>\n",
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       "\n",
       "        <section class=&quot;layout-map-cell--section&quot;>\n",
       "          <img id=&quot;map-image-1&quot; class=&quot;map-image&quot; alt=&quot;Static Map 1&quot; />\n",
       "          <as-responsive-content id=&quot;main-container-1&quot; class=&quot;layout-map&quot;>\n",
       "            <div class=&quot;as-map-area&quot;>\n",
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       "            \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--top as-panel--left&quot;>\n",
       "                  \n",
       "\n",
       "<div class=&quot;as-panel__element&quot; id=&quot;legends-1&quot;>\n",
       "  <as-layer-selector id=&quot;layer-selector-1&quot; class=&quot;layer-selector&quot;>\n",
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       "        <div slot=&quot;as-checkbox-layer-0-slot&quot;>\n",
       "          \n",
       "            \n",
       "              <as-legend\n",
       "                heading=&quot;# Eating POIs&quot;\n",
       "                description=&quot;&quot;>\n",
       "                <as-legend-size-continuous id=&quot;layer0_map1_legend0&quot; slot=&quot;legends&quot;></as-legend-size-continuous>\n",
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       "\n",
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       "  </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",
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       "  'use strict';\n",
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       "    Positron: carto.basemaps.positron\n",
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       "\n",
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       "\n",
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       "      parts[4] = submatch[2];\n",
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       "\n",
       "    return {\n",
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       "\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$[0].innerHTML = e.name;\n",
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       "    errors$[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}:${item.column})\n",
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       "    });\n",
       "\n",
       "    stacktrace$.innerHTML = list.join('\\n');\n",
       "  }\n",
       "\n",
       "  // Computes the decimal coefficient and exponent of the specified number x with\n",
       "  // significant digits p, where x is positive and p is in [1, 21] or undefined.\n",
       "  // For example, formatDecimal(1.23) returns [&quot;123&quot;, 0].\n",
       "  function formatDecimal(x, p) {\n",
       "    if ((i = (x = p ? x.toExponential(p - 1) : x.toExponential()).indexOf(&quot;e&quot;)) < 0) return null; // NaN, ±Infinity\n",
       "    var i, coefficient = x.slice(0, i);\n",
       "\n",
       "    // The string returned by toExponential either has the form \\d\\.\\d+e[-+]\\d+\n",
       "    // (e.g., 1.2e+3) or the form \\de[-+]\\d+ (e.g., 1e+3).\n",
       "    return [\n",
       "      coefficient.length > 1 ? coefficient[0] + coefficient.slice(2) : coefficient,\n",
       "      +x.slice(i + 1)\n",
       "    ];\n",
       "  }\n",
       "\n",
       "  function exponent(x) {\n",
       "    return x = formatDecimal(Math.abs(x)), x ? x[1] : NaN;\n",
       "  }\n",
       "\n",
       "  function formatGroup(grouping, thousands) {\n",
       "    return function(value, width) {\n",
       "      var i = value.length,\n",
       "          t = [],\n",
       "          j = 0,\n",
       "          g = grouping[0],\n",
       "          length = 0;\n",
       "\n",
       "      while (i > 0 && g > 0) {\n",
       "        if (length + g + 1 > width) g = Math.max(1, width - length);\n",
       "        t.push(value.substring(i -= g, i + g));\n",
       "        if ((length += g + 1) > width) break;\n",
       "        g = grouping[j = (j + 1) % grouping.length];\n",
       "      }\n",
       "\n",
       "      return t.reverse().join(thousands);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function formatNumerals(numerals) {\n",
       "    return function(value) {\n",
       "      return value.replace(/[0-9]/g, function(i) {\n",
       "        return numerals[+i];\n",
       "      });\n",
       "    };\n",
       "  }\n",
       "\n",
       "  // [[fill]align][sign][symbol][0][width][,][.precision][~][type]\n",
       "  var re = /^(?:(.)?([<>=^]))?([+\\-( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?(~)?([a-z%])?$/i;\n",
       "\n",
       "  function formatSpecifier(specifier) {\n",
       "    if (!(match = re.exec(specifier))) throw new Error(&quot;invalid format: &quot; + specifier);\n",
       "    var match;\n",
       "    return new FormatSpecifier({\n",
       "      fill: match[1],\n",
       "      align: match[2],\n",
       "      sign: match[3],\n",
       "      symbol: match[4],\n",
       "      zero: match[5],\n",
       "      width: match[6],\n",
       "      comma: match[7],\n",
       "      precision: match[8] && match[8].slice(1),\n",
       "      trim: match[9],\n",
       "      type: match[10]\n",
       "    });\n",
       "  }\n",
       "\n",
       "  formatSpecifier.prototype = FormatSpecifier.prototype; // instanceof\n",
       "\n",
       "  function FormatSpecifier(specifier) {\n",
       "    this.fill = specifier.fill === undefined ? &quot; &quot; : specifier.fill + &quot;&quot;;\n",
       "    this.align = specifier.align === undefined ? &quot;>&quot; : specifier.align + &quot;&quot;;\n",
       "    this.sign = specifier.sign === undefined ? &quot;-&quot; : specifier.sign + &quot;&quot;;\n",
       "    this.symbol = specifier.symbol === undefined ? &quot;&quot; : specifier.symbol + &quot;&quot;;\n",
       "    this.zero = !!specifier.zero;\n",
       "    this.width = specifier.width === undefined ? undefined : +specifier.width;\n",
       "    this.comma = !!specifier.comma;\n",
       "    this.precision = specifier.precision === undefined ? undefined : +specifier.precision;\n",
       "    this.trim = !!specifier.trim;\n",
       "    this.type = specifier.type === undefined ? &quot;&quot; : specifier.type + &quot;&quot;;\n",
       "  }\n",
       "\n",
       "  FormatSpecifier.prototype.toString = function() {\n",
       "    return this.fill\n",
       "        + this.align\n",
       "        + this.sign\n",
       "        + this.symbol\n",
       "        + (this.zero ? &quot;0&quot; : &quot;&quot;)\n",
       "        + (this.width === undefined ? &quot;&quot; : Math.max(1, this.width | 0))\n",
       "        + (this.comma ? &quot;,&quot; : &quot;&quot;)\n",
       "        + (this.precision === undefined ? &quot;&quot; : &quot;.&quot; + Math.max(0, this.precision | 0))\n",
       "        + (this.trim ? &quot;~&quot; : &quot;&quot;)\n",
       "        + this.type;\n",
       "  };\n",
       "\n",
       "  // Trims insignificant zeros, e.g., replaces 1.2000k with 1.2k.\n",
       "  function formatTrim(s) {\n",
       "    out: for (var n = s.length, i = 1, i0 = -1, i1; i < n; ++i) {\n",
       "      switch (s[i]) {\n",
       "        case &quot;.&quot;: i0 = i1 = i; break;\n",
       "        case &quot;0&quot;: if (i0 === 0) i0 = i; i1 = i; break;\n",
       "        default: if (!+s[i]) break out; if (i0 > 0) i0 = 0; break;\n",
       "      }\n",
       "    }\n",
       "    return i0 > 0 ? s.slice(0, i0) + s.slice(i1 + 1) : s;\n",
       "  }\n",
       "\n",
       "  var prefixExponent;\n",
       "\n",
       "  function formatPrefixAuto(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1],\n",
       "        i = exponent - (prefixExponent = Math.max(-8, Math.min(8, Math.floor(exponent / 3))) * 3) + 1,\n",
       "        n = coefficient.length;\n",
       "    return i === n ? coefficient\n",
       "        : i > n ? coefficient + new Array(i - n + 1).join(&quot;0&quot;)\n",
       "        : i > 0 ? coefficient.slice(0, i) + &quot;.&quot; + coefficient.slice(i)\n",
       "        : &quot;0.&quot; + new Array(1 - i).join(&quot;0&quot;) + formatDecimal(x, Math.max(0, p + i - 1))[0]; // less than 1y!\n",
       "  }\n",
       "\n",
       "  function formatRounded(x, p) {\n",
       "    var d = formatDecimal(x, p);\n",
       "    if (!d) return x + &quot;&quot;;\n",
       "    var coefficient = d[0],\n",
       "        exponent = d[1];\n",
       "    return exponent < 0 ? &quot;0.&quot; + new Array(-exponent).join(&quot;0&quot;) + coefficient\n",
       "        : coefficient.length > exponent + 1 ? coefficient.slice(0, exponent + 1) + &quot;.&quot; + coefficient.slice(exponent + 1)\n",
       "        : coefficient + new Array(exponent - coefficient.length + 2).join(&quot;0&quot;);\n",
       "  }\n",
       "\n",
       "  var formatTypes = {\n",
       "    &quot;%&quot;: function(x, p) { return (x * 100).toFixed(p); },\n",
       "    &quot;b&quot;: function(x) { return Math.round(x).toString(2); },\n",
       "    &quot;c&quot;: function(x) { return x + &quot;&quot;; },\n",
       "    &quot;d&quot;: function(x) { return Math.round(x).toString(10); },\n",
       "    &quot;e&quot;: function(x, p) { return x.toExponential(p); },\n",
       "    &quot;f&quot;: function(x, p) { return x.toFixed(p); },\n",
       "    &quot;g&quot;: function(x, p) { return x.toPrecision(p); },\n",
       "    &quot;o&quot;: function(x) { return Math.round(x).toString(8); },\n",
       "    &quot;p&quot;: function(x, p) { return formatRounded(x * 100, p); },\n",
       "    &quot;r&quot;: formatRounded,\n",
       "    &quot;s&quot;: formatPrefixAuto,\n",
       "    &quot;X&quot;: function(x) { return Math.round(x).toString(16).toUpperCase(); },\n",
       "    &quot;x&quot;: function(x) { return Math.round(x).toString(16); }\n",
       "  };\n",
       "\n",
       "  function identity(x) {\n",
       "    return x;\n",
       "  }\n",
       "\n",
       "  var map = Array.prototype.map,\n",
       "      prefixes = [&quot;y&quot;,&quot;z&quot;,&quot;a&quot;,&quot;f&quot;,&quot;p&quot;,&quot;n&quot;,&quot;µ&quot;,&quot;m&quot;,&quot;&quot;,&quot;k&quot;,&quot;M&quot;,&quot;G&quot;,&quot;T&quot;,&quot;P&quot;,&quot;E&quot;,&quot;Z&quot;,&quot;Y&quot;];\n",
       "\n",
       "  function formatLocale(locale) {\n",
       "    var group = locale.grouping === undefined || locale.thousands === undefined ? identity : formatGroup(map.call(locale.grouping, Number), locale.thousands + &quot;&quot;),\n",
       "        currencyPrefix = locale.currency === undefined ? &quot;&quot; : locale.currency[0] + &quot;&quot;,\n",
       "        currencySuffix = locale.currency === undefined ? &quot;&quot; : locale.currency[1] + &quot;&quot;,\n",
       "        decimal = locale.decimal === undefined ? &quot;.&quot; : locale.decimal + &quot;&quot;,\n",
       "        numerals = locale.numerals === undefined ? identity : formatNumerals(map.call(locale.numerals, String)),\n",
       "        percent = locale.percent === undefined ? &quot;%&quot; : locale.percent + &quot;&quot;,\n",
       "        minus = locale.minus === undefined ? &quot;-&quot; : locale.minus + &quot;&quot;,\n",
       "        nan = locale.nan === undefined ? &quot;NaN&quot; : locale.nan + &quot;&quot;;\n",
       "\n",
       "    function newFormat(specifier) {\n",
       "      specifier = formatSpecifier(specifier);\n",
       "\n",
       "      var fill = specifier.fill,\n",
       "          align = specifier.align,\n",
       "          sign = specifier.sign,\n",
       "          symbol = specifier.symbol,\n",
       "          zero = specifier.zero,\n",
       "          width = specifier.width,\n",
       "          comma = specifier.comma,\n",
       "          precision = specifier.precision,\n",
       "          trim = specifier.trim,\n",
       "          type = specifier.type;\n",
       "\n",
       "      // The &quot;n&quot; type is an alias for &quot;,g&quot;.\n",
       "      if (type === &quot;n&quot;) comma = true, type = &quot;g&quot;;\n",
       "\n",
       "      // The &quot;&quot; type, and any invalid type, is an alias for &quot;.12~g&quot;.\n",
       "      else if (!formatTypes[type]) precision === undefined && (precision = 12), trim = true, type = &quot;g&quot;;\n",
       "\n",
       "      // If zero fill is specified, padding goes after sign and before digits.\n",
       "      if (zero || (fill === &quot;0&quot; && align === &quot;=&quot;)) zero = true, fill = &quot;0&quot;, align = &quot;=&quot;;\n",
       "\n",
       "      // Compute the prefix and suffix.\n",
       "      // For SI-prefix, the suffix is lazily computed.\n",
       "      var prefix = symbol === &quot;$&quot; ? currencyPrefix : symbol === &quot;#&quot; && /[boxX]/.test(type) ? &quot;0&quot; + type.toLowerCase() : &quot;&quot;,\n",
       "          suffix = symbol === &quot;$&quot; ? currencySuffix : /[%p]/.test(type) ? percent : &quot;&quot;;\n",
       "\n",
       "      // What format function should we use?\n",
       "      // Is this an integer type?\n",
       "      // Can this type generate exponential notation?\n",
       "      var formatType = formatTypes[type],\n",
       "          maybeSuffix = /[defgprs%]/.test(type);\n",
       "\n",
       "      // Set the default precision if not specified,\n",
       "      // or clamp the specified precision to the supported range.\n",
       "      // For significant precision, it must be in [1, 21].\n",
       "      // For fixed precision, it must be in [0, 20].\n",
       "      precision = precision === undefined ? 6\n",
       "          : /[gprs]/.test(type) ? Math.max(1, Math.min(21, precision))\n",
       "          : Math.max(0, Math.min(20, precision));\n",
       "\n",
       "      function format(value) {\n",
       "        var valuePrefix = prefix,\n",
       "            valueSuffix = suffix,\n",
       "            i, n, c;\n",
       "\n",
       "        if (type === &quot;c&quot;) {\n",
       "          valueSuffix = formatType(value) + valueSuffix;\n",
       "          value = &quot;&quot;;\n",
       "        } else {\n",
       "          value = +value;\n",
       "\n",
       "          // Determine the sign. -0 is not less than 0, but 1 / -0 is!\n",
       "          var valueNegative = value < 0 || 1 / value < 0;\n",
       "\n",
       "          // Perform the initial formatting.\n",
       "          value = isNaN(value) ? nan : formatType(Math.abs(value), precision);\n",
       "\n",
       "          // Trim insignificant zeros.\n",
       "          if (trim) value = formatTrim(value);\n",
       "\n",
       "          // If a negative value rounds to zero after formatting, and no explicit positive sign is requested, hide the sign.\n",
       "          if (valueNegative && +value === 0 && sign !== &quot;+&quot;) valueNegative = false;\n",
       "\n",
       "          // Compute the prefix and suffix.\n",
       "          valuePrefix = (valueNegative ? (sign === &quot;(&quot; ? sign : minus) : sign === &quot;-&quot; || sign === &quot;(&quot; ? &quot;&quot; : sign) + valuePrefix;\n",
       "          valueSuffix = (type === &quot;s&quot; ? prefixes[8 + prefixExponent / 3] : &quot;&quot;) + valueSuffix + (valueNegative && sign === &quot;(&quot; ? &quot;)&quot; : &quot;&quot;);\n",
       "\n",
       "          // Break the formatted value into the integer “value” part that can be\n",
       "          // grouped, and fractional or exponential “suffix” part that is not.\n",
       "          if (maybeSuffix) {\n",
       "            i = -1, n = value.length;\n",
       "            while (++i < n) {\n",
       "              if (c = value.charCodeAt(i), 48 > c || c > 57) {\n",
       "                valueSuffix = (c === 46 ? decimal + value.slice(i + 1) : value.slice(i)) + valueSuffix;\n",
       "                value = value.slice(0, i);\n",
       "                break;\n",
       "              }\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "\n",
       "        // If the fill character is not &quot;0&quot;, grouping is applied before padding.\n",
       "        if (comma && !zero) value = group(value, Infinity);\n",
       "\n",
       "        // Compute the padding.\n",
       "        var length = valuePrefix.length + value.length + valueSuffix.length,\n",
       "            padding = length < width ? new Array(width - length + 1).join(fill) : &quot;&quot;;\n",
       "\n",
       "        // If the fill character is &quot;0&quot;, grouping is applied after padding.\n",
       "        if (comma && zero) value = group(padding + value, padding.length ? width - valueSuffix.length : Infinity), padding = &quot;&quot;;\n",
       "\n",
       "        // Reconstruct the final output based on the desired alignment.\n",
       "        switch (align) {\n",
       "          case &quot;<&quot;: value = valuePrefix + value + valueSuffix + padding; break;\n",
       "          case &quot;=&quot;: value = valuePrefix + padding + value + valueSuffix; break;\n",
       "          case &quot;^&quot;: value = padding.slice(0, length = padding.length >> 1) + valuePrefix + value + valueSuffix + padding.slice(length); break;\n",
       "          default: value = padding + valuePrefix + value + valueSuffix; break;\n",
       "        }\n",
       "\n",
       "        return numerals(value);\n",
       "      }\n",
       "\n",
       "      format.toString = function() {\n",
       "        return specifier + &quot;&quot;;\n",
       "      };\n",
       "\n",
       "      return format;\n",
       "    }\n",
       "\n",
       "    function formatPrefix(specifier, value) {\n",
       "      var f = newFormat((specifier = formatSpecifier(specifier), specifier.type = &quot;f&quot;, specifier)),\n",
       "          e = Math.max(-8, Math.min(8, Math.floor(exponent(value) / 3))) * 3,\n",
       "          k = Math.pow(10, -e),\n",
       "          prefix = prefixes[8 + e / 3];\n",
       "      return function(value) {\n",
       "        return f(k * value) + prefix;\n",
       "      };\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      format: newFormat,\n",
       "      formatPrefix: formatPrefix\n",
       "    };\n",
       "  }\n",
       "\n",
       "  var locale;\n",
       "  var format;\n",
       "  var formatPrefix;\n",
       "\n",
       "  defaultLocale({\n",
       "    decimal: &quot;.&quot;,\n",
       "    thousands: &quot;,&quot;,\n",
       "    grouping: [3],\n",
       "    currency: [&quot;$&quot;, &quot;&quot;],\n",
       "    minus: &quot;-&quot;\n",
       "  });\n",
       "\n",
       "  function defaultLocale(definition) {\n",
       "    locale = formatLocale(definition);\n",
       "    format = locale.format;\n",
       "    formatPrefix = locale.formatPrefix;\n",
       "    return locale;\n",
       "  }\n",
       "\n",
       "  function formatter(value, specifier) {\n",
       "    const formatFunc = specifier ? format(specifier) : formatValue;\n",
       "\n",
       "    if (Array.isArray(value)) {\n",
       "      const [first, second] = value;\n",
       "      if (first === -Infinity) {\n",
       "        return `< ${formatFunc(second)}`;\n",
       "      }\n",
       "      if (second === Infinity) {\n",
       "        return `> ${formatFunc(first)}`;\n",
       "      }\n",
       "      return `${formatFunc(first)} - ${formatFunc(second)}`;\n",
       "    }\n",
       "    return formatFunc(value);\n",
       "  }\n",
       "\n",
       "  function formatValue(value) {\n",
       "    if (typeof value === 'number') {\n",
       "      return formatNumber(value);\n",
       "    }\n",
       "    return value;\n",
       "  }\n",
       "\n",
       "  function formatNumber(value) {\n",
       "    if (!Number.isInteger(value)) {\n",
       "      return value.toLocaleString(undefined, {\n",
       "        minimumFractionDigits: 2,\n",
       "        maximumFractionDigits: 3\n",
       "      });\n",
       "    }\n",
       "    return value.toLocaleString();\n",
       "  }\n",
       "\n",
       "  function updateViewport(id, map) {\n",
       "    function updateMapInfo() {\n",
       "      const mapInfo$ = document.getElementById(id);\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 = formatter(value, item.format);\n",
       "\n",
       "            popupHTML = `\n",
       "            <span class=&quot;popup-name&quot;>${item.title}</span>\n",
       "            <span class=&quot;popup-value&quot;>${value}</span>\n",
       "          ` + popupHTML;\n",
       "          }\n",
       "        }\n",
       "      }\n",
       "\n",
       "      if (popupHTML) {\n",
       "        popup\n",
       "            .setLngLat([event.coordinates.lng, event.coordinates.lat])\n",
       "            .setHTML(`<div class=&quot;popup-content&quot;>${popupHTML}</div>`);\n",
       "\n",
       "        if (!popup.isOpen()) {\n",
       "          popup.addTo(map);\n",
       "        }\n",
       "      } else {\n",
       "        popup.remove();\n",
       "      }\n",
       "    } 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(`#${widget.id}-value`);\n",
       "\n",
       "    if (value && widget.element) {\n",
       "      widget.element.innerText = typeof value === 'number' ? formatter(value, widget.options.format) : value;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function renderBridge(bridge, widget, mapLayer) {\n",
       "    widget.element = widget.element || document.querySelector(`#${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",
       "        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${legendIndex}`);\n",
       "\n",
       "    if (legend.prop) {\n",
       "      const othersLabel = 'Others';   // TODO: i18n\n",
       "      const prop = legend.prop;\n",
       "      const dynamic = legend.dynamic;\n",
       "      const order = legend.ascending ? 'ASC' : 'DESC';\n",
       "      const variable = legend.variable;\n",
       "      const config = { othersLabel, variable, order };\n",
       "      const formatFunc = (value) => formatter(value, legend.format);\n",
       "      const options = { format: formatFunc, config, dynamic };\n",
       "\n",
       "      if (legend.type.startsWith('size-continuous')) {\n",
       "        config.samples = 4;\n",
       "      }\n",
       "\n",
       "      AsBridge.VL.Legends.rampLegend(element, layer, prop, options);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function SourceFactory() {\n",
       "    const sourceTypes = { GeoJSON, Query, MVT };\n",
       "\n",
       "    this.createSource = (layer) => {\n",
       "      return sourceTypes[layer.type](layer);\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function GeoJSON(layer) {\n",
       "    const options = JSON.parse(JSON.stringify(layer.options));\n",
       "    const data = _decodeJSONData(layer.data, layer.encode_data);\n",
       "\n",
       "    return new carto.source.GeoJSON(data, options);\n",
       "  }\n",
       "\n",
       "  function Query(layer) {\n",
       "    const auth = {\n",
       "      username: layer.credentials.username,\n",
       "      apiKey: layer.credentials.api_key || 'default_public'\n",
       "    };\n",
       "\n",
       "    const config = {\n",
       "      serverURL: layer.credentials.base_url || `https://${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",
       "    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-${mapIndex}` : 'map';\n",
       "    const map = createMap(container, basemapStyle, settings.bounds, settings.mapboxtoken);\n",
       "\n",
       "    if (settings.show_info) {\n",
       "      const id = mapIndex !== undefined ? `map-info-${mapIndex}` : 'map-info';\n",
       "      updateViewport(id, 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(), mapIndex);\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, mapIndex) {\n",
       "    const layerSelectorId = mapIndex !== undefined ? `#layer-selector-${mapIndex}` : '#layer-selector';\n",
       "    const layerSelector$ = document.querySelector(layerSelectorId);\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",
       "  const maps = [{&quot;_airship_path&quot;: null, &quot;_carto_vl_path&quot;: null, &quot;basecolor&quot;: &quot;&quot;, &quot;basemap&quot;: &quot;Positron&quot;, &quot;bounds&quot;: [[-3.7153525, 40.40825], [-3.691123, 40.4246622]], &quot;camera&quot;: null, &quot;description&quot;: null, &quot;has_legends&quot;: true, &quot;has_widgets&quot;: false, &quot;is_static&quot;: false, &quot;layer_selector&quot;: false, &quot;layers&quot;: [{&quot;credentials&quot;: null, &quot;data&quot;: 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&quot;encode_data&quot;: true, &quot;has_legend_list&quot;: true, &quot;interactivity&quot;: [{&quot;attrs&quot;: {&quot;format&quot;: null, &quot;name&quot;: &quot;ve45a4e&quot;, &quot;title&quot;: &quot;Number of POIs&quot;}, &quot;event&quot;: &quot;hover&quot;}, {&quot;attrs&quot;: {&quot;format&quot;: null, &quot;name&quot;: &quot;va9d371&quot;, &quot;title&quot;: &quot;Name&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;format&quot;: null, &quot;prop&quot;: &quot;width&quot;, &quot;title&quot;: &quot;# POIs&quot;, &quot;type&quot;: &quot;size-continuous&quot;, &quot;variable&quot;: &quot;size_value&quot;}], &quot;map_index&quot;: 0, &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;source&quot;: 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&quot;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&quot;, &quot;title&quot;: null, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@v2f06ff: prop(\\u0027n_pois_eating\\u0027)\\n@va9d371: prop(\\u0027NAME\\u0027)\\n@size_value: ramp(linear(prop(\\u0027n_pois_eating\\u0027), globalMIN(prop(\\u0027n_pois_eating\\u0027)), globalMAX(prop(\\u0027n_pois_eating\\u0027))), [2, 40])\\ncolor: opacity(#FFB927, 0.8)\\nfilter: 1\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(sqrt(prop(\\u0027n_pois_eating\\u0027)), sqrt(globalMIN(prop(\\u0027n_pois_eating\\u0027))), sqrt(globalMAX(prop(\\u0027n_pois_eating\\u0027)))), [2, 40])\\n&quot;, &quot;widgets&quot;: []}], &quot;show_info&quot;: null, &quot;size&quot;: null, &quot;theme&quot;: null, &quot;title&quot;: null, &quot;token&quot;: &quot;&quot;, &quot;viewport&quot;: null}];\n",
       "const is_static = 'False' === 'true';\n",
       "\n",
       "init({\n",
       "  is_static,\n",
       "  maps\n",
       "});\n",
       "</script>\n",
       "</html>\n",
       "\">\n",
       "\n",
       "</iframe>"
      ],
      "text/plain": [
       "<cartoframes.viz.layout.Layout at 0x7f6970b2fe10>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Layout([Map(Layer(pois_df, geom_col='geom', \n",
    "                  style=size_continuous_style('n_pois'),\n",
    "                  legends=size_continuous_legend('# POIs'),\n",
    "                  popup_hover=[popup_element('NAME', 'Name'), \n",
    "                               popup_element('n_pois', 'Number of POIs')])),\n",
    "        Map(Layer(pois_df, geom_col='geom', \n",
    "                  style=size_continuous_style('n_pois_eating'), \n",
    "                  legends=size_continuous_legend('# Eating POIs'),\n",
    "                  popup_hover=[popup_element('NAME', 'Name'), \n",
    "                               popup_element('n_pois_eating', 'Number of eating places')]))],\n",
    "       map_height=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 352
    },
    "id": "ZOM93X3eGcmE",
    "outputId": "ef1550b8-02ac-4768-bdc0-4d0cbf6f6f99"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6970b46cf8>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "sns.regplot(pois_df['n_pois'], pois_df['n_pois_eating'], \n",
    "            scatter_kws={'color':'blue', 'alpha':0.5}, line_kws={'color':'red'})"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "CARTO | Data Observatory v2.0 - Data Enrichment.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}