{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quickstart\n",
    "\n",
    "Hi! Glad to see you made it to the Quickstart guide! In this guide you are introduced to how CARTOframes can be used by data scientists in spatial analysis workflows. Using simulated Starbucks revenue data, this guide walks through some common steps a data scientist takes to answer the following question: which stores are performing better than others?\n",
    "\n",
    "Before you get started, we encourage you to have CARTOframes and Python 3 installed so you can get a feel for the library by using it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# pip install cartoframes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For other ways to install CARTOframes, check out the [Installation guide](/developers/cartoframes/guides/Installation)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Spatial analysis scenario\n",
    "\n",
    "Let's say you are a data scientist working for Starbucks and you want to better understand why some stores in Brooklyn, New York, perform better than others.\n",
    "\n",
    "To begin, let's outline a workflow:\n",
    "\n",
    "- Get and explore your own data\n",
    "- Create areas of influence for your stores\n",
    "- Enrich your data\n",
    "- And finally, share the results of your analysis with your team\n",
    "\n",
    "Let's get started!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get and explore your own data\n",
    "\n",
    "We are going to use a dataset that contains information about the location of Starbucks and each store's annual revenue.\n",
    "\n",
    "As a first exploratory step, read it into a Jupyter Notebook using [pandas](https://pandas.pydata.org/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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>address</th>\n",
       "      <th>revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Franklin Ave &amp; Eastern Pkwy</td>\n",
       "      <td>341 Eastern Pkwy,Brooklyn, NY 11238</td>\n",
       "      <td>1321040.772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>607 Brighton Beach Ave</td>\n",
       "      <td>607 Brighton Beach Avenue,Brooklyn, NY 11235</td>\n",
       "      <td>1268080.418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>65th St &amp; 18th Ave</td>\n",
       "      <td>6423 18th Avenue,Brooklyn, NY 11204</td>\n",
       "      <td>1248133.699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bay Ridge Pkwy &amp; 3rd Ave</td>\n",
       "      <td>7419 3rd Avenue,Brooklyn, NY 11209</td>\n",
       "      <td>1185702.676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caesar's Bay Shopping Center</td>\n",
       "      <td>8973 Bay Parkway,Brooklyn, NY 11214</td>\n",
       "      <td>1148427.411</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           name                                       address  \\\n",
       "0   Franklin Ave & Eastern Pkwy           341 Eastern Pkwy,Brooklyn, NY 11238   \n",
       "1        607 Brighton Beach Ave  607 Brighton Beach Avenue,Brooklyn, NY 11235   \n",
       "2            65th St & 18th Ave           6423 18th Avenue,Brooklyn, NY 11204   \n",
       "3      Bay Ridge Pkwy & 3rd Ave            7419 3rd Avenue,Brooklyn, NY 11209   \n",
       "4  Caesar's Bay Shopping Center           8973 Bay Parkway,Brooklyn, NY 11214   \n",
       "\n",
       "       revenue  \n",
       "0  1321040.772  \n",
       "1  1268080.418  \n",
       "2  1248133.699  \n",
       "3  1185702.676  \n",
       "4  1148427.411  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "stores_df = pd.read_csv('http://libs.cartocdn.com/cartoframes/files/starbucks_brooklyn.csv')\n",
    "stores_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To display your stores as points on a map, you first have to convert the `address` column into geometries. This process is called [geocoding](https://carto.com/help/working-with-data/geocoding-types/) and CARTO provides a straightforward way to do it (you can learn more about it in the [Data Services guide](/developers/cartoframes/guides/Data-Services)).\n",
    "\n",
    "In order to geocode, you have to set your CARTO credentials. If you aren't sure about your API key, check the [Authentication guide](/developers/cartoframes/guides/Authentication/) to learn how to get it. In case you want to see the geocoded result, without being logged in, [you can get it here](http://libs.cartocdn.com/cartoframes/files/starbucks_brooklyn_geocoded.csv).\n",
    "\n",
    "> Note: If you don't have an account yet, you can get a trial free account by [signing up here](https://carto.com/signup/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cartoframes.auth import set_default_credentials\n",
    "\n",
    "set_default_credentials('creds.json')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that your credentials are set, we are ready to geocode the dataframe. The resulting data will be a [GeoDataFrame](http://geopandas.org/data_structures.html#geodataframe)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success! Data geocoded correctly\n"
     ]
    },
    {
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>the_geom</th>\n",
       "      <th>name</th>\n",
       "      <th>address</th>\n",
       "      <th>revenue</th>\n",
       "      <th>gc_status_rel</th>\n",
       "      <th>carto_geocode_hash</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>POINT (-73.95746 40.67102)</td>\n",
       "      <td>Franklin Ave &amp; Eastern Pkwy</td>\n",
       "      <td>341 Eastern Pkwy,Brooklyn, NY 11238</td>\n",
       "      <td>1321040.772</td>\n",
       "      <td>0.91</td>\n",
       "      <td>9212e0e908d8c64d07c6a94827322397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>POINT (-73.96122 40.57796)</td>\n",
       "      <td>607 Brighton Beach Ave</td>\n",
       "      <td>607 Brighton Beach Avenue,Brooklyn, NY 11235</td>\n",
       "      <td>1268080.418</td>\n",
       "      <td>0.97</td>\n",
       "      <td>b1bbfe2893914a350193969a682dc1f5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>POINT (-73.98978 40.61944)</td>\n",
       "      <td>65th St &amp; 18th Ave</td>\n",
       "      <td>6423 18th Avenue,Brooklyn, NY 11204</td>\n",
       "      <td>1248133.699</td>\n",
       "      <td>0.94</td>\n",
       "      <td>e47cf7b16d6c9b53c63e86a0418add1d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>POINT (-74.02750 40.63202)</td>\n",
       "      <td>Bay Ridge Pkwy &amp; 3rd Ave</td>\n",
       "      <td>7419 3rd Avenue,Brooklyn, NY 11209</td>\n",
       "      <td>1185702.676</td>\n",
       "      <td>0.94</td>\n",
       "      <td>2f21749c02f73116892eb3b6fd5d5738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>POINT (-74.00098 40.59321)</td>\n",
       "      <td>Caesar's Bay Shopping Center</td>\n",
       "      <td>8973 Bay Parkway,Brooklyn, NY 11214</td>\n",
       "      <td>1148427.411</td>\n",
       "      <td>0.94</td>\n",
       "      <td>134c23973313802448365db6235783f9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     the_geom                          name  \\\n",
       "0  POINT (-73.95746 40.67102)   Franklin Ave & Eastern Pkwy   \n",
       "1  POINT (-73.96122 40.57796)        607 Brighton Beach Ave   \n",
       "2  POINT (-73.98978 40.61944)            65th St & 18th Ave   \n",
       "3  POINT (-74.02750 40.63202)      Bay Ridge Pkwy & 3rd Ave   \n",
       "4  POINT (-74.00098 40.59321)  Caesar's Bay Shopping Center   \n",
       "\n",
       "                                        address      revenue  gc_status_rel  \\\n",
       "0           341 Eastern Pkwy,Brooklyn, NY 11238  1321040.772           0.91   \n",
       "1  607 Brighton Beach Avenue,Brooklyn, NY 11235  1268080.418           0.97   \n",
       "2           6423 18th Avenue,Brooklyn, NY 11204  1248133.699           0.94   \n",
       "3            7419 3rd Avenue,Brooklyn, NY 11209  1185702.676           0.94   \n",
       "4           8973 Bay Parkway,Brooklyn, NY 11214  1148427.411           0.94   \n",
       "\n",
       "                 carto_geocode_hash  \n",
       "0  9212e0e908d8c64d07c6a94827322397  \n",
       "1  b1bbfe2893914a350193969a682dc1f5  \n",
       "2  e47cf7b16d6c9b53c63e86a0418add1d  \n",
       "3  2f21749c02f73116892eb3b6fd5d5738  \n",
       "4  134c23973313802448365db6235783f9  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.data.services import Geocoding\n",
    "\n",
    "stores_gdf, _ = Geocoding().geocode(stores_df, street='address')\n",
    "stores_gdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Done! Now that the stores are geocoded, you will notice a new column named `geometry` has been added. This column stores the geographic location of each store and it's used to plot each location on the map.\n",
    "\n",
    "You can quickly visualize your geocoded dataframe using the Map and Layer classes. Check out the [Data Visualization guide](/developers/cartoframes/guides/Data-Visualization) to learn more about the visualization capabilities inside of CARTOframes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "  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 = [[-74.03313, 40.57796], [-73.87015, 40.6915]];\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;H4sIAMCfXWAC/7XSTYvDIBAG4P/iOQ06fozTa6HnvZceSusuQhuDdQ8l5L/X2CyYu3vM8JqHd5iJpdfo2J4d3SX9RncI97u7Jh8G1rHvz+zJ9qeJ+VtO8TzdPsiDMYbRxeSX4DR37MeFh0vxlb/+wl/BDylHryHEmx8uqfx0h7Injcp0ivcGBYfzPHcrJdpTRgAslEYkU1HQnrKEtrQSpFRFycaU6jmgLpKEzf5Ue4lzKqU0SRAVpdvvj8CI0spaRRVlmlMWufgsUEuhKwrbL1BKIderAKwo+w8HqHS5dUObUtReUhZhPUBYqPP8BlYpQ3lVBAAA&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;H4sIAMCfXWAC/7XSTYvDIBAG4P/iOQ06fozTa6HnvZceSusuQhuDdQ8l5L/X2CyYu3vM8JqHd5iJpdfo2J4d3SX9RncI97u7Jh8G1rHvz+zJ9qeJ+VtO8TzdPsiDMYbRxeSX4DR37MeFh0vxlb/+wl/BDylHryHEmx8uqfx0h7Injcp0ivcGBYfzPHcrJdpTRgAslEYkU1HQnrKEtrQSpFRFycaU6jmgLpKEzf5Ue4lzKqU0SRAVpdvvj8CI0spaRRVlmlMWufgsUEuhKwrbL1BKIderAKwo+w8HqHS5dUObUtReUhZhPUBYqPP8BlYpQ3lVBAAA&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;: []}];\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 0x7f356863a340>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.viz import Map, Layer\n",
    "\n",
    "Map(Layer(stores_gdf))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great! You have a map!\n",
    "\n",
    "With the stores plotted on the map, you now have a better sense about where each one is. To continue your exploration, you want to know which stores earn the most yearly revenue. To do this, you can use the [`size_continuous_style`](/developers/cartoframes/examples/#example-size-continuous-style) visualization layer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe\n",
       "  frameborder=\"0\"\n",
       "  style=\"\n",
       "    border: 1px solid #cfcfcf;\n",
       "    width: 100%;\n",
       "    height: 632px;\n",
       "    \"\n",
       "  srcDoc=\"\n",
       "  <!DOCTYPE html>\n",
       "<html lang=&quot;en&quot;>\n",
       "<head>\n",
       "  <title>None</title>\n",
       "  <meta name=&quot;description&quot; content=&quot;None&quot;>\n",
       "  <meta name=&quot;viewport&quot; content=&quot;width=device-width, initial-scale=1.0&quot;>\n",
       "  <meta charset=&quot;UTF-8&quot;>\n",
       "  <!-- Include CARTO VL JS -->\n",
       "  <script src=&quot;https://libs.cartocdn.com/carto-vl/v1.4/carto-vl.min.js&quot;></script>\n",
       "  <!-- Include Mapbox GL JS -->\n",
       "  <script src=&quot;https://api.tiles.mapbox.com/mapbox-gl-js/v1.0.0/mapbox-gl.js&quot;></script>\n",
       "  <!-- Include Mapbox GL CSS -->\n",
       "  <link href=&quot;https://api.tiles.mapbox.com/mapbox-gl-js/v1.0.0/mapbox-gl.css&quot; rel=&quot;stylesheet&quot; />\n",
       "\n",
       "  <!-- Include Airship -->\n",
       "  <script nomodule=&quot;&quot; src=&quot;https://libs.cartocdn.com/airship-components/v2.3/airship.js&quot;></script>\n",
       "  <script type=&quot;module&quot; src=&quot;https://libs.cartocdn.com/airship-components/v2.3/airship/airship.esm.js&quot;></script>\n",
       "  <script src=&quot;https://libs.cartocdn.com/airship-bridge/v2.3/asbridge.min.js&quot;></script>\n",
       "  <link href=&quot;https://libs.cartocdn.com/airship-style/v2.3/airship.min.css&quot; rel=&quot;stylesheet&quot;>\n",
       "  <link href=&quot;https://libs.cartocdn.com/airship-icons/v2.3/icons.css&quot; rel=&quot;stylesheet&quot;>\n",
       "\n",
       "  <link href=&quot;https://fonts.googleapis.com/css?family=Roboto&quot; rel=&quot;stylesheet&quot; type=&quot;text/css&quot;>\n",
       "\n",
       "  <!-- External libraries -->\n",
       "\n",
       "  <!-- pako -->\n",
       "  <script src=&quot;https://libs.cartocdn.com/cartoframes/dependencies/pako_inflate.min.js&quot;></script>\n",
       "  \n",
       "  <!-- html2canvas -->\n",
       "  \n",
       "\n",
       "  \n",
       "  <style>\n",
       "  body {\n",
       "    margin: 0;\n",
       "    padding: 0;\n",
       "  }\n",
       "\n",
       "  aside.as-sidebar {\n",
       "    min-width: 300px;\n",
       "  }\n",
       "\n",
       "  .map-image {\n",
       "    display: none;\n",
       "    max-width: 100%;\n",
       "    height: auto;\n",
       "  }\n",
       "\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 class=&quot;as-map-panels&quot; data-name=&quot;Legends&quot;>\n",
       "            <div class=&quot;as-panel as-panel--vertical as-panel--left as-panel--top&quot;>\n",
       "              \n",
       "\n",
       "<div class=&quot;as-panel__element&quot; id=&quot;legends&quot;>\n",
       "  <as-layer-selector id=&quot;layer-selector&quot;>\n",
       "    \n",
       "      \n",
       "        \n",
       "        \n",
       "        <div slot=&quot;as-checkbox-layer-0-slot&quot;>\n",
       "          \n",
       "            \n",
       "              <as-legend\n",
       "                heading=&quot;Annual Revenue ($)&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",
       "              </as-legend>\n",
       "            \n",
       "          \n",
       "        </div>\n",
       "      \n",
       "    \n",
       "  </as-layer-selector>\n",
       "</div>\n",
       "            </div> <!-- as-panel -->\n",
       "          </div> <!-- as-map-panels -->\n",
       "        \n",
       "      </div> <!-- as-map-area -->\n",
       "    </main> <!-- as-main -->\n",
       "  </as-responsive-content>\n",
       "\n",
       "  \n",
       "\n",
       "  <div id=&quot;error-container&quot; class=&quot;error&quot;>\n",
       "  <section class=&quot;error-section&quot;>\n",
       "    <span class=&quot;errors&quot; id=&quot;error-name&quot;></span>:\n",
       "    <section id=&quot;error-content&quot;>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-type&quot;></span>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-message&quot;></span>\n",
       "    </section>\n",
       "  </section>\n",
       "\n",
       "  <details class=&quot;error-details&quot;>\n",
       "    <summary>StackTrace</summary>\n",
       "    <ul id=&quot;error-stacktrace&quot;></ul>\n",
       "  </details>\n",
       "</div>\n",
       "</body>\n",
       "\n",
       "<script>\n",
       "  var init = (function () {\n",
       "  'use strict';\n",
       "\n",
       "  const BASEMAPS = {\n",
       "    DarkMatter: carto.basemaps.darkmatter,\n",
       "    Voyager: carto.basemaps.voyager,\n",
       "    Positron: carto.basemaps.positron\n",
       "  };\n",
       "\n",
       "  const attributionControl = new mapboxgl.AttributionControl({\n",
       "    compact: false\n",
       "  });\n",
       "\n",
       "  const FIT_BOUNDS_SETTINGS = { animate: false, padding: 50, maxZoom: 16 };\n",
       "\n",
       "  /** From https://github.com/errwischt/stacktrace-parser/blob/master/src/stack-trace-parser.js */\n",
       "\n",
       "  /**\n",
       "   * This parses the different stack traces and puts them into one format\n",
       "   * This borrows heavily from TraceKit (https://github.com/csnover/TraceKit)\n",
       "   */\n",
       "\n",
       "  const UNKNOWN_FUNCTION = '<unknown>';\n",
       "  const chromeRe = /^\\s*at (.*?) ?\\(((?:file|https?|blob|chrome-extension|native|eval|webpack|<anonymous>|\\/).*?)(?::(\\d+))?(?::(\\d+))?\\)?\\s*$/i;\n",
       "  const chromeEvalRe = /\\((\\S*)(?::(\\d+))(?::(\\d+))\\)/;\n",
       "  const winjsRe = /^\\s*at (?:((?:\\[object object\\])?.+) )?\\(?((?:file|ms-appx|https?|webpack|blob):.*?):(\\d+)(?::(\\d+))?\\)?\\s*$/i;\n",
       "  const geckoRe = /^\\s*(.*?)(?:\\((.*?)\\))?(?:^|@)((?:file|https?|blob|chrome|webpack|resource|\\[native).*?|[^@]*bundle)(?::(\\d+))?(?::(\\d+))?\\s*$/i;\n",
       "  const geckoEvalRe = /(\\S+) line (\\d+)(?: > eval line \\d+)* > eval/i;\n",
       "\n",
       "  function parse(stackString) {\n",
       "    const lines = stackString.split('\\n');\n",
       "\n",
       "    return lines.reduce((stack, line) => {\n",
       "      const parseResult =\n",
       "        parseChrome(line) ||\n",
       "        parseWinjs(line) ||\n",
       "        parseGecko(line);\n",
       "\n",
       "      if (parseResult) {\n",
       "        stack.push(parseResult);\n",
       "      }\n",
       "\n",
       "      return stack;\n",
       "    }, []);\n",
       "  }\n",
       "\n",
       "  function parseChrome(line) {\n",
       "    const parts = chromeRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    const isNative = parts[2] && parts[2].indexOf('native') === 0; // start of line\n",
       "    const isEval = parts[2] && parts[2].indexOf('eval') === 0; // start of line\n",
       "\n",
       "    const submatch = chromeEvalRe.exec(parts[2]);\n",
       "    if (isEval && submatch != null) {\n",
       "      // throw out eval line/column and use top-most line/column number\n",
       "      parts[2] = submatch[1]; // url\n",
       "      parts[3] = submatch[2]; // line\n",
       "      parts[4] = submatch[3]; // column\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: !isNative ? parts[2] : null,\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: isNative ? [parts[2]] : [],\n",
       "      lineNumber: parts[3] ? +parts[3] : null,\n",
       "      column: parts[4] ? +parts[4] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function parseWinjs(line) {\n",
       "    const parts = winjsRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: parts[2],\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: [],\n",
       "      lineNumber: +parts[3],\n",
       "      column: parts[4] ? +parts[4] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function parseGecko(line) {\n",
       "    const parts = geckoRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    const isEval = parts[3] && parts[3].indexOf(' > eval') > -1;\n",
       "\n",
       "    const submatch = geckoEvalRe.exec(parts[3]);\n",
       "    if (isEval && submatch != null) {\n",
       "      // throw out eval line/column and use top-most line number\n",
       "      parts[3] = submatch[1];\n",
       "      parts[4] = submatch[2];\n",
       "      parts[5] = null; // no column when eval\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: parts[3],\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: parts[2] ? parts[2].split(',') : [],\n",
       "      lineNumber: parts[4] ? +parts[4] : null,\n",
       "      column: parts[5] ? +parts[5] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function displayError(e) {\n",
       "    const error$ = document.getElementById('error-container');\n",
       "    const errors$ = error$.getElementsByClassName('errors');\n",
       "    const stacktrace$ = document.getElementById('error-stacktrace');\n",
       "\n",
       "    errors$[0].innerHTML = e.name;\n",
       "    errors$[1].innerHTML = e.type;\n",
       "    errors$[2].innerHTML = e.message.replace(e.type, '');\n",
       "\n",
       "    error$.style.visibility = 'visible';\n",
       "\n",
       "    const stack = parse(e.stack);\n",
       "    const list = stack.map(item => {\n",
       "      return `<li>\n",
       "      at <span class=&quot;stacktrace-method&quot;>${item.methodName}:</span>\n",
       "      (${item.file}:${item.lineNumber}:${item.column})\n",
       "    </li>`;\n",
       "    });\n",
       "\n",
       "    stacktrace$.innerHTML = list.join('\\n');\n",
       "  }\n",
       "\n",
       "  // 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 = [[-74.03313, 40.57796], [-73.87015, 40.6915]];\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;H4sIAMCfXWAC/5XTTWvDMAwG4P/ic2asD0t2r4Wddx89lNYbgS4pWTooJf99TppDetRVyHnQK+Xhxvu1uJ17L8fxNpR9f7mU09j2nWvc17P263afD9eea1eo1dcHtXAd+msZxnZufLih/JXuVjuAEAIHr4pT475L/1PG4T63rF/46NturO9PfT+c2+44LtKbks9RWZr6VhQCHqapWX2w+CgppOAZktkXQJz9qJpl46PJ5wREXnI2+ylrWuaHzLzxyeJDihqwZig2n31AjQtP+BI/m3hOjFrjBzMfQl7Gj7ne0MaPNp+DiBeJ5vgzCizzp8R544vFD/X8E9UszetPGuCZfySIG18Nfsa6ffVEaF8/EdB6fqgbPxl8laiZPAvYr5/j8vdJfpk+W3TOCOIJkp3npLheP87+YfoHPW7k4CYFAAA=&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;vabf72c&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;}, &quot;event&quot;: &quot;hover&quot;}], &quot;legends&quot;: [{&quot;ascending&quot;: false, &quot;description&quot;: &quot;&quot;, &quot;dynamic&quot;: true, &quot;footer&quot;: &quot;&quot;, &quot;format&quot;: null, &quot;prop&quot;: &quot;width&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&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;H4sIAMCfXWAC/5XTTWvDMAwG4P/ic2asD0t2r4Wddx89lNYbgS4pWTooJf99TppDetRVyHnQK+Xhxvu1uJ17L8fxNpR9f7mU09j2nWvc17P263afD9eea1eo1dcHtXAd+msZxnZufLih/JXuVjuAEAIHr4pT475L/1PG4T63rF/46NturO9PfT+c2+44LtKbks9RWZr6VhQCHqapWX2w+CgppOAZktkXQJz9qJpl46PJ5wREXnI2+ylrWuaHzLzxyeJDihqwZig2n31AjQtP+BI/m3hOjFrjBzMfQl7Gj7ne0MaPNp+DiBeJ5vgzCizzp8R544vFD/X8E9UszetPGuCZfySIG18Nfsa6ffVEaF8/EdB6fqgbPxl8laiZPAvYr5/j8vdJfpk+W3TOCOIJkp3npLheP87+YfoHPW7k4CYFAAA=&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@vabf72c: prop(\\u0027revenue\\u0027)\\n@size_value: ramp(linear(prop(\\u0027revenue\\u0027), globalMIN(prop(\\u0027revenue\\u0027)), globalMAX(prop(\\u0027revenue\\u0027))), [10, 40])\\ncolor: opacity(#FFB927, 0.8)\\nfilter: 1\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(sqrt(prop(\\u0027revenue\\u0027)), sqrt(globalMIN(prop(\\u0027revenue\\u0027))), sqrt(globalMAX(prop(\\u0027revenue\\u0027)))), [10, 40])\\n&quot;, &quot;widgets&quot;: []}];\n",
       "    const mapboxtoken = '';\n",
       "    const show_info = 'None' === 'true';\n",
       "\n",
       "    init({\n",
       "      basecolor,\n",
       "      basemap,\n",
       "      bounds,\n",
       "      camera,\n",
       "      has_legends,\n",
       "      is_static,\n",
       "      layer_selector,\n",
       "      layers,\n",
       "      mapboxtoken,\n",
       "      show_info\n",
       "    });\n",
       "});\n",
       "</script>\n",
       "</html>\n",
       "\">\n",
       "\n",
       "</iframe>"
      ],
      "text/plain": [
       "<cartoframes.viz.map.Map at 0x7f35985ef4f0>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.viz import Map, Layer, size_continuous_style\n",
    "\n",
    "Map(Layer(stores_gdf, size_continuous_style('revenue', size_range=[10,40]), title='Annual Revenue ($)'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Good job! By using the [`size continuous visualization style`](/developers/cartoframes/examples/#example-size-continuous-style) you can see right away where the stores with higher revenue are. By default, visualization styles also provide a popup with the mapped value and an appropriate legend."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create your areas of influence\n",
    "\n",
    "Similar to geocoding, there is a straightforward method for creating isochrones to define areas of influence around each store. Isochrones are concentric polygons that display equally calculated levels over a given surface area measured by time.\n",
    "\n",
    "For this analysis, let's create isochrones for each store that cover the area within a 15 minute walk.\n",
    "\n",
    "To do this you will use the Isolines data service:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success! Isolines created correctly\n"
     ]
    },
    {
     "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>source_id</th>\n",
       "      <th>data_range</th>\n",
       "      <th>the_geom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-73.96811 40.67413, -73.96751 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-73.97155 40.57732, -73.97112 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-73.99833 40.62538, -73.99361 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-74.03764 40.63448, -74.03738 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-74.00519 40.59792, -74.00391 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   source_id  data_range                                           the_geom\n",
       "0          0         900  MULTIPOLYGON (((-73.96811 40.67413, -73.96751 ...\n",
       "1          1         900  MULTIPOLYGON (((-73.97155 40.57732, -73.97112 ...\n",
       "2          2         900  MULTIPOLYGON (((-73.99833 40.62538, -73.99361 ...\n",
       "3          3         900  MULTIPOLYGON (((-74.03764 40.63448, -74.03738 ...\n",
       "4          4         900  MULTIPOLYGON (((-74.00519 40.59792, -74.00391 ..."
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.data.services import Isolines\n",
    "\n",
    "isochrones_gdf, _ = Isolines().isochrones(stores_gdf, [15*60], mode='walk')\n",
    "isochrones_gdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe\n",
       "  frameborder=\"0\"\n",
       "  style=\"\n",
       "    border: 1px solid #cfcfcf;\n",
       "    width: 100%;\n",
       "    height: 632px;\n",
       "    \"\n",
       "  srcDoc=\"\n",
       "  <!DOCTYPE html>\n",
       "<html lang=&quot;en&quot;>\n",
       "<head>\n",
       "  <title>None</title>\n",
       "  <meta name=&quot;description&quot; content=&quot;None&quot;>\n",
       "  <meta name=&quot;viewport&quot; content=&quot;width=device-width, initial-scale=1.0&quot;>\n",
       "  <meta charset=&quot;UTF-8&quot;>\n",
       "  <!-- Include CARTO VL JS -->\n",
       "  <script src=&quot;https://libs.cartocdn.com/carto-vl/v1.4/carto-vl.min.js&quot;></script>\n",
       "  <!-- Include Mapbox GL JS -->\n",
       "  <script src=&quot;https://api.tiles.mapbox.com/mapbox-gl-js/v1.0.0/mapbox-gl.js&quot;></script>\n",
       "  <!-- Include Mapbox GL CSS -->\n",
       "  <link href=&quot;https://api.tiles.mapbox.com/mapbox-gl-js/v1.0.0/mapbox-gl.css&quot; rel=&quot;stylesheet&quot; />\n",
       "\n",
       "  <!-- Include Airship -->\n",
       "  <script nomodule=&quot;&quot; src=&quot;https://libs.cartocdn.com/airship-components/v2.3/airship.js&quot;></script>\n",
       "  <script type=&quot;module&quot; src=&quot;https://libs.cartocdn.com/airship-components/v2.3/airship/airship.esm.js&quot;></script>\n",
       "  <script src=&quot;https://libs.cartocdn.com/airship-bridge/v2.3/asbridge.min.js&quot;></script>\n",
       "  <link href=&quot;https://libs.cartocdn.com/airship-style/v2.3/airship.min.css&quot; rel=&quot;stylesheet&quot;>\n",
       "  <link href=&quot;https://libs.cartocdn.com/airship-icons/v2.3/icons.css&quot; rel=&quot;stylesheet&quot;>\n",
       "\n",
       "  <link href=&quot;https://fonts.googleapis.com/css?family=Roboto&quot; rel=&quot;stylesheet&quot; type=&quot;text/css&quot;>\n",
       "\n",
       "  <!-- External libraries -->\n",
       "\n",
       "  <!-- pako -->\n",
       "  <script src=&quot;https://libs.cartocdn.com/cartoframes/dependencies/pako_inflate.min.js&quot;></script>\n",
       "  \n",
       "  <!-- html2canvas -->\n",
       "  \n",
       "\n",
       "  \n",
       "  <style>\n",
       "  body {\n",
       "    margin: 0;\n",
       "    padding: 0;\n",
       "  }\n",
       "\n",
       "  aside.as-sidebar {\n",
       "    min-width: 300px;\n",
       "  }\n",
       "\n",
       "  .map-image {\n",
       "    display: none;\n",
       "    max-width: 100%;\n",
       "    height: auto;\n",
       "  }\n",
       "\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 class=&quot;as-map-panels&quot; data-name=&quot;Legends&quot;>\n",
       "            <div class=&quot;as-panel as-panel--vertical as-panel--left as-panel--top&quot;>\n",
       "              \n",
       "\n",
       "<div class=&quot;as-panel__element&quot; id=&quot;legends&quot;>\n",
       "  <as-layer-selector id=&quot;layer-selector&quot;>\n",
       "    \n",
       "      \n",
       "        \n",
       "        \n",
       "        <div slot=&quot;as-checkbox-layer-0-slot&quot;>\n",
       "          \n",
       "            \n",
       "              <as-legend\n",
       "                heading=&quot;Annual Revenue ($)&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",
       "              </as-legend>\n",
       "            \n",
       "          \n",
       "        </div>\n",
       "      \n",
       "    \n",
       "      \n",
       "    \n",
       "  </as-layer-selector>\n",
       "</div>\n",
       "            </div> <!-- as-panel -->\n",
       "          </div> <!-- as-map-panels -->\n",
       "        \n",
       "      </div> <!-- as-map-area -->\n",
       "    </main> <!-- as-main -->\n",
       "  </as-responsive-content>\n",
       "\n",
       "  \n",
       "\n",
       "  <div id=&quot;error-container&quot; class=&quot;error&quot;>\n",
       "  <section class=&quot;error-section&quot;>\n",
       "    <span class=&quot;errors&quot; id=&quot;error-name&quot;></span>:\n",
       "    <section id=&quot;error-content&quot;>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-type&quot;></span>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-message&quot;></span>\n",
       "    </section>\n",
       "  </section>\n",
       "\n",
       "  <details class=&quot;error-details&quot;>\n",
       "    <summary>StackTrace</summary>\n",
       "    <ul id=&quot;error-stacktrace&quot;></ul>\n",
       "  </details>\n",
       "</div>\n",
       "</body>\n",
       "\n",
       "<script>\n",
       "  var init = (function () {\n",
       "  'use strict';\n",
       "\n",
       "  const BASEMAPS = {\n",
       "    DarkMatter: carto.basemaps.darkmatter,\n",
       "    Voyager: carto.basemaps.voyager,\n",
       "    Positron: carto.basemaps.positron\n",
       "  };\n",
       "\n",
       "  const attributionControl = new mapboxgl.AttributionControl({\n",
       "    compact: false\n",
       "  });\n",
       "\n",
       "  const FIT_BOUNDS_SETTINGS = { animate: false, padding: 50, maxZoom: 16 };\n",
       "\n",
       "  /** From https://github.com/errwischt/stacktrace-parser/blob/master/src/stack-trace-parser.js */\n",
       "\n",
       "  /**\n",
       "   * This parses the different stack traces and puts them into one format\n",
       "   * This borrows heavily from TraceKit (https://github.com/csnover/TraceKit)\n",
       "   */\n",
       "\n",
       "  const UNKNOWN_FUNCTION = '<unknown>';\n",
       "  const chromeRe = /^\\s*at (.*?) ?\\(((?:file|https?|blob|chrome-extension|native|eval|webpack|<anonymous>|\\/).*?)(?::(\\d+))?(?::(\\d+))?\\)?\\s*$/i;\n",
       "  const chromeEvalRe = /\\((\\S*)(?::(\\d+))(?::(\\d+))\\)/;\n",
       "  const winjsRe = /^\\s*at (?:((?:\\[object object\\])?.+) )?\\(?((?:file|ms-appx|https?|webpack|blob):.*?):(\\d+)(?::(\\d+))?\\)?\\s*$/i;\n",
       "  const geckoRe = /^\\s*(.*?)(?:\\((.*?)\\))?(?:^|@)((?:file|https?|blob|chrome|webpack|resource|\\[native).*?|[^@]*bundle)(?::(\\d+))?(?::(\\d+))?\\s*$/i;\n",
       "  const geckoEvalRe = /(\\S+) line (\\d+)(?: > eval line \\d+)* > eval/i;\n",
       "\n",
       "  function parse(stackString) {\n",
       "    const lines = stackString.split('\\n');\n",
       "\n",
       "    return lines.reduce((stack, line) => {\n",
       "      const parseResult =\n",
       "        parseChrome(line) ||\n",
       "        parseWinjs(line) ||\n",
       "        parseGecko(line);\n",
       "\n",
       "      if (parseResult) {\n",
       "        stack.push(parseResult);\n",
       "      }\n",
       "\n",
       "      return stack;\n",
       "    }, []);\n",
       "  }\n",
       "\n",
       "  function parseChrome(line) {\n",
       "    const parts = chromeRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    const isNative = parts[2] && parts[2].indexOf('native') === 0; // start of line\n",
       "    const isEval = parts[2] && parts[2].indexOf('eval') === 0; // start of line\n",
       "\n",
       "    const submatch = chromeEvalRe.exec(parts[2]);\n",
       "    if (isEval && submatch != null) {\n",
       "      // throw out eval line/column and use top-most line/column number\n",
       "      parts[2] = submatch[1]; // url\n",
       "      parts[3] = submatch[2]; // line\n",
       "      parts[4] = submatch[3]; // column\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: !isNative ? parts[2] : null,\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: isNative ? [parts[2]] : [],\n",
       "      lineNumber: parts[3] ? +parts[3] : null,\n",
       "      column: parts[4] ? +parts[4] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function parseWinjs(line) {\n",
       "    const parts = winjsRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: parts[2],\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: [],\n",
       "      lineNumber: +parts[3],\n",
       "      column: parts[4] ? +parts[4] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function parseGecko(line) {\n",
       "    const parts = geckoRe.exec(line);\n",
       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
       "    }\n",
       "\n",
       "    const isEval = parts[3] && parts[3].indexOf(' > eval') > -1;\n",
       "\n",
       "    const submatch = geckoEvalRe.exec(parts[3]);\n",
       "    if (isEval && submatch != null) {\n",
       "      // throw out eval line/column and use top-most line number\n",
       "      parts[3] = submatch[1];\n",
       "      parts[4] = submatch[2];\n",
       "      parts[5] = null; // no column when eval\n",
       "    }\n",
       "\n",
       "    return {\n",
       "      file: parts[3],\n",
       "      methodName: parts[1] || UNKNOWN_FUNCTION,\n",
       "      arguments: parts[2] ? parts[2].split(',') : [],\n",
       "      lineNumber: parts[4] ? +parts[4] : null,\n",
       "      column: parts[5] ? +parts[5] : null,\n",
       "    };\n",
       "  }\n",
       "\n",
       "  function displayError(e) {\n",
       "    const error$ = document.getElementById('error-container');\n",
       "    const errors$ = error$.getElementsByClassName('errors');\n",
       "    const stacktrace$ = document.getElementById('error-stacktrace');\n",
       "\n",
       "    errors$[0].innerHTML = e.name;\n",
       "    errors$[1].innerHTML = e.type;\n",
       "    errors$[2].innerHTML = e.message.replace(e.type, '');\n",
       "\n",
       "    error$.style.visibility = 'visible';\n",
       "\n",
       "    const stack = parse(e.stack);\n",
       "    const list = stack.map(item => {\n",
       "      return `<li>\n",
       "      at <span class=&quot;stacktrace-method&quot;>${item.methodName}:</span>\n",
       "      (${item.file}:${item.lineNumber}:${item.column})\n",
       "    </li>`;\n",
       "    });\n",
       "\n",
       "    stacktrace$.innerHTML = list.join('\\n');\n",
       "  }\n",
       "\n",
       "  // 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 = [[-74.043045, 40.5738831], [-73.8638306, 40.6988525]];\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;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;#826DBA\\&quot;)\\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;: []}, {&quot;credentials&quot;: null, &quot;data&quot;: &quot;H4sIAMmfXWAC/5XTTWvDMAwG4P/ic2asD0t2r4Wddx89lNYbgS4pWTooJf99TppDetRVyHnQK+Xhxvu1uJ17L8fxNpR9f7mU09j2nWvc17P263afD9eea1eo1dcHtXAd+msZxnZufLih/JXuVjuAEAIHr4pT475L/1PG4T63rF/46NturO9PfT+c2+44LtKbks9RWZr6VhQCHqapWX2w+CgppOAZktkXQJz9qJpl46PJ5wREXnI2+ylrWuaHzLzxyeJDihqwZig2n31AjQtP+BI/m3hOjFrjBzMfQl7Gj7ne0MaPNp+DiBeJ5vgzCizzp8R544vFD/X8E9UszetPGuCZfySIG18Nfsa6ffVEaF8/EdB6fqgbPxl8laiZPAvYr5/j8vdJfpk+W3TOCOIJkp3npLheP87+YfoHPW7k4CYFAAA=&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;vabf72c&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;}, &quot;event&quot;: &quot;hover&quot;}], &quot;legends&quot;: [{&quot;ascending&quot;: false, &quot;description&quot;: &quot;&quot;, &quot;dynamic&quot;: true, &quot;footer&quot;: &quot;&quot;, &quot;format&quot;: null, &quot;prop&quot;: &quot;width&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&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;H4sIAMmfXWAC/5XTTWvDMAwG4P/ic2asD0t2r4Wddx89lNYbgS4pWTooJf99TppDetRVyHnQK+Xhxvu1uJ17L8fxNpR9f7mU09j2nWvc17P263afD9eea1eo1dcHtXAd+msZxnZufLih/JXuVjuAEAIHr4pT475L/1PG4T63rF/46NturO9PfT+c2+44LtKbks9RWZr6VhQCHqapWX2w+CgppOAZktkXQJz9qJpl46PJ5wREXnI2+ylrWuaHzLzxyeJDihqwZig2n31AjQtP+BI/m3hOjFrjBzMfQl7Gj7ne0MaPNp+DiBeJ5vgzCizzp8R544vFD/X8E9UszetPGuCZfySIG18Nfsa6ffVEaF8/EdB6fqgbPxl8laiZPAvYr5/j8vdJfpk+W3TOCOIJkp3npLheP87+YfoHPW7k4CYFAAA=&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@vabf72c: prop(\\u0027revenue\\u0027)\\n@size_value: ramp(linear(prop(\\u0027revenue\\u0027), globalMIN(prop(\\u0027revenue\\u0027)), globalMAX(prop(\\u0027revenue\\u0027))), [10, 40])\\ncolor: opacity(#FFB927, 0.8)\\nfilter: 1\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(sqrt(prop(\\u0027revenue\\u0027)), sqrt(globalMIN(prop(\\u0027revenue\\u0027))), sqrt(globalMAX(prop(\\u0027revenue\\u0027)))), [10, 40])\\n&quot;, &quot;widgets&quot;: []}];\n",
       "    const mapboxtoken = '';\n",
       "    const show_info = 'None' === 'true';\n",
       "\n",
       "    init({\n",
       "      basecolor,\n",
       "      basemap,\n",
       "      bounds,\n",
       "      camera,\n",
       "      has_legends,\n",
       "      is_static,\n",
       "      layer_selector,\n",
       "      layers,\n",
       "      mapboxtoken,\n",
       "      show_info\n",
       "    });\n",
       "});\n",
       "</script>\n",
       "</html>\n",
       "\">\n",
       "\n",
       "</iframe>"
      ],
      "text/plain": [
       "<cartoframes.viz.map.Map at 0x7f3568228820>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stores_map = Map([\n",
    "    Layer(isochrones_gdf),\n",
    "    Layer(stores_gdf, size_continuous_style('revenue', size_range=[10,40]), title='Annual Revenue ($)')\n",
    "])\n",
    "\n",
    "stores_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There they are! To learn more about creating isochrones and isodistances check out the [Data Services guide](/developers/cartoframes/guides/Data-Services).\n",
    "\n",
    "> Note: You will see how to publish a map in the last section. If you already want to publish this map, you can do it by calling `stores_map.publish('starbucks_isochrones', password=None)`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Enrich your data\n",
    "\n",
    "Now that you have the area of influence calculated for each store, let's take a look at how to augment the result with population information to help better understand a store's average revenue per person.\n",
    "\n",
    "> Note: To be able to use the Enrichment functions you need an Enterprise CARTO account with Data Observatory 2.0 enabled. Please contact your Customer Success Manager or contact us at [sales@carto.com](mailto:sales@carto.com) for more information.\n",
    "\n",
    "\n",
    "First, let's find the demographic variable we need. We will use the `Catalog` class that can be filtered by country and category. In our case, we have to look for USA demographics datasets. Let's see which public ones are available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You can find more entities with the Global country filter. To apply that filter run:\n",
      "\tCatalog().country('glo')\n"
     ]
    },
    {
     "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>slug</th>\n",
       "      <th>name</th>\n",
       "      <th>description</th>\n",
       "      <th>category_id</th>\n",
       "      <th>country_id</th>\n",
       "      <th>data_source_id</th>\n",
       "      <th>provider_id</th>\n",
       "      <th>geography_name</th>\n",
       "      <th>geography_description</th>\n",
       "      <th>temporal_aggregation</th>\n",
       "      <th>time_coverage</th>\n",
       "      <th>update_frequency</th>\n",
       "      <th>is_public_data</th>\n",
       "      <th>lang</th>\n",
       "      <th>version</th>\n",
       "      <th>category_name</th>\n",
       "      <th>provider_name</th>\n",
       "      <th>geography_id</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wp_population_704f6b75</td>\n",
       "      <td>Population Mosaics - United States of America ...</td>\n",
       "      <td>Mosaiced 1km resolution global datasets. The m...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>population</td>\n",
       "      <td>worldpop</td>\n",
       "      <td>Grid 1km - United States of America</td>\n",
       "      <td>Global grid at aprox. 1-kilometer resolution (...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2020-01-01, 2021-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2020</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>WorldPop</td>\n",
       "      <td>carto-do-public-data.worldpop.geography_usa_gr...</td>\n",
       "      <td>carto-do-public-data.worldpop.demographics_pop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>wp_population_22be8012</td>\n",
       "      <td>Population Mosaics - United States of America ...</td>\n",
       "      <td>Mosaiced 1km resolution global datasets. The m...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>population</td>\n",
       "      <td>worldpop</td>\n",
       "      <td>Grid 1km - United States of America</td>\n",
       "      <td>Global grid at aprox. 1-kilometer resolution (...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2019-01-01, 2020-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2019</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>WorldPop</td>\n",
       "      <td>carto-do-public-data.worldpop.geography_usa_gr...</td>\n",
       "      <td>carto-do-public-data.worldpop.demographics_pop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>wp_population_55b9b084</td>\n",
       "      <td>Population Mosaics - United States of America ...</td>\n",
       "      <td>Mosaiced 1km resolution global datasets. The m...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>population</td>\n",
       "      <td>worldpop</td>\n",
       "      <td>Grid 1km - United States of America</td>\n",
       "      <td>Global grid at aprox. 1-kilometer resolution (...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2018-01-01, 2019-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2018</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>WorldPop</td>\n",
       "      <td>carto-do-public-data.worldpop.geography_usa_gr...</td>\n",
       "      <td>carto-do-public-data.worldpop.demographics_pop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>wp_population_c506ad15</td>\n",
       "      <td>Population Mosaics - United States of America ...</td>\n",
       "      <td>Mosaiced 1km resolution global datasets. The m...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>population</td>\n",
       "      <td>worldpop</td>\n",
       "      <td>Grid 1km - United States of America</td>\n",
       "      <td>Global grid at aprox. 1-kilometer resolution (...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2017-01-01, 2018-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2017</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>WorldPop</td>\n",
       "      <td>carto-do-public-data.worldpop.geography_usa_gr...</td>\n",
       "      <td>carto-do-public-data.worldpop.demographics_pop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>wp_population_b2019d83</td>\n",
       "      <td>Population Mosaics - United States of America ...</td>\n",
       "      <td>Mosaiced 1km resolution global datasets. The m...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>population</td>\n",
       "      <td>worldpop</td>\n",
       "      <td>Grid 1km - United States of America</td>\n",
       "      <td>Global grid at aprox. 1-kilometer resolution (...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2016-01-01, 2017-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2016</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>WorldPop</td>\n",
       "      <td>carto-do-public-data.worldpop.geography_usa_gr...</td>\n",
       "      <td>carto-do-public-data.worldpop.demographics_pop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>acs_sociodemogr_bd7ed0dc</td>\n",
       "      <td>Sociodemographics - United States of America (...</td>\n",
       "      <td>The American Community Survey (ACS) is an ongo...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>sociodemographics</td>\n",
       "      <td>usa_acs</td>\n",
       "      <td>Public Use Microdata Area - United States of A...</td>\n",
       "      <td>Shoreline clipped TIGER/Line boundaries. More ...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2016-01-01, 2017-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2016</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>American Community Survey</td>\n",
       "      <td>carto-do-public-data.carto.geography_usa_puma_...</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>acs_sociodemogr_8e66b3d3</td>\n",
       "      <td>Sociodemographics - United States of America (...</td>\n",
       "      <td>The American Community Survey (ACS) is an ongo...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>sociodemographics</td>\n",
       "      <td>usa_acs</td>\n",
       "      <td>Census Place - United States of America (2019)</td>\n",
       "      <td>Shoreline clipped TIGER/Line boundaries. More ...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2011-01-01, 2012-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2011</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>American Community Survey</td>\n",
       "      <td>carto-do-public-data.carto.geography_usa_place...</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>acs_sociodemogr_6347604c</td>\n",
       "      <td>Sociodemographics - United States of America (...</td>\n",
       "      <td>The American Community Survey (ACS) is an ongo...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>sociodemographics</td>\n",
       "      <td>usa_acs</td>\n",
       "      <td>Public Use Microdata Area - United States of A...</td>\n",
       "      <td>Shoreline clipped TIGER/Line boundaries. More ...</td>\n",
       "      <td>3yrs</td>\n",
       "      <td>[2009-01-01, 2012-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>20092011</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>American Community Survey</td>\n",
       "      <td>carto-do-public-data.carto.geography_usa_puma_...</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>acs_sociodemogr_231a457f</td>\n",
       "      <td>Sociodemographics - United States of America (...</td>\n",
       "      <td>The American Community Survey (ACS) is an ongo...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>sociodemographics</td>\n",
       "      <td>usa_acs</td>\n",
       "      <td>Public Use Microdata Area - United States of A...</td>\n",
       "      <td>Shoreline clipped TIGER/Line boundaries. More ...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2011-01-01, 2012-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2011</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>American Community Survey</td>\n",
       "      <td>carto-do-public-data.carto.geography_usa_puma_...</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>acs_sociodemogr_cd142453</td>\n",
       "      <td>Sociodemographics - United States of America (...</td>\n",
       "      <td>The American Community Survey (ACS) is an ongo...</td>\n",
       "      <td>demographics</td>\n",
       "      <td>usa</td>\n",
       "      <td>sociodemographics</td>\n",
       "      <td>usa_acs</td>\n",
       "      <td>Public Use Microdata Area - United States of A...</td>\n",
       "      <td>Shoreline clipped TIGER/Line boundaries. More ...</td>\n",
       "      <td>yearly</td>\n",
       "      <td>[2013-01-01, 2014-01-01)</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>eng</td>\n",
       "      <td>2013</td>\n",
       "      <td>Demographics</td>\n",
       "      <td>American Community Survey</td>\n",
       "      <td>carto-do-public-data.carto.geography_usa_puma_...</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>440 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         slug  \\\n",
       "4      wp_population_704f6b75   \n",
       "5      wp_population_22be8012   \n",
       "6      wp_population_55b9b084   \n",
       "7      wp_population_c506ad15   \n",
       "8      wp_population_b2019d83   \n",
       "..                        ...   \n",
       "527  acs_sociodemogr_bd7ed0dc   \n",
       "530  acs_sociodemogr_8e66b3d3   \n",
       "532  acs_sociodemogr_6347604c   \n",
       "533  acs_sociodemogr_231a457f   \n",
       "534  acs_sociodemogr_cd142453   \n",
       "\n",
       "                                                  name  \\\n",
       "4    Population Mosaics - United States of America ...   \n",
       "5    Population Mosaics - United States of America ...   \n",
       "6    Population Mosaics - United States of America ...   \n",
       "7    Population Mosaics - United States of America ...   \n",
       "8    Population Mosaics - United States of America ...   \n",
       "..                                                 ...   \n",
       "527  Sociodemographics - United States of America (...   \n",
       "530  Sociodemographics - United States of America (...   \n",
       "532  Sociodemographics - United States of America (...   \n",
       "533  Sociodemographics - United States of America (...   \n",
       "534  Sociodemographics - United States of America (...   \n",
       "\n",
       "                                           description   category_id  \\\n",
       "4    Mosaiced 1km resolution global datasets. The m...  demographics   \n",
       "5    Mosaiced 1km resolution global datasets. The m...  demographics   \n",
       "6    Mosaiced 1km resolution global datasets. The m...  demographics   \n",
       "7    Mosaiced 1km resolution global datasets. The m...  demographics   \n",
       "8    Mosaiced 1km resolution global datasets. The m...  demographics   \n",
       "..                                                 ...           ...   \n",
       "527  The American Community Survey (ACS) is an ongo...  demographics   \n",
       "530  The American Community Survey (ACS) is an ongo...  demographics   \n",
       "532  The American Community Survey (ACS) is an ongo...  demographics   \n",
       "533  The American Community Survey (ACS) is an ongo...  demographics   \n",
       "534  The American Community Survey (ACS) is an ongo...  demographics   \n",
       "\n",
       "    country_id     data_source_id provider_id  \\\n",
       "4          usa         population    worldpop   \n",
       "5          usa         population    worldpop   \n",
       "6          usa         population    worldpop   \n",
       "7          usa         population    worldpop   \n",
       "8          usa         population    worldpop   \n",
       "..         ...                ...         ...   \n",
       "527        usa  sociodemographics     usa_acs   \n",
       "530        usa  sociodemographics     usa_acs   \n",
       "532        usa  sociodemographics     usa_acs   \n",
       "533        usa  sociodemographics     usa_acs   \n",
       "534        usa  sociodemographics     usa_acs   \n",
       "\n",
       "                                        geography_name  \\\n",
       "4                  Grid 1km - United States of America   \n",
       "5                  Grid 1km - United States of America   \n",
       "6                  Grid 1km - United States of America   \n",
       "7                  Grid 1km - United States of America   \n",
       "8                  Grid 1km - United States of America   \n",
       "..                                                 ...   \n",
       "527  Public Use Microdata Area - United States of A...   \n",
       "530     Census Place - United States of America (2019)   \n",
       "532  Public Use Microdata Area - United States of A...   \n",
       "533  Public Use Microdata Area - United States of A...   \n",
       "534  Public Use Microdata Area - United States of A...   \n",
       "\n",
       "                                 geography_description temporal_aggregation  \\\n",
       "4    Global grid at aprox. 1-kilometer resolution (...               yearly   \n",
       "5    Global grid at aprox. 1-kilometer resolution (...               yearly   \n",
       "6    Global grid at aprox. 1-kilometer resolution (...               yearly   \n",
       "7    Global grid at aprox. 1-kilometer resolution (...               yearly   \n",
       "8    Global grid at aprox. 1-kilometer resolution (...               yearly   \n",
       "..                                                 ...                  ...   \n",
       "527  Shoreline clipped TIGER/Line boundaries. More ...               yearly   \n",
       "530  Shoreline clipped TIGER/Line boundaries. More ...               yearly   \n",
       "532  Shoreline clipped TIGER/Line boundaries. More ...                 3yrs   \n",
       "533  Shoreline clipped TIGER/Line boundaries. More ...               yearly   \n",
       "534  Shoreline clipped TIGER/Line boundaries. More ...               yearly   \n",
       "\n",
       "                time_coverage update_frequency  is_public_data lang   version  \\\n",
       "4    [2020-01-01, 2021-01-01)             None            True  eng      2020   \n",
       "5    [2019-01-01, 2020-01-01)             None            True  eng      2019   \n",
       "6    [2018-01-01, 2019-01-01)             None            True  eng      2018   \n",
       "7    [2017-01-01, 2018-01-01)             None            True  eng      2017   \n",
       "8    [2016-01-01, 2017-01-01)             None            True  eng      2016   \n",
       "..                        ...              ...             ...  ...       ...   \n",
       "527  [2016-01-01, 2017-01-01)             None            True  eng      2016   \n",
       "530  [2011-01-01, 2012-01-01)             None            True  eng      2011   \n",
       "532  [2009-01-01, 2012-01-01)             None            True  eng  20092011   \n",
       "533  [2011-01-01, 2012-01-01)             None            True  eng      2011   \n",
       "534  [2013-01-01, 2014-01-01)             None            True  eng      2013   \n",
       "\n",
       "    category_name              provider_name  \\\n",
       "4    Demographics                   WorldPop   \n",
       "5    Demographics                   WorldPop   \n",
       "6    Demographics                   WorldPop   \n",
       "7    Demographics                   WorldPop   \n",
       "8    Demographics                   WorldPop   \n",
       "..            ...                        ...   \n",
       "527  Demographics  American Community Survey   \n",
       "530  Demographics  American Community Survey   \n",
       "532  Demographics  American Community Survey   \n",
       "533  Demographics  American Community Survey   \n",
       "534  Demographics  American Community Survey   \n",
       "\n",
       "                                          geography_id  \\\n",
       "4    carto-do-public-data.worldpop.geography_usa_gr...   \n",
       "5    carto-do-public-data.worldpop.geography_usa_gr...   \n",
       "6    carto-do-public-data.worldpop.geography_usa_gr...   \n",
       "7    carto-do-public-data.worldpop.geography_usa_gr...   \n",
       "8    carto-do-public-data.worldpop.geography_usa_gr...   \n",
       "..                                                 ...   \n",
       "527  carto-do-public-data.carto.geography_usa_puma_...   \n",
       "530  carto-do-public-data.carto.geography_usa_place...   \n",
       "532  carto-do-public-data.carto.geography_usa_puma_...   \n",
       "533  carto-do-public-data.carto.geography_usa_puma_...   \n",
       "534  carto-do-public-data.carto.geography_usa_puma_...   \n",
       "\n",
       "                                                    id  \n",
       "4    carto-do-public-data.worldpop.demographics_pop...  \n",
       "5    carto-do-public-data.worldpop.demographics_pop...  \n",
       "6    carto-do-public-data.worldpop.demographics_pop...  \n",
       "7    carto-do-public-data.worldpop.demographics_pop...  \n",
       "8    carto-do-public-data.worldpop.demographics_pop...  \n",
       "..                                                 ...  \n",
       "527  carto-do-public-data.usa_acs.demographics_soci...  \n",
       "530  carto-do-public-data.usa_acs.demographics_soci...  \n",
       "532  carto-do-public-data.usa_acs.demographics_soci...  \n",
       "533  carto-do-public-data.usa_acs.demographics_soci...  \n",
       "534  carto-do-public-data.usa_acs.demographics_soci...  \n",
       "\n",
       "[440 rows x 19 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.data.observatory import Catalog\n",
    "\n",
    "datasets_df = Catalog().country('usa').category('demographics').datasets.to_dataframe()\n",
    "datasets_df[datasets_df['is_public_data'] == True]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nice! Let's take the first one (`acs_sociodemogr_b758e778`) that has aggregated data from 2013 to 2018 and check which of its variables have data about the total population."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>slug</th>\n",
       "      <th>name</th>\n",
       "      <th>description</th>\n",
       "      <th>db_type</th>\n",
       "      <th>agg_method</th>\n",
       "      <th>column_name</th>\n",
       "      <th>variable_group_id</th>\n",
       "      <th>dataset_id</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>total_pop_3cf008b3</td>\n",
       "      <td>Total Population</td>\n",
       "      <td>Total Population. The total number of all peop...</td>\n",
       "      <td>FLOAT</td>\n",
       "      <td>SUM</td>\n",
       "      <td>total_pop</td>\n",
       "      <td>None</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>income_per_capi_8a9352e0</td>\n",
       "      <td>Income per capita</td>\n",
       "      <td>Per Capita Income in the past 12 Months. Per c...</td>\n",
       "      <td>FLOAT</td>\n",
       "      <td>AVG</td>\n",
       "      <td>income_per_capita</td>\n",
       "      <td>None</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "      <td>carto-do-public-data.usa_acs.demographics_soci...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        slug               name  \\\n",
       "2         total_pop_3cf008b3   Total Population   \n",
       "68  income_per_capi_8a9352e0  Income per capita   \n",
       "\n",
       "                                          description db_type agg_method  \\\n",
       "2   Total Population. The total number of all peop...   FLOAT        SUM   \n",
       "68  Per Capita Income in the past 12 Months. Per c...   FLOAT        AVG   \n",
       "\n",
       "          column_name variable_group_id  \\\n",
       "2           total_pop              None   \n",
       "68  income_per_capita              None   \n",
       "\n",
       "                                           dataset_id  \\\n",
       "2   carto-do-public-data.usa_acs.demographics_soci...   \n",
       "68  carto-do-public-data.usa_acs.demographics_soci...   \n",
       "\n",
       "                                                   id  \n",
       "2   carto-do-public-data.usa_acs.demographics_soci...  \n",
       "68  carto-do-public-data.usa_acs.demographics_soci...  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.data.observatory import Dataset\n",
    "\n",
    "dataset = Dataset.get('acs_sociodemogr_b758e778')\n",
    "variables_df = dataset.variables.to_dataframe()\n",
    "variables_df[variables_df['description'].str.contains('total population', case=False, na=False)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the variable that contains the total population is the one with the slug `total_pop_3cf008b3`. Now we are ready to enrich our areas of influence with that variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>source_id</th>\n",
       "      <th>data_range</th>\n",
       "      <th>the_geom</th>\n",
       "      <th>total_pop</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-73.96811 40.67413, -73.96751 ...</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>900</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-73.99833 40.62538, -73.99361 ...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-74.03764 40.63448, -74.03738 ...</td>\n",
       "      <td>35688.646046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>900</td>\n",
       "      <td>MULTIPOLYGON (((-74.00519 40.59792, -74.00391 ...</td>\n",
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      ],
      "text/plain": [
       "   source_id  data_range                                           the_geom  \\\n",
       "0          0         900  MULTIPOLYGON (((-73.96811 40.67413, -73.96751 ...   \n",
       "1          1         900  MULTIPOLYGON (((-73.97155 40.57732, -73.97112 ...   \n",
       "2          2         900  MULTIPOLYGON (((-73.99833 40.62538, -73.99361 ...   \n",
       "3          3         900  MULTIPOLYGON (((-74.03764 40.63448, -74.03738 ...   \n",
       "4          4         900  MULTIPOLYGON (((-74.00519 40.59792, -74.00391 ...   \n",
       "\n",
       "      total_pop  \n",
       "0  48519.041439  \n",
       "1  36530.582806  \n",
       "2  38136.981680  \n",
       "3  35688.646046  \n",
       "4   9609.119706  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.data.observatory import Variable\n",
    "from cartoframes.data.observatory import Enrichment\n",
    "\n",
    "variable = Variable.get('total_pop_3cf008b3')\n",
    "\n",
    "isochrones_gdf = Enrichment().enrich_polygons(isochrones_gdf, [variable])\n",
    "isochrones_gdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great! Let's see the result on a map:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "      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 = [[-74.043045, 40.5738831], [-73.8638306, 40.6988525]];\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;v18db55&quot;, &quot;title&quot;: &quot;Total Population&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;color&quot;, &quot;title&quot;: &quot;Total Population&quot;, &quot;type&quot;: &quot;color-continuous&quot;, &quot;variable&quot;: null}], &quot;map_index&quot;: 0, &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;source&quot;: &quot;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&quot;, &quot;title&quot;: &quot;Total Population&quot;, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@v18db55: prop(\\u0027total_pop\\u0027)\\ncolor: opacity(ramp(linear(prop(\\u0027total_pop\\u0027), globalMIN(prop(\\u0027total_pop\\u0027)), globalMAX(prop(\\u0027total_pop\\u0027))), bluyl), 0.9)\\nfilter: 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;: []}, {&quot;credentials&quot;: null, &quot;data&quot;: &quot;H4sIAOKfXWAC/5XTTWvDMAwG4P/ic2asD0t2r4Wddx89lNYbgS4pWTooJf99TppDetRVyHnQK+Xhxvu1uJ17L8fxNpR9f7mU09j2nWvc17P263afD9eea1eo1dcHtXAd+msZxnZufLih/JXuVjuAEAIHr4pT475L/1PG4T63rF/46NturO9PfT+c2+44LtKbks9RWZr6VhQCHqapWX2w+CgppOAZktkXQJz9qJpl46PJ5wREXnI2+ylrWuaHzLzxyeJDihqwZig2n31AjQtP+BI/m3hOjFrjBzMfQl7Gj7ne0MaPNp+DiBeJ5vgzCizzp8R544vFD/X8E9UszetPGuCZfySIG18Nfsa6ffVEaF8/EdB6fqgbPxl8laiZPAvYr5/j8vdJfpk+W3TOCOIJkp3npLheP87+YfoHPW7k4CYFAAA=&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;vabf72c&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;}, &quot;event&quot;: &quot;hover&quot;}], &quot;legends&quot;: [{&quot;ascending&quot;: false, &quot;description&quot;: &quot;&quot;, &quot;dynamic&quot;: true, &quot;footer&quot;: &quot;&quot;, &quot;format&quot;: null, &quot;prop&quot;: &quot;width&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&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;H4sIAOKfXWAC/5XTTWvDMAwG4P/ic2asD0t2r4Wddx89lNYbgS4pWTooJf99TppDetRVyHnQK+Xhxvu1uJ17L8fxNpR9f7mU09j2nWvc17P263afD9eea1eo1dcHtXAd+msZxnZufLih/JXuVjuAEAIHr4pT475L/1PG4T63rF/46NturO9PfT+c2+44LtKbks9RWZr6VhQCHqapWX2w+CgppOAZktkXQJz9qJpl46PJ5wREXnI2+ylrWuaHzLzxyeJDihqwZig2n31AjQtP+BI/m3hOjFrjBzMfQl7Gj7ne0MaPNp+DiBeJ5vgzCizzp8R544vFD/X8E9UszetPGuCZfySIG18Nfsa6ffVEaF8/EdB6fqgbPxl8laiZPAvYr5/j8vdJfpk+W3TOCOIJkp3npLheP87+YfoHPW7k4CYFAAA=&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@vabf72c: prop(\\u0027revenue\\u0027)\\n@size_value: ramp(linear(prop(\\u0027revenue\\u0027), globalMIN(prop(\\u0027revenue\\u0027)), globalMAX(prop(\\u0027revenue\\u0027))), [10, 40])\\ncolor: opacity(#FFB927, 0.8)\\nfilter: 1\\nstrokeColor: opacity(#222,ramp(linear(zoom(),0,18),[0,0.6]))\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(sqrt(prop(\\u0027revenue\\u0027)), sqrt(globalMIN(prop(\\u0027revenue\\u0027))), sqrt(globalMAX(prop(\\u0027revenue\\u0027)))), [10, 40])\\n&quot;, &quot;widgets&quot;: []}];\n",
       "    const mapboxtoken = '';\n",
       "    const show_info = 'None' === 'true';\n",
       "\n",
       "    init({\n",
       "      basecolor,\n",
       "      basemap,\n",
       "      bounds,\n",
       "      camera,\n",
       "      has_legends,\n",
       "      is_static,\n",
       "      layer_selector,\n",
       "      layers,\n",
       "      mapboxtoken,\n",
       "      show_info\n",
       "    });\n",
       "});\n",
       "</script>\n",
       "</html>\n",
       "\">\n",
       "\n",
       "</iframe>"
      ],
      "text/plain": [
       "<cartoframes.viz.map.Map at 0x7f35682baf10>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes.viz import color_continuous_style\n",
    "\n",
    "Map([\n",
    "  Layer(isochrones_gdf, color_continuous_style('total_pop'), title='Total Population'),\n",
    "  Layer(stores_gdf, size_continuous_style('revenue', size_range=[10,40]), title='Annual Revenue ($)') \n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At this stage, we could say that the store on the right performs better than others because its area of influence is the one with the lowest population but the store is not the one with the lowest revenue. This insight will help us to focus on them in further analyses.\n",
    "\n",
    "To learn more about discovering and enriching your data with thousands of public and premium datasets, check out the [Data Observatory guide](/developers/cartoframes/guides/Data-Observatory)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Publish and share your results\n",
    "\n",
    "The final step of this workflow is to share this interactive map with your colleagues so they can explore the information on their own. Let's do it!\n",
    "\n",
    "First, let's add widgets to it so people are able to see some graphs of the information and filter it. To do this, we only have to add `default_widget=True` to the layers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  srcDoc=\"\n",
       "  <!DOCTYPE html>\n",
       "<html lang=&quot;en&quot;>\n",
       "<head>\n",
       "  <title>None</title>\n",
       "  <meta name=&quot;description&quot; content=&quot;None&quot;>\n",
       "  <meta name=&quot;viewport&quot; content=&quot;width=device-width, initial-scale=1.0&quot;>\n",
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       "  <script src=&quot;https://libs.cartocdn.com/carto-vl/v1.4/carto-vl.min.js&quot;></script>\n",
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       "\n",
       "  as-category-widget {\n",
       "    max-height: 250px;\n",
       "  }\n",
       "</style>\n",
       "</head>\n",
       "\n",
       "<body class=&quot;as-app-body as-app&quot;>\n",
       "  <img id=&quot;map-image&quot; class=&quot;map-image&quot; alt='Static map image' />\n",
       "  <as-responsive-content id=&quot;main-container&quot;>\n",
       "    \n",
       "      \n",
       "\n",
       "<aside class=&quot;as-sidebar as-sidebar--right&quot; id=&quot;widgets&quot; data-name=&quot;Widgets&quot;>\n",
       "  \n",
       "    \n",
       "      \n",
       "        \n",
       "          <div class=&quot;as-box&quot;>\n",
       "            <section class=&quot;as-body&quot;>\n",
       "    \n",
       "      <div>\n",
       "  <as-histogram-widget\n",
       "    id=&quot;layer0_widget0&quot;\n",
       "    description=&quot;&quot;\n",
       "    heading=&quot;Annual Revenue ($)&quot;>\n",
       "  </as-histogram-widget>\n",
       "  \n",
       "</div>\n",
       "    \n",
       "  </section>\n",
       "          </div>\n",
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       "  \n",
       "    \n",
       "      \n",
       "        \n",
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       "      <div>\n",
       "  <as-histogram-widget\n",
       "    id=&quot;layer1_widget0&quot;\n",
       "    description=&quot;&quot;\n",
       "    heading=&quot;Total Population&quot;>\n",
       "  </as-histogram-widget>\n",
       "  \n",
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       "    \n",
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       "          </div>\n",
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       "      <div class=&quot;as-map-area&quot;>\n",
       "        <div id=&quot;map&quot; class=&quot;map&quot;></div>\n",
       "        \n",
       "        \n",
       "          <div class=&quot;as-map-panels&quot; data-name=&quot;Legends&quot;>\n",
       "            <div class=&quot;as-panel as-panel--vertical as-panel--left as-panel--top&quot;>\n",
       "              \n",
       "\n",
       "<div class=&quot;as-panel__element&quot; id=&quot;legends&quot;>\n",
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       "    \n",
       "      \n",
       "        \n",
       "        \n",
       "        <div slot=&quot;as-checkbox-layer-0-slot&quot;>\n",
       "          \n",
       "            \n",
       "              <as-legend\n",
       "                heading=&quot;Annual Revenue ($)&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",
       "              </as-legend>\n",
       "            \n",
       "          \n",
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       "      \n",
       "    \n",
       "      \n",
       "        \n",
       "        \n",
       "        <div slot=&quot;as-checkbox-layer-1-slot&quot;>\n",
       "          \n",
       "            \n",
       "              <as-legend\n",
       "                heading=&quot;Total Population&quot;\n",
       "                description=&quot;&quot;>\n",
       "                <as-legend-color-continuous id=&quot;layer1_map0_legend0&quot; slot=&quot;legends&quot;></as-legend-color-continuous>\n",
       "                \n",
       "              </as-legend>\n",
       "            \n",
       "          \n",
       "        </div>\n",
       "      \n",
       "    \n",
       "  </as-layer-selector>\n",
       "</div>\n",
       "            </div> <!-- as-panel -->\n",
       "          </div> <!-- as-map-panels -->\n",
       "        \n",
       "      </div> <!-- as-map-area -->\n",
       "    </main> <!-- as-main -->\n",
       "  </as-responsive-content>\n",
       "\n",
       "  \n",
       "\n",
       "  <div id=&quot;error-container&quot; class=&quot;error&quot;>\n",
       "  <section class=&quot;error-section&quot;>\n",
       "    <span class=&quot;errors&quot; id=&quot;error-name&quot;></span>:\n",
       "    <section id=&quot;error-content&quot;>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-type&quot;></span>\n",
       "      <span class=&quot;errors&quot; id=&quot;error-message&quot;></span>\n",
       "    </section>\n",
       "  </section>\n",
       "\n",
       "  <details class=&quot;error-details&quot;>\n",
       "    <summary>StackTrace</summary>\n",
       "    <ul id=&quot;error-stacktrace&quot;></ul>\n",
       "  </details>\n",
       "</div>\n",
       "</body>\n",
       "\n",
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       "  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",
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       "  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",
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       "      }\n",
       "\n",
       "      return stack;\n",
       "    }, []);\n",
       "  }\n",
       "\n",
       "  function parseChrome(line) {\n",
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       "\n",
       "    if (!parts) {\n",
       "      return null;\n",
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       "\n",
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       "\n",
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       "    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",
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       "\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 = [[-74.043045, 40.5738831], [-73.8638306, 40.6988525]];\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;v18db55&quot;, &quot;title&quot;: &quot;Total Population&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;color&quot;, &quot;title&quot;: &quot;Total Population&quot;, &quot;type&quot;: &quot;color-continuous&quot;, &quot;variable&quot;: null}], &quot;map_index&quot;: 0, &quot;options&quot;: {&quot;dateColumns&quot;: []}, &quot;source&quot;: &quot;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&quot;, &quot;title&quot;: &quot;Total Population&quot;, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@v18db55: prop(\\u0027total_pop\\u0027)\\ncolor: opacity(ramp(linear(prop(\\u0027total_pop\\u0027), globalMIN(prop(\\u0027total_pop\\u0027)), globalMAX(prop(\\u0027total_pop\\u0027))), bluyl), 0.7)\\nfilter: 1\\nstrokeColor: opacity(#2c2c2c,ramp(linear(zoom(),2,18),[0.2,0.6]))\\nstrokeWidth: 0\\n&quot;, &quot;widgets&quot;: [{&quot;description&quot;: &quot;&quot;, &quot;footer&quot;: &quot;&quot;, &quot;has_bridge&quot;: true, &quot;options&quot;: {&quot;autoplay&quot;: true, &quot;buckets&quot;: 20, &quot;format&quot;: null, &quot;readOnly&quot;: false, &quot;weight&quot;: 1}, &quot;prop&quot;: &quot;&quot;, &quot;title&quot;: &quot;Total Population&quot;, &quot;type&quot;: &quot;histogram&quot;, &quot;value&quot;: &quot;total_pop&quot;, &quot;variable_name&quot;: &quot;v18db55&quot;}]}, {&quot;credentials&quot;: null, &quot;data&quot;: &quot;H4sIAOKfXWAC/5XTTWvDMAwG4P/ic2asD0t2r4Wddx89lNYbgS4pWTooJf99TppDetRVyHnQK+Xhxvu1uJ17L8fxNpR9f7mU09j2nWvc17P263afD9eea1eo1dcHtXAd+msZxnZufLih/JXuVjuAEAIHr4pT475L/1PG4T63rF/46NturO9PfT+c2+44LtKbks9RWZr6VhQCHqapWX2w+CgppOAZktkXQJz9qJpl46PJ5wREXnI2+ylrWuaHzLzxyeJDihqwZig2n31AjQtP+BI/m3hOjFrjBzMfQl7Gj7ne0MaPNp+DiBeJ5vgzCizzp8R544vFD/X8E9UszetPGuCZfySIG18Nfsa6ffVEaF8/EdB6fqgbPxl8laiZPAvYr5/j8vdJfpk+W3TOCOIJkp3npLheP87+YfoHPW7k4CYFAAA=&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;vabf72c&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;}, &quot;event&quot;: &quot;hover&quot;}], &quot;legends&quot;: [{&quot;ascending&quot;: false, &quot;description&quot;: &quot;&quot;, &quot;dynamic&quot;: true, &quot;footer&quot;: &quot;&quot;, &quot;format&quot;: null, &quot;prop&quot;: &quot;width&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&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;H4sIAOKfXWAC/5XTTWvDMAwG4P/ic2asD0t2r4Wddx89lNYbgS4pWTooJf99TppDetRVyHnQK+Xhxvu1uJ17L8fxNpR9f7mU09j2nWvc17P263afD9eea1eo1dcHtXAd+msZxnZufLih/JXuVjuAEAIHr4pT475L/1PG4T63rF/46NturO9PfT+c2+44LtKbks9RWZr6VhQCHqapWX2w+CgppOAZktkXQJz9qJpl46PJ5wREXnI2+ylrWuaHzLzxyeJDihqwZig2n31AjQtP+BI/m3hOjFrjBzMfQl7Gj7ne0MaPNp+DiBeJ5vgzCizzp8R544vFD/X8E9UszetPGuCZfySIG18Nfsa6ffVEaF8/EdB6fqgbPxl8laiZPAvYr5/j8vdJfpk+W3TOCOIJkp3npLheP87+YfoHPW7k4CYFAAA=&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;, &quot;type&quot;: &quot;GeoJSON&quot;, &quot;viz&quot;: &quot;@vabf72c: prop(\\u0027revenue\\u0027)\\n@size_value: ramp(linear(prop(\\u0027revenue\\u0027), globalMIN(prop(\\u0027revenue\\u0027)), globalMAX(prop(\\u0027revenue\\u0027))), [10, 40])\\ncolor: opacity(#FFB927, 0.8)\\nfilter: 1\\nstrokeColor: white\\nstrokeWidth: ramp(linear(zoom(),0,18),[0,1])\\nwidth: ramp(linear(sqrt(prop(\\u0027revenue\\u0027)), sqrt(globalMIN(prop(\\u0027revenue\\u0027))), sqrt(globalMAX(prop(\\u0027revenue\\u0027)))), [10, 40])\\n&quot;, &quot;widgets&quot;: [{&quot;description&quot;: &quot;&quot;, &quot;footer&quot;: &quot;&quot;, &quot;has_bridge&quot;: true, &quot;options&quot;: {&quot;autoplay&quot;: true, &quot;buckets&quot;: 20, &quot;format&quot;: null, &quot;readOnly&quot;: false, &quot;weight&quot;: 1}, &quot;prop&quot;: &quot;&quot;, &quot;title&quot;: &quot;Annual Revenue ($)&quot;, &quot;type&quot;: &quot;histogram&quot;, &quot;value&quot;: &quot;revenue&quot;, &quot;variable_name&quot;: &quot;vabf72c&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 0x7f35682569a0>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_map = Map([\n",
    "    Layer(\n",
    "        isochrones_gdf,\n",
    "        color_continuous_style('total_pop', stroke_width=0, opacity=0.7),\n",
    "        title='Total Population',\n",
    "        default_widget=True\n",
    "    ),\n",
    "    Layer(\n",
    "        stores_gdf,\n",
    "        size_continuous_style('revenue', size_range=[10,40], stroke_color='white'),\n",
    "        title='Annual Revenue ($)',\n",
    "        default_widget=True\n",
    "    ) \n",
    "])\n",
    "result_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cool! Now that you have a small dashboard to play with, let's publish it on CARTO so you are able to share it with anyone. To do this, you just need to call the publish method from the Map class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': '94e546ac-9aab-4857-a9b2-46874299c2ed',\n",
       " 'url': 'https://cartoframes-org.carto.com/u/cartoframes/kuviz/94e546ac-9aab-4857-a9b2-46874299c2ed',\n",
       " 'name': 'starbucks_analysis',\n",
       " 'privacy': 'public'}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_map.publish('starbucks_analysis', password=None, if_exists='replace')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to improve the performance and reduce the size of your map, we recommend to upload the data to CARTO and use the table names in the layers instead. To upload your data, you just need to call `to_carto` with your GeoDataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success! Data uploaded to table \"starbucks_stores\" correctly\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success! Data uploaded to table \"starbucks_isochrones\" correctly\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'starbucks_isochrones'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cartoframes import to_carto\n",
    "\n",
    "to_carto(stores_gdf, 'starbucks_stores', if_exists='replace')\n",
    "to_carto(isochrones_gdf, 'starbucks_isochrones', if_exists='replace')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Congratulations!\n",
    "\n",
    "You have finished this guide and have a sense about how CARTOframes can speed up your workflow. To continue learning, you can check out other [Guides](/developers/cartoframes/guides), the [Reference](/developers/cartoframes/reference) to know everything about a class or a method or play with the [Examples](/developers/cartoframes/examples) to see CARTOframes in action."
   ]
  }
 ],
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