choropleth.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "99005703-052c-44eb-acd0-5dae9ea72003",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>fantasy_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Spain</td>\n",
       "      <td>137.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Norway</td>\n",
       "      <td>20.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>France</td>\n",
       "      <td>70.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     name  fantasy_value\n",
       "0   Spain          137.5\n",
       "1  Norway           20.4\n",
       "2  France           70.4"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "import pandas as pd\n",
    "from vega_datasets import data\n",
    "\n",
    "# to plot your own data, replace data.csv and further down,\n",
    "# rename \"fantasy_value\" by something descriptive for your data\n",
    "values = pd.read_csv(\"data.csv\")\n",
    "\n",
    "values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5cd89cb3-b88c-4fdb-b5c8-35e7c8f01530",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "  #altair-viz-9a6f53819bcb43f09eb39b117607fb8a.vega-embed {\n",
       "    width: 100%;\n",
       "    display: flex;\n",
       "  }\n",
       "\n",
       "  #altair-viz-9a6f53819bcb43f09eb39b117607fb8a.vega-embed details,\n",
       "  #altair-viz-9a6f53819bcb43f09eb39b117607fb8a.vega-embed details summary {\n",
       "    position: relative;\n",
       "  }\n",
       "</style>\n",
       "<div id=\"altair-viz-9a6f53819bcb43f09eb39b117607fb8a\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-9a6f53819bcb43f09eb39b117607fb8a\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-9a6f53819bcb43f09eb39b117607fb8a\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.15.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.15.1\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"geoshape\", \"fill\": \"lightgray\"}}, {\"mark\": {\"type\": \"geoshape\"}, \"encoding\": {\"fill\": {\"field\": \"fantasy_value\", \"scale\": {\"scheme\": \"reds\"}, \"type\": \"quantitative\"}}, \"transform\": [{\"lookup\": \"id\", \"from\": {\"data\": {\"name\": \"data-5821156ee5459ee0f1c9534b0968c818\"}, \"key\": \"country-code\", \"fields\": [\"name\"]}}, {\"lookup\": \"name\", \"from\": {\"data\": {\"name\": \"data-6fe555dfa6e044117f5d1299b62b409a\"}, \"key\": \"name\", \"fields\": [\"fantasy_value\"]}}]}], \"data\": {\"url\": \"https://cdn.jsdelivr.net/npm/vega-datasets@v1.29.0/data/world-110m.json\", \"format\": {\"feature\": \"countries\", \"type\": \"topojson\"}}, \"height\": 600, \"projection\": {\"scale\": 800, \"translate\": [200, 1000], \"type\": \"equalEarth\"}, \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.15.1.json\", \"datasets\": {\"data-5821156ee5459ee0f1c9534b0968c818\": [{\"name\": \"Afghanistan\", \"alpha-2\": \"AF\", \"alpha-3\": \"AFG\", \"country-code\": 4, \"iso_3166-2\": \"ISO 3166-2:AF\", \"region\": \"Asia\", \"sub-region\": \"Southern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 34.0, \"intermediate-region-code\": null}, {\"name\": \"\\u00c5land Islands\", \"alpha-2\": \"AX\", \"alpha-3\": \"ALA\", \"country-code\": 248, \"iso_3166-2\": \"ISO 3166-2:AX\", \"region\": \"Europe\", \"sub-region\": \"Northern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 154.0, \"intermediate-region-code\": null}, {\"name\": \"Albania\", \"alpha-2\": \"AL\", \"alpha-3\": \"ALB\", \"country-code\": 8, \"iso_3166-2\": \"ISO 3166-2:AL\", \"region\": \"Europe\", \"sub-region\": \"Southern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 39.0, \"intermediate-region-code\": null}, {\"name\": \"Algeria\", \"alpha-2\": \"DZ\", \"alpha-3\": \"DZA\", \"country-code\": 12, \"iso_3166-2\": \"ISO 3166-2:DZ\", \"region\": \"Africa\", \"sub-region\": \"Northern Africa\", \"intermediate-region\": null, \"region-code\": 2.0, \"sub-region-code\": 15.0, \"intermediate-region-code\": null}, {\"name\": \"American Samoa\", \"alpha-2\": \"AS\", \"alpha-3\": \"ASM\", \"country-code\": 16, \"iso_3166-2\": \"ISO 3166-2:AS\", \"region\": \"Oceania\", \"sub-region\": \"Polynesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 61.0, \"intermediate-region-code\": null}, {\"name\": \"Andorra\", \"alpha-2\": \"AD\", \"alpha-3\": \"AND\", \"country-code\": 20, \"iso_3166-2\": \"ISO 3166-2:AD\", \"region\": \"Europe\", \"sub-region\": \"Southern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 39.0, \"intermediate-region-code\": null}, {\"name\": \"Angola\", \"alpha-2\": \"AO\", \"alpha-3\": \"AGO\", \"country-code\": 24, \"iso_3166-2\": \"ISO 3166-2:AO\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Middle Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 17.0}, {\"name\": \"Anguilla\", \"alpha-2\": \"AI\", \"alpha-3\": \"AIA\", \"country-code\": 660, \"iso_3166-2\": \"ISO 3166-2:AI\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Antarctica\", \"alpha-2\": \"AQ\", \"alpha-3\": \"ATA\", \"country-code\": 10, \"iso_3166-2\": \"ISO 3166-2:AQ\", \"region\": null, \"sub-region\": null, \"intermediate-region\": null, \"region-code\": null, \"sub-region-code\": null, \"intermediate-region-code\": null}, {\"name\": \"Antigua and Barbuda\", \"alpha-2\": \"AG\", \"alpha-3\": \"ATG\", \"country-code\": 28, \"iso_3166-2\": \"ISO 3166-2:AG\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Argentina\", \"alpha-2\": \"AR\", \"alpha-3\": \"ARG\", \"country-code\": 32, \"iso_3166-2\": \"ISO 3166-2:AR\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"Armenia\", \"alpha-2\": \"AM\", \"alpha-3\": \"ARM\", \"country-code\": 51, \"iso_3166-2\": \"ISO 3166-2:AM\", \"region\": \"Asia\", \"sub-region\": \"Western Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 145.0, \"intermediate-region-code\": null}, {\"name\": \"Aruba\", \"alpha-2\": \"AW\", \"alpha-3\": \"ABW\", \"country-code\": 533, \"iso_3166-2\": \"ISO 3166-2:AW\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Australia\", \"alpha-2\": \"AU\", \"alpha-3\": \"AUS\", \"country-code\": 36, \"iso_3166-2\": \"ISO 3166-2:AU\", \"region\": \"Oceania\", \"sub-region\": \"Australia and New Zealand\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 53.0, \"intermediate-region-code\": null}, {\"name\": \"Austria\", \"alpha-2\": \"AT\", \"alpha-3\": \"AUT\", \"country-code\": 40, \"iso_3166-2\": \"ISO 3166-2:AT\", \"region\": \"Europe\", \"sub-region\": \"Western Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 155.0, \"intermediate-region-code\": null}, {\"name\": \"Azerbaijan\", \"alpha-2\": \"AZ\", \"alpha-3\": \"AZE\", \"country-code\": 31, \"iso_3166-2\": \"ISO 3166-2:AZ\", \"region\": \"Asia\", \"sub-region\": \"Western Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 145.0, \"intermediate-region-code\": null}, {\"name\": \"Bahamas\", \"alpha-2\": \"BS\", \"alpha-3\": \"BHS\", \"country-code\": 44, \"iso_3166-2\": \"ISO 3166-2:BS\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Bahrain\", \"alpha-2\": \"BH\", \"alpha-3\": \"BHR\", \"country-code\": 48, \"iso_3166-2\": \"ISO 3166-2:BH\", \"region\": \"Asia\", \"sub-region\": \"Western Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 145.0, \"intermediate-region-code\": null}, {\"name\": \"Bangladesh\", \"alpha-2\": \"BD\", \"alpha-3\": \"BGD\", \"country-code\": 50, \"iso_3166-2\": \"ISO 3166-2:BD\", \"region\": \"Asia\", \"sub-region\": \"Southern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 34.0, \"intermediate-region-code\": null}, {\"name\": \"Barbados\", \"alpha-2\": \"BB\", \"alpha-3\": \"BRB\", \"country-code\": 52, \"iso_3166-2\": \"ISO 3166-2:BB\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Belarus\", \"alpha-2\": \"BY\", \"alpha-3\": \"BLR\", \"country-code\": 112, \"iso_3166-2\": \"ISO 3166-2:BY\", \"region\": \"Europe\", \"sub-region\": \"Eastern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 151.0, \"intermediate-region-code\": null}, {\"name\": \"Belgium\", \"alpha-2\": \"BE\", \"alpha-3\": \"BEL\", \"country-code\": 56, \"iso_3166-2\": \"ISO 3166-2:BE\", \"region\": \"Europe\", \"sub-region\": \"Western Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 155.0, \"intermediate-region-code\": null}, {\"name\": \"Belize\", \"alpha-2\": \"BZ\", \"alpha-3\": \"BLZ\", \"country-code\": 84, \"iso_3166-2\": \"ISO 3166-2:BZ\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Central America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 13.0}, {\"name\": \"Benin\", \"alpha-2\": \"BJ\", \"alpha-3\": \"BEN\", \"country-code\": 204, \"iso_3166-2\": \"ISO 3166-2:BJ\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Western Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 11.0}, {\"name\": \"Bermuda\", \"alpha-2\": \"BM\", \"alpha-3\": \"BMU\", \"country-code\": 60, \"iso_3166-2\": \"ISO 3166-2:BM\", \"region\": \"Americas\", \"sub-region\": \"Northern America\", \"intermediate-region\": null, \"region-code\": 19.0, \"sub-region-code\": 21.0, \"intermediate-region-code\": null}, {\"name\": \"Bhutan\", \"alpha-2\": \"BT\", \"alpha-3\": \"BTN\", \"country-code\": 64, \"iso_3166-2\": \"ISO 3166-2:BT\", \"region\": \"Asia\", \"sub-region\": \"Southern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 34.0, \"intermediate-region-code\": null}, {\"name\": \"Bolivia (Plurinational State of)\", \"alpha-2\": \"BO\", \"alpha-3\": \"BOL\", \"country-code\": 68, \"iso_3166-2\": \"ISO 3166-2:BO\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"Bonaire, Sint Eustatius and Saba\", \"alpha-2\": \"BQ\", \"alpha-3\": \"BES\", \"country-code\": 535, \"iso_3166-2\": \"ISO 3166-2:BQ\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Bosnia and Herzegovina\", \"alpha-2\": \"BA\", \"alpha-3\": \"BIH\", \"country-code\": 70, \"iso_3166-2\": \"ISO 3166-2:BA\", \"region\": \"Europe\", \"sub-region\": \"Southern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 39.0, \"intermediate-region-code\": null}, {\"name\": \"Botswana\", \"alpha-2\": \"BW\", \"alpha-3\": \"BWA\", \"country-code\": 72, \"iso_3166-2\": \"ISO 3166-2:BW\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Southern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 18.0}, {\"name\": \"Bouvet Island\", \"alpha-2\": \"BV\", \"alpha-3\": \"BVT\", \"country-code\": 74, \"iso_3166-2\": \"ISO 3166-2:BV\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"Brazil\", \"alpha-2\": \"BR\", \"alpha-3\": \"BRA\", \"country-code\": 76, \"iso_3166-2\": \"ISO 3166-2:BR\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"British Indian Ocean Territory\", \"alpha-2\": \"IO\", \"alpha-3\": \"IOT\", \"country-code\": 86, \"iso_3166-2\": \"ISO 3166-2:IO\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Brunei Darussalam\", \"alpha-2\": \"BN\", \"alpha-3\": \"BRN\", \"country-code\": 96, \"iso_3166-2\": \"ISO 3166-2:BN\", \"region\": \"Asia\", \"sub-region\": \"South-eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 35.0, \"intermediate-region-code\": null}, {\"name\": \"Bulgaria\", \"alpha-2\": \"BG\", \"alpha-3\": \"BGR\", \"country-code\": 100, \"iso_3166-2\": \"ISO 3166-2:BG\", \"region\": \"Europe\", \"sub-region\": \"Eastern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 151.0, \"intermediate-region-code\": null}, {\"name\": \"Burkina Faso\", \"alpha-2\": \"BF\", \"alpha-3\": \"BFA\", \"country-code\": 854, \"iso_3166-2\": \"ISO 3166-2:BF\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Western Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 11.0}, {\"name\": \"Burundi\", \"alpha-2\": \"BI\", \"alpha-3\": \"BDI\", \"country-code\": 108, \"iso_3166-2\": \"ISO 3166-2:BI\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Cabo Verde\", \"alpha-2\": \"CV\", \"alpha-3\": \"CPV\", \"country-code\": 132, \"iso_3166-2\": \"ISO 3166-2:CV\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Western Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 11.0}, {\"name\": \"Cambodia\", \"alpha-2\": \"KH\", \"alpha-3\": \"KHM\", \"country-code\": 116, \"iso_3166-2\": \"ISO 3166-2:KH\", \"region\": \"Asia\", \"sub-region\": \"South-eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 35.0, \"intermediate-region-code\": null}, {\"name\": \"Cameroon\", \"alpha-2\": \"CM\", \"alpha-3\": \"CMR\", \"country-code\": 120, \"iso_3166-2\": \"ISO 3166-2:CM\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Middle Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 17.0}, {\"name\": \"Canada\", \"alpha-2\": \"CA\", \"alpha-3\": \"CAN\", \"country-code\": 124, \"iso_3166-2\": \"ISO 3166-2:CA\", \"region\": \"Americas\", \"sub-region\": \"Northern America\", \"intermediate-region\": null, \"region-code\": 19.0, \"sub-region-code\": 21.0, \"intermediate-region-code\": null}, {\"name\": \"Cayman Islands\", \"alpha-2\": \"KY\", \"alpha-3\": \"CYM\", \"country-code\": 136, \"iso_3166-2\": \"ISO 3166-2:KY\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Central African Republic\", \"alpha-2\": \"CF\", \"alpha-3\": \"CAF\", \"country-code\": 140, \"iso_3166-2\": \"ISO 3166-2:CF\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Middle Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 17.0}, {\"name\": \"Chad\", \"alpha-2\": \"TD\", \"alpha-3\": \"TCD\", \"country-code\": 148, \"iso_3166-2\": \"ISO 3166-2:TD\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Middle Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 17.0}, {\"name\": \"Chile\", \"alpha-2\": \"CL\", \"alpha-3\": \"CHL\", \"country-code\": 152, \"iso_3166-2\": \"ISO 3166-2:CL\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"China\", \"alpha-2\": \"CN\", \"alpha-3\": \"CHN\", \"country-code\": 156, \"iso_3166-2\": \"ISO 3166-2:CN\", \"region\": \"Asia\", \"sub-region\": \"Eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 30.0, \"intermediate-region-code\": null}, {\"name\": \"Christmas Island\", \"alpha-2\": \"CX\", \"alpha-3\": \"CXR\", \"country-code\": 162, \"iso_3166-2\": \"ISO 3166-2:CX\", \"region\": \"Oceania\", \"sub-region\": \"Australia and New Zealand\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 53.0, \"intermediate-region-code\": null}, {\"name\": \"Cocos (Keeling) Islands\", \"alpha-2\": \"CC\", \"alpha-3\": \"CCK\", \"country-code\": 166, \"iso_3166-2\": \"ISO 3166-2:CC\", \"region\": \"Oceania\", \"sub-region\": \"Australia and New Zealand\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 53.0, \"intermediate-region-code\": null}, {\"name\": \"Colombia\", \"alpha-2\": \"CO\", \"alpha-3\": \"COL\", \"country-code\": 170, \"iso_3166-2\": \"ISO 3166-2:CO\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"Comoros\", \"alpha-2\": \"KM\", \"alpha-3\": \"COM\", \"country-code\": 174, \"iso_3166-2\": \"ISO 3166-2:KM\", \"region\": \"Africa\", 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\"country-code\": 352, \"iso_3166-2\": \"ISO 3166-2:IS\", \"region\": \"Europe\", \"sub-region\": \"Northern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 154.0, \"intermediate-region-code\": null}, {\"name\": \"India\", \"alpha-2\": \"IN\", \"alpha-3\": \"IND\", \"country-code\": 356, \"iso_3166-2\": \"ISO 3166-2:IN\", \"region\": \"Asia\", \"sub-region\": \"Southern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 34.0, \"intermediate-region-code\": null}, {\"name\": \"Indonesia\", \"alpha-2\": \"ID\", \"alpha-3\": \"IDN\", \"country-code\": 360, \"iso_3166-2\": \"ISO 3166-2:ID\", \"region\": \"Asia\", \"sub-region\": \"South-eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 35.0, \"intermediate-region-code\": null}, {\"name\": \"Iran (Islamic Republic of)\", \"alpha-2\": \"IR\", \"alpha-3\": \"IRN\", \"country-code\": 364, \"iso_3166-2\": \"ISO 3166-2:IR\", 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\"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Romania\", \"alpha-2\": \"RO\", \"alpha-3\": \"ROU\", \"country-code\": 642, \"iso_3166-2\": \"ISO 3166-2:RO\", \"region\": \"Europe\", \"sub-region\": \"Eastern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 151.0, \"intermediate-region-code\": null}, {\"name\": \"Russian Federation\", \"alpha-2\": \"RU\", \"alpha-3\": \"RUS\", \"country-code\": 643, \"iso_3166-2\": \"ISO 3166-2:RU\", \"region\": \"Europe\", \"sub-region\": \"Eastern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 151.0, \"intermediate-region-code\": null}, {\"name\": \"Rwanda\", \"alpha-2\": \"RW\", \"alpha-3\": \"RWA\", \"country-code\": 646, \"iso_3166-2\": \"ISO 3166-2:RW\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Saint Barth\\u00e9lemy\", \"alpha-2\": \"BL\", \"alpha-3\": \"BLM\", \"country-code\": 652, \"iso_3166-2\": \"ISO 3166-2:BL\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Saint Helena, Ascension and Tristan da Cunha\", \"alpha-2\": \"SH\", \"alpha-3\": \"SHN\", \"country-code\": 654, \"iso_3166-2\": \"ISO 3166-2:SH\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Western Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 11.0}, {\"name\": \"Saint Kitts and Nevis\", \"alpha-2\": \"KN\", \"alpha-3\": \"KNA\", \"country-code\": 659, \"iso_3166-2\": \"ISO 3166-2:KN\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Saint Lucia\", \"alpha-2\": \"LC\", \"alpha-3\": \"LCA\", \"country-code\": 662, \"iso_3166-2\": \"ISO 3166-2:LC\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Saint Martin (French part)\", \"alpha-2\": \"MF\", \"alpha-3\": \"MAF\", \"country-code\": 663, \"iso_3166-2\": \"ISO 3166-2:MF\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Saint Pierre and Miquelon\", \"alpha-2\": \"PM\", \"alpha-3\": \"SPM\", \"country-code\": 666, \"iso_3166-2\": \"ISO 3166-2:PM\", \"region\": \"Americas\", \"sub-region\": \"Northern America\", \"intermediate-region\": null, \"region-code\": 19.0, \"sub-region-code\": 21.0, \"intermediate-region-code\": null}, {\"name\": \"Saint Vincent and the Grenadines\", \"alpha-2\": \"VC\", \"alpha-3\": \"VCT\", \"country-code\": 670, \"iso_3166-2\": \"ISO 3166-2:VC\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Samoa\", \"alpha-2\": \"WS\", \"alpha-3\": \"WSM\", \"country-code\": 882, \"iso_3166-2\": \"ISO 3166-2:WS\", \"region\": \"Oceania\", \"sub-region\": \"Polynesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 61.0, \"intermediate-region-code\": null}, {\"name\": \"San Marino\", \"alpha-2\": \"SM\", \"alpha-3\": \"SMR\", \"country-code\": 674, \"iso_3166-2\": \"ISO 3166-2:SM\", \"region\": \"Europe\", \"sub-region\": \"Southern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 39.0, \"intermediate-region-code\": null}, {\"name\": \"Sao Tome and Principe\", \"alpha-2\": \"ST\", \"alpha-3\": \"STP\", \"country-code\": 678, \"iso_3166-2\": \"ISO 3166-2:ST\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Middle Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 17.0}, {\"name\": \"Saudi Arabia\", \"alpha-2\": \"SA\", \"alpha-3\": \"SAU\", \"country-code\": 682, \"iso_3166-2\": \"ISO 3166-2:SA\", \"region\": \"Asia\", \"sub-region\": \"Western Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 145.0, \"intermediate-region-code\": null}, {\"name\": \"Senegal\", \"alpha-2\": \"SN\", \"alpha-3\": \"SEN\", \"country-code\": 686, \"iso_3166-2\": \"ISO 3166-2:SN\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Western Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 11.0}, {\"name\": \"Serbia\", \"alpha-2\": \"RS\", \"alpha-3\": \"SRB\", \"country-code\": 688, \"iso_3166-2\": \"ISO 3166-2:RS\", \"region\": \"Europe\", \"sub-region\": \"Southern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 39.0, \"intermediate-region-code\": null}, {\"name\": \"Seychelles\", \"alpha-2\": \"SC\", \"alpha-3\": \"SYC\", \"country-code\": 690, \"iso_3166-2\": \"ISO 3166-2:SC\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Sierra Leone\", \"alpha-2\": \"SL\", \"alpha-3\": \"SLE\", \"country-code\": 694, \"iso_3166-2\": \"ISO 3166-2:SL\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Western Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 11.0}, {\"name\": \"Singapore\", \"alpha-2\": \"SG\", \"alpha-3\": \"SGP\", \"country-code\": 702, \"iso_3166-2\": \"ISO 3166-2:SG\", \"region\": \"Asia\", \"sub-region\": \"South-eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 35.0, \"intermediate-region-code\": null}, {\"name\": \"Sint Maarten (Dutch part)\", \"alpha-2\": \"SX\", \"alpha-3\": \"SXM\", \"country-code\": 534, \"iso_3166-2\": \"ISO 3166-2:SX\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Slovakia\", \"alpha-2\": \"SK\", \"alpha-3\": \"SVK\", \"country-code\": 703, \"iso_3166-2\": \"ISO 3166-2:SK\", \"region\": \"Europe\", \"sub-region\": \"Eastern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 151.0, \"intermediate-region-code\": null}, {\"name\": \"Slovenia\", \"alpha-2\": \"SI\", \"alpha-3\": \"SVN\", \"country-code\": 705, \"iso_3166-2\": \"ISO 3166-2:SI\", \"region\": \"Europe\", \"sub-region\": \"Southern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 39.0, \"intermediate-region-code\": null}, {\"name\": \"Solomon Islands\", \"alpha-2\": \"SB\", \"alpha-3\": \"SLB\", \"country-code\": 90, \"iso_3166-2\": \"ISO 3166-2:SB\", \"region\": \"Oceania\", \"sub-region\": \"Melanesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 54.0, \"intermediate-region-code\": null}, {\"name\": \"Somalia\", \"alpha-2\": \"SO\", \"alpha-3\": \"SOM\", \"country-code\": 706, \"iso_3166-2\": \"ISO 3166-2:SO\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"South Africa\", \"alpha-2\": \"ZA\", \"alpha-3\": \"ZAF\", \"country-code\": 710, \"iso_3166-2\": \"ISO 3166-2:ZA\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Southern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 18.0}, {\"name\": \"South Georgia and the South Sandwich Islands\", \"alpha-2\": \"GS\", \"alpha-3\": \"SGS\", \"country-code\": 239, \"iso_3166-2\": \"ISO 3166-2:GS\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"South Sudan\", \"alpha-2\": \"SS\", \"alpha-3\": \"SSD\", \"country-code\": 728, \"iso_3166-2\": \"ISO 3166-2:SS\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Spain\", \"alpha-2\": \"ES\", \"alpha-3\": \"ESP\", \"country-code\": 724, \"iso_3166-2\": \"ISO 3166-2:ES\", \"region\": \"Europe\", \"sub-region\": \"Southern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 39.0, \"intermediate-region-code\": null}, {\"name\": \"Sri Lanka\", \"alpha-2\": \"LK\", \"alpha-3\": \"LKA\", \"country-code\": 144, \"iso_3166-2\": \"ISO 3166-2:LK\", \"region\": \"Asia\", \"sub-region\": \"Southern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 34.0, \"intermediate-region-code\": null}, {\"name\": \"Sudan\", \"alpha-2\": \"SD\", \"alpha-3\": \"SDN\", \"country-code\": 729, \"iso_3166-2\": \"ISO 3166-2:SD\", \"region\": \"Africa\", \"sub-region\": \"Northern Africa\", \"intermediate-region\": null, \"region-code\": 2.0, \"sub-region-code\": 15.0, \"intermediate-region-code\": null}, {\"name\": \"Suriname\", \"alpha-2\": \"SR\", \"alpha-3\": \"SUR\", \"country-code\": 740, \"iso_3166-2\": \"ISO 3166-2:SR\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"Svalbard and Jan Mayen\", \"alpha-2\": \"SJ\", \"alpha-3\": \"SJM\", \"country-code\": 744, \"iso_3166-2\": \"ISO 3166-2:SJ\", \"region\": \"Europe\", \"sub-region\": \"Northern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 154.0, \"intermediate-region-code\": null}, {\"name\": \"Sweden\", \"alpha-2\": \"SE\", \"alpha-3\": \"SWE\", \"country-code\": 752, \"iso_3166-2\": \"ISO 3166-2:SE\", \"region\": \"Europe\", \"sub-region\": \"Northern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 154.0, \"intermediate-region-code\": null}, {\"name\": \"Switzerland\", \"alpha-2\": \"CH\", \"alpha-3\": \"CHE\", \"country-code\": 756, \"iso_3166-2\": \"ISO 3166-2:CH\", \"region\": \"Europe\", \"sub-region\": \"Western Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 155.0, \"intermediate-region-code\": null}, {\"name\": \"Syrian Arab Republic\", \"alpha-2\": \"SY\", \"alpha-3\": \"SYR\", \"country-code\": 760, \"iso_3166-2\": \"ISO 3166-2:SY\", \"region\": \"Asia\", \"sub-region\": \"Western Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 145.0, \"intermediate-region-code\": null}, {\"name\": \"Taiwan, Province of China\", \"alpha-2\": \"TW\", \"alpha-3\": \"TWN\", \"country-code\": 158, \"iso_3166-2\": \"ISO 3166-2:TW\", \"region\": \"Asia\", \"sub-region\": \"Eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 30.0, \"intermediate-region-code\": null}, {\"name\": \"Tajikistan\", \"alpha-2\": \"TJ\", \"alpha-3\": \"TJK\", \"country-code\": 762, \"iso_3166-2\": \"ISO 3166-2:TJ\", \"region\": \"Asia\", \"sub-region\": \"Central Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 143.0, \"intermediate-region-code\": null}, {\"name\": \"Tanzania, United Republic of\", \"alpha-2\": \"TZ\", \"alpha-3\": \"TZA\", \"country-code\": 834, \"iso_3166-2\": \"ISO 3166-2:TZ\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Thailand\", \"alpha-2\": \"TH\", \"alpha-3\": \"THA\", \"country-code\": 764, \"iso_3166-2\": \"ISO 3166-2:TH\", \"region\": \"Asia\", \"sub-region\": \"South-eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 35.0, \"intermediate-region-code\": null}, {\"name\": \"Timor-Leste\", \"alpha-2\": \"TL\", \"alpha-3\": \"TLS\", \"country-code\": 626, \"iso_3166-2\": \"ISO 3166-2:TL\", \"region\": \"Asia\", \"sub-region\": \"South-eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 35.0, \"intermediate-region-code\": null}, {\"name\": \"Togo\", \"alpha-2\": \"TG\", \"alpha-3\": \"TGO\", \"country-code\": 768, \"iso_3166-2\": \"ISO 3166-2:TG\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Western Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 11.0}, {\"name\": \"Tokelau\", \"alpha-2\": \"TK\", \"alpha-3\": \"TKL\", \"country-code\": 772, \"iso_3166-2\": \"ISO 3166-2:TK\", \"region\": \"Oceania\", \"sub-region\": \"Polynesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 61.0, \"intermediate-region-code\": null}, {\"name\": \"Tonga\", \"alpha-2\": \"TO\", \"alpha-3\": \"TON\", \"country-code\": 776, \"iso_3166-2\": \"ISO 3166-2:TO\", \"region\": \"Oceania\", \"sub-region\": \"Polynesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 61.0, \"intermediate-region-code\": null}, {\"name\": \"Trinidad and Tobago\", \"alpha-2\": \"TT\", \"alpha-3\": \"TTO\", \"country-code\": 780, \"iso_3166-2\": \"ISO 3166-2:TT\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Tunisia\", \"alpha-2\": \"TN\", \"alpha-3\": \"TUN\", \"country-code\": 788, \"iso_3166-2\": \"ISO 3166-2:TN\", \"region\": \"Africa\", \"sub-region\": \"Northern Africa\", \"intermediate-region\": null, \"region-code\": 2.0, \"sub-region-code\": 15.0, \"intermediate-region-code\": null}, {\"name\": \"Turkey\", \"alpha-2\": \"TR\", \"alpha-3\": \"TUR\", \"country-code\": 792, \"iso_3166-2\": \"ISO 3166-2:TR\", \"region\": \"Asia\", \"sub-region\": \"Western Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 145.0, \"intermediate-region-code\": null}, {\"name\": \"Turkmenistan\", \"alpha-2\": \"TM\", \"alpha-3\": \"TKM\", \"country-code\": 795, \"iso_3166-2\": \"ISO 3166-2:TM\", \"region\": \"Asia\", \"sub-region\": \"Central Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 143.0, \"intermediate-region-code\": null}, {\"name\": \"Turks and Caicos Islands\", \"alpha-2\": \"TC\", \"alpha-3\": \"TCA\", \"country-code\": 796, \"iso_3166-2\": \"ISO 3166-2:TC\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Tuvalu\", \"alpha-2\": \"TV\", \"alpha-3\": \"TUV\", \"country-code\": 798, \"iso_3166-2\": \"ISO 3166-2:TV\", \"region\": \"Oceania\", \"sub-region\": \"Polynesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 61.0, \"intermediate-region-code\": null}, {\"name\": \"Uganda\", \"alpha-2\": \"UG\", \"alpha-3\": \"UGA\", \"country-code\": 800, \"iso_3166-2\": \"ISO 3166-2:UG\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Ukraine\", \"alpha-2\": \"UA\", \"alpha-3\": \"UKR\", \"country-code\": 804, \"iso_3166-2\": \"ISO 3166-2:UA\", \"region\": \"Europe\", \"sub-region\": \"Eastern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 151.0, \"intermediate-region-code\": null}, {\"name\": \"United Arab Emirates\", \"alpha-2\": \"AE\", \"alpha-3\": \"ARE\", \"country-code\": 784, \"iso_3166-2\": \"ISO 3166-2:AE\", \"region\": \"Asia\", \"sub-region\": \"Western Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 145.0, \"intermediate-region-code\": null}, {\"name\": \"United Kingdom of Great Britain and Northern Ireland\", \"alpha-2\": \"GB\", \"alpha-3\": \"GBR\", \"country-code\": 826, \"iso_3166-2\": \"ISO 3166-2:GB\", \"region\": \"Europe\", \"sub-region\": \"Northern Europe\", \"intermediate-region\": null, \"region-code\": 150.0, \"sub-region-code\": 154.0, \"intermediate-region-code\": null}, {\"name\": \"United States of America\", \"alpha-2\": \"US\", \"alpha-3\": \"USA\", \"country-code\": 840, \"iso_3166-2\": \"ISO 3166-2:US\", \"region\": \"Americas\", \"sub-region\": \"Northern America\", \"intermediate-region\": null, \"region-code\": 19.0, \"sub-region-code\": 21.0, \"intermediate-region-code\": null}, {\"name\": \"United States Minor Outlying Islands\", \"alpha-2\": \"UM\", \"alpha-3\": \"UMI\", \"country-code\": 581, \"iso_3166-2\": \"ISO 3166-2:UM\", \"region\": \"Oceania\", \"sub-region\": \"Micronesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 57.0, \"intermediate-region-code\": null}, {\"name\": \"Uruguay\", \"alpha-2\": \"UY\", \"alpha-3\": \"URY\", \"country-code\": 858, \"iso_3166-2\": \"ISO 3166-2:UY\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"Uzbekistan\", \"alpha-2\": \"UZ\", \"alpha-3\": \"UZB\", \"country-code\": 860, \"iso_3166-2\": \"ISO 3166-2:UZ\", \"region\": \"Asia\", \"sub-region\": \"Central Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 143.0, \"intermediate-region-code\": null}, {\"name\": \"Vanuatu\", \"alpha-2\": \"VU\", \"alpha-3\": \"VUT\", \"country-code\": 548, \"iso_3166-2\": \"ISO 3166-2:VU\", \"region\": \"Oceania\", \"sub-region\": \"Melanesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 54.0, \"intermediate-region-code\": null}, {\"name\": \"Venezuela (Bolivarian Republic of)\", \"alpha-2\": \"VE\", \"alpha-3\": \"VEN\", \"country-code\": 862, \"iso_3166-2\": \"ISO 3166-2:VE\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"South America\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 5.0}, {\"name\": \"Viet Nam\", \"alpha-2\": \"VN\", \"alpha-3\": \"VNM\", \"country-code\": 704, \"iso_3166-2\": \"ISO 3166-2:VN\", \"region\": \"Asia\", \"sub-region\": \"South-eastern Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 35.0, \"intermediate-region-code\": null}, {\"name\": \"Virgin Islands (British)\", \"alpha-2\": \"VG\", \"alpha-3\": \"VGB\", \"country-code\": 92, \"iso_3166-2\": \"ISO 3166-2:VG\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Virgin Islands (U.S.)\", \"alpha-2\": \"VI\", \"alpha-3\": \"VIR\", \"country-code\": 850, \"iso_3166-2\": \"ISO 3166-2:VI\", \"region\": \"Americas\", \"sub-region\": \"Latin America and the Caribbean\", \"intermediate-region\": \"Caribbean\", \"region-code\": 19.0, \"sub-region-code\": 419.0, \"intermediate-region-code\": 29.0}, {\"name\": \"Wallis and Futuna\", \"alpha-2\": \"WF\", \"alpha-3\": \"WLF\", \"country-code\": 876, \"iso_3166-2\": \"ISO 3166-2:WF\", \"region\": \"Oceania\", \"sub-region\": \"Polynesia\", \"intermediate-region\": null, \"region-code\": 9.0, \"sub-region-code\": 61.0, \"intermediate-region-code\": null}, {\"name\": \"Western Sahara\", \"alpha-2\": \"EH\", \"alpha-3\": \"ESH\", \"country-code\": 732, \"iso_3166-2\": \"ISO 3166-2:EH\", \"region\": \"Africa\", \"sub-region\": \"Northern Africa\", \"intermediate-region\": null, \"region-code\": 2.0, \"sub-region-code\": 15.0, \"intermediate-region-code\": null}, {\"name\": \"Yemen\", \"alpha-2\": \"YE\", \"alpha-3\": \"YEM\", \"country-code\": 887, \"iso_3166-2\": \"ISO 3166-2:YE\", \"region\": \"Asia\", \"sub-region\": \"Western Asia\", \"intermediate-region\": null, \"region-code\": 142.0, \"sub-region-code\": 145.0, \"intermediate-region-code\": null}, {\"name\": \"Zambia\", \"alpha-2\": \"ZM\", \"alpha-3\": \"ZMB\", \"country-code\": 894, \"iso_3166-2\": \"ISO 3166-2:ZM\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}, {\"name\": \"Zimbabwe\", \"alpha-2\": \"ZW\", \"alpha-3\": \"ZWE\", \"country-code\": 716, \"iso_3166-2\": \"ISO 3166-2:ZW\", \"region\": \"Africa\", \"sub-region\": \"Sub-Saharan Africa\", \"intermediate-region\": \"Eastern Africa\", \"region-code\": 2.0, \"sub-region-code\": 202.0, \"intermediate-region-code\": 14.0}], \"data-6fe555dfa6e044117f5d1299b62b409a\": [{\"name\": \"Spain\", \"fantasy_value\": 137.5}, {\"name\": \"Norway\", \"fantasy_value\": 20.4}, {\"name\": \"France\", \"fantasy_value\": 70.4}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries = alt.topo_feature(data.world_110m.url, \"countries\")\n",
    "# https://en.wikipedia.org/wiki/ISO_3166-1_numeric\n",
    "country_codes = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/lukes/ISO-3166-Countries-with-Regional-Codes/master/all/all.csv\"\n",
    ")\n",
    "\n",
    "background = alt.Chart(countries).mark_geoshape(fill=\"lightgray\")\n",
    "\n",
    "# we transform twice, first from \"ISO 3166-1 numeric\" to name, then from name to value\n",
    "foreground = (\n",
    "    alt.Chart(countries)\n",
    "    .mark_geoshape()\n",
    "    .transform_lookup(\n",
    "        lookup=\"id\",\n",
    "        from_=alt.LookupData(data=country_codes, key=\"country-code\", fields=[\"name\"]),\n",
    "    )\n",
    "    .transform_lookup(\n",
    "        lookup=\"name\",\n",
    "        from_=alt.LookupData(data=values, key=\"name\", fields=[\"fantasy_value\"]),\n",
    "    )\n",
    "    .encode(\n",
    "        fill=alt.Color(\n",
    "            \"fantasy_value:Q\",\n",
    "            scale=alt.Scale(scheme=\"reds\"),\n",
    "        )\n",
    "    )\n",
    ")\n",
    "\n",
    "chart = (\n",
    "    (background + foreground)\n",
    "    .properties(width=600, height=600)\n",
    "    .project(\n",
    "        type=\"equalEarth\",\n",
    "        scale=800,\n",
    "        translate=[200, 1000],\n",
    "    )\n",
    ")\n",
    "\n",
    "chart"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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