notebooks/08_Gráficos_complejos_con_Altair.ipynb

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      "name": "08-Gráficos-complejos-con-Altair.ipynb",
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      "name": "python3",
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/CodeandoMexico/hacking-civico/blob/master/notebooks/08_Gr%C3%A1ficos_complejos_con_Altair.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ezr8l0n1X3BS",
        "colab_type": "text"
      },
      "source": [
        "<p align=\"center\">\n",
        "<img src=\"http://codeandomexico.org/resources/img/codeandomexico.png\" width=\"500\" alt=\"Codeando México\"><br>\n",
        "<a href=\"http://www.codeandomexico.org/\" target=\"_blank\"><img src=\"https://img.shields.io/badge/website-CodeandoMexico-00D88E.svg\"></a>\n",
        "<a href=\"http://slack.codeandomexico.org/\" target=\"_blank\"><img src=\"https://img.shields.io/badge/slack-CodeandoMexico-EC0E4F.svg\"></a>\n",
        "</p>\n",
        "<!-- __ -->\n",
        "\n",
        "# Curso de Datos Abiertos y Hacking Cívico\n",
        "\n",
        "Este curso tiene como objetivo habilitar las capacidades de la ciudadanía y los servidores públicos en el uso y generación de datos abiertos para el bien común. Puedes encontrar más información [aquí](https://github.com/CodeandoMexico/hacking-civico)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UJUT7vxl-eZp",
        "colab_type": "text"
      },
      "source": [
        "# Gráficos complejos y funciones avanzadas de `Altair`\n",
        "\n",
        "En esta lección vamos a ver:\n",
        "1. Agregaciones con Altair (no en pandas)\n",
        "2. Cómo crear facetas y concatenar gráficos\n",
        "3. Capas de gráficos "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SVfjjDkE-c4V",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "dca743a9-7846-47cb-fe46-58fe81cd74e3"
      },
      "source": [
        "import altair as alt\n",
        "import seaborn as sns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PESqhIpZM9dU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "pinguinos = sns.utils.load_dataset(\"penguins\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xB_s-xb7NUWI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "9019f0cb-28e0-40e7-d587-b0b86e93d49c"
      },
      "source": [
        "pinguinos.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>species</th>\n",
              "      <th>island</th>\n",
              "      <th>bill_length_mm</th>\n",
              "      <th>bill_depth_mm</th>\n",
              "      <th>flipper_length_mm</th>\n",
              "      <th>body_mass_g</th>\n",
              "      <th>sex</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Adelie</td>\n",
              "      <td>Torgersen</td>\n",
              "      <td>39.1</td>\n",
              "      <td>18.7</td>\n",
              "      <td>181.0</td>\n",
              "      <td>3750.0</td>\n",
              "      <td>MALE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Adelie</td>\n",
              "      <td>Torgersen</td>\n",
              "      <td>39.5</td>\n",
              "      <td>17.4</td>\n",
              "      <td>186.0</td>\n",
              "      <td>3800.0</td>\n",
              "      <td>FEMALE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Adelie</td>\n",
              "      <td>Torgersen</td>\n",
              "      <td>40.3</td>\n",
              "      <td>18.0</td>\n",
              "      <td>195.0</td>\n",
              "      <td>3250.0</td>\n",
              "      <td>FEMALE</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Adelie</td>\n",
              "      <td>Torgersen</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Adelie</td>\n",
              "      <td>Torgersen</td>\n",
              "      <td>36.7</td>\n",
              "      <td>19.3</td>\n",
              "      <td>193.0</td>\n",
              "      <td>3450.0</td>\n",
              "      <td>FEMALE</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  species     island  bill_length_mm  ...  flipper_length_mm  body_mass_g     sex\n",
              "0  Adelie  Torgersen            39.1  ...              181.0       3750.0    MALE\n",
              "1  Adelie  Torgersen            39.5  ...              186.0       3800.0  FEMALE\n",
              "2  Adelie  Torgersen            40.3  ...              195.0       3250.0  FEMALE\n",
              "3  Adelie  Torgersen             NaN  ...                NaN          NaN     NaN\n",
              "4  Adelie  Torgersen            36.7  ...              193.0       3450.0  FEMALE\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
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          "metadata": {
            "tags": []
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          "execution_count": 3
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "foELHE5uUeEk",
        "colab_type": "text"
      },
      "source": [
        "### Agregaciones"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rJhZ9L6kn21o",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 124
        },
        "outputId": "5430655a-4b61-4260-8a5c-bbd180c950a1"
      },
      "source": [
        "alt.Chart(pinguinos).mark_bar().encode(\n",
        "    x = alt.X(\"mean(body_mass_g):Q\"),\n",
        "    y = alt.Y(\"species:N\")\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
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              "\n",
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              "    let outputDiv = document.currentScript.previousElementSibling;\n",
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              "      outputDiv = document.getElementById(\"altair-viz-6da373a51b104860bfa361fbf93b225e\");\n",
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              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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              "        s.src = paths[lib];\n",
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              "    function displayChart(vegaEmbed) {\n",
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              "        .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",
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\"flipper_length_mm\": 194.0, \"body_mass_g\": 4200.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 18.3, \"flipper_length_mm\": 174.0, \"body_mass_g\": 3400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.7, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3600.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.9, \"bill_depth_mm\": 19.2, \"flipper_length_mm\": 189.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 38.2, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 38.8, \"bill_depth_mm\": 17.2, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3800.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.3, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.6, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 183.0, \"body_mass_g\": 3550.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.5, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.9, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 172.0, \"body_mass_g\": 3150.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.5, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 16.7, \"flipper_length_mm\": 178.0, \"body_mass_g\": 3250.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 37.2, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 178.0, \"body_mass_g\": 3900.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 188.0, \"body_mass_g\": 3300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 40.9, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 184.0, \"body_mass_g\": 3900.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 36.4, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3325.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.2, \"bill_depth_mm\": 21.1, \"flipper_length_mm\": 196.0, \"body_mass_g\": 4150.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 38.8, 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\"Biscoe\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k2v7aYTGNA9m",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 124
        },
        "outputId": "4458af0a-2f46-43a0-bfaf-62fbc9d7290b"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-b8e7e30d557d49adaa6642a024a12a2f\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-b8e7e30d557d49adaa6642a024a12a2f\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-b8e7e30d557d49adaa6642a024a12a2f\");\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@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-7b1c3d376dc1f878f7c4c69deb3a1e79\"}, \"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"quantitative\", \"aggregate\": \"mean\", \"field\": \"body_mass_g\"}, \"y\": {\"type\": \"nominal\", \"field\": \"species\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-7b1c3d376dc1f878f7c4c69deb3a1e79\": [{\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.1, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3750.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 17.4, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 40.3, \"bill_depth_mm\": 18.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3250.0, 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{\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.9, \"bill_depth_mm\": 13.3, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5100.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.6, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.5, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.1, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.5, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4900.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.0, \"bill_depth_mm\": 15.4, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5050.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.8, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.2, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.3, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.9, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.7, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 54.3, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 231.0, \"body_mass_g\": 5650.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.8, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 219.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 16.8, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5700.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4650.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5800.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 220.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.7, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 223.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.7, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.4, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.2, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5100.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.5, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 217.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.4, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.6, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5800.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 209.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.1, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 220.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 16.4, \"flipper_length_mm\": 223.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.5, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5450.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.4, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4725.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.0, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5350.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.9, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.3, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 218.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.1, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.2, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5650.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 226.0, \"body_mass_g\": 5200.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4925.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.9, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 222.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 203.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.1, \"bill_depth_mm\": 16.5, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5250.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 219.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.9, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 15.5, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4975.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4725.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.7, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 53.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 219.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.3, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4575.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.1, \"bill_depth_mm\": 15.1, \"flipper_length_mm\": 209.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 216.0, \"body_mass_g\": 5000.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4650.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4375.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.1, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5850.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4875.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.8, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 222.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4925.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z6y_7H2GNd1Y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 124
        },
        "outputId": "eb1f87be-db3a-48c1-f6e8-448787306387"
      },
      "source": [
        "alt.Chart(pinguinos).mark_bar().encode(\n",
        "    x = alt.X(\"count()\"),\n",
        "    y = alt.Y(\"island:N\")\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-f870c2b3efa94e8fad3407cda048c498\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-f870c2b3efa94e8fad3407cda048c498\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-f870c2b3efa94e8fad3407cda048c498\");\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@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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 if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
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223.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.5, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5450.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.4, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4725.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.0, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5350.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.9, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.3, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 218.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.1, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.2, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5650.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 226.0, \"body_mass_g\": 5200.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4925.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.9, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 222.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 203.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.1, \"bill_depth_mm\": 16.5, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5250.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 219.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.9, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 15.5, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4975.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4725.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.7, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 53.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 219.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.3, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4575.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.1, \"bill_depth_mm\": 15.1, \"flipper_length_mm\": 209.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 216.0, \"body_mass_g\": 5000.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4650.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4375.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.1, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5850.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4875.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.8, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 222.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4925.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wSiH6809UbIz",
        "colab_type": "text"
      },
      "source": [
        "### Facetas"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YldVCXXjNpDd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 290
        },
        "outputId": "2e1e8e56-ec46-4193-f150-242ed355bb72"
      },
      "source": [
        "alt.Chart(pinguinos).mark_bar().encode(\n",
        "    x = \"count()\",\n",
        "    y = alt.Y(\"island:N\"),\n",
        "    row = alt.Row(\"species:N\")\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-99fff70455de40febeab886eb017b5a8\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-99fff70455de40febeab886eb017b5a8\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-99fff70455de40febeab886eb017b5a8\");\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@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-7b1c3d376dc1f878f7c4c69deb3a1e79\"}, \"mark\": \"bar\", \"encoding\": {\"row\": {\"type\": \"nominal\", \"field\": \"species\"}, \"x\": {\"type\": \"quantitative\", \"aggregate\": \"count\"}, \"y\": {\"type\": \"nominal\", \"field\": \"island\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-7b1c3d376dc1f878f7c4c69deb3a1e79\": [{\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.1, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3750.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 17.4, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 40.3, \"bill_depth_mm\": 18.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3250.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 36.7, \"bill_depth_mm\": 19.3, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.3, \"bill_depth_mm\": 20.6, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3650.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.9, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.2, \"bill_depth_mm\": 19.6, \"flipper_length_mm\": 195.0, \"body_mass_g\": 4675.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.1, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3475.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.0, \"bill_depth_mm\": 20.2, \"flipper_length_mm\": 190.0, \"body_mass_g\": 4250.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3300.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3700.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 41.1, \"bill_depth_mm\": 17.6, \"flipper_length_mm\": 182.0, \"body_mass_g\": 3200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.6, \"bill_depth_mm\": 21.2, \"flipper_length_mm\": 191.0, \"body_mass_g\": 3800.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.6, \"bill_depth_mm\": 21.1, \"flipper_length_mm\": 198.0, \"body_mass_g\": 4400.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 36.6, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.7, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.5, \"bill_depth_mm\": 20.7, \"flipper_length_mm\": 197.0, \"body_mass_g\": 4500.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.4, \"bill_depth_mm\": 18.4, \"flipper_length_mm\": 184.0, \"body_mass_g\": 3325.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 46.0, 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\"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 15.5, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4975.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4725.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.7, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 53.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 219.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.3, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4575.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.1, \"bill_depth_mm\": 15.1, \"flipper_length_mm\": 209.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 216.0, \"body_mass_g\": 5000.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4650.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4375.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.1, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5850.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4875.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.8, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 222.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4925.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GONBpxk4Nyp9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "fc88ddf8-a969-420b-fb5b-56c09be1d682"
      },
      "source": [
        "alt.Chart(pinguinos).mark_circle().encode(\n",
        "    x = alt.X(\"bill_length_mm:Q\"),\n",
        "    y = alt.Y(\"bill_depth_mm:Q\"),\n",
        "    row = alt.Row(\"island:N\"),\n",
        "    column = alt.Column(\"species:N\")\n",
        ").properties(\n",
        "    width = 100,\n",
        "    height= 100,\n",
        "    title = \"Pinguinos yay\"\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.Chart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-34f263cffc5343e0a50d1f5385be47e3\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-34f263cffc5343e0a50d1f5385be47e3\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-34f263cffc5343e0a50d1f5385be47e3\");\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@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-7b1c3d376dc1f878f7c4c69deb3a1e79\"}, \"mark\": \"circle\", \"encoding\": {\"column\": {\"type\": \"nominal\", \"field\": \"species\"}, \"row\": {\"type\": \"nominal\", \"field\": \"island\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"bill_length_mm\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"bill_depth_mm\"}}, \"height\": 100, \"title\": \"Pinguinos yay\", \"width\": 100, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-7b1c3d376dc1f878f7c4c69deb3a1e79\": [{\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.1, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3750.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 17.4, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 40.3, \"bill_depth_mm\": 18.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3250.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 36.7, \"bill_depth_mm\": 19.3, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.3, \"bill_depth_mm\": 20.6, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3650.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.9, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.2, \"bill_depth_mm\": 19.6, \"flipper_length_mm\": 195.0, \"body_mass_g\": 4675.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.1, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3475.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.0, \"bill_depth_mm\": 20.2, \"flipper_length_mm\": 190.0, \"body_mass_g\": 4250.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3300.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3700.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 41.1, \"bill_depth_mm\": 17.6, \"flipper_length_mm\": 182.0, \"body_mass_g\": 3200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.6, \"bill_depth_mm\": 21.2, \"flipper_length_mm\": 191.0, \"body_mass_g\": 3800.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.6, \"bill_depth_mm\": 21.1, \"flipper_length_mm\": 198.0, \"body_mass_g\": 4400.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 36.6, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.7, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.5, \"bill_depth_mm\": 20.7, \"flipper_length_mm\": 197.0, \"body_mass_g\": 4500.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.4, \"bill_depth_mm\": 18.4, \"flipper_length_mm\": 184.0, \"body_mass_g\": 3325.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 46.0, \"bill_depth_mm\": 21.5, \"flipper_length_mm\": 194.0, \"body_mass_g\": 4200.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 18.3, \"flipper_length_mm\": 174.0, \"body_mass_g\": 3400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.7, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3600.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.9, \"bill_depth_mm\": 19.2, \"flipper_length_mm\": 189.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 38.2, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 38.8, \"bill_depth_mm\": 17.2, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3800.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.3, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.6, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 183.0, \"body_mass_g\": 3550.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.5, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.9, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 172.0, \"body_mass_g\": 3150.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.5, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 16.7, \"flipper_length_mm\": 178.0, \"body_mass_g\": 3250.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 37.2, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 178.0, \"body_mass_g\": 3900.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 188.0, \"body_mass_g\": 3300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 40.9, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 184.0, \"body_mass_g\": 3900.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 36.4, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3325.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.2, \"bill_depth_mm\": 21.1, \"flipper_length_mm\": 196.0, \"body_mass_g\": 4150.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 38.8, \"bill_depth_mm\": 20.0, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 42.2, \"bill_depth_mm\": 18.5, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3550.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 37.6, \"bill_depth_mm\": 19.3, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.8, \"bill_depth_mm\": 19.1, \"flipper_length_mm\": 184.0, \"body_mass_g\": 4650.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 36.5, \"bill_depth_mm\": 18.0, \"flipper_length_mm\": 182.0, \"body_mass_g\": 3150.0, \"sex\": \"FEMALE\"}, {\"species\": 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\"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.2, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.0, \"bill_depth_mm\": 15.3, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.3, \"bill_depth_mm\": 15.3, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5250.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 42.8, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 209.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.1, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 207.0, \"body_mass_g\": 5050.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 59.6, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 6050.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5150.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.4, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 42.6, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.4, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 219.0, \"body_mass_g\": 5250.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.0, \"bill_depth_mm\": 13.6, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4350.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.7, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 208.0, \"body_mass_g\": 5350.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 42.7, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 208.0, \"body_mass_g\": 3950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.6, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5700.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.3, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.6, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.6, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4900.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.9, \"bill_depth_mm\": 13.3, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5100.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.6, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.5, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.1, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.5, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4900.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.0, \"bill_depth_mm\": 15.4, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5050.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.8, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.2, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.3, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.9, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.7, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 54.3, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 231.0, \"body_mass_g\": 5650.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.8, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 219.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 16.8, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5700.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4650.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5800.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 220.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.7, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 223.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.7, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.4, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.2, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5100.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.5, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 217.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.4, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.6, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5800.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 209.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.1, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 220.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 16.4, \"flipper_length_mm\": 223.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.5, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5450.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.4, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4725.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.0, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5350.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.9, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.3, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 218.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.1, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.2, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5650.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 226.0, \"body_mass_g\": 5200.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4925.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.9, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 222.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 203.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.1, \"bill_depth_mm\": 16.5, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5250.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 219.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.9, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 15.5, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4975.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4725.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.7, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 53.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 219.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.3, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4575.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.1, \"bill_depth_mm\": 15.1, \"flipper_length_mm\": 209.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 216.0, \"body_mass_g\": 5000.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4650.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4375.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.1, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5850.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4875.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.8, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 222.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4925.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WeKT1UTvUXlO",
        "colab_type": "text"
      },
      "source": [
        "### Concatenar gráficos"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EI5sd-snrFvr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 796
        },
        "outputId": "138188cf-89e6-4fdc-8aa5-0c246cdf1b58"
      },
      "source": [
        "barras = alt.Chart(pinguinos).mark_bar().encode(\n",
        "    x = \"species:N\",\n",
        "    y = alt.Y(\"mean(body_mass_g)\")\n",
        ")\n",
        "\n",
        "dispersion = alt.Chart(pinguinos).mark_circle().encode(\n",
        "    x = alt.X(\"bill_length_mm\"),\n",
        "    y = alt.Y(\"bill_depth_mm\"),\n",
        "    color = alt.Color(\"species:N\")\n",
        ")\n",
        "\n",
        "par1 = alt.hconcat(barras, dispersion)\n",
        "\n",
        "alt.vconcat(par1, par1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.VConcatChart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-3ff49f916c614fd29de2eb530a55c8d5\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-3ff49f916c614fd29de2eb530a55c8d5\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-3ff49f916c614fd29de2eb530a55c8d5\");\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@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"vconcat\": [{\"hconcat\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"nominal\", \"field\": \"species\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"mean\", \"field\": \"body_mass_g\"}}}, {\"mark\": \"circle\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"species\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"bill_length_mm\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"bill_depth_mm\"}}}]}, {\"hconcat\": [{\"mark\": \"bar\", \"encoding\": {\"x\": {\"type\": \"nominal\", \"field\": \"species\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"mean\", \"field\": \"body_mass_g\"}}}, {\"mark\": \"circle\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"species\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"bill_length_mm\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"bill_depth_mm\"}}}]}], \"data\": {\"name\": \"data-7b1c3d376dc1f878f7c4c69deb3a1e79\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-7b1c3d376dc1f878f7c4c69deb3a1e79\": [{\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.1, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3750.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 17.4, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 40.3, \"bill_depth_mm\": 18.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3250.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 36.7, \"bill_depth_mm\": 19.3, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.3, \"bill_depth_mm\": 20.6, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3650.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.9, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.2, \"bill_depth_mm\": 19.6, \"flipper_length_mm\": 195.0, \"body_mass_g\": 4675.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.1, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3475.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.0, \"bill_depth_mm\": 20.2, \"flipper_length_mm\": 190.0, \"body_mass_g\": 4250.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3300.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3700.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 41.1, \"bill_depth_mm\": 17.6, \"flipper_length_mm\": 182.0, \"body_mass_g\": 3200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.6, \"bill_depth_mm\": 21.2, \"flipper_length_mm\": 191.0, \"body_mass_g\": 3800.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.6, \"bill_depth_mm\": 21.1, \"flipper_length_mm\": 198.0, \"body_mass_g\": 4400.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 36.6, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.7, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.5, \"bill_depth_mm\": 20.7, \"flipper_length_mm\": 197.0, \"body_mass_g\": 4500.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.4, \"bill_depth_mm\": 18.4, \"flipper_length_mm\": 184.0, \"body_mass_g\": 3325.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 46.0, \"bill_depth_mm\": 21.5, \"flipper_length_mm\": 194.0, \"body_mass_g\": 4200.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 18.3, \"flipper_length_mm\": 174.0, \"body_mass_g\": 3400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.7, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3600.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.9, \"bill_depth_mm\": 19.2, \"flipper_length_mm\": 189.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 38.2, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 38.8, \"bill_depth_mm\": 17.2, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3800.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.3, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.6, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 183.0, \"body_mass_g\": 3550.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.5, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 187.0, \"body_mass_g\": 3200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.9, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 172.0, \"body_mass_g\": 3150.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.5, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 16.7, \"flipper_length_mm\": 178.0, \"body_mass_g\": 3250.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 37.2, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 178.0, \"body_mass_g\": 3900.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 188.0, \"body_mass_g\": 3300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 40.9, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 184.0, \"body_mass_g\": 3900.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 36.4, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3325.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.2, \"bill_depth_mm\": 21.1, \"flipper_length_mm\": 196.0, \"body_mass_g\": 4150.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 38.8, \"bill_depth_mm\": 20.0, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 42.2, \"bill_depth_mm\": 18.5, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3550.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 37.6, \"bill_depth_mm\": 19.3, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.8, \"bill_depth_mm\": 19.1, \"flipper_length_mm\": 184.0, \"body_mass_g\": 4650.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 36.5, \"bill_depth_mm\": 18.0, \"flipper_length_mm\": 182.0, \"body_mass_g\": 3150.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 40.8, \"bill_depth_mm\": 18.4, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3900.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 36.0, \"bill_depth_mm\": 18.5, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3100.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 44.1, \"bill_depth_mm\": 19.7, \"flipper_length_mm\": 196.0, \"body_mass_g\": 4400.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 37.0, \"bill_depth_mm\": 16.9, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3000.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 39.6, \"bill_depth_mm\": 18.8, \"flipper_length_mm\": 190.0, \"body_mass_g\": 4600.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 41.1, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 182.0, \"body_mass_g\": 3425.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 37.5, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 179.0, \"body_mass_g\": 2975.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 36.0, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"bill_length_mm\": 42.3, \"bill_depth_mm\": 21.2, \"flipper_length_mm\": 191.0, \"body_mass_g\": 4150.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 39.6, \"bill_depth_mm\": 17.7, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3500.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.1, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 188.0, \"body_mass_g\": 4300.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.0, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 42.0, \"bill_depth_mm\": 19.5, \"flipper_length_mm\": 200.0, \"body_mass_g\": 4050.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 34.5, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 187.0, \"body_mass_g\": 2900.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.4, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 191.0, \"body_mass_g\": 3700.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 39.0, \"bill_depth_mm\": 17.5, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3550.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 40.6, \"bill_depth_mm\": 18.8, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3800.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 36.5, \"bill_depth_mm\": 16.6, \"flipper_length_mm\": 181.0, \"body_mass_g\": 2850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.6, \"bill_depth_mm\": 19.1, \"flipper_length_mm\": 194.0, \"body_mass_g\": 3750.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.7, \"bill_depth_mm\": 16.9, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3150.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.3, \"bill_depth_mm\": 21.1, \"flipper_length_mm\": 195.0, \"body_mass_g\": 4400.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.6, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.1, \"bill_depth_mm\": 18.2, \"flipper_length_mm\": 192.0, \"body_mass_g\": 4050.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 36.4, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 184.0, \"body_mass_g\": 2850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.6, \"bill_depth_mm\": 18.0, \"flipper_length_mm\": 192.0, \"body_mass_g\": 3950.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.5, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3350.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.1, \"bill_depth_mm\": 19.1, \"flipper_length_mm\": 188.0, \"body_mass_g\": 4100.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 35.9, \"bill_depth_mm\": 16.6, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3050.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 41.8, \"bill_depth_mm\": 19.4, \"flipper_length_mm\": 198.0, \"body_mass_g\": 4450.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 33.5, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.7, \"bill_depth_mm\": 18.4, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3900.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.6, \"bill_depth_mm\": 17.2, \"flipper_length_mm\": 196.0, \"body_mass_g\": 3550.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 45.8, \"bill_depth_mm\": 18.9, \"flipper_length_mm\": 197.0, \"body_mass_g\": 4150.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 35.5, \"bill_depth_mm\": 17.5, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.8, \"bill_depth_mm\": 18.5, \"flipper_length_mm\": 195.0, \"body_mass_g\": 4250.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 40.9, \"bill_depth_mm\": 16.8, \"flipper_length_mm\": 191.0, \"body_mass_g\": 3700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.2, \"bill_depth_mm\": 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\"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_ojMVUW7OLVv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "outputId": "92356652-b8b0-4d0a-ee28-4fa084c72913"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.HConcatChart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-f5dde5f6217a4e7689241833c1b7c8a8\"></div>\n",
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              "      outputDiv = document.getElementById(\"altair-viz-f5dde5f6217a4e7689241833c1b7c8a8\");\n",
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              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
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              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
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              "      });\n",
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              "\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",
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              "      displayChart(vegaEmbed);\n",
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{\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.9, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.3, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 218.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.1, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.2, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5650.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 226.0, \"body_mass_g\": 5200.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4925.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.9, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 222.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 203.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.1, \"bill_depth_mm\": 16.5, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5250.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 219.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.9, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 15.5, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4975.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4725.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.7, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 53.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 219.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.3, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4575.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.1, \"bill_depth_mm\": 15.1, \"flipper_length_mm\": 209.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 216.0, \"body_mass_g\": 5000.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4650.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4375.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.1, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5850.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4875.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.8, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 222.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4925.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LzzzXR4-VkOG",
        "colab_type": "text"
      },
      "source": [
        "### Capas"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z4JFPBLBsheD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 369
        },
        "outputId": "62e016db-1c70-4e56-e638-b151cf1f4cc4"
      },
      "source": [
        "dispersion_base = alt.Chart(pinguinos).mark_circle(fillOpacity = 0.50).encode(\n",
        "    x = alt.X(\"bill_length_mm:Q\", title = \"Largo del pico (mm)\"),\n",
        "    y = alt.Y(\"bill_depth_mm:Q\", title = \"Profundidad del pico (mm)\"),\n",
        "    color = alt.Color(\"species:N\")\n",
        ")\n",
        "\n",
        "dispersion_texto = alt.Chart(pinguinos).mark_text(size = 16).encode(\n",
        "    x = alt.X(\"mean(bill_length_mm):Q\", ),\n",
        "    y = alt.Y(\"mean(bill_depth_mm):Q\"),\n",
        "    text = alt.Text(\"species:N\")\n",
        ")\n",
        "\n",
        "dispersion_base + dispersion_texto"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.LayerChart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-0f51845c3481401da677908bcb441bf1\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-0f51845c3481401da677908bcb441bf1\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-0f51845c3481401da677908bcb441bf1\");\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@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"circle\", \"fillOpacity\": 0.5}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"species\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"bill_length_mm\", \"title\": \"Largo del pico (mm)\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"bill_depth_mm\", \"title\": \"Profundidad del pico (mm)\"}}}, {\"mark\": {\"type\": \"text\", \"size\": 16}, \"encoding\": {\"text\": {\"type\": \"nominal\", \"field\": \"species\"}, \"x\": {\"type\": \"quantitative\", \"aggregate\": \"mean\", \"field\": \"bill_length_mm\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"mean\", \"field\": \"bill_depth_mm\"}}}], \"data\": {\"name\": \"data-7b1c3d376dc1f878f7c4c69deb3a1e79\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-7b1c3d376dc1f878f7c4c69deb3a1e79\": [{\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.1, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3750.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.5, \"bill_depth_mm\": 17.4, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3800.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 40.3, \"bill_depth_mm\": 18.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3250.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 36.7, \"bill_depth_mm\": 19.3, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.3, \"bill_depth_mm\": 20.6, \"flipper_length_mm\": 190.0, \"body_mass_g\": 3650.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.9, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 181.0, \"body_mass_g\": 3625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.2, \"bill_depth_mm\": 19.6, \"flipper_length_mm\": 195.0, \"body_mass_g\": 4675.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.1, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 193.0, \"body_mass_g\": 3475.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.0, \"bill_depth_mm\": 20.2, \"flipper_length_mm\": 190.0, \"body_mass_g\": 4250.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 186.0, \"body_mass_g\": 3300.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3700.0, \"sex\": null}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 41.1, \"bill_depth_mm\": 17.6, \"flipper_length_mm\": 182.0, \"body_mass_g\": 3200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.6, \"bill_depth_mm\": 21.2, \"flipper_length_mm\": 191.0, \"body_mass_g\": 3800.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.6, \"bill_depth_mm\": 21.1, \"flipper_length_mm\": 198.0, \"body_mass_g\": 4400.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 36.6, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 185.0, \"body_mass_g\": 3700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 38.7, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 195.0, \"body_mass_g\": 3450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 42.5, \"bill_depth_mm\": 20.7, \"flipper_length_mm\": 197.0, \"body_mass_g\": 4500.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 34.4, \"bill_depth_mm\": 18.4, \"flipper_length_mm\": 184.0, \"body_mass_g\": 3325.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 46.0, \"bill_depth_mm\": 21.5, \"flipper_length_mm\": 194.0, \"body_mass_g\": 4200.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.8, \"bill_depth_mm\": 18.3, \"flipper_length_mm\": 174.0, \"body_mass_g\": 3400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 37.7, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 180.0, \"body_mass_g\": 3600.0, \"sex\": \"MALE\"}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"bill_length_mm\": 35.9, 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\"flipper_length_mm\": 216.0, \"body_mass_g\": 5000.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4650.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4375.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.1, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5850.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4875.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.8, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 222.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4925.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dQ-BsOajUvyW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 369
        },
        "outputId": "52a2f49f-fe01-44ed-a9c1-4479331f69ff"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "alt.LayerChart(...)"
            ],
            "text/html": [
              "\n",
              "<div id=\"altair-viz-eb39f27488eb48e7b5590a574d00b2d8\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-eb39f27488eb48e7b5590a574d00b2d8\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-eb39f27488eb48e7b5590a574d00b2d8\");\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@4.8.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function loadScript(lib) {\n",
              "      return new Promise(function(resolve, reject) {\n",
              "        var s = document.createElement('script');\n",
              "        s.src = paths[lib];\n",
              "        s.async = true;\n",
              "        s.onload = () => resolve(paths[lib]);\n",
              "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "      });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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: ${err.message}`));\n",
              "    } else if (typeof vegaEmbed === \"function\") {\n",
              "      displayChart(vegaEmbed);\n",
              "    } else {\n",
              "      loadScript(\"vega\")\n",
              "        .then(() => loadScript(\"vega-lite\"))\n",
              "        .then(() => loadScript(\"vega-embed\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"circle\", \"fillOpacity\": 0.5}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"species\"}, \"x\": {\"type\": \"quantitative\", \"field\": \"bill_length_mm\", \"title\": \"Largo del pico (mm)\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"bill_depth_mm\", \"title\": \"Profundidad del pico (mm)\"}}}, {\"mark\": {\"type\": \"text\", \"size\": 16}, \"encoding\": {\"text\": {\"type\": \"nominal\", \"field\": \"species\"}, \"x\": {\"type\": \"quantitative\", \"aggregate\": \"mean\", \"field\": \"bill_length_mm\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"mean\", \"field\": \"bill_depth_mm\"}}}], \"data\": {\"name\": \"data-7b1c3d376dc1f878f7c4c69deb3a1e79\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-7b1c3d376dc1f878f7c4c69deb3a1e79\": [{\"species\": \"Adelie\", \"island\": 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\"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.1, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 207.0, \"body_mass_g\": 5050.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 59.6, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 6050.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5150.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.4, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 42.6, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.4, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 219.0, \"body_mass_g\": 5250.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.0, \"bill_depth_mm\": 13.6, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4350.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.7, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 208.0, \"body_mass_g\": 5350.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 42.7, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 208.0, \"body_mass_g\": 3950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.6, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5700.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.3, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.6, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.6, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4900.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.9, \"bill_depth_mm\": 13.3, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5100.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.6, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.5, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.1, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.5, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4900.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.0, \"bill_depth_mm\": 15.4, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5050.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.8, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4300.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 220.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.2, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4450.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.3, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.9, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.7, \"bill_depth_mm\": 13.9, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4400.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 54.3, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 231.0, \"body_mass_g\": 5650.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.8, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 219.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 16.8, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5700.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4650.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5800.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 220.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.7, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 223.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.7, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.4, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.2, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5100.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.5, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 217.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.4, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.6, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5800.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 209.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.1, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 220.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 16.4, \"flipper_length_mm\": 223.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.5, \"bill_depth_mm\": 15.6, \"flipper_length_mm\": 221.0, \"body_mass_g\": 5450.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.4, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4725.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.0, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5350.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.9, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4600.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.3, \"bill_depth_mm\": 14.2, \"flipper_length_mm\": 218.0, \"body_mass_g\": 5300.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.1, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5550.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 218.0, \"body_mass_g\": 4950.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 52.2, \"bill_depth_mm\": 17.1, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 14.5, \"flipper_length_mm\": 212.0, \"body_mass_g\": 4750.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 224.0, \"body_mass_g\": 5650.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 226.0, \"body_mass_g\": 5200.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4925.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.9, \"bill_depth_mm\": 14.6, \"flipper_length_mm\": 222.0, \"body_mass_g\": 4875.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.4, \"bill_depth_mm\": 14.4, \"flipper_length_mm\": 203.0, \"body_mass_g\": 4625.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.1, \"bill_depth_mm\": 16.5, \"flipper_length_mm\": 225.0, \"body_mass_g\": 5250.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.5, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 219.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.9, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5600.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 15.5, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4975.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.1, \"bill_depth_mm\": 15.0, \"flipper_length_mm\": 228.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.3, \"bill_depth_mm\": 13.8, \"flipper_length_mm\": 216.0, \"body_mass_g\": 4725.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 215.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 41.7, \"bill_depth_mm\": 14.7, \"flipper_length_mm\": 210.0, \"body_mass_g\": 4700.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 53.4, \"bill_depth_mm\": 15.8, \"flipper_length_mm\": 219.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.3, \"bill_depth_mm\": 14.0, \"flipper_length_mm\": 208.0, \"body_mass_g\": 4575.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.1, \"bill_depth_mm\": 15.1, \"flipper_length_mm\": 209.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 216.0, \"body_mass_g\": 5000.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 15.9, \"flipper_length_mm\": 229.0, \"body_mass_g\": 5950.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 15.2, \"flipper_length_mm\": 213.0, \"body_mass_g\": 4650.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 16.3, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5500.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 14.1, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4375.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 55.1, \"bill_depth_mm\": 16.0, \"flipper_length_mm\": 230.0, \"body_mass_g\": 5850.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 44.5, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 217.0, \"body_mass_g\": 4875.0, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 48.8, \"bill_depth_mm\": 16.2, \"flipper_length_mm\": 222.0, \"body_mass_g\": 6000.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 47.2, \"bill_depth_mm\": 13.7, \"flipper_length_mm\": 214.0, \"body_mass_g\": 4925.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": null, \"bill_depth_mm\": null, \"flipper_length_mm\": null, \"body_mass_g\": null, \"sex\": null}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 14.3, \"flipper_length_mm\": 215.0, \"body_mass_g\": 4850.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 50.4, \"bill_depth_mm\": 15.7, \"flipper_length_mm\": 222.0, \"body_mass_g\": 5750.0, \"sex\": \"MALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 14.8, \"flipper_length_mm\": 212.0, \"body_mass_g\": 5200.0, \"sex\": \"FEMALE\"}, {\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"bill_length_mm\": 49.9, \"bill_depth_mm\": 16.1, \"flipper_length_mm\": 213.0, \"body_mass_g\": 5400.0, \"sex\": \"MALE\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yrkwdohjmeOj",
        "colab_type": "text"
      },
      "source": [
        "### Desafío"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GizSUgqnmgzb",
        "colab_type": "text"
      },
      "source": [
        "Crear un gráfico de barras que:\n",
        "1. Usando el conjunto de datos de pingüinos.\n",
        "2. Los marcadores sean barras.\n",
        "3. En el eje $x$ se visualiza la longitud promedio de las aletas de cada especie de pingüino.\n",
        "4. En el eje $y$ se visualiza la especie del pingüino.\n",
        "5. Cada barra tiene también una etiqueta con la especie del pingüino."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Naj06EuYVvUR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}