[20221111]Cultural_Analysis_Course_Geospatial_Analysis.ipynb

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      "cell_type": "markdown",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/courtneynguyen/Kenyon-College_IPHS_Cultural-Analytics/blob/main/%5B20221111%5DCultural_Analysis_Course_Geospatial_Analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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        "!pip install geopandas"
      ],
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            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting geopandas\n",
            "  Downloading geopandas-0.12.2-py3-none-any.whl (1.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.1 MB 7.8 MB/s \n",
            "\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.8/dist-packages (from geopandas) (21.3)\n",
            "Collecting pyproj>=2.6.1.post1\n",
            "  Downloading pyproj-3.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 7.8 MB 51.8 MB/s \n",
            "\u001b[?25hCollecting fiona>=1.8\n",
            "  Downloading Fiona-1.8.22-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 16.6 MB 65.7 MB/s \n",
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            "Requirement already satisfied: certifi in /usr/local/lib/python3.8/dist-packages (from fiona>=1.8->geopandas) (2022.9.24)\n",
            "Collecting cligj>=0.5\n",
            "  Downloading cligj-0.7.2-py3-none-any.whl (7.1 kB)\n",
            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.8/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
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            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.8/dist-packages (from pandas>=1.0.0->geopandas) (2.8.2)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.8/dist-packages (from packaging->geopandas) (3.0.9)\n",
            "Installing collected packages: munch, cligj, click-plugins, pyproj, fiona, geopandas\n",
            "Successfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.8.22 geopandas-0.12.2 munch-2.5.0 pyproj-3.4.1\n"
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        "id": "b_zcqU2Z7Hr6"
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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import geopandas as gpd\n",
        "from geopy.geocoders import Nominatim\n",
        "from geopy.exc import GeocoderTimedOut\n",
        "\n",
        "import folium \n",
        "from folium import Marker\n",
        "from folium.plugins import MarkerCluster"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "try:\n",
        "  from google.colab import drive\n",
        "  IN_COLAB=True\n",
        "except:\n",
        "  IN_COLAB=False\n",
        "\n",
        "if IN_COLAB:\n",
        "  print(\"Attempting to attach your Google gDrive to this Colab Jupyter Notebook\")\n",
        "  drive.mount('/gdrive')\n",
        "else:\n",
        "  print(\"Your Google gDrive is attached to this Colab Jupyter Notebook\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ifCl9n1uaa4F",
        "outputId": "63bd5e25-27a6-4baf-ca61-5222ef1c8a5b"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Attempting to attach your Google gDrive to this Colab Jupyter Notebook\n",
            "Mounted at /gdrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AEonCVJXyndH",
        "outputId": "5e42682c-c1c9-4eea-df8d-0d1fcf1a90b9"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /gdrive/MyDrive/\"Fall 2022\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b35IzUXfbRoq",
        "outputId": "8a2f3958-5bfb-4eca-cf9a-b12edd91e061"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[Errno 107] Transport endpoint is not connected: '/gdrive/MyDrive/Fall 2022'\n",
            "/content\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "id": "oSzpHygb0n9v",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b0c365a1-2ee3-43be-8e5d-234df5ce696f"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pwd"
      ],
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        "id": "Est1qhkzbhFv",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5db90c4c-84f7-4fd4-b17d-cf6ac7bec589"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "countries_data_gpd = gpd.read_file(\"CountriesData.csv\")\n",
        "countries_data_gpd.head()"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
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        "id": "G0GjzM4yIVO9",
        "outputId": "f39e6994-dcfe-4803-f9c7-7b2a207a893e"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        Entity Code  Year     UrbanPop         Drugs geometry\n",
              "0  Afghanistan  AFG  1990  21.17700005  0.8841007545     None\n",
              "1  Afghanistan  AFG  1991  21.26600075   0.877249244     None\n",
              "2  Afghanistan  AFG  1992  21.35499954  0.8727200106     None\n",
              "3  Afghanistan  AFG  1993  21.44400024  0.8679610798     None\n",
              "4  Afghanistan  AFG  1994   21.5340004  0.8632745858     None"
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              "      <td>Afghanistan</td>\n",
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              "      <td>Afghanistan</td>\n",
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              "      <td>1992</td>\n",
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              "      <td>0.8727200106</td>\n",
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              "      <td>Afghanistan</td>\n",
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              "      <td>Afghanistan</td>\n",
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        "fertility2010_data_gpd.head()"
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              "           Entity Code  Year Fertility.rate geometry\n",
              "0     Afghanistan  AFG  2010    6.098700047     None\n",
              "1          Africa       2010    4.858799934     None\n",
              "2         Albania  ALB  2010    1.656399965     None\n",
              "3         Algeria  DZA  2010    2.843400002     None\n",
              "4  American Samoa  ASM  2010    3.336600065     None"
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              "      <td>Albania</td>\n",
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              "      <td>Algeria</td>\n",
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              "      <td>2010</td>\n",
              "      <td>2.843400002</td>\n",
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              "      <td>American Samoa</td>\n",
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    {
      "cell_type": "code",
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        "urban_data = gpd.read_file(\"UrbanPopFixed.csv\")"
      ],
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        "id": "DWfhV2QzikzC"
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      "execution_count": 12,
      "outputs": []
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    {
      "cell_type": "code",
      "source": [
        "fertility2010_data_gpd.rename(columns = {'Code':'iso_a3'}, inplace = True)\n",
        "fertility2010_data_gpd.head()"
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        "id": "np8mTy2AxJjT",
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      "execution_count": 13,
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        {
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            "text/plain": [
              "           Entity iso_a3  Year Fertility.rate geometry\n",
              "0     Afghanistan    AFG  2010    6.098700047     None\n",
              "1          Africa         2010    4.858799934     None\n",
              "2         Albania    ALB  2010    1.656399965     None\n",
              "3         Algeria    DZA  2010    2.843400002     None\n",
              "4  American Samoa    ASM  2010    3.336600065     None"
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        "world_filepath = gpd.datasets.get_path('naturalearth_lowres')\n",
        "world = gpd.read_file(world_filepath)\n",
        "world.head()"
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      "execution_count": 14,
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        {
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            "text/plain": [
              "       pop_est      continent                      name iso_a3  gdp_md_est  \\\n",
              "0     889953.0        Oceania                      Fiji    FJI        5496   \n",
              "1   58005463.0         Africa                  Tanzania    TZA       63177   \n",
              "2     603253.0         Africa                 W. Sahara    ESH         907   \n",
              "3   37589262.0  North America                    Canada    CAN     1736425   \n",
              "4  328239523.0  North America  United States of America    USA    21433226   \n",
              "\n",
              "                                            geometry  \n",
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        "new_df = world[['name','iso_a3', \"geometry\"]].copy()\n",
        "new_df.head()"
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              "                       name iso_a3  \\\n",
              "0                      Fiji    FJI   \n",
              "1                  Tanzania    TZA   \n",
              "2                 W. Sahara    ESH   \n",
              "3                    Canada    CAN   \n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>iso_a3</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Fiji</td>\n",
              "      <td>FJI</td>\n",
              "      <td>MULTIPOLYGON (((180.00000 -16.06713, 180.00000...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>TZA</td>\n",
              "      <td>POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>W. Sahara</td>\n",
              "      <td>ESH</td>\n",
              "      <td>POLYGON ((-8.66559 27.65643, -8.66512 27.58948...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Canada</td>\n",
              "      <td>CAN</td>\n",
              "      <td>MULTIPOLYGON (((-122.84000 49.00000, -122.9742...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>United States of America</td>\n",
              "      <td>USA</td>\n",
              "      <td>MULTIPOLYGON (((-122.84000 49.00000, -120.0000...</td>\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_df = pd.merge(fertility2010_data_gpd, new_df, on=\"iso_a3\")\n",
        "del final_df[\"geometry_x\"]\n",
        "del final_df[\"name\"]\n",
        "final_df.rename(columns = {'geometry_y':'geometry'}, inplace = True)\n",
        "final_df.rename(columns = {'Fertility.rate':'fertilityRate'}, inplace = True)\n",
        "final_df.head(165)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "3z83D3r7zGWK",
        "outputId": "6cee8917-d194-4746-d74b-c3a1478b0831"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                   Entity iso_a3  Year fertilityRate  \\\n",
              "0             Afghanistan    AFG  2010   6.098700047   \n",
              "1                 Albania    ALB  2010   1.656399965   \n",
              "2                 Algeria    DZA  2010   2.843400002   \n",
              "3                  Angola    AGO  2010   6.193799973   \n",
              "4               Argentina    ARG  2010   2.346199989   \n",
              "..                    ...    ...   ...           ...   \n",
              "160  United Arab Emirates    ARE  2010   1.789700031   \n",
              "161        United Kingdom    GBR  2010   1.916800022   \n",
              "162         United States    USA  2010   1.932500005   \n",
              "163               Uruguay    URY  2010   2.010999918   \n",
              "164            Uzbekistan    UZB  2010   2.440700054   \n",
              "\n",
              "                                              geometry  \n",
              "0    POLYGON ((66.51861 37.36278, 67.07578 37.35614...  \n",
              "1    POLYGON ((21.02004 40.84273, 20.99999 40.58000...  \n",
              "2    POLYGON ((-8.68440 27.39574, -8.66512 27.58948...  \n",
              "3    MULTIPOLYGON (((12.99552 -4.78110, 12.63161 -4...  \n",
              "4    MULTIPOLYGON (((-68.63401 -52.63637, -68.25000...  \n",
              "..                                                 ...  \n",
              "160  POLYGON ((51.57952 24.24550, 51.75744 24.29407...  \n",
              "161  MULTIPOLYGON (((-6.19788 53.86757, -6.95373 54...  \n",
              "162  MULTIPOLYGON (((-122.84000 49.00000, -120.0000...  \n",
              "163  POLYGON ((-57.62513 -30.21629, -56.97603 -30.1...  \n",
              "164  POLYGON ((55.96819 41.30864, 55.92892 44.99586...  \n",
              "\n",
              "[165 rows x 5 columns]"
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              "      <td>Afghanistan</td>\n",
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              "      <td>POLYGON ((66.51861 37.36278, 67.07578 37.35614...</td>\n",
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              "      <th>1</th>\n",
              "      <td>Albania</td>\n",
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              "      <td>2010</td>\n",
              "      <td>1.656399965</td>\n",
              "      <td>POLYGON ((21.02004 40.84273, 20.99999 40.58000...</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>DZA</td>\n",
              "      <td>2010</td>\n",
              "      <td>2.843400002</td>\n",
              "      <td>POLYGON ((-8.68440 27.39574, -8.66512 27.58948...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Angola</td>\n",
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              "      <td>2010</td>\n",
              "      <td>6.193799973</td>\n",
              "      <td>MULTIPOLYGON (((12.99552 -4.78110, 12.63161 -4...</td>\n",
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              "      <th>160</th>\n",
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              "      <td>ARE</td>\n",
              "      <td>2010</td>\n",
              "      <td>1.789700031</td>\n",
              "      <td>POLYGON ((51.57952 24.24550, 51.75744 24.29407...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>161</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>GBR</td>\n",
              "      <td>2010</td>\n",
              "      <td>1.916800022</td>\n",
              "      <td>MULTIPOLYGON (((-6.19788 53.86757, -6.95373 54...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>United States</td>\n",
              "      <td>USA</td>\n",
              "      <td>2010</td>\n",
              "      <td>1.932500005</td>\n",
              "      <td>MULTIPOLYGON (((-122.84000 49.00000, -120.0000...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>163</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>URY</td>\n",
              "      <td>2010</td>\n",
              "      <td>2.010999918</td>\n",
              "      <td>POLYGON ((-57.62513 -30.21629, -56.97603 -30.1...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>Uzbekistan</td>\n",
              "      <td>UZB</td>\n",
              "      <td>2010</td>\n",
              "      <td>2.440700054</td>\n",
              "      <td>POLYGON ((55.96819 41.30864, 55.92892 44.99586...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>165 rows × 5 columns</p>\n",
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              "          const element = document.querySelector('#df-fb54a12f-a4d4-4d20-9cfd-fe3b61efb1b5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
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              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "entities = final_df[[\"Entity\", \"geometry\"]].set_index(\"Entity\")\n",
        "entities.head()"
      ],
      "metadata": {
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      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                      geometry\n",
              "Entity                                                        \n",
              "Afghanistan  POLYGON ((66.51861 37.36278, 67.07578 37.35614...\n",
              "Albania      POLYGON ((21.02004 40.84273, 20.99999 40.58000...\n",
              "Algeria      POLYGON ((-8.68440 27.39574, -8.66512 27.58948...\n",
              "Angola       MULTIPOLYGON (((12.99552 -4.78110, 12.63161 -4...\n",
              "Argentina    MULTIPOLYGON (((-68.63401 -52.63637, -68.25000..."
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              "      <th></th>\n",
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              "      <th>Entity</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Afghanistan</th>\n",
              "      <td>POLYGON ((66.51861 37.36278, 67.07578 37.35614...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Albania</th>\n",
              "      <td>POLYGON ((21.02004 40.84273, 20.99999 40.58000...</td>\n",
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              "    <tr>\n",
              "      <th>Algeria</th>\n",
              "      <td>POLYGON ((-8.68440 27.39574, -8.66512 27.58948...</td>\n",
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              "    <tr>\n",
              "      <th>Angola</th>\n",
              "      <td>MULTIPOLYGON (((12.99552 -4.78110, 12.63161 -4...</td>\n",
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              "    <tr>\n",
              "      <th>Argentina</th>\n",
              "      <td>MULTIPOLYGON (((-68.63401 -52.63637, -68.25000...</td>\n",
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              "\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
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              "          const element = document.querySelector('#df-23559890-e608-4f6c-8c59-ad1998b3f14d');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "        }\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "entities_fert = final_df[[\"Entity\", \"fertilityRate\"]].set_index(\"Entity\")\n",
        "entities_fert.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 237
        },
        "id": "OfXxodxPut-y",
        "outputId": "2da8d712-89b8-4b16-af97-2ac501fefb99"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            fertilityRate\n",
              "Entity                   \n",
              "Afghanistan   6.098700047\n",
              "Albania       1.656399965\n",
              "Algeria       2.843400002\n",
              "Angola        6.193799973\n",
              "Argentina     2.346199989"
            ],
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              "\n",
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              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>fertilityRate</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Entity</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Afghanistan</th>\n",
              "      <td>6.098700047</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Albania</th>\n",
              "      <td>1.656399965</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Algeria</th>\n",
              "      <td>2.843400002</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Angola</th>\n",
              "      <td>6.193799973</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Argentina</th>\n",
              "      <td>2.346199989</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
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              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
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              "\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-a31bd591-cc11-4bf0-91c4-e2a2b667104d button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-a31bd591-cc11-4bf0-91c4-e2a2b667104d');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
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              "        }\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "type(entities_fert)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z8XH5Rap0Vp-",
        "outputId": "053810e5-c1f1-4671-c684-a7159d61d166"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.core.frame.DataFrame"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "output = dict()\n",
        "for index, row in final_df.iterrows():\n",
        "    output[row['Entity']] = float(row['fertilityRate'].split(',').pop())\n",
        "print(output)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4TD1FX590X4V",
        "outputId": "46589d85-0a3a-4c8f-c274-f4869f16478a"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'Afghanistan': 6.098700047, 'Albania': 1.656399965, 'Algeria': 2.843400002, 'Angola': 6.193799973, 'Argentina': 2.346199989, 'Armenia': 1.501000047, 'Australia': 1.950099945, 'Austria': 1.435199976, 'Azerbaijan': 2.086299896, 'Bahamas': 1.834699988, 'Bangladesh': 2.33949995, 'Belarus': 1.49849999, 'Belgium': 1.85769999, 'Belize': 2.605600119, 'Benin': 5.389699936, 'Bhutan': 2.295900106, 'Bolivia': 3.213200092, 'Bosnia and Herzegovina': 1.27579999, 'Botswana': 3.023000002, 'Brazil': 1.810199976, 'Brunei': 1.93659997, 'Bulgaria': 1.571099997, 'Burkina Faso': 5.935599804, 'Burundi': 6.259900093, 'Cambodia': 2.773600101, 'Cameroon': 5.160099983, 'Canada': 1.629600048, 'Central African Republic': 5.936500072, 'Chad': 6.989999771, 'Chile': 1.844099998, 'China': 1.686499953, 'Colombia': 1.991799951, 'Congo': 4.822199821, 'Costa Rica': 1.927600026, \"Cote d'Ivoire\": 5.087999821, 'Croatia': 1.545600057, 'Cuba': 1.692499995, 'Cyprus': 1.437999964, 'Czechia': 1.50909996, 'Democratic Republic of Congo': 6.586800098, 'Denmark': 1.860200047, 'Djibouti': 3.390300035, 'Dominican Republic': 2.538500071, 'Ecuador': 2.614799976, 'Egypt': 3.21269989, 'El Salvador': 2.23939991, 'Equatorial Guinea': 5.208799839, 'Eritrea': 4.570799828, 'Estonia': 1.713500023, 'Eswatini': 3.356100082, 'Ethiopia': 5.216800213, 'Falkland Islands': 1.510699987, 'Fiji': 2.746500015, 'Finland': 1.863800049, 'France': 2.01760006, 'Gabon': 4.15320015, 'Gambia': 5.668600082, 'Georgia': 1.918799996, 'Germany': 1.392099977, 'Ghana': 4.206399918, 'Greece': 1.444900036, 'Greenland': 2.220000029, 'Guatemala': 3.375200033, 'Guinea': 5.396900177, 'Guinea-Bissau': 5.06069994, 'Guyana': 2.655200005, 'Haiti': 3.469700098, 'Honduras': 2.957000017, 'Hungary': 1.254299998, 'Iceland': 2.190399885, 'India': 2.602999926, 'Indonesia': 2.451999903, 'Iran': 1.767699957, 'Iraq': 4.429200172, 'Ireland': 2.056200027, 'Israel': 3.026799917, 'Italy': 1.450299978, 'Jamaica': 1.742200017, 'Japan': 1.387799978, 'Jordan': 3.77760005, 'Kazakhstan': 2.589699984, 'Kenya': 4.366700172, 'Kuwait': 2.256599903, 'Kyrgyzstan': 3.062400103, 'Laos': 3.145100117, 'Latvia': 1.370200038, 'Lebanon': 2.125699997, 'Lesotho': 3.24909997, 'Liberia': 5.058300018, 'Libya': 2.602699995, 'Lithuania': 1.503100038, 'Luxembourg': 1.619899988, 'Madagascar': 4.755300045, 'Malawi': 5.273799896, 'Malaysia': 2.143599987, 'Mali': 6.578800201, 'Mauritania': 5.042699814, 'Mexico': 2.340199947, 'Moldova': 1.69780004, 'Mongolia': 2.512599945, 'Montenegro': 1.707900047, 'Morocco': 2.585799932, 'Mozambique': 5.630099773, 'Myanmar': 2.345900059, 'Namibia': 3.630500078, 'Nepal': 2.511499882, 'Netherlands': 1.791900039, 'New Caledonia': 2.168400049, 'New Zealand': 2.164200068, 'Nicaragua': 2.600800037, 'Niger': 7.4854002, 'Nigeria': 5.98029995, 'North Korea': 1.809499979, 'North Macedonia': 1.548599958, 'Norway': 1.938899994, 'Oman': 2.942600012, 'Pakistan': 4.296599865, 'Palestine': 4.383399963, 'Panama': 2.603499889, 'Papua New Guinea': 3.882699966, 'Paraguay': 2.729500055, 'Peru': 2.572700024, 'Philippines': 3.264300108, 'Poland': 1.407500029, 'Portugal': 1.385200024, 'Puerto Rico': 1.617200017, 'Qatar': 2.08739996, 'Romania': 1.58130002, 'Russia': 1.598199964, 'Rwanda': 4.532299995, 'Saudi Arabia': 2.853499889, 'Senegal': 5.064199924, 'Serbia': 1.395300031, 'Sierra Leone': 5.326900005, 'Slovakia': 1.431900024, 'Slovenia': 1.573600054, 'Solomon Islands': 4.403699875, 'Somalia': 7.298600197, 'South Africa': 2.4447999, 'South Korea': 1.216699958, 'South Sudan': 5.375899792, 'Spain': 1.375200033, 'Sri Lanka': 2.196000099, 'Sudan': 5.017199993, 'Suriname': 2.609499931, 'Sweden': 1.975700021, 'Switzerland': 1.518700004, 'Syria': 3.403800011, 'Taiwan': 0.9142000079, 'Tajikistan': 3.456899881, 'Tanzania': 5.292900085, 'Thailand': 1.575899959, 'Timor': 4.845099926, 'Togo': 5.007400036, 'Trinidad and Tobago': 1.700799942, 'Tunisia': 2.104899883, 'Turkey': 2.136899948, 'Turkmenistan': 2.832700014, 'Uganda': 6.070899963, 'Ukraine': 1.435500026, 'United Arab Emirates': 1.789700031, 'United Kingdom': 1.916800022, 'United States': 1.932500005, 'Uruguay': 2.010999918, 'Uzbekistan': 2.440700054, 'Vanuatu': 4.15019989, 'Venezuela': 2.47149992, 'Vietnam': 1.894899964, 'Western Sahara': 2.872699976, 'Yemen': 4.85529995, 'Zambia': 5.36289978, 'Zimbabwe': 4.024799824}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "World_map = folium.Map()\n",
        "World_map"
      ],
      "metadata": {
        "id": "vlmDsVx-pk8d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 723
        },
        "outputId": "ea173822-1f9f-4c17-8e1e-2bf71d4b327b"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
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              "<folium.folium.Map at 0x7f02242f4fd0>"
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              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
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              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_5d76c67bd1f7e8391b135dc56fef8cf5 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_a8aa590f1f1e4906cde0ba3041d554ee);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "folium.Choropleth(\n",
        "    geo_data = entities.__geo_interface__,\n",
        "    name = 'choropleth',\n",
        "    data = output,\n",
        "    key_on = 'feature.id',\n",
        "    fill_color = 'YlGnBu',\n",
        "    legend_name = \"Fertility Rate by Country\"\n",
        ").add_to(World_map)\n",
        "\n",
        "World_map"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 723
        },
        "id": "vI9UQT5dDSQC",
        "outputId": "cbb14f35-137d-43bf-a387-8dff84d0c5f9"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7f02242f4fd0>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_a8aa590f1f1e4906cde0ba3041d554ee {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_a8aa590f1f1e4906cde0ba3041d554ee&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_a8aa590f1f1e4906cde0ba3041d554ee = L.map(\n",
              "                &quot;map_a8aa590f1f1e4906cde0ba3041d554ee&quot;,\n",
              "                {\n",
              "                    center: [0, 0],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 1,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_5d76c67bd1f7e8391b135dc56fef8cf5 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_a8aa590f1f1e4906cde0ba3041d554ee);\n",
              "        \n",
              "    \n",
              "            var choropleth_319a5d37c3a18cfaa5b2a6e22177b9e6 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_a8aa590f1f1e4906cde0ba3041d554ee);\n",
              "        \n",
              "    \n",
              "        function geo_json_e687317641cbe1ea68f64f7ec0af3428_styler(feature) {\n",
              "            switch(feature.id) {\n",
              "                case &quot;Afghanistan&quot;: case &quot;Angola&quot;: case &quot;Benin&quot;: case &quot;Burkina Faso&quot;: case &quot;Burundi&quot;: case &quot;Central African Republic&quot;: case &quot;Gambia&quot;: case &quot;Guinea&quot;: case &quot;Mozambique&quot;: case &quot;Nigeria&quot;: case &quot;Sierra Leone&quot;: case &quot;South Sudan&quot;: case &quot;Uganda&quot;: case &quot;Zambia&quot;: \n",
              "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#2c7fb8&quot;, &quot;fillOpacity&quot;: 0.6, &quot;opacity&quot;: 1, &quot;weight&quot;: 1};\n",
              "                case &quot;Algeria&quot;: case &quot;Argentina&quot;: case &quot;Azerbaijan&quot;: case &quot;Bangladesh&quot;: case &quot;Belize&quot;: case &quot;Bhutan&quot;: case &quot;Botswana&quot;: case &quot;Cambodia&quot;: case &quot;Dominican Republic&quot;: case &quot;Ecuador&quot;: case &quot;El Salvador&quot;: case &quot;Fiji&quot;: case &quot;France&quot;: case &quot;Greenland&quot;: case &quot;Guyana&quot;: case &quot;Honduras&quot;: case &quot;Iceland&quot;: case &quot;India&quot;: case &quot;Indonesia&quot;: case &quot;Ireland&quot;: case &quot;Israel&quot;: case &quot;Kazakhstan&quot;: case &quot;Kuwait&quot;: case &quot;Kyrgyzstan&quot;: case &quot;Lebanon&quot;: case &quot;Libya&quot;: case &quot;Malaysia&quot;: case &quot;Mexico&quot;: case &quot;Mongolia&quot;: case &quot;Morocco&quot;: case &quot;Myanmar&quot;: case &quot;Nepal&quot;: case &quot;New Caledonia&quot;: case &quot;New Zealand&quot;: case &quot;Nicaragua&quot;: case &quot;Oman&quot;: case &quot;Panama&quot;: case &quot;Paraguay&quot;: case &quot;Peru&quot;: case &quot;Qatar&quot;: case &quot;Saudi Arabia&quot;: case &quot;South Africa&quot;: case &quot;Sri Lanka&quot;: case &quot;Suriname&quot;: case &quot;Tunisia&quot;: case &quot;Turkey&quot;: case &quot;Turkmenistan&quot;: case &quot;Uruguay&quot;: case &quot;Uzbekistan&quot;: case &quot;Venezuela&quot;: case &quot;Western Sahara&quot;: \n",
              "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#c7e9b4&quot;, &quot;fillOpacity&quot;: 0.6, &quot;opacity&quot;: 1, &quot;weight&quot;: 1};\n",
              "                case &quot;Bolivia&quot;: case &quot;Djibouti&quot;: case &quot;Egypt&quot;: case &quot;Eswatini&quot;: case &quot;Gabon&quot;: case &quot;Guatemala&quot;: case &quot;Haiti&quot;: case &quot;Jordan&quot;: case &quot;Laos&quot;: case &quot;Lesotho&quot;: case &quot;Namibia&quot;: case &quot;Papua New Guinea&quot;: case &quot;Philippines&quot;: case &quot;Syria&quot;: case &quot;Tajikistan&quot;: case &quot;Vanuatu&quot;: case &quot;Zimbabwe&quot;: \n",
              "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#7fcdbb&quot;, &quot;fillOpacity&quot;: 0.6, &quot;opacity&quot;: 1, &quot;weight&quot;: 1};\n",
              "                case &quot;Cameroon&quot;: case &quot;Congo&quot;: case &quot;Cote d\\u0027Ivoire&quot;: case &quot;Equatorial Guinea&quot;: case &quot;Eritrea&quot;: case &quot;Ethiopia&quot;: case &quot;Ghana&quot;: case &quot;Guinea-Bissau&quot;: case &quot;Iraq&quot;: case &quot;Kenya&quot;: case &quot;Liberia&quot;: case &quot;Madagascar&quot;: case &quot;Malawi&quot;: case &quot;Mauritania&quot;: case &quot;Pakistan&quot;: case &quot;Palestine&quot;: case &quot;Rwanda&quot;: case &quot;Senegal&quot;: case &quot;Solomon Islands&quot;: case &quot;Sudan&quot;: case &quot;Tanzania&quot;: case &quot;Timor&quot;: case &quot;Togo&quot;: case &quot;Yemen&quot;: \n",
              "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#41b6c4&quot;, &quot;fillOpacity&quot;: 0.6, &quot;opacity&quot;: 1, &quot;weight&quot;: 1};\n",
              "                case &quot;Chad&quot;: case &quot;Democratic Republic of Congo&quot;: case &quot;Mali&quot;: case &quot;Niger&quot;: case &quot;Somalia&quot;: \n",
              "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#253494&quot;, &quot;fillOpacity&quot;: 0.6, &quot;opacity&quot;: 1, &quot;weight&quot;: 1};\n",
              "                default:\n",
              "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffffcc&quot;, &quot;fillOpacity&quot;: 0.6, &quot;opacity&quot;: 1, &quot;weight&quot;: 1};\n",
              "            }\n",
              "        }\n",
              "\n",
              "        function geo_json_e687317641cbe1ea68f64f7ec0af3428_onEachFeature(feature, layer) {\n",
              "            layer.on({\n",
              "            });\n",
              "        };\n",
              "        var geo_json_e687317641cbe1ea68f64f7ec0af3428 = L.geoJson(null, {\n",
              "                onEachFeature: geo_json_e687317641cbe1ea68f64f7ec0af3428_onEachFeature,\n",
              "            \n",
              "                style: geo_json_e687317641cbe1ea68f64f7ec0af3428_styler,\n",
              "        });\n",
              "\n",
              "        function geo_json_e687317641cbe1ea68f64f7ec0af3428_add (data) {\n",
              "            geo_json_e687317641cbe1ea68f64f7ec0af3428\n",
              "                .addData(data)\n",
              "                .addTo(choropleth_319a5d37c3a18cfaa5b2a6e22177b9e6);\n",
              "        }\n",
              "            geo_json_e687317641cbe1ea68f64f7ec0af3428_add({&quot;bbox&quot;: [-180.0, -55.61183, 180.00000000000006, 83.64513000000001], &quot;features&quot;: [{&quot;bbox&quot;: [60.52842980331158, 29.31857249604431, 75.15802778514092, 38.486281643216415], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[66.51860680528867, 37.36278432875879], [67.07578209825962, 37.35614390720929], [67.82999962755952, 37.144994004864685], [68.13556237170138, 37.02311513930431], [68.85944583524594, 37.344335842430596], [69.19627282092438, 37.15114350030743], [69.51878543485796, 37.60899669041342], [70.11657840361033, 37.58822276463209], [70.27057417184014, 37.735164699854025], [70.3763041523093, 38.13839590102752], [70.80682050973289, 38.486281643216415], [71.34813113799026, 38.25890534113216], [71.23940392444817, 37.953265082341886], [71.54191775908478, 37.905774441065645], [71.44869347523024, 37.06564484308052], [71.8446382994506, 36.73817129164692], [72.1930408059624, 36.948287665345674], [72.63688968291729, 37.047558091778356], [73.26005577992501, 37.495256862939], [73.9486959166465, 37.4215662704908], [74.98000247589542, 37.419990139305895], [75.15802778514092, 37.13303091078912], [74.57589277537298, 37.02084137628346], [74.06755171091783, 36.83617564548845], [72.92002485544447, 36.72000702569632], [71.84629194528392, 36.50994232842986], [71.26234826038575, 36.074387518857804], [71.49876793812109, 35.650563259416], [71.61307620635071, 35.153203436822864], [71.11501875192164, 34.733125718722235], [71.15677330921346, 34.34891144463215], [70.8818030129884, 33.98885590263852], [69.9305432473596, 34.02012014417511], [70.3235941913716, 33.35853261975839], [69.68714725126486, 33.105498969041236], [69.26252200712256, 32.5019440780883], [69.31776411324256, 31.901412258424443], [68.92667687365767, 31.620189113892067], [68.55693200060932, 31.713310044882018], [67.79268924344478, 31.58293040620963], [67.68339358914747, 31.30315420178142], [66.93889122911847, 31.304911200479353], [66.38145755398602, 30.738899237586452], [66.34647260932442, 29.887943427036177], [65.0468620136161, 29.472180691031905], [64.35041873561852, 29.560030625928093], [64.14800215033125, 29.340819200145972], [63.55026085801117, 29.468330796826166], [62.54985680527278, 29.31857249604431], [60.87424848820879, 29.829238999952608], [61.781221551363444, 30.735850328081238], [61.69931440618083, 31.379506130492672], [60.94194461451113, 31.548074652628753], [60.863654819588966, 32.18291962333443], [60.536077915290775, 32.98126882581157], [60.963700392506006, 33.52883230237626], [60.52842980331158, 33.676446031218006], [60.80319339380745, 34.40410187431986], [61.210817091725744, 35.650072333309225], [62.230651483005886, 35.270663967422294], [62.98466230657661, 35.40404083916762], [63.19353844590035, 35.857165635718914], [63.98289594915871, 36.0079574651466], [64.5464791197339, 36.31207326918427], [64.7461051776774, 37.111817735333304], [65.58894778835784, 37.30521678318564], [65.74563073106683, 37.66116404881207], [66.21738488145934, 37.39379018813392], [66.51860680528867, 37.36278432875879]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;Afghanistan&quot;, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [19.304486118250793, 39.62499766698397, 21.0200403174764, 42.68824738216557], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[21.0200403174764, 40.84272695572588], [20.999989861747224, 40.58000397395398], [20.674996779063633, 40.43499990494303], [20.615000441172754, 40.11000682225938], [20.15001590341052, 39.62499766698397], [19.980000441170148, 39.69499339452341], [19.960001661873207, 39.91500580500605], [19.406081984136733, 40.250773423822466], [19.319058872157143, 40.72723012955356], [19.40354983895429, 41.40956574153546], [19.540027296637106, 41.71998607031276], [19.37176883309496, 41.877547512370654], [19.37176816334725, 41.877550679783496], [19.304486118250793, 42.19574514420782], [19.73805138517963, 42.68824738216557], [19.801613396898688, 42.50009349219084], [20.070700000000045, 42.58863000000008], [20.283754510181893, 42.32025950781508], [20.522950000000037, 42.21787000000006], [20.590246546680227, 41.855408919283626], [20.59024743010491, 41.855404161133606], [20.463175083099202, 41.51508901627534], [20.605181919037364, 41.086226304685226], [21.0200403174764, 40.84272695572588]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;Albania&quot;, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-8.684399786809053, 19.057364203360038, 11.999505649471613, 37.11838064223437], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-8.684399786809053, 27.395744126896005], [-8.665124477564191, 27.589479071558227], [-8.665589565454809, 27.656425889592356], [-8.674116176782974, 28.84128896739658], [-7.059227667661958, 29.5792284205246], [-6.060632290053774, 29.731699734001694], [-5.242129278982787, 30.00044302013559], 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              "\n",
              "        \n",
              "    \n",
              "    var color_map_a2f14406e6fc584a781803752a36c004 = {};\n",
              "\n",
              "    \n",
              "    color_map_a2f14406e6fc584a781803752a36c004.color = d3.scale.threshold()\n",
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              "    \n",
              "\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.x = d3.scale.linear()\n",
              "              .domain([0.9142000079, 7.4854002])\n",
              "              .range([0, 450 - 50]);\n",
              "\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.legend = L.control({position: &#x27;topright&#x27;});\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.legend.addTo(map_a8aa590f1f1e4906cde0ba3041d554ee);\n",
              "\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.xAxis = d3.svg.axis()\n",
              "        .scale(color_map_a2f14406e6fc584a781803752a36c004.x)\n",
              "        .orient(&quot;top&quot;)\n",
              "        .tickSize(1)\n",
              "        .tickValues([0.9142000079, 2.0094000399166667, 3.104600071933333, 4.1998001039499995, 5.295000135966666, 6.390200167983333, 7.4854002]);\n",
              "\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
              "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
              "        .attr(&quot;width&quot;, 450)\n",
              "        .attr(&quot;height&quot;, 40);\n",
              "\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.g = color_map_a2f14406e6fc584a781803752a36c004.svg.append(&quot;g&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
              "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
              "\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.g.selectAll(&quot;rect&quot;)\n",
              "        .data(color_map_a2f14406e6fc584a781803752a36c004.color.range().map(function(d, i) {\n",
              "          return {\n",
              "            x0: i ? color_map_a2f14406e6fc584a781803752a36c004.x(color_map_a2f14406e6fc584a781803752a36c004.color.domain()[i - 1]) : color_map_a2f14406e6fc584a781803752a36c004.x.range()[0],\n",
              "            x1: i &lt; color_map_a2f14406e6fc584a781803752a36c004.color.domain().length ? color_map_a2f14406e6fc584a781803752a36c004.x(color_map_a2f14406e6fc584a781803752a36c004.color.domain()[i]) : color_map_a2f14406e6fc584a781803752a36c004.x.range()[1],\n",
              "            z: d\n",
              "          };\n",
              "        }))\n",
              "      .enter().append(&quot;rect&quot;)\n",
              "        .attr(&quot;height&quot;, 40 - 30)\n",
              "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
              "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
              "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
              "\n",
              "    color_map_a2f14406e6fc584a781803752a36c004.g.call(color_map_a2f14406e6fc584a781803752a36c004.xAxis).append(&quot;text&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
              "        .attr(&quot;y&quot;, 21)\n",
              "        .text(&quot;Fertility Rate by Country&quot;);\n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(np.__version__)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oAKkd9BfGrRz",
        "outputId": "6d94b518-cec1-49e2-9965-b4a981b48581"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1.21.6\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.nan"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "laRCRM9oG7V8",
        "outputId": "e8b054a8-51b1-4184-93e0-d68b86789394"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "nan"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.isnan(np.nan)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "C1dcV6y6GtWb",
        "outputId": "6eb5da78-ae01-4ff0-b017-ac741d984f59"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(folium.__version__)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qP0jeoQ-G3kL",
        "outputId": "65c964b0-518d-457f-894a-0fe5594931d6"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.12.1.post1\n"
          ]
        }
      ]
    }
  ]
}