Folium_in_Kenya.ipynb

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  "metadata": {
    "colab": {
      "name": "Folium_in_Kenya.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/KimaruThagna/PythonMaps/blob/master/Folium_in_Kenya.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l2nUHMB102XK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ghHzKXCZ06jI",
        "colab_type": "text"
      },
      "source": [
        "Learning to use Folium, a python mapping library, with locally available datasets.\n",
        "Most datasets are from th kenya open data website owned by the government. All for the *love* of **data visualization.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-B3SOK_y1BJE",
        "colab_type": "code",
        "outputId": "96dcdf8f-f6b0-4ed4-f7ca-22c297abf0e6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "!pip install folium"
      ],
      "execution_count": 165,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: folium in /usr/local/lib/python3.6/dist-packages (0.8.3)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from folium) (1.12.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from folium) (2.21.0)\n",
            "Requirement already satisfied: branca>=0.3.0 in /usr/local/lib/python3.6/dist-packages (from folium) (0.3.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.6/dist-packages (from folium) (2.10.3)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from folium) (1.16.5)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->folium) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->folium) (2019.9.11)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->folium) (1.24.3)\n",
            "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->folium) (2.8)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from jinja2->folium) (1.1.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fSZ3-f973kRW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import folium"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AXVz04fx30L0",
        "colab_type": "text"
      },
      "source": [
        "Read datasets with pandas\n",
        "1. Kenya- Percentage of land under agriculture\n",
        "2. Kenya- Main source of energy and lighting\n",
        "3. Califonia- Housing"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w-V_Ea5y4Mmt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "agriculture_kenya = pd.read_csv('land_under_Irrigation.csv')\n",
        "california_housing = pd.read_csv('sample_data/california_housing_test.csv')\n",
        "energy_kenya = pd.read_csv('Main_Energy_Sources.csv')\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KiZXqrIZ4wt0",
        "colab_type": "code",
        "outputId": "0f8a2f92-32d3-4aa8-a154-1714a98ffdc4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 442
        }
      },
      "source": [
        "# view datasets\n",
        "print(\">>>>>>>Agriculture Kenya>>>>>>>>>\")\n",
        "print(agriculture_kenya.head())\n",
        "print(\">>>>>>>California Housing>>>>>>>>>\")\n",
        "print(california_housing.head())\n",
        "print(\">>>>>>>>Energy Kenya>>>>>>>>\")\n",
        "print(energy_kenya.head())\n"
      ],
      "execution_count": 168,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            ">>>>>>>Agriculture Kenya>>>>>>>>>\n",
            "            County Percent  Total_Count              Location_1  OBJECTID\n",
            "0          Baringo    8.2%     108764.0   (0.512912, 35.952537)         0\n",
            "1            Bomet      0%     170365.4  (-0.690131, 35.278005)         1\n",
            "2          Bungoma    3.3%     318623.3   (0.737046, 34.672536)         2\n",
            "3            Busia    0.6%     168573.8   (0.428414, 34.210571)         3\n",
            "4  Elgeyo Marakwet    9.5%      84561.2   (0.806011, 35.564093)         4\n",
            ">>>>>>>California Housing>>>>>>>>>\n",
            "   longitude  latitude  ...  median_income  median_house_value\n",
            "0    -122.05     37.37  ...         6.6085            344700.0\n",
            "1    -118.30     34.26  ...         3.5990            176500.0\n",
            "2    -117.81     33.78  ...         5.7934            270500.0\n",
            "3    -118.36     33.82  ...         6.1359            330000.0\n",
            "4    -119.67     36.33  ...         2.9375             81700.0\n",
            "\n",
            "[5 rows x 9 columns]\n",
            ">>>>>>>>Energy Kenya>>>>>>>>\n",
            "          District Rural_/_Urban  ...                  Geolocation OBJECTID\n",
            "0     MERU CENTRAL         Urban  ...   (0.001443681, 37.58330732)        0\n",
            "1   KAKAMEGA SOUTH         Urban  ...    (0.190561619, 34.7077479)        1\n",
            "2  NYANDARUA NORTH         Urban  ...  (-0.144560572, 36.42343108)        2\n",
            "3  NYANDARUA SOUTH         Urban  ...  (-0.533045224, 36.55651343)        3\n",
            "4      NYERI NORTH         Urban  ...   (-0.266587082, 36.9811441)        4\n",
            "\n",
            "[5 rows x 28 columns]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "siQFPJWb57LE",
        "colab_type": "code",
        "outputId": "73d01f56-6443-4e7e-b0be-7e8b115ecd55",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 755
        }
      },
      "source": [
        "# Initialze The kenyan map\n",
        "kenya = folium.Map([-0.023559, 37.9061928], zoom_start=8)\n",
        "\n",
        "kenya"
      ],
      "execution_count": 169,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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            "text/plain": [
              "<folium.folium.Map at 0x7ff0a59b1400>"
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 169
        }
      ]
    },
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      "metadata": {
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        "colab_type": "code",
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 755
        }
      },
      "source": [
        "# initialize map of carlifonia\n",
        "california = folium.Map([37.229564, -120.047533], zoom_start=8)\n",
        "california"
      ],
      "execution_count": 170,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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            ],
            "text/plain": [
              "<folium.folium.Map at 0x7ff0a58c1d30>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 170
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9Y_P1-kyJ1Lx",
        "colab_type": "code",
        "outputId": "b4051317-b581-49de-cf72-22976bafcdc1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 755
        }
      },
      "source": [
        "#Decide what we wish to visualize from the given CSVs onto the map and make a Geo-Centric visualization\n",
        "# Visualizations will be my means of bubbles whose size is proportional to the quantity being represented\n",
        "#For Kenya\n",
        "\n",
        "# preprocess locations to float values\n",
        "\n",
        "agriculture_kenya.drop(agriculture_kenya.tail(1).index, inplace=True)\n",
        "\n",
        "for index, row in agriculture_kenya.iterrows():\n",
        "  #print(float(str(row['Location_1']).split(\",\")[0][1:]), float(str(row['Location_1']).split(\",\")[1][:-1]) )\n",
        "  if float(str(row['Percent']).split('%')[0]) >= 50:\n",
        "    marker_color = 'green'\n",
        "    fill = 'green'\n",
        "  elif float(str(row['Percent']).split('%')[0]) >= 30:\n",
        "    marker_color = 'orange'\n",
        "    fill = 'orange'\n",
        "  elif float(str(row['Percent']).split('%')[0]) >= 20:\n",
        "    marker_color = 'yellow'\n",
        "    fill = 'yellow'\n",
        "  elif float(str(row['Percent']).split('%')[0]) >= 10:\n",
        "    marker_color = 'darkred'\n",
        "    fill = 'darkred'\n",
        "  else:\n",
        "    marker_color='darkred'\n",
        "    fill = 'darkpurple'\n",
        "        \n",
        "\n",
        "    folium.Circle(\n",
        "          location=[float(str(row['Location_1']).split(\",\")[0][1:]), float(str(row['Location_1']).split(\",\")[1][:-1]) ],\n",
        "          popup= str(row['Percent'])+' of agricultural land under irrigation',\n",
        "          tooltip=row['County'],\n",
        "          radius=float(str(row['Total_Count']).split('%')[0])/10,\n",
        "          color=marker_color,\n",
        "          fill=True,\n",
        "          fill_color=fill,\n",
        "          \n",
        "       ).add_to(kenya)\n",
        "    \n",
        "    \n",
        "  \n",
        "kenya"
      ],
      "execution_count": 171,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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            var popup_9ea0669b46114e37b0c2b87fe1c230c6 = L.popup({maxWidth: '100%'
            
            });

            
                var html_bbea516d347942ba88186f4658a8cb6e = $(`<div id="html_bbea516d347942ba88186f4658a8cb6e" style="width: 100.0%; height: 100.0%;">0.5% of agricultural land under irrigation</div>`)[0];
                popup_9ea0669b46114e37b0c2b87fe1c230c6.setContent(html_bbea516d347942ba88186f4658a8cb6e);
            

            circle_5bdaf306dbdd4c3299c94f92bc875975.bindPopup(popup_9ea0669b46114e37b0c2b87fe1c230c6)
            ;

            
        
    
        circle_5bdaf306dbdd4c3299c94f92bc875975.bindTooltip(
            `<div>`
            + `Homa Bay` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_22fba55095244c33ad2aa8004f4bb7e8 = L.circle(
                [0.308499, 34.654844],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 34941.729999999996,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_a5e0a8831fd54e019b4f39f3f0299ece = L.popup({maxWidth: '100%'
            
            });

            
                var html_0713e71910cf40d99c4748426ec376df = $(`<div id="html_0713e71910cf40d99c4748426ec376df" style="width: 100.0%; height: 100.0%;">2.2% of agricultural land under irrigation</div>`)[0];
                popup_a5e0a8831fd54e019b4f39f3f0299ece.setContent(html_0713e71910cf40d99c4748426ec376df);
            

            circle_22fba55095244c33ad2aa8004f4bb7e8.bindPopup(popup_a5e0a8831fd54e019b4f39f3f0299ece)
            ;

            
        
    
        circle_22fba55095244c33ad2aa8004f4bb7e8.bindTooltip(
            `<div>`
            + `Kakamega` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_3020ec3cd7814445a9b8705c2baec806 = L.circle(
                [-0.297842, 35.319833],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 9843.439999999999,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_d9a28d30e05b4edfb361209c32ddb897 = L.popup({maxWidth: '100%'
            
            });

            
                var html_a77c41631e3e47ec8f66650b5f493fca = $(`<div id="html_a77c41631e3e47ec8f66650b5f493fca" style="width: 100.0%; height: 100.0%;">0.2% of agricultural land under irrigation</div>`)[0];
                popup_d9a28d30e05b4edfb361209c32ddb897.setContent(html_a77c41631e3e47ec8f66650b5f493fca);
            

            circle_3020ec3cd7814445a9b8705c2baec806.bindPopup(popup_d9a28d30e05b4edfb361209c32ddb897)
            ;

            
        
    
        circle_3020ec3cd7814445a9b8705c2baec806.bindTooltip(
            `<div>`
            + `Kericho` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_27d4374ada6b4387a9256ab0b070e661 = L.circle(
                [-1.060698, 36.79929],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 33964.06,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_e2a65716270f4a87a9ab9c24a46229c4 = L.popup({maxWidth: '100%'
            
            });

            
                var html_a1a56667169c4c239181bd9d6d426c36 = $(`<div id="html_a1a56667169c4c239181bd9d6d426c36" style="width: 100.0%; height: 100.0%;">9.7% of agricultural land under irrigation</div>`)[0];
                popup_e2a65716270f4a87a9ab9c24a46229c4.setContent(html_a1a56667169c4c239181bd9d6d426c36);
            

            circle_27d4374ada6b4387a9256ab0b070e661.bindPopup(popup_e2a65716270f4a87a9ab9c24a46229c4)
            ;

            
        
    
        circle_27d4374ada6b4387a9256ab0b070e661.bindTooltip(
            `<div>`
            + `Kiambu` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_123aa007c02c4527a59f8bd026d06d1b = L.circle(
                [-3.279972, 39.63501],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 15002.060000000001,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_eb3ffe37d1c9439e96da298c6dd82b0e = L.popup({maxWidth: '100%'
            
            });

            
                var html_006d99474186400bbe145d6c1eec769c = $(`<div id="html_006d99474186400bbe145d6c1eec769c" style="width: 100.0%; height: 100.0%;">0% of agricultural land under irrigation</div>`)[0];
                popup_eb3ffe37d1c9439e96da298c6dd82b0e.setContent(html_006d99474186400bbe145d6c1eec769c);
            

            circle_123aa007c02c4527a59f8bd026d06d1b.bindPopup(popup_eb3ffe37d1c9439e96da298c6dd82b0e)
            ;

            
        
    
        circle_123aa007c02c4527a59f8bd026d06d1b.bindTooltip(
            `<div>`
            + `Kilifi` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_e42f516c9dca41c79b766bf6011b510d = L.circle(
                [-0.782524, 34.766895],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 25545.35,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_766264145a274af2b35591afe4f79761 = L.popup({maxWidth: '100%'
            
            });

            
                var html_5324b7dfd0ac42edb629c7385faee6d1 = $(`<div id="html_5324b7dfd0ac42edb629c7385faee6d1" style="width: 100.0%; height: 100.0%;">0.4% of agricultural land under irrigation</div>`)[0];
                popup_766264145a274af2b35591afe4f79761.setContent(html_5324b7dfd0ac42edb629c7385faee6d1);
            

            circle_e42f516c9dca41c79b766bf6011b510d.bindPopup(popup_766264145a274af2b35591afe4f79761)
            ;

            
        
    
        circle_e42f516c9dca41c79b766bf6011b510d.bindTooltip(
            `<div>`
            + `Kisii` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_1a0c8b0ff1db48c3838cd6458bb7eb12 = L.circle(
                [-0.167225, 34.953647],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 17510.98,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_01d7be5fee1d4a27aa303d5e5cac38d1 = L.popup({maxWidth: '100%'
            
            });

            
                var html_d977603fcf774c2f9dbf8ecdea17ad24 = $(`<div id="html_d977603fcf774c2f9dbf8ecdea17ad24" style="width: 100.0%; height: 100.0%;">1.1% of agricultural land under irrigation</div>`)[0];
                popup_01d7be5fee1d4a27aa303d5e5cac38d1.setContent(html_d977603fcf774c2f9dbf8ecdea17ad24);
            

            circle_1a0c8b0ff1db48c3838cd6458bb7eb12.bindPopup(popup_01d7be5fee1d4a27aa303d5e5cac38d1)
            ;

            
        
    
        circle_1a0c8b0ff1db48c3838cd6458bb7eb12.bindTooltip(
            `<div>`
            + `Kisumu` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_0e1304afdd2b4e86870a9b30015b3aed = L.circle(
                [-1.519146, 38.376101],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 29133.49,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_60aafc830ea247dbac2cf65b95856c76 = L.popup({maxWidth: '100%'
            
            });

            
                var html_5e24c1cf0cb9476497c18d49e5ccce46 = $(`<div id="html_5e24c1cf0cb9476497c18d49e5ccce46" style="width: 100.0%; height: 100.0%;">2.2% of agricultural land under irrigation</div>`)[0];
                popup_60aafc830ea247dbac2cf65b95856c76.setContent(html_5e24c1cf0cb9476497c18d49e5ccce46);
            

            circle_0e1304afdd2b4e86870a9b30015b3aed.bindPopup(popup_60aafc830ea247dbac2cf65b95856c76)
            ;

            
        
    
        circle_0e1304afdd2b4e86870a9b30015b3aed.bindTooltip(
            `<div>`
            + `Kitui` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_b68d053aec1c4f0db66e69c31b030079 = L.circle(
                [-4.242667, 39.174233],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 11073.66,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_15f98d48a5c14982977007ae1bae52dd = L.popup({maxWidth: '100%'
            
            });

            
                var html_e599e927fc0c4756b49d6bef1a7fa21a = $(`<div id="html_e599e927fc0c4756b49d6bef1a7fa21a" style="width: 100.0%; height: 100.0%;">0.9% of agricultural land under irrigation</div>`)[0];
                popup_15f98d48a5c14982977007ae1bae52dd.setContent(html_e599e927fc0c4756b49d6bef1a7fa21a);
            

            circle_b68d053aec1c4f0db66e69c31b030079.bindPopup(popup_15f98d48a5c14982977007ae1bae52dd)
            ;

            
        
    
        circle_b68d053aec1c4f0db66e69c31b030079.bindTooltip(
            `<div>`
            + `Kwale` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_4263d90bc1c7476aaafb10880307db3e = L.circle(
                [0.311627, 36.814178],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 7153.8,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_49855361a32d447cb88f6d830c6653d4 = L.popup({maxWidth: '100%'
            
            });

            
                var html_5d88bdea51da4129bbe0f58721b516e6 = $(`<div id="html_5d88bdea51da4129bbe0f58721b516e6" style="width: 100.0%; height: 100.0%;">4.1% of agricultural land under irrigation</div>`)[0];
                popup_49855361a32d447cb88f6d830c6653d4.setContent(html_5d88bdea51da4129bbe0f58721b516e6);
            

            circle_4263d90bc1c7476aaafb10880307db3e.bindPopup(popup_49855361a32d447cb88f6d830c6653d4)
            ;

            
        
    
        circle_4263d90bc1c7476aaafb10880307db3e.bindTooltip(
            `<div>`
            + `Laikipia` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_e6ea2957df15423a838437aeccecf9c4 = L.circle(
                [-2.03752, 40.688214],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 929.54,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_bc907e58c39d43e8925b78e83f573271 = L.popup({maxWidth: '100%'
            
            });

            
                var html_2097684869dc4c88a6cbaeee5a1911b4 = $(`<div id="html_2097684869dc4c88a6cbaeee5a1911b4" style="width: 100.0%; height: 100.0%;">3.6% of agricultural land under irrigation</div>`)[0];
                popup_bc907e58c39d43e8925b78e83f573271.setContent(html_2097684869dc4c88a6cbaeee5a1911b4);
            

            circle_e6ea2957df15423a838437aeccecf9c4.bindPopup(popup_bc907e58c39d43e8925b78e83f573271)
            ;

            
        
    
        circle_e6ea2957df15423a838437aeccecf9c4.bindTooltip(
            `<div>`
            + `Lamu` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_94852945ec3641b395a0af7b7ac7cc9f = L.circle(
                [2.772167, 37.76822],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 1262.0700000000002,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_2215b8b438964a15902fd54d0589ac31 = L.popup({maxWidth: '100%'
            
            });

            
                var html_a9b99768cfc648369a38916007706df9 = $(`<div id="html_a9b99768cfc648369a38916007706df9" style="width: 100.0%; height: 100.0%;">0.4% of agricultural land under irrigation</div>`)[0];
                popup_2215b8b438964a15902fd54d0589ac31.setContent(html_a9b99768cfc648369a38916007706df9);
            

            circle_94852945ec3641b395a0af7b7ac7cc9f.bindPopup(popup_2215b8b438964a15902fd54d0589ac31)
            ;

            
        
    
        circle_94852945ec3641b395a0af7b7ac7cc9f.bindTooltip(
            `<div>`
            + `Marsabit` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_00131eaf7b32415c9a25139b4f4cca21 = L.circle(
                [-1.008592, 34.42681],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 20440.71,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_2edea9acd26140e78dc7912e8f12c5ca = L.popup({maxWidth: '100%'
            
            });

            
                var html_771f7b634827492e897f11489567559b = $(`<div id="html_771f7b634827492e897f11489567559b" style="width: 100.0%; height: 100.0%;">2.5% of agricultural land under irrigation</div>`)[0];
                popup_2edea9acd26140e78dc7912e8f12c5ca.setContent(html_771f7b634827492e897f11489567559b);
            

            circle_00131eaf7b32415c9a25139b4f4cca21.bindPopup(popup_2edea9acd26140e78dc7912e8f12c5ca)
            ;

            
        
    
        circle_00131eaf7b32415c9a25139b4f4cca21.bindTooltip(
            `<div>`
            + `Migori` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_4a1787ce4eed40789e4b9ee965edaec2 = L.circle(
                [-3.998813, 39.632129],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 242.51999999999998,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_cbe48fcb54044d818fecf337fdee661c = L.popup({maxWidth: '100%'
            
            });

            
                var html_af2ee2b344534a3c9320de3b72405a52 = $(`<div id="html_af2ee2b344534a3c9320de3b72405a52" style="width: 100.0%; height: 100.0%;">0% of agricultural land under irrigation</div>`)[0];
                popup_cbe48fcb54044d818fecf337fdee661c.setContent(html_af2ee2b344534a3c9320de3b72405a52);
            

            circle_4a1787ce4eed40789e4b9ee965edaec2.bindPopup(popup_cbe48fcb54044d818fecf337fdee661c)
            ;

            
        
    
        circle_4a1787ce4eed40789e4b9ee965edaec2.bindTooltip(
            `<div>`
            + `Mombasa` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_521246cb77c94d90a26e408d5c08fa31 = L.circle(
                [-0.385212, 36.036261],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 20521.09,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_0cc212cac8994512abd600e6377f923c = L.popup({maxWidth: '100%'
            
            });

            
                var html_2e70ce96d88844e0811797234b31c56d = $(`<div id="html_2e70ce96d88844e0811797234b31c56d" style="width: 100.0%; height: 100.0%;">0.8% of agricultural land under irrigation</div>`)[0];
                popup_0cc212cac8994512abd600e6377f923c.setContent(html_2e70ce96d88844e0811797234b31c56d);
            

            circle_521246cb77c94d90a26e408d5c08fa31.bindPopup(popup_0cc212cac8994512abd600e6377f923c)
            ;

            
        
    
        circle_521246cb77c94d90a26e408d5c08fa31.bindTooltip(
            `<div>`
            + `Nakuru` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_94d5c291b8304bec8754467324de6578 = L.circle(
                [0.143371, 35.156125],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 13172.35,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_91de2466db7d4f668bab2626a40cfac6 = L.popup({maxWidth: '100%'
            
            });

            
                var html_63546877849642399d4db9305fdcf194 = $(`<div id="html_63546877849642399d4db9305fdcf194" style="width: 100.0%; height: 100.0%;">0.8% of agricultural land under irrigation</div>`)[0];
                popup_91de2466db7d4f668bab2626a40cfac6.setContent(html_63546877849642399d4db9305fdcf194);
            

            circle_94d5c291b8304bec8754467324de6578.bindPopup(popup_91de2466db7d4f668bab2626a40cfac6)
            ;

            
        
    
        circle_94d5c291b8304bec8754467324de6578.bindTooltip(
            `<div>`
            + `Nandi` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_7ad2b79a48454ea1818b77c916e633da = L.circle(
                [-1.227452, 35.686784],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 13008.33,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_2301e9a53684461da6a44fd15fd670a2 = L.popup({maxWidth: '100%'
            
            });

            
                var html_98f603b12f5346c5a989393afeacd2cf = $(`<div id="html_98f603b12f5346c5a989393afeacd2cf" style="width: 100.0%; height: 100.0%;">4.5% of agricultural land under irrigation</div>`)[0];
                popup_2301e9a53684461da6a44fd15fd670a2.setContent(html_98f603b12f5346c5a989393afeacd2cf);
            

            circle_7ad2b79a48454ea1818b77c916e633da.bindPopup(popup_2301e9a53684461da6a44fd15fd670a2)
            ;

            
        
    
        circle_7ad2b79a48454ea1818b77c916e633da.bindTooltip(
            `<div>`
            + `Narok` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_2402ce12d3ac42fba3e9376bab78391b = L.circle(
                [-0.644917, 34.955612],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 12250.83,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_f4e311aa5636443ebb24ce7195f0e924 = L.popup({maxWidth: '100%'
            
            });

            
                var html_87d0a56380e546cb86cc4e9d7252d2fa = $(`<div id="html_87d0a56380e546cb86cc4e9d7252d2fa" style="width: 100.0%; height: 100.0%;">0.8% of agricultural land under irrigation</div>`)[0];
                popup_f4e311aa5636443ebb24ce7195f0e924.setContent(html_87d0a56380e546cb86cc4e9d7252d2fa);
            

            circle_2402ce12d3ac42fba3e9376bab78391b.bindPopup(popup_f4e311aa5636443ebb24ce7195f0e924)
            ;

            
        
    
        circle_2402ce12d3ac42fba3e9376bab78391b.bindTooltip(
            `<div>`
            + `Nyamira` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_c27d350f5605476093e07ac0eea2d302 = L.circle(
                [-0.374727, 36.494076],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 11008.83,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_358722d11aaa4e06a64da9500291d502 = L.popup({maxWidth: '100%'
            
            });

            
                var html_9e3207c198d1407cb7344a51df3c0b70 = $(`<div id="html_9e3207c198d1407cb7344a51df3c0b70" style="width: 100.0%; height: 100.0%;">1.4% of agricultural land under irrigation</div>`)[0];
                popup_358722d11aaa4e06a64da9500291d502.setContent(html_9e3207c198d1407cb7344a51df3c0b70);
            

            circle_c27d350f5605476093e07ac0eea2d302.bindPopup(popup_358722d11aaa4e06a64da9500291d502)
            ;

            
        
    
        circle_c27d350f5605476093e07ac0eea2d302.bindTooltip(
            `<div>`
            + `Nyandarua` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_e608e2d0cb4e4dafb60a80f5139bb1a5 = L.circle(
                [1.183862, 37.184377],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 795.0699999999999,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_3c3876971af146d2a409445706114f0a = L.popup({maxWidth: '100%'
            
            });

            
                var html_c605e0a1e11e4671b19654e20f65faa1 = $(`<div id="html_c605e0a1e11e4671b19654e20f65faa1" style="width: 100.0%; height: 100.0%;">0% of agricultural land under irrigation</div>`)[0];
                popup_3c3876971af146d2a409445706114f0a.setContent(html_c605e0a1e11e4671b19654e20f65faa1);
            

            circle_e608e2d0cb4e4dafb60a80f5139bb1a5.bindPopup(popup_3c3876971af146d2a409445706114f0a)
            ;

            
        
    
        circle_e608e2d0cb4e4dafb60a80f5139bb1a5.bindTooltip(
            `<div>`
            + `Samburu` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_b786c89191944dbeaabf5b35234d90d4 = L.circle(
                [0.039184, 34.279374],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 32510.059999999998,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_162738eee7bb45099870caaabfad73d3 = L.popup({maxWidth: '100%'
            
            });

            
                var html_c5643017ebfd49119fc711eaa85a3549 = $(`<div id="html_c5643017ebfd49119fc711eaa85a3549" style="width: 100.0%; height: 100.0%;">0.9% of agricultural land under irrigation</div>`)[0];
                popup_162738eee7bb45099870caaabfad73d3.setContent(html_c5643017ebfd49119fc711eaa85a3549);
            

            circle_b786c89191944dbeaabf5b35234d90d4.bindPopup(popup_162738eee7bb45099870caaabfad73d3)
            ;

            
        
    
        circle_b786c89191944dbeaabf5b35234d90d4.bindTooltip(
            `<div>`
            + `Siaya` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_61f7e0184f224e00a0a8b9d5eee21bf0 = L.circle(
                [-1.584971, 39.536272],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 1395.41,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_87bcc43ad78243d1844d0da57fe3baae = L.popup({maxWidth: '100%'
            
            });

            
                var html_98c568aaac6441e480b8a7e2ef92e840 = $(`<div id="html_98c568aaac6441e480b8a7e2ef92e840" style="width: 100.0%; height: 100.0%;">7% of agricultural land under irrigation</div>`)[0];
                popup_87bcc43ad78243d1844d0da57fe3baae.setContent(html_98c568aaac6441e480b8a7e2ef92e840);
            

            circle_61f7e0184f224e00a0a8b9d5eee21bf0.bindPopup(popup_87bcc43ad78243d1844d0da57fe3baae)
            ;

            
        
    
        circle_61f7e0184f224e00a0a8b9d5eee21bf0.bindTooltip(
            `<div>`
            + `Tana River` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_84a7a5bca4594e0ab5aaf53af6565a4e = L.circle(
                [-0.227324, 37.882411],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 3106.73,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_ccfa7942af334a99a78b0cd2c5c013d4 = L.popup({maxWidth: '100%'
            
            });

            
                var html_b77ace39406b4e5ea6d26019463cd1e7 = $(`<div id="html_b77ace39406b4e5ea6d26019463cd1e7" style="width: 100.0%; height: 100.0%;">2.2% of agricultural land under irrigation</div>`)[0];
                popup_ccfa7942af334a99a78b0cd2c5c013d4.setContent(html_b77ace39406b4e5ea6d26019463cd1e7);
            

            circle_84a7a5bca4594e0ab5aaf53af6565a4e.bindPopup(popup_ccfa7942af334a99a78b0cd2c5c013d4)
            ;

            
        
    
        circle_84a7a5bca4594e0ab5aaf53af6565a4e.bindTooltip(
            `<div>`
            + `Tharaka Nithi` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_cf65fce1caf448a1ab140311c40dc12e = L.circle(
                [1.030597, 34.949297],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 10772.36,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_b3ad93a48c1d42c3887563b4b7b6cc43 = L.popup({maxWidth: '100%'
            
            });

            
                var html_790b2019f7b04c678b0dfa4abbf3e6eb = $(`<div id="html_790b2019f7b04c678b0dfa4abbf3e6eb" style="width: 100.0%; height: 100.0%;">1.1% of agricultural land under irrigation</div>`)[0];
                popup_b3ad93a48c1d42c3887563b4b7b6cc43.setContent(html_790b2019f7b04c678b0dfa4abbf3e6eb);
            

            circle_cf65fce1caf448a1ab140311c40dc12e.bindPopup(popup_b3ad93a48c1d42c3887563b4b7b6cc43)
            ;

            
        
    
        circle_cf65fce1caf448a1ab140311c40dc12e.bindTooltip(
            `<div>`
            + `Trans Nzoia` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_a687329653fd48ad99131e94ad40242a = L.circle(
                [3.318344, 35.401457],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 796.5600000000001,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_b096a5c1b8044ff681b62abf39fdf0a6 = L.popup({maxWidth: '100%'
            
            });

            
                var html_68372f8b56bb4319ad49df8bb9e19ab8 = $(`<div id="html_68372f8b56bb4319ad49df8bb9e19ab8" style="width: 100.0%; height: 100.0%;">8.5% of agricultural land under irrigation</div>`)[0];
                popup_b096a5c1b8044ff681b62abf39fdf0a6.setContent(html_68372f8b56bb4319ad49df8bb9e19ab8);
            

            circle_a687329653fd48ad99131e94ad40242a.bindPopup(popup_b096a5c1b8044ff681b62abf39fdf0a6)
            ;

            
        
    
        circle_a687329653fd48ad99131e94ad40242a.bindTooltip(
            `<div>`
            + `Turkana` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_fc199124f26f44c4ae5e5e45294e7832 = L.circle(
                [0.555288, 35.306307],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 9537.75,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_e67862f66d6f416fb46add6204c7e6d5 = L.popup({maxWidth: '100%'
            
            });

            
                var html_1d8832f1d6c9465face0d3811da9199b = $(`<div id="html_1d8832f1d6c9465face0d3811da9199b" style="width: 100.0%; height: 100.0%;">0% of agricultural land under irrigation</div>`)[0];
                popup_e67862f66d6f416fb46add6204c7e6d5.setContent(html_1d8832f1d6c9465face0d3811da9199b);
            

            circle_fc199124f26f44c4ae5e5e45294e7832.bindPopup(popup_e67862f66d6f416fb46add6204c7e6d5)
            ;

            
        
    
        circle_fc199124f26f44c4ae5e5e45294e7832.bindTooltip(
            `<div>`
            + `Uasin Gishu` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_eddca0d5f8cf4ff68ba6677934ee6323 = L.circle(
                [0.0785, 34.717749],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 12053.48,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_31e6e3ccac194b7d8129a4b2e64335f2 = L.popup({maxWidth: '100%'
            
            });

            
                var html_50997bbc731647a8929002686d1851d3 = $(`<div id="html_50997bbc731647a8929002686d1851d3" style="width: 100.0%; height: 100.0%;">0% of agricultural land under irrigation</div>`)[0];
                popup_31e6e3ccac194b7d8129a4b2e64335f2.setContent(html_50997bbc731647a8929002686d1851d3);
            

            circle_eddca0d5f8cf4ff68ba6677934ee6323.bindPopup(popup_31e6e3ccac194b7d8129a4b2e64335f2)
            ;

            
        
    
        circle_eddca0d5f8cf4ff68ba6677934ee6323.bindTooltip(
            `<div>`
            + `Vihiga` + `</div>`,
            {"sticky": true}
        );
        
    

            var circle_bae060c02ee9412fac66ab31a6799b3d = L.circle(
                [1.895541, 40.07933],
                {
  "bubblingMouseEvents": true,
  "color": "darkred",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "darkpurple",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "stroke": true,
  "weight": 3
}
                )
                .addTo(map_f933f068bc81451ea01e9511611b0194);
            
    
            var popup_c88a2fac6ce84294b824fc30dab749a2 = L.popup({maxWidth: '100%'
            
            });

            
                var html_101ca0cf4b484efdb759df9e9a6751f8 = $(`<div id="html_101ca0cf4b484efdb759df9e9a6751f8" style="width: 100.0%; height: 100.0%;">0% of agricultural land under irrigation</div>`)[0];
                popup_c88a2fac6ce84294b824fc30dab749a2.setContent(html_101ca0cf4b484efdb759df9e9a6751f8);
            

            circle_bae060c02ee9412fac66ab31a6799b3d.bindPopup(popup_c88a2fac6ce84294b824fc30dab749a2)
            ;

            
        
    
        circle_bae060c02ee9412fac66ab31a6799b3d.bindTooltip(
            `<div>`
            + `Wajir` + `</div>`,
            {"sticky": true}
        );
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7ff0a59b1400>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 171
        }
      ]
    }
  ]
}