Littoral_Cameroon_Land_Sector_Analysis.ipynb

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    "colab": {
      "name": "Littoral Cameroon Land Sector Analysis.ipynb",
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      "authorship_tag": "ABX9TyPxSPCDPXb/feSKlRGvzYE3",
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      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
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      "source": [
        "<a href=\"https://colab.research.google.com/github/Simpleshell3/CMR-Land-Sector-Analysis/blob/main/Littoral_Cameroon_Land_Sector_Analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BYTN3NNoBctA"
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      "source": [
        "# Littoral Cameroon Land Sector Analysis\n",
        "\n",
        "The aim of this exercise is to provide an extensive report on Land use in Littoral Cameroon as well as outline the various strategies that can be adopted to mitigate and climate change, provide food security and promote biodiversity. \n",
        "\n",
        "The Littoral Region (French: Région du Littoral) is a region of Cameroon. Its capital is Douala. As of 2004, its population was 3,174,437. Its name is due to the region being largely littoral, and associated with the sea coast."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vzJC3orSBMff"
      },
      "source": [
        "# Installing packages\n",
        "!pip install geopandas \n",
        "!pip install matplotlib\n",
        "!apt install proj-bin libproj-dev libgeos-dev\n",
        "!pip install -q https://github.com/matplotlib/basemap/archive/master.zip\n",
        "!pip install mapclassify\n",
        "!pip install geoplot\n",
        "!pip install seaborn\n",
        "!pip install rasterio\n",
        "!pip install folium\n",
        "!pip install ipyleaflet"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kQuGdTSlB_rq"
      },
      "source": [
        "#Importing packages\n",
        "from ipyleaflet import (Map, GeoData, basemaps, WidgetControl, GeoJSON,\n",
        " LayersControl, Icon, Marker,basemap_to_tiles, Choropleth,\n",
        " MarkerCluster, Heatmap,SearchControl, \n",
        " FullScreenControl)\n",
        "from ipywidgets import Text, HTML\n",
        "from branca.colormap import linear\n",
        "import geopandas as gpd\n",
        "import json\n",
        "import geopandas as gpd\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import mapclassify as mc\n",
        "import mapclassify\n",
        "from mpl_toolkits.basemap import Basemap\n",
        "import numpy as np\n",
        "import geoplot\n",
        "import geoplot.crs as gcrs\n",
        "import geoplot as gplt\n",
        "import seaborn as sns\n",
        "import io\n",
        "import requests\n",
        "import rasterio\n",
        "from rasterio.plot import show\n",
        "import folium\n",
        "\n",
        "%matplotlib inline"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6lz2RKCZCNlG"
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      "source": [
        "## Administrative boundary of Littoral Cameroon\n",
        "\n",
        "The region is divided into four departments (départements):\n",
        "\n",
        "1. Moungo, with its capital at Nkongsamba.\n",
        "2. Nkam, with its capital at Yabassi.\n",
        "3. Sanaga-Maritime, with its capital at Édéa.\n",
        "4. Wouri, forming the area around the major city of Douala.\n",
        "\n",
        "These are in turn broken down into subdivisions. Presidentially appointed senior divisional officers (préfets) and subdivisional officers (sous-préfets) govern each. Traditional leaders, usually referred to as chiefs in English, often preside over particular ethnic groups or villages; nevertheless, many of these wield very little power today."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "CQaQ6q-eCf9w",
        "outputId": "cb7990ab-9c72-4baf-de1d-1b3c82d26301"
      },
      "source": [
        "# Downloading and displaying Littoral Cameroon's Adminitrative Boundaries\n",
        "url1 = \"https://datasets.mojaglobal.workers.dev/0:/Administrative/Boundaries/Level4%20by%20State/CMR/CMR_AL4_Littoral.json\"\n",
        "\n",
        "a=requests.get(url1).content\n",
        "\n",
        "df_lcbo = gpd.read_file(io.StringIO(a.decode('utf-8')))\n",
        "df_lcbo"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>country</th>\n",
              "      <th>ISO3166_2</th>\n",
              "      <th>name</th>\n",
              "      <th>enname</th>\n",
              "      <th>locname</th>\n",
              "      <th>offname</th>\n",
              "      <th>boundary</th>\n",
              "      <th>adminlevel</th>\n",
              "      <th>wikidata</th>\n",
              "      <th>wikimedia</th>\n",
              "      <th>timestamp</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-LT</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>Littoral</td>\n",
              "      <td></td>\n",
              "      <td>administrative</td>\n",
              "      <td>4</td>\n",
              "      <td>Q845172</td>\n",
              "      <td>fr:Région du Littoral</td>\n",
              "      <td>2019-02-26T08:00:07</td>\n",
              "      <td>MULTIPOLYGON (((9.66296 3.84560, 9.66230 3.845...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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            "text/plain": [
              "  country  ...                                           geometry\n",
              "0     CMR  ...  MULTIPOLYGON (((9.66296 3.84560, 9.66230 3.845...\n",
              "\n",
              "[1 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
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          "height": 1000
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        "outputId": "6331f67e-b6cd-4294-cb9e-2e1e2f612899"
      },
      "source": [
        "m = folium.Map(\n",
        "    location=[4, 14],\n",
        "    tiles=\"cartodbpositron\",\n",
        "    zoom_start=7,\n",
        ")\n",
        "\n",
        "folium.GeoJson(url1, name=\"adminlevel\").add_to(m)\n",
        "\n",
        "folium.LayerControl().add_to(m)\n",
        "\n",
        "\n",
        "m"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7f34f82df090>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 111
        },
        "id": "z4Y_e8pjC5JL",
        "outputId": "ee07f9f4-e0f5-4120-9370-b1024bfd6eac"
      },
      "source": [
        "# Downloading and displaying Littoral Cameroon's Ecological Zones\n",
        "url2 = \"https://datasets.mojaglobal.workers.dev/0:/Administrative/Boundaries/Level4%20by%20State/CMR/CMR_AL4_Littoral_GEZ.json\"\n",
        "\n",
        "a=requests.get(url2).content\n",
        "\n",
        "df_lcgez = gpd.read_file(io.StringIO(a.decode('utf-8')))\n",
        "\n",
        "df_lcgez"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>country</th>\n",
              "      <th>ISO3166_2</th>\n",
              "      <th>name</th>\n",
              "      <th>gez_name</th>\n",
              "      <th>gez_code</th>\n",
              "      <th>gez_abbrev</th>\n",
              "      <th>adminlevel</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-LT</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>Tropical mountain system</td>\n",
              "      <td>16</td>\n",
              "      <td>TM</td>\n",
              "      <td>4</td>\n",
              "      <td>MULTIPOLYGON (((9.84789 5.33234, 9.84736 5.332...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-LT</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>Tropical rainforest</td>\n",
              "      <td>11</td>\n",
              "      <td>TAr</td>\n",
              "      <td>4</td>\n",
              "      <td>MULTIPOLYGON (((10.19251 4.99928, 10.19170 4.9...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  country  ...                                           geometry\n",
              "0     CMR  ...  MULTIPOLYGON (((9.84789 5.33234, 9.84736 5.332...\n",
              "1     CMR  ...  MULTIPOLYGON (((10.19251 4.99928, 10.19170 4.9...\n",
              "\n",
              "[2 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 863
        },
        "id": "YPcMK4-FDK1p",
        "outputId": "408be228-8872-4405-d7ec-bd662de3dcfc"
      },
      "source": [
        "df_lcgez.plot(figsize= (15,15), column='gez_name', edgecolor='white', \n",
        "             legend=True, legend_kwds={\"loc\":\"upper left\",\"fontsize\": \"large\", \"title\":\"Ecological Zones\", \"title_fontsize\":\"large\"})\n",
        "plt.show()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Lmf_Rh4VD3x-"
      },
      "source": [
        "Littoral Cameroon is made up of two Ecological Zones.\n",
        "\n",
        "1. Tropical Mountain System\n",
        "\n",
        "The climate in the mountain areas varies enormously due to different exposure to the wind direction and variation in altitude. Wind exposed areas are normally wet or pluvial while the interior valleys are usually moist or dry.\n",
        "\n",
        "2. Tropical Rainforests\n",
        "\n",
        "Tropical rainforests exhibit **high levels of biodiversity**. Around 40% to 75% of all biotic species are indigenous to the rainforests. Rainforests are home to half of all the living animal and plant species on the planet. Two-thirds of all flowering plants can be found in rainforests. A single hectare of rainforest may contain 42,000 different species of insect, up to 807 trees of 313 species and 1,500 species of higher plants. Tropical rainforests have been called the \"world's largest pharmacy\", because over one quarter of natural medicines have been discovered within them.It is likely that there may be many millions of species of plants, insects and microorganisms still undiscovered in tropical rainforests."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "id": "ipW2wLdnEZjn",
        "outputId": "ae160787-28aa-49c4-ad47-97255e5a264a"
      },
      "source": [
        "# Downloading and displaying Littoral Cameroon's Soil Resources\n",
        "url3 = \"https://datasets.mojaglobal.workers.dev/0:/Administrative/Boundaries/Level4%20by%20State/CMR/CMR_AL4_Littoral_WSR.json\"\n",
        "\n",
        "a=requests.get(url3).content\n",
        "\n",
        "df_lcwsr = gpd.read_file(io.StringIO(a.decode('utf-8')))\n",
        "df_lcwsr"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>country</th>\n",
              "      <th>ISO3166_2</th>\n",
              "      <th>name</th>\n",
              "      <th>SNAME</th>\n",
              "      <th>mg_code</th>\n",
              "      <th>IPCC</th>\n",
              "      <th>adminlevel</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-LT</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>AC</td>\n",
              "      <td>23</td>\n",
              "      <td>Acrisol</td>\n",
              "      <td>4</td>\n",
              "      <td>MULTIPOLYGON (((9.84789 5.33234, 9.84736 5.332...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-LT</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>AN</td>\n",
              "      <td>4</td>\n",
              "      <td>Andosol</td>\n",
              "      <td>4</td>\n",
              "      <td>POLYGON ((9.64471 3.98633, 9.67409 4.04877, 9....</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-LT</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>FR</td>\n",
              "      <td>26</td>\n",
              "      <td>Ferralsol</td>\n",
              "      <td>4</td>\n",
              "      <td>POLYGON ((10.23202 3.51415, 10.24148 3.51512, ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  country  ...                                           geometry\n",
              "0     CMR  ...  MULTIPOLYGON (((9.84789 5.33234, 9.84736 5.332...\n",
              "1     CMR  ...  POLYGON ((9.64471 3.98633, 9.67409 4.04877, 9....\n",
              "2     CMR  ...  POLYGON ((10.23202 3.51415, 10.24148 3.51512, ...\n",
              "\n",
              "[3 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 863
        },
        "id": "8wh9_qScElsn",
        "outputId": "6c28ad9f-d9f8-41a5-8203-318f262c97bc"
      },
      "source": [
        "df_lcwsr.plot(figsize= (15,15), column='IPCC', edgecolor='white', \n",
        "             legend=True, legend_kwds={\"loc\":\"upper left\",\"fontsize\": \"large\", \"title\":\"Soil Resources\", \"title_fontsize\":\"large\"})\n",
        "plt.show()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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//fc32/593bnTbF3TIRz+Rn4vJCIiagledcXd+t0ibF+6BE67rfax9XNnou+d96D/3aNdfrwhQ4Zg7969KCgogNHI+UB9UYhfzWpweq0Ag9brvhMSERG5La+56m79bhE2L/rqvAALAE67DZsXfYWt3y1y6fGysrKwceNGCIKAZcuWuXTf5Dl0GgGhfnokRQfCIUpql0NEROQzvCLE2i3V2L50ySW32b50CewWi8uOmZKSgv79+2P8+PGYN29e7ePjx4/H3/72N9x6660IDAxEv379kJmZWfv82rVr0blzZwQHB2PChAlQlP8NYZdlGa+//jri4+MRGRmJBx54AOXl5QAAm82G+++/H2FhYQgJCUGfPn1QWFgIAMjPz8eIESPQqlUrdOjQAbNmzXLZ+/RFFocIAKiwOVFhdcLmlGAXJUiyAklWUGUXYXdKtX9v28oPXzzYhwO5iIiIWpBXdCdI37r5ghbYP3PabUjftgk9hg5zyTFTUlIwdepU9OvXD/3790dhYSGioqIAAKmpqVi1ahWuuuoqPPjgg5g2bRpSU1NRUlKCu+++G3PmzMEdd9yBjz/+GDNmzMC4ceMAAHPnzsXcuXOxfv362hA7YcIEfPXVV5g3bx7Ky8uRm5sLo9GIPXv2wGw2AwDuvfdedO/eHfn5+Thy5AhuvPFGtG/fHtddd51L3qsvsdhFvL7iMLYeL0WInx4mvRYnSqpxqtwGQQDO+c4Bg1YDSVHwxOD2aOVvgJ7dCYiIiFqMV1x1q8+crud2Z1xyvE2bNiE7OxujRo1C79690b59eyxYsKD2+bvuugt9+/aFTqfDfffdhz179gAAVq5ciW7dumHkyJHQ6/V4+umnER0dXfu6+fPnY+rUqUhMTERAQADefPNNpKamQhRF6PV6lJaWIiMjA1qtFr1790ZQUBByc3OxefNmvPXWWzCZTLjiiivw17/+FSkpKS55r97M4hBhsYtYuf8UZm88jjmbT+Cez3/Hgu05OF5SjV05ZdiSWYpT5TVfkJQ/zfvqkGRIsoLe8SEMsERERC3MK1pi/UNb1XO7UJccb968eRg2bBjCw8MBAGPHjsW8efMwZcoUADgvmPr5+aGqqgpAzW3/uLi42ucEQTjv5/z8fMTHx9f+HB8fD1EUUVhYiHHjxiE3Nxf33nsvysrKcP/99+ONN95Afn4+WrVqhcDAwPNel5aW5pL36q0sDhEr9p3C9GUHUe1oWl/WdUeK0T8xDH4Gr/jfiYiIyCN4xVW3U/8BWD935iW7FOiNJnTqN7DJx7JarVi8eDEkSaoNq3a7HWVlZdi7d+8lXxsTE4Pc3NzanxVFOe/n1q1bIzs7u/bnnJwc6HQ6REVFQafT4eWXX8bLL7+MrKwsDB8+HElJSRg2bBhOnz6NysrK2iCbk5ODNm3aNPm9eitFUXAovwLPfbPPJfu744rW0LRgf1iHKEMjALo6Wn9tTgkmPeeqJSIi7+YV90CNfv7oe+c9l9ym7533wOjn1+RjLV26FFqtFocOHcKePXuwZ88eHD58GNdee+1lb+HfeuutOHjwIL777juIoogPP/wQBQUFtc+PGTMG77//Pk6cOIGqqiq88MILGD16NHQ6HdavX4/9+/dDkiQEBQVBr9dDo9EgLi4O11xzDf75z3/CZrNh3759+OKLL3xmblhRkuEU5Qa9ptouYeZvx11WQ592rVokNMqygjMWB1YdOIUKW82AM5tTglP63/u3OEQGWCIi8gleEWIBoP/dozFg9DjojabzHtcbTRgwepzL5omdN28eHnroIbRt2xbR0dG1/02YMAHz58+HKIp1vjY8PBxLlizB888/j7CwMBw7dgwDBgyoff7hhx/GuHHjMGjQICQkJMBkMuGjjz4CABQUFGDkyJEICgpCly5dMHjw4NoBYQsXLkRWVhZat26Nu+66C6+88gpuuOEGl7xfdycpCmZuPI5jhZWottd97s/lkGT8fLjQpXUof+4w60I2pwS7U4LFKeHReWmYnLoHIz/7HS8vO4jXlh+qmSXBJqKg3IrXlh9CYcWlBzkSERF5A6E5L76XkpycrFys3+bhw4fRpUuXRu/XbrEgfdsmVJ85A//QUHTqN9AlLbC+oqnnv6VV2UXc8fEmnCipxp1XtsGrI7pBr9XAWEdrpNUh4ZP1Gfh4fYbLatj38jAEmfUu29+5qu0iftybj//+cqx2gNmfxbUyI8RswOFTFXjtzu6464o2MHHpWyIi8hKCIOxUFCX5z497RZ/Ycxn9/Fw2jRa5P1lWEBvqh8ziany3Kw/rjxRh0vUdcW+ftjDoBGg1599sUKAg5fcsl9bw+W/HMfn6jjDoXHtjQ5JllFTZ8cL3+yFf4rtm7mkrcmFF7/hQ3MkAS0REPsJruhOQbxIEwO+c0HbG4sQrPx7CiI83IavEgmq7CPvZlbQsDhFvrTqCClv9uh3U11dbs2BxiJDkhvXNvRxJBsZ9sf2SAfZc74++AmYGWCIi8hFe1xJLvudic7QeK6rC7R9vwqBOEWgTYkbrEDOOF1dh/rYclx+/wirijk82Y9rwLhjUKcIlA6ssDhH/WnoAOafrt8pccnwowvwNTT4uERGRp2CIJY+mKEC14+ItqxaHhJ8OFFz0OVfLLrXgsa92YkyfOEw/2y9Xo2n8tFunqx34dldevbd/aEACzJyVgIiIfAi7E5BH02kFHCusUruMWgt35GL4h5twxuKApY5wfTk2p4SULdmX3/Ask16D67tENik0ExEReRqGWPJoGkFA7pn63XJvKZnFVej9+s/4ZudJHMgrh9UhwXp2VTDL2WnALjYdmKIosDokvLnyMGZurP88tkOTIi9YEleSFVgcIiqtToiSa/vqEhERuQN2JyCPtj+v/IIA5y5e+uEgACAiwIgescFYf7QInaMDUW2X0KddKO7rF4+4Vn44ecaCrjFBqLSLeHjuDuw7Wd6g4yRFB8Js0OLXo0VIL6iERiOg3OpEUaUdlTYnnrupM9qEmF0+ewIREZGaGGLJY1XbRSzdXf9+o2oprrJj3ZEiAMDhU5UAgJzTlvP6vPZoE4zs0upGzZzw8boMfLo+E446Wlw3ppfgtbu645Zu0XBIMgKMOggtuEwuERFRc/C6ppkKUcKC/FK8n1WABfmlqDg7vZKny8rKgiAIl1wRrCX24U40ggCr0zt+v/vzyhs99ZcoK3UGWACotIt4OnUPrvm/dfjHt/uQV2aFKMuotDlRaXNCURRU28VmXXWMiIjI1byqJfaDrAJ8mFMEyzkX9Bcz8jCpbSSebhftsuO0a9cOhYWF0Gr/Nxo8PT0drVu3dtkx6PLMBi3evacXnhzcHt/tOonPNtS/H6kvKq12YOX+Auw7WY5RyXFIL6yEXZTxwvAuWLAtG48MTESgSQezXstBYkRE5Pa8JsR+kFWA/ztx4XRKFkmufdyVQfbHH3/EDTfc0KjXiqIIne78Uy9J0nmhmOpHEAS0jwjAxOs6Iue0FSv2n1K7JLd38owV761Nr/157aFCAMCsjSdwVdsQvD2yF9qEmGA2eM3HAxEReSGv6E5QIUr4MKfoktt8mFOEymbsWlBeXo5HHnkEMTExaNOmDV588UVIUs3x5s6diwEDBmDKlCkICwvD9OnTMX78eDz55JMYPnw4/P39sX79eqxYsQJXXnklgoKCEBcXh+nTp9d5vLlz5yIxMRGBgYFISEjA/PnzAQCyLOP1119HfHw8IiMj8cADD6C8vGEDhTyNRiPAz6jDe6N7ISHcX+1yPNqunDLc+uFG/Hq0+KIzKBAREbkLrwixy4vKzutCcDEWScaPxWXNVsP48eOh0+mQkZGB3bt3Y82aNZg9e3bt89u2bUNiYiIKCwsxbdo0AMCCBQswbdo0VFZWYuDAgfD390dKSgrKysqwYsUKfPbZZ1i6dOkFx6qursakSZOwatUqVFZWYsuWLbjiiisA1ITbuXPnYv369Th+/DiqqqowYcKEZnvf7kQrCHjomnZql+Hx7KKMpxftccnKY0RERM3FK0JsocNZr+2K7PXbrj7uvPNOhISEICQkBLfccgtWrlyJDz74AP7+/oiMjMSUKVOQmppau33r1q0xceJE6HQ6mM1mAMAdd9yBAQMGQKPRwGQyYciQIejRowc0Gg169uyJMWPGYMOGDRc9vkajwYEDB2C1WhETE4Nu3boBAObPn4+pU6ciMTERAQEBePPNN5Gamuo1g7kuRafVYEhSBDjwvunsogx2iyUiInfmFSE2yqCv13aRxvptVx9Lly5FWVkZysrK8Morr8DpdCImJqY22D7++OMoKvpfF4e4uLgL9vHnx7Zt24ahQ4ciIiICwcHBmDFjBkpKSi54nb+/PxYtWoQZM2YgJiYGt956K44cOQIAyM/PR3x8fO228fHxEEURhYWFrnrrbi080Ijpt3eDQesV/7RV9e2uk7A4RNhFCZKscPYCIiJyK15xpb8tMgR+lwktfloNbo8IaZbjx8XFwWg0oqSkpDbYVlRU4ODBg7XbXGxezj8/NnbsWIwYMQK5ubkoLy/HE088UWdwuOmmm7B27VqcOnUKnTt3xqOPPgqgpsU3O/t/S5bm5ORAp9MhKirKFW/V7fkZdBiVHIc5D/VBoJEDk5ri2SX78Pdv9mHBthxoNQJEmSGWiIjch1eE2CCdFpPaRl5ym0ltIxGoa54+fjExMRg2bBieeeYZVFRUQJZlZGZm1tkVoC6VlZVo1aoVTCYTtm/fjgULFlx0u8LCQvzwww+orq6G0WhEQEAANJqaX+WYMWPw/vvv48SJE6iqqsILL7yA0aNHXzAbgjczG7To064Vpo/opnYpHm/5vlOYvfEEAEDH/gVERORGvCLEAjXTZz2fEH1Bi6yfVoPnE6JdOr3WxaSkpMDhcKBr164IDQ3FyJEjcepUw6Z7+vTTT/HSSy8hMDAQr776KkaNGnXR7WRZxnvvvYfWrVujVatW2LBhAz777DMAwMMPP4xx48Zh0KBBSEhIgMlkwkcffdTk9+dpDDoNhveIwX1926pdiscrqbIDuPjdBCIiIrUIavVzS05OVtLS0i54/PDhw+jSpUuj91spSvixuAxFdicijXrcHhHSbC2w3qip59/dnKl24MrX1qpdhsf74sFkXN/FN7qkEBGRexEEYaeiKMl/ftxrWmL/EKjTYmxMGJ5uF42xMWEMsD5Or9PgmvZhapfh8Z74eicAQObgLiIichNeF2KJzuWn1+Lfd/VAVJBR7VI8mlNScP27G6ARBM5SQEREboEhlryaRiMgNtSMJ4d0ULsUj5dZXIXle/PZN5aIiNwCQyx5PZ1WA5OO/9RdYWLqbqw9VMhuBUREpDq3vLLzdqU6vPm8twk1q12CV1AU4M2Vh9mtgIiIVOd2IdZkMqG0tJQXyBamKApKS0thMpnULqVZ9I4PRcfIALXL8ArHS6pxvLgKDklWuxQiIvJhbjcDfmxsLE6ePIni4mK1S/E5JpMJsbGxapfRLGQF6BUXgmNFVWqX4vEGd4pAYgS/EBARkbrcLsTq9XokJCSoXQZ5mQCjDjd1i8Y3O0+qXYrHK660Q5Rl6DRudyOHiIh8CK9C5BNEScbxYrbCukJxlb02wDpEdikgIiJ1MMSST7CJMtKyz6hdhlcorrSj92trsePEaRg46wMREamEVyDyCUadBttOlKpdhtcorXag0uZUuwwiIvJhDLHkE5ySjK8f6Qe9lhP1u8rqQ4Vql0BERD6MIZZ8gp9Bh46RAXh2WJLapXgFvVbAKyO6QZLZJ5aIiNTBEEs+w2zQ4cFr2iHET692KR7Pz6CDSa9VuwwiIvJhDLHkUxyijKSoQLXL8HjlVieOFFSA6x0QEZFaGGLJtwiAxSGpXYVXOFFczZX1iIhINW632AFRczLptMg+Xa12GR7tvn5t8cZdPdQug4iIfBxbYsmnlFbbUWEV1S7Do/2xwIHdyRZtIiJSD0Ms+ZQTJWyFbaqBHcMBAILA6cqIiEg9DLHkU/LPWNUuweNlnf0iwNW6iIhITbwKkU+JCjapXYLH+2bXSQCAyDliiYhIRQyx5FN6x4dCq+Ft8KY4U+1EVkk1dBp+fBARkXp4FSKfIssK+ie2UrsMj1ZlF7EkLRcAOPLjWOEAACAASURBVMUWERGphiGWfIrZoMWQpEi1y/B4y/blAwDsIrsUEBGROjhPLPkUrUaDK+NCAADtwvyQFB0EjQAUVthxpKCCCyHUU4jZAItDhJ+BHyFERKQOXoHI5/SIDcbxN4fDKcpwnF03VVFqRtt/vC4DH6/PULlC99UpKgC392qNR69NhIZTbBERkYoYYsnnGHXamj/1Whj12vOee2poe4y4ojXSsk7jhe8PqFGe2xrdJw5v/aUnbE4Jpj+dNyIiopbGPrFE5/Az6NApKhCj+7QFJzE43y3dowGAAZaIiNwCW2KJLqKgwgatRoAscfR9RKAR3z15DeJa+aldChERUS22xBJdRIhZj+E9YtQuwy34G7QMsERE5HYYYokuwqzX4onB7bkwAoDcM1aUWRxql0FERHQehliii9BoBHSIDECv2BC1S1GdJCucSouIiNwOQyxRHTKLq7A/r0ztMtzC8eIqtUsgIiI6D0MsUR0qrE44ObALQM3KXE6uzkVERG6EIZaoDj1jQ6Bjn1gAwFPzdyF1Ry4URYEsM9gTEZH6GGKJ6iAACDLr1S7DLeSVWfGvHw7gbwt2wSmzRZaIiNTHEEtUB71OgwqrU+0y3MrK/QXYd7Jc7TKIiIgYYonqYnVI6BITpHYZbsfPwBW7iIhIfQyxRHUw6TV4ckh7tctwOxuPlcDqENUuwytU2UVYeC6JiBqFIZaoDlqNBkOTIjHiitZql+JWDuVXQOTgriazOiR8sj4Db6w4jB/25MHqkNQuiYjIozDEEl2C2aDFW3f3RHJ8qNqluI2BHcNh1LFLQVNYHRJe+H4fPvs1E/O35WBy6h4s25sHq5NBloiovhhiiS7DbNDizbt7qF2G23jphwP4PbMEDpGBq6EcoowyiwPj52zH97vzz3vulR8PocrWvF0LZFlBtV1EaZW92Y9FRNTcuJYkUT20C/dXuwS3YXPKaB1qhk7D78ANUW0XcTC/Ak98vROnqx0XPG9xSJi4cBfmjO8LczMNnrM6JdzxyWYcL67CkKRIDEmKQGyoGQPah8OoZ+s6EXkWhliietAIXPTgXOkFVWgX5g8NeF7qw+qQMGNDJj5enwHlEt2Jtx4/je93n8RdV7aB2eDaj2eLQ8Rryw8ho6hmCeF1R4qw7kgRAOAvV7XB9BHdANTMPqHlFxQi8gAMsUT1ZNRpYOfSqwCAN1Ycwo1do9Quw+05RAlVdgmPpaQhLftMvV7z8rKD6B0fig6RAS4Lk1aHhMOnKvH97ryLPv/trjws33cK/RJa4aZu0egdH4qEcH84JBkCagY5GnUaaLiCHRG5EYZYonqwOER0ax2MXTn1CyLezuqU4JRkGHRssauLxSFib245npq/E2cs9V80wykpePLrXVgx6VqYDa6pxeqUcN/srZf8EmYXZfx2rAS/HSsBAGgEoFdsCOJa+SHIpEPrEDO6xAShV1wIgs162J0S/Iy8hBCRevgJRFQPeq0G/RJaMcSedcbixAc/p+OZYUkwsS/lBSwOEXM2Z+GdNUcv2X2gLsdLqvHOmiN4ZlgS/JrYrcDiEPHP7/bD5mzYXQRZAXbnlmF3btkFzxl1GtxxRWtMv70bgywRqYbNKET1YNJrcfdVbdQuw63M3nQCPx0ogCSzi8W5rA4J074/gP+sblyA/cMXm7KwM/sMnFLjz68ky0gvrMLqgwWNL+Qi7KKMxWknkXPaAqUpb5KIqAkYYonqqU2oGYM6hqtdhttQFCC9sBJOiSHmD9V2EQ/O2V5n39OGembx3iYtLGFxSHht+SGX1HIxk1J3c25bIlINQyxRPfkZdJjzUF88MjBB7VLcxl96x7I7wTlsTgm76jmAqz6KKu1YkpYLeyODok6rQWGFzWX1/Fl6YRXeW5vOpXOJSBUMsUQNoNUIeP6Wzpg2vIvapaguzN/QpFvd3qg5FsZ4d006HI04z3ZRwoG8cuSXWV1az58ZtBoYtLyUEFHL4ycPUQPptRrc178tRvaOVbsUVX3z5NVo28pP7TLcip9Bh1t7xuDvNye5bJ/lVifeWHEY1fb6t3ZW20UYdVq8+uMhNKE3Qr20beUHHUMsEamAnzxEjeBn0OFft3VFog+v5HWq/H+3qavtYoNCljfzM+gw/pp2ePFW17XWL07LxalyW70G0VnP9oMd8p/12J9X7rIa6hITYm72YxARXQxDLFEjBRp1Pj1jwYNfbsfW46XIKqnGy8sOYNGOXEjN3eznIfwMOozt1xYfj70S/i5YQlZWgPFztqOg3A6LQ4R8kfNsFyUUV9oxdfEepO7IRVappcnHrY/YUIZYIlIHJ/gjaiSNRsBV8aFql6Eap6Tg4blptT/7GQrQvU0QrogLxfHiKrQL94dGqFmyV6sRIPjY0r1+Bh1u6BKFX58biie+3omdTRzwdfKMFde9+yseG5SIoUmR0GoEJEUHQpIV6LQCTpXZMOKTTaiwtmyLuJ8LQjoRUWMIas3xl5ycrKSlpV1+QyI3ZnGIWHOwEP+36ggKmnEUuCcRhJrpt0L89LindxyMOg26twnC4E6RMPto4LE6JLy9+gjmbM5y6X61GgFzxvfBoE4ReDp1D5bucc3UXg2xf/owBJr0LX5cIvIdgiDsVBQl+YLHGWKJmsYuSlAUYHdOGf77SzqySy2otImoYh/R81zTPgxzxveB0Uen5LI4RKw+UIBnlux16WCriEAjdky7AfO2ZOHlZQddt+N60AjA0ddvgZ4Du4ioGdUVYtmdgKiJjLqaUHZ1+zD0iusDjSDA5pQwY0MmduWUYfuJ0ypX6B62ZJZi0Y5cjOnX9rzQY7GLEATB61tp/Qw63NQ9GpKi4Nkl+1y23+JKOzq8sBKSCg0SGkGo6Z/r3b86InJT/PpM5EJ+Bh1Mei1C/AyYemMS5j7UB6/e0U3tstzGR+szcLraAfHsvKflVie+3XUSu3LO+MTsBn4GHW7v2RoRAUaX7leUlSYtcdtYQztHcq5gIlINW2KJmolBp4EBGozsHYvvd+Vhd26Z2iWprrjSjkFvr8dN3aLx27FilFmctc/d2DUKr47ohkCTHloNYDZ458eTKCsY0jkCS9JOql1Kk00Y2gEB7A9LRCphSyxRM9NqBFzdPkztMtyGXZSxbG/+eQEWANYeKsTAt9fj3lm/4/vd+V67lKm/UYdBHSPULqPJOkYGoGNUgNplEJEPY4glamZGnRZPDWnv8lvI3kiSFRzIq8COrNPNvtKUmqKCPP/fQufoQK/+HRGR+2OIJWoBBp0W74zqBR+bKrXR/A1aaLz4XEUHe/4CARszSuAQ5XqtIkZE1BwYYolagEGnQZ92oZh6Qye1S/EIfkYddF6aYi0OEctUmM/V1cosToz7YhscIptjiUgdDLFELcTPoMNfr01E+wj2I7ycmvzqfSHW6hDx69FivLMmXe1SXKJdmD+XGiYi1TDEErUgvVbAE4MT1S7D7dXcpvaucGQXJRwpqMTk1N1ql+IyOq3gjd81iMhDMMQStSCdVoMhSZ4/Mr05DU2KxHM3JXnV4geiJKOowo4Hv9wOp+Q94by0ylGz2AERkQoYYolakNUh4sWlLbs0qKdpE2r2ulHvVXYR987cigqbd00bVmlzXn4jIqJmwhBLVAe7KMHqkLD2UAH255XD7pSatD+LQ8TC7blYfbDARRV6KUXxqpkJLA4R93+xDXllVrVLcbk2oWZ2JyAi1XjnkjhEjeQQJdhFGRpBwKIdOfj8t+MorLAjyKTD938bgDYhZpj0dd/mrraLUBTAbNBAq/nfd0SLQ8RPBwrw2opDLfE2PNaE6zpg/DXt1C7DZawOCRMW7MaBvAq1S2kWjw9qjyCu2EVEKmGIJTrL6pBwIL8cb6w4jAN55RDPuaddYRNx24ebsOjx/kiKDoRRd36QrbaLyDltwZzNWXBKMvq0C8XdV8XCqNNAUhQs2pGLV35kgL2UYLMez9zYCYKXTKZrcYj4v1VHsO5IkdqlNIvYUDN6xYWg0uaERhBg0Nb8WzdoNdCc05ReM4+sAK03Na8TkVsQFEWdzmfJyclKWlqaKscmOpfFLsIuyvh6WzY++iUDDqnuyduDzXoseeJqtAkxQ5IVaAQB5VYnXvh+PzakF1+wvUYAFAAq/W/mcVIf648r4kIu2drtCSwOEanbc/Hqcu/+4tI+wh9RQaaz/xkhycB9/doiItAIg04DSVZw+FQF0gsrceeVbS748kdEVB+CIOxUFCX5gscZYsmXWR0SnvtmL5bvO9Wg13WJCURMsBl2UcLvmaVeNxBJLcnxofhyfB8EmT3zFrXNKUFRgPnbsvHGysM+/eXFqNMgOtiE7FILTHoNJl/fERGBRvRoE4LYUDP8jTqIkgwFgF7L4RlEVLe6Qiy7E5DPEiUZH6471uAACwCHT1Xi8KnKZqjKt52xOD0y0DhECVV2CbM2HsdPBwpwoqRa7ZJUZxdlZJdaAAA2p4y3fjoKABAEYFjXaCTHh8LiEHF9lyh0jg6EzgN/70Skrnq1xAqCkAWgEoAEQPxzGhZqOrH9F8BwABYA4xVF2XWpfbIlltRidYiwOmW8/MMBrDlUCLvItd/dyXWdI/HJfVfB7EFdCuyihIFvrUdxpV3tUjxOz9hgLHy0P/yNbFMhootzRUvsUEVRSup47hYAHc/+1w/AZ2f/JHIrTknGwVMVePCL7ah2NG3KLGoeWzJLoPWwMUAllQ4G2Ebad7IcRj1bYYmo4Vz1yXEHgBSlxlYAIYIgxLho30Qu45RkTPvuAAOsGws06aHxsBkKKjjpf5MUltvULoGIPFB9Q6wCYI0gCDsFQXjsIs+3AZB7zs8nzz52HkEQHhMEIU0QhLTi4gtHchM1N1FSEBVkVLsMuoTiSjumLt7rMatBWRwivtt1Uu0yPNoZi2f8ronIvdS3O8FARVHyBEGIBLBWEIQjiqL81tCDKYoyE8BMoKZPbENfT+QKeh1vXbo7q1Ny69bYKpsIk16DjKIqvL7iMDZl1NXTii6nTYgZHSID1C6DiDxQvUKsoih5Z/8sEgThewB9AZwbYvMAxJ3zc+zZx4jcikYQEMABJG7PrNe63dKziqLA4pBQUG7D+z+nYy0HBbpEr7hgOCXZ4+cGJqKWd9kmKUEQ/AVBCPzj7wCGATjwp82WAXhAqNEfQLmiKA2ft4iomQkCuHKQB1h9sADH3WiaKptTwrbjp/HIvB24/r0NWL7vFAOsi8QEm2Hg3REiaoT6NElFAfj+7FKQOgALFEX5SRCEJwBAUZQZAFaiZnqtDNRMsfVQ85RL1EQCcHViGFbuOwUbQ4jbsosyqmyi2mUAqOnz+vG6DHz6a6bapXilbq2DuJIXETUKV+win2K3WmE0myGJIiwWKwqqROw9VY0N6UVYe7CQwdaN9IoNxqLHr1b9NvPx4irc8N4GrsrWTNZOHYSOkYFql0FEbowrdhEBEAQBX0x+DNVnTiOyXSIiEzugZ5duGHZjJ3xwT8/aYLvpRBn++0s6yizu0Rroi/aeLMebqw7jHzd3hp9BnY+qKruID34+xgDbjBxOfnEkosZhiCWfotXpUFZ4ClAU5B09hLyjh7B71TIAgM5oRGS7REQldsSN/Qdg3PNDkX/Ggq935uPLTSfARtqWN29LNnQaDZ4dlgRJUVp0UJ4kyyizOLDqALv3N6cZGzLxf3/pyRW7iKjB2J2AfMrpvFzMmfpkvbb1Cw5B5wGD0fOGWxAYFo70omrM2JiN5fsZalpamL8Bjw5KxLj+8S4PO6Ik44zFiazSanSNCYKsKBAEASWVdtz/xTacPGN16fHofIIArH9mCNqF+6tdChG5qbq6EzDEks9wWK1Y8/mHOPr7xga/tlWbWHQbfD26DxkG6HTYkVuFD345ht255c1QKV2MIAArJ12LztGBEFw8h6zNKWH2xhP4fEMm2kcGwC5KOFJQCZU+Hn3OIwMT8NxNSar3fyYi98QQSz6v6nQpPn/ywabtRBDQplMXdL9uGDr1HwiL3YG1x8rxwc/pyCvj0pnNrXubICx5/BqYDa4PO1aHiD255Rgza6vL902X9tZfemJk7zbQajjVFhFdiAO7yOedKchv+k7O6Uv786yPkXBFMnrfeAs2TL0WJRVWfLO/GJ+uPwaLgx1om8OBvAp8ufkEHhmY4PJWO7NBx5WjVDC4UwRG9GrNAEtEDcYQSz7BabNh79pVLt2nJIrISNuKjLStMPr7o1O/gbhn2HA8/uJ1yCqxYM62k1iwLcelxyTgk/UZuLVHDOLD/FzarUCWFWw8Vuyy/dHljU6OxfQR3ZulZZ2IvB9DLPmEMwX5OLrlt8tv2Ej26mrsX7ca+9etRmB4BLpeex2ev+FmvHRzB+w7VYVP1h/HhmMlzXZ8X2JxSJicuhsLH+0PCDV9Zc36pn+UWRwiNqQzxLaUqxPD8Mod3evVoi7JMgQI0HC1PSI6B0Ms+QSjn1+LHauypBjbvl+Ebd8vQmRCe3QfciM+v3coRFnBxqwKvLsmHRnF7rOkqifae7IcXV9ejaSoQNzYNRK392qDuFbmJs0nKwgCDFre0m4poizDIcr1CrGnym34YU8ebu3RGtHBJg4AIyIADLHkI4IjoyEIGihKy/ZVLTqRiXUnMrF+3ky07d4LPa6/GasmXo2Kaht+PHwGH/x8lAsqNMHRwkocLazEx+szsWLSQHRrHdzofZn1WgxJisCSnSddWCHV5WhhZb3CqFOSsXB7Dj5Zn4mkqCDEhppboDoi8gRsdiCv57BZsXnRVy0eYM+lyDKy9+3G8vffxKd/HYutX83EDaHVSHt+KH6bMgBPDE6Ejv83Nsnqg4WwOhr/hUCjEXB9lygserw/2oQwKDW3CquIr7dmw3KZ35nNKeF4cTV6xgZjQIdw6NhaTkRnsSWWvJ7DYsG2pUvULqOWaLfjyOYNOLJ5Q+2CCo/ecAumDr2eCyo00qCO4bipWxSkJn5PMem1uKptKBLC/ZFXxkUOmtu/Vx5Gv8RW6BARAGMdrbKCICC9sArvjuoFI7/pEdE5GGLJa4lOJ2TRiWXvvQlFds8pryzlZdi18gfsWvkDWrWORdfB1+Ot227E23cmYcfJKnzwMxdUqI8pN3ZqUleCc9mdMoLM/GhsCaKs4N7Pt2LJk1cjIdwfRt2FQVZRFLQL90PHyAAO7CKi83CxA/JasiRh1oSHUXW6VO1SGuZPCypY7U6szSjH+2uPckGFOrwyohtGJcfC3ISBXUDNNFsWp4Q7Pt6ETA6+azHBZj1WTb4WEQFG6M9pbXVKMhZsy8GQpAjEh3FZWiJfxcUOyKc4bDZUlhR5XoAFLrqgwlV/LKhQacU3+7igwp+9tvwQyiwOPDmkAwxNuOVc7RBx5ydbGGBbWLnViTs+2Yxfnx1yQYi1OSWEBxhVrI6I3BVDLHklRZGx+NUX1C6jyS61oMLx4mpMXLwf6YVVapepOlFWoG/igB9FUbBsbz4yi3k+1VBcacfO7DMY1CnivMfvSY6Fv5GXKiK6EHvJk1fSG4y44ZGn1C7Dpf5YUOHr5ydjzpQnUL1vE1Y81R/vjuwBrtgJXNk2FAadBnZRavQ+SqvsLqyIGiq9sPK8n/0MOs4JS0R14qWPvJJGq0V8ryuRcOUFXWi8QmVJMdbPnYmF/3oWg6MU7H5+MIYmRapdlqrGzNqKK19dgzKLs1GvFwSB/S5V5nfO8rM2p3T2MbbCEtHFMcSSVzMFBKpdQrMqzj6BlOcmYtd3C/D5mB5Y/GhfBJp896J/xuJEYUXN4DeLQ4SzAXNu2ZwSjrFrhqrOnZ/XpNfWBlkioothiCWvpMgyrBUVOLZti9qlNDtFkbFr1TLMmfI4IqpyseMfg/DwgHZql6Wal344iMOnKjBr43E8mpIGi0PEofyKegXa73fntUCFdDEmvQZ9E8IAoPZ3xa4ERHQpnGKLvJK9uhqrPnkXmTu3q11Ki+uQ3B/DnpiEAouMB+buQu4Z3560X6ep6Sbw44QB8LvEAKEKmxM9p69pwcroXNNv74pRfeJg0mmh0QhwSnKTB+sRkXeoa4otfkKQV9Lq9ejYbwCEP494EgREt++ELgOHoMu1QxHbtQe0er06RTaTjLStmD3xEVTs/x2/TL4Gr93RVe2SVCXKCl6+vSvMBi2sDgl7cs5g+d7885Y7VRQFB/MqVKzSt93YNQqj+sTBz6CrXdCAAZaILoctseS1HDYrZFHCrp+WIWP77wiLbYurR45BQGgYgJp/94qiQJZlpP7rOZzOP6luwc0gukMnDJ/4LBRzIJ5adABbj59WuyRVDE2KxIAOYVi4Pad2DtgHr47H87d0gV4rIKO4CpMW7uZ0ZSp5dUQ3jO3XFrKCJs3zS0Teqa6WWIZY8noOmw2KLAEQYPTzu+B5WZaxe9WP+DVlVssX1wI0Wi2Sb78b/e8ejd+zyvHYV7tgE7lQAgDc2iMafxvaEXd9uhl2nhPVBJv1ePWObrjjijawOSX2hSWi87A7Afksg8kEo5//RQMsAEgOB9K3bWrhqlqOLEnYvnQJ5j7zNyTKJdj1z8EYnRyrdlluYcX+Agz/cCMDrMrKrU78erQYFofIAEtE9cYQSz5PbzIh/+hhtctodhXFhVg0/R9YP/tjvHJLB6yZeDWigricJ6kvrpUZb9zZnXPCElGDMMQSARcOAPNiR7b8hi8mPgIxcy82Th2I52/urHZJ5MO0GgEzxyWzLywRNRg/NcinSU4nqs6c/mOcl8+wVVdh1Sfv4rv/exljuwdixz+uRa/YYLXLIh805YZOiA/zg46zERBRA/FTg3xacW4WUv4+EYrim30i8w4fxJeTH0PGuhX45tE++Py+K8EGMWopveND8cjABHYjIKJG4eWKfJbTbsfB9T/DWlGudimqkkQRWxbPx1f/mISeflXY88IQ3N4rRu2yyMsFGnX4/P7eMBs4kIuIGochlnyYgvxjR9Quwm2cOZWHBS9MxeavZuOdOzvjx6f6o5WfQe2yyEu9fU9PBJrYAktEjccQSz5HkWU4HXZsXDgPRScy1S7H7Rz4dS2+mPQojKeO4PfnBmLidR3ULom8zJ1XtsbgjhEwcjotImoCLnZAPsVpt+Holo0oPJGBPatXqF2O24vveSVufmoKKiQtHv5qL44UVqpdEnm4QKMO+1+5CbKs1C4xS0R0KVyxi3yW6HDAUlGOwuMZOLEnDft/Wa12SR5FZzBiwOj70evG4Vh+sAjPfLMPsm+OgyMX0AjALd1j0C+xFUb2juWgLiK6LIZY8lmSKGLmU+NhKS9TuxSPFh4Xj+ETn4OxVQSe/vYQ1h0pUrsk8nBb/3k9ooNNapdBRG6Oy86SzxIdDrTu1EXtMjxeSW42vvrHJOxYkoIZ93bHN4/15cAcaiIfm6CZiFyKIZa8nsFkQqd+1yAsti3a9+4LU0Cg2iV5LEWRsWf1Csx5+gmElWdjxz8G4ZEBCWqXRR4oItCIUH/OfkFEjcfuBOT1nHY79EYjHDYrFFmGogCpLz2H0pM5apfm8dr37othT0zGxuwqPD5/j9rlkAd5+oaOeGJwe5g4QwERXQa7E5DP0huNAACDyQyjnz/0BgPa9rhC5aq8Q+bO7Vjw4jO4rlM4erThsrVUf/f2iWOAJaImYYglnyFJEhw2K/b9shoH1q1RuxyvUV5YgF0/LcPnY3qoXQp5iMRwfwSb9WqXQUQejiGWvJLTZoMkOiE6HLBVV8NhtaC88BTmTHkC6+bMgNNuU7tEr7L1m1SEGICHB7RTuxTyALf2jIEgcI5YImoaDi0mr+O025G2/HvsXr0cOr0eYbFtYakoR1HWcUClPuDeTnTY8fPsT/Hs45Px9bYcOEROJEsXZ9Rp8NCABHYlIKImY0sseRWn3YZl7/0bW5bMh7WiHJWlJcjau6tmeVkG2GZ1bNtmlOXl4MPRPdUuhdzYxOs6wKTnpYeImo6fJOQVFEWB3WLBt2+8hKw9O9Uux2etnvFfXN8pHB0i/NUuhdxQUlQgHhmYyFW6iMglGGLJKzjtNnz/9ivIO3pI7VJ82um8XBxYvwaz7ufsD3QhjQZQuMABEbkIQyx5jeTb7oJWzxHPatuUmoIYfx3uSY5VuxRyM4dPVSK/jIMqicg1GGLJKxhMZsT3vBJ3PvcvtUvxeQ6rFevnzcTLN3eAhp8w9CezNx5HtV1Uuwwi8gK8xJDX0BuMaJ3UBbFduqtdis87tHE9LCWF+M/dnDuWzvfj3nxoNJxei4iajiGWvIreYER8zyvVLoMUBatn/BcjekShTahJ7WrIjVQ7JKzafwqixGnYiKhpGGLJq0iSBNHpULsMAlB0IhNHt/yGL+/nlwo635zNWZxLmIiajCGWvIYkiijOOo5dK5epXQqdteHrL9GulQnDe0SrXQq5kf155SiqtKtdBhF5OIZY8hqyJGLFR/+B02ZVuxQ6y1ZViY0L5uLN25PULoXczOxNx2HhAC8iagKGWPIKTpsNv3wxA+WFBWqXQn+yb+1PkKrK8MqIbmqXQm7kh90c4EVETcMQSx7Pabdjy7cLcXDDz2qXQhehKDJWf/YBxlwVjYgAg9rlkJuotItYc6gQksy+sUTUOAyx5NEcViuWvv0q0pZ9q3YpdAn56UdwYvcOzB7HQV70P3M2nYDNyRBLRI3DEEsey2m3Ydl7/0bOgb1ql0L1sG7O5+gSFYDBHcPVLoXcxO7cMpyu5mwiRNQ4DLHkcWRZhtNmw6pP3kf2vt1ql0P1ZCkvw+/fLMD7I7uqXQq5kS82nYDFwQFeRNRwDLHk9hxWKxxWC+xWC5x2G8oLT+Hrfz6NY9s2q10aNdCulT9A67Di7zdxtgKq8d3uk9AIHOBFRA2nU7sAoroosgzR6cT2Zd/g6JaN0Gg0EJ1OVJQUAYqidnnUCLIkYc3n/8Ujz7yIGRsyUWFjC5yvq7CKWHekCDd3i+ZsBUTUIGyJJbfkdNhRUVKMBdOmYtt3y2GDZQAAIABJREFUi1BWkI/T+SdRUVzIAOvhcvbvRd7hA5jJlbzorC83nYDVKaldBhF5GIZYcjuyLMNaUY55z01ASW622uVQM/h59qfoHReM5PhQtUshN5CWfQblVqfaZRCRh2GIJbciSxJsVZVY8tqLXHnLi1WWFmPHsm/xyejuapdCbuLLzSdgdbA1lojqjyGW3IosiVj86gsoK8hXuxRqZtt/WAJ/QcSTQ9qrXQq5gZ8PFYLju4ioIRhiya3IkgzJwXkjfYHkdGLtzI8xeVA8/Az8KPJ1WaUW5Jy2qF0GEXkQXjnIrSiKjKjEDmqXQS3k+K7tKM7KwCf3cpCXL9NrBaycdC0CTTo4Ra7gRUT1wxBLbsXo54/2ffqrXQa1oDWff4SB7UPRNSZQ7VJIJUnRgegcE4iYYDP0Ol6WiKh++GlBbicwNEztEqgFlRXkY+/alZg5tpfapZBKCsptyD1tYSssETUIQyy5FUVRUJR1XO0yqIVtWTwfYSYB4/q3VbsUUkFJlQNZJRbotBzZRUT1xxBLbsVpt6MkN0vtMqiFOe02/PLlDPzzxvbg3WTf89LtXdEnIRQCpycgogbg5YLciiAAuYcOqF0GqeDolt9QUZCH90ddoXYp1IL+n737Dq+6PP8H/v6ss7ITQhLCJuwpGxyg4kAQGc6qqIDUbd1FW2fr7q9av5bWii0VrXXWVRWrIoLsPcIIISEJgex55mf8/gilooyT5CTPGe/XdekFycnJO+GM+zznfu4nwa5i9rhucNl4CjoRNQ+LWAorAa+XM2Jj2BcLX8CF/TugR5pLdBRqJ+6AgYp6P7w8dpaImolFLIUNyzSxf9N60TFIoIqiQuxc/jVevYarsbHCMC1c8MJyLFrRdGKX26+LjkREEYJFLIUNv9eL3O+Xi45Bgn335t+QnWjDjNOyRUehdlLrCeC5L3Zjxh9X4p/ritDoYyFLRKfGIpbCyoFtm0VHIMF87kZ8+/oiPH5Rb8h8hIopuw7V4zef5qKiwQefzvYCIjo5PkVQ2CjZvROWyTmRBGxf9iV8NRV4cvpg0VGonRmmhUteXollu8rhYWsBEZ0Ei1gKC5Zloaq4SHQMCheWhc8XvoCZQzsiK9EhOg21sxp3AD9fsgF7yxrgDRjc9EVEx8UilsKC7vOh+lCJ6BgURg7v24u8Nauw6Fpu8opVly5chYXL9uHZz3dxwxcR/QSLWAoLlmXC7/WKjkFhZtnf/4KcDi5M6t9RdBQSwG+YePGrvXhtZQFueWMjPH6uyBLR/7CIpbBgWf/9H9H/eOrrsPKdN/DElD6io5Bgy3aX48Wv9nBFloiOYhFLYcKCHvCLDkFhqLL4AOx8pCIA720o4WtdIjqKTw0UHiwg4PGITkFhSFFUGKxcCEB5g+9oW4Fp8jZBFOtYxFJYUDQNZYX7RcegMKSoKkwWsXTEt3vKcemfvkdxtQd+zpIlimksYiksNNZUw1NXKzoGhSFF02BwfDD9wI6Ddbjr7c3QuRpLFNNYxFJY8HvcoiNQmFJUFTprFfqRDYXV+HRrKTd6EcUwVXQAIqDpsAOi45FVlStudFz3v7cV9T4dV43qioBhQlMkmBYQZ+dTG1Es4D2dwkJdeZnoCBSmFFVDgO0EdByWBTz+8U78Y80BdEy0o6DCjd4Z8Vh49Qg4bYroeETUxthOQMIZegAlu3eKjkFhSlFVBLgSSyext6wBK/MqUVLjwbLd5Xj6s1y2GRDFAK7EknBGIIDSPbtEx6AwpWhciaXmWbyqEH7DxAMX9kO8XYWqcL2GKBrxnk3CmYaJkj25omNQmFJUFTxtlJrrH2uLMPnF7+AO8MZDFK1YxJJw+9av5pGzdEKKZoOfM7aoBUprvbjtjY1sLSCKUixiSSi/x42CbZtFx6Awptps8OssYqlllu+twH3vbGEhSxSFWMSSULKqoWDzBtExKIypmoYAV2KpFT7ddgjz/76BhSxRlGERS0JVlRTB21AvOgaFMdVm50ostdqKvAp8sf0QC1miKMIiloQJeL1Y/+m/RMegMKdoGrwsYikEfvNpLhRJEh2DiEKERSwJEfD5sOz1Rchd/rXoKBTmFM0GH2dsUQjIUtOJXkQUHTgnltpdwOfFh8/9BoXc0EVBUDQNfi/HJFHr+XQDMpduiKIG787UbizLQsDnxScvPMsCloKmqCp8bCegEKjz6th8oEZ0DCIKEa7EUrvwez1oqKzEp394FmUF+aLjUARRNRu8OldiKTTe3VCMAZ0SkeDQREcholZiEUttLuD1Yvs3X2LZ4ldhWVxRo+aRVRUef0B0DIoC5/TriMcvGQSeQksUHVjEUpsK+HxY/ubfsPmLT0RHoQilqCq8Aa/oGBQFnrt0CJw2RXQMIgoRvh6lNuP3erH+kw9YwFKrKKrKEVsUEqvyKzlzmCiKsIilNqH7/SjZtQPfv71EdBSKcLKqwhtgTyy13oebD/K2RBRFWMRSmzANA//+w3OiY1AUUFQNHj8LD2o9v25ClnnYAVG0YE8shZSh6zACAXz60nPwNjaIjkNRQFYUuFnEUiuN6ZGKy0Z2Fh2DiEKIRSyFTMDrRVlhPj763ZNw13IWI4WGoijw8Lx7aiG7KuOpmYNx4aBMODUFEo+dJYoaLGIpJAJeL/I2rMFn//c7WCY3TlDoyIoCj5+3KWoeSQI+vPV09M1MgGlacNr4dEcUbXivplYL+H3YvXoFvlj4gugoFIVkRUEjV2KpmWRJQr/MRNhUbv0gila8d1OrBHxeVBQW4KtX/yg6CkUpWVbg4Y5yaibTsvDK8ny2ohBFMa7EUosFvF4c2LkNH//utzB0PlFQ25AUBQ1e3r4oeA5Nxp+uGYFR3VPZRkAUxXjvphbxe73Ys3oFlv7pDzxKltqOJEGWZR52QEHL6RiPRdeNREaCAw6ezkUU1VjEUrMFvF7sXvUdlv7pRdFRKMopigLTYCsBBe/3VwxD11QXpxAQxQAWsdQsfq8XO7/9Cl+9tlB0FIoBsqpxpZ+aJcmpsYAlihHc2EVBC3i9yFu7Cl/99U+io1CMUDUNpmmJjkERZMH7W+HjRkCimMAiloKmORzY8O9/ARaLCmofsqpy7jA1y+r8Kq7EEsUIFrEUNMuycPmvn0RqNo9upPahqCosvmiiZji7bzp8OldiiWIBi1gKmiRJ0JxO9Bs/QXQUihGKqsLkSiw1w/kDMhFv53YPoljAIpaaRfd5YegB9Bg2EpLEmw+1raaNXVyJpeAN7pzEdgKiGMGXq9Qsqt2B0dMvgyTJKCvIx/dvL8GB7VtEx6IopagqTBaxFKTLR3ZGz/Q40TGIqJ1wKY2aRZZl2BxOaHY7svv2x/k33SE6EkUxRdVYxNJx2RQZkwdlYnB20tGPXTgoC3aVBxwQxQquxFKLGbqOvHWrRcegKKbabByGQcf166n9MWtEZ0iQcMnLK7DncAM0hW0ERLGERSy1mGkY2Pjvj0THoCg2ZNJk7Krwio5BYWjKkCy4bCoChonFN4xGaa0X/TITRMcionbEIpZaxDQMbPr8Y9SVHxYdhaJUSlY2eo0YjbN+t0J0FAoz43ulwak1tQ1oioysZCeykp2CUxFRe2NPLLWIJEnQHA7RMSiKnXn19VhTWIvSOq7E0v8M7JSIP187Ak4b12CIYh0fBShoesAPSZLhqa9D3rpVWP/x+6IjUZRK69IN3YcMx8+eWy46CoWROJuCJXPHIMGhiY5CRGGARSwFzdR1vP34gzicnyc6CkW5s66+ASvyq1He4BcdhcLIjNOyYVf5BiIRNeGjAQVNUhSUF+4XHYOiXHq3Hug8YBDueofzh+l/uqa6sOCi/nDxNC4iOoKPBnRClmXB7/FAtdkgSRJWv/cWTINnklPbmnDtXHyzpxo1bl10FAoDnZIceOySgRjTIw0OjesuRPQ/LGLpGHrAD1M3oKgqDuXvxap3/4GDe3bBCPhZwFKby+jVG1m9+2Hq09+KjkJhQJEl/PWGUcjpmABF5gxYIjoWi9gY99/V1r1rv4crKQkluTuQv3Edqg4Ws2ildjfx2nn4fFcF6r1chSXgmrHd0CXFxQKWiI6LRWwMMQ0DAZ8XiqpCVjXoPi/KCvLx9V//zF5XEq5Tn35I794Tv3xqmegoFCZuntCLPbBEdEJ8dIhSfq8XNaUlKNy+BckZWdDsdpTt34fCbZtRUVQIb0MDTIOrXRQ+Jsy+ER/vqIDbb4qOQoLF21XMPaMHEhx8iiKiE+MjRBTye71Y/f5bWPfhu6KjEAWl84DBSO3cFb9avEx0FBIo0aHildkjMaJbCny6iTiuwhLRSfARIgq5a6tZwFJEmTh7Ht7fWgavzlXYWOSyKZg5vDNuPycHyS4NmiJDUziJINZ5DROSBNhlGX7ThNe04JJleEwTXtOEDAmKBCiSBFkCbJIMn2kiXlVER6d2wiI2yhiBAL567U+iYxAFrduQ05CYkYWH//KN6CgkgMum4NM7zkBmooNHycY4v2nCa1hwKBL2uX34R2kVJAnooKmoNwysqmnEljo3/JZ13K9XJGBccjye6dMZWXYNLoXFbLTjI0YUME0TlmGgOHc79q79HoVbNomORBS0ibPn4a1Nh8FF2Ng0olsK0uNZwMY6r2Eiz+3Fr/NKsL3eg3qj+Q8IhgWsqG7AhLW7cF/3LMzvkg5nK1f0TctCqS+AqoCOvnEOBEwLkiQBsABIkABIUtPJUdKRlWFZ4jSN9sJHjShgBAJYsuBOVJUUi45C1Cw9h4+CKzUdTyzkKmysUmUZ5glW1ih2SBIwc/M+1OmtH+2oW8BT+0uR5/bimb5d4GpFIesxTczbUYBNdW5okoTODg0ew4KFptusYQG6ZUG3LJgW8NWovujhsrf6Z6DgsIiNcAGfF2s/fJcFLEWkCdfOw9/XlcLkKmzMSnCo4MIV7aj3hKSA/aF3DlfjoC+ARYO6w6XIsMnNL2bdholNdW4AQMCysN/jP+nl6zlfvV2xcz5CBXxe6IEAinZux7qP3hMdh6jZckaNgz0xGU9/vkt0FBJoRLcU2FQ+FcW6LfXuNrnelTUNOHPtLqytbYS7mQWmaVn4qrKuWV9j8E2FdsWV2AhkGgbKCwvwwTOPwdtQLzoOUfNJEiZcOxevri4RnYQEGt0jFZeP7AI7d5PHPL0Ni79yv45LN+/DGSlNm74ybRrigrjNeUwTi4ormvW9Dvn8AFwtTErNxZe/EUgP+PHVawtZwFLE6jv2DCiuBPz+P3tFRyFBspIcWHTdSDhtLGAJmJyeBEcbHy+8oroBZ6zZhfv3FKPhFK0LHsPEVVvysa3B06zvkef2sce7HbGIjRDehgaUFeRDD/ihKCrKC3hMLEUmSZJx1jVz8MeVRaKjkEAXDsrkLFg6Kk1TMSe7Q5t/HwvAe4ercf32/XCfYAKCxzCxqLgca2sbm339/eIcMFnDths+gkQI1abhvScfxroP38MXf/4DLIs7YSgy9TtjAmBzYuGyfaKjkCBZSQ7cfk4OHBpXYamJU5FxXoekdvt+K6obMG/7flT6dXh/VMwGLAvLqpv/TueZKfEYnxwPtY1XlOl/WMRGDAk+dyO+f+cN5H7HcUQUmWRFwVlX34AXvz0gOgoJdMvEXkh0aKJjUBjxGWazN1G11tdV9Ri7eic+q6g9ZlVWAqC2YGTG8EQXbCxg2xU3dkUA0zSwd833MAIB0VGIWmXAhHOhyzYsWsl2mFh00eBM/GJSH3RNdUFlKwH9gN+ycOAU46vaQr1h4uadhZiYmoBfdMvA8EQXqgM61tY0v5VgTFI8tBaM8aKWYxEb5kzTxOH8fVj9/luioxC1iqyoOPPK2fjN1yxgY9G5/Tvi+cuGwsWTueg4NElqUQ9qqCyrqseyqnokqgo8holACzZn9XDykIP2xkeTMNdYXYU3H7pbdAyiVht87gXwWgreXMNWglh0dt+OLGDpuAzTwmcVtTjkF/9uY0sPXBgY70QWW2TaHde9w1xlMZ/wKfIpmobTL78aTy7lZq5YlehgAUvH12iaePtQlegYrfLGkB6w8+i5dsciNszZ4+JFRyBqtaGTJqMhALy7kYcbxKruHeJER6Aw5ozgXtKhCU7EKwokFrHtLnJvNTEis2cOZIVjaChyqTY7xl32Mzz2WZ7oKCTIzOHZyOnIF+R0fDIARwRv9BubHA+NBawQkXuriRHehgaYzTzvmSicnHbhVNR4DXyyrVR0FBIgzqbgsWkD2Q9LJyRLwOnJkfsiZ1JqIuwRXIRHMv7Ww1TA58Pedavwn0ULRUchajHN4cSYGVfgV5/sER2FBJk5ojNkrlLRSbgUBZdmpqCDFnkvdBJVBaOT2SojSuTdYmKA3+vFqnffxPqP3xcdhahVRky5BBWNAfwnt0x0FBLgd5cNxczh2ewVpFMyLAv2CDwoYGxSHHymBTuXBIXgrz3MGIYByzSxd+33oqMQtYrN6cKoi2fhwY92iY5CglhoGp9EdCp2WUa5Xxcdo9m6Oe2cSiAQi9gwYxkGXv/lHag9fEh0FKJWGTVtFg7V+/Dt3grRUUgASQLG9UzjyVwUFAlNp3ZFmnhFhhaBK8jRgu0EYcQ0TRRu28QCliKeIy4ewy+6BLP/vkl0FBIg2aXh5gm9kOzi8Hc6Na9hYnVtg+gYLSJLTQU4icEiNowYAT/WfPCO6BhErXbGVbNRXOPB6vzIHmBOLfPoxQMxeVAm7BrHA9Kpba13Y+72AtExWsRnWtAtQGMlKwSLWIEMXYdlmaivKEdjTQ02fPIBSveyf5AiW7fBw9D/zHNw3kurREchQTwBAxrbCCgIhmVhR4MHjYYpOkqLHPQF4DVNaDJfsInAIlYky8Lie29DzaGDopMQhYQjPgFT7nwAz3+dj8JKt+g4JMiuQ/Xw6gZnw9IpKZKEK7JS4TMtPLov8p4LD3r9MCOwlzda8KWyQIZhQNXYM0bRY/KtdyO/xo9Xlu8XHYUEmjY0iwUsBc2lKJjTuQMcEbhBqiqgcw6yQCxiBbJMA0kZmaJjEIXEwImTkNVvIK5ctF50FBIozqZgcHay6BgUYUw0HRwQaaoCBo+cFYhFrECWZcFbXy86BlGrJXXMwDk3/Bx3v5+Lem/kzXqk0LlmbDcEIrS/kcQwTAt7Gr0oi8A5sZosgbd2cVjEtiO/14OGqsqjf5ckGZ4GFrEU2SRZxrR7HsK3edX4bDvHw8W6eWf2RJydrQQUHMuyoMPCLTsLRUdpEZcssydWIBax7SDg80H3+7Dmg7ex6M75MPQA/F4vZEWGaRii4xG1ythZV0JL6Yifv8mZsAQkOljAUvPIkJAcga0EAGCABaxILGLbQUN1Jf5803VY+693kJnTB8v+vgia3Q5AQlp2Z9HxiFoss1cfjLx4Jmb/fTNMvqdGAA7XeUVHoDZmhHDlUZIkaLKEJ3pH5nOhQ5ZZxgrEl8ztID4lDRNmz0PRjq0478bbYOgBmIYBWVGQmt0F+zasFR2RqNk0uwPT7nkQi9eWYFtJreg4FCZsEbqiRk08hgnTsqDKEiwLCFgWVEmCTZbgNy3U6Qb+VVaNq7LSQroRK0VToEqAHmEVYf84h+gIMY1FbDvQ7Hb0O30CBk2chIDPB1lRYVkWLNNEad4e0fGIWuTcuTejWlfx2095QAc1SYuzITXOJjoGtYJhWXj5QBkaDROGZaHcr2NTvRtFXv8xlxuRGIeRSXEh+77pNhWXZabiH6WRdcrfhNQExPFgD2FYxLYTVdPgqa/DGw/djR5DR0Cx2VC0fQvKCvJFRyNqtl4jRiNn9Hic9fuVoqNQGHll9gjREaiVDAtYXl2PDXUnP6zEHeIJFHGKgsdzsrG6pgH7Pf5Tf0EYiFNkTE1P5pxYgfjyoR2pNhvsThc2L/0UGz75gAUsRSRXUjIm33YPnvg8D4frfKLjUJjon5WA/lmJsKl8WolkwZ438MS+g9DN0L7375JlLOiZFdLrbEvT0pPB8lUsPtq0E9Mw4KmvR1VJsegoRK0y9c4HsP2wG0vWHBAdhcKIU1PBHS6RL06Rsa3ec8rLHfD6EeoFSEWW0NNpD+2VthEJwJzOHRDHHnChgi5iJUlSJEnaJEnSJ8f53PWSJJVLkrT5yH/zQhszcvncbuh+Pwq3b8Y/fnUv9EBkvE1CdDzDLpiKlG49cTVP5aIf2XigGo1+jgyMdI2GGVSv661d0+EP8UpswLSwrq4xpNfZVn7Xtwt6uiKj4I5mzemJvRNALoDEE3z+n5Zl3db6SNHD53Zj5dtLsPU/n8EIBETHIWqV1OzOOPNn12PuG1vg1TlPi46V7NI4IzYKqFLTauj3NQ0nvEy2XcONnTvCGcINTYZpwW0YeLGgLGTX2RbssoQ/9u+GiWkJiFO4CitaUI84kiR1BjAFwG8B3N2miaKI5nBg3/rVLGAp4smKimn3PITPcsvx3d4K0XEoDGUnO2FaTScwWRYgB9tcSWHDtCwUenx4v6z6pJe7oXMHqCH85/WbJioDOmZuysMhf/g9X0oAhiW4MDk9Cdd2SoNDluBkARsWgn3Z/AKA+wEknOQysyRJOgvAHgB3WZZV1Npwkc7QA5jz+z+jrHA/Vr3zJvZv5luwFJnO/Nl1MF3JuPOfy0VHoTC1s7QOi1bkw6EpOLd/R3RNdUGRue0ikjQaJu7fU3zKyQNfVtRhbnY6YFrQQvBixbSAc9ftRlUg/NpRFg/ugTNTEmBaFmyyBBtv02HllP8akiRNBVBmWdaGk1zsYwDdLcsaAuBLAItPcF3zJUlaL0nS+vLy8hYFjiSazQ5F05CV0wdT73oA0+5+EDJfvVGEye4/EEMmTcZVr53sIYBinWUBzy/dg998mouHPtgOD/tjI44qSSjwnHriyJraRly8cS8+La9Bo378f+d63UCdbsCyLJiWBY9hotwfgM80UXfkcw26gYBp4Yl9B8OygAWA0UlxcCky4lWFBWwYCmYl9nQA0yRJugiAA0CiJElLLMu65r8XsCyr8geXfxXAs8e7IsuyXgHwCgCMHDkypvax2hxOdBt6GroOHoaCzSwGKDLYnC5cfNcCvPzdAeSVR8aGCxJvW3EtHBpfsIezRsOAZQHxP9hdL0lNm6uCsb3Bg9tyC/HOsBwMiXces0u/0TDwm30HURHQMTjeiSy7hpcOlCHP7UMHTUVXpw2GZaHRMHHA44c/hMfYhtq62kZMSkvkLNgwdcoi1rKsBQAWAIAkSRMB3PvDAvbIx7Msyyo98tdpaNoARj8iKwpSO2WziKWIccFNd+Jgo4UXv9orOgpFkN4Z8fDpJlSeZBS21tU2oqvDdkwRKwNoznqobgEzN+XhisxUzOvcAX3iHJAg4T8VdVh8sGlt69PyY4+krgjoqAjoIfgJ2se7h6oxPjn+mN8ThY8WbyWVJOlxAOsty/oIwB2SJE0DoAOoAnB9aOJFD93vh+73I2/dGtFRiILSd/xZ6DpkOMY+zz5Yap4tIVyJ9QUMlNR4kOTSEG9X4ddNaIoMRZagsUhusZ0NXpgW0NPlOPox3QKSVAV1J2gROB4LwFuHqvDWoSpIAJyKHPLTvERaWlmLfe6OGBDvDEn/L4VWs4pYy7KWAVh25M8P/+DjR1dr6X8MPQBJkmFZJiqKCvHub38FXyPfkqXwl5CWjvPn3477PtyFGnfkrJpQeDBMC5ZlAa08z8jjN7Dw2zz84as8SFLTBITiag/SE+x4/+bxSE+ws22hhVyyhCKvH17DhEORYVkWGgwDJd6WzzK3EPrjaEXzmhYezivB3wf3RJLM21q44VC/NmQaBvas+hbuulqs/dc7LGApMkgSLr57AdYcqMWHmw+KTkMRakVeBcb36tCqY2hNy8JHR26DlgUUVzedJFVe78OFLyzHlaO7YmT3FPTJSEBmogOSBLhsfFo7lUbdwOraRiytqEO6TcU5qYnY6/bi9twDiK4SNDQCltXa12PURnhvb1MSNKcLyxe+IDoIUdBGTZuFuIxs3PDUMtFRKILd9c/N+OqeiUhVbS36etO0UN3oR2GV+7ifb/QbWLRiPxat2H/0Y2f27oC/zB7J1dmTcBsGVtU24F9lNQCAOdsLxAaKAL1dDvAWFZ7YUNSGNLsdOSNHI+QHTBO1kfRuPTB21pWYs2QLeCgXtUa1O4C7/7kZHr8BX8BAgzcAw7RQ5w3AF0TPpVc3MGfxOjRn4/p3eyuw6cDJB/XHMo9hYuGBMly7df+pL0xHTUxN4MauMMWV2DYS8PkAy8KO5V+jWY/CRIKomg2X3PsrvL3xENYXshCg1lu2pxxXvLIKw7umYNehOmwpqsWg7ESc1jUF43ulYUjnZCQ4VHgDxtGHSYemYNehOjzxyU7sOXzio0+Px6HJGNI5uQ1+krbj1w3IsgS/bh7TCuHXDahH5pK29vSzgGmiTjdx/fb9WFfLtrbmmpBysnOeSCQWsW2ksvgA1n/yAfauWSk6ClFQJl53IxplB371IU+Wo9DZWlyLrcX/G7O0rqAa6wqq8cryfACAy6age1ocMpMcME0LW4prUO1u2dGjv5k+OKLmeVqWhYM1Xvz89Q34+PYzjn7cGzBQUNmIGrcfw7qmwNHMDUWWZcFtmIhTFbgNE4UeH67Ysg9lfm7SbAkuQ4UvFrFtJCUrG9WlJTCN8DyFhOiHug0djv5nno2zX+SLLmpfbr+BnaV12Fla16rrGd0jFRcNzoTTFjlv+3oDBu5+ezPqvQHopgkbZBimiX1lDXjqs1wsmTf2yJSH4P33ZKyXDpRhQJwDRV4/Xikuh85KrMUWFpVhQc8sKBH0AilWsIhtI3aXC5c//BTe/NXdqCopFh2H6IScCYmYcsd9eParfJRUe0XHIWo2SQKeu3RIsyYTmKaFRr8Oh6ZANywhxW+dV8fGAzVIdKqwrKYVVJ9u4v73tmDxjWNR6PFBhoR6w0CVX4fbNNHZYUN3px26aSJeVY6uPNfrBmyyhLcPVeHfOjR6AAAgAElEQVTRvBJ4gjx5i07tg8PVuCorFd0cdqicFRtWWMS2IZvDgVkLHserd8yDZXKXDIWnybfdg7xKH179jps9KDL16ZiArCTnSS/j8RuQ5aYtCvVeHavyK/HG6kJsKKzGs5cOwZQhWbC30+Yd07Tg1Q38dWXTfa7Oo+Nnf1mNCwZm4pOtpbjngr4oDgRw0Ya9xx151cNpwxkpCXikVyfEqwqqAzru212Eb6vqUR9lc1rDQYkvgIs37sWtXTviqsw0pGgKJK7KhgUWsW1IkmXY4+KR0SMHh/btER2H6CcGnX0+Mnr3x9RnvhMdhajF8sob8MGmYlwyLBsAfjJiy+3X8fa6Ivxu6R7U+37aF/rUv3fhosFZQX2v/67g2lWl2TNw3X4deWUNWLWvEl/tKsPa/VVHP7eluBZbimsxqX9HjM3pgLPX7T7hzNb9Hj8KPZV4rm8XVAd0zN9RgO+qm7cJjpqnKmDgiX2l2Fjnxu/7dUUipxWEBRaxbcyyTDgTE0XHIPqJpIxMnH39fNz29jY0csMHRTDDtPDAe9vw7Oe78c5N49AzPf7o50zTwtr9VXj0450n/PryBh9W51diXM802E8yY1Y3TDT6m/pYZwzLxrn9O8IZZAuDL2Bge0kdLv/zqhNexqHKeP7KYXgkrwQHTnFylgmg+7db4DMtbjxqR+OS4uGSOZ00XPBfoo1Jsgy70yU6BtExJFnGJfc8hG/2VmHpzjLRcYhCorLRj+e+2I167/+mG7j9Bl76Ou+UX3vHW5uQV94Aw7Sw+1Ad6r0BNHh1HKzxwBswoBsmlu0ux8UvrcBXuWW47R+bMPu1tdhzuB4Bw0SdJwCPX4dxpBfVsiwEDBMN3gAafTrWFlThhr+uPWmGv80djZ1uL5aUVp30cv/lZQHb7r6srIOfYzPDBldi25ppob6yQnQKomOMv+xnUJLTcfOfvxUdhSikvt5VdsyYLVWRgjoAoakvdQ0uHdEZb645AADQVAn1Xh0d4u2o8wTg+9EJIOsKqnH+75fDZVMwsFMi+mYmItmlId6uwuM34PYbKKv3Ys/heuSW1p/0+884LRuDuiTj9DW5Lfipqb18W12POdv3Y9Gg7ohT2FIgGovYtiYBzqQk0SmIjuo8YDCGT5mO6X9aC+43pGjj0028saYQ147rDrsqY93+KgS7Ub/WEzjmGFvPkQXd8nrfSb/O7TeOzr9tiUSHisdmDsJ9u4twmK09YW9ZVT32uX0YksB3WUVjO0Eb0xxO5IwaJzoGEQAgIa0DLrn3ITz/VT52nmJliChS/W7pHmwoqMaOkjr8+sPtouOc0t9vHIM1tY34oKxGdBQK0uP7DsLDSRDCcSW2jcmyjJwRY0THIIKiaZi54DGsPtCAV5ZznBZFL59u4ppFa0THCMp147uhe8d4/IxtBBFlRXUDvqysxblpiWwrEIgrse1AczigOU4+w5CorV1w050IuFJw/eINoqMQEYD0eBvuu6g/7sg9gKoAT3eMNLfnHoCfh0oIxSK2HXjq6xDwekTHoBg27Pwp6D58NC5eGBmrU0SxYMn8sfiysg5LK1t35C6J4TMtfFxWA53TCoRhEdsO6ivKRUegGJbVux/OuuYGzHtjKyoaTj57kojax21n5yAt2YH7dxeJjkKt8GLhYdQEdPi5S1YIFrHtwJWULDoCxai45BTMeOAR/N/yA1i5r1J0HCICkJ3iwM3n5uCmnYU8JjbClfgCmLh2Nz4sq0GZP4BdDR6U+QNo1Nke0h64sasdOJOSkJiegbryw6KjUAyRFRUzfvkoNh/24MWv9oqOQ0RHLJk/Fu+XVWMFj4qNChUBHbfnHjj6dxnA0pF9MIgjuNocV2LbgakbyOrdV3QMijHnzrsFcnJHXP3aOtFRiOiIBZP7we7U8PDeEtFRqI2YAH6dVwI3V9nbHIvYdmGhsaZlQ7CJWmLgxEnoM+5MTFvIAw2IwkWfjHhce0Z33LijAB7uao9qq2oacf/uIrgNthW0JRax7UCSZDRWVwGSBEVlBwe1rYyeOTh3zk245Z/bUVrnFR2HiI7467wxWFxSiQ11btFRqB28e7gaSyvqWMi2IVZU7UBSZFzz1O+h2uywLAslu3bgq9f+hKoS7kql0HImJGLmgsewaFUJvt5VJjoOER3x5IxBCCgSnsovFR2F2tEtOwvxUK8szMlOh1PhumGo8TfaDjSbHTanC7KiQFFVdB4wGFf/9v/BHhcnOhpFEUmWMf2BR7C7MoCnP98lOg4RHTG0cxKmj+yMuTsK4OdM0ZhiAnhiXyme2V+KRq7IhhyL2Hbk93rg93ogyzIsy0LXgUNFR6IocvZ18+FI74TL/sIDDYjCyV/mjMLLB8qwo4GH3sQimyShm8MmOkZUYhHbjqpLD2L3999B9/uhORzocdoI0ZEoSvQ7fQIGTJiES/68Djo3chGFjZeuGoYq08QLhRyxGIvssoSvR/fFlVlpiFMU0XGiDovYdqT7ffjmb6+g5nApLMPAwInnQbXbRceiCNeha3ecN/923PX+DhRVc6WHKFyM75WGcwdlYt6OAhjsIohJA+OdyHE52A/bRvhbbSe634/CrZsR8HmxZMEvsPO7byDLMk67YKroaBTBHHHxmPXg43hrYyn+ve2Q6DhEdIQqAy9dOxzP5B9CntsnOg4JsrXejcUlFZxQ0EZYxLaj7cu+BAAYgQCWvvISDmzfgsbaGsGpKFJJkoxp9/4KhQ0WHv5op+g4RPQDr1w3EoX+AF4pLhcdhQTSLeC5/YfAscBtgyO22onP3Yj6ih88mFkW3nniIXGBKOKd8bPrkNC5O8599jvRUYjoB84f0BFjenXAxHW7wdqFKgI6KgI64lX2xIYaV2LbicVjkyiEckaNw9Dzp+DSv6yHnzu5iMKGyybj2SuG4ZG8EhR5/aLjUJhIt3HNsC2wiG0nPnej6AgUJVKzO2PybXdjwUe7kFfO2xVROHltzmhsd3uxpLRKdBQKI99XN4iOEJVYxLYD3e9Hye5c0TEoCticTsx68Al8uK0c728sER2HiH5g5vBsDOycjFt2FoqOQmFmU70bBg+6CDkWsW0o4PNC9/tRsHUTvln8iug4FOkkCRfftQCH/Srue2+b6DRE9AOJDhWPzhiE+3YXocyvi45DYeabqnr4uLsr5Nik0QYCXi/qKyuwaekn2LNqBdycQEAhMO7Sq5Dasy/GPrdcdBQi+pHXbxyL1bWN+FcZH+/ppzbVufFiwSHc2T0DLh56EDIsYkPE0HWYhg7N7oDP3YjF990G0+CrcQqNHsNGYuTUmZj+57Vw+7mRiyicXD++O7p1jMOVq9k2Rif20oEyHPbreKF/V9FRogbbCUJEkiRodgdKdufi3//3PAtYCpnkjCxM/cUDePSzvdhZWi86DhH9QHq8Dfde1A+35x5Atc6B9nRiJoB/V9QCALyGCZ/BBYnW4kpsiMiKAss08dYj9wNs3qYQ0ewOzHrocSzdXYk31xwQHYeIfmTJ/LFYWlGHLyvrREehCFCnGzh9dS4mpibALku4ulMasuw2ABYsAHZZhmFZsMtcYwwGi9gQ8robWcBSSF10x32ohRO3vbVSdBQi+pHbz8lBWrID97ONgJphn8eHfSVNRxEvLCrH4Hgn6gwDk1ITkawpmN+lI+ysYYPCIjaEvPV8q5dCZ9S0WcjsNwjjnl8hOgoR/UiXFCduOicHs7ftRwPfFqYWsgBsbfAAAF4tqQAApGoqrumUBhtXY0+Jv6EQSuyQDkXTRMegKNB18FCMnXUVrl28CfVe9lcThZvX54/Fe4ersbKGQ+wptBoNEzIk0TEiAovYELIsE2nZXUTHoAiXmN4R0+5+EM98mY9NRbWi4xDRjyyY3A82p4pH8njgCIWeU5Zhgq2JwWA7QSvpfh98Hg9Mw0Dxzm0oLywQHYkimKrZMOvBx/Hd/josWrlfdBwi+pGe6XG49vTuuGzLPng4vJ7awLMFh+BQJEzvmIJ4lTNlT4ZFbCsYuo76ykosWXAn/B6P6DgUBS645S54bAmY9zr7YInC0eJ5Y/BmaRU21LlFR6EoVacb+O2+UlyWmSo6SthjO0ELGboOd20N3n5sAQtYConTJk9D16EjcPEf14qOQkTH8dCUfpDtCn6Tf1B0FIpytbrB44uDwJXYFgp4vXjzoXvQUF0pOgpFgex+A3HGVbMxe/EmVLn9ouMQ0Y/0TI/D1eO749LN++BlGwG1MZcio4vDJjpG2ONKbAvVV1WwgKWQiE9Jw/T7fo0/LCvE6vwq0XGI6DgWzxuDNw5WYiPbCKgdNBgm6nkC3CmxiA2SEQhg96rv0FhTDd3vR3rX7qIjURRQVBUzFzyG9SWN+L9v8kTHIaLjeGhKP0h2Bb/JLxUdhWJEnCJDkzhm61TYThAkwzCg2uxYsuAXGDppMiSFOwap9c678TaYCam4ZuF3oqMQ0XHkHGkjmLV5H3xsI6B2clVmKniExqmxiA2SzeFA96Gn4YpHn8aiO24UHYeiwOBzL0DP0adj4gs8UpYoXP113hi8frASm9hGQO2ou8sOl8I3y0+FRWyQ/F4vYJnQ7A7RUSgKZOb0wcTZN+LGN7bgcJ1PdBwiOo5fT+kP2GQ8yTYCamfc1BUcFrFBsjkcWPfx+9j47w9FR6EI50pKxowHHsErq4rx7d4K0XGI6Dhy0uNw1fhumLWJbQTU/jpoLM+CwbXqZsgZOQYNVZxIQC0nKwpmPPAIdlb48fwXu0XHIaIT+Ou8MXi9pBKb6tlGQO3v13kl8Bjsij0VFrHNYHO6REegCHf29T+HlpaJK1/lgQZE4erhqQOa2gj2s42AxNhY58bWejcsi+8CnAyL2Gawx8VDtdlFx6AI1f/Ms9HvzLMx7c9rofMFNlFY6pMRjyvHdcX8HYVsIyCh7t9djE11bvhMEz6uyh4Xi9hmMHUdvceMFx2DIlB6tx6YNO9W3PnODpRUe0XHIaITeG3uaLYRUFjY7fbioo17MXrVTvyjtBJ+k4Xsj7GIJWpjjvgEzHrwcbyx4SC+2HlYdBwiOoFHLh4AU2MbAYWXw34di0oqwDcGforb35pB0TSU7NohOgZFEEmSccm9v0J+nYnHPs4VHYeITqBPRjyuGNuV0wgoLPWJc0DmAV4/wZXYZpAkCV0GDBYdgyLIWdfcgPjsbpj1CjdyEYWz1+aOxmK2EVCY+k9lHf54oAw+thQcg0VskPweD/7z6h+x6/vloqNQhOg9ejwGT5qMmX9ZDz93chGFrUenDYSpyXiKhxpQmPKZFp7efwj73D54DBNuw2RBC7YTBC3g82Lb11+IjkERIjW7Cy689W7c969c5Jc3io5DRCfQLyMBl4/pgpmb8uDnOCMKc1M37EW2Q4MMCW8P64UMe2yvRbKIPQG/1wubwwG/xwPAgu7n0aAUHJvThUsfegIfbD2MDzcfFB2HiE5i0dzR+FtJJTbXe0RHITolt2lir7upHin0+JBh1wQnEotF7AkoqoIN//4Q275eivjkFJQV7hcdiSKBJGHaPQ+i1Cfjgfe3i05DRCfx2CUDYWgSnmYbAUWgV4rLMSSh6RAmhxKbK7IsYn9EDwQgKwoUVYPDFYfKokJUFhWKjkURYvxlVyOle2+MfY6900ThrF9GAi4b3QUz2EZAEeqT8loc9OVhTnYHDE90oafLAQDwGmbMFLUsYn/E73Fj8b23wl1bIzoKRZgep43EiCnTMW3hWrj9bLgnCmdNbQQV2MI2AopgG+vc2Fh3AACQrCqQAGwcP1BsqHYUG6V6M9gcDqR17iI6BkWY5MxOmHrnA3j40z3YdbhedBwiOonHpw+Erkl4Ov+Q6ChEIVOjG6jWDTy+rwSNhiE6TrtgEXuEEQjACASg2uwYNe1S0XEogmh2B2Y99Dg+31WJt9YViY5DRCfRLysBl47qghu3F7CNgKLS30oq4TZi491AFrE/sOjO+di9egUKtmwUHYUiyEV33Idqy4E7/rlFdBQiOoXX5ozGa8UV2NrANgKKThKAOEURHaNdsCf2CEmW4a6txie/f1p0FIogo6dfhsx+gzDu+RWioxDRKTw+fSACqoRn97ONgKJXqqbGzBG1XIk9ovzAfhi6LjoGRZCug4dizIwrcPXfNqHey9sOUThjGwHFiqqADr8ZG7dxFrFoOlJ28+efio5BESQxvSOm3f0gnv5yH7YU14qOQ0SnwDYCihUmgF/vLYYnBvpiWcQCkCQJRTu3io5BEULVbJi14HEsz6/FaysLRMcholN4Yvog+NlGQDHkn4eqcWfuAbijfEoBi1gAsqqgobpKdAyKEBfechfctgTcuGST6ChEdAr9shIwa1QXzGcbAcWYj8prcMO2AlT4A9DN6FyVjfkiNuDz4YuFL8IIBERHoQhw2uRp6DJ0BKYuXC06ChEF4bU5o7GouJxtBBSTvq2ux/27i+GP0tdvMV3E+r1ebP7iU+SuWCY6CkWA7H4DccZVs3H9ks2ocXMjF1G4++2MQfArbCOg2Pafyjosq6pDvR59rQUxXcRapoHcFd+IjkERID4lDdPv+zX+sKwQa/dXi45DRKcwICsBM0Z2wY07ChBgGwHFML9lYc72AtyWWwivYcKyrKjZ9BXbRazVVJwQnYyiqpj54GNYV9KI//smT3QcIgrCormj8WpxGbaxjYAIAPBFRR1u2lmIzfVu7Gn0io4TEjFdxMqKjLiUFNExKMydN/92mPGpuPav60VHIaIgPDF9EHyyhOf2HxYdhSisfF5Ri8kb9mJ1bYPoKCER0yd2KaqGPat50hKd2OBzL0DPUeMx8YWVoqMQURB6psdh1qjOmLEpj20ERCfQx+UQHSEkYnol1tADyOzVR3QMClOZOX0wcfaNuOkfW3G4zic6DhEF4bU5o/HmwSpsqWcbAdGPKRKwcdwAnJ4SLzpKSMR0EWtzOJEzerzoGBSGnIlJmPHAI3hlVTG+3VshOg4RBeHOc3vD6dLw2/yDoqMQhSXDajqWNlrEdBFrBALwNdaLjkFhaOovHsDuqgCe/2K36ChEFIT0eBvmn90Lt+YWwhMj58YTtcSMTXlYUd0APQruJzFdxJqmgdwV34qOQWFmyHmTkdYtB1e9uk50FCIK0uJ5Y7C0sg4rqqNjwwpRW6k3TFyzNR+qLMGK8L7xmC5iZVlBfUW56BgURlKyOmHCNXNx6zvb4dWjY44eUbT72ZiuyE5z4Zd7ikVHIYoIJoBhK3dgY50bAGBYFtxG5B2GENNFrGmauOCmO0XHoDAhyTIuvvsh/Gd3JZbt5osbokgQZ1Pxy6n9cc/uItRG4YlERG3lkD+AKRv3YsT3O9D9263IbfAiEGEtBjFdxGp2O3oMH4mcUeNER6EwMO7Sn0FJSsNt/9wsOgoRBem1OSOxsc6NT8prRUchikglvgACloWpG/di7OqdyPxmM27ZUYgG3Qj7doOYLmKBpgkF/cafKToGCZbZqw9GTJ2Ba/62ESa7CIgiwgUDMjCoczJ+satIdBSiiGehqaAFgPfLqnHlln0I9/c2YrKIDfi8sEwTAa8Xut+PssL9oiORQKrdjovveRCL1xZjZymnVRBFAlUGnrp8KB7LO4hD/oDoOERRZ32dGzM35SHvyBG1HiP8Vnhisog1AgG8PO8q5K5YhpJdO7Dp809ERyKBzrnhJtQaKn776S7RUYgoSC9fPRwH/AG8XlopOgpR1Fpb24gz1u7C8O93oFYPv/myMXnsrKJpSEjtgC//8n+io5Bg3YeNQJ9xZ2Li/+OxskSRYmS3FJzZryMmrduD8O7YI4oOB30B6GF4Z4u5lVjTMCArKjoPGCw6CgnmTEjElNvvxTNf7kNpnVd0HCIK0suzR+APhWXI9/A4aKL2ktsQfkc5x9RKrGkYKCvIx9oP30X+xrWi45Bgk2+9G3srfXhtZYHoKEQUpCdnDEKDZOH/DhwWHYUoZoxNikOOyyE6xk/EVBEb8Hrx/dtvYP/m9aKjkGADJ0xCRp8BmPrMd6KjEFGQctLjMH1kZ0zfmBeWb20SRaMLOiTiTwO6Q5NEJ/mpmGonUO12DLtgiugYJFhiegbOmfNz3PNBLhr94deoTkTHt2juaCw5WImtYfi2JlG0cskyTMuCKodfyRh+idqQoqroMnAI0rp0Ex2FBJEkGRffvQAr8mvw2fZDouMQUZDumtQbdqeGp/JLRUchiikfl9cg3+ODGYYHH8RUEQs0FbIjp0wXHeMn7HFxoiPEhFGXzIKzQybmL9koOgoRBSkj0Y55E3vh1p2F8ETYsZhEkU63gEfyDqIxDOfExlRPLADIioLuQ4cf87EOXbsjK6cPHPEJ8HvcKNq5HVUl7XcCzMCJk3D+z2+HEQigaMdWfLP4VdQcOthu3z9WpHfrgbEzr8AVizZCD7/7IhGdwN/mjsbnFbVYWdMgOgpRzJEB3Na1I5Qw7ImNuSIWABwJCU1/kCTMWvAoOvUdAECCoqowDQOwLHgbG7Bj2X9QmrcHxbnb4fe42yzPwLPOhSwrkO0Kug8biekZWfjb3Te32feLRYqmYdq9D+HtTYew8UC16DhEFKRrxnRFVqoL01fnio5CFJNe6NcFY5Pj4FIU0VF+IiaLWFM3kNW7LzJz+qBT34GwOf43NkJRm34lmsOBUdNmQQ/4AQDvPfkwSvfuDnkWZ0IiMnP6HP27LMuIS04J+feJdROunQuv4sJD/9ogOgoRBSnBoeL+qf1x1+4i1Orhfoo7UfRZ0DMLU9KTw7KABWKwJxZomlIw4/5HcObPrj+mgP0xRdNgd8XB7orDtLsfbNX3zOjVG0PPvwiO+IRjPn7WNXMgSceu0RsBngMeSl0HDcXACZNwxWssYIkiyavXj8T6Ojc+La8VHYUo5tyQnYYbO3dAnBqeBSwQo0WsLMtwJiZCs9mD/hp7XBySOmYEdbmzrp6DoedddPRjiekdcfnDT2LCNXMx7w+vosvAIQCAjj16oe+4M6HabMdchyM+ATanM+hsdGJ2Vxym3Hk/XlxWgMLKtmsJIaLQmjwoE4M6J+OuXQdERyGKOVPTk/Bwr+ywXYH9r5gsYltCkiScfcNNJ71MZk4f3PD//oTTJl+MCdfORc7ocbC74nDpQ7+BomrQ7HbY4+Iw44GH0WfsGZg071aomvaT6zECfvQaMaatfpSYcsHNd6K43sTLy/aJjkJEQVJl4MnLhuCRvBIc5ixnonZ1enI8/tC/G5xK+JeIMdkT2xKqzY5ew0chMb0j6srLjvlcZk4fnHHlbHTq3Q+q3X60PeCi2+6FZRqQFfVory0AaHYHzr/pDsiSDOk4w4M1hxNZvfshd8WyNv2Zol3f8Wehy6DTMPb55aKjEFEzvHzNCBT4/FhSWiU6ClFMGRTvxN8H94ArAgpYgEVss5Tt34fzbrwN5YX7seaDt2FzunDW1dej18ixUDQN8o8KUs1+4nYFu9N1ws/pfj+2/uezkOWORfGpaThv/m345Ue7UePmSg5RpBjVPQVn9k3HOetCv5GWiE6sq8OGd4f1ipgCFmARGzTDMJDerQckWUbnAYOQM3oc4pJSoGjaMausrRXw+bBl6aeoKCoM2XXGHEnCxXf9EuuL6vHBphLRaYioGV6ePRIvFBxGgccvOgpRzOigqfhoeG8kKMpPNpuHs8gptwVTFOXoW/+qZkNSx0zYnM6QFrAAYFkmtn71eUivM9YMnzwNCZ264oa/81Quokjy5MxBqLNMvFxUduoLE1FIjEmKw9KRfZCmqVDkyClgAa7EttiPWwdCdr2KCncdx8m0VGp2F5xx5bW47u+b4eexXEQRo09GPKaP6IxpG/Ng8GRZojaXrCr4be9sTE5PjqgWgh9iERtmZFmG7ufbaC0hKyouufchfLy9HN/vqxQdh4ia4dUbRuP1kkpsb/CIjkIU9WZlpOCpPp1hlyTYI7SABVjEhh3LMqGoGg88aIEzrpoNw5mEu9/hNAKiSHLP+X2gORU8taVUdBSiqNbNYcNL/btiYIITcWE+AzYYLGLDjBHQEZecAr+Hg/mbI7vvAAw97yJMXbhGdBQiaoasRAfmnNUT127bD6/JPgKittAvzoFrOqXh6qw0aBKgtlFLZHtjERtmLNNAUscMVJdyV32wNIcTF9+9AK+sKsaeww2i4xBRM/x13mj8u6IW39fwvksUSuk2FbMyUnBdpw7IsKvQJBlahG3cOhUWsWFG0WxI6dQZBVu4sz5Y5914K8q8Ep7/gnMliSLJtWO7IjPFiWmrC0RHIYoaF3VIwvwu6RiW6IJpIWI3bQUjen+yCKXabOjcb6DoGBEjZ+RY9BwxBpe/uk50FCJqhgSHivun9Mddu4pQpxui4xBFhXu6Z+ClAV0xNjkeDlmO6gIW4EpsWOpx2kj0P2MiKooK4XM3/uSYW2riSkrGhbfehcc+z0N5Ayc6EEWSRTeMwpq6RnxWwZGCRK3VL86B3/Xtgv7xDriiYMNWsFjEhiHNbse5c28BYEFWVFQUFeDtxx6E7veJjhZWptxxH3YcduPNNQdERyGiZpjUvyMGZidh/Jpc0VGIIlr/OAfu7JaBCzokwSZJEXdYQWuxiA1Tdpfr6J/Tsrug25Bh2LeeO+//a8ikyUjr0RsXPvOt6ChE1AyyDDx9+VD8Zt9BHPbrouMQRRwJwLlpibirWwYGxDujatpAc7GIjQCSLKOhisP7/ys5IwsTr52Ln7+1DW4/T+UiiiTPXToE5YaBvx3kYxpRczhlCZdnpuLObhlIVBXEq7HTNnAiLGLDnGka2LvmexzOzxMdJWyc9/PbsWJ/Db7exV5hokjSJyMek4dmY8qGPeBEWKLmWTqyLzo5tKg4pCBUWMSGOVlW0GfcGUjJykbBlo1Y/8n78Hti91jGLgMHI6Nnb0x+iqdyEUWaV64fhdcPViC30Ss6ClFEGZMUhyw7C9gfi80migijajZk9e6LUZfMwtRf/FJ0HBLzol4AACAASURBVHEkCefOvRVvbjyERvbSEUWUmyf2QpxLwzP5h0RHIYo4N3VJj/pxWS3B30gEUTUbbA6H6BjC9Dt9AuxJKXjs452ioxBRMyQ6VNw6qTfu3HUAbpN97ETBsssSftUrC2enJkKWYmvyQDDYThBhGmtqREcQQtE0TJw9D89+vV90FCJqpkU3jML3NQ34uqpedBSisOdSZGTaNOS47HiyT2ekagocXIU9LhaxESTg86E4d7voGEIMnzwNbkPG4u8LRUchomaY1L8jBmQnYRxnwhIdwyXLmJ6RjElpici229DRriJFVaFIEnymCRNAIicQnBSL2AgiScCu72NvQ5MjLh5jZ16J+W9tEx2FiJpBloFnrmiaCVvGPnYiAEAvpx03dumAyzNTYVo47qgsTWbxGgwWsRFEkhVIMdgTM/6Ka1BY48Wy3eWioxBRMzx36VAc1jkTlkiVgAs6JOG2rh3RL84JVZKgxdjpWm2BTRaRxLJww+//hLQu3UQnaTdJHTMwaOJ5uJ2rsEQRpWkmbBZu2VnImbAUs7LtGhb0yMS20wfhhX5dcVpiHJyKzAI2RLgSG0EUTYOkKBh18Ux8/sffi47TLiZeNx/ri2qx6zA3hBBFkleuH4XXSyqxizNhKcYoEjApLRE3demI0xJckADYuTGrTbCIjTCyLCO77wD0HD4K+zdtgGVF77iazF590HXQUFz+7HeioxBRM9w8sRdcLg1Pby0VHYWoRZJVBf3iHNjr9qIyYJzy8qoEdLLbcG2nNFzbKQ2KJCGBm7LaHIvYCJTQIR1T7rwfW7/8DN8ueU10nDYzad4t+Hh7OarcftFRiChIyS4Vt57bG/N3FsBjspGAIoMiAacluDApLREXpSeju9MGr2nBIUtoMEw06AY0WYImNf2nSBLUI/8pEmAC8JsWZHDVtT2xiI1AiqpCkiQ4k5JFR2m2roOGYvhFl+Bfzz5+0sv1GjkGiZmd8MCr37RTMiIKhVevH4WVnAlLYUoGkGHXkG3XkO2wobPDhjOS4zEmOR6GZcEuS7DJTUWo7UgtmirLSNVOXi4pAJwK+1zbG4vYCGXoOla9+6boGM2SmdMHM375KLZ/vfSkl5MVBefccBMWriyCHr3dEkRR5/wBHdG/E2fCUnjQJAm/6J6BQfFOdHHYkGnXkKQq8JkWAqYJWZLgkCVoMldOIxWL2Ahk6Dp2Lv8KtYcj5wzyDl264bJfPwlV07Dpi09OetnB51wAU3PgD1/ltVM6ImotWQaeunwonuBMWAoT53dIxM1dOsL1o7f3XYoE8C3/qMAiNgLpPh/2rl0lOkbQkjIycfmjT0Oz21FWkI+qkqITXlZzOHHGVdfh/o92t2NCImqt5y9rmgm7mDNhKUxc16nDTwpYii78140gAZ8XpqFD1lSkdsoWHSco8SlpuOrx52B3xSHg9WD9Jx+c9PJjZlyOCreOj7ZwVzNRpOiXkYALh3AmLIWPZFXBmOQ40TGojbGIDUMBnw8AYJrHNoR66uuh+wOQANRXVAhI1jzOhERc+f/Zu/PwuMq6feD3c7aZM1vWyb7vbZMmbdOFLrIUukBpKVDKViiLqKAooiIqILsgKIivsioIKur7UxThfX0BWaUFKiBQSvd9TdMmabNNZs75/ZG2dEmaZDLJOWfm/lwXl206mdzFYeaeZ57zfW6/F26fH5IkAUJg9dJ/9Xp7b0oqxs6ei2v/tHwYUxLRYD2yuJ4zYclWzsxIRpjTMeIetxPYkGFE8OpTj6K4bjxM04A3JRUp2Tn46313oLOtFd7kFGxbae8LJzRdx8If3gNfcipkRUEkEsaKN19DuKv3cVlfuOgyrNixH+9v2juMSYloMK45qRQ6Z8KSjbglgavygvByTmvcY4m1ma6ODkhCwsaPPsT7L/6tx9vY/YIuRdWw4Ad3IikjE7KqAgCMcPi4F3Sl5ReifMJknPTTt4YrJhENUrJHwVeml+OLnAlLNhHUFPyxthR5bs3qKDQMWGJtJtwVwqNfWXzcFUs7k2QZ8797C9LyC6Fonz+JNO3cgcbNG3v9vumXfxmvrm7E1iZ+HEnkFI8vHo+3mvbhVc6EpWGSpMg4KdWPEV433m9pwzvNrWgOd5+oVR/w4OnRJfDK0qFZrxTfWGJtZt2/33VsgRVCwpzrvovs8kqoLtehr4fa27Hs+T/3+n0F1bXIKC7DzLtfG4aURBQLM0ZmoIozYWkIuCUBtyRBkwRckoSAIuPEFB/mZ6ag0utGp2HCI0toDRtwywI7Orvwn33tODUtAJ3TCBIKS6zN5FSOgJAkmIbzpvzP+PK1KKoZA9XlPuLrQgis6u2CLiEw/Yqr8cyy7WgLOe/vTJSIumfC1uH2tdvQwJmwNAjnZqbgB6XZ8MoytAPHuhoAIqYJwwQM04SB7oML3PKRJ2kF1O49rwW6CwW6q+cfQHGNb1lsxpuSijEz51gdY8BOXHQFKidNheo+ssAakQhW/Ot1hEOdPX7fiKknQfUn4/YXuJpD5BQ/Oa8WO7q68BvOhKVBuKU0B/dU5iHLpcGvyHBJEiQhoIjuFVhdluBVZPgV+VCBJTocHxU2o7l1TDl/ETxJyVZH6bdJZy/E6FNnH1NgASAS7sIH/9PzBWqKquGkS67Eva+sG+qIRBQjVZl+zKzJwTUrNnEmLEWtwK3hstx0eGVOEKDoscTakCwrmH75l62O0S91M87AhLMWQOuhwAJA866d2N3LBV1jz5iH/WGBp5duGsqIRBRDj1xWjye37uZMWIqaR5Lwy5GFkIXVScjpWGJtSFZVFI+pR+6IUVZHOa6qKSfiCxdfdswe2INC7b2f0OX2+TFx/nn49l+4jYDIKb56chl0XcW96zkTlqITUGT8bWw5Rvp0qJwgQIPER5BNqS43Zl99HSSbftRSMnY8Znzpa70WWAAQksDKJW/2+GdTFi7Cxj0deH21/U8eI6LumbBfnl6Gr3+2iTNhKSppqowXx5Wj3OPiFAGKCT6KbEwPJGPs6fOsjnGMvJE1mPONG45bYCORCD771xsIdx57QVdSZhZGnTQd1/zho6GMSUQx9MTiCXhrL2fC0sAJAGcEk/Dy+EoUuDW4WGApRjhiy8Y0txuTz70QK956Da1791gdBwCQWVKG+TfcfNwCCwBGVxc++N/ne/yzkxdfhXc3NmPVzv1DEZGIYmzmyExU5gSwmDNhaQCKdA0Ls1JxUXYaPLIEH4+BpRhjibU5SVFw6hVX46/33WF1FKTm5mPBTXdCc+t93rZl9y40bFx/zNezyyuRP3I0zrn39aGISEQxJknAXefVciYs9UuKImNeRjIW56ajSHdBAFx5pSHDEmtzsqKgcHQd8keNxubl1n38Hghm4vxb7+lXgT3eBV3Tr7gaz328C01tfDEkcoKfnFeL7ZwJS8ehCYEZ6QFcmpuOCUlehA0TXq660jDg2yMHUF1uzLr6OkiyNe85vMkpuOD2H8Pl8UL042pSIUlY+faxF3SVjT8B/oxsfO8vHw9FTCKKsapMP2bUZOOrnAlLPdCEwOW56fjPlFH4aVUBpqX44ZIkFlgaNlyJdQjd58f4M+fjnef+NKw/1+314fzb7oXuD/RrUoIRiWDlkjfR1XnkDElJlnHKZV/CL97ajDBPlyVyhIcX1+M3Wxs5EzbBPTaqCJ2GgR+v34EUVcbUFD9mpAUw2u9BBCYPLCDLsMQ6hOp2Y+LZC/Hpm69iX+PwjKVS3ToW/vBH8KWmQ1b691CJdPV8QtfoU2cjrLjx81fXxDomEQ2BK6YUw+9Vce9HO6yOQha6Oj+IU9L8UIXA3IxkdBomNCG4z5VsgY9CB5EUBad+8avD8rNkVcW5378dyVk5UFS139+3r3E3dm048hhZTdcx9fxFuPnFVbGOSURDwKNJ+PqsCnxr5Ra0GfzoJFGN8Xvw7eJseGUZmiRBkyT4FZkFlmyDj0QHkWUF+SOqUVg7dkh/jpAknPXtmxAsLIaiaf3+vlBHO5a9cOwFXRPnL8Su/V14/j885YfICX5+0Vh8sr8d/7O72eooZJGAIuOp0cU8lIBsjY9Oh1Hdbsz68tf7/fH+gAmBM679DnKrRkJ1uQb4rRI++9cbR3zNk5SMMbPOxLV/+iSWKYloiIzJT8KksnRc99lmq6OQhX45shBJ3OtKNscS60AujxcTzjpvSO77tCuvQcmY+j4PMziaEYlg1dK30NXRfsTX6+ecjQ2NbfhgM1d0iJzgoUXj8MjmBmzsCFkdhSxyRW46JiV7uW2AbI+PUAdS3W6Mn3s2AsGMmN7vtAsXo2rqSVDdAyuwABDu6sL7R13Qpeke1M44Hd9/nqf8EDnB104pg+JS8MDGnVZHIYvU+HR8vzSHEwfIEVhiHUqSFcz40rUxu7/xc8/BmJlzoEVRYAGgdW8jdq1fe8TX6macgYZ9nXh3/d5YRCSiIeR3K7jq5DJ887NN6DQ4FTYR+WQJT48uhi4Jq6MQ9QtLrEPJioLs8kqUjB0/6PuqmT4TJ5x7QVQrsMCBC7r+/tyR+VQV4+edgzv/jyO1iJzgkUvG4b2WVvxzzz6ro5BFfj6iEMmKAiFYYskZWGIdTHPrmPGla6Go/Z8gcLSKE6bh5Eu/OOA9sIcTkoTP/vXaEV8beeJ07A8ZePFjzpgksrtJJamoK0zBt1byYq5EdXFOKqal+uDmPlhyED5aHU7TdUw65/yovreobhxmfeUbgyqwRiSC1e+8jVD75xd0CSFh8rkX4sHXN0Z9v0Q0fH564Rg8uGEntnV2WR2FLFLucYPrr+Q0LLEOp7rcGHv6PCRnZg/o+3KrRmHuN28c8Bito4W7Qvjgf54/4mvlEyfDkDU8vXTToO6biIbeDbMqEZYFfrG5weooZKFb1mzD11Zswsb2TrSGIzBM7osm+2OJjQOyomDGl/t/kVdGcSnO/u4PB7UCe4gJ+FJSj/jSlPMX4cn3tg3+voloSKV6NFwytRhf/2wzulhaEt4LDc2YuHQFblqzFfsjPKmN7I8lNg5IsozMkjKU1U/q87apOXlYcNNdUV/EdczPVhQEMjIP/b5w9Bi4Ayl44JXVMbl/Iho6jy2ux+t79+Htpv1WRyEbeamxBRonFJADsMTGCc2t47SrvgrlONsD/OlBLLz1Hmi6HrOrTyVJOuJo2innX4K/fNwAHrdOZG8nV2agKieA767aYnUUshmPJIEL8+QELLFxRHW7MXnBRT3+mScpGRfc9mO4vT5IUuz+b5dk+dB0hOzySqTm5OH2v38as/snoqFx78Ja3LN+O3aFwlZHIZu5piC2B+kQDRWW2Diiutyom3EGUrJzj/i6y+vF+bfeC09SEqQhOIXl4N7ayQsuxiur96IjzGVYIjv74dxR2AcDT2zdbXUUshGXJPDEqCKck5UCnaO2yAH4KI0zsqJg1tXfOPR7xeXCeTffDX96OmRFHZKfqepupObmIbdqJL733MdD8jOIKDayA26cNyEfX1uxCRF+ZEyHOSOYjBnpSTxylhyDJTbOSLKM9IIiVEyaAllRcO73bkdqTu6gDkToi+py44RzL8S7m5rR1MaPJons7NHL6vG/u1vw75Y2q6OQzTy3cy+WtbRyvBY5htLfGwohZADLAGw1TXPOUX/mAvAbAOMANAJYaJrmhhjmpAHQ3DrOvO5GAEBXZwcUbXCzYPuSnJWNYGEJrvjpm0P6c4hocE6vyUJx0IeFS7lvnY5lAHixoRlj/R64ZE4nIPsbyErs1wGs6OXPrgCw1zTNMgA/BXDPYIPR4JimCdM0YzML9ji6OjvgTwti5Y592Lq3Y0h/FhFFT5KA28+pwa1rtmFPV8TqOGRThmlyZjA5Rr9KrBAiD8AZAB7v5SbzADx14Nf/DWC6iNUMJ4qKECJmY7R6YpomDCOCj17+X7i9Pnz3Oa7sENnZ3fNr0BCO4JntjVZHIZuaE0zC90tz4FO4J5acob8rsQ8A+A66P23oSS6AzQBgmmYYQDOAtKNvJIS4SgixTAixrKGBRxw6WTjUif93180IdXRgy952fLKtxepIRNSL/BQdZ47NxbUrNoFrbNSbO8vz4OFUAnKQPh+tQog5AHaZpvnvwf4w0zQfNU2z3jTN+mAwONi7I4sYhoHtq1di26rPMPb0ubjlhZVWRyKi43j8svH4y84mfLS/3eooZGMKP0Alh+nPW64pAOYKITYAeBbAKUKIZ466zVYA+QAghFAAJKH7Ai+KQ+HOTqz/YBlqT52FvW1hvLGasyaJ7OrcsbnIStFx69ptVkchG/PIEgLcRkAO0+d0AtM0bwRwIwAIIU4C8C3TNC8+6mZ/A3ApgCUAzgXwT9PkzvB4pek6xs89F5Is48YX1lgdh4h6oUjAD+aNwk2rt6IlzIu5qHejfTraDQOqxCJLztHvEVtHE0LcBmCZaZp/A/AEgKeFEGsA7AFwfozykU3pAT8Mw8RfPthqdRQi6sVPFtZhY2cX/rhzr9VRyCa8soRi3YVKrxuFuoYuw4RXlnB5XhAuidsJyFkGVGJN03wNwGsHfn3zYV/vALAglsHI3oSQsKetE4okEDa46E5kN2VBL06tzsbp/15ldRSy2ORkHx4aUYA0VYEsBDqM7mu0vbIEA4BpAioLLDkQL0OkqHk0GeeMy7M6BhH14JHF4/G7bY34rJXzmxPZqWkBPDO6BLluDW5ZgioJ+BUZfkWGJAQUIVhgybFYYilqXpeCb8+shMqTXYhsZdGkAqT4Xbh7/Xaro5CFvlqQgcdGFXFsFsUtPrJpUHRVxgKuxhLZhluR8K3TR+CGVZvRGulttDfFsyRFxh9rS3FdUSZ0FliKY3x006B4XQq+xdVYItv42UVjsLKtA883NFsdhSww2qfjzYlVmJjshVfmpAGKbyyxNGguRcbC+nyrYxAlvOqcAKZVZOAbn222OgoNs1LdhdvLcvHc2HIEVQUuiS/vFP/4KKdB87oUfHNGJTSHf2zlUpydn+gXl9Tj8S0NWNfeaXUUGkZeWcKrEypxaW4aPLIEwZO3KEFEPSeW6HAuRcL5E/LxmyUbrY7Sp4BbQXmmHxWZPlTnJqEmNwlFaV7IksD4O19GW4hD4cl5rvpCMXSPgp/8Z4fVUWiYdRoGZCEgs7xSgmGJpZjwuhRcd1oF/vDeZnSG7XExic+loDzDh/JMP6pzAxidm4TioA+6KqOjKwJVluBWJZgA/vrBVvzofz9jgSVH8moKvnZaBa5esQntnNuccMImEDJM6Lw2gRIMSyzFjCZLuHBiAX79rw3D+nN1VUZ5pg8VmX6MyA6gLj8JJek++NwK2kMRKLKArspHfMSmKRLaQmEsWdeIW/66HKt37R/WzESx9ItFY/DBvna81NhidRSyiAG+eaHEwxJLMeN1KfjG9HL87p1NQ7Ia61IklGUcLKt+1OUnozToQ0BX0RGKQJIEPNqRZVXVj93n2toZxramdvzguU/wzvo9Mc9JNJyqcwIYX5KGk95daXUUIqJhxRJLMaXKEi6eVIgn3lof9X24FAklQS/KM7rLam1+Msoz/EjxqGjvikAIAY8qQ5KOX1aP1toZRmsojFv/9ile+JhD4Ck+PHTxWDy5dTc2dYSsjkIWUQSgcT8sJSCWWIopj0vBtdPL8czSjX2uxqqyQHG6FxWZflRlfV5W030aOroiMNF9tK182KgYfxQTENq7wghHTPzkpVV4ZulGdEX4sRvFh/PH5yPZ78J9n6y1OgpZqNqno8MwoXLACiUYlliKOVUSuOSEQjz2ZvdqrCwJFKV5UZHpQ2VW9zaAikw/MvwudIQNmKYJj6ZAPmxl1ReDcV2hsIGIYeI3Szbi5/9cg32d4UHfJ5FdSBJww5wRuGn1VrTxZK6ENi7ghcKVWEpALLEUcwdXYyeVpKEyy4/MgBudB8qqrslQDltZjUVZPVrEMNAVMfGP5Ttw14srsLOFMzMp/tw9vwbbu8L4fzv3Wh2FLNZhGDBMfsJEiYclloaE361i+ojMQ79Xh+kghLZQGP/Z3Ixb/vYJVu3kxAGKT5kBF84ck4uzP1zDa9IJzzc0466KPKtjEA07lliKC62dYWxvbsdNzy3HknWNVschGlIPL6rH/zW24MN97VZHIRtoCUfwxp59ODUtwNO6KKGwxJKjtXaG0RaK4Lbnl+PvH28HP1GjeDetPB0VOX5csnSF1VHIRl7bsw/TUvxw88ADSiAsseRI7V0RRAwTP31pFZ5eshEhXthCCeKehbV4cMNONIR4oSJ9ziUJsL9SomGJJUc5OHHg6aUb8NArnDhAieWrJ5dBUiU8vLnB6ihkM3luDTK3ElCCYYklR4gYBkJhEy99uhN3vbgCO1o6rI5ENKzcioSrTinFNSs2IcR9M3QYtyRwXlYqJJZYSjAssWR7baEwPtrSjFv+uhwrd+6zOg6RJX524Rh82tqBlxpbrI5CNjM/I8XqCESWYIkl2+qeONCBm/76CZas5cQBSlxlQS+mVWZgxrKVVkchmynWNdxWngufIlsdhWjYscSS7RycOHD73z/F8x9t48QBSni/uKQez25vxOo2HtxBR5qZngSV2wgoQbHEkm2EwgZCEQMPvLQKv+HEASIAwNzabGSl6Lh7yXqro5ANPby5ASHDwE2ludCH6VAZIrvgI55sQ5aAl5bvwONvrWeBJTrg5rOqcfuabWgJR6yOQjb1q62NPLmNEhJLLNmGLEmYWZ0FjasJRACAW84ciWbTwG+3c084Hd+HLW1WRyAadmwLZCsRw8TJVUGrYxBZLtmj4LyJBfjmZ5vBzyWoLw9s3IH9XK2nBMMSS7bid6u4cGKB1TGILPfwonq8tXc/3mlutToKOcAbe/dzywklHJZYsp1JxWkIuHnNISWusQUpqC1IwfdWb7E6CjnIU9sa0c7rCSiBsMSS7YQNE7Oqs62OQWSZBy4ag4c378LWzi6ro5CDvNjQBIOXeFECYYkl2/G6FCyaxC0FlJgun1IEr67gZxt3Wh2FHMYlSYiww1ICYYklWyrP9CM7yW11DKJhpUjA12dW4sZVW9FusI0QER0PSyzZ1ll1uVZHIBpW9y+oxYaOEP7W0GR1FHKgTR0hAECnYcDkUYeUAFhiyZbcqowLOKWAEkhuihunjc7GN1dutjoKOVRLOIKqNz/G/Rt2oM3gBV4U/1hiybbSfRoqM/1WxyAaFo9cUo/ndzVh+f52q6OQgxkArs7PgFeWrY5CNORYYsm2VFnCufV5VscgGnKnVGWgKOjDbWu3WR2F4sCuUNjqCETDgiWWbEuVJZw7Ng9CWJ2EaGjdvWA0frx+Oxq7OKyeBu+32xvRFuFjieIfSyzZmioLTChKtToG0ZC5fkYFuiSBJ7butjoKxYlHNjfg+V1NLLIU91hiydZ0TcbC8flWxyAaEl5NweJpJbh+5WaEeTE5xdB1n23GsuZWhHiBF8UxlliyNVmSMKs6C5rMhyrFn/+6eAw+2NeG1/fuszoKxRkDwGNbdqOD84YpjrEZkO1FDBMnVwWtjkEUUyOz/ZhYmo7vrOJILRoaa9o6+CJPcY2Pb7I9v1vFhZwZS3Hm54vG4amtu7GhPWR1FIpTmzpCcEl8maf4xUc3OcKk4jQE3IrVMYhiYkF9HlL9Lvx4ww6ro1Aci5jA7lCX1TGIhgxLLDlC2DAxqzrb6hhEgyZJwI1njsTNa7aiNcKLbmhorW3vtDoC0ZBhiSVH8LoULJrELQXkfHfMq8aurjD+tGOv1VEoAXy8rx2GyYu7KD6xxJJjlGf6kZ3ktjoGUdSSPQrmjcvDN1duBmsFDYeVrR1o54o/xSmWWHKUs+pyrY5AFLWfLhyDJU378X5Lm9VRKEEoAnzDRHGLJZYcw63KuIBTCsihclPcmFSWjlvWbLM6CiWQG0ty4FNkq2MQDQmWWHKU7CQ3KjP9VscgGrCfXTAWLzQ08UIbGlZfXL4BG9s7EeGhBxSHOLOIjtDaGYZhmjh4HYAJQODzj6PEYbcV4uD/ikNfl4SAEN2rpn0JRwx0RQxETMAwTRiGiYhhwjBNRAwc+N8D/xz4dVfYgEfjqgI5S3VOACNzk3DlOyusjkIJ5u2m/Xh6WyO+W8zpLhR/WGLpCPs7w7jlb8sRMUyEI92FMmwYR/3ePPT7g+UybBgwDOC5a6bA75bR2hmGS5Gg9HJcbDhi4OIn3sHSdXuG+W9INPzuP78OT2/bje2dnNlJw08RApLo+3ZETsMSS0dI1lX8Y/kORDuR5TdLNuBrp5TD7Tq2vLaHwggbJtyqjNdXNbDAUkKYVp6OvFQPfrJkg9VRKAHIArggKw3P7mhE2AS+kh/E6cEkSIItluIPSywdIWKayE/xYNOe6K6evn5GJQDgrdUNaA2FMXNUNj7Z2oyPtzbjk63NWL6tBSu2t6AzzJEvlBjuPHc0/mvTLjSFI1ZHoQTwraIsXFuYiSkpPvx+eyO+U5zNObEUt1hi6Qhhw8SI7EDUJfam5z7BO+sbsWrn/hgnI3KeeXU5SPKoePjDBqujUAIYF/Dgy/kZkIXAjPQAzggmQZN4/TbFLz666QheTUFNbiDq73966UYWWKIDvnfmSNy9bjvaDH7yQEPLK0v4VXUx9APXIXhlmQWW4h4f4XQEWRIYV5hidQwix7tyWjGgSHhme6PVUeKSBCBd/fzDRG8vF5Emivsr85HEebCUYLidgI5RmRX9SiwRdbt6ejm+t2YrwtyOOGgCwKlpAZwZTEZdwAMAKNA1SAAe2rgTf97ZhH9NGoGbVm/BY1t2W5rVCqemBXBaegDuBC/ylHhYYukYPpeCgK6gpT1sdRQiR/rurCo0GRH8dVeT1VHiwtyMZPxsRAFUIY65yv4rBRm4piATEdPED0pz8PiW3Ql3zGpQVXi2LCUkvm2jY3R0RTAym6uxRNHQFAkXTinE91dvZa+I0q2lOXhxXDl+MbIAdX4dp6T6ETbNHsdEeWQZbllCh2HAJUlI5dv+agAAIABJREFU7eWgFXccD0p9u2k/BEdoUQLiSiwdQ1MkjMgOcI4rURTuOGsU1rWH8OqefVZHsb2pKT7MCSbh2e178OG+dmRqCn47ugQlHhc8soxavwdzgsmImDh0wVJPTNOEV5bx7PbGHkeZPT+2HGP8Hlz2yXq81NgylH8lS2zsCMHkWyZKQCyxdAy3KmNcYQp+/a8NVkchcpSAW8EZdblY8J+1VkexLZckoAqB75dk44LsNGiSwMKsNKxt60S1X0fYMKEcWDWVhYDcjxXGg6uQczNS0BAK48mtu6EIgRfGleOd5laM9utQJIGHRxWi6s1P0BVnc1NPS+MnZ5SYWGKpRzW5SVZHIHKc+xfW4r2WVrzfEt2c5USw8cRaAEBbJHLoQiRdFqj26wBwqMBGwyNLWJybji/mBRE2TeiyhOmpnxc8RQjkulVsaA8N4m9gP18tyIBX5mQCSjwssdSjnOTulYuwEV8rFkRDJTvgxtSKDMxatsrqKLakCCBsAvvCEfgVGZ4hKl3+o8ZMyfLnpXh7ZxdOSQ2gSNegCIFyrxsLPnT+qvn/7m5GjV8fsn+nRHbFEks96uwyUBr0YeVO7usj6o8HL6zDP3Y3Y2Vbh9VRbOdLeUHcWp6Ls95fjb1d4WOK5nDJcan4fmk2NNG9AixE9/aGToe/WX+/pQ3hONsiQdQfnE5APRPAyBzusyLqj6pMP2ryU3DH2m1WR7GdeRnJuLU8FwDwh7pSBDXr1k40SYJXlqFKAqok0BExkOvSDv257NAL/BtCYaiCL+eUePiojxOmaaIrErujLT2qjNF53BdL1B8/uaAOz25vxJbOLquj2FLrgYkBLkmCbqOPvCOmiTy3CgA4OzMFW0+qw8Is551YuLGjE680tsDgaiwlGJbYONERNtCwrxNtodgcUCBJAmMLnPdkTjTcJhSnoDDoxX0bdlgdxRYUASzKScPJqX4AwJq2Tqg2ndGqCIF8d/dK7L+bWwEAd5TnIagp+L/6Crw1sQoBBxzluunEWszJSIZhAnu7wmiP4YIGkZ2xxMYJWQg8/59tePSNdWgPHTsnMRplGb6Y3A9RPLv3vFo8vLkBjV2x+e/O6c4MJuOeijw8M7oEd5Tl4s91pZBhzxKryxKKdBcAYFqKH63hCFySwBsTqjDa70G+S8OPK/IsTtm3p7c2AgD+uacF45d8ir1dPG2REgMv7IoTmiLh3HF5qL/zZSxZ24hHFo2DR1OgKdG/T5ElgcyACztbOmOYlCh+nF6ThVS/G7/42PlXuA+WJgSuLew+AhbofmN9SW4aNMm+ayWSELggOxUPbNyJRblp8B5YdT2Y2SVLmB1MwoXZqZidnoT/3rkHf93VbFleRQCX5qTjhGQfsl0qRvs9EAKHthHMSE/CrWW5SFH50k6Jwb7PLjRgLlXGhKJUvLN+D065/3V8uLkJbZ3RvyMPhQ2M4PGzRL26ad4o3LtuO1r58S2KdRe+VpgJXZYOHQ9r5wJ7kFeW8XJ9Jco8rh7/PGICP67Mx6lpAVR59WFOd6QvpPhxZ0Ue5mQkY1ySF6okoAgBTZLQGokgYppYmJV63NPNiOIJH+lxxKPKuHRyEQBgT2sICx9dgl++vhYdUX7MqWsyqjmhgKhHl04uhKLJ+M22Rquj2MLOUBc6DRMR00RbJIJOhxT77i0FWq+HBeiyBFkImACuygvioREFqOil8A4lWQDlXjf293CsLtBdxmUhBnVYBJHTsMTGEUkSOLkyiBMrggAA0wQe+ucaPPfBVoSjeEFRZQnjClNjHZMoLlw7oxK3rtmGEK8IBwA0hSM49b2VeLGhGR5ZhpP+rYh+HG0rCQGvIuOczBTMDiYPQ6rPLcxKxdaT6nBrWS58DrjQjGi4sMTGGV1T8LPz65DiUQ997bfvbEJnOLpVEc6KJTrW9TMqsM808Oede62OYiuNXWEkKTJaDztSNt4IAJfnpuPJ6mLccWD+7VCr8LrQ5fADGYiGQnw+yyQ4tybj/gW1h37/8dZmNLVHN78y1atBV/nOn+ggRQIumVqMm1ZvhTM+MB8+L44rx4Qkb68fzccDIQQyXSpmBZNwUXYaqrzuIf+ZbREDCncJEB2DJTYOuRQZk0rTcNaYnENf++dnu2BE8U6+PRRBVZY/lvGIHO22edXY3BnCS40tVkexlVq/jlyXFrcrsD0RAKamDP0owlyX1q8tD0SJJnGebRKMR1Nwx7waBH3dFyD8a81utEZxEIIiC24pIDrAqymYOy4P31u91eootjM3mAyXA6YRxJJblnBCsg+qEChwa/ANUYFfvr+dBxgQ9SCxnnESjKZI+PGC0QCApesa0RaKYH9HGBGj/0+GHk1BXf7wXsRAZFf3nVeDD1va8O6B053oc2Vet21P5hpKJ6b4sXpaDd6YUIVPp1bjD7Ul0GP872FpcysivICQ6BgssXFMUyRMKE7FrOosNLV1YdLdr+DSX7+LlTv2IzSAC71YYomAoE/DiSMycdMarsIeTRFAwYHjWxONT5HhliW4ZQmaJGFikg/P1pZihNcds3PKVuxvh8ztBETHYImNcx5Nwd3za+DVZJgm8O+Ne3HxE++grYetBaGwgdYeDkcoSPMgARdYiI7w4IVj8M/GfVjR2mF1FNs5M5iMAj0xS+zR3LKEOr8Hz48tx8dTqlGqD36m7OLcNJse3EtkLZbYBKBrMm6YXXXo93taQ/jKM++jPdQ9NLu1M4xtTe149M11+OVraw99/aBwxERhmndYMxPZSUnQizGFqbht7Taro9jSpbnpcT2RYKBcsgSfIiNVlfHXsWUY4XUjXVWiKqI/qsjF90tzEuqCOaL+4gHLCcCtylhQn4/fLt2ElTv3AQCWrGvEI2+sxWkjM3HfP1bh1ZW7Dt3+jdUNeOLS8Qi4FbhUGYZpYkS2H+t3cx8gJaYHLxiDP+3Yg00dIauj2FKWS+37RglIEgLJiox/1FdAkyR8efkGPLeraUD3MTHJxzcIRL3gW7sE4ZI/v8jroAdeXo0zfvbWEQUWAD7a0ozp97+Gt9c2oq0zDK+moCY3aTjjEtnG2IIUlGb6ce/6HVZHsa013GLRK1kIREzg5tVbB1xgAXAbAdFxsMQmCEkSKA36MLc2p+8bA2jpCOOyJ9/Dvf9YCRPAuMKUoQ1IZFN3nVuDJ7Y0YHfXwEfUJYoRPt3qCLYUNkxs6gjhzPdX49EtDQP+/gK3hsIY7KklilfcTpBAvC4Ft80bhVdW7ETrUftee/Pk2xvw3oY9nFBACSs3xYM/rt9idQzbGhPwIEPjdoKeKJJAlkvFlgFuQ5mS7MPmjhDuqciDzKVYol6xxCYYlyLjWzMrcevzn/b7e5Zva8HybTydiBJPdU4AkgBWt3VaHcW2nqkpScj5sP3VaZgYE/Agz61hjN+Dde2d+PmmXb3ePkmR8WxtCcImYMKElmAHSBANBEtsgtE1GedPKMAzSzdhbcN+q+MQ2dr8Mbn4YF+b1TFsLaCwZB2PR5Lwq+piAIBLEni/pe24JfaaggyYAHROIyDqE/8rSUCaLHDX2dVWxyCyvYll6Xhtzz6rY9iWIsAh/H1QJAFVCOiyBEkIjPR1j9vqzZq2DoQMns5F1B8ssQlIliTU5CThpMqg1VGIbC0nVcfSJn5i0ZtkRUEXj0Ptk3LYdgsFAi+Nr8C8jGRkaN1lNuuwPcXLmtt4uAxRP7HEJiiPS8Fd82uOeHIlos8FfRp8qoyP9rVbHcW2FmSlIMISOyCaLCFTU/GzEQX4bnE27ijLxYdTRuHczBRkagpaIxEIDtYi6hfuiU1gSbqKxZOL8Phb662OQmQ754zLw+rWDoRY0nokC+Cagkx4OIh/wCQh0BUxcHowCdqBhYR7K/Pw6f4OVHjdXF0i6if+t5LAvC4F151WgRQPx+MQHe3Eygy8vpf7YXtzWW463PwkJ2o+RUZAkQ+9CfDIMgrcGhQh4OJFXUT9wv9SEpwiCdw4e4TVMYhspzjLh7ebeNRyby7NSYdP4SpstAzThHTURXE+RYIAV/6J+oslNsG5VBlz63JQmem3OgqRbbgVCaluFe81s8T25uP9HD02GEcXWKB7NVbn9gyifmOJJWiyhLvPqbE6BpFtzK7Jxs7OLjSH+3eyXSJa09aJMPcLE5GFWGIJkiRQmenHaSMzrY5CZAszR2XibY7WOq4S3QVFCHQahtVRiChBscQSgO6LvO44q5ojt4gAjMxPxht7WWKP5+HNDfjS8g1WxyCiBMYSS4f4XAoWnVBodQwiy6V7NbzL/bDH9cn+dixrboXEmaZEZBGWWDrE61LwzdMq4HdxfDAlrkklqeg0TWzuCFkdxfYaQmE0hLq4N5aILMESS0dQZAnXTi+3OgaRZebW5uDfXIXtl2LdhVRVgdLDlfZEREONJZaOoKsyLj6hEDlJbqujEFmiviQNr+7hIQf90W4YPHaWiCzDEkvHUCSBm88caXUMIktkJLnxDldi+2VXqIunSxGRZfjsQ8dQZQknVgQxtiDF6ihEw6owzQO3LGFFa7vVURyhwzDRHuGILSKyBkss9UjXFPz43NHgVjdKJOeMzcXy/e2I8BPyfnt+VxPCBv+FEdHwY4mlXmUluTGvNtfqGETDZmpFkPthB+hH67ejsSsMg3tjiWiYscRSr7wuBTefOQIuhQ8TSgz56V4s4UldAzLKp8OvSJD4sQ0RDTO2Ezoutypj8eQiq2MQDTm/W0GyS8EHLW1WR3EMnyzh8tx06BJfSoho+PGZh47Loym45uQyrsZS3JtXm4ON7SG0GbxQqb/+UFuKqSl+CK7CEpEF2EyoT7IksHB8vtUxiIbUqSMz8eZe7oftr4AiY7TfA50jtojIInz2oT55XQq+Pr0cisTVFopf5bkBvMX9sP12cXYqukyuWhORdVhiqV/cqox5dTlWxyAaEpIEpOka3uUhB/2SoSm4MDsNHlm2OgoRJTCWWOoXr0vBt2ZWgouxFI9OqcxASziChlDY6iiO8FJ9JbLdqtUxiCjBscRSv/ndKmaOyrI6BlHMzRmdg6XcStAv5R4X/IoEL1dhichiLLHUbz6XghtmVVkdgyjmRhem4DVe1NUv1xVlQoAfyRCR9VhiaUCCfhdOrsywOgZRTAUDLrzH/bB9CmoKzggmcyIBEdkCn4loQLwuBTfMqrQ6BlHMVOcEIAFY3dZpdRTbK3BrCBk8XpaI7IEllgYsP9WDsQXJVscgion5Y3LxwT6e0tWXU1L9+O3oEnh4OhcR2QSfjWjA3KqEy6YUWx2DKCYmlaXhtT3cD3s8KYqMX1UXI1lVIHNECRHZBEssDZgsSThtZCaSdI7YIefLTvVwMkEfFElwvB4R2Q5LLEXFNE1cOKHA6hhEgxL0afCpMj7a1251FFsZF/Dgg8kjse4Lo/HGhCrU+j3o4l5YIrIZlliKiq4puPrkUh5FS452zrg8rGrtQMhkQTvcr6uLke3S4JEllOganqwphiL43zoR2QtLLEXN71bx+6smWR2DKGonV2XgDc6HPYZ22JtTRZKgCAEXx2oRkc3wWYkGZXxRqtURiKJWlOnD202cD0tE5EQssTRov7xoLFwKH0rkLG5FQopb5SEHPXhr7360RyJWxyAiOi42D4pa5MCFHrOqs3BKFU/xImeZXZONnZ1daA6zrB3tneZWmDxalohsjiWWonZwXqQQAskejtsiZ5lcmsZDDnrgkSXcWJIFD/fAEpHN8VmKYmJyaTp48TI5SXHQi8/2d1gdw3YWZqaAsxqIyAlYYikmzqzNQapHszoGUb+lJ+nY0BGyOoatFOsavl+aA68sWx2FiKhPitUByPk+29GC0x98E5yFTk7icyvY0N5pdQxbeaqmBLrEtQ0icgY+W9GgGIaJiGGiON2L/FQdF00sQH1hitWxiPrkU2VsaudK7OH+3tCEDsOwOgYRUb9wJZYGRZIERuUk4ZXrTzr0tafe3oBlG/daF4qoD7nJbggB7O4KWx3FVh7auBNX5QWtjkFE1C8ssTQoW/a24bE31uGak8vwwaa9+MFzy9Gwnx/Rkr2NLUzBjs4uq2PYTtgEZF6hSUQOwRJLUWsPRfDrf23AU0s24qklG62OQ9RvNblJ3ErQg2dGF8PgbAIicgiWWIqaIgs88dZ6q2MQDVhZhg+ftXK81tEmJvng5nxYInIIPltRVCKGgXUNPK6TnCkn1YO1bSyxh5MFsLkjdOgkPiIiu2OJpaiEDRPX/eFDq2MQRSXZq2EjZ8QeElBk/PuEkch2qYdO4iMisjuWWIrKtqYOfLq9xeoYRFHxaJwRe7gsTYFPluFTeMgBETkHSyxFZVMjtxKQM2mKBI8iYUsHpxMc1BAKw8VDDojIYfisRQPWFgrj1ZUNVscgikpdfhKauyLoMrn3EwBcksBzY8vQZfKQAyJyFk4noAEzTeDP72+xOgZRVOryk7ElBvthZ6YHkKIo+Hh/O1a2tiPs0E48My0JRbqLK7FE5DgssTRgLe1daOngSUfkTFVZAaxtH9xkgh9V5GJBZioAwACgSQIPbdyJBzbudFyZfXF3E77dnoVyr9vqKEREA8K33jRgSbqKUTkBq2MQRaUo6MXKKGfECgD3V+bjvKxUeBUZXkWGX5HhkiRcXZCBf9RXQnHQxf0lugv3VuRDlQRCBrcTEJGzsMTSgGmKhIXj862OQRSVtIAbG6I8reu+ynzMz0yGRz72Kn6PLKPQrWFWetJgIw6bORlJOD87FUW6Cxq3ExCRw/BZiwZMkSXMH5PLeZLkSD63go1RjNeamOTF/MyUHgvsQRGY6HDSYQEm0MEVWCJyKJZYitq0snSrIxANmE+VsXGAK7H5bg2PjiqCp48jWQUEdnY6Z3TXQ5t2YcV+nlxGRM7EEktR8bkUXDyp0OoYRD3SVRn3L6jF7744ER7t85XT/BQdhgnsDUf6dT/jk7z4Y20p3ppYhTS174MAFAE09fO+7cAEV2KJyLlYYikqQghMK0+H38UBF2Q/j11SjzNGZ2NMfsoR+7fri1Kxo/PzVdg0Vcb0VD+yNPWY+/hReR7+UFuCaSk+uCQJSj/2jEZMYFzAE5u/xDAp0V1WRyAiigobCEUtbJiYVZOFPy3jzFiyj/xUHfVFKXAfWDm9cfYIzBqVhdv+/immlqVDFgKPjyrC+CQvklUZIcOEAHDKeyuxqSOEPJeKP9SVItulHnf/a0+8soQJSV48t6tpCP5mQ6M5HEG21SGIiKLAlViKmtel4NITiqyOQXSEiyYW4vBrDjVFwviiVPz56smYVZ2FoKpgTkYyMl0qXJIEvyJDkwQuy+3e4z0uyYtMbeAFFgA6DRNPb2uM1V9lyKWp3SPCiIiciCWWBqUsw4fcZN3qGESHXDA+H9pRxUySBFyKDK9Lgd5DadMkCRdmp0IWQLZLhSyim7yxpyuMFVHOoLXC06NLkKHxAzkiciY+e9GgnTMuDz97ZXW/by8JQJEkSBIgCwFZEpAkcejXB/+RxOf/qxz82uHfIwQU+fPbyUJg+bYWNOwf+Pgkig9uVYInyn3aihBYOnEk0jQZeh9TCHrzcmNLVN833GakBTAh2YuRXh0q58MSkUOxxNKguFUZXz25DIsnF0EWgDhQLiUBSEJAHPjfw39tmCZMEzBNEyZw7K/R/ecADnzt87mbh/0SkiTg1WSIA6tmu1o68L2/fIyXV+watr8/2YvfpSIcMdGPQQLHOHgC12BUOeDo1sW5abilNBey6L4QjYjIqVhiadA0RUKqovX79pIQ3ed3IrqPbA3DxP5QGJos4aMtzXjh4+149bNdWL1rf1T3R/HD45IRMa1rZnUBD84IJsEny1jX3ollza2wS09UBHBjcTYuywtGvdJMRGQnLLHkCB1dERimifZQBK+s2IV/fLoDS9Y2oi3knJmcNPSSdBVWtkZNCPy0qgASumMYpokXGppx17rt2N0VtixXnV/HL0cWIdOl9HlgAxGRU7DEki0dXG11KzI+3tqEv3+0Ha+vbMC63a1WRyMbO6UqA27VupImhEDgqC0J52WlQJUEvrZi07DnmZjkxZfygzg5NQC3JA5tvSEiigcssWQb7aEwAIGWji68/OlOvPTpTixd34iOLp4oRL3TZAl+t4LG1hA272lDZ9iAYqPVRkWSMDcjGYoQeHpbI95uGvptL1maiufHliFF7V55lVheiSgOscSSZSKGgbZQBJoi4YNNTXjho+14fVUDNu1pszoaOcjfr52KojQvPtrSBFWWoEj2K2wuScK8jGTMTE/CzWu24Hfb9iCgyEN2RO0F2anIODAHl4goXrHE0rBqC4UhCYE9rSH836c78dKnO7Bsw150hrnaStEpTPNAUyTUF6VaHeW4JCHgkQXuKMvDXeV50CQJ963fjvs27Iz5z7owO40FlojiHkssDamIYaItFIYqS1i2cS9e+Ggb3li1G1ub2q2ORnFCcVhZcx/Y6tAaieD5Xc0xv/8qrxtpGk/hIqL4xxJLQ0qWBDRFwvmPLMUHm51znjw5w5SyNIQiBnTJWaVtXziC6z7bhJVtsT/d65bSHKjcA0tECcBZSxjkSC5FxtNXTER1bsDqKBRHvJqMn18wFno0JxtYTBECLw3B6V6npgUwMdnLU7iIKCHwmY6Ghc+t4NmrTkBNbpLVUShOjM5LhmzDi7j646N9beg0YjvQVpcEflKVD4/svFJPRBQNllgaNj6Xgt9fNQmj81hkafBKgl4osjNLbK5bO2ae7GB9sygLPhuNFiMiGmp8xqNh5XMp+P0XJ6GWRZYGqb4wBR7Nmdv601UFF2THbppCqe7ClXlBrsISUUJhiaVh53Up+B2LLA2CIgnMGJVldYyoKULE7OKrdFXBI6MKofFiLiJKMCyxZImDRbYuP9nqKORAU8vTYZix3VPqRPMzkrFk0ghUeN2O3R9MRBQtlliyjNel4LdXTsQYFlkaACGAH5wxAn63anWUqEkCmJjkjfr7MzUFf6wtxX1V+fArMjROIyCiBOTMDWUUN7wuBc9cOREXP/4O58hSv8ytzUF2km51jEGRhMDUFD9OSwugJRxBlktFQJGxrSOE9e0hbO4IoeuoleZUVUah7kK934MbSrKhSYLllYgSGkssWe5gkV30xDt4fxOLLPVOlgRumjMSXpfzn7pUIfBkTTH2hw1IApCFQJdhQBYCbllCc1cE2zpD8CsysjQVQgCdhgkZgDfGkw2IiJyIb+PJFrwuBU9fMRFjC1KsjkI2dkZNNtwOPNygJ4okIAuBJFWGX5HhkSUkqQp8igxFCKRpCmr8HhTpLrhlCS5JQkCRWWCJiA7os8QKIdxCiHeFEP8RQiwXQtzaw20WCyEahBAfHvjnyqGJS/Gsu8hOwLhCFlnq2fUzKuCLg1VYIiIavP6sxHYCOMU0zVoAdQBmCSEm9XC7P5imWXfgn8djmpIShtel4DeXT0A9iywd5aSKINJ9LqtjEBGRTfRZYs1u+w/8Vj3wD2fb0JDxuhQ8xSJLR7nutIq42AtLRESx0a89sUIIWQjxIYBdAF4yTfOdHm52jhDiIyHEfwsh8nu5n6uEEMuEEMsaGhoGEZvindel4DdXTMD4IhZZ6r6ga2ROwOoYRERkI/0qsaZpRkzTrAOQB2CCEKL6qJs8D6DINM3RAF4C8FQv9/OoaZr1pmnWB4PBweSmBODRuldkJxTH7nhOco6yDB/Oq8/H7OoszByVic6wYXUkIiKykQF9NmeaZpMQ4lUAswB8ctjXGw+72eMA7o1NPEp0Hk3Bk5eNx+Jfv4d31++xOg4Ng+J0L3545khMLEmDYZqIGCZME5B5IBURER2mP9MJgkKI5AO/1gGcBuCzo26Tfdhv5wJYEcuQlNgOFtmJXJGNe5WZfvztq1MwtTwdblWGR1Pgd6sI6Cp0jfthiYjoc/3ZTpAN4FUhxEcA3kP3nti/CyFuE0LMPXCbaw+M3/oPgGsBLB6auJSoPJqCX182HpNKWGTj2by6HPhcCmSeREVERH3oc2nDNM2PAIzp4es3H/brGwHcGNtoREfyaAp+tXg8rnhyGZasa+z7G8hxclN0CMF9A0RE1Dcud5CjeDQFTyyuxwmlaVZHoSGwZtd+tIXCVscgIiIHYIklx/FoCp64tB6TWWTjzhNvrUc4wjHURETUN5ZYciQW2fjUForgJy+tQmsnV2OJiOj4WGLJsfQDRXZKGYtsPHlvwx5EDK7GEhHR8bHEkqPpmoLHLxmPqWXpVkehGGlu74Is8eIuIiI6PpZYcjxdk/HYJfWYVs4iGw+a2rqgynxqIiKi4+MrBcUFXZPxyKJxLLJxQOHRXERE1A8ssRQ3PJqCRxfV4wssso5WkelHR1fE6hhERGRzLLEUV7pXZOtxYkXQ6igUpYoMH1SuxhIRUR9YYinu6JqMhy8eh5mjMq2OQlGoyUuCrvV5mCARESU4lliKS7om44GFY3DO2Fyro9AA1eQmWx2BiIgcgCWW4pauybjjrBosnlxkdRQagMI0j9URiIjIAVhiKa7pmozvzKrE16eXWR2F+iHoc3FGLBER9QtLLMU9j6bgSyeW4uY5I62OQn3ISnIjFDGsjkFERA7AEksJwaMpOH9CPu44q9rqKHQcLR1dkARXYomIqG8ssZQwPJqCs8fm4vrTKqyOQr3Y2xqCxtO6iIioH/hqQQnFoym4YloxrpxabHUU6kFLRxgmTKtjEBGRA7DEUsLxaAqun1GB8+rzrY5CPfj9O5vQyRO7iIioDyyxlJB0TcGtc0fhjJosq6PQUX7+6hrw0i4iIuoLSywlLF2Tcd+COswcxSJrJ7v3h/DH9zZzNZaIiI6LJZYSWvfJXnWYVc0iayePvbmOO2OJiOi4WGIp4emajJ+eV4fZLLK2sWVvOxr2dVodg4iIbIwllgjdRfYn59XhdO6RtY3XVzUgYnB3LBER9YwllugAXZNx/4I6XuxlA1kBN+aPyYUs8SnIP/k4AAAOf0lEQVSKiIh6xlcIosMcvNhrzuhsq6MktIcuHANN4dMTERH1jq8SREfRNRk/PreWRdYii04oxMjsAFSe3EVERMehWB2AyI4OFlkA+PtH2y1OkzjGFiTjxtlV8Gh8aiIiouPjKwVRLw4WWSGA5//DIjuURucl4cbZI1CbnwS3Ilsdh4iIHIAllug4dE3GvefUQgiBv324zeo4ccelSHjw/Dp8oSIItyJDkoTVkYiIyCFYYon6oGsy7jl7NASAv7LIxoxHk/GnL5+AkqAPusrVVyIiGhheOUHUD7om40dnj8b8MTlWR4kbV0wpRkk6CywREUWHJZaon3RNxl3zR2P+mFyro8SFxVOKoGsssEREFB2WWKIB6C6yNTh7LIvsYLk4B5aIiAaBryJEA6RrMu48qwbnsMgOyrKNe9HRFbE6BhERORRLLFEUdE3GHWfV4NxxLLLRuua372N7cwfCEcPqKERE5EAssURR0jUZt8+rwYJxeVZHcaTWUAQXPbYUEcO0OgoRETkQSyzRIOiajNvmVeO8+nyrozjStuYOvLaqAQaLLBERDRBLLNEg6ZqMW+eOwsLxLLLR2LynDSZYYomIaGBYYoliQNdk/PBMFtmBKg16cXpNNmSJT0VERDQwPLGLKEa6i+xICADPvrfZ6ji2d8OsSiyeUgyVR80SEVEUWGKJYkjXFNxy5igIAfz+XRbZ3pxXn49LJxfxtC4iIooaP8MjijFdk3HznFG4aGKB1VFsSZYEbjy9Ch6N76GJiCh6LLFEQ0DXZPzgjJG4eBKL7NFOqcrgFgIiIho0lliiIaJrMr5/+kgsmlRodRRbuXxKEXxu1eoYRETkcCyxRENI12R87/QRuOQEFlkAEAKoy0+xOgYREcUBlliiIaZrMm6cXYVLWWRRnOaFYXImLBERDR5LLNEw0DUF351dhcWTi6yOYqm6gmQea0BERDHBEks0THRNwQ2zErvITixOhc/FqQRERDR4LLFEw0jXZNwwqwqXTSmyOoolJhSnWR2BiIjiBEss0TDTNRnfmVmJyxOsyBaleZCd5LY6BhERxQmWWCIL6JqCb8+swhVTi62OMmxum1cNhfNhiYgoRlhiiSyiazKun1GBKxOgyE4sTkV9UQoUmU85REQUG3xFIbKQR1Nw/YwKXDWtxOooQ0aRBO6cX8NjZomIKKb4qkJkMV1T8I3TyiEE8Mgb66yOEzNFaR5MLUvHZVOKkZPMvbBERBRbLLFENuDRFHzj1O4i+/Drzi6yU8rScOdZNcgMuGACXIElIqIhwVcXIpvQNQVfn14BQODh19daHWfARmYH8MO5o1CdG2BxJSKiIcdXGiIb0TUZ104vgxDAL19zRpH1uRTcNm8UZldnw6VIkDiBgIiIhgFLLJHNeDQFXzulDALAL2xeZEflBPDEpeOR4lHhUmWr4xARUQJhiSWyIY+m4KunlEESAj9/dY3VcXp04YR83DRnFNyqBCG4+kpERMOLJZbIpjyagmtOLgUE8PN/2qvIji1IwU1zRkHXuPpKRETW4JxYIhvTNQVXn1SKr51SZnWUQ5I9Kn5x0VgWWCIishRXYolszqMp+MpJpZAE8OAr1q3ICgGcNy4PP5gzEipP3iIiIouxxBI5gEdT8KUTSwEh8ODLq4f1Z8uSwEmVQVx/WiUK0zzwuvi0QURE1uOrEZFDeDQFX/pCCQSAB4ahyI4rTMHpNVk4e2weVEmCz82nCyIisg++KhE5iEdTcNUXSvDyip34ZGvLkPwMTZbw4Pl1OLEyCJciQ+bcVyIisiFubCNyGEUSOLkyY0juW5UFfnvlRJxUmQGPprDAEhGRbbHEEjmMpsiYXZ01JPf9zdMqUJ2bxMkDRERkeyyxRA5UluGHN8ZFszo3gMWTi1lgiYjIEVhiiRyoMxzBpNK0mN7n7fOq4Vb5lEBERM7AVywiB/JqCk4bkRmz+zuhJA0VmX4eH0tERI7BEkvkQJIkcHJV7C7uumF2Fee/EhGRo7DEEjlUkq4iL0Uf9P24VQmjcgIxSERERDR8WGKJHMowTUwrTx/0/Xz5xFJ0ho0YJCIiIho+LLFEDuXRFMyuzo76+0dmB/DsVZNw1bQS+LiVgIiIHIavXEQONr4oFbIkEDHMft0+xaPi3HH5uHxqEQJuFZoi4f+3d6+xcpR1HMe//95tgdKLIBYFK4UACmgb5KKImNTaSEBFxUSpijGYaPSNEUPiCxNfwBsT4wvvAhJBxVSJ0pRqvcVYFEkrBYRexEtFqnILogjt3xfzHJ2es8tZ2rNnz7Pn+0kmZ/aZec6Z+ffp7G9nZ2dnz/S1rCSpPoZYqWLP7N/P6ccu5M4/Pjruum867RiuueQ0gvBesJKk6hlipYrNmz2T80866llD7LknLOHDF6zg9GMX8rw5/peXJA0H30eUKjZ75gzWnNr9K2jfunIZX7psFWctX2KAlSQNFUOsVLnjly7giHljA+qSBXO4au0pzDe8SpKGkCFWqtxTz+zj7JceeKutE48+jBve/yoO7xBuJUkaBj7DSZU7bO4svvDulex55F/sz2Te7BksmDuLWTPCOw9IkoaWIVaqXEQAsGwCvr1LkqRaeJpGkiRJ1THESpIkqTqGWEmSJFXHECtJkqTqGGIlSZJUHUOsJEmSqmOIlSRJUnUMsZIkSaqOIVaSJEnVMcRKkiSpOoZYSZIkVccQK0mSpOoYYiVJklQdQ6wkSZKqY4iVJElSdQyxkiRJqo4hVpIkSdUxxEqSJKk6hlhJkiRVxxArSZKk6hhiJUmSVB1DrCRJkqpjiJUkSVJ1DLGSJEmqjiFWkiRJ1THESpIkqTqGWEmSJFXHECtJkqTqGGIlSZJUHUOsJEmSqmOIlSRJUnUMsZIkSaqOIVaSJEnVMcRKkiSpOoZYSZIkVccQK0mSpOpEZg7mD0f8DfjDQP744CwF/j7ojRhy1rj/rHH/WeP+s8b9Z437b7rU+LjMfP7oxoGF2OkoIu7IzFWD3o5hZo37zxr3nzXuP2vcf9a4/6Z7jb2cQJIkSdUxxEqSJKk6htjJ9cVBb8A0YI37zxr3nzXuP2vcf9a4/6Z1jb0mVpIkSdXxTKwkSZKqY4iVJElSdQyxEyQiPhIR2yPi7oj4aIfl50fEYxGxtUyfbC1bExH3RcTOiLhycre8Hj3U+GOt+m6PiH0RsbgseyAi7irL7pj8rZ+aIuKrEbE3Ira32hZHxKaI2FF+LurSd11ZZ0dErGu1ryy13hkRn42ImIx9maoOtsYRcUZE/LKM999GxDtay66NiN+3xvsZk7U/U9EhjuN9rTre0mp/SUTcXsbxNyNizmTsy1R1COP4da36bo2If0fExWWZ47ilS43fVo4B+yOi6620uuWIoR/Hmel0iBPwMmA7MB+YBfwQOGHUOucD3+/QdyawC1gOzAG2AacMep+m2tRLjUetfyGwufX4AWDpoPdjqk3AecArge2ttmuAK8v8lcDVHfotBnaXn4vK/KKy7FfAWUAAG4A3Dno/K63xicCKMv9C4EHgyPL4WuCSQe/bVJkOtsZl2RNd2r8FXFrmPw98cND7WWuNW+svBh4G5pfHjuPxa3wycBLwE2BVl35dc8Swj2PPxE6Mk4HbM/PJzHwG+Cnwlh77ngnszMzdmfkf4Cbgoj5tZ82ea43fCdw4KVtWscz8Gc2TSttFwHVl/jrg4g5d3wBsysyHM/MRYBOwJiKOAY7IzC3ZHDWv79J/2jjYGmfm/Zm5o8z/BdgLjPnGGh3SOO6ovHtwAXDzwfQfRhNU40uADZn55ARv3lDoVOPMvDcz7xuna8ccMR3GsSF2YmwHXhMRSyJiPrAWeFGH9c6OiG0RsSEiTi1ty4A/tdb5c2nTgXqtMWX5GuA7reYEbouI30TEB/q+tXU7OjMfLPN/BY7usE63cbuszI9u14F6qfH/RMSZNGdYdrWaP10uM/hMRMzt03bWrNcaz4uIOyJiy8jb3MAS4NHyghkcx908p3EMXMrYkwuO40PX7Xg89ON41qA3YBhk5r0RcTVwG/BPYCuwb9Rqd9J89+8TEbEW+C6wYnK3tF491njEhcAvMrP9ivbVmbknIo4CNkXE78qrXj2LzMyI8D58fTRejcvZ7a8D6zJzf2n+BE1omENzn8iPA5/q97bWapwaH1eODcuBzRFxF/DYJG7eUOhxHL8c2NhqdhzrkHgmdoJk5lcyc2Vmngc8Atw/avnjmflEmb8VmB0RS4E9HHhG8djSplHGq3HLmFf7mbmn/NwLrKd5+0WdPVSecEaeePZ2WKfbuN1T5ke360C91JiIOAL4AXBVZm4Zac/MB7PxFPA1HM+d9FTj1rFhN811h68A/gEcGREjJ3ocx531VOPi7cD6zHx6pMFxPGG6HY+HfhwbYidIOcNHRLyY5lrNb4xa/oKRT2mXtwZn0AywXwMryicI59AEsFvQGOPVuCxbCLwW+F6rbUFEHD4yD6ymuTxBnd0CjNxtYB2tWrZsBFZHxKLyieTVwMby1uLjEXFWGe+Xdek/3Y1b43I8WA9cn5k3j1o2EhyC5ho3x/NYvdR40chb2OWkwrnAPeV67h/TXMPZtb96OlaMGPM5BcfxhOmYI6bFOB70J8uGZQJ+DtxD86nA15e2K4AryvyHgLvL8i3AOa2+a2nOKu6iOeMy8P2ZitN4NS6P3wPcNKrf8tJnW/k3sMb/r82NNJ96f5rmeqnLaa6j+hGwg+YuEIvLuquAL7f6vg/YWab3ttpX0TwZ7QI+R/lmwOk6HWyNgXeVPltb0xll2WbgrlLnG4DDBr2fldb4nFLHbeXn5a3fuZzmThs7gW8Dcwe9nzXWuDw+nuYM4IxRv9NxPH6N31zmnwIeojlZAM0dS25t9e2YI4Z9HPu1s5IkSaqOlxNIkiSpOoZYSZIkVccQK0mSpOoYYiVJklQdQ6wkSZKqY4iVJElSdQyxkiRJqs5/AUflQDd4+/q+AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fBKiKSnEEuob"
      },
      "source": [
        "# Downloading and displaying Centre Cameroon's Managed Forest Concessions\n",
        "url4 = \"https://datasets.mojaglobal.workers.dev/0:/LandCover/Forest/ManagedForestConcessions/ManagedForestConcessions_CMR.geojson\"\n",
        "\n",
        "a=requests.get(url4).content\n",
        "\n",
        "df_lcmfc = gpd.read_file(io.StringIO(a.decode('utf-8')))\n",
        "df_lcmfc"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2VgfRjcxExbl"
      },
      "source": [
        "df_lcmfc1 = pd.merge(df_lcbo, df_lcmfc, how='outer', on = 'geometry')\n",
        "df_lcmfc1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 151
        },
        "id": "h12DqtVuE1UF",
        "outputId": "c92331d8-2e77-42ae-a2fd-ccebfbd40def"
      },
      "source": [
        "df_lcmfc2 = df_lcmfc1.loc[df_lcmfc1['province'] == 'littoral'] \n",
        "df_lcmfc2 = pd.merge(df_lcbo, df_lcmfc2, how='outer', on = 'geometry')\n",
        "df_lcmfc2"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>country</th>\n",
              "      <th>ISO3166_2_x</th>\n",
              "      <th>name</th>\n",
              "      <th>enname_x</th>\n",
              "      <th>locname_x</th>\n",
              "      <th>offname_x</th>\n",
              "      <th>boundary_x</th>\n",
              "      <th>adminlevel_x</th>\n",
              "      <th>wikidata_x</th>\n",
              "      <th>wikimedia_x</th>\n",
              "      <th>timestamp_x</th>\n",
              "      <th>geometry</th>\n",
              "      <th>country_x</th>\n",
              "      <th>ISO3166_2_y</th>\n",
              "      <th>name_x</th>\n",
              "      <th>enname_y</th>\n",
              "      <th>locname_y</th>\n",
              "      <th>offname_y</th>\n",
              "      <th>boundary_y</th>\n",
              "      <th>adminlevel_y</th>\n",
              "      <th>wikidata_y</th>\n",
              "      <th>wikimedia_y</th>\n",
              "      <th>timestamp_y</th>\n",
              "      <th>id</th>\n",
              "      <th>OBJECTID</th>\n",
              "      <th>country_y</th>\n",
              "      <th>name_y</th>\n",
              "      <th>company</th>\n",
              "      <th>group_comp</th>\n",
              "      <th>group_coun</th>\n",
              "      <th>legal_term</th>\n",
              "      <th>status</th>\n",
              "      <th>province</th>\n",
              "      <th>source</th>\n",
              "      <th>last_updat</th>\n",
              "      <th>Shape_Leng</th>\n",
              "      <th>AREA_GEO</th>\n",
              "      <th>Shape_Length</th>\n",
              "      <th>Shape_Area</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CMR</td>\n",
              "      <td>CM-LT</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>Littoral</td>\n",
              "      <td>Littoral</td>\n",
              "      <td></td>\n",
              "      <td>administrative</td>\n",
              "      <td>4</td>\n",
              "      <td>Q845172</td>\n",
              "      <td>fr:Région du Littoral</td>\n",
              "      <td>2019-02-26T08:00:07</td>\n",
              "      <td>MULTIPOLYGON (((9.66296 3.84560, 9.66230 3.845...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  country ISO3166_2_x      name  ... AREA_GEO Shape_Length Shape_Area\n",
              "0     CMR       CM-LT  Littoral  ...      NaN          NaN        NaN\n",
              "\n",
              "[1 rows x 39 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "EyIT9NllFKhP",
        "outputId": "1bcfc4f7-e9ee-44db-c180-8d8137032330"
      },
      "source": [
        "#bins = list(df_ecgez[\"gez_code\"].quantile([0, 0.03, 0.06, 0.11, 0.12]))\n",
        "m = folium.Map(location=[4, 14], zoom_start=8)\n",
        "\n",
        "folium.Choropleth(\n",
        "    geo_data=df_lcmfc2,\n",
        "    name = \"chloropleth\",\n",
        "    data=df_lcmfc1,\n",
        "    columns=[\"Shape_Area\",\"Shape_Leng\"],\n",
        "    #key_on=\"feature.id\",\n",
        "    fill_color=\"Greens\",\n",
        "    fill_opacity=0.5,\n",
        "    line_opacity=2.5,\n",
        "    legend_name=\"CC MFC\",\n",
        "    #bins=bins,\n",
        "    #reset=True,\n",
        ").add_to(m)\n",
        "\n",
        "m"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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