Satelite.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "! pip3 install matplotlib\n",
        "! pip3 install geopandas \n",
        "! pip3 install Shapely \n",
        "! pip3 install folium \n",
        "! pip3 install rasterio\n",
        "! pip3 install sentinelsat "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-yPO12VvUMjG",
        "outputId": "fd12df1e-7995-412b-a206-4e8742d0d005"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting geopandas\n",
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            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.8/dist-packages (from packaging->geopandas) (3.0.9)\n",
            "Installing collected packages: pyproj, munch, cligj, click-plugins, fiona, geopandas\n",
            "Successfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.8.22 geopandas-0.12.2 munch-2.5.0 pyproj-3.4.1\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting rasterio\n",
            "  Downloading rasterio-1.3.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (20.9 MB)\n",
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            "Requirement already satisfied: pyparsing>=2.1.6 in /usr/local/lib/python3.8/dist-packages (from snuggs>=1.4.1->rasterio) (3.0.9)\n",
            "Installing collected packages: affine, snuggs, rasterio\n",
            "Successfully installed affine-2.3.1 rasterio-1.3.4 snuggs-1.4.7\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting sentinelsat\n",
            "  Downloading sentinelsat-1.1.1-py3-none-any.whl (48 kB)\n",
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            "\u001b[?25hCollecting geojson>=2\n",
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            "  Downloading geomet-1.0.0-py3-none-any.whl (28 kB)\n",
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            "  Downloading html2text-2020.1.16-py3-none-any.whl (32 kB)\n",
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            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests->sentinelsat) (2022.12.7)\n",
            "Installing collected packages: geojson, html2text, geomet, sentinelsat\n",
            "Successfully installed geojson-2.5.0 geomet-1.0.0 html2text-2020.1.16 sentinelsat-1.1.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/SaladBreaker/SateliteForestDetection.git\n",
        "!mv -v ./SateliteForestDetection/* ./ \n",
        "!rm -rf ./SateliteForestDetection/\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k1jZIkyxVENq",
        "outputId": "f5838cf7-a431-4f0e-db8f-81643e8e146d"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'SateliteForestDetection'...\n",
            "remote: Enumerating objects: 50, done.\u001b[K\n",
            "remote: Counting objects: 100% (50/50), done.\u001b[K\n",
            "remote: Compressing objects: 100% (38/38), done.\u001b[K\n",
            "remote: Total 50 (delta 13), reused 39 (delta 7), pack-reused 0\u001b[K\n",
            "Unpacking objects: 100% (50/50), done.\n",
            "renamed './SateliteForestDetection/install.ipynb' -> './install.ipynb'\n",
            "renamed './SateliteForestDetection/LICENSE' -> './LICENSE'\n",
            "renamed './SateliteForestDetection/poetry.lock' -> './poetry.lock'\n",
            "renamed './SateliteForestDetection/poetry.toml' -> './poetry.toml'\n",
            "renamed './SateliteForestDetection/pyproject.toml' -> './pyproject.toml'\n",
            "renamed './SateliteForestDetection/README.md' -> './README.md'\n",
            "renamed './SateliteForestDetection/Satelite.ipynb' -> './Satelite.ipynb'\n",
            "renamed './SateliteForestDetection/src' -> './src'\n",
            "renamed './SateliteForestDetection/utils.py' -> './utils.py'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!rm src/settings/credentials.py\n",
        "!mkdir src/settings\n",
        "!echo 'AUTH = {\"USERNAME\": \"SaladBrk\", \"PASSWORD\": \"4wlzkmvMLn3TJA5G\"}' > src/settings/credentials.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6MM20imrXCyW",
        "outputId": "0d2dca9d-cd30-46bd-e4fa-d1fee01b2b08"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "rm: cannot remove 'src/settings/credentials.py': No such file or directory\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "ZZYjNOzWUH-S"
      },
      "outputs": [],
      "source": [
        "from sentinelsat import SentinelAPI\n",
        "from shapely.geometry import Point, Polygon\n",
        "import dask \n",
        "import matplotlib.pyplot as plt\n",
        "import zipfile\n",
        "import geopandas as gpd\n",
        "import threading\n",
        "import folium\n",
        "import rasterio as rio\n",
        "import os\n",
        "\n",
        "import numpy as np\n",
        "np.seterr(divide='ignore', invalid='ignore')\n",
        "\n",
        "from src.dumper import Santinel2Dumper\n",
        "from src.manager import Santinel2Manager\n",
        "from src.misc import MapManager\n",
        "\n",
        "\n",
        "REDOWNLOAD = True\n",
        "\n",
        "DOWNLOAD_PATH=\"./satelite_datasets\"\n",
        "RESULTS_PATH = \"./satelite_results\"\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jl_5JubcUH-U"
      },
      "source": [
        "## Set and view the chose target data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 915
        },
        "id": "ftjA2hEQUH-V",
        "outputId": "8a7c3231-9b38-42ad-b7ef-aa927696266a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
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              "        });\n",
              "\n",
              "        function geo_json_3e5a2b4d293fdfbdefadbaef3e57420a_add (data) {\n",
              "            geo_json_3e5a2b4d293fdfbdefadbaef3e57420a\n",
              "                .addData(data)\n",
              "                .addTo(map_d0db676186261f664257edafe01960cb);\n",
              "        }\n",
              "            geo_json_3e5a2b4d293fdfbdefadbaef3e57420a_add({&quot;bbox&quot;: [24.190559, 46.147835, 24.261777, 46.202205], &quot;features&quot;: [{&quot;bbox&quot;: [24.190559, 46.147835, 24.261777, 46.202205], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[24.197322, 46.202205], [24.220021, 46.194055], [24.261777, 46.179938], [24.257313, 46.147835], [24.209952, 46.154057], [24.211586, 46.170317], [24.190559, 46.179364], [24.197322, 46.202205]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
              "\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "# create target poligon\n",
        "# coordonates of forest near Medias,Sibiu\n",
        "TARGET_SHAPE = [\n",
        "    (24.197322, 46.202205), \n",
        "    (24.220021, 46.194055), \n",
        "    (24.261777, 46.179938),  \n",
        "    (24.257313, 46.147835),\n",
        "    (24.209952, 46.154057),\n",
        "    (24.211586, 46.170317),\n",
        "    (24.190559, 46.179364)\n",
        "]\n",
        "\n",
        "\n",
        "# display map\n",
        "MapManager.get_map_with_target(TARGET_SHAPE)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Dk7MhIT9UH-W"
      },
      "source": [
        "## See what data is available "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "scrolled": true,
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PfyLLap3UH-W",
        "outputId": "705652b0-0381-439c-c7ae-347b2175a358"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['title', 'link', 'link_alternative', 'link_icon', 'summary', 'ondemand',\n",
              "       'generationdate', 'beginposition', 'endposition', 'ingestiondate',\n",
              "       'orbitnumber', 'relativeorbitnumber', 'illuminationazimuthangle',\n",
              "       'illuminationzenithangle', 'vegetationpercentage',\n",
              "       'notvegetatedpercentage', 'waterpercentage', 'unclassifiedpercentage',\n",
              "       'mediumprobacloudspercentage', 'highprobacloudspercentage',\n",
              "       'snowicepercentage', 'cloudcoverpercentage', 'level1cpdiidentifier',\n",
              "       'format', 'processingbaseline', 'platformname', 'filename',\n",
              "       'instrumentname', 'instrumentshortname', 'size', 's2datatakeid',\n",
              "       'producttype', 'platformidentifier', 'orbitdirection',\n",
              "       'platformserialidentifier', 'processinglevel', 'datastripidentifier',\n",
              "       'granuleidentifier', 'identifier', 'uuid', 'geometry'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "# get query results \n",
        "dumper = Santinel2Dumper()\n",
        "\n",
        "products_gdf = dumper.get_products_from_query(\n",
        "    Polygon(TARGET_SHAPE),\n",
        "    date_range=(\"20220930\", \"20230130\")\n",
        ")\n",
        "\n",
        "products_gdf_sorted = products_gdf.sort_values(['beginposition'], ascending=[True])\n",
        "products_gdf_sorted.columns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vSpnmfwjUH-W"
      },
      "source": [
        "## Targets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 112
        },
        "id": "X00m6-BrUH-W",
        "outputId": "d810cdb2-b649-4f0a-c0e8-de46593589a6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                                                  title  \\\n",
              "db2fcd50-9af1-4fa9-8ecc-b22ec9557746  S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_2...   \n",
              "9e1056a6-31d0-464f-accc-4712453264f3  S2A_MSIL2A_20221129T092331_N0400_R093_T34TGS_2...   \n",
              "\n",
              "                                               beginposition  \\\n",
              "db2fcd50-9af1-4fa9-8ecc-b22ec9557746 2022-10-20 09:20:31.024   \n",
              "9e1056a6-31d0-464f-accc-4712453264f3 2022-11-29 09:23:31.024   \n",
              "\n",
              "                                                                                summary  \\\n",
              "db2fcd50-9af1-4fa9-8ecc-b22ec9557746  Date: 2022-10-20T09:20:31.024Z, Instrument: MS...   \n",
              "9e1056a6-31d0-464f-accc-4712453264f3  Date: 2022-11-29T09:23:31.024Z, Instrument: MS...   \n",
              "\n",
              "                                      vegetationpercentage  \n",
              "db2fcd50-9af1-4fa9-8ecc-b22ec9557746             66.288102  \n",
              "9e1056a6-31d0-464f-accc-4712453264f3             26.450461  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-99b180ca-4800-4883-a00d-685f722c1b3b\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>beginposition</th>\n",
              "      <th>summary</th>\n",
              "      <th>vegetationpercentage</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>db2fcd50-9af1-4fa9-8ecc-b22ec9557746</th>\n",
              "      <td>S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_2...</td>\n",
              "      <td>2022-10-20 09:20:31.024</td>\n",
              "      <td>Date: 2022-10-20T09:20:31.024Z, Instrument: MS...</td>\n",
              "      <td>66.288102</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9e1056a6-31d0-464f-accc-4712453264f3</th>\n",
              "      <td>S2A_MSIL2A_20221129T092331_N0400_R093_T34TGS_2...</td>\n",
              "      <td>2022-11-29 09:23:31.024</td>\n",
              "      <td>Date: 2022-11-29T09:23:31.024Z, Instrument: MS...</td>\n",
              "      <td>26.450461</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-99b180ca-4800-4883-a00d-685f722c1b3b')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-99b180ca-4800-4883-a00d-685f722c1b3b button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-99b180ca-4800-4883-a00d-685f722c1b3b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "# look for a close vegetationpercentage\n",
        "targets = products_gdf_sorted.iloc[[0, -1]]\n",
        "targets[[\"title\",\"beginposition\",\"summary\",\"vegetationpercentage\"]]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-dkMJM2uUH-X"
      },
      "source": [
        "## Download the query results"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "tags": [],
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81,
          "referenced_widgets": [
            "59b6a7c646d642879b8dd11a215093a3",
            "f5e41ffd99c8427b9f81741951ebba80",
            "9cb8d12d5cb84d49aab59036679739d6",
            "83658da926164466ba3b7c65e74e9186",
            "f90fcb48298e44c189ed2bec1f03a7d7",
            "b97c5842a6194101a3de85342f2bbdf6",
            "ef0fc759244e427a9183f639a33d1647",
            "3410ad04c9754f21b9d5f826e9d07662",
            "cd6744dfffcc41569ad9bfee3979cae2",
            "37ee937c36674d0b97a2531b951c6e86",
            "2767d785deae4c9992c6eef288910169",
            "ef07fe43728f45aab0bdc05acd6264f7",
            "4d89a7bbfd754b1cbc9dc2e75ac04014",
            "b1cc26f16e1340e380d9a26506882ecf",
            "edee8a73f77d4ea2a2c7d54221b09b7c",
            "05c55fd9e2da406fb40d964e871342ad",
            "8ff8da0b6a804629b4f23fc45656cc80",
            "4f614b3ea80640c8b3738ccdb486db5a",
            "dcde02dd0f894fe4bfc005cecf6434c0",
            "436c96c1822546068400cc9c6743a383",
            "6da78ec817e74ee985a05883cfa7a5b6",
            "3c16cb2fd59b4e33b686d546a10ae606",
            "b062f82903ba4283b7dfeac529215816",
            "e74e84c3a4834834b68cac1405ec2934",
            "48742ef9d1c04be1a00ea4876c2f383c",
            "7b0c2a0d60bf4867b82f3a36cc556421",
            "c492a1ce05084a9ab08205d857bed87a",
            "5d1f8834552d4a1284e78b5ad36e55cb",
            "17e8adc4ed834583886890eb8a9d1658",
            "db43f5f877d14b08ac647b3aa37b8e06",
            "b2aa77a798d44edd8630ba68cd912ab5",
            "917060331ff646589b8707fb4adede10",
            "8abddc32743e40fe9eb116d4aa3faa90",
            "e9f72e3b09574096a12ad11e547ac155",
            "d057fb47822549cbb35faf12bd9d522b",
            "19e39286b08e467abcf5fc5df6fcb323",
            "219e152d894645b5aa1156892f3fd078",
            "6dd2496f389042e592bc363c11bccc00",
            "005ea0c2268d4ab4b6694a34144e2c3e",
            "b7bb9a562ad84135a3c4cb2a82e1b139",
            "550d3aab76da4e24bf30dede55441141",
            "8a7fb3fda25a4ce7a618e479ab69f1f9",
            "14d288f1e5564bd1bcf3b1d4468da833",
            "aae53cee97464621a6eb4f0d889ae9ba"
          ]
        },
        "id": "-348gumFUH-X",
        "outputId": "618380b6-56ee-45c1-e135-f5879a6c1964"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_20221020T135654.zip:   0%|          | 0.00/1.19G [00:…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "59b6a7c646d642879b8dd11a215093a3"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "MD5 checksumming:   0%|          | 0.00/1.19G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ef07fe43728f45aab0bdc05acd6264f7"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading S2A_MSIL2A_20221129T092331_N0400_R093_T34TGS_20221129T140804.zip:   0%|          | 0.00/1.19G [00:…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b062f82903ba4283b7dfeac529215816"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "MD5 checksumming:   0%|          | 0.00/1.19G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e9f72e3b09574096a12ad11e547ac155"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "if REDOWNLOAD:\n",
        "    dumper.download_satelite_data(targets.iloc[ 0].uuid,DOWNLOAD_PATH)\n",
        "    dumper.download_satelite_data(targets.iloc[-1].uuid,DOWNLOAD_PATH)\n",
        "else:\n",
        "    print(\"Redownload is set to false\")\n"
      ]
    },
    {
      "source": [
        "## Assamble data from old imagery"
      ],
      "cell_type": "markdown",
      "metadata": {
        "id": "awiUZ5sBUH-X"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4rnCJmvsUH-X",
        "outputId": "54503bee-a0bd-4240-e896-ba1f7b29fece"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/rasterio/__init__.py:304: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
            "  dataset = DatasetReader(path, driver=driver, sharing=sharing, **kwargs)\n"
          ]
        }
      ],
      "source": [
        "manager_old = Santinel2Manager(f\"{DOWNLOAD_PATH}/{targets.iloc[0].title}.zip\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MYG6w-ySUH-Y",
        "outputId": "a2bcbcdc-d19d-41a4-e6e9-8cab5f440992"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 4min, sys: 4.77 s, total: 4min 5s\n",
            "Wall time: 3min 3s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "THRESHOLD = .3\n",
        "_meta = manager_old.get_R10m_reader().meta\n",
        "old_img_NDVI = manager_old.get_NDVI()\n",
        "old_img_NDVI_veg = manager_old.get_NDVI_vegetation_only(THRESHOLD)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "old_img_NDVI_veg.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F4uFh1D7hnIo",
        "outputId": "c2f59289-061a-4d26-c660-66e5a67aa64b"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10980, 10980)"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir -p ./satelite_results/S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_20221020T135654/\n"
      ],
      "metadata": {
        "id": "Z43VxKJgh3nY"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!touch ./satelite_results/S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_20221020T135654/NDVI.tiff\n"
      ],
      "metadata": {
        "id": "e1dqzm9Eh9u9"
      },
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z7IAQLaQUH-Y",
        "outputId": "fa03c719-22d0-464c-e1d1-ac358c66b397"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:Santinel2Manager:Creation of the directory ./satelite_results/S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_20221020T135654 failed\n",
            "ERROR:Santinel2Manager:Creation of the directory ./satelite_results/S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_20221020T135654 failed\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 1.64 s, sys: 2.79 s, total: 4.43 s\n",
            "Wall time: 5.62 s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "\n",
        "manager_old.write_image(old_img_NDVI,_meta,f\"{RESULTS_PATH}/{targets.iloc[0].title}/NDVI.tiff\")\n",
        "manager_old.write_image(old_img_NDVI_veg,_meta,f\"{RESULTS_PATH}/{targets.iloc[0].title}/NDVI_veg.tiff\")\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z5xyir0CUH-Y",
        "outputId": "28acc8ea-b425-4949-b05b-be831de34983"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 89.1 ms, sys: 43 ms, total: 132 ms\n",
            "Wall time: 136 ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
            "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
            "/usr/local/lib/python3.8/dist-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
            "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "\n",
        "manager_old.crop_image(\n",
        "    f\"{RESULTS_PATH}/{targets.iloc[0].title}/NDVI.tiff\",\n",
        "    f\"{RESULTS_PATH}/{targets.iloc[0].title}/cropped_NDVI.tif\",\n",
        "    Polygon(TARGET_SHAPE)\n",
        ")\n",
        "manager_old.crop_image(\n",
        "    f\"{RESULTS_PATH}/{targets.iloc[0].title}/NDVI_veg.tiff\",\n",
        "    f\"{RESULTS_PATH}/{targets.iloc[0].title}/cropped_NDVI_veg.tif\",\n",
        "    Polygon(TARGET_SHAPE)\n",
        ")"
      ]
    },
    {
      "source": [
        "## Assamble data from new imagery"
      ],
      "cell_type": "markdown",
      "metadata": {
        "id": "tR8QPlDtUH-Y"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir -p ./satelite_results/S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_20221129T140804/\n",
        "!touch ./satelite_results/S2A_MSIL2A_20221020T092031_N0400_R093_T34TGS_20221129T140804/NDVI.tiff"
      ],
      "metadata": {
        "id": "LFvRixv_ibht"
      },
      "execution_count": 43,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ma6jnG5XUH-Y",
        "outputId": "50fb6e83-e392-4115-e7f1-fa3a2c93afed"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/rasterio/__init__.py:304: NotGeoreferencedWarning: Dataset has no geotransform, gcps, or rpcs. The identity matrix will be returned.\n",
            "  dataset = DatasetReader(path, driver=driver, sharing=sharing, **kwargs)\n"
          ]
        }
      ],
      "source": [
        "manager_new = Santinel2Manager(f\"{DOWNLOAD_PATH}/{targets.iloc[-1].title}.zip\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tlcOlh8gUH-Z",
        "outputId": "1484c778-2d48-4064-cadb-b755d282a858"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 3min 51s, sys: 3.46 s, total: 3min 55s\n",
            "Wall time: 2min 47s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "\n",
        "_meta = manager_new.get_R10m_reader().meta\n",
        "new_img_NDVI = manager_new.get_NDVI()\n",
        "new_img_NDVI_veg = manager_new.get_NDVI_vegetation_only(THRESHOLD)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hJHP3naEUH-Z",
        "outputId": "961b3b31-0f8b-4a0a-f90e-055da1ce6f99"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ERROR:Santinel2Manager:Creation of the directory ./satelite_results/S2A_MSIL2A_20221129T092331_N0400_R093_T34TGS_20221129T140804 failed\n",
            "ERROR:Santinel2Manager:Creation of the directory ./satelite_results/S2A_MSIL2A_20221129T092331_N0400_R093_T34TGS_20221129T140804 failed\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 1.32 s, sys: 2.35 s, total: 3.67 s\n",
            "Wall time: 4.79 s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "\n",
        "manager_new.write_image(new_img_NDVI,_meta,f\"{RESULTS_PATH}/{targets.iloc[-1].title}/NDVI.tiff\")\n",
        "manager_new.write_image(new_img_NDVI_veg,_meta,f\"{RESULTS_PATH}/{targets.iloc[-1].title}/NDVI_veg.tiff\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vHZsIFLWUH-Z",
        "outputId": "6dd104d5-af63-4d19-be0c-4483dc0c9118"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 85 ms, sys: 36 ms, total: 121 ms\n",
            "Wall time: 136 ms\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
            "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
            "/usr/local/lib/python3.8/dist-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
            "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "\n",
        "manager_new.crop_image(\n",
        "    f\"{RESULTS_PATH}/{targets.iloc[-1].title}/NDVI.tiff\",\n",
        "    f\"{RESULTS_PATH}/{targets.iloc[-1].title}/cropped_NDVI.tif\",\n",
        "    Polygon(TARGET_SHAPE)\n",
        ")\n",
        "manager_new.crop_image(\n",
        "    f\"{RESULTS_PATH}/{targets.iloc[-1].title}/NDVI_veg.tiff\",\n",
        "    f\"{RESULTS_PATH}/{targets.iloc[-1].title}/cropped_NDVI_veg.tif\",\n",
        "    Polygon(TARGET_SHAPE)\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Compare old and new vegetation index on target"
      ],
      "metadata": {
        "id": "mi1lqRqllDjC"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "eKCpqhM6UH-Z",
        "outputId": "ae2985cf-27ad-4d3c-9c21-0d953f6d8e25"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "\n",
        "from matplotlib import pyplot as plt\n",
        "plt.imshow(old_img_NDVI, interpolation='nearest')\n",
        "plt.show()\n",
        "\n",
        "plt.imshow(new_img_NDVI, interpolation='nearest')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with rio.open(f\"{RESULTS_PATH}/{targets.iloc[-1].title}/cropped_NDVI.tif\") as f:\n",
        "    new = f.read()\n",
        "\n",
        "with rio.open(f\"{RESULTS_PATH}/{targets.iloc[0].title}/cropped_NDVI.tif\") as f:\n",
        "    old = f.read()"
      ],
      "metadata": {
        "id": "2ugSl9S5j8ZK"
      },
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.imshow(new[0], interpolation='nearest')\n",
        "plt.show()\n",
        "\n",
        "plt.imshow(old[0], interpolation='nearest')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "KkB-Z1MJkhDJ",
        "outputId": "9d0008dd-a991-41d1-b594-d49357ce36c5"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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EkB81iLGH5xvMxSYmdnh7PlvZPIsSVOloXJe4tx9Qlh5CQFl6ZJ5HNQ5onBzinOC5C4dJFiecPb3Oyzs9bux28K5GSC3o0yDc8CkDSzXxkUOParGe95sTGWQexThEtCumSxG64fAPPH7g4SdpqpwkKvnI9fuY/sN58kOa9zzyBC9+T/JNrt6M1zN3lYd+8ZdP4iqJbVcka+NaYkjW81M8h7OC6T0F5ThAtUrQAozAFgq/U+CFmiwLWL/WY/yFBTav9Tg4aGAji1jMCY+PcL0SOVFQydsRcJ+qbTGxRR6b0HlOomOBMGAiKAqfJCo5u7jNsfl9isrnTedeYryTMh2FhL2MNCoZlSHRFxs0/yhFVoJ8tYJSUqxUrB3ax9v3sYklbBXgBFZL/KRCeBb6AV5We2fdsFgnyK3Pb33o7Yyf6qHPTgH4yKMP8/1fuMa1f3P4m1zJGa9X7ioPbQY+spTQK5jsJqBcPQSPKvR2TPPIhOFGE1EJrHJgBWqskKVA+xa5HZKc7uPikkkcIW4XWIhCYsY+YSMjcyGnH7rBla15rBPY/bD22rHFvpySblvydp1JVqW1yH87znnm+goASaPgSr+HTDSebyj6EcMLTRrXHbYHOhUUJ3OUZ0mTguFeyq3nluBQjhRQjEP8pETnPkZLsAJ/ecrQjwg3PN74vReZ6JBH//eHyR8p68qvfoBINV7bkMiCheaEWx9c5f7FDWJVceud6g5+azP+OvmmHloI8etCiG0hxLNfs21OCPFxIcSl2/92b28XQoh/IYS4LIR4WgjxxlfyYNVEIRfzOqHEc6AcjXZGNQ5wvmN0rY2oBLJX4rRAJBozVyFOTHClQh2ZMNpPmQyj2ti3QrrdMeHKBNWoEMJxz5FNAmWwVmJyDxcZbFCngLYvg1XUDwIHuunI92Jir0L5hkMLA07O7eGcIEnrkcLiZz26Fy2TVYEsoPiOEdKzdZue3CdY97FNQ6uV4Q6COtiW+XUFGOCKupBEtSv0yZzUK/nKr9+P94O7COmIOnl9LYBq6vMHu/dx7cY8w40mLw/n0E5iPtTijX988Ep+FTNeo/xFhty/Abzr67b9NPBJ59xp4JO3/wb4fuD07Z/3A7/8yhxmjWkYTKlwGxELSwP8tGQ6iUBLECAroKUxZX1a8cUIFVj8JxuoocJcTxFThdgPYOBjFkuGo4Q4LLGlIvY1B3nMxqhVywAri/AtLtWIVokqQUcS68N0WRAdHuG1Sm70Oxxf2Odsp87FHoxixhsNGhcC+mdh9KMjipM5w3s15UbK0tyQYj2l6kf454fMPe7Bf5zD+Y753gg/rhAChHLEvYwkKWg2MhY/EvLl33gA94P77A9S/Lhe+lKNCi/UrK7u85UbawQbPkSG/VGKxPGOxRe4lXc486kpl/7RLAPt9cw3HXI75/5YCHHs6za/B3j77d//D+DTwP90e/sHnXMO+KIQoiOEOOSc23glDlZmkmR5TBYYdnebdeqmAzwLEkxaLz2rfZ/WZcHgtMUOfCanSygkSEhf9pgc1/V7KokBlpsjhHCEnmZ71ACoJYYqifQcC4sHrDYGXPmRHsNLXWQhqOY0ZzoDXnpyDe90TqZ9PvX4eeJbCh/wBeTzDnc4Zz7JmBzEeAOFXc3ZuLSACyzhXEbv36SsvxVYm+ILR155VJMAPy2p+hFls1ZEsddSpu+dUI4D/ElEM82xTjA8SIibBUfmag9scg95aoJnJYGv8aSh602IVcXHr55FaLjyP56n7FnOnb+O/aHJK/HVzHiN8K0GxZa+xkg3gaXbv68CN77mdTdvb3tFsImtG86N684XXlRBoWj0pqhI43cKmHiYxHLwoMG26yUeBMhmhWpWTE7ezh6TEHczXCkpjEdR+fSziKLwGPdjpKyHscozTIqASGnO9HZ419ueZPWRdYJuzkEeI4xg0E+48fICaq4gW6uVQecuGFQhcNsh4zwk6WTY1RzXD4i2FASW9BMNrr/XII5M6iYAVjIexCSdDCEA32J1nbxiFktaaU7azfADTVF5jEe1fPFqd8C7lp5jWgX4Wz7NNMcB3STDOkkkSjxhmA5iqsWK8ljBA/ddpRNk3JwVg7yu+CtHuW97Y/eXfZ8Q4v1CiMeFEI+XNv+LvUfXjelEaMAKdFEPMKbjkDQp8HxDtDRBNiqQrvbKgDrwQIAZ+vV8M7gtCNiP8Hc9toZNQr9iNI7RezGnjmzTTjOEdFS5x2i7QW48PGGZmIB3LT/PQnvMznaLR77rIsq3zK32Mfsh3lDij2HnfVOKlQrmCzxl6KQZ0XMxvS9Llh6vWPt9xfBULZxgqnpiLqXFZR7ZJERKh4rrjLU0rstEB+Oo9tZWUhY+XmAwRvLDh55gxT/gZHsXeySnE+d4nmGYh6xFB4xszIl4B3/LJ9jyCV6OWIjG+LIWOrz80+eZftdZXv4H9/1lv8YZrzG+1Sj31p8OpYUQh4A/LeS9BXztmsna7W3fgHPuA8AHANre/Dd9IFz4xTMIqalyjzAtqaTD7YcQGXpzY1YaQ57+ynFcUOtoSwf+yoRyK8H1KoJAY/sRZq1CbEaI1drTZVagbzaYCsBBsjZmkEe0o5xd5Wi2p7TjnLafc1DGPHX9ONeXuwyyiKSV89jn7iE4EByshfh9iYkcg/OG6PkmoYDD37XJtPLZeWKJeApe4dj6yQz9YhM9VxHEFZ5nCH1NqT3CpYqqUnieQVcKZyTjSUQcl0ymIVFUMJ1ExEnBZBQx3x5TOY+vTI5yLN5j7p4JW0WL1bRPbnyW/AEjG1FZD1nVYqZOOnbyBrdGbd5y5GWe/537mCx5lHOW1Y8bPnfjOIutMcmP7H+Lt8eMO8W36qE/Avyd27//HeDDX7P9b9+Odr8ZGLxS82dvx0fezvDSWmGn9Q2qmhX39zbwpMElhnhhilzIcXMl5WaCnCtxuaLYjVGnxgCYlsYaQT4OkbFGVqJO9WxqllojBuOYcRlgjWA8iViIx4RK85Vn6ibxhfbIX2gzPYjRXY160wFqJKm6FrmaoSa15li4D9d2uqxf64GEsO8ofvyAbBSy+MYtOgtjfN+QhBWhr/GVIQ3rIpKy9BDSIqRDKstwo/nVJnrOwXi3rr32peVq3qNyCiUsLS+n5ecciQ+4t7mJQXJQpbyczVM1HE6BKgWRV+EpgxSO7R8oODhf56bPBRPefvQyN59ZZu4P76o0hRn8BTy0EOLfUgfA5oUQN4F/Avw88O+FEH8PuAb82O2XfxT4AeAyMAX+61fqQMXRCbofgXKoKzFmuaJ5us8kC5DC0fbzuiPGbbkh64B2hb29Rit9S3kjrSWIYoud+PXrpYSOZmV1n629NsM8Io0LxnnIoYUB2krafs76tA2NivuPrfPsM0eJTw9ZTDMe7K3zsc89hIsdGNCFh58L8rWK6I0jzMsdJLD4mGX9bQIxSL7aztZTdXnmwSBFqvphNZW1zreuFHFSAuD7Bt0ukcIx7ie0uxPKWCEErKQDGl7BS5MFNmgTSs39zZsUtlY03a5a9HXC528eI9mU6Ais71gftxlMYkatELER4U8E7twIbSVfWD/GuYevcq6xwa/97NvpPivR39+fKZfeBQjn/tLT31ectjfvvqPxnj/3NRd+/h68kcKt1fNtuxfgUoOflnSaGTs3O3h9Dz1f1eIHkcYNA5xwqHaFyRVYQdzNyIYRaIGoJHIqkWtTdOHhRRXO1l7p9KFtNkdNjrT7HEn3+cNL51ieGzIXTbEIticNjJX0kgnz0YQvPXovZqmg1xszyQPefvQysSy5Np3jyxeOg+cQE0W4PKUqPaQyVNOAqFmQjwOkb/EDTZn7xGlBNg4RyuEHmiCo59Kj2145bBUEgeZY94CFcMxBGTMoY061dohVRSLL2w+1+uH2m5/7TqJNRfeFWsVUR7Dw49fZmdxWWPnCPN23bfLwwnU+/ORDnDi2TeqXPPPCYfw9j/jePp4ynOzusZenhO+d5Y/faT42+PUvO+ce/vrtd82YSjiB7misFphMIeZKhG8RovbKBBYE+EkFDmzm1a1slMP2AzCCsJ0ThyUrK/sE7YLukQOi2znXTDysUUhlaTYyLm0sstYe0AoyRjqikeacbO/SCyd8e/cq88mEvPJo+AWff+IsdqV+0AzGEcd6+7wwWOT+9CZPXjtMsOUhlCVcnuIcLMwN0bnP/OIQawULi0Ns5qG1IogqpHTEjQIhHVorptMQYyTidnePIKiLQUqjePTaCZ66voYnLJnxaXsZe1XK9azL1AYMdUSwMCW95RDWIbUj6jtGZUhe+vQvzfGeH32UuXjKZ26eorMw5lhjn0J7eI0K/8yQQ636Gl3YWWJ71ODa37+PC790+g7fETP+LO6a1E8XG/y4QpeKoFnirEDvR7hFTSvKGcQRVUshtcRrVJi9sJYkSiuMkcitkCrxGGhFFmjKccBEONylBv5UYBcsrEdYB+PDAgdk2mctKfnixlHacU5mfE4ku1ROcSzdpzAeT149zNGzm3zv0gvMeyMSWfDZwVk+8fQ5/tnjP4ydr/DHAuPVUezpMGLfCRYXB4yykHISMJKOxvyENCzpj2OEcCShxjlBWXq3O3IUMPbBt2TTEOUZLm8sYndDVC7YaDSJvYqnyjXWkj6NYMzYhHxh/RgPrd5iY+cUJhTgYPvbBK2qjqb7meDpwSqPdK8RSM0PLXyF3976Ni6vL/CmE1fZyRtUVtFLp2wMWqQfarH3gKPVnbL/W4uUWnGk3ad8d3anb5EZ3E0eWjqqfoh/I6QqvDoCnBjuW9kg9ioOz/cRRiCUw+yGuNjgcgVXE5yWmMQiNiLk9ZhsGCFDQzGIsAqKBYvzHW759nD+ZsJCd0QvmmCc4DsPXSWrfO5rrrMaHtBWGbEqOZIeYMc+5zubfHvyEk+Oj/BPP/ojPPmBBwg3PKp2vSbd/p5NlnoDoqAiTMs6lVPWtdiN7pQoqGrj1QqjFcZItJEoZTGFwlmBdQLVLeB2d44/XSdvH+ujW4bRdoPnbh2iFWT0gjE9f0LHz5hLMh6/ehRZOYKhIdmuWHpwi2ke8s57LqATx3fPv8ilySLnWxt84uAca0mfMK7QTnKiucv93XVeurFIebHF/nmwS/VS3NZWG2MlVw7m4MONWRDtNcBd8Q1c/sAxVGDorAxJH9hHiLo22G/UMrhXdntsDZu1F/cN/kji7/ioZlWXI0qHKCWqpF4xLyTqRoQaKvRihVqe4qSD3RA9X2Ejiy/rgNVCMCZWJWlQYpxkagOeGa8yMSETExD2Ms4mm/zCtf+EiQ5Z+5RlsiYoVqu6AZ4V+NJytHnA/kYb3zdYLTkYJ8y1pgRenSRSFh5ZEeD59RJWVvhUlSJMS7rzIybDqD5vW6/FVy81MYWiv9lE5hI5UZjdkN28wViHNFWOLwzf1rtOEFZUqcRJgY4VnrTkBxFbWYv46IjfufkgUlh8YbBO8smrZyhLj6ZX8MnLZ/ndP36Y5T/04fiU6OygvvbK4kea6TRkMo6YC6cciff5B098gR/+0ot39H75m8xdMeTWuzEuNvSHrbojZGBwpcIox7QIyMch4dUQDpfYFxqoe0boSmF3IrxcIjRUXUPVkKiFHAVEhwomV9uoAw+tLMFcTnkQQS5xDU1W1VHiSFa8OF5kVIREsuLi+BBzfr3We2PU4R3HL/GRzQe4+tgaW7cEo7+VYbP6gdOanxAHFaHSPPboPSjlYAEOLfbZ3m8x5LaRAo00Jy99PM8wGCYI6VDK4qzgYLtJc37CdFpnnOVZgJBALvGGClWCsHWF2Y1+h/lojEGyWzSwt4ftG/95SRhVaC1ZsJI3nX+JzUmLyV6ClJbP3jrD5+MTuO2Iw+c2OdnaZSNrsfC7Ef2zkvgnb3JCGgJl2A7rgGB1EKLaFbZUhFJTOcVT+RGWvAH/wxNfwheaX3jDW+7YffM3kbvCoOVcUQ87ba0oQukTzGdYI5lvTJjmAfmSQgaGclEQA1Xuge8wytaR7qnEdOtocRRVFIWP65Y4IGkWTA5iZFZ31jh06IDBNAYgtz5PXDvCmZUtbhUdDkUDnh6sshCOefPCVX77qTeSvhhA1zE4r/Gk4233X+TpnUMUlc+pzi4tP+fG8AjluZzJIMY5gQg7oC8AACAASURBVPIMrSRHCMfmrS5F6OOHmmwaEkYVVenV7XqcQMV1RpgtFdPMQ2QKVYGR4DyH9kCWoNcKlpKMhaA26K9srqK1pPvxmMFZkGfqFYGGX7Ia9fnSU6c4c3adY8099LLiM1dO8f1veRKA33/6fhY+6xP93U3e3N5lY9oi8UoipdmXCfvDhM7qkP5egzecusb1SZfM+JyOt6icx5waM7Uhf/fxp8itzxdHp7j6vbNunK82d4VBm0KhQoPIJapX1LraexFElkEekUQlpQqxmQfKke0kyEaF9SRiLHGJRRYCIxy6H2DzCNs0IBxeoskmAeqgzgEXTlBqj2wa8OXPnuWx1aMcWd7nh5aeqo8FydrCPltVmw8+/SbCGwHCgjlU0GplNKOClwbzPLCwwUGR8PzuEo2wJDte4glH0qqN2PcNe/0GyjN1tVhkaCYFg3FEWXpIUfeodtSyS0HDkEmHEA5v5ONlAl0JnAeiElTLFd3OhEfmr9HzJ/zJwTFO9Xa58uGThCNDel0hX26hBez8wD4X5DIi1TzQvcW8P+ZGPsc/fOiT/MJj7yR9JqI7cfg/vsVKY8BLg3lOt3fqlj/CMhdPmRQBRzsHPLx8g4kOgJy3dC9zJthk2zQJsCALrG5jkcSy5Myn6gdqQxU88bbunbuhXsfcFXNooVxdRdUrUJ5B+BbVrmh0pwTK0N+sOzt6fQ8qSevQCLEdIkcKWQiiuZxqsULt+xBY3FxFetmncTGovaVv4FCBSAw4yEqfINRwJKM3NyarfH710lv5wOXv4sJkhakN+XL/CN3PRDRuOKbLlqRRcLjTp9AeN15a4AvXj6GdJHu8R/bvlglbBX6gybOAsvSYTkJ0oeplq8MHOCPoDxNMpWg3pwShRhcKU0qkb+lvNeuKsKTCRI5srYKmxh8KTFo/nJwT7FcplVNoJ+kXMemGRWpHvGdJdixeBoFnGBYR3nrIhy48xJPDw9ycdviX/+HdiL0A/2175N874p7ONtpKfGUorId2ktJ6NLyCo50DAqVJvYJzzQ1y4/NLT72D/3PnO1n2BkjhqJxiTo15MVum5eUcCffpelPm/dEsgPYq8Zr30Bf+l3vw/QKzEdM4MWC43QDP0WxkCOFI/ZJwy6PsWkzokGlFWXmwXGBLiQgN+V5cr01HDuFbgriifEhjtMQZgZQCM/HqwNlEkk0DhHTMtSe8YeEm96XrNFWGxHKz7BHKimefOYo6BerEGM8JJvsxz/VXEZ7Fn8tRyvLyx45TrBryVUt4+3z8QOP7Gl0pgqQiCiumRUAQV1SFh534DGSKmXqIwCA9VyfFKIcXGNxtne5w06dY0jgJ3khhKslAJsglx4FO2J2mbF/psVI5jC+Qxt3OjAMlLcYJqoWK5NmYy390lqop0N8+5f7VDXJTr697sk4NPZQMKa0iVhXH410SVTDQCRaBcZL1osOb5q5y8cYyn3r8PPd/z00Ujgfja+yYFl/eP8KPrTzO+fAWUlisk/zh1nmq31bk2uNgnHDsJ67f0fvs9cJr3qBFqhHSYVua4U4Df9+j6hhKrTi/tMnT6ysUKxViqmgcHTAexNgXGyR7gskbM9xmhJirat3uTomUlmISIASowKCnCj3w8Sd1DytDLffrpyXNsGAlHDAyEfs65Q9uneMdh17k5WyexsuK6B07jLOQ0K8LLKpKYY0ijUuywke8cYRnBEo5nKNWIoV62OwbhKhVRCe5wvMsSpWUytXz66VpXf019RBe3fKn3I9QrapWG40cohJ1aagG6+qh+UiHSOGI/YrDH3PoWGIVqKpOKpEaEr9CW0lyJUCnjv03WOJ1RfhMwuWnTmJCMOfGVOOAe0+uc5DHPNBb53s7zzO1ISveAVWoiERF5Ty2dZMj/j6fXDrLj37bE8x5YxSW3+2/gfuTG/zwyhN01JQllTFyHv986x28e/lpPr5zjm44JfErtv7vZZR0zL9v607fcnc1r/lxj9wJ4FIKViACgz2SIYygLHyeurVaq2J6DtkrGd9q4SYe+mjO9Nsy7NhHrUxxlUTmEoSjGgVQKISyGC0RhUJlkmq+QpQSGprO/BjPs6ymffaqlJtFl9947DvZfqnH7169D+sEo9N14kcalRSVRxRU6MJDSstoEiGlIx+G6KL+PyGoNcKA0K+rxqyRZKVPtzGlqlSdh64sRqu68iqqWDg0oNmZEsb1MpgfaPxTo7oRnoRqraBqW4QGL9FYJ/jE0+fYHjYwoUBqRzC2CAPe1BAODbFXcf25uh+XDWDp5C5OQHZvTtlxFKdyqmndqODq3hybmx2+uH6Mm2WPRBb0bcLEhtyoelyvehzx9+nbhBvrc6z4B/hCcyFfIVElnx2cJZUFAB/sfzs/8oX/lv9q4fP8ZPsKP3f0Q1gn2Bo1UNIhhePCz98zU1X5K/Ca99DWd5iGQYSmVvwU0F4b0EkyKqMYfHmZ8akKO/bqtWQJtlD12nNkMFoho7q6Kg40mQ0gsNhK1YL7Q0nVrQNT4Y6iAEZ+jOdr/uTGUarSww80qHp5KX+xzR/t3stbH7xIbnz28hRjBfs3OvUSjpWYXKGlxU9LrFEMBglRUuKMwJQeQxvjtMR6dZBrd9DAWUE2iWh0p0jhyAufNC7ISp/xfkLczgmatd44AIcKXKaI05LMCowvWeqMkcLx3jd+mQ9ffJDpvCTZsVSJxJ9adKKYLCtWvBJRCbKjJapff55OHasf8pkswcp3bNDwCySO/SJh7lCtKvq/XXgLzSTnnrkttFW8pXuZVBZMXMAfDe7lRx58gv/5mXfzY6eepLKKQ8GAJ/PDRKLCIBjqiF5nzP+1850sLH+cdd1le9pEAJGnqaxEVBK3mnPl147yliMvs/F9r3mf85riNW/Q3mKGUo7yZkq4VsvlHO/u8dT1NXAgHsyQWyFqZUo1CmvjzWq9bpcrHLXiZWt5xHA3JbnuUbZr0T8bOKrlEgoFDvJlXUfHjcAqwbtPP8uHnnsIa+rAlGtVaN9DJZqGV/K5yydxwwBRCGhrTKZqDSQrasWR2zgj0LpegkJLcIbO/JhJFpBlASbzSDoZyqvLJsOwFiwcjmNajYxmb4JzgiL3v7qWLASsHTlACMeOdKy2BzSDHG0ll8aLuK2QdNviZN0aV2jHdMnj0Puu8uLeAnahZH5+RH+vxwO9dT4lFsnmJI/8xFc4Gu0z5425mB3iDe3r3Cq6THTID5yoe2v1/AlKWMYmYmoDRiZmM28RqQrxWJsvdI+zGI94drhC4pX01BiD4LtbF3l50mNUhdzQHZ6cHqMT1SmjdQTdISzMd0ds3epSWI/o93y2pk2aQYH8z0Z/rffe3chr3qD1VoIWDhdbivUU19Q8Xa7ViRdXYqojBa6tcaWHSivMpM53ZnD739jQ7Y052GwRrft1DXUBJqjty9sKsKHD+fVatRtL3GKJlI7C+pxe3eYgj+k/PU/voW20UYyzkC/8xhsJFiBfrVDdijQpMKZWEtFTr05SUXUgSiYavR1DWqeC2tyjXzVQkcaMfMJujrWSKKioTD30DgJNVXpURhF4msoobCWppEcUl7xh+SbHkz3+ePsUJ3p7eMKgbR3dvjVo48I6GAb1HDub9zjz/gscigY8d2WVRnfK3rUu0qvFDoKzQ/abDZ7aXYV5KEKPRJZMTUgiS5KgruBKZIkSltz6DHVErCo+dVBrWlwfdlFvPuDKdo8Xd9dorg15/5lHyZ1P3yScCzf4eyufZU832NMNrmU9IlUxzDsc6x7Qz2NkKdg9aCIjzWrcZ7dosD1tcmVrnu/5xD6Pbx1m6b/cvGP342ud17RBX/7V47DvEK2SZjNn+kIHazyWz+2z9/llinlTd8XYD7BNjQXwLMvLfTZdt5Yg0pLBIMHf8/BHUDVuO8qOAQtyrDASzpy7yaFkyOP/z/2MEw8baCon2Z0mKOlwRzNGWYTWkrnfTtn6TzOEcpB7OCcY7aUEjbIuCgktfien6kfItMIWCtGpaDRzitynynyErBsD+O2CMNAoaekfpCwuDDkYJXieweaKXAYUwkdXCi80SGWZDGIeHZ3is+Y0QVLRSGpN78DTbGx3cKUkva5A1B7aSXjnTz3KRt7moy+fw4s07zp6geREyb99/mFe+IPTqDcd8INvfgLtFMYJBrpOrElUyaFgwL5OaXtTFI59nTK1AWMTciPrEkiDdpLYr5gUAd5zDUgd43HEsWCH0ikeDG9ROMVpf48FNeKJ7Bg7eS3IOJ2G3JRtlpsjkg1BfP8I6wQbeYv9IqU09ShrVEVkRcCFXzzD3MJwZth/Bq9pg06TgnZvwEo64JntQ+j5CjH22Li4iLxnihv72FLBXIkApHJ4UcXeICVu5VSXmzTP7TO6MIc/FFgfTORwAkQp8EeyNuoKfmLtUayT/PFDp/BuRmgXc2OpS6k9ytIjTgrGg5jVD/vcekcdpa6mAa25CcODBKEc5SCEyCIjXWd4NSvipKDIfZwT5FmAHvtE3Zx8P0IGdZHFZBJ9VYd7OI2IwqrW7G6WlOMAtCDc9An7t5VElyq8vQDhQIc++2lIZ2lE4EGjlTEZRaQbDif5qpfeKlo89h8e4Pi7X+aHlp5CYZnakEaaM3nI8eblG0x0vbgWKk0iS0KpWfSHjE3EvF8Pd8cmwhf1uvREh3jCgtJgPA43Dsgqn52zGa4f8M4zFwGIRIUSjovFMvcEm1wql3lyfISdLGV9fQ4VafrXO4znQ9yKY9pvIITjc/snmetOuLe3yaN7p/jyp++hXCnr11+e4+Bnu/gDiTcVHP1Xz37D/fM3kde0QU+mIVJawpauyxcPWpiGRTYrOq0pBy5lYW7I5s055ERhpaNIFWk3Yy6dcmOuLkVUBTgPZFEbr1MgprUxC1f/vahGRKKi1x1zsB7RPXLAsUatqdUJMtYnbaIPdbj5fQaZVrWKiHRkWUCQVOiqDsSlzRxrBdOtlHhxSivO2deKfBAStQtEq46uq4bG9w35OMCPK4KgXvaqSo84LAGfcurXcr6TAO4dUQDlbgwC9O1KLqEFfqvgrasv8XvP3Y+beqiJxIRQdCT+yNE/C1/aOMIjP/o0x5NdNsoOc94EX2gO9hq85exLbOVNjqQHBFIT3v6Z8yYEQpPIgpGN2K2aXzXmURUhhWUpHHNtOsd+nrCbpQTKcO/aJpeDed7QuM6ObnHM32VdNzFIhi7knmCDqqV4ob/E2WMbrA9buLge0jcf2CKrPLRRjK632AeerNbwr4fo1HF4ZZ/Yq3hZ9OpEnW5AWSou/ty94OCen7lwx+7X1wKv6RBilfmMJhGfefE0W08v4TxAOdI0p9QKP9BsbnRBOpxXz4NFrhDCsT9JwLec7O5RHiuwHugYVC6wHoiKuhG8FtiGIRIVkdDsX+yhG4bz85sEUvPI3DWe3Vlm+puH2H241tJ2tw3WFRJzu3k7AA4mg5jpfoJINdkgoj+JKSYBfqOkyHxwgiguaTWnlLlH1CjBCXxlqPJ6JJCXPlI6ur0x1SRA5IpyK6HcShANXQfeAG+gaiXUvZjCeoj9gM7KEFkK8jmB0KBjwbFHblI90WU+HHMj79JUOV/on+D3th+AXHE63aYTZGSmLkhpqpxEFcx5tQabLwwHVUpmfMYmJDMB8+GYllewVbQorccor9e/Q08TSM33nbhIU+VILKVTlE6RyoJLxTJ9G3OtmOdIc79OcQWMkUwmEaVRSAGeMv8vee8da2l+3vd9fuVtp5/by5Sd2SlbWHa57KSoQnVLpK0kChDYkBMHEewogOwgsZF/AgQI5BQ4EWLEhBJBsoJAsRVRsig5tArDSBTFpZbUFm6b2Z1+Z24//a2/kj9+Z4cSHMGkbMkr5wUGZ3DulIt73ud9nt/3+ZbwsEoMW70ZK88csvX4IbVVHM47NGXgurfaFbs7p2xePCbZDBrtV/+7q3/Gd+rb53pbd2g8iDfaRALq7QYZWwbdgvkixRPM8Fv9IoBHTjDcnDLa6yN/e8D8mYLuMOekbCOVp161yEKiC/DKU685iBxioTl77piurPnHk/cirCA91HzxC0/S2hf0bls4pzj5eIFUPqzBIodNQxi8txJfKEiDtTAumAgI6Yk6NcUiQScGU2t0bNDasZin6MgSJQH4UtqSlzFpu2YxS+l0S1Y7OaeLFiozuEJB1+CdQMwihBGoUhDNBGXmwMHdxRDXsWGquTRnMU1oX4858z23ufbyGcTlgq+enqWtaz7Ue5N3dO/za/ef5G98y28RCctjnX1KF7Edj6lcREeVNF6xcAmHTY+OqhhGC24XaySy4Xa+wrROcT6wxdY6C9q65qho048LVqMFMxtyuWcuoy0rLkdHnNWnnNg2K3rBLbGKFJ7FPMVbgZCeYVowqVJMo/FxUJx1o5JZlfDM+h0+89zTyFySTiWqTKgGnuiZBZN5m3KaUO+1IXXc/PF30DrwmJZg96f//zOOv60LWmhHvWIZ7E6JrPq6d/Y0DmYGG3lAlQtN0i+ZvDFERJ7pkzWRtuSLlBtHHZJ+Se3jgHCXAtkI9KUJP3zxD/iZFz/EX9x9gU/88t9EzwRmu8H0gtdYsQmzxy1yJnBFsOQxuSZqN5BYnBVB/tj2SO2w0xiSYPaHCF1HaveQYmoqTTNRqG5DPU2Cd7jg4fm5HieojmGRJ2z3pjSZpFjE+MRBEVZreJC1wGuPsAKdS5r1htunQ1QrEFbS2wntAhaXa16/sY0qJfpmyrue2FsWWsbz0zOc745oyZrKRfRVETqxaXMpOaD2itIHdVQkLBOb0fI1CxtzY77KndGQTlrRTSoy3VCYiMJEdOOKjXTOil6Qyobah1usKwtOXEbuEp7LL/DFk4tUVnM8b6Mjizlu4Vdqbp8M6bYqIm3x2tNKGkZVi+Nxh4vnj+i8ofEK0mNP0xW07whOjnapVj3r7z7mNO1ArqnWLOWWJx4pbv/YO5AGzn7q3/zCflsXtE4MG5tjTmZtqiJC9hzNNCbqVzSzGPtGB7sdyBFNYnEDgyiCRZEQnm57wWnVoy4jZBUKuRp6hIX3bDzg+ckZ4sTwD178GHKjpNEJSFg7M+b43gAHgXa5XtFu1SwmKbplkMrhnETHBik9zb02dmAQmUFFDrMI++K6inBWhNjb1IbXzJKmDYsi/OiFdrhGEqUGnzicFUSJ5d54wGPrB6Ta0I0rXtnbwh0n6IXExR6XeuqBR3iIO3UY8yOHUB6nPOWVhu4rMf6jY4pRn7X3H3C1tY/CMXMpT3Yf8JXxObqyYHfJ7lJ4aq84tQF9ntuUvsrpqJKZTRmZFv2oIFMNvbjkpAzdeN4kjIuMLGpItKGtKiJhmNmMRDY0XjFzGV+YX+FMHHCJlSTnleNNVto596s+8e6CcpwSdUu2u1OmVUp8ojixQ+JHj7CV4rjpBnHJ1COtJyrC3toLaN+H/eGQq1f3OJh1SeMAxCXLld+96xvUz1zCJorsi6//67ql/9Svt63r5+v/1RPo7Zx6EQz+RCHxbRvED3cS6jUbOtSS6SUage9YBqtzrBcsZilJ1lDXGjuN0WNFNBO4xGNjSK5Mye93+Jvf/ln+h89/L1hIjxTlZvD3Fjq4jejEMOjlnL6yBrsFdhoTDUpMren2CooiDpTPkwi3HthgQnn8QiO7DZ1OiZKO2TxD6YBqmybYDEWxoZonoesmNqRJpg2Lwza9rRnfeuYNnJdMTcK10QYHB/3gaDrTuNihBzW2DmDccDinHTc4L9i7uUY0LPng+Vvcma3QS0oudo55qn0HiWNi27RkxdnoBCUcXVnivMQiGLsW1ku+Vpylr3NenJ8BwHnJk509ruVbALxwsoPzgkRZIhXopKkKvzaTWVh3RWPW9Yy7zQoX40MarzmxHRqvOGx6vDzd5pWDrWC5VCtWV4Jj6tnhGC0dJ0ULYxVPre8tJZrwpTcv4PPlwzC1Sz6+RqYWpS3trGZ80lkG+YWf8VuiFz1RSAPRTCDcn++O/ce5fr5tO7RXHlMrolZNvxO8vk7HbfwkhisLlJW4RiLWDcOsYnTQA2B82gYraA0L8tNWGFMdRHPxkLts2458r4NeL/j7v/z9aBHQ7vrxHOlDHpXaKgL3e5xyNI+hHQzx7YoNSHS7oijiYKRgBbZnES6gVa1ORaUd3gum97uofoNUFmNUkIFqi9KO8iSjuzVjPsmIE0M5S8gbSbpacHXtkLPpKa/Nt4mEY5AW1KuKjc6cjWzGehzQ5dJGjMqM2W9scdj3NBdKetszVto5r55s8Z9c+hzXym2UcFgvKX3Eq/k2H++/Qk8Gm6JIOEqg9hH7zYCDps9h0+V6voH1gkRaFibm88dX6UQVuYnYbM1YT+cYp0hU6ModVZG7mMppImE5NaHTf3V6DnqwE404bHoPP+PahR2+NYonzz1g0cQYK2mcIlaWd63e56Rq8+UH53h8/YCurtD3E2QNeIFNFaqCqBEPjyNFDMnjM9yNDkJ76ihBuCDB9cojKrEER+HOX38HXsHguqX/z/7NQMfftgUdTSRmCM0i5ngRIwqFbxtUITC1ws0izj56xLhIGd8dIBuB65kQk1PrYKJnBTKXqFrgZVhZWQfpgaJcd3gn8Trwxb32tLOaxd0uYi1Y6CZJg8lCLhYx5MctVMeglsoqUyvEQgehhPb4RiJiSz5PgppKOpLNmuJBB7la4hqJdwJrJFFiUL2axTyl0y+CTa/0DFfmTKZtchPjvORcdsqtYpWVJGdeJ1zqHrOVTJB4Hsg+VzqHfLG+SL4VbljvBH/xwot88fgip9dXuHZmm77OOW66NF5hkewkY45Ml4WL2dAzFi7hxHaoXIRF0PhgKRRLw6xJOSy6rKULaqeYNwla2uAsqiqmJiWRho6qaKmKrio5aHoksmFiWjRNn4O8x6tqmyqLiIRFCscrk21WkwVuXXBStLg36TOdZ7RaFcfzNtmg4YXjXc50xwxbBVvplEQazE6Fjg22CTz2xThDjjW6EAHx7zi400acCzG8K62C0oTb/Oiki9lPEd5jWkGGqmqQFooPX8UraP3On+9x/G07ct/52bPUtaKZJIjUBvAo1yA9yaDE3G0TjyU28TR9R+fslDxPcKcJPrWk/YrmTjvgU0sgyWlwmaNzZspilpK1a8obIWLGDhuoQ840qSVp19RFFIpUe9JOFQz6hQ+008hhyuXoJz3eivAAaRncNIIoPFCSlYK6iJB66Q8evAfD8WH596J2TVNEYCRbZ07Jq5i60WwNpnxk/QYtWXO7XCGRhplJWYvnbMcTDpoev/CFD6BnElUJXOwxWRCoXHrnPd413OMXX3qa4cqcHzj3MpGwfHn0CIeLDleGhzzZecBh3aVyEW1dUdiIO4sVChPhEPTjgp1swkY8o6NKRqZNIgwj06Klatb0nMarcEZeEk5yF3MhOeLYdJF4JjbjsOrygd4NBirnK4tHeO7kHNZJMt1QO8WtO+ucP3vMaZ6F8T0yDNKCu+MBSWT4xNmXaMmavWrAp58Nm4j+uQmtpObB/jCYO9QKEVv0XkI8FcRjj2kLis1Av0WAXghkA/kZQ3KsqLYMw69qshP38L6zscBFgrVPv/xndPf/ya4/dyP3Yr+N8ALRWcbBHsaos0H1Y+620QtB0/U47ZGVYH6nhzACVhrEJKIZRagyqIhs1+IKhfCBIbbTm/LxS1/mp371u8muTmheHOC3LNlKQVlG2EJTnQQChywlXnqKShIPqiCLnMc4J5BLB08ZOWwZBVP/hUb1Q2StlC5ooAuNlR7Zrx8qwbCCqN1gjQqoTiMRleTgYIAYR3jlGccNv3d8ASk8DyY98lmCkJ6rZw74/OIyo0kbtZA0mw0sCSgytkQ3U66/vMvVDx/w3kdv09b1Mk3DcZS3sU7yWPuAl2a71E5xf95nkBZo4ehEFR9ZfYN3pveYupQNNWMgC05cixeK8/RVzmY04aDpc73YoHIaJTwr0YKpSenoiteKbSCg469Ot3gw63JnPkQLx7ROmOYhRdMaFfK7IsftvVV6w6ABb69MKUzE7Hafadfw8+UzPL29R2k10Uq5lJcqFkUHnQS9fAPEWUO1pmhWBAvpUTOF7VmiEw02cPjxkByFXLThH4RXk0miRXB28SqkFuYfuYq0nrqn6P36n59x/G1Z0Nc/dRFFMCMwRxn0Gtxag/RgjjKEhHrVIQtBPJbUAxfWWA5croIhQuqJFgqXWuRc4fXSKPBMyb+z/RX+6899Er/WsLjXxa8bKDX5KA7n4NSFJA7pcXEIjBMLjXeCxihU7LCFIulVVCZG3k5Rjy5ojjPoNNiFDvTOSRL20tqBkXgjg8mhlyDDTts7cEhkrnBJSMYQBJ+wybjFfJEGHfU4wschIne/3yWJgiTUrzUPQ/zSXkV5mmIyECs1xivaul6yvxqcl2y25mhpabxCCocUkl5S8r7hbVqq4nx8zEDmpLIhFQ17Zsgdv4ISns1owsIlPKgH3K/6HBQ9jA/cpCKNyFSDdsEOeNy0AtssWTCvE/YnXYxRgTzTCfpoM44hdQjl6A5zFm/2ic4tcF6ghcNnFowgn6bc6w5oRSHry80j8qV/HA6QIGaaehwv+QAgcxXujbduKglNN3RrF4O9XFCeBkAyHkniiaJzz+FUSAi1qUQuLKry7P0H72D6mOHx//y1P/Na+Gavt2VBmyoIEex+C7Fa4SdhFysyWL0w4uQk6IdtKpBNFIrZB6DDRRK9CLxt+c4J8Ss9vAKk4Ae/+1nOpqeUPoK2gVwtbxqJPtEPJZVvpV2LmUas1HQ6JXmc4LwIBVgrRORIYkOdx5idGn+aIjoNvlrmV0MoZunDjWc93ojAzZMuAGnLh4JSjvblOdYJZosUk+owwjcS0wSBCXHQd5NaRvf66KmClkOvBdNE50H0KzbPjhikBZ2oYicZ82a+jvOS46bLi5NdtrMJj7cfsK4DN/vzh5f5d3ef44l0j1v1Glt6wti2+oJR3wAAIABJREFUGJsWCs9B0+dWucrVVhBCPKgHvDbbfMjw6kQVJ2Wbymq+sn+Gze6c7dYE4xRHpkMvLjBO0jSKfqdE9yz7+wMol1JTD8wicu1RhSCODJXRGBcecno7J44NO+0J0yYFH44xTa1xefjMhLLI9QCcRpFFKYcQngvPnNKLSl4+2gpU4KMhzTQORhajhF/+gZ8kFRbrBTMfEeP4+fEH+L//xw+RnVi8FAizTOycS177ny5x8Wch/sobf2a18M1e30j65Fng54BNwo//p7z3PymEWAH+EfAIcAv4Ye/9SAghgJ8kpFDmwF/13n/1m/quvAia5JYlSQzNALKsxjnJyWnnoeZYTjQu9sgmgCGykQgbeNt22CC/1MeveGzqkZslv3H3KldWj/iDW2eJ7sX0r8Px+wNC+pb6qn1bs7hiUCNN78qIso6Y7ncRtYB+GP+xAiKoao2KLR6QSXAL8UuySNMoehtz6kZjjUR37TKkzuGsJEkbqjKiLiPEcUzetkS9mtXBHCU80zJhPsnYWJ9yPA5oca9TkJcx9aJFPBGUicCMY6JhhdJBXnowTUjPGyZVyqxO+fDaDXIXc2OxRm0VxikqF3GzWmduEz658wK5S7hehXXUjXqDe/XKw1if3MVsxKH4f3d0CeMlW+mMtq44rdvMTMJpnnF/3COfZJwbjHmQ9wHoRiWZarjYP2YtW3CQdx4GGOh+jXMiiGuWl71YsNufcDDvYBqN64SVUxwbSquZViFj7JPnX6JympOmzcIkrCVz7hd9pPBspVN2k0CYabziRrFOO6npRhW7a2MeXNslPYbqYzN+afIeLqUHXI73eb48z6PxAcdVh9aRQRqPsGEE9xJsy9HuVlTDDjxzCVk7yvWYzufeXl37G+nQBvhPvfdfFUJ0ga8IIX4D+KvAb3nv/64Q4u8Afwf428D3AZeXvz4A/IPl6zd8pd2KKo9or+Xks4Rz26ec5hn5KEO3DGYehfTIZSd1ClQuqdcM2b2IYteQ3ompVj3JsWD+qEXdyTCXDKWNyF7O0DnMz4Do14gHKbZnIPYsLhiEdtjVhsmbwxCAVwrsmTLsmIVHtg3egzWKOAnn5WKehATJJZ3TO/FwrSWWsTVCeJpKgwfVCpE2SlvslkO/mRHdjFDfNmMly5mWCY+d22deJ7RaFUp4ZvMsGByUgmrVkRxLyssNzSKiUR4xqJGnMY2TVI3mE+e/zF41pK8KXqh22W5NOSi7XFjmcxU2pvGKdT3joOnTUSVzE8Cte/UKqWy4ma/RjUquLTboRiHf62prn1vlKpVTlCZivb3g9fs7yIXi9mjI2UFIp3ResjAJHxteY0NP+c9+/9+m0y7pDnNmoxZRanBVRHwqqW1CsrPgO9df49PVU+ztrSAKBZFjtZ1zWrZR0lEbzQuTXUobce3+Ju12GQIIWhV1o7nbHfBGuk5L15xvnfLqZLk3f/k82Z4mG0E6dgx/OuW30o/ymyIUbNWXOA2jj1ZcqFwYuQnGEMJCNFFEu5ayL0lOAedJRg3l+y+Tfvn6N3N7/6le/8KCXga2P1j+fiaEeBXYBT5JyI0G+IfA5wkF/Ung53yAz78khBgIIba/meD3plFknYosbqiiiNtvbgTAK/LYRiJKiZ5Lmq2G9HaMTT028SQHGv+uGeJ+iEkVBswHZnCU0Qws6Rd7vLbdxV5o0BONWa8RJ0nw6Fb+YaC6PI4fdn0xqGkWGmEF3shA0/TB38xaQdy2D3OeYx1+PzKKODYkkWFSafCCZhoH585WOPvO9nrQDms2U2hYt9RnLItba5ysFmz2Z7x6a5sPXLnJU6v3kMJzXHW4NV3hwUaMuptS7tgwmhtJvK+oVy1ivWKYFjy9usdXp+f5juGr3G8GDJKC6+N1ttrTh5ztC8kRY9vi1HQCvdO06OucvWq4LPiIhY1p64qerrgxD4YED+o+jVdcG22EqcSHo4Rrh8D606JFqg1nB8GqaKAW1F7x+O4+X7u5S6tX0uqVFLPA9TaPlpzfOOX7t7/GpWSfx4cHRMpSNBHTPCVfBhZMmxTdn/K1L1wiGQvaFXiV0SlBVRl0BdOoy8yF4IGvfrCg1S6pqoh4pFh5zQb3U8BFQbyijEM4T3ra4KVgfjbBxgYbS1RhEC6w0fRcBPOJrsDFEmE9o8spgzcqig9fJTnKuf2DfS78vX+9ZJVv6gwthHgEeBp4Ftj8Q0W6TxjJIRT73T/01+4t3/uGC1oA5Z0udSMw/aAu8srTuq1xceDputgjcoVpL4ERAfZSQfRCF93xuMjz0e98iXPZKf/wwbeQHilmVwzCCETiUI/MMZMUn1pEI4mOI2QjKHcbZCOIpoJmELKkABjHkNmwNuuXOCuJk8C7di4UerVkeiVJEwAgGcwI49TgW1DNksB/8AI5CHBNXWmSbkV1nCEEdLZmLObhRr9y7oBnX36U6Fhz8YN3yJuYvZtr6JmiGdigvCoVspTUG4YPPPkmX/nCVVYeXXC/6PGhlRs8Eh2Riobz68e82tnl+mKDC8kRp7b90EKocYrKBXP/+9WAnWRMteRga+E4rjpoaamWY+9bqPjppI3SDnetg+g76DUo6VDC04pqnJdMmpQvTK/wI6u/y8XOMdVZzZv76yESOHaoXiDdfGjtJo3TfOb0aX73M+/mie+5xmuzzcD0S2qmTUqqGlaSBW/urmP6EV4EPjsCZCFxcdDDqkJi2w6MYH67D8qjLhTc7yec/WdQ9cJ6MloEJ1Snwg4bQDYCm8qldZPAS4kuPDYRdLOS040e9kYAAvs3a7wSyNrx+t/IEAvL3R99B+37DhsL1n/xz3719Q3LJ4UQHeAXgR/33k//8NeW3fibWmgLIf4jIcRzQojnalf+ka+ZWYTrGmzLkexHQV1zqLGZp+m6sMO1QaDgtEeXgmh3gW0k5abl4vvv8OhHb/PKaJOXZ9voXFJdLQLJZCHpDHKqaULSLxGVxMeOpu+oVi0idpiuIz9jwBH20JnFtw0iCSb/TaVxS8mjVA7vAvtrc2VKXWmqMsYaRSet6PdzpAxOnjoLGmipXXhvFgXjQKNQgxoZW+Z7PVyu2Tse8K7hHqJQCAc3vnyOyf+1TXyqMCtNQHZFWH/5lZq1nQnzJsGshGPFapLTkjVv1huc2A4HzYCTpk1pNffqFSoXSB7zpe3vbjJmNxnxrs5dfuPgMQBasmYtCcaDB3mPbhTQ6VQbXr+99fDzqoeWx568y+b6hFQbZmXCZjYjkQFX+L39C/zq9CmGOudy7yiEB6QWcRqzMpiz2l8ghSeVDevxjKbn+cT68yRRw0p/QV4mxNKwlc7o6JooNdBtwlTVNbR3Z4jdIvjPrVW43ZLWzpxuvyA7M8Onlk9cfRGVS5wWqGZZzE3IzFa1Q1qHNA5pCO97kGYpnhHQdDyduMbFBPBUCaRx2DgUf+vNGJ868p3wb3gNp5944pspiX8l1zfUoYUQEaGY/3fv/aeXbx+8NUoLIbaBw+X7e8DZP/TXzyzf+yOX9/6ngJ+CQCx56/1X//ur4YOqJOm+IlqASwSygvycRWQ2rJC0D8UYecrdBkYputtgYsed0yHv2r5PYSJ+/2uPogVwmIQunnrmd3tkh4pqRcNqDYXCp24pbnB4C2Q+rJisQB8lmJ0KITxuERGvFMRx6M5SOZJsaepXpDRFhE4NSdowKxK8F0Ta0u4vsC7E7FRFxMrqjDwJ0TDWSqo8QkUOrzxRr8KUEf/nC+8h2sxp+hFMIpqPzqgnKXKqcT0TrI2cIE4bPrJ9g+eOzvGDTz/PcdUhkYY71SoKRyQtr862ME7yxukaHxjefGgllEjD6VLr/ETrPq/kO/TjkhfGZyhMRKQsV7sH3JquMExzBmnBtEpZ35iyKOOAayynjfO9EaOyRTupmTUJv3//HFI60sjwj66/h367oKyjkPNdafRmwTAt2GxN+a0HV/jAxu3woJwJfubuR3hq/T6/e+cCzglGVYsL7RPGTYv1/pzjZ7fo3PNLj7iInvE4LdBlcGpRdUTdDf0q/5jjl774Ps7+jkU4j00UNhbIJviW68Lx1n5LOLCJWBZ0KNjWkaMaKvY/e5Y4gtkZRTLxyCaM6y6WNN3wuV28dEL++V2atkLYUNTJxFH1JCufeeUbKbd/qesbQbkF8NPAq977v/eHvvQrwI8Af3f5+k/+0Ps/JoT4Pwhg2OSbOT8D6KOIaCaQBlieXwIJ2iPGEa4TTAHRHq/Dvjg+iKiXtDDnBNdO1jGfX2V7zzG+Iii3XLAd2sqxd9phVAcYR2H1U2p8ofBSEuUSMZVBAFJJXBRGby+DIMA5wWzUQi6zmt8q2qIIdkEASdRgrArcZBNeAaoyJk4bTiftEOSeNphaoyKHrRXdrRlVFfGOC3usJ3OeP9qhjCy5FZR5II7onRB4ryNLVURU46BL/sjmDRSO+66Plpbb+Qq76ZgHVZ+2rqms5m8//uu8mJ/luOpQOU1bV1xqHfLs6AKJNBzVHW6MVljvLBgXKbG2/Pb8Ep2kIjcxUnjWsjmHeZdcQGc158O7N9nLB9yf95lXMUJ4Tso2V9YOGVUt5lWwNpoVIW0zji0bgzlPrjxgNVrw/s4NXmidY2pSLreO+M13T7l1e52//JFn+T35CELAwaTL5/IrXBiecHVwyP3VddQbYXR2WmBjQZQ7VOWo+oqmJRFu6UleCzYunfDJn/gqp6bNtfkGUnjeHK0xmWWoV9skY9CLoGArVsO/W6ymCAtNR7D+fINwYUQXzmNjyeRiTLkqyM8bsrUZxSjjtlphJZFBBaYC3Xi2q4hymH/HY9hY0v/sn15hfyMd+iPAXwFeEkI8v3zvvyAU8j8WQvw14Dbww8uv/VPCyuoNwtrq3/+mvqGxJp4IVA2mBXXfoxeCuufRp+HbVUWEzTxqITFrlugggssL1N0Wjz59j+v3Nkh+t4uP4OjpsAvu7E4RwGKRYtdqrJHEBzoQVJQj65UUowyZGRorlmczTzRW1OsWuWRviUGNqXTYDY8iootBTbUoEhAemQV55WTWIk3DWVoph1KOsoiJYoOULnR4m+JcKHRbK+JWMDgQBwkXLx3zSHrMb3/+nbjdcCSRymNzTV2FPbjSLqx9nGDcZMxMykYy4529+8xtwv6iR1vVdHXJlw4e4Ucv/g5vlJssTMIgyunoinPxCae2zVdvnuPe2gAhPI8MR0g869mco6LDURVzvL8e1nWASBxCu0CUmWl+xz5KXUVI6dhZnZA3EUUTMUygNJp5kVBXwchhd3XC3kmftdUFZ9MRiWz4g/w8u/GID7RPeLPeoNcq2R1O+CeHT9HJKo7uD4i6FUpJXrq3G8bnlYpioxVMEFUAQN1Ekm8o8u0wKvfeFNhahOlLeH798HHmdUIvKXn1zR2y2zG0PPXAUV+pHlovz02K6XjiU0l6DJMnDN27knhqcFowupqw/gcFa89XIAVeCkDhlQE0Tc9SrGiEE0HuOfPoymMSiao90+96nGjh/lS4498Iyv0FHpre/HPXx/8//rwH/uM/6TcUjwIpRJdhPBYu0DdbDwTTqwa1UHjp8Ss1PEiQU43pOPw44Z3vu8W0SvFW4hKYXzCoXlgrWSvJpylRarBlhCwCkDR4PiLfbdN56hhjJM0sCWPsSFKte+ozNWIa4XoGKolfRIhGhDzmfkCyjZW00prZIg1nLifIspqiiPFOPCxmUwcWW5UnCOXpdEs8hJXUIqWaJajMoM8t+JXfewbRr/EdRxRbmkmMtSIcRxqJPo4oB8uPT3gGUfC3VjhaqqLxio3WjM1kyu8dX+Bcb0TuEn7hzaf5jnPX6Ogq2PS6hNvFGh989CavHm8ipeO0aAGQaMONu+tQBVMGWynWNqZ0koo7+yuB354rinHKcGNGL62YlgmdpA6JGHmXVtQwlY5Bf0EaGW7dXWewOue0bLFf9dlJxnRUyWHTY6AWRMLySD9optuq5pW9LUQloSNII8NiknFUd3h8d59X71ygdSCIxj4osATgPOmRwKZBdFMNJCI2PLN2j3/65adIDhRHkad3LEjGHtUEIlHdTfEK/PeOmCVpsHguoRpC1K/wKsWmEjxkRy7sp5VEWAdCgBQI67CZBgfdPUvTklR9QTwP53EbBz2BLsN0KCvH+PueYPS4/FeGjr/tPMVsShh3Nj3xJJA+krGgXAvuE9EiGBWk19Mg7h8HUGv3/AnTKuXuK1ukt2OKp3Jkp0HK8HTOpylCQL9bEA0q9G6OzAyTq456aBm/sAY32kQnmv7ZCebREjVXtHolvm2WboKgejU+cci1CqEdJ6ch/Hy+SMOpQIW4mqqMlkF4Qf+sIxvMB2xQXHkrKMqIxTwlL2O67ZK0F0Cn6iRDrlRENwLtNY4NXnrkIqR9qPkyuqdlgkOKFfR0SU+XbMcTjpsur83C0uFXbr4T6yTOC37h3nt4384ddpMx29GYoV7w4vwMn7t9GYD3bt3lXesP0NKR1xF7p326w5zB9pTzmyfs7JzSS0smRcp3Xn2NlU7OI5cP6K4tUNJTWUUSGTId7HyPJx0OZx3aaU1eJlzonfL4hfukccPjw/2QXJnt4bxk1ARm2m50yg+uvcCz1y5wbzEgSb7+QC7qiKwbyCrfsnodu1UTzT2dPcPw9QWdezXZqaN16EhGYX988j6DL5cofhkywXQuiHJPvAg2x/EspHIW6wLrBW4zfA5egul6Lm4eYxIBDvY+pklPA/aBFPhI4RKFF2Azzc0f8Rz+tYLqr5/y4LsMql6ey2P5UPgRJgqHS5bl5+Haf/kE1z918V+6ft521E+beWzbIRqBaQl0HlxGmvWGuFvjrreRVRBmmJUGPSiJX+2yZ9fY+JKisyKYPtGgCWF0Qni6rYrTURvvBcd7fdAenS3XYakNCqlBjR3HqFwyuTUA7aHlkNITtRuaPFBM7SRkPr21dkmyhumoFcwQMhNWWSctdDv4cDcmmBkI4claNXWl0Uk4d2sd9tdCeBqrGHRyrJMUWU1VaZpHi8CIEx7Vb7C5hlJhVxuE9FzePeTN/XXcTPOZW+9gtz/hSu+QO4shw7igcprH1g94/suX2PnghEd6J1xuHdJXOTerdZ49egSA9+7eQQlPpmoOqy6tqCZSYacuhWdWJBxMu2RLFxDrJC+fbqOlI1EGYxR5nmDHYdd+PNGYoWGw8fWkiygyfGXvLFFk+LYzb3BtukHUPeZuvcqF5JDtaBT+HIE2+7fe/5u0ZMVPHHxvmMgqhWh7pPTUTnO3XGFna8TeM2ucvBfi43BfmJZH2rB+Mmmgy37w0ZtE0mJ7Fj8LYJVJBfmaJFoEI8W6F3bpg5/tMvCgi7CLFt6zePYMSntOn4jo3Ps6+m3TwHKTxuESxYMPJkTJnPJ+m0K3QHnqXtBft/cdqg7d2WmBiySycqhEkoygPGtY7y9o/VrM7ckKK1mO+kt/ZJn0DV1vuw7tpSc6leiZQBWQnzfIWhB1aurTcLYxHUf3Jsi5xlzrUq9akHDybs/0MYNqB82yED6YCgiP0g7fSKJ+RdYvsSfLgPjYBQWUF4hO+L/keokXHi8884MOSRq6BP0G2Q1+YkKHsakqAmrbGhQkaUNZRsjMECcNntBZWL6WRYw1Elurh+4lURRAtsVRi4PDPkcP+hij8E7S7pQo7ZhNMrJWFWyHExceCEZydzQIUbMCnBc4L9gve6yn82UKpeMw75JdnGKc5HtWXiaVDb89usKzR4/gvGCnPQnfnw8PjtIE589EGawLzLjVTk4ShZ9BacK+WktHJ67wXpDGDXiB7DbobkNyaYrMDEUVkZcxszzl4vAUpRzrnTBWv3sYFh+5i4mFZeaCsf++6XOvXuH3p+c5tW0EoAc1Kg3OKJGyzJokCD+yHNEyyEIFv3XtUZVAz0UI5ysFjCOeu3uWaZPyw+/9faQRSCPId4In2VtEk4B+e2S1dCFNJG7paa5zy3xX0TpwRLMg3DDZ151ehfEstiLMO+doHRxvkAS+fhJ012GnDbL2mCWKLjwIG46V2aDkXG8UPq8oyEof/G8733T9vK069PVPXcTvhy4tGxHOznc0xaZj7bNtTp7ytO+GAhm906BnS2KJJJBLtku6rYo8T0hiQ1lFCODktIMrNSIJRVSVUbAZUp7OIMcYFd7LdQium8QII4Jmdt2ymKVQBfMCv8yo8nUw0scL0mUhOyfR2lItYhqlyUtNlBqUDqBYUxGALOWp8wgbB7WVkCEuJ2vXNI2iHKVgBbNpsN0hscxPWohahqSPVcAJitMMuVC09iSPvuuEq70DXhjtkqmGnWyC84LDL23zyU98kXPJCZ8bPc6X9s6z0ZuT6oaWrtlOJ8xtQKGNU8v8Zk3exHST0KmdF0gRUZtwExdFTBIZVtKgpOpnJeNRm1a3oshjijym38uZ5wntrMY4yZunq1xcPQmf83yDaZWyki7o6YLnFhf4WOc1bjXrfG2xixSeK+1DjpvuQ805taRMQlLntZN1vn31dRJp+Jrf4d3veZN+XFJZzbt794KRg5es6AX36iG/+gsfJt9ZGiFOBVtfqrCZQti3VDhgZwEXufvdCpe6IPrIGryRCOXpPxciheK5DZ21tIEt9liL04+XrAxOEc+v4hpB/MT8oQmHyaB/c8kknAeCitNBWOSVDNLNmSf5pQ4325cpv2fK2eEY7wWtpObo33oSL+H0Wyse+7F/sSjkbVXQUrlArRQBuaSBnY/f5c1Xdjj+tgZ9P2ZxxuE6FhqB3QweXnKmkRslmytTjqdtpHTMZ2k4szaSpNVQEwqnLiOE8AzXZ+RlzPxOD71e4uYhCyvu1NR5hBeK6lK5dKRMEV2DMzJ4VZmw3pLSoZQP4+ayy/soWPlaK2n1SqT0zI/bpIMSHQclkDGStN+QT1OGqzNOH/RJBiWLkxZxr1qe1Ru8Byk9Qjri2JJPU5z0IberE9I5hIV81/Hy3jYvvHKeH3r/c3R0xW89uMr9/SE/+kO/waee/VbOnzvGeUExS1ndOKAbVbRVTUdXjJvWw8Ju6YZZk5IoQ2U1eRMxTAtmIhR9tUy/XFQxD0QP7wV5HdHulSymKWk7+I97L3jqzB5fuXUuSBYrxZ42pJFhmBbkTcQgkfR1APMaFBObYbxiP+/yHduv8BNvfB/DtRlb3Rlv7K/jnGC8yCgWCRPTYi2akbZrXrq3G+izwJeiC/haIsqgpEu6FdU5w+3JkLs/e4mViaXpaWSzBKZMeJ1ckviLC9pZWEh7L6hrHTquF3iZ0LldILwH55f7Z0U1FPiThBMj4WyFUB5pw9pLD2rKyFPfCfx9XXlU7YnyEO/btCQmFYy/d0GnFaad/LTNtdkW21sjtttTJn+5QeKZffEsN//WOyh3GuRCwY//MTX0p1Oaf7KrKTViu8SuNJi1Bv2OKYkydM5O8R5M1wVN8PLyRVjZ+GHgQz847uOsZGdlStauUcqRtAIw1upUSOmQyiOUZ3S/H1DltQpTK1SvBitwVgZTwsyEs+0sJtoI5vo6sZijLDxEosD+qhYxcWwC+2uiQ7dN7MORusgThptTsqSm1y4xjcK58DCQkaNqIuJ+AGGGm9Mg/UstNtfoyBInDc1pymKS4qtwFgfC2swI1NkcYaH/uYxorPj0s++lrwoOxx0unDnic4dXUS3D3vPbvGftLh9//DUmdca57JSdZEwiDFfaByjhKGzEbjYmkhaHCKHwUUMszcN0yKbSvKWKsU6y0Z7Tihu0dMRZg/eCleGC2SLluRvn0ZENBJjIMZ21yKuYaRWorbVTfHb/CayX/NroKRqnudLaR0vHZ8fvop+UjE46TKuUS1tHfOeFa3xw9zYAN4s1vjh6FCl9yPmOHK1BgY4NK5tTxKAGAekXuhA75nnK7BGIZxZVhI5p0zBWOx1Ga2slxqhw5PEC75bxRUYyuN6Es7KWIAWIsK7SuSeaCnwT9O6uVJhc4yqFHSXIhUIXwaFUFwGEUw8fJgGIa8Ypq+2c8YMem5sTfKk42x3znv5d/sLWS9yf9oienNJ//yHttRw/bP7YGnpbFbSQnnMbp+AFvZUF79q8z2t7W1QvDaAInGUfh+wo0TGItgmqK+npri5Is7BfnlUxraSmnYUiLmYpVaWJkyCMeEvLm3Qr0qxGRo40bUB6zCwi6tQhi7rQiFrSlBq9zJgWgxq/dJN8S6xRlSFjy/XD2V1HljheEk5iw6JIGI/bnI7aRLEJyqBah3FbeB5ZO2XQKRjt97BWsr05Ju5VmEaFc/ZKSZQ1gdRiZNBwL/nrybMdurck48cCf10Pav6XVz+CfL2DFo5rt7fYWpli245EGj7/5mWGSc7EZBwufcZOTZu+KjifnqJwWCdZTRdMy9CVR1WLtdaCblqxujKn2y7pZyX9NOzHdzqTYLjgBNUiEEtcI8EJmoMMlQW7pThp6GclpdGMZxl3RkMOpx2+OjnLhewIh2CvGjKMcwob0TjFytqMotG8emOH69N13te7SatT8blrV3jpwQ67/Qnf9dirbKxNSeOGfqfEWEW7U7K+OcF9xwh9FCFe65CMBLJxRHPzkPapc4uqHCZbfs9ApC1lGdHMY7JWjb/TJpo1eLVU+Lkgq3SxQtXBgBIrHlodvbXk9dqhSkHdFQgXgLRqyV576/8fXjNs/T+Svc+fJRorfuDM1/gLz7zAV37nKr/y3347/+vPfT9lEfNXLn+ZySIj1oZvf+yP312/bUbu45/fxB2oEH5WSmJtuTMbsvLrKcWGwGtFs2KCYQBf9xeLhsGSZnbaJm7XuFJzetSj1S8wRgXu9FEMZwyLUQBemkYiUosQXy/GWjpEHDp4c5pC7FBtg3URUWyxNhQ4gOo0lPOYwcqCRRFjG4VKLdmyUJ2VsAS7tLYPgTnvBMU8FIk3ksHanMm4xfVpCrMIOQh+4rMyCZ1wGjGfRg8fu8IKVCGwXYue6IfuG8FrXODPlFzcPObanU3E+YoNArPGAAAgAElEQVTrdzd535WbvLC3y5XH7/Gb964ghOcw7/LSgx2E8FxZP+LpwV1eXWxzUrVYTXKMl7x+vEG9jLMdJAXXj9cYtgu6ScV6Nmd/0aOxisYqVtIFiyrw15NbCaP9NaQChEefW+CcIGkZIhUQ7KM7Q9qbC5KowTnJlc4hP9R9gU/P3k1HSb6l+zr/891vZz2b040qaqe4vHLMvdmA0kf8e5ee48XZLsZJUmW4PV/hYC8EDdhcP3SIEetzemnFPHM8/ZE32EjmfPbM06SHEtlAPPE0LYkuPfGlKdIoTBNWb61WhV+O35wJxwKbaWRpER5spKiGOhghCMXi0YDlvOUTp7Iw1ZhSYeOvF3EyC3RSpz2qCqvQeOZYe9Gx/yHFr/4338bhhzyb7z4ketox8IJz3REP6j7vO3Objq7J5EMfln/uetsU9NG9AapjuPGVs3QPBNPRKoPX4eQ9HtevEcqHGJhWTb+fM1UZdhLTjFNEZpBRQLV1u0FHlvykhWwF3bKLPa5RsHwC4yBaLQPibEOXfYux5Y4T1HqJncbYEmSnIYoN1Bpa5iFRJOk1jA+64SEQWwRQ5AlJWmOFf3izFlWE1gFJl4nFW/nQmXS2SFGRC75aqaGV1oyPO1R1hurXuI6BWoa12jwUvCM4bphBmE5cInGZRRiJrxS3T4Z85OqblFYTS8sgLjizOmZcZpzvj/jaIqWyKkwuDzqcOX+dlqrYTIJWei/vs5nN0MJh2sHIT4owouZ1xEqW88rRJpvdOSeLFq24YdEkDx9YTnt0Efa9zdDh8pjh6ow0MszLBCUd7c0FWdxQm1A8UnhOXELjNLeKVV6a7tA4xUHeZZxntJOa3daEdhS80T718rew2gtWRb04cOzffeUOe7M+7fWaB6MeplGUVURjFN/7oRfYScb8zOe+je6toJ7Cg2pA1Z7RZcVfevRFPnPrHUyP29RL6WttdJg2nEBVBiqLF4RObb7uQRYVPsQqySDBlYkliixaW5okoelK7Cig6zYOVlm68MjakRwW+CgQVHrXexx9X8X5zVMeHxzwsd7r/MrxUzzIe1ztHBAJy+uzTTq6+mPr6G3j+vnYr/2HnD63EcaVywuaw9BN5WqFFP5hwUkZiBvF/Q7CCly/Abc0ty8VstMw6IcznDnKUKtVWB8VGpXasOZpJLITdrnOBPaPLzQklrRTUy1ifKlCF18WoygVPnKIUsIgnGF8qYi6Nc08RmZh3O53SqaL9KH5Qdg3W6oywlqJjizWKGylll5g4BYR0aBECMJ5Xoebw3to8hhK+fXD0XJ3/f9y9+axtmX5Xd9nrT3vs894x3ffPNTc1V2ubnfbbpvGbZvYQQkkgBCWbKQ4kEFIRCSSGUQSBQmBSMIfCRBBICJRAgqWEqMEK9iyY5eHNj1Vdw2vql69ebrzmfY8rJU/fvvdRsY9kIkySyrVfXc459xz91p7rd/v+/18dSqwfW/l0Iw7dKVxcimSxU8V7Y8s+MnnfpO8C7gcHPNhKUITYxUdmnP+gsN6xNNqjKsMF8I5v3J0g8htSOuAxK84KWKqxsXRlqz0ubJxKpE3jYerDZHXMPRK3rx3kfD93p/tGqKNgrZxaE9CQRxri5O07Gws6YzG1YbOKl6cHnI+XFB0Hl9fnOdgndA0MomKVYgXNbhvD/BXEP7YIcfzIZ7f4nktH9va585ygwvDBcdFQuzVPF2N5Gcrn/GgYP7lLerzDT/26tv84j96XQQekQhO2lgkxV6qaAaWze8+4N+/+svcrzb5W7/+OS5ePSL2asrW4/6jTZ772y0Yi65brKOxjia7GIGVu/zR97XChRu1uP214HmCdNZPQja/1hfEUoObtRhfk+75pBcV+fWaz7x4h8hpKDqPoVvxo9O3eGP9PG88ucYsLtgKU978uZdQHVz+a29/9Kmf+/c3SD62ZBSVrMuAOgxQQUeXeXTanlWfu8alwUcNW/S+j51ANCkosgAMmEZzejQiHFbonZxqHRAMK/xxi+MY0ioW+F/poFxLNCwZxSUHtzexjqZcBgIhcIzccfpkCp1rOF9hQo13P6CZGFlxY403rGjWATZQVK0jVklPYnLAkmeBgAisoln6wjMDUcFFDUQNxij8PuUBJeqyMKppao0eNtiFL2e0VhYWE4iXuAkNg0lBtj/AjOUYwccz0qOE/+FX/xXcXALbNn70MT+08z43ggN+dfU8lSv9ZlcZZn7G7XwTT3cUrceyCLmQLEi8itZoWuNw4CRshimPM9F7W+DJYkTXTQhvhRRXa9xjD2U0zrbQThmJuMYYRds6FLV0GIxVFLXHl/cvcDAecv90SuBJBTx9MMJba9TFivY4pLlaw6RkdXuD5OIKVxvSLOS0ijlZJAyDiklQ8MLogNenD/nK/CK3i006o7E3cv7N59/if/nCd+MGPSG2lbOuU8idsppajG/5iUu/SWcVO96SX/5X/0v+0sEPU3Uu75zuMnzHx3hG1F2hh1XglC1e1tGGYsTANzBo0RZMp+gaj+kwF8NOby7e/14FxqUbKv7gp7/Il04uEQOR2/Ajs3d5MXjCT/76T+E8CvnCySfwl5ZgaTnc1WQHhvIHOiYXF/DXvvk8+shMaJ1IpfTJ4xnJLGfv4glPP9wSiqOW6uqzHGaz8lCxodutcfyOYh0SDUsKC67f0eQe1dMYxg3BsOrdUC15HqD9TnS4hctwcy2a44MJ1pc0SbcXpXSt12+h+q2kb7GlC62ivlALw3skgEHcDnfQnMEL5Ocl69kufKxncJIW12uoLFA4qLhlPM5pjSZdSY61UuD6rUiDtSWfRyJ8KVzUqMH25BTV88O70mHzVz3qkY96rsMf1FRpQFF56LBjfaM9iwta/Ox5/u6lPZIX5jy3ccR+OeTV0RMA1q3A9DuruZKcEjgtV2KJyfmVwxt0RtMZze3lJgBV4zI/HkKl8Y8distSUdYN1FsdphBXVhA1JGGFpw3zPCIrAgmzrxymSS4gBLcmX0TknSKYlHhLLUmhxz7ehUxgENqyee2UgV/z+HjCeFiwKCPayuE0j2hDkbbu+Cs+t3mL43zA0eEIpeBXnt74BgvdBduB9eS1GldkmZ/9nnf5XHyLoTYMtYODy2dHt7hbbQHw4QczAQYqkW3qqqOLPPFWVyJIodUo39BVDs7CZe/XLNnONttzSzmFjX/nPle9kk+N75M4Je/me3xi9hhjFdv+mv/96FV+1r4mnPbnVgS3RxgHDr8bnv/kPeZlxJ+78ms8qmf8JpvfdB59ZCb0pZ1THh1N2Tm34GSRiLHBsThRJxVly5kOGseSJCXpOqQtXMJRRVX6aM/gB+J2agIXU7hUhUyC2g+IZzlVJUFyyeaao8MRXtjiRQ16YKkKT/rOjZgoglAWkGbtw6RGO5ZwXNO+O8L40E6QCdeJ8qvrNFXl0lYuk2nGKo3Qucbs1fiBeKYH45Ksi7CZy7waoYKOeFiRnUaUjYMTtphG4/oCW7ClSEztswrsSlNvtTgrh+CJz8knO5xUwA310wHOZnV2p3fHAh08XcWsr2jUw4j212bcymf4K8tDnmPxezM2xykvTg7ZCVas2ohXxk9xlOGLp5elbRgK2bNs3TNxiT+o0UNL6YbooIPjgHpPkMJdKgLORsHcQhzWJGFF64n67OrWKesmYFWGvHe0w6s3HvHu410GUYX/qZzTL29jrklR8+MXHvP1hxe4sXFMbRySQYnrdOSVj3JEMhu5DVM3J9YVB82Io4Mx4T2fy7/7PrFb0763SReKDbILpHjVJhYTSQTwH9z8Er+QvcRpO+AT8QMyEzDQFf/w4av8gUtv8rm/8h7/9V/6Q8zeXoO1GN/FeBqnshhPEe83XPt7UM18Ftcdqg3Lo9/bokrkru13/JWL/5j/+eTT/Fe/+sOM33XxUsvy+T61RfV678Swd+WYH7/0RW5e2mPRRHxqfI89b86iG7Dhpgyd4ltO6I/MGXr77/1Juk6fqa6eGRiesaxV1LExSwXhWzkS7Vq4XLxwwsMHm+ioJUlKVqcDaBQq7PDCljr1UZ7BD2Vbm8QVTeeQHg9kK+Tab7QcXIvf96+Vkmzi9VGCP6pEjw20hYvyJMjOVlKwsp3Gj2vq3GcwLoj8Bs/pKBuX5TpmEFekPT/LWoWtNU7UCYi/kK2vcg3aNdjDkPDimmItmcna72Tb38MWdK3RlaI7V8HCQxnJim4ji/XMN34fRwo1Qf/7DEKpjGalzzCq6Ixm4NccrQd0b4+x2hIdKjZ+3yNMz1ZbFiFXJqfcPt0UtJC2GAtFJQq2tnHkeFB6MpFzV5BN/bnZCwWCH/Yy2DwPiCKxiO5tL+j63ZFyJAfs9asP+PL7V8CK1HdrumYjkl3MvIzY358w21yjFeSVR5EGBHHD1c0Titbjj178DT4sd/hf73yc6oMR3o016ssjZu93NJEYI9xSJlCw7OgCTbajefknb/Le33mJJpFtuP38nPqrU+Knve7ah+yCYe/VAwAOvrRL8kBSNrILlm5HdooXtuZMg5z3j7apb43QDXiZIvr+Y/Jf2yS/1HLtuX2O0sGZMy1dxCIg8gzxoCJ9mqDijk/duMdhPqQ1mldmT/kDsy/xsNlgy13x33zyUx/tM3R9xT+DzvtuS94G2F6j7AwaIefWDseHcjYOJzmLowQnbnn4cIN4ltN1mtXJADdq0QNB5QISmF47Z8HqZe1RZv4ZnUQ5lq5yJPom96kXAd6oxvU6sjREh62E5vU0T5CWk/Y7CWDX4AU1gd/SNi7ZOqR0fRy3o1oHRONSzlFKnFhN4THbWXF6MKJTMlFVIAtOU7k4uzn5MpLXlrtMtlcsFgNM66KSvo9+5MuZ3LPQQTMTEIO7dminLbrSmLjD8Y0kgAD+npgttkcpi1y2+KHbUKxD9HO5vMcfq3l4NMX7+gB/DekFy9cvygV3aeeU43RAWchkflZoVKmLTeQ9duIWcxQK7jhzMUGHqwyONowj6Vl3nWRlH68GVMcR0Xbeq+cc3vzCc7zwyQdSBLWKG8NjwfVWMftP96BVzE8TbOESb2XSIVCW0yIm8hoOmjE73orz4yUfzGLMg4TdDzt0bQlLsTxi6WWXCm/dEoQeb/7Dl8k/0TF44JCfN9iHI9juqK43TCYZ64cTnExz/CvnCBbArhWwwdUGOoVz5NNt1RyuEh7ePcfnvv9tHk/HNMYhq32O50O6aw03ru2zLEN+4sY/4b30HL/0mx/DKQXe0Q470twlOHLxUpevReepU5/Pv/Iev2fyDu9Xe7wxv9FrKNpvOpc+EhP62bmznofMixHRrKAoBTZgagcvasCH7jSgJKD2+sTH3AUN+dEAnTQMpoWI99PoLL2i68CPa0ynaRYhTdDhBN3ZIqGc/sJfScqFHggHqyq8M7RQXXnCkH62/c1drGMIEjmfKwWONmd96K51CPwWmwgR0w9a8nVAU3roQF4fSnKdrYUgaEnnsUS69PLStnbwtguWqwEmFQ82jT4LFNBPfIyLyGQLTbfRYDcq1FEosLxOiVDCsczOLZnPE7ygZZWFjJOCZRpxYBXPXTzgwydbTKcZjjacHy958MmO+isjxrfA3glZ3YDTJBZDxqCkbh2hp6xc0T23CjIHM7FiLXUMzkZBswwY7+WEXsv9JxsEd0PKyxV+3HBl85TDMKE1mvXpQKr6gw5Xi8PLVaJWi5waV4eEw4ryJMILW9ykoixEL17WHk2nUcrlnfQcr48ecGGwYH97yLoesf+vS/yQd+gRnMrOIzqyOL7FBxYvaMafPqRcJKS+R7RRUN8dEpwqTOCQhgHhjTX2rRHltsE6mnqnFWKRsuhc3G+O39F8MKKbdLxx7xp7sxWN0WSVz3iUcfHCkq/dvsir1x9hrOZBNmVydY75hQ3SS4bokYuXwurFluZ6w+ev3OaTw3usTUioa26XW5Sdx6oKiTn9pnPpIzGhg/sV1//YPY7+p11O5wO5E2qLyV28YX12ATrbOV3rEMcV6y7GDVpZ8R2DST2yRp/1AvcunfDkzibORApF1Br6WBvfb6krj+nGmnUa4fotjbK0pYtpNGFS0+BQHMUEG4W4tkpP7urKokc1ptVU6wCVujhbJYtC0MHjseQzpWlIPKjI04BoUGNLByeRWoDn96/biMrNd1tUjwJWWgwcTe5Rz6XHrqIO6yv8fY9mbGhjsZiiwDt16IYGVTh0pcbvEUsmEqoIWlp+Slma0sU2mtQRW2hW+Dyop0wmGVuDlNenD/kfv/wZ/KRm63ft82R/inPokzxQ8GBK/gPiJjJGYzIP5VmUUYz3Viwej/C8jsbVomazimQ7YydJAXjSaOzLa3S/y7l/MkMpy8d2n/I+27SdZrRTcud4g/PTJZ7WHJYJLw4PeKc8R1V4OGuHYLdhENSEfsNiMYCjAHMh47VLd3nndJfPT9/jXLikKK5jA0PyZkTng/GgHYgmIbtqsHHLcJqzEVY8OZxIoqWC8mBAdG1FPhzgHzm0exXNSYTvW2zYUU/AWTk4haLebTHD7mwBxrMMdjIAHh1NiQclo6gkdFsO8oStnSUvDA/QyvDds/ts7qS8+UcukLg1RedxLljyYbbF5fiUHxq9y1fyKzypJlTG40E25YXhAcG45StMv+lc+khM6Gdj68f32QJu/hcvyKrvWNrTkCqq5WIsHeJN8Qyrvh9rO4XrdxC0tLVA7ZU2HM2H4IqcT2mJWnWCDpSl7PvM8zaRnwUpgFUO2jOUq4DJZkrb+5K7VrKotGswrcYUvUhFybk1CBvaVqMUrLOQwaBkvYhJjweoSpNVDjpu6SoBFDS1i9NP4EFUkZcBw3FBWXmEQUNZeWIqWIiCzPoG1RfF3LWmja1UuoFms8U7dSUdpFPUywBHCyrJ5C7nL52wLgO0Y8GR1/tMDz4bFWKs8BtOi5jf6K5y/vwpF4YLytbjKEqYvbpAf9xy/KUd4jcSVjeM9P6tWF2VVSwOhiTnUprGEbWUY7GFQ2ZDbs735G/VaqqTCG9aMk5EefWMs/b67iNOqgGJW5HGASdFzPXxUmD66TZl6zKZZLx4/S5vHZ6TLWyruX7+iNurPaqTiOK8R9W43Cz2aI0sKDgSY+OvxeLoZfR2SUXn+Sxe8kn3KmzmEo0KticpyyKkKHzcUU1yPme1jrGpT/jKgvbeGOtaoicO2ZUWHbWMRzmL0wS18OiGHW2/0D9/ZZ+n6yFH8yE/fON9fuH281zdOsVYkbdeCY9xsLw+eoCnOu6Vm1wJj/ns8APeL/d4tzxPbnwMitv5FrvRmk0v5buie3yF7/2mc+gjpeV+Nl76D9/npZ9+DxV2jC8sWS8jtGeY7K5papdsGTKbZAziCsczDOKKJvexjZZqcyrVah21qGfChkHD5nRNVzm4focetESJGDOKRUhZenhhK2dTbUmzkKr0iMKG0aggGlRYo/ACSdbwJiUq7NCjhjwN8LyOKvfASmIGqYvKHeF+u1YuMNvDDHKPJhOhSZqFtI1D3cjaujpKqE9C6Ud70kpTpWZw15GPDQJFXCp0rUToYhCkcSiTFkAdBAw2cx4/2CDLgzOjx3godtGu05wsEura5fG7Oxx+uMGdewLPOyoSjosBs1FGXvkiBnlpxeLVRlBMrf7G8zQKN5H3oJqHeHEtRpVBSzioCR/46EOJ0XXHNaZzOLo/xdEG1zF8eLrJvIr7O5elal0uDhcEuuPWyRa3TrbwtGG5irl5vEN6GnNt5xjbaPLGE5wv8GA9ZfFkRKgbHpcTeb8bRTMAp7D4a4vuhAiKFYXY+U8+IYgadCKPUXeOaP79Fs+XvnjXatyLchwZXV1gI0Pw2WMIOuxJwPrmDO0Z1FbF3uUTBlGFG7Xc/spFsrtj/KDlsExoVgH3T6ZETsO2t+aDfJfGOjwsZ6RdyKaXcq/c5N3yPMdNwv9x8DJHdYKrOj4zusPQLXlaj/mN7LlvOXc+khP62XjxT3zIahVhc5cu81guY7pWpJNtTwFJBiVZ4aNcw2QzpVkFeMOaMpfijVl7OK4hjiuWmSwMzVJSB0dxSTiopZjTylsRxA1+LHJPz29ZryLy0sd5JjTpxB/red03DBzKitWuN3+0lXCl7LDFS2rCpMK2Gi+WbCwnalGVtLqMVbSZh++11LnH5rml8KMLF7V20ZWQNLpAkDhdKCma1cVa8rs2amGqDVqcaYXKHbxLGd20JTsYSG907REF4rWuW5fNcYq1CDU0DTj/8gEvf/wBw82M7VgoI63RnK4GlNU3fNBXrh3ywpWnjLZScC3DvTVqW7hopnBRraZrHAaxLH7FcUw1NXiXM7xZSbvy+fjFR0zOr1hmEYtVzPwkoexcbq23uRSdcmGw4KhIePPoPDvDNc9tHPHoaHq2+3GjlluPtlGFwzKPiJMKZ1zz+OEG4WbBrXSboVvx6Sv3GO2kkkxqZCF0KqGA+qnBKwz7b5ynfjjAD1uyLGSZRgyimlmSE3gtTeeQjApMpxmFFXXroMMWR1sc38C4oYsM5sTHDxqe3N9gtY7x34oJrq3YfekQpSxf/eIN3IXL9jjlY9EjrgWHvDJ4zJvrC5wPFnxXdI/OairjEqqW2Kn5ga0PeVqMWTQRX14LjOJ7kttn3vVvNj4ybavfGvj+240P/+YVmlVAspWRZ0Ic8RIJS49673GeSoayGNOlHTIYlrjaSLFs7aHCDsfvRIAPAjAA/FAq2eNRxjqNCKP6jNQZeC3WiqUwPRqcFZq0Y4VbpgWPUxUeri9VSN/vyBYR9P3nPJU7pTGyk6hzrxemGLAKJ2zpMsntcsY1XQ84CJ+4+CtoI5Eu1pPeRvosp9yXGFpdi4w1vLRmENYcf7ghgpm+hdfWjtQdGpmgcVL1lkHNxc0FTxcj0R/3uwXPa2kal3IVMN1aE/uNJEl2mqaTx1jPY3HCjRpM7ZBMc8rCxwK+3xL6DdnXZ9S7DTqU443WVqJw5z7bN054ZbZP0XnkrU/ZucyCnLQNWNcBqzIgKwJeO/+YW6ebZEUgtte5i64VwUtLsgcj7KhhZ2fJugj4vgv3+MKTy2Q9FNLzxEse3A3QNYQnliZRrJ9vhRHXKbQjN4ey9gj9hqpx2R6lPDkZC2wgrqhqlyubpyyrkLL2WOwP5e82qlGPItrNBmpNuFHQPBjgX06pSk/aUfsJ0SOX8DMnxH5DZxXnBiuM1VyIF+wFCxxleCl8zNvFRWZuyj948knOxYIh+iPbXwDgpE34+59++aPdtvpOx40/fo/bf+sKWlmUtuxdPOF0PYCoIfBa1mkk7aXjCBt1uIHBGI3ndMwPh6jMRU3rXk+tKSsPz+skqsZKW8mJahbLARe355StS9O4xEHDKguloNVv5bMiwKYuelbSFB6ObwT/q6xA5INWFoOoERyw05GMCtEqGyGWaM/0WnIFtcY4WhaotS/ABABXAHbpZYNTKKwLulZ0kZFiWdcvXK3GTsUKaoxmsRKJq04avKCVKr4CAhgMSzynY7kaMJtIMsbdR1tEw5JBUDOvXVHXOWIjVJ4hCWoWRUjotWzGOSDHh6dAN9YUuQ/Kkh4OzgihRepRmBh2GwkZzDycgWxvvaDFbBmWWcTjcEzV9cWy93Zxtwq2JilF7TGNC0KvPQvFK2sPak03lBjYSIkZhJ2G56eHvNXssROs2BjkZOuQS5tztsKUp8MRdk9RdQ555fPy1gFf/M3nsQNFEDU4jqGoPDZGGU8PJ9hOUQ2Ks0U9zwO2ZytGfslJPuD67Jh0uOYoGzDwG/YuP+Dtg3Nki4jxoKB5vuL0aIQXNaTzGF1oNn/XUx4+3CC5eMLv3r11lpD5M3de44XNQ/7tc29w0knS6FfTS3zv5l0+Hj/g7zz6fvabCV9NL3Mx/OYVbvgdNqEBrv+xewDc/+8u8vSDLTFKLD2yLKbbbOhaD2da4bpyN+haOaeixVDelQ7t3EfNKuKwPttO1kcx9bDBDxuCsOEkkwQIa2GZhrLFtoq68lAasWZORcON+ywORwpOzSKgtQo3aBnEFYuThEV/BND94zi+oasFa6Q9Q1f5YpA/9tEOmFDO8ip3KHYNulGYQM6AZtiKsCVzCTYL2RlocZRpv6N+NICtCm+7YBBVrNJIyJzKEngtndGUjUu39PA2OlZFiOOLzXO+jqWHryyL5QDX63jx4j6nRczGIKdsXRxtSOuAdRmwO1zzwa096SAUDsF2Tl25qNxleH7FNC548GQDz2/ZnK6l4rscEvoN8+Mhnd9xmCaMo5Ks9hlfWjKOhHV+uh6wOE0YTzO+9mADN2nEv15o7IYsXklYkQM8GOBdMSyXErj3/du3+YXWZeDWfG1/j7ryGCbF2c5CYzGxkYRJZVHKUp1EnABhXFPfT6g3HfJMwgG0Y1jmEXnlo7Ww2hK/YrmO8adr5qWgjweTgvk6ZjrMRUugLfG4oFwNefhog+ev7nOYJry93GMjyJj5GX/4+ld44+gG++2Yv/jVH2MyyvnxK1/knfQ8f+Pod9MZzXvFOX7x/nNEQc0O+990fvyO2nL/duPe37lEcSxvpqoVNjKSsOFKv5g+/0nFHcqRO6J2DY7X4Tj2G2IRI1tQayWUbJHG1JW0sZJJgbUKYxTFUSyqtc01bafJ8oAm8+Tu1ypRmyU1QdAQei2LVSx38FC24aZ2sLkDgREGt9tJMWks8TcsPSmk1VpC7gsHpxRl2DMPOEbJ7+pavGlFtx8JlqlVuGsHdVGENiZz8SeyrTatxgtawqAhTcMzqHyXuQSTkiiQbWBZegSBWBqr2uX8bElW+/hOR9ZXxEdBye2jTUK/YRIX3H9vF+tJQU6HLY7XMRkWHB2OoNHiK1+LIs7J+iA51zCYFSIkKn3qwiOIG9we7mitYhSVPLmzKYtxrnHOFTSLoC8OKgE9NBo9aDCZx9bFOdXPb6F/8JQfu/Qu9/INnuYjPrt1h5/54DWiXn5bVD5RUDN/MkYnjfTrO4WqHC/Xpg8AACAASURBVNy1eJXVnoAk1VRSSmzl4CU1KHv2/sRBzVac8XAxwXM79pIVsVvzXHLIL+0/z/XxMb/83vPYSp8p+JyVw+XXnhC5DTcf7hK8H9F+LOV7Lt/janzCrxzeoOkcBl5N1ogm/srohMfZhFenTziuEk5/1PzLseX+7caVf+vB2dk6Oi89QKUkiqYZOaJsUhbXNXJ3soqmD2GPw5JF1be6HEiPB7iD5qytE4QNRRaR7ie44xoLeBOZ9ACuY+g6jTdocFxDuQ5wAvHB1rVLkQe0KwEOmmcLjG8kxbKHH1RpgDNs0O8nOM/ltLFcXM+C5ZWRsHHbaoESKkuXedih8LiN0bBZQerhZBrriCXUD1usL+f+KKpJT2KMq4n8BnfcEXotJ6sBzlightVpBK5AHp69h9e3j1lVIcOgInBastqjs4o7xxv4XisEkzCjee4IgFdmT/nHb7+CF7ScnCZMN1KWyxjXa7EJmNSTyewJrilrBxSDhqCH8TmOwdWGpnO4tnFC7NYcb0jV33oW7sY4HtK1KBVtrfBXmnJPjhbz5YBxZlnlAWO34GI852k+4osnl8XD7rX4TkdrNJfGC+aPxtiFL1TZVBDA0jEA525Eu9FhUwllcHbKsx1YUfiEoZyzHy4m1K1DmoUM/JoHywkP1lNemT1l2URMN9ZkhQArvKClLmPmecTd0y3csKG41OArePvoHL+eXmOUFGwnKd+7cZd31ue4t5xhetPMg2zKk3TM7CxG7p8dv+MnNMjZGuD9/+xlrGMlBdAzhEmFMZp4ULJ+OqSbleI39qS6vE4jTOngRB1dKjnObeGS9iHtttE4qUM3MHQnAdazdJ5BlQ7toKRqXNGba0XbiKKtKV1K659lcXqTknFScnw0lHid/nFHWynrVQSNwqxDmmsFjjboTKiTulREhw5tCM3I0HmarpatsC4c4suZGFg6BUcBJB0msuhJzajfWuaPE9yt4ux9ctyOptNoBftHY5JhSRzUpL5UTp9hhocDkWkaK+B5R5n+biHrzPnpktZoAkeSLkdBydPViP/z7nPsnptzeDJiYyZnc+VY6tzH9q8dx6JKBzNpUamD0S58EDH4riV15UIgqrtHyzHLZczu1pL9xiF8N6L6WE639FGDls3NFUpZjudDnKchnYIXbjxm37lMexLy3/7cD7P9RcPF/+AWl+NTHi/HNJ24soZhxUaQgQZ3qWlmLfVmh/sokI5BYGhcaQeqTsFWhR80lIXPjXNHPF6OxaveSfvPdYVWc5LFlKVHZzRvPLjO5jDDGM1r5x/zpfuXJBZps2LxYAJJizGanQtzKcAlKfPDIZkT8MH9CR/YC0yuLFitY37tcMSVC8fcf7xJPCqZfYu58C/FhH42XviPJQTsg79xHdOps614ZiHaygXV299dR0lBmgdSef2ntuX0CBnbC1u6kRTBxBvZG0biluUyxg8blGNpCxcddJjcEwugJ+fRunQxRrNMQ5S2uLNStoyuZXU8QPVbbzWrsCufJuxwOsk69lYaq5BkTc9Cq6SvrsEEhvQ0JhxV1IcDqXi7Fp1UjJKC+UkiqZkbFV3jkJUe/rCmLj1Gg5L5ciAVbqPJKx9XG+oejHdhZ07gtmgECvjJzUd8/XSPzioCtyXyGhzVY4mNnEefrEZkaUiSlFwcLth/NCOPfXm/jdQSOkfUZU7U4k9KiuMYG3c4cUtxEaZuy85ozf039zBbNa7fkQxLpmHBwdMdyk3RG4xmKyahLFhF69GufMJLGd0q4OadPfiU6Ksvvf6Uu9tbTJuAX356g7bVaO1Q1prd8ZqJl3Ptxj6e7rj1eJvg/YjyXIeeVph5IHflWiyW3VCTLyLcqOXOgTidnrHaz0IKEfxQFDZoZfH6Gs5skLPpZ/zg9VsEuuVRPuF9b5uNYcbAE+RUqgMeLyXHuildBhfWpMcDWqPZmq3wtOH8YMnJJCbPwm85Bz7Sfej/u+P5f+82L/6JD2V1BUzp4LmdFFRcQ1sKAD7q/ygKJDx9JW4hx//GOVxVQnI0hYs+8nF8cTAFUUN1EmEXPqONTKJuGk2d++Ia8xv8UPrb1oh/uT0KcfJelFFr3K0Sdy6ESOsZVOqKnW5W0w4s5Va//XWFb2YKly5zsRbCUUXXavR2KWfuvA8L6O+K8VQkq2FcM5zktLXDYFiyTAXa3zQOdd23nrJQ9OqtwPrT2mcjzDgfLzmsEorGY5lHuNpwmkccZQPSOqBsXTqrKfKAa+eOSdOQt3oTRdM4mE5hCldUfisfPINpNMVaYBTKl3ad8g1pHvDoZIK/1MTDiuDLA/I84MrglNe+5xYmMgyCmoFX8/HxY66Pjnlpui+tIF8msV67TLZSwlnJ79m5yWvXHvBgMeHCcIHvtz3bDbLapzIe0yDncnIq0UvXaqxjubpzgo1bOF9IFM52jRu0KM9IQimytmfHsVT0taFJfa5unxAGDcOwompcitKj7hz2l0NuLndYtwGu7tiJVnzfxbtcGx/zZDViM8xI/IofuvQBXtQwnaX4bks0LfjMuQf84O4t9pIlZedKUTP85jwx+JfsDv1bx4t/5iY3//KLUGtWBwnRRoECwkRMFE7f7jELj+B8RtOnO1rXSKjdfoQJjBRlVr1S63FIe77EDxri7Yyq8lg/HGGjDn+zwHWl51m5UihLRoX4pPEwk0bOqfMA1Si6/QjHgrNw6RIjnusjH5N6wuUKwMYtaj+kmzY4SYPdD/FSl2rDxXoGb1hLxXvQMh5lkoIJFKnISfM8oEYq8G3rME4KTuYJg6SkyAN8t6PxWzaHGXXncGG4YFFFHBRD7h/O2NtYMgpLTk4T1n1E7uowwU0aNiYpd/c3cb0WRxmu7J6wrgLqoSsgitpBBXKnwoLKnDMMszOpMScBtlHYcUsUNqxXEfEcVveG2Msdz+8e8ZsHl/nMzn0IDB/feMLILdHK4uuWn/3i6+x836F0KlyLs1PQ9ojkn3v6CldHJ1yZznnryV4/oTVN4ZGdxPyjDzewvmVwz8VcbgmOHIwLjjIkk4L0NKabinHHWOlTGwzjYc7po4n8Tr6hrD1mu0v210MAFnmEtYrd6ZpH+6K5nnstj0/HnJsO6YzmufER91YbfPrcA15JnvCL9Qu0xuFzV29zL53xw9vv8dXVRd46OUfobrE3WPL1x3s0qU88LfhW49tWuZVSIfArQIAsAD9jrf1PlFJXgb8PbABfBn7CWlsrpQLgvwc+CZwAf9hae+9bPcf/kyr3dzpu/ue9PrzPeB5PpYCWZiHtSqSJaiDeZuqeCnrqnRWlnMzBLUC1UjzxbqzPonaa0sXmLqpR2KQjHhc0jUNTePhxgzVyxgZw9gPacQtaRP7dpJXtfqlxc425WBK8E6FbSK8LVN3OGsmRPonwt3KqeShabgvR+VSC+BxLMipIV2I2sUafbQuz45i9SyeUjctiMWB7c8XxfHgWEXR547THDTlMg5yDYigpnsDByZgorsjWofT4K1c86qXGGTfytcdD4r0UpSzjqORkPRCmWN9LVwpIXdkKWc7ksGQualyjtD1T4kncriXdT1Ctwk011oE26UQ4A3z2M+9ya7HFTpyybgL2l0PMW2PiTx6zXMcEQcOru0+JnIaqczkpB+yvh3xi5zFv3Hwe5RoGb4UU35VjD0Osa/twB4uqNK+//iEfnGyxPkpkIaq0IKTPlXAcoDrokk6OQrXEK4VRjbWyM3n2O5eLUAp44Tc47cYoNscpaRnwytY+d1czLg4XrOqQJ6sRL24ekjYB++vhGcvt3ET49I+WYy78pEQIfbMq93ey5a6Az1trPwG8BvyoUup7gL8M/FVr7Q1gDvxU//0/Bcz7z//V/vv+hY+X/qP3eelPv4eqNDZ3KCqP1miGSYE3KeUPWjpSYfYNLD1MbDA94cIEBuOLZlo3UMwj8mXEaFDieAadNIR7GW4oF2SzDFBKwgNcryOMRZFkXIuzctFrh27WiHHBM1jX0kw6zNynGVrqsRVDhgLWLu1hBB1nNk/rWnAgn0cEg96/fXfMZJLRnIa0mUddCz5Y+YZFFmGM5vz2gqP5EGsVXau5NJtz73hGaxx8p+Xt43PcO5nx+N4mdevSrTwx3StLvZK7v1q7cvZ/HJIeDVDjmrZ3WB0ukjNZqdPbOG0PWDwbrcbZl0XU9jbPOhcOttt7owk7GDcYz2LOlTjjBvdczvjanIfplP1HMw7yhEe/cZ7JoEC1ML8zAyuV/68+usB2sCZtA24fbLKax3x1/wLUQkdNn5cWmRk3ogcftKKdV5avv/Ec1dsTRlsp5y+dSDF02MFhgAkN3bDDO3Wh7FtmVjGJRI3o9wuS22OpnLBjmMjxJwqkBdYZTZ4HfOnhRU6WA774/lVOi5jQa3n3cJenqxGB1zLwpR9+5+4Otw83KUvv217n33ZCWxlp/0+v/88Cnwd+pv/83wV+f//x7+v/Tf/1H1LqWdfzX/x48c+/y0t/+j2qzKcofOrWFWqIJxefDvvoWC0VWTfTuAsHp9DP6mIYHwlcD1uWqdzhk2HJeFCcAfG8Pg1De4YyEy24G3SY2NCNW8xETA5KW/TSkz6lsli/V4T9U+9YcCLPr1rxRBMYdKWFVRYJSKE7iHAqxfwkYbi3BseyPUmpa1cSOiqPdRayfzoS15eSfGqlLKNByWkZc/Noh6z0KdOAZCfl+OkYVWtUIr1l5XfYwkFvlfhJTbvZoHyBRDxjnDcrMap0vWpOB52kkrjieLN9yF+70eJkGu9RIHglo1BBR54HJJFEylzYmRNeW0v9QhuCQFpFizzCGTSs8pB6pyWvfKwGN1doR567rR2BEbYeFzYXBINajhjHAn1EW4E5Bh3atVKFt6BmNdYVRFHzxSme0/FdL98FEGOKa9C52CpnFxcoDbuzFctC5KDpMpKCYeNggSiWM7XjiMFEact8HeMHDRvjjOGgRLmGo4MxqyykrlyywudoPuQ4HQiDfdBQpz7mUfxtr+/vqCimlHKUUm8Ch8DPA7eBhbX2GTrhEXC+//g88BCg//oS2Zb/1sf840qpLymlvlSb8jt5Gf+vjpf+5C2e/3fvkD8ciqd56aIaLTABBYyk0NLGhi6SLVkXG5qZwfj9BVE5gtnVltXpgJPlgDCqmSS9NNIVsz79xa6UxJsKvVPJBO608Lf7xAXlG2lTXSqJzqWYUUu526IsmF40g+23h745S58cX5ujrmY4vmF9OmCykWKBOvMlUWQtMtdm7eOFLUmffjELcqZhwdOTMdnjIcUyxI9rsidDVClAhTCu2RhnYjAZV7I4uZ04qzwjclgtYAM6RXqQ0B5HgmvSYE4k4F7FMiFUJzildtZSTzuchYv2O/ywoV17nH44g7XHo1vbANy4vs9klFPkAZ+7dFsAEf2d2E1kkpfnWrqL0mEIgpbnzh+yakNeGu8zCkqqVYBzL6TekJBCP6k5v7lge7bq24HAM8qrlcTI+uWCe3e2+dqXrwv1tTfwsFlhG838NKHLXLLKx3U6Qr+RApqy1IWHehiJHmEdkM8jZpOMOvWFU1e7HByOOX08EUdgp2hq4dF1jRQ4s4MB3rAmiiv02pXj2bcZ39GEttZ21trXgAvAp4EX/znnz2/3mH/TWvspa+2nfP2tS/H/X44X//y7vPjnbmKCXhNsgaWHsx/IHRFEqTUwMGpRTc+dyoWaorRM2NnWirb0KAufrPKZjXLZenmdeJF7Z5gbtPiTitF2CrrP57IKnUpOlz7x5HktEhawlrpls9HiTUuSrQyVOxJ7e+IJwwtYpxH1PMS0wiFbnA548miG12dS61iiapxBy+5sxfXZMZtRymkVMy+l8q1nEmJfnURi8jiXYV1LmQY4SjK125PoLJ8rCvsQAsRwEQQNatBK8MGsgkZjDwOcQsPSQ534suXtrZfPahp2V9xZ1TLEP3aFl73QhLsZWhs+vLfD0f0pO7MVum/wm1ahtcEYRflYzrq2U5S5z/fs3efF8QH/5OllPlxvsZ8OcRYu8cfmEBii9wPqVcDBr+/x5MkMPfdw4hZvVIm54vklxrfoByHOSs7+ZtTirhxU1Rf7fMN4kuONBHUceq0w472O2G8YT3KGL51Sz0OcUw9VOJzcn8pj1X12VukIW37lCZ899c58/trpwLHi+DtMRO7bffuN7j9X28pauwB+CfheYKKUelYlvwA87j9+DFwE6L8+RopjH+nx4p+9CYCTSWphNzCoVqEbOa+qWlheqlF0E7lozyJq/I6XNg751I17AKz3h5wsEiyIS8tAexRRVNLSqnOP1VGC9joIDN6JK3fcTtHFhnbcV4Ydi9qqcEfSqmiPItKnCTZp6UYdZqNB1Rp/UBNGNd5EFoworkkmhfiwjaZrNXbpY41iNMxxtKHsPIzVHKYJ01AIm1hFlEj6pXXFEmpjcaZllU+78nGmFVd2TxgPCny361NHRBZb164U5DrNIK7QSYN1Le24xQYG68nvqEstk6NfjEwqXnTld9RbLfVug/PCmmIZsn46xIsblFHMopzDKqHLXS7vndC2jrT8wg6VtNjCxXkU8vxgn+vhET9w/jY37+6xl6zAKq5OT/ixV98mv17jrByqzQ732EPvlnS1FipNq+Q9HnQ0045u2ImFFdkV6VKRTHPiROyUw0F5VghrO4eNJCevPYrKo6w9VNzSzRpZuOJWHHJWYJNYhS5EraMqjWoUJpVoJt/v0LlDfhLjJA3hqDpbvL/V+LYTWim1pZSa9B9HwI8AN5GJ/Qf7b/ujwM/2H//D/t/0X/9F+1EQjH8H48ZffIfn/8I7crdUiNwQMfEDOLVsxfTKlaSNVkEmGVS/dvMGX3lwkd//0tdQcYs5DDGNZnVnInfokVBHdU/D9EcVJvPQXodxRJvsLUSZ5k0qwrjGT2q6WiakjiSMXiUt9NVj2ynCHnmTHg0IwwbXNWcpHboPzDOFizOr2Jik7A7XlK2LqwwbQcYorKg694zg2dwanRFDu4WPF9e0lUOWB6J73g+583CLYVDx+fMf8Pmrt7i0OT97D9vSIxxWRH6DKR0BBrpWdh2jButZKTJt1z2JRUmHQVnZGQ1awlFFsQpRhYMeNtLem1X4uuX9423iWc5JFov9FKTw1m+Hf/CH3uSvf+EHeWN+gxfifXZ2F9ydz9j7+D5fvX2JX35wnclWKovhuKadNaLZ7pNKrLYQdeiVdC1UrWinrSSnOH11G2jeGcGXx6xubuD1ysPtYUrTJ7x4XkdV9Gz3tt+VWIUbi0hJ5Q6qVgKl8GWxs4EU5XSfpaZaROhkFOU6OFsAv9X4Tu7Q54BfUkp9Hfgi8PPW2v8N+GngTymlPkTOyH+7//6/DWz0n/9TwJ/+Dp7jIzVe+E/f5cU/c1MIkbG82W6m6Hzohn1495GD0/emUfIHsp0ichp+5MWb7L54KCvwTonzYYTSljrz+y14zyYbiNKsmzWYqJOz82ZNswxoPhidIX4BwnciulGHrTXTvaVsv7Rsh+vMRxUS2FesQqxVEsLXavygwU2E1rIR5TxdjVgXISO/IHIa8kaSMlCWbuVjLhWgIbzvE2wWzEY5yaRga7rGrKXyr9YuH97f4R+89Tq//OA6kdvw/Rfv8LkrH7KzsxCNeiN1Cf9egP+015mnQmGxPW8cTyABz7/whDr3cTONehxSnkRQa5ILK8zKY3B1yfnNBU+zESA5ZOlSvoemjwlqZWF4afCUf+21r/HmG88z0BX/xsWviaRWWYbTnB+6/AFtj7B61qK0SYvtUVXuROoCwYUUXSkJNig17lrjrhWTtzzaNye0V0uqVwraaYv5JxP2729wuE5YpDHreUz2eCj1g9IRpaFj0V5Hm3qMNjN5zriTnO9W9Z540IMWu/KpHw+ErtJq1L74vzH/7LX6W8e3FZZYa78OfNdv8/k7yHn6t36+BP7Qt3/qj/548c/e5L2/8DK6VtTnGpyFiE6c1MUEiBTUNbgrh26nQmnY8Vb80v5zxF7D1QtH3LmzQ3uhgVJSEct1QDLNJXq1cVBWwu5YB9JC6RTuypE/5trFqRXeSpNfEWOGDjqWy1h63o6s/Cp1UBZsKRVw12upTiLCzYJBWBMkObMoJ3QEUHBhsuDBesYoKJlFOXcON9gYZxx1DgoYbOTUQ4c298l98XW7Wq4mb+HQJgYaha1cKtfwwcEW79tt2sbhpQv7vDw94GkxYrkZU8WSkqkajbdycEqXLrA0u7W8f63iME0IBjXjTyw5vrnJaHfN6mRA+mjEtRefMs8jJkHB4/UY3+3ovjDFHctjOMc+3UjO8Z997QNiXbPhZey+vs+Tesrl4JhRWHEhWQDw1nyPdCH00KZ0pEXZtweVtnTHAXqzokwDtFWYSIIM2nM1wZ2A9JKlHXU4BwHOhRwbgfFkq57dmuDUwKZMVq0N/qShmEtVvlv54FjW98cwEGqNNeZMU4BVMmfjfgE4CFCVeL+d1Dmr6Xyr8TvePvn/17j9069Qb0phwk0dydEKJfisiwyE4n2dbqx5aeOQe6sZL00PeHe+w9NDyYPygpZqGRI88egCK5NQQTvp8KelcLmfBHRDgy4UZktyqnUosP1wWFHOQ2lxNar/v2ZybsVqFUnCZdgJDijoGAylkr07EOrFO/vnpE0Vl1wZn/K1J+d59dwT3jveZj2P8aKGrnEI45rAa8V88tUxTWJRl3NBNxlkwenFGF3S4U8qCTTI5fMqbtGeVMJNb4hw3e6MEa6MkiTNRuMGLZe3T7l/OCOKasrKo+vjd8Oo/r/Ye/NYu5L8MO+rOnW2e+5+375waZJN9jYzmmmPNJJHkRQkcSzFkgAHEWwgDmQgRv5wAjiA7Tg2YATIor+sOAGSODBgwzBgA4okS7KWaOTRNpoZjWbpnu5mN8lmk3x8+7v7vWevqvxRt9myPNFQtqS2Jf4Aoh/vu3x8zXfq1Knf8n3Ol92dMU5jtFmx1899134fupnmsJ/x8d3H7MYTGl7Jtj/h3XyDH/vyq/zNP/nTaCS/PrnO53/lJVQmKK9nmLnvyn9T9aTPAGlRE0Xd0cjcPfKajdKBLEpJMJEYz1Kua9f0Ml8txKsp+iTG9ktanQwL5Le71LuFO27hknh2qdzYp7SIhkZFFdX7j+UrAYPfKjFHMWa9xD9widmq4/oUMHDrb7pczx/Z8ck/rLj2I28C8Pb/9AK64RC6apDB/QSsZO2Kcy/df7QBgzP6ccpvHl8iy31sKRGhqxdHj33yrRoijQo1deHR7Gbor3SJp7C4ZBwYcRHTSnIWiwg/qKmA4tRRSNRYUa+7phSVlOj3WxONO0uKVQloqz2nF6YoYZiUMWWu6HRSpsuY86BJ4Lszaag0g70LplnEdNagyAPSaUxw6CM+MkdnPq24xH89cQqghsXEbmAkPFXYc0WAez0898ivOouG13LjpUK6Mo6r/4LFovyayro+7wenA+pckTQK+u0lJ4/7eEnFfndCN8i4Px3Qa2Tcf7jhjiiJccMrgaW/O8H3DC+2jvnC6Crr0YJQ1PRU+uRnl8iCz927xg/8B1/kZ+69jNQSI0FkjlLqpQKQzr29n0OmMKEhWHpwHuCl7gktTwSicL34NtRUoUQlFfo8gl6FLT1mJy1EpLGbThBhRisxQdPtujZyuCgx8jHGR8SrMmRgEJHGPG5gNh2Dzkqougbb0ESHPnX8zTffP5LDGX+Qcetv3ObW37iNKATVOMJKZzLcSubM8ggvqmn7OU3leGVVGtDbmGOWPr31OfrW0s0DK4f/FdJSvd6l7Bimt2r8uWQySpxiZqWfrVdUFZq125X3syd1W7uS3enaaXm8QNPsZKy1l8yLECkspfF4NO65bjUr8P2aWe5KhWXlCCShV9MMS3bXJ3TaS67sn1Pula4mLyDLfXQEXgEqE4RnHuFYogOoE7dbq6XzQktliDqOGqMeRuhMoQKN16rwkoqgXVBXCpO6ppd6FrC1PWaZhpxdrM7JlSSQmrvjdYwVDrLQdN128c6Ccq3GX8+41hvyXGfI24stDqcdNsI5BsFZ1WJ3f8jjss9Eu4aMH3/t42z3ZtSpIujlqEGOCQ3VWu2SUp6DSlK5TLz1AOPkhCL3EJnESotceiSd3EEorIBuRaOdu4YkZZDnAXE7d+3AWkBr5fleeoQH7rHbxMblRGKNDQ2NQfoEYOGHNWLpUfU0NtKosSLfqj8o9/0u8WxB/2vGzb/9Fi/8tbedb9gIXrt9mYuDLu1mxucOr3KlMaTfyBBLz2lgjCthVYvAZT2tcC2SgUa+NMNEFtmqUB+bsL8z4v1WsSQuXBY1c/QVERh0LWm3HF5Il96TxzprBMp3cIXj847rqipi3jjeZr21YKszp5+khEq7UcjAtT8ui4BhmjDJIs6mTUYXLQ4vumxtTVy74opkWrUN+cBifIuoQVQQnwuic0k4EvhLQdV332s+icgOm8jnFzS6GcZIdK7QmUJriU5dI08jKYgGmRsRXJvQbmeIUqIOQ+5erDmkU+0xXcaUqY8a+qy3lngLj3IU8ZUv3ODzr9/gtdMd+kmKLzTvpuv4QnOlPeIf/vqnSU3AC/snUEouFglew/WkV/PAWU+bFd39CfV6iSglXirx5y7J5i+Fo6/mArnanWUpWJ438JYSeeAcZMWdNnKu3KBNtyZfhIhGTbQ/x2YeyXqKXSspNmvU2LXOUgvkVBF2XOlLlK5sWV3ErsRXSDd736mRuXRtyN8kni3of8O49bfeorySIypBf29CI6iYP27z4z/9HQ6lExoen/cgMgziFL9VEPRy/LBeKYBcc4SNHaxwedji8M1NpDSkpwnj4zZaO3mbkB/8QMvacx1TOIwQwOb6lKtrQ66sjRASJsdt3nm4RZm6ccjzRcLZvElZe4yXMZ40RH5NoGqaYcGttTPMqjRSLd2gfhxUhEkJU5/oTBLMnFS+7Bt3jg0AC0XfUsc4qsrq27SxIZ9EpOcJeSL9zQAAIABJREFU3v3I9YAD9ixCjRTRiccgSdnpTWn4JYsipBGW+GsZg285QwgY3R6QvdajepjgDX3Yyzh4a8v1CGQS3TAEFx5xUDHLIz5/cZXXznYwVnApHrF2ZcT/+bXv5N3PXnV5jy933Ex7qpALjyByuObJqOlkgZFG7mZUTYuOnSrWNjTCCHSiEbmrbHgLD90wGN/ijfwn53Ch3WO5S3T6pKMGhIbiXhtmviuDDSrUme/aeTcKimGMeDdBVi6rHlx4iEoQbC/dTTz3sL2S1v7sm16Pzxb070Pc+sv3uPXf32Y6Szh8NEDU7gezm0zBN9RTR/98+2iTMHRYWSEsemWOCIPamTJSH9vQmJZ2apXIsLk/Xs1Tu0cxFVWuxCIcAFF4htbGwl2MVnC6aKKtGyHEN/inAZ3eknHhmv+FsFztjZ4YKC9O24zHTRZFyO3zTapJROvrIV6jJlI1R0d96odN4hMPlUMwdT3TRrnh/zpxwyr+XOAvwAwDwhOf4EThDxWilG7hxQ7C4Ccl3maGbjqlz7IM6IUp0yLi4qjDyUWHRlSy25ySHjUxgcU8v0QPKkxsqVfIICsd/dRbelz7kw8B0EZw/Nk9xkcdJlWDhldyqT1m0Fsw+NSJ60mvwOSrybjAOvrrIsTWAlN5qBW433RqTFNjAkv0KMD4FllIhHYNJla4mrXu1q6WbB3dpB64P6/nPmjXMOKf+ujYsdNtZD4Yl7VgxgFq5lG1DNZzX9sEq3bhUYyN3Y3T8w27//nhN74Af1s8S4r9Psbz/9W7AFQ/0SH0aj73xg2XtQw11SRkbX/Cjd45D+c9zkZtBt0Fxgpmy4huM8NrLylrxXQe022nnD/qMc9C6lzhRTV17qielBJPGoLImR0iv6a/lpHXitFhl3zdJ4odr7zedvrcolYUlWK7NeciS5il7gwtfOeenn59QNV3E0fZqynWCNckka/u+RbygV1hhCE5kJQ9iz8XpHtm1UXl3lteLpzLa+5BUmMaELcKysKnWgau7hppdm6ckteKaRmz2VhwWq7R3szY7054/XAH61lae3MGScrDd7ac8vZIUdzK2F6bcnh/jXgj5c7RJtZA5zciVAytu4r7P/kC2d+6xyBc8tD2HQ/uICTdNk8AjEGncM0phWuqUY2KditlPGzhjd2i04nbda1n8XKJCRx5NbyQZHurklctqFsaudILayvwzxV1yyW05EaKfNjECIVaSKqNyrnImgZ/7LmbnQQTOU5c3TZuOs0I4l5GphuI46drj362oP8Awv/BKQYQf9cNx3v3Y/ROxae23uNXHl8HoN1KWRYBZam4uXXGyaLFaNIkiiqSRkFeKWSzIk+dFSRpFJS+mzrKm4Is9zFGcn3rnMeTLhvJgm6YkW75pMsIPfWJN1LqysNaZ8KQwuJJwywPqWtJGNYEUUVRhXReGaI8zXTpuNLDSRNtJJ945T57jQl3Zht0g8yNI14MSB+1aBxKlyjLBHUDV2azIGYKaQS67XQ4deXKUGYSEIwlwkCxX/Lw8RrS15zZNpe3h1y9dcwsj3jzYBurBZuXR3xy4yEneZuHK2BitlsjtCAtfdYvj6lqz4nslGH8icoZMRuG1iPJl3/5Ftf+wSkX/22X528cUbwHw1cdcRTjJrLelwRsDGbkpfs3jVs5mbTIiwDT1G6xZo5WKlZtoNlzK3KIFo7OWglMQ0Ph4U0U9W6B1RJvrKjHyt0IlKVODBQSqwz4lqoD/tSjWq/xxq5xR/VzqqWPXHiIL7fx26s/9xTxbEH/Acat//ouAPf++ktsbk0ojOLVrQN++e4N16Sfe/hJxddvX3IGByOYjwK8UNNpL93kj7Rc3h0yTmM3ZCEtJlfsb4651BpxuOyy2Z6zKEOmWUQ3zlkuIto7c5pRwdGDNapQ0YoLN+hwsk6nlVFKhRSWMKhJNgp2W1POs4R2I2e6jBH3GhSvlPSCjKOsw2Y8J/FKElVy5fKQF1844m62yU/e/qirJ58HmImPv3B1U9N2mVq96lZLopLutXPyykH8y1ET78zHBApVCB6JPv3eknkaEr0Zk16tuHhrDbN+wKNZD7lW4CnNKztHtPyCo2WHUNV8/e4ecddN69VphNjKIVUMXw649iNvYK3lxf+54sWfOOSfXd93Sa2ZwjRdzqI+jtC14Ox8HbFRPPnZ2czDXwpqXGnLxAYvlW6YwnfDNn5cUY2iFehgRVAsPOxWjq0lUaugjmr0hcMBC4Dh+yobgbUWNXMVDDV0hBurDPaggdgoQUC6XyPb1W/7c797PDtD/yHE9f/lTYSw3JutM6+dwieM3CxxXShnmlgNT2xuTfCUJs2d6UL6htpIeo0MW0v0Rcj+pQuaQcHhsuuAdFKTVg7YMM9DgtDB9KdpTG9nih9XTx6xdwZTPGko5u4CKUpFElScZwnbiSNpGiModyvKSvFLt2/xpdev8flHV/jnX/sIXzi6TChr3ljuoaThue0Lntt3GF9/JjC+M2QGhz7+RFLNArJ5xGTuEnhJUNEIXB4AQFaCYCKw04DhqIl+0CTfMKjJanhBGL5j8z7qXkwSF/SCjN1o1fV1+xJoQX6aUN1rISsBR5Hjt13PEIMeQgjsMuXnH75A3XCMOOu783z9XpO6WyPXCkxkMKMAvVSYcYAo3dMH0vXvi9Lt0Dq0zoldePBegrBuFNT6bqRWJhVm4SOnvqOYArRXbLlJ8KT0JOoP7JhCO+G70Djqq7KOllMLgrGHmfv/MiDid4lnO/QfUvT+M3fRlz8dE/ezJzZKGWiksKxfGbIsAkazBnXp8MBUgqhTcj5tomuPoFGysT1ipznlZNnm0dEAFdZc3RgymceEYc3V3pDbp1vOBFE4U2e3v3SopVpSVD7pPEQGmlpL1tpL9KpEtqhC1+ed5CS9GQ/ub+CtpO7FRYyaeSzzFj/+3re6xJSH6wHvaOK5oGpZBxkooOy4IQx/uMpsy4Bzk6BSQb6hEZ0K43s0TiR1jHtsnflEF4KiD9VahRdrfvr1jxIc+VRdw3acM69DNkMwCHavXFBqj9lvrbtOqlpQNy1i6SGTkjt/aYe117Y5+yR01YisFI488v57205ooDOFmnrUg9o17gxWuOdZCLm7SeEbvKUrHYlauEf2ZNXRF4PXK7DHEVYoSDQmMnRbGfM7PSTuOCIqgelViJmPWgrK0GXOkQ5eYXxLOJbUiaXq1XgzhT8XyEK5Wv9TxLMd+g85yv8k48oPP6JIfaSy6Ey589+8QV17DDpL9jbHrqEjcDietc4C5dfsDyb4nib2Kh4eDkBYjBU8uOjj+xrf0zyY9PH9mrJU1KVif2fEbB4jpOHq+oi6lgRxRZyUBEozz0Oy0ufowRrvnQ+Q0jBbRnSC3GXYt3Jkv0S2KuTVJeFWiolc5tUEbjH3t6bkGxr2MqqmIdvR1JslZq3EXMmod0qX1ZWQb2tUKrGZIphJsk1DfTN13VK+IX0lI7w5RfiGVjNjZ2eErASXXzym0h4H8y53Fht0ggxtBZNZg7ppqGOLrAWiBtvUYAXX/4fXuPiY42qPH/bcwlwRV0WkiddS/PWM1mBJvVm6cVXPtZwy87ESyt3KJa08l9W30mITh3tGuPZfbynx32qgE4NXCmSjRiYVk+M2ul+hu6vhj83C+dXsqhnHczeHYCKR1aoGnVi3Q1cSExuMB7phXXvxU8SzBf0hxa2/fA/l18hA02rkJHFB6NeUtcdw0UCuusl6rZS0CHh+85z3Tgf4UnOatdjcnBI3iyclsKJY6XZXvCqjJXFScD5rsjGY0Wk6Qd3+YEJde2SPWs4koTSLZYRMJeUiYH6REIcVj6ZdulHmJoZq58UGaDVWfK8bcxr7c9a2p5S1IthMCaMKuZcSbS8JGit6BxAmJTbSVG3tVDiBRU088u2K6OqcMKpQI6ejtcZNikVJSfmFPoGn+TM/8BuU2mO0aOBLw5fevsrrhzucPBxQjyI3rdYwGOWaPsRcYazg4oc+ynOvHtBICkS3dIaMZolIapj7NOOCtc6C7E73Saabqc/isI0/dck7deH6xmXuHpHVwsMLNf7M7ar+VCJLKAaG8NRhmNWDCJMrl/UvJd7UdZmZUbBqUHG/vIUDVdQN5/YWxhk8TGBpHHj441W5z/BUo5Pw7JH7Q49+b8lsBU+vSgcUDMMK5TvCSBKUTBYxyypgsz9jXoZ0QgekM0ZSnDR4/qXHpFXAcNGgWoEK9EWId7kgO2kyto5CORw5soc8C12d1QouHnVdUidyJZiglz+hd947WSeMSsrCZ6OzoBkUnC6ajhYSWwJV48mVsjcumC8juq2MqvbQSqBWn8sKHxlq5Mh3ffDgzq6rud9Xto94L6i43Blxd7hO+ZUeoob/4s//AmdlG19oylpxqT/mdN5i8AWfdCtg5zuPCL2aWFW89uZlTODaT83lnNavN0h+6IijWZvsfhuVCqJXJsxnMVIZvvvVN1gP5rwx2+FUuIGT+ESRbbp/LKNYoafcQjORW1gmsDS+FjuB4Gphlj33/1R1XLa7alvnwbpoEJ8oyo57XPYygdSCYqAdbLJwraS6Xz8ZbCkGhujMo+xYvFJQRxapwQTPztD/1kcxDynPG87hXAmINVZpB1QPamotafkF270ZxgrOv7KJCSxHTccWix/52Csldw83uLQ1cihcK/CURkca/Zs9Ggb0aYvkyFLdBFlBtV1C4XF+1EV1S/QoRM2kq5uudoJp5gANxpdEccml1pi09gmUZm/L2TXu3d8iPFboEJYtTbSescwD6tpDSktpwa7g/2bpY7o1cukRX57je5rJRZO8ktwbrbHRXFAbjywLqAeGqy8dMa4SADLtc7U75PVfuknZNTQ7An8OJ5/fYetTR5wtmqiZR+vFEdP7PbYHU46vh6x5GiUNcsfNc7/UP+a41+Gt37zKZ4pb/IcvvUU3SDGbBeIiYH7dyRJYEWqsb1xPt+9IJf5MUnYMRvGEvPp+2a7qa2SzQiqNMJK6UNiuplpzvd8mNOiuO3a8z5ozrOCU4AYwWgX5JKI0oPsVVe4hSkkdGDfm+RTxbEF/iCHyldp06dF5bky2UpVOzlrOEz0NWXZnSOE6qqr12g3LLxX9rSkj1cILNbrwGC4bVJXC910nWmkF1StL5J0E61mGn6qcUyqp8U+ce0stBVb6mJ670GxkCELnvq7OY2g6TlYSluRakWufQZxSG0k3zJjuTDi3XeTSlXaK44ajbhg32hl1c17cOibwNL+ZX8GmrlxUFopbe6fU3TFSODXre79xyaF52ha1meJLTdMr6KiUhY74mZ/9VsIZ+HP3KJxtOWHdo7ubfNvH7vD5fovpvR5is0AKy9aLZzz80h4vf/s9XpvtYYG2yvEbhjeCK0RNV0eOvYrn9065d76PLN3iVTOJjtw5VlZOf2Q2CvKWB7Ug31yNWwrQBrdIY3ckCQJNWThemN8tqAuFabkx16BV0ohKJqctd+P0DWrkU3dqwl7uCCeBxsoV27t0/6/Ws4St4htdQv9KPFvQH2Kofk49jDCxZjJOUGENSJKB435VmU9Ru3rxxe01ejfGTrBnBaPD7pPatXcR0N4eI+OcRREwedghOZakewIvtrRfGDKZJNy4eszpvMU80OhJQLXpRvmCC4+y7xxfl3pj3j1bo/HYw8s9+K6Usva41rzg7nyd07TFcJaw0VmRnX2DrBQmdhwyJIS9jGIWYi10gpxpGfGDL32NX3j4Av0k5WjYYSNasB7M8YXmH/3Kd9P+FicC+Natx2yGc27Fx/z69AZffHyZ4FfbRA6SSrZukbcWVIuAuJcSS8NXPvMC66+eMxw3kQcRj6s+l3aGVBsV740HBFHNNI15Z77Jd/Tf5U99+9f4uTdeIvYcU3sjnvNO38ElqCV1w2JbtSOMZAqZeohhgMoFdcfAoMBXruRoLa72nCmsgeXCx2uXeO2SehghOiVeYNFKIqVletABaYk3Upe4XCXiinnI1s6Y4aQJWxlmHhBsL6lrj26SMxk2n+6a+gO7Wp/FN40oLlmICDxLlJSOktEoKe+0qWOLv5Hx+O1NOnckXDUUnx+gQjAd4wyV0lDNIsLLbnGNlg18T2NbNZl2VgpThizSCFNLDn7xshv3jC1Cga6FM4FcyYnuxZRtw53jDfTcRw8selDR+/ku8yvwY/e/jUsvHTPLIsKg5uDBGn67pDdYMBv2wELjQGE+PufGxjlnzSbjeYNx0eCj3ccA+J4mq3y+/+br3Gyc8OuT67w7XSN4ecqfvfxVfKF5kA/4qZ/9Nn7pEKwQyBao1FL0BemWgfUCUXm0eilFqQiDmmKnYvzmmitHGYhbOQ2/pN1fst+d8PW39yEwnMcJP5l+hD+1c5vwIMC8Imh6BaMyIenklKVHXSoGewvHJz9OaD7ykCWUvRVvzADDkCp2ED+7UiWJFVmmXNNPXNg0NLZw0gBbeuSZQqWuHzzzHIqYUPPipWPeG/ZZFgFhVLHbmXIQdMnTALP0mQ5Dws30G19EvyOeLegPMRpBxaLliJbGCIJGie9rFr0aUUnqys0cTz5a4bdKim1XlBBAHDro4P7Vc4YLt5DLd9p4L0z4lusPOU1bHD0coErhWGbnPul+jZp7blCgVbO+MWOeRuSzkGJNIzol++tjDo630Wslcasg/Z6C+Ist5i+XnPzaLt17hnRT4u1Y6txDfaWB+t4FUkvKqUc9jHkj3UGFNc9tDHk07fJi+5jjooOUhtHdPmzDcdnl1956Hix870e/TigrKuvxCz//KvGZoEpwwyAzy3JPkO+tWi1zRTJIqWuPYhxRN2tEqLG7NUpp6sMG9XGT26MGm7tjvv7uHv7YXeYnZR+/XfJT9csUG5r7izU+0XvEpXhE/9KSzx7coJqGDO/3sIF1GX4F+Zp1c94VbowxNi4j36sQsxWFRKySYrUA4c7fXqjRU8d287s51Sykbjk8L55FBjVm6fNg1KcqFeFKUXz/bIDRK+1xKLG++GAm/pvEswX9IUalJS9fPuKN93Ydfsh3TSZbl0acnnXww5r6+ZRWo2C5iFjvzxnPG08SV0ZLDh6tgRY8uGggEsPifoevnjZ55dYB5+0WlRVQSvRmiXfho7cLN7KpBeOvr9F9eciNjXMklnfONpjlIToxRM2SS/0xd482KJ/TUEmKgeHsedeC2W9l5JVitq0IgppQacpbJdWXe4QjxeSjFff0Bp++do+GV1JoxfhBjxe/5SEDf8n//VufZnN7wvO9M15OHvO/3f4uvM91kE1IP+VsnlmpaDczNqOCh+9uEA4yyvMGy5MEkdQk6ymN0EEbLs5bzvEdG1564YBh1uDs7XXoViQvjJnf7dJ44FN2FfkkwXsl5f4vXmX3+yccLHvcvrvL7qUhbEB+t4PRFn8myXa0G8xIJerSkvpRgreUbqoq9yCwWGsJBxnFNEJGTvkrPU09jJ3Sp5LUpaPEykJimk4uoBMJoabTyBjWCdq8Pwjj9EAIS9Jxba3vo4K/WTxb0B9i1Npz0L7tEUcXXap5iK49FvMIzzeUkxCvWbOcu0fmrPRRSpNnzr5gc8+B3ocxVoINLHJQQuZx8E+fgz2LaLtJKBVV2B2NPIqoO9pB63YK5mnId26fcXexQSdxDia/U3Bj45yvv3kJv59jeoVLDEmLdxghry5YrCyX5VmDIqlJA4OnNOVexe53neDnEbNlRCBr/vnhS9zqnfFX//2fIbc+by52kTPF9736Bhv+jB/5rf+I9Z8PmV2B/EqJt2KQ5cuAySRhMu6xdm3k1DzNirXBgqL2SMKS0SxBKe0kBZmH2k6doG6auE612I0z3nr1IYfTDjd7Q/YaEx4t+xy2O/zSvZuuXbRpOHzcJ+oU1G2H6i19+0SsZ6ygKhSmaZCZRGQe0ZlH0TOY2FAsV66uSeDaSMvALfzAoNol9dzHSyVW4YwpmwUsFXLic5yuQ7OiWAYkHTeYgREk3ZSycrrczfb8qa6pZ40lH2J8284DZkXE4e1NOu0ljb6zbQRRjZCOMaVLSaNZELcK7K/2yI6b9LtLut0lyVrqhgNaFcHQI+jlXN264PrVUyafKNn4+CnNvRmNjSX1Rey44LsZMqrRC59Gs6CYRix0yAvtEyaLmLQIENJy53QdoQUvbp8ShhVb61NkpKm7Nfq9pmv+CCpsaOgNFk44twgIugUPz3to42rT/++bLzL54ia/8psv8nff+m7upZt85q1bNK9MubPc4Ef/8Q/Q+VzE+JYgv5lDLWg3nTJVKgszn3hvTlb6JAM31jlPQwRw8qiP5zn5/Psc9XIcUWkPz7N4/YLL62P+3LUv8ebtfX74+ue51TrFF5pXew/5rp27mNKjd2tEc3OByDzyWYhMnc8MC823A7pfCBh8WdL71Yi1L34ASCxvZU9cXWiBXHqotRWKCKg7NVt7Ize3XktMtOoDtwKTOhc5FncjqKTT34xj4m7uxjCN5OrakNCveTzsPtU19Yz6+SHGlV8qeWO0zeN7G/zpT36Nzz66/oSpvbs+4eBg4PCyubN5qAsfvVUQRBWfvnyf07zFW4+33ePZfHWBCOtaHwEvqtkZTAE4OBygoppuO2U4ahLGFfkwRiYVdhywd/PsSU/3cJZg7zax15aEYY0Ulsu9MQeTLp04Z14EjB/26LztUX73lLLweW7zggcXfarz2DG493KXAb4I2bp1xvmkidEe4iBCNw1qkNP+TAOvhOWOoP89x5xOWlSFeqKt3dscc/DuOl6not9dcH7aQXjGJZoA1axoNAonpcsC2s2MySTh0taIR0eDJx5wdbfB+mua5aZk+rylc23Mn9h6xHPxBakJ+OzJ8zx+ZwM6FfE7EdktxwMLLjzstZS6UIiRj1e6s7KsHFyh2HRMMLHwoFs52L92HWXeWKFjg2hobCHp70yZ3uk/MbK4ioC7MaAMQsDm5oSThwOamwsWowbUgmQ9Jc99gqDmyg8/enLtPKN+/lsYmfa52T0jv6IwCJRnHLRPaY6HHdprS+bTGNHWhFFNFdX0WikfWT/mcwdX2e7OeHnviNO0yTBsolf2iJ31KUfvbMDQ5+g4ciLztYJ66XNRtEg6rg00NzGm9JC9kvOZ08AWi5DulwPSHUt9FqN2lsRxwdmySSfOiVTFcNnASsvkEwWcJchM8sjvOeSS56QExSRg57Nw/P0FF9MmVeaTvBO6oY3QMPipmOErULcNySOPx3c2uPbiEe++vYP1HYL44HDgXFnCklcKL9SYSiJySbjtZr1nwwQvcq/npQ8zn7NGk25/wexuD93WNIcwfMFDNyzRmUR9rc8X2wN+8ZZGzSTmUu7wP6ch+YZxJkqg3KhpBLV7BF4rqXIPufAwIZhQg++kA3I9R638zwDZJEK3NCIw2NQDzzI67uCBY6vnErvpzv5hXFGkPr3+Am0kIq7J0pC1zRl5pfA9TaNTssyDp7qmni3oDzGOlh06Ycb17gV9f+kggrVHt5UzTyNaUUGahtSpIq88gqRkNm/wucVzfPzSAbFXURmPQ91Bes7+WKYB59Mmm8+fcz5uAWAXznzpTRThSLC85Lk+49AQd3KsFXSbKSeP+yT3fNItS9W0BFspoe861hpBxTSL8BJDr5Gxe2vKME0QwjKZNZzcvBLIVkW+DQg4/I8N3lmI2F8SNUuKXoAJLJd/Ag6/UyCvLlFG0Ly2oJo3eHA6wCpDlbuZaYSr0daZIgWswe36gUVrQTPJ0Q3hsv5BxdlZB+tZnl8/580vPIe6uiD8aovFZYMZVNhCUvYFRd/DBIbo2EMYKB9HeAWUVwrnLys8vF5BvfBJLxqI0GC1cLKAvSXVUeL82HMFnQqrBZVWWC1RUYWfVC7HsVR0d2dMhk0H8W854YBVK7oooIOawWDBxVkbL3LNKdbAZNZAV/LJ19jrTp/qmnp2hv4QY1kFGCv4yuEehVFcao/JxjFZ6ZMvAg4PBmz0Z/jNku5gQa+V4t1tUOWKRRXyeNllVDQcwTOs6LVSwqTkT16+Ty/KiOOSOC5RE4U9jtBNTdmzbjhhvSDeSMnmIcYIzoZtt4AsVG0HxlPKMDluEwcVyyJgo7lgEC3pRhkvdY6ZpyG1luyvj+ltzvjEK/fd2VBZ/BV0QLc15WmDslBu8CA2LLcU9UbFWmfB9998ne1kRrEMaDUzbt44chQRzyB9Jy9odDM2+zM8ZWh2M7xWRRBoNpoL0mXE7CLhYtLEj10J8PbJJrJy/etVxyJ3MqTv6sWyWcFuhhgUqFfHFC9lyNox0exSfeC8mgV4SQ2+RShD0KiQuaA6dJ13cuZEfkx9pGeR3gp4MImePCkhLYtl5MwmnkE26hXKSCCsYPPKiE4zZzRJiNu5AyAIMEsfexgjRgH4lmUW4P3gNwcEwrMd+kON4/MOszzE8ww/9+BF/sLzX+DN7jZxUFElHsUoJvDcKOBsFjPoL+CFOd6jhLNfvoIOYXEZ9NWMfmfpSCPC8hsHV+k2U3qNjKOvb2J3csxSsX/FgREejXtc6Y+ojeTOYoswrCiHEcEgBxu43nLlGldks+Lo0YCdS0MSv6DUim6Q8pmDm3SbGd0oY5gmPD84552LDbzWaseahuxeHpJVijQPMXeaxJ+8oO0ZZmsRa1HJ5daYXzm+zvxL68hrGeOzFuNhE9GsP1DxSstGe8Gjkz7b61PGy5hWM2MybHLz0h2mRcQ8CikKH2vBW0h0T/Kxf+8uX3n9GspAlTtYggg0nIcr4J8gJXStnc+lLGYBaqLQpURUINYqpDTo0sdKS30W4hUCE1qnM6uE43Q3NHWuCJKSqnC6o6hRko4aqFaFvgiJdxek5wkEBlEKql4NRnB62HM30ZXpU2cKGWqscMkzb1BgS48w/OZe6Pfj2YL+EMPzNa3IJXU+sfaYhY5oxo4nVmYO+Xrw+ja6V+OFmouLFmtrc8Y7HuddhVAW6RuXFAOuDEbcO11jvbvgdNhB5x4m8E6kAAAgAElEQVTBfkoUVvzAK69zlHe5Px+QLQPePNun8UgRBlDXIUFkMYuE5RWnebHApe6Et2bbqGblRiQ9Tanh/nQNYx3XK/Yr+nFKx89Yay6ZThoIzxL2co7PO/R7S5flvb5kPGpiM0V/d8Lwfo+LZpvB533yT5WIWeD6lhNNs52SZ8ETKur5vEkQ1Ryd9IiahUveVYKfv/cC1SJga3fMeR5QLQPia3Pquy2+enqdYCYRL87xpZsrtxZq5UgqejWyiAB7HBMuBMV+iVgqdFPT6y9YLCOCXk45jtx8+nNL9NT5pkxg8TJJ3dSEzYIy97GZo4aWhQ9aYLTAtmqKBy3ESmuEhPbmgtlZE5VUCGGpC9feKxPXWJRWEtUpMNpDRRVF7v//X0S/I576kVsI4QkhviqE+JnV768KIb4ohLgnhPinQohg9Xq4+v291eevPPV388csmo2C57vnNPyK29NN/p93P0bsV1grkMqi1nN6N0esbcyQnkYFmrxSmFUmtdlNHa0y0CyykMq47G8nzOl1lkTtgvWOU8i+Ntnj3myN40mb6zvnYCDb0k+MhmXfNVDYUBNspkhlOF20kMogpGE4bDIpYu4O10lLdybvxm6M897ROrfHW0gcWM9TTmObtHLSwrmb5FtNbuydIQpJoDSiVxK/G1C2BUFSYsOVE7uULB528JThytYQ5WvSeUi3mRI1C/I0IEtdDbxKA7yp4mLccrL1c5+6cjI9GzjvWD6KSE8TzHsJ1SRCGEHVdzxtu9LqeIXLXnsXAd7CYXeLSlHNAqrMJxpkTkszcW26ol+CcvRPOVVUpXLWC6CeOY+2383d8QPnPrMrIZ1NahYLp8o1JxE8aGBzJ4BXypBOY6RvqOahu1FbQb+zfOpr6vdyhv5vcF7o9+NHgL9jrb0OjIG/uHr9LwLj1et/Z/W+Z/ENYraI2Q6nbDdmXGqOWWsuOZs2CVRNFJcoXzOZNRiNE4JAo2tJWbqOsvcbJqwWhJH7eFEGro4tNfvtMdfWL0j8EoOgoUryWmGM4L2zAShLMPbIr5QUawZZSLxUIEMnlXth/4SLM6elqSYRl3eGFFqx25nirbK5oarxpebGrit53T9dg63iCXt88bjthPfvJdQNy+gf77N984y/dPXX+Cuf+AxeCemOoTpzali1loNy/Grfr3lwPHDO5koyWTSoKw8/rGk0CkQlEQuP/q0hzSTHGOmg98pgIzeXnF8t2L9yAb511gnPItYLrLSsXRu5wZJUUm2VBDNB66GgeweqjYrqnbbD/daC/CJ+cgwRymIWvjsLX1piA4vJPcJ+hghXY44rC6GInb+M0CCC1a+VFMEmNSYy6L0cPEs9C8gPm8hAY5bqAwhh6nN6/HQ1aHjKR24hxB7wvcD/iHNCC+B7gD+3ess/BP428H8A37/6GODHgP9dCCH+XZG+/2GGPYv41f51Er/kvfM+1zcvKOYhde25u/PUR66tcLDSEMYV2SxCBhrlawZJSr+RURlJpGpCr+Z81GZaRoyWDdaaSw4uugSB5sHpAIBWM6MdFTx+vE3dNK6GaqBxJFlcqyFTxI8Vt7PLiLWSfmeJbqUEUtOLUt463yRdRo7kqUqy2se4dA72MMa/smCnPaMXpXy12iPNA8TVJVFYYV7UDGcJvtD86E99H/qVHJt5eK2K1vsTRbXbydI0JE5Kqsqj0cvQWvLc5gWn8xbLLHD1+Vpw8aCP9R38T0i3I+NZTGDwo5rDs65T2swFJldU6w4QOLwzwKuFQyllHotrNXJF9Wy+HWAV1B1cbT/STlvbtdjKDVRI36AfN7CdGpF5FDZ64oAOWjVF5pJldeGBFngX4RNjpnovconHWGNnAapXuN16vfiglo1r7fUblbN+PmU87Q79o8Bf5QPl9ACYWGvfP60/BnZXH+8CBwCrz09X7/+XQgjxXwohfksI8VulyZ/6G/6jFKZdc3gw4NGox5++8RZvP9xGzhRxXLouKQl6EnB594I4qPA8g4pqlK9RSj+Zrqq0hxKGynh8ZP+xE7spzTiNMUaynMTUqaLXWaKN5PHrW8SnDnQnjMD2K9KPZdy8eUjjPZ/sUgXrBY1mgbWC9WTJ2aLJl967zGLSwFSSzc6crHZnu/VowTwP2XzllEv9sWObTfvOH1Uqbmye87HNQ/bbU66sjbiTbxHMBL3ewp01RyGTM1diE5EmXk9dN5URGC3Js4B2kqOtJHsf1m+gcSKJTjyCU+WsjgK3M6bOpbzRc5JAkXsU2zXBzRlJP3Nua+UeyU2wMmLUArtWots1y8saHULynocaKdCC6NrMXf3GeaTNUqE7tRMVJNoBKmqBNYJ8EWAXCnsWwqo9VyeGqquRhUBHEO4sEZGGVoU5i/B2UpJWjs09d7OKNMYIV6Vol099TX3THVoI8X3AmbX2y0KI7/rXuG6/YVhr/x7w98B1iv1+fd1/pyKXxIcKYXx+8SufpJUCErLt1Tm5XeGdhlwsEuRKnSOEpZyFVLmkuT+jE2RcLBJK43E+b3Jk22gt8X395L/WCLbXpqzFS+6PXbfS4lbtOtAijecborjk/tmA6nqJ36jYGUw5GrUJVM2dR1tYI9xu3qnY3pwQSE1t3X7wlcM954E2kqDlzsKdMGcUNDBGcikZczka8n995dMk7Zyf/UffSXnTIirnhLK+QT6pwbpOuY3BjPG8QTPJqY3k4rzNJIpdt5kyyEIhCzeBqEMclN7gMsm5k8wfPu67hRprUMZRT2ch4Zqb164D4xDKkwBhHchA1BKrHKgv3wB/KkgOA9Jdn0A79Wx21eKvFlmrmTG6aCGS2knkC4VYKmTP+a+FtNSnDfe9aUHdqxGldGpgATQrd2Mx7t9PaIHolE/c2It5hKeejlYCT7dDfwfwZ4QQD4B/gnvU/l+BrhDi/RvCHvC+eOcQ2AdYfb4DDJ/6O/pjEqN/skEwyCnWHCWzalnqBlRNqJarO3yqEBoWp02MFeTLgGoWIDLJ5vULIr/mZNkmCiouFgnLUbyyWgqKwjVnVJWHH9TstSZIYfCEdec8K2juzRzK6LWY1o+1nHw89/jI3qFjdUUV4+O209qMFYPnxjy/f4ovDaXxML/NkKl8TZH7TNKYQjtFbRI7AMNnH9wglBW3Lp2QPmwzc/IQ0sOme0yde5jSw6QKW3rYWjKeNzBGUBvJchrT7KYotTqfzj7I+kZDp+fx544DJpTBBIb2cxPQAlEJ12Kp3Qiin1TEYYUoPERokI9ihBXIzMENWM2IV/slRlmy3Zps0xKMBZ074FUgCo+6clDB+SJ2gIPCw95PaLzpoAa68FAnAUx9bODm18OdpXsqqp1ax0basdbbGlN65FlAsJ4SN0rWW0uCoMbkCmOePtX1Td9prf3vrLV71torwA8B/8Ja++eBzwJ/dvW2vwD8s9XHP7X6PavP/4tn5+d/NU4f9yhTH1k4lUrddvI2HVgwAi916tK66zQsAI1Wgd8uEb2SsvaIVO10OrXndm/fMcWqkwZ17qPr1U5de7x1vslp2iIKKmdL9CzzUYKY+WQbhrM/ARQeolPyaNbj0ahHlvt4C4/wzCO5NmW3NUVJw/k84XDYQRvJJIvwPUMclvhBzTINSSufh6Mes/tdGklBPoz5uZOXuX1n1+2oV3LqjcpB57XAtJzVMey54YyoWbA/mPDcxhAlDa1uSiOoKFe8chu5HUtYUJl7dLbCvWBzD1lI5osYmXlOy+ob5EwRRRVRXFJUirUrI4Qy6N2cYD11griV1iYYedhKYloaf+bhrdjci30nyWsceER3IurzGPO4gcwk/khRNw3LqzXyyHXN1U2Dv5HhdwvWL40pMmfHMInGa1duQix0pBhbO71wr5WSziJmuautN/opnfYfTJb7d8ZfwyXI7uHOyH9/9frfBwar1/8K8Nf/Df6OP7LhzTzEUuGVEB35DgdbCawPIvXQgwpqgbeQmESTpSEvbpywM5gy6C9YfnWAsYJOnBP7Ndk8RB2GFGcNVCaI74TIuw3yWYjRgjz3OTruMYhT12c8V8jAycbVpSXRpTk3nz9kY+CgB50ko5qFXP3YIfFHx7y0fsJbx5u8+c4eZeFTF4pFETA66jCaNfCkRUrrfFFAEpWYhmatueTTH32be0frqIkimEjsefhEOYtx7Cwba6rHCfiGZlzw7ts7DNPEUVlqj9PTjtuxUuXOqwK83GI9t8gQTl8rV2jcj19+hLeZucfaFQG3qjw3rKE000XsRkILj6pQqI3MMb6mHsVm7f4Oaaljp5XNb+RkuzXLSzU6An8BySPPETkThygGnANru3Ba3XaFeZiAsGSlT7e7JOjlBJ2CKC6Jujn97pLexpygVSKE0wRvb42ZPOqiVuW/+fLpRHXwe2wssdb+MvDLq4/vA5/8Bu/Jgf/09/J1/ziGMAKrDMaHqltDpBEL9UQ2XjYFvdc8Jt9eEK0a+N++2OBKb4yxgvkLC8bLmG6SEamane0xR6ZPcOK7NkYBxV6Ff+YTHwfMP5HTGyx4OO7RWF+6Xmngyu4plXFz2WkVcD5qYy2cTno8f+2Y0nj0k5RH8x7VKKK7O6OsPSrp0Y4KFu0SrMD3NFIabO5ooskgJezljJYNTqctOA/xcoEOLf3rI4YPe846sVGiDkOq0NkmMILzx11Ur+DiqIOMa6RnEQLy1GW3VbfELmOisSHddOoYiTNpBlOfOrZ86fZzxL2MaHeG72nS+2tsvjzjdNpiPkxoDZZ0mhkXwxZ2ElD5Fn/sUa1XhO2C8rzhgBCx+55spkCA3y3IlSXfcn5qLxP4F4qqqwlGKy1sqtC+QSwUeqPEe5jQ/MgZp2cdOt2UZRbQjArG84Zrn60UHIfopmFiEoKoZu3qiIuLFt3eEvEUovf341mn2IcUVgCh5v9j7816LMvS87xnrbXn4UwRJyIyIoeaeyTZ3STFFiXIoGQKliDAhC98K1/RgCXAt772lf+BARswTF0YNizAsAAThihSFkzJdItjNdk1V86RMZ55z2vwxTqd3TYIqBKSkRCVH1CIyFNxKiKy9tp7re973+dFKAicx9U0/unWH/jFPYy8X7bdePdNHGhum4zz5zOSUUd9nZPFA7cbj7tNRh1dpRjONK7z449wI9h8p0MuIjbXEfKs5sHc3xTysOdiV5KF3ngRKEuet4zTlt4oni4n3tShfDD84f0V1sG96ZbrKmfTxpwdrnh2PaUIey5uxojUkOYdTeWzurptjNwGqDsNXR6RHdbcPJmgGoEZGcJIM0z30kwrKI+2dB9OiI93VE4wKmvqNsIBh5Mdi3WOCixtadCJopv48/NQOoTy2VOjh7A60zSrhLceXLNuEtJLT05t9zFA2+sCPW24c7TiOiwZthG8VSMvU8KPI/SJxaSWcC3pjzRCS58KWYeorXppg1S9YCj8ESDcggsErlfoXCDnLVZ7WszVrZ/pGycYVglNMjDKW3qtKLOOLm8pk47zh4fYyLCpEvJRy/L52Hf9v2K9MWe8ppIaih/FmMSf3YLAIMsB1QqiWUu0FlQPDDLwCNflJmOSNBgrOTtbUKQd8awhj3reO7qhqyIfjuYETgtEbBGxQf7iipOTFXY8wJ0WZyWPLg9YNQmPllOkcHRGsdmmWOehC7OkZjCSIu2IAoPWirqL6PZcq4fXB+zqxDut6hQV+I73X37nIXnZejGJkcTZwC9+7SGz9xYk/zInWAXYPxkjnMCmPl9qWCX+xjYIolvF5rKgOzSM05YoHqjbiKEPUMpy+WyK7n1DKlwq+tJD7vup9WdgAAHbX6koypZk3HGxGtH2If2vblhvU07uLPnW/Rfcu38DwHKXEYSGsOwZVjE2Neze05RfSoKdX8z5vH6ZChmkGlP6BBCbWrq5wR4OyE5S3Tf0JwP6pCdcS3iRkJct909vsVXAeFKz26SMTnwy6HKdo6Tl9sspu1XG5e2Yw3sr5P74slulRLOWZv3Vt9xvFvRrquFAU71lsLFH2gzPc9TThPx7N9w9WGE/qPyMUgtvVAgMX1wfsljnxIGm7kKGPmASN3QmICm8suzwvVvyWUOc94zHXhMtheP0zpLj2YZRWfP+nSukgDgwDEaya2OEdJyNNny0POGzm0OSUHNzW7JeZX78pQzbi5LV5zOiyAP5hv2N4K/cf8j1LudffPouxkiqJubgcItzYJ3AOg/a01NNP7P+/JzvOdbXCrkKEdZrqXE+cOBiMcJaQbfz5pWhC0hnDSq0mJsYp8Ck3iShOoFLfKfYSXwHP+kYBsVB6RtKaTTwzvENVRfxcDGj1QF50pNE3uqoe0V+XCG0RDaSzfvWN7WWAc2TkuTcmzR4liJayej9pY+1aQRUATa1HLyzhF4irz33XAyC6nnJ9TZHdJLdR1PePr0hDjXnXx5iOsV6nSGsQASWw+mWmycTjBH0jwoYJP3a7yi+ar1Z0K+p4knLt7/9mPn9JbYwHHxwi33Q0g0hF+uSYZUgAy+W0INiUjSM84Yk9RLOg6LGNgFPN2PGUcOvvv0x7x9fM05a7k+X/LUHnyOl53y1Q8A8rWj6kG4I+ejLU6yD96fXtH3IMCgEsGgyrjcFgbLs2hgVWOJsIEt61k/G3kk166k2CV0X0nUhQWj4s8UJu02KvA1ptjFJPHBzMeKd+S29DdjViUfddpJw448RrlHIcsC9V2NTL/cMEo1sJeW0Zlh5xVw+afx8VjqaW+8mixcKGzrqO5agFn4yEFnCqxBhIE4Gvjm9ZDqqX1JYbp6PeXw7Y15UHOS1H+1phbHSh+IdrzBGIie9j6nZN96G4x5baIaR9WmbeFjE8nyMKawP4XOQHDQs1znpvEacNfRnXo4bXymGT0Yw0rh7LU+uZmxrH3mrYn8TEnt51s2qgNQwrGPccYfMNNlB/TJX7KvUmzP0a6pR7s+p46TlWjqycKDJOnarlDDRoBymDkjGHZOi5nadIwQEgWHTJEjhKOc7NtuMaHbN//n8XW8o6APuHKx5ZA+4N1pjRwLrBH/67NSnVQ7+bL3eZvxJf0pbR+RlS17WbNqYvg1ob1LUTpG/v2KW1zz64hg56ZHKkGaaUdpy/vQAGxnSouPqiwPCtWQYeVroZpGjUsM3Rhf81v/wfaYXluufd4hJj+5jKDWiCnw8jnLkRxVtE3l3ksDLWQ/97yKEw+yRQ6ocyLOOOsz24ej47XZhUIuQo9+3dCNJ83XB750/II38omrrCLVTnL67Jg0GbpvM39z2LqayaLheF/R7BZrqfbSrqiQ0EbowmIlGrr1gRa8i5GjAbkNE6sdO7TJBZpr2Mody8F83H5BFz7BMoFWIy8jLPx0kncBMW2RuGASEyoMdRtOa5uMJwUFDs0ipmwDR/RucQ7+p///qts55tpggNwHPfnhC8/kYFRvv3xWOdNIyPM7Z1AlJMvD+8TVvHyxevn+StghpuWxK3p7ecjZdc3e+JAt77uY+FN06waPFDHsbYVpP1SiPdgSB8aOlOiCLBq5uRijh/BPDCNxJS9OGPHp2SDDqCSLDpGyIAk2vA87u3XJ8tKbrQsafKPoDg+wk7Tqm+CgiCDX/5B98H9XAzXc9kdT2Cne0j3QpB292CC1KWuazDfeOlwTHNVebgr4NMK2i24emq9hglzHrdebnwpnBjjQcdhBY0nc2jP7+U+q/s0H+7pgH0yWDVtyuc2RgcQIu1l5e2mtF3ysOJjuKvGW18uQVlWiScefTLMea9OsrdGEINgqVarK3N5g7ndeK1wHBVhE/igleeK11nAy4wKeGjg4qRK3oVzHhUpE9DnASdG7RpW+i2ae5N9PkPXpQFJOG7TqFBzXNdYYYJMFiD1L4ivXmCf2a6vpqRFp23nonQd2pvfAh1NwuC9wmpg1i3MFA10aMRxXaSp4sppxN19RDSKgM1igOkopIGq7qkrdGC17UIz5bz3lxO8Y5wcnBmrNvrXm6nLzkXuVpx66JiSYd28YbIdo+5IO3LuitIpCWx1czkqKnXcfks4ZtnRCFfvu3qRKMkWR/kLH6uQHRSMx0AC2pvtUxSXpW32uJHvvzLqPBnzUdpJOW5jZF5vqlGEVJS91FhKHx51otEcp5YUxoMJWHB6RZj4liH+16FaIPBCrT7C4LPros+Jvf+yGf/+05n5wf8937T/nDJ/cIP80wkSMO/ZRAScekbLg8nyATw+HBlrqLSOOBbggopz6mJo97doWGSY+9idmVClEHL3OdzUnnm2VWIPaNzXDUM7QBm6qA0KG2imFqcErtAf3+yNHNvXX1x1BEFXjPNruQ4CIhcNDc1YgHFQ9mX41WAm8W9GurfNxiPhwzuvRKp/WQsUsc4u6GNOupdiFp0dHcZKSThsEoniymzIqaRZ2ShN66mOctmz5h1aZs6oRVnRIFmjQasMZD6EJlKKP2JTyhTDpeXHlL3v0T/8Rf1ilF0vHwesbpbIO2kjgZaJvICx8Cn+S4aWPuT1Z8cn5M8FlGddd6ieWsJ8t66k2C6yXTrGH78YyhcLhZD6sQEkuYDzTbmOgmgInHCI/mO3od+Pd2ktoKksMG3SrqTeTBepnGDoogMKi1QBcBNnEE+cDxbIOZCb49u+BPbs64P1pylRZ8fHNE8HnK6EvH1V82rJ5MKO5uyOMebRTppMUYyXKdE+xztou0Y1MlL5M8o8T7082+2SYGgWwF7rjD7kJsJ3GFhl5SX00wY+3NFb2EXGM7D/4znUTOfJDesI4pT7YvpbnvzG+52PrdQ1eGNInx23tA9wHnt2PeY/HnXkf/33qz5X5NVV1nAGzedSy+589oOOj250aRGPqHJaocqJ6MOB1tEMLx4nrMcbHzaCJgltccJhVpODDOG6wVrJY5dk+UnBY1VR9x2+YMWnFc7jhI984eLXl6OaXVAZtbz+XSfcCL5YinVzMfeWp8HKyxkhcfHSF/e8rj33zbL4B9MmJyHuAWEV0bEpxHyFrx5ecne2CCI3wWI4zwHPFdhKgChrMe9zBHbRSbRf5SlCJSA4mha0KSYr89jyy28ceQtg3RGdix//uyRnCSb/i1ux/ys8UzxnFLbwK+Mb/kO8fPvcXyuw5hBOG8YZY1KOG4U26Q0uGsIAgNk6KmWqcMWtHtYqyV1H1InnZe/TYaULeh/54HA+ppgkiMt242PmnSKQcOopH3XAfJAOMBFVqCowaziZDKG0LyuCcKNPbLgo8+uUvbhyzPx7heEqQaqcVL3fp7/+nDr3xdvVnQr6kmJ1u6qcXknts1O97AeEA/yWm+GOF6ibxXIYSDSU89RMzLioPZzks+o5ZWh3xrckEsNc4Jvjm95LCsSIsOYyXNKuFqMcLtv/79g2usEzxdTWgbP1qRyrGpEyaHO5SyHM/XXnJoYbPMiNOBqokxVpBcSepTh/zlJcZ41ZcLHO2pfyqpwPhRz2kFyhEtvbd5mPh0ib4LUPngdeq7AJM4TGFQsaHrQo7vL8AKRtOaIPQ3rGxeMT/aEBQDYuf12N2RQdQKmxl/VDAhUlg+3N3l25Nz3ipu+UZ5we9++h5yAJsZgkPvqT5fjKj7n5g7jJZkScfFwwNcq1g9H5GUHcYIlHB0Q4gKDc4IzGzwlJLbkGE+eKtjaoiPa6SyjN9bIjN/JDm8t2JctHzzrXO+dnrJvfmS9LBmUjRIZbj84pDm9w4R2o/uhs9LZDEwOqywlwmyB7UJSE6+uo4b3izo11b1D6cI58PPxEXMcllQjBrMbD+isHvRBTCZVvRGsW4SkkBjnKTSEa0O+OfnbwOQhT1PqilxoPna/Iok0CBBVyHrbco82dGakMEojood755cU8xqsszD6FdXJXcPVtzJNzQvCoqy9TPV/Zm7+nBG/X6Pve+96/PJDp17CgiAK7TnoM08Fyu6ChhKn7XsUuPjYBYJZuefcqqW2Mj6bGngeLKl194auV2nDMsY5wRtE3F95W9KLjVUOz/ycYkhHHdEgWYwih9uz/jdJ+/wtJkyDWr+YHkf1ynq+/5mczTZgRPo65RuCHi4mL1UsyWhJpj0Hvy3z8SeT3Y0XUi1SBm2MWGiEXuHlEm9Wy2+9FE23bmfQKzXGW7tsUWLVU4e9Xx8fszH58esmoRR1lL3IdZ4w8vokfUY4bs9yY3w/YTPJuD2ltAB+sdfLUb2x/XmDP2aSvaCYAu6dH4R95Jq6xewPRxQkcFqSZL2KOk4zHxTbLCKWGmWbUoe9aThwMerI7JwIJSGwSrvnXaC01N/7koCzZPdlC8uDxkVDReLER/cuaLvA7515wWf2iNmB2ue3U44l2OCg5ZAGe69dcOziykycIgQsrGPqNmuMvo88Chc5XOsT05WXF6NCUKD+p0JiYLN1zXCCGRoEE9SROQIDjoG6UmXYuf10XYZsS1ikmjgzuGaTgfEx5rn5zPQ4uVNAy0Jwh7dCSgswyphWUV8cHDN/XTJX/325/x3D3+Z708e8sn5MaKTuMhHCp1/Ovf0l8jSPilxBz1/42uf8Nl6zrObiY+ATQ1xMqC14uJmzGxSeT+5E2gtfRZ3oX8i0Z1Y5ACqEbTXqQ8FGHvLqBBwuS4xlb+BLfvS54tZSZz01A8U5eOQ4jGMP4/oS4h/q0AYuPm+QaYa9yL5iYnlK9abBf2aqjsyBDu/JcUIgnxAbyJ/EY4GTBsgGsXZ3UvONyOqwScnlFHHpkvYNAnfv/8xiyHnvBrTW8WqSQmU4csXh5zNV/RG0Q0B1gk2dQJO0HQRQWiYJzuKux1/+OQes3FFEXVUmX+CWxtireRyVfK9d57wh3/8LuK0pe9Cwkgznvpt4DhvaPqQoQ2oughnJOZZhs6hOfEKOOYdtgmI39tiu9B3rZM9N0v6M7YoNMflls4ErJuE1co3qdJRyyhr2TYxo6zlcpjQ7yIYa+gUkzsbfu2tD/nvf/BX+NH8GPFPp5TPDb9x9h/wjf/oS/7s6i2cFYRPYvrTAfEsRUYODjvkRcJvr7+NywzZpOdPq3IAACAASURBVKHehsjY+KnDMkJMe25vSoJYczDZcfF0huilz9SOLNGTiP5+j60CbOxQlUJuFPKdnW92NSFt7xt6WIFrFSawuGVEOxWE2cDNX/fscVMHpJMWrSW6DVG3IcbubaVavNJ19WbL/ZpKjHuG+YAdaUQrCT/KKD8NiBcSsfEYWKccrQ65P1nR6oA0GFg0GdYJAmkpgo478ZppUjMYxXKTsW0SZpOKi8WIPOq5N1mhjcJayfHBmnHekCc9kdQcRhXfu/+UJNAMVhEqSyAts73/No4HPro6JlxL8rL1zTrhwe9Z3PvzPTA92GGMJDoPmX0oqE8NbtYjtLcnitDSbGNMp6hXKXYXevxOaginHcdzn8JxW2XUbUQQad8A28VcXY+8P7hOQDqm8y1BqokvAiZZw1Jn/OI3vkT91pRw51h8Q7F7y/J8M0IcteSPA1TjaSt6ZJC9XyCmNLhCE+Y9zTPffJxNK+wm9BnQuxCkI886Lp7MILRQeMEPwtGdDsibEJcaVC0xE43O7Utskgz9rHl0WCEz7ZFCg0QddAjpiJOBYtwwn26RsdnLTwPKSY1NHPFl4L/nK9abJ/RrKnmeICS4wONkmzN/dlajHtcG0EtPkhSOzgTEymdHO2DXRfznX/sdPm1OeNZO+OHFHYyRfHDnikWTESmDyQWrJuFyU1JvY06PV1RdRBxqDrKKT1bHCOG42eWcjX3MyjhuedaMWW98B942AaM/C6m/OWDqmCzrqKsEKS3nz2ceoCcdYd6j2xCZOnb3JS62MEjMbPBwAeUw2/AnsaqjHgHoTjGfblHCoY2iTDpU2lL1IUo6XNGyXOeYVtLWEVEy0PYhSdoTfqfh2fWU8x+cEq0E3V2Hzhyqg3Aj2f7wgLAVVF/rQEsmfxSy+vkeJyVcxzAdoFOk05pt4JDScnM5Ij3y8T91G6GUZbNNCUo/unIW2EQERz3ahZixgVYSvrvFVBFEhmEXIRPj+wSRpdkDDZGOs6MVz89n5BN/dOn74KWVc7vMvLDk2QgXWro7FpWan+CNv+p19W/o+nxTr1jyrcpDDATEN4roWhFsvKb6x+emMutodUA9hKybhGWb0uuAONSsTMZvPf86z6sJSnlRwuPFlCTQLOsUYyVSQFNFyNDSDAFfO7xiHLdc7QqqPmIc+dC6Iuy42hVcVznWStKs5+RwTXAbsP1ui4g9EmReVMxnG6+tDqyXSSaGt+eLPbrWnyvVTnlDwSAJIo1zEIx60qxjdLzDbCLMbYwMLZeLEc8upqThwMXN2Hu9dyntELDcZMRJTzr2NsRuF9Neer7a8nyM+iyjP9IEFZ6zHVpMYr0nWeEFLa2CQVDdcwTXIarxUMQfz5S3T72tMQgsQaqZFV7/PRtVSOk4OVwTRposb0mynuS04mBcQRV4aGBkaTYJ5bhhOtsR5gNBuKd5hn76oJQlzTtutznFtKa6ytnd5N6T7qD5eOJ7KM9KooVEJIbJ8ZYoHlDhmwX9b02JRmFTQ3t3oD8bMPstmwgtwgiWn8yYZ5XvWOOtfu0Q8PXpFT9YvU3Th7xYecnmu8c3zMuK661/4n5rfkERd5zM16RpTx4NfHo7RzsPGtw1MR9fHrFa5eyGmKNiRxYN3J2taB6XvPhsjp4YXBP4dA4teHY74eLJDFMFuMrH147Kmif/7D7xl/6MLjvvc06yHlUO6D7gZ+6deytk5TXoAGLS41beCRalA5OkIQgNi132EjV8euClpXpQCOkQ0nkohBMQWia/eIWIDNt3LNFbu5doX+Ydej7QP+gQvUQMEp05vysoHWIZelpLof2WeStpL3Ic0AwBu8djrn80p94krOsUPSh2z0e8e3jLWwcL3h3fEl8pwlGP3Pn5eNNEbHcpulf02winnI/GAYyR9J03wVgriGcNBJa+ihCRxd5tvd96K+lOB4RyZHHPB/Prl1OGr1pvFvRrquCPCw4eLCH0fmgRWDBg90HsLrKouzUPFzM6HVC3++1yXnPdFqz6lDvjDXGo2WxTniymbNqYLB54upxw3RYsqowk0ORxzyypeWfqWY2bbYbRkm6R4qqA2zqnCDtO8g3H6RY7Gfw4rZOITPt0x8ILLERsSaatlzWO/TlaWFCdH7MMc+1/HwHuMiYIDR8+PkMpi2kUq6uScNxhtSQ+roliTZ52PN+MiOOBUdayuCm5WhU8v55gOoUKLDJwuN4/vbouIMwGrj85RO1JH80iRewbSXLPKnOtIr6VXmnmdSioWuBCD8cPriPUMvSROIBSlsX1iOC4xuSWKOuptzFDExJsJZHUzOKa3RDTnnrjR3JvSxB7wuqwjMnKjmTcIVJNUba8e3JNlnscsqkDtFZorYjznrjoCGMfquCUg3cqVKZRyhJKy0VV+gieV6g3C/o1Vf8zNbdfTkkeRT4REW/Lk/lAtU4Ii55+51E1V8sSoxVZ3HOUbSnCjufrMY+vp6zXGfPZlmFQLK9KlLREgeFyWzDNGq53nmYSKR/cPo1rzg5XPDhakB9VpPOaxSrn4+tjnm0nXDYlYhNiRtrTMh2YXjEMyqcsRgZjBId31thlTPN7hzgF/dgxHA3+PUD32YjwbkWRt4hFxO7pCNEpwtJneZ2crHh3foOSlnentyxvS6yVnORb5kcbhnWM3YaoRUjXhF7LHVqCyMCXOeYyxY418VIwO1sxP1v5NIuNwgw/uayHsSW5Ul6JJ3mpbgtuQsqHYFNPCXWR9YqwQeAe+WC5bp14b3Mr0Xc6Pnzm0fNZ0KM2/ulbL1NMr7DbkGDS01QeyDCe1Axa8cXFnCT0s22VGvo6RCnrSamB/9jWEflRxaRsMCufSHpbZdR9SPsKkH14s6BfWyV/mBGtJP3UokLjO7vgQ8BzHwZ+eLzh4nzKsI4JI82DcklvAv7lwwdoIxnqCBlYeq1QyjuX7pYrBqM4yGusExyXO4RwXDcFn93O+WJxSBF5SWUW97w3vyGKNXE4sK5SOu3NB2rz4+xjiRsk88mOLOv8OE3AzfmY6FaiC0f3TotJHQwSOkly0HD8c5d0y4TNNsNNhpdiECkdpglY7TJWbYoUjj95fkaQeEPGTeMlqiK2iFxjcks5aogn7R6+LxlmBicgfhphQ8+0vn4+YXSyxWQW1wRMjrbIfCCoBEEN0XlIcu1hCCLTmNSxfRtELyBw3qJ4EyNahZ4Y0i/8CNEe9YQz/72HKuTDf/hNPrw89dw2Jwjz4aW3WyrvXy+LhjAwNJsEnqTcXI04mm4pi4ZyWhOGxgfAS8tqmZMVHVpLrh9PIXDYZcxBXtPUMWr51YPq4M2Cfm3VTxwm8gITKR0n0y1p1uF2Ad02xgHLTUY6bkkPa/o2oAxbvzU+XNNUMfmkIQwN212KNZJkL4Ms05aqj3j67IBtt1dc6eDluOnJasI0rr2S6cURbx/est0bEtJgwAWO4IG/EQSJBgvnz2c+nmbUYrRi9vsBwgiGscF1ypNDdgqUYxgUqzr1WN7zZD9vtsjYEEUaBolzsKxSBqN49+iGt+cL0njgall6nfOTyCN584HNeYlSlunhlum4YnSyhUnvaZxzi7YSQkvbhYhckxw0rBaePdYfWKq7lmQh0Bno3HkHWOhFIQDBMtgD//3PKQZBN7fIaY/TkqGKfJaYFVR3LfW5xyTpzpNOhBGowJAlPUXRsroqWaxzZGg4+94LVOx7A1UTkcc9bROhisFLeCc1dRVjtGJ0ugXlGN/1UwchHOl7Xy3o/cf1ZkG/ptIPWrKvr9BHPVnS8+xiyva6IDuuvHqqVzi7zziygnvHS77cHnLZlFgnODrcEAXa+3gDw6isuTPZ+KdytmO1TcEKZqlfuFcfzzk7WLPex+P88B9/jUefHfP2fMFnL44YmpDmUcnjf34PWUu0VqjQMBnViNSglgFSWWZFTfhJyvJnrD9Hxp7Y4QJH9PbW42sB/acj/zQ+7MmKzm9lVz45Uo16DkYVk7whVIbPLw+5qTMGo0jSnmWVot9tfcbTbYxsJcZIr0/vQ7TxqYw29Gfj3VWO2AaYpxnhkxg9KGaHW/KsQ056bG7YvO+pI8FW0N/vEYMHMrjY4e62OOmQM+91dqEXnzgHahn4EZyRROMOdVrjQgsKsk9j1GXsg+eeZ6xejBi0YjTfIaXFDorHzw6xWhAGBt0FXC9GBHsL6ulos5/n+//Hg1YUsxptJdpKvv/WQ+793WevdF29mUO/pooSzSyv2VyULM/HsNc1N3HM9HDLro5JkoHtMgMneP5lQbwUxEtHWDu6kc8azjpHfSxoTckLBfbHO7TQwdTw8J++5bOQJ4ar3znDRiB7fydXleLZP7mPmznOfs8SNIb1WyFFD/azlOUvDCyN7zDbxBEIx/NHh8ip9YsstohaQem7xc06IbgOEQ9qhndaDlK/tW+bCFFoxE2EXkecve0BfYtdxihreXd2wx8+vI9YRMij1hNByoHyzpbm4wkmt/SXGXbeMNQR8bMQd0fjRl5fXYwbqvMSOQh07rCbiMUq4vitBX3SowMfB6RdQnNPIzYBshe4AGxscRZPJ6kSOBhACmyroJekD3Y+IFBa+jokuIwI8A3A5o7xuKJlSPbumlAZNtvM72wCy+xkxXKb0e8ipllD24V7yGFAEGo+P5+jQk97FZ2i1ZK0bLk7WfN8PeYjfcKci1e6rt4s6NdUelA8uZz5hthNjJX+yRDGmuVN6VGzt3tRggN93BN/0LJ6VIIEG2tEashGfkYbBJYy6bj50SEmt4RLBdLRHRmSC4WJ/GZs8pnl5mcFTkHQwPihRX3iuPhLEuEkQjvPDFcO0SrkdcjBz12xSRPq69w3vYRfCKJRuNHgZ+ebEDEaMIWlSHviwLzkcyMcrCNs5mfXo7jl6WriM6Sjnh+en5IVHd15jNES2Xvxx5BobOL/XkTin3DJo4juyJA+DmnvGEQn2NXKx/sgCWrBICWu1Fzflt58kffMxjXP1zFqt4+eGWlPR60Vtg0ITlsOp1sunk/9+CuyEDiajb9JDRPPGNMHGrVR9DOD6CSyHLBhQPPphN1RT7Dnf42yll3rG1rlQcXjp4dERY8KPZTCOb/7MIcdMjZYIMl7ujaiGiLujDc8vZ0wf8Xr6s2Cfk1lBt9sEo3CZYZwERC+v6G+zCH0Pt0wG7x/OPQjlCjQdCcto7JGG8V2kxKHAxD67aG0iNOWUFpMkyEbRbATDCPfea7va9ojidCQPxeoznH5fZCdT3twu4Bwo3Bv7bDPM8Z316yuC65/NMdMNKocmI4rbp5MEFYQH1d0VUSU9ejIYLYh5d0Nu01KJRzJpPX5zlZAqVGR8bnRfUyoDA+mS56vxz6lsgtwY+P/u3d3JNHA6tGE6LQiS3rqNqLbxAxfaziebbga5pRnG6oqgTpArQJ0blG1JKj87zyZVKw/mdFfR1zfk95XHQmiqwAbgTtrcbHB1QH2MuHmSYq612IHSVZ01JvEh82NDNGkI4kH2i4knns/88XFBNYRZAY9800x5wR3J2ssnuUWZp6OGh9vMHbfSAt87vf4nSWBsmyqhN4JujokyXu2bUwRda88g4Y3C/q1VVp4UL466NC7EH2nY1imL7sarg4YpEIkhigZiCPNOG3phoCm86ORKBlYPpyS3/NEkZu1t9rpLiC6W9HdprjGa5gBRidbts9HIKCbCrpjQzavqDcJVAHxdYBTzgs5TjqaLoRBkr27ZvuihEWILhqQEB40tLsIeok9LzAT4zu0VuIaBbFFDwrnAoLHCfp+i9mFyNJxv1xyHRR8fnWINZLxuGazTb1kFBi+LNH3K1ypkdLR/t8HDIcWSo18mnBlIX2w9fytVUTQ+NmyaiXSgM4cUTbQDSHyzPuglbIkZUenQrSOkIPAaoF6EWOPhn2AHMjHCdEHW6qbzDu99jlaQ+tvOkI43p7f8snjE2iU75KjmNxf0XQRSTTwxeUhSlmskejKn4HCokcqS5b0ZOGAKRrqNsY56HYxYk9YBTgptxgn0Z+Vr3xdvWmKvabqHpaIxGBuYu/GMRIZG0Sqfb5x6ufArlV0i5SmDVlUGc0upmtDHL6RMn17SfW8ZPVogu4Vh9Mtrg7Qjwsv7n+r9uIQLdhclD5Lat5hP6gI1op6kzA/2iCsQOfW+3CVw1kfnBYfNPytBx+RPfF5yMfl1oerObyWO3So1l/4MtPU29gjddMBvQ1Js47om2us9uF7Uay5aX38rXOCKPaNPWe8DBLpsHdahjqCQRKHmv5bNaN3Vnzw9gX6xIMN62eFH6kVGhvtQQktYH3WlB4UfRcwLhtsq/ws2/hUC+EAATK0PgwwMjjlMKVB5472IvcIodAnmhBbr2abVIzHNQ+vDzicbwlXCnHckZ9tWT2d0LcBq/MRVkuskUxGNbJSHJ8tfVol0PYh19vc01pDTRoP/vsb4XncfcBNnfH4B3cZf/bq19WbBf2aykz9go1Oar/wjMCtvUUyPq1wTUBU9qhiQOYDUWRIowEZWvKixXQKZz3U/uidW8Ssx25DLj8/JLkIsIlFrQOMlv58O+lRlfcHy6cJ751c+y7xKvTxMtMOO+/hrEFvItwm4uJighDwD//0uzR3Dd94/zmffHmHk/sLhsaLPuQmQH1nTZBozuYrHz0bWUZ5ywfvvaCpYx+Tmg3I2P8Oz9ceXmi0okg6dnVMWvizpKsCrwyLDKJR+26xZLNJ+eKP7oJwqHJAzHqE8nTN4MwHxPcHlmFqCZYBtlWcHqypWt+HkMqhr1JUPuCOOvTIu5+ILPI8wQUe2+tCS3DgO+xh2WHqgHJWMfQBq0VBrwOMViyWOcPMYHpJEmry0y1F2RJOOu6fLHjr+JZOe2nv1ZcHuEbR3aR0jeeZ623I5iZndV1gWx9cOKwSbK/YfXjAMDE0f+erwwF/XF9py73Pht4CBtDOuV8QQsyA/wl4C3gE/MfOuaUQQuDzo/82UAP/iXPuD1/5J/sLXkI53CDptE9iVJkmPezY3eR0mxAKTb+LiMuO0bjFWMHl0ykittQu4b37V3Q64OmzAy6XCTLfw+mMoL3f+5zjg8FzrMY9XMfIU8+1CteCT//gPi51xJeKtghhj5+1WoJ0BBM/b3YO3CpCHXRc7gpkbLi8nPgY2NTCaKC6zpCZ5un57CXJ8/a24EaPCLMBfZ3gDnrsLqRK/HGhjXtML7ldFRxOt1zdeJME0iGVV21l97b02qOH3797waf62OcrA6YJyGY1dR2j271Rwvi5Pg5wwidWCOczo61ATHtMEyACSzT1v5+pJPpgILwMCRpBMxt8zlVsMdorx9om8smaxn9uOkWY9dhQkZYdk7ThvBvRdBGjouFyXXJQVoySjuP3dlxuC49IdgJtJM75MEI7SJK9qMRm/lgQxwNtMvBgtuHnD57wEa9GLHmVJ/SvOOe+45z7hf2f/wvgt51z7wO/zU9iY/8W8P7+n18H/utX+on+HakfA/DkxosazDbEGEl+UKMOOo//2UegVG2Eko5k1sImIEl7Hl4csqgypvMtIvVPG9lK70NWzp9nzX6OvQtx0wHdK0Y/CunHDhs5XGroJ5Z02hBcR3Ab8+998BmqGPj26Qts7xVo4VpyNNuQhpq8bCkmNWodILRABh56F3+SIraBN1A4yEctxcyHrIXHDaOyJjnwdtAib5kkDZNZxcFkx+06917k2j9ful2M05K+V+xuM+gkn352yuxwSzFpmI695lkISNLe/x0mFsYDQSUxpUVtFHGo6VqPGYpiTVZ03k8da+zjHLMOUZPeZzQDQ+nVbjLVnsqpJeXpljTtGZU1cdkxHlXM5htwApVq9KC42JR0bcR8usVYvzC/Mb30Gc86YJR0JNHAbucTR5ptDPsbTXOTobsAzn1WWBJqiqxDScvD6uCVr6t/nS33fwj8xv7z3wB+7ade/wfO1+8BEyHEnX+N7/MXsvSnJWoRIjSInQIL7c6POYyWfmSkHN3Go3mMFYzzhsN3F2RxT1k0ZHEP4Lvl28ArvEKDDP2WFeEbYQ/eveL9e5c+2mXkFVGyF9D67Ok86T3NMjP8s0/eZzauqIaY09MFv3L/c1QrqLsIbSVKOLYXJWaqUccN9jbGVH6ExMgbObptTLVJ2K1SVOCbQ+tNRteE/kysFds+pulCrr44YGhCbh9OSZ/6QHQhHdE+cSIsesJpi8wHFs8mVOuUmy9mmHVIU0UI4bDjwd9IBkl/YDw+N3RUTcx8tkEoh7U+S3u9zjCDQo+9tjtJBvKiJdwKglpQzCsPHmwi0rLFOcFul7CtEq/KqxLvqhoU9jph2EX0fUCadRRRjzaS49GWT1ZH3Cm3rJqEqvOussm42ttjhQ892PO8XRVgCku3jVltMnZ1zKLKON+NX/m6+qoL2gH/WAjxB0KIX9+/duyce7H//AI43n9+Bjz9qfc+27/2/yohxK8LIX5fCPH7vW1f+Qf/t72GmcEedZjcd1FlOcAmoO8Cgkgj9t3vqOxpughtFJs6YVsnOCe4M9qw3qUsbwvUMsCFjuxsh9GS08MVo1GDCgyBMlysSjoTeBVV5jAj4zlmAoJy4PaLGfas9QD5ZcRqm3K+GWGs5Dc/+hbN/YGjYgd4bLBIDCrRCOnxOjLxwhIZWhz+OCFDS5z3tLsIvQ3Ji5ZvPzgnCgxZPDAYxbSscYUmiA0uN7RH/ibkakW/TJDFQBxr0mTA9oriZIeMDOFGEmwUtldsF7m3Vgb7HOfAET6PvNoL0EZxdOjPolUX4VYRtgpBOcJxR7VOqOuY9thiA0cgLe1Dr8arr3Os/XHjDpJQ+95BYAljjcsMIvKilfrxiC9fHJInPXeyDdebgt4qlHC8f3BNEfYcZt4Yk08akrLz2OJxj+wlQu8ddw/9E3v9bMzm/zp65evqqy7ov+qc+x5+O/33hBB/7af/pXPO8Yo4M+fcf+Oc+wXn3C9E8qvHZf5FqXDceUxNbBFTnxTpIsfQhOjLDHEZg/FsKq0lWdzTNSF9G6CN5OPHd+i3EXQKU/oYmnob46xg28YYJ9BdwOLphDQemMQN7t0a+6Dh5O4CGfn3vH/nCsaDn3nKveTRStJoIJDW44QzTTVE1H3ItvNggjJv6asIlxrysoVOEsUDpg5wew7W0HvZ5I8hf4tmb+eMepbrnIvHvlucpH6nwUj7aJzxgBr12Daga0O2m5TRQUXfB5gqpD80HH3nkpPTJTI0TGc7z9cuBogs/cyAdMTxQBxoLi8mvisPfhEaAdrbKsN0IE17OOg8cvhfzDCFIcs6jzzKG4q0YzaqaIeAyawijb1cFyMQi4ihDbDl3gbpBH/04oyuDrmtMiZZwxfLA5S05GHHtot84kjS8bX3zl9aJ13gvG78xPuhZStwP7t95evqKy1o59zz/ccr4H8B/hJw+eOt9P7j1f7LnwP3furtd/evvamfqnvzJbNxxfx4TZwONF3kG0KRh7dzstcVG98Nvng+JSs68rJFSstktmN6tEUkhnxeE9/dIaQjLTp2VUKZ+CcAoeMbh5d8dHHMsIwxu5C6ixiVDbbQfPriCNdJHHDvdMHPv/UEIS3fnT/jtFijMo2tA54/PWB769G0UlrWq8yfA2MfMyuLfXxNZH0QnZb+TCwdxUFN24ac5BsGK7mtMswgyeY+EXN3k5OOWkRgcbUizTqCwDA7WfuGWhV4tO9VCg7iWUPdRcTK30x2dQLb0M98LV5dJ7xz7X65ZHKwQ0rH+vHY684jC8qh+4A02Ts0BPSnAzoDWSu2FyXRuONqVRAHmgejJcZIJlmDks4fP0Y9bjr4ILrAMspa1rvEM9vSAWuljykKDM/XY15UvvGXJR1SwKObmU8LST2yKLgNvcx2E2IKw/A4f+Xr6l/Z5RZC5IB0zm33n/9N4L8E/hHwd4H/av/xf92/5R8Bf18I8T8CvwSsf2pr/qaA3f98wGG0IxCWaoj4pbuP+T/++BuoUY9ZRajxgGkVopMcvL2k7kLqKqNtIvQqgtSQj1uqZUo69rTILOnJk566CxHCcf5s5i2IgeXDy1O/hR0NhJH21stB+XD4PZrWLmKWf3SHhbrD+K/e8On6iOttgdlEvPf+C0JpsE7Q6pA866jwMk23iSCyOCMZqhBZDNjQQqfA+rSMKND0fcDj9Ywi7hile+AgoI0kGnVe/xwaehGyuywIJy3LRcHx+zdcfTyHwpGe7fzZdr9l37Qxd8ot+azjZlKwahKUcFR1jO4C+j7gB48fkGUdh6OK51VEnPd0i9QvRiPYLHJwEF6FSOX90gDZ44DydzOGTHD+Mykv9BHBac1tlXF3vObR7cw3IiODTAYmZUM3BJzONmza2HfFteRPX9zBaB+Mt6kTrJXoQTEqa/K0I440VZVgtPQQQ2VxQiEb5Uebr1hf5Ql9DPyuEOJPgB8A/5tz7n/HL+RfFUJ8Bvz7+z8D/CbwJfA58N8C/9kr/1R/wet7h0/5pekjTvM1R9mWD6/vUBz75AqR+dmm3AS4QrP54wPsD8eIzjO648MGtKRtQx+ZIh16CChiv5jrdYqQDpkYgmRAKcvZeI3INO/cuaHMOu5NV6iPC3Dw3p1rVGCQnaD7XoX7xTXtEPDo4RHfPLogXCmutgXP12MutyWDlVgnmIxq5gdbD7EzHhYYjLzdkMgiU48IaZ54tdPxZMv702tipdk0CbtNyu7hmHqRMVxkNBcF07Jm9HFAPPOZ0EGsuXg6w5Ya2wZUixTnYDB+Pl01MZs+5kU1Igt7+j7w7PJthFCWIDD88ttfegihldB4kc7oZIvZRER7a6gILMN8wKQWYUAYT2DpS8H2HYivFaPPJf0mZhgCPn58h+Y2xTUBZhNhreTm0Ywi7lHSstmlvDe/4Wi8I440Xzu9BLy++3S65p3jG6yVtH2IsRKz8/CGeNZ4sc2sJTrzrrtXrX/lE9o59yXwc3/O67fA3/hzXnfA33v1H+XfnTpvxqyHlO0QE0jL+pMZnLZ+emwmsAAAG95JREFURhpaaJVv6hiBe7cmKxpC4wGCSvlHiKkDL8RwIKXlxe0YawRJ2aH2WcNDFaPKgce3U+J0oB68DPH5eozOHEExUEYt/TKB3KJ+SjssK8WH56ekLwSbScnPfeMxgTT86Ys7noa5HBFeRsjEeaPDILGLCHHYQRVhred+xfMaJR3rJiFUJfeLJZ9+dBfRCWyxNzgMYHLjZ9HvWEQf4G5jTGZQxUAYGtpNvJ8vQ72LiRL/+rZJSKMB4yRRpKnrGJlpf2MBFl3O6qrk3v0bgq3CZJbNixKRGroXGdO3VtRthA4CDND8P+2daaxl2XmWnzXs8ewz3bHGrup58tA2BjskQlYQUWQhEHJAQUixUCQkQAxCKNhikBD8IBFCYBQpIAVEUCAhciIiIxScwfxATsdO2t3udk/VQ3VNd77n3HP22eNaix9rV7ncQ0gVXXXL7fNKV3efdU7V/nT3+fZe61vv977nLMlbATYAY3xnTHm+pu0FRFcDqoVCrFTEq5WXHao0/V7JDNg67LM6zElTL6k0PeqhtOGwTPzfVDgCadiZZ57q2vqbluz5AmNdBsjOcVMIr6F2q1hyuY8J20WfV79+DhM5xIkKu9CIUuEEoB3xSu6FCfYTDmYhBJaH7tvh8sGIbM3rZs/3U0hBaYsQnoO92s/Z2h+SZBVkUMximq2Y4Iz/N3s7A0Su6F8VFCbhja8+zDAWTJ+qaXYS4tcUs6cqhg9MmGz3qR/0tqfPXTzthQwiQxC1iJmmGXhtbRUZ5JsJJva+ySJrEE4glL3heNk0mkkRI8WI7PQR82mCmPk1r92oPS/6IMTGFg5DXNYi5hoXt5TTBATEq8UNY/V6OyU9N2Fy2OOJB7d462h8g/RBpSCwFFcyXjiKWTkxpWw1Gx/dZpL7fnAhHEXpZZtoJclljYkcshHIGvLzfoYRb2vCl8Mb1jTRoURfSZg/7MksMm29BU6lOHf/NoE0tMYzyWyhEZljukiQ0muel41GK+t7xY806mRNMwuRSYvainAC8rFCxobRyvyWv1fLhD4GvDldYffKiP4jE4yRFHl0Q1hfxy1t6ZsA2lZ60kZcEwUtEkddaaS0NLVGxoaqDDGlIh0VNKXmyrUxo5WcyXYfnTU4K3CjluAbffYGGawYXGg5+rAhvRAyfcQia6DyetpHj1vCyyGTWrJ+esL+K6vecNx6d48obnw1PbaorMFMQ2yuMeteHD8aVNTbKS7263e/Xtck3Z75w4Nd5nXIzKbIYY1tFMIKRGL81p3x4vw00vsy593edO334aX0xadZGjM9SonShueuniIIDEpbmkqhJ4p2zZKcnrOYeOnjYVJ6kkdaUreeV12IhGhQIZ7v06YOp33SmtjbwcoWTOw84eRUiT2IOicLyfgPtBdF7AXe8icxbB/14ekh1UcXnl23UhMnNXHQUjZ+OdCLanb2B9ijABJLOYvYPHPIzs4Qd6bA5AFCO4aDBaG+NQlfWHK5jwVHeQytIJ/HLA79dCxeKYnXCoT0XUFp1GAaRRTX/gs8T3hjZ5XRMGex60Xy3MQTK9ZPTBn3CnrDEqm9JE+2nhPFDWGvRmhL/mRJfbpG9hvStQVCOYpHK2zivFIngPTaWjYEmbTsbg2RmyVCO/S1kLZS5HsprlbQ+oJaekkjS7+GFqGlmkcEG15IPk5q8iLy0sBVyCyPkTi2Lq6iQkuUNP7pHhr6g4K21NjGP51E7Pd3k7UFwUThEsvO7oBRr6A1qiOVgNaGtlXMD1L0033UTKEemKNSzxJLhiVJ2DCIvF9XIC2H+10XkxHUuyk2cJjYoQqBSZ1nz21J4l0JAsxKiz2MkIXESa+hVo0E9VDQZNxw08y3euQPeVF+JOjAK65qZehFNdZKjhYxUnrrHCxQS3beWMVVEil99T3OKso68G4ht4hlQh8Dfvj+Vzn/8La/ew89mb8utW9HdALTSmaLCNt4C5u6VWysHBFGLXWrEUmL0w4x8k4Uu1tDrlxaJY1qTq5PGacFWvq1dhD4KXKSVQjlWF+dUZUhMjQMxzli6FlihN6MXa1VmM3KPyWlw9SK5JUIEzvETCPTlrWTU9SwIX4hodywvqmjkQjp6I0KrJG+UIa303lje5UqDzm7NuF/PPMR30W207HiSoXdj5hNUr9mFI4k9U9zHRmK/cRP7QFXeRO5ulUMhwtMLSmK0D85C0V+3mD6BvHtPvYgwiw01nqWW2MVq8mCrcM+QdJwsDX0NjlziUn9PrCNHHomsP2WatV3nuEgfitE5RKbWi/+0EqKM4b8rKU43WKGLa7nO9pU2hJGDdnpI1YHOcOo5HCWsn1lzGIe0U8q7HaM3ajQ/cYLXBgQpfKFysYb44nOCuhWsUzoY8CkTgil4Y+dusTmcMbVfd99JJTz2xf7MW2r0HGL1l4h8qiIyXd6frtpGviEFvg7+qAiGReUjWZRB1zeHjNKvfm7tZ6cEgW+ULSzO0BpA9di5i+OUZe9iN913az2KCTJKnorBXIa4BpJuWGJ75vh+l4zeraIsJOQxf0NNvMFHdEI7MI/pdp5QLxaEIeNN1hXljiruDYZcOq+fe/EsVYxSEvfCbXq98yH45w4q7FWoEJDu9AEgxqR+nW8TFrWV2as9HyhLR2UBIGhf+bIK6yMaggt5YmWYL1AH2pGWUFdK1or0cLSVprgmYzRMwGL+wzB3GuTxbsKWQmKs15XXJWCemhphsb7eG/UuNhLDuFAjStf75B4gslMe7ngWUBVerO/3cM+r17axLSKaFiyuT71Cq0nF97Du1a4SYhe90xJ+/gcJDR5SHG5j1uoW/5uLRP6GHBxNmY9mTNvIk70jji1OkUqx3C4QGmLiw32MKI9CpkfpKAdVRkwOnlENYvQG4UvJrWCE6cPWe3nZEnFIK5Q0jEez7m0s0LbKOKwYXPTT3kxgrTvBfNt6MjeEiTbwkvFWt/EAVBe6mOfGRLvSNTEt2IWWxnjVe+sWF1/cnROjLbUyNWu2aSU0Ar6aclKWnC4SLxVT6N8Iar2NwmhHNtXR4jcP6HT9Zx8ESGlpW0la+MZej/wnU+dS4etFbMi4urBkHkRUZUhdaUpygBRS+wsgNozwJq9hHbcstGbc2I8Y2sy4KWvPkjyckx+vqXteR2xcsMnaT2yVJstwUTRW1/Q3FchNivCA+UllOYaGRrCjQUyNLSFxkWWcw/sIBfK65mlPtltrine7BPFvtfZHEY0tWZeRhgr6fdKjOm62lZLmlLjUuOdNRvh20ZbePzzL93yd2tZFDsGDP/SHt65uaIEUg44+yXHpd0xmytHzJIIJRyTnT5UnjppQr9vCRCGht7pIy8M4AS1lcS6ZWeaoZSlmMWo0BAnNdOjFCFAKkOQ1eSHCeogID4QLE45vz0zaDl9bp+t/SFuJ8JpR7nhOdMIh6gFLrHecaNQxMOKcKXl6FrfJ2dgvb+y884VybjggdE+l2cjlLSg4UMnrtHTNS8dbvDA+R2uTQa0wmETv0XTTyp2ixAaxdm1CQd5irhvQdJ5O133iPIJ7wULpHKsjHL2rg79LKHTQsMJwn1JdcZQG8VBnlJdS0k/PEVJy4oyzMcx7VGEWCiCmV8rZ29qynVHvtNjdPKIxijKOAInwDnEdkSziS/UhRbZa3jr6qrXeEss6kyJMpITK0dcubTqZ0j7EWLsSSxCOE+k0YZqEqOzhmYagbb8yEefp7aarz77GC60uNGtF8RgmdD3DJLPHvIIhwBc77G5uUXt4n88S1UFZCsLkrChH1WYjkappUUKRzWJUVlDmNZU0xiX1OjA0JSa4aDkcL9P1K+otWXR97raTvgEuPLGGrKSyEaQXJZUY0d73k8F3UKjDzVtlyxB4NlmwchbvLRd26OIDSo0DHsFF4/GbL21QjD0T+6vv3oeWokIDTpqfa+xg16/REvL9tWRp2saQV6HN9hepvX9w8Phguk0JRsU1EeR3z7rWG8qazA2hMigDgJs4LAhBNsBrydrDPsF1VrFfeND5nVEbRT1JPKFq40CLqYkW14F1ESQrufeNvcgIawEwZGgHlnfYbYTIdZrXKmwTiFyhawFwanCy0JFjVdGzRoW+/5mKgRewaX1Ki17l70pQFkFZJtz6lrzynSDozKivzlndpj62cZtYJnQ3yM491cvvWPsjZ8/R7UIWFubMSsib0QetlRlwIkzBz6hOvbW5NUV0vMz8mlMmDa4KxHNikHNJeGhlwRuMq9zXY0dzcj6bqBSIbtmi2AnoFlpmR30oPFjopUEK37aKENPXYyUoWw1Mle0deJVUtIWW0t0aFgd5ijhWHRMqaNZiggsrlb0BiU7b6z6NWqpcEqiew2Tnb7njR/0vATSQlN1NQIpHCb0dFO1EOAp37RjA0XATFmUNmzPsxtFxnBP04w8AUfGDtkKdO7IT8GoVxAqQzXWFKFFhy3xcxltEVCvGMJLEeFUsDhpvZXOwPPbbSuwgf+7OCMI+r6ybRYamVnqhUbH3i7IWInWhnwWE6c1W5MB5SQmW8sJ4paos5y9VSwT+nsY9//kxRvHa29775V//CRhCbXyBa/BgxOmU19JrvMQMbQkVzTlpqFatejCy9TW6y3hdve1qP3etKgVTjrazEslybnCxhY5aHDGd3VRS78fHVre2t2kd3qGOFFiS03yRkj5oEVEliTxaplh2rA2nLO1O/SFsb0Q0/emb/3TRxzt9W5sXZmDCDWuPRONrp87a3CtxLSeBnqj1++RHHMQIxrhBfyMohK+flAvQlRoGA9zdld8QwSNRG6UTCJfyV5/cpe61TRG8aPnX+SNfJW9IuPyo5ro9RhZSOpTNfWa5wgowG3HFAAzTWUkaAuzgCaRqM4r2jmBDA3N1DPZ8v0UOVe4zFCUCY8+dJWXZycJlGE4LllLcurb+E4sE/oDikf+2QvvGLt5Cv/izzxGcbpF9hoGv5sw+WhDtKVxM4VJvNeyqCROOey4gVaSreXMD1PffFFL3EEIypu/YcEFnmzirCCfJghlUZFh+Ce3eSBZsJNnFHXA2VMH7B5lLKqQ9VU/u1isSESuicPGGw9EhjjzXVdzmSKuxCgLJnHIhcA1Ienp+Y01tQm9M2WznXgKtAQ9l1gF1njxh5Nn9jBWUjWa7MSc+bVO3uethLgQ3ta3VZwdTFmNco7ahIvTMVLAmROHXJ5teEH+wwA7bDF5AA6E9kUzABV5OWNZSPTGgrr0n2nnATprvL3tLIKR3/vX+5p2s/Z02H6Dko6PrF6lMAHbt0HmXib09yke/6nvrqCe/M/fOX7p3z6EPAixwxY51VgACfPDFLFQOOW8wPzMCwUgQRjvVxVFDWnUULXKN0s0mqrRvHDxLGfv3+XDq9f4xtZZVvs5V15fIzxUNJlDr5eIpMFYydqZCYsqIPrKgPk5cKstySOTG2IGg3FOUQVkccX+JCMIW1RgaHcS5FoF12L0XFLfX+JyzYnz+2xdXmG6SBimxY2ZSrSnMDFeMDCWBFnNk2tbPNW/jEHwC69+kvlBStCrIQMyXx2nUqikJYoailnseQFHIVg89VRb7LqhXoS42u/JCydo84BgrcQ6gbTe7raNOy23xBBGvibwVj4m1TXQ3PJ1XSb0Eu/AY3/rwruOv/TPH0dWErvuHSDUiqGZxIioReQKlxiEgLLRDJISG9XsHfapGk18TbO7mjEtYt8uaCVq2FBLkAvfSbbII+YzxWBQUFUBi6cMqt8QKMPsah+0Q/YMrfXe1jNlvaZ54Kmieq3yNjqimzVMAr/l12gG63OSsCHopud2oRFWYDYqaAXBrsaecLw2XePVyTr70x5ae1VRBzy+usXTeYx7rYd+ZEZVevVOVypcBETG2wJ1bhpuEnqt72EDViHnAiME7mJK8ODcN36sFV3RzOFCQ30QwwowhNIELBN6iTuKx/7Ri+/5XvGlMft5ymzL0yrbVUW18Dzs/qhi75ECWwRo7bepHljd5+WtDYxWyFp1HVQt5SSmSjRaGz7+odf4+vMPYlxAupkTBS1NZyMTrxYsDlK/zi4VOmuIk5o2MFQ7KY12PqFSf775LCZaabm6PyQbFgggPxoSvxbR++Qek/1VzHbKnoAwbDm7NmFr2vcdUtqwvRhwfu2A142kvJKBdiQn5yxqBbn2NzPTmckvNPRaxMRLHTsBdq3xyxQF1XZKsF7grPDc89B4b2rlGPRKjqqYxkrGLG75Gi0Teon3BclnDznTbbu9G3Z/1if6Io9wRvCtV8/46XrtbXj6/RIHlEZ4ptVC842thxCjBnUtYhEmqNWcJGyoGu0F/Z2ng4bDino/pnACHbRekUQ638GVaw4PM85sHjIrI1aGfktqXkYkDx5RFCHlQcb4iX0O9vpobbh/5YDdRQ8pHf24YmeasZbmVEbzx89d5GvFg4TXAhZkqLmkHRrkVKMqgZMSlxiyUUGuuu6zVvh96EpiVhpoJPU04sTZA2ZFTF1pXKWQuaJuFZFuUeLWWydhmdBL3CU8+jdfe8fYhc8/6Z0xtaJpFR86cY1nq8B3iDUSF1sGg4IyaiEPmU9S4vUj7+ElHbLXYgrlC2GDFikt1YFvdqH1goHheuHtdFrNudEhFydjjBOs9hbsznqcWZtwdX/oRRO0pWkUL7x1kqRXU+ThjZ7nvUUPJS1R1vKDj1/ga7PHcIHFadF1YEGbWhj5AmL5yhASC6EvMAIwbK57DyIjw8FRjyDwSjAAbrWmrAKkcMzymAF7t/x3Xib0EseGh/7Fd1fi58CDvHnj9Yv/8lFmF4cEM4G4r8ItNPsHGasrczbWjqgazdSliLTFtpKm1PQ2chZXM2/zmjUYI4mjimFcUltF1Wjv/DlJSfoll3fHmEqhA4O+GBM8ccTayhH7eYptPb8dYDJLvPulbj3vfqMkuJjQ9i1OOtyohVL5andosaHvrTbaoUYNtvGeXyprMaXnvdvMsSg6Aol0HfMPiirAlLeXmsuEXuKexeN//+X3fO+lLz5M0i+xC022nmOtd7XId7zlrYgNvaz0Ki/SooRlFBaMswVHhXeVvO7umL4a0r+kaXpwcCphczDz9jabU2ZFhNYGpSyVgO1pn43BnD/90Mv8pnmMtFdTLEJspVDzToF1rr2riHIEe5pGhoi0JdjX6NWCVhmk9B7SIqmZb2d+ibAX0WQGlbZQ3l6bxTKhl/iexGN/+51ObvNfWWX3wknaxNFGlmIREYQtRkpevniCx89f42OrV/g/V+9n0SiCwOu3mcRhlSA/JcAINpMZw7Bg0YY0RlI1AUo4jPEyRwBfu3oeu9CUOxGuax+1ifXuJd2NQgQWc7ZETEI216dMktQL9DtBW0mqoqPMVhK0Q1UC2/PyUiJdcrmX+D5H9hf3ydh/z/df+uLDFKcDTg+nrGU51gkOdcthO+AgVdj1Cqzg6xfPIbp+8jhuWMtyruyNsLsx5ToEgxnzSUq2kVOPNOYwRrSC+EROcZAg05Z+VpIvImwjiTYXBNKSRDWlCGhe6yOVw67XxL2aMg9RgaU1kSfzaIdrb711EpYJvcT3Ea4/1S1wvfXhBBNOcI1L/+mMF/I33jCgF9fsXhtir6TM4wFqXMGoJkkrLrx2gpWTU3phw2il4PXAd1aV13qgHafXJ8yrkLPrh/TDrq0Uh3GCyWHPG9s3ArUdUZ7wtrbjYY7pL5g/u0rbc9jhrUv4wjKhl1gCgLOfu/yOseoXNHkaEWrj3SuV4KGVPV42kuks5dOPPsc3D89Q14oT4xmX85DgSsTj4y1en62xaAIkjiyoCKRht+jhjEQP/I3BWumFDUvNQ+f2uDgbM5PgJJ6kchtYJvQSS7wHTv/EOw1fSuBcZ932qz/9CdRc0b8oOOhlDBYgW8e0SRhHCzYTw+++eZ5zGwd8fOUScuRojGL/MGO2k6GzBlN76aZENWRBzfyJCVoZDrYHtxXzMqGXWOI28fg/eHdFkaNf9L/3/sKT9MaCK+OUw48l/Plz3+Lk6SkXRutcmo04mPXIeiWBNnz7cJMsrMniivsHB1zo9NdvFcuEXmKJO4S1X/vuffYzTx9wYHp8avQ6D6QDLmTrbOUD7usfYp0gUi2JajBOkAS3zuOGZUIvscRdw5c++cjbRhoy9js5Knjqf0/JVMV+0yP57HvTaP8wCOdujzP6fkIIMQPem0VwPFiD2+De3VncizHBvRnXBz2mc8659bcP3itP6Jedc5847iBuhhDiG8uY/mi4F+P6fo1pKeO7xBIfICwTeoklPkC4VxL63x93AO+CZUx/dNyLcX1fxnRPFMWWWGKJ9wf3yhN6iSWWeB9w7AkthPhRIcTLQogLQojP38Xz/gchxI4Q4vmbxlaEEF8RQrza/R5340II8cUuxueEEB+/QzGdFUL8jhDi20KIF4QQf+e44xJCxEKI3xNCPNvF9E+78fuFEE935/5lIUTYjUfd6wvd++ff75huik0JIZ4RQnz5XohJCPGmEOJbQohvCiG+0Y3d3WvnnDu2H0ABrwEPACHwLPDEXTr3nwI+Djx/09jPAJ/vjj8P/HR3/BngfwIC+BTw9B2K6STw8e64D7wCPHGccXX/d9YdB8DT3bn+G/Dj3fjPAX+9O/4bwM91xz8O/PIdvIZ/D/gvwJe718caE/AmsPa2sbt67e544vw//gA/APzGTa+/AHzhLp7//NsS+mXgZHd8Er8/DvDvgL/8bp+7w/H9d+DP3CtxASnwB8An8QQJ/fbrCPwG8APdse4+J+5ALGeA3wJ+GPhylxjHHdO7JfRdvXbHPeU+Ddxs2nS5GzsubDrnrnXHW8Bmd3zX4+ymhR/DPxGPNa5uavtNYAf4Cn5WNXHOXW/avfm8N2Lq3p8Cq+93TMC/Bn4K395Md47jjskB/0sI8ftCiL/Wjd3Va3evMMXuOTjnnBC3qaX6/wkhRAZ8Cfi7zrkjIb5jiXIccTnnDPCUEGIE/Brw2N08/9shhPizwI5z7veFEJ8+zljehh9yzl0RQmwAXxFCfFc71t24dsf9hL4CnL3p9Zlu7LiwLYQ4CdD93unG71qcQogAn8y/6Jz71XslLgDn3AT4Hfx0diSEuP5AuPm8N2Lq3h/CH6ILdHv4QeDPCSHeBH4JP+3+N8ccE865K93vHfyN709wl6/dcSf014GHu+pkiC9Y/PoxxvPrwOe648/h17DXx3+iq0x+CpjeNI163yD8o/jngRedc//qXohLCLHePZkRQiT4Nf2L+MT+sfeI6XqsPwb8tusWie8XnHNfcM6dcc6dx39nfts591eOMyYhRE8I0b9+DPwI8Dx3+9rdqQLKLRQSPoOv5r4G/MO7eN7/ClzDGwhdBn4Sv676LeBV4DeBle6zAvjZLsZvAZ+4QzH9EH4d9hzwze7nM8cZF/AR4JkupueBf9KNPwD8HnAB+BUg6sbj7vWF7v0H7vB1/DTfqXIfW0zduZ/tfl64/l2+29duyRRbYokPEI57yr3EEku8j1gm9BJLfICwTOgllvgAYZnQSyzxAcIyoZdY4gOEZUIvscQHCMuEXmKJDxCWCb3EEh8g/F8A1f+pbhRbHgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with rio.open(f\"{RESULTS_PATH}/{targets.iloc[-1].title}/cropped_NDVI_veg.tif\") as f:\n",
        "    veg_new = f.read()\n",
        "\n",
        "with rio.open(f\"{RESULTS_PATH}/{targets.iloc[0].title}/cropped_NDVI_veg.tif\") as f:\n",
        "    veg_old = f.read()\n",
        "    \n",
        "plt.imshow(veg_new[0], interpolation='nearest')\n",
        "plt.show()\n",
        "\n",
        "plt.imshow(veg_old[0], interpolation='nearest')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "aIZGNDUIkvjD",
        "outputId": "4e9ef618-3289-4b4c-c6a7-bd7deed2e18d"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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OtFkiDrRZIg60WSIOtFkiDrRZIv8PEqMnEl+P2Q0AAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ruiVwzRenShU"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.5-final"
    },
    "colab": {
      "provenance": [],
      "toc_visible": true
    },
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