chap10/Kevin_Hillstrom_MineThatData_E-MailAnalytics.ipynb

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    {
      "cell_type": "markdown",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/oreilly-japan/ml-at-work/blob/master/chap10/Kevin_Hillstrom_MineThatData_E-MailAnalytics.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M9Iv1SfokuUD"
      },
      "source": [
        "![表紙](https://www.oreilly.co.jp/books/images/picture978-4-87311-947-2.gif)\n",
        "\n",
        "このノートブックはオライリー・ジャパンより発行の書籍[『仕事ではじめる機械学習 第2版』](https://www.oreilly.co.jp/books/9784873119472/)のサンプルコードです。コードの解説等は書籍をご参照ください。なお、このコードを動作させた結果について、著者およびオライリー・ジャパンは一切の責任を負いません。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PAAqPJ1WkoDp"
      },
      "source": [
        "import urllib.request\n",
        "csv_url = \"http://www.minethatdata.com/Kevin_Hillstrom_MineThatData_E-MailAnalytics_DataMiningChallenge_2008.03.20.csv\"\n",
        "csv_filename = \"source_data.csv\"\n",
        "with open(csv_filename, \"w\") as fp:\n",
        "    data = urllib.request.urlopen(csv_url).read()\n",
        "    fp.write(data.decode(\"ascii\"))"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zf-ij3KkkoDr",
        "outputId": "0b874f87-2e98-4266-af90-dbca23f6d3e0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        }
      },
      "source": [
        "import pandas as pd\n",
        "source_df = pd.read_csv(csv_filename)\n",
        "source_df.head(10)"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>recency</th>\n",
              "      <th>history_segment</th>\n",
              "      <th>history</th>\n",
              "      <th>mens</th>\n",
              "      <th>womens</th>\n",
              "      <th>zip_code</th>\n",
              "      <th>newbie</th>\n",
              "      <th>channel</th>\n",
              "      <th>segment</th>\n",
              "      <th>visit</th>\n",
              "      <th>conversion</th>\n",
              "      <th>spend</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>10</td>\n",
              "      <td>2) $100 - $200</td>\n",
              "      <td>142.44</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Surburban</td>\n",
              "      <td>0</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6</td>\n",
              "      <td>3) $200 - $350</td>\n",
              "      <td>329.08</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Rural</td>\n",
              "      <td>1</td>\n",
              "      <td>Web</td>\n",
              "      <td>No E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>7</td>\n",
              "      <td>2) $100 - $200</td>\n",
              "      <td>180.65</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Surburban</td>\n",
              "      <td>1</td>\n",
              "      <td>Web</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>9</td>\n",
              "      <td>5) $500 - $750</td>\n",
              "      <td>675.83</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Rural</td>\n",
              "      <td>1</td>\n",
              "      <td>Web</td>\n",
              "      <td>Mens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2</td>\n",
              "      <td>1) $0 - $100</td>\n",
              "      <td>45.34</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Urban</td>\n",
              "      <td>0</td>\n",
              "      <td>Web</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>2) $100 - $200</td>\n",
              "      <td>134.83</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Surburban</td>\n",
              "      <td>0</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>9</td>\n",
              "      <td>3) $200 - $350</td>\n",
              "      <td>280.20</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Surburban</td>\n",
              "      <td>1</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>9</td>\n",
              "      <td>1) $0 - $100</td>\n",
              "      <td>46.42</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Urban</td>\n",
              "      <td>0</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>5) $500 - $750</td>\n",
              "      <td>675.07</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Rural</td>\n",
              "      <td>1</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Mens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>1) $0 - $100</td>\n",
              "      <td>32.84</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Urban</td>\n",
              "      <td>1</td>\n",
              "      <td>Web</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   recency history_segment  history  ...  visit  conversion spend\n",
              "0       10  2) $100 - $200   142.44  ...      0           0   0.0\n",
              "1        6  3) $200 - $350   329.08  ...      0           0   0.0\n",
              "2        7  2) $100 - $200   180.65  ...      0           0   0.0\n",
              "3        9  5) $500 - $750   675.83  ...      0           0   0.0\n",
              "4        2    1) $0 - $100    45.34  ...      0           0   0.0\n",
              "5        6  2) $100 - $200   134.83  ...      1           0   0.0\n",
              "6        9  3) $200 - $350   280.20  ...      0           0   0.0\n",
              "7        9    1) $0 - $100    46.42  ...      0           0   0.0\n",
              "8        9  5) $500 - $750   675.07  ...      0           0   0.0\n",
              "9       10    1) $0 - $100    32.84  ...      0           0   0.0\n",
              "\n",
              "[10 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 173
        }
      },
      "source": [
        "source_df.groupby([\"mens\",\"womens\"]).count()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>recency</th>\n",
              "      <th>history_segment</th>\n",
              "      <th>history</th>\n",
              "      <th>zip_code</th>\n",
              "      <th>newbie</th>\n",
              "      <th>channel</th>\n",
              "      <th>segment</th>\n",
              "      <th>visit</th>\n",
              "      <th>conversion</th>\n",
              "      <th>spend</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mens</th>\n",
              "      <th>womens</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "      <td>28734</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"2\" valign=\"top\">1</th>\n",
              "      <th>0</th>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "      <td>28818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "      <td>6448</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             recency  history_segment  history  ...  visit  conversion  spend\n",
              "mens womens                                     ...                          \n",
              "0    1         28734            28734    28734  ...  28734       28734  28734\n",
              "1    0         28818            28818    28818  ...  28818       28818  28818\n",
              "     1          6448             6448     6448  ...   6448        6448   6448\n",
              "\n",
              "[3 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
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    {
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      },
      "source": [
        "mailed_df = source_df[source_df[\"segment\"] != \"No E-Mail\"]\n",
        "mailed_df = mailed_df.reset_index(drop=True)\n",
        "mailed_df.head(10)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>recency</th>\n",
              "      <th>history_segment</th>\n",
              "      <th>history</th>\n",
              "      <th>mens</th>\n",
              "      <th>womens</th>\n",
              "      <th>zip_code</th>\n",
              "      <th>newbie</th>\n",
              "      <th>channel</th>\n",
              "      <th>segment</th>\n",
              "      <th>visit</th>\n",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>10</td>\n",
              "      <td>2) $100 - $200</td>\n",
              "      <td>142.44</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Surburban</td>\n",
              "      <td>0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>7</td>\n",
              "      <td>2) $100 - $200</td>\n",
              "      <td>180.65</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Surburban</td>\n",
              "      <td>1</td>\n",
              "      <td>Web</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>9</td>\n",
              "      <td>5) $500 - $750</td>\n",
              "      <td>675.83</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Rural</td>\n",
              "      <td>1</td>\n",
              "      <td>Web</td>\n",
              "      <td>Mens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2</td>\n",
              "      <td>1) $0 - $100</td>\n",
              "      <td>45.34</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Urban</td>\n",
              "      <td>0</td>\n",
              "      <td>Web</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>6</td>\n",
              "      <td>2) $100 - $200</td>\n",
              "      <td>134.83</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Surburban</td>\n",
              "      <td>0</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>9</td>\n",
              "      <td>3) $200 - $350</td>\n",
              "      <td>280.20</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Surburban</td>\n",
              "      <td>1</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>9</td>\n",
              "      <td>1) $0 - $100</td>\n",
              "      <td>46.42</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Urban</td>\n",
              "      <td>0</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>9</td>\n",
              "      <td>5) $500 - $750</td>\n",
              "      <td>675.07</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Rural</td>\n",
              "      <td>1</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Mens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>10</td>\n",
              "      <td>1) $0 - $100</td>\n",
              "      <td>32.84</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Urban</td>\n",
              "      <td>1</td>\n",
              "      <td>Web</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>7</td>\n",
              "      <td>5) $500 - $750</td>\n",
              "      <td>548.91</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Urban</td>\n",
              "      <td>1</td>\n",
              "      <td>Phone</td>\n",
              "      <td>Womens E-Mail</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   recency history_segment  history  ...  visit  conversion spend\n",
              "0       10  2) $100 - $200   142.44  ...      0           0   0.0\n",
              "1        7  2) $100 - $200   180.65  ...      0           0   0.0\n",
              "2        9  5) $500 - $750   675.83  ...      0           0   0.0\n",
              "3        2    1) $0 - $100    45.34  ...      0           0   0.0\n",
              "4        6  2) $100 - $200   134.83  ...      1           0   0.0\n",
              "5        9  3) $200 - $350   280.20  ...      0           0   0.0\n",
              "6        9    1) $0 - $100    46.42  ...      0           0   0.0\n",
              "7        9  5) $500 - $750   675.07  ...      0           0   0.0\n",
              "8       10    1) $0 - $100    32.84  ...      0           0   0.0\n",
              "9        7  5) $500 - $750   548.91  ...      1           0   0.0\n",
              "\n",
              "[10 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uEA1GUsekoDs",
        "outputId": "0edbc751-f354-4eca-f2a6-3186f3676aae",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 359
        }
      },
      "source": [
        "dummied_df = pd.get_dummies(mailed_df[[\"zip_code\", \"channel\"]], drop_first=True)\n",
        "feature_vector_df = mailed_df.drop([\"history_segment\", \"zip_code\", \"channel\", \"segment\", \"visit\", \"conversion\", \"spend\"], axis=1)\n",
        "feature_vector_df = feature_vector_df.join(dummied_df)\n",
        "feature_vector_df.head(10)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>recency</th>\n",
              "      <th>history</th>\n",
              "      <th>mens</th>\n",
              "      <th>womens</th>\n",
              "      <th>newbie</th>\n",
              "      <th>zip_code_Surburban</th>\n",
              "      <th>zip_code_Urban</th>\n",
              "      <th>channel_Phone</th>\n",
              "      <th>channel_Web</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>10</td>\n",
              "      <td>142.44</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>7</td>\n",
              "      <td>180.65</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>9</td>\n",
              "      <td>675.83</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2</td>\n",
              "      <td>45.34</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>6</td>\n",
              "      <td>134.83</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>9</td>\n",
              "      <td>280.20</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>9</td>\n",
              "      <td>46.42</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>9</td>\n",
              "      <td>675.07</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>10</td>\n",
              "      <td>32.84</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>7</td>\n",
              "      <td>548.91</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   recency  history  mens  ...  zip_code_Urban  channel_Phone  channel_Web\n",
              "0       10   142.44     1  ...               0              1            0\n",
              "1        7   180.65     0  ...               0              0            1\n",
              "2        9   675.83     1  ...               0              0            1\n",
              "3        2    45.34     1  ...               1              0            1\n",
              "4        6   134.83     0  ...               0              1            0\n",
              "5        9   280.20     1  ...               0              1            0\n",
              "6        9    46.42     0  ...               1              1            0\n",
              "7        9   675.07     1  ...               0              1            0\n",
              "8       10    32.84     0  ...               1              0            1\n",
              "9        7   548.91     0  ...               1              1            0\n",
              "\n",
              "[10 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5zzqfUHlkoDs"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "is_treat_list = list(mailed_df[\"segment\"] == \"Mens E-Mail\")\n",
        "is_cv_list = list(mailed_df[\"visit\"] == 1)\n",
        "\n",
        "train_is_cv_list, test_is_cv_list, train_is_treat_list, test_is_treat_list, train_feature_vector_df, test_feature_vector_df = train_test_split(is_cv_list, is_treat_list, feature_vector_df, test_size=0.5,  random_state=42)\n"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vrh152RMkoDt",
        "outputId": "017262e2-7803-4617-c36a-921bf7870e58",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "treat_model = LogisticRegression(C=0.01, max_iter=1000)\n",
        "control_model = LogisticRegression(C=0.01, max_iter=1000)\n",
        "\n",
        "train_sample_num = len(train_is_cv_list)\n",
        "\n",
        "treat_is_cv_list = [train_is_cv_list[i] for i in range(train_sample_num) if train_is_treat_list[i] == True]\n",
        "treat_feature_vector_list = train_feature_vector_df[train_is_treat_list]\n",
        "\n",
        "control_is_cv_list = [train_is_cv_list[i] for i in range(train_sample_num) if train_is_treat_list[i] == False]\n",
        "control_feature_vector_list = train_feature_vector_df[list(map(lambda a:a == False ,train_is_treat_list))]\n",
        "\n",
        "treat_model.fit(treat_feature_vector_list, treat_is_cv_list)\n",
        "control_model.fit(control_feature_vector_list, control_is_cv_list)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression(C=0.01, class_weight=None, dual=False, fit_intercept=True,\n",
              "                   intercept_scaling=1, l1_ratio=None, max_iter=1000,\n",
              "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
              "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
              "                   warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MY7SREnXkoDt"
      },
      "source": [
        "from operator import itemgetter\n",
        "    \n",
        "treat_score = treat_model.predict_proba(test_feature_vector_df)\n",
        "control_score = control_model.predict_proba(test_feature_vector_df)\n",
        "score_list = treat_score[:,1] / control_score[:,1]\n",
        "\n",
        "result = list(zip(test_is_cv_list, test_is_treat_list, score_list))\n",
        "result.sort(key=itemgetter(2),reverse=True)\n",
        "    \n",
        "\n",
        "treat_uu = 0\n",
        "control_uu = 0\n",
        "treat_cv = 0\n",
        "control_cv = 0\n",
        "treat_cvr = 0.0\n",
        "control_cvr = 0.0\n",
        "lift = 0.0\n",
        "\n",
        "stat_data = []\n",
        "\n",
        "for is_cv, is_treat, score in result:\n",
        "    if is_treat:\n",
        "        treat_uu += 1\n",
        "        if is_cv:\n",
        "            treat_cv += 1\n",
        "        treat_cvr = treat_cv / treat_uu\n",
        "    else:\n",
        "        control_uu += 1\n",
        "        if is_cv:\n",
        "            control_cv += 1\n",
        "        control_cvr = control_cv / control_uu\n",
        "\n",
        "    # コンバージョンレートの差に実験群の人数を掛けることでliftを算出\n",
        "    lift = (treat_cvr - control_cvr) * treat_uu\n",
        "\n",
        "    stat_data.append([is_cv, is_treat, score, treat_uu, control_uu, treat_cv, control_cv, treat_cvr, control_cvr, lift])"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CoAnH9p4koDu",
        "outputId": "f5920cde-7f60-4bff-bae3-61fd0094fbf0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 348
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.style.use('ggplot')\n",
        "%matplotlib inline \n",
        "%config InlineBackend.figure_formats = {'png', 'retina'}\n",
        "\n",
        "qdf = pd.DataFrame(columns=('treat_cvr', 'control_cvr'))\n",
        "\n",
        "quantile_data = []\n",
        "for n in range(10):\n",
        "    start = int(n * len(result) / 10)\n",
        "    end = int((n + 1) * len(result) / 10) - 1\n",
        "    quantiled_result = result[start:end]\n",
        "    \n",
        "    treat_uu = list(map(lambda item:item[1], quantiled_result)).count(True)\n",
        "    control_uu = list(map(lambda item:item[1], quantiled_result)).count(False)\n",
        "    \n",
        "    treat_cv = [item[0] for item in quantiled_result if item[1] == True].count(True)\n",
        "    control_cv = [item[0] for item in quantiled_result if item[1] == False].count(True)\n",
        "    \n",
        "    treat_cvr = treat_cv / treat_uu\n",
        "    control_cvr = control_cv / control_uu\n",
        "    \n",
        "    \n",
        "    quantile_data.append([treat_uu, control_uu, treat_cv, control_cv, treat_cvr, control_cvr])\n",
        "        \n",
        "    label = \"{}%~{}%\".format(n*10, (n+1)*10)\n",
        "    qdf.loc[label] = [treat_cvr, control_cvr]\n",
        "\n",
        "qdf.plot.bar()\n",
        "plt.xlabel(\"percentile\")\n",
        "plt.ylabel(\"conversion rate\")"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'conversion rate')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 394,
              "height": 314
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qp8zLybPkoDu",
        "outputId": "9228dbeb-7790-4c6f-a733-ed708f3481f2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "df = pd.DataFrame(stat_data)\n",
        "df.columns = [\"is_cv\", \"is_treat\", \"score\", \"treat_uu\", \"control_uu\", \"treat_cv\", \"control_cv\", \"treat_cvr\", \"control_cvr\", \"lift\"]\n",
        "\n",
        "\n",
        "# ベースラインを書き加える\n",
        "df[\"base_line\"] = df.index * df[\"lift\"][len(df.index) - 1] / len(df.index)\n",
        "\n",
        "df.plot(y=[\"treat_cv\", \"control_cv\"])\n",
        "plt.xlabel(\"uplift score rank\")\n",
        "plt.ylabel(\"conversion count\")\n",
        "\n",
        "df.plot(y=[\"treat_cvr\", \"control_cvr\"], ylim=[0, 0.3])\n",
        "plt.xlabel(\"uplift score rank\")\n",
        "plt.ylabel(\"conversion rate\")\n",
        "\n",
        "df.plot(y=[\"lift\", \"base_line\"])\n",
        "plt.xlabel(\"uplift score rank\")\n",
        "plt.ylabel(\"lift count\")\n",
        "\n",
        "df.plot(y=[\"treat_cv\", \"control_cv\"], x=\"score\", title=\"conversion count\")\n",
        "df.plot(y=[\"treat_cvr\", \"control_cvr\"], ylim=[0, 0.3], x=\"score\", title=\"conversion rate\")\n",
        "df.plot(y=[\"lift\", \"base_line\"], x=\"score\", title=\"lift\")"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff0908f5990>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 397,
              "height": 264
            },
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 394,
              "height": 268
            },
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Id9lovPEn+Wt1fDAD88KjeP/+O+b3X+t30oLww5RMzprGhCrS4ihxEBGRVsFsyo91CE3G6rlzSP0G69gwtRaa6vp/Hh/SVvbIHc12/fown71f+bX36PYYzesvbm+fOTXy8xmDd9U5Yfd514/H+/yDBkQp0jJpqJKIiLQONfxVuDpr9HjMy4/722qrwdBCWAP2DQ4jKi2BTflYnbOa79qpbUIbZ3/ZbNdvsNmzwq8ctey3iE/hjT+p1v3m2Qfg4GPqG5lIi6QnDiIi0ip4N14U0madPCa07YjjsW+419dm/+GwJosr2qyk5GZNGiqve+CRzX7NJlPDalfGGMziHzHlKyiZom0Rna5s3Ai8Fx/DlJZGLUSRWNATBxERSXjh/qpsX/sv2LKJ6lN7LTsAvXbFvnwSZsF3WCPPbJ4g45x97hWYo0fg/eOKyjbjlQW/ny2Ayc+rcUhRiPz14c/xxD2Y/30KgP3QK5jXX4j8+h+/DUlJWM55ER8j0tLoiYPEreXLl5Odnc0VV1xRd+c4VdN7vOKKK8jOzmb58uUxikwkfpjCgrDt1q57wIAhNR5n9d8He/S48MNwJLye1apRL/klNnGE4V17fr36m9y1oW3lSQOAd/Gp4Vfp6pBR8zkbsaqXSEugxEFERBKamfZESJt1+l+Cr3YAhgytbLdve7TZ4kpE1Z8ueHdcjWkByYMp2gZlZfU6xrvOX+jPbNxQ5zHWWZdgHTms1j5l40bgffJuvWIRaSmUOIjEoeuuu45PP/2U7t1bzvKQIi2V+eLDkDbr8BMqv7bPn4j9l6uxr5+M1bVHc4bWKnj/iqxQXZNdf8bzeJc4Ne63L70R+7q7sCc9GHrso3cG5zVsyse7cmyYo7ezTjoD+5BjsQ44osY5EhXMC49gNuRF9gZEWhAlDiJxqFu3bvTp04fk5ORYhyISd+zbHvXVN7CSkrH2PRird98YRpU4rCEH+RtKSyOeRBxNZtmvlP3zKsw7btj99vV3Yz86A2vgfli77I6VvVPoOb77Ar6fhTfxrDqvZx0TXP7W6pKFfc2dUEcNDe+u6yJ4FyItixIHSQiLFy/m3HPPpV+/fvTp04eTTz6ZTz/91Ndn06ZNPPLII5x66qkMGTKEnXfemQEDBnD22Wfz7bffhj3v119/zdixYxkyZAi9e/dm8ODBDBs2jHvuuSekb2FhIQ888ADHHHMMffr0oW/fvgwfPpyZM2dG/f2Gm+NQdT7E8uXLufDCC+nfvz+77LILxx9/PB98UPNa4jNnzmTUqFHsueee7LLLLhx22GHcd999FBWpGqrEt5BVbPrvo6cKTS2za0hTbX/xbygz+0vKxo2gbNwITMHW0Gu+8Cj89nPYY63z/orVezesgH9olXXuX0PPE0E9Cuu4kVipqdu3d9mdwOOvYz88HfvuZ8MfpOJwEoeUOEjcW758OSNGjCA/P58xY8YwbNgw5s+fz5gxY3j99e0T0X755RfuvPNObNvmqKOOYvz48Rx66KF88cUXnHLKKXz88ce+83788ceMGjWKb775hoMPPpjx48dz3HHHkZqayrPP+n8RbNy4kZNPPpk77riDQCDA6NGjOfXUU1m/fj0XX3wxd955Z7N8LwBWrFjBiSeeyPLlyznllFMYPnw4P//8M+eeey5ffPFFSP8JEyZw8cUXs3TpUk444QTGjh1LRkYGd911F2eccQalWj5Q4tmGXN+mfdHfYhRI62EdHaYuAmBKSzBzvq5/VeYaVP1A7913M94z//bPp6ghaQCwDzgibLt1wOENisUafnr49uRkrI6dYIcdw+43ixc26HoisaLlWCXuffXVV1xwwQXceOONlW3nnHMOI0aM4LrrruPII4+kffv29O3bl9mzZ9O5c2ff8atWrWLYsGFMmjSJI47Y/svkxRdfxPM8XnnlFfr16+c7Zv16/1J9N998MwsWLOBvf/sbF120fa34bdu2cd555/HAAw9w4okn0r9//2i+9bBmzZrFxIkTmTBhQmXbyJEjOeOMM3j00Uc56KDtwwimTZvGtGnTOP7443nggQdIS0ur3Dd58mTuuecennnmGc4/v36rkYi0FN71/orGlob3NTkrowv2Xc/gXXW2r908eS/m28+DfUaPxz5qGGbZr5j3ZmLtfyjWoP0ivoapPtF5ySLMkkWYLz7EOv4UrH41r5ZVa+x1DC+C4FA3728XbD/m3L/6njaEtTr8CnjenddiX/uv4ApfInFAiUOCOemFn2IdQsRePyM6Pyg7dOjAX//qf7w8aNAgRo4cySuvvMK7776L4zh06NAh7PE9evTgxBNP5KmnnmLlypVkZ2f79rdpE7oUY9XkY/369bz22msMGjTIlzRUHHv99dfzySefMHPmzGZJHHr27Mnll1/uazv88MPJzs7m+++/97U/+eSTJCUlMXnyZF/SAMHhUE8//TQzZsxQ4iBxyeSti3UIrZaV0TmkrSJpADAvP463dRPmzZeD2//7FPuup7EyukR0fvPylJr3vTsd8+708DsDAex/PFLrue1r7sS7M/yEbvvx17EsC/ue5zH//Q/Wzn2x+u1dZ7zW/of5lnKtyrvj6mDFb2OC9SMyOkeUwEj9eIVbMZs2YHXoFOtQ4poSB4l7/fv3p127diHtBx54IK+88goLFizAcYLja7/55hueeOIJvvvuO/Ly8iguLvYds3r16srEYeTIkbzzzjsMHz6c4cOHM3ToUPbbbz969PCPj547dy5lZWVYlsXkyZND4igpKQGCQ6WaQ79+/QgEQgsu9ejRg++++65yu7CwkIULF9K5c2eeeCJ0uUqA1NTUZotbJNq8KXfHOoRWzX7gZbxLR9e4vyJpqODddAmBf78U0bnNJ+/UOx7r/IlYgw+o8+mA1WdP7Kv+GXbycsUHeqt9B6wTI5+3YZ15IXhlmNXLg5OmVyz17fcVKOzag4CWBY4qL389OedsXyY3MOWNGEYT35Q4SNzLysoK2961a3CC3ubNmwF49913GT9+PKmpqRx66KH06tWL9PR0bNtm1qxZzJo1y5dInHDCCTz77LM89thjTJs2jeeffx6AgQMHct1113HooYcCsGFDcG3vOXPmMGfOnBrj3Lo1dPJeU6jpyUpSUhKe51Vu5+fnY4whLy8v7GRvkXhgysrg5/mw4y5Y7f33vjX0KMyv25/CWn+qe2UciR6rTXr9Dihsup+R1ojTsf9wWOT9d+uHff9LmBce3V4p+taGf5i32qRj/eVqAMzq5Xg3XVxz53Wraq24bQoLMB+9hXXoH0Pu+ZbIlJTg3XMDLP4R+65nwj6NavQ1PA/vsTth9izsm++HzlmYj9/BfPY+5K0jp3r/xQux+uwV9ThaAyUOCaa+w3+SkoK3QDxPgM3Jqf4jIWjduuAwhfbt2wNw1113kZKSwrvvvkvfvv5lF6+++mpmzZoVco6jjz6ao48+moKCAmbPns2HH37I1KlTGTt2LO+99x677bZb5fnHjRvHpEmTovjOmlZFgtG/f3/ee++9GEcjUn/GGLwbLoDctZDRGfv2KVjJyZiSYsz/vYmZ5V/wwDpqeIwilWjwtm5hw6TLKVv8Y72PtYfX/OSjJlZ6W6xxE2HcxHofW+t5d9gxWF16U36Nfby/jIR2HbAnP4dVrSaEd1nwvZiZz2MdNRwz/1vI7oXVfwjWwceE9I8189FbUP5v5l11dsR/7TfGBIe3bSvEOvBIrKQkjFcGlh0ylMt8/SnMDv4O9265HJKSobSkxnN7d16L/fCrWMkpDXxXrVfLurtEGmDBggVs2bIlpL0iEaiYV7B06VL69u0bkjR4nsc333xT6zXS09M5+OCDmTRpEpdccgnFxcV89NFHAOy9997Yts3//ve/aLydZtO2bVt23313Fi1aVPnURCSemFefCSYNEBwbPj+4rLL56hPM9Gdh1bLKvtbRJ2Gl1DGBVaLOvqbupUyrMls317hvy9RHKG1A0tAS2eeFLvsaYssmzIev+5rM7C/92//3JqxbDd9/hZn6EN59N1fu8/4znbJbLsfMDv2jWHMyrz7t2y679DRMYUHdB877BvP4XZjnHsTMmIo37Qm8v4zEG38SZs2K7ecvKsI8da//2FqShsrjapoHI7VS4iBxb9OmTdx7r/+Hxty5c5kxYwYdOnTg+OOPB4KThpcsWcKaNdvXzjbGMHnyZBYtWhRy3q+++irsk5jc3ODyjhWTiTMzMxk5ciRz587l3nvvpaz6ah8Ek5Zly5aFtMfa+PHjKS4uZuLEiWzcuDFkf35+PvPnz49BZCK1M5s3Yd6f4WvzPn47uO+50ArAdOjYHGFJNfUdDuI9eFuN+wrfmxG23X78dQJT3sB+ZDr2w6+GxhCmNkPMZe8cUTfzytOYKkNMvSmh8+h8fpwb7Dfr42DyvGIJ3iP/bGiUjWZWLAlt3FaIeaH2Cepm/rd4D966ffv9GZgPtz+p8G68CFNchPfuq3iXnNqw2N6MbD6N+GmoksS9Aw44gJdeeonvv/+e/fbbj7Vr1/Lmm2/ieR533HGHbyjRtddey3HHHccJJ5xAcnIy33zzDYsWLeKYY44JKZB24403smbNGvbbbz969uxJSkoK8+bN44svvqBnz56cdNJJlX1vu+02lixZwt1338306dPZf//9ycrKYs2aNSxevJg5c+bw8MMPs9NOoZVJY2n06NHMmzePZ599lqFDh1auvpSfn8+yZcv4+uuvcRynWetQiETCmzAmtPGneTUf0K7ljwVPWB07w8b1dfcDWLww+Ff1vQ+MeGWhygnLScGldu2/P4x3U/kKd126Yh8YvmZDTKWHLuhRE+8vJ2Pf/xJWetvI/pI+5+uQv8Cblb9jZfeqd5iNYdatCg4bCrfv608xp/8FK8z3wcz7Bu+Bf9R5fu/ihiUMvmv9+pOWwq0nPXGQuLfjjjvy+uuv07FjR6ZOncqbb75J//79mTp1qu/D/Zlnnsk999xD165deeWVV3jttdfo0aMHb731FgMGDAg576WXXsohhxzCzz//zEsvvcTUqVPJzc3l0ksv5Z133iEjI6Oyb/v27Zk+fTq33nornTt35p133uHxxx/nyy+/pG3btkyaNIlDDjmkWb4f9XX77bfzzDPPMGTIED777DMef/xx3n//fTZv3swFF1zAuHHjYh2iiI+pZWx42L9wEhyvLrFh13OFIO+RO4LDUbaGDkENOfdVt4e0WTv0DNZGGHYa9sRbwxwVe/WtJ+Jd/ufI+z4U+tTG/PB9mJ6NZ4wJzjuo3r4p31frIuyx74Q+HQLw/u+tqMQWCe+Oqyl76HZMSd0JmQRZxphYxyBBBoLFyOqSm5tLZmZmVC6aCJOjJTaq3zvRvC8lsVXcJxXD/urL+/htzIuP1esYa9Q52MeNbND1pPF8y41GqsdOBG4JDjszmzfiTThz+77OWVgnnIp92B+jFGHzq/49sS+6Hu/h0EQoWqK9BKnZVoj3r2thUz72Rddj7bJ75b6y2ybC0jqW8u7YicDdz/rPaQze+JNqOKAB9hoMmzZCDX9QqGCNOhv7uD9F77pxoMrS8vUqGqInDiIi0uIZY/A+/Q9l14+vd9IANPswDfGzRm+v4G3fM9W/76Cjwx+0alnlZGnvmvN8uwJ3PhnXSUNYvXfDvvRGrP0jXzbWvvTGmNUkMG++BMuXwMYNofMo6koaADZuoOyRO/Beenz7U4tfozD5vVP5H7C698S+fBKBm+8n6+m36PraF9h3PRP2EPNq+HYJpcRBRERavnnfYJ5/GHLW1N03DKv/PlEOSOrDPmoYgSlvEJjyBlb7jlgjtz89sMZeinXaeWGPMy88itlWCCXFYffHM9+HWMvCyuiMNXA/7AiXfw1MeQNr4H4RX88sCV0EpDFM1RWu8uuYw9KxE/Yjr4W2z/4S89FbmKf/jcnPw3OfanRc9g2Tsc6+DPvK2yqXprXLq3FbGZ1rTB4kMhqq1HJoqFIrsHz5clzXjajv+eefT8eOLXclGA1VkoZqyFClhgx1sY4fhTVof+i9W4tb215Cmd8X4906oe6Og/YncMkNTR9QMzBFRbBpA1ZWd1+7996MkGVMq6v6pMF79RnMe2E+mFeVmkbgwWnB63oeFG7Fatu+3jF7785wng4AACAASURBVE7HvPZsSHtFPKawoLLWBAA79iZw0/3BfXUVvwtzzjr/32/bHsqfTNlX3Y61W/+QLuF+5oQMFXvwFUhOhk0b8B66PVgb5qLrI56kH28aOlRJqyqJNKPly5dHXKXZcZwWnTiItAT2rY8Gi8CF26dK0XHF6tUH+74X8a44vdZ+9vnRLcgWS1ZqKlRLGgDs40Zi9hiI+f0XzNSHQ/f/zb8sq/WnsyCjE2bak8Hto0/COmUs3oVVxu0XFQLlcxMuPa2yub5DncIlDQDeE5OxzrkC7+n7/LFed9f2OHfYsV7XArAfm4n3l5ODx484PVgNeqddsC+6LthWQ4XtOs/7yGu+70+4ZV3Ncw9ijb20QedPVEocRJrR0KFDWblyZazDEIkLZn0u5ofZWINqHo5hdetR4z6JP1bbupcptdqkNUMksWf12hWr166UVUsc7An/wNrZX8jUsm2so0+Co+ueWOxdfY5v2xgT8V/Vzcqa6xGZrz/FrF0VMr+hwdWZy2uAWLbtT24aUAU8HCspCdqkwbbCGvuYzz8AJQ4+enYrIiItitmUT9l9N+Ndcy7muQfxJo6ttb91XujwFv2VMH7ZD0Y2nLO1sK/9V/CL7F7Yk5/D2nNQxMdao/3LaZv1uVCtanMkNRMq+066pPYOEUyKtk6vfZnWCvaYiyLq1yi1JA0SnhIHERFpMUx+Ht7EsyCCdeetA4KFvewDDse+/GbfPvvgY5okPml6Vmob7HufD7svfZjTzNHEnrXrHsGJ5ZMewOqQUfcBVY89/ATftjcpTEI9/1vKxo2osQaKKS7C++oTTCQrJVVjX3NHaEwHHF73cTfci5XdMgqmmi2bYh1Ci6KhSiIi0mJ499wUWce0dKxzLqvctPoPwX78dVizAjR8Ke5Z7Tpg//UWvHv9CWG7sy+haEPNBQDFzwpUG/9fuLXGvt4tl2M/9ApWSqqv3cyYivnwDRq0lM7Ou4XGlJaOdeZFYeduWKPOxjpyWMOHNzWFwgJVnq9CiUOcqs+YRJGmptXZJGpWL691t3XgEVhjLwv9QATBn4kNmHwpLZO1197Y978EmzZAYSGZA/fBCuhjS1PyLj4V9jkQ+8AjsAYfgCktxXxYy+Tprj2wTzkL75HQJwtQPo8gDPvQP2L674v59UfYuAHz41zssZfW+4lKo2V0gfy8Wrt4j94BhQXYYy7C2mtwMwXWcun/wDhkWRae5xEI84tTJBY8z1MiK82jz15hkwZJTFZ6W0hvG/w6NbWO3hKOdexIzPszIj9g9iy82bOwjj0Z8/7M8H3S2xK4/6Xt1zjRwbztn5tiP/567XF1zsTqfEhw4+gGVBaPAvtvk/GuOrv2Tst+A8C796aYFdtrSTTHIQ6lpKRQVFQU6zBEKhUVFZGS0oIeLUvC0ipKIvVjNbDCdo1JA0BKG9+mffIY//YtD8bFH5OsjM716m/qKnTXCihxiENpaWkUFhZSUFBAWVmZholITBhjKCsro6CggMLCQtLSWscSidJ0qv8ss/54Skgfa/cBzRWOSGIof2JTlX3pjY07Z5jhPYEpb2A/OiNY0bpHy5jYHAn74enYV98RLAC36x61d968EQCzrYCyGy4MTirfUPtQp0SjoUpxKCkpiY4dO1JYWEh+fn6jEge7vJqq53nRCk9aCdu2CQQC2LZNx44dKytJizRYaYlv0xo+GvOf6du3jxzW3BGJxL826b5N67iRWAP3wzpqOOb/3ozqpeJxGKGVnAx9gzUjAtf+C7NuFaxajvfQbSF9vRlTCVx2E+bLj2BtsCaTd/U52FfeBj17R1SHJN4lxG96x3HuBPYFdgMygULgd2Am8KDruiHpoOM4Q4EbgAOANOAX4CngAdd1y2q4zjDgSmBvIAD8ADzsum74MopNKCkpifbt618qvrpwZdhFIqF7R6Iud51v00pJxf7HI3g3Xgh99sQ6IbSyq4jUrvoEZWtksKK6New02LwJU1QIc/8Xi9BaJKtrD0xmt/A753+LMQbz0uO+Zu/uv0HXHYJDtJKSmyHK2EmIxAH4KzAb+ABYB7QlmBBMAsY7jnOA67qVS3U4jnMSMB3YBkwD1gPDgXuBg4CQ306O41wCPADkAc8DxcAo4BnHcQa4rntlU705EZFE5r0/A/PK02H3Wd2zNSFRpJHsx1+H3LXQqUvlUwGrXQescRMBKBtXy+TkAfvC/G+bI8wWw7ID0C278qmCz3dfhD9o3WrMN59jHXhE0wYXY4mSOHRwXXdb9UbHcW4DrgeuAy4qb+sATAHKgMNd1/22vP1G4CNglOM4o13XfbnKeXYG7iaYYOzruu7S8va/A98AEx3Hme667qwme4ciIgmo7P5bYMF3sQ5DJKFZlgVZ3Wvu0LM31FAALnDZTaGJRWriz2mzL7oO88k70Ksv5pn7K9u9x/5V4zHmrZchwROHhJgcHS5pqNhV/tq3StsoIAt4uSJpqHKOG8o3L6x2nnOBVILDnpZWOWYDcHv5ZmQ11EVEBACz8nclDSItgD1uYnCp40OOxb7/xcp6KPadTwVfH57u73/Tvc0eY3OzeuyEffoF2AcdVfek6QrrVlNWQ02LRJEoTxxqMrz8dV6VtiPLX/8Tpv9/gQJgqOM4qa7rFkVwzLvV+oiISB3WjhxaewdNthdpNlaPnQhcs/0Db+DvD/n3Jydj3/EEZv53WEMOwmrfyiopL10ced/ZX1J28SgCD73adPHEUEL9ZHYc50qgHdCR4GTpgwkmDVXTv93LXxdVP9513VLHcZYA/YBdgB8jOGa14zhbgZ6O46S7rltQR4xh/7zmusGHIxUTTptLxUo4zX1diX+6d6ShrI0b6uzTdtTZtNO9JVXoZ06MZWbC7nvFOooGaey9s+3yG9l4z82RH1BcnLD3aUIlDgRXPKo6Ff4/wNmu6+ZUaetY/rqxhnNUtFetex7JMW3L+9WaOIiItGbG81h79ol19kvqsWMzRCMiUrfUg48m6Y2XKF38U8THlOXlEOiS1YRRxUZCJQ6u63YHcBynGzCU4JOG7x3HGea67uyYBlfOdd0hNewy0PxLW2pJTWko3TvSELWu3lLF5t0HsUX3llShnznSUFG5d675F3ZJMebjdzCfvot1xAnYR5+EMQZv/Ekh3XOvHU/gn1Mafr0m1qNHjwYdlxCTo6tzXXet67ozgGOBLsBzVXZXPDXoGHKgvz2/AcfU9ERCREQiZJ0/EctOyF9PIhLHrOQU7GNPJnDbY9hHB5MFy7KCVbMf8U8gJ3ct3oevUzb+ZMzCOTGItmkk9E9m13V/BxYC/RzHqRhs9nP5627V+zuOkwT0BkqB36rsqu2YHQgOU1pR1/wGEREJzxp7KYEpbwR/Af/hsFiHIyJSL+EKv5lpT4Lx8O69CeOVYXLX4n3wOmbtqhhEGB0JnTiUq3gWU1EN+qPy1z+G6XsokA58WWVFpbqOOb5aHxERiVS7DlgnnIp98DGxjkREpFHsC66peefWrXjXjcO4T+LdcAGmtLT5AouiuE8cHMfZzXGckCFEjuPY5QXguhJMBCqW8XgVyAVGO46zb5X+bYBbyzcfqXa6p4Ei4JLyYnAVx3QiWGAO4NEovB0RkYRllv3q27YffpXAvc9jjzwzRhGJiESPNeSgGveZd1/xbXsX/qmpw2kSiTA5+gTgn47jfA4sAfIIrqx0GMElVdcA4yo6u667yXGccQQTiE8cx3mZYEXoEQSXXX0VmFb1Aq7rLnEc5yrg38C3juNMA4oJFpPrCUxW1WgRkdqZbz/3bVvJKTGKRESkeZkPXg9pKxs3AvvOp7A6x8/SrXH/xAH4EHiSYDXoPwFXAacQTAZuAfq5rruw6gGu684kmFj8t7zvpUAJMAEY7bquqX4R13UfIJhc/ACcBYwnmJSc7brulU3yzkREEoj5aX6sQxARaVL2hddF3Hd9SnteffA5jAn52NliWfEUbIIzAKtWNe+EGS1vJw2le0fqw/v8A8yzD1Rupwzcl7JLb4phRBJv9DNHGqq57526lp3emtSGGTsezls9D6Y4kMK1K9/mwKsnNktsFaosx2rV57hEGKokIiItlPfCI5hP3g1pTxm0H4UxiEdEpKnZN9yLd+tfIas75KypbC+yk3gn+yBm7HQEW5LTK9tf6HoQ+3uGgF2vz/AxocRBRESaTLikASDQLbuZIxERaR5Wr10JTHkDCD59KLNsPuq+L9N2Pob1qf71fHpvXsmZB+xIHOQMgBIHERGJgZR9/gBb9cxBRBKXZwxfZg3gxd5/ZFV6lm9f99JNnN7D4+AjdyewQ88YRVh/ShxERKRJmJLisO1tTzkLO62tEgcRSUjGGOasKWDqnHX82s+/3HQnijhtv504ps/uJMXLY4YqlDiIiEjTqDK2t6p2Yy5o5kBERJrHotxCnpuTw/y1Bb729NJC/rTsY4Zdcg5pnTrFKLrGU+IgIiJNwrv5kpA2+/bHYxCJiEjTWr6xiBfm5jBr+RZfe0rA4sS09Zz8n/voeNHVWHGcNIASBxERaUZWVvdYhyAiEjU5W0t4eX4uH/22Ea9KhQPbgmN2zeC0AV3okr47nHRg7IKMIiUOIiISdeFqBNmPTI9BJCIi0bdpWymv/pDHO4vyKfH8P+8O7tWe0wdmkd0hJUbRNR0lDiIiEnXmy//zbdsTb8VKSo5RNCIi0VFY4vHGT+uZsXA9haWeb9/gHdpy5qAs+nRpE6Pomp4SBxERiTrzzL/9DT13jkkcIiLRUFLm8d7ifNwFeWzcVubb17dLG84anMXA7m1jFF3zUeIgIiJNLzUt1hGIiNRbmWf479JNvDgvl3VbS3z7enZIYczgLA7o2Q7Lir+lVRtCiYOIiDS9JP26EZH4YYzhm5VbeH5OLr9vLPLty0xP4s8DMzmid0cCcViLoTH0k1xERJqUNXx0q/lrnIjEvx/WFfDc9zn8lOsvUtk+NcCp/bpw/G4ZpATsGEUXW0ocRESkSVl7DY51CCIidVqyYRtT5+Tw3aqtvvY2SRYn7dmZk/fsTHpyIEbRtQxKHEREJKpMfp6/oU16bAIREYnA6s3FvDgvl8+WbqLqwqpJNvyxbydO7d+FjDb6yAxKHEREJNoKC3ybllZUEpEWaENhKdPm5/L+4nzKqmQMFnB47w78eWAm3dolXi2GxlDiICIi0VVcvP3rHXvHLg4RkTC2FpcxY+F63vhpPUVl/uJt+/dsx5hBWfTKSI1RdC2bEgcREYka8/tivFsnbG9I0S9fEWkZiko93lm0gek/5LG52F+8ba+sNM7aO4s9szS0sjZKHEREJCqMMf6kAWDF77EJRkSkXKlneGfhWp74cil5haW+fb07pXLmoCz26dFWq79FQImDiIhER2lJaFtRYWibiEgzMMbw5fLNvPT27yzP9/8s6t4umTMGZXFwr/bYShgipsRBRESiI399rCMQEQFgzuqtTJ2Tw+L123ztGW0CnDYgk2N2zSA5oIShvpQ4iIhIdKzPDWmy9j04BoGISGv1S14hz83JYd4a/+pubVMCjNyzE8P36EybpNZZvC0alDiIiEh0GC+kyTpvQpiOIiLRtWJjEc/PzWXW8s2+9pSAxajBPRgzpCclWzfGKLrEocRBRESio6jIt2nfdD9Wkn7NiEjTydlawsvzc/not414VVZWtS04eteOnDYgkz122gGA3K01nEQipp/oIiISFabKRGhryEFYquEgIk1kU1EZ03/I4+2fN1Di+WsxHLRTe04flEnPDloOOtqUOIiISI3Mgtl490+CfYYSuPDa2jvnrdv+dZs2TRqXiLROhSUeb/60nhk/rqegxD88cnD3dMYMzqJvl7QYRZf4lDiIiEiNvPsnBb+Y/SXe+zOxjz05pI/JXYs37QmY8/X2tnWrmylCEWkNSsoM7y/OZ9qCXDZuK/Pt69ulDWcOzmJQ97Yxiq71UOIgIiJhmRJ/XQYz6yMIkzh4rzztSxoA+GVhU4YmIq2EZwz/XbqJF+flsnaL/2dSzw4pjBmUxQE7tlPxtmaixEFERMJbu9K/vWJpSBezchnM/jKk3TrwiCYKSkRaA2MM360K1mJYmu9feKFLehKnD8zkiN4dCdhKGJqTEgcREQnLe/TOkDZTXISVsn3CoTfpkrDHWmdf1mRxiUhiW7iugKlzcliY46/23D7F5tT+mRy/WwYpAdViiAUlDiIiEl71Jw6A+fYLrKFH1nqYdebFWHagqaISkQS1dMM2ps7J4dtV/nVT2yRZjNijMyfv2Zm2KfrZEktKHEREJGLm6fvwVv6ONeps+PXHsH2sQ45t3qBEJK6t2VzMS/Ny+XTpJqourJpkw3F9O+H060JGmj6ytgT6VxARkXox78/A2nMQ3stTQnemt9UkRRGJSH5hKe6CXN5bnE9plZVVLeCw3h04fWAm3dqlxCw+CaXEQUREQpgli2rdX7lMaxXWKWOxDjmuiSISkUSxtbiMmT+u542f1rOt1F+8bb/stowZlMXOnVQLpiVS4iAiIiG85x+uV3/r5DHYfzyliaIRkURQXObxzqINvLogj83F/uJte2WlcdbgLPbsmh6j6CQSShxERCTUst/q1d3aZfcmCkRE4l2ZZ/jot428ND+XvIJS375eGamcNTiLIT00zDEeKHEQEZFaWYcci1n6CyxfUnOfPQc1Y0QiEg+MMcxavpnn5+ayclOxb1+3dsmcPjCTQ3fugK2EIW4ocRARER9T4F8K0Tp+FFaXrngTz4Itm2IUlYjEk7lrgsXbfsnb5mvPaBPA6Z/JsX0ySA4oYYg3ShxERMTHu/zP/obMbliWReDe5zHffYH3+YewaAEUl1dz7bNn8wcpIi3SL3mFTJ2Tw9w1Bb729GSbkXt1ZvjunUlLVvG2eKXEQUREKplvPw9pqzru2BpyEIEhBwX7FmyFtatg5z7NFp+ItEwrNhXx4txcvli22deebFucuHsnTunXhQ6pKt4W75Q4iIhIJe+xf0Xc10pvC737NmE0ItLS5RaU8PK8XP7vt414VVZWtS04apeOnDYgk6y2ybELUKIq7hMHx3G6ACOBE4EBQDZQDMwHngaedl3Xq9J/Z6DmGX4wzXXd0TVcayxwMbAXUAZ8D9ztuu5bjX8nIiKxZQq2hLRZZ1wYg0hEpKXbVFTG9B/yePvnDZR4/loMQ3dqzxkDM+nZMTVG0UlTifvEATgVeARYDXwMLAO6AX8CngCOdxznVNd1TbXj5gIzw5xvQbiLOI5zNzARWAFMAVKA0cCbjuNc6rrug1F4LyIisRNm1STr0GNjEIiItFTbSj3e+Gk9Mxaup6DEX4thUPd0zhycRd8uaTGKTppaIiQOi4ARwNvVnixcD/wPOIVgEjG92nFzXNedFMkFHMcZSjBp+BXYz3XdDeXtdwHfAXc7jvOW67pLG/dWRERiaKt/bLJ17l+xbI1JFhEoKTN88Gs+0+bnkr+tzLevT+c2nDk4i8E7tI1RdNJc4j5xcF33oxra1ziO8yhwG3A4oYlDfVxQ/npbRdJQfo2ljuM8BNwInAPc3IhriIjElFm+dPuGbWP94dCYxSIiLYNnDJ8t3cSL83JZs6XEty+7QwpjBmVy4I7tVbytlYj7xKEOFXd4aZh9PRzH+QvQBcgDZrmuO6+G8xxZ/vqfMPveJZg4HEkEiYPjON+Fa3ddF4DMzMy6ThFVSUlJMbmuxD/dO4ll85P3UfCWW7mdftKfad+1W5NcS/eONITum+ZljGHW0g089uVSFuf6l1bNapfCeX/YieP36kaS3fITBt070ZOwiYPjOEnAWeWb4T7wH1P+X9VjPgHGuq67rEpbW4ITrre4rrs6zHl+KX/drbExi4g0JWMMW6c9ydZpT5G8Wz86XH4TVlISuX85JaSvlaYhByKt1bxVm3j0i6XMXeUv+NihTRJn7deTPw3cgdQkDWNsjRI2cQDuAPoD77iu+16V9gLgHwQnRv9W3jYQmAQcAfyf4ziDXdetKJ3asfx1Yw3XqWjPiCQo13WH1LDLAOTm5kZymqipyL6b+7oS/3TvxB/v2Qcwn38AQMmiH8i7+LQa+xaUlbGtif5tde9IQ+i+aXpLN2zj+bm5fLPSv8JaasBixB6dGblXZ9qmBNicv4HNNZyjJdK9E6pHjx4NOi4hEwfHcS4jOJn5J+DMqvtc110H3FTtkP86jnMs8DnwB+B84P5mCFVEpNlUJA0R8by6+4hIQli7pZgX5+Xy6ZJNVF2CMmDBcX0zcPpn0iktIT8ySj0l3F3gOM4lBD/0LwSOcl13fSTHua5b6jjOEwQTh0PZnjhUPFHoGPbA7e35DYtYRKRpGWOCFZ7rwerStYmiEZGWIr+wFPeHPN77ZQOlVf5WYAGH7tyB0wdm0r19Sszik5YnoRIHx3GuAO4lWIvhqPKnC/WRU/5aObjXdd2tjuOsBLIdx9khzDyHirKpixoSs4hIUzLLfsV7+J+QV88fhz17N01AIhJzBSVlzFi4njd+Ws+2Un+Zq317tGXM4Cx6d2oTo+ikJUuYxMFxnGsIzmuYAxzjum5DBrIdUP76W7X2jwgOefojwWrUVR1fpY+ISIviPf9IxEmDNeJ0zNz/Ye19AFa3ho1/FZGWq7jM491F+bzyQx6bi/y1GPbMSuPMwVn065oeo+gkHiRE4uA4zo3A3wkWYzu2tuFJjuPsQ7D4m1et/Sjgr+Wbz1c77FGCicPfHMeZWaUA3M7AxUARoQmFiEhMmZXLYEmYh6H994G8HFi9HADrsD9ineBgdc6E4aObOUoRaWplnuHjJRt5aV4uuQX+Fep7dUzlzMFZ7JvdVrUYpE6WMabuXi2Y4zhjgWeAMuABwq9+tNR13WfK+39CcHjRl8CK8v0D2V6r4UbXdW8Nc53JwITyY14FUoDTCNaBuNR13Qcb+VYMwKpV9RuH3FhaaUAaSvdOy1d2zXmwPiek3b7raayMLpiSEigpwkpv16xx6d6RhtB9U3/GGL5avoXn5+awYlOxb1/XtsmcMSiTQ3p1IBAHtRgaQ/dOqCqrKtXrHz8RnjhUDMQNAFfU0OdTgskFwFRgJLAfwWFGycBawAUedF33s3AncF13ouM48wk+YRgPeMBs4C7Xdd9q/NsQEYkeY0zYpAHAyugSfE1OhuTk5gxLRJrJvDVbeW5ODr/kbfO1d2wT4LT+mRzbJ4PkQGInDBJ9cf/EIYHoiYPEFd07LZv34euYaU+GtNt/fxhrh54xiGg73TvSELpvIrM4bxtT5+YwZ/VWX3taks2f9urM8D06k5Zsxyi62NC9E6o1P3EQEZEqTGlJaNLQrj32hdfFPGkQkaaxclMxL8zN4Ytl/tJsybbFibt34pS9OtOhjT72SePoDhIRSTDm+69D2gL3vhCDSESkqeUVlDBtfh4f/JqPV2UQiW3Bkbt0ZPSATLLaakiiRIcSBxGRBGI8D/P4v3xt9iPTYxSNiDSVzUVlvLYwj7d+3kBxmX/Y+YE7tueMQZns2DE1RtFJolLiICKSSJb9GtJkJemvjSKJYlupx1s/beC1hXlsLfGtLM/AbumcOTiL3TLTYhSdJDolDiIiiaS4yL9tta5JkCKJqtQzfLA4n2nzc9mwzV+8bdfObThrcBaDuqerFoM0KSUOIiIJxPwwx7dt36e5DSLxzDOGz3/fzAtzc1izpcS3r0f7FMYMzmToju2VMEizUOIgIpJAzA+zfdtWetsYRSIijWGMYfaqrUydm8OSDf4niZ3TkvjzwEyO2qVjwhdvk5ZFiYOISCLJWVP5pbXvwTEMREQa6secAqbOyeGHdYW+9nYpNqf068KJu3UiNUnDEKX5KXEQEUkQZs0KKNiyvaHnzjGLRUTq7/f8Ip6fm8P/VmzxtacGLIbv0ZmRe3WmXUogRtGJKHEQEUkY3lP3+batPQbGKBIRqY+1W4p5aV4unyzZRNWFVQMWHNsnA2dAJp3T9JFNYk93oYhIAjBeGSxZ5G/caZfYBCMiEcnfVsqrC/J495d8Sj1/LYZDd+7A6QMz2aF9SoyiEwmlxEFEJM6ZNSvxbrwwpN1K1gcOkZaooKSMmT+u5/UfN7Ct1F+LYUiPtowZlMUundvEKDqRmilxEBGJc2GThpPHxCASEalNcZnHu4vyeeWHPDYX+Wsx7JGZxlmDs+jXLT1G0YnUTYmDiEgCsk44NdYhiEi5Ms/wyZKNvDQvl5yCUt++Xh1TGTM4k/2y26kWg7R4ShxEROKYKdgStl0fQERizxjD1yu28PzcHJZvLPbt69o2idMHZnHozh1Ui0HihhIHEZE45t1xTUib/djMGEQiIlXNX7uV577PYVHeNl97x9QAzoAuHNcng+SAajFIfFHiICISp0xpCaxe7msLTHkjRtGICMCv67cxdU4O36/e6mtPS7IZuVdnhu/RifRk1WKQ+KTEQUQkXi36wbdpOefFKBARWbWpmBfm5fD575t97Um2xYm7ZTCqXxc6tNHHLolvuoNFROKUWbfat20dcUKMIhFpvfIKSpg2P48Pfs2naikG24IjenfkzwMzyWqbHLsARaIoaomD4zg3AVtc170nwv6XARmu6/49WjGIiLQqeeu2f53eDitJH05EmsuWojKmL8zjrZ83UFzmL952wI7tOGNQFjt1TI1RdCJNI5pPHCYBa4CIEgfgr8BOgBIHEZEGMP+Zvn2jW4/YBSLSihSVerz58wZeW5jH1mJ/8bb+3dI5a3AWu2emxSg6kaaloUoiIomgjT6oiDSlUs/wweJ8pi3IY0OhvxbDrp1TOXNwVwZ3T9dSyJLQYpk4ZAIFMby+iEjcMp6/6qw97LQYRSKS2Dxj+Pz3zbw4L4fVm0t8+3q0T+aMQVkM3ak9thIGaQWaPXFwHKcjcA7QFpjb3NcXEYl3ZtECvLuu9zf26hObYEQSlDGG71dv5bk5OSzZUOTb1zktidEDMjlq144kqXibtCINThwcx7kZuKlaHIiScAAAIABJREFUczfHccrC9Q/DAC809PoiIq1VSNIAkJzS/IGIJKifcwt57vt1LFhX6Gtvm2Izaq8unLh7J1KTVLxNWp/GPnGommabatu1WQU8AUxu5PVFRFoVUxb+bzOWrQ8xIo21LL+I5+fm8PWKLb72lIDFiD06M3LPzrRLVfE2ab0akzjcBzxT/rUF/AbkAPvXcowHbHJdd2Mjrisi0npVq90gIo23bksJL83P5ZMlG321GAIWHNsnA2dAJp3TtJ6MSIP/Lyj/8F+ZADiO818g13Xd36MRmIiIhFGwpe4+IhKRjdtKeeWHPN5dlE+p56/FcGivDpw+KJMd2msYoEiFqKXPruseHq1ziYhIeN77M2IdgkjcKygp440fNzDjx/VsK/XXYhjSoy1jBmWxS+c2MYpOpOXSczcRkXgye1ZIk3XU8BgEIhJ/Sso8/vNLPu6CPDYV+ecL7Z6ZxlmDs+jfLT1G0Ym0fFFPHBzHyQCGAf2BTkByLd2N67rnRTsGEZHWxBp1TqxDEGnRyjzDp0s38eLcHHIK/MXbduqYwpjBWeyf3U7F20TqENXEwXGcy4B/AhXP9+r6P9AAShxERBrAnvAPrD0HxToMkRbLGMP/Vmxh6twclm8s9u3LSk/i9EFZHLZzBwKqxSASkaglDo7jjCa40hIEV1d6D1gJbIvWNUREWjOTt87f0LtvbAIRiQML1hbw3Jx1/Jzr/xjSMTXAqf278Me+GSQHtIyxSH1E84nD5eWvrwBjXddVwiAiEkXeY//ybVttNBZbpLrf1m9j6pwcZq/e6mtvk2Qzcs/OjNizE+nJqsUg0hDRTBz6Exx6dImSBhGR6DLGwJJFsQ5DpMVavbmYF+bm8Nnvm33tSbbF8btlcGq/LnRsozVhRBojmv8HlQIbXdfNieI5RUQE8G65zN/Qd6/YBCLSwuQVlOAuyOODxfmUVSnFYFtweO+O/HlAJl3b1bZOi4hEKpqJwxzgYMdxOriuuymK5xURkZX+2pr22Mtq6CjSOmwpLuO1H/J48+cNFJf5i7f9oWc7xgzKYqeM1BhFJ5KYopk43AMcBlxMcGUlERGJgrJxI0LarG49YhCJSOwVlXq8/fMGpi/MY0uxv3hb/65pnLV3V3bPTItRdCKJLZqVo990HOcm4BbHcQxwv+u6hdE6v4hIa2M8D/PVxyHt9mMzYxCNSGyVlnm8vXAdT8xayvpCfy2GXTqlcubgLPbeoa1qMYg0oWgux/pR+ZdbgduAGx3HWQhsrvkojOu6R0UrBhGRRGF+moc3+Yaw+yxbS0hK6+EZw5fLNvPy20tZnu9fe2WH9smcMTCLg3q1x1bCINLkojlU6fBq22nAkDqOMXXsr5PjOF2AkcCJwAAgGygG5gNPA0+7ruuFOW4ocANwQHmsvwBPAQ+4rltWvX/5McOAK4G9gQDwA/Cw67rPNvZ9iIhUMFu31Jg0sNMuzRuMSIwYY5izpoCpc9bx6/oi375OaUmMHtCFo3fNIEnF20SaTTQTh3OieK76OBV4BFgNfMz/s3ff4XGUV9/Hv7Or3tvaxr1gjKtEDSXUBDAQmjE3Ni6E5KElgSSENAJPICG8yZMOhJAKsU0bMKYGAqEEEkhICJK7jbuNbbzqVpd25v1jZVujLnm1q/L7XJev1Z77npkjGK32aGfuAzuA4cAc4PfA+caYK2zbPlikGGMuAZYTbk73BFAKXAT8HDi1eZ8expgvAfcBJcAywsXJXOBhY8xM27Zv7atvUESGFueBezoc89320yhmIhIbG4prWVoYZNXHNZ54eqKfy6bm8Jkp2STG6ZM3kWizXPew/+gfU8aYs4FU4MWWnywYY0YA7wFjgLm2bS9vjmcAm4BM4FTbtv/THE8CXgdOBubbtv14i32NB9YTvgzrONu2tzXHs4F/A5OAU2zbfvcwvhUXYPfu3Yexi57Ly8sDoLi4OKrHlYFP507fae9maEaNw3/nfdFPpg/o3JGO7Kio55GiIP/cWeWJJ/gtzDGjWHDcaBqqymOUnQxUes1pa+TIgwts9OgjuwFfrtu2/bpt28+3vhzJtu29wIPNT89sMTQXCACPHygamufXEb50CeDGVof5HJAI3H+gaGjepgw48KfBGw7vOxGRoc5tbGi/aIBBUzSItCdY3ci97+7hyy9u9RQNPgtmT87iwYsncuOp48lQAzeRmBrsP4GNzY8tl184u/nx5XbmvwXUAKcYYxJt267vxjYvtZojItIrzhfmthv3ffV7Uc5EJDoq65p4ck0Jf95YTpPjvQLitHHpXDUrwMiMhBhlJyKtRXJVpcW92c627SWRyqElY0wccCCnlm/4pzQ/bmwnlyZjzFZgOjARWNeNbfYYY6qB0caYFNu2a1rPaZXX++3FbdsGDn2cFi1xcXExOa4MfDp3Ist1Xfa1E8/73Qr8ecOjnk9f0rkj1Q1NPPHBbh7770fUNHjXI/nEuCyuP2U8U4aleeI6b6S3dO5ETiQ/cXiY3q2S1CeFA/BDYAbwZ9u2/9Iintn8WNHBdgfiWT3cJrV5XqeFg4hIe9ya6jaxjJtuH3RFgwxtDU0Oz67ey8Pv7aS8ttEzNm1EOjecMo7jxmR1sLWIxFokC4e36LxwyASmEr5XoBwoiuCxPYwxNwNfI3xD86K+Ok5v2Lbd0RK1LkT/xh3dMCS9pXMnspynvas6+771f1RPOprqQfjfV+fO0BNyXP62rZLHVgbZV+1t3jY6I4FFBQE+MToNy2rq8LzQeSO9pXOnrRY3R/dIJDtHn9nVHGNMCnAL8F3gNdu2747U8Vsc40vAL4G1wKds2y5tNeXApwaZtO9AvOWyDRVAXvNYSSfbdPSJhIhIp9yXlnueW5OOjlEmIpHjui7vfVTFI4XFbK/w9mIIpMQxf1YeZ07IxK9eDCIDQlRvjm6+/v9uY4wLfM8YU2Tb9vOR2r8x5iuEezGsJlw0tHfJ8AbgeOAowHO/QfN9ERMI30y9pdU2ec3bvNtqmyMIX6a0q6v7G0RE2tN6WWzruFNjlIlI5Kz5uIY/FQbZUFzriWck+rliRi6zJ2eR4B/wizuKDCmx+om9j/ClObdEaofGmG8SLhoKgbM6KBog3KsBYHY7Y6cDKcA7LVZU6mqb81vNERHBravBee153E3rupzrfOFyz3PrkgV9lZZIn9tSWsf33tjJbX/d4SkakuJ8zJuZy28umcjFR+eoaBAZgGLyU2vbdiVQCRREYn/GmDsI3wz9PuFPGjq7iO0poBiYZ4w5vsU+koADl079utU2DwH1wJeam8Ed2CYbuK356YOIyJDnhkKE7roZ56Z5uI//DudH3yT04A8736jJe803OVr5QwaePfsb+Onfd/PVl7bx/u5DN/vH+SwumpLNby6ZyPxZAVLi/THMUkQOR0z6OBhjAoRXLWq7jEjP93U18D0gBLwN3GyMaT1tm23bD0O4aDHGXEu4gHjTGPM4UApcTHjZ1aeAJ1pubNv2VmPM14F7gf8YY54AGgg3kxsN/PQwu0aLyCDgui7ODZe1HXj/HdzGRqz4eM9c99lHcF+0PVOtE0/HSkzq61RFIqa0tgl7VTGvbCon1OKqOws4a2IG82bmMTxNvRhEBoOoFw7GmATg/uanKyOwywnNj37gKx3M+Rvh5WIBsG37GWPMGcB3gMuBJGAT4Uun7rVtu83qULZt32eM2QbcSrg/hI/wDdi327b9p9bzRWTocV97ruPBmirIzA7PKyvBuf/7sGNLm2nWNV/uq/REIqqqIcSKtaU8v76U+pD31+YnRqexID/AuKzEGGUnIn0hkg3g/reLKUmE/zp/LhAgfI/Dzw/3uLZt3wnc2Yvt/gFc0MNtngcidjO3iAwu7hN/6HiwqvJg4eD84BaoKGt3mhUX325cpL+ob3J4cWMZy9eUUNXgeMamD0tmccEwjg4kxyg7EelLkfzE4U66bgB3YL21WuBbtm0/FcHji4jETOhH3+p03LnzJnx3P4g1fGTHRcOnL+6L1EQiIuS4vLalgsdWFlNa670vZ0J2IosLAhxzRCqWpaVVRQarSBYOS+i8cGgi3BthFfC8bdvt/+YUERlg3O2bYdPaLuc5t9/Q6bhlPh+plEQixnFd3t2xn2VFxeze3+AZG5EWz4L8AJ8cl45PBYPIoBfJBnCfjdS+REQGEuex37SJ+X79NM6Nc7q/kykz9Zda6Vdc16Vobw1LCoNsLq3zjGUn+blyZh6fnpRFvF/nrchQEZNVlUREBpX0Vo3op+ZjxcVhXfMV3Id+0a3tfTd3dZuYSPRsLK5laWGQlR97+5qmxvuYMy2XzxydTVKc+jCIDDUqHEREesmtq8H5zg1QWe6J+27+bvjxlLMJdVU4WD78P1vaVymK9MjOinoeKQry7s4qTzzBb/GZKdnMmZZLeqL6MIgMVREvHIwx8cACwADHArnNQyXAfwn3SHjUtu3GSB9bRCRa3MZGnJvmtYlbJ52FFXfopdX3mxW4j/8e940X28z1ff0emDy9T/MU6Y5gdSOPryrm9S0VOC3uVvRZcM6kLK6cmUtuilb8EhnqIlo4GGMmASuA6RxaQemAYcBs4DzgFmPMHNu2N0fy+CIi0eA6IZwvXN7umHXGbO9znx/rqutxzee99zwcewrWUTP6Mk2RLlXWNfHUmhL+vLGcRse7vsmpY9NZkB9gVIaat4lIWCT7OGQArwFjgUbCHZhfB3Y1TxkNnE242/JM4FVjTL5t2/sjlYOISF9xt32I8+cn8V15Le6f7Q7nWUdObT8eFxe+F2J/BQC+677eJ3mKdEdto8Nz60tZsbaU2iZvL4aCI1JZlB/gyFx1MBcRr0h+4nAL4aJhO3ChbdvtrU34B2PMPcCLwLjmbe6KYA4iIhHl1tV4LklyPvhnh3N9X76z0335f7YU96MdMHwkll/XiUv0NYZcXtlUzhOri6moC3nGJucmsbggwKwRqTHKTkT6u0gWDpcR7uPwuQ6KBgBs215jjPk88CowBxUOItKPtXcfQxsJifh+/DBWStdvuKxRYyOQlUjPhByXt7dX8khRMfuqvbcYjs5IYGFBgJNGp2lJYBHpVCQLh4lAjW3bb3Q10bbt14wxNc3biIj0S67jdDnHumge1kXz9YZL+iXXdfnPR9UsLQqyvbzeM5aXEsf8WXmcNSETv0/nr4h0Tcuxioh0pHhvl1OsC4yKBumX1u4LN29bF6z1xNMT/VwxPZfzj8oiwa9eDCLSfZEsHDYDM40xZ9u2/XpnE40xnwJSgFURPL6ISES5/3qryzktl14V6Q+2ldWxtDDIf3ZXe+JJcRaXTM3h0qk5pMTrHhsR6blI/sZ7BpgF/NEYc75t2+vam2SMyQf+QPh+iKcjeHwRkYhy//12p+O+L9wWpUxEurZ3fwOPrizmrW2VtFxYNc4Hsydnc8WMXLKSVOiKSO9F8hXkp8BnCa+s9IEx5lngDeAjIKk5fhZwPuEeD9uAn0Xw+CIikbVn58EvrTNmY100H+fhX0JcAr7PfxUrKTmGyYmEldU2Ya8u5i8flhNqUTFYwBkTMrhqVh7D09SLQUQOX8QKB9u29xtjPg0sJ9ynYW7zv5YOXAi8ErhcPRxEZKCwTjoTKzMbfxdLropES3VDiBVrS3lufSn1IW/zthNHp7FgVh7js9WLQUQiJ6KfWdq2vckYczxwJeGi4Vgg0DwcBP5LuDHcE7ZtN7a/FxGR2HPr67yBvOGxSUSklfomhz9vLGP5mhL2N3hX/poWSGbxMQGmBlJilJ2IDGYRv9ixuSBY1vxPRGRg2rLB89TKyo1RIiJhIcfltS0VPL6ymJLaJs/Y+KxEFhUEOG5kqlb5EpE+o7ukRETa0/oTB5EYcV2Xd3bu55GiYj6qbPCMjUiL56pZeZw2PgOfCgYR6WMRKxyMMX5gFNBk2/buLuaObD72Ltu2u+6wJCISZW51i1uwZhwbu0RkSCvcU83SwiCbSr2FbFaSnytn5nHOpCzi/SoYRCQ6IvmJw5XAUuAh4H+6mPtTwADzgCcjmIOISES4D9976Mm+PbFLRIakD0tqWVoYpGhvjSeeEu9jzrQcLjo6h6Q4NW8TkeiKdOEA4R4NXXmweb4KBxHpd1yn1QehKhwkSnZV1LOsqJh3d3oXHUzwW1x4VDZzpueSkajmbSISG5EsHGYATcB73Zj7j+a5syJ4fBGRiHCXPeB5bs27LkaZyFBRXNPIYyuLeX1LBU6LlVV9Fnx6UiZXzswjLyU+dgmKiBDZwmEkUGnbdqiribZtNxljKpq3ERHpV9y3X/E8t848P0aZyGBXWR9i+ZoSXtxQRqPj7cVw6th0rsrPY3RGYoyyExHximThUANkGGPibNtu6myiMSYeyGjeRkQkJpy3/oL78nKsi+fjO+ksANzK8jbzLL8uDZHIqm10eH5DKSvWllLT6L00rmBECgsLAkzOVWdyEelfIlk4rAdOAmYDL3QxdzYQD2yM4PFFRLrNeWk57tN/AsD9w89xP3EmlmXhfG2xZ5513pxYpCeDVGPI5ZVN5diriymv835APzk3iUUFAfJHpMYoOxGRzkWycFgBnAz83BjzH9u297Y3yRhzBPALwAWeieDxRUS67UDRcNDeXbh7draZ55v72egkJIOa47q8ta2SR1cW83FVo2dsVEYCi/IDnDQmTc3bRKRfi2Th8ADwRWAiUGSM+THwErCjeXwccAHwNSAA7ATui+DxRUR6zfnfL8Y6BRmEXNfl/d3hXgzbyus9Y7kpcVw1K4+zJmTi96lgEJH+L2KFg23bNcaYC4GXgdHAj5r/tWYBHwEX2rZdFanji4j0iGWB63Y6xXfX/VFKRgajtftqWFoYZG2w1hNPT/Axd0YuFxyVTYJfvRhEZOCI5CcO2La91hiTD3wbWAQMbzVlL+EmcT+ybbs0kscWEemR1DSo2t/hsPW5r2KNHBvFhGSw2FZWx7KiIP/+qNoTT/RbXDI1h0un5pCaoBvuRWTgiWjhAGDbdhnwDeAbxphxHCoePrZte3ukjyci0lOuE+q0aADwnXxWlLKRweLjqgYeLSrmb9sqaflZVpwPzjsyCzMjj6zkiP/aFRGJmj59BWsuFFQsiEj/UquVoCVyymubsFcX85dN5TS1WFnVAs4Yn8H8WXmMSE+IWX4iIpGiP32IyNCzc2unw74fPxSlRGQgq24I8cy6Up5bX0pdk/d+mRNGpbIwP8D47KQYZSciEnkqHERk6HE6bnDv+8FvsLJyo5iMDDQNIYc/byzjqdUl7G/wNm+bGkhmcUGAacNSYpSdiEjfUeEgIkOOWxLscMwadkQUM5GBJOS4vL6lgsdWFVNS0+QZG5eVyOKCAMeNTFUvBhEZtFQ4iMiQ4y7pYJnV9MzoJiIDguu6/HNnFcuKguyqbPCMDU+L56pZeZw+PgOfCgYRGeRUOIjIkOHu/QjnjhvbH0xLx3fPb6ObkPR7K/dWs6QwyIcldZ54ZpKfK2fkce6RWcT7VTCIyNCgwkFEhgzngXvaxCzzeXznXBKDbKQ/+7CklmWFQQr3elfgSon3cdm0HC6akkNyvJq3icjQosJBRIaOPTvbhKyzLoxBItJf7aqs59GiYv6xw9vnI95nceGUbC6fnktGopq3icjQFLHCwRgzFgjZtv1RN+ePBOJs294RqRxERDribt/UbtyK099PBIprGnliVTF/3VyB02JlVZ8Fn5qYyZUz8wikxscuQRGRfiCSvzG3AXuAUd2c/w9gTIRzEBFpw62pxrn7lrYDgRHRT0b6lf31IZavKeHFjWU0hLy9GE4ek87C/DxGZybGKDsRkf4l0m/ae3qHWETuKDPGzAXOAAqAfCAdeMS27YXtzB0PdNb96Qnbtud1cJyrgS8C04AQ8AHwE9u2Xzisb0BE+pRz103txn1fvjO6iUi/Udfk8Pz6UlasLaW60duLYdaIFBYXBJicmxyj7ERE+qdY/rU/BWjqclb33E64YKgCdgFHd2ObIuCZduKr25tsjPkJ8LXm/f8OSADmAc8bY26ybbuD9R1FJOZKi9uEfF/+LtbwkTFIRmKpMeTy6uZynlhVTHmdtxHgkTlJLCoIUHBEaoyyExHp32JSOBhjjgTyCL8Jj4SvNu9rE+FPHt7oxjaFtm3f2Z2dG2NOIVw0bAZOsG27rDn+Y+B94CfGmBds297W89RFJNp8d/wCa+zEWKchUeS4Lm9vq+TRlcXsrWr0jI3KSGBhfh4nj0lX8zYRkU70unAwxlwCtF7DMNMY88dONrOALOCTzc+78wa/S7ZtH9yPMSYSu2zthubHHxwoGpqPu80Y8yvgDuAa4Lt9cXAR6T131X88z61rvqKiYQhxXZf3d1ezrCjI1rJ6z1huchzzZuXxqYmZ+H0qGEREunI4nzgUAJ9tFUtuJ9aRzYTfcMfKSGPM9UAuUAK8a9v2yg7mnt38+HI7Yy8R/j7OphuFgzHm/fbitm0DkJeX19UuIiqueUWZaB9XBr6BcO40rF9F2b3f88SGXdwnf1yQHojWubNqdyW//sc2inZXeuLpiXEsPmE0l+cfQWKcllYdKAbCa470Tzp3IudwCoc3Wz3/LuF7DH7ayTYOUAmsAd60bTtS9zj0xjnN/w4yxrwJXN1yiVhjTCrhlaKqbNve085+Pmx+PKqP8hSRXnAb6in79vWxTkNiYEtxNb95dzt/31LqiSfF+bjymFHMP24U6Yla0E9EpKd69crZ3LNhk23bf2sR+y7hN9d3RSq5PlIDfJ/wjdFbmmOzgDuBs4DXjDEFtm1XN49lNj9WdLC/A/Gs7hzctu3jOhhyAYqL297E2ZcOVN/RPq4MfP393HHeeb1NzPr0xf0236Gkr86dj6saeGxlMW9uraTlwqp+C86bnIWZkUd2chz1+8up39/hbqSf6u+vOdJ/6dxpa+TI3i0O0ts/uWyjbc+GPxG+Oblfs217H/C/rcJvGWPOBf4OfAL4H+CX0c5NRCLDdRzch37RJm5d8bkYZCN9rby2CXtNCX/5sIymFiurWsDp4zO4alYeI9ITYpafiMhg4TuMbVvfSXY18IXD2F9MNV829fvmp6e3GDrwiUIm7TsQL++LvESk59w/3dcm5vvGD7F8h/OSJ/1NTWOIR1cGuf65zby4wVs0HD8ylZ9fMJ5bTh2pokFEJEJ6+1u0lvbfSA/0ZSmCzY8HF/FuvmTpIyDNGHNEO9tMbn7c2Me5iUg3ue+85nluXXEN1uRpMcpGIq0h5PDsulKue3YLT6wqoa7p0IVJUwPJ3HPOWO44awwTspNimKWIyODT20uVNgKzjDE3A7+3bbsmgjnF0knNj1taxV8HFgGzgYdajZ3fYo6IxJAbCuH85LY2ceucS2OQjURayHF5Y2sFj60sprjGu7bGuMxEFhUEOH5UqnoxiIj0kd4WDn8A7gV+Dvy8Re+E4caYUIdbteXath3VpS2MMccSbv7mtIp/inAjOYBlrTZ7kHDh8B1jzDMtGsCNB74I1NO2oBCRKHOXPwyb1rWJ643kwOa6Lv/cVcWywiC7Khs8Y8NS41mQn8dp4zLUi0FEpI/16k27bdv3G2MygZuBQIuhnr5qR+RV3hhzKXDgT4ojmh9PNsY83Px1sW3btzZ//TNgsjHmHQ51rp7FoV4Nd9i2/U7L/du2/Y4x5mfALcBKY8xTQAJwJZAD3KSu0SKx5b7/Du6rz7aJ+375aAyykUhZubeaJYVBPiyp88Qzk/xcOSOPc4/MJN6ve1dERKKh13/tt237B8APjDEBIAXYSvgegRMjlFtPFBC+Obulic3/ALYDBwqHpcBlwAmELzOKBz4GbOB+27bfbu8Atm1/zRizivAnDNcR7knxX+DHtm2/ELlvRUS6w3VdqK2B5BRY8wHOgz9sd56VkhblzCQSNpXUsbQoSOGeak88Oc7HnGk5XHR0DsnxKhhERKLJcl2361ndYIxxgL22bfduYVhxAXbv3h3Vg2ptY+mtWJ47oWsvPvRkwlGwteO1Cfy/ey4KGUlPdHbufFTZwCNFQf6xw9toId5nccFRWcydnktGkpq3DUX6fSW9pXOnrRZ9HHp09U8kX33PAhq6nCUichjcLRu8gU6KBhk4SmoaeWJVCa9uLsdp8fcsnwVnT8xk3sw8AqnxsUtQREQiVzi07CItItJXnOUPd3uu797H+y4RiYj99SGeXlvCCxvKaAh5PwE/eUwaC/IDjMlMjFF2IiLSkj7vFZGBZeOaLqf4broDjp6FlaA3nP1VbWOIp1aX8PTaEqobPYvcMXN4CosLAhyVlxyj7EREpD29KhxaLLm63rbt6a1iPRH15VhFZOBxGxtw7vgClOzrcq7vV0+qYOjHmhyXFSv38NC/dlBS0+gZm5STyOKCYeSPSNESuiIi/VBv37RbrR5bf93T/YiItMt1XZwvXgHdWMjBd+O3VDT0U47r8vft+3mkKMjeKm/BMDI9noX5AU4em45PBYOISL/V28JhQvNjYzsxEZGIcd9+pVtFg3Xd17GOPSUKGUlPuK7LB3vCvRi2ltV7xnKS45g/K4+zJ2YSp+ZtIiL9Xm8bwG3vTkxE5HC5S3/V4Zjvvsfhw3Vw1AysRH3S0N+sD9aytHAfq/fVeuLpiXEsOmE0Z45KIDFOvRhERAYK3V8gIv2WWxLscMx3+8+wklJg5nFRzEi6Y0d5PcuKgvxrV5UnnuC3uPjoHP7ntMmkJ8ZpTXURkQFGhYOI9FvOtz7f8eCYiR2PSUzsq2rksVVB3thSScuLy/wWnHtkFmZmHjnJcaQn6lePiMhA1NtVlRZHKgHbtpdEal8iMjRYZ38Gy6dLXPqL8romnlpdwksfltPkeO9HOX18BlfNyuOI9IQYZSciIpHS2z/7PAx0fbdi96hwEJFu8f/uOdz6et3P0E/UNIZ4dl0pz6wro67J24vhuJGpLMwPMDEnKUbZiYhIpPW2cHiLyBUOIiJthO7q4Oi2AAAgAElEQVS/2/Pc9+unAVQ09AMNIYeXPyznydUlVNZ7W/hMyUvm6oIA04enxCg7ERHpK71dVenMCOchIuJV9J7nqRWn6+JjLeS4vLm1gsdWFhOsafKMjc1MYGFBgBNHpal5m4jIIKXfxCLS77j7dsc6BWnBdV3+tauKZUVBdlY0eMaGpcYxf1aAM8Zn4FcvBhGRQU2Fg4j0O27hvzzPrZPPilEmsurjapZ8EGRjSZ0nnpnox8zM5bwjs4j360Z1EZGhQIWDiPQ/FWWep9bVN8cokaFrc2kdSwuDfLCn2hNPjvNx6bQcLj46m5R4f4yyExGRWFDhICL9jvuffxz82pp9OZZfb1CjZc/+BpYVBfn79v2eeJzP4oKjspg7PZfMJP3qEBEZivTqLyL9T2mLjtHpmbHLYwgpqWnEXl3Cq5vKCbVYM89nwVkTMpk/K49AanzsEhQRkZhT4SAi/U9O4GDxYE2ZGeNkBreq+hBPry3h+Q1lNIS8q2yfNCaNBfkBxmZqCVwREVHhICL9jNvU6P3EQX0b+kR9k8MLG8pYvraE6gZv87YZw1NYXBBgSl5yjLITEZH+SIWDiPQr7pL7vYEEFQ6R1OS4/HVzOY+vKqGs1tuLYWJ2IouPGUbBiBT1YhARkTZUOIhIv+K++4Y3kJEVm0QGGcd1+cf2/TyyMsie/Y2esZHp8SzID3DK2HR8KhhERKQDKhxEpH9JTIb62oNPrTjdkHs4XNflgz3VLC0MsqWs3jOWkxzHvJl5fGpSJnFq3iYiIl1Q4SAi/UuLosF36w9imMjAt6G4liWFQVZ/XOOJpyb4mDstlwunZJMYp+ZtIiLSPSocRKTfcFe97w1k5sQmkQFuR0U9ywqD/GtXlSee4Le4+OgcLpuaQ1qiemOIiEjPqHAQkahw/v027m9/DIDv+w9gjRjtGXe3b8K59y7vRrmBaKU3KOyrauSxVcW8ubUCp8XKqn4Lzj0yCzMzj5xkveyLiEjv6DeIiETFgaIBwLnvbvw/ePDQWE01zt23tNnGik+ISm4DXUVdE0+uKeGljeU0Od5eDKeNS2dBfoAj0vXfUkREDo8KBxGJvn27D37p1tXgfHl+mynWyWdHM6MBqaYxxHPrylixrpS6Jm8vhmOPSGVRQYCJOUkxyk5ERAYbFQ4i0ufc999pP+66ODfNa3fMuubLfZnSgNYYcnj5w3KeXF1CRX3IMzYlL4lFBQFmDk+NUXYiIjJYqXAQkT7lVlXiPPjDtnEnBCv/3e42vgeWqwFZO0KOy9+2VfLYyiD7qr3N28ZkJrAoP8CJo9P0305ERPqECgcR6VvbN7cbdq6/rMNNrHj1bmjJdV3e21XFsqIgOyoaPGOBlDiuyg9wxvgM/OrFICIifUiFg4j0KXf1+11PasH3lbu6njSErPm4hj8VBtlQXOuJZyT6MTNymT05i3i/ejGIiEjfU+EgIn3K/etz3Z7r++2zusym2ZbSOpYVBXl/d7UnnhTn47KpOVw8NZuUePViEBGR6FHhICIR59bX49x1EwT3dnsb3xduU9EA7NnfwKNFxby1vdITj/NZnH9UFldMzyUzSS/dIiISffrtIyIAOM8sw33RBsD3m2fAccDv79GbeddxsHw+nF/d3XHRMOuE9m+KPmJ029gQUlrbhL2qmFc2lRNq0YrBZ8GZEzKZPzOPYWm690NERGJHhYOI4DrOwaIBwF32AO7brwBgnT8X35zFXe7DWf4n3L88jXX51bCuqN051tU34fvkOYSuvbjt4PBRvUt+gKtqCLFibSnPrS+lIeRt3vaJ0WkszA8wNisxRtmJiIgcosJBZIhya6pwvn4NpGVgnetd4ehA0QDgvvQU7qULsXwd34DrVpbjvrw8/PVTD3c4z/rEmQD4fvkYrv17GDsJGuqxTj57yF2mVN/k8OKGMpavLaGqwdu8bcawZBYfM4wpeckxyk5ERKQtFQ4iQ5Tz5avCX5QGcR//beeTt2+GCZPb7qOmGnfjGpwff7vL4/l/d+gmaSslFeuzQ7PBW5Pj8trmCh5fVUxprbcXw8TsRBYVBDjmiNQhV0iJiEj/p8JBZAhy9+zs0Xzn6T/h/9rd3n00NhJccE6X21qnz8a36As9Ot5g5Lgu7+zYzyNFQXbvb/SMHZEez4JZAU4dl45PBYOIiPRTKhxEhiDngf/Xsw22bmwTauzgPoaWfHc/iDV8ZM+ONci4rkvh3hqWFu5jc2m9Zyw7yc+VM/M458gs4tS8TURE+rlBUTgYY+YCZwAFQD6QDjxi2/bCTrY5BbgdOAlIBj4E/gjcZ9t2qINtPgPcChwD+IE1wAO2bf8pct+NSN9yXRf27urZRvV17e+nC0O9aNhQXMvSwiCrPq7xxFMTfMyZlstFU7JJjFPzNhERGRgGReFAuADIB6qAXcDRnU02xlwCLAfqgCeAUuAi4OfAqcAV7WzzJeA+oARYBjQAc4GHjTEzbdu+NVLfjEhfCd16NVSU9Wpb13U9193XPPd4pNIadHZW1LOsKMg/d1Z54gl+i4umZDNnWi5piWreJiIiA8tg+VPXV4GjgAzgxs4mGmMygN8BIeBM27Y/b9v21wl/WvEuMNcYM6/VNuOBnxAuMI63bfuLtm1/FZgFbAa+Zow5ObLfkkhkuRtWd69omHk8ANYC74+Sc90lhK69GHfHFtx9u2n477ttNrUuMOEv/HH4vv/AYec80ASrG7n33T3c/OJWT9Hgs+C8I7N48OKJLD5mmIoGEREZkAbFJw62bb9x4GtjTFfT5wIBYIlt2/9psY86Y8ztwGuEi4+Wf079HJAI/Mi27W0ttikzxtwD/AG4gXDhIdLvuFWVOD+5rd0x35fuwFmxBJJT8H3pDqzUtINjoUd+3Wa+8/2vdHgc67zL8F3W4RWCg1ZlXRNPrinhzxvLaXK8l3B9clw6C2YFGJmREKPsREREImNQFA49dHbz48vtjL0F1ACnGGMSbduu78Y2L7WaI9LvuM8+2v7AlJlY+Sfgzz+h3WFrzmLcp5d06xjWnKuxUlJ7m+KAVNvo8Nz6UlasLaW2yduL4ZgjUllUEGBSTlKMshMREYmsoVg4TGl+bLNMjG3bTcaYrcB0YCKwrhvb7DHGVAOjjTEptm3XtJ7TkjHm/fbith3u2puXl9ed7yFi4uLiYnJciR5nfyXBN//c7tiwe37daWO32rETqOzGMdI++yVSLjRYcUPjJaWhyeHZ1Xt5+L2dlNd6l1adNiKdG04Zx3FjsmKUXf+n1x3pDZ030ls6dyJnaPyW98psfqzoYPxAvOVv/e5sk9o8r9PCQSTagotntxvPvuveTosGgMRju751J+/Bp/APkdWTQo7LqxuC/P6f29lT6V1adXxOMtefMp7TJuaoeZuIiAxKQ7FwiCnbto/rYMgFKC4ujmI2h6rvaB9X+obz4I9w3/8HANa867BOP6/tJH8cvgeeotLng278f7cWfgF3Wcc3Opf5E7q1n4HMdV3+/VEVywqL2V7hLRjyUuK4alYeZ07IxO9zKSkpiVGWA4ded6Q3dN5Ib+ncaWvkyN79wW8oFg4HPjXI7GD8QLy81TZ5zWPtvSvo6hMJkT7nvPDEwaIBwH38t7iP/7bNPN8dv+jykwbP/DNm4552Ds71l3niSWddQOrcqz0/KIPRmn01LPkgyPriWk88I9HPFTNymT05iwT/YFmgTkREpGNDsXDYABxPePlWz/0Gxpg4YALQBGxptU1e8zbvttrmCMKXKe3q6v4Gkb7i7tmF++wjXU8cdyTWqLE93r/l8+P71v/h/PAbB2OZN98e/mKQ/gVna1kdSwuDvL+72hNPivNx6dRsLpmaQ0q8llUVEZGhYygWDq8DC4DZwGOtxk4HUoC3WqyodGCbU5u3ab3k6vkt5ohEldvUCOtX4fzyzm7N933np70+ljXpaKzPzMP915v4bv1Br/fT3+3Z38CjK4t5a5v3tvA4H5w/OZu5M3LJShqKL50iIjLUDcXP158CioF5xpjjDwSNMUnA3c1PWy9e/xBQD3ypuRncgW2ygQOL4z/YVwmLtMetqsS58fJuFw3AYd+067vkKvz3/BYrJ3BY++mPymqbePC9vXzx+S2eosECzp6YwQMXTeR/jh+uokFERIYsy3Xdrmf1c8aYS4FLm5+OAM4jfKnR282xYtu2b201/ymgjnCjt1LgYsLLrj4FGNu2Pf9hjDE3AfcSvsfhCaCBcDO50cBPW+6/l1yA3bt3H+ZuekY3DA1coR9/Gzau6fZ86+Sz8X2u4+ZtPTVYzp2qhhAr1pby/PpS6kPe18NPjE5jQX6AcVmJMcpucBos545El84b6S2dO221uDm6R39RHCx/OisArm4Vm9j8D2A7cPCNvW3bzxhjzgC+A1wOJAGbgFuAe1sXDc3b3GeM2da8n8WEP61ZC9xu2/afIvrdiHRHR0VDRhZUtrpledhIrIU39n1OA0h9k8OLG8tYvqaEqgZv87ZpgWQWHxNgaiAlRtmJiIj0P4PiE4dBQp84SI+Err24Tcz/u+cAcCvLcb62GADfjd/COvaUiB9/oJ47IcfltS0VPL6ymJLaJs/YhOxEFuUHOHZkqnox9KGBeu5IbOm8kd7SudPWUP/EQWRQcjeuwV1XiPXJc6C+Dvevz2F94gyYNNUzzzr3MqzLFx96npF1sIiQMNd1eWfnfpYVFrN7f4NnbERaPAvyA3xyXDo+FQwiIiLtUuEg0g+59XU4XzKHnr/wxKGv336lzXzfFddEJa+BqnBPNUsKg2wurfPEs5P8XDkzj09PyiLer4JBRESkMyocRPoh5xffjXUKg8LG4lqWFgZZ+bG3xUpqvI8503L5zNHZJMUNxcXlREREek6Fg0gUuTXVuE89BMmpWHMWY/k7aCC2aV33dzruyMgkN4jsqqhnWVGQd3dWeeIJfovPTMlmzrRc0hPVvE1ERKQnVDiIRJH78vJDlxqlpmFdcMVh79N3208Oex+DRbC6kcdXFfP6lgqcFus++Cw4Z1IWV87MJTclPnYJioiIDGAqHET6kPPC47C/EutCg5WRhfvSUwfH3BVLoZ3CwW1s7N7Oh4/C9/0HtPoPUFkfYvmaEl7cUEaj410p7tSx6SzIDzAqIyFG2YmIiAwOKhxEIsx1XZzvXA/BvYdir78Ao8d3vl1dDc5N87rcv1ZLOqS20eH59aWsWFdKTaO3F0PBEaksyg9wZG5SjLITEREZXFQ4iETaxjWeouGgXdvahNyGeqyERFzHwfnG59vdnbXgBqirxf3LCny33hPhZAemxpDLK5vKeWJ1MRV1Ic/Y5NwkFhcEmDUiNUbZiYiIDE4qHEQizPnJbd2f+8Wu73HwnXlB+IvZl/cyo8Ej5Li8vb2SR1cW83GV95Ku0RkJLCwIcNLoNF2+JSIi0gdUOIhIv+e6Lv/5qJqlRUG2l9d7xvJS4pg/K4+zJmTi96lgEBER6SsqHEQiyG3q5o3N3WTNuTqi+xuI1u6rYUlhkHXBWk88PdHPFdNzOf+oLBL86sUgIiLS11Q4iBwmt7YG5967sI6aifvqM54x3w9/j/vO67jPPdqrfVvnXhqJFAekbWV1LC0M8p/d1Z54UpzFxUfncOnUHFIT1ItBREQkWlQ4iBwm5/YboLIct52mbVbuMKyL5uFOnILz8nKsE0/HmpqP8+1r2+5o5vH4rr0Vqvfj/vMNrIJPdNwgbhDbu7+BR1cW89a2SlourBrng/MmZ2Om55KVrJcuERGRaNNvX5EecuvrYfsmmHQ0OCGoLG93nnX+3ENfTz8G//Rjwtu36tPg++JtuB/twDrzAqzkFEhOwfpM18uyDjZltU3Yq4t5ZVM5TS1WVrWAMyZkcNWsPIanqReDiIhIrKhwEOkB13VxvtRiJaSxkzqca122qP14fDy+m/8Xx/4Dvmu+gjVxClbBSZFOdcCobgixYm0pz60vpT7kbd52wqg0FubnMT5bvRhERERiTYWDSE9sXO19vmNzu9Os677R6ZKg1szj8c88PpKZDTj1TQ4vfVjGU6tL2N/gbd42LZDM4oIAU4elxCg7ERERaU2Fg0gXnNdfwH3stwBY86/r1ja+Ez7ZlykNaCHH5fUtFTy2qpiSmibP2PisRBYVBDhuZKp6MYiIiPQzKhxEOuF+vPtg0QB4vu6I7/pv9GVKA5brury7cz/Lior5qLLBMzYiLZ6rZuVx2vgMfCoYRERE+iUVDiKdcJb+qttzfV+/B5JTscZM6MOMBqaivdUs+SDIptI6Tzwryc+VM/M4Z1IW8X4VDCIiIv2ZCgeRzmxY1fGY5YNjPgHrV+H7/q+wMrKjl9cA8WFJLUsLgxTtrfHEU+J9zJmWw0VH55AUp+ZtIiIiA4EKB5EOuOWlnY5bV12H78wLopPMALOrsp5Hiop5Z8d+TzzBb3HhUdnMmZ5LRuLQ61EhIiIykKlwEOmAc//dnY5bp8+OUiYDR3FNI4+vLOa1LRU4LVZW9Vnw6UmZXDkzj7yU+NglKCIiIr2mwkGkI9s3eZ76f/ccrhMCLCyfLq9pqbI+xPI1Jby4oYxGx9uL4dSx6VyVn8fojMQYZSciIiKRoMJBpB3u3l3ewKhxAFg+XV7TUm1jCHt1MSvWllLT6O3FUDAihYUFASbnJscoOxEREYkkFQ4i7XC3exu7+b72gxhl0j81hlyWF+3m4fd2UlrT6BmbnJvEooIA+SNSY5SdiIiI9AUVDiLtafT2GbDSM2KUSP/iuC5vbavk0ZXFfFzlLRhGZSSwMD+Pk8ekq3mbiIjIIKTCQaQFNxTC+cltsGndwZh14ukxzKh/cF2X93dXs7QwyLbyes9Ybkoc82fmcfbETPw+FQwiIiKDlQoHkRbcR37tKRoA3PfegmtvjVFGsbduXw1LCoOsDdZ64hlJcSw+YTSnj0wgUb0YREREBj0VDiKA29iIa/8B9+1X2oxZly6MQUaxt62sjmVFxfz7oypPPNFvccnUHD7/ycmkJcZRXFwcowxFREQkmlQ4iADOj78NWze2O2adf3mUs4mtj6saeLSomL9tq6TlwqpxPjjvyCzMjDyykuNIS9TLh4iIyFCi3/wy6DkvPYX7t5fxfeUurBGj2oy7+/Z0XDScef6QWYK1vLYJe00Jf/mwjKYWK6tawBnjM5g/K48R6Qkxy09ERERiS4WDDFruji043//KwefOHTfi+/o9kJoOI8ceXPnHfWZZh/uw5l7T53nGWnVDiGfWlfLc+lLqmrzN204YlcrC/ADjs5NilJ2IiIj0FyocZFByS4s9RcMBzo9vC39hWfh/+yyu6+L+++0286xFX8R3+nl9nWZMNYQcXtpYzpNrSthfH/KMTQ0ks7ggwLRhKTHKTkRERPobFQ4yKDnf/FznE1wX59EHsY7/pDeemYPvu7/ESs/su+RiLOS4vLG1gkdXFlNS0+QZG5eVyOKCAMeNTFUvBhEREfFQ4SCDjru/snvz3vgzuN5Lcxg5ZtAWDa7r8s+dVSwrCrKr0tvgbnhaPFfNyuO0cRnqxSAiIiLtUuEgg4771svdn/vmS57nvqtvjnQ6/cLKvdUsKQzyYUmdJ56Z5OfKGXmce2QW8X4VDCIiItIxFQ4y6LR3s7Pvtp/g3NN1EzcrN9AXKcXMppI6lhbuo3BvjSeeEu/jsmk5XDQlh+R4NW8TERGRrqlwkMFtykz8t/6gW1N9N3yzj5OJno8qG3ikKMg/duz3xON9FhdOyeby6blkJA6NZWZFREQkMlQ4yKDhlpfifP2znph14ukHv/bd9zisX4lbU4370C/b7mDWiX2cYd8rqWnkiVUlvLq5HKfF7Rs+C86emMm8mXkEUuNjl6CIiIgMWCocZNBwn3u0Tcw6+axDXyelQMFJUFvTbuFgxQ/cN9T760MsX1PCixvLaAh5b/g+eUw6C/PzGJ2ZGKPsREREZDBQ4SCDhvv3v7aJWfFtOx1byW17E1gXmj7Jqa/VNTk8v76UFWtLqW50PGOzRqSwuCDA5NzkGGUnIiIig8mQLRyMMduAcR0Mf2zb9oh2tjkFuB04CUgGPgT+CNxn23ao9XyJMtf7xtk67dwOp1qf/yruH34OgO/m/8WaeXyfphZpTY7Lq5vKeWJVMWV13lNvUk4SiwsCFByRGqPsREREZDAasoVDswrgF+3Eq1oHjDGXAMuBOuAJoBS4CPg5cCpwRd+lKb1hzb++wzHfSWfhHn8aVtzA+hFwXJe/b9/PI0VB9lY1esZGpiewsCCPU8akq3mbiIiIRNzAetcUeeW2bd/Z1SRjTAbwOyAEnGnb9n+a43cArwNzjTHzbNt+vC+TlY45Tz3see673+7ynoWBVDS4rst/d1eztCjI1rJ6z1huchzzZuXxqYmZat4mIiIifWbgvHOKrblAAFhyoGgAsG27zhhzO/AacCOgwiEG3KZG3L887YlZiUkxyiby1gVrWFoYZM2+Wk88LcHH3Om5XHBUNolx6sUgIiIifWuoFw6JxpiFwFigGlgJvNXO/QpnNz+215L4LaAGOMUYk2jbdn07cw4yxrzfXty2bQDy8vK6n30ExDX/1T3ax42kunffpKLFc//o8QP6+zlgS3E1v3l3O3/fUuqJJ8X5uPKYUcw/bhTpibH7ER4M547Ehs4d6Q2dN9JbOnciZ6gXDiOApa1iW40x19i2/bcWsSnNjxtb78C27SZjzFZgOjARWNcnmUqHQvv2eJ7n3dd2WdaBZE9lHb//5w7+sm4fLRdW9fssLpkxgs+eOIbc1LarRYmIiIj0paFcODwEvA2sAfYTftP/JeA64CVjzMm2bRc1z81sfqxosxdvPKurg9q2fVwHQy5AcXFx15lH0IHqO9rHjQTXdXGuu6RNfCB+LwDldU08ubqElz8so6nFAlEWcPr4DObPyuOI9ATc2kqKazvcTdQM5HNHYkvnjvSGzhvpLZ07bY0cObJX2w3ZwsG27btahVYDNxhjqoCvAXcCl0U7L+k+9+klbYNjJkQ/kcNU0xjimXWlPLuulLomb/O240emsrAgwITswXPPhoiIiAxMQ7Zw6MSDhAuH01vEDnyikNl2uide3ldJiVfo2ovbjfvmXB3lTHqvIeTw0sZynlxTwv567201R+cls/iYANOHtW1WJyIiIhILKhzaCjY/tuyetQE4HjgK8NzcbIyJAyYATcCWaCQ4lLgf7cD91xtYFxispHAH5NB3buhwvjXj2Gil1mshx+WNrRU8trKY4pomz9i4zEQWFuRxwqg09WIQERGRfkWFQ1snNT+2LAJeBxYAs4HHWs0/HUghvBpTpysqSdfcfbtxbv8CJKdgXfk/uA+F+/O5Ly3HuuJz+M69FPbtbn/jSUdHMdOec12Xf+6qYllhkF2VDZ6xYanxLMjP47RxGerFICIiIv3SkCwcjDFTgR22bVe3io8H7m9+uqzF0FPAj4B5xpj7WjSASwLubp7z6z5NeohwDnyaUFN1sGg4wH3yj4Se/GO72/m+9X9Y/bhwWPVxNUs+CLKxpM4Tz0z0Y2bmct6RWcT71YtBRERE+q8hWTgAVwJfM8a8BWwnvKrSJOBCIAn4M/CTA5Nt2640xlxLuIB40xjzOFAKXEx4qdangCei+h0MQq7Tun1G9/XXomFzaR1LC4N8sMdTo5Ic5+OyaTlcdHQ2KfH+GGUnIiIi0n1DtXB4g/Ab/mOAUwnfz1AO/J1wX4eltm17lrexbfsZY8wZwHeAywkXGJuAW4B7W8+XnnN+/cNYpxAxuysbeGRlkL9v3++Jx/ssLjgqi7nTc8lIGqo/fiIiIjIQDcl3Ls3N3f7W5cS22/0DuCDyGQkAhf/q1Wa+W74f4UR6r6SmkSdWlfDq5nKcFqWkz4KzJ2Yyb2YegdT42CUoIiIi0ktDsnCQgcU6+Szcd99oE/fdeT8MOwIrPvZvxKvqQyxfW8ILG8poCHk/fDp5TBoL8gOMyUyMUXYiIiIih0+Fg/QLbm1Nh2O+z32VUGkxbFjlHRg5JuZLltY3OTy/oYyn15ZQ3eB4xmYOT2FRQYApeckxyk5EREQkclQ4SL/g/OibnufWvGshIxvfCZ8EwHfDN3G+uvDQhIKTYlo0NDkur24q54nVJZTVensxTMpJZHHBMPJHpMS8sBERERGJFBUOEnPOe2/BR9s9Md+nLvI8t9IyvOPXfLnP82qP47r8fft+HikKsreq0TM2Mj2ehfkBTh6bjk8Fg4iIiAwyKhwkZtymJpwb53R7vu/XT+O++zrWzOOwUlK73iCCXNflgz3VLCkMsrXM2+cvJzmO+bPyOHtiJnFq3iYiIiKDlAoHiRnnu1/s0XwrLg7rtHP7KJuOrQ/WsrRwH6v31XriaQk+Lp+ey4VHZZMYp+ZtIiIiMripcJCoc8tLcX5wC5SXtj9hyszoJtSBHeX1LCsK8q9dVZ54gt/i4qNzuGxaDmkJat4mIiIiQ4MKB4k65+uf7XTcd/03opNIB/ZVNfLYqiBvbKmk5cKqfgvOPTILMzOPnGT96IiIiMjQonc/0m9YV12P76wLY3b8iromnlxdwksfltPkeHsxnD4ug6vy8zgiPSFG2YmIiIjElgoHiSq3tLjduP93z0U5k0NqGkM8t66MFetKqWvy9mI4bmQqC/MDTMxJilF2IiIiIv2DCgeJrt3eZVcZdyS+234Sk1QaQw4vfVjOk6tLqKwPecam5CWzuCDAjOEpMclNREREpL9R4SBR5W7e4Hnu+85Po94kLeS4vLm1gsdWFhOs8TZvG5uZwMKCACeOSlPzNhEREZEWVDhI1Lh7d+G+8LgnFs03567r8t6uKpYWBdlZ0eAZG5Yax/xZAc4Yn4FfvRhERERE2lDhIFHhvPMa7kO/9Aan5kft+Ks/rmFJ4T42FNd54pmJfq6YkcvsyVnE+9WLQURERKQjKhykT7jBvVCyDyZPx/L7cV94os0c37Vf7/M8tpTWsbQwyH/3VESxXYYAABxvSURBVHviyXE+Lp2Ww8VHZ5MSr14MIiIiIl1R4SAR55aV4Nx23aHAsSdDcK93UmAEVnpGn+WwZ38DjxQFeXv7fk88zmdxwVFZzJ2eS2aSTn8RERGR7tI7J4kY55VncN/+C+z9yDvw33fbzPX94Dd9kkNJTSP26hJe3VROqEUrBp8FZ03IZP6sPAKp8X1ybBEREZHBTIWDRIRbX4/75B+7N3nilIjfFF1VH+LptSU8v6GMhpC3edtJY9JYkB9gbGZiRI8pIiIiMpSocJDI2LG521N93/xRxA5b3+TwwoYylq8tobrB27xtxvAUFhcEmJKXHLHjiYiIiAxVKhwk6izf4a9e1OS4/HVzOY+vKqGs1tuLYWJ2IouPGUbBiBT1YhARERGJEBUOEhFuyb62wVHjsI49Bff5xw6GrM/MO6zjOK7LP7bv55GVQfbsb/SMHZEez8L8AKeMTcengkFEREQkolQ4SES4f/hZm5jvOz/Fik/AvWAuzm/+D2vkOKyL5/du/67LB3uqWVoYZEtZvWcsOzmOeTNz+fSkLOLUvE1ERESkT6hwkMMW+vFtbWK+ny7Bik8AwIqLx//F7/R6/xuKa1lSGGT1xzWeeGqCj7nTcrlwSjaJcWreJiIiItKXVDjIYXGdEGxc7Yn5bvw2VkbWYe97R0U9ywqD/GtXlSee4Le4aEo2c6blkpao5m0iIiIi0aDCQQ6L+/SStsGZxx/WPoPVjTy2spg3tlbgtOrFcO6RWZgZueSmqBeDiIiISDSpcJBecR0HKstx/7LCOzCtACu+d2/qK+qaeGpNCX/eWE6T4+3FcNq4dK6aFWBkRkJvUxYRERGRw6DCQXrMXfUfnHu/1+6Y7yt39Xh/NY0hnltfxjNrS6lt8vZiOPaIVBYVBJiYk9SrXEVEREQkMlQ4SLe51fuhphrnN//X7rh1wmk96pvQGHJ4+cNynlxdQkV9yDM2JS+JRQUBZg5PPaycRURERCQyVDhIt7ilxTjf/Fync6xrb+3WvkKOy9+2VfLYyiD7qr3N28ZkJrAoP8CJo9PUvE1ERESkH1HhIF1yC/+J86t7Op3je3BFl2/0XdflvY+qWFYYZEdFg2cskBLHVfkBzhifgV+9GERERET6HRUO0im3vq7LooGjpmP5O18Wdc3HNfypMMiG4lpPPCPRj5mRy+zJWcT71YtBREREpL9S4SCdcr5kOh33/epJrITEDse3lNaxrCjI+7urPfGkOB+XTc3h4qnZpMSrF4OIiIhIf6fCQTrkvP1Kp+O+ny3rsGjYs7+BR4uKeWt7pSce57M4/6gsrpieS2aSTj8RERGRgULv3KRD7pL7Oxzz3fAtrPSMNvHS2ibsVcW8sqmcUKvmbWdOyGT+zDyGpal5m4iIiMhAo8JBesw6YzbWcad4YlUNIVasLeW59aU0hLzN2z4xOo2F+QHGZnV8SZOIiIiI9G8qHKRd7t5dnufWJ8/BWvgFcBxPZ+j6JocXN5SxfG0JVQ3e5m3ThyWzuGAYRweSo5KziIiIiPQdFQ7SLrfoPc9za/514ZWTmldPCjkur22p4LGVxZTWensxTMhOZHFBgGOOSFUvBhEREZFBQoWDtC8lzfP0wE3Qjuvy7o79LCsqZvd+by+GEWnxLMgP8Mlx6fhUMIiIiIgMKiocpA23tsZzY7R11oW4rkvR3hqWFAbZXFrnmZ+d5OfKmXmcc2QWcWreJiIiIjIoqXAQANw9u3D+9wvtjm1MH80jr+1k5cc1nnhqvI8503O5aEo2iXFq3iYiIiIymKlw6AFjzGjge8BsIBfYAzwD3GXbdlkscztc7RUNu1KG8eiE8/hn5SSoPFQ0JPgtPjMlmznTcklPVPM2ERERkaFAhUM3GWMmAe8Aw4BngfXAicCXgdnGmFNt2y6JYYq90rh5A6W3XuOJBROzsMd/mjdGHM//b+/ew+2o6oOPfwMhhAAGiGC4CMEUtCoXxcitAgFBlCqg+ANf5ZK3aqkg2gqtCIhRUKmIF2KtDyix2L74K14oFgGFcCkB5VLxAnKzocUXkTsEUEhI/1hrk83m7LP3OTnZZ5+c7+d59jPZM7Nm1sxemTO/WbPWenbC8pqE1SbA3jPX4+BtpjFtimMxSJIkjScGDt37B0rQcExmntmYGRFnAH8NnAocOUp5G7bmoOGxNabwnc335OJNd+aZ1Z4fGPzZFuvy7m03ZJMXTep1FiVJktQHDBy6UGsb9gEWAV9pWXwy8H7g0Ij4SGY+0ePsDduy+38HwFOrT+LCzd7ABS/dnacmTn7eOq/ZeG0O3X5DZm4weaBNSJIkaZwwcOjO7Dq9NDOfN8pZZj4eEddQAoudgMt6nbnheuapp7h40104f4u9eHTSus9bttXiezjsLTuw7UvXH6XcSZIkqZ8YOHTn5XV6e5vld1ACh63pEDhExI0Dzc9MAF784hcPL4fD8PWbfss3tjrgefM2n/g0f7Hl6uwxaw8mbji9Z3nR2DNxYrl89LLMatVg2dFwWG40XJadkWPg0J2pdfpom+WN+ev1IC8j5qAdZ5J33MziJcvYaJ1JvHfnLdj3FRuxumMxSJIkqYWBQ49l5g5tFi0DeOCBB3qYG3jfn23JkqXL2G3TNZi0+mo8/NCY6xhKo6Tx5KbXZVZjn2VHw2G50XBZdl5ok002GVY6A4fuNGoUprZZ3pj/SA/yMqIO2q4UHP8zSZIkaTAO99ud2+p06zbLt6rTdm0gJEmSpDHNwKE7C+p0n4h43jmLiHWBXYEnget6nTFJkiSpFwwcupCZdwGXAjOAo1oWzwXWBs4dS2M4SJIkSUNhG4fufQBYCHw5IvYCbgV2pIzxcDtwwijmTZIkSVqprHHoUq11eB0wnxIwfASYCXwJ2Ckz7Y5IkiRJqyxrHIYgM/8HmDPa+ZAkSZJ6zRoHSZIkSR0ZOEiSJEnqyMBBkiRJUkcGDpIkSZI6MnCQJEmS1JGBgyRJkqSODBwkSZIkdWTgIEmSJKkjAwdJkiRJHRk4SJIkSepowrJly0Y7Dyr8ISRJktRLE4aysjUOkiRJkjqaONoZ0HOGFPGNlIi4ESAzdxiN/WvssuxouCw7Gg7LjYbLsjNyrHGQJEmS1JGBgyRJkqSODBwkSZIkdWTgIEmSJKkjAwdJkiRJHTmOgyRJkqSOrHGQJEmS1JGBgyRJkqSODBwkSZIkdWTgIEmSJKkjAwdJkiRJHRk4SJIkSerIwEGSJElSRxNHOwMaHRGxGfBJYF9gGnAv8H1gbmY+PJp508iKiEXAFm0W35eZ0wdIswtwIrATsBZwB/AN4MzMXNpmP38OHAu8Blgd+BXwD5n5zUHydjhwFPBKYCnwn8DpmfmDrg5OKywiDgJ2B7YHtgPWBf45M98zSJq+LB8RsTpwDDAH2Ap4CrgOOCUzF7bbj4ZuKOUmImYA/zXI5r6dmYe02c9KLwMRsRbwUeAQyrXyMeAK4OTMvHWQfGuIImIacCCwH7ANsCnwNPAL4BzgnMx8doB0XnP6hDUO41BEzARupBT0nwJfAH4DfAi4tv7H1qrlUWDuAJ/TW1eMiP2Bq4DdgO8B84BJlHJy3kAbj4ijgQuBVwPfAs4CNgHmR8QL9lHTnA7MBzau63+L8ofkwro99caJwNGUG8Dfdlq5X8tHREyo+z+j5mdezd9uwFU13xo5Qyo31c0MfB06f6CVe1EGImJN4EfAxykBw5eAH1Nubm+IiB27PDZ1552U33JH4CfAF4HvUK4NZwNZf8fneM3pL44cPQ5FxCXAPsAxmXlm0/wzgL8GvpaZR45W/jSyao0DmTmji3VfBNwJTAV2zcwb6vzJwOXAzsC7MvO8pjQzgF8DTwA7ZOaiOn994HpgJrBLZl7blGYX4BrgLmBWo5arbutGYG3gFY1taeWJiNnAPZTffXdgAe2fHPdt+YiIdwH/AiwE9srMP9T5s4D/oATPMzPz8WGfLD1niOVmBqXG4ZuZeUSX2+9JGYiI44FPU4KXgxtPu+tN3/eBW4BtBnoKrqGLiD0pv92/N5/TiJhOeZD5UuCgzPxOne81p89Y4zDO1NqGfYBFwFdaFp9M+Y92aESs3eOsqT8cBGwInNe4QAPUC+KJ9etftaT5v8CawLzmi2q98H66fm0NRBvfT21+Na6m/0rd3pwVORB1JzMXZOYdmdnNU6R+Lh+N/Z7Y+ANe01wPfLvm+6COR6iuDLHcDMdKLwP1iXFjP3/bfCObmRcAV1NeWdl9BI5HQGZenpkXtgZimfk74B/r1z2aFnnN6TMGDuPP7Dq9dID/uI9TIu4plPcItepYMyLeExEfi4gPRcTs+m5mqz3r9OIBll0FPAnsUqv3u0nzw5Z1ViSNRl9flo/69HGXuv+rh7Af9dYmEfGX9Tr0lxGx7SDr9qIMzAQ2B27PzIHaYFhueuuZOl3SNM9rTp8xcBh/Xl6nt7dZfkedbt2DvKh3pgPnAqdS3im9HLgjIlqfpLUtH5m5hPK6wUTgZV2muZdSi7VZREwBqLVZmwKL6/JWlsH+1a/lYyal8eNvaj66SaPe25vyVPnUOr05IhZExObNK/WwDPj3sE9ExETgsPq1+ebda06fMXAYf6bW6aNtljfmr9eDvKg3zgH2ogQPa1Mae30NmAH8MCK2a1p3OOWj2zRTW6aWwbGnX8uHZaq/PQl8CtgBWL9+Gu0i9gAua3k9tldlwHLTPz5Lach8UWZe0jTfa06fsTtWaRWXmXNbZv0SODIiFgMfAT5B6UFEkkZcZv6e0mtRs6siYh9KI9IdgfdSejTSOBMRx1D+Fv0aOHSUs6MOrHEYf1oj7VaN+Y/0IC8aXY2GaLs1zRtO+eg2zaMtU8vg2NOv5cMyNQbVVzzOrl97dR2y3PSR2s3plyi9V83OzIdaVvGa02cMHMaf2+q03Xt3W9Vpu3c+teq4v06bXxFoWz7qO6hbUhqu/abLNBvX7d+TmU8CZOYTlH7f16nLW1kG+1e/lo+7KIM1vazmo5s06g8vuA71sAz493AURcSHgTMpteCza89Krbzm9BkDh/FnQZ3uExHP+/0jYl1gV8r7qNf1OmPquUbPWc0X3MvrdN8B1t+N0uPWwsz8Y5dp3tyyzoqk0ejry/JRu0JcWPf/hiHsR6NvoOsQ9KYM3AX8N7B1RGzZZRqNgIj4O8oAbj+jBA2/b7Oq15w+Y+AwzmTmXcCllIaxR7UsnkuJxM+tEbjGuIj404HG5KiD2syrX7/VtOh84AHgkIh4XdP6k4FT6tevtmzuHOCPwNF1u4006wMfq1//sSVN4/sJdb3mfB1Vt3fO4EenUdDP5aOx31NqfhppZgEHU55sf6fjEWrERcRrWx9U1fl7UQYdhedfh6AHZaCOQdHYz98357EOAPcGyis0V3Y+SnUrIk6iNIa+kTJw2gODrO41p884cvQ4VAeBWwhsBFwA3EppnDabUq22S2Y+OHo51EiJiE9QGp1dBdwNPE7pRm4/YDJwEXBgZj7dlOYAysX6D8B5wEPA2yhd3J0PROugTxHxQeDLwIOUgW+epgx8sxnw+cw8doC8fR74G8ros+cDkygX22nABzNzXmsajbz6ex9Qv04H3kR5+tvom/yB5t+vX8tHHcwr63Z/DVxY1z2YUtbfUQf10ggYSrmJiCsor24spPyeANuyvI/7kzKzcRPYvI+VXgZq//+XU/rkvwG4jDK2wzsp5XTPzPxJ92dGg4mIw4H5lNd8zmTgXokWZeb8pjRec/qIgcM4FREvBT5JqZabBtwLfA+Y2zxqosa2Ok7DkcBrWN4d6yOU6uFzKbVLL7gIRMSuwAnAzpQL4J3AN4AvZ+bSNvt6K3As8FpKbeYtlJE7vzlI/o6gPM15JfAscBPwucz8wTAOV8NQg8uTB1nl7syc0ZKmL8tHfdf4g5SRY/+EcqNxLXBKZi4c5Bg1REMpNxHxF5Se214NvBhYA7iP8tvMy8yBBtBq7OcIVnIZqP35fxR4FyVoeAy4Ajg5M28Z5Bg1RF2UG4ArM3OPlnRec/qEgYMkSZKkjmzjIEmSJKkjAwdJkiRJHRk4SJIkSerIwEGSJElSRwYOkiRJkjoycJAkSZLUkYGDJEmSpI4MHCRJkiR1ZOAgSZIkqSMDB0mSJEkdGThIkiRJ6mjiaGdAkjQ8EXEEcA5wZWbu0bLsCmB3YE5mzh8g7Szg48DOwAbABGBuZn5iZeZZ/S8iZgD/BZCZE0Y3N5L6iYGDJI0zEbEVcAUwBXgWeKBOF0fEesCHAQwiJEnNDBwkadX038BtwKMDLHs/JWi4GnhbZj7SWFCfNp9cv35i5WZRkjSWGDhI0iooMw8bZPGrlq+2PGiQJGkwNo6WpPFnrTpdPKq5kCSNKdY4SNIKiohl9Z9bZuaiAZbPoE1j0+ZGzMAFlAbL+wObUNoeXAScnJn3DjFPz2230Tg6IhYBWzStdk5EnFP/fTewqKZpPa6GrhtPR8RGwHHAm4EtgdWB+4H/AX4MfD0z7x4g3TTgGODPgZnAJOAe4CbgvMz8/gBpXgL8LbAfsDnwDOU1rW8D8zLzjwOkmQ8cDswFPgMcCxxc87oOsH6jNiYiVgPeDRwGbA9Mpfw2VwNnZOZPujknLftfRPktZgN3ACcA+wKbArdm5vZ1vc2AQ4A31vOxKbAEuAv4N+ALA9UaRcQewALg7sycERG7AscDOwFrA7cDZwFfyczW37lT3rcDLgU2Av4ZOCIzlwxlG5LGJmscJKk/TAOupzRMnk65OdwUeB9wc0T86Qjs437gPsqNNcBj9ft9ddlDlBvihvtaPl3VUETEFsDPKDfjrwLWBJ6kHM/OwEmUgKI13RsoN/wfB15LqRl5CngZ5ab+ewOkeT1wC/A3wMsp520SMAs4HfhJDWLamQxcBZwCvAJY2rL9dYFLgH+i3LxPq3naGAhgYUQcPfgZGdTWlHP1V8BLWP7bNHwR+BzwJkpQ9BTlxn97ynm6oQYXbdXet64E3kJ5YDgZ2BY4E/jCUDIbEbtQGtZvBHwVONSgQRo/DBwkqT+cBKwLvBVYJzPXAfag1FRsCPxrRKyxIjvIzFmZOR1YWGd9KDOn18+szHw75Ya7sf70ls/pXe7qZMqN9Z3AbsCkzNyAEghsQ7lJ/11zgoiYCfyAcmP+M2BPYEpmTqOcl32A77akWR/4PqU72V8Ar8/MF1FqDN4JPAxsR3kq3s5RlJv3QyjnfT1gBvBEXd4IGG6i3LxPycypdZ8nUgKNL9Un+sPxeeBeYNfMXLv+7gc1Lb+VUgOzNbBWPR+TKWXjekotxNcG2f6GdflXgY3r8a1PCRoAjomIV7VL3Cwi9gF+BKwHnJaZHxhqbYWksc1XlSSpP7wI2C0z/6MxIzOvjIg3Az+nPLk/GPjWKOVvKHaq0xMz8+rGzPrK0C/rp9VnKOfgdsp5eLwp3VOUG9YftaQ5mhKgPALsk5m/q+svBc6PiMcotQVvjIg9M/PyAfa7DvCmzLy0aX93A0TEG4EDKLUge2bmo03rPAycGhFLa96Pp7xeNVRLgL0z876mbd/Z9O+TWhNk5jPAlRGxL/Br4M0RMWOg1+QovWednZkfbEr/CCVg2IMSyL0D+NVgmYyItwP/j1Kbc3xmfrbrI5S0yrDGQZL6w9XNQUNDZt4GnF+/HtS6vE89Vqcbd7NyRKwDHFi/frw5aOigcT7ObgQNzWowcG1jN2228fPmoKHF4XV6VnPQ0KJRmzE7IlbvlOEB/FNz0DAUmfkQpfZoArDLIKt+ps38C+r01YPtJyLmAAmsAXzAoEEav6xxkKT+cMUgy64E/g/lvf+x4CJgR+C0Otjc+cB1teZgIK+j/D1aBlzczQ4iYhLLb3gXDLLq5ZR2Fe3O3bVt5sPym/ETI+K4DlmaQnnN6vcd1hvK/oHn2nEcWfOzGaWNQ6tN2iR/KDN/02bZb+t0/UH2/WHgDMorWYdl5lio8ZK0khg4SFJ/+G0XyzbsRUZGwGnADsDbgA/Uz5KIuJ7SwPmslp6AXlKnjw7yZL/VBiyvNR/s3N1Tp+3O3f2DpG3UmKzXZZ6mdLlet/snIo4F/p5SqwDlBv5h4On6fSqlzcNAwQTAYLU3f6jTwdrONBpPf9KgQZKBgyRpRNW2DPtHxE6UV5B2owQSO9fPcRGxd2bePEK7nLwCaZcOsqwRmBw4UDewI6Tt/muj5dMoQcM8SgPn22objsY65wLvYXlgMdLOozQcPzYiLsnMn66k/UgaAwwcJGnFLaWMU9DuBnZqF9to96pJ87JBn073m8y8DrgOICLWpvQYdRqlW9GzWd6DU+Md/6kRMbXLWoeHgGcpN/ebA+3GUmh0VTqcc3df3fbmw0g7Et5BOb5Lmhs3t3hJm/kj5VBKg+i3A5fURub/uZL3KalP2ThaklZc47Wbdv3pz2ozv9nuXSy7qescDd+zjX9ExIg9xc7MJzLzPOD9ddYONZgAuIHSu9AEBhjfoc32nmZ570yzB1l1zzodzrlrtD/oKk8rQaM8DXijXs/fTgMtGyl1jIZDgAspr2z9KCK2WZn7lNS/DBwkacX9ok73b10QEWtSBnXrZPc6uFZr+q1Y3nvQvw47h917rOnf3b7b/zy14XI7jQbSEyhPssnMxSwf3G1uHXStG43epo6IiBf04FTHHdi5fs0ut9lsfp2+qXZ92lYdU2KkNWpe2t2on0AZ42Klqt2/vpPScH0a8OMRGpBQ0hhj4CBJK65xU/q+iJhTg4XGO+oXMfhrSA2PAd+NiLc0nvTXkZR/SBl5+VcM7+Z3SGqj5f9fv84Z5mZ+GRGfjohZjSAiIibU3oEaA49dX8dCaPgYpSHv1sBVETE7IlaradeKiP0i4qKW/cyjDJ62FnBxRLyurr96RLyD8n4+wI/bjOEwqMy8mDLo3ATgexFxXEQ818g6IjaIiAMi4t8oPQ+NtMa4FftFxPERMaXud8OI+Bxl7IgHV8J+X6C2WzkQuIwyavRlNaiVNI4YOEjSijub8o79msA3gMUR8SjlVZrt6e4G/FPAYuDfgSci4nHgKsrIwPcDUZ/89sLZdfr5iFgcEYvqp5uaEyg3lscDPwWejIgHgT9SztG2wAPAe5sT1EHP9qe89rU9pRvVJyPiAUpA8QNaXhmqgccBlF6GtgWur4O+LabURqxPGTzv3UM49laHUUannkzp3ei+iHi47udBSk3JW1dg+23V8SUao2V/mlKuHqK0vTgW+DrlvPREZv6B0lPWlZQepy6PiC17tX9Jo8/AQZJWUL2h3xv4HLCI0k7gCcqrLjsA3fQe9CDweuCLlBvDSZQn/2cB22fmLSOd70F8Evg7yk33BGCL+un21aX9KYOOXUM5hnUo3Yf+HPgs8KrM/HlrosxcALyc0oD6l5R2D5OBuyijFr9tgDQ/BV5J6Tb0dkrXokso7SaOA3bMzKGOrdC8/Scy80DKqNDfrcczpe7nTkot0BygXePlFXUw8FHgVuAZyu9xDXB4Zr53sIQrQ2Y+STkX11DaYCyIiNFqPC6pxyYsW7ZstPMgSeNWRFxBafw8JzPnj25uJElqzxoHSZIkSR0ZOEiSJEnqyMBBkiRJUkcGDpIkSZI6snG0JEmSpI6scZAkSZLUkYGDJEmSpI4MHCRJkiR1ZOAgSZIkqSMDB0mSJEkdGThIkiRJ6sjAQZIkSVJHBg6SJEmSOjJwkCRJktSRgYMkSZKkjgwcJEmSJHVk4CBJkiSpIwMHSZIkSR39L6yAgZgS+vJ0AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 391,
              "height": 264
            },
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 381,
              "height": 281
            },
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 378,
              "height": 281
            },
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 375,
              "height": 281
            },
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}