chap10/Kevin_Hillstrom_MineThatData_E-MailAnalytics.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.5.2"},"colab":{"name":"Kevin_Hillstrom_MineThatData_E-MailAnalytics.ipynb","provenance":[],"collapsed_sections":[]}},"cells":[{"cell_type":"markdown","metadata":{"id":"view-in-github"},"source":["<a href=\"https://colab.research.google.com/github/moseskim/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":["![표지](https://raw.githubusercontent.com/moseskim/ml-at-work/master/images/cover.jpg)\n","\n","이 노트북은 한빛미디어에서 발생한 [<<머신러닝 실무 프로젝트 2판>>]()의 샘플 코드입니다. 코드 설명은 책 내용을 확인합니다. 또한, 이 코드를 실행한 결과에 대해 한빛미디어 및 옮긴이는 일체의 책임을 지지 않습니다."]},{"cell_type":"code","source":["# 이 셀은 한글 폰트 설치시에만 실행하며,\n","# 실행 후 런타임을 다시 시작합니다.\n","!sudo apt-get install -y fonts-nanum\n","!sudo fc-cache -fv\n","!rm ~/.cache/matplotlib -rf"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4dbDSh1llwFJ","executionInfo":{"status":"ok","timestamp":1642685903365,"user_tz":-540,"elapsed":10466,"user":{"displayName":"Moses Kim","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgPN4Ozz8zmk1ScyP5EZsIPDd7b03gjiyK_LLr0t64=s64","userId":"10365665687963761023"}},"outputId":"022bf26b-89c4-43d8-f683-da504e85eb21"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Reading package lists... Done\n","Building dependency tree       \n","Reading state information... Done\n","The following NEW packages will be installed:\n","  fonts-nanum\n","0 upgraded, 1 newly installed, 0 to remove and 37 not upgraded.\n","Need to get 9,604 kB of archives.\n","After this operation, 29.5 MB of additional disk space will be used.\n","Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 fonts-nanum all 20170925-1 [9,604 kB]\n","Fetched 9,604 kB in 1s (10.1 MB/s)\n","debconf: unable to initialize frontend: Dialog\n","debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76, <> line 1.)\n","debconf: falling back to frontend: Readline\n","debconf: unable to initialize frontend: Readline\n","debconf: (This frontend requires a controlling tty.)\n","debconf: falling back to frontend: Teletype\n","dpkg-preconfigure: unable to re-open stdin: \n","Selecting previously unselected package fonts-nanum.\n","(Reading database ... 155229 files and directories currently installed.)\n","Preparing to unpack .../fonts-nanum_20170925-1_all.deb ...\n","Unpacking fonts-nanum (20170925-1) ...\n","Setting up fonts-nanum (20170925-1) ...\n","Processing triggers for fontconfig (2.12.6-0ubuntu2) ...\n","/usr/share/fonts: caching, new cache contents: 0 fonts, 1 dirs\n","/usr/share/fonts/truetype: caching, new cache contents: 0 fonts, 3 dirs\n","/usr/share/fonts/truetype/humor-sans: caching, new cache contents: 1 fonts, 0 dirs\n","/usr/share/fonts/truetype/liberation: caching, new cache contents: 16 fonts, 0 dirs\n","/usr/share/fonts/truetype/nanum: caching, new cache contents: 10 fonts, 0 dirs\n","/usr/local/share/fonts: caching, new cache contents: 0 fonts, 0 dirs\n","/root/.local/share/fonts: skipping, no such directory\n","/root/.fonts: skipping, no such directory\n","/var/cache/fontconfig: cleaning cache directory\n","/root/.cache/fontconfig: not cleaning non-existent cache directory\n","/root/.fontconfig: not cleaning non-existent cache directory\n","fc-cache: succeeded\n"]}]},{"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":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Zf-ij3KkkoDr","colab":{"base_uri":"https://localhost:8080/","height":363},"executionInfo":{"status":"ok","timestamp":1642685929844,"user_tz":-540,"elapsed":25,"user":{"displayName":"Moses Kim","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgPN4Ozz8zmk1ScyP5EZsIPDd7b03gjiyK_LLr0t64=s64","userId":"10365665687963761023"}},"outputId":"94e75804-67e4-4828-c1c5-1ef0b8dbc614"},"source":["import pandas as pd\n","source_df = pd.read_csv(csv_filename)\n","source_df.head(10)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","  <div id=\"df-0278b184-a962-4838-9d14-12cfca71f326\">\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>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","    </tr>\n","    <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>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0278b184-a962-4838-9d14-12cfca71f326')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </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-0278b184-a962-4838-9d14-12cfca71f326 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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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","  "],"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  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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","  "],"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":{},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"xSbKUBetkoDs","colab":{"base_uri":"https://localhost:8080/","height":363},"executionInfo":{"status":"ok","timestamp":1642685929845,"user_tz":-540,"elapsed":17,"user":{"displayName":"Moses Kim","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgPN4Ozz8zmk1ScyP5EZsIPDd7b03gjiyK_LLr0t64=s64","userId":"10365665687963761023"}},"outputId":"3329c0d4-b8bb-465f-b87b-1dade1eea5e1"},"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":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","  <div id=\"df-c7e98b61-ac06-45e9-a73b-4510415f6fd3\">\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>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>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>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>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c7e98b61-ac06-45e9-a73b-4510415f6fd3')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </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-c7e98b61-ac06-45e9-a73b-4510415f6fd3 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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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","  "],"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":{},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"uEA1GUsekoDs","colab":{"base_uri":"https://localhost:8080/","height":363},"executionInfo":{"status":"ok","timestamp":1642685929846,"user_tz":-540,"elapsed":16,"user":{"displayName":"Moses Kim","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgPN4Ozz8zmk1ScyP5EZsIPDd7b03gjiyK_LLr0t64=s64","userId":"10365665687963761023"}},"outputId":"ae248820-de5f-4e13-e138-b63ac291fc7f"},"source":["dummied_df = pd.get_dummies(mailed_df[[\"zip_code\", \"channel\"]], drop_first=True)\n","feature_vector_df = mailed_df.drop(\n","    [\"history_segment\", \"zip_code\", \"channel\", \n","     \"segment\", \"visit\", \"conversion\", \"spend\"], \n","     axis=1)\n","feature_vector_df = feature_vector_df.join(dummied_df)\n","feature_vector_df.head(10)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","  <div id=\"df-dc3a99fe-088a-4c07-86a5-ed3a3a173a5f\">\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>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>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dc3a99fe-088a-4c07-86a5-ed3a3a173a5f')\"\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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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","  "],"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":{},"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":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"vrh152RMkoDt","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1642685931616,"user_tz":-540,"elapsed":948,"user":{"displayName":"Moses Kim","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgPN4Ozz8zmk1ScyP5EZsIPDd7b03gjiyK_LLr0t64=s64","userId":"10365665687963761023"}},"outputId":"85fe09e1-aa1e-45d1-8bf9-e146b4044bfb"},"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] \n","                    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] \n","                      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":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["LogisticRegression(C=0.01, max_iter=1000)"]},"metadata":{},"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","    # 전환율의 라와 실험군의 수를 곱해서 lift를 산출\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":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"CoAnH9p4koDu","colab":{"base_uri":"https://localhost:8080/","height":345},"executionInfo":{"status":"ok","timestamp":1642685932165,"user_tz":-540,"elapsed":555,"user":{"displayName":"Moses Kim","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgPN4Ozz8zmk1ScyP5EZsIPDd7b03gjiyK_LLr0t64=s64","userId":"10365665687963761023"}},"outputId":"2463eccb-a0f5-436c-b01e-d499997a50b8"},"source":["import matplotlib.pyplot as plt\n","plt.style.use('ggplot')\n","plt.rc('font', family='NanumBarunGothic')\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(\"업리프트 점수 백분위 수\")\n","plt.ylabel(\"전환율\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, '전환율')"]},"metadata":{},"execution_count":9},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"image/png":{"width":393,"height":309},"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"qp8zLybPkoDu","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1642685934983,"user_tz":-540,"elapsed":2827,"user":{"displayName":"Moses Kim","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgPN4Ozz8zmk1ScyP5EZsIPDd7b03gjiyK_LLr0t64=s64","userId":"10365665687963761023"}},"outputId":"66e52e46-e239-46c2-e34b-3f8adb03a20f"},"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","# 베이스라인 추가\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(\"업리프트 점수 순위\")\n","plt.ylabel(\"전환 건수\")\n","\n","df.plot(y=[\"treat_cvr\", \"control_cvr\"], ylim=[0, 0.3])\n","plt.xlabel(\"업리프트 점수 순위\")\n","plt.ylabel(\"전환율\")\n","\n","df.plot(y=[\"lift\", \"base_line\"])\n","plt.xlabel(\"업리프트 점수 순위\")\n","plt.ylabel(\"리프트 건수\")\n","\n","df.plot(y=[\"treat_cv\", \"control_cv\"], x=\"score\", title=\"전환 건수\")\n","df.plot(y=[\"treat_cvr\", \"control_cvr\"], ylim=[0, 0.3], x=\"score\", title=\"전환율\")\n","df.plot(y=[\"lift\", \"base_line\"], x=\"score\", title=\"lift\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f789de2d290>"]},"metadata":{},"execution_count":10},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAxkAAAIVCAYAAAC9VjIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3xUxfrH8c85AZJQAtIhVAuIXblqUFRQBBEQKQ5guWJBLIiUaxdFRfTqBRt2sf0sMKIgICoool4B5dorRUFpAqFDQknO+f2xCZLsbiBhs5vsft+vl6/VeebMPhuPcR/mzIzj+z4iIiIiIiKR4sY6ARERERERiS8qMkREREREJKJUZIiIiIiISESpyBARERERkYhSkSEiIiIiIhGlIkNERERERCJKRYaIiIiIiESUigwREREREYkoFRkiIiIiIhJRKjJERERERCSiVGSIiIiIiEhEqcgQEREREZGIqhDrBKTY/FgnICIiIiIJxSnuBZrJEBERERGRiNJMRjm1atWqqL9n7dq1AcjMzIz6e0v5pftGSkr3jpSE7hspKd07wRo2bFjiazWTISIiIiIiEaUiQ0REREREIkpFhoiIiIiIRFRcrckwxlQG/gX0AQ4GcoAfgaesta8U6lsBuBG4DGgCrAEmACOttdkhxm4G3A90ACrnjftva+3bYXLpBdwEHAVkAbOAW621fxzwBxURERERKcPiZibDGHMs8DNwB7AYGAU8TaCAeNkYc/tefR0CBcXovL53A3MJFB2zjDEVC43dHPgf0BV4nUCxURl4yxhzbYhcBgOT8vrcn3dNN2CBMaZp5D61iIiIiEjZE08zGccDK4BO1tqF+Y3GmIeAX4HbjDFjrLU7gAuAXsAT1tpBe/X9GngQuB4Yu9fYTwA1gLbW2vl5fccAnwFjjTFTrLWr8tobAQ8RKEpOz58VMcZMyOv/OHBeKXx+EREREZEyIW5mMoAPgfZ7FxgA1tq1wAcEZhVa5TVfB+wkMOuxt7HAKmDvwqM50BmYlF9g5I2bDYwAkoEr9xpjAFAJGLH3Y1fW2nnAW0A3zWaIiIiISDyLmyLDWrvCWrs7THjPl31jTBXgFOBTa+2mQmPkAjOA5saYw/Kaz857nRpi3Fl5Y3faq+3svLYPQ/TPH6NjER9FRERERKRci6fHpULKW+B9JoEv/guBlgQ+93dhLslvP4LAeo0jC7XvYa3NMcb8nNc335HAT9banH2MHRU5OTlkZ2eza9cufN8/oLE2bNgAgOd5kUhNEsSGDRtISkrCdV1SU1OpUCHuf+2IiIgkvET4v/0goCnwuLU2yxjTOK99ZZj++e1N8l73p39rY0w1wAHSijF2WMaYr0K1W2uBv0+lLMquXbtYvnw5ycnJpKWl4boujuPs8zqRSPJ9H8/zyM7OZvv27TRu3JhKlSrFOi0pB/IL0v35fSeST/eNlJTunciKm8elQjHGtALuA5YDd+Y1V8173R7msvz2KiXoX9yxS9WGDRtITk6matWqJCUlqcCQmHAch6SkJKpWrUpycvKeGTERERGJX3E7k2GMSQUsgUXYF+21/iK/sMoNc2l+e1IJ+jvF6Fska23rMCEfIDMzc19DsHnzZmrUqEFOTqgnt4ovv8KP1HiSGPa+bypWrMimTZv0yJTsl/w/Tdyf33ci+XTfSEnp3gnWsGHDEl8bl/+nzzsH40UCB+ENs9Z+tlc4K+81Jczl+e35sw57988K7l6gv1uobV9jlyrf93HduJ6sknLGdd0DXhskIiIiZV+8fgO9l8Cp3y9Yax8uFFuT91ovzLX1C/Xbn/47gC3AJgJb4+7v2KVOj0hJWaL7UUREJDHEXZFhjLkEuB2YA1wdokv+ORqHhxniiEL9wvbPmzFpBSy21nrWWg9YUoyxRURERETiTlwVGcaY04DngUVAz1DnZlhrM4EfgDONMaG2uDkXWM/f283Ozns9J0Tfk4Bae/XJ71/XGHN8mLEp1F9EREREJCTfy93zV3kSN0WGMeZQYDKwDehqrd1YRPdngdrAjYXGuILALMQLeQfzYa39GvgKuMIY03KvvhWB+wGPQGGT73kCi7NH553Rkd//KKA/8KW19tsSfkwRERERSQDehOfIHXAe3sAegb/uHRbrlIolnhZ+v0ZgVmES0MUYE6rPfGvtfAJFhgFGGWNOAL4kcIjeRcBPBLa93dtA4FNgrjHmJWAD0BM4ARhlrf0xv6O19ntjzEPATcA8Y8yUvLwuA3LyxhIRERERCeKvWYV3R6gn/suXuJnJ4O/F1r2Bh8P8dQ6AtXZX3t8/ABwP3AO0B54A2lprN+89sLX2KyAD+C+BYuGOvFB/a+2IwolYa28GBhAo4u4ALiXwiNSJmsUQERERkVC8158OX2C45WvzFEfbSZY7PsCqVav22TEzMzOip1aW13MyxowZQ6NGjejTp0+sUwHg/fff56effuLKK6+kevXqsU6n1BW+byJ9X0r80p71UhK6b6SkYnnv+BvW4d18RciY889BuKd1jHJGAXudk1HsCieeZjJEQho7dixvvvlmrNPY4/3332fs2LFs2bIl1qmIiIhIDPkb1wfWXYQqMCpUxH1mSswKjAMVT2syRERERETKNN/LxX/nDfwZNmwfd/BdOEe3jmJWkaeZDIlbJ598Munp6QDMmzeP9PR00tPTGTJkCHPnziU9PZ0777yTmTNncvbZZ9OkSRPOPvvsPdfn5OTw4osv0qlTJw455BAOP/xw+vTpw3//+9+g91qyZAm33XYbp556Ks2bN6dFixb07t2bBQsW7OkzZswY0tPT98yqZGRk7MmpuLZv387DDz9Mhw4dOOSQQ2jRogW9evXinXfe4ZtvviE9PZ1bb7015LX5P4tRo0YV+31FRESkZPysbXgfvI03sEf4AiM5FfexCeW+wADNZEgcGzp0KFu3bmXkyJE0a9aM/v37A9CiRYs9fb788kteeuklunfvTvfu3dmwYQMQKDAuu+wyZs+ezfHHH88NN9xAZmYmkydPpl+/fjz55JN069YNgN9++4127dpRq1YtzjnnHJo0acKaNWuYOHEiF154IXPmzCE9PZ127dqRlpbGlClT+PbbbxkyZAg1atQo9udas2YNxhiWLFlCmzZtuP7668nOzuann35i0KBB/PjjjzRr1oz33nuP++67D9ct+GcJ06ZNA6BHjx4l+bGKiIhIMeX+53ZY+EP4DlXTcO9/FielcvSSKmUqMhJU7oDzin9NKeSxP5Kem1qi6/r27QvAyJEjadCgAQMGDNgTmzt3LgA//PADo0aN4rLLLitw7bhx45g9ezZXXHEFI0eO3PNF/brrrqNDhw7cfvvtdOzYkeTkZJKSkrjuuusYMmQIqampe8Y44YQTuO6665g2bRpXX301rVu3pnXr1vz00098++239O3bl8aNGxf7cw0ZMoQlS5Zwzz33cMUVBZ/hnDdvHsnJyfTs2ZOxY8cyf/58TjnllD1xz/OYMWMGLVu25Mgjjyz2e4uIiMj+87/7Em9c+CcHnK59cbr1wXGTophVdOhxKUloBx98MJdeemmBtt27d/Pcc8/RtGlTRowYUWAmoF69elxyySWsX7+e+fPnA9CsWTNuvfXWAgUGsOfL/R9//BGxfL///ns+/fRTjjvuuKACA6BNmzakpKTsmaWYPn16gfi8efNYt26dZjFERERKmffio6ELjIqVcE7tgDvO4na/MC4LDNBMhiS4k046Kehxoh9++IFNmzbRoUMH/vrrr6Br8h9xWrx4MWecccae9l27dvHVV1+xcOFCfvvtNxYuXAjAjh07IpbvZ599BsAFF1xQZL+DDz6Y4447jvfee49Ro0bt+YzTpk3DcRwVGSIiIqXE9328EdfCmpVBMXfYvTitjo1BVtGnIiNBleQRpPJ6TkZRGjRoENS2YsUKACZNmsSkSZPCXrt161Yg8PN46KGHeOGFF8jKyiI1NZUmTZrQtGlTIPDLJlLyc2vevPk++/bo0YO77rqLL774gjZt2pCbm8t7773HiSeeSKNGjSKWk4iISKLzfR9/znv4P34F3y8I7nDk8bg3jMRxyteBegdCRYYktFD/secXBT179qRLly5hrz300EMBuPvuu3nhhRfo3Lkzw4YN44gjjtjTpyQ7RxXF8zwAkpL2PbXavXt37rnnHqZPn06bNm2YO3cumZmZDB8+PKI5iYiIJCo/NxffjsefPT1sH+eCy3E7nh/FrMoGFRkiheTPblSuXJlzzjmnyL5btmzh5ZdfpmXLljzzzDMFvvxnZWVFPLe6desC8Oeff+6zb506dWjbti0zZszg3nvvZdq0aVSsWJGuXbtGPC8REZFE4m/IxLvlCtjH0wqJ9HhUYVr4LVLIMcccQ5UqVZg/f/4+Hw37/fffyc3N5dhjjw2aXfjggw8intuJJ54IwMyZM/erf48ePVi7di1z587l/fffp127dtSsWTPieYmIiCQS7+bLwxYYzsln4F53O0nPTU3YAgNUZEgCqFatGlu2bNnzz/taI5GSkkL//v1ZsmQJjz76aFB8x44djBs3bs/YAD/++CO5uX9v8pu/xWwoaWlpAMXKKd9pp51Gq1atmDVrFhMmTAiKz5kzZ89ZHwCdO3cmJSWFkSNHsn79ei34FhERKSHf9/E+/yjsMQDubWNIem4q7pXDcY47OcrZlT16XEri3lFHHcX8+fO56qqrSEtL47PPPuPhhx8u8pphw4bx9ddfM3bsWObMmUO7du1ITU1l6dKlfPDBB2RnZzNo0CAOOeQQ2rdvz8cff0zPnj0588wzyczMZMKECbRt2zbkjMNRRx0FwA033MCJJ57IokWL6Nu37z53jILAGpInn3ySvn37Mnz4cN5++23atGlDhQoVWLBgAbNnz+aLL77Y079q1ap07NiRqVOn7vl7ERERKR5/+za8IReGjLljXsFJK/7huvFORYbEvdGjR3PbbbfxySefkJSUxFlnnbXPa1JSUnjjjTd45ZVXmDRpEk899RQVKlSgfv36tGvXjoEDB+7p+/jjjzNmzBhmzpzJY489RvPmzbn55pvp2bMnRx99dNDYPXv25LvvvmPGjBlYa2nZsmWBxeL70qJFC2bNmsXTTz/NrFmzGDduHI7jcOSRR/L0008HLTbv0aMHU6dO5Zxzzgk6y0NERESC+Tt34r/zKv7KP+Hnb8L2cx96SQVGGE4kt9eUqPABVq1atc+OmZmZ1K5dO2JvHI9b2JYVOTk5rF69usg+NWvWpEqVKlHKKHIK3zeRvi8lfuXfJ5mZmTHORMoT3TdSUvn3zrrvv8a7a1CRfZ1zDc75F8X9lrQNGzbM/9tif1DNZIiUAatXryYjI6PIPmPHjqVPnz5RykhERCSx+Lt3s/bCs6CoP0xNTgnMXqRWjl5i5ZSKDJEyoHbt2owfP77IPqEevRIREZED4+fm4k97g7Xv2pBxp2tfnENawpEnxP3MRSSpyBApA1JTU/d5JoeIiIhEju/l4j14K/z2a+gOrY7FHXqPCosSUpEhIiIiIgnD37wRf95s/LdeDtvH/c/LONUPimJW8UdFhoiIiIgkhNy7B8OKZWHjVS+/gayMMzV7EQEqMkREREQkrvleLt7oG8MWGO6we6lzWmCL+2ztTBYRKjJEREREJG55E5/H/3BqcKBGTZxufXFP15rI0qAiQ0RERETiiu95+G++iP/hOyHj7t3jcBo2iXJWiUVFhoiIiIjEBd/34dfv8caOCNvHvfoWFRhRoCJDRERERMo93/PwBp4fNu70uwr3zK5RzCixqcgQERERkXLLz82F7xfgPTk6ZNzp1BOn16XaMSrKVGSIiIiISLnkfzsf74kwxUXbs3H6XImTkhrlrARUZIiIiIhIOeNvWo9342Vh4+5jE3BSK0cxIylMRYaIiIiIlAu+7+PPnII/6cXQHQ4/BnfQCJzk5OgmJkFUZIjEkfT0dNq0acOkSZNinYqIiEhEefPn4I8fGzLmnHwG7pXDo5yRFEVFhoiIiIiUWd7Myfhvhpm5ANxnJuO4SVHMSPaHigyRKHjuuecAGDBgQIwzERERKR/8P37DGzU0bNzpcyXOWd20a1QZpSJDJAqef/55QEWGiIhIUXzfx5/xJv6UV8N3Ou5k3CuH4ySnRC8xKTYVGSIiIiISc/t6LMpp3wWnd3+cSlrUXR7EZZFhjDkG+BCoA7S31s7ZK9YfCH8H/23PdcaYOcAZRfTtZq2dXiiHXsBNwFFAFjALuNVa+8f+fg6JrJkzZ/Lyyy/z7bffkpWVRXp6Oueeey6DBg0iLS2NP/74g4cffphPP/2UjRs3UqdOHTp27MiQIUOoXbv2nnHmzp3LBRdcwBVXXMHAgQN54IEHmDNnDllZWRx55JHceuuttGnTBoDevXszb968Pdemp6cD7FmcvXz5cjIyMujUqRPXXHMNo0aN4vvvvyclJYVffvkFgG3btvHEE08wbdo0Vq1aRZUqVcjIyOCGG27gqKOOitjPZ/ny5TzxxBPMmTOHNWvWULVqVTIyMrj22muZN28e9913H0899RTnnXde0LVjx45lzJgxvPLKK5x11lkRy0lERBKDv+Tn8AVGk4MDO0YdVCu6SckBibsiwxhzIfA4UDNMly+B8A/4wZlAN2B3ofbfgHFhrvmpUA6DgUeBH4H7CRQ7lwMdjDEnqtCIvjvvvJPx48dTv359+vTpQ40aNVi6dCmvv/46derUISMjA2MMnufRu3dv0tPTWbJkCa+99hrvv/8+U6ZMoVGjRgXGXL58Oeeccw41a9bk8ssvZ+PGjUyYMIGLL76Yjz76iGbNmtG/f386derEI488AsCQIUMAaNCgQYGxli1bRt++fTnttNMYPnw4y5YtA2Dz5s306tWLhQsX0qVLF/r160dmZiZvv/023bp1Y/z48Zx55pkH/POZP38+l156KTt27KBr1660atWKtWvXsmDBAm666SZeeuklRo8ezfTp00MWGdOmTaNWrVqccUZRtbiIiEhB/o4svOGXwq6dQTGnc2+cHpdozUU5FVdFhjHmX8BDwGRgJTCocB9r7c/Az0WM0Q9YQ6AY2dsKa+0j+5FDo7wc/gecbq3NzmufAHxGoAAK/pYWZd1f+zXWKey3dy46/ICunzx5MuPHjycjI4NXXnmFKlWq7Ilt3LiRZcuWMXjwYHJycnjvvfc49NBD98QvuOACjDHceuut/N///V+BcWfOnMnZZ5/NU089RWpq4DTR1q1bc+211/Laa69x++2307VrV2DfazIWLlzIwIEDufPOOwu033///fzyyy889thj9OrVa0/7NddcQ+fOnRk6dChz584t8JmKa/PmzQwcOBDP83jrrbf4xz/+USD+8ccfk56eTkZGBrNnzyY7O3vP583PfdGiRfTv358KFeLqV4qIiJQi38vFu75vcODYk0gadEf0E5KIcmOdQIQtAjpYa3sC64t7sTHmBOAkYLy1tvBMxv4aAFQCRuQXGADW2nnAW0A3Y0zTEo4tJTBu3Dgcx+G+++4L+jJ+0EEHsX37dhYtWkS/fv0KFBgQeKypY8eOfPzxxyxfvrxALC0tjTFjxhT4wt2pUyeSkpL4+uuvi5VjjRo1GD684P7e27dv580336RVq1YFCgyAunXrcs0115CZmcmMGTOK9V6FvfHGG2RmZvLPf/4zqMAAaN++PQA9evQgOzubDz/8sEB82rRpe+IiIiL7w/9rBd7AEP/faHk07nW3Rz8hibi4KjKstVOttR8dwBDXAh7w7AGMcTaQTWBNSGFT8147HsD4Ugzr1q3j119/5dhjj+Xww0PPiCxYsACAjIyMkPGMjAx83+fLLwtObnXs2JFatQo+H5qSkkL16tVZu3ZtsfI88sgjgwqgH374gR07duxZ3xEqL4AvvviiWO9V2H//+18A+vTpU2S/Ll26UKlSJaZPL7D8iOnTp9O0adOQBYqIiMjefM8jd8B5eCOuDYq5j00g6V/36fGoOKFnG/IYY2oA/YAZ4dZMGGMqAzWAXcB6a60fotuRwE/W2pwQse/yXo/Yj3y+CtVurQUosBA5nA0bNoR9fOXdSyO3YLgsW716NQDNmzcP+7PILwgaNGgQsk/++om1a9dSoUIFkpICB/40adIkZP8qVaqwe/fuArH8X5iF++ePlZ6eHhRbt24dAPXq1Qv5Pg0bNgRgzZo1Qe9VnMeWVq5cieM4HHLIIUVeV7t2bc466yw++ugjdu3aReXKlfn5559ZvHgxQ4cO3ed75sdd192v+1ck/57R/SLFofum7PF37mDH57PZ8ux/YOeOkH3qTvgYJzm2u0bp3omsuJrJOED9gcrAU2HipwPbCaz1WAesM8Y8Y4ypl9/BGJMGpOX1CSW/vUkkEpZ98zwPCP5yXxzh/kTFdSP3n09Rf2oTLhapP+nxPA/Hcfbr8/Tq1Yvs7Gw++igwYTh16tQ97SIiIoXl/Pk7a/ueyZbHR4UsMNza9ag76bOYFxgSeZrJ+NvVwDLg/RCxD/LaVwK5QGOgL3AV0NUYc0re7EfVvP7bw7xHfvs+V+laa1uHCfkAmZmZ+xoCz/PIyQk1oVIy+V/UIzlmact/nGnZsmVh865XL1Anrlq1KmSfVatWAYF1EDk5OeTm5gLhf76+H5jg2jsWqg0ocqz8vFavXh3yfVauXLmnX+H3Ks6/ozp16rBkyRKWLVtG8+bNi+zbvn17qlWrxjvvvEPnzp2ZOnUqRx99NM2bNw/7noXvG8/z9uv+Fcn/00TdL1Icum/Kjtxxo+C7wvvo/M0d9yZOcjLrN26MYlbh6d4Jlv/UREmoyACMMWcBLYHbrLVe4bi19v4Ql/3bGHMz8AAwBujN3zNDuWHeKr896cAylv3VuHFj6tevz3fffceaNWv2fHHf20knnQTAvHnz6NKlS1B87ty5OI6zp1+0HH300aSmpjJ//vyQ8blz5wIccF4nnngi8+bNY+bMmQwcOLDIvikpKZx77rlMmzaNr776it9++y1oRywREZHcAaE30nQy2uP0HYBTpWrIuMQPPS4VcC2BdRbji3ndgwR2tOpmjKlE4NA9gHDn3Oe3h5vpkFIwYMAAdu3axbBhw8jOzi4QW79+PTk5ORx++OFMnDiRRYsWFYh//vnnfPjhh3To0IHGjRuXOIdq1aqxbdu2PTMa+yM1NRVjDL/88suetTj51qxZwzPPPEO9evVCFkbFcfHFF5OSksIjjzzCDz/8EBSfPHlygX/u0aMHWVlZ3HzzzbiuS/fu3Q/o/UVEJL54U98IbkyrgfvsO7hXDFWBkSASfibDGJNO4NyKSdbaYm0JZK31jTHfAC2AWgTO19gJBP9xeUD9vNc1JUxXSmDAgAF89dVXzJgxgzPOOIMuXbpQt25dVqxYwZQpU7jyyit59NFHMcbQrVs3evfuTaNGjVi8eDGTJ0+mQYMGjB49+oByOProo/nll1+4+OKLSU9P54svvuC1117b53W33HILCxYsYNiwYXz00Ucce+yxZGZmMmnSJLZt28ZLL710QGdkQGDR+dixYxkyZAjnnXceXbp0oVWrVmRnZzNr1iy2bt1aYHvaU089lfr16/PLL7/Qtm1b6tevX8ToIiKSSPyN6/GnFSwy3MF34Rwd7ilwiVcJX2QQONeiAvB0Ca+vQmDb203WWs8YswQId3pc/q5SC0v4XlICSUlJPPvss7z11ltMmDCBiRMnkpWVRcOGDenXrx9XXXUVVapU4f333+ehhx5ixowZbNy4kTp16nDhhRcyfPhwatYMd4D8/rnpppvYsGEDCxYs4H//+x8ZGRlUr16dTZs2FXldWloaU6ZM4bHHHmP69OnMnDmTKlWqkJGRwdChQznyyCMPKK983bt3p0WLFjz99NPMnTuX6dOnU6VKFU466aSg8ztc1+W8887j2WefpWfPnhF5fxERKd9838e7Knhm2x05Didd+90kIqc4j2+UJ8aYkcBdQHtr7ZwwfSoAfxAoEIr9bc0YUxdYAvxsrc3Ia3sMuB44wVr7TaH+TxFYYH68tfbb4r5fHh/+XoxclMzMzIhuw1YeF34nsu3bt7Nhw4Yi+4TbtjeSCt83kb4vJX5pEaaUhO6b6PNzduNdE2KXwQaNSbrniegnVEK6d4LttfC72FtaJvpMxvlAQwKLt0MyxvQnUIRMKdReFXgBqEZg4Xe+54FBwGhjTLf88zKMMUcR2Cb3ywMoMET22/Tp0xk2bFiRfebPn39Aa01ERCRx+b6Pd99w+GNJcLDpobi3/Dv6SUmZkehFxrUEFmu/UkSfesCLxphfgVnACgIH8vUFmgMPW2vfzO9srf3eGPMQcBMwzxgzhcB6jcuAHKDo7XtEIqRt27aMH1/0XgaaURARkZLyX38mZIHhPjYBJ7VyDDKSsiRhiwxjzOFAe2C8tXZzEV0fAv4CLiJQWBwEbAO+BAZba6cXvsBae7MxZjFwHXAHgUJmNnC7tfbXiH4QkTDS09NJT0+PdRoiIhJn/Nxc/OkT8efMCIq5j0/ESUmNQVbxxfN9nv/fGt5dFFi76QDNDkrmkXOLPs+qLInbNRlxTGsypFzRmgwpKT0fLSWh+6Z0+d9+gffEfUHt7q0P4RzcMgYZRU5ZuneGvbeM3zYUPCG9eQyKDK3JEBEREZFS4839CP/FR0MHDzm83BcYZcGkn9Yza8km/tq2O9apRISKDBEREREJyd+0PvBo1Cfvh4w73S/C7donylnFn29Wb+f/vl0XMnZj24ZkNK6GW+y5hNhSkSEiIiIiBfhZ2/Fu6Bc27mS0w72i6B0MZd983+d/K7cz6pMVIeO3nJZOmybVopxVZKjIiHO+7+M45az0lbilNWAiImWf/9uveA/cFDLmnNYR5+JrcVw3ylnFn6e//Iv3Fgcfyntc/cpc36YBtStXjEFWkaMiI445joPneSQlJcU6FREAPM9T0SsiUgb5Wdvxp7yK//G7oTvUqIXT6XzcDsGnekvxeL7P9dOXsmLLrqBYtUoud58VHyekq8iIY5UqVWLnzp1Urqy9qqVs2LlzJ5UqVYp1GiIiksdf/DPe9Anwc/hzgt1npmjmIoKe/OKvkAXGKU2qcfNp8bP1vIqMOJaamsrmzYEjQOUsGMwAACAASURBVJKTk3FdV3+KLFHn+z6e55GVlUV2djbVq1ePdUoiIgnP37oZb9glRfZxTu+E0/NSFRgR8uFvm5j884agAuP6jPp0OKRGjLIqPSoy4liFChWoXr062dnZbNq06YCfh3fzfsl4nheJ9CRBuK5LUlISrutSvXr1PedmiIhIbHhffor/3H/Cxp0el+Cee0EUM4pvC1ZsC7uwe0S7RvwjvWqUM4oO/d8+zlWoUIFq1SKzK0FZOqRGyg/dNyIisefv3IF36wDYujl0h+YtcLv2wTnmxOgmFsdyPJ/bZ/3Jr5nZIeM9j6gZtwUGqMgQERERiWvei4/iz/0obNx99h09Th1Bu3N9Rs7+kx/Xhi4u2jVL4+Lj6lCnSvnePWpfVGSIiIiIxCnv2YfwF3wWMuac2gG3/+AoZxS/fN/njg/DFxeN0irxn3OakVoxMda4qMgQERERiTPenBn4rz0dHHBc3Aeex6lZO/pJxbHs3R597aKw8Qc6NqFVncTa7VNFhoiIiEic8Fcvx7vzupAxp/9g3FM7RDmj+Jbj+Tw6dzWf/rElZPzRc5vR7KCUKGdVNqjIEBEREYkD3ntv4b/9csiYO/QenCOOi3JG8c33fXq9sTBk7L4OTTiqXmLNXBSmIkNERESkHPOXL8W754aQMecfbXGuulELu0vBsPeWhWyfcmFL/bxRkSEiIiJSLnmfzcR/ZVzoYIWKuA++gFNNB6BG2vLNOxk0fWlQ+91nNua4BlVikFHZpCJDREREpBzxt2/DG3Jh2LjTtQ9u94uimFFi+GLFVkZ/sjJk7JnzDqZ+tUpRzqhsU5EhIiIiUk54r4zD/2xm6GCd+ri3j8GpEplDeOVvd3z4Jz+syQoZu/ak+iowQlCRISIiIlLG+Vs24g2/NGTMadMe59LBOElJUc4qMfxv5baQBUbDahV5otvBuFp/EZKKDBEREZEyzM/ZHbbAcMe9iZOcHOWM4t/OHI9Xv1vHe4s2sdvzC8TaNK7K0FMaklwhMQ7VKykVGSIiIiJlkO/7+O+/HXJbWvfqW+CENtrFqJRc+OZicgoVFwDdDj+IK1vXi0FG5Y+KDBEREZEyxF+9Au/Oa8PG3afexqmgr3ClZfQnK0IWGMfUq6wCoxh0h4qIiIiUEf6WTUUXGI9PVIFRCnzf54+NWUz6djVfrNhWIHZ9Rn1OaVKNyhW15qU4dJeKiIiIxJDv+7B2Nd7dg2H3rpB9nEuuwzmtox6PirDduT6vfreOKb9sCBm/q30jTmhYNcpZxQcVGSIiIiIx4ufsxrumV9i4+8wUHFcLjEtDZtZurpj8W9h4ryNqqsA4ACoyRERERKLI9338yf+H/92XsOrP0J2q1wyc2K0CI+K27MjhnjkrWLx+R8h4w2oVyWhcjX8eXzfKmcUXFRkiIiIiUeRd1T18sFZd3JGP4aRUjl5CCeLLFVsZ/9Va/tq2O2T8lrMO5ZxWddm8MfSjU1I8KjJEREREoiT3qQfCxtxHXtNp3RHm+z7vL97E0wvWhO1Tp3IFnjrvEBrUqxPFzOKfigwRERGRUuZ7uXiP3g0/f1ug3en5T5xjTsRJbxqjzOLX+qzdXF7EmosKrsOIdo04rkGVKGaVOFRkiIiIiJQif+0qvNuvDmp3/z0ep6b+9DzSsnbnMmjaUtZn54SMdz6sBj2OqEm9qpWinFliUZEhIiIiUgq8eR/jv/ok7NoZFHM691KBEWGbduQw5vNVfP9XVsj4+a1q0v/4OtoGOEpUZIiIiIhEkDflVfx3bdi4O/gunKNbRzGj+PfHpp0MfndpyFgF1+HNvi1wVVxElYoMERERkQPgex6sXo435TX4dn74jpUq4T74ohZ3R9CWHTlc8taSsPHXLziMKpV0UncsxGWRYYw5BvgQqAO0t9bOKRTvD7xYxBBvWWt7F7qmGXA/0AGoDPwI/Nta+3aYHHoBNwFHAVnALOBWa+0fxf9EIiIiUtb4nof35Gj47suiOx5xPO5lN+DUqBmdxBLA7xt2cP+nK1i7PfS6ixHtGtG6YRU9GhVDcVdkGGMuBB4H9ue/5HuBUJshLy40ZnNgAZAMvACsA/oAbxljrrPWPlmo/2DgUQKFyP0Eip3LgQ7GmBNVaIiIiJRfvufhfzQN344vsp/TdwDuWd2ilFViWL55J4Omh34sCuCoepUZdVZjFRdlQFwVGcaYfwEPAZOBlcCgfVzygrV22X4M/QRQA2hrrZ2f915jgM+AscaYKdbaVXntjfJy+B9wurU2O699Ql7/x4HzivnRREREpAzwN23Au7F/+A7JqTgXX4Nz8hn6ohtB36zezqvfrmPJhtCndAO82PNQaqbG1Vfbci3ezqpfBHSw1vYE1kdiwLxZjM7ApPwCAyCveBhBYHbjyr0uGQBUAkbkFxh5/ecBbwHdjDHaDFtERKQc8X0f710btsBwb7iLpOemkjRuIm5GOxUYEWR/zGTk7OUhC4yDD0rm6fMO5p2LDleBUcbE1b8Na+3UUhj27LzXUGPPArKBTsA9e/XPJrAmpLCpgAE6As9FNk0RERGJNH9HNt79N8KqP0PGnc69cbr2wamUHOXM4t+2nblcNGlx2PiUC1uqmCvD4qrIKIEkY0xdAj+HTGvtrhB9jsx7/a5wwFqbY4z5GTiiUP+frLWhViLlj3FEiFgBxpivQrVbG9gSr3bt2vsaIuIqVKgQs/eW8kv3jZSU7h0piUjdN77nkf3hVLY+9WDYPnXf/lxfckvJsg1ZXDTp66D22lUq8Z/uR3Bo7cgv6tbvnMhK9CJjMZB/h+42xvwXGG2t3XsWonHe68owY6wEWhtjquWNlbaPvgBNSp6yiIiIlLb11xpy16wKGUs9pwfVrhyqAqOUrNy8g4v+L7jAGHRaM/qd0CgGGUlJJGqRsQx4kECRsQWoC2QQ2DFqpjHmamvts3l9q+a9bg8zVn57Ff5e47I/fYtkrQ13So8PkJmZua8hIi6/so/Fe0v5pftGSkr3jpTEgd43vu/jXdU9ZMwd/SxOnfrsAtZv3FTSFKUIb/+0npe/XRfUPqlvSyomOaX6+0C/c4I1bNiwxNcmZJGRd27GnELN44wxownsAPVw3o5Ra/m7cMgNM1x+exJ/z4rsT18REREpY7xrewe1OZ164Pa+LAbZJIbMrN18vWo7T3zxV8j4OxcdHuWMJBISssgIx1r7c97WtPcB5wIvEThIDyBlr7/fW0re63b+LkhSQvQr3FdERETKCH/ZYrz7hge1u3c8jNP0kBhkFL9yPZ9lm3ayfVcuIz5aXmTft/q1jFJWEmkqMoLlPwTYIO91Td5rPSDU6S/1gR0EHrsC2JnXN5T6hcYUERGRGPPsePxZ7wS1u2NewUmrEYOM4tefm3Zy/bvhD9PLd36rmlx2Qt0oZCSlRUVGsPz1EvkngS/Mez2cQkWGMcYBWgGLrbVeXtuSvL6h5O8qtTBMXERERKLE9zy8B26CpYuCYu6tD6nAiCDf9/nsj62M+Tz0YnqA9LRK1EqtwJBTGlCrcsUoZielQUVGsAvyXj/Ne52d93oO8F6hvicBtYBX92qbDVxvjDneWvtNof7nFhpTREREosxf+QfeyOtDBxs3Dzwi5cbbecWxs2lHDpe+tSRkrFWdVNZn7WbMOc1IS9HX0niScP82jTENgKHAvdbarYVilxHYYWqGtfYXAGvt13lnVlxhjHnSWrswr29F4H7AA57fa5jngUHAaGNMt/zzMowxRwH9gS+ttd+W5mcUERGR0HLHjoBfgo6+AsC5YihuRvsoZxS/vli+ldGfhtvVX4fpxbuEKzII7AA1DBhojJkB/ATkAGcQmK34Bbii0DUDCcxszDXGvETgUaqewAnAKGvtj/kdrbXfG2MeAm4C5hljphCY7bgs730Glt5HExERkVD8HVl41/cNG3dvvB+nxZFh47L/Vm3ZxeB3l7Lb80PGT2lSjZtPS49yVhJtCVdkWGtXGWP+AQwGTgfOzwstAUYAj1hrtxW65itjTAYwikCxkAr8DPS31r4c4j1uNsYsBq4D7iCwK9Vs4HZr7a+l88lERESkMH/tarzbw/z5XrPDcG+6H6dipegmFad838dMXMSu3NDFRWoFl1cvOIwKrmYvEoHj+6FvBCmzfIBVq8IvnCotOqRGSkL3jZSU7h0pib3vG3/dX3i3XRWyn3vzv3EObRXN1OLe9dN/58/Nu4La2zVLY+ipJT/ULVr0OyfYXofxFbsyTLiZDBEREYlvvu/jvWvxp7waMu7e9wxO3QYhY1J8uZ7P1VN/Y+32nALtjdIqcdNp6TStkRyjzCSWVGSIiIhI3PCytrPuorNDxtynJ+MkJUU5o/jW/+0lbMzOCWp/stvBpKfpMbREpiJDRERE4oI36UXWfTA5ZMx99h3tZBRhV04OXWCMaNdIBYaoyBAREZHyy9++Df9//8V/9cmQcefcC3B7XBLlrOLbH5t2MjjMqd1PdG1Oo+p6PEpUZIiIiEg55G/IxBs1FLZuDt2hYiXccRNxXD0eFSk/r83i1ll/how9fd7BNKim2Qv5m4oMERERKfP83Fz8ebPxZ70Dq5dDEbtjVrngMnZ07BHF7OLfoszssAXGiHaNVGBIEBUZIiIiUqb5v3yHN3ZE0Z1cF+f0c6hzzY04lZLZoW1II+bzP7fw4GfBW+e3qJXCXWc2pmolzRZJMBUZIiIiUmb53y/Ae/ze8B2qVsO95ymcamkAOJW0HiCS/ty8M6jAOCgliZd6HRajjKS8UJEhIiIiZZK/dFHoAqPl0bjnXQjNW+BUrBj9xBJEqDUYx9WvzMgzG8coIylPVGSIiIhImeJv2oB3Y//gQMMmJN09Lur5JJItO3L4NTObZxesYV1Wwe1pq1VyufusJjHKTMobFRkiIiJSZvjLFuPdNzw4kFZDBUYpe/mbtbz984aw8Vd66xEp2X8qMkRERKRM8OZ9jP/Cw8GB407Gvfa26CeUQOb+uSVsgVG/akWe6X5IlDOS8k5FhoiIiMSM73l49w2DP38PGXfHWZzklChnlVgys3bz70KLuytXdDmkZgo9WtWkdXrVGGUm5ZmKDBEREYk6f8tG/Ekv48+bHbZP0nNTo5hRYlq+eSeDphc8vbt98zSGnNIwRhlJvFCRISIiIqXO/+Er/BXL8Ge+Ddu2FtnXadMep+9VUcosMc37cysPfLYyqD09rZIKDIkIFRkiIiJSavytW/CGXbxffd27HsVp1LyUM0psWbtz6WcXh40/0VU/f4kMFRkiIiJSKvycnH0XGElJuFcOx/lH2+gklcDe+WUDL3y9NmTsmPqVufvMxjiOE+WsJF6pyBAREZGI8nNy8GdPw3/zxeDg0f/AqVkbp1NPnDr1o59cAvJ9n1e+XRdy96j2zdMYlNGACq6KC4ksFRkiIiISEf76tXh3D4bsrJBx95kpOK4b5awSm+f79Hh9YcjYCz0OoVZlnZgupUNFhoiIiBww74tP8J8fEzbujn1VBUYU+b7Pw3NX88myLUGxMw+uzg1tGsQgK0kkKjJERETkgORe0wtydoeMOWd3xzVXRDmjxOX7Ps8sWMPs3zezM9cPig86uT4dDqkeg8wk0ajIEBERkRLxPpyKP/H54EDN2rgPjNci4ijL8Xx6vRH60SiAiX1akFJBs0kSHSoyREREpNi8ya/iz7BB7U6b9riXD41BRolt8s/reembdSFjN7VtyKlN06KckSQ6FRkiIiKyX3zPw3/5cfy5H4WMu6Oexqmng9yiadWWXVwz7feQsStb1+WkRlWpV7VSlLMSUZEhIiIi++B7Hv4bz+DPeS9k3OlicM/fvwP3JHIm/JDJG99nhoy91a+ltqWVmFKRISIiImH5noc38PywceesbiowomxXrsdTX/7F7N+Dd47qfFgNBp5YT+thJOZUZIiIiEhY3pCLQra7V98MJ5yiL7NRtmVHDpe8tSSovXpyEk+edzBVKyXFICuRYCoyREREJIi/Yine3TcEtTtXDsdpfQpOBR3iFm1frNjK6E9WBrW3a57G0FO0FkbKFhUZIiIisoefnYU38nrYELxTkfvYBJzUyjHIKrH9vDaLBz5dyeaduUGxu9o34oSGVWOQlUjRVGSIiIgIvpeL//oz+J+8HzLuDr1HBUYMfPjbJh6f/1dQe42UJF7qeageV5MyS0WGiIhIgvNmT8d/49nQwZZH4w4fpS+zMZDj+SELjNObpjG8rR6PkrJNRYaIiEiC8n0f754hsGJpyLh771M49dOjnJUAfLB4E09+WbDAaH5QMiPaNaJWZa2HkbJPRYaIiEiC8q7qHrLd6XMlbofzopyNQKDwG/7+H/y2YUeB9gouPHJu8xhlJVJ8KjJEREQSjO/l4t05KKjd6dwLt+elMchIAHbkePSZuChk7JVeh0U5G5EDE5dFhjHmGOBDoA7Q3lo7J0SfxsAdQGegPrAFmA+MttbOLdT3JaCo37rXW2vHFbqmPXAn0BrIBf4L3G6t/b5kn0pEROTA+F4u3uP3wo9fB8XcOx7GaXpIDLISgKzdufSzi4Pau7Y8iAH/qBeDjEQOTNwVGcaYC4HHgZr76PMssBt4G1gCNAP+CXQyxpwdojDZCNwTZsjPCo1/PvAW8CfwMJACXAbMN8acZq39qnifSkREpOT8rVvwhoU/ldu95UEVGDHi+z6D313Kn5t3BcWGn9qQ05ulxSArkQMXV0WGMeZfwEPAZGAlEDwXHHA28Dpwk7V2017XTwJmEpiBmFPomi3W2kf2I4cqwHPACuAf1tr1ee3PAt8ALxhjjrPW+sX4aCIiIsXme7n4z4/FX/BZ2D7uoDtwDjk8illJvjXbdnHVO7+HjE3q25KKSdrRS8ovN9YJRNgioIO1tiewvoh+d1trr9q7wACw1s4C/iLwiFNJGaA2cH9+gZE39m/AU8AxwGkHML6IiMh+8e4aFLbAcAb8i6TnpuIce1KUsxKArTtzwxYYL/c8VAWGlHtxNZNhrZ26n/2WFRHOBg7ktKGz815D5TIVuAnoBHx6AO8hIiISkr9+Lf67Fv+7L2HLpqC4O+5NnOTkGGQme7t4UvD6i/+c05TDaqXGIBuRyIurIuNAGWNaEFibEbIAMMYkE1jr4QHrrLVeiG5HApnW2lUhYt/lvR6xH7mEXLdhrQWgdu3a+xoi4ipUqBCz95byS/eNlJTuneLJWb6U9YMvChuvMfJRko89MYoZxUZZvm983+eqid/x69ptQbEXLzyOFnWqxiAryVeW753yKN4elzpQDwIO8FiIWFNgB7CKwCNVm4wxrxtjDi3UrzGB9SBBrLXbCOxi1SRiGYuISMLLevfNIguMagOGJUSBUZbNX7aRto99zs9rtuEVWpX56fWnqsCQuKOZjDzGmH8C3YFp1tq3C4XnAb8R2C1qJ5AOnAf0A7oaY9rvtWNUVWB7EW+1Haiyr3ysteHWhfgAmZmZ+xoi4vIr+1i8t5Rfum+kpHTv7J/cuwbBqj+DA9Vr4pzdHefkM8iqUZOsBPk5lqX7xvd93vl1Ay9+vS5sn+GnNmTjhqKWkUq0lKV7p6xo2LBhia9VkQEYY1oBTxLYEeqKwnFr7TMhLhtjjOkLvAE8A/wjr90lcC5GOLlA0gElLCIiCc/fvQvv2t4hY0nP7dcSRSlF2bs9+trQB+sB3NW+EUfXq6IF3hK3Er7IMMYcRGDL24rABdba8H/cUIi1doIx5nLgbGNMs7wF5VkEzsUIJ4Wid74SEREJy9+8Ee9foc+HdU7vhHvJdVHOSAAys3bzweJNLN24k+27cvl5XXbIfm2bVuNfpzbEcVRcSHxL6CLDGFORwKF5LYFLrbXzSzDM1wR2lGoALAPWACGP5sx7v5p514iIiBSLv3t32ALDHf0sTp36Uc5Idud69J4QfsYiX79jatP3aC0olsSR6Au/nwLaA/dZa18p4Rj56ys25L0uBBoZY0Kt4DqcwM98YQnfS0REEpCfk4P3yji8a3uFjLuPT1CBEQPbdubuV4Hxcs9DVWBIwknYmQxjzM0E1l+8CYwo4RgpQFcCu03l/5aZDXQhMLsxudAl5+7VR0REZJ/8nN1414QpLp59R4/dxMgnSzczdu7qoPYqlVzOaJbGYbVSSU+rRMvaOvdCElNCFhnGmJ7A/cCXBB6T8ovo2wWoD7xkrc3dq70i8DiBczVu2muMV4F7gbuMMR9Ya7Py+jcEhgHLgfci/qFERCTu+L8vxLv/xpAxd8jdKjBi5I3v1zHhh+DllRNMC1IrJvpDIiIBCVdkGGNqAf9H4DyMj4GBxphQXSdZa1cQ2JL2eeBOY8x7wFIgFegJHA1MAsbkX2StXWuM+ReB3aq+Nsa8ASQD/Qmsx+hmrd1ZOp9ORETigZ+zG+/BW2Fp8KM47s0P4By6zzNdpRT4vs9Hv28OKjBcB97q1xJXRZ/IHglXZADVgMp5f39zEf2+BVZYaycaY3YQeLTqPKA2gUP5vgP+CbxaeCbEWvuUMWY1cBNwI4Fta+cDI6218yL5YUREJL7kPnAT/PZryJg77k2c5OQoZyQAf27ayfXvLg1q79byIK78R8j9XkQSmuP7YZ8UihhjzAXAQdbaZ0v9zeKfD7Bq1aqov7EOqZGS0H0jJZVo946/7i+8264KHWxxFEk3jo5uQuVUJO8b3/e586PlfL8mK2T85EZVue2MRgf8PlI2JNrvnP2x12F8xZ6mi/hMhjGmorV2d6Hme4AWgIoMERGRQvyVf+CNvD5kzL3hLpyjWkc5o8SW6/k8Nm81c5ZtCdvn/FY1ueyEulHMSqR8KY3HpS40xlwKXJ53OJ2IiIgU4nsefPcl3tsvw18rg+LuA8/j1NKX2Gi7e/Zyvl69PWz8iDqpjD67iRbdi+xDaRQZ5wJnABkEDqcTERGRvXivPon/yfth40nPTY1iNgLwx6adDA6x5iLfw52b0fygZBUXIvspokWGMaY60BnYDbwbybFFRETKO//P3/DuHRq+Q9VquGNfjV5CwpYdOTz0+Sq+/yv0uosb2zakbdO0KGclUv5FeiZjIIEtXydZa7dGeGwREZFyy3vX4k8JU0C0PBq3d3+cZodFNadEtiE7h8veXhI2/njX5jSprp28REoqYkWGMaYacAOB3Y9GRWpcERGR8s6b+gb+tDeC2p2+V+Ge1TUGGSUu3/eZ9NN6Xv0u9A5CjdIq8dA5TalcMSnKmYnEl0jOZDwGNAAmWGu/j+C4IiIi5Za/+OfgAqNuA9wRj+CkpMYmqQSV6/n0fGNhyFi9qhW57fR0mh2UEuWsROJTRIqMvN2kLgVWA9dFYkwREZHyzs/JwXvwlgJtzlU34p54WowySkxfr9rG699nsnj9jpDxSX1bUjFJC7pFIqlERYYxZgjQCfg0b4y7gJ1AP2vtxiKuu5EiDvOw1j5YknxERETKGn/zRrx/XVqgzWnXWQVGFIU7pTtf/+PrcH6rmtoxSqQUlHQmoymBIqPjXm0XWGs/3cd1D4Rpdwis5VCRISIi5Zq/fi3eLVeGjLkXXRPlbBJLjufz1nerePV/K1i7bVeRfV/pdSjVU0pjJ38RgZIXGZOBbOA84AgCBUIPY8y71lq/iOteL+H7iYiIlHm+74cvMMbZKGeTODbvyGHIjGVsyM4psl/zg5K5qW06DdMqRSkzkcRVoiIjb8biU+A2Y8w/gUeB/gRmJC4v4rpLSvJ+IiIiZZ2/6Ce8h24NDlSrjnv3OJxkLSguDW/+mBl2p6h86WmVeLhzM5IruFHKSkQOeJ7QWvuKMeYHYBZwqTHmU2vtSwecmYiISDnhzZ+DP35sULv75Fs4FSvGIKP4tzvXo/eERWHjnQ+rQe+jalG7sn7+IrEQkZLeWvsN0I/AY1OPGWPqRWJcERGRsszftTNwyF6oAuOR11RglJIVm3eGLTBeuvA4Pr+hLVefVF8FhkgMRWzFk7V2ljHmOQKnft8ODI7U2CIiImWN987r+NMnBAeq1yTpPy9FPZ9EsDPHw0wMXVxcfGxtLjiqNrVrV41yViISSqQfTrwDyAIGGGNqR3hsERGRMsF76dHQBUZ6UxUYpcT3/bAFhu3TgguO0tcOkbIkokWGtXY98CpQCbggkmOLiIiUBd4Xn+B//lFQu3PB5SSNfDwGGSWG818PPqn78NqpTOzTQgu6Rcqg0tgg+hXgKqBVKYwtIiISM/7mjfjPjynQ5lx6PW7bs2OUUfybuWQTT3zxV1D7m31bUClJxYVIWVUaRcY84Epr7QulMLaIiEjMFD7Bm9anqMAoRS9+vZYpv2wIav+/3oepwBAp4yJeZOQdxle4wHAi/T4iIiLR5BVeg1GlGklX3xKbZBLAVyu3hSwwHu/SnLTkpBhkJCLFURozGUGstYdH431EREQizV+6GO+J+2BzwS+87sOvxiij+Jbr+Qya/jurtu4u0N62aTVuaNNAMxgi5URUigwREZHyyF/3F97o4UHtzpXDcRxN0kfaF8u3MvrTlUHtLWqlcGPb9BhkJCIlVSaKDGPM6UBVa+2MWOciIiICgS1TvduuCmp32rTHPfmMGGQU395fvJGnvlwT1H58gyqMaNcoBhmJyIEoUZFhjPkEqFbC9/Stta0LtT0DHFbSfERERCLNe/rfQW3ugy/iHFQrBtnEt1/XZYcsMB49txnNDkqJQUYicqBK+qX+WCCthNf6Ydo17ywiImWCN3E8fD23QFvSc1NjlE18W7ttNzfP/KNAW9PqyTzWtXmMMhKRSChpkdElzLV1gYnAD8DgkiYlIiISK978j/E/fKdAm3vH2BhlE99e/XYdb/60vkDbITWTGdtZBYZIeVeiIsNa+3modmNM/qqszdbaT0qclYiISAz4mzbgj3+4QJtzrsFpemiMMopfA6YsYe32nKB2FRgi8UH7wImIiAD+oh/xbuxfoM05vRNuj4tjk1Cc+nb1drq/9mvIAuOdi7TjvUi80EJrERERzhiwUwAAIABJREFUwHvotoINqVVwL7kuNsnEqU3ZOdw1e3lQ+zUn1aPToTVikJGIlJYSFxnGmOuAQ4GFwEfW2sVANjAV+DEy6YmIiJQ+7+NCO6g7Lu6jr8cmmTj15o+ZvPpdZlD7g52a0rJ2agwyEpHSdCAzGa2BS/P/wRizGHgM6GetzT7QxERERKLFf/3pAv/sPjNZh+1FyIotO7lu2tKQMT0eJRK/DmRNRg6BbWf/JLAtbQvgceBXY0ynCOQmIiJS6vx1fxX4Z/eaW1VgRMDuXI8HPl0RssCoUtFlgmkRg6xEJFoOpMjIJVBcdAEOAi4DvgIaAzOMMfcdeHoiIiKlx9+yMehUb+eENjHKJj7szvX492cr6T1hEfOWbwuKd2l5EK+bFqRW1N4zIvEsEgu/K1lrtwIvAy8bYy4j8NjULcaYmtbaayLwHsVijDkG+BCoA7S31s4J0acCcCOB4qgJsAaYAIwM9biXMaYZcD/QAahMYN3Jv+3/s3ff8VFV6R/HP3eSEHonSBOQKroq8lOxrl1Xxe5hhXXVtYuuq2sXFezYe8O+azs2wLIroq5iV+wFUKQIkU5oCSHJPb8/ZkaTzJ2QMi2Z7/v18jXMOc/c+wSON3ly7rnH2hfj5HAUcCGwNVAMvAFcYq2dHxQvIiKp5VYsw7/4pCpt3oFHpSmbxm/Z+jJufq+QmcuD75gOeWBHDiIvR7NEItkgEb9GyKv8xlr7KLA7sAI41RhzXuV+Y8wgY8wulf8DErbiyxgzCnibcIERL8YjXFBcB/wIjAc+IFx0vGGMyasW3xf4DDgEeIpwsdESeMEYc2bA8f8OPB+JuT7ymRHAp8aY3g38EkVEpIHc2tUxBQaAd8jINGTT+K0preDkSXPiFhi3/akPL40arAJDJIskosiIOYa19kvCt1GVADcYY3ao1H0DML3af5snIA+MMecDTwLvAHfXEHoMcBRwj7X2YGvt9dbaY4GLgF2Bs6vF3wO0B/az1p5jrb0G2JHw7WG3GmO6V8qhJ3AT4aJkR2vtNdbac4D9gY6E162IiEga+ecdF9MWenAyXn7zNGTTuH2wYA3HPf9jYN+5u3TjpVGD2KKj/l5Fsk1SigwAa+2nhH9ozyX8Q3rUImB2tf9mRV4bajawr7X2SMIzKfGMAUqBsdXabwUKgbOiDZFZjD8Bz1trP4q2R26puhzIB06udIxTgGbA5ZVvu7LWfgi8AIzQbIaISHo4v4KKC06MaQ89MEmLvethflEpE6YXxrRftU8vXjx2EHv2bUdIf68iWSkRazLiXj2stfcYY44DdjDGjLLWPmWtPStefENZa6dsKsYY0wrYBXjbWltU7fMVxpjXgJONMQMie3/sF+kOOvYbhGdrDgCuirTtF2mbFhA/BTCEZzUmbvorEhGRRHF+Bf6YY6C86k7ToXuewwtpEXJdjX/rFz7/dX2VtmY5Hs+OHKjCQkRSsuP35cDrwLmE1yak20DCX/dXcfqj7UMIr9fYqlr7b6y15caY7yOxUVsB31lry6vHVzt2jYwxM4LarbUAdO7ceVOHSLjc3Ny0nVsaL40bqa9Ejh23oYSlx+4T095+/J3kd+/R4ONni/IKn9dnLuO6abG3R/Xu0IKn/josDVlVpWuO1JfGTmI1pMh4BVhMeJ+MuKy1bxhjZgIDjDEF1tqlDThnIvSKvC6K0x9tj64TqU38MGNMG8KzOm3rcGwREUmB5X8fFdPW8caHyBuwyd/5SMTUmUsZ/3rwnc19O7XksWO3S3FGIpLJ6l1kWGtfBV6tZfiVwFcZUGAAtI68ro/TH21vVY/4UB1ia2StjffrIAewfPnyTR0i4aKVfTrOLY2Xxo3UV6LGjls0H3/ZkiptoWsfYHWHAtC43KQN5T5/ee5HynwX2H/jAb0Z1LkFRatWpjizYLrmSH1p7MTq3r37poPiSMXtUlhrn0vFeWopWghUxOmPtufUI96rQ6yIiKSAP67qAwND972Il5uSb3+N3rrSCkbHeXLUYYM7cML2BVp/ISKBsvEqWxx5jfc8vWh7dNahcnxxbHiV+FC1tk0dW0REksj/971V3nu7768CYxMqfMdLP6zk2W+Ws7EidvZixOAOnDi0gJyQigsRiS8br7TROfOucfo3qxZXOX5unPgNwJrI+9I6HFtERJLEffkx7p3/Vmnz/hKzf6pUUu47jnp6Vtz+hw7vR5dWeXH7RUSisrHIiF49B8fpH1ItrnJ8lSIjsnP4lsCP1lo/0vZTHY4tIiJJ4Natwb/n2ipt3sn/1KNqAzjneHfeGm794Nca4+zIgeTn6u9PRGon664W1trlwDfA3saYZgEhBxHeyC/6uNm3Iq8HBsTuCHSqFBONLzDGDI1zbKrFi4hIAvnTp+Kf+5cqbd5BxxDa6Y9pyiizjX7+x7gFxv792/HEUf2ZPHqwCgwRqZNsvWI8CHQGLqjcaIw5ifAsxCPW2goAa+3nwAzgJGPMoEqxecD1gA88VOkwDxF+AtR1xpjcSvFbAycAn1hrv0zC1yQikvX8D97EPXF31cb2nQgdcVx6EspgU2au5LAnZ7J+ox/T1zw3xJPHDGDMTt1o1zwbb3oQkYZKypXDGHMu4duILrHWrkjGORroQcI7b19jjNke+ITwJnqjge+Aa6vFnwa8C3xgjHkMWAkcCWwPXGOt/TYaaK392hhzE3Ah8KExZhLh2Y4TgfLIsUREJMFc2Ubco3fEtIcmPBQQnb2+WbKesdN+Cezbv387Tv2/ruTlZOvvIEUkUZJ1FTkIOAlol6TjN4i1diPh259uAIYCVwF7AfcAu1lrV1eLnwEMB94jXCyMjXSdYK29POD4FwGnEC7ixgLHE75FagfNYoiIJJ4rL8c/8+gqbd4+I8iZOAUvpKeGR705pyhugXHbn/owZqduKjBEJCE854I312kIY8wbwN7AAGvtzwk/QXZzAIWFhSk/sTapkfrQuJH6qs3YcRUV+LdeDrO/rdoRCpHzwKRkptfofLxwLde9syimfdQ2nRn5h85pyCg5dM2R+tLYiVVpM746P7O6XrdLGWP+vomQXpHXE4wxgf9S1to7Kx3vaWBza+2u9clHRESyj3MO//QjAvtCt/47xdlktomfLeGVWauqtLXKC/H4Uf01cyEiSVHfNRm3E/mNehzRaueyOH3OGHN39LGvwHbAwHrmIiIiWcg/9bDA9tCNj+K1ap3ibDLPypJyJry7iJnLS2L6/jSgPafvuFnAp0REEqO+RcYT1FxkbFKlAkNERKRO/PenxbSFLrkJb4tBAdHZZ0O5z4kv/hTYt3XXliowRCTp6lVkWGtPqEu8MaY14ScxzbfWzq/POUVERKLcY3dWeR+65Qm8tu3TlE1m+WFZMRdPXRDYd/oOXfnTwA4pzkhEslGDHmFrjOkHTAQetNY+U0NoJ+Bt4H5gTEPOKSIi2c3NmVnlvXfSeSowItaVVgQWGLcc2Id+HfPxvDqv3RQRqZeG7pPRGtgT+G+0wRgzEBgCvGutXRlpjj7Oom8DzyciIlms4u5r4KtPqrSFhu+ZnmQyzL++XMbz38VuTfWMGUiLPC3uFpHUSuhVxxhzHOHN7F4AZhlj/gBgrS0HioCeiTyfiIhkD3/K0zEFhnfIyDRlkzmKSso56ulZgQXG5NGDVWCISFrUeSbDGNMBmEV48fe/KrW3B+4GfOAzYCfCt0dFH0tbBHRpYL4iIpKF3OxvcS8/XbWxZx+8EcemJ6EM8fLMlTw0Y2lg34vHahG8iKRPfX69EQI6A22rtR8MtAH+bq3dGXgQGG6M6RPpXw10rGeeIiKSxfybLq3y3jvpPHKuvBMvlL2/pT/syZmBBcbxQ7swefRgckJafyEi6ZPIq/MfCM9iPBF5/xjhPTH2N8ZsAZQBucaYlgk8p4iINGH+6lVUnHJo1cbthmf1OoyPF67lsCdnBvY9dHg/jhzSKcUZiYjEaujC78o6AKustdFdf36JvN5XLa41UJzA84qISBNUXvgLK8bErrnIGXNpQHTTtmZDOa/NLuLpb5YH9uvRtCKSaRJZZDggp9L76J83AuVAfqStVQLPKSIiTZArLw8sMEJjb0tDNun1wncreOLLZXH7HzuyPx1aJPLbuYhIwyXyqrQMaGeMaW+tLQK2iLQfY619xRjzGHAc0BzAGLNNpfM3T2AeIiLSyLnH74ppCz0wKavWYFT4jtOnzGHp+vLA/j/2acu5u3TT3hcikpESWWR8SXgNxpnAdZFXF2mH8IxG5XO+w++Lx71IrIiIZDm39FfcR29XacuZOCVN2aTHBwvWMGF6YWDfqG0686cB7WnbXLMXIpK56nOFKgUmA19Ua/8vsBK42hhzOtADeM9auzDSX1HtnL8QfhqViIgIAO7bz/HvGFelLXTTY2nJJV0unjqfH5aVxLSPGNyBE4cW6KlRItIo1LnIsNauA44AMMZsW6l9vTHmBMAS3nRvIXBKwCG8SPw29chXRESaKP/lZ3BTnqrS1mzoTlS0z56nn984fVFggXH7QX3o20F3FotI45HQm1utta8AvYDhwABr7exEHl9ERJom/3+vxRQYAB2uyI6F3r+u3chhT87k/QVrq7QfPLA9k0cPVoEhIo1OQ2/oXAxcC7wfbbDWrgBWBMR6kf9ERER+48rLcE/eX7Vxmx0oGHd7ehJKsddmr+KBT5fEtB8/tIv2vBCRRqtBRYa1dglweS3DbwAeBX5oyDlFRKRp8c84qsp7b7/DCJmTsuKpSVN/KgosMM4evhn79mufhoxERBIjZY+msNbOA+al6nwiIpL53Nwfqza0bkPInJSeZFLsvflruOfjxTHtk0YNyooCS0Satox4/p0xZjugpbX2g3TnIiIiqeM/fmeV96FrH0xTJqmzcE0pV0z7hRUlVfe/2LNvW87dpXuashIRSax6FRnGmLcacE4HXF6toHgaGFDffEREpPFxK5fDovm/vfeO/Ctey1ZpzCj5vvh1PePe+iWmfUCn5iowRKRJqe8P9XvGaXdsenG3AzoHtGtuWEQkS7jFi/AvP6NKm3fAEWnKJvmKyyq4+b1CZhSuj+nboUcrxu7ZKw1ZiYgkT32LjKDvBAOBCcB04NZNfP6Tep5XRESaAH/cWVXee8N2xQvlpCmb5Pnwl7Xc8O6iuP13HdKXzdvlpzAjEZHUqFeRYa2dXL3NGLNT5I+LgvpFREQA3LczoKKiSlvo9IvSlE1yfLekmEunLYjb371NM+47dIsUZiQiklpJXwNhjLkM+I+19vNkn0tERDKb+2YG/p3jq7TlTJySpmwSzznHxVMXMHN57K7dUZfs0YPhvdqkMCsRkdRLapFhjNkauBK4yBjT01q7JpnnExGRzOVPfQn33KNV2ryDTJqySbzPC9cx/u2FgX379mvH6TtsRl6Olh+KSHaod5FhjNkMWGGtLYs0fQH0BdZH+psB/wZygIdUYIiIZK+Kmy6B2d9VbWzdBu/w0elJKIGWrS/j5ElzAvt6tm3GzQf2oUVeKMVZiYikV0NmMm4AjjXGfAI8BzxmrZ1fqf8xYBvgM6Bp3WwrIiK1VnH9BfDzrKqNXXuQc8196UkoQZxzXPvOIj5dtC6w/86D+9K7vRZ1i0h2akiRUQ7kAbsCuwBXGWNuIvxkqbuAPwOzgEMrzXaIiEgWcMXrcZP+hXv7tZg+76BjCB1xXBqySqyHZywNLDB22bwNF+7WXbt2i0hWa2iR4QjPWOwMDAauAi4EWgMzgb2ttYsbmKOIiDQSbkMJ/t3XwKxvAvtDF1yPN3CrFGeVeC9+v4KXZ62q0paf4zHx8H60a659ZUVEGnIldJHXu621JxljjiY8i9Ez0nepCgwRkezgT52Ee+6RGmO80Wc0+gLDOceRT8/Cd1XbL9+zJ//Xo3V6khIRyUCJ+HVLMwBr7fPGmNeBZ4A/AY8YYxZUf3StMWYwsGO1Y7RLQB4iIpIGbvmSGgsM78i/4m2/C17X7inMKvF85zjiqVkx7bv3bqMCQ0SkmkQUGb9t0WqtXWuMGQE8CYwEphhjhllrl1SKPwC4jd9nQgC8au+TyhjTB5hbi9Dx1tpxxphxhB/FG88t1trzq51jO+AawmtWcggvgB9vrX2nXkmLiGQgt2wx/qWnxnbk5BA675pGP3NR2cMzlsa0jd62M2brzmnIRkQksyX8xlFrrW+MOQ4oAPYiXHDsWylkHvB6os9bRyuBc2vo3zzSX33BerzPzKj8xhizI/AOsBZ4ENgA/BV40xhzhLX25fokLSKSSVzhAvwrz6ra2KM3oSvvbHKLnjeU+7xSbQ3GY0f2p0MLrb8QEQmSlKujtbbcGPNn4CtgL2PMidbaRyN9k4HJyThvHfJbA9wer98YMyHyxyrb0Fpr436m0mc94BHCBcpwa+3PkfY7Ce8lMtEY09daG387WBGRDOe/+zruX/fEtIeuuKPJFRgAI5+dXeX9xMP6qcAQEalB0nYHstYuA84ifCvUDcaYRnHDqjEmH/gb8IG1NvjxKDXbE9gKuDdaYABYa1cA1wNdgWMSkKqISFq4H78PLDByJk7BCzWtTeecc5zwwo9V2vp2yKegdV6aMhIRaRwa8t1gPeHbjuLugWGtfRGYBnQGzmvAuVLpGML51neXqP0ir1MC+qJtB9Tz2CIiaeNWraDilEPxb7y4akfnruRMDLrkNW7OOQ5/aharNlRUab/pgD7pSUhEpBGp91xvZKHz+ZsMhPHATsAn9T1Xip0JLCe8i3kVxpg8oFPk7XJrbXnA56OrHL+u3mGtXWSMWQEMSVCuIiIp4YrX4V94YmzH5v3Iufy21CeUZBV++FG11d14QG/ycpre7WAiIomW9BtKrbXvG2O2ttb+kuxzNZQxZlvCGwveZK0tDQgpJXz7F0CJMeZNYJy1tvLC717Aamtt7DawYYsILyzfVC4zgtqttQB07pz6p5nk5uam7dzSeGncNG5+8XpWjBmJX7Qypi9/pz1od+44vPzmSTl3usbOglUlHPtk7CX4mb8Oo1eHFinNRepO1xypL42dxErJqrXGUGBEnEn4UboPVGv/lvDjaOcC64BuwD7AIcABxpjDrbWvRWJbE76VLJ71QKtEJi0ikmgb3n+L1TePjdvf9aUPUphNajjnmDZ7OeP+GzuD8ezxw+jZXgWGiEhtec6lbHuKjGaMaQsUAu9ba2u1ZsIYswfwBrAC6G2tLTPG/AQ0s9YGzlYYY6YTfupUfVcNOoDCwsJ6frz+opX98uXLU35uabw0bhoXV7oB/7LTYPWquDGhW/+N16Zt0nNJ5djZUO7HPEEq6tY/9aFfx+TM1kji6Zoj9aWxE6t79982Ua3zfaJN6zEgDXM84RmGWi/4tta+CzxOeGZj10hzMVDTd6Pm1DzTISKScs73qbj1cvyzTNwCI3T1veEnSKWgwEgl51zcAmPy6MEqMERE6kEP+f7dGcBCoK4b5X0eee0WeV0CDDHG5MZZGL5ZJEZEJO1cRQXuxSdwU18KDvjD/xEacxleTk5qE0uRsgqfo5+JLTAOHNCek4cVpCEjEZGmQUUGYIzZE9iS8CLuik2EVxddXxFdFTmL8A7nA4Afqp2nHdAdeLXeyYqIJIhb8DP+1f+I2x+66VG89p3i9jcFJ0+aE9P2wrGDyA3pCVIiIg2hIiPsTKAcmFiXD0V29z4a2Ah8FGl+CxgDHEi1IiPSForEiIikjVu7Om6BEbryTryefVKbUIotWbeRUyf/HNP+yBH9VGCIiCRA1q/JMMZ0Aw4HplhrY1ZTG2OGGWMujOwEXrndA64AhgMPWWtXR7peJbyA/HxjTEGl+DbAlYTXYzyVlC9GRKQW3Ipl+OcdF9PumZMIPfBSky8wFhSVBhYYT5sBdGqpnbxFRBJBMxlwCpBH/AXfecAEwkXDq8BswsXZQcAuwHvAhdFga22pMeY0YDLwuTHmccIzHaMJ30J1irV2aZK+FhGRGrlF8/HHnV21MSeXnPtfTE9CKbagqJSzX50b037DfpvTMq9prjsREUmHrJ7JMMbkEC4yfgTeDIqx1n4E7En4Fqe9gXHApUA+cA6wt7V2fbXPvALsBcwEzgYuILzY+xBr7UNJ+FJERDapYsJFsQUGELrvhTRkk3qrSsoDC4xJowaxZUHLNGQkItJ0aZ+Mxkf7ZEijonGTfs45/FMPC+zLmTglxdnUXqLHzlFPz6Tcr9o2efTghBxbMoeuOVJfGjuxtE+GiIjE5Z64O7axR29CD0xKfTJpsqK4LKbAeHbkwPQkIyKSBbQmQ0SkiXIbivGvPBtWLqvSHhpzGd52O6Upq9Sr8B1/e6nqo2pfPHYQOXqKlIhI0qjIEBFpglxFBf7Zf45pD119L95mPdOQUfqc9UrVJ0kdOKC9CgwRkSTT7VIiIk2MW7sa//QjYju23TGrCgznHNe9s5DCtWVV2k/foWuaMhIRyR6ayRARaUIq7hgP386IaQ9dcz9e1+4Bn2ia1pVWMPr5H2PaJx7WD8/TLIaISLKpyBARaeTc8iX4j90Js74J7A/d9Sxe8xYpzip9lq4r45TJc2Lazx6+GQWttdmeiEgqqMgQEWnE3A9f4d96edz+0LUPZE2BUVruY56dHdh31k6bsW+/9inOSEQke6nIEBFppPwXH8f9J3gjvdCVd+L17JPahNLouyXFXDptQWDfpFGDdIuUiEiKqcgQEWlk3K8L8a84M7AvdPGNsEV2/VD91eL1XPHmLzHtvdvnM2H/3ln1dyEikilUZIiINBJuYyn+zZfB3IBbgnr3J2fsralPKs1OnTyHJevKYtqf+/NAmuXoAYoiIumiIkNEpBFwC+bgX31uYJ934jmEdtknxRml3y3vF8YUGCEPXho1OE0ZiYhIlIoMEZEM5095Gvfy07EdPXqH115k2e1A8RZ479GnLf/YuVsaMhIRkepUZIiIZCjnHP6d4+Hbz2P6Qtfej1eQPfteRBWu2cgZL/8c0371Pr3YZrNWachIRESCqMgQEclA/v9ewz15f2xH34GELr4RL5R96w3Wb6wILDDOHr6ZCgwRkQyjIkNEJEO4opX4j98FhfNh5fKYfm/EsYQOPTYNmaVfabnPqOdid/B+/s8DydMCbxGRjKMiQ0Qkzdzc2fjXXwDOxY0JnX053jY7pDCrzFHuu5g1GM1yPOzIgVm3HkVEpLFQkSEikgZu2WL8J+6GmV/XGOfteyje0Sfi5eSkKLPMsnz9Ro56elZM+zNGBYaISCZTkSEikkLOOfwHJsCMD2qM8074O96AIVm5uDvqoQ/n8+gnsZvsPXJEP3JCKjBERDKZigwRkRRxzuGfeljcfm+PAwkdF7yTdzYp2lDO+Ld+4edVpTF9jx3Znw4t9K1LRCTT6UotIpIC/mvP4V76V2xHm3aEzrgEb8CQ1CeVYZxzjHllLovWbIzp69A8h/sP60fzXC3yFhFpDFRkiIgkiVu3Bv+682HZ4sD+0DlX4m09LMVZZSbnHIc/Fbv2AuDIIR05fmhBijMSEZGGUJEhIpIE/uSncK88E7c/dMsTeG3bpzCjzFVUUs7xL/4U2Pev0UNpS0mKMxIRkYZSkSEikkAVl58JixfG7ffMSYT2i78uI9vMXFbCRVPnx7TfcVAf/m9ATwCWL1eRISLS2KjIEBFJAPfZe/gP3Bi3P3TDQ3iddMtPZee+NjdwcfdDh/ejS6u8NGQkIiKJoiJDRKSB/Kkv4Z57NLDPO/5sQrvtl+KMMtuK4jL+9tKcwL7n/zyIvBw9nlZEpLFTkSEi0gCudENggRG66VG89p3SkFFmu/+Txfznx6KY9oGdmnPjAb21wZ6ISBOhIkNEpJ78T97FTby5amP/Lcm5aEJ6EspQxWUVfLJwHU98sYwVJeUx/efs3I29t2iXhsxERCRZVGSIiNSBq6jAffAm7om7Yzu79VKBUc2789Zwy/uFgX15IY8nju5Py7ycFGclIiLJpiJDRKQO/NOPiNsXGndXCjPJbOf/dx4/rtgQt/8fO3djL81eiIg0WSoyREQ2wX/qflzhLzDrm+CAocPJOfPS1CaVoeat2sA5r82L27977zaYP3Rm83b5qUtKRERSTkWGiEgN/ClP4d5+LbDPO/KvhP50dIozylw/r9zAuf+ZF9h38KAOnPp/XVObkIiIpI2KDBGROFxFBe7l4F27Q+Pvxuu+eYozyizlvuOduatZsHojk35YGRhzz4i+9GyrWQsRkWyjIkNEJIBbuxr/vOOqtHkjT8LbvB/0HYiX1yxNmaVfUUk59326mI9+WVdj3OTRg1OUkYiIZBoVGSIi1fiTn8S98mzVxjbtCO17WHoSyhDzi0r5+6tzNxnXs20z7hmxRQoyEhGRTJWVRYYxpg9Q03fKFdbazpXiWwLjgJFAV2A+8Chwk7W2IuD42wHXALsCOcBnwHhr7TsJ+hJEJAlc0Ur8C04I7Avd+Ehqk8kgX/y6nie+WMrPq0rjxvyxT1u6t23GiEEdaNVMj6QVEcl2WVlkVPI08ElAe0n0D8aYfOBNYCfgWeBrYDfgemAo4cKDSvE7Au8Aa4EHgQ3AX4E3jTFHWGtfTvyXISIN5X86HffgTYF9oQdewgtl3w/OGyt8Tp38M6sCNtAD6N6mGf/ctTv9OzVPcWYiIpLpsr3ImGqtfWwTMecAw4ELrLW/be1rjLkHONMY86y19sVImwc8ApQBw621P0fa7wS+ACYaY/paa0uqn0RE0sOVl+GfcVRgn3fISEKHjU5xRum1rrSCKbNW8sqsVazf6MeNe2nUIEKel8LMRESkMcn2IqM2zgQKgduqtY8FTgLOAl6MtO0JbAVMiBYYANbaFcaY64F7gWOAJ5Kcs4jUglu7Bv+8vwT2ZcvsRbnvKC7zmbNyA+Pe+qXG2K0KWnDctl3YsqBlirITEZHGSkVGDYwxA4HewMTqay+stauMMdOBPxpjWlpri4H9It1TAg43hXCRcQAqMkTSLmhZAAAgAElEQVQyQlCB4e28N6G//SMN2aTOxgqfs1+Zy5J1Zbhafub2g/rQt4NuixIRkdrJ+iLDGNMRaAkUWWurP49xq8jrV3E+/hWwLzAg8udo/NfVA621i4wxK4AhtcxrRlC7tRaAzp07B3UnVW5ubtrOLY1XJo4bt7GUpSP3imkvePpNvOYt0pBRcvnOUbwx/HuSm9+awxuzl9Xqc8ds1w2zXQ+6t0tPcZGJY0cyn8aN1JfGTmJle5HxCPDbTcXGmG+Be4AHrLUO6BXpWhTn89H2zQkXGb2A1QHFSuX47N69SySNnO+z8oK/Uf7z7Ji+ri99kIaMku+DuSu5YMr3m4xr2SyH4o0V/KFbG64/ZAgdWualIDsREWmqsrXIKCZ869J3wHKgLeEZhhOB+4DdgdFA60j8+jjHiba3iry2riE2Gt+qhv7fWGuHxelyAMuXL6/NYRIqWtmn49zSeGXCuHEVFbhnH8K9/Wpgf+jq+xr1uC4t93lt9iqWFZfz+o9FFLTKw3eOxevKNvnZOw7qQ692+eSEfl/EXVG8muXFycy4djJh7Ejjo3Ej9aWxE6t79+71/mxWFhnW2qXAmOrtxpjxwOvAKGPM00Ao0hWzF0a19ujq0FANsdH4pr+SVCSDuJ++x59wcdz+0IRH8Do23qnxH5YWc/EbC6q0Fa7dGDe+ZV6I4jKfc3buxt5btEt2eiIikqWyssiIx1q72hhzHvA+cDS/r62Id0NytD06e1FMeFYknubUPNMhIgnkv/gE7j/PB/aFLr4Rr9/gFGfUcCtLylmybiPvzlvDa7OLav25Awe054wdN0tiZiIiIr9TkRHr88hrN+CNyJ+7xomNfsdeUul1iDEm11obtHvVZpViRSRJXOEC/CvPCuwLnX4RDN0ZLxQK7M9UEz9bwiuzVm0ybsTgDrTKC7F7n/DvO9rl59ImXxOoIiKSWioyYkXXTKwEZkX+HO/XndEnRUVXkc7i96dN/VA50BjTDugOBN8ULiIN5opW4l9wQnDnwK3JueC6lOaTCGUVPmdM+ZllxcG7bkft0KMVY/fsVWOMiIhIqqjIiHVM5PUdwrt0rwIOBC6qHGSMaQHsBXxlrV0RaX6L8FqPA6lWZETaQpEYEUkwN+9H/Gv/GdjnjTqN0F4Hpzijhikt95n6UxEPzVga2N+rXTMqfMcOPVrzl+260Cyncc3MiIhI05aV35WMMbcbY/oGtG8PXEf4lqYnIxvwPQJsY4wZXS38UqAD8GCltlcJ7w5+vjGmoNJx2wBXEl6P8VQivxYRAf/5x4ILjPYdCd31bKMrMJ7+ehnm2dmBBcaJ23dh8ujB3H3IFtx3aD/+NqyrCgwREck42TqTcQBwljFmGvApsIbwLVHHASXAMdbatZHYa4BDgMeNMfsRnqEYDhwOvA1MjB7UWltqjDkNmAx8box5HNhI+HG4A4BTIk+2EpEE8R+6BffxOzHtoXtfwMtrXHs9LFm3kVMn/xy3/8q9erJ999Zx+0VERDJFtv76a0/gJsILsf8BXEt4LcXDwDbW2unRQGttEbAr4RmLfYGrgG2Aq4GDrLVVHkRvrX2F8G1UM4GzgQsIz4wcYq19KKlflUiWcfN/ii0wOnYh9ODkRlVgVPiOo5+eFbfAOH5oFyaNGqQCQ0REGg3POZfuHKRuHEBhYWHKT6xNaqQ+kjVu3JyZ+DdcWKXNO9gQOvwvCT1PKlwydT7fLyuJaf/Hzt3YK4v3stA1R+pD40bqS2MnVqXN+Lya4oJk6+1SItJIuTVF+P/8a0y7t9t+jarA+PCXtfz7y2UsXBO7cV7b/BweOaIfeVprISIijZSKDBFpNIJmL6JCx5+d4mzqrmhDOS98t4IpM+Pvd/H4Uf1p31yXZhERadz0nUxEGoWK686HubNj2r0d98A7OfjRtZni88J1jH974SbjRm/bWQWGiIg0CfpuJiIZzZVtxL9lbGCBEXrgJbxQZu5m/eWv67nyrV82GfeHri05fmgX+ndsjufV+ZZXERGRjKQiQ0Qylvv8A/z7bohp9/Y4EO/Pp2RkgVFUUs7xL/5UY0yrvBB7b9GOvw7VJnoiItI0qcgQkYzifB/3+ku4Fx8P7PeOG0NojwNSnNWmrSwp56Xva15vMax7K87ZuRvtdEuUiIg0cfpOJyIZw5/8FO6VZ+L2h06/GG/YLinMKNiSdRv5eVUp3ywp5p25q1m30Y8b27dDPuP27kW7/BzdDiUiIllDRYaIZIQaC4zthhM642K8UPpuLSot93n+uxXYb1fU+jP/Oqo/bTVrISIiWUjf/UQkrdyXH+M/9ygsjd1g0ht5Et7eI9JaXESZZ2MXngdpluNx6OCOHLddlyRnJCIikrlUZIhIyrnSUtykf+GmTQns98xJhPY7LMVZxdpY4TPp+5U8+XXw7q+92+XTpnkOgzo1Z8TgjnRooUuqiIgIqMgQkRRyyxbj3zEeliyKG+PtMyLtBUaF73jwsyX898eiwP6/bV/A/v3b0yIv/TMsIiIimUhFhogknSsro+KKMfBr/H0jvOF74e13KN7m/VKYWVWfF67jgU+XsHhdWdyY6/fbnCEFLVOYlYiISOOjIkNEkm6p+WPcvtCYy/C22ymF2VT1w9Jibnm/kGXF5TXGHTigPWbrTnRqmZeizERERBovFRkikjSurIwlRwQ8cja/OaGxt+Jt1jP1SVXyyIwlTK5hXwuAK/fqyfbdW6coIxERkaZBRYaIJJxzDmcfDlzYHbrhIbxOBWnI6ndlFT73fbKEN39eHdg/pEsLTti+gEGdW6Q4MxERkaZBRYaIJIxbUohvH4avPw3sD427Ky0FhnOOKTNX8dPKDXz163pWl1bExAzs1JwLd+9Bl1a6HUpERKShVGSISIO44nW4d1+H5Utw7/w3blzovhfwclP/A7xzjsOfmlVjzJk7bsYBA9qnKCMREZGmT0WGiNSLW1OEf/NlNT4xCqD1CWfRcsSfWbFyZYoy+1257zjq6ZoLDK25EBERSTwVGSJSJ+77L/Fvu6LmIM8jdPpFMHRnWnVJ7c7XzjkmzljKq7OCF3SP3rYzBa3y2HazVto8T0REJEn0HVZEasU5h3v+UdzUSXFjvH1GQOcCQvumZzO9mctKuGjq/Lj9TxzVn3bNddkTERFJNn23FZEaOedwLzyGe/2l4IBQiNA54/CGbJfaxAjn9uvaMm54dxHzV5fWGPvkMQNo3SwnRZmJiIhkNxUZIhKX++kH/AkXBXcO3obQeVfjeV5Kc5qzcgMTpi+idbMQc1bWXFhctU8vtt2sVYoyExERkSgVGSISwzmHe2MS7rlHA/u9o08gdMCRKc2pwnc8PGMJr84uAmBJDbH9OuZzy4F9Ul4AiYiISJiKDBGpwpWV4Z95VGCfd8Lf8XbZJ+U/vE+bU8RdHy2uMWaz1nlcvldPerbNT1FWIiIiEo+KDBH5jVu8EP/yM2M7WrQidMdTKS8uikrKOfPln1lf5sf0tcvPYeyePWmRF6Jn22aatRAREckgKjJEBABXtDKwwPB22YfQieekPJ+VJeWc+OJPgX1/276Aw7bsmOKMREREpLZUZIhkOVdehn/PtfDt5zF9oQmP4HXsnPKc3l+whhunF8a0jxjcgZO2L9CshYiISIZTkSGSpWpaewGQM3FKCrOBTxau5dp3FpGf41Fa4WL6Hz+yP+21eZ6IiEijoO/YIlnGOYd//QUwd3ZwQPuOhG4MfqpUovNYXlzO2z+v5smvl//WHlRgTBo1SLMXIiIijYiKDJEs4ubMxL/hwrj9oavuwevWK+l5fLpwHde8s3CTcdtu1pKr9tk86fmIiIhIYqnIEMkC/tSX4u55ARC661m85i2SmsNni9bxw7IS3vx5NatKyuPGbd21JWP/2JPckEdejmYvREREGiMVGSJNmFu2GP/SU+P2hy6agNd/y6TnMX3OCq7+X/yZi/wcjz36tOW0HbqSlxNKej4iIiKSXCoyRJoY5xzu+UdxUyfFDxoylNDZY/Fy85Kay8LVpRz25Htx+3fr3YYLduuR1BxEREQk9bK2yDDGtATOB0YCWwDlwLfAfdbaJyrFnQDUtAr2BWvt0dWO3Qe4HtgXaBk57gRr7YsJ/BJEqnDOwecf4t9/Q9wYb48DCB03Jum5TP2piOnz1/D14uKYvh5tm7FHn7bs1ruNducWERFporKyyDDGbAtMBroDrwFPAe2BUcDjxphe1tprq33samBlwOF+rHbsvsCnQD7wCLCMcCHzgjFmjLX23kR+LSIA/jMTcW++HD+gbXtCl96M16kgqXmsLa3gtg8KmVG4PrB/995tOF8zFyIiIk1eVhYZwFBgIXCAtXZWtNEYcxMwE7jUGHOLtXZDpc88Yq2dV4tj30O4YNnNWvtR5Li3ANOBW40xk6y1sbuMidTDpva68A4dhXewwQslf53DR7+s5fp3F8Xtf/HYQeSEtJBbREQkG2TrCstpwF6VCwwAa+1S4HXCtzjVeTVsZBbjT8Dz0QIjctwS4HLCsxsnNyBvkSriFRjervsSenAyoRF/TnqB4ZzjiKdmBhYYQ7u14vFRQ3n/nN1UYIiIiGSRrJzJsNbW9ID+kgYcer/Ia9BWyW9Ejn0AcFUDziFZzG0sxX32Pu7R2wP7Q6dfhDds15Tk8tOKDVw2bQEbyv3A/iv27MmwHq3p3LlVSvIRERGRzJGVRUY8xphcYG/CxcCsat05xpgCwn9ny621GwMOsVXk9avqHdbacmPM98CQWuYyI6jdWgtA586da3OYhMrNzU3bubNZ8dTJlH4ynY0zPqgxruDZt/GapWYh9QlPfcGPy4LXXezatwM3HrrVb+81bqS+NHakPjRupL40dhJLRUZVZwG9gbustdUfi/MjEL3fo8wY8x5wnbV2WqWY6FbJ8W5MXwQMM8a0sdauTVTS0vSU/7qQNffeQNm3n9cqvtOdTyW9wFizoYzDHvqUjRXBMxcAU88YTqtmuqyIiIhkO/00EGGM2RK4FvgFuKJS1zzgRsJFxhqgABhO+IlRU40xp1trH4zEto68Bv+K9/f2VkCNRYa1dlicLgewfPnymj6eFNHKPh3nbspcWRluxnuwpgg2bMC9/HTtPrjtjoT+cgZe+04UASTx3+U/s1dx/6dLAvt6tm3G+H160alFLiVrimLuN9S4kfrS2JH60LiR+tLYidW9e/d6f1ZFBmCMaQFYoBkw2lpbFO2z1v4P+F+1j9xtjLmO8BOjbos8MWopvy+kr4hzqmh7ToJSl0bMffcF/u1X1jre22F3vJ33goF/wMtPzW1RV7y5gK8C9rqIuuvgvmzeXntdiIiISFVZX2QYYzzCm+1tDZxnrZ1em89Za7+PPJr2WuAg4DEg+tNY80p/rqx55DXeTIdkAff9F/i31bK4aNUGb9RpeMN2xctJTW06b9UGzv/vfMp8Fzfm4SP60bllcncLFxERkcYr64sMwpvsjSS8D8Ztdfxs9Ib5bpHX6P0kXYG5AfGbARsI33YlWcatWoF/4Yk1xni77AOtWkPzFoQOHZWizMJmLivhoqnza4z5y7adOWZrLYgTERGRmmV1kWGMOQ64jPDtUKfX4xDRZ3NGdwKPPpFqMNWKjMiMyZbAj9ba+CtnpclwzuEevAk3dzasXgnl5YFx3kHHEDriuBRnFzZj0Tru+XgxK0qCc4u6aPfuDO/VhpCnvS5ERERk07K2yDDG7A48BMwGjrTWltXjMMdEXt+NvL4VeT0Q+E+12B2BTsC/63EeaWScc/inHlZz0OBtCJ07Hi+UniU6t75fyDvz4k+qdWyRy80H9qaTbosSERGROsrKIsMY0x94CVgHHGKtXRUnrhtwLnB19UfOGmNOJHyb1WvW2h8ArLWfR/a3OMkYc290R3FjTB5wPeATLmykCXJ+Be6Dt3CP31Vz4GY9CV11D16aZgXen7+GG98rjNu/VUELztu1u9ZciIiISL1lZZEBPEl4VuF54GBjTFDMR8AC4DzgNGPMa8B3QDnwR8KzFT8AJ1X73GmEZzY+MMY8RvhWqiOB7YFrrLXfJvqLkfRzX3yEf+91cfu9UafjDdoauvZI2QLukjKfeUUbmLeqlJyQx7Q5q5m9vISg5dx9O+Tzj5270a1NM/JzQwERIiIiIrWXrUVG18jr0ZH/goy31o4zxvwf8HdgD+DwSN9PwOXA7dbadZU/ZK2dYYwZDlwDnAi0AL4HTrDWPp7YL0MygT/xZtwn78btD014BK9j6hZLz1pewthpC9hYEf/pUJXdsN/mbFnQMslZiYiISDbxnKvdDyKSMRxAYWH8212SRZvU/M45h3/lWfDrL4H93k5/xPvbuXih1MwKrNlQzi3vF/JlDXtaVLdTz9ZcskePpN+2pXEj9aWxI/WhcSP1pbETq9JmfHX+YSFbZzJE6sVVVOCPOxsWLwwO2G44OWMuTVk+vnNcMnUBM5dX32f7dx1b5NIiL8SWXVqwfmMFu/Vuy7DurWmRp9uiREREJDlUZIjUkltThP/Pv8btD429Da93v6TnUVbhM79oI//877wa4/p3bM75u3WnW5tmSc9JREREpDIVGSK14P/vNdyT9wf2hS6aAH0HJm1B93dLi7n1/UKWF5fjQeDC7ajcEJy1Uzf27Ns2bU+vEhEREVGRIRLAlZXh3p8GSxbhpk0JjEn2gm7nHKdOnsPS9b9vlFdTgTFh/94M7tIiafmIiIiI1JaKDJFKXOkGmP0d/p3j4wfl5BC64xm8/Pyk5LCh3KeopJyr/7ewSoFRXZv8HHznuOOgvnRppT0tREREJHOoyBAh8rSos0dC6YYa47zd9iN0/NkJP//SdWXc9kEh3y+Lv4C7d7t8ztmlG93bNCM/1yOk26FEREQkQ6nIkKzmnMPZh+PeEgXg7bIP9N8Sb/heeHkNnzH4cUUJ0+et4dulJZRXOOavLt3kZ+4dsQU92moBt4iIiDQOKjIka7mlv+JfdlpwZ24e3tDheCf/MyF7XTjnWL2hgn/8Zx6rSuLfAlVZhxa5tG+ew4nbF6jAEBERkUZFRYZkJf/Dt3GP3BbYl6gF3c45Hv58KdPnraFoQ0WtPtOmWYiThnXV06FERESkUVORIVnFFa/Hv/wMWFMU0+eNOo3QXgc3+ByvzlrF1J+KmFdU821QPds2Y5fN27Bllxb0aNuMrq01WyEiIiJNg4oMyQrOr8B9/G782YsHJ9d55qDCd8xeUcJXvxaDB+/MXUPh2o2b/FzHFrnccXBf2uYnZ18NERERkXRTkSFNmvN93Nuv4Z55MLDf22cE3siTa11gVPiOt+euZtqc1fxQw5Ogqhu9bWf279ee9i30v5yIiIg0ffqJR5ok51fgX30uLJwXNyZ00Q14/YfUeJwN5T6Pfr6U9+evodyHknK/1jns168d+/Vvz6DO2iBPREREsouKDGly3Pw5+NecGz9g6HBCp12El1Pz7Upv/byaOz78tVbnHNCpOVsVtMQ5x55927FFx+Z1SVlERESkSVGRIU2G/9HbuIeD11wAeHsfQujYUzd5nIVrShnz8txNxu3YszWHDe7I1l1b1ilPERERkaZORYY0CRXnjILidYF9odv+jde67SaPUVbhc9sHv/L+grWB/ScPK2D77q3p2jqP3JAeLysiIiISj4oMadT896fhHrszuLP/EEIXXFerzfQ+XriW695ZFNh3QP/2nLFjV+1bISIiIlJLKjKkUXJrivD/+dfgzkF/IPTPazZZFHy8cC3/m7uGD+LMXAA89+eBNMtp+I7fIiIiItlERYY0Oq5oJf4FJwT2hcbdjddj88C+2ctL+HjhOn5duzHuLVFRE/bvzeAueiqUiIiISH2oyJBGxfl+cIExbBdyTr+4SpPvHBU+3Pnhr7w7f02tjj+seysu2aMneTm6NUpERESkvlRkSKPgNhTjjz0TVq+M6au+W/f789dw43uFtT724M4tOHBAe4b1aK1duEVEREQSQEWGZDRXVoZ78QnctMmB/TkTp/z257IKxz9em8vCNRtrPOZOPVtT0DqPrQtaMrRbK/JzteZCREREJJFUZEjGct98hn/nVXH7Q1fe8dufS8t9zLOzg+M88B3cflAf+rTP11OiRERERJJMRYZkHLexFP+2K+Gn7wP7QxMexuvYBYAflhXz5pzVvDFndUzc9t1accVePVVUiIiIiKSYigzJGM453MtP415+JrDfO+k8QsP3/O39Le8Vxl3Qfc8hfenZLj8ZaYqIiIjIJqjIkLRxFRW4x+7EffQ25ORCRXlwYMcu5Ex4+Le3Hy5Yyw3TgzfOA7AjB2qdhYiIiEgaqciQlHOrVuDfdAksW/x7Y5wCI/SP8XhbDcV3jive/IVvlhQHxg3o1JyRW3dmWI9WhHR7lIiIiEhaqciQlHKLF+FffsYm47x9DyU08mQWrinlwTcX8NXi4OIC4NT/68rBgzokMk0RERERaQAVGZISbmMp/gUnQvG6wP7QaRfCtjvyy9pynvp2JR/+sg6enFnjMUcM7sBJ2xdoYbeIiIhIhlGRIUnl5v+Ef815cfu9Gx7mteU5TPxsKcz6uVbHvPSPPdixR2sVFyIiIiIZSkWGJIVbsRT/4pMD+4pz8hm74znMy+8M/11Rq+P17ZDP37YvYJvNWiUyTRERERFJAhUZklDO9/GvOx/m//Rb28pmbfimfX/e7LYD33boX6vjbNmlBUcM6cgfurakRW5IsxYiIiIijYiKDEkY/53/4v5972/vP+k0hEf6H8rSFh1r9fl9+7XjxKEFtGqmokJERESkMVORIQ3mysvxzzjyt/fvFWzLrUNG1+qz4/fuxZZdWmhfCxEREZEmREVGEhljjgIuBLYGioE3gEustfPTmlgCVS4wfm3RiTE7XRQ3tkOLXDZv14x9+7Vnt95ttJ+FiIiISBOlIiNJjDF/B+4AvgWuB7oAfwP2Ncbs0BQKDTf7O1befi2Pbnks07sOjRs3rHsrRm/bhX4dm6cwOxERERFJFxUZSWCM6QncBHwG7GGtLYm0PwNMB+4CDk1fhvXnnKPivht4bkVznu57IOx6RdzY3Xu34fzdeqQwOxERERHJBLoRPjlOAZoBl0cLDABr7YfAC8AIY0zvdCVXX+s/fIeLxt7DkW0PDxcYcXRonsPDR/RTgSEiIiKSpTSTkRz7ASXAtIC+KYAB9gcmpjKphrj5tmeYXrAdFGwX2O8BJ/9fAQcO6EBuSGstRERERLKZiozk2Ar4zlpbHtD3VeR1SE0HMMbMCGq31gLQuXPnhuRXZx933iqw/Yg/dOWcP/YjL0eTYhIsNzd8mUn1mJXGT2NH6kPjRupLYyexVGQkmDGmLdAWWBQnJNq+eWoySozmFRvZGMr77f0/99yCfQcV0La5hpCIiIiIVKWfEBOvdeR1fZz+aHurmg5irR0Wp8sBLF++vO6ZNcBZOxaQ37I13XsU0CV3I57nsXFdEcvXpTQNaYSivxFK9ZiVxk9jR+pD40bqS2MnVvfu3ev9WRUZiRe9b6giTn+0PScFuSTMTkN66X8+EREREakV3UifeMWR13ibQkTb4810iIiIiIg0aioyEq8IKAW6xunfLPK6JDXpiIiIiIikloqMBLPW+sBPwOA4IdGnSs1KTUYiIiIiIqmlIiM53gIKjDFDA/oOqhQjIiIiItLkqMhIjocIPwXqOmPMb4vrjTFbAycAn1hrv0xTbiIiIiIiSaWnSyWBtfZrY8xNwIXAh8aYSUAn4ESgHDgtnfmJiIiIiCSTZjKSxFp7EXAK4UJuLHA84VukdtAshoiIiIg0ZZrJSCJr7UOEb50SEREREckamskQEREREZGEUpEhIiIiIiIJpSJDREREREQSSkWGiIiIiIgklIoMERERERFJKBUZIiIiIiKSUCoyREREREQkoVRkiIiIiIhIQnnOuXTnIHWjfzARERERSSWvrh/QTIaIiIiIiCRUbroTkDqrcyWZKMaYGQDW2mHpykEaH40bqS+NHakPjRupL42dxNJMhoiIiIiIJJSKDBERERERSSgVGSIiIiIiklAqMkREREREJKFUZIiIiIiISEJpnwwREREREUkozWSIiIiIiEhCqcgQEREREZGEUpEhIiIiIiIJpSJDREREREQSSkWGiIiIiIgklIoMERERERFJKBUZIiIiIiKSULnpTkAaB2PMUcCFwNZAMfAGcIm1dn5aE5OEMsb0AebWELLCWtu5UnxLYBwwEugKzAceBW6y1lYEHH874BpgVyAH+AwYb619J04+pwFjgAHAKuBl4FJr7Yq6fm2SeMaYbYBpQBdgL2vt/wJicoELgBOBzYElwDPAOGttSUB8H+B6YF+gJfAtMMFa+2KcHGp9barreJXk2dTYMcacQPjfJp4XrLVHV/tMHzR2mqTI3//5hP/+twDKCf/73metfaJarK45GUIzGbJJxpi/A88T/p/veuApYATwqTGmdzpzk6R5Gjg34L/LogHGmHzgTcIX/g+A8cBP/D5GqjDG7Ah8COwIPAjcBvQF3jTGjAiIvxW4H1gDXA28SvibxofGmPYJ+jqlnowxo4C3Cf+QGC/GI/zN/TrgR8Jj5APCPwC8YYzJqxbfl3DheQjhMXQ94evOC8aYMwOOX+trU13HqyRPbcZOJVcTfC2qUoBo7DRdxphtge+BsYSvI9cQ/t6wOfC4Maby9yVdczKIZjKkRsaYnsBNhP8n3CP6WwBjzDPAdOAu4ND0ZShJMtVa+9gmYs4BhgMXWGtvjjYaY+4BzjTGPBv9TVDkwv8IUAYMt9b+HGm/E/gCmGiM6VtpfO1I+AeJl4HDrbV+pH0qYIGrgL8n6ouVujHGnE/4uvASsAg4K07oMcBRwD3W2t9ijDGfAzcCZwO3Voq/B2gP7Gat/SgSewvha82txphJ1trCSHtdr021Hq+SPHUYO1GPWGvn1eLQGjtN11BgIXCAtXZWtNEYcxMwE7jUGGHH/ecAABFJSURBVHOLtXYDuuZkFM1kyKacAjQDLq88zWit/RB4ARih2YysdSZQSHhGorKxQClVf3jYE9gKuDdaYABEbnu6nvA08jGV4sdEXi+KFhiR+OeAT4CTjDHNE/NlSD3MBva11h4J1HTr2hjCY2FstfZbCY+dyj8E9AX+BDwf/WYPELnuXA7kAydXOkZdr011Ga+SPLUdO7WmsdPkTSN8S92syo3W2qXA64RnFbaMNOuak0FUZMim7AeUEP6fvLopkdf9U5eOZAJjzECgN/Bq9ftKrbWrCP9WZ7fI/agQHkfw+5ipLNp2QKW2/YAfrbU/xIlvCexez/Slgay1U6y1b9YUY4xpBewCvGutLar2+QrgNaCvMWZApLmmMfIG4etQ9TFSq2tTPcarJEltxk49aOw0Ydbahdbasjjdv/2wr2tO5lGRIZuyFfCdtbY8oO+ryOuQFOYjKWKM6WiM6WmMaR3QvVXk9auAvmh7HuEF25Xjv64eaK1dRPg3mkMi5+0AdNvEsUHjLtMNJHxLbm3/HeOOqcj153uq/pvX5dpU1/EqmSPHGFNgjOlujGkWJ0ZjJwtFFnjvTfgH/1nompNxtCZD4jLGtAXaEr5vNki0ffPUZCQp9AjgRd8YY74lfO/qA9ZaB/SKdNVmbHwViV9trV1XQ3x0HNXl2JK56vrvWJv4YcaYNoTHZl2uTXUdr5I5fuT3a1GZMeY94DprbeXfJmvsZKezCM8W3GWt/f/27j3YrrK84/g3IVwSCBioiQGhoFzCRaupzdhLEEEFItrA0EdKSMvNHmagcvMGDApDIJTAECnFMQKCbWR4mgYokoiiJCCXiiByJ3E0lggJt5IGQqCB0z+ed09W9tl7n7X2WefslX1+n5kz65y1nv2u9+y8WWc9e72XdWama07FKMmQVmqfYL/R5Hht/7ZDUBcZGuuAa4AngZeJi+p+xKxO3ya6KM2geNvYrkVsLT4bW6RsqaZ22kje+JEFYtupi3TeCmKg7nJihrnxxCDaLwA/NrNT3H1eilXbGWbMbF/gYuA54Btpt645FaMkQ1qp/adqNpdzbf8WQ1AXGQJpIN2p9fvN7EJigN2xZnYTxdvGyBaxtfhsbJGypZraaSN540cUiG2nLtJhad2MJXW7rzazS4j+7FemmX9eRG1nWDGz0cQsg1sBMzLjL3TNqRiNyZBW1qVts1l8avtbfUItXcDd1wBnpR+PpnjbWNcithafjS1StlRTO20kb/xgli0V5u5PAVcQkz9MS7vVdoaJNB3694iF8L7q7vdmDuuaUzFKMqSV14hp1iY0Of6+tF09NNWRDnskbSey8d88b9tYDeyYBuo1i8/GFilbqqmdNtJf/Hqi60zRa5PaVHfJXotAbWc4uYjoMne9u9dPDatrTsUoyZCm0voEvwEmNQmpzaLwbJPj0l1qfUdfZeO/eX9tY1naPks8Fu4zk4aZ7QDsnCnzeeD1HGWr3VVb3jbybN22T3z69HJfYlrjd9u4NhVtr1Jt2WsRqO0MC2Y2EziP6EZ3SoMQXXMqRkmG9OdnwHgz+2iDY9MyMdL9aovlLSVW6f4f4LD6oNRf9pPAr9Nie7CxjfSJT/tG1mLS7FV3A5PNbHyD+GlEf9al7f0aMhTc/WXgceDgJlOPTiOmLq7NrNKqjUwBdmLTa02Ra1PR9irVVrsW3ZO2ajtdzsymAtcSN+VHNVo3Q9ec6lGSIf25FugFLsl2dTGzA4DjgV+4+6MdqpuUzMzmplVQ6/dPBi4hHu3OT4sLXQ982Mxm1IWfC4wD5mX23UE8ofhyNnFIUwN+k+iX+oNM/DxiYoqL6+rxaWJxpIXdfnHuEvOAPwK+kt1pZicRn/BdX1uoyt0fAR4mVnPfJxO7JbEq/LvE9agm97WpjfYqHWRmE83ssnR9qD92AtFdZlFtsU61ne5mZnsCtxBPuI9Ii9k1o2tOhWh2KWnJ3R8zsznAV4EHzOxWIrs/AdgA9HSyflK6Q4HTzOwu4CGiL+okYCax4NHfuPvaFDsLOAK4Md38P01MMTmdeBLx3Vqh7v6WmfUAtwGPmNmNwNvEdLh7AV9Ms8TU4n9oZjcDJ6ek5y5iPvTjgVXA2YPz60vJ5gEGzEqJ6i+IRapmENMkX1wX30N8On2/md1AdIc5CpgMzHL3J2qBbVybcrdX6bgRxEQTPWa2iGgrG4BPEJ8MPw2cVPcatZ3uNZ/491kAfNbMGsU86O4PomtOpYzo7e3tdB1kM2BmJxNTm04iZk1YApzn7s90sl5SLjObAJwBHA58ENgaeAFYBFzq7r+vi9+JGIj3eeC9wEriD8Il7r6+QfkHEnOaTyGepP4qlXtHg9hRxI3GCcAewBpgMdHumi1wJEPMzC4gnkZ9Mk07Wn98DHA+8enzLsCLxKeS38hMPZmN/xDxx3kqMJpYdfcqd7+xyflzX5uKtlcZXK3ajpl9BPgScCDRbiD6xN8MzG20sKfaTncysxXEh0ytXOjuF6R4XXMqQkmGiIiIiIiUSmMyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVEoyRERERESkVKM6XQEREdnIzMYChwH7EdfoZcAid3+lSfx04BZgqbsfVGI9VqVv93b3/y2r3M1Zeq9PAX7i7lcUfO1JwIeAn7r77YNRv3SesUR7APh7d//DYJ0rc84vAN8CFrv7CYN9PhHZPCjJEBGpCDPrAS4F3lN3aL2ZzQYucvfeAuXtSf/X+Tfc/bkG+yekbVc98TazbYAftggZSbxnz7v7MXXHdgcOBVbVvyiHk4GPA6uBQUsygL2AQ4Be4M12CjCzg4HjgcnA9sArwAPAPHd/tMFLRhPtZVw75xOR7qQkQ0SkAszsVOBq4B3gKuAu4P+AqcBZwIXADsDZBYr9ORuThWZ+Cnyqjfo+QXt/Qza4+wFNyhxF/M5F3ebu03PGjiJuwht5N21HAre2UY+GzGwi8Gfpx3vKKreJGWn7gLu/WuSFZjYSuI5IMCDej9eAXYGPAD1m9k13n1VSXUWkiynJEBHpMDMbRzzBADjG3RdkDv/IzBYRN6dnmNm17v50zqJvJhKTRvYE/rKtCodJwBZtvO6dnHHLiE/j81iZ9+Tu/nrqUkQqv5e4md6Q6vYb4AOU+7ThYja+V4P2d9fM9gNOSz/uaWbvd/fc7w1wHpFgvAScDix097fMbDviScxs4CIzW+buXmLVRaQLKckQEem8w4DtgIfqEgwA3P0+M1sIHA2ck5KOmo81K9TdT292zMyOZwBJhruPSuXsT3zS/Yy7r2hwnj2AfYDn3P3JAqf4U3d/vd36tdKs3DTm4gPAq8C/l3GuNBYjO05hgZkd6u6PlFF+5jy7EN3AtgL+AOwCLDGz6e7+RI7XjwLOSD/OdPc7a8fS+zXXzGpP2c4GlGSISEtKMkREOm/3tH2sRcyviSRjZvqqitOIwdBfB/6pwfFjgVlEV7B/HMJ6FWJm2wO1wdyz3X2tme3Dpu/1lIJlfpl4T3qBLxIJzLnA/WZ2HnClu7/booi85zkQuAnYmUg0jgb+OZ3zl2Z2PjDX3Vt1RdsV2BFYC/y4ScwCIsn4k4HWWUS6n5IMEZHOq32yPrpFzJi0XUqM16jZl7iR75S30nbLJsdrv9MbQ1CXtqSxCDcSScBDwNx0aC+iC1HR8g5IZRxCdMP6krtfl46tBuYAlwPHmdkcwN19Qxvn2Z9IWv4WGJF+hx53fwv4hzRu5lLgMuB0M7sauM7dX2pQXC0B2ZLo2tWoPrV/y8J1FZHhR0mGiEjn3Z+2h5vZBHdfnT1oZqMBSz9e5e4LM8emU+0kY5u0XVew3LVm1n9UONLd2xqonboJXQ/UBo6PB94PrCASjiMz4Z8DTmxSzhjg08TTg2nETf/vgGPd/cFanLtfZWZLgO8RszfNB+aY2e3EAPbFOep7TjrHx9PuVcBZ7n5TNjadazExluKotJ1lZr8ETsp2X3P3lWa2gniq9nfpPanXk7Y/b1VHERFQkiEi0nHu/rCZ/Qw4GFhoZjPd/bcAZjYBmAd8kBgMnXtAspndC+zR5PCYJvuLGqwnGUUGfq8tWDYAZrYjMTj+U8Rg5zuB44D7zOwYd7+XzCxTZrZ7i+K+k14L8DLRTepf3L3PNLLu/piZfQz4a+BrRLLQQ0xv2zLJcPcNZvbe9Jonibbx3UbnSfHLgaPTU4+Tgc8Ca5qMjzkf+FfgGjPbC/gPIoHZjUiuTiSeYlzYqo4iIqAkQ0SkKmYQ08n+BbDMzJ4ibuj2JwbzvgAc1U+/+noTiQHAz9N3zYT1xADngS7WljfJKPokY9AGfgOY2ZHANcD7iCcOh7r7cjNbSYwvudvMLgcucPf1OYo8k3h68Z/A7c1u+mvSeie3Area2W7E4P8bclb/a8AV7v77nPGkpOJM4Mz0NKRRzL+Z2U5E96qvp6+s14AT3f2BvOcVkeFLSYaISAW4+6r06fapwDHEFLGjiClVbwMuL7ruQcYMd19SSkX7ejtt++su1fExGWnsxWeIcQxT0+6biXEMawDc/Zw0luHbxM38DDOz/m6s3f1lNj7JKMTd/5t4IpE3/k0gd4LR4PVNx1S4+7fMbAHRBe+jwFgiGf0v4Afu/lq75xWR4UVJhohIRaSbx8vTV173EDfMawalUg2kpwCz04+1VZ5nmlmjRf12TdvZZnZu+v4sd1/UIHawfQa4g1hs71ngK+7ep/uZu883s/uImZTGA78a0lo2YWbfp+AMVzkc4u6bPM1KP88p+TwiMswoyRARqRgz2wYgZzed9US/+Zbdc0q2A7H2RdaO6auZnTPfb5/jHEUGfgOM7u/9cvcfmdlxxExKt7h704UB05ofnzezrdz97WZxZjYF+H6RiuZwuLv/rsH+3ej7vg/UlmmMx9Z1+0cSs0xtRYzfGU081RgHvIdIvnYBOpEsishmQEmGiEj1vAlgZmNzjEs4mBgMvhQ4aJDrBYC730D+8QNF9BJPGNqRa72J+hmYcsS/nfl+Lhunt60ZQ/k3/vU3/LXzH5TnxWa2CpgATHX3fmeCSrNdfaJA/bKWEwPdRUQ2oSRDRGQYMrMtiCcPE4E/JsaAHAA87u5FumuVJj1ZmDRU5zOzscQ0tUXd4u7nAKSxLiNynGsl8cn/n2entK2Ih+m79kUv8cRpCjF7103AK8T4jJeIiQhWAr8lxhCJiGxCSYaISHU9bGb9TeO6bY5yFptZtmvQ1jS//l+Wq2bdYQvaewoxseyKFGVmk4kpZZ9y92sGUpa7n93kHAcBdwMvuntPo5gUN5DTi0iXUpIhIlJdew/w9Y8T045mvUOM41hHdHNZRSw8t5x4ivHCAM+5WXL3PE8jzgCuHILq5LE3MRPZncRUvCIilaIkQ0Skuvodk2FmR9BkgT53P7LR/nYNwuxGdxCrR8/uL7CgD7carD0M/IQYoN3ulMciIgOmJENERPIqe3ajR2k8U9VAjSy5vM2Ku8/sdB1ERJRkiIhILnlnN2rDDYNUroiIdIiSDBGR6ipr4Lf0w8yeyRE2rv+QIfdXOeuedZG7zx+U2oiIJEoyRESqa6ADvyW/srtsDZVtKV73KiZLItJlRvT29vchmYiIiIiISH7DenCciIiIiIiUT0mGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiUSkmGiIiIiIiU6v8BOsrl4oHZAIoAAAAASUVORK5CYII=\n","text/plain":["<Fi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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"image/png":{"width":373,"height":283},"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"_HdTtlYq_gw_"},"source":[""],"execution_count":null,"outputs":[]}]}