notebooks/06t_02_clustering.ipynb

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      "source": [
        "# Clustering\n",
        "\n",
        "อ.ดร.ธนชาตย์ ฤทธิ์บำรุง (อ.เชค)\n",
        "\n",
        "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ai-builders/curriculum/blob/main/notebooks/06t_02_clustering.ipynb)"
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    {
      "cell_type": "markdown",
      "source": [
        "**เป้าหมายการเรียนรู้**\n",
        "1. เข้าใจถึงการใช้ Clustering ในการแบ่งกลุ่ม\n",
        "2. เข้าใจกระบวนการในการทำ Clustering\n",
        "3. สามารถประยุกต์ใช้ Clustering กับโจทย์ต่างๆ ได้"
      ],
      "metadata": {
        "id": "dUz3vHY3cVZr"
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    {
      "cell_type": "markdown",
      "source": [
        "# How do we find similarities?"
      ],
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        "id": "yZ3gXxzSexHk"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
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      "metadata": {
        "id": "0Z68-6_isjLa"
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    },
    {
      "cell_type": "markdown",
      "source": [
        "## K-Means Clustering\n",
        "\n",
        "cr: https://www.youtube.com/watch?v=R2e3Ls9H_fc"
      ],
      "metadata": {
        "id": "Ku_b6bDOtsgt"
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      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.cluster import KMeans\n",
        "from sklearn.metrics import silhouette_score\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.metrics import classification_report, confusion_matrix\n",
        "import itertools"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Load data\n",
        "url = 'https://github.com/ai-builders/curriculum/raw/main/data/TelcoCustomers.csv'\n",
        "\n",
        "df = pd.read_csv(url)"
      ],
      "metadata": {
        "id": "kBjJp6m-hpvT"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Preview file\n",
        "\n",
        "df.head(5)"
      ],
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          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "zK8eXXR4huNy",
        "outputId": "6b8babeb-3c84-4b21-8435-59bfff4381fe"
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      "execution_count": 3,
      "outputs": [
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              "  phone number  international plan  voice mail plan  account length  \\\n",
              "0     382-4657                   0                1             128   \n",
              "1     371-7191                   0                1             107   \n",
              "2     358-1921                   0                0             137   \n",
              "3     391-8027                   1                0             118   \n",
              "4     355-9993                   0                1             121   \n",
              "\n",
              "   number vmail messages  total day minutes  total day calls  \\\n",
              "0                     25              265.1              110   \n",
              "1                     26              161.6              123   \n",
              "2                      0              243.4              114   \n",
              "3                      0              223.4               98   \n",
              "4                     24              218.2               88   \n",
              "\n",
              "   total day charge  total eve minutes  total eve calls  total eve charge  \\\n",
              "0             45.07              197.4               99             16.78   \n",
              "1             27.47              195.5              103             16.62   \n",
              "2             41.38              121.2              110             10.30   \n",
              "3             37.98              220.6              101             18.75   \n",
              "4             37.09              348.5              108             29.62   \n",
              "\n",
              "   total night minutes  total night calls  total night charge  \\\n",
              "0                244.7                 91               11.01   \n",
              "1                254.4                103               11.45   \n",
              "2                162.6                104                7.32   \n",
              "3                203.9                118                9.18   \n",
              "4                212.6                118                9.57   \n",
              "\n",
              "   total intl minutes  total intl calls  total intl charge  \\\n",
              "0                10.0                 3               2.70   \n",
              "1                13.7                 3               3.70   \n",
              "2                12.2                 5               3.29   \n",
              "3                 6.3                 6               1.70   \n",
              "4                 7.5                 7               2.03   \n",
              "\n",
              "   customer service calls  churn  \n",
              "0                       1      0  \n",
              "1                       1      0  \n",
              "2                       0      0  \n",
              "3                       0      0  \n",
              "4                       3      0  "
            ],
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              "      <th>total eve charge</th>\n",
              "      <th>total night minutes</th>\n",
              "      <th>total night calls</th>\n",
              "      <th>total night charge</th>\n",
              "      <th>total intl minutes</th>\n",
              "      <th>total intl calls</th>\n",
              "      <th>total intl charge</th>\n",
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              "      <th>churn</th>\n",
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              "      <td>195.5</td>\n",
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              "      <td>16.62</td>\n",
              "      <td>254.4</td>\n",
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              "      <td>13.7</td>\n",
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              "      <td>12.2</td>\n",
              "      <td>5</td>\n",
              "      <td>3.29</td>\n",
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              "      <td>391-8027</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>118</td>\n",
              "      <td>0</td>\n",
              "      <td>223.4</td>\n",
              "      <td>98</td>\n",
              "      <td>37.98</td>\n",
              "      <td>220.6</td>\n",
              "      <td>101</td>\n",
              "      <td>18.75</td>\n",
              "      <td>203.9</td>\n",
              "      <td>118</td>\n",
              "      <td>9.18</td>\n",
              "      <td>6.3</td>\n",
              "      <td>6</td>\n",
              "      <td>1.70</td>\n",
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              "      <td>0</td>\n",
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              "      <td>218.2</td>\n",
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              "      <td>348.5</td>\n",
              "      <td>108</td>\n",
              "      <td>29.62</td>\n",
              "      <td>212.6</td>\n",
              "      <td>118</td>\n",
              "      <td>9.57</td>\n",
              "      <td>7.5</td>\n",
              "      <td>7</td>\n",
              "      <td>2.03</td>\n",
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          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "##Preview data types\n",
        "\n",
        "df.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nObDFRb1hv5J",
        "outputId": "b695f0ba-0dbc-4b85-c37f-68fe46b1aca7"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "phone number               object\n",
              "international plan          int64\n",
              "voice mail plan             int64\n",
              "account length              int64\n",
              "number vmail messages       int64\n",
              "total day minutes         float64\n",
              "total day calls             int64\n",
              "total day charge          float64\n",
              "total eve minutes         float64\n",
              "total eve calls             int64\n",
              "total eve charge          float64\n",
              "total night minutes       float64\n",
              "total night calls           int64\n",
              "total night charge        float64\n",
              "total intl minutes        float64\n",
              "total intl calls            int64\n",
              "total intl charge         float64\n",
              "customer service calls      int64\n",
              "churn                       int64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "col_types = list(zip(df.columns,df.dtypes.to_list()))\n",
        "numeric_columns = list(df.select_dtypes(['int64','float64']).columns)\n",
        "text_columns = list(df.select_dtypes(['object']).columns)"
      ],
      "metadata": {
        "id": "krocvckHiQbz"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "##Define column role\n",
        "\n",
        "id = 'phone number'\n",
        "\n",
        "df.set_index(id)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 551
        },
        "id": "aGeHNhQHiRna",
        "outputId": "c2b0209a-3b0c-4db8-998a-b43a60919318"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              international plan  voice mail plan  account length  \\\n",
              "phone number                                                        \n",
              "382-4657                       0                1             128   \n",
              "371-7191                       0                1             107   \n",
              "358-1921                       0                0             137   \n",
              "391-8027                       1                0             118   \n",
              "355-9993                       0                1             121   \n",
              "...                          ...              ...             ...   \n",
              "351-2815                       0                0             100   \n",
              "378-1884                       0                0             121   \n",
              "384-6132                       1                0             177   \n",
              "338-6714                       1                0             113   \n",
              "377-4975                       0                0             146   \n",
              "\n",
              "              number vmail messages  total day minutes  total day calls  \\\n",
              "phone number                                                              \n",
              "382-4657                         25              265.1              110   \n",
              "371-7191                         26              161.6              123   \n",
              "358-1921                          0              243.4              114   \n",
              "391-8027                          0              223.4               98   \n",
              "355-9993                         24              218.2               88   \n",
              "...                             ...                ...              ...   \n",
              "351-2815                          0              264.5              117   \n",
              "378-1884                          0              255.1               93   \n",
              "384-6132                          0              248.7              118   \n",
              "338-6714                          0              122.2              112   \n",
              "377-4975                          0              138.4              104   \n",
              "\n",
              "              total day charge  total eve minutes  total eve calls  \\\n",
              "phone number                                                         \n",
              "382-4657                 45.07              197.4               99   \n",
              "371-7191                 27.47              195.5              103   \n",
              "358-1921                 41.38              121.2              110   \n",
              "391-8027                 37.98              220.6              101   \n",
              "355-9993                 37.09              348.5              108   \n",
              "...                        ...                ...              ...   \n",
              "351-2815                 44.97              194.0              111   \n",
              "378-1884                 43.37              266.9               97   \n",
              "384-6132                 42.28              172.3               73   \n",
              "338-6714                 20.77              131.7               94   \n",
              "377-4975                 23.53              158.9              122   \n",
              "\n",
              "              total eve charge  total night minutes  total night calls  \\\n",
              "phone number                                                             \n",
              "382-4657                 16.78                244.7                 91   \n",
              "371-7191                 16.62                254.4                103   \n",
              "358-1921                 10.30                162.6                104   \n",
              "391-8027                 18.75                203.9                118   \n",
              "355-9993                 29.62                212.6                118   \n",
              "...                        ...                  ...                ...   \n",
              "351-2815                 16.49                262.7                111   \n",
              "378-1884                 22.69                197.7                118   \n",
              "384-6132                 14.65                191.9                 87   \n",
              "338-6714                 11.19                169.5                106   \n",
              "377-4975                 13.51                 47.4                 73   \n",
              "\n",
              "              total night charge  total intl minutes  total intl calls  \\\n",
              "phone number                                                             \n",
              "382-4657                   11.01                10.0                 3   \n",
              "371-7191                   11.45                13.7                 3   \n",
              "358-1921                    7.32                12.2                 5   \n",
              "391-8027                    9.18                 6.3                 6   \n",
              "355-9993                    9.57                 7.5                 7   \n",
              "...                          ...                 ...               ...   \n",
              "351-2815                   11.82                 7.5                 4   \n",
              "378-1884                    8.90                 8.8                 3   \n",
              "384-6132                    8.64                11.3                 2   \n",
              "338-6714                    7.63                10.3                 9   \n",
              "377-4975                    2.13                 3.9                 9   \n",
              "\n",
              "              total intl charge  customer service calls  churn  \n",
              "phone number                                                    \n",
              "382-4657                   2.70                       1      0  \n",
              "371-7191                   3.70                       1      0  \n",
              "358-1921                   3.29                       0      0  \n",
              "391-8027                   1.70                       0      0  \n",
              "355-9993                   2.03                       3      0  \n",
              "...                         ...                     ...    ...  \n",
              "351-2815                   2.03                       2      1  \n",
              "378-1884                   2.38                       3      1  \n",
              "384-6132                   3.05                       1      1  \n",
              "338-6714                   2.78                       5      1  \n",
              "377-4975                   1.05                       4      1  \n",
              "\n",
              "[700 rows x 18 columns]"
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              "      <th>international plan</th>\n",
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              "      <th>358-1921</th>\n",
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              "      <td>137</td>\n",
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              "      <td>41.38</td>\n",
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              "      <td>110</td>\n",
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              "      <td>203.9</td>\n",
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              "      <td>348.5</td>\n",
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              "      <td>97</td>\n",
              "      <td>22.69</td>\n",
              "      <td>197.7</td>\n",
              "      <td>118</td>\n",
              "      <td>8.90</td>\n",
              "      <td>8.8</td>\n",
              "      <td>3</td>\n",
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              "      <td>1</td>\n",
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              "      <td>118</td>\n",
              "      <td>42.28</td>\n",
              "      <td>172.3</td>\n",
              "      <td>73</td>\n",
              "      <td>14.65</td>\n",
              "      <td>191.9</td>\n",
              "      <td>87</td>\n",
              "      <td>8.64</td>\n",
              "      <td>11.3</td>\n",
              "      <td>2</td>\n",
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              "      <td>1</td>\n",
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              "      <td>7.63</td>\n",
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              "      <td>4</td>\n",
              "      <td>1</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>700 rows × 18 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-76b468c2-6823-4303-b669-ae7271bce049')\"\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
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              "\n",
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              "\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-76b468c2-6823-4303-b669-ae7271bce049');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "##Check duplication of ID Columns\n",
        "\n",
        "no_rows = df[id].count()\n",
        "no_unique = df[id].nunique()\n",
        "if no_rows != no_unique:\n",
        "  print('\\nDuplication Warning:')\n",
        "  print(' The total records of ' + col + ' is ' + str(no_rows) + \n",
        "        ' but the total number of distinct records is ' + str(no_unique))\n",
        "else:\n",
        "  print('\\nNo Duplication Found in ID column')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BgUXnEsbiTaO",
        "outputId": "d91e83e3-97c5-46c8-9789-3a1c713f012f"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "No Duplication Found in ID column\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "##Explore Text Columns\n",
        "\n",
        "text_cols = list(set(df[text_columns]) - set(df[id]))\n",
        "if len(text_cols) != 0:\n",
        "    for i, col in enumerate(text_cols):\n",
        "        print(col + ' has ' + str(df[col].nunique()) + ' distinct values')\n",
        "else:\n",
        "    print('\\nThere is no text column')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w7WWgSbyiVJN",
        "outputId": "f37d53d3-f61e-4f67-b502-cf1a3ae84e6c"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "phone number has 700 distinct values\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "##Explore Numeric Columns\n",
        "\n",
        "numeric_cols = list(set(df[numeric_columns]) - set(df[id]))\n",
        "if len(numeric_cols) != 0:\n",
        "    \n",
        "    print('\\nNumerical columns: ' + \", \".join(numeric_cols))\n",
        "\n",
        "    for i, col in enumerate(numeric_cols):\n",
        "        print('\\nSummary Statistics of ' + col)\n",
        "        print('mean : ' + str(round(df[col].mean(), 2)))\n",
        "        print('median : ' + str(round(df[col].median(), 2)))\n",
        "        print('std. dev. : ' + str(round(df[col].std(), 3)))\n",
        "        plt.figure(i)\n",
        "        f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
        "        sns.distplot(df[col], color ='dimgray', hist_kws=dict(edgecolor=\"darkgray\", linewidth=2, alpha=0.2), ax=ax_hist)\n",
        "        sns.boxplot(x=df[col], ax=ax_box)\n",
        "        plt.show()\n",
        "\n",
        "else:\n",
        "    print('\\nThere is no numeric column')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "4ldd_yaLiW72",
        "outputId": "eeac6612-c836-42dc-d14c-8ba67d116e60"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Numerical columns: total day charge, total eve charge, account length, total eve minutes, total eve calls, customer service calls, total intl minutes, total intl charge, international plan, voice mail plan, total day calls, churn, total intl calls, total night charge, total night calls, number vmail messages, total day minutes, total night minutes\n",
            "\n",
            "Summary Statistics of total day charge\n",
            "mean : 32.18\n",
            "median : 32.22\n",
            "std. dev. : 10.162\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total eve charge\n",
            "mean : 17.27\n",
            "median : 17.07\n",
            "std. dev. : 4.591\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of account length\n",
            "mean : 125.93\n",
            "median : 121.0\n",
            "std. dev. : 26.407\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total eve minutes\n",
            "mean : 203.17\n",
            "median : 200.8\n",
            "std. dev. : 54.018\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total eve calls\n",
            "mean : 100.47\n",
            "median : 101.0\n",
            "std. dev. : 19.722\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of customer service calls\n",
            "mean : 1.85\n",
            "median : 1.0\n",
            "std. dev. : 1.573\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total intl minutes\n",
            "mean : 10.44\n",
            "median : 10.5\n",
            "std. dev. : 2.753\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total intl charge\n",
            "mean : 2.82\n",
            "median : 2.84\n",
            "std. dev. : 0.743\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of international plan\n",
            "mean : 0.18\n",
            "median : 0.0\n",
            "std. dev. : 0.383\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of voice mail plan\n",
            "mean : 0.26\n",
            "median : 0.0\n",
            "std. dev. : 0.437\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total day calls\n",
            "mean : 101.22\n",
            "median : 102.0\n",
            "std. dev. : 19.567\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of churn\n",
            "mean : 0.43\n",
            "median : 0.0\n",
            "std. dev. : 0.495\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total intl calls\n",
            "mean : 4.41\n",
            "median : 4.0\n",
            "std. dev. : 2.512\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total night charge\n",
            "mean : 9.09\n",
            "median : 9.11\n",
            "std. dev. : 2.202\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total night calls\n",
            "mean : 100.03\n",
            "median : 100.0\n",
            "std. dev. : 19.644\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of number vmail messages\n",
            "mean : 7.48\n",
            "median : 0.0\n",
            "std. dev. : 13.216\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total day minutes\n",
            "mean : 189.31\n",
            "median : 189.55\n",
            "std. dev. : 59.778\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics of total night minutes\n",
            "mean : 202.09\n",
            "median : 202.3\n",
            "std. dev. : 48.935\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "##Exclude unwanted variables\n",
        "\n",
        "exclude_list = ['international plan', 'voice mail plan', 'churn']\n",
        "\n",
        "numeric_cols = list(set(numeric_cols) - set(exclude_list))"
      ],
      "metadata": {
        "id": "484oqdZyibIj"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "##Standardize data\n",
        "\n",
        "df_std = pd.DataFrame(StandardScaler().fit_transform(df[numeric_cols]))"
      ],
      "metadata": {
        "id": "VSXLGldEicMg"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "k = 10\n",
        "wcss=[]\n",
        "sil=[]\n",
        "\n",
        "for i in range(2,k): \n",
        "     cluster = KMeans(n_clusters=i, init ='k-means++', max_iter=300,  n_init=10,random_state=0)\n",
        "     cluster.fit_predict(df_std)\n",
        "     wcss.append(cluster.inertia_)\n",
        "     labels = cluster.labels_\n",
        "     sil.append(silhouette_score(df_std, labels, metric = 'euclidean'))\n",
        "\n",
        "fig, ax1 = plt.subplots()\n",
        "\n",
        "ax2 = ax1.twinx()\n",
        "ax1.plot(range(2,k),wcss, label='WCSS', color='green')\n",
        "ax2.plot(range(2,k), sil, label='Silhouette')\n",
        "\n",
        "ax1.set_xlabel('Number of clusters')\n",
        "ax1.set_ylabel('WCSS')\n",
        "ax2.set_ylabel('Silhouette')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 280
        },
        "id": "t9M0Ky1yidb9",
        "outputId": "aebc727f-dc8e-4a81-c8dc-366065c10f4a"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_k = 5\n",
        "\n",
        "final_cluster = KMeans(n_clusters=final_k, init ='k-means++', max_iter=300, n_init=10,random_state=0 )\n",
        "final_cluster.fit_predict(df_std)\n",
        "df['cluster'] = final_cluster.fit_predict(df_std)"
      ],
      "metadata": {
        "id": "7jTgX1BSifSj"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X = df[numeric_cols]\n",
        "y = df['cluster']\n",
        "\n",
        "clf = RandomForestClassifier(max_depth=2, random_state=0)\n",
        "clf.fit(X, y)\n",
        "y_pred=clf.predict(X)\n",
        "\n",
        "print(\"=== Confusion Matrix ===\")\n",
        "print(confusion_matrix(y, y_pred))\n",
        "print('\\n')\n",
        "print(\"=== Classification Report ===\")\n",
        "print(classification_report(y, y_pred))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r_v-sCpnige9",
        "outputId": "a8c3e92b-81bf-42a5-8aa5-560195728dc1"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=== Confusion Matrix ===\n",
            "[[ 67   9  11  23  13]\n",
            " [  3  91   3  14   5]\n",
            " [  2   9 102  10  12]\n",
            " [  0   2   0 140  19]\n",
            " [  0   2   9  11 143]]\n",
            "\n",
            "\n",
            "=== Classification Report ===\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.93      0.54      0.69       123\n",
            "           1       0.81      0.78      0.79       116\n",
            "           2       0.82      0.76      0.78       135\n",
            "           3       0.71      0.87      0.78       161\n",
            "           4       0.74      0.87      0.80       165\n",
            "\n",
            "    accuracy                           0.78       700\n",
            "   macro avg       0.80      0.76      0.77       700\n",
            "weighted avg       0.79      0.78      0.77       700\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "featureImp = []\n",
        "\n",
        "for feat, importance in zip(X.columns, clf.feature_importances_):  \n",
        "    temp = [feat, importance*100]\n",
        "    featureImp.append(temp)\n",
        "\n",
        "fT_df = pd.DataFrame(featureImp, columns = ['Feature', 'Importance'])\n",
        "\n",
        "sorted_features = fT_df.sort_values('Importance', ascending = False)\n",
        "sorted_features = sorted_features.reset_index()\n",
        "print(sorted_features)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JFMShe1Qih9w",
        "outputId": "0b81906a-0043-4455-f582-d4747e4fad22"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "    index                 Feature  Importance\n",
            "0      11      total night charge   17.696249\n",
            "1      14       total day minutes   14.596179\n",
            "2       5     total night minutes   14.204837\n",
            "3       0        total day charge   13.320595\n",
            "4       1        total eve charge   10.633401\n",
            "5       7       total eve minutes   10.225163\n",
            "6       2      total intl minutes    9.572361\n",
            "7       3       total intl charge    8.310675\n",
            "8      13   number vmail messages    0.596401\n",
            "9       9  customer service calls    0.352635\n",
            "10      8         total eve calls    0.182734\n",
            "11      4        total intl calls    0.095329\n",
            "12     10         total day calls    0.090902\n",
            "13      6          account length    0.061789\n",
            "14     12       total night calls    0.060749\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "n = 4\n",
        "\n",
        "for i in range(0,n):\n",
        "  for j in range(0,n):\n",
        "    if (i != j) and (i < j):\n",
        "      plt.figure()\n",
        "      plt.figure(figsize=(10,10))\n",
        "      plt.xticks(fontsize=12)\n",
        "      plt.yticks(fontsize=14)\n",
        "      plt.xlabel(sorted_features['Feature'][i],fontsize=20)\n",
        "      plt.ylabel(sorted_features['Feature'][j],fontsize=20)\n",
        "      plt.title(sorted_features['Feature'][i] + ' vs. ' + sorted_features['Feature'][j],fontsize=20)\n",
        "\n",
        "      palette = itertools.cycle(sns.color_palette())\n",
        "      cluster_name = df['cluster'].unique()\n",
        "      for cluster in cluster_name:\n",
        "          plt.scatter(df[sorted_features['Feature'][i]][df['cluster']==cluster]\n",
        "                      , df[sorted_features['Feature'][j]][df['cluster']==cluster], s = 50, alpha=0.5\n",
        "                      , color=next(palette))\n",
        "      plt.legend(cluster_name,prop={'size': 15})\n",
        "      plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "N7TV06jFilrK",
        "outputId": "1368b5fc-b3df-4e59-a791-821ccb80e283"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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Cc5y0caSwPzp3YA/6UeyPxCuZHMPt6rT13UmO49ClvOZ8Z70TznZuBI4ly1hb+ZYp7bW/dpZ5dwGf/dXOa9dnmLch/btImZfts3qK7OPQHbYeZ37G8aywP843O5/HmPM9PD/b+rC9KL8J7MUmcmcab2s58N/YACOErTl7HDt49StTllsDXOvscwewwcpT2AGFzyzgcz6LyTEI/yvLMq8DfuKUbcwp2yPYXrLzs3ymm/Iow7THhbPMG5x9b9T5fB7FJp03ZFjftJ83Nu/wN9hgeBx7zF7KzGOhLc/x/dxJ/mMVZtvXurHB8QFsE+xWbK7ja5zXvL8I257x8y/gfWb9zMhwbBfy2TPNbxC2w9CDzr7Sj73oODLb+pjhtz7lWPk/7IVtxPlOtmKPx9NSlnsh9qJmGzb/bhx4AnthdGS+x6g+Mj/E+bCVUiUm9tY+O7DNDIuNM4q6Umr2ROSzwMeBFxtjfl/p8ihVbppDp1T5vAbbxHGdBnNKFSZLztbx2AT7ATKMK6nUXKA1dEqVmJNr0okdqqQOezur3dO/SimViYjsw9Z0P4JtulsFvBRbQfFmY8xhQ8woNRdoQKdUiYmIwSZVbwM+Yko76KxSNc25KfwrsTlmLdge0X8BvmyMubNyJVOqsjSgU0oppZSqcppDp5RSSilV5eb8OHRdXV1m+fLllS6GUkoppdSMHnrooYPGmPnp0+d8QLd8+XIefPDBShdDKaWUUmpGIvJ0puna5KqUUkopVeU0oFNKKaWUqnIa0CmllFJKVTkN6JRSSimlqpwGdEoppZRSVU4DOqWUUkqpKjfnhy2ZycjICPv37ycajVa6KGXj8/lYsGABra2tlS6KUkoppXKgAd00RkZG6Ovro7u7m0AggIhUukglZ4whGAzS29sLoEGdUkopVQW0yXUa+/fvp7u7m8bGxjkRzAGICI2NjXR3d7N///5KF0cppZRSOdCAbhrRaJRAIFDpYlREIBCYU83MSimlVDXTgG4Gc6VmLt1cfd9KKaVUNdKATimllFKqymlAV+N+/vOf84pXvILu7m6am5s59dRT+clPflLpYimllFKqiLSXa4279tprOeqoo/jqV79KV1cXN998MxdddBEHDx7kiiuuqHTxlFJKKVUEGtDVuN/+9rd0dXUd+v/cc89l3759XHvttRrQKaWUUjVCm1xrXGowl3TyySezb9++CpRGKaWUUqWgNXRlEo7F6ekbY2A8QmeTn1ULm6mv81akLPfddx+rV6+uyLaVUkopVXwa0JVB71CQjZt3MhKMIggGQ2vAx6Vnr6C7vbzj3N1+++3ccMMNfO973yvrdpVSSilVOtrkWmLhWJyNm3eSSBiWdjTS3RFgaUcjiYRh4+adRGKJspXlqaee4qKLLuLCCy9kw4YNZduuUkoppUpLA7oS6+kbYyQYpb3RP2V6e6OfkWCU7X2jZSnHwMAAF1xwAUceeSTXX399WbaplKqMcCzOI73D3L39AI/0DhOOxStdJKVUiWmTa4kNjEcQMt91QRAGxyMlL8PExAQve9nLiEQi3HTTTTQ2NpZ8m0qpynBTiodSqny0hq7EOpv8GEzGeQZDR5M/47xiicVivPa1r6Wnp4dbb72VBQsWlHR7SqnKcVOKh1KqvLSGrsRWLWymNeBjaCIypdl1aCJCa8DH6oUtJd3+u971Lm6++Wb+8z//k/7+fvr7+w/NO/nkk6mvry/p9pVS5ZNM8VjaMbUWvr3Rz97BCbb3jXJcd1uFSqeUKiUN6Eqsvs7LpWevYOPmnewdnDisCcRfV9pK0j/84Q8AvO997zts3q5du1i+fHlJt6+UKh83pHgopSpDA7oy6G4PcOUFa9jeN8rgeISOJj+rF7aUPJgD27NVKTU3VDrFQylVORrQlYm/zqNNHUqpkqp0iodSqnIq2ilCRN4tIv8QkRHncZ+IvDRl/iYRMWmPv6Sto15E/ktEDorIuIj8RkSWlv/dKKVUZSVTPDweYe/gBL2DQfYOTuDxSFlSPJRSlVPpGrq9wEeBHmxweQlwg4icaoz5h7PMbcCbU16TngTyNeBC4I1AP3AtcJOzDh18SSk1p1QyxUMpVTkVDeiMMTemTfqEiLwTOANIBnRhY8yzmV4vIm3A24C3GGP+6Ex7M/A0cB7w+5IUXCmlXExTPJSae1xzySYiXhF5A9AM3Jsy6ywR2S8i20XkuyKSOpDaqYAP+ENygjFmD/AYcGY5yq2UUkopVWmVbnJFRI4H7gMagDHgVcaYh53ZtwK/AnYBy4FrgDuc5tQwsAiIAwfTVtvnzFNKKaWUqnkVD+iAJ4CTgDbgNcAPRGS9MeYRY8xPU5Z7WEQewjanvhQb6BVERN4BvANg2bJlBRdcKaWUUsoNKt7kaoyJGGN2GGMeMsZcCWwFPpBl2X3YjhSrnEnPAl6gK23Rhc68bNv8jjHmNGPMafPnz5/1e1BKKaWUqqSKB3QZeICM96MSkS6gG3jGmfQQEAXOT1lmKbCGqXl4SimllFI1q9Lj0H1eRM4WkeUicryIfA5YD1wvIs0i8mUROcOZvx74LbAf+DWAMWYY+F/giyJynoicDPwQ20P2tkq8J7fr7e2lubkZEWFsbKzSxVFKKaVUEVQ6h24R8CPneRgbiF1gjPm9iASA44GLgXZsrdyfgNcZY0ZT1vF+IAb8DAgAtwMX6xh0mX3kIx+hubmZ8fHxShdFKaWUUkVS6XHoNkwzLwi8KId1hIErnIeaxt13382tt97Kxz/+cT7ykY9UujhKKaWUKpJK19CpMonH41xxxRV86lOfor29vdLFUUoppVQRubFTRG2KhWHfVthxh32Ohcu6+W9961uEw2He/e53l3W7SimllCo9raErh6E9cN83IDQ8Oa2hDc54N7QfUfLN9/f382//9m/86Ec/wufzlXx7SimllCovraErtVjYBnMmAe3LJh8mYafHIiUvwic+8Qme97zn8ZKXvKTk21JKKaVU+WkNXantf8zWzLWn3ZEi0AFDu2H/NlhyUsk2/+ijj/K9732Pu+++m6GhIQAmJiYAGB4exuv1EggESrZ9pZRSSpWeBnSlNjEww/zBkm6+p6eHaDTKGWeccdi8pUuX8ra3vY2NGzeWtAxKKaWUKi0N6EqtsXOG+R0l3fxZZ53Fn/70pynTbr31Vr7whS9w8803s2LFipJuXymllFKlpwFdqS1YYztABAdtM2tScNBOX7C2pJvv6upi/fr1U6Y99dRTAJx99tk0NzeXdPtKKaWUKj3tFFFqdfW2N6t4bM5c8iEeO73OX+kSKqWUUqrKaQ1dObQfAed/2naAmBi0zawL1lYsmNuwYQMbNmyoyLaVUkopVXwa0JVLnb+kvVmVUkopNXdpk6tSSimlVJXTgE4ppZRSqsppQKeUUkopVeU0oFNKKaWUqnIa0CmllFJKVTkN6JRSSimlqpwGdEoppZRSVU4DOqWUUkqpKqcBnVJKKaVUldOAbg7YsWMHl112GSeccAJer5f169dXukhKKaWUKiK99dcc8Oijj3LzzTfzvOc9j2g0WuniKKWUUqrItIZuDnj5y1/Onj17+PnPf866desqXRyllFJKFZkGdHOAx6Nfs1JKKVXLtMm1TCLxCDuGdjAUGqK9oZ2V7Svxe/2VLpZSSimlaoAGdGXwzNgzXLftOkYjo4emtfhbuHjtxSxuXlzBkimllFKqFmhbXIlF4hGu23YdCZNgSfOSQ4+ESXDdtuuIxrWTglJKKaVmRwO6EtsxtIPRyCht9W1TprfVtzEaGaVnqKdCJVNKKaVUrdAm1xIbCg1NO384PFymkiillJq1WBj2PwYTA9DYCQvWQF19pUullAZ0pdbe0D7t/PSaO6WUUi41tAfu+waEUi7EG9rgjHdD+xGVK5dSaEBXcivbV9Lib2E4PDwleBsOD9Pib2FV+6qSl2FiYoKbb74ZgN7eXkZGRvjFL34BwEte8hIaGxtLXgallKpqsbAN5kwC2pdNTg8O2unnfxrqdOQCVTka0JWY3+vn4rUXc92269g3tu/Q9GQvV5/XV/Iy7N+/n9e+9rVTpiX/37VrF8uXLy95GZRSqqrtf8zWzKUGcwCBDhjaDfu3wZKTKlM2pdCAriwWNy/mg6d+kJ6hnkM1davaV5UlmANYvnw5xpiybEsppWrSxMAM8wfLUw6lstCArkx8Xh9r562tdDGUUpWgifTVr7Fzhvkd5SmHUlloQKeUUqWkifS1YcEa+70FB20za1Jw0E5foBfsqrJ0HDqllCqV9ET65MMk7PRYpNIlVLmqq7dBuHhszlzyIR47XTtEqArTGjqlalENNvGFY3F6+sYYGI/Q2eRn1cJm6uu8lS7W9DSRvra0H2F7s+7fZnPmGjtszZwGc8oFNKBTqtbUYBNf71CQjZt3MhKMIggGQ2vAx6Vnr6C7PVDp4mWXTKRPxGD8IESD4AtAU5czXxPpq06dX4Nw5Ura5KpULanBJr5wLM7GzTtJJAxLOxrp7giwtKORRMKwcfNOIrFEpYuYXWMnRMZh553Q+yDsf9Q+77zTTtdEeqVUkWhAp1QtSTbxBdIChUCHnb5/W2XKNQs9fWOMBKO0N05t1mpv9DMSjLK9b7RCJctB5woY2AnRkK0lTT6iITt93spKl1ApVSM0oFOqltTgWFkD4xEEyThPEAbHXVzrOLDTBnW+BhtQJx++Bju9f0elS6iUqhGaQ6dULanBsbI6m/wYMg+MbTB0NLk4IX1iAPxNsOIcGD+QkkM3H0Z6qzLAVkq5k9bQ1bhf/OIXnHnmmcybN4+GhgaOOeYYrrnmGiIRF9dqqMKljpWVqorHylq1sJnWgI+hian77NBEhNaAj9ULWypUshwkA2yPF1oWQedR9tnj9M6twgBbKeVOGtDVuP7+fs4991w2btzILbfcwlvf+lY++9nP8sEPfrDSRVOlUINjZdXXebn07BV4PMLewQl6B4PsHZzA4xEuPXsF/joX/4zVYICtlHInmev3+DzttNPMgw8+mHHeY489xpo1a8pcotL7xCc+wTe+8Q0GBwcRyZybBLX7/ueEWKTmxsqKxBJs7xtlcDxCR5Of1Qtb3B3MJdXgMDJKqcoRkYeMMaelT9ccujlo3rx52uRa62pwrCx/nYfjutsqXYz86WC0Sqky0ICuTBKRCOGeHuJDQ3jb26lftQqPv3w/6PF4nHA4zJYtW/j617/OO9/5zmlr55RSRVSDAbZSyl00oCuD6L599G/aRGJkFETAGDytLczbsAHfkiVlKUNTUxPhcBiAiy++mC996Utl2a5SSimlSq8KElCqWyISoX/TJkgYfN3d+JYswdfdDQlD/6ZNmDI1fd57771s3ryZr3zlK9x444285z3vKct2lVJKKVV6WkNXYuGeHhIjozaIS+FtayPa20uop4fAunUlL8cpp5wCwFlnnUVXVxeXXHIJH/rQhzj66KNLvm2llFJKlZbW0JVYfGjINrNmIkJ8aDjzvBJKBne7du0q+7aVUkopVXxaQ1di3vZ2yDY0jDF428vfa++ee+4B4Kijjir7tpUquljY3sN2YsAO5LtgjR2PTyml5hAN6EqsftUqPK0txIeH8bZNBm/x4WE8rS00rFpV0u2/+MUv5rzzzmPdunV4vV7uuecevvKVr/D6179em1tV9dMx3pRSCtCAruQ8fj/zNmygf9Mmor29h/VylRIPXXL66aezadMmnnrqKerq6lixYgWf+9znuPzyy0u6XaVKLha2wZxJQPuyyenBQTv9/E/rWG9KqTlDA7oy8C1ZwsIPf5hQTw/xoWG87W00rFpV8mAO4DOf+Qyf+cxnSr4dpcpu/2O2Zi41mAMIdNjbne3fpmO/KaXmDA3oykT8/rL0ZlVqzpgYmGH+4PTzlVKqhmhAp5SqTo2dM8zvKE85VG3TTjeqSmhAp5QqvnKcBBessR0ggoO2mTUpOGinL1hb3O2puUc73agqogGdUqq4ynUSrKu367zvGzZnLn1b2iFCzYZ2ulFVRgM6pVTxlPsk2H6EXef+bTZnrrHD1szpiVbNlna6UVVGAzqlVPFU4iRY59cTqyq+YnS60fw7VUYa0Cmlikd7nqpaMdtON5p/p8pM7+WqlCoe7XmqavAuE9AAACAASURBVEVqp5tUuXS6SU89SD5Mwk6PRUpbdjUnaUCnlCqe2ZwElXKTZKcb8dh0geRDPDN3ukmmHgTSLmACHXb6/m2lLbuak7TJVSlVPNrzVNWSQjvdaOqBqgAN6OaAbdu2ccUVV3DffffR3t7OpZdeylVXXYXX66100VQt0p6nqpYU0ulGUw/KKhyL09M3xsB4hM4mP6sWNlNfN/fObxrQ1bjBwUHOO+881q5dy4033siTTz7Jhz70IRKJBNdcc02li6dqlfY8VXOZDnpdNr1DQTZu3slIMIogGAytAR+Xnr2C7vZApYtXVppDV+O+9a1vEQwG+dWvfsX555/P5ZdfzlVXXcW1117LyMhIpYunlFK1Zzb5dypn4VicjZt3kkgYlnY00t0RYGlHI4mEYePmnURiiUoXsaw0oKtxt9xyCy960YtobW09NO0Nb3gDwWCQu+66q4IlU0qpGpZMPXjuZXD86+zz+Z/WIUuKqKdvjJFglPbGqQFye6OfkWCU7X2jFSpZZWhAVybxaIIDu0fZva2fA7tHiUfLc+Xw+OOPc+yxx06ZtmzZMhobG3n88cfLUgallJqTkqkHK8+xz1ozV1QD4xEEyThPEAbH59bwMBUN6ETk3SLyDxEZcR73ichLU+aLiFwtIvtEJCgid4rIurR1dIjID0Vk2Hn8UETay/9ushsdCHHvr3fw9zv20PPXPv5+xx7u/fUORgdCJd/24OAg7e2HfxwdHR0MDmpPK6WUUtWps8mPwWScZzB0NM2tALrSNXR7gY8CpwCnAXcAN4jICc78fwU+BFwBnA7sB/4oIi0p6/ix8/oXO49TgB+WpfQ5iEcTbL1tNyZhaJ3XQMu8BlrnNWAShq237SY+x9r4lZq1WBj2bYUdd9jnWLjSJVJFFI7FeaR3mLu3H+CR3mHCsXili6RcatXCZloDPoYmptbEDU1EaA34WL2wJcsra1NFe7kaY25Mm/QJEXkncIaIPAy8H/i8MeaXACJyCTaouwj4toiswQZxZxlj7nOWuQzYLCLHGGOeKNd7yWbgmXHCEzFa5zVMmd7Q5GOkP8TAvnHmLyvdTtfR0cHw8PBh0wcHB+no0K7zVcdt94Ysd3n0dko1TXssqnzU13m59OwVbNy8k72DE4ftM/66StdZlZdrhi0RES/wWqAZuBc4ClgE/CG5jDEmKCJ3A2cC3wbOAMac5ZPuAcadZSoe0AXHIlla+EGA0Fhp2/iPPfbYw3Ll9uzZw8TExGG5dcrl3BbMlLs86bdTSgoO2unnf1pzlKpYeo/FpKGJCBs37+TKC9bMuRO0mll3e4ArL1jD9r5RBscjdDT5Wb2wZU7uKxV/xyJyvIiMAWHgW8CrjDEPY4M5gL60l/SlzFsEHDDGHGpEd/7en7JMpm2+Q0QeFJEHDxw4UKR3klmg2Z+lhR8M0NBc2hPQBRdcwO9//3tGRyd7+/zsZz8jEAjw/Oc/v6TbVkXktntDVqI8ejulmlbrPRa1Kbl0/HUejutu4+zV8zmuu21OBnPgjhq6J4CTgDbgNcAPRGR9KTdojPkO8B2A0047LVu8VRSdi5uob6wjNB6locl3aHpoPEp9Yx2dS5pKuXkuv/xyvv71r/PqV7+aj370o+zcuZOrr76aD37wg1OGMlEulwxmUmumwAYzQ7ttMFPOgXwrUR6X3E4pHk0w8Mw4wbEIgWY/nYub8Prm5gmkmGq5x6I2JatyqHhAZ4yJADucfx8SkdOBDwCfdaYtBFJuCslC4Fnn72eB+SIiyVo6ERFgQcoyFeX1eTjpvGVsvW03I/0hBFszV99Yx0nnLcNb4iuJjo4Obr/9dt7znvfw8pe/nPb2dj7wgQ9w9dVXl3S7Vclt+WmpXBLMTG6vAuVxwe2URgdCbL1tN+GJ2GHHcktnw0wvV9Oo1R6L2pSsyqXiAV0GHqAe2IUNys4HHgAQkQbgbOAjzrL3YXPuzmAyj+4MoImpeXUV1dLZwJmvXsnAvnFCYxEamv10LmkqeTCXtHbtWu64446ybKtquS0/LZ0Lgpmp26tAeSp8O6X0HutJofEoW2/bzZmvXjnzMe3mi4YKS+2xmNrsWu09FpNNyanBHNim5L2DE2zvG+W47rYKlU7VkooGdCLyeeB3wB6gBdt7dT3wUmOMEZGvAR8XkceB7cAnsZ0gfgxgjHlMRG7F9nh9h7PabwM3uaGHaypvnaekvVnVLFRDsr3b7g1ZifIkb6d03zdss25SMvAu8Xc06x7rbr9oqLCi9Vh0WdBcy03Jyl0qXUO3CPiR8zwM/AO4wBjze2f+F4EA8A2gA7gfeKExJjU79iLgv4Dka34DvKf0RVc1w235aZlUOJhxTXmSt1Pav80269Y3AQIHe2Civ6Qn71n1WK+GiwYXmHWPRRcGzbXalKzcp9Lj0G2YYb4BrnYe2ZYZBP6lmOVSc4zb8tOySQ9mGjtsTVilAoFKlSd5O6Uyn7xn1WO9Gi4aXCLZYzFvZQyaw7E4PX1jDIxH6Gzys2phM/V13ozL1mpTsnKfStfQKVV5bstPm04ymHGLSpWnAjVes+qxXi0XDdm4rBkzozIFzfn2WNXBb1W5aECnlNvy09TMKlDjNase69V00ZDOhc2YGZUhaC60x6oOfqvKQQO6GRhjsCOhzC0pYzXXPrflp6mZVajGq+Ae69V60VBNuX9lCJpn02O14KZkpXKkAd00fD4fwWCQxsbGmReuMcFgEJ/PN/OCtcJt+WlqehWs8Sqox7qbLxqma06tpty/MgTN2mNVuZkGdNNYsGABvb29dHd3EwgE5kRNnTGGYDBIb28vCxcurHRxystt+Wkqu2qs8XLjRUN6c2oiDiYOq14I84+B0fQ7L6ZxU+5fGYJm7bGq3EwDumkkb421b98+otFohUtTPj6fj4ULF+qtwZR7ubnGazpuumhINqfGo+D1w/hBGHgSElF49mFbzkTczs/Gbbl/JQ6atceqcjMN6GbQ2tqqgY1SbuTGGq9qsv8xGNkHI70QnYBR526JdfVQ3wp1AfDUwZ77oWk+NHVNvtbNNaElDJq1x6pyMw3olFLVy001XtVmtA8OPA7+JvD4wOOFugZbIzd+ECLjMO9o6FwBoSEb9CW5vSa0hLTHqnIrDeiUUjUnn4Ff56zwMMQj4OuyNW5JXh/EQvYBNuBb9ypoXqA1oQ7tsarcSAM6pVRNyXfg10pwRcBZ32Zz56IhW0OXFI+BOLV1Sc0LtCa0UNUwKLOqCRrQKaVqRqEDv5aTawLOloUw/1ibQ5eI2g4QkXEbbDR12Zo5N+fKVUK+wVm1DMqsaoIGdEqpmjGbgV/LwVUB54I10LrEdnhIxKb2cgWIBcEXmLO5cofJNzirpkGZVU3QLE6lVM1w+8CvyYAzdcgLsAHnSDDK9r7R8hUmOfSL12dz6RpaYdEJsPgkOPtD8Lx32aBDa5IOD86SD5Ow02MZ9qvkoMyBtKFdAh12+v5t5Sm7mjO0hk4plR8X5wS5feBX1wWcOvRLbgq5Y0aFbk+n5i4N6JSaK4oRiLk8J8jtA7+6MuDUoV8mZTtGCgnOcrk9nYsvjlT10YBOqbmgGIFYFeQEuX3gV7cHnHPadMdIIfcOnun2dPWt8MerDm0vbgyD8QBPrtxA04LlOtSOypsYk/lqca447bTTzIMPPljpYihVOrGwPXGYxOEnFvHkHojt2wr3f/vwZiewzU7Pvcw1NT2RWMK1A7+6ppermjTTMXLuJ+COz+Z/DGULEp/zdvjrdw+tbyQUZcvuQTyhIcDDTYsup6mxUfcJlZGIPGSMOS19utbQKVXrCsn/yaSKcoLcPPCr3mnAhWY6RvqfLOzewdlyFPdvO7S9WCLBlt2DGAO+5nm0hvZxov8ZtidWuGaoHVUdNKBTqtYVKxArpNlJZVSygFNzsgqTyzGy5KTCOpBkylFM2d7AeIRwNEFrwA7ubBDqo8O0d7hjqB1VPTSgU6rWFSsQmyknSAefrSyXd1hxtVyPkWJ1IEnZXjASn9LvWTCEfW3O35UfakdVDw3olKp1xQjEkjU/S06Gnj9AcMjezB2mbXZyxS2u5oJKdliphVrBcl+spGwv4A8c6vdcHxshXNfCwcajgak9n/VYUjPRgE7Vhlo4qZRKcgDZfPN/ktJrfjxee5uoFefB/NVZm500+b+MipUnma9aqRWc7TEyi+3Ni/WxIDEMYwbT0MaW7jeR8Pim9HzWY0nlQnu5ai/X6lcrJ5VSi0Xyz/8psIdsOBbn87c8TiJhDhuew+MRTfQuth13wMM/z94D+fjXwcpzirvNYvWedpNCjpEibO/ggWf55eMTPMkRJMQ/JWDravbrsaSm0F6uqjZVwdhorlFI/k+BNT9uv6dqzalEh5VK1QqWUrkHWXa217UE3rIu81A7j/QO67GkcqIBnaputXhScZMCe8i67hZXta4SHVZG++z+kYiDLwBNXeBJOaWUaRibWskty9bzWY8llSsN6FR1q6Kx0apSgTU/rrzFVS0rdw7Y0B54+P/g4BPgb3LK0ABLT7fbhLIMYzMXcsv0WFK50oBOVTcdG620Cqz50VtcVUC2QWyLHcwl0xwa2qFxnk138AUgGoK9D8Dik8oyjE04Fmfj5p0kEmZKc+TQRKSmBuTVY0nlqvr3djW3pQYcqXRstOJI1vyIx9b8JB/imbbmJ3lPVY9H2Ds4Qe9gkL2DE3g84op7qtasZA7YynPscynyR5NpDk1dtkZOPPb/eBgm+iE0VJpawTTJPM3UIAdsbtlIMMr2vtGSbr9c9FhSudIaOlXdyt3UNBcVWPNTkltc6fA0lZea5tDQBivOgfEDEA3awO7415eld/lcyi3T28WpXGhAp6pfuZqa5rICe/8V9RZXNTo8TdUl9aenOXi80LLI/j20G1oWlKUYcy23zM33J1buoAGdqgqJSIRwTw/xoSG87e3Ur1qFx5/yg13u4QZUedXo8DRVmdTvklvAaW6ZUlNpQKdcL7pvH/2bNpEYGQURMAZPawvzNmzAt2RJpYunyqEGh6ep2qR+l6Q5JHPLNm7eyd7BicMCYld+dkqVkAZ0ytUSkQj9mzZBwuDr7j40PT48TP+mTSz88IcRf/XVzKg81eDwNFU9+LJL0hw0t0ypSRrQKVcL9/SQGBmdEswBeNvaiPb2EurpIbBuXYVKp8qmBoenmW1Sf8Vz70qc5pDr+9PcMqUsDeiUq8WHhmwzayYixIeGM89TtcUleVvFNJuk/qrMvctDrb8/pUpB66WVq3nb28FkPulhDN52vTKfEwocD2+KWBj2bbU3st+31f5fQalJ/akyJvWnlD2yZwvfv+vxQ7l33R0BlnY0kkgYNm7eSSSWKPM7Ka703EJXvz+X7VNqbtMaOuVq9atW4WltIT48jLdtMniLDw/jaW2hYdWqCpZOldVs8rZcOORJzkn9aWUfm4jwzwdh+9GXMMqiQ+urity7HFRNbqEL9yk1t2lAp1zN4/czb8MG+jdtItrbe1gvV+0QMccUkrfl4iFPZkzqz1D20fg4Qi+n9F7P5uXvJeHxHVpfLQyoW/QBg0sxGLWL9yk1d2lAp1zPt2QJCz/8YUI9PcSHhvG2t9GwapUGcyo3Lh/yZNqk/gxlD/i9THhb6YwdoGviSfY3H3toXi0MqFvUAYNLVYuW/F5al8Dos/YuGb6AvR3ayL6K71NqbtKATlUF8fu1N6sqTDUPeZKh7J1Nfup9HsJhQ310MlCp6IC6RawFW7WwmY56Q+Dgw8z3jhPytdPfuIL+EPm9v1LWok0MQGQcdt4JsdDk9LoGaO0uaJ+qeK9lVfU0oFNK5aZa76NazUOepJc9EaNu/CCnt46y59kheic89BKs7IC6Ra4Fqx/bx/vN9fQc3Es0ZhAg6GnmoaUX8boXnDnj+0sGRpE9W1g+cIDWRSumnuiKUTNb3wIHHgN/i32vSdGQnV7fnNfqtFevKgYN6JRSM5vppO3mYK+ahzxJLbt4YO8DEAvRFIuwug7mN97Pk6uOo3HBUZUZULfYtWDO+pr9Hk5YewL942GCkTjNZpR/CvwBb/PZ0748NTBaPbaD2PAYE2MHOWVZB60NvqkLz6pm1gDiPGeanruqvWOIch3dS5RS00s/aScfJmGn9++EP14F938bHv65ff7jVTYIdINiDHlSKcmyGwNP3jEZUDe04ln5AuY1N/CcZ3/CcQsDlTnpJ3PJAmm1nIEOO33/toLX5/UIC1oaOHJeE/O6FuENj0y7vvTAqLljIU1+L8bAlt2DxBNpwddsambDYzD/WLsPhYYnH+Kx08NjOa8q2as39X60YHv1jgSjbO8bLbyc09EhV2qO1tAppaY3XaeCwV3wp89C4zx39/Zzya2qCtJ+BJzwOhh+GurbneT7+eBx8qsq2bGj2PmJs1hf+nAn/Y0rCNe10MY4B6IB+sfDLGhpKE7NbGMn+JtgxTkwfiClU8R8GOnNK1gseq/eXOiQKzVJAzql1PSmO8kGh+2V/byVU6e7pAfpFCW+VVU2RUl2D49CYN7hQXVSpTp2FDs/cRbrSw+M4h4/W7rfxCm919MZfZbE4AjEGyYDl9kE88mm8PAItEyOBVhIsFjUXr0psu53OuRKzdKATik1velOsvHw9Llybu5BWgapOV2JBIwHx1gW281LVzawbuVy/IvX5ZZr6NaOHcXOT8x1fRlyNjMFRqP1i9i8/L3En32UVx3bCEcsLU7NbLIp/L5v2AuXpAKCxdQ7hqQ2u86m1/K0nSwmnnD1MD6lVOs9iTWgU0pNb7qTbOM8kGl+EN3cg7TEUnO6WgM+9ux6gpeO/5pAfJS+PoF/1LPqyKU0r3/fzM1cnSsgHoFnHobm+Xa8M09dZTp2OMFUZPQgu0MNDMx/NSt2/YSO0NN4k/ddLrQWLJdAKUtz4arnvDNjYDQQMng619F96hooZp5hkZrxc75jSI5m6mTx8dX9+KZ5fa1ehM2FnsQa0KnicHMvRzU7051kz/k4/PW7hdXQ1Pg+k8zpWtTWwP09z/DmiRvweWHUt4RwNEFC/IR7Bzn93v/G+8LPTA0EUj+bRBR6boN4FAZ2wIFt4PXb5PvWJeXt2OEEU+MjA2zvGyUajxPytPDtea+myxfm/x3bSNf8RbOrBZsuUJqmubD+r9/k0jOvZOO9e4sSGOWkSM34M94xJA8z3Trt6VA9K7O8FqjJi7C50pNYAzo1e5pgWzOyNklMd5ItpOlpDuwzyZyugbEIi8K7aJNxDngWHprvERhJBBh7poe2h34AR5xug9qx/ZOfjYnDvr/ZAG752dC12ibhjx8Arw/O/WTeY54VzAmmYvEYDww1YfxNNPi8NMdGuGD8N9y04HK+sdvPleuKcHLMFijNcIeG7vAurrzghNwCI5ddUEx7x5A8zNTJ4ln/clZW6zA+Baqa+wPPkgZ0anY0wbZmzNgkke0km2/T0xzZZ5I5XcFogtbEyJTsLo+JsyDWS/fEE/jHo/B4DPZtAX8zRCdsD8r2ZTZo8frtY+8DtldlyyL7GNoN/TvKl+/kBFMD3gWEo0O0BmzDXbiuldbQPo5mD1uCy0p7cszhDg05BUYlvqBIvzA6cl4jT/dPlCV3a6ZOFu2tLUXL/6sWFelJXAEa0KnZcfl9MlVuZt0kkU/Tk5v2mRLW0iST3Q+MhBjxtCIJO90fHePE+DaWju0nbgw+EVsrt2AtjPVB3yOw5kK7cDRon30B+5mNH5jaq7Kc+U5Ob+dgJH7YqdEg1EeHS39yrG+GA4/bgHfKHRqCdnoutZUlvqBIvzAaj8R4un+cI+c10uT3lTx3K6dOFnVt1TuMTwFK1ZPYbaq/0VhVVqXuk6mDYhZVWQc3dcu9VYf2lHRA5GSye2dzPU+aI+iPBqgPD3BM/HHa6qLE8WA8frz+RqgL2Bo48dhcufEDdiW+tBN+MsBLyiPfKRyL80jvMHdvP8AjvcOEY/H83pDT0zbg9x52ahQMYV9bGU6OybszpIeUme7akEWxB0NOkX5htKitnmeGgySM4ZnhEIvaGlja0UgiYdi4eSeRWKLgbWWT3O88HmHv4AS9g0H2Dk7g8cjUXMLkRdjKc+xzjQZzMDXITVXR+x+XgNbQqdmpxHAKcyD/qtzK2iThhiE4ytTs290e4JMvXcufd8znD/e+kVce/C6d0VE8cYPXxKhvqEfaum2tYGh48sIkGbg1ddnmxKjTvJgM8PLMdypKDz+nt3NnfJx6n4dQNE6Dz0t9bIRwXQtPckTpT47hUZi/xg7em3r81zXY6bncoaGEFxSHDW48HiEcTdAW8DMSitI/FmZBa0PJc7eK2cmiFhS7J7FbaUCnZqfc98mcI/lX5VbWJoki7TOzGlOqjM2+/joP5x67kLNWXsC+v0bwPvIDfB4IjO9GWhaCpATS3nqbL5eI2v89dbD0dHhqs625iwZt+fLIdypaD7+6ejj97dTd+R88t24/Tw/HGaWRMW8bd3W9DlPnL/3JsRh3aCjhBUX6hVEwklILaiAUnfy/FM3ThRwTtT42W9JcCHI1oFOzU8QBNnPipvyrGlKKwU2zKsI+M+sap9RamkQMxg9OBgcmnl8tTY55eP46D8uXHwV9i20vzZ2j9rW+hpSlEjaA8zdO/WyOPBNWngcef975TkXr4Te0Bx74Lni8BBoaWV0XZtjTyI41l/OqxavLc3Isxh0aSngRmn5hFPCnBEYCDb7J/4t9oVTIMTEXxmZLVayexG6lAZ2avXLeJ9Mt+Vc1puxNErPYZwqucUoNvCYO2sAtNGxz11J7TMYjcNz/y+195Nv8fyggGbWB294HJptaxQONXfBP74XmhUU7norSnJ5aM95xFHTYBOyO4CCnH/glnPTp/AbtLbQzSj4XA9m2UcKL0PQLo3lNfup9HoaDERp8XuY12/dY7AulQo6JuTI221yiAZ0qjnLdJ9MN+Vc1quxNEgXuMwXVOKUHXok49D1qg7f6lskek8nctZ7bbLNeppN7MlAY7YOH/w8a2nNv/k8NJkLD9h64oUHw+OCUi6dus0jHU1Ga04tZMz7bHNhcLgZm2kaJLkIzXRgtbgvwdP84i9saeHY4VJILpUKOibkyNttcogGdqi7lztmbY6qhSSLvGqdseZehYdjzFztAb9zpjFDXYAfwTfZ2TA9SUgOFiQE4+IS9/dnS0yeDwpmCnHLWaFOk5vRi1YwXKwd2uouBXLdRoovQTBdGy+c18VT/OPtHQgxMRBgJxrh9Wx/HL21j7ZLWWeesFVILO1fGZptLZh3QicixwAXABPBTY8zwDC9RqnDlztlTrpN3jVO22qWGNlu71rkCfI2TyfUerxOwpQUp6YFCIm4T9E1ictBfT8qJebogp1w12hSpOb1YNePlyIF1QZ5tpgujjiY/1933FFueHiQaT2AAv9fDyUd28P7zVs8qZ62QWti5MjbbXJJzQCcinwLeCawzxgw4084Dfgskv/l/FZHnGGP6i15SpZLKXMOh3GXGGqd5fjs2YTJ3arQv84p8AdvD1NcInUcdPj89SEkPFJJDiGQb9NdFzf+zbk4vVs14OXJgXZhnG47F+fZdT/Jw7xBN9XWHOkeEonEe2TvMt+96kk++dG3BTbCF1MKWtSOUKot8auguAB5PBnOOz2FHc7wKWAS8C3gf8KmilVCpTMpYwzHnueyel9PVOF12oh//n/59au5UPGKH/EjX1DV1iJCkbEFKeqCQPkZcMv/Opc3/s2pOL1bNeDlyYF2YZ9vTN0bvYBCMTOnp2uDzEoknZp2zVkgt7FwZm20uySegWw78OvmPiHQDpwLXGmOucaYdC7wSDeiUqg05JLAnIhHCPT3Eh4bwtrdTv2oVHn9pa0vTa5yaG+qQeJjYPf9Bf53Q1rmUOo9zQho/CHvut82pTV2TK0n2NE0fIiRbkJIeKCTHiNv7gL2/aGg47zHiXGWmwL0YNePlyIF1YZ7twHgk+505DERjCfaPhHjEWbaQ8eDyroWNhemeeIKPr+7n6VA9z/qX097aUnNjs80l+QR0HUDqJeo/YWvnbkqZ9hBwWRHKpZQqpVxq3TIllydiMLATbv0Y/NP7iTKf/h/+mMTIqG2+NAZPawvzNmzAt2RJSd9CssYpOZZWy8CjnD3Qx4BvEfUDBzllWQetfrFl9jfD4C4bxCXz3BraYP3HINAOT9wCw3uhbSkcc4Ht+ZouU6DQ0AaLT4LQEBz/emhZUN7m/2LVnuba87QYNeNHnwNbroOhp2wOo3iLGwS7MM+2s8mfPTgTiBv49dZe/F7PoZqypvo61h+zgDqP5Bzg5VwLm/J9+4CVwMpDn4+7O0Wp7PIJ6A4A3Sn/nwNEgftTpvnR+8Mq5W65nrzTc8ZSx2yLjJO444v03zMBC4/H17300Mviw8P0b9rEwg9/GClxTV3qWFpHBkIE/HW0NvgIReM8umsPz63biSduy0v7Mjv23IrzYP5qG3iN9cEdn538LA72QO+WzENoTBconHd1eW87FwvDzjttYJSIHh4YpZZlpqCvXHdfSd3vfE32OTwOp16cfYiYQrksz3bVwma6OwLsG54gFI3TXBfniNjT+CNDDCSa2T22jBVdCw+NUzcSivKXJ/u5d8dBjl/ajkco3oC/eredonPL3TbyCei2Aq8QkeOAEPB64M/GmNS7RS8Hnile8ZRSRZXPj3n63RT2PgDGHBqeIzzsIzERwTfyOHQtPlTz5W1rI9rbS6inh8C6dSV9O6ljaYUS7YjTay9QB4sOPkyo2U9jk1Pj0HGUDWT2bYF1rwRM/ic2NwQKQ3vgnq/Drrts2evqYbzfNv+axNSy5xK8z7JXaE4ns+n2uyf/ZAO6YnNRnm19nZfLnn80oWicvbu288rwDTSZcTwitNTXEaKZXb63MMoiYokEf9s9eKjZs8HnYUFLQ/EG/HVBL+Ba4qa7beSzV3wRaAP+Djzh/P2V5EwR8WKbE1dDwgAAIABJREFUYR8sZgGVUkWU/DEPpCWGBzomx15LSs0ZS94aKxGD4BBEg8TDxp40YyHbwzOVCPGh0o9glDqWVn/jCsJ1LdTHRmiMDuIzESJSbzst1DXYHLrU95nPZ5EqGSisPMc+lzOYSwZGEwft+HnNC2yAZowNuOtbJ8ueHkQlH8mgL+aMMzaLXqG9Q0E+f8vjfP+eXfxm6z6+f88uPn/L4/QOBacuWOhnXUO62wNc87LVfO3IezhuSQvdRx7Diccdz5Llq/F74JTe6/EkogyMRQjHEpM9YZ37wbY3+hkJRtneNzq7griwF3C1Sr/bRndHgKUdjSQSho2bdxKJJcpanpwDOmPMZuBlwA3YzhGvMcbckrLImUAvKR0nlFIuk8+PeWrO2MRBGH0WRveRGHqG4J4hIjt3EBsZxyTMZA/PJGPwtpcgFycWtkOS7LgD9m1lXoM5NJZW3ONnS/ebAKE12Is/EaQ+7uT2LT398DHiqvHElgyMPL6p030NUwPricHcg6gCe4XmdTIr52edto8QC+f0snAsziO9w9y9/QCP9A5n78QwC/6BJ1jgC7PmqCM58Yh2FrcFaKqvY8LbSn1slK6JJwlG46QOD9eQcj/Yogz468JewNUq2UKQOuwLFDH4zlNeAwsbY24Fbs0ybzNwcjEKpVS1ikcTDDwzTnAsQqDZT+fiJrw+F6WV5vNjnswZu/fr8Ow/IB4hOtFA/yP1JEwjJhEl2neQ6EA9TZ2G5GknPjyMp7WFhlWrilv2DM2Hx9S3stT7QoYm6mhv9DNav4jNy99L977fc5K5mc4j19paLE9aE2AuJy03ntiSgZEvS1NONGjfa2NH7kFUgb1C87p1VNp+F0skGBiPEIzEaQlHaK5voyj1nAXeVqxszWYZvpNO536v4bChPjpMwLccxI5RV+/zMK9pMt+xKAP+urAXcLVy29029NZfShXJ6ECIrbftJjwRQ7AX2fWNdZx03jJaOhsqXTwr3x/z9iPg+NfBwC6i+3ez45H5RBpbCfgjtNJHk3+Yif0w9rfHCRznQzwePM1NzLvgucjuPxdv3LosOVh1wUHe7r2Fr/Iv7B2MHToZj3aew4s79tlgOjWYm/I+TfWd2JKB0aEx8IJTg7tE1PnM187cjJkMWAvsFZp6MoslEgyMRQhG4wR8XhIJpp7MUva7EWlmy+5BwtEEjfERDB7u2uLhrS3B2QVPBSb7l/Um9RkuqOo8Hk5Z1sGTO55hd7CeUH2CaCwBGM5Y0YXXI4fKU5QBf13YC7haue1uG3kFdCLiAd4NvAlYAzQZY+qceScDbwe+ZozZnuP6rgReDRwDhIG/AFcaYx5JWWYTcEnaS+83xjwvZZl64MvAG4EAcDvwLmPM3nzen1KFigeDbL1hCyYaprWl4dAtpELjUbbetpszX70SrxvGdirkxzw8yqhnGQ8OnseYbxjx2R8wvwmxuuFPNJ95DOEBLw0nnUjjikU0HLgVeeqXh697Nr1Ap0nkbg7v5mOnGp7wrJg6/tZY18zvs9pObMnAKDmG3t4H7OcSi4BgA71k2fMJ3gvo7JE8mY2Eovxt9yDhWMJexYgdV+3lJy2eXNjZ72L3/jdP7thGqxHqvUK4oYUt3W8iFq+bffBUYLJ/WW9Sn+U7aTVjnHD0kfiPO4eBELz8pMXc9cQBhoNRRoKx4g/464bOPTXAbXfbyOfWX37gFmA9djy6UaA5ZZFdwFuxw5tcleNq1wP/AzyA/Tn6NHCbiKxNuyPFbcCbU/5Pr8f8GnAhNqDrB64FbhKRU40xxU+EUCrV0B4GbrmO8N5FtAYmYARbe7L0dBqaWhnpDzGwb5z5y1xyK508f8zj/g62PrWaRNxDoy9q07dMgghNbPe9hBOaxvCaOPVLlxAYvBW8QHORh0OYofnQFx7iuJVpJ91c3mcuyxQw1lvJBltODchDw9B5tJNTV3f48B/5BO8Z3+P05V21sJmm+jr+8mQ//joPrQ02ry8UjQOGu544wFkr52MwTi/YBgYXXs6O/X/lyMYIYV8bBxuPJuHx0Q6zD54KzNMra7PZNN+J94x3s659/qFJZ62cX/it2nIqi3t6AVcrt91tI58auo9gx567GrgGezeIf0vONMYMicjdwIvIMaAzxrwo9X8ReTMwjO0t+9uUWWFjzLOZ1iEibcDbgLcYY/6Ysp6ngfOA3+dSFqUK4jTzBMPtiL8JnJMa0ZBzw/b1CBAaK28uxYzy+DEfiC8jbB4h4B8klHwt4I9HGTetjHjbaTZP4U0Mlm44hEITuWd4n3bIjSAD4910Nh3FqgVpQ24UkJMV3beP/k2bSjfYcj4BeS7LFph3Vl/nZf0xC7h3x0GAQ50g6n0ezljRxXAwyp93HGRzz4FDuWnPjgR5dngh/zxvPi0NUzt2zDp4KnAfKXuzWY7f36xu1abKZtb3SS6ifAK6NwH3GGM+DSAimY6AXcDLZ1GeFmzP2/RLqbNEZD8wBNwFfMIYs9+ZdyrgA/6QXNgYs0dEHsP2vNWATpWO08wTaFnMlEsOX8OhG7Yb2mlort6mjGAQZP6x1I1uQSSOCU4gPq+tFWrsIjh6gNbWFhoWNh1+5KaaTU/GEiRyz5gIP11O1r1ft7mF4dEptXaJSIT+TZsgYfB1T47DXvTBlvOpXZlu2VkOMlvnEY5f2k6Dz0MoEqfB72VeUz1ejzA4EeGnf32axW2BQ82ZPq/wzHCILbsHOWvl/EP5YVCE4KnAfaQizWZaO1ZT3BJ85xNCHoXNcZvOADDDZdK0/hM7gPF9KdNuBS4GXgB8CHgOcIeTNwewCIgDB9PW1efMO4yIvENEHhSRBw8cOJBpEaVy4zTzdLYFqffFCUWm9qYMjYaob6yjc0lTJUpXFIFmP8bfhKw8l8BzzoLGLhLSanu6jo3gj/Yz780XIW0Lpl/RbHqNJpuqxGNr+5IP8RSU75bTkBvZhv0Qj71Lw91fhod/Dvd/G/54FQztIdzTQ2JkFG/b1B93b1sbiZFRQj09hX8G6QocnmOKWY4P19nkxyOwoKWBZfOaWNDScChIGwnGiCXMlCCps9lPS0Mdo8EY/eOT5S1K8FTgPpJsNvN4hL2DE/QOBtk7OIHHI3qTelVV8qmhCwHtMyyzDFuLljcRuRY4CzgrNe/NGPPTlMUeFpGHsM2pLwV+Vci2jDHfAb4DcNppp2Wua1cqF04zj9drOOmYZ9n6xCJGxv22l2ukkfp59Zx03jJ3dIgoUOfiJuob6wgFEzQsOoqm1nZij91LaDxBsy/EqhP7qHvkW3DKJRCPwDMPQ/P8/8/em4fHdZ/3vZ+zzZkdwIAACXAVd1EbRVlyTFux5D2JYyduk7pOosip7S5pXF8nN0/a5jZNe9ubJ0njWzeL26a2rNSum9SJm9jXtizLsmXJsRYK2khKBDeQAIhtgNnP/rt/HCwDYPYZgEPofJ6HjyhgljNzQJzvfN/3/b5+g76sdm5qtION3A01wpcq9GQtb8zAf01Lrtaio+XG3uOXWSvRybDlFsuk62gzH66Wu6XIEvHQ6rKqKsvcuaePJ16b4Uq6iO2IzvYctfgz0k1ls4CAVml29de7JEkKCSHWNTos9rK9G3iq2YOQJOlTwAeB+4UQF2rdVggxIUnSVWAp5Ooafhv2NvyBjCW2A080eywBAU1RVuZJxPo4eccV0pkIRq5EWHdJ/fTPoYS7JLKkRRRN5vg79jDy6BjZ2QLSxGmE1oO+Q+H4kWuosT2+E/KXH4W+vZAehZnToIRg4Cgkhzu4eL3BUlWdQYaGGuHjFYoNhVk/wFcNrY4LWewTVCLz/taGSnQqbLmTuzjbDJmt1RT+wXt287UX12+CTIY1btvZw1uPDNIfC3VePLVYzuyWstn1olv2kQa0TjOC7r8AXwC+IEnSPyj/hiRJvcDngD7gM80cgCRJ/xF/L+z9QoizDdx+G7CTlZ2xzwE28E7gi4u32YUfq9K0uAwIaIo1U2sKMCAD2xfdkhtczC2RSIU5+YGDpF84heGMEk6lSPWUUBThu1azr/lCJ7oNbr7Z31hQmPHXU73tN0GP13+STtGAe9VQI3ylniy75AuqcI8fTbMGfXsMOZnAzWRWlV3XhS23MDm7TCd3cVbpO3MKcyw4Yc5kBugTmZoX92rulkDwxLnZiu5dbyzEj982FDhgS7Tz89ABumkfaUDrNCzohBD/Q5KkdwIPAu9jsf1ZkqRngVsAHfgjIcT/1+hjSpL0R/hxJD8FzEuStNTzlhdC5CVJiuNP1X4ZX8DtA/4fYJrFFWNCiIwkSf8N+N3FwYml2JIX8eNOAgI2ltdJppOiygz0ZGHbNPSWCdVl10pf2VSQ2OH/WRiDuVH/ArUZF6wG3auGGuFVeX3EhLng92StXSW2iNwzSP+DDzL30EPY4+PrplylUKj9cmkn12gtfSB58tOLfXgGJaHxYiHJI71/j8xLswhm6l7cq7lb3RTp0LV0qnzeIpsarBywoTS7+uuXFqNJ/hlwO3523AngFeAPhBCfa/L5/8nif7+95uu/jS/kXOA2/KGIXnxR9x3gZ4UQ5UvSPgE4wP9kJVj4gSCD7vXHhuV/1eP1MrVWqUS3tMdVeGAXIX3RL0fGtvlfn3kVXvjS5lywGnSvGsqPckwozvnZbmYGwr3+47z45/5rLaesT1BTQ2z/tV/DOHcOdyGD0ttD+NAhX8x1oly6Ebs4JUASuEiMzRcRWg9DPRHiui/gGr24VyrbvR570xouX3ayfN4imxqsHLChNL36SwjxEPCQJEkR/BJrRghRaOXJhRBVuoeXv1/C78ur9zgm8CuLfwJep2x4/tdWpZlyT6USnRYBswB2AddTSZvbKTlRIuFZUgMyyrlHINq/OResJtyrmo3wtVyTN3+8blivFAoRueWW9c/fiXJpJyNclgQFEgzdyVzO4FJugQGtxInxL/DEvo/7wb8NXNxrle1eT4KgqfJlJ8vnLdJt+0gDWqeZTRE/ClwSQozBstgqrbnNbuAmIcT3OnqUAQF12LT8r61Gs+WeSkn3jgVmlpy6n5GZd2O6If9CtmChX8tz/Ngcif4KsRgbccFq0r2qWCpsxDVptcTebrl0SXwP3wnnHgFjAaRF56eVlWVrBEXJcpEAU02SNCbYVjzPdPwoUPviHpTtfJp+HzpZPm+RbttHGtA6zTh038Evhf6bGrd5YPH7wWhMwKaylP9VLubAz/+yx8cxzp2r7JhsFVppqm613LO2Z7A4g2vbjJy9GeFaJNVFcaipGG6MkYu9nBwy/AGKtXT6gtUJ96pR16SeEK10Ttopl64V35ICnguH3g4DR1rr21wjKCIhZfnSLpDQ7RWhX+vi3vVlu00aOmj6fehQ+bydCdVu20ca0DrNCLqa5dGy2wS5bgGbjruwsDn5X91Iq03V7ZR7ynsGRx8jbe/EjOwjqc2Dl/Dz50IxwvkpsiWVdCbCQKq4/nHaCRuueFxN7C+tRidck2rn5J6P1hWca/tApZv2c342R8+Tv0dElehJ7UKV5ZX7TTwPt/x0a6XrNYIiFQuhazKG7ZJEYGq++Kh3ce/qst0mDh00/T504ANIuxOq3baPNKB1mu6hq8NeIFf3VgEBHUbp7d34/K9upJ2m6lrCRbh+gG4jjkY0RckKIUnS+ngSNYyk6Bi5udU7ZDoVNlyJdqeOK7kmnuNP82YnoDjjv+/V3o9a5+Tp/wr3fAye/i8VBac9PbuqD7RgOpzOuozffoS73SnS2g709Cwn9vSRDGvtl67XCApVljmxp4/TFy4z50R40RrGmS/Wvbh3pGy3ES7aJg8dNP0+tPkBpFOl7m4OVg7y8RqnpqCTJOlfrfnSfVJlF0TB3xLxQeD7nTm0gIDG0Q8daiz/a6vRjstWrdxjZHzXp5SB6Cn/a7UcjcGbicS/hphe4z7YfpSJ6NtL2HoRJqb9x5GV1vq9mqHK1HFDF4e1romR8cWtkfVd4NFHYfxU9fej3jkxsxUFp+fB3B///nIfqON5vDA6i+bluf3UE0ROyCQjGobtcmpsnnvLd6G2WrquICiSwN03bWP0wC/yXmmgoYt722W7Jl20hi/yZefC8TzSBYuS5RIJReh3plA63MPZ0vvQxgeQTpa6uzFYOcjHa456Dt2/Lvu7AO5b/FONceA32jqigIAWkEOh+vlfW5Fmy4PlLoge9/+Ul3s8By494W952HHbStZaLUdD1Um98+fRP/sYRs4krNmL35AwbA2dC6R2OmAJsAtw4gE/CmSTc/oavjiUi5z0RZgc8R2ecI+fP7ck9qq9H42ckwqC03zllVV9oOmChWl76D09iKlppLkSxCCsKWRLNnMFk8HEYh5gi6Vr03E5V0gyv+9XGLIusidiEor3owwe44ga4kgTj3XvoQG+9PRlrswX6QmHkGUaK9utcdGWhJedTqN/6w9IvO/fo+sr56epi/ziucgaNqfG5jFtb7kvaNDLsHvmGts6OADfcvmyxdijjSp1d4MrFgzaNE89QXf/4n8l4DHgIeDzFW7n4gf6virE2oCmgIDNQRserp7/tVVppqm6kgsiLf5CNBc7JUpz4Npw4G2rg3PrOH7Ktr0cf/DvMPLVl8gWTCRFRaQvoYccjh+bR4ntAfb4Quj8d3xB1yCu7ZGeLFDKW0TiIVJDMRRtzS/yteW61H5IX1j+fzN1mD994mLjF4cl1+T0V6AwDb17/c0QS+9JrfejhUZ31/aYPp9m3k4RLYVJ6iYlayVG01QT2LaJ7mQx1SQS/kRqO6Xr9cIoTjLS5wujJsR2+ePEdI1syaZoOfy9e3bzloMD9S+6ZS7aauEl02uP8/xXvs573/1j7OyNNH+Rj6ZwheDU2DxC+AJzmbzgy2eLfPgWr6PCoNHyZSdE00ZMqHaLK9b1gzZdSE1BJ4T47tLfJUn6PPCV8q8FBHQbVfO/tiqNNlXX6iUSAm7/WTDz/lYH/Rn/vpWoUdpLDCY5+cCbSE8UMMbOED5/htTOntXTrY2UgsvEWc7uYeSFKKYhlp0VPapy/B17SKQW3amFK/DUp2Hhsh+hIlxfyKUOQCgGQM4JI1vvITl406qnqnlxUEP+KrPEkL/1otH3o8lG91zaYOTRMYoTCpa1A2kuRkhx6Q87LLUkCyTO7Hk/R3iCpDGBYrskzLwvMlsoXXfK/aj1OE+cm+UtB9evR1vHoovmeN464RWVNMLWwvIxNX2RH7yZeTeCbCygxfuXv6w7WUS4h/Ps3hBhUK982bZoWvw3cjg/y2GRZSq/j0R8pX+11QnVbnLFunrQpktpZvXXhzfyQAICAlqg0abqen1digYH7/fdo4lT1Z+vTmlPUWUG9iTAysPMAijJyjesJgzLXETXkxl59TaEopPcfyeE/ccyCjYjj45x8gMHUbDh8d/xy6LgC9bctcUHk+Dwe0BWMCcmeOvsn/P8tk/iydqqp6x5cWglVqKJRnfX9hh5dAzhCXr3DVCYGAUvh61EmSkNEVLTeJkMTiTO1N47mZbvRE+fJepmufNHj8PQLS2VrjvlfnTkcRbf46USc7mLJiFQ49vIlmxem8pVvci7nsdC0eJ7r80ArLhdqs75gw/CxKdJGhOIRflkqglO7fw5vGJo04VB26Kp7N9ICPh5XF6aFHyr5++S0Xa0NaHaTa5YkI/XPJ2ecg0ICNhsGmmqbrTXrlNbCFoRQmtcxHQ6iin3ktSy/lDC/vtAVgjHNLJzBumJAgPSWbj6NIQSoIV9l1FWQFIhOw75a5DciZZIEZ6eWhWUu0TNi0Or70fvbry3/ibm09/CnZ5EGRxCv+edyNHVU8DpyQJm0SHZ77uNkeN3UBp5AbWwQNGLsF/VuCpL/OCud1HMOf7FOn6Uj9y7H62N8len3I+OPM7ie2yn00isCBC/vJxgNnoAKeMwv1iaXHuRzy2WadMFC5A4P5Nf5XbFBvfx5R3/iDtCk+h2BlPrYTZ6AE/WEMXipguDtkRTBac9BtwdS3Ow9A3O3vpr9CbjLU+odpMrFuTjNU8zmyI8GsuYE0KIQCgGbEka6ue6HtRrqm5UYHUixw1aE0JrtxaYqn9p0cL+1wszy6VPCTDyFuRG/J4/bbH86tmLv6U8/+I3+xrEt5OKhRhXFJz8LJRpqroXhxbfj/Vr6K4gP3Vm3Rq6Ut5adflUEgliJ9+Ek05jz5boue0Yt953jANps6NxEp1yPyo9juJZ9BcvEMlPMVS6GZxk7fiRxfdY/9Yf0GuPE5W01S6arCGw6VvsMyu/yLuLZVrDdknFQtw8lESRpVVu16HtcWLRKK95++ntu/7CoC3RVMVpV2IpttljvKVnBoZ3VrlzfbrJFQvy8ZqnGeH1PSoLul7gMBABXgAWOnBcAQFdx1Kvk1l0qvdzdSvNCKx2c9ygNSG0dmuB7qz+hWMby38VQDgeWp96KYRf7pUkX+gtjMGFx1F33c3h7Qmeprf5i0OT70cza+gi8dC6X6qSoqANDKDKBj237EaPhLl1Z2d/vjrlfqx9nIR5jRPjX0AyMiBJ3HT+OZj4av0Q397dJN7373n+K18nbC2gxrctu2jlxxRS5VUX+YWitTxUcOeevuUYl7VuVzcJg7ZE0wavCus2V6yb8/G6kWZ66O6r9j1JkhLAp4CTwAfaP6yAgO6ivNdpqTwGa/q5uvmXTLMCq8UYhVU0KwzXbi3oKaFrLoalEIZlF84o2OhRldRwDKQ7/IgVu+S/xtI84EfWIKv+0IAQcOkJYntP8uG3/zivzbbgdjXxfjSzhi41FEOPqhgFm3BspXds1WvcADrlfpQ/zuTcAndNfZ48Hl54iBN7+lDCWsMhvroe4b3v/rGVYYGMg8Bed0zlF3m/Z05adubKWXa7HJOdxVf5F4fnuGzoXAvtozeZuG7CoC3R1KFVYdXoRlesG/PxupWOlEaFEDlJkj4GjAD/DvgnnXjcgK1H15Ys67C212mJVf1ce7q8p6MTzluzNCMM17iIiiI4fuQaI6f7yNq9SGYCYRnLrqiiyjB0h58NNznil6Icwxd+dhHUsL/rVHi+W3fwHYT0zrtda2lmDZ2iyRx/xx5GHh0jO2esc3438kNCp9yPpccZe+Up4qaH3LeH/pi+IrCa2GbR6DGVX+TPz+TXiTnw3a5BMQPf+g9gZNCAg8DB5Q8x10cktCWaOtXjWoPAFbtx6VivmxDCkyTpO8DPEAi6gArcyCXLtb1O5Sz3c90IdMJ56yDrBP7d/xjlmT9ZdhETwMlbeknv+yUMKUU4HiI1HFsROqoO9/0GPPlpf3uDVfCjSnr3QP9Bf4G9FvEdPHlz+n+aXUOXSIU5+YGDftxL3iIcgZQ6hpJ+CowOL5Jfk9cXGry5I+5HSJU5GLMgGYZElX/LDZYDm3Fkarldfbrg4PnPA2JT1n41Q8uiqVM9rnUIXLEbk04PL4SBDm/bDtgK3Ogly0q9Tkss93O9Dlm7SF4/dAi5wSDnqgL/vn9Bwrmw7CIqg8cYqHWh6t0N7/53fgjwyBfXhwCDf/FrsxzVKK2soVuOe9nIRfIbvaR+A8uB1UJ4a7ldHztiobySbW0t3ibQsmi6Hk57wA1BxwSdJElH8d250U49ZsDW4UYvWV6vXqduZv0k58qqtfJJzkrUFPiPX+NH3nsUZ/487tQCyvy5+kJRDcGx9/sunfBWi7kOlqMqUUlstLSGbiMXyW/GkvoGy4HNbkioF8Jb1e269Hjt421igKAbVmGtokGnveuOO2BDaSa25LM1HmM38GZAAX61A8cVsMW40UuW17PXqZO046itfZxGJzkrUUvgZ66kGf3dz9BjTDUkFFe9pr53oc98HXkDy1Hl1BIbw82uoasX/tyOo1TvsSdH/OGSpdVprZR515QDHSH8NWByjMKJf8Q+FGab3JDQaAhvRberQ45ht6zCapYb9bgDWqcZh+7BOt8/C/yeEOJzrR9OwFZlK5Qs1/U6re3n6nLacdSWWezBMl8cwZu6jLb/5lXfrjTJWYlqAl+4LuboKFZEaUgoVnxN8R76f+LdaAllQ8tRjYiNptbQtRtJsXafbbkoq/XYVgGe/I+gl231aLUUu1gOnL7wPN94+jSzboyp8H6cFyxiZ89g2C4RTWGoJ8xcwaJkeczkTP7zd8/zmz9xbF0PWVshvB0YIOimVVjNcKMed0B7NCPobqrydQ+YF0LkO3A8AVuUrVKyXO51usFo11EDVq/lOpeGmSlgyp8yLd/9umaSsxKReAjP87BnZhCGgRQOo6ZSOOk0wraJ7IgAK7lzlYRizdf09acbe01t0PE1Se04SvX646o9tufAzFnYfkvHSrEmCn/yahwvcTe90RBLW3DPT+c4ey3Hmw9t4/ujs5i2t3yfs67H90dnedvRwVWP1VYIbwMDBPVKkt20CqsZbtTjDmiPZnLoLm/kgQRsbbqpZNmpsuONRDPZaBVZ04OlbI9BKO9Pc159Bvbfv9K3VmGScy0JMnhnXiBrWoRkF4RA0nXcvkE02SWpG6vv4DlQSuOefhz6bBi8GfPcaHuvqU06viapVUepkf64ao+dvgAISB1Y/ZhtlHmriQlVkbFcjx+cnyOiKat2ts7mTb709GXecnDbKueokRDemqKsxgBBIyXJ67UKq93et25a4RWweQQrugI2jW4oWXak7HgD0kw2WkXW9GDpQ73I0RCuJVAUY3ktV61JziU8y2Lhvz/MoZjGqLaPkutfqIRloY5f5WB4DEUuc2qMjC8aZxZQpgrww5ch3IMrv7G919QmHV+T1GokRaO9d5Ue2zFh4ObVQyTltLB5oJqYiGgKtuMhBPRFV7+WkCrjeGKdc1QvhDeuq/zO18/W7hOrMEDQaEnyeqzC6kTvWzet8ArYPJoWdJIkDQJvwI8nqfhbQAjxcJvHFbBFuZ4ly46UHW9Qms1GW8eaHixZU+h/+zHmvn0ae94AxiHh1p/kZMUtTOzcye3eFFnwfOdbAAAgAElEQVQzjOko6KpLZPocknBWIj88B64+g1swkXv7CB85CqoCpXmUy98EL1n5Seq9plr9Zg2yIWuSlhylyRf8QQWBL0big9Xv02jvXSW3yrXh2WrzbrQUNVJNTKTiISRJQqz5OTRsF12V6Q2H1jlHtWJJHnjTPj7/g0st9Yk1WpLc7FVYnep967YVXgGbQzNTrhrwGeABoNpP1FIlLRB0AV1H22XHG5hWstFWUaEHS0vF2f7Td2G8ehZ3z/0oB+6qP8nJardQkaEvslJetTWF6JvegvHyS37kRykNMwvIvX30v/0Y0lLZKdKH3pdBVuzmX1OH8tg2bE1Sfgpe/vLK8U2cqn18zfTerXWrHLPjmweqiYm84XBsOMnFmQJZw/avFBLoqsyde/rIluyKzlG1WJLXpnIt94k1WpKsLSj38tpUrqORIJ3qfat53Cd3MZo5y4KxQG+4l4O9BwkpW/OD7OuNZhy6fwt8GDgPfAG4AjgbcVABARtB22XHGxg5FGotG22JKj1Ykp0lcmAXvPODDTfP13ML9QP76XnPu/3Ij9OPo0wVCB85uiLmll6TKtP/3rcw9/ir615T788/wOw1k1I+t3rFXFm/mZvYSzoToWSqRErzpL7/xyjv+e2mhgA6viaplby4dqY5N2DzQC0x8S9/4mY+9+Ql0nkTTZEJawr9cZ2cYdd0jirFktQSZZ4QvHBpCuvKKfqkPDuHdxIaumXZhW2mJFnpHMfDKp9/6lLHI0E62ftW6bgT8TxfevUz5Kzc8u0SoQQPHHuAofhQy8cd0B00I+g+BLwG3CmEKG3Q8QQEbBhtlx1vcLThYbY3m422RAcv/I24hZIsiPTZsCcEtgVy5fOm7TvA9l/7yVWvye7fzTPfu4ZZzK5fMWecBSNDTjvIyAs7MC0ZyTEQno4u5zi+73kSt76x4dcCHV6T1EoWXbvnZgM2D9QSuv/wrQeWe8RsVzCZKbXkalYTZTnDZmpslIGrX8OVS8wAC6rEod27iN/3z6B3d9MlyfJzbDouv/P1sxsSCdLp3rfy47Zci0899xk84TEcX+kXzpgZHj79MJ+865NoilbtoQJuAJoRdIPAHwdiLuBGpe2y4xZACoVaLyt36MJf1y0sTq2URD0X0pcgMw777l2JRylznyR15TW5tsezfzWK57hEvNxyJIrjJBl55CIn9zwDC1OMXDuBkEyS1pjfpwcYhsrIX/2QkzuGULbtqXL0G0yrWXTtnpsN2PFbTei262ouTYBOZQ1sV5AumKRivvPmeh7Pnp/kw/Zf058KY2nbACjYLi+Pz3P3U3+I8q5/i66GWi6Xb2QkyEb2vo0ujJKzcqvEHECP3sNEfoJzC+c41r8x21QCNodmBN0YUKUDOSCg+2m77FiBLRuBUm1ooEMX/qpuoSzgW7+1uuQYTcGlJ+D8t2H4BEhyVfcpPVnAmM2iXDqNY5rL51hSJay4QjrzPMyblDIZNDdPRk6ihiQiWpFwqETWi5D+1p8x8DP/56buxlwSKdasxL6iRTLpocoVREWtIYUNEGUbRauu5toJUNt1ee5yjr39MWIhlfmixbB1mX0JG0Pbvny/sKaQceJk5mdJLbqcrQrLjYwE2bC+TGDBWKj5/Yy5dVtOXi80I+geAn5ZkqQeIURw5gNuSNoqO65hy0agbPQS90UquoUTI+tLjuEeOPxjcO0l2PUGP8i4ivtUWChijo4SVQRycvHzp/AQ0+cxc0lKBw9TTKvMFoeRheWfNyuEItnsiI8jhRIY+auburi9XKSoXpyfmIXQwgWO7d9LMrxYAtvgfbTt4Noe6ckCpby1ul+xw1SeAI3QH9PJGDY/cdsQV+aLFB0PzVRYk2SIBFiOt8rlbEVYbnQkSMf7MhfpDffW/H6PvrVbTl4PNCPofge4A3hUkqRfB54TQmQ35rACAjaOtsqOi2zZCJTNWOJei2olR1nxnbrUwZpCS5mbRNg2UqxsR6xVRFIEwgZvIceYc4/fVycXl26AQ5hr1hF6IxbhkNXemq0mbl9JpLwW/0VuufxnnB89ze07+1Ak6vbDXa8l7Lm0wcijY5hFZ32/Yipc7+5NUa3U2R/XKdkuA0mdgaTOI+d6kMz1gkvgC7hWoljK2YxIkI72ZS5ysPcgiVCCjJlZJd4yZoZEKMGh3q3fcrLVaUbQ2Yv/lYBHAaTKE4NCCBEEFgdsaW6UCJSm3ZONXBDfCG0uVE8qeTTZxXJlQsriainPxhJhNEy8koWkaIQiMo4ZQZVs0MKooThFU8PzbFLxTHtrtpq4/blCcp1Iyek7ePrgJ3CvvULvzig37d5Vsx9ufHaBr377MURhjpLSw6S+j1gstuFL2F3bY+SRi4jCHEnVAi0MsQGMksfIo2Oc/MDBjoaGN1LqvGd/iq/0HiKbj6E7WUzVd2kN26VHytPTt61tl7OZsuj1EtqVCCkhHjj2AA+ffpiJ/MTy15emXIOBiBufZoTXE1B1v3pAwOuKGyECpSX3pN0F8dVo1NFqc6F6qL+Pg/plLnCMgrV4gRJxQlKGA87zuPodyJ5gx6DBtXEF01VBxMD2fxXu2zaOEk22tmbryU/D7T8LZm7lNUJNx3N+369UFCmerDEROcLVvmFuGh6o+nrNuctc+fP/m3vsHJqqICEwjQSPKz/Dnz7B8sTlRpRF06+dxzz/LMlQWW+WGia8626yhRDpiUJHQ8QbKXXqqsKH33qUP//2B7nr6heJeFcQQO/ilKty8p92xGFupCzazsaHjRKCQ/EhPnnXJzm3cG7ZqTvUeygQc1uEZna53reBxxEQcEPR7REoru27JMITJPtXxJtRsGu7J206ZBVpxtGqFMHhuSBcOPQu3yGsUd7UDx0i3qtxq3uOvD7ob6CQLeLnn0DWPOShMOIC6CHB7h1ZSgsFnNA2VNXDcRVSyVJra7YkGS48BpnLEOlfeY0H7q/peA5ZFxHEKz5V3X4sxyT32P+LZTuI+K7lnjHdyXJf+i/4Uu9HeG0qx96I3vmyqGNSevavkMSOlcljANuAq88g9f4IRr6z+0IbLXXu7I3wy++/n3MTt2NOvEyfVGDX8E60oVs62i5QqyzazsaHTqz+qoWmaME06xYlKI0GBLRAt0egpCcLmEVnlZgDCMc0snNGdfekTYdsHUuOlmuDEgK7BFrE//9qPXnlERwzr8G5b/o9dBce9//UKG+WTzLH0+eJLw2rDN9O/5E8sjKK7kUwchCO6MSOvwkcEyNnoGo6qZ/+EIRriJxKDubiejKEB3rvingrzcOph0GLVX24PRGTZKTPFym6hpS1wXLJeR7JZJ1+rOkzOMUFDCVJub9iqkmSxgRDxkXmMnuYf3KqorB/7pHLpE4OsmA4zbtA02eIMI9Q9wBlwk0Lg5FBlDKE4/sae6wGaabUGVJlbtkzAHvu78hzN+uYtRpt0qnVXwGvTwJBFxDQAhsRgdJJSnmrSreR3wRb1T3p9OaA6TOQnYDsODhlc4dqGJI7q/fkqSFfXL7wJYj2rxeXNQY0qkeiANOnOX5TmpERnazUg1SUEUTQ+3zHSqkl5qCyg1mY9V+bqvtidYlIHyxcWu1MriEU7+cj9+7ns4+co/jSLIrju75RRebYPh0zaxGqUR7XVbliEVIgEXEzhIoehQrC3lIkXjg7y2whh53QmneBimlS8Sy65mJYCuGQu/wtw9bQVYvUcHUh2yobNQFai1Ycs1ajTTYy4y5g61NV0EmS9K/w3fk/EkKkF/+/EYQQ4t925OgCAhrkeuTBdTICpdNE4qGqDa8CCMdrHGMnNwfkpmDmLIRia0pzJf/ruenq921jQKPqJPPwcRLDcPJ2j/REASNvEY6HSA3HGmvgr+Rg2iVwLAgnIbam3y3cC2ahpuO5Q6jc6+nMD0k4ikQkpNAfC2GXnLrl8WREQ8/LGLZLRIWoPY/iGihmBiWVZLuucXHN3RxP8PzYPBKC7bqG6Ivgeh6X5or89l+/wj++7wDHhpO13bpoCkX2OH7kGiNnB8kueEieg5BVdNnj+L09HR2IKGcjJkCr0apj1ki/n+VajC6MrtqpupEZdwFbn1oO3b/G/93/P4H04v83gsDf+xoQsClczzy4TkSgbASpoRh6VMUo2IRjKwU5o2CjR9X67kmnQmrNDLgWLCb2L6NFfFFj1gg7bXBAoxUxr6hyaw37lRxMI+Pbnrvu9kvD5UgK3PUAnP9OVcczPZbDMVx2Dq4+J8qa8vi613nTAZRIL3cNWrw8mWPH7EtowkIRNrIk8ffDf0tJPrFOVqQLFqbtklRkvJBCzrA5NTaPaXsULIf/9Ng59vbXmZJdFLYJY5STiW+QlnownChhKUMqtoAy+J7m39supFXHrF6/XyKe51PPrd+p+sb+n9rQjLuArU0tQbfUfDC25v8DArqGrZYH1ymnUdFkjr9jDyOPjpGdM9Y1w2+Ue7IOvWexd87w+6uWsA3/67XCThsY0DAvX2bm05/GnV9A0kMoiQRKb+/Givm1DqYeg5f+wu+hK2fJhdt/v/+niuPZSHm86oeWD/wMifNf4o3eCJbu4kgaspZAv+lHUBBELn4WPfyLq4R9yXKRbQERBSehcOrCHEJAMuJ/vyes4Xmids+WqsPdH4W/+EUUx2Agupjpp4Zh2zF4+r9sfGbhJtCqY1ar3++Bk7v40quVd6o+OfNXxMM/tqEZdwFbl6qCTgjx3Vr/HxDQDdwoeXCN0GmnMZEKc/IDB1srLXaKxHYYOOr30JX3kqlh/+vxwer3XVve9By/Xy0/A6EIVj7E+K9/AmGaSLoOQuDqaUIH1OpivtlA4GqsdTATQ/X7Dqs4nvXK4yFdqv6h5S+/yfYPfgA5c5mw3us7n7GBZadQWRjj+B0FRl5KLAt7qegiJHAPJZgr2Zi2tyzmkPw1WQ31bFk52H4M1MjKsMvSc29GZmENOhX70c5WiGr9fqOZszV3qr7jdo/vvqR2fPVXwNYnGIoIuKG5EfLgGmGjnMaWS4sdwu07Qto7Qkk9SiRskApPo+g6yCooWu2p2fLy5vQZv+fOtUAJ4fUeYPpffgwvC+q2QQhFQZIRhoF1/jyhfXvXi/mNXGnWRt9hvfJ4rDBBttaHltdeJRLpX99ruEhCy3LyA3cuC3s5ovDKi1dZwKNklQ8zuOiqTH/cF7h1e7aKab+knNhR5fstZhZWodEsvU7GfrS7FaJSv1+9nap6yOCf/9gdy0IwFlaQkDg/nWe+YF3XcOKA7qYlQSf5KyJ2ABXTCIUQY5W+HhAAnd392O15cI2ylZzGJfxg4yuYuXchzZxFuBa6Oszxfa+R6NMam5rt3Q1v+5fwN5+A/oO+A6SEMJ//W9z5NJIJZG1fHCaHkcJhvGwWN5dbLeY3Y6VZi32H9crjnHmu9ocWq86/nWjfOmH/kT6dP33iAjnDoWg5IIGuyty5pw9F9p+rbs9WI5mFHXJEGw3JNh2Xz333LNuLF7hVKWBovcxF9zNn1CkhV6GZqJRGaWSn6pIQ3OhMuoCtRVOCTpKknwF+A7i1xn1Fs48b8Pqh07sfuz0PrlG2itO4xKpg46F+2P4jUJjByBmMGLdx8v676keELDF33u+36z/ol10vPI5bdJH1MJJh+qG+QvjxKH37QJIQprVazF/vlWZ1qFUeL9X70LLvdhg/3VR24FI58OWJBT7z+HlCisy+bfFlMdeQA1Uvs1BPwrd+q21HtJmQ7EvnX+VHL/0h/WoJsSiBTDXBqZ0/x5lisunYD9NxmS9Y3HtwgKxhkwyrDCbDbUWlNLpTNcikC2iWhoWXJEm/DHwacIAngfHFvwcENETL2wtq0O15cI2yVZzGJdYFG8t+aS6cwJ/cnLYZ2NOgoCufdl3MfFMSEWTdRFIkPMtBjkZ9N8gqIkwTpa93tZjfqJVmHaRaebzuh5ajx2BP/ezASs74iT0pfut9Ef70iQtMZkrNOVC1Mgvv/qg/GNEBR7ThkGzHJHbqM0h4ZMMr/Wm6k+XE+Bc41/vRpmI/arlj7QipRneqrp2wdTyPdN6iZLtkDZtXJjLcuaeFzS3XgUoRLSHlxvjdDDfO8TfjpP0fwDRwUgixNtooIKAuLW8vqEM358E1yvV2Gsuna+VYDJDwCvmWJ22bDTauOd1bXtqzSwDo20IoURVd2Jh5Ga9oI1wHYaeR430Mfvzjq89/p1aadWqoogkqfmjxHGTFpv+9b0aaXVyHVqOHb60z7ghBSQjit/exYyjOr77zMJfmis2H9VbrHZw+3TFHtOGfpekzRL0CRSVJsuw2S5szthsX6Is19u9oo92xRnaqlk/YZg2b58fmMR0PBBQsh888fp5/9b5bKpZeu0mATOYnefj0w+siWh449gBD8aHrckzNcCMdfzOCbifwXwMxF9AqLW8vaIBuzYNrlOvpNJZP13qlEua5c34p/NAhlEikpUnbZoKN6073lpf2FjcxyKpE/3GduedcQvEUnmHjlQTK7v0M/sZvEdq7d/WTdmKlWZWhCu+uj2LOGG1FzaxzzwZUlPlXl4WjNnjzyoeW8XMol75BuE8gTX0bpr694sZVEElrnfGs4fDi2Dx20UYan0ffNcmAlufd99zCrfuPNy9QK/UOVnFEHc8jV7S4cu4isripoQb/hn+WiulVQcthbeVxTVewTSk0HPuxGRsb6u1UXZqwdTyP58fm/WiZ8Irg01S5orjsJgFiuRYPn364YkTLw6cf5pN3fXKViO02brTjb0bQXQE29qNowJamre0FrwOuh9NYPl2r7thB4amnkGIxZMCZnEQ/eRIvn2960rbRYOPGpnvLSntOyd8Dm59B60my/UNvw0h7uOk5lJhO+Bf+A1KkQmhyuyvNqgxV2BPjzP3mx/H6bkEICS+bRSgKfT/zd4mdPNmQsFvXV2oV0Bde5viul0hESsvHKb3pl4kcOQhjfwa7kg2vQyt3xpe2RAghSEVtUrMX2DM3Qig0y/g3H6H/wF6Uk/+0oR63mtEgFRzR7GKAcbSY40nH5urUxYYa/BsOyY6mUCWJE3v6ODU2v1gq9X+3DEqC99xzrGFXrRs2NixN2F6eLWA63rKYM2wXXZPZ1x9jMlNaJS67TYCMLozWjGg5t3Cupqi93txox9+MoPs88A8lSUoIIXJ1bx0QsIa2txe8Dthsp7F8utaZmUGYJnLSL1h52SxOeg5tYLDpSdtGg40bnu4tL+3NvArnHgFJQXJyRJLA4HZfmFUSc0u0s9Js7VCF5+Blppl79Aw4BvI2k9LoNYRpImybqd/9PeJvehP9/+CXajqb6/pKPRcujGB4CiOTd3HyjisoisApzLHwrT9gbPjH2ZeeIblj/+pf3jVKmeXO+NKWiJ6wzNDCS5hSlIw8TDKmky3ZLBQM+hvocas7fbnGEXU8j1Nj8+h2FjXah7zjFnbJWkMlzIZDshefMyny3HtwgLmCSclyiYscvbG9KPvvrHmKy2knf65TLE3Y/vZfv0zRdFg6HF2TObE4jbxWXHabAKkX0ZIxu3vY60Y7/mYE3e8AJ4BHJUn6deBUIOwCmqFrthdcRzoZ2dKR4ymbrvVKJUT5pK0kIQxz+e/NTto2EmxcbbpXuC5uJkP+yacAVsqYw8f9P7f8dGvCrNWVZuUlRCMDV5/BnMjjLRioEYfCD7+P6NmFnPSdEi+bxZ5P13U21/WVFmbAMQjHesgWFNKZCHo0w6nLNvHxC8w+9xd48jT5hTgn9vevKsH5x7l+uKPcGS9ZLrLwSBXHiFjzWCKMpvjnWALyUoJ+Y65mj1tj/WWrHdFc0SJazKFG+zi18+fwZP+4Gy1hNhSSXfacSvYKgwAKjbuwZbSbP1eLZkKPd/ZG+Mf3HeQPHxslGVYJhxT6Y3rVaJluEyCNRLR0Mzfa8Tcs6IQQriRJfwT8BfAYgFQ5ZkEIIYLYkoCKdMX2gutEpyNbOkH5dK0ciSCVT9oKgRTWl//eyqRtvWDjStO9bi5HaWQEd34egcC+cAE5mSDxCw9wUU6UXQhvq3wh3IjBhaUSoufA1Wf8rRRuBBQP1wLhCmRzDqIJP0ZFkpAkGWtsjPn/9b+I3HFHxd66dX2ltrH8VwkoGDJnLkwQf+4SESPHNs0jYs/DBZuR4j7efGLP8sXdP871wx3lzniMAocKz9IjMmC5JOVJDlvfZsq5BYFOJKSAS82p34b7y8oc0SvnLvKkYyPvuMUXc65Aytpgueimy1zGgDo9aQ2FZLfjwpaxEflzUNnZjOkq9x0ZQJXligLv2HCSPf1RPE/UFZfdJkAajWjpVm60428mtuT9wP/C/8xzEZggiC0JaIHrvb2gXVpx2TYisqUTrJquTaWQdB3PWFwRpeuoqf4NnbRdO90rXJfSyAieYaD09RE+chRJUchMz/HD3/4U33/b30eo2vLF9cNv2kek6K2ci2ga5Zk/6fw2iKUSYvoCOAaEe1Aipl96FTJC0X2xZxVBjyMsC/O1VxGGSc52MF58qeJwybq+0rJ9twIw7AL6sxdRFQkpGSIX30uo6BAyLNxnLzJ7YBvb+2I1hzuWnfFHLqKNv4rjxJgXEXrla+zrP4UsuQxmXiCfvJv+mA5Zak79NtVftuiIyuImrk5dZJesQdFBOZcDywMJEqbLvDRDbkdPZz7YtOrCrqHa6q5WxVwlZzNn2PzgwixPjc5y+85eJJl1fYXNiMtuEyCNRrR0Kzfa8UuiWvbV2htK0vPAfuAnhBDf39Cj2kTe8IY3iGefffZ6H0bADUKrLtvMWI4XHruyLrIF/Fy2O962+7qJ3I2Ycm31+d1MBnN0FKWvj9Add1LQtlG0Jc5MzpGYv8TU23+S7O4DAGTnSkQvFbljexJFkhDCRZ95luP7L5LoL2uyL837rlm72yAWrsA3fgOmXoFQDMf0uPYdA9uJ4uZs1KgE8UE8wjiTk6hDQ2DbRO64A3VgAHN+nozhMvdzHyPVG+PQ9jiqkHjiy+eYL1g4ikREFWyb/gGWpSJpOsPqD0h/5zR6r3/hGOt9I5pbYij3IqRzpN68i12H+1dEa3ywqjvpXnme9GN/zhw7uDw3y2HzMWTJwZZ0YhRIHPgR4tFY3ffq5fEMn3vy4jqHzvU8zkzmeOvhAU7s7VvlNJmOy+98/Sye7dF/obi4pNafRpUkibuHelBUuaEPNt0UydEMa9831/P4/ugsQoDlehzf1ctgMsxC0UKWpXV9hZbjNSQuu2nKdQnbtWtGtHQ73Xb8kiQ9J4R4w9qvN1MaPQI8vJXEXEBAM7Tjsm1kZEu7rJ2ulWNRJCTcQmFTJm3Lnz//5FMIBN7+23hlfgDLVTBsl5yj44V7kOcLsBtwBX1XDfK2i6XLDCZ0yF3DcExGLh/hZK8/TABApA9v9hLm97+Gqw22HC1C72548yfge7+PbejMPTcFkQTu5AJutoSTFWiDRdDxy9OShKTrKKmUnyM2Y6PNTHH6W08zO7yPZETjvbcP84RsIk/mUBz/eKPSAW4NXeLuoefIj06S90qAxmTidoSkYKlxxnrfSKhwjui2u+GNb/OdufxUzc0MijnPQHKBgd4kh3ZFmJ9/I6HJZ9GEhe65yIVxiB2t229Wqb9syWmyHcHImMYLVxdWOU1LLtPnvvoqhbyNG1ag5KJrCnfu6SMaVhvKouxGsdIoa53NuYKFaXskIxqW42HY/l7dan2FlfbCVqKRjLvNpl5ES7dzoxx/M4JuFrh+V52AgOtMO8HI3R7Zcr1z/Mqf3zh/kdfmBxBALGTjOBYyFgIws0nwlvqvPDxNWVkwbxuENZus7Q8TDKSK/pfTeea+cR4v/NeQHFqfc9cMQ7fjJfcw9/groEbQd+qEhnqxrs1RuryA50poqX6cyUlkSSJy/DiuJC3niEV1lWHZItwXJV0w+b++8hIn9vTRf/c2pIzfU5bxYjyZSHHvG05A3wucPf0Ic7Gb0MtEVskBWe9h+93vguFbG9tVWxYlosgS2/oHoO9d/iDGwmU4/iE49lN1Xcy1JUBPCF66mkFTZO49vG15UGPtBOvO3ggfumMXp7JXEVGVSEihPxZa7gGs98Gm2yI5mmXt5Ozyzy2AxKrcvHajUW4UARLQWZoRdF8G3iNJkiaEsDfqgAICupV2XLatHNlSc8tDk+iHDpGPDGJmXOJx/91WFRnFtpBUBTsUXxY+/skQfiM/LPefSYBh+b/aPNtl7tunV3LuEjuAtTl3TRyrqmMO/Bie8QJa0oPFfkN9MEHojrdiXppEO3QQOxJBP+r3/03njGUnBiFw4r7odzxB3nRwPQGyhOjzjyMOXJ0v8qp8E8fefgu7/3aM7NUFsu7KT1/cLnL4wDDxo4f9LzSyq7ZSuLKs+CXZgaMNibklyvvLnh+bJ1OyOTbUs2pAY8lpemXCF3vpgoVmOiQiGn3963Pn6n2w6bZIjmZZ62wu/dwatouuyvTHVwZ3NisaJWBr0Yyg+03gjcBfSJL0CSHEpY05pICA7qQdl62RyJZOCqPNou6WhyaRQyH0t/840l+dwstmQZLQhUBRJKZ3HfQFg+VCSMFyPPSoSv/ShS82AGoYYVmEQ/68ljm5gJfNo/Un/O8vsi7nbg21oiVcV4fhO6FH81eRaRGIDSDJCkqfQeyuN1AwTbx8HqWnZ9mJUQs5nEic3JAvukqW64tP2133/EsOjbyzh73/8CNEP/sQ89NzWI5HSJXp27WNgV8q2yDSyK7adsOV17BUAkwXLFJRffW07SIly+Uzj58nHlb9Zn7PY8eUwS2yxLbU6raFeh9sui2So1kqOZuW41KyXQ5vjzOXN0nFQ+QNp+1olIDXJ80IupcADV/U/aQkSQtApX9BQghxoBMHFxDQTbTrstWKbOm0MNoMGtvyEFp1+0YEa2LvEOFbbyVMAWEYSOEww7EkU1ezGDmbnOlgqh47NJlbtiVWhISsYKROoNsvkuJVWBC4U2n//dx1t+9GlVMlW69eaA4CO4EAACAASURBVK7S2+sPDiy6ff6LcyB3DbITqKTp/4UPMfdnX8QeHydSsogv5KGnh0tvez9C9X92IiHF/yCgrY9eKXdotOFhhn791+irtUGk0V21HYr1KKdaCK/j+U38R4eSqwYossi8cinDHZ7wh1loLIuyViSHK1zmjDmeGn+qqwclyp3Nc1M5cobDhdkCr17LIcgRUmTu3NvHJ95xuK1dsVuJZnL7Xu80I+hk/JiSso92FStQ1apSAQE3NJ0IRq4U2dKsMFpLPaG0Uc5fw1seaM7JSw3F0OMhXE8jlFIp5S1EweXWeASjJ0rq5CD9yTDDb9N45fGra85FguMP/h0U507cbJp5kWPu2hmiYhtJz0SRV+fsrc3WayQ0d23UylLQsJvNIcsS4ZlvIJV+yPaPfgxjukRkLs2jryywMLiLZHJF9KuyRFxX1zlblfLF6vY4NrOrtkOxHktUC+G9PFsAYF//6g86yf4IV/F4y8EUu6KhhrMo10ZyCFeCdIi5+QWumQs85f4AWfXfy24blFgbdbR/IMqXT11lZ2+EozuSzBVMDMvF9gRRTWEgHmzZhAY2kgSsouHYkq1KEFsS0Cyu43U0GLn0yivM/9l/XyeMAOzxcfp+4eerXszrCaWNdP7yTz5J9qtfq/g49sQEyfe+l/ibT+JZFtO///vgCV8ALeJmMiBLFQVrLm3w9FcvcO1CFs/xAFBUie37e7jnvfuXI2KqnYuleBkjb2G+/DJCgB5RONw/RyzkVH3uapEc4Pe1ffjNN3Hrzp6V9zWzABMjIDzksEL/m7ajDfSBrIKiLcd/VLswvff2Yb764kRnLlgLV/xyaqcz+MqolsFY6fXlDBtVljlUoXQ4Pl/i/ceHufewXwZv1IVZmnItzFvEzuxGMhWyVpYevYdoLAy3p5ESDhkzgyzJXTEoUSnqKO95PKWaDA2tf2/Kf85ezyxH3VQIVK4U6/J6ohOxJQEBAXQ+GLna+iug5sqtes7ewMc/3pbzV49KWx6WKXO/mnHylogmQmghhW0748iKhBpSiCQ0rJKzKiKm0rkoj5fpGYjivuFmSiMvYOZdzhbC3Bp+DbUnTv+DD657/Y2G5i5HrTz1NdwnX0URacK9LpKVh3Hw0DGNPlzrSygH72Lo0KGqIbW37ezpTHjtBpRTy1krTBwhKAlB/PY+dgzF+dV3HubSXHH5ddiux3//28sVH6u8pNyMCzMUH+Kf3f4Jvvk/n8dImNgpAzdnEg2FwAReTCF+ZLprBiVc2+O5Ry6v5AyGFFKxEDOTOXonTNgehzUObbsTrluFhjeSBCwTCLqAgOtMo8JoLfWEUu4732laSDXDutLjIms3S7QiWNOTBSzDpW/H6l/mjUTErI2XURIJYiffhJ5Ok5stIe4+zvY3H6soZptZyi6FQkSGotAzCaE4aP7x2FmHub+dwyvNwLlvww/OLLuit+5c72Y2mi/WEB0upy6xNoMxazi8ODaPXbRhIsvcwQjJWIiP3Lt/+bWYjlt3H2qlErfiWYTSZ3nsqz/kg2+9E23o2KrVbblpi5hIMjQY5kruyooA1z3IqZDWYcDfT3u9ByXOvjbHc+fmKGnAoj+nawp7UlEkx0PK2MvTzUsEE64+TW0kCQD8vriAgIDrSLkwKqfeyq16QsmevNaS89cocihE/4MPgixhj49jT0xgj4+DLK1yv1oRrO1ExFS6r6QoaAMDaIODsH13VWeyvB+snCURciAVY2Ysx9jpOWbGcrjFDLjWcmSK5wjmnsmApKDFBVoq6gtqTzD30EMIq7GLkGt7q5/H9hq6n+m4vDye4XuvzfDyeAbTWT9B2wpLIjkc03A8sZirJ4gndeKyxG5Zw/MEf/rEBazFEvnSVKcsS1ydLzI+X+LqfBFZlpZXVi25MEuCL2Fe4y2X/hP3pr/MkZlvkvveH/phyQtXlo+l/PyG1QrbWYyVUm2P3oPlWpyeO81T409xeu40lrs5QsB0XP73D68sO47JiEoyoiGE4NJcAU2RyOfMVfep1D/5eqWZD1cBPoFDF/C6oJX9q5vFkjCae+ghXxCt6XWrJj7qCSVtaAf2hQtVv1/N+WuGtVsmKk1gNurkldNOREw79621N/NDt+3k2b+5sHrtm9nHcXeAxGJ8iTlr4RkuWhxwFVgUHM24out6roSLLrIcP26S2LG4zgvWrfgaz3sb1kBeLqLSBQvT9t03wFfYlktvX2RdKazePtRyF0bxLE6MfwEQZMPD5IRNTk+QEtZKOLIaWnV+U+EUuhLCdA10ZVHchd3l3aVxLc6nnvvUddkscW4qT054DCmrf8+ENYVsyWZnMswlXam7n/X1SrVhm0D0VicQdAFbnlb3r24mjQijtdQTSon778d46aWGhVTNaVjHrLojtN4EZiuCtZ2ImHbjZSqJkAOpGM/+zYX1a9+mI4wU38fJ2F+jGBncjAWuDVIIL9rPgqORmysQCSkkhajriq5bL2dk4eozGCWXkW/AySMvokgeGAt+Bp4ahnAPTqSPPy+9C0/dvqrnKJfP89Vvfp1fOt6Dluhfdd6aoVxE+bl6ZR6oABZDciUkprMGL8OqAYdqJeVyF6a/eAHNyTElDeJYFuZi5t6qcOTh4+vO7+0Dd/DizAvkcyWQBbnQJRJSnA8e/SD/4+z/uG6bJdIFCzumQsgFy4PQikiTbYHWp/Krf/cWzs8V2u+f3ILU+nAViN7KBIIuYEvTzv7VzaaSMKrlLNYTSko83rCQqjkNG3Xbnp5sVrC2ExHTiXiZtX1tM2O5ymvftm0ne62XdPwtDCTSKPYMXLmGGYkwk7c5M6sg8N2hvvwCtyph4lQ/r6v6/zwXrj4DQhBORMkWQqSNIQauftZf8ZXc6Z+r4iy56D7umv0izx/9JEvF2YR5jbdOfwGnOE/eSZCMaMy7Ec4ffJDY4L6m8rzKRZS/4WBR3i0KFdHjC6OCZfOVkQk0RWrIJSx3YbYVZpnOmlzDwPUEkgRnr+WI6SpJ8Ac9Kp5flVv1OylG8vTe4zIweA+Heg9xbuHc8mYJx/NI5y1KtktE0zGZ3fCBiVQshJDBPZRAOZeDgrPURoeQ4MC9w0TCatDYX4N6Dm/AagJBF7ClaWf/6vWmEWexnlBqREjVnJb97GfZfkcWSaH6jtAGpyib3Re7NohZC6sgwfy1Akberlk2rxXi3ApVe/pkBWngKIYzCa6FPpRA0qeZnS1xpf84ibB/ntRCDkOP8flJmV+eLvLK41crntdVz1OYAcfwxTMghEfm0hl6JA9JVlFkBVlPgF1CnjtH1N3OtuJ5puNHV5UvF7QhrklRXpgxkI0FmPg0X97xj4hFow2XY8tFlFbyiDhgZS1CERX3UAJkibm8yeW5InftTZGKrS6R/efvnuen79xJznCWXTtJcjmfGeXOI9M8+lKeJyZsPuC6oIKuyezoCSMEnBqb594BgRJdyddr5PwubZbIGjanLs9jOt7y++3KGc7vmN5QQbcsVj2P3tt6l1fW5TwPr0fj9sP9y7e1XIvRhVEWjIWuDka+HnR0aGiL07CgkyTpAWBECPFijdvcCpwQQjzciYMLCGiXdprrryfNOIv1hFK979eclh19CeNyYf3915TBNoqlWJJWyuadjJep2ZcXihH+0Y+APoZcnCefyjL6Z4/RUzCgaPr7WyNxrr3r/SyYgu999QKpqFbxvB66e/vK89jG8vdNxyOdybE3NIOhSbi2xLWpXkKxYZJhk4h3jrCXQ7d9F7W/eAHdyZEND+NZFpfmCoQ1BS3eT9KY4I7QJK95+5fDkhtxPMpF1OC1PF97bYpJVSCZNsK0sFyP3akQnnaVq0aWsJykT9uNIkt899VpzkxmCKsKmiqT6ikS2fYkQir5LzVucnHAopSLcxMWUrQPaXGgx87PMe/2sm1wtfiqd357w724nsepy/MIAcnwSnk1bcK3X8nz7v3ehrk9q0qGmZLvWIYEyUhoVclwKVuvmT6/YHtCQCWacegeAv41UFXQAe8H/g0QCLqArqCdBvnryWY6izWnZR0Lt2hXv/NiGWwj6XTZvJWL4VLJsZizEJ7AsVzUkIIkS35f3u5eUP31W5PeDE+/axdHjGnUfA4nniA3tAehauhjOYoFi+GBynEsCFb6w5YmZ4Xg6pyDLhXpi8xQMvt5Jfcu8vQicipRXUWXDtIbP8Ws6z9u2F5AIGHYLh4gS9LyijGBhG5n6O1rPs9rSUQN7Elwy4ntq0phZ2fG+NzLX2S6YLJUW9SkKAuTb2I2H8F2BTFdRUg2p83/TX9R5T03H0CRJWyzQEib5C+3p/iVhRIxcxKxWLSdI8KFgw+yrck8vYO9B3GcMHl7gf6y7RmmlyceSiBZOzY8y6xeydByLR4+/XBTfX7B9oSAanS65FrWXBEQcP1pt0H+erGZzmLNaVk1hBKtIejKymAbRSfFbasXQ0WTOfiG7Xzvi2exjJUokFBY4Uc/dHSVoEzFQriqQnb3+pXWkuUSqiJMJMA2nJX+sFICyerFKLq4nmDXjlGcUogzubcjgKhewPEgoqp4NszZb2MmvJ+F+SKUwuy2bKQo3LQtxpW5YtnzCEytZ/Hvred5lZfCLNfi86/+FQKPuDK4fJt5Y55rPIIsv5dkJEpMVylJE0hSiblsH9M5g6GeCBFNQZXi5KV5/mbn+zlqe+h2BlPr4QVriAcG9zV/fEqINw98gNMTD5F3p1kSmSE5xq2xnyST0zYly6xWyXB0YXS5z6+casHIjaymC/rLXr90WtAdBjb+I3tAQIN0okH+erCZzmLNadmB3YT3ZhvbEVqDdvbJdkrctnMxdG2P0Wen2LG/B89j2aGTZRh9dorBPYnln6VacQuRRIikXXmycum8ruoPu6aRGfkC2/KjxBRB3hygRJKIlkX2bF+I2yYhLcRE4jgnUinspEqP1s/+Mz+gL6Iy54UYWxR0upPFVBPMRg8sPmdn8rxGF0ZRVYO4lsSw3WU30LLCeNI8emSKSKjXfy+lAoosYXqC6azJUE+EVDyErsoUHI+SKDEdv2P5PYtFpZYjKg6mdnNY+yDR2Cyml0OXE34ZWNJYoHjds8yW+vyqsTYYOdieEFCLmoJOkqTPrvnST0mStK/CTRVgD3Av8LVGn1ySpH8OfAA4gr+45W+Bfy6EeLnsNhLwW8DHgD7gh8AvCyFeKbtNH/Bp4H2LX/pr4FeEELX/tQR0NZ1aKt/pBvnNYDOdxdrTsh9GWppyXRhbudPSlGsDZbB298l2Sty2czGs5hIC61zCWnELD7znEJcfG697Xpf7w/YcJbvj4zz5ne+wJ2JiKwqKUUBoKqpn4bk2cjjO8/odFBYgf3qaUr9GMqJx8xv/Ccor/41+a4pBLwN5gQj3cGrnz+HJWkfzvBaMBRRZ5sTePk5dnidr2L7Ytj2QoC9hIy+W9RWx/mdXXbzvExdnyBQ0KJU6ElFxaHuc3mgEz9nFtmgIV9jM21eYK6X5/9l78zC50rPK8/fde+Pe2CMyIhdtKam0laSqUqkW7FK5vGEMXmlM03SPAduYdQYedwNuGBh6aDPMQNMMtGFMY5thsduM22DKjW2qCmNctimV7dqkWrSvKaWk3GJf7v7NH5EZGZkZkRmRGZFKleI8jx4pY7nx3UV5T5z3PecNBuLsHNy/lt1eM5LB5LLPJ4yF12N/ekIfy2Elhe4DDf+WwOHZP80gqZGtX+jg898E/DHwDLUv278J/KMQ4qCUMjP7ml8Gfml2LaeB/x34ihDiTinlXBfpX1EjlG+b/flPgU8D7+5gLX1sIHR7qHy356/2GuutLK7ohl3ljNCV5s22M0+2W+R2LTfDTlXC5XqnBjo8r3u2pPib1F285EsG0qBmC4QCBXy7gqMYVLQBpFAI65JgOoQc0GvO0uM2v/q9/xF95hSjUzf4/KkK5xnFr+jISqWreV5zxCQeDPD6vUPMlCyqjkfZtDgxdoH91lXCapAr2g4MtiD9EEKtMBzfVN+GFBVed8co79j6CMWq7EpERSO5PjszxmX3cRzK6KrC3lSMjx1/peshw530aO5J7iGmx8hb+QXkbS4YeW9yYVZkf3pCH8tByFa9M4AQYsfcP4ELwH8BPtrkpR6QlVKW17QYIaJAHvgBKeUXZ9W5a8D/I6X8P2dfEwImgQ9LKT8uhDgAnAAekVI+NfuaR4BvAvullKeX+8wHH3xQPvvss2tZdh9dhm/bTP7e74Evl5QAUcSah8rfSvBc/5ZSFhej+sorZD/935Y4aAGc8XEGfuxH24oy6UY49Mvjef78qYtLFDqAq9kKP/66O1oqdFNjRY7/05WWCt293z3a0ReGTs9rvfevbJM+VwXpEwgH2J4Kc3aiSFxVQYB3T7I+7H3xPtmu37M8L9uz+YPn/gBf+vPExMyTvfwU07kCb51JoUlBWUR5NPgvuK6pGOmnuGdUR1Vqa+jlBIeSZfKRp36XquMyGEqSjhqoiiBv5VGE0rWQ4dX0aHbicrVcj9957BS+L5eU8xVF9HvobhMIIZ6TUj64+PFlFTop5eWGDXwE+FrjYz1AjNp82bk+vDuATcA/NKypKoT4BvAw8HHgCFACjjZs5ymgPPuaZQldHxsPKw2dX+tQ+VsJt5qyuBgrzZttd55sN8rmc71thUKZbfkbaKUCbjTO1cQm4iF9QelxcfBvYjDU1RJ4p+e1UfGb2FOi+GKWsBBMFS0004eoWs+Dm4PmO9hXnoeqhHAKffhAz/qrdFXnfQffx6dOfIprpWsgPRh/gZjQ+J+3Psy4tChUHcJugR+TX+Lp0X/L+974Firyal2d2pvc27PJDWOlCxi6zR2p9swHq8Fcj6bj2QQjE5h+LbrFcUaW7dHcHN3MLz7wi5zNnV3xWPSnJ/SxHNo2RUgpP9LLhczio8Ax4OnZn+f0+IlFr5sAtja8Zko2SI1SSimEmGx4fx+3ELpFAvq4+Vhp3mwn82TbIUHLTdYwNJUP7g3x/O/9GZRK9fcMRqPc/+Gfq98MW6mBex4c4dyzEzfNXDPnlrx7awLv8GYy18qcvJzl5TOTGNsWkrmYdYMHJv6SnR5wfVbJme179MMjXelNXYwFxOTacyQmrrI3dScBobJ7r2SmbFG1k8Ss67zpQQik4kDvgn0b0an5YDU4O1FionydGe0fse0yja7atPk9nJnY1pJQB9RA24SyPz2hj1bo2OUqhFCpmRgGqJkhlkBK+Y1VbPf3gUeolU69lV6/FgghfpqayYLt27ev8Oo+1hudkIB2jRPL3ej76B1Wmje7eJ7sWrBcWTYSVTBPnER+8pPcF9Up7tiF6UFQV0m6Jurffhb54Q/jC21B5p3vSaolm8J0lRe/doU3/Ot9lDLWTS+Bz5Hb+JYwX8sVyZlOvQSn+jZ3Xf40QoPEpt3zRK+axfn7/8zMhWGcYoWiH8P2NYxYgDs++EMEt29b87rqxCR7A9QotREjoCqC4dhsuTqng7W+frVOzQdz6KQfbqJY4rL7OBFVJaIMUXE8XM+nrFQo+o8xVTwIdEch7U9P6KMZOiJ0Qoj/QM30sNKV1FFktRDiD4B/A7xZSnmh4akbs3+PAA0WO0YanrsBDAkhxJxKN9t7N9zwmgWQUn4C+ATUeug6WWsfvUe7JKBd40Q3+q/6WB1WmjfbrV7I5cKHn//CSfZefxz3ymXs8xdQwmHC18ZJHz6MGosAwXopvxTbXnezWlWXGxfyeLNOTcf0+OZ/P8OR9+ypKYWuBZMvQiUD4dSqB9+vBc1KcFuqpwn6RXbvOYjaoNr5WpyZrz5PZTDCOfV+bFRQQOZtxv7o6xz5pXcT3xTveA1NvyyFU8u/aY35hZ2OyurUfACd98NV5DgOZYQ/wlihguvN3Vo0HDHNWPkC0Lmhq48+2kUno79+GfgINdPCp4ErgLvWBQghPgr8a2pk7tSipy9SI2VvpeaERQgRpBaP8u9nX/M0EKXWSzfXR3cEiLCwr66PWwTtkIB23ZPdnjLQR+doZ57sWtEqVsQIKkw+c5p8JEQ8HkeJRFBiMXzTpHrsGJGHH0aoar2UXxU1N6vvSW5cyIOUGOHZX5MSHMurXTffHUR95o/BbCjVzUW5JEe7tl/tYHEJblt2jO3jA6jBhT1Y1vUcTlVy1tlNxfMQ0kRTFcIRFbtg89yjr/CGn3ptR/8fWn5ZetMuYsHEmvMLm2E1o7KW9Pgtet/ifrXVZBbGIzYBReFKroIqFIzZCoDrSVwUnr44xv90b+9GjfXRRycK3U8B49RmtU5148OFEB8Dfgz4ASArhJjreStJKUuzvXD/Bfg1IcQp4Azw69RMEH8FIKU8KYR4HPj4bCkVamaJL63kcO1j42IlEtCucWI9R2j10RorzZNdK1rFiriZDNKysTQfN5fDr1ZrpC4YxC8U8DIZtKGheil/LvOuWrLxHH+ezM0iHDewyhaZr/w1Qwkfkg0tG9VsLa/vrb/ZVqRLN7GgBHdttJYNsAhWqcIVBhgruXiijBAGAp+AsNikulhFq6P/D62+LFVKFv/02AnSrzlC6uzj7Mnm0cUsiekgv7AZVjMqaw6dmA9Wk1k4FEkxHNeZLORxFAfF1VGIElA0hqI6nhvuB//20VN0QuhGgU92i8zN4n+Z/furix7/CLW5sQC/C4SAjzEfLPy9DRl0AO8F/gh4YvbnvwN+vovr7OMmYDkS0K5xYj1HaPVx89AqfNjLZPFyOeT1k7jOJF4+j18qEdi6FSkEvmkuKOXrQsMIaxSmqzReOK7towYUQrEA5fFpTNeGTYvKhqGBWvjy5AnY0iqucx0wfKBGnBrUsetumb81zxNR7sEUwwjhIfBRMbClZLoywWAg0NH/h2Zflop2iRfzx3ELgvKZq7gDSWKuw/tGjrB5YHfb+YWt0OmorMVo13ywmszCSCDCjepFlFAFVQTwpURVdFKBUQwtRswb3XDBv6uZa9zHxkUnhG6iw9evCCllq3tt42skNXL3H5d5TRb40a4trI8Nj3aNE+s5QuvVhG5N6VgvNAsflp5H6dI4mm+RCDsoJFCCQezxceyxsVrptVBATSbqpXwVOPw92zn66Dkc06tPplYDCpt2JVAUgfRsghEbaNF/WbnJ0w81o6aCzU73sKXPp3MziML3QHgXigyCkIDEo0JAqlTUQUpVG//cCaoy1db5LuRNchWbLD4hXSURVnlx6jgSSViLEFY24UWjjGWn+e2rL/LB+Bs5gMpaugzXw60KnQf42p7NZ099ll2JfRSqZ1BVF1DwZJWMd4nvjn+YYkndUMG/q51r3MfGRScE7XPAe4QQhpTS6tWC+uijHbRrnFivEVq9dNGut0O321M6ekEOmx2TxZM13FwOIQS7/VPgVEDXka6Llkrh5XIENm0i/bM/Q+jgwQX9fLFUkDe/dz9P/tUpHMsjHDcIxQIoiqhdNxGDVDQPtDAQrLHhvytIjtane5y5/iLyfAWppakEVcKmMktUBRDHkw7g449dQS2cJnvUX/F8j+eq/H/Hx1EnS3hBFZD4ahFhmKRCtf+PZcXi2bPTWK6PKaf52FP/zLbI3jURhtW6VTvFcvN4m41Lm1MO7xzczmQ2iOnlUVUXVRh4WGSqBdKhwa6MWesG1jLXeD3RqfnldkcnhO43gIeAvxFCfEhKebFHa+qjjxXRrntyPUZo9dJFu94O3W6M6mpEt8khLH9MGsOH/XMzqDfOo23eQ+U738G6ehU8DwkI3wdDJzA83HR/9JDGkffsqX9OOWvNf8677kF9Lt6Thv+uQtNhy2FuXCuhyEsoqkD4QSxDorlKTaRDAamC0EgNOBhbaqaC5c53nQyEVeLRQO0E6ArTpkWhbDEgBFL3eK5wAylq48AUTyMRcvB9yZ9//RS/cj8ErGzH7uDVuFVXg04DfOeUQ01ReGBHmucvK1iujwdUpIkbKm2o4N+1zDVeL6zG/HK7oyWhE0JcaPJwgJrv+h1CiDzQTP+WUsrdXVpfH320RLvuyXanDKxGSeqli/ZmOHS7OaWj2+QQ2jsmc039VZmqqU3hMJ6mU950AFsNYSgOUXMKLRavr8MX2hLFb9nrpqGkWccaG/57haAbBgS6ouFJgaf6uAEPIQWKI9GkiVR1EsH528Fy57uRDHh7VdSzRSi7xPwQlh2iGvSo7p/CzHjE605biaHEGBUZ9p3/S4olSM0pXx24gzt1q64FnQT4NiqHi+fZljyTnz58aEOVMdcy13g9sBbzy+2M5RQ6BZY0EbgszINrdkWs2BfXRx/dQrvuyZWmDKxWSeqli/ZmOHS7OaWjFyPcOjkmc2X57KUJzgZfg2tEa4qe56GFbO7eoqPMXGH6+VOcvGhQyJh4Ts38EE8Fue/7dhBLBZsf44aSJpVsrcy6xob/XmHXyE6eVc7iShtNDeFLgY9ECg9d1H7RGwGBofngu1CeBqcK1RLezFIP3AIyENbw7kki8g6qZTBWfpryDo+IHq3fCCy/hK5EGFQ3cf/l/0oZn6KxlVRytt2hQ3fwsDHC+4Z+mvMTF7ECVUa2JblzcF/HN/h2ynntBvguVg5VRTAcD5K38qREmoPpfR2trVeYM0Fcmi6TqViMJAw0ZSFBbdYjuN5Yq/nldkVLQiel3LmO6+ijj5uGtShJvXTR3gyHbjdHdfVihFsnx0TRdZI/+j5e+O2/R3o5glamVmbUVOTQVs5kde6U13jpmxkyZmjBdosZE8fxeNN797dWQWdLmhsRjWpzPJZg//AeTl07jxe00BwN6QmQGkZAIypsIkGbkMzDhSfBNWsbyZpw4nNMpbdSFam6crnEMKAI5ICOQGdg5mFCxlFK7hQVWUJ4KroS4e7IuxmujmG4RabUIUL6vJPSNRIUblzg0rNPoY/ev6zTcmG5PYgkSPa8hvk9HoFU+4Su2+W89VQOV0Ir52qjCcKXkrGZCtdzJg/tTteV1FY9guuNbptfbpdevK66VvvoMyoj/QAAIABJREFU41bEWpSkXrpob4ZDt5ujurpJDufQ6TEpkkDZe5DgmRcQuoHQNJRQCBSFsq1yzRpiKiMw4gqaPk/cXNtn4kKeqStFNt3RpV4i14LJkz2fLDGnNjv5Un2810gojDr6Gq6WK7iahyoUdE1naFsU//QEiu8Rn/wGICGYwCtbmIkhzmcfwPrCtxBbDiOFihHWOPimrS0NAyORzXz4db/CycwJ/vCbT+JLyWhoHyE1SdA5j+VJDEMhHantd8F0eH4sS7hS4gXrPGfGBlo6LbvVgtBOOc+XSsdxHp3k3PUKrZyr7zuyk089fWmBCWIgrPP0hWm+eWaKQ1uTCIWWPYLrjW6aX26nXrw+oevjtsdalKReumjXy6HbiG6O6urFHNdOj0m1ZKMmEyjxBEiJCDaUam2bnJpGKtoCMgeg6QpmWTI11iVCl7tSKyv2eLLEnNpcsQOcU++bH+9VtgmcPcND3/8GLr2SxfNrEzCEEAQPHmT09F/jX8/g6xGghB80uJh8BIoeIXUSTcsjklswyw4nnhzng9+9kz97+lJTw0DByfDVK/9AejDL2Ykik9mzBIhQ8e5kl5Dcv30AVRG4vs/zY1mkhIiuEh0YZls03NJpubjc7kmPjJnB9E3IB5i4MsiWO1YYOcbK5bynrrzM11/SVxXn0W7OXS+wnHP1979yGk1R2J6afzwWDPCW/Zs4eb3AfduT3LdjoGWP4HqjW+aX260Xr5PRX+9r42U+UABOSinPrnpVffSxjliLktRLF+1at73auJBujerqxRzXTo6J5/iYJYdywSG6+y78sy/B1CTS8xGqggwNErv3LqbPVFt/YKvrohO4Vo3Myd5PlrDOnsXJlzin3ocEIrpTe0IXmHmbG69c5S0//l3kJ6sLjB7K2SnMr47hiQGk53P1FZvKlEWYAqbnIPLHCD0UIxiLUZgxCVb8poYBhMsfPFe7ge5NbWdXUjJTspiu5ihpVzlgjhKUJWCATNnGcnyGAlUsLcZEaDsz9gVMpUChrPPK9WHuGx2aP1wN5faiXeLFqeNYXq3ErpaDXDx2jB8Zes+Kqsty5TxP+nzuuVMMafds6DiPZljOuXp+qoShKcDC51RFMBDW2TkYuemu1kZ0q4R9u/XidaLQ/QVLTRItIYR4Bfg5KeU3O11UH32sJ9aqJLXrol0NVrvttcaFdGtUVy/muLZzTHKTFb79xQtUCzb56SoF6aFaSZKYaFjYBNAVj9G9MS5fsHBtD62xr8v2UDSFoR2dD6tfgsmTNWWukcxBTyZLeLlcrcyKOk/mZqErHlbRIj9ZXWr0SAwT2hrDj4ww+YXnsMU2hKGhKDq4EqmoVI8dJ/LwkXqv4pAWW0ICTswsvIHOmQNGQkNUzpziQvAu7ph5EWMgj1+xSTkVCCR5ctPb+Xbps9h+GRBUXJc/P/ECmwZ+tk7Q5srtnvTqAcYxfXY/LI2SPt2W6rJcOa9QdXGcEMn4wutzI8V5tMJyzlVDU7Fcr+lzG8EE0QzdKGGvVxD1RkEnhO7Hqc1c/RfAPwL/TG16xAjweuAtwBeAp4D7gR8GnhBCHJFSHu/movvoo5vohpK0kot2Leh0272IC2n2Ge2qf+2Qw07Dk5c7JrmJCk988iXcWceqpilUp4qoBJjWtzMQNDE0jz36JbR/+ms27Xg3U1fLeK5LXfIDNu2KMzTa/DPq+z8zhepnMUbCKImR5n1xlcyy+97NyRJqMontazXr6mJIidD15maa2XFh1qUx/IpNKOmDI8BzQdEQ0SR+sVSbjavEWvZvNruBGtNFRr/8AnY+ix2zyAZTKKpD5ZFH+CYGjOzj26XPIqUkqg4D4AsHXRMLCNpcuX0iM43l2Q1kTgHDJ7opwNXKDZ64/AQpI9Wy+X25cp4qQ8TE0hK45/vkKjbfOFNz/W7EEVnLTbeIBTUiUms7KHmjYK0l7PUKot4o6ITQTQFvB94upXxi8ZNCiLdRI3SflFL+30KIPwP+AfgVarNW++hjw6IXStLNQi/iQhrR7bDgboYne47Pd750AdfxCc+qLJ5fAar4mkFQc9kcK7EtXkBVQjjj4xw64HMilKQ4Y+I5HmpAJZYOcv/37miqhNb3f/oGTJ0Cz0YJaaQfGSWwaWRpX1x4hb6uLk6WMPbuxYgFkHkb9Hm1RpomwjBQ4/HmZGx2XJh36jfALhO3L6HL7dgiiB5Pg1BACMx8FWPrwIJexUYHYcbK4Ml5JUg4HqNffgF8STkdQR/aSiA0hJfPYzw/RvmudzJVvoLtl+tkznQ8DE1hx8AQE5Xr9bLYXLn9sS9cRy0bYM3evgwfDmUoeUVOzJxgpjrDcLi2rWbN78uV835wz3v54nMLS/DFWeNGpmwDgvNTpQ05Imu56RYDEZ33H9nJXz7dvO9xo5aR14r1CqLeKOiE0P1vwN82I3MAUsrHhRB/C/w68JiU8qtCiK8Ab+zCOvvoo+foVpnxZqMXcSFzWI36t5ya1+3w5Mz1MtWis/A9rosqfKQARZEYqoeq1PLo3HyOwIvf4oGHHqYcGcW25LJl7fr+uw4BbwwGQhAYwCtbzDyTY+RtacTivrhZ9Ws9Jksous4dH/whxv7o65h5G13xasqcYaDceTeB2X1riuQo6lv+LVz6Y9RUlH3C5kx1J2U/ADZIzyAaNBb0Ki52EHrS41z2HABBNUj4/A3cfB5zKIYhdFLBGrlVEwn88XHev9nnd8ZLlG0PKZwamdcU7t9RM07AwrJYLBXk4DsHOfGtpwkrmyDoQcrCFx4vXDtG1fFQvBSanyIV1Sk7xaZl2FblPF8qfP3EqTop8maNG6bjkYroHNgcR1XEhuypW2m6RSdBya8WbKQ4mfVAJ4TuXuBrK7zmAvDuhp9fAd7c6aL66KOP1aMXcSFz6FT9W0nN60Z4cmO5NjdZRVUXkVlNo6b7SXxfYGgeXrFI9dgxvGwWgcC5cBElHmPTBz5AYEt65f2Pq7W8tmDtWKoRA2emhJmFUDy/sC9uVv1ar8kSwe3bOPJL7+a5R1/BKloIXUeNxwlE9RXNNMb+AygjO/B8SSSR4FBiioIVpJqvoqc99r7/X6GFa+eqlYPQci2eGn+KSCDCvvEqw9Uy5XKZN2x7A6poKFMKQcoz+ZnXH+ITx14gqsYIBVTSUaNO5mBpWWzf4F5CmwUFeb3+3JXcJJczGRRCXLc0rmdydWJYdKYWNL8vzGnbyv0jdy4onzaSolzFrkeX3Ld9nmRu1J66lUhbu0HJryZshDiZ9UInhM4G7lnhNYeAxk5cDah0uqg++uhj9ehFXEh9Gx2of+2oeWsNT15crq2WHfLTVdSAgmv7aLqCEgohVA3PlRiGSzxQofrsMXzTRB0YwLjzToSqttVjWN9/p7kz1itZEGdpX9w6T5aIb4rzhp96bcdmmmb9pFEpic+S8DkyB/MOwpHwCFOVKUzXJKAGuF6+TkJPsDu5m61bLYbOXCIaiXEud47B8NA8qZv9cnEgvZftyTS+dEkY8+phq7LYYtXFkz7PXq2NFt8W2o+u1HoYTcfj+ctZ9myRdZWvVU5bY/m0kRTVeuZEXZlrxEYYkdUMtyNpWwk3M05mPdEJofsa8ANCiJ+WUn5i8ZNCiJ8F3gX8bcPD+4Gra1tiH33c2ui04X+t6HZcSOP6hR0BvzbUeQkWqX9tqXmx7U3buH1PUi07ZCerBKPFpsesWbk2kjQoZUw810dRFayKC4AbTaMWs+yXL2OfuY6byaCEQmhDQ3iZDGoq1VaPYV39DDTvnVKjBuA274tb58kSqzXqtNtPmjNzVNwKT19/Gns2PsR0TfJ2nlQwRUgLEd2/G+35LDFTktVtMmaGodkeurkvF2IVZbFG1eXY+DUuK2eo6K+gK/OEMBhQKZgO+apDwkgsm9O2uHzaSIrOT5WWkDnYuO7QPm5fdELo/ldq5dP/KoT4JeBp5l2uR4A9QA74NQAhxMjc67u54D76uJXQzYb/TtDOTbkdorl4/b6v4ft3sXfmGrH0PKlppv61o+al9i0NCraqLuOns/iez8RFjclLhabHrFm5VlEFW+8cYOxEhlBMRwjwHZ/glgjf9bZDBHO7yT/2GNbZcyAE9vg4ztWrCMMgdPjwij2GdfXTdVC1IDgmBIJ4ZQslrBMcAALd7YtrNcqpl2innzQSiHA+d56wFq47Tn3pg4SMmUFXdWRA5co772P0yy8QmSlj2+M4IXvJl4vVlMXmVJfpmSE2qUnGlTEsv4ShROuvcWUJVdZUvtM3Wue0tSqfLmc02Mju0D5uT7RN6KSUZ4UQR4A/pkbUFtdtnqSWO3dm9udJIMbCEmwffdw26HbDf6dY7qbcDtFstf6KPMDZU3BX9RUUhZbqXzu9fIuDgqUvmRwroqiC0YNpjFDtV9TcMXvoXdtxL57Hy+XI5UPgL73hGyGNke0xRnbFSQ6HF5Qb/aEQ7p/9GUogsKAc7Zsm1WPH0HfuXLbHcIH6qW6fdbnm6y5XEdDa7otrJ/qlnRLhRoKmLL2lWIMxzv/I66icPsWu1CMMbD9U/3KxlKze2ZSsNr4uFgLFmKDsFEgGk8RCQwipcq/zTi4XnqaqFShFSkjFAwx+cM97CaiBZXPaWpVPVzIavJoNBWvF7TI/dSOho9FfUsrTwFuEENuAw0CC2mSIY1LKK4teKwGrWwvto49bDd1o+O8F2iWardYfHk7iinuRd9xFXK+0LMm128vXGBR840IOq+oyuC2K0lDmCkYC5K9kOPe7f0LCnAAhcJwoVbmLyAMHUGOLjqMi2LQrueT4WmfPIlQVJRarRXnMjgJTgkHcmRmk567YY7hA/ZyZRvUzBEeiiMRQ231x7US/tFMiRLg37aZZdsrsTuzmRuUGBbtQIztSoioqYS1cL8MC5LwSyq4dDGx6G1NVn9ANi2rY4c+fvrQiWW0ktaY/wyX3MVCr7BuJEdE1wmaKwYv3EXB1DqqPYPtlHM1mepskFh/l4R2187lcTtty5dO5nrpXruV5+WoeCdyzLcFgD2Ypv1pwO81P3UhY1SxXKeVV+r1xffSxLFbb8N/rnrt2ieay61cUGBklerC1I7STXr65fq9qySZ0qbiAzEEtYsQ6dw47pNZ78lK+4MqYS/75lxl45DUItabsLDfr1svlEKpG6PBhqseO4RcK9XUJIPrGN7bVY9hOSbKVAtdu9Mtyo5yuZiscvXyWb898Yd1vmnPKy1hhDNu3ec3Ia8jbeUzXJKgFCagBvn392xSdYr0nLm6nOXT9Tbxy+joCcKXkxYkC7AyzLb2QrH78G6f5lw8FKDt5IoE4n/+Wi5Aam5MBnil8hYiqIr0hxqfg9buGcZ5P4Brj+IHdFF0JShTF8dh8VeXf/OSeuoq2lvLpVMni745fq5PP41dzG1opvZm43eanbiSsitD10cetiNXONl0t5kYVNYOEpgGv69Fz1y7RXM36F0MdHCTxjndSeeVlhFAIHjxA6ODBlqSp1We6mQzScQhtCgFmbduK5M4tJU5dNshdmkJLJlecdTtXBlZjMSIPP4ybmUGaFiJoIE0TY/fuFfepHSynwLnZbN0sIj1vdg01tVCaZt2UsVyJUEqXvz33V2xOBtf1ptmovHjS40rxCtfL13nNptcwFB6qr+G1m1/Lu3a9i7JTJqbGmXlSRaiCYLy2psmiheN4DFw18QaCMEvgNT3Pt2YeZeaYwkBYJ1uxuVTweSj9HrJOcT6AWKFmeBgXDLghbCPLwbSC4sep2h4hXUW3fIIVv7721ZZPOzFT9LF+81P7Jd2laEnoZic9SODXpJQTsz+3Ayml/ImurK6PPrqEbk83aAdzo4oaG/6htYK0Xj137RK1Tte/GM2OuX3pIoHh4ZbHvOVn5qsEFI+4YS54fUR3uTt8BW/XXpQ9IyvGcywuAweGahMFvHwegsE1RbrMYbEC5/mCgmVQzVfJfuJzbH7DrPliNgtPWlb9+EjHwTp/ntBddy1bIizKq+iiSsIYWfB4/aY5eYI7MlpXv7w0U16SRpJnbjzD0WtHuSt9F4pQlqiEU2NFblSvLOzDNF2EFIiCg7haQW4N4ykuL5e/CPhE1RG2RCM4Vhm4zsvlL7JFvxcaCK4A7PL8z45vMRqbH7tWtM0lKvhqwnVXUko3WhbdzcZ6zE/tl3SbYzmF7gPUfr//J2pu1g+0uU0J9AldHxsG6zHbtBkWN/wvVtwWk4716rlrl6h1uv5GrPaYt/pMoesMa9NMltMENY+4YaEqNbKj4JPePUBomfLvHLod6dIMjXEtBTPAK1NDWK6GokgC+QLj37HY4Whox47Nfna8/l53ZobS179O4m1vW7ZEGAhUSYSaK3DhmQrWlz7BVM5DOg4iECCwdRuDP/FBAlu2rLqk30x5iekx3rjtjZzOnubQ0CEODR1a4k5drAhbVRfzahkj7wAC5VIJsjbZHVlsWUYTA4QCtfJ5KKCiiSi2X3uOBoIrAT0y/3Nw0QzdVipypzltqzFT3M7o9fzUfkm3NZYjdHfM/j2+6Oc++ril0OvZpsuhseF/pYDXtYbstot2iZrn+FSyFYbDRSyrTDAVIbH/DgZ3JFdUCtdyzBcfM8+TXH4RxtmGmAJ0HV312JeeIVidQYnH0HfupPrKK20pUr2e2zsX11K0Ajx9dRu+FChCgiewZIQAAc6Z29lTfJ5AKolfLiNdF3wfNRJBqFr9+LQqEf7wA/v5x6uvLPls4Xjc83cnMCbAVYN1wupcv8FUtUr0Q7/C8W/cWFVJP2fm8KTHVGWKqlslpIVIBVOoikrSSLIjvqNpKa1REfZ9yY0LeQxNQTFUPMdHiQRAgnHexdkmCQcU0tEaOUtFdQxNoez6GMEIuhLB8ktIL4ShKSS2SqyxKoYbIhWcJ/RzX06iIwFOzJwgZ+aIBGpfVMpOuaMS3WrNFLcrej0/db1KurciWhI6KeXl5X7uo49bBb2cbdoO2g147UbPWrtYiWgWMybPf+EkhVdOg11TUgLCYd9zXyP1k+9FXaFMvdZjPnfMPMfn6KPnEKrK4AMHqB47jjSL2DLAqZLBoRGF5NvfxtRHP9qynN6qd3I1JL6dPkw1mcTz4eXJITypENTc+nOuA4WqRnR4lOKlFJEL58DzaiqkohDYtAlpWfXj06pEiHD59uQ/LLlpijMXGb6QwxgcRQnON+tL06R07CVOf/5l1HR6VSV9V7qcmDmBpmh1cmmoBvcO3Qu0Vl4aFWHPlXiOjxHWGPJ1pooWBemBp+BXNWKVBPcemh+xpSm18V3fvDhFsRJikLfOulyn2DccY8K6Rvxui0PX30Q5Yy8gqVuOBPnD4x+laBepOBXO588DsDu5u56d106JbiUzxc5Bo04aVyKKNyNTcL3R6/mp61HSvVXRN0X08apHL2ebNmKtpou19qx1ilZE03N8XnjiEtUTJ4goLiI5N7vT4Gw+QPDP/5LN//6XllW0unXMF5ahA0QePoKbyWCYJmU7gPL2d1L4/J+2LO2mfuRHyHzmM13pnWy3D9PYu5dSaBgrI1FFwzFwXTRNQao6rgZ2IEw8nQZFQdE0RCiEnL2GlMh8v1bzEmHzm+bdl7Mk1AhqcKHzUgSDlCoGlckMQ9s3LXiunZK+7dn88/g/oykauqIT1GrXhOmaPHPjGe4fub+l8rJAEZ6u4FhebQ8CCvfdN0LR96naHrJiYAxuxRd5aolYNUhR4XV3jPKOrY9QrEpioXsRxgQVt1APIFakuuDLSXQkwB8e/yi+9BkJj/D09acJa7VjeqN8gyObj1BySm2V6JYzU3z/A2E+Nksa59CKKC7OFPSkjdQn+O67IuxJj7yqmvp7OT+11yXdWxkdEzohhArcCQwATb9aSCm/scZ19dFH19DL2aZz6IbpYi09a91E5nqZ6kSGgFNBNPR36apPWQuTy0oGGkqmzXqyunHMPcfn+oU85ZyFqimEYgEUVSUwVHNTWjMmpQtXCTcp7RJLMnM5y7Xf/wyhRJiBzYl6z91qeic76QlUdB3jLe9A+fyLSNtGuh4gEaqGtmkExxd4nkT3LdRQqJ6FV/8saNmz1YhmN82hi8+RV/5b09fbagjRgmO3KunPndvT185iTyi8Zvi1HM8cW0BgHN/hkS2PLHuznlOEzz8/ycmj14gPhgjFdBRFMEc9CyjcffBtfLHw10uVnbvex+boYMMWB1mMRjJ6YuZEvSw3VZnC8izieu1aLtrF2giy8NCyJbrFatovvXUfl2YqdaV056DBx2ZJ40q9XEXT4T89doqq7TIYMzCCeU5WvkypWuTcc3DP1gTJYGIBEbzVXZy9mp/a65LurYyOCJ0Q4j8Av0Dj16fmeHVpyH3c0uh1I3w3TRed9NytZp3tKIjVko207ZYlU1sG6iXB5WJW1nLM57abn6pSmK5SLdqoAYVNuxL16RESCDjlJess2xpnZtKYlRDS81CDafSJWs9dRHdX1TvZaU9gbMdm4ndbuFeySNdFMwIooRBCEXgFGyPkk96RxL9RWZiFZxgYe/filcttrWvxTbNyj01eVXGz2SXKny7UmnLaBM1K+o3ndqpSIFLaRvhqkCP3xMloE5ieSVANYnlWW8qLqinsvm+YiUsFpC8XZA3OqdB37tnJXrF2ZaexLFd1q0sIsunNu6WbleiWm9Axp5Y2ksZGLO7lGs9V+Z3HTnL8So6IrnElW6AU+TuGogFSxiYKpoNBEl9adSI4XZ3uuzhboNcl3VsZbRM6IcQvAx8B8sCngSuAu+yb+uhjg6CXjfDdNl2sdqj6cuhEQQxF9dpxaVEy1YWDmky0FbOymmPeuN3BrVGqRbu2Fgk3LuQZPZDCrroYYY30zgEKR+fX6fmCMzPpGkHxCghVRdMdbE/hzEyaQyMTqAp4KEyezyLETFtOz057AlObIwTjBuk7BsneKOM6PpgenuujBRQeeH0K/4tBtEVZeFoqjXvjxqrbANSBAYSi4ExO1gJ8qfXmaek0Q4f2Ud482FZJf/G5tcIhPGmBDKK8NMjgQz5i9mv7tdK1tstc7ajQKsqalZ3GslxICy0xNQTV+et18drbzZ1rp5drbltV2yOia8RDAariGh4VZkppIgO1QOuq4zEcrxHBEzMnePzS430X5zLoZUn3VkYnCt1PUXO83i+lnOrRevroo2doJ91/NbjZpouV0KmCmNocITSSonI1jN4wHsv2FAJuhWRKENy7l+k2Y1Y6PeaL41s27Upw40Iez/FxLI/pqyUSQyEOf892wlGFUkNpt2AZ2J5K2C/iB4MgaiRNV33KdoCCFURXXU5V9iAuKGiZibacnp32BDYSl+RIGKvi4js+wViA17x7F/GkxuTXY/ilUj0Lb+6crLYNwLdtsp/5DMFDhxDnal8ypO+D54GmMfzB9xOcqfLStzJk0VHjMVDUpiX9xecgFUxhqDoWFYxKFDIGDFmrKnP1UoWeQ2NZrrZ2A9OtqXK6qpMKplquvd3cuXZ6uea2NRQ1GM9VAfBEGVURuI6k4tQMMXMxLQAnMyf7Ls420KuS7q2MTgjdKPDJPpnro4+FWC/TxWrRqYKoBhTu+76dPF+t1lyuOZu6y3VwhqEffz9C16mWij2JWVkc32KENEYPpKgWbQrTVXbcleLgI1vrBKCxtFtxUkjbgJAg8prXUH3p5QUzW6uOysWJIOiC5M6hBePClnN6rqYncCXi0u02gLnzrG/dSmBkZIHy52WzTP3Jn6AEdPahUHAjOKE4wz/wDobv3blknxefA1WoHBq6lxenjlNxq1RzOexQdtVlrl6o0I1oLMtNVCbYFN60wOU6UZloufZ2c+fa6eV6+nwOgajHr5iOh6rPK6EV2yUeDNRjWgBaWt0btt9HH83QCaGb6PD1ffRxW6CTm/16jx+D1SmIsVSQR953LzOXd1A4c4mAUyG9M0lk/7462ehVzEqz7SqKIJIw8FzJpl0Lc/Aay+nO+SwTFxQis2QtdPheqseO4xcKSD+EaeexlU0M3n+gTuZgZafnavswlyMuy7YBuBZMnoRKBsIpGD4Ai4JzF6PxPAtVrSt/0vOoPvscgTvuwNhZixMdYnY6xhOfRbnnw8DC9Tc7BzE9ykNbjnBNTJLctZPNOwc2dJlrcVkuEoiAhLJbXrZE127uXDu9XHPb0hSF+7YP8MJYFqs6hBsM4vglAkqK+3fUYlrmiODBwYO8PPNyy/26nV2cfSyPTgja54D3CCEMKaXVqwX10cethnZv9jdj/BisXkFUNYXh3SmGd6eaPt+rmJXVbHeunL5tn8/Yo+ewTJ9gRJ2d2XqE8rVpIrZNcs8BipM6aqzJNlheVWy3D7MT0t60DSB3BZ7+GJgNRDuYgCM/B8nRlutrdZ7dzAzScQikF07SWK7Hs9U5cCoewwODPHxvd8bQ9RqrKcutlDu3b2SeoK/Uy7V4W4/sGWKmZDFeegeTylc4uN2j5E5RKs0TwXQo3VT5y1Qz2J7NdGWaE5y45VyvffQeQrb6Rb/4hUKEgSeAHPAhKeXFXi5svfDggw/KZ5999mYvo49XAaRtt7zZ+7bN5O/9HvhyiYqHIno2fqyXn+05PldOZTjxz9fwfYkR1hBCtD15YDks555dabvLvdcsORz/pytL+v4ACjMm93736JpKgWsm7a4FX/kNkD6EBuYfr2Zr/YBv/U3Qmp+rVufZPHUS+9JlYm996wJVcm698Xe9i+jrHl6yvbWcg1sdy7lctyZDK2+gjW29/3WjVOTVpkRw8azSilPhSvEKo7FRwoFab1/f9Xr7QgjxnJTywSWPd0DoLgABYO63Up4auVsMKaXcvdqFrjf6hO7Wxs0oYXaCuRyv3Mtncf7pcVKj83loc3DGxxn4sR/t2fgx6L462Hizx5eYVRdFgYOPbGX0QKor6o3n+qtunPdcn+nLOYpnLhFwyqR3DhDevw8pNI4+eg7pyyXqn1DEgh66TmeedoU4XzsG3/5IUGsiAAAgAElEQVQ4JLcvfS43Bq/9GdhyuOXbm51n37HBcTGa9PmtdO2t5Rx0CzdruoLt+k0ndKwmG67ZtvQVjqPjOZzNnWW6Os2XLnyJRCDBQAPJz1t5FKH0Xa+3IVoRuk5Krgo1F/xY43abfVaHa+ujj1XhZpUw20Uj6XEnCzjWdq5OGPU8tDrWwQnbzdiWZnElcWqk6MrJDKMHmpdoO0Wz/rNWBH7x40o0ivzvnyE8e20UjkpKs9dGO+HNuckK3/7iBcyijRZQ0QwF3SlxYLdHYutA0y8OXYmvqWRWeD5b/2fT4Nkm51ndtp3zf/D/MnNDEkqEiBsWqiLbctT22rywErqplC3GSsG9iyd0LFbNoH2VrPm0j+UxVy4+MXMCXdEXkDnou177WIq2CZ2UcmcP19FHH3W0o4x0M8y3F1hMehw/hDlexcVYkIcGrJsTtluxLYsjLebQzgipdtGMuHnT000JfPztb6fw2GP1x6XrYp09i3HgAHqLa2M592luosITn3wJ1/FRAwrSqSAzM8TIc+yUz93BM2iJ6JIvDl2JrwmvQIbDtZv6SuRi7jwXMybPPjGGOfwI1rlzyIJDQNHYY1wmmgzUezw34ozRdvPgVoNOyZnt2XzqxKduSjZcf3ZpH+2i71rtY0Oh3b6dbof5dhuLSY+WSiEMg4BToaLEKFhBBkJmV8ePrRcWR1o0Yi1xJXNopryKSARZraKEwwvOuTM1xbVf/TX0nTsJDA+jJBLYly7h5nLIl19CGxysK2mLr41Wc2y/86ULuI5POK4jfYkzeR0PQVFNEdNtKuldxO2JJV8cuhJfM3ygZoCoZpf20AUTMHywbXLR+KUiMZpCbnkAN5PBzFe5EryT17//PrRwsKcq2FrQbh5cp1gNOTuXO3fTsuH6s0v7aBcb36bUx22DxapWLB0kng4ifcmxfxzDc/35127wMN/FpGcuQgMhkJUylYlszRGriLZzxzzHZ2qsyNiJGabGiniOv+J7eoFexZXAUuU1sGULga1bcbMZqseOoUSj9dd6xSLVF57HnZzEvniRyrPPkn/0USovvYRfqeBOTFJ68mt4xXkVZqVrI3O9TLXo1NU6v1pFei5qQMGXCravYrkqaiKBXyhinj1bf29jfE0jOiLtmlFzswql1jM390cotcc1vU4uFt/IE0aCol3kbO5sfV+silvvFRSzc3Bje7bjhRJkp50lKtjWgRDbBsL4vuRPv3kB27051xi0nwfXKZY7fjkrxxOXn+Do+FFOzJzA9mqfcTNVssa8u8WfebvPLu1jIfoKXR8bBp2U8jZ6mG8j6fF9SbXo4Noa2t0PEJjJMbD7DgZ2D7Tdx3YzHYeLy5/Jnbt7ElcCrZVXRdOQrouXyaANDdWy1Y4dQzouQtMgEMArFGqTESwLJVBbl3Rrr4s8/HDN4bnCtVEt2QvL+67LfFuwxPMElqdyvRhB8+JEZnL14fJdmxmcHK25WSdP1HrmwgMwfLDubm2XXLSjpE5M+G2rYOs9LL5ZHpwnHbLOFabcKXKehe0lOl5Dq+NXtIucmDnBTHWG4XAtw2+uDHszVbL+7NI+2kWf0PWxYdBJKW81yf3ribkcr8KMSfZGua6m1WZ5aiQeuofQcHiFrdTQzszUZs7DTl2azWBfusTkH/0RXjaHYhgo0SjqQJK73/MjvPyStayxYDVopbyKYLDm2DRr45u8TAZpWSjhMF4mUxtv5XkowSC+adaInZQooRDSsnAzMyi6seK1EYrqGCGNakDBtf0aWZwlFa6v4PmC66UoQvp4RZ/xr2c4rL9I+v79KLre0nwigeorr7Tvxtb0lm7WdslFO0rqxbLZlgq2FkPAarE4w63kTvFy+YuU7CJCwNGpk5wofq3jNTQ7fp7vcXzqOFJKtka3MhQeAubLsD9/+OdXnArRS/Rnl/bRDvqEro8Ng05KeYvVEOn7eIU8QguQ/KF/ieTm2q3VgMI9b9y2oLkeCXpIY2BTmJeevNqSiC3GakwI3VD0rMuXGf93v4Bv2whdR0iJMAwMTcN69DMc+Xe/SHba6WqkRSvlVUulIRBAOg4wWwoVAqEoNXXONJG2jTJLBpVoFFmtIl0XaZo4V8fR77iD6MOvo/zMMy1JVWpzBCOkEg/a5KYsPKngCQPfFDgobIqWiMgy9vg4mu/h6ArP/dU0h776ZYZ+/P0EtmxZYj7pthu7nZFT9X1ZQUlNTfgrTkVo1nPm+R5jhTF+5zu/w0/c8xPsT+1HV/UFKl5cS5CqbMatylV9oTA0lZ98/S7+9JsXGMvkOeM8isQnGhji/h0DxIOBVZkSmh2/jJmhZJeI6lFSwXljylyP3OXi5a6pZKtVOm/l2aXrre7erugTuj42DDqdEDCnhpSOHiX7N3+DQKBEIhQff4Ly0aM3Pb7EsTxSW6JouoJre2i6SiimoyiiIzdopyaE1Sp6jfBtm6k//EOkZaENDs4/bppY58+j79yJc/E8Q02MJ2tRBlspr36pRPjwYUQoiDM+jl8qIctlRCSClkziTEwgTRPPsmpl1Xic6Pd9HzgO9tWrRN/0RuzLlyk+/sSypMqfusG2s1/izHSakAzg+BoeCkKBGB4hs4g9NVnrRxvdjjAMynaNWCh/8ReM/MKHENlz9ZFdfnJ3193Y7Zbg1ICyYkRLO1MRzuVOLTAEFO0ix6eOY3s2FafCJ178BKOxUd628208fulxinYRpWwQOTmK4YbYndxDSAutqkVgazLEr779AE+cfZbSRdga3UY6aqAqtf8RqzElNDt+k5VJhBDcO3QvqrLU3Zu38hxMH1yzSnYzlM6bjdtxn28W+oSuj3VBOwHA7dyAFkMC5aNH0TdtXlJ6vdnxJdWSXZ9BuhiduEE7NSF0I1bEOnsWL5tDGAvXrgSD+IUCfrHY1FywVmVwuT60oZ//ObTBQcyzZ3Gnpsn/j/+Bdf4cSjiMsXcv9qVLNQVPVVEiEdRYDL9UQt+xHefE8wjXREsNQmQQKQXW2GVu/F+/Tfonf4LgwRoZmPmLvyCsSA7vLlOwgliuimbmqboqU4P3oZkZpG2hpQdBmb8e3WACf/oC5qc/TGhonn5bUxJ/Widwx74F+7lWN3a7JbhYKrhsREujCnY1W1nictU1ZUHPWWNpMqbXrqFYIIbjOfzWt36Lw0OH2RzaCseHQAMrWOGce4KHho/gVLy2v1A0QtcU0nGXkXiQ4Wjza6gTU4Lt2WStLEc2H6HgFIjrcQp2gaPjR+v7tBhzSt5aVLKbGX1ys3A77vPNRJ/Q9RAbfYrBeqGTktNKN6DF2IjxJXPnXZ7P4OZUZHJoycilTtygjcqlEVRwMxmkaWKjow8MLFEuuxEr4uVyCENvWv6UQuBb1hJzQTeUQVg5BHn+fEomf/c/I4WNdBy0gQG8QgElHscvFDBPnUQfSRGNX6N4+hKBgSCMX8JzVKozOtKV+NUqM3/ycQLbR4k8/PCCa2kgVOvXI6YxdbkAioKWTOBNhhaQOQBDsWHqFN7oVtg7T968S2dg6gLs2A2KivQ8vEwGv1rFL5Vwp6ZbHoeVfn+0Sy5WCgfeHFb5xR2SyxcnKehh4vvvZN9oup7xlgwm8XyfyYLJjfIkebPKYDgxewYkQS2IJz3KThlXupDRwVIg5mIQpGgXyZgzDEWGVp1T2C1TwmK1yJMenu9xZOsRXN8lU82QCs2XXLvZI3czo09uFm7Hfb6Z6BO6HmGjTzFYL6wmALiTdPqNFl/SeN4VFGRlD9mrF0ncfzdqrLZPnbpB55TL579wkslnToPtAIKAcNg5OIM/+V7UhmuqG7EiajKJGovhGTXyKILzBE3aNupAcom5oJuBw+2EIItAgOA996AYBr5pogSDKIkEfj6PPT5O9HUPM5B8mfI5AXoEglGkJ6mevQKAMrwbKQRKPA6+JPc3n0eJND8nMa1MAAebhSTX9hR01SPuXcX3bNRUesH71FQavItQnsIjUnPmWhZSCGS5TP6Lf0dw394lvxOW+/0hRwa71o/U+DkpIUhJifLCNxAf+ADMrinEVk5dc7Hcq7iyQlHaVKoVUjGBoRmkginGS+MAmJ4J5tKSpelatXPG6nIK2+0bXA6L1aK50nHJLnE6e5o7EndwfOp403mp3VCRpipT5Kwcnu8R1IKkgqkF5d1XY0BwPxR5fdGS0AkhfGh5X1gOUkp5WxPFjT7FYD3RawVtI8WXLMlQA/bbFqevBZh+7mRtPxV1VW7QSFRh7/XHyUdCuOkEhuYRN0woWkuuqU57EZvB2LsXNZlE361hnz+PXyjUMvQsC8UwGP7Qh5Zcw70OHF4MNZlECIE2NLTgcWVoCGnbhEZjiGxxlmRNAuCWTKQHii7BriCkRAkGURMJ7KtX8PN52LZt6Wfhc89DA5y8qJPXYoiSBF1HVz32pWfg+hRKSCO4ZaGSZGxOooQ03KlJzPE8UkqUeBxpmjAwgBpPLDl/y/3+GPvEx/j890Yo+JX646vtR2rn95StqHzq6FX2GO9gTHucopsF18L2Yaqo8/Y9r0VVVEJaLbwlqAYh6C35rKBWK92vNqewG9EdjWpRY+k4HUpTtIsMGAMMBYfIO3m+b+f3kQ6lu+YkvV66zpcvfJkLuQt1sqirOvcO3Vsv874aA4L7ocjri+WI1zdYHaG77bERy4A3C71W0DZSfEmz8x7RXe7dniNzpYC+eR+Ju3auyg1qnT0LxQKDW2NAef6JJtfUanoRF6Oxl03fuQOvWERaNWVu+EMfQt+xY8l7uhU43KzUOHcMGh9b8dyPRCA7S6rCOl7ZQtrzM3T9agURSqCmaiU2NZ7Aq5Rbbm/w/v287kGNyX06k1/4ewLVAnFRRpnyQQ+RfmQUsWhclhJQST8yysR3XLxsFiUSqbmGDYPQ4cOosdiS89fq9wfxKOdefJrolf1E79xVfzhv5fnUS5/mfZt+Cqfqt21Eaef31Pnkttmcui2MyB9jxrnIi8VHUUQA4Qxi2ToEQRUqkUAETWiQssHwwVKwtAqGqpMKptecU7jW6I5GtShjZrA8i7gerz9meiajsVGqXpV0KN21UuCcMhjX4ySDSaSslalN1+T41HHuSt31qg0I7oay2kf7aEnopJRvWsd1vKqw0cqANxO9VtC6FubaBbQ676oCyUCJeNwkusoZp51eU532IjbDSr1si9ENZbBZqbHer+b7S87vsud+VpVTAirptxxk5qsn8Co2vuWCLxGJAKHDh+v9jUJRGPihH6J89GjLa0kFNj+wi033/PTC47JrB+LJ38Ir5cjYW6haGiHDJaVfI7BphMS/eiv+X/8NaiyOCBpoqfR8X+Wi89fqXGfMDI7vMmBpZBsej9tpSs/pHA2dJGkk2zaitHNNZQLD9Zw6VQQY1vfxUOKDvFz+Ijknw3jJxFWCxPQYv/7Qr/P4pce5Xh1H2TNdc7maNZdrOWN3JadwLaaERrWo6laX5O8F1flj1c1SYKMyeO/QvRyfOk7BLiAQVJwKeSfPL9zzC69Kc0A/FHl9cVuXRnuFjVQGvNlYDwWtU+LRK/TyvK9m2530IrZCO71s9c9bozLYrAQoPY/Sk0/WXJVvfnOdBDWWBVueezddn4saSA0w8p4HqI5lmH7seZSAiv5db0YE9Pr2ZCxOdfQQ1rsOoMxcJ66W0dPJptdSs+NSPPDTHPvc17FMf37fg/s5/MNvRCtX0RLJpaobLDl/rc616ZqAxIk19DN6Al5MgV+GmEts9rmVjCi2ZzMmstjlCfRqoNbPJRrUxdk1NZvWENWG+K74j3HaPcubt0U5vHVLXSk7mD5YV9Bih+OkK1twq37XcgrXgka1KKSF6vtluia6qi/Jn+sWGpXBmB7jyOYjZMwMpmtSdIq8e9e7X9XxHf1Q5PVDn9D1ABupDHizsV4BwJ0Qj16hl+f9Vrmm1qIMNisBeplMbUIEKtMTFm5siKDmEY8J/OtX66XKpud+bi7q0x+D3BgCCKdg8w8eYuZ0FHdyqq7CmeE0V7a9BeebN2bJmI4RDnP47u1tz9k99h0Xue0h4mTBMSEQxGSAY99xeehdu9s+f63OdbDiYod1yqMNxotZR6k03HqfGixvRJlzepatHIf9ScSlCUQ8yqHZfq7GNe1V1KY5dcWqZFtkLz908EDdDQsbI/y2VQ5io1pkeiau7zJTnSGqR+v5c70oBS7uI1MVtT6J4lrpGulQutnbFuBWD+bdCNfF7QAhW33rb/UGITYDbwG2AksDtmqmiP+jC2tbFzz44IPy2Wef7fp2+y7XhZC2PR8A7HooiQRCiFfdMenleX+1X1Olp56i8KUvL9gXe2yM7PnrXIocxk8MoUSiAOiqxy7vBJu+/61EX/fw/8/evYfJdZV3vv+uuve91S1ZVsuWbVkylmQsORbBFhhIINxyIQeYDJgJkRPCHGYmTzLEmWTODInJyTNwEjPk5CQQGMCKEgzJQCAhJpA4YOwgINixZFDLuOWbhFrWpVvdXV3dVbuq9jp/7KpWdXXd71X9+zxPPa2uXbVr1eqtrrfftda7Sp845azZF9W6rGT1GBrm8eMBrDFrhoqNz1RUbuXCqSjHvnZ6zQpfgIWZOHt//GpGA9GKf34Fh56HBvjcLQli4/0rGSR7uh/nBxEYTHLbxO34zeV2Rmfi3PCjm7l69+WAwUk7fPixD+Nal5HwCOGLUa5+4HHchSjGGPaM7yEwMrKqTWfmlvnEI8+wsJzEYEhbBxs6x4/vGWDH+OaOCi5y6yC6pIkmoqSDSXa8coybrn0RIX+IZDrJ1NwUz8w9w8NnHiZgAvgy/daMgrf5fZ41n5jHZ3xla7GpMK/kM8Y8Zq3dv+b+agI6Y8z7gd9idWYvO7qw8m9r7dp16x2qWQEdeEFMu4cBO4XrOJy/915w7ZoMBT7TUyt/m/lz7+Vravn4cS79+V+sytAlzl/k6LNDgKHvitGVsiJO2oddXOTl73oJgzffVNfrVhKMlRu6PjU5w9S/nGOowDlyA6tqfn6FHvuCM7Py4e5Lphl9ykffqR3s2HYtw5uvWlXvsFDbJ2cmuf/E/avqgplUmoHTM8yfP8OrX/wmdu1/7Zo2OSmXp85FeXr2NP984a8JBOL4fc0LgmqRTroc+cJJrGtJBhM8ceEYibSDSQTAZ+Gl53nni39+VTuzwV2zhwJrDcrqDQalNxUL6CoecjXGvAN4H/A14E+AzwOHgH8AXgX8EvC/gY/V39ze0AnDgJ1iPa38bebPvReuqWJDYoWGGmMDW0j5kkTSUXx9fSvnCCaXiAX7WBqYYLDO9jSi3EqlK3yzP7/sSt5S+8oW+llvCWXmIz15hMSnP0dwyeW0a0kdf47Y06fp27cX/9BQ0YUoheqC2YCfxeuu4NymFPPXjhcMMEMBHzdc2ccDZx5gbCDISPjydnCdUvU/WwdxYCzIY9PHsGR2swgB0QCLs2vb2aqhwFrnkakwr1Sjmjl07wF+CLzeWpsy3uqo56y1nwU+a4z5AvAA8JnGN1O6nVb+dpd69mMtpdzWYPmrVpedDfhHtxD0RXAXF1eGH004TPj6HSQS9VdWakS5lWpW+NY7dO5PW8b+5pvQfyX+LSMMOg5PzYwTW06z9OgJIjfdRHgwVHAhSj11wWoNLlo1/ysbmHslSZw123gNuiOcdS60LQiqJXhUYd76JFJpps4tMhtzGBsIsXPzIOFA1wwgVq2agO7FwGestamc+1Z6xlr7VWPMV4HfAL7UoPZJj9DK3+5R736sxVSyNVj+iuW008/FZwMMjoVXtjwzkQiBsTGic8maitTmch2Hvrnn8c1dZHEpzMDExpVhy2rKreSu8J27uETUWSCRdhgYiHDHG3evBFaNKDqen+0eCKW4efM5FhIRls5dYvy6G5m4Y3fBeX/11AWrJbho5fyvbGDurQYuIFPwuJuCIBXmrV3+3M/cPYq3jvaVP0EXquZP7iAwk/P9MpB/NX0f2Ftvo6T35A6n5eq0VZrrXX7QNTQeYXg8gnUtRx88RTrl1nzu7JBYbgYLvBWZiaUUs9NeweTsUOPgyw4w8fKbCQ+GSMRdgps2Ebr6aoKbNpGIu3UVqQUvU3b+3ntZuP/TbDv7DZwnn+T8I48xd3rWK7viM1XVTRsai7D9tYMc2/x1jo99i6e2fpvvXvsA/+vZj3J28SxwORjLnUcK3tQDdyFKfGqq7OsUynb7fd7es1eELrEhtFS0zdmVnj7jY3pxeuXmM76ydcGqDS7yt9rK3lzrcnjyMMl0sux7rUY2S+p38gLihM8rdDyWKNjOTpYbgOdSYd7SEqk0n3jkGVzXctWGfrZu6OOqDf24ruUTjzyDU8fvsU5WTYbuLJD7J9Up4Oa8x0wAKUTydFIBYCmukfux5qtlrlojdr0otvNEbqZsBNjnxrg0M49z9iJbDt7J+DWjVZ0/MXOBL73wZdyJYTZOjAF9wPCqOWaVTj0o1ObsHLtS2e60C5ecfmYnZ4oOlefO57q4fJEFZ4Hh4DCXEpcY7xsvOhxaSXYvd6j+bOqHRJcXmRhZnYlr1vyv7LXy2D+6RC4O4iy7hHwhL5i7eZaFVGcGQaWGpFWYtzZT5xYzO5z0r7p/tD/EDy8t8dS5KDdt7Z7AvlLVBHSPA7nLyb4GvNsY8/PAX+MtjHgr8M2GtU56SqcUAJbimrkfa61z1eqpbVdsvtrAgQNrFun4fbBxU4DkmTMMxc/iD4yVOPPa888581w19zTbRzZw+idvIbHx8h6d2QDmugqmHpSbY1esTl10Zpkpdw/+ZwOY58+VHCoP+oNsCG/gS09/qeLh0HLBRXw+zdEHn10Zqj+3dIkh53rsrQ5maO3f+c0Y+hwai3DHW27gipMhvnziK1zwLZAajYGxDJnOC4IqGZJWYd7qzcacNTuBZBkMl2KN3Ve6U1QT0P0d8BFjzHXW2meBDwL/Fm+l66HMY5LAf29kA6W39MIqzV7WqP1YC6lna7Badr0oNV9t7nOfXymBskaFi3Tyzx+PusT8A4Qcy9UPPM7T73gZNmcC9nxinvDOW0sWGA5dcw0X/uiPSs6xK5TtTrsw5e4hfOMu+jddzkoU2zEifzg0t42lVqwWCy58rp8jXz65an5kvL+P0z/0drKwt53H5M1Fb9bQpz/gY/eN29m585dXtfOaoWt4Pvo8z84/2xHFeav5Gagwb3UK7XCSZbFsGOjNJELFAZ219hCXAzestaeNMS8Bfh24HngO+Ii19nuNbaKItEp+0GXTaVKzs8Tnl/FHwoxu3F7+JEU0Yvi0GqVK5Tg/PI07Pw9XXbX2iRUu0sk/fyTgBTKpwQjhCwsMnJ5h8borVh4/Eh4pO/XAef75isr75Ge7Lzn9+J8NrArmoPhQeT3lMAoFFxfORNcM1Y9Fxgj1+3AWU4Rmw7DJm8PWqvlfue08u3iWPz76xx1VnFclSZpn5+bBgjuczC05DPcFuWFzfVsidqq6tv7KZOr+U4PaIiJNUmpOVq7coGv+9CyJkyexySRBX5od4eeZ+cOv17UzRT3Dp9UqNV/NPzxCeilW11Zq+ecfi4wR9odIpONEgGDUW22ZH8CUmnqQePbZisv75Ga7ZydnMM+fK/w01g6VN7ocRqGher/xc/OmvXxv8QQzc3M4fZeAxs//KlcWpdZsZLOpJEnzhAN+3nXHdj7xyDP88NLSmlWuoTbuKdxM1RQW/m3gIWvtwyUecwfwY9ba321E40SkftXWPRsai3DbT23j5O//KU6fn74r+xgOx/H7xisqr1Guhl0tw6e1KLV4wPh8bHjrW4kdOVLzIp3882cDmCcuHGMptcS0P8qlxemCAUyxqQe1lvepdqi80eUwir3+UGiQPeN7GH7Rjbgblxo+/6uSOWidmglTSZLm2jrax399wy6eOhflUsxhw0CIGzYP9WwwB9Vl6O7J3IoGdMArgN8BFNBJx6o0W9ULaq17lnr2aUbi5zLPuVzXq9zOHs2qYVeLYosHslm4wQMHGDxwoOZFOoXOPxQa4iUDu5m/aoHxl7+JkcHxqgKYcm0uljksNz9xZFMfF05FV4Ls667YXnM9umpfPzIQ4uYXbePZxWeYi88xNTfVkPlrlWbeOjUTVk9NQKlMKODrydWsxdQ15FpAEOjNAi/SE3p9g/t8tW65VsvOHpUUDm7G0Goxpearjd15ZyaQ84L6/pfsrzqoL3Z+//AQO3/pvTVdT7WW9yk1P3HH/s1850vPrAmy33r72/nc2c80pBxGqdefuD3Ch4/+T6YXp3FSDqFAiInBCe7ac1dd89cqzbzlZsLSbprZ+CzxVJxIIELaptuWCVNJEmm0Rgd0PwJcbPA5RRqiEVX6u02tW67VMvTXzBp21cjPwG761V/Fee65lSycf3CQ2U9/uiFBfSNK8RTKGNdyzkLzE0c29fGdLz1TMMie/lacX33Tr/HM4tMNKYdR6PUHNwf5wKP/g+Mzxy+XkUjA2dhZ4qk477vtfTW/XqWZt2wmbHpxmmfmn8FJe/MJnbRD2B9mMFjvbsC1q7UmoEghJQM6Y8zX8u46aIx5VYGH+oGrgWvQXq7SoWrNVnWzWudk1TL018wadpUqlYHt27MH13E4f++9VQf1pYbp6ynFU6691cqfn3jh1NrVp3A5yI6ec9i9rfT8sWr2Ys1//WPnj3HswjH6A/0rq4DB257r2IVjnJg5wc1X5Nenr0ylc9BC/hBvu/Ft3P3Q3STSCUJ+r6TFYGiQ7SPb+cyTn2nbwgiorSZgOU7a4cTMCU7MnAADu8Z2sWt8lwLEHlcuQ/eqnH9b4NrMLZ+Lty3YXwL/uQHtEmm4WrNV3azWOVm1DP01s4ZdJSrJwNYS1DdrmL4VGeN6g+x692I9MXuCZDpJJJIXUAYizCfmmZydrDmgq2YOWiwZY+eGnYT94ZXh1rHIGH6fv+0lQhq9Cvfs4lk+euyjHLtwbGV7taA/yN5Ne3nP3ve0rfzZM3YAACAASURBVEyLNF/JgM5auzLhxRjjAvdoBau0Uz0LGmrNVnWzbGB28ZOfYvn497HJJCYYJLj1KjYevKtkwFDtcGI9hYMboZJgrdqgvplBVysyxvUE2Q0JNIq9eANUMwdtLj6Hz/jY1L9p1TnSbpq5xBzfmv7WSvATS8ZaWni4katwnbTDfd+/j8mZSS8rmgmk46k4x2eOc9/x+/iN/b+h+Xk9qpo5dHfhbf8l0hb1ZkpqzVb1BpupxWQyc5kq+6StZjix1YWD81USrFUb1Dcz6GpFxrieILsRgcau8V0E/cGVrNjK66fiDdn9oNJtsQoNz0adKMcuHGMuPkcileBvn/5bAK4fuZ7+YH/LCg83chXuybmTTMemsdhV/R0JREg6SaYXp5mcmVxZ/dsJO2ZI41SzU8SfNbMhIqU0IlNS6wrCbpbtN2N8RHICj2YtBKm2cHAjS8hUEqxVG9Q3M+hqRca4niC7EYHGrvFd7N20l+MXj7PgLOBaF5/xEfFH2LtpL7vGdlX5jtaqJDDMH55Nu2mOXThGPBVnKDTEheULpN00AV+As7GzHJg4wGJysSWFhxtZj24uPoeTLr6PaTQR5b7v38dg6PJCkHbvmCGNU/UqV2PM24B3AbcAI8AC8BjwSWvtZ2s43yuAu4FbgQngrsw2Y9njh4BfyHvad6y1t+U8JgzcC7wd6AP+CfgP1tofVtse6UyNypQ0YlViN2nHQpBKCgenky7nn3iO81/8MsHlBYYCMfy4dc1NqyRYM1UG9c0MulqVMa51d45GBBohf4i37HwLkxcnSaQSpG0av/HT5+/jLTvf0rKhv/zh2bnEHHPxOQaCAywll5iNzxL0B7FYZuIznI6e5tqRa1syv66R9ehGI6Mriz7yudbl3NI5rhi4oqN2zJDGqWanCAMcBu7Em0+bBi4AG4FXAz9ujPlpa+07qmzDIPD9zLkPF3nMg8DP53yfP5P3D4E34QV0M8D/BP7OGHOrtTZdZXukAzUyU1LPqsRu04kLQaKzcR7/6nPMP3oU426E0AQhX5obxmeILM9UnDkslN2rJFirJqhvZtDVyoxxLbtzNCLQcNIOX3nuK+zbvI+0m14ZevX7/Hzlua+we3x3y4KI3OHZb01/C9e6XIp725EF/cGVYcel5BInZk9w9dDVQPMLDzeyHt2O0R1MDEzwQuyFVcPc8VTcqwHoD7FtaNuq57R7xwxpnGoydP8eeAdeNu43gW9Ya9PGGD/wSuCDwNuMMY9Ya/+00pNaa78MfBlWsnGFJKy1LxQ6YIwZAX4JL7P3j5n7fh54HngN8NVK2yKdaz0uaGiETuu3bPHh1KVL9Kei+IaHgSRO2sdTM+PcvDmFe7Z85rDUfMpKgrVKg/pGBV3FSn90csa4EYFGsXl4QFuCiNzh2cfPP07STdIX7COavLyKN+AL4FqX2fgs0JotuCqdC1hOyB/irpvuIn7MKwuTDUaD/iBbh7cyEBjA7/MXfK72ju1+1QR0vwg8B7zCWrucvTOTAfuaMeaVeJm2XwIqDugq9HJjzHlgDvgG8N+steczx27F26HiH3LadNoYcwI4gAK6nrC+FzTUrtP6LVt8OIJDIidzGPK7xJwgC4kIg2Uyh5XMpwzv3LmSvYtPTdU1N6/eoKtc6Y9OzhjXG2h08rZbfuPHSTtsiGzAb/yk3BTg7ckb8UeYWZ5h69DWlm3B1YhFIuD9zN532/s4MXuCyZlJAHaP7QYDf/WDvyr4nLRNMxOf4ciZI1oo0cWqCeh2Ax/LDeZyWWuXjTFfxMvkNdJXgL8GnsWrgfd7eAHkrdbaBHAl3vBv/g4V5zLH1jDGvBt4N8C2bdsKPUQ6zHpc0FCpUgsLKum3Us9v9L632bpoJhIpmDlMpPwMlskclpsXuHjkCLEjRxpaN67WoKvRNcbaoZ5Ao1M3oA/5Q7zlhrfwoUc/xGJykcHQ4EpGbiwyxnJqmUgg0rVbcAX9QW7edDM3b7pc489JOwWH0KcXpzl56SQGg8948yq1UKI7VRPQWShaozKr3PGq5S20+J4x5jG84dSfxAv0ajnnx4GPA+zfv7+JlZKkkTp5eKpdKinl4t+4kZE3/iRLx7/vrXbdvYu+3bsxoVDJ5wMNL6ibrYsWGBvDhMPYeNwL7jIC8fKZw1LzAq3rculznyN05ZaO2N6tkTXGulGj5uFVulNFNW7bchsv3fJSLsUvETCBlXNeSlwiEohwz2330B/qr/t1OkWhIfS0TXPy0kleNPairv2DQy6rJqA7AbzZGPPfCmXpjDF9wM8Ck41qXCHW2mljzA+B7G+CF/C2HtuIt0gjazPwSDPbIq3XacNTjcxgpZMus2djLC869A2GGNsygD9YfCViJUOPqYsX1wRlznPPErziCvwbNxZ9/sVPftIrfWBMQwOjbF20RNylb99elo8ew11YwLFBAiwxMrxcNuNaal5gemEeg1k1vAzt2d7NdRyiTxzjyqfOMXhFgNhV49jg6vlLvT5vqd55ePXuVFGubXftuWvl/OnM+rmtg1t55+53Vh3MNSvwbKT8IfSZ+AwGs27/4Og11QR0nwI+AjxsjPktvEURqcyiiFcAH8Dby/X3G9/My4wxG4GtwNnMXY8BSeAngPszj7kK2AUcaWZbZH1r5JZQ0dk4Rx88RWIptaZW2NBYpOBzyg09Lk+eYOHLDxQN+Ibf+Maiz48fP47F0rfnpoLnrjUwyq2LFosH4cZbSC9ECZPkxbdtYOOP3Fg2UCw1L9AEgvgGLhfLTbuGhUSYeMpPID3MwMwcfVW3unrZa2PowmmunT9NX+Ai6YEwp3/yFhIbL682bdeQYyvVOg+vFcPVjVqM0MzAs9Fyh9CPnDmyMsxaSK//wdFrqgnoPgbcgVca5B8A1xgzC4wBPrzh1r+qZoUrgDFmENiR+dYHbDPG7ANmM7d7gM/jBXDX4gWO54EvAFhr540xnwR+P7NwIlu25Am8ciciDVdvoePcbFwoEuCp77wAhlWbqMdjSY4+eIoDb95RsGZYuZIky5PHS9egm5ws+nw3mSz+5jOLFmrNTg6NRXjpT2/nue9dJDqzzNBNm7j2xRsJ9VX266jUvMDRt76F6Fe8dVAxJ8BTM+M4aS8rZuMBzh33sf+meNEguRFyr42x627kqelLLGAZWLZc/cDjPP2OlzGXXiw55FhttrbT1TIPr1XD1fUuRqg18OyEjF6nznGU2lSzU4QF3mGM+Tu8Fa+34AVz83hbgn3KWvuZGtqwH/h6zvfvz9z+DHgP8GLgncAoXlD3deDnrLXRnOf8GpAC/pLLhYXfqRp00iz1FOzNz8Ytx5IsXFji6t3jqx4XGQiyMBNndjpWsIZYuZIkBkoGfDbzuEJ8wWDB4qTZc9ukw/l7760pO5n//i+dW+bccwsFs5HFApti8yktEDtyBGdugaeWve8HQklsPA59Bt/IaMkguRHyr42bN+3liQvHuBRyGJiJsfSDJ/Ht3FZ0yLGWbG0v6tQVsvlqCTw7JaPXyKLG0n5V7xSRCdpqCdyKne8hSi+meF0F50gAv5K5iTRdrQV7s3XYrGtXsnGu62ItvPDMPFfvGsPnu3xeA8QX8+toe8qWJNm9m/gT3yvcRmvp272H5HPPFXx+YOsEBlN4WHNggMVHHsEYX9XZyULvHwpnI8sFNoXmUxpg/OBBTn78r0hE4/T7E7jWYsJh+vbtxT8ULhkkN0L+tTEUGuK2iduZjc/iOGfYPvZydt761oLBXDX9U4tGr1pupm7JHlUbeHbKyudshnDP+B4ePvMwC84CfuNls2spaiztV81OEe8EjlprnyjxmBcDt1hri+34INITai3Ym63DlvthHQj58Qd8pJMuy9EkAyOXP2AtEBks/IFbriSJf+PGkgFf3+5dBK/YVPD5Gw/+EkDBY4MHXkb0K18lUEN2stD7h7XZyHoCm+DEBP1vfjuhrz1NOJTERCLeqlp/ZkGCm2b++BR9p5ebEtQUujb8xs+mvk0k+xw2bLu56Adlpf1Ti0bO+axHpUON1WSP2jl8WW3g2Qkrn/MzhAETIOWmeNlVL2P76Paa5hFK+1WToTuEN5+taEAH/AzwuxTfwkukJ9RasDdbhy1X32AIf9CHs5wi5VyeJRCPJQn3BxibGKCYcqVcytWgK/f8Qsdi3/1uzduJFXr/K0/lcjay3sCmf7Qf/+goobznp6NRlo+fwJl8hoXgIjadwqbTDL7ylYSvv74hwV09xZwr7Z985QKaeud8Nko1Q42VrpAtdM7+QD8v3/pyAr5A0wO8aoct2z2UXCpDeHzmOK+79nUK5rpU1UOuZfih2MQbkd5Ra6HjbB22VefyG67cPsKpyVkSyymiM/FVw4vlhthKlXKppHZfqecXOlbPdmKF3v/KU7mcjaw1sMnKlkeJx5JEBrwPJ5tOM/+v3yeEZezqYYgZlo8exY1GSTz5AyJ79uAfHak7Y1VPEexK+ydXJUFSLXM+Gz08W8tQY7lVqIXOGXWifPeF7/KdF77DnvE9+IyvqfPTqi3N0u6h5E7IEEpzNDqguwG41OBzinSkWgodFwo0AKxruerGDbzopVeSXE4RGQwxNjHQkIn7ja7dV08Gqtj7z89G1hLY5Motj7IwE8cAqbk5cBxedE0Cn00TO3rUC0A3bsRdWMAXiYBrG5KxqrUIdqX9k1VpkFTtnM9mDM/WGkiUWoWaf860m+bYhWMEfV7fhf1hNvVvavr8tGrKn7R7IUK7M4TSPCUDOmPMp/Lu+lljzLUFHuoHtuGVNXmgIS0T6QLVBkuFAo1sNu6WLlnFmM1AXfzkp1g+/n3ceAJSSXzDI2z4uX9TckuZUu8/NxtZbWBTyNBYhANv3sHsdIz4ooN7cgb/CycJh7aQvDCDTSTwDQ8DYI3BjccJbdrUsALEtQTSlfZPVqVBUjVZ1WYNzzYjkMg/52x8lkQ6wXBomKSTJJ6OA63JPlVa/qTeYsv1aneGUJqnXIbuYM6/LbAvcyvEAt8B/nP9zRLpXfmBRiOzca1lsYkEznPPYazFDFxi/q+/QOzIkZKZnEref6WBTblhQX/AtzLXbtmOcemI67U8Hl+VsTLWehk6WJOxavXK0Gquj0qDpGqyqvWU5CmlGYFE/jmXU8veDicZEf/qP5A6JfvUqILGtWh3hlCap1xAd13mqwGeAf4Q+H8LPC4NXLLWxhrYNpGelRtodJvcDI4bWyK4aRMmEsGNx0m+8AL+8fGymZxK3n+5wKbaYcHcoMZEIisZKzcex4TD+MfGvAfmZKzatTK00uuj0iCpmnl9tZbkKacZgUT+OfsCfVgs8VSckD/EWGRs1eM7KftUb0HjWrU7QyjNUzKgs9Y+n/23Meb9wNdz7xOR9SebwSEUXDVs6YtEcBcWIJ3GXV5uyLBlscCmlmHB3KDGxuPYZJLUzAz+wUH69u3D+P2rMladsjK0lGqCpErn9dWz6KWUZgQS+edM2zQpNwXAj175o/h9XqkaZZ9Wa2eGUJqnmp0i3t/MhohId8hmcPKHLeHyXDTj99ecyalErcOCuUFN4umnWfzGNzD+AG406i2MyMlYxY+X2TqtAQFrvaoNkiqZ11fPopdymhFI5J/zDde9gX8+889EnejKyl9ln9ZqV4ZQmqfRq1xFpMdlMzi5w5ZZ2blo1nFqzuRUop5hwWxQ07dnDyOvf33RjFWzhh4brdFBUj1lVyrRjEAi/5y3b7ld2SdZdxTQSdfopm2Lelk2g2OTKUw4jI3HV+bQmXAY/P66MznlNGpYsFTGqllDj83Q6CCp1rIrnaJXs0/t3BFDOp8COukKnbJtkazO4AS3XEli6iR2bg4TChG6/npMMNCQTE4pzRwWbOVrdLJG1y+U+lSzy4asT8YW+wt0ndi/f7999NFH290MKcF1HM7fey+4ds0HKz7TEZPTu0066TJ7NsbyokPfYIixLQP4g9WVTbGOQ3xqitTFi6QXFvAPjxDYON6yTE4rgnz9ISHNUG2mzUk7fPixD+Nad83iF5/xNa1gsnQmY8xj1tr9+fcrQycdr1l1sdar6Gycow+eIrGUWlPfrZrCxq4JsDi0jWVzJX3XhRiqMiisdwi9FcOC3T70KM1T6/BnLZk2bdcllVBAJx2vWyand4N00uXog6ewrl218X08luTog6c48OYdFRU4rjcobFTmqxXDgt009NiIzKuUd3bxLPcdv4/pxWmclEMoEGJicIK79txVcvizlv1sQdt1SWUU0EnH66bJ6Z1u9myMxFJqVTAHEBkIsjATZ3Y6Vragbb1BYWpxkXMf+hDucpzgxo34x8ZWasC1o75bryy2aVTmVUpz0g4fPfZRjs8cv7wrRQLOxs4ST8V5323vKzr8WWumrVXbdWnRRXdTQCcdb71PTm+k5UWn6D6rBogvOmXPUU9QmJye5tyHPkT8ie9hBgZInTmDCYfp27evLUPovTJHrlGZVynvxMwJjl04Rn+gn0ggp69TcY5dOMaJmRPcfMXNBZ9ba6atFdt1adFF99P/cOl42VWV+AzJM2dITk979bF8pumrKXtN32CIYsugLBAZLN+XtQaF2Z0XbDyOb2AA/9AQvuFhrLUsHz2KTadbOoSevxNEcGLCm6fpWq+dTvngtlNkg+zIwOrMUGQgSGIpxey0dmVslBOzJ0imk6uCOYBIIEIynWRydrLoc2vNtGULSPuMj+nF6ZWbz/gaUjA5fyg4e3Oty+HJwyTTybrOL62hDJ10BU1Ob4yxLQOE+wPEY8lVH/7xWJJwf4CxiYGy56g1KMwubvGPj5P84ZmV+7NbhqVnZ1s6hN5Li20akXmVCtVRGKKeTFszt+vSooveoIBOukY3TU7vVP6gj32v2cbRB0+xMBNfM9eqkmG5WoPC7OKWwNj4qoLE4G0ZlpyZIbR1omVD6L202KYRmVepzK7xXQT9QeKp+Joh13IFjevdz7ZZBZO16KI3KKATWWeGxiIcePMOZqdjxBcdIoMhxiYGKp5jVWtQuLJlmN9P3759LB89iruw4O0LG4vhi4RbOoTeS4ttGpF5lcrsGt/F3k17mZyZxHEcrLUk0glc12Xnhp1cP3J9yec3M9NWq1YtupDmUkAnsg75A76yq1lLqSUozF/cMnDgAKnZGdIzs5hImInf/V18A60LPKpZbNNJ5UCKtaXezKtUJuQP8Z697+G+4/fxzNwzPL/wPNZa+oP9BHwB/vjoH5ddSNBpW5O1YtGFNJ92itBOESIVq7fER6FVpXZoGN/r/y3JvpGWB0uVrHLtlHIgruMw869P8r1vz5IkhH94CHz+VW1Jp9yCQXavlGbpJDEnxvu//X7iqTjjkXHGImP4ff6u3b1Bq1y7R7GdIhTQKaATqUijSnxktwxLz82z7B/kyWdDJBJu24Kl3PbkL7ZJJ12OfOEk1rVrhjKNz1RUDqQR2b3k9DTn7/szvnfuSiyGkElmyr3sJemLlGxLr5Rm6TSTM5Pcf+L+NQsJAKYXp7lz150dlYWrRDKd7KihYClMW3+JSM3yS3xk1VIMOLu4JZ10efwLJ3Ftmj43urJIIpUabmnttFKLbeotxNyI7F627xcS/aT6RhgIJYE+0stxZh+bJLhrD07CcuFUlCu3jxR8biN+brJaLy4k6LShYKmOJlaISFkrJUdGVgcM/pER3IUo8ampNc9JJ10unIpyanKGC6eipJPuquOzZ2PELy6QPvpd4seeIPHUFPFjT3jfX1zoiNpp9ZQDyS/2OzQeYXg8gnUtRx88RTrlFn1urmzfJyOX+z6Z9nE+Nc7sUh8Xn73EpbMxHv/q80Rn4wWfW83PTSqjhQTSaZShE5Gyqi3xUUlmKja3ROLkSfr9Ft/w8MpzbTxO4uRJlueuhjoWbjRCPeVAstm9odEgyQsXVjKQ4bExonPJirZZg8t9HwmkAXAtXFzqAyDoSxPwu6SCfnwB35rMZi+VZuk0WkggnUYBnYiUVU2Jj0q3ofLPnMUmk5iB1UOPJhLBzjmYmbPA5ma8nYrVUw5kedHBXVoiNjmJTSRW5q+ZcBj32t0VF/vN9v1wOEHIn2bRCeJaH0F/GosljR9/0MfIFX0sXkqsChSbXZqlk1b/tlq9NeVEGk0BnYiUVU2Jj0rnnQ37Fwn60jhpHyH/5eFHJ+0j6Esz7G//kGs95UDCYUPi6ZMEfAUykE+fJPy67RW1Idv3ROe4YdzP42c3k3INpMH6wkT6Ily5fQSfz6wZBs4+NzU7i02nVrKExh+oex/kTln9206dWFNO1i8FdCIdqpNKTWT30505dMjbRzdvtWTuxPpK552FxjewI/w8z7CbmHP5AzDkT3N9+HlC4y9p4juqXK2FmAdi0wSTyyQHBwlxOWBNBvsJLi7SH5sGxsq+fm7fhy48z07m+IF7LcGwYeDGHQxsHsXn83o8fxjYFwox/IY38ML7fxc3Frv8cxsY4Mrf+e2aF0RUmoVdD7SQQDqFAjqRDtSJpSYq3U+30nln4Z07GRwNclN6isXwFSRSfsKBNIOJ8/j8wZZtAVaJmgoxR+fZ0XeqcMDadwqiL6r4VLl9PzAzx4XjPnwjo/QNhVceU2gY2HUcFv7+7+m75RZIp3HjcXyRCPj93v179tQU1NW7+ldEGk8BnUiH6eRSE5Xsp1vpvLPczNPg7NMMlsj6dSP/6Cj9Js7Nm8+xkIisBKzD4Tju2XjV89eyfd8H7L8pXtEwcHaVa+51lJU8c4b41FRN+yPXs/pXRJpDAZ1Ihyn2IewfGanrQ7hVqpl3VmnWrxtdnvs2z4ac2K3QvMNqVToM3KxVrvWs/hUpxEk7nJw7yVx8jtHIKDtGdxDy6zqqhgI6kQq1ak5bL5SaqGbeWSVZv25UzbzDWlQyDFzvKtdi13w9q3+7kYKN5tK2Y42hgE6kAq2c09bsUhOtkg04skHB8nfav7ijGUp92Lc7A1nN6uR85a75Wlf/VqvdwZSCjeZy0g6HJw/jWnfVNmrziXkOTx7uuj1x20l7uWovVynDdRzO33svuHbNhyI+0/A5ba1+vWbqxMUdjdQNH/a1/AwqvQbTKbdgFrZRQVi7+9dJO3z4sQ/jWndN8WCf8SnYaIBe3BO32bSXq0iNWj2nrdlDda3SyYs7KlVqmL1bMgu1ZAljPzjB7IXTxDcNE1l2GIuM4Tf+Ndd8oWHfRgVhndC/J+dOEnWia4KNkfAI04vTTM1NKdioUy/uidsuCuhEymjHnLZ2D9U1Qrcv7iiX2eqmD/tq5imeXTzLl7/7STbPP0ss0A9A2B/i5k17GQoNlbzmGxmEdUL/dkqw0e5h52bSnriNo4BOpIx2zWnr9sUC3by4o5LsYqd82DdSNiAbGgjRF+jDF/Kyb4l0nCcuHOO2idtLXvONDMI6oX87Idho97Bzs2lP3MZZH6W8ReqQO7E8VyPKT/Sybl7csfTkU8zOwnnfBJeWI6RdLzD1j4zgLkSJT011xId9o2UDMrP9GtIDYQKLcQDC/giJtMPs+VMlr/lGBmGd0L+5wUauVgUb+RnP7M21LocnD5NMJys+z+TMJEfOHGFyZhIn3Tl1ArN74vqMj+nF6ZWbz/i0J26VlKETKaNX5rS1Wj0rLNspOhvnu1+7SCyxDTPvDTmG/GluGJ9hIJRayS7uuHF/z2UWsgGZDfo5/ZO3cPUDjxO+sIAB3NQSiSudktd8I4OwVmZuig1pZoONw5OHmV6cXnl8NkPWDXP4uiHDpz1xG0MBnUgFemFOW6t1YyCc3aOUUJh+3zK+kPeB4qR9PDUzzs2bz61kF9v9Yd8MuQFZYuMQT7/jZQycniEYjTPtj7L91e8ieGXx1cmNDMJa1b/lAp52Bhv1Zjw7YWFJpbQnbv0U0IlUqNvntLVDtwXC2T1KhyY2EnsujI3HMZEIIb9LzAlyaSbFhpzsYq9lFvIDMhvws3jdFZkyHRvYuan0B241QVglhbqb3b+VBjztCjYGggPMJeZIu2kigYi32tjnXzleLuPZCQtLpHUU0IlIU3VTIJzdo9T4/fTt28vy0WO4CwtgDDYdxgkF1mQXeymz0IisWKkgLDu0Of/804x88RsMJXz4fYGStfGa2b+dHPCcXTzLA888wOnoaay1K0PAezftxbVuRRnPTlhYIq2jgE5EJCN3j1L/0BADB24nNTuLjcdJOUG2/PSNBCfG2trGZmtEVqxQEJYd2ozF5tj3+e/zgmsxw4PcvNErh9KO+oSdGvBkM4fGGA5MHODYhWMk0gkWnUWOTB/hpVteWlGA3QkLS6R1FNCJiGTk71Fq/H6CmzYRjyXp9xnGryn9AdkrGp0Vyx3a3DEXZsQJkNg0vKocSjvqE3ZqwJOfObx9y+3MxmeJp+JEk1F+avtPVbSgQSVB1heVLRERyfAHfex7zTaMz7AwEyc6E/f2KvWZhu9Rup5kA5SR8AjB6DLZ6oQr5VDis94dLa5P2O6yJMXkZw79Pj+b+jdx9fDVjIZHiSVjFZ1HJUHWF2XoRERyDI1FOPDmHQX3KJXa5AYoyaE+8qsTJlJevbtW1yfs1JXKjcwc9trCHSlOAZ2ISJ5Ce5RK7XIDlNhV4ytFi1ODEQDCgUjb6hN2YsDT6KHSXlq4I8UpoBMRqVIlJTfksvwAJVu02PfCRUaNYdgXh5Fw2+oTdlrA06mZQ+lsxhbbmmed2L9/v3300Ufb3QyRntVrwU9yepqZQ4dwF6JriiXnl9woJJ10mT0bY3nRoW8wxNiWAfzB3h/OzS/g60u5TJxP8caxO9i0ZXtH1ydsl2Q62VGZQ+kMxpjHrLX719yvgE4BnUiz1Bv8dBrXcTh/773g2jXbmeEzZUtuRGfjHH3wFImlFAawQLg/wL7XbGNoLNL8N9BmClBE6lcsoOv9PwtFpC1cx2Hm0CFwLcGtWwlOTBDcuhVcy8yhQ1inczYIr1Riagp3IboqmAPwj4zgLkSJT00VfW52WzHrtWQj4QAAHPtJREFUWobHIwyNRxgej2Bdy9EHT5FOuc1ufttlhzZvn7id3eO7FcyJNJACOhFpinqCn06VnpvzMo2FlCm5kd1WLDKwOoiJDARJLKWYna6sFMV64KQdJmcmOXLmCJMzkzjp7gv+RVpNiyJEpCnqCX46lX90FIpNUylTciO7rVghBogvVh609Nq8xFz5c+3g8mKASorpiqxXCuhEpCnqCX46VXjnTnzD3jZV+XPoypXcyN1WLJ8FIoOVBWS9Ni8xV+6OErn7q84n5jk8eZj33vpeDdOKFKEhVxFpitzgJ1e76o01gi8UYvzgQfAZkmfOkJyeJnnmDPhM2ZIbuduK5YrHkoT7A4xNDJR9/V6cl5grd0eJXCPhEaJOlKm57humF2kVZehEpCmywc/MoUNe0JOXTerWEhXBiQk233038akp0nPz+EdHKiq5kd1W7OiDp7ztxFi9yrWSnSiy8xKDW7euPncb9kFthvwtr/Llb9G1Hjhph5NzJ5mLzzEaGWXH6A5C/u78vyPNpYBORJqm1uCn05lQqKbAqd5txXpxXmKuRm551QvaOZ9QgWT3UUAnIk1Va/DTq+rZVqwX5yXmavSWV92snfMJtTClO2kOnYhIFdpZUqMX5yXmym555TM+phenV24+41t3W161az5hfiCZvbnW5fDkYZLpZPmTSFsoQyciUqF2Zy46aV5is4bktgxu4b23vnfd7yjRrvmE2UAyNysIXiA5vTjN1NxUR+17K5cpoJN1o5drd0nzdUpJjU6Yl9jswDa7o8R61q75hFqY0r0U0Mm60Mu1u6Q1Oilz0c55iZ0S2Pa6ds0n1MKU7qU5dNLzer12l7SGMhce1YprjXbNJ8wNJHOtx4Up3UYZOul5vV67S1pDmQtPOwPb9VZKox3zCbOB5OHJw0wvTq/cnx1SV/a1cymgk57X67W7pDVUUsPTrsC23QtS2qUd8wm1MKU7KaCTntfrtbukNXopc1FPpqsdga3m7bWeFqZ0HwV00vPq2VBdJFcvZC7qzXS1I7DtpAUpIp2q7QGdMeYVwN3ArcAEcJe19lDOcQP8DvBuYAPwHeA/WmuP5zxmA/BHwM9k7vpb4FestaUne8i60Em1u6T7dXPmolGZrlYHtlqQIlJe2wM6YBD4PnA4c8v3X4BfBw4CPwB+G/hHY8yLrLXZPzHvB7YBr898/wngz4Gfbl6zpZt0Qu0ukXZrZKarlYGtFqSIlNf2gM5a+2XgywDGmEO5xzLZuV8DPmit/Xzmvl8AzgN3Ah8zxuzCC+Rebq39VuYx/x54JBP0/aBV70U6m/YUlfWuWzNdWpAiUl6n16G7DrgS+IfsHdbaZeBh4EDmrtuBReBIzvO+CcRyHiMisu51a6ZLe7yKlNf2DF0ZV2a+nsu7/xywNecxF6y9vIzRWmuNMedzni8isu51c6arFxakiDRTpwd0TWGMeTfeIgu2bdvW5taIiLRGt5de6eYFKSLN1ukB3QuZr5uBUzn3b8459gKwyRhjslm6zNy7K3Ies4q19uPAxwH2799fpECZiEjvUaZLpDd1ekD3LF5Q9hPAdwGMMRHgDuA3Mo/5Ft5K2du5PI/udmCA1fPqREQEZbpEelHbAzpjzCCwI/OtD9hmjNkHzFprTxlj/hD4v4wxTwJPAf8dbxHE/QDW2hPGmK/grXh9d+Y8HwP+TitcRUREZD3ohFWu+4HHM7c+4P2Zf/9u5vjvAx8G/gR4FNgCvDanBh14JUyOAV/N3I4BP9+KxouIiIi0m7HF9rhcJ/bv328fffTRdjdDRESkIvXsxSvdzxjzmLV2f/79bR9yFRERkcrUuxev9K5OGHIVERGRMvL34s3eXOtyePIwyXSy3U2UNlJAJyIi0gWye/Hm7+gxEh4h6kSZmptqU8ukEyigExER6QLduhevtIYCOhERkS7QrXvxSmsooBMREekCuXvx5uqGvXil+RTQiYiIdIHsXrw+42N6cXrl5jO+rtiLV5pLZUtERES6hPbilWIU0ImIiHQR7cUrhWjIVURERKTLKUMn0qPSSZfZszGWFx36BkOMbRnAH9TfcCIivUgBnUgPis7GOfrgKRJLKQxggXB/gH2v2cbQWKTdzRMRkQbTn+siPSaddDn64CmsaxkejzA0HmF4PIJ1LUcfPEU65ba7iSIi0mAK6ER6zOzZGImlFJGB1aveIgNBEkspZqdjbWqZiIg0iwI6kR6zvOhgihwzQHzRaWVzRESkBRTQifSYvsEQtsgxC0QGQ61sjoiItIACOpEeM7ZlgHB/gHgsuer+eCxJuD/A2MRAm1omIiLNooBOpMf4gz72vWYbxmdYmIkTnYmzMBPH+Az7XrMNf0D/7UVEeo3Kloj0oKGxCAfevIPZ6RjxRYfIYIixiQEFcxmu45CYmiI9N4d/dJTwzp34QhqKFpHupYBOpEf5Az42bRtqdzM6TnJ6mplDh3AXomAMWItveIjxgwcJTky0u3kiIjXRn+sism64jsPMoUPgWoJbtxKcmCC4dSu4lplDh7COVgCLSHdSQCci60Ziagp3IYp/ZGTV/f6REdyFKPGpqTa1TESkPhpyFZF1Iz035w2zFmIM6bn51jaozZy0w8m5k8zF5xiNjLJjdAchv+YSinQjBXQism74R0fBFqnSZy3+0ZHCx3rQ2cWzHJ48TNSJrtw3FBrinbvfyZbBLW1smYjUQkOuIrJuhHfuxDc8RHp+dSYuPT+Pb3iIyM6dbWpZazlph8OTh3Gty8TgxMrNtS6HJw+TTCfLn0REOooCOhFZN3yhEOMHD4LPkDxzhuT0NMkzZ8BnGD94ENPlpUtcx2H5+HEWv/lNlo8fxy2yyOPk3EmiTpSR8OqM5Eh4hKgTZWpOcwlFuo2GXEVkXQlOTLD57ruJT02RnpvHPzpCZOfOrg/mqinHMhefK3mu+cT6mkvYLprDKI2kgE5E1h0TCtG3Z0+7m7FGrR/w+eVYstLz88wcOsTmu+9eFbCORkZLni8/cyeNpzmM0mgK6EREGqSejEs9H/DZciy5wRx45ViSZ84Qn5paFcDuGN3BUGiI+cT8quBtPjHPUGiInaPrYy5hu+TPYcyaT8xzePIw7731vQT9wTa2ULqRAjoRkQaoJyCr9wO+2nIsIX+Id+5+J4cnDzO9OL2mvQommis7hzH3Zw1eZnR6cZqpuSl2j+9uU+ukWymgExGpU70BWb0f8LWUY9kyuIX33vpepuamVjJ1O0d3KphrAc1hlGZQQCciUqd6A7J6P+Bzy7Hk7oJRrhxL0B9UJqgNNIdRmkFlS0RE6lRvQFbvB3yvl2PpNblzGHNpDqPUQxk6EZE61RuQNWKRQq+WY+lFmsMozaCATkSkTvUGZI36gM8vx+KkHU7OTKrOWQfSHEZpNGOLTaRdJ/bv328fffTRdjdDRLpcI+qKJdPJhn3Aq86ZSG8yxjxmrd2/5n4FdAroRKQxGhmQ1cNJO3z4sQ/jWndNxtBnfKpzJtLFigV0GnIVkaZJJ11mz8ZYXnToGwwxtmUAf7B312J1yqpR1TkTWX8U0IlIU0Rn4xx98BSJpRQGsEC4P8C+12xjaCzS7ub1NNU5E1l/evdPZRFpm3TS5eiDp7CuZXg8wtB4hOHxCNa1HH3wFOmU2+4m9jTVORNZfxTQiUjDzZ6NkVhKERlYPU8rMhAksZRidjrWppatD6pzJrL+KKATkYZbXnQosrMoBogvOq1szrqTLYPiMz6mF6dXbj7jU50zkR6lOXQi0nB9gyGKrZ+3QGRQtdCaTXXORNYXBXQi0nBjWwYI9weIx5Krhl3jsSTh/gBjEwNtbN360SmrbkWk+TTkKiIN5w/62PeabRifYWEmTnQmzsJMHOMz7HvNNvwB/eoREWkkZehEpCmGxiIcePMOZqdjxBcdIoMhxiYGFMyJiDSBAjoRaRp/wMembUPtboaISM/Tn8oiIiIiXU4BnYiIiEiXU0AnIiIi0uUU0ImIiIh0OQV0IiIiIl1OAZ2IiIhIl1NAJyIiItLlFNCJiIiIdDkFdCIiIiJdTgGdiIiISJdTQCciIiLS5RTQiYiIiHQ5BXQiIiIiXU4BnYiIiEiXU0AnIiIi0uUU0ImIiIh0OQV0IiIiIl1OAZ2IiIhIl1NAJyIiItLlFNCJiIiIdDkFdCIiIiJdTgGdiIiISJfr+IDOGHOPMcbm3V7IOW4yj5k2xiwbYx4yxuxpZ5tFREREWqnjA7qMHwBbcm4vzjn2X4BfB34FeAlwHvhHY8xQqxspIiIi0g6BdjegQilr7Qv5dxpjDPBrwAettZ/P3PcLeEHdncDHWtpKERERkTbolgzd9syQ6rPGmM8aY7Zn7r8OuBL4h+wDrbXLwMPAgTa0U0RERKTluiGg+w5wEHg98Mt4AdwRY8x45t8A5/Kecy7nmIiIiEhP6/ghV2vt3+d+b4z5NvAM8AvAt2s5pzHm3cC7AbZt21ZvE0WkBq7jkJiaIj03h390lPDOnfhCoXY3S0SkK3V8QJfPWrtojDkO7AS+mLl7M3Aq52GbgTVz7nLO8XHg4wD79++3TWqqiBSRnJ5m5tAh3IUoGAPW4hseYvzgQYITE+1unohI1+mGIddVjDER4EbgLPAsXuD2E3nH7wCOtKWBIlKS6zjMHDoEriW4dSvBiQmCW7eCa5k5dAjrOO1uoohI1+n4gM4Yc68x5pXGmOuMMS8FPgcMAH9mrbXAHwK/aYx5szHmJuAQsAjc37ZGi0hRiakp3IUo/pGRVff7R0ZwF6LEp6ba1DIRke7VDUOuVwGfATYCF/Dmzd1mrX0+c/z3gT7gT4ANeIsoXmutjbahrSJSRnpuzhtmLcQY0nPzrW2QiEgP6PiAzlr7tjLHLXBP5iYiHc4/Ogq2yNRVa/GPjhQ+JiIiRXX8kKuI9Jbwzp34hodIz6/OxKXn5/ENDxHZubNNLRMR6V4K6ESkpXyhEOMHD4LPkDxzhuT0NMkzZ8BnGD94EKPSJSIiVev4IVcR6T3BiQk233038akp0nPz+EdHiOzcqWBORKRGCuhEpC1MKETfnj3tboaISE/QkKuIiIhIl1NAJyIiItLlFNCJiIiIdDkFdCIiIiJdTgGdiIiISJdTQCciIiLS5RTQiYiIiHQ5BXQiIiIiXU4BnYiIiEiXU0AnIiIi0uUU0ImIiIh0OQV0IiIiIl1OAZ2IiIhIl1NAJyIiItLlFNCJiIiIdDkFdCIiIiJdTgGdiIiISJdTQCciIiLS5RTQiYiIiHQ5Y61tdxvayhhzAXi+yS+zEbjY5NfoZuqf8tRHpal/SlP/lKc+Kk39U1or++caa+2m/DvXfUDXCsaYR621+9vdjk6l/ilPfVSa+qc09U956qPS1D+ldUL/aMhVREREpMspoBMRERHpcgroWuPj7W5Ah1P/lKc+Kk39U5r6pzz1UWnqn9La3j+aQyciIiLS5ZShExEREelyCuhEREREupwCuiYyxowZY75gjIkZY543xtzZ7ja1mzHmIWNM3BizmLn9IOfYnZl+ihljvmiMGWtnW1vBGPOfjDGPGmMSxphDecdebYx50hizZIz5ujHmmpxjYWPMp4wxC8aYF4wx721541ugWP8YY641xtic62jRGPO+nOPrpX/CxphPZv7fRI0xR40xb8g5vq6voVL9o2vIY4z5C2PM2cz7fMoY866cY+v6+skq1kcddw1Za3Vr0g34DPCXwCDwcmAe2NPudrW5Tx4C3lXg/j1AFHhFpr/uBz7b7va2oD/eDPws8FHgUM79GzPXy78BIsAfAN/OOf4B4BFgA7ALeAF4fbvfTwv751rAAoEiz1sv/TMA3JPpDx/wU5n/R9fqGirbP7qG7Mrv3nDm3zdm3uetun4q6qOOuoba3lG9esv8InGAG3Lu+3Pgg+1uW5v75SEKB3T/A7g/5/vrM/031O42t6hffi8vYHk3cCTn+wFgGbgx8/008Nqc4/83PRwAF+ifcr9I11X/5L33J4C36Boq2z+6hta+5xcBZ4Gf0/VTUR911DWkIdfmuQFIWWufyrnvGF6kv959wBhz0RjzTWPMqzL37cHrHwCstU+TCYjb0L5OkN8fMeBpYI8xZgOwJfc46/faet4Y80NjzH3GmI0A67l/jDGb8f7PHEfX0Bp5/ZO17q8hY8xHjDFLwJN4wcqX0fWzSpE+yuqIa0gBXfMMAgt5980DQ21oSyf5TWA7sBWvbs+XjDHX4/XXfN5j13N/leqPwZzv84+tFxeBlwDX4A19DAGfzhxbl/1jjAni9cGfWWufRNfQKgX6R9dQhrX2P+C9tzuAvwYS6PpZpUgfddQ1pICueRaB4bz7hvHmb6xb1trvWGuj1tqEtfbPgG8Cb0T9la9UfyzmfJ9/bF2w1i5aax+11qasteeA/wS81hgzxDrsH2OMD29Kh4PXF6BraEWh/tE1tJq1Nm2t/WfgKuA96PpZI7+POu0aUkDXPE8BAWPMzpz79rI61S/e/AOD1y97s3caY7YDYbx+XI/y+2MAb17hcWvtJbyU/96cx6/3aytbId233vrHGGOATwKbgbdYa5OZQ7qGKNk/+dbtNZQnQOY6QddPMdk+ytfea6jdEwx7+QZ8Fm+l6wDwMtb5KldgFHgd3oqpAPAOIIY3p2UP3hD1HZn++gvWxwTbQKY/PoCXQcj2zabM9fKWzH3/D6tXmH0Q+Abe6qkb8X5x9NwKsxL981K8yck+YBxvNfnX11v/ZN7rnwLfBgbz7tc1VLp/1v01BFwBvA1veNCf+f0cA35G109FfdRR11DbO6uXb8AY8MXMD/8UcGe729Tm/tgEfBcv5TyX+SX7EznH78z0Uwz4G2Cs3W1uQZ/cg/dXXe7tnsyx1+BNwF3GWx18bc7zwsCn8ILgc8B72/1eWtk/wNuBZzPXylngMHDlOuyfazJ9Escb4sne3qFrqHT/6Bpa+Z38jczv4wXge8Av5xxf19dPuT7qtGtIe7mKiIiIdDnNoRMRERHpcgroRERERLqcAjoRERGRLqeATkRERKTLKaATERER6XIK6ERERES6nAI6EelYxpiHjDENqa1kjDlkjLHGmGsbcb5OY4x5zhjzXLvbISLtoYBOZJ0yxlybCXAONfCc1hjzUKPOJ91BwaRI+wXa3QAREWmIV7e7ASLSPgroRER6gLX26Xa3QUTaR0OuIuuQMeYevD0IAX4hM1SavR3MeZzPGPN/GmO+a4xZNMbEMv9+jzHGl/O4gzlz3V6Zd7578h73eWPMM8aYZWPMgjHmm8aYf9fA9/YaY8wjmbbOGmO+aIy5scTjK26TMeZbxhi32Dw8Y8yvZ97z3RW0857MY19ljHm7MeYxY8ySMWbaGPM/jTHhzON+PDOXcMEYc8kY8+fGmPEC51sz7Jn9uWS+/ljmPNHMuR4wxuwqcJ6i8xZzz5f5/lWZx14DXJP3cz+U99wbM/MYTxtjHGPMOWPM/caYFxV4nc3GmHuNMT/I/BznMv8+ZIzZXq5vRdYjZehE1qeHgFHgV4FjwBdzjh3N+fefA3cCp4FP4G10/n8AHwFejrfJefY57wd+B3geOJT3WlkfBY4DD+NtZj0OvBH4c2PMi6y176vnTRlj3gr8JeBkvp7NtPNbwBNFnlZNmz4K3Ab8MvDfCpzr3UCC1e+/nF8B3oD3M3gIeC3wn4ExY8zfAJ8FHgA+DhwA/h2wMfOcSv0U8Cbg74E/BXbjvceXGGN2W2svVnGuXM/h/dx/LfP9H+YcW7mOjDGvB/4aCAJfAk4CVwFvBn7SGPNj1tp/zTy2H/gmcD3wj5nHG7yg8U3A54BnamyvSO+y1uqmm27r8AZcixegHSpy/O2Z4/8KDObcPwA8mjl2Z95zLPBQide8vsB9IeCfgCSwNe/YQ96vqYrezyAwkznP/rxjH860zQLX1tomIAJcxAv8AnnPeVXm/J+usL33ZB4/D+zKuT+MF2CmM+/nlTnHfHhBjgX25Z3vOeC5vPsOZh6bAl6dd+wDmWP/pdI+zznfwXKvnXNsA3Ap02+7847dBCwC/5pz309nXuPDRX4uQ+38f6Obbp1605CriBTzi5mvv2WtXczeaa2NAb+Z+fZd1ZzQFpjnZa11gD/BGzGoZ2L/m4Ax4H5r7aN5x+7BC5zqapO1Ng7cB1yZeb1c/z7z9WNVtvuPrLUncl4jgZdd9AEPWGu/kXPMBf4i8+3eKl7js9baf8q77+OZrz9aZXur9U68bPDvWGsncw9Ya78P/C/gFmPM7rznLeefyFrrWGujTWupSBfTkKuIFPMjgMvqIdOsb+BlkG6p5oTGmG14weCrgW1AX95Dtlbdyst+JKdtq1hr540xR4FXNqBNHwV+HS+A+3zmHBvxhqJPWGsfrrLd+cEnwHTm62MFjp3JfL2qztc4nfm6oYrz1OL2zNe9ufMpc9yQ+boLmMT7+Z0BfssY8yPAl/GGYI9aa9NNbqtI11JAJyLFjACzmWzVKtbalDHmInBFpSfLTGb/F7wA4hHgH/CyZmm84d9fwBturKe9AOeKHH+hEW2y1j5jjPkq8DpjzPWZDF/2cdVm56Bw5jBVwbFgFa8xl39H5mcI4K/iPLXILuD45TKPGwSw1i4YY27Dm5v3M8DrMscvGmM+AvyetTbZlJaKdDEFdCJSzDzexPxg/geoMSaANzF/oYrzvRfvw/0ua+2hvPO9HS8oqkc2+Nlc5PiVDWzTR4HX4wUpv4W3GCIOHK6uyR3JBe9nbK1N5R0breF82Z/LXmttsYUpq1hrfwj8kvEizt3AjwP/EfhtvKHouhbPiPQizaETWb+yw1fFMjSP4/2OeEWBY6/IPO9f8+53S5xvR+br5wscWzMUWoNsWwoNq44A+xrYpr8DTgF3GWNeizds+FfW2kuVN7djZd/D1QWO7S/ynDTFf+7fzny9o9qGWM9xa+3/B/xE5u6frfY8IuuBAjqR9esS3mrCbUWOfyrz9QOZUhLASlmJD2a+/WTec2YoHAiAtxISvNWgK4wxr6PKxRVF/A3ee7rTGJMfeNzD5SHZutuUWZzwcbwh52w//Wm1De5Q/5L5umqI1BjzaryVz4XMAJuMMfnzD8FbRDIH/I4xZs0CDOPVOnxVzvd7jDGFsqzZ+5ZKN19kfdKQq8g6Za1dNMZ8B7jDGPNp4Cm8TMvfWmufsNbeb4x5E/BzwHFjzBfxAsCfBa4D/tJa++m80/4T8DZjzJfwMmZJ4OHMQoGPAHcB/9sY8zm8if834Q1d/hXwbxvwft6Nt0L0EWNMbh26m/DqzOVnG+tp0yfwhgC3At+z1n6rnvZ3kPuA3wD+qzFmL95ChRvw6t59AXhLgef8E/AS4CvGmIfxavEds9Z+yVo7k6kP+AXg28aYf8Iry2Lxgv/b8Ya9I5lz/QTwB8aYb+Fdk+fxFoC8CS8D/AeNf8si3U8Bncj69vN4Ndpej5d9McAPuVyE9+14qw5/kctlOU4AH8KbR5bvV/E+qF+NV7jWhze5/WFr7RPGmB8Dfg/4/9u7W5wGojAKw+fbAB6JReAJYVgAwbGGrgASHAbNHkCjSUgDEoXBVKEQJK3Cog7iYCANyQxNhgvvoyvumObkfj93X/n/eVSWy77qh4FOkmxffSyxPVWC6JsS5LaVXrfuy+8Hn8n2vKqulYA7ZBjiV7K9qKo9JTh1Sun5QQlaG1oe6M6U/roDSTtK+fVCWQos27dVtSXpSBly2FWWP79IutPnkveNcmvcKSFuTQnmU0nntu9X+LnAn1H20hdeAADfqDx99qSUAtdt9xkQAYCVoocOAIY5VG6sLglzAMbGDR0A9FBVJ8qLFBOlRLtp+3ncUwH47wh0ANBDVVkZ9phJOrY9HflIAECgAwAAaB09dAAAAI0j0AEAADSOQAcAANA4Ah0AAEDjCHQAAACNI9ABAAA07h3gYQNGcTUEsgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Checkpoint ท้ายบท"
      ],
      "metadata": {
        "id": "qVYPC2tgec6w"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "*   ☑️ เข้าใจเทคนิคการวิเคราะห์ Clustering\n",
        "*   ☑️ เข้าใจถึงกระบวนการในการนำ Clustering ไปใช้"
      ],
      "metadata": {
        "id": "DJI132PVecI9"
      }
    }
  ]
}