skilfoy/a-machine-learning-approach-to-predicting-union-membership-continuity.ipynb

## a-machine-learning-approach-to-predicting-union-membership-continuity.ipynb
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      "source": [
        "<a href=\"https://colab.research.google.com/gist/skilfoy/2d8711115dc167d7d0655b89621b3e85/a-machine-learning-approach-to-predicting-union-membership-continuity.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a1cc6c38",
      "metadata": {
        "id": "a1cc6c38"
      },
      "source": [
        "# A Machine Learning Approach to Predicting Union Membership Continuity\n",
        "### Sean Kilfoy\n",
        "DSCI 508 MACHINE LEARNING - FINAL PROJECT"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5759a36e",
      "metadata": {
        "id": "5759a36e"
      },
      "source": [
        "## 0. Project Overview and Objective Statement"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "51bd2a56",
      "metadata": {
        "id": "51bd2a56"
      },
      "source": [
        "### Overview"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a8390ff3",
      "metadata": {
        "id": "a8390ff3"
      },
      "source": [
        "Will a person remain in a hypothetical major trade union for data scientists, the United Data Scientists Union (UDSU)? Each member pays some dues amount to it each month and gets various benefits such as representation with employers and continuing education.\n",
        "\n",
        "I've received a dataset to analyze and use to generate predictions answering the above question. The dataset contains several features, as well as some outliers, missing values, features with generic titles, and colinear features. The data must be cleansed, normalized, standardized, and split into training and test sets."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "44fa4cf4",
      "metadata": {
        "id": "44fa4cf4"
      },
      "source": [
        "### Objective"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "930b9c34",
      "metadata": {
        "id": "930b9c34"
      },
      "source": [
        "In this notebook, I build a Python model that generates predictions about UDSU loyalty, deciding whether a data scientist will remain a USDU member, using various methods to generate predictions: Linear regression, Decision Tree, Support Vector Machine, Random Forest, and Neural Network. The final result of each method declares “Will Remain Loyal” or “Will Not Remain Loyal” and displays a figure substantiating the decision."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "aba55ad0",
      "metadata": {
        "id": "aba55ad0"
      },
      "source": [
        "## 1. Importing Libraries and Setting Options:\n",
        "The Python libraries to be used for this project include NumPy, Pandas, Scikit-Learn, Matplotlib and Seaborn."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2bcb8d4a",
      "metadata": {
        "id": "2bcb8d4a"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import graphviz\n",
        "import pydotplus\n",
        "from scipy.stats import zscore\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.tree import export_graphviz\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.neural_network import MLPClassifier\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix\n",
        "from sklearn.metrics import mean_squared_error, r2_score\n",
        "from mlxtend.plotting import plot_decision_regions\n",
        "from xgboost import XGBClassifier, plot_importance\n",
        "from IPython.display import Image\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6c4e232e",
      "metadata": {
        "id": "6c4e232e"
      },
      "source": [
        "I'll also set a DataFrame view option to show all columns when displaying DataFrames. Although this will make the data take up more screen real estate, I prefer this so I can see all the columns and get a good idea of their contents."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "07ca52b3",
      "metadata": {
        "id": "07ca52b3"
      },
      "outputs": [],
      "source": [
        "pd.options.display.max_columns = None"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c32fc44a",
      "metadata": {
        "id": "c32fc44a"
      },
      "source": [
        "## 2. Data Preprocessing:\n",
        "The first step is to load the data from the CSV file into a Pandas dataframe. Then I will check the data to determine if there are any null values or outliers that need to be dealt with. I also manually and visually reviewed the dataset to further check and confirm malformed data."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4883def6",
      "metadata": {
        "id": "4883def6",
        "outputId": "333e0bc0-fdc9-46ce-9004-c2ac71908e8d"
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      "outputs": [
        {
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>gender</th>\n",
              "      <th>Management</th>\n",
              "      <th>USAcitizen</th>\n",
              "      <th>Married</th>\n",
              "      <th>MonthsInUnion</th>\n",
              "      <th>ContinuingEd</th>\n",
              "      <th>FeatureA</th>\n",
              "      <th>Connectivity</th>\n",
              "      <th>FeatureC</th>\n",
              "      <th>FeatureD</th>\n",
              "      <th>FeatureE</th>\n",
              "      <th>FeatureF</th>\n",
              "      <th>FeatureG</th>\n",
              "      <th>FeatureB</th>\n",
              "      <th>DuesFrequency</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyDues</th>\n",
              "      <th>TotalDues</th>\n",
              "      <th>LeftUnion</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Sean1</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>72</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>109</td>\n",
              "      <td>7878.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Sean2</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>69</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Credit card (automatic)</td>\n",
              "      <td>96</td>\n",
              "      <td>6744.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Sean3</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>7</td>\n",
              "      <td>No</td>\n",
              "      <td>Maryville</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Credit card (automatic)</td>\n",
              "      <td>40</td>\n",
              "      <td>293.0</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Sean4</td>\n",
              "      <td>Male</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>45</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>onlyViaER</td>\n",
              "      <td>Maryville</td>\n",
              "      <td>Maryville</td>\n",
              "      <td>Maryville</td>\n",
              "      <td>Maryville</td>\n",
              "      <td>Maryville</td>\n",
              "      <td>Maryville</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Credit card (automatic)</td>\n",
              "      <td>25</td>\n",
              "      <td>1174.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Sean5</td>\n",
              "      <td>Female</td>\n",
              "      <td>1</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>17</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>89</td>\n",
              "      <td>1497.0</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Sean6</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>5</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>97</td>\n",
              "      <td>493.0</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Sean7</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>44</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>50</td>\n",
              "      <td>2139.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Sean8</td>\n",
              "      <td>Female</td>\n",
              "      <td>1</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>72</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>110</td>\n",
              "      <td>7747.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Sean9</td>\n",
              "      <td>Male</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>60</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>81</td>\n",
              "      <td>4859.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Sean10</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>34</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>50</td>\n",
              "      <td>1734.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Sean11</td>\n",
              "      <td>Female</td>\n",
              "      <td>1</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>3</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>75</td>\n",
              "      <td>203.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Sean12</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>24</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Credit card (automatic)</td>\n",
              "      <td>91</td>\n",
              "      <td>2283.0</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        ID  gender  Management USAcitizen Married  MonthsInUnion ContinuingEd  \\\n",
              "0    Sean1    Male           0         No      No             72          Yes   \n",
              "1    Sean2  Female           0        Yes      No             69          Yes   \n",
              "2    Sean3  Female           0         No      No              7           No   \n",
              "3    Sean4    Male           1        Yes      No             45          Yes   \n",
              "4    Sean5  Female           1         No      No             17          Yes   \n",
              "5    Sean6    Male           0         No      No              5          Yes   \n",
              "6    Sean7  Female           0         No      No             44          Yes   \n",
              "7    Sean8  Female           1         No      No             72          Yes   \n",
              "8    Sean9    Male           1        Yes     Yes             60          Yes   \n",
              "9   Sean10    Male           0         No      No             34          Yes   \n",
              "10  Sean11  Female           1         No      No              3          Yes   \n",
              "11  Sean12    Male           0         No      No             24          Yes   \n",
              "\n",
              "     FeatureA Connectivity   FeatureC   FeatureD   FeatureE   FeatureF  \\\n",
              "0         Yes  Fiber optic         No        Yes        Yes        Yes   \n",
              "1          No  Fiber optic         No        Yes         No         No   \n",
              "2   Maryville          DSL         No        Yes         No         No   \n",
              "3         Yes    onlyViaER  Maryville  Maryville  Maryville  Maryville   \n",
              "4          No  Fiber optic         No        Yes        Yes         No   \n",
              "5          No  Fiber optic         No         No        Yes         No   \n",
              "6         Yes          DSL         No         No         No         No   \n",
              "7         Yes  Fiber optic        Yes        Yes         No        Yes   \n",
              "8         Yes  Fiber optic        Yes         No         No         No   \n",
              "9          No          DSL         No        Yes         No         No   \n",
              "10         No  Fiber optic         No         No        Yes         No   \n",
              "11        Yes  Fiber optic         No        Yes         No         No   \n",
              "\n",
              "     FeatureG   FeatureB   DuesFrequency PaperlessBilling  \\\n",
              "0         Yes        Yes        Two year               No   \n",
              "1         Yes        Yes        One year              Yes   \n",
              "2          No        Yes  Month-to-month              Yes   \n",
              "3   Maryville  Maryville        One year               No   \n",
              "4         Yes         No  Month-to-month              Yes   \n",
              "5         Yes        Yes  Month-to-month               No   \n",
              "6          No         No  Month-to-month              Yes   \n",
              "7         Yes        Yes        Two year              Yes   \n",
              "8          No         No  Month-to-month              Yes   \n",
              "9          No         No  Month-to-month              Yes   \n",
              "10         No         No  Month-to-month               No   \n",
              "11        Yes         No  Month-to-month              Yes   \n",
              "\n",
              "                PaymentMethod  MonthlyDues  TotalDues LeftUnion  \n",
              "0   Bank transfer (automatic)          109     7878.0        No  \n",
              "1     Credit card (automatic)           96     6744.0        No  \n",
              "2     Credit card (automatic)           40      293.0       Yes  \n",
              "3     Credit card (automatic)           25     1174.0        No  \n",
              "4            Electronic check           89     1497.0       Yes  \n",
              "5   Bank transfer (automatic)           97      493.0       Yes  \n",
              "6                Mailed check           50     2139.0        No  \n",
              "7   Bank transfer (automatic)          110     7747.0        No  \n",
              "8            Electronic check           81     4859.0        No  \n",
              "9            Electronic check           50     1734.0        No  \n",
              "10               Mailed check           75      203.0        No  \n",
              "11    Credit card (automatic)           91     2283.0       Yes  "
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Load the dataset\n",
        "df = pd.read_csv(\"../Sean-TRAIN.csv\")\n",
        "df.head(n=12)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2e3e39f9",
      "metadata": {
        "id": "2e3e39f9"
      },
      "source": [
        "I'll also load it into Excel for manual inspection."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1d8e24d5",
      "metadata": {
        "id": "1d8e24d5",
        "outputId": "b563b46c-f03e-40fe-f59e-1727beb245d0"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Image(filename='load-excel.png')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "4d5ea5e9",
      "metadata": {
        "id": "4d5ea5e9"
      },
      "source": [
        "Right away, I can drop the unnecessary column, `ID`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "85f08601",
      "metadata": {
        "id": "85f08601"
      },
      "outputs": [],
      "source": [
        "# Drop unnecessary column\n",
        "df = df.drop(['ID'], axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "c0dfba2c",
      "metadata": {
        "id": "c0dfba2c",
        "outputId": "b869c58b-bc74-4d6c-8e37-a3f282145c46"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "gender              0\n",
              "Management          0\n",
              "USAcitizen          0\n",
              "Married             0\n",
              "MonthsInUnion       0\n",
              "ContinuingEd        0\n",
              "FeatureA            0\n",
              "Connectivity        0\n",
              "FeatureC            0\n",
              "FeatureD            0\n",
              "FeatureE            0\n",
              "FeatureF            0\n",
              "FeatureG            0\n",
              "FeatureB            0\n",
              "DuesFrequency       0\n",
              "PaperlessBilling    0\n",
              "PaymentMethod       0\n",
              "MonthlyDues         0\n",
              "TotalDues           1\n",
              "LeftUnion           0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Check for null values\n",
        "df.isnull().sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6b4cab9c",
      "metadata": {
        "id": "6b4cab9c"
      },
      "source": [
        "Checking for null values, I see one that needs to be cleaned up. In fact, I manually checked for suspicious-looking values and came across this malformed value, as shown in the screenshot below."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "9c4f1757",
      "metadata": {
        "id": "9c4f1757",
        "outputId": "c8cc964f-0f19-47ee-ee0b-33d97309cb7c"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Image(filename='VALUE.png')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d5834ee6",
      "metadata": {
        "id": "d5834ee6"
      },
      "source": [
        "I deleted this cell in Excel so it would show null as seen in the following screenshot. This way, I can use `df.dropna()` to remove the missing value."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "f14616d0",
      "metadata": {
        "id": "f14616d0",
        "outputId": "4574d7a4-2973-4fcf-be7c-316c3b2ac789"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Image(filename='value-del.png')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "66cb1623",
      "metadata": {
        "id": "66cb1623"
      },
      "outputs": [],
      "source": [
        "# Drop null values\n",
        "df = df.dropna()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9fd1dc75",
      "metadata": {
        "id": "9fd1dc75"
      },
      "source": [
        "Next, I'll check for outliers in the numerical columns."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "bef297d7",
      "metadata": {
        "id": "bef297d7",
        "outputId": "44d28282-45dc-4611-fa9e-e1b676dbc2ba"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x500 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, axs = plt.subplots(ncols=3, figsize=(10, 5))\n",
        "sns.scatterplot(x=df.index, y='MonthsInUnion', data=df, ax=axs[0])\n",
        "sns.scatterplot(x=df.index, y='MonthlyDues', data=df, ax=axs[1])\n",
        "sns.scatterplot(x=df.index, y='TotalDues', data=df, ax=axs[2])\n",
        "axs[0].set_xlabel('Member Index')\n",
        "axs[0].set_ylabel('MonthsInUnion')\n",
        "axs[0].set_title('Months In Union')\n",
        "axs[1].set_xlabel('Member Index')\n",
        "axs[1].set_ylabel('MonthlyDues')\n",
        "axs[1].set_title('Monthly Dues')\n",
        "axs[2].set_xlabel('Member Index')\n",
        "axs[2].set_ylabel('TotalDues')\n",
        "axs[2].set_title('Total Dues')\n",
        "fig.suptitle('Scatter plots of MonthsInUnion, MonthlyDues, and TotalDues with outliers', fontsize=14)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ca0a6f6b",
      "metadata": {
        "id": "ca0a6f6b"
      },
      "source": [
        "We can clearly see outliers present in the data. We will calculate these and remove them in subsequent steps. First, I'll take another look with boxplots."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "22c3d9c0",
      "metadata": {
        "id": "22c3d9c0",
        "outputId": "6b17224d-5f81-40fe-c46b-e2d7fa0fb4fe"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x500 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Plotting boxplots to visualize outliers in\n",
        "## MonthsInUnion, MonthlyDues, and TotalDues\n",
        "fig, (ax1, ax2, ax3) = plt.subplots(ncols=3, figsize=(10, 5))\n",
        "ax1.boxplot(df['MonthsInUnion'])\n",
        "ax1.set_title('Months In Union')\n",
        "ax2.boxplot(df['MonthlyDues'])\n",
        "ax2.set_title('Monthly Dues')\n",
        "ax3.boxplot(df['TotalDues'])\n",
        "ax3.set_title('Total Dues')\n",
        "fig.suptitle('Boxplots of MonthsInUnion, MonthlyDues, and TotalDues with outliers', fontsize=14)\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0df28df3",
      "metadata": {
        "id": "0df28df3"
      },
      "source": [
        "Lastly, I'll use `df.describe()` to gain a greater understanding of the distribution of the data."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "768eb934",
      "metadata": {
        "id": "768eb934",
        "outputId": "35e45fc9-abff-4a73-efb2-5c199309b34d"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MonthsInUnion</th>\n",
              "      <th>MonthlyDues</th>\n",
              "      <th>TotalDues</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>999.000000</td>\n",
              "      <td>999.000000</td>\n",
              "      <td>999.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>33.716717</td>\n",
              "      <td>96.850851</td>\n",
              "      <td>2262.869870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>41.064088</td>\n",
              "      <td>622.900685</td>\n",
              "      <td>2266.278382</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>19.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>9.000000</td>\n",
              "      <td>41.000000</td>\n",
              "      <td>387.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>27.000000</td>\n",
              "      <td>70.000000</td>\n",
              "      <td>1391.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>56.000000</td>\n",
              "      <td>90.000000</td>\n",
              "      <td>3725.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>693.000000</td>\n",
              "      <td>15453.000000</td>\n",
              "      <td>8530.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       MonthsInUnion   MonthlyDues    TotalDues\n",
              "count     999.000000    999.000000   999.000000\n",
              "mean       33.716717     96.850851  2262.869870\n",
              "std        41.064088    622.900685  2266.278382\n",
              "min         1.000000     18.000000    19.000000\n",
              "25%         9.000000     41.000000   387.000000\n",
              "50%        27.000000     70.000000  1391.000000\n",
              "75%        56.000000     90.000000  3725.000000\n",
              "max       693.000000  15453.000000  8530.000000"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df[['MonthsInUnion', 'MonthlyDues', 'TotalDues']].describe()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "1cc0e635",
      "metadata": {
        "id": "1cc0e635"
      },
      "source": [
        "Next, I'll remove the outliers. First, I'll create variables to hold the values for the means and standard deviations for `MonthsInUntion` and `MonthlyDues`. Although TotalDues has a very wide range of values, the distribution in the respective scatter plot does not appear to contain any blatant outliers. I'll remove outliers by calculating the data points with values at least two standard deviations away from the mean."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5863c0a8",
      "metadata": {
        "id": "5863c0a8"
      },
      "outputs": [],
      "source": [
        "meanMIU = df['MonthsInUnion'].mean()\n",
        "stdMIU = df['MonthsInUnion'].std()\n",
        "meanMD = df['MonthlyDues'].mean()\n",
        "stdMD = df['MonthlyDues'].std()\n",
        "\n",
        "# Identify the values that are at least two standard deviations away from the mean\n",
        "outliersMIU = df[(df['MonthsInUnion'] < meanMIU - 2*stdMIU) |\n",
        "                 (df['MonthsInUnion'] > meanMIU + 2*stdMIU)]\n",
        "outliersMD = df[(df['MonthlyDues'] < meanMD - 2*stdMD) |\n",
        "                (df['MonthlyDues'] > meanMD + 2*stdMD)]\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3a5f0a58",
      "metadata": {
        "id": "3a5f0a58",
        "outputId": "afa0a892-0e49-4103-83f6-a3040e83a6bc"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>gender</th>\n",
              "      <th>Management</th>\n",
              "      <th>USAcitizen</th>\n",
              "      <th>Married</th>\n",
              "      <th>MonthsInUnion</th>\n",
              "      <th>ContinuingEd</th>\n",
              "      <th>FeatureA</th>\n",
              "      <th>Connectivity</th>\n",
              "      <th>FeatureC</th>\n",
              "      <th>FeatureD</th>\n",
              "      <th>FeatureE</th>\n",
              "      <th>FeatureF</th>\n",
              "      <th>FeatureG</th>\n",
              "      <th>FeatureB</th>\n",
              "      <th>DuesFrequency</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyDues</th>\n",
              "      <th>TotalDues</th>\n",
              "      <th>LeftUnion</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>915</th>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>693</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>10938</td>\n",
              "      <td>3646.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>739</th>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>672</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>5751</td>\n",
              "      <td>1917.0</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>521</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>15453</td>\n",
              "      <td>5151.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     gender  Management USAcitizen Married  MonthsInUnion ContinuingEd  \\\n",
              "915    Male           0         No      No            693          Yes   \n",
              "739    Male           0         No      No            672          Yes   \n",
              "134  Female           0        Yes      No            521          Yes   \n",
              "\n",
              "    FeatureA Connectivity FeatureC FeatureD FeatureE FeatureF FeatureG  \\\n",
              "915      Yes  Fiber optic       No      Yes       No       No      Yes   \n",
              "739      Yes  Fiber optic       No       No      Yes       No       No   \n",
              "134      Yes          DSL      Yes      Yes       No      Yes      Yes   \n",
              "\n",
              "    FeatureB   DuesFrequency PaperlessBilling     PaymentMethod  MonthlyDues  \\\n",
              "915       No  Month-to-month              Yes  Electronic check        10938   \n",
              "739       No  Month-to-month              Yes  Electronic check         5751   \n",
              "134      Yes        Two year              Yes  Electronic check        15453   \n",
              "\n",
              "     TotalDues LeftUnion  \n",
              "915     3646.0        No  \n",
              "739     1917.0       Yes  \n",
              "134     5151.0        No  "
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "outliersMIU.sort_values(by=['MonthsInUnion'], ascending=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cedc724b",
      "metadata": {
        "id": "cedc724b",
        "outputId": "a6f65d79-c22d-448c-db1a-aca1514551be"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>gender</th>\n",
              "      <th>Management</th>\n",
              "      <th>USAcitizen</th>\n",
              "      <th>Married</th>\n",
              "      <th>MonthsInUnion</th>\n",
              "      <th>ContinuingEd</th>\n",
              "      <th>FeatureA</th>\n",
              "      <th>Connectivity</th>\n",
              "      <th>FeatureC</th>\n",
              "      <th>FeatureD</th>\n",
              "      <th>FeatureE</th>\n",
              "      <th>FeatureF</th>\n",
              "      <th>FeatureG</th>\n",
              "      <th>FeatureB</th>\n",
              "      <th>DuesFrequency</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyDues</th>\n",
              "      <th>TotalDues</th>\n",
              "      <th>LeftUnion</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>521</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>15453</td>\n",
              "      <td>5151.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>915</th>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>693</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>10938</td>\n",
              "      <td>3646.0</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>739</th>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>672</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>5751</td>\n",
              "      <td>1917.0</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     gender  Management USAcitizen Married  MonthsInUnion ContinuingEd  \\\n",
              "134  Female           0        Yes      No            521          Yes   \n",
              "915    Male           0         No      No            693          Yes   \n",
              "739    Male           0         No      No            672          Yes   \n",
              "\n",
              "    FeatureA Connectivity FeatureC FeatureD FeatureE FeatureF FeatureG  \\\n",
              "134      Yes          DSL      Yes      Yes       No      Yes      Yes   \n",
              "915      Yes  Fiber optic       No      Yes       No       No      Yes   \n",
              "739      Yes  Fiber optic       No       No      Yes       No       No   \n",
              "\n",
              "    FeatureB   DuesFrequency PaperlessBilling     PaymentMethod  MonthlyDues  \\\n",
              "134      Yes        Two year              Yes  Electronic check        15453   \n",
              "915       No  Month-to-month              Yes  Electronic check        10938   \n",
              "739       No  Month-to-month              Yes  Electronic check         5751   \n",
              "\n",
              "     TotalDues LeftUnion  \n",
              "134     5151.0        No  \n",
              "915     3646.0        No  \n",
              "739     1917.0       Yes  "
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "outliersMD.sort_values(by=['MonthlyDues'], ascending=False)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d58184d0",
      "metadata": {
        "id": "d58184d0"
      },
      "source": [
        "Note that the outliers for `MonthsInUnion` are the same as the outliers for `MonthlyDues`. I'll drop these from the data frame as well."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ec63b48c",
      "metadata": {
        "id": "ec63b48c"
      },
      "outputs": [],
      "source": [
        "# Drop the outliers from the data frame\n",
        "df = df.drop(outliersMIU.index)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "82797b60",
      "metadata": {
        "id": "82797b60"
      },
      "source": [
        "And now our outliers are gone."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8f09d928",
      "metadata": {
        "id": "8f09d928",
        "outputId": "048d1b4d-3547-401b-9b5e-8598e9509f59"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Plotting boxplots to visualize outliers in the MonthsInUnion, MonthlyDues, and TotalDues\n",
        "fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(12, 6))\n",
        "ax1.boxplot(df['MonthsInUnion'])\n",
        "ax1.set_title('MonthsInUnion')\n",
        "ax2.boxplot(df['MonthlyDues'])\n",
        "ax2.set_title('MonthlyDues')\n",
        "fig.suptitle('Boxplots of MonthsInUnion and MonthlyDues', fontsize=14)\n",
        "fig.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e7a794e9",
      "metadata": {
        "id": "e7a794e9",
        "outputId": "4bd1ad20-6ef5-4f42-96e8-ec90b7122797"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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58yguLkZGRgZnQkCuuUAql8M44OOuu+5CWFiYR/6Cv/76C19++SXy8vKQkZEhWyaKomRfw0bu/eTWW29FUFAQRo0ahXvuuQerVq1CSUmJajkIBEJgQ2K2CQSCm8jISNx222247bbbAADV1dV46qmnsGzZMtx7773466+/YLFY3A9Qbdu2FS3zyJEjuPrqq1FTU4OBAwdi+PDhiIqKcich27p1q2aZzumEYh988IHgeXV1dR5/JyYmKq4zISHB6xhdXnV1teC19BcRvvrpB3qxcmgef/xxxMXF4Y033sDixYuxaNEiBAcH4+abb8Yrr7zC6WEgV56DBw+ipqbG42u+Wu655x488sgj2Lx5Mz766COMGjVKMP67pqYGQUFBaN26tddviYmJCAoK4tQZV9ZsOvuzy+WSLbfU8saNG4eQkBC88sorePPNN7Fs2TJ3QrDFixdLzpMgtT76y3BzczNvWfRvzK/ISuriQqkd8WU1Dw4Oltw/06ZNw2uvvYaUlBSMGDECSUlJ7tjwOXPm8M41UtpL2xTXmAfUzSNAyx8HfMTExGDs2LFYuXIlDhw4gC5dumD58uVwuVyS8gNwUVpaCgCcupGK3PvJtddei82bN2P+/PlYvXq126vgqquuwksvveRO/kkgEC4vyJdtAoHAS3R0NF577TW0a9cO5eXl2Lt3LwC4HwD/+usv0TJefvllVFZWYuXKldi0aRNeeeUVzJ07FwUFBZwZztVAu4F+8sknoCiK919eXp7HdXIyaLPh+kJ55swZAPwvD2x56fP5ypGarI12udy1axfOnj2LdevWYcyYMdiwYQOGDh0q+uCrtTxSufPOO2GxWHD33XejtrZW0HWWrr+5uRlnz571+q2srAzNzc2ay6iWMWPG4LvvvsO5c+fw+eef47777sPWrVtx4403av5VmrY7oWzQtHutHtt2+cuOysrK3J44f/zxB1asWIH58+ejoKAA//jHP1SXT8vL55XA116pXA7jgI/JkycDuOA6TlEUli9fjlatWmHMmDGKyqMz2DOTrtELS1z7lXMtSii5n+Tl5eGLL75AZWUltmzZgunTp2P//v0YOnQojh49qqgtBAIhsCEv2wQCQRCTyQSbzeZxjM7u+tVXX4leTz9gMLPsAhe+rO3YscPrfDpumu/FUOj3vn37AoBP96Pdtm0b7zGxL5bZ2dkAwLm1kd1ux65duxAWFoYrr7zSfdxsNkv6WhQXF4dRo0bhv//9LwYNGoTff/8dR44cUSzPX3/9haNHj6J9+/aaftUGLuyZO3z4cPz1119ITU0VjX0VknPr1q0AxHUvRlBQkKKvfGJERUXhb3/7G9566y3k5+ejrKwMP/74o6Z1REdHIzU1FYcOHeJ94abHCDOmWiv8ZUfHjh0DRVG4/vrrveYsrnEql6ioKKSnp+PIkSM4ffq01+9q67icxgGba6+9FllZWXjvvffw+eef49ixY7jzzjthtVpll3X27Fm8+eabAIDbb7/dfTw2NhYA9yIx7ZLPRM39JCwsDAMGDMCiRYvw1FNPob6+njdfAIFAaNmQl20CgYA333yTN5HN2rVr8ccffyAmJsa99U6fPn1w9dVX47vvvsPbb7/tdQ3zYaZdu3YA4LUFzIIFC7Bv3z6va+ltyP78809OeYR+HzlyJFJTU7F48WJ89913Xr83NTVpvkXSCy+84BF7eubMGSxevBjBwcGC8ZYAkJOTgw4dOuDzzz/3ehCbP38+ysvLMX78eI+ET61atUJ5eTkaGhq8yvvyyy+9vto0NTW53SG5EvcwGTlyJKKjo7F8+XLs37/ffZyiKMycORNNTU0eWwBpyUsvvYR169Zh3bp1vK7NNHTypTlz5ngkJ6qpqcGcOXM8zlFKq1ateG1QLt988w1nf9FfSMX6RQl33303nE4nHnvsMa/41T///BMvvfQSzGYz7rjjDs3r9pcd0XPNzp07PVzo//zzT822XbrrrrvgcDjw7LPPehz/6quv8M0336guvyWPAzH+/ve/o7y83O06riQx2r59+3DDDTegrKwM+fn56N27t/u3Xr16wWQy4cMPP/QYj4cPH8a///1vr7Lk3k+2bdvmlSwNuOTxoMc4JxAIxofEbBMIBHz++ef4xz/+gYyMDOTk5CA5ORm1tbX49ddfsW3bNgQFBWHZsmUe++K+//77GDBgAP7+97/jvffew7XXXouGhgbs378fRUVF7i9q//jHP7B8+XKMGTMG48aNQ1xcHH744Qfs3r0bQ4cOxaeffuohS6dOnZCcnIwPP/wQNpsNV1xxBUwmE/75z38iOjoagwYNwr/+9S9MnjwZt912G8LDw5GamooJEyYgNDQU//vf/3DTTTchLy8PgwcPdi8QlJSUYNu2bYiLi8Mff/yhme7at2+Pbt264ZZbbnHvs11WVoYXXnjBaz9vNkFBQVixYgVuvPFG3HzzzbjtttvQrl07/Pjjj9i8eTM6dOiAF1980eOaQYMGYdeuXRg+fDj69+8Pi8WC3Nxc5ObmYty4cbDZbMjNzUW7du3Q1NSETZs24cCBAxg3bhxSU1MF5YmKisLbb7+N8ePHo2/fvhg3bhxat26Nb775Brt27cLVV1+Nxx57TLXOuEhPTxeNKae57rrr8OCDD2LJkiVu3VMUhbVr1+LkyZOYNm0arrvuOlXyDBo0CB999BFuvfVWZGdnw2w2Y+jQocjKypJd1qOPPoqSkhIMGDAAaWlpMJlM2L59O3766Sf069fPI5OzVjz11FP4+uuvsXz5cnz//fcYMmQIoqKicOLECXz88ceora3FokWL0LFjR83r9pcd0TscrFmzBr1798bgwYNx5swZbNy4EYMGDcKxY8dU1/H4449j7dq1ePvtt7F//35cd911OHnyJD766CPO+UwuLXkciHHXXXfhiSeewKlTp9C3b1/BOsrLy1FQUADgglt4RUUFfvnlF/ei8X333YelS5d6XNO2bVuMGzcOH374Ia666ir87W9/Q1lZGdatW4e//e1vWLNmjcf5cu8nixYtwqZNmzBw4EC0b98eVqsVu3fvxjfffIOMjAyMHj1aK1URCIRAwofbjBEIBIPyxx9/UAsXLqSGDBlCpaenU1arlbJarVSHDh2oiRMnUrt27eK87vTp09RDDz1EtW/fnrJYLFSrVq2ovn37UosXL/Y4b8uWLVROTg4VGRlJxcTEUDfffDP1yy+/uPes3bJli8f5P/zwA5WXl0dFRka694Vl7uO8cOFCKjMzkwoJCeHct/XPP/+kHnroISozM5MKDQ2loqKiqM6dO1P33Xcf9c0333icy3W9FOh9b+12OzVjxgyqbdu2lMViobp27Ur95z//8TpfaP/wPXv2ULfeeisVHx9PhYSEUO3ataOmTZtGnT171uvc8+fPU/fffz+VlJREBQUFeZS5bNkyasSIEVS7du0oq9VKxcXFUX379qXefPNNqqmpSXLbvvvuO+qmm26iYmJiKIvFQnXs2JGaNWuW1z64FKV+n20xuPYXpiksLKT69OlD2Ww2ymazUX369KEKCwu9zhPSPb3f9MSJEz2Ol5aWUmPHjqXi4+Pdeqb355W7X++HH35IjR07lurQoQNls9mo6OhoqmfPntTChQu9dCq0z7bU+mgaGhqoRYsWUVdffTUVFRVFBQcHU23atKFGjRpFbd682et8irqkby64+lpINjl2JDQOhfaWZ3P+/Hnq0UcfpdLS0qjQ0FAqMzOTeu655yiHwyG4r7jU9lIURVVUVFB///vfqdatW1NWq5W66qqrqLVr1wrqgq9dl9M4oCjx+Xb8+PEUAM45lFkG819oaCiVkJBA5eTkUDNmzODcz56mrq6OevDBB6nExEQqNDSU6t69O/XBBx8I6kbq/eSLL76g7r77burKK6+kIiMjqYiICKpLly7UM888Q/bZJhAuY0wUpcH+CAQCgXCZMWDAAGzdulWTLWYIBAKBAHTt2hUlJSUoLS312gaOQCAQAhESs00gEAgEAoFA8CufffYZDhw4gLvuuou8aBMIhBYDidkmEAgEAoFAIPiF119/HSdPnsTbb7+NsLAwPP744/4WiUAgEDSDvGwTCAQCgUAgEPzCggUL8Oeff+LKK6/EggULkJaW5m+RCAQCQTNIzDaBQCAQCAQCgUAgEAgaQ2K2CQQCgUAgEAgEAoFA0Bjysk0gEAgEAoFAIBAIBILGkJdtAoFAIBAIBAKBQCAQNIa8bBMIBAKBQCAQCAQCgaAx5GWbQCAQCAQCgUAgEAgEjSEv2wQCgUAgEAgEAoFAIGgMedkmEAgEAoFAIBAIBAJBY8jLNoFAIBAIBAKBQCAQCBpDXrYJBAKBQCAQCAQCgUDQGPKyTSAQCAQCgUAgEAgEgsaQl20CgUAgEAgEAoFAIBA0hrxsEwgEAoFAIBAIBAKBoDHkZZtAIBAIBAKBQCAQCASNIS/bBAKBQCAQCAQCgUAgaAx52SYQCAQCgUAgEAgEAkFjyMs2gUAgEAgEAoFAIBAIGkNetgkEAoFAIBAIBAKBQNAY8rJNIBAIBAKBQCAQCASCxpCXbQKBQCAQCAQCgUAgEDSGvGwTCBJZsWIFTCYTTCYTvv32W6/fKYpCRkYGTCYTBgwYoKssO3fuREFBAaqqqrx+S0tLw7Bhw3Sr+9tvv4XJZML//vc/zcocMGAAunXrxvlbeXk5TCYTCgoKFJWdlpaG/Px85cIRCAQC4bKhpd3r6Xs2V1uUwNSPyWSC1WpFmzZtMHDgQMyfPx9lZWWa1EMgtBTIyzaBIJPIyEi88847Xse3bt2Ko0ePIjIyUncZdu7ciTlz5nDegAmerFu3DrNmzfK3GAQCgUAIIMi9Xpjly5fj+++/x6ZNm7B06VL07NkTCxYsQOfOnfH111/7WzwCwTCQl20CQSbjxo3DmjVrUFNT43H8nXfewbXXXovU1FQ/SUbgIjs7Gx06dPC3GAQCgUAIIMi9Xphu3brhmmuuQf/+/XHLLbfg5Zdfxp49exAeHo4xY8bgzJkz/haRQDAE5GWbQJDJ+PHjAQCrV692H6uursaaNWswadIkzmvOnTuHKVOmoG3btrBYLGjfvj2efvppNDY2epxnMpkwdepUvPfee+jcuTNsNht69OiBjRs3us8pKCjAY489BgBIT0/ndXf74osv0KtXL4SFhaFTp04oLCz0+N1ut2PGjBlIT0+H1WpFq1at0Lt3b492SaWgoAAmkwn79+/H+PHjER0djcTEREyaNAnV1dWyy9OyPi438pKSEtx5551ISEhAaGgoOnfujEWLFqG5udl9zvHjx2EymfCvf/0LixcvRnp6OiIiInDttdfihx9+0LxNBAKBQDAOLeVez+a9996DyWTC999/7/Xb3LlzERISglOnTgmWwUdqaioWLVqE8+fP480333QfHzBgAKfLfX5+PtLS0jyOORwOPP/88+jUqRNCQ0PRunVr3HPPPTh79qzHeZs3b8aAAQMQFxeHsLAwpKam4pZbboHdblckO4GgF+Rlm0CQSVRUFG699VaPG9rq1asRFBSEcePGeZ3f0NCAgQMH4t1338X06dPx6aef4s4778TChQsxZswYr/M//fRTvPbaa5g7dy7WrFmDVq1aYfTo0Th27BgA4L777sODDz4IAFi7di2+//57fP/99+jVq5e7jN9++w2PPvooHnnkEXz88cfo3r077r33Xnz33Xfuc6ZPn47XX38d06ZNwxdffIH33nsPt912GyoqKhTr5pZbbkHHjh2xZs0aPPnkk1i1ahUeeeQRxeXpUd/Zs2fRr18/fPXVV3juueewYcMGXH/99ZgxYwamTp3qdf7SpUuxadMmvPLKK/jggw9QV1eHm2++WZdFBAKBQCAYg5Zyr2czbtw4tGnTBkuXLvU47nQ68eabb2L06NFITk6WpywGN998M8xms6AMfDQ3N2PkyJF48cUXMWHCBHz66ad48cUXsWnTJgwYMAD19fUALiyGDx06FBaLBYWFhfjiiy/w4osvIjw8HA6HQ7HsBIIuUAQCQRLLly+nAFA///wztWXLFgoAtW/fPoqiKKpPnz5Ufn4+RVEU1bVrVyovL8993RtvvEEBoD766COP8hYsWEABoL766iv3MQBUYmIiVVNT4z52+vRpKigoiJo/f7772EsvvUQBoIqLi73kbNeuHWW1WqkTJ064j9XX11OtWrWiJk+e7D7WrVs3atSoUbL1QLf9//7v/9zHZs+eTQGgFi5c6HHulClTKKvVSjU3NwuWmZeXR3Xt2pXzt7Nnz1IAqNmzZyuqr127dtTEiRPdfz/55JMUAOrHH3/0uPaf//wnZTKZqIMHD1IURVHFxcUUACorK4tyOp3u83766ScKALV69WrBNhEIBAIh8Ghp93q6DVu2bHEfmz17NmWxWKgzZ864j/33v/+lAFBbt26VrB8+EhMTqc6dO7v/zsvL89AVzcSJE6l27dq5/169ejUFgFqzZo3HeT///DMFgFq2bBlFURT1v//9jwJA/frrr4KyEghGgHzZJhAUkJeXhw4dOqCwsBB79+7Fzz//zOtWtnnzZoSHh+PWW2/1OE67Nn/zzTcexwcOHOiReCUxMREJCQk4ceKEZPl69uzpEU9mtVrRsWNHjzKuvvpqfP7553jyySfx7bffuleM1TBixAiPv7t3746GhgbdspMqqW/z5s3o0qULrr76ao/j+fn5oCgKmzdv9jg+dOhQmM1mjzoAyOoPAoFAIAQeLeFez8U///lPAMDbb7/tPvbaa68hKysL1113neT6+aAoStF1GzduRExMDIYPHw6n0+n+17NnT7Rp08btQt+zZ09YLBb8/e9/x8qVK93eAASCESEv2wSCAkwmE+655x68//77eOONN9CxY0f079+f89yKigq0adMGJpPJ43hCQgKCg4O93Lbj4uK8yggNDZX1MiyljFdffRVPPPEE1q9fj4EDB6JVq1YYNWoUDh8+LLkesXpDQ0MBQFT24OBguFwuzt+cTicAICQkRJP6KioqkJSU5HWcdpsT6w+pbSIQCARCYNMS7vVcJCYmYty4cXjzzTfhcrmwZ88ebNu2jTOUSi51dXWoqKhQ5Ip+5swZVFVVwWKxICQkxOPf6dOnUV5eDgDo0KEDvv76ayQkJOCBBx5Ahw4d0KFDB/z73/9WLT+BoDXkZZtAUEh+fj7Ky8vxxhtv4J577uE9Ly4uDmfOnPFa6S0rK4PT6UR8fLzeonISHh6OOXPm4I8//sDp06fx+uuv44cffsDw4cN9LktiYiJOnTrFuRr+119/uc/Rgri4OJSWlnodpxPC+Ks/CAQCgWA8Av1ez8dDDz2EkydP4uOPP8Zrr72GmJgY3HHHHarL/fTTT+FyuTwSolmtVq8kcQDcL8808fHxiIuLw88//8z5b9myZe5z+/fvj08++QTV1dX44YcfcO211+Lhhx/Ghx9+qLoNBIKWkJdtAkEhbdu2xWOPPYbhw4dj4sSJvOcNHjwYtbW1WL9+vcfxd9991/27XLT+upqYmIj8/HyMHz8eBw8e9Hk2z+uvvx41NTX44osvvH776KOPEBQUhEGDBmlS1+DBg3HgwAHs3r3b4/i7774Lk8mEgQMHalIPgUAgEAKflnSvZ3LVVVehX79+WLBgAT744APk5+cjPDxcVZklJSWYMWMGoqOjMXnyZPfxtLQ0HDp0yOOFu6KiAjt37vS4ftiwYaioqIDL5ULv3r29/l155ZVedZrNZvTt29ed8I19bycQ/E2wvwUgEAKZF198UfScu+++G0uXLsXEiRNx/PhxZGVlYfv27Zg3bx5uvvlmXH/99bLrzcrKAgD8+9//xsSJExESEoIrr7zSI/5LjL59+2LYsGHo3r07YmNj8fvvv+O9997DtddeC5vNJlsmNdxxxx1YtmwZxo4diyeffBJ9+vRBfX09PvvsM7z99tt48MEH0b59e03qeuSRR/Duu+9i6NChmDt3Ltq1a4dPP/0Uy5Ytwz//+U907NhRk3oIBAKB0DII5Hu9EA899BDGjRsHk8mEKVOmyLp237597pjqsrIybNu2DcuXL4fZbMa6devQunVr97l33XUX3nzzTdx55524//77UVFRgYULFyIqKsqjzNtvvx0ffPABbr75Zjz00EO4+uqrERISgj///BNbtmzByJEjMXr0aLzxxhvYvHkzhg4ditTUVDQ0NLizxivRM4GgJ+Rlm0DQGavVii1btuDpp5/GSy+9hLNnz6Jt27aYMWMGZs+erajMAQMGYObMmVi5ciXefvttNDc3Y8uWLZz7WPIxaNAgbNiwAS+//DLsdjvatm2Lu+++G08//bQimdRgsViwefNmPP/881i5ciXmzp2L4OBgdOnSBa+//jr+/ve/a1ZX69atsXPnTsycORMzZ85ETU0N2rdvj4ULF2L69Oma1UMgEAiEywej3uuFGDVqFEJDQzFw4EBkZmbKupZ2qbdYLIiJiUHnzp3xxBNP4L777vN40QaAnJwcrFy5Ei+++CJGjhyJ9u3bY/bs2fjss8889g03m83YsGED/v3vf+O9997D/PnzERwcjCuuuAJ5eXnuxYeePXviq6++wuzZs3H69GlERESgW7du2LBhA2644QZ1SiEQNMZEKU0ZSCAQCAQCgUAgEAKSTz75BCNGjMCnn36Km2++2d/iEAgtEvKyTSAQCAQCgUAgXCYcOHAAJ06cwEMPPYTw8HDs3r3bK4s6gUDQBpIgjUAgEAgEAoFAuEyYMmUKRowYgdjYWKxevZq8aBMIOkK+bBMIBAKBQCAQCAQCgaAx5Ms2gUAgEAgEAoFAIBAIGkNetgkEAoFAIBAIBAKBQNAY8rJNIBAIBAKBQCAQCASCxrT4fbabm5tx6tQpREZGkgQQBAKBQDAMFEXh/PnzSE5ORlAQWfvmgtzDCQQCgWBEpN7DW/zL9qlTp5CSkuJvMQgEAoFA4OTkyZO44oor/C2GISH3cAKBQCAYGbF7eIt/2Y6MjARwQRFRUVF+loZAIBAIhAvU1NQgJSXFfZ8ieEPu4QQCgUAwIlLv4S3+ZZt2O4uKiiI3agKBQCAYDuIezQ+5hxMIBALByIjdw0mQGIFAIBAIBA++++47DB8+HMnJyTCZTFi/fr37t6amJjzxxBPIyspCeHg4kpOTcffdd+PUqVMeZTQ2NuLBBx9EfHw8wsPDMWLECPz5558+bgmBQCAQCP6DvGwTCAQCgUDwoK6uDj169MBrr73m9Zvdbsfu3bsxa9Ys7N69G2vXrsWhQ4cwYsQIj/MefvhhrFu3Dh9++CG2b9+O2tpaDBs2DC6Xy1fNIBAIBALBr5goiqL8LYSe1NTUIDo6GtXV1cQFjUAgEAiGIVDuTyaTCevWrcOoUaN4z/n5559x9dVX48SJE0hNTUV1dTVat26N9957D+PGjQNwKdnZZ599hhtvvFFS3YGiIwKBQCBcXki9P5Ev2wQCgUAgEFRRXV0Nk8mEmJgYAMAvv/yCpqYm3HDDDe5zkpOT0a1bN+zcuZO3nMbGRtTU1Hj8IxAIBAIhUCEv2wQCgUAgEBTT0NCAJ598EhMmTHCv7p8+fRoWiwWxsbEe5yYmJuL06dO8Zc2fPx/R0dHuf2TbLwKBQCAEMuRlm0AgEAgEgiKamppw++23o7m5GcuWLRM9n6IowcytM2fORHV1tfvfyZMntRSXQCAQCASfQl62CQQCgUAgyKapqQljx45FcXExNm3a5BGz1qZNGzgcDlRWVnpcU1ZWhsTERN4yQ0ND3dt8ke2+CAQCgRDokJdtAoFAIBAIsqBftA8fPoyvv/4acXFxHr9fddVVCAkJwaZNm9zHSktLsW/fPvTr18/X4hIIBAKB4BeC/S0AgUAgEAgEY1FbW4sjR464/y4uLsavv/6KVq1aITk5Gbfeeit2796NjRs3wuVyueOwW7VqBYvFgujoaNx777149NFHERcXh1atWmHGjBnIysrC9ddf769mEQgEAoHgU8jLNoFAIBAIBA927dqFgQMHuv+ePn06AGDixIkoKCjAhg0bAAA9e/b0uG7Lli0YMGAAAODll19GcHAwxo4di/r6egwePBgrVqyA2Wz2SRsIBAKBQPA3ZJ9tiVTbHSivdaC2sQkxNgsczmbUNjoRFRaC+HALom0W1WXXNDSpLo+vLK7jANzHosNCEBEajAaHC85mCvVOF+wOF2LCQpAQGepxLp+MTB3F2iygKAquZniVxScPX5uZ50aHhSA8NBi1DU7ea6vtDlTZm1DncKKOVa8SPYrpRklfifUHu+/UtkeoXq5y6DrtTc4LyYwowO5wItpmUW3vdPkVdQ44myk0UxQaHE7Ehodyjistx4deiMlYWlWP+iYXGptc7uRQDU38babLZOrI3nhJ/4D4eJQjs9C40kP/SssU0onWc6YvIHtIi0N0RCAoIxDunYGEHvcfQmAj9f5EvmxL4FRVPZ5Yswe/nKjEq+OzsfDLg9hxpML9+3WZ8Xjxlu5IjglTXPa2w+Wqy+Mqa0jnBMwa1gVPr9/nPm6zmFGY3wdLNx/BtiPlsFnMWDqhF2yWIDRTwGtbjrjbxz6XT0amjpZO6IWGJpdXWQBwfecEPMuSR6jNzDbZLGa8Oj4by3cU8+q/tKoeJ87ZsWTzYY9z+mfGY4FEnbLr5NON3HK5ygf4dTzkoq7+qm5Q1R6+egFuvdM6fOu7o5jQt52gvpVwqqoez368D7dfnYrlO4pRVFKFV8dn46WvDnnUw2W7WtSvNWJ6Lamow19V9Xh72zG3PvnafN3FfqUADx3JHY9yZOYbV3rpX+mcx7YbLWxSy/mXQCAQjAKZ27RFj/sP4fKBfNkWodruwNTVRdh2uBxTB2WgqKTSY5DRXJcZjyXjs2V/PaXLVlseX1lcMrOPTR2UgeRoKwDg072lgudyyQjAQ0d8ZUktj/llj9kmsWtfuq0HNv9Rho17TinuI646hdojtVy+8oXaRdetV71c5VTbHfhs32ls3HMK2amxmto7U44eKTHusoXar3X9WiOm1/ljsrD10Fl8urfUQ59CbZs/Jguf7SlFj9QY0bHLrk+KTqSOKz30r3TO47IbtTJpOf8qhXy1FYfoiECQhxHmtpaEHvcfQstA6v2JZCMXobzW4Z6wslNiOAcZAHx3uBzltQ7FZastj68sLpnZx7JTYpAYZUVilFX0XC4Z2TriK0tqeXxtEru2ss6BhMhQVX3EVadQe6SWy1c+XQefrvSsl6uc8tpLOtTa3plyMMsWar/W9WuNmF5rGpzuPpTSZgBIiAzFtiPlksYuuz4pOpE6rvTsf7llctmNWpm0nH8JBALBKJC5TVv0uP8QLi+IG7kINQ1N7v9vdDYLnnueca7cstWWx1cWl8zsY0LtktJmpmuE2PlydMhuk9i1NQ1O1X0kt06p5fKVL1SHlLrV1MtVTk1Dk7tere2dKQezbKXtV1K/1ojptaaeW59SxpyUsctGik6k2rie/S+3TC67USuTlvMvgUAgaIGaOGv62oo64Zc+vea2lhojrsf9h6AdgWB35GVbhChriPv/Q4OFHQEiGedK6Xxm2Zx1h4VINiK+srhkZh/ja5fNYnYnR2Mem5SbjuyUGDQ6m2G1mGG+mPCJryzmNa0Z5XmVFWJGLKNt7DaJ6T/KGiw62UWK6VygTi55d5dUonB7sWi5fOUDgDWEOzOvNcQMsSgPqfVGhAoPdbqcKGsIztU5OPue7xo5Ex3dfqZe+dovpvtYCe7S7CR39Q6XJonm6PLDeGSniQoLQW2j06s9QrZM/8Y3dpXaIZ3chS0znyxy5jupiM15fGXS1/HZitD1fPYpVZZAuJETCITAR02cNfPadyb2FjxXydwtRkuOEed6buFCD70ShAkUuyMv2yLER1hwXWY8vjtcjqKTVcjJiOON14iPuPAAJrXzmWWzGdI5ARZzkFfcDZ8R8ZVVdLIKuRlx2M6Qmd2OopNV7rhk+jidNOnQmfNex5bvKMZrmy/tvzp/TBb6Z8Zj20UdMcuiE0HR10wdlMF5nKt97DaJ6T823CK5j/jgqjM52orgIBPemdgbr2054iFvTkYcCvP7iJZLYw0J8ugPm8WM+AiLVx/Rx/f/Va2qPcAFe9x1olJSOfERFuwuqcQ7E3t79D3fNXInOlq/dD8VlVRxth+4ZLu7JdgKV5vZSe6sIUGaJLhjlt8jJYZXR0M6JyAyNBhlNQ0X2sqwTSE7LTvf6KEj5jn7TlUrskNmchdaHub455KFa+6gkWp7bITmPKEy4yMsGNI5gddW+K4Xsk8psgTKjZxAIAQ21XaH11wDXHBPfnLNHsF4YPa1ap+DfCl7IMB+bvGVXgnCBJLdkZhtEaJtFrx4S3dclxmPwu3FuCcnHTkZcR7n0BmE6QRTQp1fbXdwls0ur2BEV8xct1dSOUJlHSytwbzRWR7HC7cX48FBmeh/8Vjh9mIkRYehQ+twTB144WV4Um46lu8oxvOf/u5uM32MPdE8t/EAHhiY4dYRs6xnhnb2uIbWIfs4V/vYbaKvzeXRf2KUFQM6tsaDgzK9+qg/o4+E4KozKToM3a+IxjLWixoA7DhSgaVbjnAV5UW13YHZG/Yjn2FDk3LT8crXhzyOMY+3iQ5z94mS9tD2+NzGA6K2S7e/X4c4LNtyxKPvua4BINnWaWj9HiytcdsBV/sB4PdT1XhhdBZmDesiaitcbablmpSbjtLqeq8XbQDYJiArH8zyheaEghFdsXjTQVzbIQ5TB2bgwKlq97lC1w3s2NpDR8xzKAqy7ZCWt1NSlNeYBvjHFdfcQcsoxfa4EJrzhMqMtllQMKIrr63kZsRh3ugsry0AhewTgKAsgHz7JhCkUm134GhZLYpKKnHsbC3O1DS4/z56tpbY12WGmjhr9rVSnlW1RKrsTJsPJBtnP7fQerVZzJg6KAOr7uuLhwZnorzO4dc2Bap+lRJIuQlINnKJ0K6EdY1NiA6zwOFqRl2jE5HWEMRHXHIrPFpWi8GLt/KW8830PHRIiOAs+3xDk7u88lqH7HL4ymLulcs8DsB9LIq1l3Sjqxk3/XsbgEsuvDd2TcTwJTs45bFZzPh8Wn84mynUNTYhJswCChTqm5rxt4vlMM99d9LVuPWN7yW1jyl7FGM/YHYbmTqg96W2O1yIVrHPNl2n00Xhhle+kyQvH7RtsN3qR7y2w8s1OKVVGIYvuXB8cl57DLwyAQBgd7gQHGRC68hQtIsLF20H0x7ZdYQGByGjdQTaxYcrukaJrdPQLs0O5wX74Kqn6GQVbsluC2czhSEvS9c9Wy7ape7elbsUycqGXT5b9vbx4UiKtrrHcEpsGF6/sxdslmD3PtsUgHqHE3HhobxzCa0jVzMFVzMFu8MFm8XsNZ7E2kHL+87E3m4dsGW2hZjRoXU4HC5K0tyh1T7bcsrkGj9MWxmT3RbtW/PbARtaV3yyqLFvqZBM2+K0RB3J3dKS0PIpKqnE6GU7eX9fP6UfeqbGSr6WOU9GWkMQF27RZO6WWj+TDQ/0Q3ykNeC9hJj35GaKQnBQEAo27MM2A4zby9ELS82Y0YqA2Gc7LS0NJ06c8Do+ZcoULF26FBRFYc6cOXjrrbdQWVmJvn37YunSpejatavPZY22SZuklCTd4Sr7WHmd7HL4yhI7zkVRSaX7/+0OF17bfARdkvgNye5wodLu8DJsZjnMc8vON/KWBXi2j0v2RIFnLql9JQS7DK52MJGTmIrWJwAsu6OX1zH28Zc3HcbLmw57lLV+Sj9JL9tMe2TX4S4H4YquUZNgitYvrVeuegDg+k4JEFsNZNejJMmdmsRabNnXT+mHaJvFPYZPVtZjGMci1fop/bwWOphw2bESO+RK7sLXr1w3Ji3GkxZlco0fJtd3SuA8nw9aV3yykARqBD3g8rwR8twxkiskQT+U5rPgu5Y5T2qxMCiEmOzRYZaAcfcVgnmvcG+vZoBxG0ju1FqiZsz4Gr++bP/8889wuVzuv/ft24chQ4bgtttuAwAsXLgQixcvxooVK9CxY0c8//zzGDJkCA4ePIjIyEh/ie0FM4FOmEV+Ah8u2EbElZiMdrUWkiea8SWYmeAHgGDSHy4jVpIcQk7iNmYbm5opHD1by5mMyB8Ji5QMarac7CRlQknI1CbioOvWss/Y12gx0fGVQduCNcSMZg7nGyFbkZtYz2a5kGztaFmtrCRvYvIw+1tJgjcpdUuZF8SSuzB1XVRSqWpM6Tk25bZdaj/JTTpJY6QbOSFw4Np6j2vxCLjkCtkSH5QJnijNZ6H2Wi0Qq9/hahZ19w00G5fiwuyrNhlJFl/ib7uXg19ftlu3bu3x94svvogOHTogLy8PFEXhlVdewdNPP40xY8YAAFauXInExESsWrUKkydP9ofIXrBdN6YOytAkqRDTiPgSk3G5iIi5p9ksZhTm98HSzUew7Qi/uwmXEStJDiE1cZvUNvrLVUbuoOaSk5lIjisBHRM1yamYddMJ6bToM/Y1Wkx0XGWwbYHdBjFbiY+wuPUMXEpyx6UHejw8s36f4HgQklksceAvJyplJ3iToi+pY0YouYucuUUMvcem3LZL7Se5SSfpa4x0IycEDnI9b1qiBwXJ8O8NHRf85Jo9HnOOlDhrNdf6QvbTNQ2C1weijRvJ84ktC3sh2uF08X6cC2T8bfdyMEzMtsPhQHJyMqZPn46nnnoKx44dQ4cOHbB7925kZ2e7zxs5ciRiYmKwcuVKSeXqGe/ldiPheFFYsaPY40WJ7vwkmQ+vT67Zg+4pMSgqqeR9YaJdRNjyTB2U4XUd1zGuspj1Mx9WC/P7YOmWI14P1EJtY5cDXMjUPGtYFzyzfh++u/hSKCYXAC9988muB1zt4Go7l10Al/S3bMsRd58ys7Iz287Wj1B9TNh1C8UDyu0zrmuknicEuwy2LbDbIGYr/7qtB46V12HJ5sPuLPp82cjnj8nCZ3tKPV60mWXx2RRTZj556P4uLq/Dxj2nJI05OfqSOi/Q18z+eB/GXZ3qYQty5gMh+GxeaRv5kNt2Kf0kJKMW9i1ES4xH1pqWpiOunBJa5ZMIBC7H2FI5qMmRoUd+DTn4M/+FrzFSm9h5di63HBD+tHup9yfDvGx/9NFHmDBhAkpKSpCcnIydO3ciJycHf/31F5KTk93n/f3vf8eJEyfw5ZdfcpbT2NiIxsZL8cA1NTVISUnR5UbNN9joVaVhWUloaHKp6vxquwOl1Q2SkiJJuYnLvbGLJVaT2jaxxG2NThdufnW7oFwA/D65SRnUQpMwnUiuvsnl7lOhJGRyJxGuupnlR4eFINYmLVGK1Lq1mOiYZVhDvJOAMdvQJtqKoQK28sVD/THm9Z1eCcAAIC4iFEFBQP3FxHkAZCVf45JZyHZtFjPWTumHv70iL6mZGHLmBeY1WiRc48KXDx5y2y5njpGTdFILWtqLpB60NB1V2x14cHUR7+IiE18sIvsSXy3KEYwF2+aZBGq/G6lNTFkup/nECAREgjQm77zzDm666SaPF2sAMJlMHn9TFOV1jMn8+fMxZ84cXWRkw+dGQiemuL5TgupMeMxES3zQ7ipS3NPkuqzJTazGh1jiNimJn+QmytIDKYmdhNyL6ERyFOsYXxIyuYmkuOpmlr9+Sj/JLz1S69Y6IR1fUj26DR9NvlawrJoGJ28SLeCCDnqnteKti4mcJG9c2B0u1NQ7FdchVLfcJIpaJVzjwpcudXLbLmeO4auPPJwQtILt+li4vRivjs+GCeD0hmtJtne5xpZe7gSSu69UmG3adaLSvbgPACmxNr/JQnJAGBNDvGyfOHECX3/9NdauXes+1qZNGwDA6dOnkZSU5D5eVlaGxMRE3rJmzpyJ6dOnu/+mv2xrgVjCKzZaJdCJsoZwJljaXVKJwu3FvAmruBIiWUO0SeCmNVokI+I7hys+DBBOEKcGPduidd20bmobmxBjs8DhbEZto9PncXRykgxGWbnHHT1GInl+p2HqQM8kb5d+lzdPSI1npOvlmxuiwtTLrjSho9JypKKkPpLwjGAUkmPCsGR8tsf2kovG9hTc0rIlYKQ4V4JvYdt8S7Bxuk2V9ibMWr9Xdd4TLWQ5VFYreB4ZY/7BEC/by5cvR0JCAoYOHeo+lp6ejjZt2mDTpk3umG2Hw4GtW7diwYIFvGWFhoYiNJQ7w7MaxBJesdEygU58hAWF+X2wZPNhj8GckxGHwvw+vAmr2AmRbBYz4iMsmiRw0xqpyYjkJixi95vUBHFGbIuWdQOXdEMn8Fr45UG/xPjITTIYGy6cVA2A5KRweiV5E5OXrw458YzxERYM6ZzgjsNmzg25GXG4vbf4IqNWScB8nUxMSX0k4RnBSMjd0rIlQBa8Lm9aqpfQrI/3GWILsGibBa1E6iJjzD8I74njA5qbm7F8+XJMnDgRwcGX3v1NJhMefvhhzJs3D+vWrcO+ffuQn58Pm82GCRMm+FRGvj3sntt4AA8MzMB1mfEex/VwjVm6+YjXy8OOIxVYuuXSAzbtSkLLU7i9GPfkpCM3Iw7Ahf08X/n6EPJz0pFz8RhNbkYc5o3O8ttEyJadhqlLKecw4eq3SbnpWLL5sFdCLHpirLY7DNkWLesGPHUjts+rFjrhg6uPCrcXI59ht+w2JEZZvdrIbANt92wb59KtFv0gVgaXvFx1iO2Vye6HaJsFBSO6cvbd9iMVeGrdXtG+08oO9bJnLevztYwEAsETesGLC7LgFVicqWnAH6U1+Kn4HP44XYMzIhnHA41quwNHy2pRVFKJo2dree+lUkIjfAkZY8bE7wnSvvrqK9x44404ePAgOnbs6PEbRVGYM2cO3nzzTVRWVqJv375YunQpunXrJrl8LZKrSEl45WymdHONkZt8iJnQJ4qxzzadIIgrIVfRySqMyW6L9q39mxFSSjIiqQmLuPTmy8yvWrZF67qZuvFnNlw1SQaFkqqxbbx9fDiSoq28utU6yZuYvGJ9wgVXP2iVmEwrO/R1VlAl9fk7Yy+Tlpb8Sw+IjloWemf4J+hPSUUdZq7b67HIS3+wSY0L96Nk2iDHw6yopBKjl+3kLWv9lH6qczfJhYwx3xEwCdJuuOEG8L3vm0wmFBQUoKCgwLdCsZCS8ErPwSQ3zonPPY1OEMSXPOr6TgkqJVWPFDcj5jn0g/Ox8jqv+FYuvem1pylfnK2ctgiVKzemWrTc+kurrUydcMX/Nuu4HqcmyaBQUjW2ja+f0o/zxbemoQnRFxekAFxIXMeff1EQMZ2zf6dXzmmbYfYJF1y2KXduqLY7UGVvQp3DiTqHCzFhIUiIDNXMvc/XboLMumoamtx9J6cfCASC72iJsbuXE2dqGrxetIFL3lSLxvZEYpTVT9KpR8zDjO0WbsTQCDLGjIffX7YDAX8PpkBNYqQ3YquPXO3lShrHRIkO9No3VK+Y6lNV9WhouvSCTeuEGffMfFHtf3FFVI/YbX/YNrO//LUnJZfNrLqvr+A1apN+lVbV48Q5u3v/cRo9+1dvyJ69BELgQRa8ApfKOgdnPhTgwgt3ZZ0joF+25WbMN2ouEDLGjIXfY7YDAX/HQGhVv7/boSVS4lu52ksnjeNCiQ7kxtkqKVfLmGq63J3HKtx6oHXCV882HWO3fW3b7P7yR7w6n83sPFbhFafO1QYmctr97aGzXi/agL79qyd6jT0CAZAes9nSMZoejCbP5UZNg/BWlmK/Gx0lnqQkFwhBDPJlWwL+3iNQq/r93Q4tkbL62CEhwqu9hduLUZjfB0Emk9fXMCU60GvfUGa5Wu6bSJdLfy0H4N7nNSzE7PP9GX1t2+z+8seelHw2495vV4Ztyml3QmQo7xeJQNx/k+zZS9AL4jFxAaPpwWjyXI6IbWUp9rvRUeJtR9y2CWIE9qjwIf4eTFrV7+92aIXU1Ue+9r6mkQ702jeUWa6WceZ0uXaHC9NWF2FSbjom5aTD2UwhxCzs6KLX/oy+tG12f+kVwy+EUJz6tNVF+PiBHASZTJJ1IbXd/mirnpA9ewl6IDdms6ViND0YTZ7Lldhw/u1jczPiEBse2H2g1C2cuG0ThCAv2zKQM5j4Emb5qn5flCMXLXUiZ/WRr71SEpOJyUrLwZVYbHdJJaLCpMeAV9sdqKhzwNlMwRpidh/XMs6cqTd2ErF3JvbWrB5AXn/7yrbZdqNHDL8YQrZrd7gQZDLxZhAXSsQnlHwtIjTYq61eNmsxo9qu/9dgNfMA89owy4Uxombs6TFPE4yPUL8Tj4kLGE0PvpBHj/mgpc0xiVFWzBudhafW7cUfp89jwS3d0SY6FEEIAkzAn5V21DY6/dZOtfr2lQeomJxa242W5RlZNqNCXrZ1gLg6eaO1TvRMSiFH1vgIC4Z0TsC4q1O9EovlZsTh9t4pkut89uN9uP1iOdmpscjJiMOOIxXumGouF2C5bRXSW9n5Rs10atQxwG6/lrqVijUkiPfLgFCdUnXKdd78MVkA4G4rXzI8fySGk1on+9qpgzIwuFNrjO/bTtHYM6qNEvRFrN+Jx8QFjKYHveXRYz5oqXNMalw4Xh7bE3UOF+Zu3I8JF+dgXyYZ5UIrfevtASomp9Z2o2V5RpbNyJAEaRpDkvZ4o4dO9EpKIVfWaJsFBSO6cibZorfCEGsfXWenpCh3OYXbi3FPTjpyMuI8/l9tW4X0NrBja010auQxwG4/rVt2YjK98hhU2x2YvWE/8jn6k96nlKtOqTrlO++5jQfQoXU4HhyUKZgMzx+J4aTUyXVt4fZiPHR9R0Vjz8g2StAPKf3e0nbtUIrR9KCnPHrMBy19jmkG8PT6veiSHO3zewkXWus72mZBh4QI9EyNRYeECE2/aAvJeaamQdN2aKkXrXXc0scIE/JlW2OM5nplBPTSiR6rj0pkbWhqVpV4iq4zv1+a++scV0z18yO7wdlMoa7RqaqtYnpTq1OjjwF2+6PCQrBobE/UNjh1z2NQXuvA17+XYefRCnffNjqbERochKKTVXC4uOOqpeqU7zy7w4X85T/ji2n9MW9UFuxNLsMkhpNSJ9e1docL5bX829AIlWl0GyXog5R+N+pWPr7GaHrQUx495oOWPsfQW4BNykn3+b2Ei0DRt5iclXXatkNLvWit40DpMy0gL9saYzTXKyOgp060jj9XIqva9tHXsxNYsWOq10/ph56psYJlSUVIb2p1GghjgKuNiVH618tMUMf1gHJ9pwTB6/igdSp0nt3hwjm7Az1TY1FUUimpPC1RYxd81zY0uRSVGQg2StCWarsD50S+lJxvaOLcxQIIzF071CAUu7rwlu4A4JEXQu84Sz1jafWYD1ryHFNtd/A+t7BR206p8byBom8xOdlbp7FzkjicLvcXXy69sPVVXS8+52klu1wdB0qfaQF52VYB1ySghatTS0sWIFUnXO0GuCcUJTATkDVTFOyNTkTbLB5lKuk/tX1OX++PZF16oEYfvrR9f4wzpbqRep3W5ymBT69q6uS7VumYMZqLLEFf6LjA/H5pgufR/d5Sdu1QC58e6hwuTF1d5PM4S736RY/5oKXOMfRYevxvVwLQ97lFTjxvoOhbTE7m1mlcuVVsFjMK8/tg6eYj2Hbkkl6GdE7ArGFd8PT6fR76WnVfX8H6lCbYVVsWcKEtWpZnZMjLtkL4JoH5Y7JUuTq1xGQBUty/2O3mm1DUJHVgJiDjS+ShxFVNrXsbfb0/knXpgVJ9+NL2/TXOlOpG6nVyzuufGc/pwtVfha0J6VXNOOG7tuhklaJkc0ZzkSXoBzMusEdKjOQ5lmzlcwGunQ78uQWXHv2ix3zQEucYZt/n90tDbkacbs8tcu0sUPQtJmds+KXfuXKrTMpNx5LNh730fWVSFGau2+t1fOexCkX3SCWyyymr2u7A7pKW8cwrBZIgTQFCk0DBhv2YNzpLUZKplposQCyZGQCvdtMTCvNFG1CX1IGZgIyvTCWJ19Qma6OvP1hao1kiNH+iRB++tH1/jjOltiL1OjnlPzAww8vWcjLi8MDADEVtE9MrAMXjhK9dB0trFM23eiVYJBgPZlyglskm9YTeuq+opBJHz9Ya6t4vFGe560QlquxNhpWdDz3mA73nGKU2osa2mH3/xJo9mDWsK34/Va3LmJISz8tE6XOHr21VTM7EKKv79+yUGK/nVa5jQscLtxcjPycd/TWww2ibBfNGZ2lSVnmtA4u+OojHbuyE/hme5eVkxGHuyG6GmY+1wERRFOVvIfSkpqYG0dHRqK6uRlSUNkGZR8tqMXjxVt7fNz+ah7hwi2xXJ7Fyv5mex7v/biBAu5eydcLV7ncm9sa9K3fxliVHF3T5csrkk1VJ+6RCu7m7mim4minYHS5EhwWu+6IcffjS9o0wzpTaitTrxM47WlaL4a9t94gFo5O0FW4vxidTc2XrQKpe1YwTvmv11qde6HF/ammo1VFRSSVGL9vp/psdA5kWZ0PbmDDDzLFG925j65OGdnlduaMY2/y8BZRS9JgP9ChTqY2otS1238dHWLz22bY7nIgJs6huJ5+d0fDlsJGqb3+PMzE5q+0OHCqrxW1vfO9x3bI7emHKB7u9yuM7DlwYmx8/kIMgk0mVHdIeop2SotzzZ0xYCNrF2dA21iarrN9OVuJsrQOrfjyBLsnR7vKiw0IQaQ1GECh0u0KbHEV6IvX+RNzIFSCa4KC+Ce1by98qoKUnC+Bz/+Jqt5ZJN5Qk8lDiqqbWva2luS3KaY8vbd8I40xpX0u9Tuy8moYm3iRtgL4JgdTYOd+1euuTELiw4wzZdv/N9DzD2IC/XbSlwBe3KbadoBFkF0OP+UDrMpXaiBa2xe778lqHxweMb6bnoXO7VnKbJKkuNnzxvFL0bYRxJiZntM2CVhy/88XIC8XO2x0uBJlMqj4iMHX29e9lHr9dlxkvW2cxYRYs/PIgdhypwOY/znr8lpMRh3mjshTLakTIy7YC1CT8EjLGQEnwoAVM3YRxJEnQMumGkRKQBXryO73kVzKmosNCEB4ajNoGpyx5tBxnWurDl7YREeo99TO/+DU1Uzh6tlZUBrFxzIRLr0JtDvSxQjAGRozl5LPtQNgKh0+f2SkxhtgCqqWj1Ea0sC1fjiWjbPXmz/sQlw74YuSV5i+RStn5Rk3nJoeLf8vcHUcqeLdBDVTIy7YClCT8on8TclEx4kOBHrB1M3VQhtckoWXSDaMkIPO325Ja9JRf7phiZunkS3anpi4paKkPXyeH23Wi0mMscGU9FZNByjhmlsPWK1+bF9zSHRS88zgE0lghGAc6RtIoW3kJjXUjeN2IwadPMYwge0tAqY1oYVu+HEt61iVVF/5+ZuPSQeH2YhTm90GQyeQhF52/5Jn1+zTX16mqepScswueI3d81zY6BX+vE/k90CAx2wo5VVXPOwnYLGavbTGY5wi5WwiVm9QCHjKr7Q4v3dAP+it2FLsf1N3ZyLcc4XwYl6uLU1X1mP3xPozjyUaut3652s2s3+gudr6QX86YmjooA0UllbwLJ2LyqB1nWurDl7ZB1/XLiUqPxQq5+pQ6junr2XoVavP8MVn4bE+pV3JEPlkCGRKzLY5WOvJ3fD4tg9BYnzWsC4a8/B3v9UbK28LWZzNFBYzsgYzSnCNa5irx5VjSoy4puoiPsBjmmY1LBwA0zV8iVPfU1UXI75emWR4lwBi5c7SAxGzrjNB+j0fLahW7W7T0/T253HfsDhemrS7CpNx0PDO0CxqaXO52v6aRLpJjwvCv23qgos6BguFdfZ6ALBDcA4XwhfxyxpRal0W140xLffjSNph10WNuUk46WkeGytKn3HHMll+ozQmRoZwv2nyyEAhSMEJ8vthYt5iDAsa7ja3ParsjYGQPZPTePlIKvhxLetQlRRdGemYTylUi9Vyl0HqQs22iFC4XT14a8rKtAjkJv5iIuVsoGSxGjG/kkolPN3TSmus7JaBnaqzXtenx4bLaw6cPf+kkENwDmbD1V10vvCWGVvLz9RG7fi0S6KmxB77+pOOeG50uFJVUShqLvtIt4Ck3M1HUsjt6yZJB6jiWIgcbLZMjEghGQuw+UF3vMJTLuxxol9fZH+/DlYxsxbG2EKS2sklKWqX3M4zSOujrahubEGOzwOFsRm2jU5Gcatup1L1abxdwIz6D8iFFF8fK6wTLMMp9SG+903NW4fZivDo+GwBQVFLlzu8CACkyM5HTO+/MHtEVBRv2c3qvSs0VI+kZywC2SV62dcDXic78HVciR6anh3YWvC4qLER1e4yoj0BKfselv1X39RW8Rk/5T1XVo6HJ8wXM38nuuPpTadwzu21stGwLnx3K1adaexa63t99SyDohdi4CQ8NCWjvtuSYMMwe3hUz1+6RPAcCvrlnq90uiw69oTMoK5FTq3YqtRG9bMuIz1xiiOkiEJ7ZfKF3Wg+059rkvPaYPawrntu4X9YY55KZ/jjxz7wOCA0JkrRlnNw2G8U2hZ9qCIqg3SO40No9QmwLg2q78FczPRCSaXdJlaBuwkODVbXHiPoAfGsTauDT385jFcjNiOO8Rk/5aXl2HqtADqN+Otmdr+Wh4epPsa1v2LbH1zYmemV4ZUNnMpUqg1p7Frq+7HxjQIwVAkEuUsdNtM2CDgkR6Jkaiw4J8rcR9RfVdgdmrtvrsc82IHz/9cU9W2kdzOvkzu9aycCHUhvR2raM+swlBSFdGP2ZzVd6Z+rB7nChyUVhzsb9ssY4n8y0J9yE//yIf399WPRFW26bjWSb5GVbB2gXFfZA1cMVTEpcia8Rkum5jQcwd2Q3Xt3UNjhVtceI+gB8axNq4NNf4fZi5Oeko7+P5aflKdxejHty0t0vpfTf7BdEX+mTqz+zU2J4t7Lgsj2+ttH01zHDK9sO6UymUu1TrT0LXT+wY+uAGCuElku13YGjZbUoKqnE0bO1qh/Kqu0OHDtbi7LaRswZ2dXn8yhbFi3bxkTJ/VfJNVLawDyntKZB0XMBU7ZeqbGy5nehspRcLwU9+5YPrdolt0+ltk+pTtj3KJvFjEeGZOKzabl44qZOOFRWi8NnzvttMcFXz7psPch9zmGiVma51xvpfYC4keuEr1zBjBgLLCST3eFCTb2DVzdFJZWCZYu1x4j6oAkE90ChWNxpq4vw8QM5CDKZfCY/LQ8z+daknHQ0OpsRbDLh+VHd4GqGX/TJ7s+mZuGNHfjinrnaFhochNRWNl0y5AvZoRz7VGvPYtcbfawQWiZaux2eqqrHsx/vw+0Xd8Kg4x3z+6UBAK6IDUObKKtPbFtvl0ol91+510hpA/scuTkp2LLZLGbYQsyKymCXpfR6MfzlLqtFu5T0Kdc5SsoVgr5HVdRdeCkrq2nAC5/97vGySS+K+9pd3pfPusx7Na0LJfWqlVnu9UZ6HyAv2zqiVUIuoeB+X8aVSE0yICUujU83esaC8l3vj+QJFACYdK1CEUL6sztcCDKZfLodA1MeZkIvGrHtIbToW6EymHZ8tKxWsByhuGe+tqltQ7XdgSp7E+ocTtQ5XIgJC0FCZKhgdlO5yXrUjBWh66WUrefY1TIpEiEwEHM7lLvdD11ej5QYDxdkdqzjkouJh/RE67ZxoeT+K+caKW0A4HWO0jwQtGyTctPhEtklV49nE6n4om/5UNsupX3KPofdPq10Qp/z2b7T2LjnlNdX3W0+0DEXvo4pd9+PZT7nMPH1872R4u7Jy7bBEVuZ81X6fDkrhGpkUtseudf7cjXYKIkahDDadgxq5NFC33ravZTz1bShtKoeJ87ZsWTzYUOsxGuNnuNJy6RIhMBB6+1+6PLy+6Wp2qpQC3yxlZGS+VrONVLdQtnn0Dk+5G5bRMuWnRKD7y/m1uAqo78OzyZy8Oc2VWrbpbRP2efI2V5SyfacCZGhou7TvnzZ9tezWiA93xvpeZbEbBsYKcH9vogFlptkQI1MesaCsq/3ZfIEIyVqEMJoseVK5dFC33rbvdj5gPBqvlgikm8PnfV60QYurcQbxeaUoOd40jIpEiGw0NrtkC7PCNvZ6e1SWW13oNrehDkjpMWk07G0xyvqBPO4MK+R0gauc/jyYojdR+g5WqiMnIw4zBnRVfGzyZDOCZg/JgvltQ7Fsdb+dJeVe9/ziqGWsPWlWPvqGpsUlSuVmoYmv4xhoXhzfz2rBcLzvZK5RW/Il20DI3VlTu9YYCUrhGpk0jsWVE27lOLPlWe5GC22XIk8WujbF3YvdP7RslrFbTDiSryW6DmemGVnp8T4/YskwXdo7XZos1yI8zXCdnZ6ulQyvWikxKSzvVJsFjNmDeuCp4d2Rr3DxTtvKm0DMy/GrKFd0NDEXweb5Jgw1DU6eXNrFJ2sEtGOZ1nM+T4qLAQWcxCeXLtXlYeOv91lpd739NhW1GYxIyrMgqmri3TbrjTKGoJzIrHK/tjS11/PakZ+vlc6t+gNedk2MHJWK7WKD1crBxM1MukZC0rjy9VgIyVqkIKe9qQEufJooW9f2T3f+Wra4K+VeF+h53hilt2SdUjwRku3w2q7A7tLLrgvK3Vj1hK9XCppLxpmPKtQTDqXV4rd4cLMtXvd5/LNn1LbwHWO3eHCnpNVuD83Xfa9LSEy1F0me/Htusx43J+bLrks5nxfbXd4vSQC8uOKjeAuK3bfE9tWdLvI2OBr36xhXTBr/T5sO6KsXCnER1jw0/FzPhvDcuLN/fWsZsTnezVzi96Ql20foDSJj79XK40mh9ZwtctmMWNSbjqyU2LQ1Ezh6NlaTZIhBYIO/ZEoTg+5qu0OhIlkjpWib3/3mZr6xVbibRYzYi9+PTdaf0tBz75hlm2EL5IE30G7KT65Zo/Hg71ct8NquwOl1Q14buMBvDo+G6t+PIF7ci68kLFj/33lzqhV29jI9aJR45USbbNg3uisC3t5C7RBbTu57jl66U4LDx09+lbr5wGhbUVfHZ8Nk8kk2Kd0v/9yotL9jGY2mdAmxoqZa/d6PLs1OpsRbgnG9Z0TYQ05jE5JUchOiYGzmUJqbBiCgkw4Vl6HqDCHpHZF2ywY0LE10uPDAYAzB4rYM4kcXQaSJ6QRoPXb6HQZVm/kZVtn1CTxMcJqpZHk0Bp2u2wWM14dn43lO4q9VubVJkMyug6NmrxNrlz0+T1SYlSvQvu7z9QmIuFbibdZzCjM74NnWF8DjNDfUtGzb5hlG+GLJMG3qHVzpOeg8VenergeB5tMmHHDlXjyJhMq7U2ID7egbUyYTx/+9HA7letFo8Yr5VRVPQo+2Y8eKTHI75eGRmczYsJC0C7Oc5tENe3ku+csuKW7LroTQo7njJZ9q8fzgJptRel+750Wi1lDu+C5jfvdL+l/VdbzPrvd1C0Rs4Z1wTPr9rrPf561dZfUdiXFhMFmMWPeqCzUOS6EFUQzdvfgQ4kuA80T0p8w9at0iz9fQBKk6YjaJD5GSVZlFDm0ht0uPZMhGVmHRk3eJlcu5vlKE+Iw8XefqU1EMqBjazw4KNNLB7OGdcHSzUe83O783d9y0LNvmGVrYUeEwCPaZkGHhAj0TI1Fh4QIWV+06TmI9oqgt/XLX/EzRi/bieFLduDud35CaLDZb+6fStrGR5Q1RJYHiFKvFFq3X/9ehtc2H8G9K3dhyge7MeE/P2Lm2r2cCSvltlPonvPEmj0AoLnuhJDrOaNF3+r1PCB1W1G27Mx+b3JRmLNxP7YdqXA/rwH8z24dEiLx1Lq9Huereb6LtlnQLj4cXZKj0TutFTITIxW5zovV6W+vukCBrV8je6KRL9s6ooUriFGSVRlFDq1htqvR6b3XMY0WLihG1aFRXZbkysU8nyuZTfv4cCRFW2W1xd99pqZ+vpV4AJi5di/nNf52tZKDnn3DLLuusQnzRmXB4WpGXaPTMOOWYDyYc9Dl4hUhN55VqVeKL+5Tvr4X+tt7igu9dKBFvzMTVtL/n50ai2vbx3E+u3Gdr3W7hFCqSyPahRFh69fIcy552dYRrVxBjJKsyihyaA3drqKSSsHztHBBMaIOjeqyJFcu9vn0FyWa9VP6KdK9v/tM60QkvrBzX6Fn3/i73wm+Q6v4VOYcRLutAv6L0/YFcuNZlcYX++I+5et7oV5x9GrQSwd8bR3SOQEFI7qivNZxMY7ac/zxJayk/79wezFyO3h6OAmdzwe9fZiWcepqkqzy2cXCi1vRBUK+Fb3zALH1a+Q5l7xs64gWriB8xqqlEVfbHaioc8BFUQg2mVDf5EKdw4UYCfEovkKsvVroQ25/Samz2u5Alb0JdQ6nYXWqteuNUJvl9JPc/lAz3mi5ahubEGOzwOFsRm2j09A3MqVczi5qRk0CSPAfWsanMseWVt41gYDceFYlXim+mLf8MTf623uKjZ46ULL1GV/CSmaYhr3JxVkf1/lc8G0fpjZOXY0u+eyizuHSXE498EUeILZ+2XNudFgIYm0WQ3iikZdtHVHrCsJlrEM6J1zYM279Pk2M+FRVPZ79eB/u6NsO1pAgvLblCOfKtJGTZGk1qOX0l5Q6mXuPGlmnUwdlaOZ6w9fm6zsn4FmZdit3/Cgdb7QufjlRiVfHZ2PhlwcVJVAJFC5XFzWjJgEk+A85W+xIgT22mN41/t56Rm/keoLIPd8X85a/5kYjedHorQNmW6VsfcaXsJL5/7tLKjmfYYpOVrm3/xJyMebbPkzpPECjVpdsu9B6vtILX8nJpV96zjXafEsSpOmImiQ+fMZ6ZVKU17YXgLLkFXQdnZKiUFpd7/WiDQDbDJ4k60xNg2bJPKT2l5SkF/Teo+yXTsB4OtUqCZRQmzspsFu540fJeGPqQs8EeUbC34nf/IFRkwAS/IuUmEohqu0OHC2rRVFJJY6erQUAr7Fls5gxf0wWnh7aGcfK63D0bK2u9saWSau6uMqVU5dauYTmLaZr7W8nK3Giog6Hz5yXXZeec6NQ+6X8prRdcvWu9/2BKU9pTYOkmGZmwsp7c9PRPyPO47mF7xnm+NlavDA6C/1Fkl32So3xetFmylFRJ8/WabTWpdr5ig+1Y5N9fdn5Rl3kZBNIzzLky7bOKHUR4htUWiZ5oOvI75cGAJL3yfQlYpNLZZ22yTyk9JfUCU/O3qO+hC2/Vq43QvutKrVbueNH7vl8yVfkyBiIGM11UW+MmgSQ4F/UbkMltkVUXWMTosIsmLV+n0dSQr08KvTy3mCXS28fyN7VgK8ureQSc63VwjtJj7lRyFYoQPQ3pe1Sqne97g9seaRu1UTLU1F34dnq5qwk5Oekw9lM4Ym/dUIzBVBUs0ciS9pFnblVnLOZwtM3d4Y5yIR6h8vdrmPldbwy2CxmUIBi120tdalHPL3ascl1/TsTe2suJx+B8izj95ftv/76C0888QQ+//xz1NfXo2PHjnjnnXdw1VVXAQAoisKcOXPw1ltvobKyEn379sXSpUvRtWtXv8ksN+6P+VtNQxNg8j7Ohm9QydnPUkxOug6xMtnl+hKxyaWmwSn4O5fcYnoRc+mSMuFRkNdXcjlT04DKOgdqGpyICgtGrM2CxCir13lcbeWSn+nuuH5KP3RIiJAtk9B+q2p0oad7Il/yFS60HgP+jh82iusilx4A+CVRjb/7hOBb1G5DxbdF1JLx2eiQEHHJTVZj91S5Mqmpi6vcSbnpnB5MXHVpLZeQa+3UQRmC3klS69JybhRq/7eHzuKzPaWc9sH8TUm71Opd6/sDlzxy8sXQsnC5nQPeYRpMF/Wvfy8TPDfKyv+ldVJuOgo+3odtKmxKK11qHU+v1kb4rhdD69wHRnmWEcKvL9uVlZXIycnBwIED8fnnnyMhIQFHjx5FTEyM+5yFCxdi8eLFWLFiBTp27Ijnn38eQ4YMwcGDBxEZGelzmZWsAim5hm9QSZ2cpNRJ1yFWJrNcXyM2uURZhU2YLbcWK+xSJ7xzdcKuMkp1WlJRh5nr9nrceHMz4jBvdBZS48Ldx/ja+vTQzrrIFWUN4W2zUfc/5Eu+woWWMpL44Quo/WImFdF5JCyE9AmL7777Di+99BJ++eUXlJaWYt26dRg1apT7dykL4Y2NjZgxYwZWr16N+vp6DB48GMuWLcMVV1zhhxZ5o3Y7IpvFjEm56chOiUGjsxnWEDP2/lWFqvom93aScj0qlC746OW9wVWuHC8gIV3tLqlERZ3D6+WZr/1cvxndO4lLf7QuurWN4t2GMSEy1D0HcrWLqc9DZbVoFW7x0JVe9qDUPrlci+Vu1cTXJpvFjO4pMSitbnBnNG9upnjbv+tEJarsTe52tArnnwf68WwrRpdTbW/yWRJcufOVWF8J2SafXTHh6w92vzLLBIBmikK1Xbu5Twr+Xkj368v2ggULkJKSguXLl7uPpaWluf+foii88sorePrppzFmzBgAwMqVK5GYmIhVq1Zh8uTJPpVXySqQ0pUjvkHFTPjAhh5sUuuk6yg6WYXkaKsh96cTm1xiBSZJttxarbBLnfDk7D0qlTM1DV4v2gCw/UgFnlq3F4vG9kRilFWwrTeVVOmSAEVov1UpdusP+JKvsNFSxkBJcqI3ar+YyUFszIaHBmPG//122fcJk7q6OvTo0QP33HMPbrnlFq/fpSyEP/zww/jkk0/w4YcfIi4uDo8++iiGDRuGX375BWaz2ddN8oKO+VOyDZXNYsar47OxfEex+2HcZjHjnYm98cy6vdh2pEKymyyNmgUfvbZs4ipXjhcQn64AICcjDqOz27r/VuJuPW1wpiK5fAVbf0xddEmK4r1OaNsqPn0ybcVILsenqupRcs7udVzuVk1cbeLTBZ8rM33+M+v3ur9W04u8FODVNr5FeJvFjKUTeuFUdT2W+CixsJz5SkpfCdkmn10x4bMxul+DTCZ3CIRYmXoudhthId2vCdI2bNiA3r1747bbbkNCQgKys7Px9ttvu38vLi7G6dOnccMNN7iPhYaGIi8vDzt37uQss7GxETU1NR7/tEJJcgKlCQ34Av8PltZg3ugswYQAUuuk6zhYWoOk6DBMHZjhlTyCa59MXyKWACExyio5QYJWySWkJGWItl3Ye/TBQZma6rSyzsEbB779SAUqL35ZFmrrcxsPYO7IbponlRBq8x8S7NYfsJOvaJEoTgy9kpwEGnxfzMTyHChBbMzWNjhJn7C46aab8Pzzz7sXupmwF8K7deuGlStXwm63Y9WqVQCA6upqvPPOO1i0aBGuv/56ZGdn4/3338fevXvx9ddf+7o5vNAxf99Mz8P6Kf3wzfQ8LBmfjSSBh7AoawhnQsVJuel4bcsR90O8HG8ZtUn89NqyiatcOe3i0xVw4QWrYMN+d7I1IXfrJ/7H/ZuD8SJqRA8qtv6YuhCSV2jbKinJPH3tcsxnn/R1XND5YrJTY/HFQ/1Fxx9Xm/h0wQd9PtMt3O5wYdKKn3FzVhI2PXKdhxwxPPf9SbnpKOV40Qb0TYIrZb6S2ldCtil0HQ2fjdH9+vzIbvh8Wn+sFClTzwSmRkmO6tcv28eOHcPrr7+O6dOn46mnnsJPP/2EadOmITQ0FHfffTdOnz4NAEhMTPS4LjExESdOnOAsc/78+ZgzZ44u8ipZKVSzuigU+C+UEEBOnckxYfjXbT1QUedAM0Xh+ZHdUN/kEt0n05eIJUCQmiBBy5VeKXXK3XtUCmIx6vTvQm21O1yoqXfoklRCrM1GTGTB7Mu6xiaPJCt6yKjXF6hAQ+0XM7kIjdmikkrd6m2JiC2ET548Gb/88guampo8zklOTka3bt2wc+dO3HjjjZxlNzY2orGx0f23lgvmfMiN+YuPsHC6l7LdfeV4y6h1+9VryyaucuW0i09XNNsYi1l87We6VLPZeawC/TPjsc2H3klyYOuPaSNC8padb+T1upLiLq+1PSi1T/q6HikxnG21O1zYc7IK9+emi45Brjbx6YJPt3zn2x0uzFy7F99Mz0PP1FiP37j0SLtE+yMJrth8JbWvhGxT6DoaIRvr3S4WMbaQC7JIWEDXK4GpUZKj+vVlu7m5Gb1798a8efMAANnZ2di/fz9ef/113H333e7zTCaTx3UURXkdo5k5cyamT5/u/rumpgYpKSmayCsl7o8dFxARKi+mmA3foBIabHJXNAMhuQCXjF4xGBEWwcReWq/0StGb1roVi1Gnfxdra3hoiG79LlQuV3Kbo2W1fk1IxbajGFuIrjLq9QUqUKD1zfVVR+8vU3y2ebn3iVykLISfPn0aFosFsbGxXufQ13Oh54K5GFLjhaPDQmDhsFV6sYiOUeydGovh3ZPw/Mbf8UtJpUfcYkqszeNauYtwXLIqcYkXg8t1tXB7MQrz+yDIZOJ0+WYnHOXSFbtt1MX/54rtDg7ift6jZfnkwVzM2bBfkltytd2BijoHnM0UmikK9kbnhRcPne49bP0xFxSF5B3YsTXyOrbGk2v2eJ3HtyhJ667R6cLxijrMHdkNz368z8semFulSb2vVdcLfwHkW5Ck7ZqvrXI8/bhskU8XTFdmOQm82O3gc90WqpvZD0Ullbol/uRDal8J2abQdTRS3NqFMr3TZQqN/d0llahrVL7YbZSPG3592U5KSkKXLl08jnXu3Blr1qwBALRp0wbAhZt2UlKS+5yysjKvmzxNaGgoQkNDdZFXaBVnSOcEWMxBXpkS54/Jcq+6stFrpVWvFW4joSQGoyXoJTbcwhv7nJsRh9iLE3ogtNUIcTRiMughYyD0jV4w9Tl1UIbXlwd/fZm6nPtEDXIWwqWeo+eCuRBy44VX39/Xq4zQ4CCvuEebxYzJee3x7PAumPvJft64RTkLPlK2HdPSe4jPK+Q1iXXFitRPt40vZvSD+7x1TWN3uGACJHknnaqqx7Mf78PtV6d6ucvqee9h6q/R6fKQnbntZqOzGe3jw5EUbXXrkatdTS7vlyK+HAKzhnXB00M7e2x1RW+VJvW+dqqqHg1Nwi9ifAuStF1ztTU0OAgZrSMEQzbYsG3RGsKd+4Gu7/Np/eFsptw22kxRnOcLtYPL/pspijMOna8f9Ej8yYXcvuKzTbHruK7nmgekzmtCeR1u7aU8oaZRFtL9GrOdk5ODgwcPehw7dOgQ2rVrBwBIT09HmzZtsGnTJvfvDocDW7duRb9+/XwqKyAc91cwoitmrtvr9VL93MYDeGBghk9jVaXEFAcySmMwWoJeEqOsmDc6C7msuGI6Gzm9/ZfR22qEOBoxGc7UNOgio9H7Ri/Y+uaKkS/cXowHB2Wiv491c7n2iVKYC+FMmAvhbdq0gcPhQGVlJe85XISGhiIqKsrjn94oiRfecbTCax4uOlmFZ4Z29niRsztcaHJRKPhkP+/2QdX2S26/XDAXfMS2HQOADgkR6Jkaiw4JEZrZbrTN4lUu1zEupLQtPsKCWcO6cMaMfn/MW9fM6+PCL8nSPSUW7eLDkZkY6SEXrbdOSVGy4lK1gpavbUyYhy7obTfvXbkLH/5U4vGizbyO2S52GQB3vC3tGv3Cp78jPT7c7fkn575G623nsQqvfCY0QguSzL5ntnXKB7uxcudxxNjkv+ww7S4p2sprW7QrM9NGEyJDJY0zoTrpcsrON3rphC+Xw5LNh3m3ANTK5pT2FZ9til3Hvp5rHlA79nccqcCzH+9TrCOp86re+PXL9iOPPIJ+/fph3rx5GDt2LH766Se89dZbeOuttwBcWDV/+OGHMW/ePGRmZiIzMxPz5s2DzWbDhAkT/CIz3yoOX1wAnXiBvbqmd6xqoGz0rgQ1MRgtQS+pceFYNLbnpX22rcGIDffeZ9vIbTVCHI2YDJV1+slo5L7RC7a+2V86osNCEHsxjkzqFzMtuRz7RCnMhfDs7AuuofRC+IIFCwAAV111FUJCQrBp0yaMHTsWAFBaWop9+/Zh4cKFfpOdi/JaB345UYmpgzLQOzUW0bYQBJuDUFnnQKtwC+f2TLSbqonhplq4vRj/N/laPLVun8e5UmIhOyRESHIDF5q32FsaRYeFIDw0GLUNTr+G6kjNotwrNUayrrmuF4LWW36/NL9uDyZVF2JlzBud5fGBR2q8rdx7L30+nVUauPACRLv89msfh9DgIJTXXUq8q3V7hZBbvpzzhcJKom0XEsKmx4e7dQJc6gemS3TryFBZNqd2+z92X9GIuexr1VfskJt5o7Pw1Lq9isY+oG5c6m1/UvHry3afPn2wbt06zJw5E3PnzkV6ejpeeeUV3HHHHe5zHn/8cdTX12PKlCnuvTy/+uorv+yxTcMV9ycUl2B3uFBpd3glXdCbQIjFVoLaGIyWoJfEKKvXyzUXRm2rEeJoxGQQS0anVkaj9o1ecOmb/tIBAOun9PPIueAP3VxufSJEbW0tjhy59IBYXFyMX3/9Fa1atUJqaqroQnh0dDTuvfdePProo4iLi0OrVq0wY8YMZGVl4frrr/dXszipbWzCq+OzserHE+iZEoN/fXXQ/ZDKt30XvVj08QM5CDKZ3As0XPGSUmMhpSz48M1b7C2NmG6ZvnKXFkJK2+wObjdWPl3LWQyj9WaE7cHULuydqqpHwSf70SMlBvn90tDobBbND0S3S+69lz6fuTh6f257JMVY8fzGA5K2iNJ7IVNu+VLOlxJCxpUQloK3S7ScLQC12P6Pz2U/tZVN1GVfC9tkyz+kcwLmj8lCQ1Oz7LFPo1dyVF/h15dtABg2bBiGDRvG+7vJZEJBQQEKCgp8J5QClMYF+Huj9UDEKDEYSvFVn+tRj9oyq+0OVNn546xofNGHogkPRZLRETuTR6CP28uNXbt2YeDAge6/6TjqiRMnYsWKFZIWwl9++WUEBwdj7NixqK+vx+DBg7FixQpD7LHNJCbMgoVfHkR2aqzXy6lQ0j67w4Ugk8ljkehoWa3XeXIS/4kt+PCNI7b7qtg2Pv7YO15p2wBuXcuBLtso24MpXdhjhhF8/XuZ+zjfvtI0dLvkzsPM8+nF0amDMlC0vVKWbem9kCm3fKHzxULMmO1jl3O0rNZr7Em1OTn1csFccGEuZNNseuQ6QTlotLBNj3p/L0OjsxlLxmfzjl+9nw/8vZDu15jtloSSuIBTVfWYuroIgxdvxehlOzF40VY8uLoIp6rq9RY3oDFKDIYSfNXnetSjtszSqnr8fvo85mzcjyZXs2AMni/6UMyOYsOJnWlJII/by5EBAwaAoiivfytWrABwaSG8tLQUDQ0N2Lp1K7p16+ZRhtVqxZIlS1BRUQG73Y5PPvnEJ8nO5OJwNWPHkQrOfd7ppH1ccNktl53LLUMIvnHEll2vPev1RM85gi5by77wB3xu4FLbJVfHXOcHom3JQYqrPR/0VndciT+5YOpcTb0AYDEH8daTkxEHi1nfVz61emvJzwfkZVsj5CbYMUKCqEAlUJMZ+arP9ahHbZnVdge+PXQWSzYfRpfkaLzy9SHks5JjAZcSvfmiD8XsKDHKSuxMQwJ13BJaFvRWfkUllTh6thbVdgdqGy+EjHC5GNOJ/AZ1ao2pgzLwzsTeWHZHL6y+vy/mj/Geq7jsXMvEf3zjiI0R3KXlouccQZd9/GwtHruxE/pnyKuDy27UUm134ER5HQ6cqsbPx8/h8JnzouWy3cBtFrM718Czw7p42Rjtwlte60BRSSUq6hyYNzpLso65+iQQbUsOasPc2FvdcSUDBby3YauoU7a9Gk1VvYOznpyMONyTky66JZha1OitpT8f+N2NvCUhJy7ACAmiAhkjxGDIxVd9rkc9asssr3UgITIUO45UYFJOOl7bfAQ/HDvnFVNUdLIKDo5tTfRCzI6InWlLIOqT0HLgi4d8emhnANzunnaHC0+u2YP/TOyDRV/+oSpGVavEf3xbETExiru0XPScI5JjwvDkTZ1RsGEfeqTGID/nQrxzTFgI2sXxx7PqsQVkaVU9TpyzY8nmw5xJrPjKZbrbcm0zNyk3Hf/M64DQkCDE2iywmIPw5Nq9smNomUjdbovGqLYlFaUuzbSd3JOT7nFcKBkocxs2qaEAfESEhmD82z9yPldNW12ET6bmCl6vFrWu4C35+YC8bGuM1LgAIySICnT8HYMhF1/1uR71qC2zpqHJvRpO/5crpggAru+UIFs+NYjZEbEzbQk0fRJaBkIeHzeVVHm4GLNdZG+/OhUvffmHJjGqWtk+u/xqu8Njr3h/7VmvBXrNEdV2hzuD99d/nPX47brMeM5+VBtHyyfHt4fOYuOeU179s02kXNrd9rvD5V6xwfQ99bXNR3BdZjxeuq0HZvzfb4piaNkw+4Rta0yMbltSYOqYDV/7mHbSIyXGa+zRfcO0M7ZtqR2z8REW9G4Xy/lc5Yt+UaI3Ni31+YC4kfuJyy1ZEJcLllZuWXq4dylFSBZf9bke9agtM8oa4v7SEqhfXAIFtX1lpPEkhUCTl+AfhDw+ntt4AHNHdsPB0hovN0ybxYzrOycaPkaV7YZJu66yc2MYwS3TX/d+JTGlauNo+eSgPb3klFttd6CizoHZI7qif2a8aOx0pV172QF9XX6NMJ8raR/TToTcxoW28ZN6nZZy86GkH/jqZ4cy+KNf/W1X5Mu2n9BiBShQYLtg2SxmFOb3wdLNR7DtiDq3LD3cu5QiJouv+lyPetSWGR9hwU/HzyEnIy6gv7gEAmr6ykjjSQqBJi/Bf1QKPFzZHS7U1Dvwr9t6oKLOgYLhXeFqptDQ5EKMzYKjZ70zjDPxt7cIDdsNMyosBIvG9kRtg9MwbplajVkl5Sjx+tHLU0xu3DOzvbS7uNB2XzaLGed13L5SD5dfI83nctvHtBOurbfS4mxoGxMmuI0f+7pIawjiwi2y9KpFv6jpB645iCuUwZf9agS7Il+2/URLTwZAw+WCNSk3HUs2H/Z40QbkJ3AyUiIoKbL4qs/1qEdtmdE2CwZ0bI0HB2XiwKlqVau3BGGU9pWRxpMUAk1egv+otjvgEHm5CQ8NQbTNgvatI5CZGIlOSVFIjw/HrI/3iZZvJG+caJsFHRIi0DM1Fu1bRyAxyur+u0NChN+/aGsxZpWWo8TrRy9PMTkeXuz20i7JdGI/LiblpqNJxOa12E5JK9sy4nwup31sO6H76N6VuzDlg90IDTZ7Xc9lW8zr4sItivSqpl+06Adm/XHhFnfohtLy1GAUuyJftv1IS04GQMPlgpWdEsMZUwLIS+BkpERQUmXxVZ/rUY/aMpNiwmCzmDF7WFfYm5x4dlgXUNSFm0t0WMuzfX+ipK+MNJ6kEGjyEvxHea0DO49VeHnU0F8I+7WPQ3W9A0fP1nrsR192vpE3BpNGyFtEzl73Qucyf4sOC0F4aDBqG5ySyjUSWo1ZpeXI8fqhde6iKPTPjOesj75GTj/TctCeXlJsSmy7L64y+rWP47R5mv4Cscdy2qIGZl1hFrNu87kv2qTEo4zrGrE5SUu49CI0tnadqESVvUmWLv15n662O1Ba3WCI5wTysu1nWmoyABouFyytto0wUiIoObL4qs/1qEdtmS3d3o2EXF0baTxJIdDkJfiPmoYmFG4vxqvjswEAO45UeGVypqE9QCgAJefsAOB1LU1/AW8ROa6LfOfScjDdh2mZmXIESuiEVmNWaTm018+Ta/Z4vOCwvX7YLtuvjs8GRVHYztL5wlu6o87hku2iSnt6pceHAxC3Kb720nYZZDJ51R8aHMRrtzkZcZgzoquX3frS3ZZd17I7egmer3Q+91WbpNqW0DVCc5LW8vLpZdrgTM7zadmeWb8X22TMPf66T9PtG391ql/qZ0Netv2EVittvlyFVAKXmwztPkWv4GWnxKDR2QxriBm7SyoRFSbNtUmJe5eW+jpT04DKOgdqGpyItAoPpaiwEL/0ldHtwx9ooRNm30eFBSPWZkFilFWXuuhyquxNqHM4UedwISYsBAmRoZr2ZaAlbeSTl55XrCFmFF2cT4jdX95EWUO84iFbhVuw+KuDnBnGvz10Fp/tKUV+ThoA7hjM0OAgZLSO4NwuSk4Ga6FzaTnokCt29mmhco2IVnOMmnLEvH64XLbpvp8yIAPWELPbEwuAe9smJlL6g/b0mjcqC3UOp9vDi2te52svLdvn0/rD2Ux5tKe81sFrt0Unq7zK0iPrOh9cdemRONWXbQKUeZQxr2mmKMz9ZL/u41tIL//I68B5jdK5xx/PFcz25fdL83n9XJCXbT/gzwQhvobLTaboZBUGdWqNCX3bea3g5WbE4fbeKYrLpuFy29FSXyUVdZi5bq974pk6KAO5GXEeK980QzonwGIO8rop691XgWAfvkYLnbD7Hrhgt/NGZyE1LlzTugDl+7HKJdCSNvK54PnqywAhcGDaCm0X70zs7fGFhklCZCi2HSlHj9RL7uPsrQrpLXy4kOM6KXQuLQeNViFY/kKrOUZtOUJeP1z9wdxS65vpee7tso6W1apyUZXqfSTU3t7tYhFjC+Esh23zzOP353ruBe1Ld1+uuvRInOoPF2Yl3nv0NUfLannnJC3lFdLLzmMVnGETSucefzxXMNtnlIS8JEGaj/F3ghBfw5WsqXB7MR67sRPnKtn2IxV4at1eVdsMcLntaKmvMzUNXi9bhduLkc+zzUrBiK4+TxARKPbhS7TQCVffA5fs9kxNg2Z10eV8e+is14s2cGk/Vq36MtCSNnLJK7b6fjnaPYHbVoTCmejf2Fvx2CxmTB2UgVX39cVDgzNRXufwsCl6e5mKOmE7Y7ouCrlZsmXUKgSLia+3xJk7shv6q5xjpMxVStslx+1VjYusHPmUzM3sa8Rs15fuvlx1qd32Sqweuv3vTOyNZXf0QmF+HzRTlMf5em5RK1deNjaLGc0UpYksQvUUbi9GwYiuHrZms5hhDTELlikWuuHL5wpm+/SwKyWQL9s+xt8JQvwBl2tNM0WJ7jEpRX6pbjta6quyzuElO9Nd6+mhXdDY5PJw5/J1XwWSffgKLXTC1fc0249UoLLOgcQoq6bjXMp+rFr1ZaAlbWTLaw0xB/SXP4J+cNkKH7RLK3Nevz+3PZJirHh+4wHeGG96ge2dib0FZWG6Lgq5WbJda7V2tfVHjO4vJyoxKTfd7d55RWwY2kRZZY9LoblKTbvkuL0qdZFVIp8aF+WKOgcoAAUf7+P1+PGluy9fFm56rM0a2gUNjGcopXM2XQ+fxxPTO0zPLWrlysuGln/uJ/tlxUvLrQe40A8mwG1rdY1NiAq7MKaEUBO6oTXM9nGFUrSPD0dStPw5Rw3ky7aP8XeCEH/B3opAaMsKQJ78UrY54NIXc6Wzos4heaWwhmfvStrV7HyD00MWf/SV1Dp9/VXDn2jRD3x9z/5dy3Eu9DVLy9VummjbhX09I60hqGlo8voCYjSY47++ySV4rtiXphPldThwqho/Hz+Hw2fOG7rdBPkwbSUp2ur1tYWm7Hyj+zd6Xt9VUom5Gw94uXnSsdVP/G+Pl+siF2zXRdrNUkwOueWK4UvvJ2ZdzK2N7l25Cy98+rvicrnu/WrbJdQfcvqOrz/UyKdkS6domwVx4RYUbNjPabt0nUraohS+uuwOF/acrEJStFWT7cToevg8nmjvsDM1DbptUatEXja0/EL9p0U9wIW+jruY46RDQgTaxV3Y/pDObM93jZTQDV9tQchuH3PO+fCnEp+/aAPkZdvn2CzCrhi+SBBiBHwtP7s+eqWwqKQS967chbFvfo/Bi7biwdVFoit4UWLJ0Fi/+6OvxOqMCgvBqap6TF1dhMGLt2L0sp2S2x+oaNEPUvtey0RAfF+zmKvdWvZhINuFUr2XVtXj99Pn8dT6vbj51e247Y3vMeTl7zA1QNpNkI+Qe+Ogjq0xb3SWh7tzdkoMr4cJO7ZajusinxxDOicgLzPew+2aLpcrXEmuS6QU7xutUFOX0IIw129q2yXH7VWJi6yv9M7UTWmNtO2PfOXu66u66Hr6teeO2QUutL+yzuHOPE9/gLmhS6KoR5nW8OlFTH65ssjRP22vfHOa0I4M/sKIIXHEjdyHVNsd2F2iTbB+oCUzYuNr+dn1qcnqGhtu4U2GlpsRh9hwz+v80VdidYaHBmPG//3msyydRkCLfpDa91omAuLbj1WPzMS+zt6qNUr0TsfFb9xzivfLh9HbTVAGn3tjncOFgk/2o0dKDPL7paHR2YyIUP7HJbb3Cdt1MdIagrhwC6/rJFuOqLAQWMxBeGLtXi+365RWYVg0tidqG5yqXDL9HaMrpS6pW6Ixf+PbukisLiZy3F7lusj6Qu9Kt9Xypbuvr+pKjgnD6WrhBdOaBqeXq7leW5GJwaWX6nrpOSDU1MOlf9pe+TLbp7ayce7I4G+MFhJHXrZ9SHmtA89tPMC77+Hckd1kJwiRs6efkfC1/Oz61GR1TYyyYt7oLDy1bq/HSxedkZq9BZQ/+kqsztoG52UX061FP0jte636PNrGvx9rv/ZxmscnB3qsvxK9+zounmAs2NmDmQtOX/9e5j4uFIfN5X3CzF7OzGAtRY5qu8Nj9wquLOiJIuWJ4e8YXbG65GyJxvyNb+siobq4kJNVWs65eutd7bZaSrJpK8VXdUWHCdcRZQ32WrzWYysyqbD1crSsVhdZpOifHf/Mfub4Znqeorp9gS9tWQzysu1DahqaBPc9rKl3AAgXLYfGaCs3cvG1/Mz65GSL5SI1LhyLxva8tNeyNRix4dx7LbPr9lVfCdVZVFIpeK3RYv61Qot+kNr3WvU5336sYn2kpA8DLRcEF0q+NOmR5ZkQmPAtOAltIUPHVmvlveSLRS9felwpqUvOlmhM+LYuEqrLl+itd19tqxVIiOk8NtzitXhtJJ3505M10L1ojQJ52dYROn6o5qJbGO2GxrU6BACje7aVXYeRVm6U4Gv53fWpWClk9+uVidITlShx62XWFR8urwy+OgM95l8NQv0gVd+JUVbehRWpdQnBJUe7i1+36d/EtuJQ0odS7UKpXaq1Z6nI/dJ0TmTxrSWPB4InfAtOhduL8er4bASZTB4vM3Rs9bXt4zDr432cLs9GdPH2pceVkrrkbInGpHB7MT55MBdzNuw3pNef3nrn21aLy6PSKDpRi9h9RUzniVFWnDxn9yjTlzpTK7+e/WdEL1o5zxG+euYQg7xs6wRXrNH8MVmGXnG9nFC6WuePrVL0qIusVnrjy75VIgc7TnHqoAzNV96l2IVSPRlFv2yE4uKBy3c8XK7wLTjRXmmfT+sPZzMlGlutdEsrIRlotFr8MXKMrpwt0Ziwty4yotefnnr31bZaRkHqfUVM57EsPbC9UKPDQhBr48+74G/59cRIXrRyniOM9MxBspHrAF+s0XMbD+CBgRmGypB3uaIkW6G/tkrRoy4jZmv0J77sW6VysLcXkpPxWCpidgF4JyWi5RPSk1H0ywUdF//goMyAyLRK0BehbXF6t4tFjC3EvYVNXLgFM9ft1XxLK19uwxRt892WPHLqkrMlGhP21kW+aJcS9JLPV9tqGQG59xUhnXPpjR7TK3ceR2ZChOY601J+vTHCeJKjL6M9c5Av2zrAF2tkd7gwacXPHivjLWV1MRCRu1rny+RRvqjLSKuV/sYoicHkxCnqtfIuZBdHy2oV6cko+uWDLy4+ITL0shwPlwN87oVst0mbxYxJueno1z4OocFBKGeEHJRWS9tSSS5KXTelukwaxbVSCCEdDOzYGnkdWxvKtVUIufpW0z9GdPvVC63vK3NHdtMsFEQKWsofCGNajGq7A1X2JtQ5nKhzuBBz8R4MXNBVo9MlWV9Ge+YgL9s6IBRrZHe4UGl3oGdqrA8lIvAhJ7YzELZKkUugx/xrhVESg8mNU2Tmf1g/pZ9oxmOp8NmFUj0ZRb9CkLFw+SDmXkgvOFXUOUABKPh4n3uc2SxmFOb3wdLNRzC+b6pgPWrsWu5iqFSXSSO5VoohpoNAWCyWq28t+udyWUjX6r5C61zLUBApaC1/IIxpPkqr6nHinB1LNh92h3Mx59ptR8plbcdmtGcO8rKtA5dz8il/4KsVPaNvlaInvlw19UfyLTX65qtXiTxK4xTFZBRDqqxK9WQ0eyZcvkjdS562/6mri7CNEcs/KTfd/UCYn5MmWJdau5a6ACS1TVLPMxJCOjD6AplcfWvZP0bXjRZocV9h65xrmz290EN+GiOPaTbVdge+PXQWG/ec8sibwpxrAXnPQEZ75iAv2zpAkk/5Dl+u6Bl9qxS9CISkcGpl1DJh3pDOCZg1rAueXu/tjiYmj5AcWm8vJNQGPlmV6slI9ky4vJHjXsh1bnZKjPuB3CjbA0ltk9FcK1s6cvVN+kceWtxX/KnzQJdfK8prHUiIDPWaR5lzLSBvvjXaMwdJkKYDJPmUb/B1AgRf9qtRbCgQksJpIaOWCfOuTIpyJ02SK4+QHAM7ttbcJpQkaFEig1HsmUBguhfaLGZMHZSBdyb2xrI7eqEwvw+aKYrzXBpmOIceSQqVINVlkn0eu/0OpwvVdgeq7Q4cLatFUUkljp6tFZyzpJ5bbXfgRHkdDpyqxs/Hz+HwmfOc58qpWwwtylJTRnW98LlsV1Ylrq/VdgeOna3FoTPn8cfpGvxacg4nKupwpOy8+9juE+cUtZ9u+28nK3Giog6Hz5yXrAclemNec+xsLc7UNHCWQZ93vKIOc0d2Q38J9xU+eeTqXEv7jLZZMG90liT5+fCnuzQ9pn8vrcYfp2vwR6k0W/PSYb2DM0yOfUzOfGu0Zw7yZVsnLpeYGX/ijxU9I2+VogeBkBROKxm1SpjHXo2VK48v4xSV6E6pXRrBngkE2r3QZjHj1fHZWL6j2GO80hnok2PCOF0Rma6M7CSFjc5mtI8PR1K0fnGeXEh1mWSex9V+dowkjdqtdbjiMQFPXcspTwpalKWmjFNV9Who4t8PHPB2ZZXr+nqqqh7PfrwPt1+diuU7ilFUUoVXx2fj1c1HMKFvOyzfUey1R7TU9jPjmF8dn42FXx6UXJYSvTGvYdoms06215jNYsbSCb1wU7c2yO+XhkZnM0KDg1B2vlGyPHJ0rrWX36mqehR8sh89UmLc8seEhaBdnA1JEsvzl7s0Pabf+u6oLFvj0uGq+/pyuoizj8lNCmukZw7yZVtHjJAqvyXjrxU9o26VogeBkBROSxnl6JuvXq4VWrnyCMmhpU0o1Z1SGfxtzwQC7V44KTfd6wERALYxvDq4tgOiXRlpmFt+ffhTic9ftAHpW4VFWIORe1F2rvbTMZLMF21A3dY6dDwm+0Ub8NS1ll5UWpSlpgz62p3HKry+wtFwubLK2fKNrqNTUpS7H+k+7ZIczWnbUtvPbDvfOOErS4ne2Nfw1cn2GpuUm47/bD+Gp9btw70rd2HKB7tx78pdmLl2L56QaFcR1mBJOtfay48u7+vfy9zzx5QPdmPCf37EzLV7JZfny20CaZhjWo6t8elw57EKlNU0eI0V9lwLyN+OzSjPHOTLtkERSljUElL8q4Fuv54Jo7Qi0PsqEJLCRYQKT2NaysjszzCLmfMcNXbpa3sxWhIRQJ4OtNAX33YjgTROCfKYO7IbTlXVc3qg2CxmdE+JQWl1AxqdLswd2Q3PfrzPHftXuL0Yhfl9EGQyuR8abRYzZg3rgl6pMThWXoeoMIdP53qp2z3VNTqRn5MOCtweOGJeORUXtz2Tsw0PXzwm+1wAXuXR265lp8TgUFktWoVbvPTKNQfI9djRogwm9LX0V2EAnF/02dfL2baLriO/X5q7z+j+m5STrsi7itZDo9OFX05UYuqgDNzYNVFWWUr0xr6Gzw7Zx6V4kQHedsU8p67RKUnnWnv5aVWeHJuRgpR7anmtA4lR1gsLPBdtjTlWG53NsIaYsbukEhV14ttxFW4vxtIJvfDgoEwAl8YKPdeGhZjRKSkKvVNjEW0LgcUchPoml3sbRqlt9OfzOHnZNiB8rioLbukOCgj4FP9qYOpm6qAMQySn4aMlbMdg9KRwp6rqsetEpU/sgN2fUwdlIDcjDttZ9RadrOI8LiaPP+zFaElE5OhAC31JdW8ltAyYrrFv3HmV1+98rtWzhnXB00M7o97hcrsivnbRPbGusQlRYRbMWr8PM9fudZfl67leistkdX2T2w0z3OL9+CfklWOzmEHhYnb2w9K34alpaJLk7UOxjvG5+TP1yjcHTBucKUk2gH8ekVMGG9pjiCvMIDQ4CKmt+N2Epbq+0nUwdUv/vxLvKqYe3rzrKrfuuyRFySpLibcU+xo++dnHldiVV931TWjfOkJU51p7+WlZnlbu0lLvqbWNTbCFXPjY0Ohs5h2rORlxGJ3d1v03X5vtDhceWLUbG6bmYN6oLNQ5nLA7XIi+uPBdMLwrCjbsQ8+UGPzrK+nhDEraphfEjdxgCLmqfHvoLJ74n+8SghkNtm6MkpyGC18nb9MLIyeFo3X83MYDutsBV38Wbi9Gfk662y2T5mBpDeaNztIk2Zre9mKkJCJydKCVm6gU91ZCy4BpM3aHC00u7wd1LvdVu8OFmWv34oVPf0d6fLjbFZF2T2wXF45ZH++T5HqtN2Iuk1HWELcbZp3D6XW9kFfOpNx0FHx8aYcFqR48UdYQSeeyvWzE3JfP1DTwzgEOkZcwWjaheURqGVwwva2YYQa0m7MYUlxfaX0xdUv/v1zvKrYekqKtbt3LLUuJtxT7Gr462ceV2BWfPFLGjpRypKJ1eWrdpeXcU2PCLHBdTCQZGhzEO1Z3HKlAwYb97muF2mx3uGCCCe3iw9ElORq901ohMzESADBz3V50UhEaYYTncfJl22AIuZYkRIZ63dBpAiXFvxrYupGbLMGXtITtGGiMmhSOqWOurwcZrSMkJxkRg6s/mfb3zNAuaGhyecirRbI1QH97MUoSEbVbMvGdK1SfFPfWQBmnBGHYNsO1jYyS5IaBNNczPVm42i+0tU6/9nGKtuGJj7Dgp+PnOM+lvQaaKQoULniU/HKiEpNy00Xdlyvr+PW+81gF+mfGc/7OlE2o76SWweWaajEH8eomJyMOFjP3S6IcN1e6L5n9QP+/3C3p2HpwOJvd18otS4m3FPsavjrZXmNSZdPCe0trLzCjeZXJmcccrmZ8fzEfQdHJKlzLmhuYbGNcq6TNXOESYvKpaZtekC/bBkPItcTBsRLPRMtkVWq2fNALLt0wV42Dg0yGSbrkz+0Y9MCISeGYOub6elCpoZ0KuT+9tvkIGppcXvJqkWyNRo69KNm251h5HWCCx5c7LeuRUg4dD8oHUwda6EuqeyuhZcC2GS7PKCX2EEhzPdOThav9hduL8eCgTM6tiNhfEaV6lkXbLBjQsTUeHJTpcS6d+fyzPaUY8vJ3GLV0ByblpOOdib1RVFKJk+fqBdtS0+D9ZZ4pW8GIrqIeO0J9J6WMU1X1mLq6CIMXb8XoZTsxeNFWPLi6CBV1jZy6ycmIwz056ZxbgvGVdaqKWw90Xx4srXHXRffJgVPVsry92Ho4W3spm7dcD0Il3lLsa+g6xbzG+M5j1qWV95bWXmBG8ioD5M1jtY1OD1szm0ySrlXSZq5wCTH5+MpQcq1WkC/bBsPGk3TJZjHjiljhr3RaJTNSs+WDnhgxmRMfgSRroBIIydt8Xb6vYp61in9ilvPOxN6C5zJ1oIW+oqwhOCfygk/GacuBbTNcnlFKki0G2lzP9GSpa2zCvFFZcLiaUdfo9IpHZ3q60MmmaOR4liXFhMFmMXvEY8ZHWDBr/X63t57d4cJvf1Zh1/Fz7sRLQkRZ+fvqgkuq+DaJ4m6t/GUIuab+I68Dp7dV0ckqTFtdhE+m5npcI+bmumR8Nu/WRv+6rQcq6hwoGN4VrmYKDU0uzB7WFU3Nze5jdPwrn8cSWw/ML+9KtrdT4i3FviYqLASLxvZEbYPTqwyp56mRR6t2+bI8NciZx+hwFNouIgTGIvtauW3mCpcQq4OvDCXXagV52TYQ1XYHdpdwu8VMyk3H3j+rdU8ExZz0pw7KEIyR4LsB6IXR3G6ECCRZAxWjJ2/zdflyHtiUPtypvVaoHDnuilroS8i9VU45hMCAy2Zoz5TrMuOx5GLWaLUusFKu8Tf0Fz+xc9iI6U9sCx7m70fLar3C4rLaRuOVrw8DEJ8PYsOF9R530QVbSCaxvhMqQ8wF/ap2sZxur1LcuJmIublK6UsxxNy46X6m5ZcyxyuRi+uaRI78bFLPUyuPnuXoVZ5S5MxjzHNpu5BzH5XTZq5wCSl1KG2bXhA3cgNRXuvgTfZ0bfs4PP/p77yuSXNHdtNkwDIn/eyUGEnbdfgKo7ndCBFIsgYqRk7e5o/ypTywKTlXTT1y5JXjrqiFvvjcWwH+rXkIgYsUm9HCBVbKNUZAbhiI1u3kcu1kuoqKzQeJUVZN5gClZah1QZdaFuDp5qpV+A4TqW7cRrdpgjyYtlRR55Cc2JVpLzaLGSFmE2YP64r+GdrPgVzhEnLriLZZsOCW7pg/JgvvTOyNZXf0QmF+H8wfk4WFPrJn8mXbQNQ0NPFuFUG7AvG5JtXUOwCEayIDjRHjGY3kdiNGIMkaqBg1eZs/ypfzwKYmhkmr+Cd2Oez5LdIagrhw/oSHWvQHl3trNNlnu8UixWa0cIE1+lyvNAxEy3ZyuXYyXUWluC9rIY/SMtS4oMspC7jk5qrn9kVy3LgJgQ+XLQ3pnID5Y7LQ0NQs2ue0vVTamzBr/V68ufUYJuWmIz8nDQBwRWwY2kTxhxrIgStcQiw0gg0F4LM9pR7eNNdlxiOvY2vV8knBry/bBQUFmDNnjsexxMREnD59GgBAURTmzJmDt956C5WVlejbty+WLl2Krl27+kNcXam2OxB2cd86pssODR3PyPUbAIzu2dbrmBKYk76aGAm9EMvW6c9N67nQ20VIi/YaTWdyUaNjuW3Xqz/ZcqTHh8uuhzl2bRYzJuWmIzslBo3OZlhDzIiVGKsI+Cb+iasc5vz2zfQ8dEiIECxDi/7gKoNe8Q/UMUHgR6oLtRYusEZEbRiIVu3kcu1U4r6s1xygRH4aqW7sUsuKjxCOEdcqrE+JezYh8OCzpU2/l6HR2Ywl47NF7700F7Y9vDBeme8mzNAcLVD7nPfEmj282zP6IiTW71+2u3btiq+//tr9t9l8KUHYwoULsXjxYqxYsQIdO3bE888/jyFDhuDgwYOIjIz0h7i6QK8w9UiJ4Y1JKDvf6JOYA7GtQfSoUypiq7r+3rTe12jR3stNZ0yM0nat5KDH7q6LiQ2X7yj2uvnRZaqJYdIq/skIcVRcGMUuCIGJlouXeiyEGmEbHOCSe+iTa/a454DC7cUozO+DIJPJvQVYdkoMACC1lQ0NzmaU8yyC8elKr8XkaJsF80ZnoeCT/eiUFOVe2Iy1hSC1lU1WHVy6ADxdZI+W1Rqi3wJpcV4rm/C1belJtd2B0poGXlvadaISVfYmSe0yylzChKtPjCCniaIu7kzuBwoKCrB+/Xr8+uuvXr9RFIXk5GQ8/PDDeOKJJwAAjY2NSExMxIIFCzB58mRJddTU1CA6OhrV1dWIijLeEl213YGpq4uw7XA5bBaz+yGZnf174S3d0QzwTsZa7ScMXHjYfHLNHo+HdrY8WtcpBlNPbK7LjMdLt/XAjP/7jfd3Xydz0xsxfUhprxZlBCpGabvWcpyqqsfWQ2excc8p3kUyukx6nCuZT9Rcq0c5WuFruzD6/ckIBJKOtFyo0WvRp6ikEqOX7eT9ff2UfuiZGqu4fLnQD8dMt1UAbvfUbUcqBJ+NFtzSHRTA6RI7a1gXPL1+ny4LZ6eq6vHCpwdw/3UdsOjLP9xf99TUwaULer4xQr8F0kIkn5u0XJvQqhwjUFpVjxPn7KhrdOLelbu8fqfH2codxZLsedfxc7j1je956/P1XMJnn9MGZ+omp9T7k9+/bB8+fBjJyckIDQ1F3759MW/ePLRv3x7FxcU4ffo0brjhBve5oaGhyMvLw86dO3lfthsbG9HYeGmPwJqaGt3boAbmiouUGCVfxIVJ2RrE1y9hYitTlXX+X7nyJVqs1Blhtc9fGKXtWsuRHBOG3u1iMXPtXtEy1cQ7GnUrFbUYxS4IgYeWbr56ugwbYRscJnxhHEz31Em56bw7o3x76KxXLCYAXJkUhZnr9uqymwrdPz1SYvDSl39oVoeQq6y/+80XbuxawSerXJvQqhwjUG134NuLC/F82+oJjTOuHU0cInmdfDmXiG3FJ4Qv5PRrNvK+ffvi3XffxZdffom3334bp0+fRr9+/VBRUeGO205MTPS4hhnTzcX8+fMRHR3t/peSkqJrG9TClSTotc1HcO/KXZjywW40NLm8sgB2SIhAz9RYdEiI0G1A0/V0T4lFu/hwZCZG6l6nEGJJmWoanIK/+yOZm55okaRKq0RXgYhR2q6HHLWN0seCmvlEq7nIV3OaFIxiF4TAQ6ss/VqXxYYO3+DCKFuVsdsvtDNKQmSo14u22DVqdUjL58sdW/zdb3rapNbwySq3v7QqxwiU1zqQEBmKHUcq3CGibOS0q7zWgZ3HKjjLAS7s6OHLuURsK77+fp7z/Ppl+6abbnL/f1ZWFq699lp06NABK1euxDXXXAMAMJlMHtdQFOV1jMnMmTMxffp09981NTWGfuH292ploCCmpyirsCm3ND2qtRtmQj4ar6RaFjOq7dp8yTNabJNc/QnJr6Zteox/Lcs0Wr9JwWj9QWhZcNkXAJwT2YJJzkKN2kUfpozRYSEIDw1GbYPT/fe80Vl4at1e3vhgrnJ8Nf6r7Q4vXQrtjML3m567qdD9Q9fBlZByd0kl6ho9t+xSk9xVSly3niixSaX2o9bu+GRl91fv1FhE20IQbA5CZZ0DTc0unKlpcI8VZzN3lK2/dupRY0PV9Q633IXbi/HqxeRlfC/XXLB3NOErJycjDnNGdNXMJqXYg9hWfJ88mIs5G/b7ZewABnAjZxIeHo6srCwcPnwYo0aNAgCcPn0aSUlJ7nPKysq8vnYzCQ0NRWhoqN6iaoZRkwQZDTE9xYZfXnpUYzdcCfmYMXF8SbWUYsQ4Lzn645OfL1ZQTtv0GP9alWnEfhNDrcxkPiYIwbYvm8WMwvw+WLr5iHvLGz7kLNSoWfRhysgX6yxlix9/jH+6zvx+aR7HhXZG4ftNz91U6P4JDQ7ivXfmZMTh1l5XANAuuas/w27k2qRS+9HC7vhkZfbXqh9PoGdKDP711UGPZ6DnNv7uHiv0LkBc5Qihx6KsUhuin1MamprdcvNtI9w2Vli/zHZFWUMEtyP2VbuZ8vAhdys+PfCrGzmbxsZG/P7770hKSkJ6ejratGmDTZs2uX93OBzYunUr+vXr50cptYVerZSykfzljJieEqOsl5UeldoNM66lcHsx7slJR05GnGisTrXIVxs+xOK8lJarFqn6E5L/20Nn8cT/1LVNj/GvRZlG7TchtJCZzMcEPrjsa1JuOpZsPoxtR8p5XTMB+Qs1EdZg5PKUlZsRhwgeTy62jHzz+qbfyzBz7V7ER1g4wzf8Mf6ZdbJ1KaRbeqcWNkUnq3h1qHbhjF6UKzpZhWeGdubU8Y4jFXj24304U9MgqEux39m69lfYjRw3dqX2o5Xd8cladLIKsy72V5fkaI9+4xorfHanp21xIaYXIRuin1N2HqvAmZoGd3vYIasrdx5HrE16H9M6Zpdz78pd2HOyCnHh2nhESrUHMfukt+LzV8iaX79sz5gxA8OHD0dqairKysrw/PPPo6amBhMnToTJZMLDDz+MefPmITMzE5mZmZg3bx5sNhsmTJjgT7E1x2hJgoyKmJ4uNz0qaS9fQr4buyZy7t8OqEsMZeSEU1L0JyQ/X6wgIK9tetit2jKN3G98aCXz5TaPEKTBZV/ZKTHueZPPpVLJQk1doxP5Oemg4O2emZ+TjjpGXgami2WYxewV6yxnXqfLanS6BMdSRd2Fh1wx10457sBM/bJ1Sf9tArCdpduBHVsjr2NrL/fqg6U1mDc6C8+s36e56yi9KDf74324sWsinlq3j/M8Kclb1SZ3VetyLfV6OW7sSudireZwPlmPn63FsO5JmLluHyblpHuMDa6xwjemD5bWYP7oLGw/WoGEyFB36MCZmgYM7Nha1TjgQk2CYPo55ZeSSiyd0AtTB2Z4tac/66OVlD7WM6xBbB6yWczonhKD0uoGHCuvc+vUn2EWYvj1ZfvPP//E+PHjUV5ejtatW+Oaa67BDz/8gHbt2gEAHn/8cdTX12PKlCmorKxE37598dVXX7WoPbZphLJQEi4hpqfLTY9y28uXkK9LkvCWOkpjkIyecEpMf0Lyaxm3pYfdqinT6P3GhZYyX27zCEEcLvtizgFcLpVpcTa0jQmTbUvV9U287pnTVhdh1X19AXi7WC67oxevfFwwxwRd1i8nKlE4sQ/vNTaLGRTgtUUe27VTrjswU79cumwbY8WisT1R2+DkXATjWyDTa+EsOSYM/7qtBw6V1QqeJ5a8VU1yV7Uu13Kvl7oQqXQu1nIOZ8saFRYCizkIh8rOA/AeG1xjhWmHT9/cGQ5ns7vNdQ6XVxb86zLjkdextUcZWrjFq0kQTLfL7nDhgVW7MTmvPZ74Wyf3sZiwEI8dj+QsNpsA3JSVhIn90txzVNn5Rq/z5MDUF3s+AyAY8rjglu6GXSj368v2hx9+KPi7yWRCQUEBCgoKfCOQzlTbHaiyN6HO4UTdRSNPiAw1hCEQLg+EYpmEUJpUK8xiFjzXSAmnuFaf+fRls5iRECmcG8JIbZOLURKFyUlMFxF6eSVJJPgWrjHBnjfpxUuab6bnKbq/0/GQfF+lI60hnC6WbHmkzuvMsqYOyoCL4k4MBVxwty1gbMtFw9weCPDOZcE+h60Xtn65dJkYZUUiz7ow3wKZngtn0TYLWomULZa8VWlyV7VbcSm9Xoo+ld4/tL7vMGWttjswdXWROx+A1LFC2+Honm3RJTnaXdYTa/Z4ebaxdafVdmlqEgQz22V3uPDypsN4edNh9zGuOUpKH1fbHXico23AhRdfJdufsfXF1SdCIY9PXNRph4QIWfX6AkPFbLdkSqvq8fvp83hq/V7c/Op23PbG9xjy8neYuroIp6rq/S0e4TJBKJZJixikU1X1mLq6CIMXb8XoZTuxcU+pT2OblMKWe/CirXhwdRGsIUFe+qJXVg+dOa9ZjKbR8Pc2MwB/n5RW1XP+tutEpd+39yC0XLjGhJZx2mJ1scvlci2VE+vMlI9ZVnZKDL4X2NKnX/s4rxdtGtrVV8k2UUaYc5QgJjedvFXp73ztVrsVlxG3l9PTBuj20mNC6VhhlsUFU3da6ViNjfHlNKCvVapTPeyHXSZXnwTitmsAedn2CfRm8ks2H/Yykm0GTjhEaHnwJYCi49u0TqpVuL0Y+TnpXi/cRomjAYRX+As27PfSC72y+vynv7sTzDExUtuU4u9EYUoS0z238QAeGJhBkpsRdIFrTBRuL8aDgzLdizw2ixlTB2Vg1X198dDgTJTXORTd26WMPy7XUmbSS+bfYvMvs6xGZ7NXOTQ5GXEIEflafr6hSZE7sFZzTrXdgaNltSgqqcTRs7W6PVvR9RyvqMPckd0UJ29VmtyV1jFtc+9M7I1ld/RCYX4fTB2U4bHtGJfcdNw9H2pChZT2ZbTNgnmjs7wWTbWYw2l90bZ94FS1orHCLIsPWndaucWrSRA8sGNrXe7leoSascvkmof8te2aWgy19VdLhbmZPBdGTThEaJkIxeRonVSLGfP0zNAuaGhyGSqOBhBeod30exlm3tzZQy/WELPbvZErrjKjdQSSDLo1lhz8mShMSWI6u8OFSSt+xufT+sPZTBkuZosQ+PCNidfGZ6OizgEKQMHH+zTZPlFs/HG5ljLn21kX59uosBDBWGd2WaHBQYJb+kQqdHuWco7aOcdX25VxbQE3a1gXPD20M+od3vc4PZK7RllDJG07xic337ZWNGrDbpS06VRVPQo+2Y8eKTHIvxgHHBMWgnZxNtX3VNrGmbYdbDJhxg1X4smbTGhsakarcIvoWGGWxQetOy3d4tXakNb3cj1CzbhCSZjzUHQAh4uRl20VSM0wWNPQFLCrMZcLarNFBhJCbdUjqRYd83R9pwT0TI1VLLdeCK3Q2ixmuJopD30xv5RwxVWun9IP7RCum7xKUGrfSu2BWV90WAjCQ4NR2+CUXL/SxHR2hwuVdoch7YzQMhAaE1NXFwnGMssdS0J18e0Jb3e4sOdkFe7PTfe4li/WmV0W7bq540iF19x2XWY87rqmnaS96JXuV69mztEiPlZJPXaHCzPX7hWMVdU6uWt8hAWzhnUR3HaMKQtbbmY/s9HKbV9Om5jyff17mZc8avuPaePs+za7fKGxwi6LDVN3Us+Tihob0jp3gdZt4yuT7iu6j+jytazXF5CXbYXIWUGNsobgnIjLjlFXYy4HfLUabgT0bKtRkmrJRSgJ2qvjszH3k/3uB2ibxYz/m3ytYHlGa6ev7ZtZH/PLC3s7JKH6hWxJy2R+BIJW+Hq7PKlb70hZaGOWJbaFWWKUFfNGZ2Hmur1ecwqzXl9vwyNH/2oW142yLWK0zYJeqTGYuXavJFnYcmu5VZ0W6K1XqeNFy7K4zqO9IHqlxlzctsoRkB93tNSn3DKNvMUXH+RlWwFyV1DjIyz46fg53VcRCfLx1Wq4EdC7rXqsdPoCPrm5sl5Oyk3Hb3/q/0VAK3xt3+z6hDKHCtUvZEt0wpdAszNCy8Yf2+WJuY7KWWhjllXX2IR5o7LgcDWjrtHpUa5UV19fh6FI1b/axUcjbYtod7gEf2fKwrXtJ9NFN9Iagrhwi9/CbnyhVy1tUmpZ7HEVFWbBrPX7PBZJAvXjjh5jXEqZ/gxxUwp52VaA3BW4aJsFAzq2Rnr8BddSrs3kjWwkLRmjrFL7gkBaOfYlfHL3ax/n5UaZnRKDB1cXcX4RyMmIw9yR3QzVTl/bN7u+7JQY3u2LhOoXsqWBHVsjr2PrgLMzQsvGX549fO6hShbaxFxN5br6au26KoQU/Wux+GgkDy45svDF+NPz8zfT8/y6ZZKv9KqlTUotiz6P3n5MbMuwQEKPMS6lTF/OLVpAXrYVoGQFLikmDDaLGfNGZaHO4YTd4UI02Wfb7xhplVpvAm3l2JdwyV1d7x360ehsFkweVFPvAAwUr+1r+2bXpyZXha8TvhAuH/TI0SHHs8cXOUL0WGijy7RZzJiUm47slBg0OpthDTFj719VqKpvQnmtA7WNTYixWeBwNqO20enRRr3aLkX/WriaS6nHVzlg5NicLz3PlLRfSL4hnRMQYQ3GsbO1cDZTaKYo2BudF/rDTy7YStror487UmSttjtQUeeAs5kCBQomCmgGOPXsC/tuaXmUyMu2ApSuwAXaSoweGG0AsfvS6yHCYka1XZsJ0N9t12vlmKtd/lwhVwp7fB4tq/U6h44X5kqMBgCje7bVT0AF+PorDLs+tfHVUuZMCgBMUqQjEPTLYSDVs8dXORT02pqHKwO2zWLGOxN745l1e/FLSRVeHZ+NhV8e9PD8GdI54ULG7vX7dGm7FP0fK68TLEOqqzlfPQtv6Y46h8tnOTLkeJP5yvNMqX3zyee2m3V7cfvVqbLzf+iB0jZWimxDp8fHHSmynqqqx7Mf78PtV6di1Y8nMKFvO049L7ilOyhAd/tuiXmUTBRFUUourKqqwk8//YSysjI0N3t+vbj77rs1EU4LampqEB0djerqakRFiaQYlEi13YEHVxfxrhAGoiuILzDiAGL2pdJkTlIwQtv1sFsjtEsvuPQ1dVAGikoqeeO1jTb2fT1Xset7+PpM/HK8knOrrv6Z8XhNYf0txe70uD+1NLTUkduNU8fxQC8+cnlc+KJ+mqNltRi8eCvv70rcho+W1WLdr395zYHMeZFvjvTV3Cmkfyk6iY+wSOojrnoA+Kx/mQi1Wc25SuRQ2362fBHWYMz4v9/QIyXGEPdepW2stjuw/1QNJvznR96ytXbllyIrcMFmaf1mp8by6nn+mCx8tqeU836u5fzpjzGkFKn3J+HPDjx88sknSE1NxU033YSpU6fioYcecv97+OGHlcocMNArcFpvEt+SEYuVqhZZ8dMLZl+KJXNSKqNR2q613RqlXXrBpa/C7cV4cFAm+gfI2Pf1XMWuz2QCpgzsgJyMOI/zcjLi8MDADEV1tHS7CxScTieeeeYZpKenIywsDO3bt8fcuXM9Ft8pikJBQQGSk5MRFhaGAQMGYP/+/X6TWYobp1qibRc8e3qmxqJDQoTHGPNF/TS0Wy4Xarbm6dfeOzlkdkqM+xjz//nOYaNl24X0L0UnUvuIqx5f9i8ToTarOVcuWrSfLV9tgxPbDpf7zH7EUNrG8loHdh6r8LoX0vTXIbmnFFnpc2j9Cuk5ITKU80WbWZ4vZA5EFLmRP/roo5g0aRLmzZsHm82mtUwBQaDGpvoLIycio/uytLpBUTInMYzUdi3t1kjt0gs+fb0WQGPf13MVs75Gpwu3vvE9Z3z7pBU/45OpuYrjRrloKXYXCCxYsABvvPEGVq5cia5du2LXrl245557EB0djYceeggAsHDhQixevBgrVqxAx44d8fzzz2PIkCE4ePAgIiMjfS6zv3N0KK1faQjS3JHdMOvjfe4468l57TGkcyIoAIfKahEjM29MtM0CC0doCDM3A1+eBqH8DTaLGc0UhaNltbqGWSlxNWeHljmcLt7QMnb/yrnWH7DjdIMABAcFob7JhTqHy8s+mOdzxU3rFboAeNuPUt2qDedT2saahiaP7daKSqrc8gPAFbHae2QxZeXKs9BMUahtdAK4pF8hPdsswe5jk/PaY+CVCQAuhNWFmINAgXLrVyhvAxN2f3DlymEixYbE7NQfKHrZ/uuvvzBt2rTL9kWbhsRgS8ffDzliyInnkovR2q6V3RqtXXrBp69AGvu+nqvo+opKKnnj2wF1D198tBS7Mzrff/89Ro4ciaFDhwIA0tLSsHr1auzatQvAha/ar7zyCp5++mmMGTMGALBy5UokJiZi1apVmDx5ss9l9ncmaSX1KwmZoK/55UQlJuWm496cdLSNDUNFbSNe+Ox3zh1RpIZfxHLMI8zcDHx5GviO0+Fbcz/Zj20+iMUVW3xk9hFXfLqQbGqu9TXsON27rkmDNSQIr2054mUfCy/G6tLn84Xa6TG+6DKZ9qNUt1qEHyltY5Q1xJ1cdXJee8we1hXPbdyvq23QsvLpq39mPJ4Z2hnAJf0K6fmdib1hs5ixdEIvWEOCsOCLP9x2YLOYUZjfB3M2HMAvJZWceRu4YsWZ/WGzmPF/k68VbJOYDTHt2gjx/TSK3MhvvPFG9w31cqLa7sDRsloUlVTi6NnagHJXVCq7Vm3290OOFPSS0Zdt92U/q2mXUceSVnIZtX2+Rs+HLy3LJMgnNzcX33zzDQ4dOgQA+O2337B9+3bcfPPNAIDi4mKcPn0aN9xwg/ua0NBQ5OXlYefOnX6RWQ/XajlEWIORy+NGmpsRhwir5/cPJSETzGvoha5dJZX4+fg5LGG9SAHANpnhF1w6LDpZ5XaPZf4/+xyuttPhW9s0Dt8SQqqrudzQMjXX+hLaRjolRWH5jmJ0SY5GaXW914s2cME+vj10Fk/879L5fG2KsAbrErpwXWa8h10p0a1W4UdK5xD6OrvDhSYXhTkb9+tu8/R8w6evbYfLsbukykO/QnouOlmFZ4Z25rSVSbnpWLL5MLYdKZfUP1z9MSk3Hb/9yT1/AOI2xLZrI409RV+2hw4disceewwHDhxAVlYWQkI8H25GjBihiXBGIpAT8iiVXcs2+3LbCaXoJaOv2u7rflbaLqOOJa3kMmr7/IEeth8Ic8nlwBNPPIHq6mp06tQJZrMZLpcLL7zwAsaPHw8AOH36NAAgMTHR47rExEScOHGCt9zGxkY0Nja6/66pqdFMZl9lZOajrtGJ/Jx0UIDHg2BORhzyc9JRd9Glk0ZJyATXNbSrqljMq1hSrZqGJkSHhWDe6Cw8tW6vW4eF24tRmN8HQSaTh6sss76DpTWYNzoLz6zf56H7fu3jdAnfkgvT/XXuyG549uN9yE6JkSUb077kXssli14u9bSN5PdLw2ubj2BSTjoAfvugY3Xzc9I422SzmNE9JQZVdgdmj+iKgg37ve5/QuNLqL20Tmd/vA/3XJSTS7dMd+dDZbVoFe7pNix3LPHJpHQO4bINLtfu3SWVqKjTxubp+SYsxMxri89tPIDPpvXHC58ewD056Vj14wlePRduL8Z/J1+DsppGD1uxWcwY0LG1+1w+26ftpLS6Ac0UxTlPPbi6iHP+yMmIw9yR3QT1wrZruk62jqvsTT73TFT0sn3//fcDAObOnev1m8lkgsvlUieVwRBbETNadjwmSmXXus3+fsiRgl4y+qLt/uhnJe0y6ljSSi6jts9f6GH7gTCXGI2qqirExMRoWuZ///tfvP/++1i1ahW6du2KX3/9FQ8//DCSk5MxceJE93kmk+e+bBRFeR1jMn/+fMyZM0dTWZn4M99KdX0Tpq0u4sxhMG11EVbd19fjfCUhE1zXiO13z1cWwL14OKRzAuaPyUJDUzNnLou6xibMG5UFh6sZdY1ODx2zda9FjKZauNxZZw3rIupFwyUbbV+HOLaOFLuWSxZA+8Vadhy0mH0Incd2NaZfbv6Z1wGhIUGICbMIji8p7U2OCcO/buuBijoHCoZ3RZXdOzZezK1czlgSk0npHMK0DT6ZczLiMDpbmy1E6fnmjTuv4j3H7nChpt7h1u/MmzqjmaIwe1hXVNc3eZ37Z2U9mHtY0e1gnivFTpbd0cvrnEZns9vVnmuOrKl3AAjnbQvbroXc5+WEzmiBopdt9lZfLZ1ATsijVHY92hwISeX0klHvtvurn+W2y6hjSSu5jNo+f6KH7QfCXOIvFixYgLS0NIwbNw4AMHbsWKxZswZt2rTBZ599hh49emhSz2OPPYYnn3wSt99+OwAgKysLJ06cwPz58zFx4kS0adMGwIUv3ElJSe7rysrKvL52M5k5cyamT5/u/rumpgYpKSmayEzjr3wrdNwm31cmdgiEkpAJrmvE9rvnK4tv8XDT72VodDZjyfhsr62KxPTK1v1RkZdSvcNCuNpod7gwc+1er8UPqbJF2yxoJaIHOfrWerGWHQctZh9C57Fdhmn7fm3zEdGtmuS0l2k3bJsRc1teMj5b8liSKpPSOYS2DT6ZdxypQMGG/Yq3xWRCzzdNLuF3tvDQEM72cI1Ni9nTBuh20N4RgDQ74TqHPsY3R47uKbwIwbZrIfd5X3/8UBSzfbkRyAl51GROVHKdGHpuO6EVesmoZ9v92c9y2mXUsaSVXEZtn7/Rw/YDYS7xB2+++ab75XTTpk3YtGkTPv/8c9x000147LHHNKvHbrcjKMjzEcJsNrsX49PT09GmTRts2rTJ/bvD4cDWrVvRr18/3nJDQ0MRFRXl8a+lIDfeU0l8KF9M9ZmaBtmxkL7YhsffcfRCbdx5rMJrm0caMdmUtMtX2x6x46DF7KPsfKNX3DSNmi25lLaXrVspMkjtD1/ZPNcWejTbNB5bfHkUAGlx5kzYtkLrXixvA7uPuM5RKidbXroco2wXByj8sg0AW7duxb/+9S/8/vvvMJlM6Ny5Mx577DH0799fS/kMATvDJNv/nys7p1FQkzlRyXWBht6xUb6qP1D62ah2pZVcUdYQ9xzROzUW0bYQBJuDUFnngKuZ0nSu8LftGplquwNV9ibUOZycW9goLTMQ9F1aWup+2d64cSPGjh2LG264AWlpaejbV/hLnRyGDx+OF154AampqejatSuKioqwePFiTJo0CcAF9/GHH34Y8+bNQ2ZmJjIzM93bhU6YMEEzOQIJuSEQSkImuK4p3F6MFff0wYODMgF4xkL2FyjLF4uH/g4LEWpj4fZifPJgLuZs2C9bNiXt0krfUuaquSO74XlGnO5VqbGYOjADgLd9DOzYGnkdW3vETdPniLmg1zU28cqjtL1s3TJl4NviSmp/SJVJzf0g2sa9hZ6UtsuBK96dnZ1bLM583ugszFy3170AwZ5LaN0zczVw5W1g2wnXOczcD3Ji/oXaK4QvP34oetl+//33cc8992DMmDGYNm0aKIrCzp07MXjwYKxYsaLF3Ujp1ZJdJyoNvZUDF0qTCV0OSYj8nchKy/qtIUHIzYjDdo5VPCP1s1HtSiu54iMsKMzvg7e+O4qeKTH411fCW18oxd+2a2RKq+px4pwdSzYfVrXFEZNA0ndsbCxOnjyJlJQUfPHFF3j++ecBXIiV1jKfypIlSzBr1ixMmTIFZWVlSE5OxuTJk/Hss8+6z3n88cdRX1+PKVOmoLKyEn379sVXX/0/e+8eH0V194+/N8luspuwm5CQiJpAICAXuYRCbUkQxWJtvUO1RdsC0T5axHuroqJ4aSjWCwpoH/sYsd9fxedpFfDSWn1EkWj7KBorFwsEIqElEBKSXbKb3clefn+EWWZn53Jm5sxlk3m/Xr4kOzPnfG7nzMyZz+d93jFlj22rQGkJhJqSCbFrAKD+ikkIMlGEmBh8MotQRi2OmlkWIqVjiInBAaiWTaleNOwtN1fxt4XLcThw23fGwpWThWyHA49efjZ6+2KC8cGtm47FEwgxMXhc2aKyeFzZ8LpdWLqhSVAeLfpybRuJxpL9ydXoyvlDTiav20nlfiC38E5zbAn5zeeWj+PD3b1Y8cYuTCkvxKKZIxGJxlHoduLMQjfyc3NQf8UkhPr6bc+vtY7GE7j7onFw5WQhzMSQ50yNE/75PrcTRR5XCveDmrmAqy8jsxBk5McdRyLBLXUnw/jx4/Ef//EfuP3221N+f/LJJ/G73/0OX331FTUBtSIQCMDn88Hv92tKRzvc3Yute4/hzS8PC6YlyNWmmInD3b2iq3nDZViq1VyXCfCHmLQbAAsjfEmzf3+IwZ1//IfgvoK1VcX49bzJOHOoR/R6o/1s1biiIZc/xGDpy02YUlGIptYuXeYKs2PXyvCHGPx55xGq87Se9qZ1f+Ji6dKlePPNNzFmzBg0NTXh66+/RkFBAf77v/8bq1atwueff06lH6Ogh41skMEfYnDzhibRRciBMNdYSUetssjNVb+5agp+8cd/UJ3LpGReOW8S/vxlG7Y1i8vzyz/+Q7PtWRkml2u/78r5gJYNrRR3QiC975HqYYa+RvRJen9S9WX7wIEDuPTSS9N+v+yyy3DvvfeqadLyOL3QjekjirDstR2Cx61MfqSVOXEgkhCZTWRFs/+OHgb/+1U7Pt7fKcjgyMiQYxjtZ6vGFQ25OnoYyS1SAO3xZXbsWhkdPQxKh+Sq3uJIrM1MsvdTTz2FkSNH4tChQ3jsscdQUNBPYNXW1oYlS5aYLJ2NTILZKd5GwEgd5VKPtcrCn6v4KdXHg/TnMimZp1UUSj4zByNRwWvnji/FissmoqOHwYGOoGyaNivD1x1BzfddOR/0hKNUbEjqa7PKl0jve6R6mDGXWGn+UvWyXV5ejvfeew9VVVUpv7/33nvUWUOthB7eHph8WJn8SAtz4kC4ofJhNpEVzf7ZtsQYHL8zrlS2DaP9bNW40ioXf+sJMWiJL7Nj18oIhPuo2z7T7O10OvGLX/wi7ffbbrvNeGFsZDysujhKE0boSJp6rEUW7lwllFIttN0SF2rnMjGZD3QEpeXt7cOoYQUp13rdTriys3DPazsUpWmfXujGEX+vZH+k+kn5oKm1i0ofcv0A5pYvKbnvkcasGXOJVeYvVS/bd955J2655RZ88cUXmDlzJhwOBxobG7F+/Xo8/fTTtGW0DGjXL2UK4Q4XmSizEMwm6qLZv9m60IaSGFN6bmeQQTSeQDyRQCgShc/johrD/K0nxKDFJ2r9rWXs+kMM/KE+ROMJ9Eb76/lokI7RhD/EwO3Mpm77TBxf/+///T/853/+Jw4cOIC//e1vGDFiBFavXo3KykpcfvnlZotnI8Ng1cVRmtBTR6VbeqmVhTtXCW17pOd9SUhmb5402zPbH/dasfRlku3PfG56ddBiPqB9PxDrx6ht4MSgVE/SmDVjLrHC/KXqZfvnP/85TjvtNDzxxBP4n//5HwD9ddz//d//PaBv5DTJnTKJcIdFJsosBrOJumj2b7YuNKEkxpSe+8DmnYJ17TRjmL/1hFjtmBafqPG3lrHb1t2LQ10hxOIJrH2/mRrpGE2w+k0pL8Tpvjyqts+08fXcc8/hgQcewG233YZf/epXSVK0wsJCrF69ekDfo60EvRemB8rCd6ZBjd3VlKII9cO2JdY3d66qLi9My3TT874kBDVzp1Jbce00NJ+sPy1jh0Qnte1zr3O7srFtX4cgu/rnrV3oDOpbvqT1vqfHjiAksOq8qIogLZNAm1yFGolShhEcZaLMcjCbqItm/2brQgNKYkzNuVMokKeQ4HB3Lx7cvBM/FHmxp+ETJf7WMnZZwrFEIoG3drRZkhySq5/HlY1110xDnjNLcGHgMZW212t86UH+NWHCBNTX1+OKK67AkCFD8I9//AOjRo3Czp07cd5556GjQ/hB1qrIRII0vRemB9LCdyZBrd2bWrtw5bMfix7ftGQmplYUifbjcWWjYdEMrNvSnEI2JtQ3O1f96JsVWPKHVDJEbmq5HvclPqR2hhCbi5XYStRO7zcLbh01nMPGrmXsiN0PHps/GXFAVft8uZ69dhp+8cd/CPqrpqoYD19+NkYPKyCSVy3U3vf02BGEVF6j50XS+5P9sq0C7MqJ2vz//e09uODJraLH37tjNkaX6juIlCITZSaBVl9aqX+zddEKJTGm5twXFk7HdS9tJ7pGK9iU9Vg8oWirDaV9kPhby9jd396Drzv76+6Msp1S8PXzuLJxw+xROP+sfq6CSF8chR56+2zTHF963J/cbjf++c9/YsSIESkv2/v27cPkyZPR2ytd12g1ZNrLtt4L0wNx4TsToMXuSuZgoX6WzqlStFDsDzFo84dx0dPb0s5nv5ReMmk4wn0x3Z4VWD3YLcbYL7O5OVloPxHB988+TdP9SswfHlc2ll8yAdNHFCEYiaboR3sXGKGt9dS0LyTXCwuno+lQt6jfZ40pwVoDxrrS+54eO4KQymnGvEidjXzo0KHYu3cvSkpKUFRUBIfDIXru8ePHlUmbYZDK/ydJYSAlHlCTRqQXhGTmprd0BhngWI9lUjZIYXYtB43++XFSWZKfkak6Sgg52HPFUqyCkfRzSYmzaOgm51e5PkjHPskLrhaCLxLCMQAIRvoMTd/i9hWNp64Xh5gYnnp3H556dx+A/i8hY8q07+ts9lxBisrKSnzxxRcYMWJEyu9/+ctfMGHCBJOkGjzQm70+09jxBwq02F1JSq5QP0Ip4VJ9s/8W6jPExPDloW78rLZS1zjh6iEk+zdHDhXsn9RWYv4IMTEse20H3rtjdkq2gNQ1gPKxI3Q/2N/eo6p9IbmaDnXj26OKRf2+zaCxrvS+p8eOIKT9WnleJH7ZfuqppzBkSP8Dy+rVq/WSJ6NBmsIgRzzgdTs1pRHpAb7MQkyXRspjox9mpM3o1acSQg5vnlM0BmuqivGDaWemtStHDiM07gD69pTrg/bY10Lo4s1z4nhQmuTG48qG1+1KW1XWKw759nlh4XTJ861IYKYnfvnLX+Kmm25COBxGIpHAJ598gg0bNmDlypX4r//6L7PFswyULg6Rns9f3OIvCDLRGPwh9Q9+ei98Hw2E0RVkEAhH4XXnoMjjQpk3L+UcNQtrNBfjtLal5noti5Y+z6ktiLZzvvQCQHmRR7Afrk89LulHdW7frG49kT48fPnZeGDzTlO2lpKzF7tA2x3qQ6gv2v8BLwGE+6JJuaVs5e+Vvi8J+YPP1s5fqI9rTPQl1Zlvb6HrGhpbUDu6RPSDQkNjiy47YWiNB7EFej0+zkktuvNh9q4hxC/bCxcuFPy3jX4oYQ6UW7nLz83BL/74j5S26mor0+ofxNrXA3yZhZgujZTHhjlslXr2qWT1v6TAheWXTBCMwY+aO/HA5p1JWUhJy4TGHS3dWMjZ7zdXTUk7rnXsayE6KSlw4ZOvjyORSIjabvklE7B8086UhQAl8imBkP2MJv2xOhYvXoxoNIq77roLoVAI11xzDc444ww8/fTT+NGPfmS2eJaA0kU1JedzF7f0WJTWc+G7tTOIZRt3pIyl2qpi1F85CRXF+QDULbbSXMTU2pba67WyULNbEHWF+rB80w5RXwktJJMuKAot1C6/ZALuu3g8epn0lHE9F5el7OVxZcPnduGrIyfw/If7cc05I1Lu5R5XNh66bCIeunwiHti0M8VWc8eXYvklExDuk864EvIHK5PYmNFaUyyns9ii9H0Xj087P8TEEInGRT8oPLOgGl433YVkGvEgtECvxzyYaYvu0p96JBCPx7F37140Njbiww8/TPlvMIIkhYEFu8p57piSlPPYFceecFQwjUguLUNP8GU2Wx4bymIuE/qUGxf8NLlpFWQxyLa7py2AxTWVqKkqFmxfaNzR0o2FnP26gsIphFrGmhK7Cl173thhqCotwNLzq9JsN2tMCaZVFKa9aCuRTwmE7NfQ2CLp18G46Pezn/0MBw8eRHt7O44cOYJDhw7huuuuM1ssS0BuwcsfYjSdzy5uAfKL0vxrScBtn2YfRwPhtBdtAGhs7sS9G3fgaCCs2BaAcvtJQWtbWq7n250LJYt6yzfvxDYJXwktJLMLilJ9C+nGplT/6q2vUFmSj9GlBSlftGn5RQhS9lp+yQR8vL8Ta7bsw4TTfWnxG2JiOHg8hPs3pdvqrOFeLNu4Ax8f6JS1iZhMYmNmm0bd5XRevmmnoL0/b+0WvC4aj4t+UFj/UQvyc1VtKCUIWvFQUuBC+4lIim9oz4NSi+5CsMKiuypP/f3vf8c111yDgwcPgs+v5nA4kluNDCYoTTGS2mi9qbUr7XrSelM9wZW5Uya11OyUjcEALWltVu1TalzwEWKk5xmuLKcXuvH4VVPQGWSw4tKJgqRlQuNOrD21kLNfIBxN+43G2FdiVz6GF7rhcWXDH+rDI5ednbbP9oGOoGb5SCFkvxATwy0bmlBXW4n7vj8eTDSekQSBeqCkRPjBbzCDXbAh3VJHaS0gN2VYaa0tCbjti23xxNVtb3sPhua7JFM2/SEGx4NM2sMw2870iiJ0BRkkAMV1kTRrKZW0JZQOq0UWvt1ZKFnUI+l/dGkBplUUYtlrO5LHGhpb8MyCagAQZBH3eVyK64X1rnEVs9fc8aWYVlGIf3X14qPmTtTVVAqOEbGxw/7e1NotaJNZEv5gZfq6I0h9XErpfO7JRWmuT7l45M3d+PMts/Crt3bjrOHe5Jx0mjdPdKG9sbkTPeEoylRwRnJLDQo9LjDROPpiccl4YJ/55VLM2QX6ypL+TJim1m6cN3aYYntLpbOLLbrz44HN7JhWUYgDHUF43YxpvFKqXrZvvPFGTJ8+HW+99RaGDx8uSZY2WKAmxUiMeECoLal6U48rG0UnJ9tAuA8+txP5uTnoCUcVETCRBGBS5vYeyfPkUjasuhdeJkFrWptV+yQl5FAqi1y7Rugm1gf7UDskL31KFhr73IfpvngC+wnqn7QSfPXFE8nxemahO9mWN0964Y1mHMr5KMvhQAIABvEtqbKyUvKefODAAQOlsR4C4T5Jvocrq89IO18KQotJ7OLWXpn7pNqFKKmFb6Upm4e7e/HA5p342axRgu28/H8HMbW8EI+8tRvXnpNKukeiD80FWtK2xNJhb7lgjCZZtCxaKpGfv5DMXVCsq6nEkDwnivNdKX0rtbMRi/V8e3ndTriys7Dn6InkIrLYYrLc73ybsEznFUM9kttSnV7oxhG/9I4MWnQXixGpRekQE0NPmMGDl07Este+TI7bZ6+dRl1Odmx8drALzyyoxmN/3YOm1m40LJwheo3HlY0E0pnWxeYUdoF+5RWTEEskFC/Iy6Wzkyy6R2NxeN0uLN+0M2WRwyxeKVUv2/v27cOf/vQnVFVV0ZYnY1FS4MKsMSWCK0OzFKYwCNVYitUlsuRJ95+smZTaR1GMgIl/XK2M3Lak9LX3CKUDLT7IpD6NksUI3YT64I5ZAGnjnD/2jSYnlBuvRsaEnP1sskbgtttuS/m7r68PTU1NePvtt/HLX/7SHKEsBG+eUzSt8aPmTqx4fVfKljpqF+F8HheGyryEaVmIElv4VsKnwqZjTikvRAEvJZVtp7qiKNleXU2lYn1oLmKStCWVDnvj7NGaZdGyaElqC6HzQkwsOb8JbbWo1M5GLdZz7cVuz7Ro5sjkIrLYhySS37k2YfHeHbPlZXLrNy4B4RiRX5R2YdnGHSlp83Kkrkrl5I6NpXOqkuN66ZwqxCTI4epqK7FCovxBiJeF/Zv1N6keJLxAYrHLxsOVU8/AGYXu/sUBA7hkSKCqZvucc85Bc7NwSsBgxk0CNY01VcW46XxlixJCNZYNjS24ec4YzOLVdSy/ZEIKS7HcjfZoIEylLkNtHajedUKDCVpqcTOpT6NkMUI3oT64Y1ao/pg/9vWoAxUDyXg1Mibk7Ccm42DCrbfemvLfL37xC/zhD3/Aww8/jD179pgtnukoKXBh5ihhQj3g1JY63PPV1urSqvOVAr8PJRwPbDpmdXkhjgTCqOXMO2w73PbU1EXStAFJW1Lp0R8f6Ex7hlIrixqQ2kKNzZReY0Rs8sH6pulQN44GwqipKhaNqaZD3SnxKPe7ErnN0F2uT0YgjZt2HTJ3bHDHdXV5If4mUQM/c1Rx2os2CyleFq6/SfUgKW/QOg+YwSul6sv2zTffjDvvvBNHjhzBpEmT4HSmrjJMnjyZinCZhI4eBnXrP01LaWk61I269Z/ijaW1ih46xVJR1vJ+iycSKSkScjViQgRM3ONKalXUpFRZfS+8TIPWtLZM6dMoWYzQjd9HnjM7OWaFUuNGleRjuC8vOfYj0fTVfBa0xxDpeDUyJqTsJyXjYMf3vvc9LFu2DC+++KLZopgKn8cFl8wXI25ao5ZaXRp1vnwIlWBx+1DC8cCmY0aicTyweSf+cP238Mibu9DY3CmY5ktSO6ynDaTaemx+/3PncYnFtYbGFrxxcy0een0XNX8oAakt1NhM6TV6xKYc2HhraGzBumumYen5VfjdtgNYfDJj4qPmzmSJVO3oYlw59QyseGNXyj1oT1sA9VdOwv2bpLc0k4JeukuVR8r1eSQQTmtPzXiTAjf9mjuuI9G4aF81VcVwKpgvhfoTa1uovp6kvGF0aYGs/4zkkiGBqpft+fPnAwDq6uqSvzkcDiQSCdUEaStXrsS9996LW2+9NbmPdyKRwEMPPYTnn38eXV1dOOecc7Bu3TpMnDhRjdi6IhDuE0xpYaHGsWLpStzf+KROcjdaIQImLpTKqTSlygxSr4EOrbW4mdKnGGjLYoRu3D74Y5g/j2xaMjPlhm0EkRsLJePVyJiQsh8f9pzSjz/96U8YOnSo2WJYAkUK07u1LCbRXIgSK+lYNX9yso9IVPr5i6sbm46Zm5OFjh4G1/7X37Fq/mTc/b1xyDpJfMBP2xVbDJTSh6YNxNoKMjHZlNUQE4MDMHWxmNQWamym9BqjF87ZeAsxMdz08ue4YfYo3PadschyAPdfPAEOB+DMysKK1/u3+2JfvH8+ezRynVkodJ+qU9cqN23dScojpfoUInzljrflF09AuC99+zYl4KZfc8d1bk6WaA1806FuQS4ZLsTS2bn+Fmq7alhBWn09aXmDnP/M4DSSgqqX7ZaWFqpCfPrpp3j++efTvog/9thjePLJJ7F+/XqMHTsWjz76KObOnYs9e/ZgyJAhVGXQCiHHqiEx0tovO4DEmFa9bnWDhhZIB4AcgRoJwZpZJGw2+ZsNJbBqrZ3avoyOf/6+xvx5T+7FaqChuro6hSAtkUjgyJEjOHbsGJ599lkTJbMO1PAMaFlMorEQJVXScffJGsTRpQXwhxhi3Vg7cHkhrntpOwBg6ZyqlDRf9osUdzHw3DElxLWPNBfj+G1xbTOlvFCQ34aVt/jkfGTmPZm0fzVyKr3GSFtwx12IieGpd/fhqXf3Aej3zW+umoJf/PEfyZRlNtbWbmlOizUactPSnaTOWE5usTkpxMTw5aFu/Ky2UrOs3D6445r7b/4Hw3PHlOAn3xqhipeF728+p8qak1+7xa6R60vKf1biFwJUvmyPGCHNSKkEPT09uPbaa/G73/0Ojz76aPL3RCKB1atX47777sO8efMAAC+99BLKysrw8ssv44YbbqAmAw3wHWsUaQ+/36ZD3ZgzbhiuOWdEWt+1VcX40fRyUwOQZADIrRCSrCCaRcJmk7/ZUAqlNwWzCcmk+jIj/lkZt59kVx3sRGlXXHFFyt9ZWVkYNmwYzjvvPIwbN84coSwGM1JotYK0pEOJbuy5D27emZLKC/SnfjYsmoH/4qX5SrVnFri20Zp6ay+W6we52OwJRzOyzJBGeaQRcxK3D+44kRszZd48VbIZUQ5BoqsV5nhHgr9RtgR+//vfC/7u8/lw1llnqbqRL1y4EEOHDsVTTz2F8847D1OnTsXq1atx4MABjB49Gp9//jmqq0+tflx++eUoLCzESy+9RNR+IBCAz+eD3++H16tiQzoFONzdm3Ts0jlVaGrtEl1dpcmEx+3X48rGK//xLax6+5+Cfc8dX4oHL52IezfuEAxAqS0TaIErL79/jys7bXsB7jnJlU+R4+xKmVQberEQskybRvdrI/MhNSaExqTS842Qzcz4P9zdi617j+HNLw8bMufSgpH3p0yFnjZiX6zM5p4gQVNrF6589mPR45uWzMTUiqLk30p084f6txCLxROIxRMIMTH43M7kYprYMavYim8bfobLyGIPzuBsVygGe7HcGIjFptIYtwpoym3EnMT2EYz0wed2gYnF0ctEk/8ORqKCfauVTc11tOygtz1J70+Kvmzfeuutgr/39PQgHo/j+9//Pl5++WXiFO9XXnkFn3/+OT799NO0Y0eOHAEAlJWVpfxeVlaGgwcPirYZiUQQiUSSfwcCASJZaIBbQ2AkiRG/dsGVkyXKRvruV+1Y9v3xlq1Z2t/eI7lCSELwBsCU1VGb/M2GWli51o60LzPj//RCN6aPKEohizSyfyvB7/fj3Xffxddffw2Hw4FRo0bhggsusF/mBWB2OrESKC3pUKKb3LlWtxHfNvyU1ffumE30cE+aCmxDG8TizWp1tqSgKbfRnDFWvY6WHawyxyt62e7qEiaiicfj+Oyzz3D99dfjoYcewuOPPy7b1qFDh3DrrbfinXfeQV5enuh53NozAEkSNjGsXLkSDz30kGz/eoF1rNGkPUoIgwK9fRg1rMCSNUtyhEwkBG9yqRp6ESbZ5G82tMDKtXYkfZkd/z0RuuSPmYj/7//7/7B06dK0RWafz4ff/va3+OEPf2iSZDa0wmo1iFYCDdvYi+XmI1NjPFPltmEcVNVs85GVlYUZM2bgiSeewE033UT0sv3ZZ5+hvb0d3/jGN5K/xWIxfPjhh1i7dm1yP9AjR45g+PDhyXPa29vTvnZzsWzZMtxxxx3JvwOBAMrLy9WopQlmrtBl6uogIC+7VyUrotJz1ECt3e0asX5I2cG2kfXBj/80sjJXdnJfboC+T8XGHytHnjMbTa1dAzZ+Pv/8cyxevBjXXnstbr/9dowbNw6JRAK7d+/G6tWr8ZOf/ATjxo3DlClTzBbVBgekZKA9kT48fPnZeGCz+i2PzIARczeN+kxai4Vq9VUSB4UeF5hoHD2R6ICaz4T86HFlY/klE/CNEYU4eiKCtkAYoUgUPo9LN73lbA1Acvs99p4zc1RxP9N/kEnqJ9enFZ9xrCxbpoDKyzaLqqoq/Otf/yI694ILLsCOHakpf4sXL8a4ceNw9913Y9SoUTjttNPw7rvvJmu2GYbB1q1bsWrVKtF2c3NzkZubq14JSjBzpSuTV9nkZC/KJ9PNDP3V2N2uEeuH1JY2CcC2UQaAG/9SBJF6+VRo/BlFVGkFrFmzBldccQXWr1+f8vu0adPw+9//HqFQCE8//TQaGhrMEdBGGpSSgbIvHvddPB69jLZtgIyAkfc3raU1ND5SqNWXNA4+O0kC+dhf96QRWQ2U+Yzrx2CkD163C4++uRvDhuTixY9adNdbytYeVzYaFs3Aui3N2NYsvP1eZ5BBAsCKzTuJ7zlWfg60smyZBOmdyhVi//79OPPMM4nOHTJkCM4+++yU//Lz81FcXIyzzz4bDocDt912G+rr67Fx40bs3LkTixYtgsfjwTXXXENTbF3ArtCdO6Yk5XcjVqHN7Fsr5GRnWRGldDNLf6X9ytWI+UOMLnJaDVJ2+GDvMdz9J9tGmQBu/NfVVqY9GAH6+lRo/EnJMdDi56OPPpLcpePGG29EY2OjgRLZkILc/H80EE47HmJiWPbaDvzqra9QWZKP0aXmloNJwYz7m8/jwujSAkytKFJsG3axTggki/Rq9VUSB4NlPmP9OKI4H8s378S4072G6M31hZCt62orsWbLvpQXbVaOu1/9EgBQnO/Citd3Jbcvk5PVys+BVpYt00Dly3YikUBTUxPuvPNOXHrppTSaBADcdddd6O3txZIlS9DV1YVzzjkH77zzjuX22BaDkSRGVupbK+RkJ9HNLP2V9GvXiPVDyg6lQ3LTbmwsBpONMgVs/Lf5w6IEkXr6lD/+8pzZhhFVmo3Dhw9j7NixosfHjh2Lf//73wZKlHlQki7JPdfndiI/Nwc94ShxqqXc/E9CBiq0gGuVdE8p/bYf7EJ3qM8QWf0hBt2hPgSZKIJMDIVuJ0qH5Kb1JZWK/tj8yQCA/e09ovJy9U0roXFmozvUp+o5gBsH1eWFovOZGpvqVbpFKw5Z2yyaOdKQeZzrCyFbS9n/w30dSdZ+JeOW7VMoZj5v7UJnULlutO1PqosNcSh62S4qKhIkJ+vp6UEsFsNFF12EFStWqBbmgw8+SPnb4XBgxYoVmto0G2Yy4ZH0baWbMxck7KhyciqxPU07kPZrNqGUVSBlh0g0Lnmt0TbSa7yItUurP6PG+al+xMnK9PapErLIgTTGQqGQJNlobm4uwuGwgRJlFpSkS3LP5ZYqKElxpUEGqlZ+IyCmH2uv+zftSPn6p4esbd29OHg8hDVb9qX4ZtbJbDN+X2KL5UEmlratIV9eVl+x0hWxPpXEgdjcqcamepVu0YxD1jZGPQd0cb7UCvUpJYfHlY0EgNbjIck++LIGwn2iMVNTVYwrq88glL4fethfDAPp/qk3FL1sr169WvB3r9eLcePGYfz48TRksmEQrHZzNgtm2SGTiexoQsoOuTnSlS5G2kivOBFqd+740v7azE07NfdnVHxz+3lh4XTR84z06WAbY3/961/h8/kEj3V3dxsrTAZBybZP/HPlUnvFtoySJQN1Sz+e5eeeOm7FbavE9FNrL6Xwhxh8sPcY3vzycFpf2yT64i+Wk9qW1VdMP7E+lZDCis2dSm0qV7r15y/bBFOl5fxDOw5Z2xhxz/CHGDCcl2mhPqXkqKutxIrNO7GoplKyH76s3jynqP8+au7Eitd3YS2h3fSyvxgG2v1TTyh62V64cKFectgwGFa8OZsBM+2QyUR2NCFlh/YTEUvYSK84EWv3rOFeLNu4Q/MDqVHxze+n6VA3aqqK0+QHjPXpYBtjcvdoqW0zBzOUpEvyz5VLLRVLtRQj9Lth9ijMHV8GV3aW6BiqqSqGK/vUg7+adE+92a3Fxp5ae/EhlwLd5g+jdEiuoP2U9EVqW1bfaRVFivRTQgrbdKgbc8YNw4TTfSnpxt68nJQ++SnJbYH+jBaxGOZCS5kP7bTjgrwcfGd8KQBgVlWJoFy05vGOHgYfH+hMjjmhe5jUfW3mqGKs3dKMKRVFaeeUFLiwav5knObNQ2cwgr4jcRR5XCjz5qGkwJW8VgjbFJSM6GH/WWNKBNu02v3zaCCMrmB/Vp3XnZO0r1WgumY7Ho+jubkZ7e3tiMdTUyvOPfdczYLZ0Bd2LUY/zLQDje1KBgKk7HD+2GGYPXaY6TbSK07E2qX1QGpUfPP7aWhswTML+neR4KfWGunTwTTG+PdhG+RQki7JP1dtiis/Nj2ubKy7ZhrynFn41Z+/wk+/PRKLT34l446hmqpiLK6phL+XAZCvWH5AmnEZoJP5Ijb25ECSmkqSAr3gmxVU+iK1rc/T/0KlNI1Ybo5iSWHvefVLvPJJK/5w/bfw8Ju7Uu4P3Ewikh0Y9Crdopl2fLi7F796azd++d1xWPX2V1hYMxJxJNLilNY8Hgj3pdy3hO5hDY0taFg0A1kOR1rssV+9+deVFLiSPuPKXltVjPorJ6GiOB8umS/3pCUjt1wwRlE7Ujjc3YsHNu/EwpkjEU/oZ3caaO0Mpn2c4NrXClD1sv33v/8d11xzDQ4ePIhEIpFyzOFwIBaLURHOhn6wazH6YbYdMpnIjibk7GC2jfSKE7F2adWoGRXf/H5CTAy3bGhCXW0l6moqMSTPieJ8lyk+HWxjLBgMIj/fGg8YmQIl6ZL8c7WkuHJjM55IYPvXx/HmjjZ81NyJuppK3MwZQ5FoHLk5WWg61I1bNjThjaW1quTnZqEsnVOla0q30NiL854ZpWQVAmkK9KKZI2XlI0mDVWJbjysbsbhy/UhJYbtDfbh/U3rGExckKeV6lW7RSjtmfTylvDD5kvr3A8dTxkKh24nRpQXUvl5685xp961oPIG7LxqXTC8vOpnBsFbAVx09/fXe/DbKh3rw0Bu70vzR2NyJezfuwBNXT0WRzBgTG79cfLivAzfOHk3cjhS4fXy8v1NXu2vF0UBYMAuQa18ryKrqZfvGG2/E9OnT8dZbb2H48OF2ahqsSTQmxcJp12L0g4YdtPreTBI9K0HKDmbbSG2cyKVqenkPamzq37Ahuar6oyW3Ugj1E2JiyS8r790xG6NLCwSvdTiAnGwH2k9EcKAjKDiG7DFGjrKyMlx99dWoq6tDbW2t/AU2FJUb8M+VSi0lSbVkY3N/ew9KvXnJdpoOdaO6QjjDRU4mqXPlGJdZ0Mp8EaqB1lLaQZoC3XSoG6f78jT5BlBuW24qMh+zJPokIYXt6GHStpQCUmOQxKd6lW7RKtsRYiHn3k9YvHfHbJR5iZqUBVd2fj/njilJW3gS8hV7PVfWN26uEV0caWzuRFeQwXBfnqrxy8fHBzqppH1z+9Db7lrRFWRk7WuFl21V+2zv27cP9fX1GD9+PAoLC+Hz+VL+G2w43N2LpRuacMGTW3Hlsx/jgie24uYNTTjc3WuaTG3dvfjqyAncu2kHvv9MI6767d8w96kPsfSkXFr3lBwo0GoHK/reBn2oiRM2Ni5d24hjPQzu3bgDc5/6MCVO8pxZOHdMSTL1r6m1C9e9tB3v7D6KmqpiRf3RklsNlPZDYht2DNljTBk2bNgAv9+PCy64AGPHjsWvf/1rHD582GyxLI+HLz8bs3gxLJQuyab9svHe0NiCxTWVqOWNV6WploFwX0pGC9sufx4gkUnqXG4Wihm7PSiRVQikKdANjS0Y7nNj6flVaTacpcA3Sm0r5reaqmI8dNlETYsXYrqzfc4aU0LkUymdzh87TLV/tPqWhdEs5IB22cWuD4alM30D4ajq8ctHQ2MLVlw2kZr9xWClzFe5XRvkjhsFR4KfB06AOXPm4K677sJFF12kh0xUEQgE4PP54Pf74fXSX4rxh5i0LSFYCK2GGQF/iMGfdx4RZOHkyhVkYqJ1QsMHGRu5GjtY0fc29IOSOOHGxtI5VWhq7RIci3PHl+LBSydiW3NHyniV2k5I6fhUG99KQdoPqW3OHVOC31w1Bb/44z8G7BjT8/7U2dmJ3//+91i/fj12796N7373u6irq8Nll12GnBzVdC2GQ+97OLd+mc0sAYAzi9w4zZsnybzMppJ6Oftsqy1V2N/eg687g7jupe3J3/hEV6NK8jHcRyaTmAz723twwZNbAfTX+nL740MqI0UrSGQVAld+Pvj6sIRz55/VT7IV6Yuj0CO8zzYNeVnZ+H5j0//nVZ+BUcPU21NKd48rG3+5ZRZ6+2K46Oltom1wfSqlk1r/aL2Wq6cZ8alVdv71fbG4pD/evnUWxg33EvctFQMAsOXO2Sg+SZam1f5i0HNeUIp/tgWI7asHSO9Pqu64N998M+68804cOXIEkyZNgtOZmkI4efJkNc1mJKxINNbRwxCxcI4uLRhUtYxiUFvTaUXf29APSuKENFXz3a/asez74zF9RBGWvbYj+Tu/7svndibrxZTGlFE1y6T9KElj7QraY0wtiouLcfvtt+P222/HmjVr8Mtf/hJ//vOfUVJSghtvvBH33HMPPB6P2WKaCn79I59Qas1JoiMhCKX9akmtLClw4ZOvj6ekIHNTOEkWl0jKJbjpslpT4LVAbWmHkhToEBPDU+/uw1Pv7tO8OKfUtkKpyD+rld4WSg5Suk8fUYRCjxOFcBKnJOtVuqW1bIfV04z41Co7//qjgTBqq4rRKKBDbVUxivLJ/MFCLlW/+GSJFQ37Z8IuHkX5LmL7mglVL9vz588HANTV1SV/czgcSCQSg44gzYrpFvx0NCFwGTTth1V1drCi723oC9I4UZKqGejtg1B6EfdBe9OSmZpWko0a5yT9KLKNTAqYPcbEceTIEfz+97/Hiy++iNbWVvzgBz/Addddh8OHD+PXv/41/v73v+Odd94xW0xTYaUFU5/HhfPGDkNlST+5HfcFQ0naM0k/9VdOwrKNOyR3DbAS2zAXUuzdZu9eoffuB6TtZ/oODKyeD27eKcjIr1YXM7iVyrx5qL9yEu7duCPlhZBly1ZaT6x3jBnVBy1f0LavXlD1st3S0kJbjoyFGAERm0aU58xGU2uX5oGtJDC9eU4cDzKS7dEmQKM5iVmRbE4IQr7npo/1xRPYf6zHsvLrAbN8p7ZfveTlxoYWdlcl59CGFWzjzZO+RQ0WIkcleO211/Diiy/ir3/9KyZMmICbbroJP/7xj1FYWJg8Z+rUqaiuFv9qO1hgtQXT4YVueFzZqL9iEoJMFCEmBp9bXdqzGA5392LFG7swpbwQi2aORDSewH3fH4/sLAd6mVhGZLhZefcKvTOJSNofCDswnF7oxuNXTUFnkMGKSyciFk8kx4MaXcS2y9K6xR0JKorz8cTVU0/tA52Xg6J89ftAG+FfPfug7Qva9tUDql62R4wYQVuOjIVQugXJPodKoDQwhdLRuKCdBkJz4Jg5ISoF3/e0/Z5pMMt3avvVU141qZpWStuyim2K8jMnnc0qWLx4MX70ox/ho48+wowZMwTPGTVqFO677z6DJbMerLgrh55ZKNy0+f/9qj3lWKZxIOiVAk0DevdP0r7ZNqABWjpIbZdFY4s7EpR586i+/BnhXz360MsXtO1LG4oI0l5//XWi8y677DLVAtGG3uQqQDoxkBzpj5JgUkvC1dbdi4PHQ1izZV9aOtpjFImRaJKEZSLhGNf3NP2eaTDLd2r7NUJeNja2H+wiIjszishMDlazjVXsogf0uD+FQqEBVYut5z3cH2Jw84Ym0cWcgTZnZxLxkQ0btGDHvXUw0HyhC0HaFVdcIXvOYKvZBtLTLfKc2dT2rlRbU2ZEOpoW+fRuyyhwfR+Jpu9HyMKq8tOCWb5T268R8nJjIxjpQ/0Vk8DE4ghGopZO/bOabaxiFysjEAhI/s2FXovOmQgjahOtBKVp81Ys6aItk9VKkAYztNpU7HqrlYsMZgj5glt+2RlkgAFYfqnoZTselyazGczgpls0tXZJnqtkYGuZJIxIM6E5iWXqhMjamabfMw1m+U5tv0bJq3QMWiH1z4q2sYJdrIzCwkI4HA7JcwYjgSkJBtNijpK0eSuWdNGWyYolSIMVWm0qdb0Vy0UGK/i+GCzll5mz2aZFIbSSJjewvW4n8QpeQa4xBEFqVxRpTmJCg5C7V2WeKxv+kPKvakatQCu1xUBaGTfqZsa3mdrxoYe8A8Wfg/nBJFN9+P7775stQkZjsCzmkG7pY4UaVz5oy6S2PSvaJtOh1aZy1//mqik294dFwJ+D6mor08rIgIE3nlS9bL/00ksoKSnBxRdfDAC466678Pzzz2PChAnYsGHDoCFQE1tJWzlvkujAnju+FK7srLSaSKFVnMPdvdh+sEt3ojMtK4o09+PjtkVrtcvIFWglthhoK+NG7MsoZLOV8yZh1pgS0fpisX5pyzuQ/JlJe2zSRCb7cPbs2WaLYMMCkFssIk2bt2JJF22ZaJcgeVzZmFxeiDZ/GAc6glR2ZekMMojGE4gnEghFovB5XFQWAK22qKjVt3LXByPRjCwXsZqfaIA/B1WXF1IrvySxl1k2VfWyXV9fj+eeew4A8Le//Q1r167F6tWr8eabb+L222/Ha6+9RlVIK0JqJW3F67uS+77xB/aKyybintd2yK7gse1/dpJACNBnH0ytK4o0a964bU0uL9S82mX0CjSpLQbiyrjetY9iNnvkzd1oWDQDDkBRvzTlHWj+HGx1rMDA82F3dzc++eQTtLe3p5V//fSnPzVJKht6gnSxiCRt3oolXbRlolmCpMcONA9s3okffbNCkDxSywKgFRcVtfpW7vpAbx9GDSvIqHIRK/qJFrhzUKfMNsWk45rEXmbaVNXL9qFDh1BVVQUA2LRpE37wgx/gP/7jP1BTU4PzzjuPpnyWhdRK2rtftWPZ98cLDmzSFTzuebdsaEJdbSXqaioRicaRm5OFqmEFVJh4aawW06x5Y9tq84c1r3aZsTpPYgsrfjWgAT1rH8VsFmJiqFv/Kf5yyyxE4wlF/dKSdyD6czDVsQIDy4dvvPEGrr32WgSDQQwZMiSlltvhcNgv2wMQSheL5NLmrVhKQlsmte0JXUczFZb15RQKHxzE2rbaoqJW35JenynlIlb1E00kfdHeI3keybgmsRcAU22q6mW7oKAAnZ2dqKiowDvvvIPbb78dAJCXl4fe3l6qAloV/l7p1Rh2JY3vvAMdQcnr2FUc7kpdiElnud60ZCZGIF+JyMJyUlotpjmJ+TwuYjtJgatbWv23Mxtx8l3vFEHOFqQ2PxoIoyvIIBCOwuvOwVCPC7k5WapTYIxIn6EVB3xZ/b2MoA8/b+1CQ2MLukIMplYU6SavP8SgO9SHIBNFkImhkMPsb8WvQDSQKQ8mNDCQfHjnnXeirq4O9fX1A2oLsIEMrYzYkWhMcrGI/XpE2ocVS0loy0TSnpBfhK6jmQrLLvwtmjmS6u4m/hCDNn/YkouKWn1rxXjVgoG0+CsHrb4jjWsAptpU1cv23Llzcf3116O6uhp79+5N1m7v2rULI0eOpCmfJXG4uxfhPmlmdq3ETEatLFtxBRugIxfbhliK16yTabFGp+TI6eZzO9HaGcSyjTuSq9oeVzZeWDgdz77fjG0qUsoyKSVJSNZXfnaOoA9rqorxzIJqeN36xanUnvWrbKbTAYGB5MN///vfuOWWW+wX7QwBDUbsZ6+dJnqex5WNBEDEE8PCiqUktGWSau+x+ZMRZGKCflk1f3LadZGo9POgml1ZaLbJxsqCb1ZQa5MmtPrWivGqBQNp8VcOWnynJK7lPq3pbVNVL9vr1q3D/fffj0OHDuHVV19FcXExAOCzzz7DggULqApoNXBTfNQQl5Gu4hi1UmfVFUEacrFtiNV/bzMpJUdOt1xnNn75p3+kyFtXW4m17zerSinLpJQkMVmDTEzQhx81d8IB4Imrp+omzwd7j+HNLw+Lxo/NdJr5sOo8qAbf/e53sX37dowaNcpsUWzIgBYjdm5OlmgfdbWVWLF5Z8oiLUkfViwloS2TWHtA+uIE0G+zu0/ajHtdnjNbsh81u7JI+VRJm9xYWTRzJJU29YBW31oxXtViIC3+kkCN72jHtd42VfWyXVhYiLVr16b9/tBDD2kWyOpg0zvEiMtmyazGkK7iGLVSZ9UVQRpysW183RGkmo6lFXK6+Xv70l7stKSpZVJKkpisDodDcGELABqbO9ETjqLMq488pUNyRfvOZKZTG6dg1XmQFK+//nry3xdffDF++ctfYvfu3Zg0aRKcztSHiMsuu8xo8WyIgBYjdtOhbtHF/5mjilXfO6xYSkJbJqH29rf3yPpldOmpMkF/iKG+K4uUT5W0yY0VWm3qBa2+tWK8qsFAWvwlhVLfqYlrM22qep9tMbZTh8OBn/zkJ1SEsyLY9I4QExMkLqsY6pElLiNdxTFqpc6qK4I05Dq90I0jfmkeATNScqR0O9SVLq+WlLJMSkkSkzXcF5O8Ti8dAuE+WdtnItOpjXRYdR4kwRVXXJH228MPP5z2m8PhQCwmPZZsGAdajNgNjS2iu5bIfSG10vxvFSj1ix67sjy4eScW11QC0LYTDVcXqTixwqLiQNzqSg2MWPzNdFuriWszF9RVvWzLsZ0O5JdtbnqHEHHZe3eQ7XdKuopj1EqdmSuCUoOehlw+t/T1eqePiOknpps3L31YaklT0yMlSUgngJyAR6mspCl1tG8g3jwnjstsTZFpTKeZCKMeDDLVh/ztvWxkBmgxYvMX/31uJ4o8ruQOKGr6GMxQ4xfau7I8ftUUdAYZrLh0ImLxBEJMDD638jb5z6z8j0SjSvIx3Jdn+ryXSbwyRkDPxd+BYGs1cW3mgrqql+3BzHY6GNM79IQRg95Mn6nRryjfhdqqYjRyyNFKClJ/40JOB9r683XyuLLRsGgG1m1pxrZmbX4Uk7XpULes/nrEUkmBC598fdzSqXcDHQPhwcBI/P73v8cPf/hD5ObmpvzOMAxeeeUVe+svC0Ht3Cx0Hbv4f+6YkrQ6bPuZRRnU+oX2riw02uLrwv1IJBQrZiCTeGWMhB6LvwPF1mrj2qwFdenPRSIYzGynbHrHuWNKUn63ShpOJkFu0PtD0ivypDDLZ2r1K/Pmof7KSait6icerKutxOr/3YtFNZWoOfkbi9qqYtRfOUlSB5r6C+lUV1uJNVv2pbxok+ipRNY9bQHUXzlJVAdAeg9FtbHk87hw3thhuHnOmDTby/Ez2NAOo+aIgYTFixfD7/en/X7ixAksXrzYBIkyH/4Qg/3tPWhq7cL+Yz2m35uUXGf2M4tettMTRtnMCNto0UVOPlryk3AXKEEmxpxRoG1rM+APMegMMnjwsomYlSHvYqq+bA92ttNMru2zEowk7jLDZ1r0qyjOxxNXT0VXkEEskcDaLc34+4HjaRwBTYe6wcTkU0hp6S+kE809RuVkFfudhNBGra+HF7rhcWWj/opJCDLRZDofu8+2Df2QSeR+VkEikUgp7WLxr3/9Cz6fzwSJMht6Z1aonZuVXGfWM0smZ6XobTMjbaNGFzn5aMpPk1cmk2POCGQSh48QuP71uLJRV1uJn88ejVxnFgrdLsu+ixG/bNtsp6nI1No+K8HoQW+0z7TqV+bNQ5k3D02tXQCEOQIA4DvjSonkoaG/kE409wNlISar2O96x5I93s1Bpj8YGInq6mo4HA44HA5ccMEFyMk5dXuPxWJoaWnBRRddZKKEmQejUi7Vzi9KrjN6DhsI6ap62cwM2yjRRU6+31w1har8tHhlBkLM6Y1M3laM71/2mVisfMZKIH7ZttlObZBACZFRJg96EtDST6gddkWvurwQffEE9h/rMYRNkisLK0P5UOnVYr3Iy8TkkpLBbOhlA267hW4ncp3ZCPT2IRCOwuvOQZHHhTJvHlE7nUEG0XgC8UQCoUgUPo+LSE49dMsUv1oB7D36iy++wHe/+10UFBQkj7lcLowcORLz5883SbrMhJ1ZoR627cRhddvIydcVpCs/LV4Zq9vVCshk3qlM9i/xy7bNdmpDDkrTdzJ50JOAln78djyubDyzoBovftSS8qXbiFQpVpbtJ/eZf/GjFgCQJRDTO7UrE2JJLxtw2y0pcOEP138L92/+R4o/2Nr+iuJ8yXYe2LwTP/pmBV78qCVtCw0pOfXSLRP8ahU8+OCDAICRI0fihz/8IfLy5BdXbEjDzqxQD5q2s/I2RWKyScls9biSky8QjkoeVyo/ra2urG5XK8CIbcVogT+G/L3C9eTsh59INIam1i7LzRGAypptm+3UBh9q0ncyadCrAS39+O3U1VamvQwBxqRKsbJs3XssKUNTa7fkHoeANHkZDXmtHkt6pbfx2101fzIefnNXWmw0Nnfi3o078MTVUwW/cLPtTCkvVBxbeqbuWd2vVsTChQsB9N+P29vb0xbKKyoqzBArI2FnVqgHLdtZuQZXSLa540ux/JIJuG/TTlGZrR5XcvIJbU/KhRr5adTIW92uVkEm8E4Jja2Xrz8n7TwzPz4pgaqX7cWLF+Oiiy5CaWlqrSjLdmq/bA8+qE3vyIRBrwW09OO2E4kK124DxqTSnF7oxvQRRVj22g4A8nsc6klexpfLqrGkV/oTv91Sb65ghgHQ/8LdFWQEX7bZdhbNHKk4tvRO7bKyX62Iffv2oa6uDh9//HHK7yxxml3mRQ47s0I9aNjOyjW4YrKdNdyLZRt3SC5YWj2u5OQrytdHfq018la3q5VgZR4asbH18YHOtC1gzfz4pASqXrZttlMbfGhJ37HyoKcBWvqx7bCEaWIwIlWqJ5KaRsYnb9u0ZKYpKXNWjSW9bMBvtycs/SIllv7HtqOG7M4I/1rVr1bEokWLkJOTgzfffBPDhw8XvFfTwr///W/cfffd+Mtf/oLe3l6MHTsWL7zwAr7xjW8A6H9WeOihh/D888+jq6sL55xzDtatW4eJEyfqJhNNSGVWPHYya2d/e49gqrDW1Gcrp07Lgbs1z4rXd6V94SXNSqG9kEdiU6lzuMfcrmxB2Uh25xhdWqA4Y0fveDgaCKMryCAQjsLnycGjV07C/Rt3YPvBriQ/DACUF3mQl5NlyYwjsfE6d3wpVlw2ER09DA50BA0dT3r7TUv7Vp1jxMZ9Q2MLnlnQTwTKHqe9G45eUPSybbOdZib0GIz83wty6acVWRlmTnBKU6Xk+lMjDysDl6gtEo0jz5mNz0/WzKiVdyBCLxvw2y3Iy5Y5X3icsu3k5mRJXi8kp5hubGzkObMtW0c1EPHFF1/gs88+w7hx43Ttp6urCzU1NTj//PPxl7/8BaWlpdi/fz8KCwuT5zz22GN48sknsX79eowdOxaPPvoo5s6diz179mDIkCG6ykcLYpkVQSaGpRuaBF8kE0gvnVGS1mjl1Gk50Nyax+gtocTOEfLps9dOE+yHdMFSScaO3vHQ2hlM+xp/wbhhqL/ibEQTwPJNO9JSdFfNn2zJjCO+Xb1uJ1zZWbjntR2Gjye9/aalfSvPMWLjns2i3HxTDbIcDpwI96EvnpBsyyp1+opetm2208wD7cEoVo+0ct4kzBpTIrgaNdDSd8ye4JSkSum1V2ZJgQtzx5fihyfJtLg34tqqYvxoerkqeQcq9LIBv932QCQtzYpFbVUxivKF+2HbaTrULUt2JycDkDl1VAMREyZMQEeH8NdAmli1ahXKy8vx4osvJn8bOXJk8t+JRAKrV6/Gfffdh3nz5gEAXnrpJZSVleHll1/GDTfcoLuMtMDPrJBKb/5g7zH8+cs2bGtWl/ps5dRpOdDemsfILaEAcW4RIZ+KLUwqWbAkydjROx6OBsKCae/v/fMYvjO+A3/ecQTbBFJ07z7Z9+jSAlgNXLv6Q0zaohig/3jS229a2rf6HCM17kNMDFkORzLu9rf3SLZllY850rMCDw8++CAefPBBvPjii3jkkUeSfz/44INYtmwZFixYAJfLmjeBwQi5AeUPCTP7SV3L1iPxf3/kzd246fwqnDumJOV3s9OKaEMPm5JcywWbKiVna7n+jgbCquXxeVxYcdlEwVoZloyLvZ5U3oEMvWzAb/fuV7/E8ksmoraqOOU8lo1cbPsvtp09bQEsrqlEDe96KTmFdJOroyKNdRvKsWrVKtx111344IMP0NnZiUAgkPIfLbz++uuYPn06rrrqKpSWlqK6uhq/+93vksdbWlpw5MgRXHjhhcnfcnNzMXv27LR6ci4ikYhuMtOCVHpz6ZDctBdtFmxao9q2Sa43E7RlZxfyhEB7SyilPmUXJvloOtSdNv+qkVmJ7FrQFWREeT5KvXmaYtkKMGs86d2vlvatPscoGfe05gi9oapm22Y7zQxoqXcSu1asPiLExFC3/lP85ZZZiMYTlkorogk9bEpyLR8kKWh675UZ7ouL3qT519skV/rZgN+uK9uBx34w5dQ+23k5KMqX32f79EI3Hr9qCjqDDFZcOhGxeAIhJgafW15Ovgx5zuyMqKMaiPjOd74DALjgggtSfqdNkHbgwAE899xzuOOOO3Dvvffik08+wS233ILc3Fz89Kc/xZEjRwAAZWVlKdeVlZXh4MGDou2uXLkSDz30EBUZ9YJUerMa3gPStkmulwJpPbLakg/ashu5JZRUMqqQT9n6USB1F449bQHUXzkJ92/aSaWeWe8t1KS28VIay2piSO+6YbO2A5Pq1+PKRjyREOV70No+IK2XkmvN4J5QMu4zZccSVS/btNhOn3vuOTz33HP4+uuvAQATJ07EAw88gO9973vJ9jKZXMVs6DEYpSbfEBNDV4jB1IoiMgEzEEZNcCSQS0HTe69MpfrYJFf62UCoXTWp2lrk415rBRK/wYr333/fkH7i8TimT5+O+vp6AP2cLrt27cJzzz2XsiMJn6BNjGCVxbJly3DHHXck/w4EAigvLxc93wxIpTmq4T0gbZvkejEoqUdmjykt+dBDditsCSXkU+4uHMsvnoBwXyxFNloLqx6XNA+H1i3Uln1/vOg1SmJZTUmaEXXDZnHGSHGZPLOgGg+/sSslPV+p3lr0Ir1Wq3+0XK9k3GfCxxxVL9u02E7PPPNM/PrXv0ZVVRWA/nquyy+/HE1NTZg4ceKAIFcxE3oMRrnJ1+t2Eq9kWZUJUQpGTHBawGdLlYLWvTIzgfjM6BjLpJjWU9ZMiI2BitmzZxvSz/DhwzFhwoSU38aPH49XX30VAHDaaacBAI4cOYLhw4cnz2lvb0/72s1Fbm4ucnNzdZCYHqQ4GNpPRDTxM+jB76BnjbnesgPGbQml1KchJoYvD3XjZ7WVafLRWFj1hxh83qqcR0OoHTH/L+ntE+X5aA+Eibh41NQAG1U3bBZnjFi/tLaq0qIXybVa/UPDv0rGkNU/5qh62abFdnrppZem/P2rX/0Kzz33HP7+979jwoQJA4ZcxSzoMRjZeiShiXnu+FK4srMEGVr5K1lWZkKUgt4TnBbwbbp0TpWor2jslWl14jOjYyyTYlpvWfOcWZKxZ3ZsDHR0d3fjhRdewFdffQWHw4EJEyagrq6O6tacNTU12LNnT8pve/fuxYgRIwAAlZWVOO200/Duu++iuro/3ZZhGGzduhWrVq2iJocWqF1wkkpdPH/sMMweO0x1WqMeaZFaa8yVPPBabUsrJXLp5VO16Ohh8MibuwXT1WuqivHw5Wdr3kJt6cuf4083zsT9m3akzNe1VcWorSrB7LNKZfVWUyKntayOdKecknxz0ozFYm7mqGIqJVZs+w9u3omzhnuTO8IUeZyoGOqRbIMrm9DWboB2/9Deti/ToeplWw+201gshj/+8Y8IBoP49re/LUuuYr9sy0PLTVvsWql6pBWXTUzbXgFIX8myOhOiFPSwKY1JX8im3JqyRl660qr5k1HmzdMkj5VrZYyOsUyKaSNYUh98fRcW1VQigdQHRJaozSq2GIjYvn07vvvd78LtduOb3/wmEokEnnzySfzqV7/CO++8g2nThLcsUorbb78dM2fORH19Pa6++mp88skneP755/H8888D6E8fv+2221BfX48xY8ZgzJgxqK+vh8fjwTXXXENFBi3QuuAkl7qoJa2RdlqknjXmfFhpSyulcunpUzUIhPtS0tXraioRicaRm5OFpkPdCPQyAPKJ2hFDRw+DnjCDJ66emtxnm8/zIae3mhI5LWV1SnbKMXObMqF48vdKk48pGW+nF7rx4KUTsey1LxXv+sHK1hXqE9za7ZYLxmiS06xaeatC1cs2y3ZaX1+PSZMmwelMTQn0er3Ebe3YsQPf/va3EQ6HUVBQgI0bN2LChAnJenCl5CqRSASRSCT5txWZTI2Elpu21LVCv5OuZGX6ipdeNtUCIZtyb9L3C9SU0ZDHqrUyRsdYJsW03rJ29DD436/a8fH+TsEHRCYm/XBvQxtuv/12XHbZZfjd736HnJz+W3w0GsX111+P2267DR9++CGVfmbMmIGNGzdi2bJlePjhh1FZWYnVq1fj2muvTZ5z1113obe3F0uWLEnyrrzzzjuml4HRWnCSSl3UmtZIMy1SzxpzIZDIbsYCJYlcevpUKVi/sVuo8XHl1DMUtSMGt8uJMm+e5G4VUnqrKRtSW2okt1OOUHq2mduU8W1Hc6sqf4jp3x1IQ0r68s07Ba+/cfZoTXLapWSpUPWyTZPt9KyzzsIXX3yB7u5uvPrqq1i4cCG2bt2aPK6UXMVMJlOr1mtKTZRyMotdK/T7gY6gpBzsShatFS8z7M3vs7IkX3GfetywxWzK3qS/M65UlLjOSg+FtGD0qmomreIKyepxZSdTyTqDDHCsR/V4YtsPMTE0NLYk241E45hWUYRYXIr314ZWbN++PeVFGwBycnJw1113Yfr06VT7uuSSS3DJJZeIHnc4HFixYgVWrFhBtV+tyKTFMRrQs8ZcLdT4wKrPWHqBVqmW3iVfatpXKxPJTjnc+1kkGkeeMxvdoT5LxApNX+iZ6v3xgU6ien0xWL3M0GioetmmyXbqcrmSBGnTp0/Hp59+iqeffhp33303AOXkKmYxmWZSvSYL2jKTsmbSWPEyw95W9rG9ipgKo+2RSfbny8qyo774UYviVDSp9sXanXUyrc/sMTNQ4fV60dramsapcujQIdO/KFsFmbQ4RgN61pirhVIfWPn+qxdolWrpXfKlpn21MsntlGP1+w5NX2idx6Sub2hswRs31+Kh13cNuDJDM6DqZVtPttNEIoFIJKKaXMUMJtNMqtdkQVtmJayZWle8zLC31X1ckJcjSkhVW1WMAhnm8YEGo1dVM2kVly8rLXZUfvuTywsF291mkTEzUPHDH/4Q1113HR5//HHMnDkTDocDjY2N+OUvf4kFCxaYLZ4lkEmLY7RgtXpkJT6w+v1XT9Aq1dK75EtN+2qukdspR+x+ZqX7Di1faJ3HpK4PMTE4YC3uiUyG6idwGmyn9957L773ve+hvLwcJ06cwCuvvIIPPvgAb7/9tuXJVbjIxJQ02jIrYc3UuuJlhr2t7uNgJCpISFVTVYxFNZUIRqKmyWYGjF5VzaRVXL6s3PQ7PtTENtv+1x1Bqu3aIMPjjz8Oh8OBn/70p4hGo0gkEnC5XPj5z3+OX//612aLZwlk0uIYTVipHlmJD6x+/9UbtHyjt4/VtK/0Grmdcmjfz/QCDV9oncfkri8+WaYx0MoMzYCql21abKdHjx7FT37yE7S1tcHn82Hy5Ml4++23MXfuXADWJVfhIxNT0mjLrJQ1U8uKlxn2trqP/b19ora/ZUMTXr7+HFPlMwNGr6pm0iouV9bOID12VG77R/y91Nu1IQ+Xy4Wnn34aK1euxP79+5FIJFBVVQWPx2O2aJaBkYtj3Dpjn9uJ/Nwc9ISj6In0odDjAhONoycSpV6DbPX6ZikfPDZ/MoB+MqlAuA9RGZ4Ho+cSrbaVut7qfqMFNXr6Qwz8oT48dNlEPPD6rpQFGHannH0yBGQD6b7DH0NsrXrt6GIU5bvQFghj/7Ee+DwuQfvqMQ9qid+BHPuqXrZpsZ2+8MILksetSq7CB+2UNBoBJ7cHIW0GUjWsmWpXvLx5TkECjM9bu9DQ2EIsuxI7m512KCerN88pansS+QbqJMfGGKvfgY4gvG5GUj8ttlAa02baPSmryMMJO8bynNloau1Sbgu39HlmpeoO1Fivq6sjOq+hoUFnSTIDRiyOceuMubWkTa3deGZBNR77656UTCRaNciZUt8s5oMgE8PSDU1J+V9YKE3sZ+RcotW2Ytevmj8ZCSAj/KYVamzY1t2Lg8dDWLNlH5pau1FXW4lFM0cCAM4scuM0bx58HpfsVnYDrUSEHUOdQQYJACvf2o2p5YVY8/5uormF5jyoZWxkypylFqq/bBvFdpoJoJmSRiPgSPYgXDqniqi+mhRGpuWVFLjQsGgG1mzZl/JyWVNVjIZFM4j6UmpnM9MOSWTVIt9An+SU6GekLaxid6HYoUGaZsVUXavYXA+sX78eI0aMQHV1NRIJm/GdBHqmOPLrjLm1pEvnVFHlSZDql2bbeoDvAyH5mw6R8cHoDa22lbr+g73H8Ocv27CtOTP8phZqbOgPMfhg7zG8+eXhZAzw70trTpYwlg7Jtdx9R2+w9lq6oQlTRLhSpOxLYx7UMjYybc5SA+nPmyJg2U75GKxsp2wqxrljSlJ+V5qKIRdw/pB0uqdUG+wehOzvDY0tWFxTiZqqYk0ys6BlA1Ks29KcNpl81NyJde8Lf9nlQo2djdZPqaxq5aMRc1aGEv2MtIWV7C4UO3KkaSTymTVmxGAlm+uBG2+8EX6/HwcOHMD555+PF154ARs3bkz7zwY5/CEG+9t70NTahf3HepIxIvY7F/w64+rywuR44v4b6F/cWjqnCi8snI4ffbMCbYGw6ngkqW+mDSl7kNiKe26bP5wmP/95hbXXy9efg1svGIOOIKPaXv4Qg4MdQew+7MenXx/HvqMnRNvSalup68u8eWkv2kra1gJSHyk5T8ymamzY0cOgdEiu+jaOkwAAojNJREFU4GIL/zqfx4X6KydhFoX7jpLYNRPcccOfW7jQM46k/Lr9YBe6Q32itmw/EUm7lh3jC2eOxN72Hhw41oOjgXBG+EMIqr5s22yn6aCRikGDBIRkD0IAafXVPrcTRR6XpjQ6o2pWO3oY0ZvSNgI7qbWzGTW5SmRVI99AJ55Rop+RtrCa3fmxk+fMpkIyY6U6dqvZnDaeffZZPPXUU3jttdfQ0NCAZcuW4eKLL8Z1112HCy+8EA6Hw2wRMwokGWIshLIj+Dwf3PRW7r9pb71nNL8IrbRotp0F36xI64P7vHL/xePhysnGis07NduLm5rMfUER2yZKr62WPK5seJzSW6fqVWtMmu1Dep6cTdXYMBDuk00PZ6873N2LFW/swpTyQiyaORKRaByFbidGFHswXEFsZEoWFH/ckNqJNqRi+5kF1bh/0w5s46W1s3NE6/GQ4DXsnMj9W4+yGyOg6sv2448/jnnz5uGnP/0pRo4ciYqKCixatAg/+MEPJLflGujweVwYXVqAqRVFGF1aoPjBjcZNUm4PQi7YGt/rXtqOnCyHKpn50GoDEui5t6Dc9Ubox4VSWZXKZ3XiN61Qop+RtrCi3bmx09sXkzxXiXxGjxkxWNHmtJGbm4sFCxbg3Xffxe7duzFx4kQsWbIEI0aMQE+PNHGQjVMgzRBjIZQdwef54PKkcP9NI4uECyP5ReTSou/+k/KsIjE+GfZ5xePMwYrXd6U8uIu1Kyf7B3uPpb0UAqe2ieK3pddWS3W1lYjJlH7oUWtMmu2j5Dw5mxbkSn/jE9LTm+ck4hli5fzfr9qTz7ZL/vA5rvmv/8Oy13Yoio1MyIISGje0+ZhIIRXbL37UIjhe2TlC7Bo2hmjPkWZA1cs2y3ba1dWFL774Al988QWOHz+Op556yvA9rjMBpKkoSvedFGpTbg9CkraVyKw0RUxNCgj/OjWTNRdmk50pgZysXrdTU6qTVPseVzaKPK6MTdsBlPnayLgg7Uvp+CJNh6QlH7dv2nFCu81MGvc04HA44HA4kEgkEI9Lf+2wkQqpDDHSFE2Ws4AFW3fM/zfttE9+v1zQrlmVyhYpHZJLnBbNbYdrGz7OHVMCJhankiavJDWZhVbbil1fXV6Ivx3oFNV7lk61xqQp3UrOk7OpKztLsQ1LClxoPxGRjIuSAhe1EgozSjHUQGjcyI0fvWrWpWJbLB7YOYIvM/8as1LjaUJRGrnNdqocSlJRSAmFpNqU24OwkYBghHZakdJz5a5bOa+/HkdoMqSxt6CVCDSkZJ07vhSu7KwU1laADomVx5WNhkUzcP+mnSkPTJmUtgMo87XRJH9yfSkZM0rTIWnIx0KPdDs92sykca8WkUgkmUbe2NiISy65BGvXrsVFF12ErCxVa+uDEkoyxLjgZkfwt9VpaGzBMwuq4QCS/xZqk7/TBhONwR8iL3GgsZ0PKWO/kJ1Y+fNdOYL6sDuHBCPCWUVc2/BTRlfNn4wjgbCk7KQZKnKpyR5XNuKJRHL7MdYOpNuVCdlNzDdSetdUFeOhyyaamiWo5Dwhm3Jj4FhPBA9ffjYe2LyTOD59HhfOGzsMlSX928cK3eN8HhcOdASJ5JSDHllQanfBELouHI2jK8jA35s+bl7+v4NYXFOJ3JwsTDjdlxx3RR4nKoZ6BPuksRWdVGyLgY0VfuzzYygSjUvuQJQJWWmOhALa0qysLCK2UyuRsAQCAfh8Pvj9fni9XkP79oeYtBchFix7Ij9oD3f3it4khxe6idoMMrG0Nthas/s3CU9wbC0LqcxKdFNjB6nr2BfBZ99vltRFCnJ2thLEZF05bxLueS09pZE9TsrgKNT+ynmTBJlRlbZtBSjxtZFxIdWXx5WtaHz9eeeRFKZWqfNpyKd0vlACPdpkYbVxT/P+tGTJErzyyiuoqKjA4sWL8eMf/xjFxcJfODIJZtzD97f34IInt6b9/sLC6bjupe2i1713x2yMLi1I+Y19WD1x8mGV3Wc7GOmDz+1Cb18MFz29DQCo1iZy+1XClaBkoYtvJ678dTWVuHlDk6A+NVXF+NUVkzDy5MuTUDvcB+tRJfkY7uvf2knMNyyEfCCE/e09+LozKOhPVo+XeOmv3PlZaLsyUrvxfRNPJDD3qQ/T9M7NyULToW7Mqz4Do4bJ66QUpLZUch7fpkIx7XFlY/klEzCtohC9TIw4Pv0hBt2hPgSZKEJMDD63E6VDcpPX0YwNGu2woPWxqaTAhVf+49t48PWd+Ki5M20+YuPnnBFDcfpQN1Zs3pkWv6QfzdRuRScW20Lgys+N/WFDcnHZ2o+S561fNAPRREJwHllcU4lRJfm6jA8SkN6fFL1sc2/mdXV1+PGPf4yhQ4dSEVgvmPmyrXbASt0kSdsUa0PuBkx78tViB6nrPK5s/OWWWYjGE6qJl9Q+jJgBIVk7ehhqNwQlE6TStq0AJb42Mi7E+lI6vsQeGoXOpyEfC9oPJXq1yYWVxj3N+1NWVhYqKipQXV0tSYb22muvaerHaJhxD/eHGNy8oSntC83SOVX4orVLNENM7eIS29fSOVVoau2iumimVBYlC118O3HlXzqnCqf78vDWjjZZfcTsLdSvknPldBVbpFTqB60LhLR0UgrSfpWcx7epkTFNMzZo+YPmx6YXFk5HA+eFU8y2pDaXko3WBxcpW66cNwl/2dEmO8/y9eaitqoYT1w9FWXePFlZ9ADp/UlRXtmzzz6LtrY23H333XjjjTdQXl6Oq6++Gn/961/tfT0FoDYVRYpQiLRNsTbkyIpopxUpPZdUlhATQ1eI0US8ZBXiJhIIyUoz1Ynffk8kSq1tK0CJr42MC7G+lI4vvRhIac0XSqA3kVkmjXsl+OlPf4rzzz8fhYWF8Pl8ov/ZkIfYtnV72gKov3IS1e3suH2ZXZuotFaVbyeu/A2NLZh0po94uybSbQJpbSnIpibfPGdMWo3rzFHCe3rz5WahtcbXrG0SSftVch7fpkbGNM3YoOUPtbEhdF2pN7UeXmwLX9L4pcW5IAUpW54/dhjRPOtwOET1aWzuRE9Y+nnVClC89RfLdrpgwQIcPHgQ69evx5IlS9DX14fdu3ejoCBzvnbpDZqEPOzXGL2ZBkkJudwy21Rw5VBLaKaVCG2gQ0/CJ1pt06gFshqMkFspsdvxoPSNT81cI6UfjflIrB+u7kJ1WkUUbJ2psSeF9evXmy3CgILUtnW0t7Nj+9rbLs0Yr/cip5qFLq6dOjnzUIiJ4V9dvcTtKdkmkNaWgsML3fC4slF/xaSU1GQ5O/OP01ggNGubRNJ+Sc/j29TohXtadqTVDs2PTT3h1F1C+Fv4DsnLQXF+Lvy90s8DJB/NaC7gy9lSbp7tlHm+yYSPP6r22WZhs51KgxYhD7emYumcKtRUCa9a0SD5ISXkmlJeSCTH4e5ebD/YpVhmtdcNJuhJ+ESjbdq1QFaAUXtvKiV2++Tr41TGCol+NOYjqdjIc2ahtqoYn7d2U91/WImONmwA/V9lxMiAaL8E+TwuDJVpU+8FZrkF7nyR40l78BYLXNnKFuOU2JWWD4Ta2S+z6MGXm9bitB5xRbNfNecptSUN6BkbSqE2NoSuK8hL/8jFbokHAG/fOitZ5knSp5RstD/sSdlSdp41IYZoQzE9aSQSwYYNGzB37lycddZZ2LFjB9auXYvW1lb7qzYPNFJR+Pv9iaWN0Eo3kpJ5xWUTk3uMksjByv7Im7sVyaz2usEGPVPPtLZNa/9VK8HIvTeVplWKpUPO0jDXsODqR2M+kouNBzfvwqKaStx/8Xjqe2tmyv6pNgYnjNy2Swiu7CzRbYNqqoplX56ltjvjw8oL5kr9YLbfrIzBbhu1+gtd1x6IoFZkPNVWFaMo36WoT6nz2k9ELOO3gRBDqgnSMoXt1EyCNBZaCHmEyIK4qZU+txNFHhf1dCMSQi4pxlC+7EIsm1XDCjDiJBupmM5Krhus0JPwSW3bUiRXahh9rQC9ibuEoJTYTYqpVQ4k+gHQPB+RxIbHlY3f130TP/jt3yTlsRr5mlJY4f5kdQwGG7HjvOckQ7nYtkh6M+b/41AXjvUwoqy/pQUuTC4vkmyDy/jPMlGv/6glhVTu3DH9W2W5T7J6W7GcQ+nOBVbb6YAmtJbdDGTbkECt/vzrWDbyFa/vTBlPtVXFqL9yEiqK89Ou3X6wK3l/BoDyIg/KvKeeC8Rke2z+ZMQBy/iNdHcUdh4t9LjAROPoiUR1nVtI70+K0sh/+9vfoqKiApWVldi6dSu2bhV+aMk0tlMakJqMtKSiCNVUcNNGNi2ZqfnhUEx2vsz8PQy5crCyiJG5sedyH8yPnoggmkikDQJuvQm/D7afEdDnZTsTaznVxheJrmrbNqoWyEjoTdwlBCPTKqX0Y/ec7e7VPh/x++HOCZ6Te/OGmBjaT0Qk27Ei+ZoNG0rBL2tgt0W67+LxirZFooGCXCcW/O7/kjWg3O2nbtnQhDeW1sq2wa/P9LqdeOLqqegJR9O2yuIzIVupnENpza5ZNdd6g0bZzUC1DSnU6i923RNXT0VXkEEgHIU3LwdF+a40Nm722q5QH5Zv2iFaiqW2ntpoyMnJxulnB7vwzIJqPPbXPZq3T6QJRS/bP/3pTyW3FBms0LMGUE8SLECZ7Epl4Z/P3W9RbOAf7u5FuE/6ZUyv+ozBVMupt65G1gIZBb3HotkQ048dtw+/0Z/eLQUSG/AJ0LhzwgsLpyeP6REnA92HNjILQmUNISaGZa/tMGSrLz5KClyYPqIobYEbUJauKbTwV8b56CNXzmG03mJQuoBpVs21XqDpp4FmG6VQq7/QdT6AeKur5by9toF0/6mppzYDYrJw43TpnCrJ8jOz5hZFL9s222k69L5p6EmCpVR2pbLwz6+rrZQcBL+5agrufvVLYvI1msiUmz8NGKGrVKywtUB6xLSe0HMsWgFi+nHH7ZSKIs1jk9sPf05gazw/au5M+bfavkh11NKmDRtqQbItUErWl46ZV/5QP+vvg5dNxIrXdwmSF9LqS6nerHxmZ53RkIG2HmrbE7uOW46UABT7yYbyXVgA6BLb/HHGL8tsC4QBgLgvM8egVN9cPavLCwUXCwFzY1YTG7kNdTcNJWCJksRqFbS0rVR2pbLwz5cbBF3BfnnYNBAAKQ/aSsielEJvP1oJRugqFSvnjx2G2WOH6RLTekLPsWgFiOk3c1Rxctw2NLYIjk0lNuD2w58TuO3T6ItUx4HiQxuZBSVlDXpmI3HbZh/Ifz57NHKdWSh00+eEUVrOYYWsMxoy0NZDbXtC180dX4oHLpmAf/vDWLNlHz5q7sSz106T7N8uu0mHkl1YPK5sNCyagXVbmlP2tKYV210cwk+SzFI1ehkxBuX65s4nVi1TtF+2NcKIGkC96l207qmptI5Jbq+8wMmN6fl7B7J1YxVDPbqRMgymWk6jdM2UWiAlGOi1Z0L68TkU+GNzZLEHZxS6FdlAbF9hfvs+txP1V0wCE4sjGIlS3dN4oPrQRuaAtKxBz2wkftssB8PaLc26pbIrKeewQtYZDRlo66G2PbHrzhruxbbmDry1oy25uJmpJV9mQW6njT9/2ZbyUl1XW5lc2OCfT2NcM5wXT7nMUqm+zByDJH1z5xOrxqz9sq0B/hADtzN93zsulDpWiqzMzBseF3xZ/CEG+9t7RFNLkudL7JXncWXD6z4VjlzSpZICF1bNn4xoPIFPWo7D685BkSedEEILrFLLqSVNh/RaKV09rmwUeVyS/lQCtbVAVkgZlJLDKi9mNNg3hXRk06kD4T54eHvrcskOb5g9CuNPG4J/d/dib3sPCmUY0Pl9FbrTY5E79t+7Y7amnQdI/BcI9wEnqUjYNEorxJ4N/cBNlQ0yMdm4pdWn0DgjKWtoPxHRLRtJLtOJXSQXSzlWM1aUlHMYlXVGmqYqJ4NYbNHWQ217YtexbNXclzE9SnkGMqR8UjokN+VFG0hNeeaneOc5s9Ed6iNaxBGK244eBh8f6Ez6T0t6tdbY1XJPJembO59YNWbtl22VYNMaaNYXG52mQaN+UYnMYv2xqTRNB9MHSUmBC3+4/lt4+M1dKb8LbXWgBVao5dTif5p+uH/TTl1SmkhhhZRBK8khBhrsm0JMyPy0tqVzqlBbVZyy1YjHlY1110xDnjML92/eKVjuwe9XyJ4r503CrDElgjdTreNOSTof0J9GufySCbhv007L+tyGdrR19+Lg8VDaFyWxuKUBqViUK2s43N2L1uMhyfa1ZCPJ7UKQANJYw7WOFSXlHEZkYilJU5WSQSq2br1gDFEbpFBrF7HrhNJv9SjlGchQugsL+5tYirfcnCQVt4FwX4r/tKRXaxmDWp+jSPoeXVqQnE+sGrPS39ttCIKb1tDQ2ILFNZWo4W00r9SxcqkS/pB0CrYasDc8/mbxpLIrlVmsv+WXTMC6Lc145K3dabZcNX9y2os2ADQ2d+LejTtw9CTBg1ZotYVWaPE/bT/wV1/1jEE+zBgHVpZDDFz55NLDxGQV0pFNa+PGQENjCxbVVKKWMy7raivR5u/F2veb0/rdJtCvmD0feXM3bjq/ivq4k0vnu/tPwmmUyzbusKzPbWiHP8Tgg73HBFM3heKWVp9isXj3q18i35WNNQuq8d4ds7FpyUy8d8dsrFlQjeGF7uS1ctCSeSWV6VRXW4kVm3fqMlbYcg4hvUnlA7RnnZHM9SQyyMUWI/Oyo1QPtXYRuy43JystBZct66muKMILC6fjTzd+W9RPNpTvwsL+JnYPl5qT5OK2IDcnxX/lQ6X9JRV/amONxnMUad/sfPLG0lqUFrhQf8UkvHv7uZJzi5Gwv2yrADetQaiGcVRJPob78gxJCdIKLfWLamQW6i+eSGDZazsAIM2WwwvdglkDQP8Ld1eQoZZObmYtpxb/6+EHpTLQglWI6qwihxhosG8K6SjUFneOu//iCQj3xZDnzMa/u3tFxya/XzF7hpgY6tZ/ir/cMgvReILauFOazgdYl8XUBj109DAoHZJLHLe0+pSbS0aXFkiOUT136JDK6uKSI3JBa6yQlOTonXWmNE1VTAa52Pr4QCfVLB61dhG7rulQN87w5aXFGVvWY8ZWdJkGpbuwsCnPasaTXNy6srOS/bFtq51D1MYajecoJX1bqcSPD/vLtgrw0xrYyei6l7ZjyR8+R7gvptjhZhJ0+TwujC4twNSKItGbvhDUyszvrycSTR7j29Ifku6DJVWjBbW20Aot/tfDD0ploAWrENVZRQ4x0GDfFNJRrC12XIb7YphaUYTevpiifqXsGWJi6AoxVMed0nQ+qd9ZmO1zG9oRCPcZ7mcac7tYBh2NHTqEMp08rmysnDcJzmzhR0QjbSiVdfbY/MkAgP3tPWhq7cL+Yz2KMxPk/BOM9B9/+PKzMUsiA0cuthoaW7DisolpeswdX4qV8yaho4dRpIPabDyx6/a0BVBbVYKb54zRJc74YLl+1PqNtB1a/ZBAyifnjx2WdqyhsQU3z5EuLwCEx5Nc3Pp7mZT+2DmkljALl2u3ziCD+isnEcWaP8TgYEcQuw/70RmMKNaLD7OzTmnB/rKtAnqkNXHbFCJKKLJgQHnznIKyft7ahYbGFmI7SNmzIE+cgM7jysawAnpkXmZCS0zRikd+O2m+dWXDH1K37ysN8ja+LkcDYXSHGCQSQAJAiImi0OOiEgNWIcwTAw32TSEdSdvy5jlxXGZ3AW6/RtmTjTMpPcSOWZXF1AY9KI1bWn2q7Y+9VmyHjqphBVRSI7mZTsFIH7xuF5Zv2olFNSMFzzd6rIhlnQWZWFo9uVKOBTnCUK/bhaUbmvDZwS7U1VZi0cyRAIAzi9w4zXsqg9Hjypa0S4iJwYHUXTi8bidc2Vm457UdqnRQm40ndZ335A4QQSaKEBODTwfyQFp8KHLtmMG7omYXlvYT0i+lQuPJ45ImZ87PdabJ4nU78cTVU9ETjkrGi9jWcCvnTUK4Ly56LZ+z4IWF0xXrJYSBsIOI/bKtAnqkNbFtbj9JdqR2LzwjUVLgQsOiGVizZV+KrDVVxWhYNIPYDlL2DEZiaeRMQP9E88LC6Xhg8y5TybxoQUtM0YpHbjskezKS3shokLfxdWntDGLFG7twzTkj0mqdaMSAFQjzpECDfVNIR9K2Sgpc+OTr48T9GmFPbpwtnVMlKptQOh/Qr7vQXENTRhvmQmnc0uqTxtzOZelnr11zkgiIBtgUTH+I6X+Bbe7AlArh9HUzxorQLig0tiOS8s/ySyZgOYcwVMz+/hCDz1u7kUgkJGOrmLcbQtLWGnRQmzordp3eqbi0/CbXzm+ummLadlVqdmFRMkew8UYyjwn1V+YVl13Mru9+1Y5INI41C6oxurRA8LoP9h7Dm18eTspEkxncyiniJLDTyFVAj7QGts3ll0xQRXZkFtZtSSdI+qi5E+veF64/EYKUPSuHelB/5aS01JflF4/Hs++bS+ZFE1piilY8ctuRI906GggTEV/QIm/j6nI0EMayjTsw4XSfbmPF6qlLXPnUkjQK6cimtUmlS7LXnjd2GHHKod725MeZlE2E0vmA/jRK0lQ5G5kJubilkZbMhT/EoDPI4MHLJsqOKTF5jZ6HuHWWYuPICmOFpB6UBFI2nlZRKMjvwO+jo4fBI2/uxnCfG0vPryJOw6alg57QkoYtdC0tneXa6Qpa37YslI5zNt6ExmZNVTEevvxs1WNQrX+EOAtoEUgPBNhftlVCj7SG0wvdmD6iyHSSKlJ09DCiN6JtCmWVs+cTV09FV5BBIByFNy8HWQ4Hlm3cKdiW1exECi0xRSse2Xba/GFJwg6SG5nP46JG3sbVpSvI4KPmTtTVVOpKaGX11CV+6mf9FZPAxOIIRqKa0wnXEug9vNANjyubOOVQT3vy44yfdutzO1Hkccmm8/k8Lkv73IZ2SMUtjbRkFtxMC7Yk5+ezRyPXmYVCt8vwuZ0U3FpQofT1kcUenFHoNn2s0OTVELPxgY4gUR+BcB9CTAw3vfw5bpg9CndfNA5Av/1yshzwuZ2C6f5W5wbRYzvSWyhtgSZnOzk+H7Nty4eScc7Gm1BpSdOhbgR6GQDqtsXVsqUcn7OAL+OQPCeK88nnvoEE+2VbA/RIa7ACSRUpaN8opOxZ5s1LYR1vau2i2rdVoCWmaMWjzyP/kEF6I9NC3iamC9u3ESQ9Vk9doiGfVDoh7f71sqdQnHHTbjctmZmW+mZWGqUN8yHkY1rprUJtsbGoltXZyJjk1zDz09ffu2N2SoaLWWOFNg+EkC7ePLL6fm5t/VPv7sNT7+5LOe+9O2YLXm9lbhAt40Hq2htnj5bslwbXT/9x6dcbK3JwkI4nbrwJfXC4cuoZqmXQsqWcEB8GV8b37pgtmII+GGC/bGsEKfET6fl6TL5KZSSFlr33+PIAUCSjlW5SetnXzP5p3cj0IRPs79smtDrl+55IHwo9LjDROHoiUUPj8GggfCrrxJ2DIo9L9XZ8amOZZpyJyWD2OLehL2hu92f1rQOlYHW+ChZGyEnaB+1tuOSuMwJ6bUdKaws0OdsV5VvXtlqhZ9xoiWWj+TAyCfbLtgYoTbEhOZ/2INKTjVGNrHx5PK5sNCyagXVbmhURnVnlJmUG26UR/dO6kenhp6J8F2qriqmSb2QiWN9/dpJU8bG/7qFOFCeH1s4glm3ckdJvbVUx6q+chIpiZWlsWmKZVpyJsbAuv2QC7tu007RxbkN/0MzUsnp6sBTY+tF7Xv0yZTxZrc7SCDlJ+1Ari5Vtrdd2pA2NLXjj5lo89PouTTrL2a7Mm2dZ22qFnnGjJZbPGzsMlSX9933uM4EeW8dlGhyJRCJhthB6IhAIwOfzwe/3w+uVoOBTCDEWSeAUSyU3sJScf7i7VzTQlWzzoVRGNVAiq5A8S+dUoam1S/SFSUpGWnZSCyPsa2b/cvYltb8efmrtDOKhN3ZhgQgbuVExYBa4vtcyhrTgaCCMO/7nC8F+a6uK8cTVU4m/cNOIZa1xJiaDnvbV6/40kGCUjfa39+CCJ7eKHleSAkmzLbPAZnJYnbvACDlJ+1ArixVtrSWG5a7dcudsFOe7qOgsZzsr2pYW9NRNSyx3h/p03TrOSiC9P9lftlVCaYqNkvNpEaIYkcqmRFYhearLC1WTXJlNYGV2qqDe/cvZl9T+evipojgf9fMmozvEYPnFE07ts62AeCiTwfW9ljGkBSxRnRAamzvRFWSIX7ZpxLLWOBOTwSz72jAWNLNwrJJ5pQWZwl1ghJykfaiVxYq21nM7Uv4WaFog144VbUsLeuo2kGLZCrBftlVCLE2GZR2NRGNoau1K1vYpTcmhEbBGpbKRyiokj1aSK6m+9a6x5OvD+r66vBCRaBxMNAZ/SP2DuJz8RviX9EbGynqgIwivm0mTlfYE7A8x6An3r5wOxvpZf+8pIhIjiOKEIEeSxz8uFc+0YllLnHFtygVrX/74znNm4/PWLgQj1k0JtkEOmqmZeqZ5WoGnwYZ6ZBL3w8OXn43lm9PLZ0i3rKMV/3rZLJN8MVihxUdW8q/9sq0SQoQ8Hlc2nllQjRc/akn5EnLumBLcd/F4yfb0IHOyEokYICxPnjNb8hq1MhpRS83VR8r3WreNEWvLKv41um7d7Dp5s3G4uxfhvlMv2GYRxcmR5HGPy/nM7Fjm25SL3Jws0fFdU1WMH0w7U1fZbBgHmlk4emT0WIGnwYZ6ZMq9ixtndbWVWDRzJADgzCI3TvPmEcUwrfjXy2aZ4ovBDD22njPLv9JPaTZEwabJcFFXW5lWPwr0pxp+3tqddj4LvdLKhGTUu0+l8iQSCdTyNrxnUVtVjAKZB3ohyG1Z4Q9Jb+dBCq4+Ur5X2iep/Fbwr1G2Nqs/q4HV/+MDnag5OW5Yojgh6BkHLFGdEGqrilF0cpcBEp+ZGctCNuWi6VA3ll88XnB8f9TciQc27xzwcTeY4PO4MLq0AFMrijC6tEAz2RCttrjjiOb9xoYxyJR7F1dOdtum617ajute2o5fvfWVora0xr9eNssUXwxmaPGRFf1rv2yrBJsmw31ArC4vFK1hfOTN3Xj48rPTHij1ZEYUklHvPpXKk+1wYFFNZdpDbk1VMRbVVCIos++4EEjqP2mAq4+U75X2SSq/FfxrlK3N6s9qYPVvaGzB4pPjhvtvLvSOgzJvHuqvnJT2ws2ykbP12qT12GbFspBNufhnWwDTRhRRG982Mhf+EIP97T1oau3C/mM9mh/alLTHxqnHlY3zxg5THI+kfSnVkYZN/CEGBzuC2H3Yj0+/Po59R09QeSCWko22L+XA9d/SOVVYv2gGNi6ZiTdursX1s0bhSCCsySda9WGv/3d3r2XusUru92rGEkm7pDA6nqwGmvOGP8SgzR9O8xE7dhbOHIm97T2i/VjxOdFOI9cAfppMX1yc2D3ExBDoZQwn9DKbRExOnr54AgsbPkFdbSXqaioRicaRm5OFpkPduGVDE16+/hzFfRi57Qqrz972Hmp9KpHfbP8avcVNJm+pQwOs/iEmhls2NCXHTTSewN0XjYMrOwvhvphhcVBRnI8nrp56ap/tvBwU5afus03qM7NiWcym7FxUMdSDHplFv4EedzbopyUqbS8Q7kuWM/h7lc2DpH3psZ2pHNq6e3HweAhrtuwT3C5IbcqnmGyr5k9GAjA8xZTrv5f/7yCmlhfi8XfkywBIbKzVD9y08YaFMyTPNXKuI713qBlLJO2Swmopy0aD1rzBHZsLvlmRco2SUk0rPiea+mV75cqVmDFjBoYMGYLS0lJcccUV2LNnT8o5iUQCK1aswOmnnw63243zzjsPu3btMknidHDTZIZ6XMmVlxcWTsez105Dw6IZWDqnCh5XNvJzncRpNTRXyWimstEA32bcVKUlf/gc1720HWu3NCPExNJqNUnsYnT9p8/jwlAZmyrpsyBXeg2MbYu1xYGOIOAAKkvyDfev0bY2u7aXBHqucIvpH4sn0NHDwO3MpjbO/SEGB471YO/RE/jnkQA+P3hcUJ8ybx7GDffim5VDMW64N42BXInPaKQdKrU9Vz6huSjL4ciIuLOhH2inJappz5vnTKaPy4Ebj6R9KZWJhk38IQYf7D2W9qINANs0pHxKyfbB3mO4+0/Gp5hy/TfhdB9RGQCJjbX6gV+eEJPZDdjIuY5k3lU7luTaJYUVU5aNBM15gzs2+Vw0SkpnrHi/NvXL9tatW3HTTTdhxowZiEajuO+++3DhhRdi9+7dyM/v3xj9sccew5NPPon169dj7NixePTRRzF37lzs2bMHQ4YMMVP8NJQUuNCwaAbWbNmXRqLTsGgGcd3hYFolU7K9BKldzNh2hVafh7t7sf1gF2qqikX39S0pcFkmRoy2tdW31NHbL6z+208SJNEi5OPjcHcvHti8Ez/6ZoXgPuZK+jDKZ2ptTyqflePOhr6gvc2imvZKClyYOaoYa7c0o7qiSPYeobQvPbczFUNHD4PSIbmyKfE0tz0tHZKLbc3Gb9nJ9V9dTSXRdoKk6bBa/MDfRvJvJ7krhHwyy+C5jmRuVjuWaM3nZm8BazZozhvcscly0bBxqGQLTis+J5r6Zfvtt9/GokWLMHHiREyZMgUvvvgiWltb8dlnnwHo/6q9evVq3HfffZg3bx7OPvtsvPTSSwiFQnj55ZfNFF0U67Y0C5LorHtfOEj4GGyrZKS1mkrsYkb9J40+WR0feXO3ZA0ukJ4CB5gTI0bb2gp16mIwYuyy+i+/ZIJuBEmsHuOGe6n0YYTPtNieRD4rx50N/SGUlsjNYusMMoqyWNj2uG3850++gTeW1uJPN35bsD2fxwXXya89YvwCswTikTSlUmnqpZAO3Gy+XqZPNtMkEO7TZetCKV1I+6OdocT1H6kMUnp4XNmIJxI4LiOXnP24fUSicdHYqqkqxkOXTTR0riOZd9WkDEu1+9jJZyxS31sxZZkEQvGtJubVzhtC4I4Lfhzyxwx/3mG32gWs+ZxoqZptv98PABg6dCgAoKWlBUeOHMGFF16YPCc3NxezZ8/Gxx9/jBtuuCGtjUgkgkgkkvw7EAjoLPUpdPQwoium2xSs9A62VTKSWk2ldjGj/lNrn1wdhWpHq4YVYHihG/vbeywVI0bb2uw6dTEYNXZPL3Rj+ogiLHtthy59sXosmjmSeCWZRGY9fabV9iTyWTXubOgPflqi1q0evXnOlDYaGlvwzIJq/PrtrySzSIpOxpoYvwB7j5CSnQ82pVJp6iVfB64d5owbhh9MOxNLNzTJbl95PCj9QK8m5VNKF7mtEr1up24ZSqz/SLdrFNODtfvDb+zCoppKorbEwO0jNydLNLaaDnVLtqMX5OZdtSnDYu0GmZhs3HJhxZRlOfDj2+PKRsOiGVi3pTnlHYYk5tXMG2Lgjgt+HA4bkps8RjL/Wu1+bRk28kQigTvuuAO1tbU4++yzAQBHjhwBAJSVlaWcW1ZWljzGx8qVK+Hz+ZL/lZeX6ys4BzRWuDJ1lUwr5Go11a5eGl2rrqVPro5CtaNdJ1ftrBgjRtvaajwEgLF+0ZOwi9WD9hcnPX1Gw/Yk8lkx7mzoD/7WdFq33iopcKVkp5C2x5WDf4946eOvUehJf5Al3VZP6fZ7fB24mHC6D/dt2kG0fWX7iQj1rQuldGk/EZHUMz83R7cMJVYu0u0axfRg42Vbc6fmrR+5fbBtCT1/fHmoG8X55sx3UvOulm0j+e0CyrMGrbAFqxIIZYHV1VZizZZ9aR8LSWJezbxBOja5cbjrcEDxVrtWul9b5mV76dKl+PLLL7Fhw4a0Yw6HI+XvRCKR9huLZcuWwe/3J/87dOiQLvIKQesKlz/UT3CkpY2BCiusHuq9tYNeXyAGI8zYhsNIv0h98Vg6pwp5zmzVurNtk359UQK9/GKPCRt6gp+WqHWrR5/HhWkVhSn1iCTtqUmPJL1Gadt8HbhQos95Y4fh5jljiFLiSSGly/ljh0nq2ROO6rZtECvXnrYA0XaNYnrMHHWqllXr1o/cPszaRlILaKYMq9kyyoopy1IQ0lHLfKZm3lAzNrnHaG61axQskUZ+88034/XXX8eHH36IM888M/n7aaedBqD/C/fw4cOTv7e3t6d97WaRm5uL3NxcwWN6Q0tRPpvWMaW8kJj4ZDDBbMIDIwjJSHU02xZWh1nkcUb6Ragvramt/Lb5BCVcqNFHT7/YY8KG3uCmJXbKpD6TZFKEmFjy30qySNSkR5Jeo7Rtrg5cKNFneKEbHlc26q+YhCATRYiJwed2onRIrqYXFTldxI41tXYRy65WrsevmoLOIIMVl05ELJ5I6kzqE3/vqfgTSvseWezBGYVuVWU+wUgf6q+YBCYWRzASNT39lgS0UobVZkhZLWVZCkI6as1iU6q/2rHJHqO51a5RMPVlO5FI4Oabb8bGjRvxwQcfoLIytfaksrISp512Gt59911UV1cDABiGwdatW7Fq1SozRJYEu2Jzz6tfpjz0ya1wcdM6PjvJMgwgrXbLiqtkRkGtbWlAjnxpzYJqKv2T6mimLawOo3wlBCP9ItSXXGoVqe5s2w9u3onFJ+sBtc5FevvFHhM2jABLlgeZhz2STAp+rayS9pJyKADpNUraFssoMUIfEki1K3bMiCwZpfryz9/Piz823ZbFe3fM1i0+rAoa8mvxfabYT0hHGllsWmNayTGaW+0aBVNftm+66Sa8/PLL2Lx5M4YMGZKsw/b5fHC73XA4HLjttttQX1+PMWPGYMyYMaivr4fH48E111xjpuiiULPCxU3rEFqlHFWSj+G+vIwYyHrCrNVDI0nr9PoCMVhgNsGgkX7h95XnzKZKaKbk64scjPCLPSZsGAUamRTcNmhnkRgFMTs0HepGbVUxGjNMHyAzsmQyQcZMxGCwq5COmTb/ZKKfTH3Zfu655wAA5513XsrvL774IhYtWgQAuOuuu9Db24slS5agq6sL55xzDt555x3L7bHNhdIVHn5aB3+VctOSmfYD40mYsXpoNCGZHl8gBgusQB5npF+4fdFOf6Sph1F+sceEDSNAI5OC2wbLRg5kVkabmB32tAVQf+Uk3L9pZ8ZlmmRClkwmyJiJGAx2FdKxobEFDYtmIMvhSCvzsqLemegnRyKRSJgthJ4IBALw+Xzw+/3wer2myOAPMejoYRAI98HrdqIkPz0l6IInt4pe/94ds5NMiVr6IT2HBvwhBt2hPgSZKIJMDIUUarCMBmurSDSG7z/TKHqekH+MsrPSPmmcY4ZupNA6lqysmxxozSM0wLdjPJ7A3Kc+hMeVjbraSlSXFyISjSPPmY3PW7swr/oMjBpWIHo91w+kPvKH+mtro/EE4okEQpEofB6XKp/qFRdWuD9ZHVa2ERsXWjIp2DaCkT743K6MqpVlIWYHGvYxC5kgeybImIkYDHYV0hFARultBT+R3p8sQZA2kEFCClRS4MKsMSWCaZazCFMiSPoxijiqrbsXB4+HsGbLvpRVepZdVE+SKlrg2mrpnCpFKTZmEHTR8r/cOWaRj5GCBkmhVXWTg1VSq4TsuHLeJHxnfCl+9M2KNAK32qpi/Gh6ueT17Ip1Aulbswj56HB3Lx7YvDPZn9TexWr0yaS4sKEfaGRSDIRsDDEdMlm3TJA9E2TMRAwGu0qN2UxBJvnJ/rKtI/whBks3NAm+RJ87piRJCuQPMfjqyIm0l9OaqmLcPGcMxp82RDKgSPoBQCSLVvhDDP688wje/PKw6MupniRVNMC3J5flWSjFbzjngZvU53rKK9QnIO9/uXN+c9UU/OKP/zBUNzU43N0rml40XOTlyAy/6QE1utOEmB09rmy8+vOZePSt3ZLzAiAegyvnTcKfv2xL2wuUez07ny7d0IQp5YVoau3SNA/pHRdW/mprFZhto0zOdrFhA7BjmBbU2tG2v7nQ0/72l20LgJQUqKOHQd36T1NI0XJzstB0qBt16z/FG0triQnWxPoBYAhxVEcPg9IhubJ74Fl5ouHbk09a53M7UeRxCaasmEHQRcv/cud0Bc0lHyOFVpJCPqykmxzMJgkTs2OIiaHNHybaG1PMD6VDcgVftLnXs/Pptn0dWDRzpGbCuIESFzbUwc5qsJHpsGOYDtTa0ba/ubCK/e2XbR1BSgoUCPelkaIJnaelH7n0BVoERYFwn+Y9+8yGkD25/tm0ZKZo7asZBF20/C93TiAclW3DKtBKUsiHlXSTg5mpVVJ2DPcJ78nLQi4GSecVVgYa89BAigsbymDmNoI2bNCAHcN0oNaOtv3NhZXsb79sK4SSdATSPfu07uuo5XqWsCjPmY2m1i5ZneT0L8jNUbxnn54pHlyitt6+GIrzXeiLJdATiYr2xbWnEKFTkYRsRuzRqUefZPvCSk8X3DZoklMZAbU2zMT0MFoyC7UjZUete3mSXs/KwD/f48rGDbNH4fyzSgEAkb449h09IUncyLYlRuzmdVtvP0+zsHLlStx777249dZbsXr1agBAIpHAQw89hOeffz65m8i6deswceJEc4UlgJ3VYCPTYccwHai1o21/c2El+9sv2wqgNB2BlLBIK7ER6fX8c7i1yNyv6mI6kZBnbT/YhUQiQUwopmeKB5eoram1G88sqMaT7+6VJUti7bn9YJci+3CvNZKkSq3/lZ5TlE/WD01yKqOgxm9WSU9SAloyi7Wzct4kUTu2n4hoikHS61lfcvcO9biyse6aachzZmHV2/8kJm4sKXBh7vhS/JCA2G0w49NPP8Xzzz+PyZMnp/z+2GOP4cknn8T69esxduxYPProo5g7dy727NljyvadShaa7KwG/ZGJi5WZBDuG6UCtHQeq/TNl3FrJ/tKfCmwkIZeO4A8xadewe8GdO6Yk5Xf+XnCk54mB5Hqhc+pqK9NehsR0ktP/aCCMu1/9Eo+8uRvDfW4sPb+fwZuLWTx91NiUFP4Qgw/2HkuSzinRlbXV8ksmEF/Dv1atL9VArf+VnlPmzZNtg/XpuOFexbYzE0r9pmfs6gVaMku1s+L1Xai/cpKgHc8fO0xTDJJcD5zy5Z62ABbXVKKmqhh1tZVo8/di7fvNaTG5TWY8r7hsomAsNzZ34t6NOyzpayPR09ODa6+9Fr/73e9QVFSU/D2RSGD16tW47777MG/ePJx99tl46aWXEAqF8PLLLxsu5+HuXizd0IQLntyKK5/9GBc8sRU3b2jC4e5ewfPNyFIaTFDqDxvKYccwHai140C0fyaNWyvZ3/6yTQi16QikhEVaiY1Iruefk+fMJiYQktOfS55108uf44bZo3D3ReMA9Nc7F3qcGO7NS5FHzxQPPlFbdXmhIrKk0wvdmD6iCMte26FYPjNIqtT4X805csdpklMZDSV+s1J6EiloySzVzrtftWPZ98dL2lFrDJLOp49fNQWdQQYrLp2IaDyBw929qogbw33xjCZ81Bs33XQTLr74YnznO9/Bo48+mvy9paUFR44cwYUXXpj8LTc3F7Nnz8bHH3+MG264wTAZ1dTuWWUrvYEIK9VSDmTYMUwHau040OyfaePWSva3X7YJoSUdgU9Y5A8x2N/ek5KCAUBzWgbbD5vicaAjCK+bSWmLK0tTaxexTnL6c8mzQkwMT727D0+9uy/526YlM1NkC4T7EI1LU3JpSfHgE7WpIUvqiWgnBEsAgEP2NCogIcbiHg+E+5KycX+Xa0fqOE1yKjHomcJESi7GHw/8ml4mGoM/RP4SRqqTFt39vdJfYEl9IjsX9PZh1LBTBIL8OCONU7FzSH3En+vUxqSVUtGshldeeQWff/45Pv3007RjR44cAQCUlZWl/F5WVoaDBw+KthmJRBCJRJJ/BwIBzXKqWWhiMyTEttKz0kNlpiETFyszEXYMk0HuvqrWjkba34jU7kwbt1aKf/tlmxC00hH4tY4eVzYaFs3Aui3NKdvaqK39VFKTqUQnuXPlyLO8bmeabC8snE7cv1J485w4Hjz1cqGGnEmtz61cy6u3bGLkVHyo9a1VbMsn0VNa288FqU5adD/c3Ytwn/TLJqlPZOcCgbGuRFY94HFlq45JK6WiWQmHDh3CrbfeinfeeQd5eXmi5zkcqauNiUQi7TcuVq5ciYceeoianID6BROzt9IbqLAXsIyDHcPSIL1XqbWjEfY36n6biePWKvFv12wTgk1HEAJpOoJQCkZdbSXWbNmXtn+smtpPpTWZSnSSO5clzxI7np+bkyYbS2BE0r9SlBS40H4ikmxfTV9qfG7lWl4jZOOTUwlBrW+tZFtubCjhA+CDVCcturPXfnygk4pP5MaF0FgnlVUP+EMMPm/txtFAWJX+NOb+gYjPPvsM7e3t+MY3voGcnBzk5ORg69ateOaZZ5CTk5P8os1+4WbR3t6e9rWbi2XLlsHv9yf/O3TokGZZtSyY+DwujC4twNSKIowuLbBfUijAXsAyFnYMC0PpfVWtHfW0v5HPRZk6bq0Q//bLNiFoEF8JpWBUlxfK1gOSgiTFgwslOmklz+oJR9Nka2hsSRIYyfWvFD6PC+eNHYab54xBTVWxqr7U+FypD4yEEbIJkVNxocW3VrItNza0jGFSnbTozl4rNgb4xIVykBsXQmOdVFY90NHDKCJu5MMM0sNMwAUXXIAdO3bgiy++SP43ffp0XHvttfjiiy8watQonHbaaXj33XeT1zAMg61bt2LmzJmi7ebm5sLr9ab8pxX2gom1YPvDhhVgpWcKtTBSB3vcqoedRq4AWtMRhFIwaNa2qknxUKKTFvIsofrwEBPDLRuaUFdbifu+Px5MNE41xWN4oRseVzbqr5iEIBNFuC+GX11xNvpiCQQjUaK+lPrcymk2RsnGJ6eKxRMIMTH43Np8azXbsrGxt71H8jwpuUh10qI7ey13vNXVVCISjSM3JwsVQz0YrjDVTOlYJ5VVDwTCfQgxMUHixpwsB3xup6z+VklFsxKGDBmCs88+O+W3/Px8FBcXJ3+/7bbbUF9fjzFjxmDMmDGor6+Hx+PBNddcY6isVqrds2H7w4Y1YLVnCjUwUgd73KqH/bKtEKTkPELg13nW1VaifKj0Qx6blkFCfqA2xUOJTmrJs8RkCzExrN3SjHnVZ+CMQrcosZtaiMkjRSJH2oYQxPRk/Z3nzEZTa5cpexMW5EoPd7kUICUEHFybca8TImSTA3s9rTpwJXqQEKcMPfk3nyQtz5mNz0/6Wgyk8eJ2ZUvqJKU7tw92vHHx3h2zJdvmg2+TypL8FJtojTPaYPUXIm4EyPXXMvcPVtx1113o7e3FkiVL0NXVhXPOOQfvvPOOKXts2wsm1oLtDxtmI1PTorkwWgd73KqD/bJtINgUjO0Hu5KESgBQU1UsmIbKpmWQkh9YieaeDynZ5o4vhSs7C0s3NBlCqKQnmYSQnloJtGjgcHcvth/sko01qevV2EyrrbnXL51TpVp+NfIoGXdzx5fih9+sSPNxbVUxfjS9XFQe0nhZOqcKtVXFaFShO815Qc4mWuNMD1h5Xhxo+OCDD1L+djgcWLFiBVasWGGKPHzYCybWgu0PG2ZiINwbzNDBHrfKYddsGwg2BWP5JROShEpytcQAiMkPrFxbKCXbissmYtnGHYYQPOhNJiGkpxYCLRpgdX7kzd2q6qjV2kyrrfnXa63xVyKPknN9HhdWXDZR0MeNzZ24d+MOUV1J46WhsQWLaipRq0J3WvOCnE2OBsKa4kwvWHletGHDhg0b5mAg3BsGgg6DAY5EIiG92XGGIxAIwOfzwe/3UyFaoYF9R09g7lMfJv/mp5+OKsnHcF8efB4X9rf34IInt4q29d4dszG6tCDlNzbN04opHkKydfQwinVUCzX2VAOunnnObFz09Dbd+xQDV2d+rOXmZKFqWAFGlOQTXS8EMfm12lroeq78PrcTRR4XcXwrkUep7Fp1JYkXVvdLJg1HuC+meGxrnRfkdHz71llJudXEmd6w4rxoxfuT1WDbyIYNG3rCivcGpRgIOmQiSO9Pdhq5CeiJRFP+5tdRbloyMzlI1JAfWDnFQ0i2Ax1ByWtoEjwYRSbB1dNswiiuzkI1u5uWzMQIiL8EqbWZVlsLXc+Vf9OSmYoWKZTIo1R2rbqSxAur+3fGlWJqRZFke3J9qIGcjoHwqXlNTZzpDSvPizZs2LBhwxwMhHvDQNBhIMN+2TYBSggNpAiUbpg9Cj63E7sP+xFkYih0O1E6JFf3AaeEYIoEpPag0a+RZBK0ib3UwpvnFCXvamhske1frc202po20RaNcSfWN824UtoW7fGoVi5vnri/PK5sFJ3M1CGV0yi9bNiwMbhhzzU2bNjQE/bLtglQQmggRqC07pppyHNm4f7NO1NqO9k9Y/Ui3dKDXIzEHrT6NYpMgjaxlxaUFLjQsGgG1mzZl/K1saaqGA2LZsj2n+fMUkXOpcXWbd29iMYTqknBhKBED6U604wrJW3pSfYnJNesMSWCe3rOGlOConxhuT2ubDQsmoH7N+3EtmYyOY3Uy4YNG4MX9lxjw4YNvWETpJkAJYQGYgRKbf5erH2/Oe0FbpuOpFt6kYvJ2QMgJ4nT2heN1WzaxF40sG5Leqx81NyJde83i1zRD3+IwYOv78IiAflrq4pRf+Ukye2/1NjaH2Lwwd5j+M1f/6mqX616qNGZZlyRtqU32Z8Qbjq/Ks0mNVXFuOn8KuTlZAnKvfySCVi3pTnlRVtKTjP0smHDxuCDPdfYsGHDCNhftk2Ckr3q+OfmObPx7+5ewS+lQP+NoqOHof4S19HDCH7VotGnlD32t/dQ7VfvfQL5dgoxMdyyoQl1tZWoq6lUTOxFRZ5mYfttk7FfRw+D//2qHR/v70zKzxJeNR3qBhOLS/atxtYdPQxKh+Riyz+P4e8HjqvqV4seanWmGVckbek5HoXQ0cOgbv2ngjapW/8p3lhai9GlBWlyxxMJLHttB7GcRutlw4aNwQl7rrFhw4YRsF+2TYQSQgM+gVIkKv2yoQfplt7kYmL20KNfPckkaBN76SEPF1L2Y68VIrwCgO+MK5XtX6mtA+G+ZHxr6ZffJml7WnSmGVdybRlF9sftT8wm3P74cislCDRaLxs2bJDBqrXNauWy5xobamDVcWDDurBftjMQBbk5ppBuKSFuojkZ0SKfkpOJlsxmkLBJ6eR2ZquWx0hduH0eD0qn7yklCdOTHM0s6CGnlB3VEtaZSTanFv4Qg+5QH4JM1FDySRs2rAqr1jZrkcsKc42NzIJVx4ENa8N+2c4wHO7uxfaDXUgkEoaTbpESN9GejGiQT8nJRFNmM0jYuO3zdZpSXqg6VozShd/nJ18fJ5aZxHdaSQnFzjUTtOUUs+Oq+ZORALD9YJeqOFIqp9n2b+vuxcHjIazZss9Q8kkbNqwKudrmNQuqTVmI0iqX2XONjcyCVceBDevDJkjLILAD/ZE3d2O4z42lAmRF7AOhHgOehLhJD8IRreRTcjIdDYSpymwGCRtfZq5OWgjajNBFqM/zxg7DzXPGyMY3abxpJSUUO9dM0JRTyo4f7D2Gu//UP++oiSOlcpppf5acj/+iDehLPmnDhpVBUttsBmjI9fDlZ2OWxed6G9aA1njzhxjsb+9BU2sX9h/rse8lgwj2l+0MAneg3/Ty57hh9ijcfdE4AP31pYUeJ4Z783S9QcgRN+lFOKKFfEpOpq4gfZmNJmHjgq8Tn6AtEo1jVEk+hvvIYkVvXYQwvNANjysb9VdMQpCJIsTE4BNI5VUSb1pICY3QWQ1oySllx9IhuUmCPX4c5eZkoWpYAYbLfO1VKqdZ9mfJ+Ywmn7Rhw8qwam2zFrnYTJ7PDnahrrYSi2aOBACcWeTGaTo/R9nITNCINzv9fHDCftk2GFrqgrkDPcTE8NS7+/DUu/uSv21aMtOQG4QUcZOeN2WxfqVs6g8xOC6zehgIR6nLzMrUE+lDUb4LTDSOAx1BeN1MUj6u3D63E/m5OegJRyVjg72mU6Km2ePKxolIqk58YiulsaInoZyWPpXGG7dN1pb9fhEfiwkADgcQjsbR0d5DlRSFBk8ADd9I2ZFLxihEkLZpyUyMQL5sH3JyCtnCSCJBIJWcD+gfS3W1laguL0QkGkeeMxvxRMJQmWzYMBtWrW1WKxc/k4c7p507pgRrFlTTE9LGgAGteGNhp58PHtgv2wZC68qWVW94XBgto1yd6d2vfplcsRaDN08d8ZOcTJ8d7MIzC6rx2F/3pHwpmzu+FMsvmYD7Nu3Etn0d8Liy8cyCarz4UUvKefzY4Or6wsLpgn2zbfXJsNVbIVZoQG28KanhJ/WPUlhppVvKjkaQMVrFFlxyPq7fuQ/jdu22jcEGq9Y2q5XL3vLLhhrY8WZDLeyabYNAo5aZHehCsAqZh5EyktSZbtvXgaZD3Wl1plyZivLpycyVqa62Mu0FDQDOGu7Fso07knKLnceNDb6uYjqxbX18oFNSZyvECg2oiTelNfwk/lEKPbgNtEDKju0nIrqOaSvZoqTAhfYTEdRUFYv63a7dtjHYYFUeC7VyWTUt3oa1YcebDbWwv2wbBBorW+xAv+fVL1NW1sy+4XFhpIykdaYNjS145mRaGP/L5Kr5k1HmzaMmM1em6vJCwT2J+b+LnQekkm5wdRXTaeaoYqzd0oym1m7B43oS6JkBNfGmtIafxD80a6TNWOmWsuP5Y4dh9thhuo1pK9mCJeerLMlHLJ6g7ncbNjIVVuWxUCNXJmQJ2rAm7HizoQb2y7ZBoLWyZdUbHhdGyaikzpRP7DSy2IMzCt2qyLNIZYqIpHLzfxc7j8WJcB/4VaJ8nYbkOVGc74K/lxHVOTcnCxVDPbJkVpkGpb6TG4v8Gn4S/yiFFVe65eyo15i2mi1Ycr597T2S59lfI2wMNpjB3UECpXJZNS3eRmbAjjcbSmG/bOsAIaIfmitbZt7wSAmdlBBRccnECj39ZGI9kagg2Rm374Lc1PDlkhkNG5Ir+HskGke+KwdDcnMEZdJqV66fxWpd+b/L1cR63U7E4qdet/n6OBwOlA3JxYiSfOxv7xE8vrstgIbGFryxtFaDdvLQSvil9nolvpMbi/wafj1qlq200p1m8wJhYjK95h0jbaFk/iqS0dX+GmHDRmYiE7IEbQwc2PFmw37Zpgwxop+V8yZl/MqWGhIjUiIqMTIxPtkZt52V8yZh1piSNBKrtVuasXRO/x7kbDo1+zt73j0bd1Alu2LBXcFk66r5NZ9Nh7pRW1WMxpO/i50H9JOpubKzsK2lQ1AfvvwlBS40LJqBNVv2pRyvqSpGw6IZusaZVpIro0iy5FaZ2Rp+9riUf9SOXausdFuBmMwoWyjV1So+smHDBn1kQpagjYEDO94GNxyJxMDexyQQCMDn88Hv98Pr9eralz/EYOmGJsH6w7njS/HgpRNx78YdgitbVk/tldKN3SpDaJsqqWt+c9UU/OKP/8C2fR1YOqcKTa1dgi80K+dNwp+/bEvWYLPwuLLRsGgGnn2/GZPLC1OuZ1+q2wNhvLWjLfm7VD9ieijF4e5e3PPql9h+cgGBT7LEspHfv2knPuQsFKz/qCX5As7Ks3LeJNzz2o7kYgRfH778v7lqCn7xP/9IsxXQX6+9VqctJtTEB83rlYL1kdhY5B6X8o+WsSsng94w2uZS0NsWanXVWy4j70+ZCttGNmzYsGHDiiC9P9lftilCiujn3a/asez74zN2ZUsNiZESIiopEiou2RkXISaGuvWf4i+3zEJvX+r+v2zN8u/rvol7N+5M/q4H2RUf3BXMYKQP9VdMAhOLIxiJpvicGwtetxNPXD0VPeFoSmxwbSikD1/+riAjaCugn2BNL1InrSRXRpNkya0y84+L+UeLTGavdFuJmExvW6jV1Wwf2bBhY3BBaymWDRtSsOPLHJj6sv3hhx/iN7/5DT777DO0tbVh48aNuOKKK5LHE4kEHnroITz//PPo6urCOeecg3Xr1mHixInmCS0BWeKl3j6MGlaQkYGthsRICRGVFAmV1LEQE0NXiEkjEGOPtZ+IELcF0CM9IqlvFTqnjLcwdqAjmPy3kD588Mm9+NCL1EkryZUZJFlyPiLxj94y6AmrEZPpaQstulqVFMqGDRsDC1Yo67ExcGHHl3kw9WU7GAxiypQpWLx4MebPn592/LHHHsOTTz6J9evXY+zYsXj00Ucxd+5c7NmzB0OGDDFB4nRwV4ncrmzJc4UIdbjX+9xO5OfmoCcclVx1MmNlSorEyOPKRpHHhf3tPYpI4bhEVFIkVFoIqkjIyLiEYn3xBPYf60na1OxVQL4NZcnU8qSHtJittOrJl9PjysYNs0fh/LNKAQCRvjj2HT2B0pPEdXoQCJrtK71BWz8rkbTpDa6ufALBPGe2LBmaDRs2bOgJf4hJexEC+jNv7nn1S0PLemwMPNjxZS5Mfdn+3ve+h+9973uCxxKJBFavXo377rsP8+bNAwC89NJLKCsrw8svv4wbbrjBSFEFwV8lWjqnKoX4igshQh3u9VyCLyniLrNWpvKcWYK6sXXT92/amZK+TEIKxyWikiKhaj8RISIqEjpHjoyMT6zGgq2rvm/TTkuRR8mRdfHJvfjHhUidaMRUSYErhaxu3TXTkOfMwqq3/5li64ZFM7BuS7PiWJEjoxroK7Z66DeYCMBYXbk8CkIEgwMhVmzYsJF5sFJZj42BBzu+zIX0ZzIT0dLSgiNHjuDCCy9M/pabm4vZs2fj448/NlGyfgitEjU0tmBRTSVqq4pTzhWi9+dfX1dbmfaiDZxadfKHGNmVKX+Ioa1mUtYHX9+FRTWVqOHptvzi8WkvT6xMK17fhfor+1+iuGDtUebNw6/nT8a5Y0rQ0NiCxQLtnzumBOePHZY8T6gdNs1T6Jw9bYEUGdh+WB+J2f2s4V4s27jDcFvzwdeLLz8LIZsKHRfKkqAVUzed388AX1dbiTZ/L9a+35xi17raSqzZsk9VrMiRq5kxLoyCXvqJjZmBuB0Jq+vySybIzrM2bNgYnPCHGOxv70FTaxf2H+sxdD6wWlnPYIKZfjcKcvEVjPRllB0ySVbAwgRpR44cAQCUlZWl/F5WVoaDBw+KXheJRBCJnKprDQQCusgntErEknLV1Vbi/osnINwXEyXU4V9PQtwFwJSVqY4eBv/7VTs+3t+JutpK1NVUIhKNIzcnCz63E9tECLtISOFIycQAyBIVSZEZiZFdRaIxQbsbQaRGCqVkXUpInWitdnb0MKhb/ynqaivx3YllaA9E0l5opGyqhUBwoK/Y6qnfYCIAO73QjekjirDstR2CxwdCrNiwYUMdzM6OGkxlPVaC2X43CnKloF63K23HDqvaIRN9ZtmXbRYOhyPl70QikfYbFytXrsRDDz2kt1iiq0Qhpv/l7TvjSjG1ooj4ehLiLrk92vQmv2J14+LZa6dJX0tACkdKQKSWdEzs9zIv0NTaJdiOUURqpFBK1kVqU1qr6YFwXzI+JgwXFkzOpmoJBAf6FwG99RtMBGA9EXMIBG3YsGFdWKGedTCV9VgFVvC7UZCKr+WXTMByXikoYE07ZKrPLPuyfdpppwHo/8I9fPjw5O/t7e1pX7u5WLZsGe64447k34FAAOXl5dTl07oKqZT4imRVU6+VTyHyK5ZgaNhJwis9ZDoaCKMryCAQjsLrzkGRx4Uyb56qtsTIpcT8qNQfZpNzqe1fTH/Wx25XNvYePYF4IoFQJAqfx5VGHtcTSSUHFLNdbk6WIDnV561daGhskSUQFNNLlojP7TTFP7T6tPIXD7PjXinU2DLTdLRhw4YyWCE7ii11uefVL1NeiAZiWY9VYAW/GwWp+JpWUZgxGV+sz8SeJTuD1pGVC8u+bFdWVuK0007Du+++i+rqagAAwzDYunUrVq1aJXpdbm4ucnOlXwBpQOsqpFLiKykSMNI+1YIrK59QbOmcKiK5laK1M4hlG3ektFtbVYz6KyehojhfUVtSKSdifuQTq3HB18vslBYt/Qvpz/r45f87iKnlhWk1rlzyuM9OEk61B8LJOGg61I3TfXlpcbHzsB8vLJyOte83p2RI1FQVo2HRDEkCQSm9pMbi3PGlcGVnGZ4eRTMmrPrFw+y4VwOltsxEHW3YsKEMVsmOGkxlPVaAVfxuFMTii7vFrBCsZIdAuE+U2LimqhhXVp9honTiMJUgraenB1988QW++OILAP2kaF988QVaW1vhcDhw2223ob6+Hhs3bsTOnTuxaNEieDweXHPNNWaKDUA7uZBS4ispEjC9Vz65/fIJxaSIzdTKdDQQTnvRBoDG5k7cu3EHjgbCxG3JpZwAICJWY8HXy2xyLq39C8UU6+MJp/tkyePYcx9966tkHDQ0tmC4z42lJwnTWCQSwLM80jQA+Ki5E+veTy1PUKKX1LhYcdlEw4nuaMeEFYnMzI57tVBiy0zV0YYNG8pgpewhn8eF0aUFmFpRhNGlysuqbJDDSn43CkLxlUl28OY5RYmNP2ruxIrXd1ny3mzql+3t27fj/PPPT/7Npn8vXLgQ69evx1133YXe3l4sWbIEXV1dOOecc/DOO+9YZo9trauQSomvaPSpFmy/bf5wykoSlxSurqYSPrcTRR6XJpm6gozgl3Kg/4W7K8gQp5OTpAmNLi0gIlYTsrXZaUg0+ufHVJ4zG2u3NKOuplKWPI77b24cMLE4hg1x4dHLz0ZvXwwhJoaC3Bys/t99gjJs48mqVC+xcWGGf/To02pfPMyOey0gtWUm62jDhg1yWDV7yIa+sP3ej0yyQ0mBCzNHFYuS7fKfJa0CU1+2zzvvPCQS4rRfDocDK1aswIoVK4wTSiGUkAsJ1f4BQE6WA66cLHQGGcTiCZQOycXo0gLZPtn2DnQE4XMzyM/NQU84qlttoc9zKt1ErF7iwvGlkrKTIBAWJjFi+4wlEmhq7SLSkZ8mxJebicbgDzEpfuTa1evufxAX00lrGpLWelBaaVBc/VnSODFCM+7v3H8LEehtWjIzSRQoRkYnJKtavdixdDzEIJ5IyOrPPU6rNlev1DQrEZkpGVeAuG25v/vcTsk5TMo/Sn1HYsvBlmJow8ZgxWCtlx7sfBSD1e98ZJIdfB4XXDKcSla8N1u2ZnuggV/753FlY/3iGYjHgTXv70v5kjvrZIBL1QRy2+PWL3Db0aO20JvnlKyX+MG0Myn0kR6WYn3K6chNjyFpQ2mNppb0Gxr1oHqk/7BtShGdCf1brn8lsirVq627FwePh7BmS+pYevn6c4jaoVmbm0kpWWpBOq5WzZ+MBJBmW27dv9wcJtaG3DGtc99g8KMNGzb6YbXsIb1h81H0Y7D5XQyZZIciGZmseG82tWZ7sECo9q+uthLN7T1pL9pAfxqEVE0gvz2x+gU9agtLClxYfskE0XqJBzbv1NxfUb4rrXZdrY5segxJG0cDYcU1mtz2+ZBKv6FVD6q2f5I2WdI+PljyOPbfQucI9a9EViXn+kMMPth7LO1FGwA+PtCZFkv8dmjX5urhE6uBdFx9sPcY7v5Tum25df9q25A7pnXuGwx+tGHDxikMlnppm48iFYPF73LIFDtk4r3Zftk2AEK1f9XlhSjz5onWJrM1gSTtVZcXqmpHDXweF6ZV6NtfmTcP9VdOSnlJUqsjlxBJro2uoHyNplT7XMil35DUg5JAD/Ists09bQFB8jsueZwSgjwlsio5t6OHQemQXEHfNjS2YFFNJWZJtEPLF2pkz1SQjqvSIblpe3cC6eNZTRtyx7TORYPBjzZs2Bh8oH3Ps2HDSGTivdlOIzcAQrV/YvWwXIjVHfDbk2uLdv1CiInp3l9FcT6euHpqcp9th8z5Un2y6TF723sk2xCrFZfrQ036Dc16UD3Sf04vdOPxq6agM8hgxaUTEYsnEGJi8LnTyeOCkT7UXzEJTCyOYCQq2b8SWUnPDYT7RMcAS+C3+aYaZDkcgu3oUZubSSlZakEyrkjq/qXO03IM0D4XDQY/2rBhY3DB5qOwkenItHuz/bKtAGrJJPi1fx5XNkqH5MLfKz2hidUd8Ntj62bFSMu8bmX1C3J6Culzw+xROP+sUgBApC+OfUdPoHRIrqbAL/PmJVnH90s80Htc2RjqceFgRxBBJoogE0Oh25nSv8/jwlAZWYRqxbmQqgNRSl5Fux5UqH+SeJU6R4g0LhDuA7vyoZawS8l1QmSAXjeTIqc3z4njwfSVeO546O7tw9B8FypL8tP61uoLMRuaQWhGQkRGkwhHblyR1P1LnaflGECndstKxHQ2bNiwoRU2H4WNgYBMujfbL9uE0EImwaXVZ4mA9h49AaCfVEwofVKq7oBP0990qBtzxg3DNeeMSCMpqq0qxo+ml1PVk6/PumumIc+ZhVVv/1Mx0RspxLYmYInmDvvDskRzctsbFOUbt/2B3lstkPiRNKbNJlKR67+kwIVPvj6eMpaUEOpp8YXZtpGThU9EpoeMec4s1FYVo1FgHms/ERG0LVv3z17D1v4LzYVibcgds2rtlg0bXNBaCFPTjlls1Gb0m2m66ilvJm31ZBUYvZAtJ0dPpA+FHheYaBw9keigZJPPJDgSUntvDQAEAgH4fD74/X54vV5VbfhDDJZuaBKscTl3TAnWLKiWDfDD3b2459UvMbm8EE2tXWhq7U6+pK59vzntJfGx+ZMxXIaNnKXp97iy8cp/fCvtZVepjEr05Opzui8Pb+1o09Q3Cbg6s1g5bxKQAN7ccZiof6E22DqP4SfZyKWO04RefZH4EQCRr2nEvhaQ9s9nI186pwpNrV3EManGF2bbhkQWpXZQ0++df/wHfvTNijSCs9qqYqyaNxmOLEeabdlFgPs37UxZhFz/UUvKS/u5J+fCOCDoH6ljeoxZ2qBxfxroGMg2orVYp6YdsxYKzeg303Q1Ql4jn3UyHWYtZIvJ8dnBLsN2ILIhDdL7k/2yTYD97T244Mmtosffu2M20d7S/hCDNn8YFz29DUB6+nWIiaHQ48Rwb56ilc8T4T7kubJx0eptmmRUqierz7+7e3HdS9s19U0Krs5D8pyIJxJoPR5S1D+/DX6dh9xxmtCjLxI/AiDyNa3YVwsl/ftDDLpDfQgyUSQAXPxMI9F1LJT6wmzbkMjywsLpuo5Ntl9+CUtuThaaDnVjXvUZGDWsQNS23N+9nH22hXwg5R8jxyxNDOQXSVoYqDaitVinph2zFgrN6DfTdDVS3kydN42EWQvZUnIY3bcNcZDen+w0cgLQIpPweVw40BFM/h1iYnjq3X146t19yd82LZmpuJ4VAJpauzTLqFRPVh8jCdr4NRpNrV2K+5er8zCyDkSPvkj8KLfCxtrMbCIVJf1rHQ9KfWG2bbgQk0Xvscn2G2JiKen6LL4zrn8hUcy2Qr+XidyvpPyTSbVbNmwAZIzQJDGtph1afSuFGf1mmq5GymvPm/IQ80d1eaHgPQ/QJ664chjdtw3tsF+2CaCFTIJfz1GQS07CpaQWhAbhhVgb7FerPGc2mk4SrrGyiJFTKe1bLfj9C5HEFRFOOmbVdCkB9+utEBEcAEUxJneO2UQqavvXU242Towg5yKFmL56yyhlZ4+rf+ztb+8xpI40E8avDXNBI0bk2iA93ilz3yRdCPP3St//4gLJi+wimRipajDSlyIrSX2o1L1Jrc406lNJF0WF/AZAdbwoXYwVsxHfR0w0Bn8o/WWKNLZp68ltU8xPYu1LyayV4JXW/UDIjx5XNpzZ0sTE7BhSCjG5A+G+ZF/5LulnPD0W+kmePc1sz+qwX7YJoJZMQqjOY+W8SZg1pkQ0RYhtS2nNDg3CC6E25IimhMip1PStFtz+m1q7iUmx+LAS0ZUY+HXJLLhEcIe7e7H9YBeRP0jixWwiFbX96yU3N06WzqkyLe75ENOXT0TGBQ0ZpYgLGxbNwP2bdqbsg61XHWkmjF8b5oJGjMi1oeT4CwunS/ZFshB2uLsX4b7+7BWxe7UQUak3zyl6fk1VMa6admZafehjf90jWh8qdm/6zvhSPMCpa1Wis5L+pSC38Op1O9P8xs5f67Y0K5q/lPQrpCvfRqREn2rJTmnoKeUnsfal6p1XzZ+MBKCa4JX0elII7b7zzIJqZGc5JMfQD6adqagfKZ1+PX8yfG5nsq/q8kLJdmgv9JM8e5rZXiZA+rOHDQDqNlD3h5i0QQMAj7y5GzedXyXZlti1H+7rwD2vfgl/KH11WI2MJG3U1VamkTBwZQGA88YOw81zxqCmqjjlnFkK+lYLn8eV7P/+i8dLyipkN0DcV3LXGQl/iMEHe4+lTU4AsO2knEcDYdz96pd45M3dWFxTmeYPbiyQxguNuNICtf3rITc/ThoaW2TtbBTE9N3TFkD9lZN0859Yv8svmZD2gAVIjym14zATxq8Nc0EjRuTaYOdf0uMsA78QSBbCWHk+PtCJmqpi0Xv1NgEdC/JysFzkfvlRcyc+PtCJu//UL6vcM8DRQFj03jRuuBfLNu5QrDPX1nL9y/mOXRAU6zM/NyfNb3W1lVizZZ+i+Utpv0K6Aqk2ItGdNLaFztOqp5yfxNo/ixcX3H4/2HssGXtqdCa5Xgn4fmT1/NuBTtFnzo+aO/HA5p2K+pLzY54zO9mX1rlDCUiePZXqSbO9TIH9ZZsQSjdQF6vzCDEx1K3/FH+5ZRai8YRgW2prdmhs8s5vI8+ZLVsbMrq0AB5XNuqvmIQgE0WIicFnYErI8EI3PK5sFHqcuHfjTklZza6RUouOHgalQ3IFv6IC/XJ2BU/pccuGJtTVVqKupjJJWFU1rCCFZZQ0XmjElRao7Z+23Pw4CTGxFDv73E4UeVymkcxI6aun/4T6jScSWPbaDsHzadeRZsL4tWEulMSIWBqnXBvc+ZfkeENjC545uTME/4styUIYKw/7RdFNcK9m2wxGojj7TB+WidwvS4fkJl+Q5OpDu4Li9yb+tXyd2bTYmaOKkZuThY6TKdTtJyJJW02rKBLtf/vBLnSH+iTThdkFQTHm7Z5wNM1vSmpi/aH+1O9oPIF4IoFQJAqfx4WS/NR+xXTlxxXXRiRyACCKbaH41Vr7K1dHLNa+VL/c2BOTCRDXmeR6JfcDfvywsje1duO/b/iWqmdOIcjNL4FwX3KMaZ07lIDk2VOpnjTbyxTYL9sKoIRMQqpeJ8TE0BViMLWiSPG1gHQ9Bg3CCzVEU2YTbfDJ54QgZjcrEV2JIRDukyW7CoSjyX8LEVZtWjITI5Cf8hup36zgXzX905RbKE64dt60ZKZh7ONiUEJEpme/agjq1I7DTBi/NswFaYxIpXHKtcGdf0mO8xfrhuQ5UZxPvljHJSe8ZUMTfvvjb0iezx0H/t4+HAmERc/l3mtI7jti5/B/5+r8s9pROHOoBw+9vjM5h7Jpx8FINPm3x5kt2Dabwnv/ph3YJpNeLrUQKTRXkRJLHu7uxQObdwpufci++KxZUI3OIIMEgBWbd6alg99ywRhRG5HU5mohO9VKoMltU6gt0rhQKpOUznqQgnLjh62pDzEx/Kurl1pfUvOLx5WNE7znO/4HlZHFHpxR6NaFcJemTQPhPjAx40iVrQL7ZVshSEkXtBA0mU1KxQVtWfQkMbIimRYJSGxCQkTnzdNGjKaEkCTE9KHQ7UKQiSEQjsLrzkGRx4Uyb55kH5kMGnEyWEi8WFuJkcd43em2ojF+lRIkDhZ/DHaQxJZcGufySybI9CE9/wod5y7WKd2Gj6tTiImhT+YBljt+5O4nXGJFOZJFb16O6MOx0LWszkvnVOGFxgMpL8ps2nFdTWXy75jI7rRyKdb87Y/EFhyFYoOEWJKNlynlhaJy3H1SjuJ8V/+2TQLn3Dh7dFr7rI1o1OZKkZ1qJdDktinUllj7Uv1qlUkvUtBk/LT3JH9zZdPrS2qOqqutRJ/AwhV34ea9O2brcu+iTYLszXMiFpdeIsqXIfnNRNg12wpwuLsXSzc04YInt+LKZz/GBU9sxc0bmnC4O311i7ReRwharqWNPGcWainVhiixnxqotZuZ9ia1SUmBC+0nIpJ1OkX56vUgkYM954fP/w2unBzcs3EHLnp6G67+z7/hotXbcOf/fIHWTunsgkyG1jjRO/6thJICF+aOL8UzC6rR1NqF617ajiV/+Bx16z/FF61dgg8pWscv+6WL39/yzTsFbTyY/DHYQRJbcmmcruwsyTbk5l8t87MQ+DopqeOUu5+0n4gk25ZrtyhfvC2WoFEIM0cVp718VpcXptSkVpcX4m8na9L5YM8VAjfdWA5CsUFiSzZeSOSQiq2PD3RilkhccP0gJgfpvKlWTylw2xRqS6x9qbjQqjPJ9Vogp7PavqR0mjmqOMnNIIRZOj6nkjx7KtXT48oWba+mqlh2ESMTMfA00glKCVa0EDSZTUrFwh9i8ODru7BIgASqtqoY9VdOIpbFCBIjK5FpkUCJTbhEcGJEdGXePFV6kMjBPWfV/Ml4+M1daQ8Yjc2duHfjDhyVSE/MZGiJk8FG4uXzuLDisomCX3zYOKE1Z7LXLb9kAjGR0mDzx2AHSWzJpYn7exnJNuTmX7XzM6lOLGEj/yVGqH25+8n5Y4cl25Yjgizz5om29U8JgkahL5BsuirbJ/ffYg/nYiBNRRWKjYbGFtw8Z0zaS7BQvJCk2ErFVkNjC1ZcNlHQRlw/iMmhheyURE8pcNsU8pNY+1LEnVp1JrleC+R0VtuXlE65OVmifdVUFeOhyybq9pxK8uypVM9wX0xUl8U1lSnbGQ4UOBIJkRydAYJAIACfzwe/3w+v16u6nf3tPbjgya2ix8VSwNg0RTXERFqupQFWZ35qZm5OFpoOdWNe9RkYNYws7U2t/dRArd2Mtrcam3D3JhQjolOqB4kcAJLnvHFzDS5d85Ho+W/fOgvjhqsfa1aHmjgxMv6tAqPnzH1HT2DuUx8S9WcVf9C6Pw1k0LSRVGyRxoRcfGo9rkUnr9uJ/Nwc9ISjRO3L3U/YtoORPvjcLjCxOIKRqKheYm0J6dzRw6TZ+4WF03HdS9sB9JeE/L7um/jBb/8m+Aziczvxg9/+TdQuSsewkIwAZOOFK7OYHAAkY2vLnbNRnO8S7YskZkjjSqmeSmwnFidi7UvJrFVnvZ/nlIwNNe0KjRUaz+JqQfLsSYr97T24dG2joC4NjS14Y2ltxjwPkd6fBl5ivE5QS8KjhJhIqH6QG3D+EIP97T2C9YVSjJhqBoM/xOC4yNcdh8MBAOghWDlmdeoUqPngThydQQY41kOlZlKtzX1uJwpO1tUFwn2A41R7ctf3RPpQ6HGBicbRE4nK1n9K2Ze1SyQaQ9PJ+la2LRLd+OcIxQ2ApN5RmfoZLiGJx5WNUCQmeb4cURAXRtXM8v2cn5uDYCQqOl6k5FJDNkaTxEuJzbTYV+haAETtScU3C1ZnuTEEQHTe46InIhx3JQUurJo/GUwsjk9ajsPrzkkSMAHCdd7xgb0GPWghNXbF9owHUlMl5ca/1uNKIdReGeGaBE1Zpc4VO8a3N5uW+1FzJ0JMDB/sPZb8m0/4uXLeJCJ/kUJMRrl44cosJYeUrMX50vd2Nfd9pedpiUlS+ZRcp1Vn2uPMqPblxgp/HJw7pgQ/q62kLgepXGpQUuDC9BHCuwwYXSprFOyXbULoTaIlxYJ6eqFb9Piq+ZORACQZMfnMnKSyLJo5MlkH+eJHLSkDo6aqGD+YdiaxTi8snJ5yTKxdNfKqBVc+rjyk9mOvZ7deeeyve4iu5dqXD9p24ccNy/bK3QOZ7xs+vG4n+mJxeFzZWHfNNEFyq5TzZYiCxGQD9PG/kJ9f/r+DuOacEWn+nju+FMsvmYD7Nu2kKhet+UOJzbTYlyRuxNqTim8uvG6n5BhS0icgbOOSAhf+cP230soe/nD9Ock+hMYbmx5nxDxkwxpg0zjFtogyMqtsMEDI3g2NLWhYNANZDge27etIbnHkQH/5CQs2XXj22GGm+YuV/8HNO5Mp71LbMNmxZUMtBtrcNND0IYGdRk4If4jBzRuaRFcm+cyXStteuqFJkEDj3DEl+M1VU/CLP/5D8PjKeZPw5y/bMKWiEE2tXaKrq6TycWVZOqcKp/vy8NaONsXt8nVaOqcqRT7+32rlVQs5+eTk4duJ9Fq562jaRSiu1PT5m6umYMs/28FOFaOG5WPtluaUhx8WtVXFeOLqqbKs5HIxT8v/Yn6urigS1FmvuKQxfyixmRb7ksaNUHtKxgV3XqMxFoRs/MLC6WgQqONeOqcKX7R2YapIHJDYiQbsNHJ5GG0js8u3Bhvk0prlUuPN9hebVRiLJxCLJ5IptlpSvW3YEMJAi5+BoA/p/ckmSCMEuxKjB+mCHAtqV1D8eOmQXGxrJmPEVCpLQ2MLJp3pU9UuXyc+uQMtedWCL59SebjXK7mWb18+SQRNuwjFlVD7ciQfPeEoHnlzNyad6UOZNw9LX27C8ksmphHx1FYV41dXTiLa/ksu5mn5X8zPYnbWKy5pzB9KbKbFvqRxI9SeXHwDqXElNYaU+kLIxqXeXME2GhpbsKimEjNHCad/ivVhY+DD5+kv35paUYTRpQUZ9/CXaRCyN/e3UcMKUObNE/WJ2f7yeVwYNawAY8qGYNxwL6aNEJfDbFltZDYGWvwMNH2kYKeRKwB3Y3uaKzFy9ZxSNbAsEyatTee5soSYGP7VJb0Njli7fJ1CTAy3bGhCXW0l6moqUSCzj57em9rz5VNqP+71Sq7l25drk0g0LpturMQuQnElJCtXjvu+Px5MNJ4S202tXclYSCT6X6iu/a+/Y9X8ybj7e+PQE46hIC8b7YEITvQyAPJVyaZWTyX9yI0XWuNICFrnDyU202Jf0rgRak8uvkcWe3BGoTsZV1Ltq/EF38a9jDC/ACvbS4u/qbgPGzZs2LBhw4YNUtgv2wrBrrqy6Q8HOoLwuhlNxE5yL1hSNbDs9hlC22hwwdaEyhEm8WWR2+9OqNbUH2LgdmYDECYf+ry1C5dMHi7YHnt+njM7jRyMBKREcayebH/lQ4VrM8Xk4dpJzvZetzNpd/65ISaWUiv69q2ziNuSI4wSiisxWVk5rpx6Biac7hNshxsLHT2MIAMry7zKhZBPPJzFFqEYKdK4gCVmb/544fddPtQjKtPnJ/2vBayfHA4gGk+gLRDG/mM9ouRsPk4KpZIxzo4/IXhc/fYVIx1TEjf8vvnX8uP7vTtmC/Yj1D5pn3xwiVz+2RYQvT7ExFCQlyPq61c+aZW0k43BCy4zb5CJofAkMy9ARiAo17ZQG1LzvloiRNLr1LRPk/xSLyJNNbYeCFBDsklKAmt2rKhpV2w8ax1famWmSXaspF8rxbwec5OZOtov2ypAm9hJjgW1KF/8ePuJCDEjJoncfFlImTZZsH1MKS/EnHHDkiRU3Afu2qpi/Gh6eZpOWsnBDnf3EhPFlRS4MHd8KX548lwAaXpKycNlQpWy0dzxpXBlZ6XUsUrZsyjfhVljSgRTgL/Da0vOPkJxpdSf3HaaDnXjdF+e4ngQ8snSOVWorSrG563d1InyuHHOtzerf9OhbsH4XDqnCheMG4YFEnGrBVIxyidn45P2ycUOd4xPKS8UPJclHbt/005R0jEtcUPK6Mw/V6h9NbHKR1G+C7VVxaL8AoVuJxoWzcCaLftSfD1n3DC88h/flrSTjcGJtu5eHDwewpot+1ST+YlB6B4tRdrIEqSqeR4hfY5R87xD8xlJLyJNpbYeKONeDckmKQms2bGipl2h8Qz0k2Q+pmF8qZWZJtmxkn6N0pGmPEYRxtKAXbOtEP4Qk+YwoL++755Xv4RfZrsbIcjVc5Z580SPnz92GH49fzL2tAUk6yOB9AlDSG6+LGzdJb8+V6jWlGubhsYW3PadsWkTBtDPKvrQG7tQf+WkFJ3qaisFzyexLdv3uOFeojZ8HhdWXDYxea5QfamUPCtePyW/VG3qissmYtnGHcR1rHk5Wbjp/Kq04zVVxbjzwrOw7LUdxLEnFFcNjS24ec4YzFJQO8y2s6ctgOE+N5YKyDdLIh6EfMLWzC6/eLxqnwuBPz759mb//uqwXzA+GxpbcKtE3N67cYeqMc6VTSxGzxruTYkVfvzJxQ6AlPEndO7ySyakvRAAqfbWEjdKatO55wrJqyZW+Sjz5qH+ykmC/AL1V07qZ9jf0pzmiwmn+/Dg6zsl7TTYsXLlSsyYMQNDhgxBaWkprrjiCuzZsyflnEQigRUrVuD000+H2+3Geeedh127dpkksXb4Qww+2Hss7cG8rrYSa7bs0xQvYs8W/HmB2/YHe4/h7j8pfx4hfY5R87xD8xlJj+ctqXalbD0Qxr0Se3LPJXk2MztW1LQrNp4BYJuG8aVFZtJnWNr9WiXm9ZibrKCj/WVbIUiIh9SkJcjVc8odf/yqKegMMlhx6URBRsz97T3EcvP78rqdeOLqqaJsoEK2CTExdPQwouRD737VjmXfH5/ST54zW3DfPRLbsn0vmjmSuI1wXzwpn1B9aWVJvmhbfPmDkT7UXzEJTCyOYCSatBE/Xvj9+NxOFHlcKX6qW/9pihy5OVloOtSNNn847WFOzj5icbNWYe3w6YXuZIzFEwk8evnZ6O2LJeOMm3JF4hPWDr+v+yY+2rhTkU5SILH30HwX6udNRlcoPT7l4lbLGJeL0erywpTf+X+TxA53/PHjeVRJPrKzHFj22g5Z3bTEjZLadO65YmNIaazyUVGcjyeunoquIINAOApvXg6K8l0o8+b120xgTPFtL2anwYytW7fipptuwowZMxCNRnHffffhwgsvxO7du5Gf38/b8Nhjj+HJJ5/E+vXrMXbsWDz66KOYO3cu9uzZgyFDhpisQT/8IQZdQQZZWQ4EmRgCvf3lG163E6cXulPSOmPxBEqHpJLueVzZOG/sMMl46Qz2P8yxqaq9fTEU57vQF0skU3Lj8YTgPbq6vBCvfNKK9YtmoLzYDSQcCEdjCEZiKMjNxhPv7MELC6ej1JuLnnAMPncOovEE/KE+HDkRRleQQQJAPAGEo/1z9pDcHKLnAf58yu5Zz/bV5g8n71FsqnGuMxufHezC0jlVgqUZ3aG+lLTkvlgc8QSQQAKOBBAHEGaiGJqfi1BfTFBOjysbk8sL0eYP4+vOIAo9LkTjcWQ7HEgkTuka7ouhJN8FBwDAgVgigXgCYGJxwXanVaTu/csvMTlyol/fMBNDNJ5A78k++L4syT/FqC6Xfi2V2no0ED41b7lzMNTjStpaKhWWn4ocZqIoys9FLyNsT77fWdnZDCtufHtc2bhh9iicf1YpshxATnYWOoMMItF0m7LxcpovF23+MA77w2CiUQz15CLIxBBLpMY8a+/pFUXweZxoC4RxNBBGHEhLp5aym9xzOjse2wLh5Hjm+joaT+B0nxtZWSC6X7I27w71IdQXhcPhgAPot09WFnr7YmnlJv5QXzKGuGOS+3zAynTOiKEoK8xDNJ7AnqMn4HU7U2KBP5ZYnw/Nz0U8kUBvXwxZWQ64BGQRsxV3jPWXy8qnXfNLDvpicSQA5Dgc6O2LCc57fH9GoqdilBsPRflO5Oc68a/uXuxt78GQ3Jy0eSbflYNEIoFhJ/X6V3evovlOT9gv2wqhJ7ETt9ZQ6XG5a5XKLdRemcyuK/w+wn3C5ETJ83v7MGrYKQZCLmESiYxCfaslKwPS60v/54ZvS7bFl18IBzqCab9x+9m0ZCZGlxakyMSXg8Wz106TlEfMPmKxoXRykYsxPuR8EmJiaD8RkWxD6XgSinO+vUcN67f34W5h8j+5uFU7xuXswf9djMxOKnbEzmXPl9vnkaublrhREisk52q9EZZ58wRZ8sXmRT2J8gYK3n777ZS/X3zxRZSWluKzzz7Dueeei0QigdWrV+O+++7DvHnzAAAvvfQSysrK8PLLL+OGG24wQ+wUHO7uxeN//SduvmAMlm3ckfISfcG4YXjg0ol45M3dybTOa88ZkXI9W+rh7xWPB4+rnz/hqyMnsGbLPjSdLJ158t29KWnoLy6aIXh9AsDLP/sWuoIRtAciWPv+qUyM/1o4PWUfeVael//vIH7yrZHoPvlSEU8g5TrSewl3fAjtWe9xZeOFhdPx7PvN+OykXjkOh2Bp0Jxxw/CH67+F+zftSJ779Hv7cM05I/Dy/x1MlvQ0tXZj3TXT0NsXR0iA4JBbXsPuw/3brftx+9yz0BEMJ3Vl24nH4xhakIuOE6eO/fhbIwTb9XC4LvhlZB5XNtZdMw3dQSalDyFfsiUFn7WKp19LlQA8Nn8ymFg8JSa5tt4mk8rNTUVmZfzNO3vT4lfM76zv+fHN2iDPmYXV/7sXP/nWSOQ5s/C7bQfwH7NGp7TFxsuqt79K+nbPkRP4w/Xfwj0n9eLGITd2p5YXYs2WfcnrpMqthOwg9bzrcWUjAeDOP/4D19eOQiQaF4ypX7/9lWCcCNmLTUV//sP9yXhmbcMddx5XNtYvngEkgFgiITgm2XsPK9Ornx3CpZNPx0NvSI87dizxx9Dvth0QlAXoz0i89YIxgjZSWt7HLzl4+r19Kf0KjRUhf7J24MbDNyqKEGJiKePoP3/yDcHx6XFlIRDuQ/1fvlI83+kJ+2VbIfgEQPyVuFxnNj4/eNwQQgOgfyUp0NuHHiaW/AottPopxf7NJUwiJcFg+5bqQynBkRxRnBghEvdaJX0WyJB0ed3pNuOu7Ef6Ymg51oO+WAJBRthWcqzrSmzA1U1oFdaZ48A/DnUR+09vkPiEfyzND67sZGozCVGLN88p6Msd/+5GIoEUojsx34jJq4S8T2jVXc4eYmRuYpCLHSFbZjscitrkQy/yFi3EJWpJjsSI5DyubJR5cyX7lLPTYITf7wcADB06FADQ0tKCI0eO4MILL0yek5ubi9mzZ+Pjjz82/WWbTS385XfPwv2bdqZls4w/3Yd7N+5AdUVR8oG/rqYy5Rw2vfb274wV7aeuthL/d6ATb+5oS3Iv8F8g6morEY0LL4WNKPbg05bjAIC3TrbBPbbi9VMP4aw81RVFaPOfWkzkX6eG8HDV/MkpL9psf+wDPKvX3ReNw6q3/ylYmsFez57L2pZr46VzqtDm78VbO9rS7M3VkdtOXU0ltn+daiO2nVHD8vF/B1KPCfmrrrYSsURCsB/2b9amb8n4kk1LFjoOnCoB+POXbYKlB18L1BBzbc0//55Xv8SaBdUAkOTs4NtIKH754M5r3jxn0gbsdawN3trRlowx9t9c2wGn4oXr2xcWTk+JIW4ccmOXHxNcsKn+UnaQeo6qq63Eis07MeWkzLk5WYIxJRYnXOTn5iRT0d/88nCK7Kxt+D5sbu8BID4m2f9zbU8y7sTGkJgsQH+q/M9npy6ScPuWsrFYCSlXHm6/YmOB70++/mLyD/flpcwzQuOTb1sxGHE/t1+2FYJL6sNfiXv8HWnyCNo40t2LHiaGB18/9aAgtPrpcWXj1Z/PFCQK4hImSa3CkhATrJw3KYXcSynBkRJyJT64JF4kfR7u7sX2g139ZFkiJF18fbgr++w1T/3vPlFbHe7uxReHujGrqkQwVXWWQhuwZHjbT64c8ldhWZlI/GcESHzC6sQdT3w/cFc+pYhaVs2fDLczCy8snI617zenpGKxY2L1/+5LXsP3L4umQ91pY+X/b+/Mw6Mqsv7/7XSSzt6EhCQsCYYBh2AAAygEAnFAQUVHX339OchAEJwRMQgyjnEXRQFlXEZHfAdfQZ9R0VfBXVGQHVRGCLKDSASGxQCGLGTpdHf9/kjuTd3b9/aWJonw/TwPD+l761adOlV1T1d11TmBrPSaOeJQnOqZ6UNfbnPGj5m8ZnU2y1PmbDlvaY7jkmCdHJk5klNXxyOspo7V/HXOdj4hhMCMGTOQl5eH7OxsAMDx48cBAKmpqZq0qampOHjwoGledXV1qKtr2vFSUWHuUb45KNsn7786y3CMKVuKJw7JVMeQ3kmkkqboyjBTh4SX90zFqTN16j3liIK8GNYh3oYvd/2s5qFZTHUJdVeGfvt6vUtoril5TxySCYvFAtE4AdLn2T42UmOX5HtAwzbU8mqH5p2SkhDlUT9527VStsPpNtSnfDRDllOvY0WGDftPIScj0UOvRvncd1VP9b6sZ6BhQqTXX2S4Z3vlpLfD1wdOqdeNjvXIZZgdHzCSz4iUeJvpsbBYm9VDhznp7bBwfQkKh3dXf9wJt4ah7IwDLrfA6cZtyfqtyPJzHeJtGNo9SfPLuIKRA8vB3ZLwj5X71XaQ20aZgCt/y7oDoPYXpW1jIq1Is2v7kGzjvPUJM/3qUbYE679Hyf07JcGGf6zcjwmNMneyRyG3sZ76/I36icKQ7kmItDb8qJUSb0PxodO4+/ILVdkV3ehlV+t+6LS6BdrpFuiaFIuhjd8PhvfsoPat+67qaZiP2ViSy9G3k4L8I2FyvM3jO0Ggx6jkrejye1MuV+6H8g8h9uhwTVlKn5DrZaRL/XtGPz5lQuFstbnQQVqAyE59lJWXXp3sLerQAGhYSfrpl2rNRBtoWvFap7s274s9mGDkMGl0luowyV8HZWbOBmZ9sgt3/q57UM7VgMCcK+mRnXh5cyKl/OJVtGQbZn2yC7cOycRDJk669PWRV/Z96erniloULdmGo+U1mPK73xg6PLvzd91N6+HNGd7D1/RqWqmW5GiOg7mzgT9totRJHk9mK5++HLWs3neiYWuabvXfaEwAnu2rsPdYRdDO+7w54lCc6pnpQ19uc8aPmbxmdfY1xs6W85bmOC4J1smRMjaNHMkpq+Pzvtxr+L5UHKud7+e19RQWFmLbtm1YvHixxz2LbjeFEMLjmsycOXNgt9vVf+np6SGXF2jaIl1psAVc3lIsHylYuL5EdRI5vGcHNc2x8lqPMa0s8p06U6fJQ962WnyoDJNe/w7/KatR++Lwnh00905X16PO6dbkoTxfUa2VXUnjdAvERFjV5/Tljf3fb1Ew5ALkdU/yuDfp9e9wxXNrMXVxMaodLsy9sQ+uyEpBdZ3TVEdy2SeqjI8G6XVg9L/yt/LZyHGinNbhavi7qtbloSPls9E9o/aqc7o15Rkd69Hr0+j4gFE9felDT1Wt5/Z5p1vghTE52HW0HE4h8Lcv9+LaF9dj/MJNuPW1f+OhD3egrPF9KeetPFd8qAx/WPANCnx8P1Kwx0QisvEXQUUvct6yTvW6i4m0qv1F0ddLt/RDVa22Dxnp26hP+Ks3oGFLsD0mEk9cn23Yvw//UqORuaM9GuFhTe8jX/0EaPj+duuQTJTXNOycUnSs9Ad9f5PzrnO6NW0ydXExrGEWzP5sFwoGX4AfSytRdGWWmpdRX/A2lvTlm707lH409/PdKBh8gekYM9OxjPIu1b83zfrhpNe/w5Q3t6DwrS1wurQ7IuS+ZpSPgv49I49PPb6cy7aEPecv20GgOPU5Vl7rdQUOOHuH709WOUxXP81WWr858IuH4y17dATWNTqo8nc1y8yhQrXDhYmv/Ruf3zUUTrcIyLmaQiDOlYye9eUoTtGdIr/ipOsBAydd+vo4XG7NKp03XZWdaXKGNen17wwdnk187d/4uDAvYAdTA7omqk47/F1Fby2nTv62iTye9ATySwEAj0m12TNG/VXWdTDO+7w5ZlGc6vnSRzDOCWV9e9OlrzqbEYwDQn9ojsNJs2f9HZuApyO5DvE2nKisw8o9Jwzfl8WHT6tf8EkDU6dOxUcffYS1a9eiS5cu6vW0tDQADb9wd+zYUb1eWlrq8Wu3zP33348ZM2aonysqKs7KhFvZahof7bmFUN5SLG9BrHa4cOdbW3B7fjfcf3UWTlQ0fOELD7Ngqs4hYZfEaDy9bA9uHZKpyUO/bVW5pvTFF8fk4DXpXlyUFdUO7e8iyvPyL7qyrB3tUaisdXpsyVTylPv9A1dnYc5nuw0X0Ioat4w+8V+9cVLnX0O/7VopK9Lq+5iMfsus0T29nIpe09s37XbpEGcz1ZGSj9E9o/ZKbx+tKU8uRy+Xfnu1r3r60oeeuCjP4y3Ktlmz7dXylmA5b/12W1mfANA5MRodE6IM37OJjddkh6bKJFBfT1l3RVf2VI8sKf39WHkN+nZpp8nfSN9GfULGny3B5dUOPP7JLlyckYh7r+yJeVL95fyV8fyvSZca5m/UTxQ7cNfiYnxcmAcAsIZZ8NSyPapOfcneId6mtom8vfqbA780jLdPdmJCY15GfcHbWPL2N+C5XV8pV65j1/YxPnUso7xLzd6bgGc/VNLrj8/Ifc0oHwX9e8Zbv5D72cOje6G23hWUs9XmwMl2kNhjIlXnV63hTKeith619cYrZ2bXjBxvyY4D/K2HN+cT1Q4XyqoduDgjUXPdl3M1mUAdcQX6rCy/Lyddcn02NZ6bA3zrqqK2aVXXzOEZELhTMwCokn5h8HcV3VtZZxt/HWAZOZMDmv9LgbdnzPqrIlOgzvt8OSL0x6leMM4J9c+b6RLwXmczgnFAGEi+weQXrHOzCt2vK/L4lN+HZuP28p4pXvM/XxBCYOrUqXj//fexevVqZGZqJx6ZmZlIS0vD8uXLkZPTcJ7U4XBgzZo1eOqpp0zztdlssNm8n5kPBcpWU6fL7XFkQN5SrN+CWO1w4bnlPyC7k129V3z4NHIytIs8rxYMwPr9p3BxRqJm63nx4dOabauA5zZHecGwtKIOpRW1EIDHltvSijrDoycOp1vdIgvAozylHv9YuR856e0MtxUDTQteAHC8olZTln7btawLX8dk9GnlZ/Rb9fXjUDmOs/aHk+o2XyMdKfnE2qyG9/TtVTi8u3pfuS7XQ8lP1qfRNnd9Xfw5QqXnTJ3Lo08q22a9/biz8cApdSuyUq5+u61en8vvHmZqj+Tt2NUOF1bvO6G2jdxOcnlKnwIadgIp/b223uXRh2R5OtujNLL7e9xKRtkSfLLKgRW7S7Fid6lH/zbKf9XeE4ZtZtRP9GUBQOUpp+bYg74Py2V3skchKbYpooG8OKw4BFy3/xT6NualH+NyHczGnb5tZFmMtp3r+0Th8O4BHTdT+on+vSmXa3S8RP8OkfvE6n0n1P5jpkuz8WnUb6odLmw7fBp/ystslZ1pnGw3A2U1J8rAyY4mXXSEGhbgjMOpcbvvryMfI2dL4VanR1lGTrTkFVq9K31buFW9rvwyCHiG+IiPCoc9Klytt94xnHx2KNGkIwfjBMkf50f2RmdXNQ6Xqt/EmAjER0Wgqtbp8azeeYbRilhyXCSeu+lipCdFo87lRsmJKsQ31l/WlT4MhjUsDG6D1X4Z+fxQvVug5EQVbBFWdWIRYQ1Tw2oZ1UN27OVrFV2WzxpmweaDv5iGXjDTNwC/2k0JU1JV51TLqKl3GoakSIy1weF0o7beiXbRkTjjcKlb1vQ66iD1y6gIq6EDtC2HyhAVYVXPKMrtqP+FwqgNfjxRZaoHe3QEYiPDTZ93ugXs0RH44edKnw7fom1W/FxRq7anPToCsbZwVNU6UVVXj8SYyAbHYw7PUCGBOCZT+riRI706p8ujzt7GpuxILFSORpTylPzMnNq1j43EwZNnUF3vVEOX1DpdsFgspu9dozzlukdHaj0Oy+Wmt49BaUWtqUxbGh3jEeDOO+/EW2+9hQ8//BDx8fHqGW273Y7o6GhYLBZMnz4ds2fPRo8ePdCjRw/Mnj0bMTExuOWWW1pZ+qZjF3/7Yg9mXZ+Nhz/YoX6hVbaYKj5ZlG2N+i9w3tLIW6FfuqUfChuPDS1cX4K83yQb5iM/p1C0ZJvqjVzJQ0lTtGQb3rxtEGZ9shPr959S86moqVfLjYkMA2C+bd+fBTTFa7ZclqwjX7oAmo7JPPTBDo+08jN6fcl5DG08epR/YQfct2Sbus33vc2HcfcVv9XoSMnHagEu7dYeJyu19xS5lfwXri/BwgmXIMxiUY+YvDAmBxZA1a1en77yUe7bwsPQq5NdfZckxkSga/sYtR7yhHtYj2Rkto/B7P/qjQfe3672SWXbrLf2Wri+BB9PzcPcz3ar+jTb1q9wps7ze6SCMkYUGeW2eWXdAfTPSFT/ltu8zunGIx/uwJu3DcLTy3Yj7zfJmmtKH1LI656Ewb9JRv5vU/Dohzs8+oRZP9LrTdkSLC826/Vl1E+N+rH+byMfMYqNdDU6PZPzVnQjP7twfQleu/US1DmbtoabRSFR8npv82E8fM1FGp0tXF+CVwsGaPqY2RiS20nO359+9NhHO011LKP0k93HKkx1YNQP9e8QWce7jpbjiet748lPd5nqUj9elfFp9u5oqS3jRliE/tvpOUZFRQXsdjvKy8uRkBDAz0N+UF7twD3vfo+pI3rg6WV7DFfarshKwcxrL8Lh0zUe3iUvz0rBI3468tE7AHrkml44Ul6Df6zcrym3cHh3FB8q0zj9GvybJHxz4BfVuZQclqDk5Bms2P0zbhnYFaUVtfh0+zE1PIPeA6J6XjE6AruPV6phDvxxlhSMEyR/nB/JoSgU74yycygjuWIjrZi6uFh9iSg6U9Imx0Vi8Z8HwQLgmS/3Yvrlv8Xjn+zExEYDMKZRVyt2/6wJfSHrQskzJyNRk7deNjk8hj48g1k95tzQG59tP6Z6flTy19dDrxu5TxgZDn0YEjmEiezIxajdDp06g/vf364pQ/lbH9ZFuS/3s+JDp/H2nwfh6WV7sEUnp9yn/+/2QaisdXp4ZR3SPQkPje6FrYdP45NtRzW63XzwF413Sm/9Q68HJa0yNvTtoq+vUof1Bu3n7bMSqsMoVMjCCZfgf9cewB8G+u+YTHk33awL/xJIGBVZF33T2xn2Z5lhPZI9vJQaIY/rwuHdsetoucd7pCEU0gAIYcGCdT8ajjMzWQqHd8fuo+UYY9DnNuw/hemX98Dmn8pUh5ByuYXDu6OzPQrLG9+Jen3ldU/C3Bv6oIuPbXb+cjbt09nG7Nz1okWLMGHCBAANv34/9thj+Oc//4mysjIMHDgQL730kupEzR/Oto70cbaVoxVX/X2dwaKyBWXV9UiJt8FqseCK59aapukQZ8NVf18HQLvoCTRsOx39wnqNHEo+oy5KxbUvbtDcS46LxN/+u68aZ9vhcqt56xfGE6KtCA8Lw6jn16nljuyVpqbX82rBAEx6/TtT/Xw1Ix8AMOLZNZqywmDB6BfXeyxqdbRHwelyI9YWDiHgcUxGWWg7U1cPe3Qk6t3uxtjYAhZYGhZk611oHxMJNxoWHpU8lB8olHY7Vl6LG17eqMYiTkuMQrjF4jPOdq0uPvaZOqe6rRSA5hiPshhaKS12l1U7MOr5praVF+Vs4WHo0SEO9pgInKxyoMZRj/ioSDz0wXaPkF1P3dgHMZFW0yNjcpzt+KhwXPX3dT7ba+Vf8pEUG4lTjT9+ON3CtO2V9pVDSBqhtJmsgxqHC9X1TljDLIhoXAQNU+OcC1z9wnq1vyjfZSe9/p1Hf42LsqK0og7dkmOR2SFOjXjhalxYVvqEWT8y0tuPpVUY8ewa0/4tj9mO7aIgREPIz8SYSDhcbtQ4nLBHe/4t9xPZzsnlecaGDked040aqQ+XVtbhiufWGsonfzaKs11VW4+EqAi0j22KOqQfSy63dgzV1LukdnIH1I8COdL5w8+VHu9ERQf1Ls9+qMhgNIaKD5/GjTmd0b6xL7uFgLUxXrf8PgDg0TdrHS5NDPN2undHKPHXPnGy3UyOlFXj4Q93eP1itm7/SXUCIKOfHMkM65GMeTf1xT3vfu+xlUP5gjohNxOdEqMw86OmFS/FKctPp6rVMl+bcAlsjRNrJRRAJ3sUPt1+TJ0gPLVsj/qlNM5mxYsrPUNMKHV6+r/7oui9beib0c6vL97l1Q4ULi423ZJi9AXd7Bm9zgqHd1frIl/zJdcZh0tdrVUmPa9tKMH6/Q3hKWIbdTBxSCYWShPjd2/PxUMf7lD1tuNIuapTo0m1PNE0mhC/WjAACxsnDv7WQ5mAzV+1X+OZXD+p0OvGm17m3NDbIwyJP3q0x0Ti54pazPi/rR5lGC04yPeVuivXlUmXPLGVdVlaUYvwMAs+/v6o4bbHy7NS8Ji0sKW0nZFe/NWD0eKVWX30E0d9nzDqu/Kz+vaX0wQzyT1SVo17l2zzWmd/dWHWn2UZnrqxDzr68B6uH9cxkVb1/aOvt6IPeWzIejBbNFEWI5VYrvo63n1FD1x6QXv1fSg/qyxQpSXY8ITBOVZv+g6GX/Nku6VoDR2VVzs0C7IySvsD8Jpm3k198dd3vze8P+eG3vh8+7GA7wVbtq9xHkx5/tqHs4k/7XQ2ZAik3GC+/3grs0+6f9+7gpE1VOjLNLNvZ0sOufyW6KeB6tibfGdb3mD7USB5+/teawvvkObir32iN/JmUlvvxso9J3DX4mLkZCQ2hBga2w+vFgzAxRmJqHI4kRJvM+xMOentDK8Dno589M+t3HMCk9/cjC93Hcejv78In901FO/8eRDenZyL9HbRGNA1Uc07KT4Sk17/DhemxqtnNlIbwzJUO1w4WeVQ/75rcTHioyJM5Vq//xTKa+qxbv9Jn/IrZ738cYKkx5vzI7lMuS5maYzKUxxJfTUjH2/dNhDdkmPxzP+7GF/NyEendtGItYVjw/5TSEloaruTVQ4c/KVaozelbH2Zii57dbIj3GLBI9f0wrJpQ3F1dpomnZJ/IPVQnFzNui4bHxfmISUuErOv740P7xyi/r387mG4OjtNk6c3vRiFIfG3fcvOOAzLUP42uibXXbmujCOln+p1eWFqPJLibKbnC1fsLkWdy42stHjMvr43OrWL1vRrZXyO7JXqtx4UeeU8Rl2Ualpf+V0gpzPSp/5Zffub6dBbW8jU1rt9tr2/fULfn+8Z+Vt8Pm0olt4xGF/NyMeLY3J8TrQBz3Etv3/0csljy2ic6dt1/th+WDZtKP52U184pJBI+jpmd7Jr3ocyisOc6npXwPom5w7+RMbwlSY1IcpnZIlA7wVbtrfIBsGWt3B9CaYO74GhQUQPCRXNiWDSUuUG8/3HW5n+RFwJVtZQoS9T9uKvl/tsbO+Vy28JT9SB6tibfIFGIQlW1kD7USB5+/teawvvkJbiV3Fme/78+Zg3bx6OHTuGiy66CM8//zyGDh3a2mIBaHLSY+ZMZ1iPDkGHMNA78tE/V+1w4ell+/D0sn2a+x9MGQx5u0JVrUvjCExfbm190/mRaocLFTXmZ3iABidP/sjvr9MoIydI/jo/8uYQzld5Zo6oNpX8Alejh0R92AXFgQWg1ZtRmXKf+GDKYFzc+KucjJJ/oPXwx8lV8aGyZjkX8799vTtsM5NB1q3cp40c1vlyZKcgOyCTHdqZOcHS461/KXn06phgeF/viFBO5ytvX++IYByTyWMomHeQ/p7+HffBlMHo19V/J2t6mRTkcWRUtjc9Gcnk68ye4rTQrD9VO1z4ucJ7X2stZ4Ok5fAnMoavNL7uB3svmLJ9RTYItrx/BBk9JFQ0J4JJS5TbHCeQRmX6E90jWFlDiVH/i7OFY/b1vXHG4TQ8GnC2yj9TV4/Z1/f2uhU8lOUFGnlHL1+gUUiCkTWYfuRv3oG+11r7HdIStPnJ9jvvvIPp06dj/vz5GDJkCP75z3/iqquuwq5du5CRkdHa4nk42/K8H276MvXlbCghyrh5AnVSpIQOMAupoP9sFGpAI1ejgyB/5fClIyOnSmbP+JI9ELnMSIgKR7274Qu6Xhf+hlcwK1NfL33bmJXlLU8zEqIi8MuZplXzQMOQ+F8n7w7bzPQk69YfXfqSR5ZJL5e/+QTav7zJHchnX3UOpi/IfS0YnYbKGZqZTN7KCeU4M9N7S9ed/PrwN5JCoNEFmnuvOWWbRTZoTnmt/cXYH9lbq9xgvv80t8xQPtccWqtdWqv8QMvzlT6QKCSBcjZ1E8x7rbXfIWebNr+N/Nlnn8WkSZNw2223ISsrC88//zzS09Px8ssvt7ZoAJpc3hsxrEcyEmMjUVpZ57FVA2gKYeDtWaO8fT2XHBepkUsJHSCHCPi5olaVSbmuoKQ3Iq97EuzRERgmhWjwJgfgW0f6MALentHXXV8Xo/r4U55MYmwkztQ5kSeFXTDKWy47WF3IbRPqeiTHafuet/yUMCQy/pafGBup6kivH71u5L9l3Zql0ctTqtORmUx6ufT5mPVvvR6MZDGTVZ82kM9G7S+nCaYvyH3Nm0791YU/ZfrCaFyb6VgeW80ZZ2Z6D3Q8GJVDCCHeCOb7DyHk3KJNT7YdDgc2b96MkSNHaq6PHDkSGzdubCWptPhzduqyCztg6vAeHl/s9jSGMAj0zNdeH8/pz1gVLdmGh6+5CLuPluPWIZnYdbRcc35Gf2ZESa//Eq54I+/ULjqgMx/BnBkye0Zfd6OzQM0985KaEIUu9mjM/P1FWNIYdiHPIG+57F2Nug1UF3LbhLoe9phITd/zdnapOedpUhOiMPu/eqs6UcpQ/pZ1I9+X+5nRc3o59x6rQF73ZMOxZHTuS5ZLZvfRcjxpMn70ejBqA1kv3uTWP+vts9mZNqWsPUGcr/Ln3Jq3d4k/ZzkDxd+znwvXl6B7ShymDu+heV8FM87M2mW3l7zORt0JIecfrXWunBDSdmjT3siPHj2Kzp07Y8OGDRg8eLB6ffbs2Xj99dexd+9ej2fq6upQV9d03q6iogLp6eln3ZOptzAEyn0lzrb+rIo/zxrd9/Wc/GyNoyE0QHW9C0IAsABhFiAirCGmc229C+2lMBj26AjYIqyoqKlHRa0TCVHhSIyNRGpClCZvJUSDP2c+/JHX32fMQlEo+m0nxacO9hzIiYpa1NS7UON0Ncb3daOyMTZyfFREQ3l19WgX3RReQQl9EYguFF3r42zXhKgect/Tt7M+PyN9A/Cr3YzibNfWOw1DUighNuoa759xuAyfMzpj5W0sGSGHT5H7sbf+qO9fcvgXvV6UsBtGYUKMQseYfZb7kj7cDYCAxppRX5PlNNKpP7oI1Xkqf/sZAJyurjcNMePvONPXXdH7mTqnV52ejbrL0Bu5b6gjci5wtt8lhJCW55wI/aVMtjdu3Ijc3Fz1+pNPPol//etf2LNnj8czM2fOxGOPPeZxnYaaEEJIW4ITSd9QR4QQQtoi50Tor+TkZFitVhw/flxzvbS0FKmpqYbP3H///SgvL1f/HT58uCVEJYQQQgghhBBCVNr0ZDsyMhL9+/fH8uXLNdeXL1+u2VYuY7PZkJCQoPlHCCGEEEIIIYS0JG0+9NeMGTMwbtw4DBgwALm5uViwYAEOHTqEyZMnt7ZohBBCCCGEEEKIIW1+sn3zzTfj1KlTePzxx3Hs2DFkZ2fjs88+Q9euXVtbNEIIIYQQQgghxJA2P9kGgClTpmDKlCmtLQYhhBBCCCGEEOIXbfrMNiGEEEIIIYQQ8muEk21CCCGEEEIIISTEcLJNCCGEEEIIIYSEGE62CSGEEEIIIYSQEMPJNiGEEEIIIYQQEmJ+Fd7Im4MQAgBQUVHRypIQQgghTSh2SbFTxBPacEIIIW0Rf234OT/ZrqysBACkp6e3siSEEEKIJ5WVlbDb7a0tRpuENpwQQkhbxpcNt4hzfEnd7Xbj6NGjiI+Ph8ViaVZeFRUVSE9Px+HDh5GQkBAiCc9tqLPgoN4ChzoLHOoscEKpMyEEKisr0alTJ4SF8VSXEbThrQt1FhzUW+BQZ4FDnQVOa9jwc/6X7bCwMHTp0iWkeSYkJLBTBwh1FhzUW+BQZ4FDnQVOqHTGX7S9QxveNqDOgoN6CxzqLHCos8BpSRvOpXRCCCGEEEIIISTEcLJNCCGEEEIIIYSEGE62A8Bms+HRRx+FzWZrbVF+NVBnwUG9BQ51FjjUWeBQZ79e2HaBQ50FB/UWONRZ4FBngdMaOjvnHaQRQgghhBBCCCEtDX/ZJoQQQgghhBBCQgwn24QQQgghhBBCSIjhZJsQQgghhBBCCAkxnGwHwPz585GZmYmoqCj0798f69ata22RWoU5c+bgkksuQXx8PFJSUnD99ddj7969mjRCCMycOROdOnVCdHQ0LrvsMuzcuVOTpq6uDlOnTkVycjJiY2Px+9//Hv/5z39asiqtxpw5c2CxWDB9+nT1GnXmyZEjR/DHP/4RSUlJiImJwcUXX4zNmzer96kzT5xOJx566CFkZmYiOjoa3bp1w+OPPw63262mOd/1tnbtWlx77bXo1KkTLBYLPvjgA839UOmnrKwM48aNg91uh91ux7hx43D69OmzXDtiBm14A7ThzYc23D9owwOHNtw3vzobLohfvP322yIiIkK88sorYteuXWLatGkiNjZWHDx4sLVFa3FGjRolFi1aJHbs2CG2bt0qRo8eLTIyMkRVVZWaZu7cuSI+Pl4sWbJEbN++Xdx8882iY8eOoqKiQk0zefJk0blzZ7F8+XKxZcsW8bvf/U707dtXOJ3O1qhWi7Fp0yZxwQUXiD59+ohp06ap16kzLb/88ovo2rWrmDBhgvj2229FSUmJWLFihdi/f7+ahjrz5IknnhBJSUnik08+ESUlJeLdd98VcXFx4vnnn1fTnO96++yzz8SDDz4olixZIgCI999/X3M/VPq58sorRXZ2tti4caPYuHGjyM7OFtdcc01LVZNI0IY3QRvePGjD/YM2PDhow33za7PhnGz7yaWXXiomT56sudazZ09x3333tZJEbYfS0lIBQKxZs0YIIYTb7RZpaWli7ty5apra2lpht9vF//zP/wghhDh9+rSIiIgQb7/9tprmyJEjIiwsTCxbtqxlK9CCVFZWih49eojly5eL/Px81VBTZ54UFRWJvLw80/vUmTGjR48WEydO1Fy74YYbxB//+EchBPWmR2+oQ6WfXbt2CQDim2++UdN8/fXXAoDYs2fPWa4V0UMbbg5tuP/QhvsPbXhw0IYHxq/BhnMbuR84HA5s3rwZI0eO1FwfOXIkNm7c2EpStR3Ky8sBAO3btwcAlJSU4Pjx4xp92Ww25Ofnq/ravHkz6uvrNWk6deqE7Ozsc1qnd955J0aPHo3LL79cc5068+Sjjz7CgAEDcNNNNyElJQU5OTl45ZVX1PvUmTF5eXn46quvsG/fPgDA999/j/Xr1+Pqq68GQL35IlT6+frrr2G32zFw4EA1zaBBg2C32895HbY1aMO9QxvuP7Th/kMbHhy04c2jLdrw8OZU6Hzh5MmTcLlcSE1N1VxPTU3F8ePHW0mqtoEQAjNmzEBeXh6ys7MBQNWJkb4OHjyopomMjERiYqJHmnNVp2+//Ta2bNmCf//73x73qDNPDhw4gJdffhkzZszAAw88gE2bNuGuu+6CzWbD+PHjqTMTioqKUF5ejp49e8JqtcLlcuHJJ5/EmDFjALCv+SJU+jl+/DhSUlI88k9JSTnnddjWoA03hzbcf2jDA4M2PDhow5tHW7ThnGwHgMVi0XwWQnhcO98oLCzEtm3bsH79eo97wejrXNXp4cOHMW3aNHz55ZeIiooyTUedNeF2uzFgwADMnj0bAJCTk4OdO3fi5Zdfxvjx49V01JmWd955B2+88QbeeustXHTRRdi6dSumT5+OTp06oaCgQE1HvXknFPoxSn8+6bCtQRvuCW24f9CGBw5teHDQhoeGtmTDuY3cD5KTk2G1Wj1WMkpLSz1WTs4npk6dio8++girVq1Cly5d1OtpaWkA4FVfaWlpcDgcKCsrM01zLrF582aUlpaif//+CA8PR3h4ONasWYMXXngB4eHhap2psyY6duyIXr16aa5lZWXh0KFDANjPzPjrX/+K++67D3/4wx/Qu3dvjBs3DnfffTfmzJkDgHrzRaj0k5aWhp9//tkj/xMnTpzzOmxr0IYbQxvuP7ThgUMbHhy04c2jLdpwTrb9IDIyEv3798fy5cs115cvX47Bgwe3klSthxAChYWFWLp0KVauXInMzEzN/czMTKSlpWn05XA4sGbNGlVf/fv3R0REhCbNsWPHsGPHjnNSpyNGjMD27duxdetW9d+AAQMwduxYbN26Fd26daPOdAwZMsQjHM2+ffvQtWtXAOxnZlRXVyMsTPtqt1qtatgQ6s07odJPbm4uysvLsWnTJjXNt99+i/Ly8nNeh20N2nAttOGBQxseOLThwUEb3jzapA0PyJ3aeYwSNuTVV18Vu3btEtOnTxexsbHip59+am3RWpw77rhD2O12sXr1anHs2DH1X3V1tZpm7ty5wm63i6VLl4rt27eLMWPGGLrd79Kli1ixYoXYsmWLGD58+DkTlsAfZE+mQlBnejZt2iTCw8PFk08+KX744Qfx5ptvipiYGPHGG2+oaagzTwoKCkTnzp3VsCFLly4VycnJ4t5771XTnO96q6ysFMXFxaK4uFgAEM8++6woLi5Ww0CFSj9XXnml6NOnj/j666/F119/LXr37s3QX60EbXgTtOGhgTbcO7ThwUEb7ptfmw3nZDsAXnrpJdG1a1cRGRkp+vXrp4bJON8AYPhv0aJFahq32y0effRRkZaWJmw2mxg2bJjYvn27Jp+amhpRWFgo2rdvL6Kjo8U111wjDh061MK1aT30hpo68+Tjjz8W2dnZwmaziZ49e4oFCxZo7lNnnlRUVIhp06aJjIwMERUVJbp16yYefPBBUVdXp6Y53/W2atUqw3dYQUGBECJ0+jl16pQYO3asiI+PF/Hx8WLs2LGirKyshWpJ9NCGN0AbHhpow31DGx44tOG++bXZcIsQQgT2WzghhBBCCCGEEEK8wTPbhBBCCCGEEEJIiOFkmxBCCCGEEEIICTGcbBNCCCGEEEIIISGGk21CCCGEEEIIISTEcLJNCCGEEEIIIYSEGE62CSGEEEIIIYSQEMPJNiGEEEIIIYQQEmI42SaEEEIIIYQQQkIMJ9uEnIdcdtllmD59emuLERAzZ87ExRdf3NpiEEIIIa0KbTghvx442SakBZkwYQIsFgsmT57scW/KlCmwWCyYMGFCywt2Fvnpp59gsViwdevW1haFEEIICRracEJIoHCyTUgLk56ejrfffhs1NTXqtdraWixevBgZGRmtKFnzcLlccLvdrS0GIYQQctagDSeEBAIn24S0MP369UNGRgaWLl2qXlu6dCnS09ORk5OjSSuEwNNPP41u3bohOjoaffv2xXvvvafeX716NSwWC7744gvk5OQgOjoaw4cPR2lpKT7//HNkZWUhISEBY8aMQXV1tSZvp9OJwsJCtGvXDklJSXjooYcghFDvOxwO3HvvvejcuTNiY2MxcOBArF69Wr3/2muvoV27dvjkk0/Qq1cv2Gw2HDx40Gf9FZm/+uorDBgwADExMRg8eDD27t2rSTd37lykpqYiPj4ekyZNQm1trUdeixYtQlZWFqKiotCzZ0/Mnz9fvTdx4kT06dMHdXV1AID6+nr0798fY8eO9SkjIYQQYgRtOG04IQEhCCEtRkFBgbjuuuvEs88+K0aMGKFeHzFihHjuuefEddddJwoKCtTrDzzwgOjZs6dYtmyZ+PHHH8WiRYuEzWYTq1evFkIIsWrVKgFADBo0SKxfv15s2bJFdO/eXeTn54uRI0eKLVu2iLVr14qkpCQxd+5cNd/8/HwRFxcnpk2bJvbs2SPeeOMNERMTIxYsWKCmueWWW8TgwYPF2rVrxf79+8W8efOEzWYT+/btE0IIsWjRIhERESEGDx4sNmzYIPbs2SOqqqo86lxSUiIAiOLiYo3MAwcOFKtXrxY7d+4UQ4cOFYMHD1afeeedd0RkZKR45ZVXxJ49e8SDDz4o4uPjRd++fdU0CxYsEB07dhRLliwRBw4cEEuWLBHt27cXr732mhBCiMrKStGtWzcxffp0IYQQRUVFIiMjQ5w+fTrI1iOEEHI+QxtOG05IoHCyTUgLohjqEydOCJvNJkpKSsRPP/0koqKixIkTJzSGuqqqSkRFRYmNGzdq8pg0aZIYM2aMEKLJ6K1YsUK9P2fOHAFA/Pjjj+q122+/XYwaNUr9nJ+fL7KysoTb7VavFRUViaysLCGEEPv37xcWi0UcOXJEU/aIESPE/fffL4RoMNQAxNatW73W2cxQyzJ/+umnAoCoqakRQgiRm5srJk+erMln4MCBGkOdnp4u3nrrLU2aWbNmidzcXPXzxo0bRUREhHj44YdFeHi4WLNmjVdZCSGEEDNow2nDCQmU8Jb+JZ0QAiQnJ2P06NF4/fXXIYTA6NGjkZycrEmza9cu1NbW4oorrtBcdzgcHlvV+vTpo/6dmpqKmJgYdOvWTXNt06ZNmmcGDRoEi8Wifs7NzcUzzzwDl8uFLVu2QAiBCy+8UPNMXV0dkpKS1M+RkZGasgNBfq5jx44AgNLSUmRkZGD37t0eDmhyc3OxatUqAMCJEydw+PBhTJo0CX/605/UNE6nE3a7XfPMPffcg1mzZqGoqAjDhg0LSlZCCCFEgTacNpwQf+Fkm5BWYuLEiSgsLAQAvPTSSx73FUcln376KTp37qy5Z7PZNJ8jIiLUvy0Wi+azci0QxydutxtWqxWbN2+G1WrV3IuLi1P/jo6O1hj7QNDLrJTrr3wA8Morr2DgwIGae7K8brcbGzZsgNVqxQ8//BCUnIQQQoge2nDacEL8gZNtQlqJK6+8Eg6HAwAwatQoj/uKw5JDhw4hPz8/5OV/8803Hp979OgBq9WKnJwcuFwulJaWYujQoSEv2xdZWVn45ptvMH78eI18CqmpqejcuTMOHDjg1VnKvHnzsHv3bqxZswajRo3CokWLcOutt55V2QkhhJz70IabQxtOSBOcbBPSSlitVuzevVv9W098fDzuuece3H333XC73cjLy0NFRQU2btyIuLg4FBQUNKv8w4cPY8aMGbj99tuxZcsWvPjii3jmmWcAABdeeCHGjh2L8ePH45lnnkFOTg5OnjyJlStXonfv3rj66qubVbYvpk2bhoKCAgwYMAB5eXl48803sXPnTs22upkzZ+Kuu+5CQkICrrrqKtTV1eG7775DWVkZZsyYga1bt+KRRx7Be++9hyFDhuDvf/87pk2bhvz8fE0+hBBCSKDQhptDG05IE5xsE9KKJCQkeL0/a9YspKSkYM6cOThw4ADatWuHfv364YEHHmh22ePHj0dNTQ0uvfRSWK1WTJ06FX/+85/V+4sWLcITTzyBv/zlLzhy5AiSkpKQm5t71o00ANx888348ccfUVRUhNraWtx4442444478MUXX6hpbrvtNsTExGDevHm49957ERsbi969e2P69Omora3F2LFjMWHCBFx77bUAgEmTJuHTTz/FuHHjsHbtWsMvR4QQQoi/0IYbQxtOSBMWIaSgfIQQQgghhBBCCGk2Ya0tACGEEEIIIYQQcq7ByTYhhBBCCCGEEBJiONkmhBBCCCGEEEJCDCfbhBBCCCGEEEJIiOFkmxBCCCGEEEIICTGcbBNCCCGEEEIIISGGk21CCCGEEEIIISTEcLJNCCGEEEIIIYSEGE62CSGEEEIIIYSQEMPJNiGEEEIIIYQQEmI42SaEEEIIIYQQQkIMJ9uEEEIIIYQQQkiI+f/BnmdxbrWXgwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, axs = plt.subplots(ncols=2, figsize=(10, 5))\n",
        "sns.scatterplot(x=df.index, y='MonthsInUnion', data=df, ax=axs[0])\n",
        "sns.scatterplot(x=df.index, y='MonthlyDues', data=df, ax=axs[1])\n",
        "axs[0].set_xlabel('Member Index')\n",
        "axs[0].set_ylabel('MonthsInUnion')\n",
        "axs[0].set_title('Months In Union')\n",
        "axs[1].set_xlabel('Member Index')\n",
        "axs[1].set_ylabel('MonthlyDues')\n",
        "axs[1].set_title('Monthly Dues')\n",
        "fig.suptitle('Scatter plots of MonthsInUnion and MonthlyDues', fontsize=14)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ee86917b",
      "metadata": {
        "id": "ee86917b"
      },
      "source": [
        "Next, I'll encode the categorical variables using `get_dummies()` and `apply(lambda)`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "c4779e26",
      "metadata": {
        "id": "c4779e26"
      },
      "outputs": [],
      "source": [
        "# Encode categorical variables\n",
        "df = pd.get_dummies(df, columns=['gender',\n",
        "                                 'USAcitizen',\n",
        "                                 'Married',\n",
        "                                 'ContinuingEd',\n",
        "                                 'FeatureA',\n",
        "                                 'Connectivity',\n",
        "                                 'FeatureC',\n",
        "                                 'FeatureD',\n",
        "                                 'FeatureE',\n",
        "                                 'FeatureF',\n",
        "                                 'FeatureG',\n",
        "                                 'FeatureB',\n",
        "                                 'DuesFrequency',\n",
        "                                 'PaperlessBilling',\n",
        "                                 'PaymentMethod'])\n",
        "# I want 'LeftUnion' to be a single feature,\n",
        "## so I'll apply the encoding with lambda.\n",
        "df['LeftUnion'] = df['LeftUnion'].apply(lambda x: 0 if x == 'Yes' else 1)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "47ee736c",
      "metadata": {
        "id": "47ee736c"
      },
      "source": [
        "Note that `get_dummies()` converts each named categorical variable into as many 0/1 variables as there are different values. Columns in the output are each named with the original variable prepended to the value. The `apply(lambda)` function take any number of arguments and execute an expression. In this case, I've kept the `LeftUnion` variable as a single column but converted the categorical values to numerical ones based on the `lambda` expression.\n",
        "\n",
        "Let's take a look at the revised dataset and variables."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3607075e",
      "metadata": {
        "scrolled": false,
        "id": "3607075e",
        "outputId": "1f5def23-66d1-46a7-f30d-2ee119e2433e"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Management</th>\n",
              "      <th>MonthsInUnion</th>\n",
              "      <th>MonthlyDues</th>\n",
              "      <th>TotalDues</th>\n",
              "      <th>LeftUnion</th>\n",
              "      <th>gender_Female</th>\n",
              "      <th>gender_Male</th>\n",
              "      <th>USAcitizen_No</th>\n",
              "      <th>USAcitizen_Yes</th>\n",
              "      <th>Married_No</th>\n",
              "      <th>Married_Yes</th>\n",
              "      <th>ContinuingEd_No</th>\n",
              "      <th>ContinuingEd_Yes</th>\n",
              "      <th>FeatureA_Maryville</th>\n",
              "      <th>FeatureA_No</th>\n",
              "      <th>FeatureA_Yes</th>\n",
              "      <th>Connectivity_DSL</th>\n",
              "      <th>Connectivity_Dial-in</th>\n",
              "      <th>Connectivity_Fiber optic</th>\n",
              "      <th>Connectivity_onlyViaER</th>\n",
              "      <th>FeatureC_Maryville</th>\n",
              "      <th>FeatureC_No</th>\n",
              "      <th>FeatureC_Yes</th>\n",
              "      <th>FeatureD_Maryville</th>\n",
              "      <th>FeatureD_No</th>\n",
              "      <th>FeatureD_Yes</th>\n",
              "      <th>FeatureE_Maryville</th>\n",
              "      <th>FeatureE_No</th>\n",
              "      <th>FeatureE_Yes</th>\n",
              "      <th>FeatureF_Maryville</th>\n",
              "      <th>FeatureF_No</th>\n",
              "      <th>FeatureF_Yes</th>\n",
              "      <th>FeatureG_Maryville</th>\n",
              "      <th>FeatureG_No</th>\n",
              "      <th>FeatureG_Yes</th>\n",
              "      <th>FeatureB_Maryville</th>\n",
              "      <th>FeatureB_No</th>\n",
              "      <th>FeatureB_Yes</th>\n",
              "      <th>DuesFrequency_Month-to-month</th>\n",
              "      <th>DuesFrequency_One year</th>\n",
              "      <th>DuesFrequency_Two year</th>\n",
              "      <th>PaperlessBilling_No</th>\n",
              "      <th>PaperlessBilling_Yes</th>\n",
              "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
              "      <th>PaymentMethod_Credit card (automatic)</th>\n",
              "      <th>PaymentMethod_Electronic check</th>\n",
              "      <th>PaymentMethod_Mailed check</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
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              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>69</td>\n",
              "      <td>96</td>\n",
              "      <td>6744.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>40</td>\n",
              "      <td>293.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>45</td>\n",
              "      <td>25</td>\n",
              "      <td>1174.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>17</td>\n",
              "      <td>89</td>\n",
              "      <td>1497.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>97</td>\n",
              "      <td>493.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0</td>\n",
              "      <td>44</td>\n",
              "      <td>50</td>\n",
              "      <td>2139.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1</td>\n",
              "      <td>72</td>\n",
              "      <td>110</td>\n",
              "      <td>7747.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1</td>\n",
              "      <td>60</td>\n",
              "      <td>81</td>\n",
              "      <td>4859.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0</td>\n",
              "      <td>34</td>\n",
              "      <td>50</td>\n",
              "      <td>1734.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>75</td>\n",
              "      <td>203.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>91</td>\n",
              "      <td>2283.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Management  MonthsInUnion  MonthlyDues  TotalDues  LeftUnion  \\\n",
              "0            0             72          109     7878.0          1   \n",
              "1            0             69           96     6744.0          1   \n",
              "2            0              7           40      293.0          0   \n",
              "3            1             45           25     1174.0          1   \n",
              "4            1             17           89     1497.0          0   \n",
              "5            0              5           97      493.0          0   \n",
              "6            0             44           50     2139.0          1   \n",
              "7            1             72          110     7747.0          1   \n",
              "8            1             60           81     4859.0          1   \n",
              "9            0             34           50     1734.0          1   \n",
              "10           1              3           75      203.0          1   \n",
              "11           0             24           91     2283.0          0   \n",
              "\n",
              "    gender_Female  gender_Male  USAcitizen_No  USAcitizen_Yes  Married_No  \\\n",
              "0               0            1              1               0           1   \n",
              "1               1            0              0               1           1   \n",
              "2               1            0              1               0           1   \n",
              "3               0            1              0               1           1   \n",
              "4               1            0              1               0           1   \n",
              "5               0            1              1               0           1   \n",
              "6               1            0              1               0           1   \n",
              "7               1            0              1               0           1   \n",
              "8               0            1              0               1           0   \n",
              "9               0            1              1               0           1   \n",
              "10              1            0              1               0           1   \n",
              "11              0            1              1               0           1   \n",
              "\n",
              "    Married_Yes  ContinuingEd_No  ContinuingEd_Yes  FeatureA_Maryville  \\\n",
              "0             0                0                 1                   0   \n",
              "1             0                0                 1                   0   \n",
              "2             0                1                 0                   1   \n",
              "3             0                0                 1                   0   \n",
              "4             0                0                 1                   0   \n",
              "5             0                0                 1                   0   \n",
              "6             0                0                 1                   0   \n",
              "7             0                0                 1                   0   \n",
              "8             1                0                 1                   0   \n",
              "9             0                0                 1                   0   \n",
              "10            0                0                 1                   0   \n",
              "11            0                0                 1                   0   \n",
              "\n",
              "    FeatureA_No  FeatureA_Yes  Connectivity_DSL  Connectivity_Dial-in  \\\n",
              "0             0             1                 0                     0   \n",
              "1             1             0                 0                     0   \n",
              "2             0             0                 1                     0   \n",
              "3             0             1                 0                     0   \n",
              "4             1             0                 0                     0   \n",
              "5             1             0                 0                     0   \n",
              "6             0             1                 1                     0   \n",
              "7             0             1                 0                     0   \n",
              "8             0             1                 0                     0   \n",
              "9             1             0                 1                     0   \n",
              "10            1             0                 0                     0   \n",
              "11            0             1                 0                     0   \n",
              "\n",
              "    Connectivity_Fiber optic  Connectivity_onlyViaER  FeatureC_Maryville  \\\n",
              "0                          1                       0                   0   \n",
              "1                          1                       0                   0   \n",
              "2                          0                       0                   0   \n",
              "3                          0                       1                   1   \n",
              "4                          1                       0                   0   \n",
              "5                          1                       0                   0   \n",
              "6                          0                       0                   0   \n",
              "7                          1                       0                   0   \n",
              "8                          1                       0                   0   \n",
              "9                          0                       0                   0   \n",
              "10                         1                       0                   0   \n",
              "11                         1                       0                   0   \n",
              "\n",
              "    FeatureC_No  FeatureC_Yes  FeatureD_Maryville  FeatureD_No  FeatureD_Yes  \\\n",
              "0             1             0                   0            0             1   \n",
              "1             1             0                   0            0             1   \n",
              "2             1             0                   0            0             1   \n",
              "3             0             0                   1            0             0   \n",
              "4             1             0                   0            0             1   \n",
              "5             1             0                   0            1             0   \n",
              "6             1             0                   0            1             0   \n",
              "7             0             1                   0            0             1   \n",
              "8             0             1                   0            1             0   \n",
              "9             1             0                   0            0             1   \n",
              "10            1             0                   0            1             0   \n",
              "11            1             0                   0            0             1   \n",
              "\n",
              "    FeatureE_Maryville  FeatureE_No  FeatureE_Yes  FeatureF_Maryville  \\\n",
              "0                    0            0             1                   0   \n",
              "1                    0            1             0                   0   \n",
              "2                    0            1             0                   0   \n",
              "3                    1            0             0                   1   \n",
              "4                    0            0             1                   0   \n",
              "5                    0            0             1                   0   \n",
              "6                    0            1             0                   0   \n",
              "7                    0            1             0                   0   \n",
              "8                    0            1             0                   0   \n",
              "9                    0            1             0                   0   \n",
              "10                   0            0             1                   0   \n",
              "11                   0            1             0                   0   \n",
              "\n",
              "    FeatureF_No  FeatureF_Yes  FeatureG_Maryville  FeatureG_No  FeatureG_Yes  \\\n",
              "0             0             1                   0            0             1   \n",
              "1             1             0                   0            0             1   \n",
              "2             1             0                   0            1             0   \n",
              "3             0             0                   1            0             0   \n",
              "4             1             0                   0            0             1   \n",
              "5             1             0                   0            0             1   \n",
              "6             1             0                   0            1             0   \n",
              "7             0             1                   0            0             1   \n",
              "8             1             0                   0            1             0   \n",
              "9             1             0                   0            1             0   \n",
              "10            1             0                   0            1             0   \n",
              "11            1             0                   0            0             1   \n",
              "\n",
              "    FeatureB_Maryville  FeatureB_No  FeatureB_Yes  \\\n",
              "0                    0            0             1   \n",
              "1                    0            0             1   \n",
              "2                    0            0             1   \n",
              "3                    1            0             0   \n",
              "4                    0            1             0   \n",
              "5                    0            0             1   \n",
              "6                    0            1             0   \n",
              "7                    0            0             1   \n",
              "8                    0            1             0   \n",
              "9                    0            1             0   \n",
              "10                   0            1             0   \n",
              "11                   0            1             0   \n",
              "\n",
              "    DuesFrequency_Month-to-month  DuesFrequency_One year  \\\n",
              "0                              0                       0   \n",
              "1                              0                       1   \n",
              "2                              1                       0   \n",
              "3                              0                       1   \n",
              "4                              1                       0   \n",
              "5                              1                       0   \n",
              "6                              1                       0   \n",
              "7                              0                       0   \n",
              "8                              1                       0   \n",
              "9                              1                       0   \n",
              "10                             1                       0   \n",
              "11                             1                       0   \n",
              "\n",
              "    DuesFrequency_Two year  PaperlessBilling_No  PaperlessBilling_Yes  \\\n",
              "0                        1                    1                     0   \n",
              "1                        0                    0                     1   \n",
              "2                        0                    0                     1   \n",
              "3                        0                    1                     0   \n",
              "4                        0                    0                     1   \n",
              "5                        0                    1                     0   \n",
              "6                        0                    0                     1   \n",
              "7                        1                    0                     1   \n",
              "8                        0                    0                     1   \n",
              "9                        0                    0                     1   \n",
              "10                       0                    1                     0   \n",
              "11                       0                    0                     1   \n",
              "\n",
              "    PaymentMethod_Bank transfer (automatic)  \\\n",
              "0                                         1   \n",
              "1                                         0   \n",
              "2                                         0   \n",
              "3                                         0   \n",
              "4                                         0   \n",
              "5                                         1   \n",
              "6                                         0   \n",
              "7                                         1   \n",
              "8                                         0   \n",
              "9                                         0   \n",
              "10                                        0   \n",
              "11                                        0   \n",
              "\n",
              "    PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
              "0                                       0                               0   \n",
              "1                                       1                               0   \n",
              "2                                       1                               0   \n",
              "3                                       1                               0   \n",
              "4                                       0                               1   \n",
              "5                                       0                               0   \n",
              "6                                       0                               0   \n",
              "7                                       0                               0   \n",
              "8                                       0                               1   \n",
              "9                                       0                               1   \n",
              "10                                      0                               0   \n",
              "11                                      1                               0   \n",
              "\n",
              "    PaymentMethod_Mailed check  \n",
              "0                            0  \n",
              "1                            0  \n",
              "2                            0  \n",
              "3                            0  \n",
              "4                            0  \n",
              "5                            0  \n",
              "6                            1  \n",
              "7                            0  \n",
              "8                            0  \n",
              "9                            0  \n",
              "10                           1  \n",
              "11                           0  "
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.head(12)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6a28cdb8",
      "metadata": {
        "id": "6a28cdb8"
      },
      "source": [
        "Lastly, I'll remove colinear features. Now that the variables are separated by get_dummies(), the need for removing Features ending with `_Maryville` is more clearly obviated."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e06f39f1",
      "metadata": {
        "id": "e06f39f1",
        "outputId": "42913d80-9c5d-4cb1-8501-3090bbb39cfe"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'FeatureA_Maryville',\n",
              " 'FeatureB_Maryville',\n",
              " 'FeatureD_Maryville',\n",
              " 'FeatureE_Maryville',\n",
              " 'FeatureF_Maryville',\n",
              " 'FeatureG_Maryville'}"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Calculate the correlation matrix of the numerical features\n",
        "corr_matrix = df.corr()\n",
        "\n",
        "# Find the features that have a correlation coefficient greater than 0.9\n",
        "high_corr_cols = set()\n",
        "for i in range(len(corr_matrix.columns)):\n",
        "    for j in range(i):\n",
        "        if corr_matrix.iloc[i, j] > 0.9:\n",
        "            colname = corr_matrix.columns[i]\n",
        "            high_corr_cols.add(colname)\n",
        "\n",
        "# Display highly-correlated features\n",
        "high_corr_cols"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "579b0d4c",
      "metadata": {
        "id": "579b0d4c"
      },
      "outputs": [],
      "source": [
        "df.drop(columns=high_corr_cols, inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8d7771a3",
      "metadata": {
        "id": "8d7771a3",
        "outputId": "8f85df4f-d81a-4233-9aed-66b804c0bce5"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Management</th>\n",
              "      <th>MonthsInUnion</th>\n",
              "      <th>MonthlyDues</th>\n",
              "      <th>TotalDues</th>\n",
              "      <th>LeftUnion</th>\n",
              "      <th>gender_Female</th>\n",
              "      <th>gender_Male</th>\n",
              "      <th>USAcitizen_No</th>\n",
              "      <th>USAcitizen_Yes</th>\n",
              "      <th>Married_No</th>\n",
              "      <th>Married_Yes</th>\n",
              "      <th>ContinuingEd_No</th>\n",
              "      <th>ContinuingEd_Yes</th>\n",
              "      <th>FeatureA_No</th>\n",
              "      <th>FeatureA_Yes</th>\n",
              "      <th>Connectivity_DSL</th>\n",
              "      <th>Connectivity_Dial-in</th>\n",
              "      <th>Connectivity_Fiber optic</th>\n",
              "      <th>Connectivity_onlyViaER</th>\n",
              "      <th>FeatureC_Maryville</th>\n",
              "      <th>FeatureC_No</th>\n",
              "      <th>FeatureC_Yes</th>\n",
              "      <th>FeatureD_No</th>\n",
              "      <th>FeatureD_Yes</th>\n",
              "      <th>FeatureE_No</th>\n",
              "      <th>FeatureE_Yes</th>\n",
              "      <th>FeatureF_No</th>\n",
              "      <th>FeatureF_Yes</th>\n",
              "      <th>FeatureG_No</th>\n",
              "      <th>FeatureG_Yes</th>\n",
              "      <th>FeatureB_No</th>\n",
              "      <th>FeatureB_Yes</th>\n",
              "      <th>DuesFrequency_Month-to-month</th>\n",
              "      <th>DuesFrequency_One year</th>\n",
              "      <th>DuesFrequency_Two year</th>\n",
              "      <th>PaperlessBilling_No</th>\n",
              "      <th>PaperlessBilling_Yes</th>\n",
              "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
              "      <th>PaymentMethod_Credit card (automatic)</th>\n",
              "      <th>PaymentMethod_Electronic check</th>\n",
              "      <th>PaymentMethod_Mailed check</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>72</td>\n",
              "      <td>109</td>\n",
              "      <td>7878.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>69</td>\n",
              "      <td>96</td>\n",
              "      <td>6744.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>1</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>40</td>\n",
              "      <td>293.0</td>\n",
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              "      <td>1</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>45</td>\n",
              "      <td>25</td>\n",
              "      <td>1174.0</td>\n",
              "      <td>1</td>\n",