DS_L3_20_April_Assignment_3.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "DS_L3_20_April_Assignment_3.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "cpC_Jm-mBYWp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "2852b36c-4622-43cd-a293-a48f2db28bbf"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2DO0UUg_BbnX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 609
        },
        "outputId": "f906ffbe-5c92-4dcc-c312-9f7d94ba50eb"
      },
      "source": [
        "url_train = \"https://raw.githubusercontent.com/shala2020/shala2020.github.io/master/Lecture_Materials/Assignments/DataScience/L2/train.csv\"\n",
        "train = pd.read_csv(url_train)\n",
        "train.head(10)\n",
        "train"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Age</th>\n",
              "      <th>Attrition</th>\n",
              "      <th>BusinessTravel</th>\n",
              "      <th>DailyRate</th>\n",
              "      <th>Department</th>\n",
              "      <th>DistanceFromHome</th>\n",
              "      <th>Education</th>\n",
              "      <th>EducationField</th>\n",
              "      <th>EmployeeCount</th>\n",
              "      <th>EmployeeNumber</th>\n",
              "      <th>EnvironmentSatisfaction</th>\n",
              "      <th>Gender</th>\n",
              "      <th>HourlyRate</th>\n",
              "      <th>JobInvolvement</th>\n",
              "      <th>JobLevel</th>\n",
              "      <th>JobRole</th>\n",
              "      <th>JobSatisfaction</th>\n",
              "      <th>MaritalStatus</th>\n",
              "      <th>MonthlyIncome</th>\n",
              "      <th>MonthlyRate</th>\n",
              "      <th>NumCompaniesWorked</th>\n",
              "      <th>OverTime</th>\n",
              "      <th>PercentSalaryHike</th>\n",
              "      <th>PerformanceRating</th>\n",
              "      <th>RelationshipSatisfaction</th>\n",
              "      <th>StockOptionLevel</th>\n",
              "      <th>TotalWorkingYears</th>\n",
              "      <th>TrainingTimesLastYear</th>\n",
              "      <th>WorkLifeBalance</th>\n",
              "      <th>YearsAtCompany</th>\n",
              "      <th>YearsInCurrentRole</th>\n",
              "      <th>YearsSinceLastPromotion</th>\n",
              "      <th>YearsWithCurrManager</th>\n",
              "      <th>ID</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>41</td>\n",
              "      <td>1</td>\n",
              "      <td>Travel_Rarely</td>\n",
              "      <td>1102</td>\n",
              "      <td>Sales</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>Life Sciences</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>Female</td>\n",
              "      <td>94</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>Sales Executive</td>\n",
              "      <td>4</td>\n",
              "      <td>Single</td>\n",
              "      <td>5993</td>\n",
              "      <td>19479</td>\n",
              "      <td>8</td>\n",
              "      <td>Yes</td>\n",
              "      <td>11</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>49</td>\n",
              "      <td>0</td>\n",
              "      <td>Travel_Frequently</td>\n",
              "      <td>279</td>\n",
              "      <td>Research &amp; Development</td>\n",
              "      <td>8</td>\n",
              "      <td>1</td>\n",
              "      <td>Life Sciences</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>Male</td>\n",
              "      <td>61</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>Research Scientist</td>\n",
              "      <td>2</td>\n",
              "      <td>Married</td>\n",
              "      <td>5130</td>\n",
              "      <td>24907</td>\n",
              "      <td>1</td>\n",
              "      <td>No</td>\n",
              "      <td>23</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>10</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>37</td>\n",
              "      <td>1</td>\n",
              "      <td>Travel_Rarely</td>\n",
              "      <td>1373</td>\n",
              "      <td>Research &amp; Development</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>Other</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>Male</td>\n",
              "      <td>92</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>Laboratory Technician</td>\n",
              "      <td>3</td>\n",
              "      <td>Single</td>\n",
              "      <td>2090</td>\n",
              "      <td>2396</td>\n",
              "      <td>6</td>\n",
              "      <td>Yes</td>\n",
              "      <td>15</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>33</td>\n",
              "      <td>0</td>\n",
              "      <td>Travel_Frequently</td>\n",
              "      <td>1392</td>\n",
              "      <td>Research &amp; Development</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>Life Sciences</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>Female</td>\n",
              "      <td>56</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Research Scientist</td>\n",
              "      <td>3</td>\n",
              "      <td>Married</td>\n",
              "      <td>2909</td>\n",
              "      <td>23159</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>11</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>8</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>27</td>\n",
              "      <td>0</td>\n",
              "      <td>Travel_Rarely</td>\n",
              "      <td>591</td>\n",
              "      <td>Research &amp; Development</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>Medical</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>Male</td>\n",
              "      <td>40</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Laboratory Technician</td>\n",
              "      <td>2</td>\n",
              "      <td>Married</td>\n",
              "      <td>3468</td>\n",
              "      <td>16632</td>\n",
              "      <td>9</td>\n",
              "      <td>No</td>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1023</th>\n",
              "      <td>56</td>\n",
              "      <td>0</td>\n",
              "      <td>Travel_Rarely</td>\n",
              "      <td>1255</td>\n",
              "      <td>Research &amp; Development</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>Life Sciences</td>\n",
              "      <td>1</td>\n",
              "      <td>1441</td>\n",
              "      <td>1</td>\n",
              "      <td>Female</td>\n",
              "      <td>90</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Research Scientist</td>\n",
              "      <td>1</td>\n",
              "      <td>Married</td>\n",
              "      <td>2066</td>\n",
              "      <td>10494</td>\n",
              "      <td>2</td>\n",
              "      <td>No</td>\n",
              "      <td>22</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1023</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1024</th>\n",
              "      <td>47</td>\n",
              "      <td>0</td>\n",
              "      <td>Travel_Rarely</td>\n",
              "      <td>359</td>\n",
              "      <td>Research &amp; Development</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>Medical</td>\n",
              "      <td>1</td>\n",
              "      <td>1443</td>\n",
              "      <td>1</td>\n",
              "      <td>Female</td>\n",
              "      <td>82</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>Research Director</td>\n",
              "      <td>3</td>\n",
              "      <td>Married</td>\n",
              "      <td>17169</td>\n",
              "      <td>26703</td>\n",
              "      <td>3</td>\n",
              "      <td>No</td>\n",
              "      <td>19</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>26</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>20</td>\n",
              "      <td>17</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1024</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1025</th>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>Travel_Rarely</td>\n",
              "      <td>1476</td>\n",
              "      <td>Sales</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>Medical</td>\n",
              "      <td>1</td>\n",
              "      <td>1445</td>\n",
              "      <td>4</td>\n",
              "      <td>Female</td>\n",
              "      <td>42</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>Sales Executive</td>\n",
              "      <td>3</td>\n",
              "      <td>Married</td>\n",
              "      <td>4162</td>\n",
              "      <td>15211</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1026</th>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>Travel_Rarely</td>\n",
              "      <td>601</td>\n",
              "      <td>Sales</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>Marketing</td>\n",
              "      <td>1</td>\n",
              "      <td>1446</td>\n",
              "      <td>4</td>\n",
              "      <td>Male</td>\n",
              "      <td>97</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>Sales Executive</td>\n",
              "      <td>4</td>\n",
              "      <td>Married</td>\n",
              "      <td>9204</td>\n",
              "      <td>23343</td>\n",
              "      <td>4</td>\n",
              "      <td>No</td>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1026</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1027</th>\n",
              "      <td>34</td>\n",
              "      <td>0</td>\n",
              "      <td>Travel_Rarely</td>\n",
              "      <td>401</td>\n",
              "      <td>Research &amp; Development</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>Life Sciences</td>\n",
              "      <td>1</td>\n",
              "      <td>1447</td>\n",
              "      <td>4</td>\n",
              "      <td>Female</td>\n",
              "      <td>86</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>Laboratory Technician</td>\n",
              "      <td>2</td>\n",
              "      <td>Married</td>\n",
              "      <td>3294</td>\n",
              "      <td>3708</td>\n",
              "      <td>5</td>\n",
              "      <td>No</td>\n",
              "      <td>17</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1027</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1028 rows × 34 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      Age  Attrition  ... YearsWithCurrManager    ID\n",
              "0      41          1  ...                    5     0\n",
              "1      49          0  ...                    7     1\n",
              "2      37          1  ...                    0     2\n",
              "3      33          0  ...                    0     3\n",
              "4      27          0  ...                    2     4\n",
              "...   ...        ...  ...                  ...   ...\n",
              "1023   56          0  ...                    0  1023\n",
              "1024   47          0  ...                    6  1024\n",
              "1025   24          0  ...                    3  1025\n",
              "1026   32          0  ...                    3  1026\n",
              "1027   34          0  ...                    2  1027\n",
              "\n",
              "[1028 rows x 34 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wH4YmnoIBhfG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        },
        "outputId": "04fb6baf-2787-491a-b16f-7167419df76c"
      },
      "source": [
        "url_movies = \"https://raw.githubusercontent.com/shala2020/shala2020.github.io/master/Lecture_Materials/Google_Colab_Notebooks/DataScience/L2/moviesData.csv\"\n",
        "movies = pd.read_csv(url_movies)\n",
        "movies.head(10)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>title</th>\n",
              "      <th>title_type</th>\n",
              "      <th>genre</th>\n",
              "      <th>runtime</th>\n",
              "      <th>mpaa_rating</th>\n",
              "      <th>studio</th>\n",
              "      <th>thtr_rel_year</th>\n",
              "      <th>thtr_rel_month</th>\n",
              "      <th>thtr_rel_day</th>\n",
              "      <th>dvd_rel_year</th>\n",
              "      <th>dvd_rel_month</th>\n",
              "      <th>dvd_rel_day</th>\n",
              "      <th>imdb_rating</th>\n",
              "      <th>imdb_num_votes</th>\n",
              "      <th>critics_rating</th>\n",
              "      <th>critics_score</th>\n",
              "      <th>audience_rating</th>\n",
              "      <th>audience_score</th>\n",
              "      <th>best_pic_nom</th>\n",
              "      <th>best_pic_win</th>\n",
              "      <th>best_actor_win</th>\n",
              "      <th>best_actress_win</th>\n",
              "      <th>best_dir_win</th>\n",
              "      <th>top200_box</th>\n",
              "      <th>director</th>\n",
              "      <th>actor1</th>\n",
              "      <th>actor2</th>\n",
              "      <th>actor3</th>\n",
              "      <th>actor4</th>\n",
              "      <th>actor5</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Filly Brown</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>80.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Indomina Media Inc.</td>\n",
              "      <td>2013</td>\n",
              "      <td>4</td>\n",
              "      <td>19</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>899</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>45</td>\n",
              "      <td>Upright</td>\n",
              "      <td>73</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>Michael D. Olmos</td>\n",
              "      <td>Gina Rodriguez</td>\n",
              "      <td>Jenni Rivera</td>\n",
              "      <td>Lou Diamond Phillips</td>\n",
              "      <td>Emilio Rivera</td>\n",
              "      <td>Joseph Julian Soria</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>The Dish</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>101.0</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Warner Bros. Pictures</td>\n",
              "      <td>2001</td>\n",
              "      <td>3</td>\n",
              "      <td>14</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>7.3</td>\n",
              "      <td>12285</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>96</td>\n",
              "      <td>Upright</td>\n",
              "      <td>81</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>Rob Sitch</td>\n",
              "      <td>Sam Neill</td>\n",
              "      <td>Kevin Harrington</td>\n",
              "      <td>Patrick Warburton</td>\n",
              "      <td>Tom Long</td>\n",
              "      <td>Genevieve Mooy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>Waiting for Guffman</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>84.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Sony Pictures Classics</td>\n",
              "      <td>1996</td>\n",
              "      <td>8</td>\n",
              "      <td>21</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>7.6</td>\n",
              "      <td>22381</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>91</td>\n",
              "      <td>Upright</td>\n",
              "      <td>91</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>Christopher Guest</td>\n",
              "      <td>Christopher Guest</td>\n",
              "      <td>Catherine O'Hara</td>\n",
              "      <td>Parker Posey</td>\n",
              "      <td>Eugene Levy</td>\n",
              "      <td>Bob Balaban</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>The Age of Innocence</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>139.0</td>\n",
              "      <td>PG</td>\n",
              "      <td>Columbia Pictures</td>\n",
              "      <td>1993</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.2</td>\n",
              "      <td>35096</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>80</td>\n",
              "      <td>Upright</td>\n",
              "      <td>76</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>yes</td>\n",
              "      <td>no</td>\n",
              "      <td>yes</td>\n",
              "      <td>no</td>\n",
              "      <td>Martin Scorsese</td>\n",
              "      <td>Daniel Day-Lewis</td>\n",
              "      <td>Michelle Pfeiffer</td>\n",
              "      <td>Winona Ryder</td>\n",
              "      <td>Richard E. Grant</td>\n",
              "      <td>Alec McCowen</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Malevolence</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Horror</td>\n",
              "      <td>90.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Anchor Bay Entertainment</td>\n",
              "      <td>2004</td>\n",
              "      <td>9</td>\n",
              "      <td>10</td>\n",
              "      <td>2005.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>2386</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>33</td>\n",
              "      <td>Spilled</td>\n",
              "      <td>27</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>Stevan Mena</td>\n",
              "      <td>Samantha Dark</td>\n",
              "      <td>R. Brandon Johnson</td>\n",
              "      <td>Brandon Johnson</td>\n",
              "      <td>Heather Magee</td>\n",
              "      <td>Richard Glover</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>Old Partner</td>\n",
              "      <td>Documentary</td>\n",
              "      <td>Documentary</td>\n",
              "      <td>78.0</td>\n",
              "      <td>Unrated</td>\n",
              "      <td>Shcalo Media Group</td>\n",
              "      <td>2009</td>\n",
              "      <td>1</td>\n",
              "      <td>15</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>7.8</td>\n",
              "      <td>333</td>\n",
              "      <td>Fresh</td>\n",
              "      <td>91</td>\n",
              "      <td>Upright</td>\n",
              "      <td>86</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>Chung-ryoul Lee</td>\n",
              "      <td>Choi Won-kyun</td>\n",
              "      <td>Lee Sam-soon</td>\n",
              "      <td>Moo</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>Lady Jane</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>142.0</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Paramount Home Video</td>\n",
              "      <td>1986</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2003.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>7.2</td>\n",
              "      <td>5016</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>57</td>\n",
              "      <td>Upright</td>\n",
              "      <td>76</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>Trevor Nunn</td>\n",
              "      <td>Cary Elwes</td>\n",
              "      <td>John Wood</td>\n",
              "      <td>Michael Hordern</td>\n",
              "      <td>Jill Bennett II</td>\n",
              "      <td>Helena Bonham Carter</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>Mad Dog Time</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>93.0</td>\n",
              "      <td>R</td>\n",
              "      <td>MGM/United Artists</td>\n",
              "      <td>1996</td>\n",
              "      <td>11</td>\n",
              "      <td>8</td>\n",
              "      <td>2004.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>2272</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>17</td>\n",
              "      <td>Spilled</td>\n",
              "      <td>47</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>Larry Bishop</td>\n",
              "      <td>Richard Dreyfuss</td>\n",
              "      <td>Jeff Goldblum</td>\n",
              "      <td>Gabriel Byrne</td>\n",
              "      <td>Ellen Barkin</td>\n",
              "      <td>Diane Lane</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>Beauty Is Embarrassing</td>\n",
              "      <td>Documentary</td>\n",
              "      <td>Documentary</td>\n",
              "      <td>88.0</td>\n",
              "      <td>Unrated</td>\n",
              "      <td>Independent Pictures</td>\n",
              "      <td>2012</td>\n",
              "      <td>9</td>\n",
              "      <td>7</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>7.5</td>\n",
              "      <td>880</td>\n",
              "      <td>Fresh</td>\n",
              "      <td>90</td>\n",
              "      <td>Upright</td>\n",
              "      <td>89</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>Neil Berkeley</td>\n",
              "      <td>Paul Reubens</td>\n",
              "      <td>Matt Groening</td>\n",
              "      <td>Todd Oldham</td>\n",
              "      <td>Jonathan Dayton</td>\n",
              "      <td>Cliff Benjamin</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>The Snowtown Murders</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>119.0</td>\n",
              "      <td>Unrated</td>\n",
              "      <td>IFC Films</td>\n",
              "      <td>2012</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2012.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.6</td>\n",
              "      <td>12496</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>83</td>\n",
              "      <td>Upright</td>\n",
              "      <td>66</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>Justin Kurzel</td>\n",
              "      <td>Lucas Pittaway</td>\n",
              "      <td>Daniel Henshall</td>\n",
              "      <td>Louise Harris</td>\n",
              "      <td>Craig Coyne</td>\n",
              "      <td>Richard Green</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0                   title  ...            actor4                actor5\n",
              "0           1             Filly Brown  ...     Emilio Rivera   Joseph Julian Soria\n",
              "1           2                The Dish  ...          Tom Long        Genevieve Mooy\n",
              "2           3     Waiting for Guffman  ...       Eugene Levy           Bob Balaban\n",
              "3           4    The Age of Innocence  ...  Richard E. Grant          Alec McCowen\n",
              "4           5             Malevolence  ...     Heather Magee        Richard Glover\n",
              "5           6             Old Partner  ...               NaN                   NaN\n",
              "6           7               Lady Jane  ...   Jill Bennett II  Helena Bonham Carter\n",
              "7           8            Mad Dog Time  ...      Ellen Barkin            Diane Lane\n",
              "8           9  Beauty Is Embarrassing  ...   Jonathan Dayton        Cliff Benjamin\n",
              "9          10    The Snowtown Murders  ...       Craig Coyne         Richard Green\n",
              "\n",
              "[10 rows x 31 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CzjDkC3-Bsms",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 687
        },
        "outputId": "00ba0919-4952-4e7a-ce7a-86385c0cd505"
      },
      "source": [
        "plt.figure(figsize=(10,10))\n",
        "sns.heatmap(movies.corr())\n",
        "# vmin = -1, cmap='coolwarm', annot=True, mask = mask"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f57571d4198>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yyfu9ZBrCUdY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 687
        },
        "outputId": "c952907d-9507-4850-eaf1-7098afb75338"
      },
      "source": [
        " plt.figure(figsize=(10,10))\n",
        " mask = np.zeros_like(movies.corr(), dtype=np.bool)\n",
        " mask[np.triu_indices_from(mask)] = True\n",
        " sns.heatmap(movies.corr(),vmin = -1, cmap='coolwarm', annot=True, mask = mask)\n",
        "\n"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5752e57ef0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OZcBsx5hELdp",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e9798179-bd97-48e0-9228-207e44e7631d"
      },
      "source": [
        "train.hist(figsize=(20,20))"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f574f459860>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f440c88>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f42f3c8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f3057b8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f2b6a20>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f574f2ecc88>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f29eef0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f25f160>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f25f1d0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f1c7668>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f574f17b8d0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f1aeb38>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f162da0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f117fd0>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f0d5438>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f574f0897b8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f03ab38>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f06eeb8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574f02b278>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574efde5f8>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f574ef91978>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574ef42cf8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574ef020b8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574eeb3438>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574eee37b8>],\n",
              "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f574ee95b38>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574ee49eb8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574ee08278>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574edb95f8>,\n",
              "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f574edee978>]],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABIoAAARuCAYAAAC8xNxhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdefxcVX3/8dcbwiYgYfMrJMFgwYUSAZsC1tZ+BVQEJLRFZCkGpKbWXdMfi0vBrQUrAopbECQgsogiEagFgW+pVlD2sIjEGEgCIRCSQFgNfn5/nDNwM/nOd5v5zr3fmffz8ZjHzJy7fe6de+bee+455yoiMDMzMzMzMzMzW6fsAMzMzMzMzMzMrBpcUGRmZmZmZmZmZoALiszMzMzMzMzMLHNBkZmZmZmZmZmZAS4oMjMzMzMzMzOzzAVFZmZmZmZmZmYGuKDIzKzSJB0h6eoBhv+NpPvaGZNZN5C0naRVktbN3/sk/VPZcZmVSdK3JX227DjMrJokTZYUksa1ebkDni/b8LmgqAvkk9vlkjYoOxazbtBfnpO0QNI+he9DOpBGxAUR8fbCdCFph8Lw/42I17Z6Hcw6Qc53z0h6UtIKSf8n6QOSBj3/iYgHI2KTiHhhmMvslfSnXMj0pKT7JB09jOldIGWlGSzPRMQHIuILQ5zPPoONN5oKx9lVhdcdbVjuSZK+30/6Gsdvs7Gk8N9QzE9nlhTLWufQ9efL1jwXFHU4SZOBvwECOLDUYMy6QCvzXLvvxph1qHdFxKbAq4CTgeOAs0d5mQ9FxCbAy4FPAGdJcoGujRVl5JnRND4X+m4SEbvUD/Sx1mzI3lXIS5tExIfLDshGjwuKOt97gRuBc4HptURJW0r6qaQnJP1G0hcl/aIw/HWSrpH0eL4bekj7Qzcbk9bKc5LOB7YDfprvwBwL3JDHX5HT3iTpKEm/lHSapGXASTntF3k+tWnuyNO8J9deWFRbuKTX5xoJKyTdLenAwrBzJX1D0pX5bvFNkv5stDeIWRVExMqImAO8B5guaWdJ+0u6LR8LF0o6qTZ+o1p/ktbPx8YphbRXSHpa0tZ1y4yIuAp4HHhDHndzSVdIejTXPLxC0sQ87EukguYzi3drfUy2MjTIM+dK+iKApK3y/rsi75v/K2mdBsc8JP1Q0hJJKyXdIOnPa8sa7Pgk6c8LeeARSZ/K6etIOl7S7yUtk3SJpC0GWq/acVPScZKWAN+TtIGk0yU9lF+nK9cKLox/rKSlkh6WdJCk/ST9Lsf0qeFs21YubyTbwKxVJK0r6SuSHpM0H9i/bnh9jfo1atxJ+mulmosr8nH4qJze8PhM43Po4rXsXyld467M739VGNYn6QtK59xPSrpa0lYt3TAdwAVFne+9wAX59Q5JPTn9G8BTwCtJF7PFQqSNgWuAHwCvAA4FvilppzbGbTZWrZXnIuJI4EFeuhPzZeAtefzanc5f5e97APOBHuBLxRlHRG2aXfI0FxeHS1oP+ClwNSnvfgS4QGvWZDgU+BywOTCvfhlmnS4ifg0sIhXIPEXKs+NJJ7f/IumgQaZ/HrgI+MdC8mHAtRHxaHHcfAF3ILAVKb9BOvf6Hqm2xnbAM8CZed6fBv4X+HDtbq2PyVa2ujxTNDOnb006Zn0qjd7vMQ/gv4AdSfvxraTjZFG/xydJmwI/B34GbAvsAFybp/kIcBDwt3nYctI57mBeCWxByoczgE8DewK7ArsAuwOfqRt/Q2AC8G/AWaT/gL/I2+WzkrYfwnJrWrm8kW4Ds1Z4P3AAsBswFTh4qBNKehXpf+HrpP+RXYHb8+CBjs+NzqFr890CuBL4GrAl8FXgSklbFkY7HDia9H+0PvCvQ427W7igqINJ+mvSAfCSiLgF+D1wuFLHnP8AnBgRT0fEPcDswqQHAAsi4nsRsToibgN+BLy7zatgNqY0ynPDnM1DEfH1nPeeGea0ewKbACdHxPMRcR1wBekituayiPh1RKwmnaTvOsxlmHWCh4AtIqIvIuZGxJ8i4k7gQtLF1mBmA4dJUv5+JHB+Yfi2klaQCoEuAz6Zj6VExLKI+FE+/j5JuhgeaJk+JlsVPEQqWCn6I7AN8KqI+GPuMy8azSAizomIJyPiOeAkYBdJmxVGaXR8OgBYEhGnRsSzeR435WEfAD4dEYsK8z1Ya9YEfCzXVlghqXYx+CfSefBz+Vh7BPD5iFiaC3w/R8rXxXX9UkT8kVRQvBVwRo7lbuAeUoFPzSGFZa7I/wdFrVzeULaBWSv8pG6/fj9wCHB6RCyMiMeB/xjG/A4Hfh4RF+b/kGURcTtAE8dnSAVL90fE+fm4eSHwW+BdhXG+FxG/y/n/Enw+vBYXFHW26cDVEfFY/v6DnLY1MA5YWBi3+PlVwB51B7cjSHc3zKyxRnluOBYOPkpD2wILI+JPhbQHSHcka5YUPj9NKlgy6zYTgMcl7SHpeqVmYCtJF1yDVj/PF6lPA72SXkeq4TCnMMpDETGe1EfR14C9agMkvUzSdyQ9IOkJUhX68fkmTn98TLYqmEBqQln0n6SaP1dLmi/p+EYT5+YpJ+fmUU8AC/KgYn5rdHyaRLrx0p9XAZcV8sa9wAukGk41W0XE+Pz6Sk57NCKeLYyzLel4WfNATqtZFi91bF+7ifNIYfgzrHk8vaSwzPH5/6ColcsbyjYwa4WD6vbrs8jnnoVxHmgwbX8a5u2RHp+z+vxVi8vnw8PgkuYOJWkjUgnvukrtrwE2IFXf6wFWAxOB3+VhkwqTLwT+JyLe1qZwzca8gfKcpF1InVsXNbrr2vBu7BA8BEyStE6hsGg7XsrnZl1P0l+SThZ/AfyE1OzrnRHxrKTTGfqJ6GxSU5AlwKV1F50ARMRzko4D7pN0UET8hNRc57XAHhGxRNKuwG1ArXZS/X+Aj8lWqro8s0ctPdeImwnMlLQzcJ2k30TEtay9Hx8OTAP2IRUSbUZqIiUGt5DULK3RsPdFxC/7iXvyAPOsj+8hUoHL3fn7djlttLRyeQ23gVkbPMya15Hb1Q1/CnhZ4XvxJsdCUrPL/vyAxsfnwc6Va/mraDtS81UbItco6lwHke4m7ESqSrcr8HpS3wfvBX5M6ij3Zflu6HsL014BvEbSkZLWy6+/lPT69q6C2ZgyWJ57BHh1YfxHSVXfX83w1M+nqFbL4dicb3tJ1WwvGuYyzDqOpJdLOoCUH74fEXOBTYHH80no7gyvqej3gb8jFRad12ik3KfRqaR+RsjLfIbUCecWwIl1k9TncR+TrRQN8kxx+AGSdshNMFeSjoG1mxT1+/GmwHPAMtJF478PI5QrgG0kfVypE+hNJdUKrL4NfCn3dYKkrSVNG96aAqlZy2fy9FuR8utaj7hvoVYur1XbwGwkLgE+KmmipM2B+pqFtwOH5mNXfR9GFwD7SDpE0jilhy3VmoANdHwe7Bz6KtJx8/A83/eQzs+vaGpNu4wLijrXdFLbywcjYkntRSqZPQL4MOluzhJSvwoXkg7gtTtEbyfdvXkoj3MKqXaEmfVvsDz3H6STwhWS/jUinib1TfLLnLbnEJdzEjA7T7PGk4/yBem7gHcCjwHfBN4bEb9tyRqajU0/lfQk6c7lp0mdWh6dh30Q+Hwe/m+kE94hiYiFpA55g1QgPJBzgO0kvQs4HdiIlEdvZO07nGeQ+hdZLulrPiZbCQbKM0U7kjqZXgX8CvhmRFyfh61xzCMVpj4ALCb1r3PjUIPJeeBtpOPbEuB+4K158BmkZp9X55hvpFDraRi+CNwM3AnMJeXtL45gPmUsr1XbwGwwtScZ1l6XkTpa/2/gDtJ+/OO6aT4L/BmpBuHnSDWFAIiIB4H9SDUTHycVKtX63mp4fB7sHDoilpH6NptJKpw+Fjig0DWEDYEG6HPOuoikU4BXRsRw+1MxMzPrSpLOIfVH9JlBRzYzMzMbI9xHUZfKzc3WJ93F+EvgGOCfSg3KzMxsjMj9n/w96ZHAZmZmZh3DTc+616akqoFPAReT+k+4vNSIzMzMxgBJXwDuAv4zIv5QdjxmZmZmreSmZ2ZmZiXKzZcOAJZGxM457T9J/XE8T3p07NERsSIPO4FUC/QF4KMR8d+lBG5mZmZmHck1iszMzMp1LrBvXdo1wM4R8Qbgd8AJAJJ2InVq/Od5mm9KWrd9oZqZmZlZp3NBkZmZWYki4gbS0z6KaVdHxOr89UZgYv48DbgoIp7LTZ7mAbu3LVgzMzMz63iV7sx6q622ismTJ494+qeeeoqNN964dQG1kGMbmbEc2y233PJYRGzdxpDaYij5tOzfrezlO4ZqLH8oMVQ0n76P1JccwATWfKz0opw2oGaPp1VWhf2qXbplXcdoPm1aMZ/6t+483bKutfXshnzaSNV/66rHB46xVZo5nla6oGjy5MncfPPNI56+r6+P3t7e1gXUQo5tZMZybJIeaF807TOUfFr271b28h1DNZY/lBiqlk8lfRpYDVwwgmlnADMAenp6+MpXvtLi6Kph1apVbLLJJmWH0Rbdsq6Dredb3/rWSuXTVikeT6vwf9kO3bKe0D3rWlvPMo+nuUn2zcDiiDhA0vbARcCWwC3AkRHxvKQNgPOAvwCWAe+JiAUDzXssnPcOpurxgWNslWbOeytdUGRmZtatJB1F6uR673jpyROLgUmF0SbmtLVExCxgFsDUqVOj6iczIzUWTtRapVvWtVvW08xGzceAe4GX5++nAKdFxEWSvk16IMS38vvyiNhB0qF5vPeUEbBZ1biPIjMzs4qRtC9wLHBgRDxdGDQHOFTSBvkO6Y7Ar8uI0czMrGokTQT2B76bvwvYC7g0jzIbOCh/npa/k4fvncc363quUWRmZlYiSRcCvcBWkhYBJ5KecrYBcE0+Z70xIj4QEXdLugS4h9Qk7UMR8UI5kZuZmVXO6aQbLZvm71sCKwoPiCj27TcBWAgQEaslrczjP1acYX1T7r6+vgEDWLVq1aDjlKnq8YFjbJVmYnRBkZmZWYki4rB+ks8eYPwvAV8avYjMzMzGHkkHAEsj4hZJva2a73Cbcle9+WzV4wPH2CrNxOiCIjMzMzMzMxvr3gwcKGk/YENSH0VnAOMljcu1iop9+9X6/VskaRywGalTa7Ou54KiCph8/JVNTb/g5P1bFInZ6Ji7eCVHNbGfex83s6Hw8dQ6nfdxs8Yi4gRS021yjaJ/jYgjJP0QOJj05LPpwOV5kjn5+6/y8OsKD4+wEjV77QD+v2uWC4o6gE8azMzMzMzM+nUccJGkLwK38VLz7rOB8yXNAx4HDi0pPrPKcUGRmZmZmZmZdYyI6AP68uf5wO79jPMs8O62BmY2RrigyMzMzKwFmq3hC67la2ZmZuVzQZGZmZlZh3BzdDMzM2vWOmUHYGajS9InJN0t6S5JF0raUNL2km6SNE/SxZLWz+NukL/Py8Mnlxu9mZmZmZmZtZMLisw6mKQJwEeBqRGxM7AuqaO+U4DTImIHYDlwTJ7kGGB5Tj8tj2dmZmZmZmZdwgVFZp1vHLCRpHHAy4CHgb2AS/Pw2cBB+fO0/J08fG9JamOsZmZmZmZmViL3UWTWwSJisaSvAA8CzwBXA7cAKyJidR5tETAhf54ALMzTrpa0EtgSeKytgZtZ27lvGzMzMzMDFxSZdTRJm5NqCW0PrAB+COzbgvnOAGYA9PT00NfXN+D4PRvBzCmrBxxnIIPNfzCrVq1qeh7NcgzlL78qMZhVWSue3Nasc/fduOwQzMzMupoLisw62z7AHyLiUQBJPwbeDIyXNC7XKpoILM7jLwYmAYtyU7XNgGX1M42IWcAsgKlTp0Zvb++AQXz9gss5de7I/24WHDHw/AfT19fHYDGONsdQ/vKrEoOZmZmZWZW5jyKzzvYgsKekl+W+hvYG7gGuBw7O40wHLs+f5+Tv5OHXRUS0MV4zMzMzMzMrkQuKzDpYRNxE6pT6VmAuKc/PAo4DPilpHqkPorPzJGcDW+b0TwLHtz1oMzMzMzMzK42bnpl1uIg4ETixLnk+sHs/4z4LvLsdcZmZmZmZmVn1uEaRmZlZySSdI2mppLsKaVtIukbS/fl985wuSV+TNE/SnZLeWF7kZmZmZtZpXFBkZmZWvnNZ+4mExwPXRsSOwLW81BT0ncCO+TUD+FabYjQzMzOzLuCmZ00a6WNkZ05ZzVEVeAStmZmVLyJukDS5Lnka0Js/zwb6SP2LTQPOyx3N3yhpvKRtIuLh9kRrZmZmZp3MNYrMzMyqqadQ+LME6MmfJwALC+MtymlmZmZmZk0bcY0iSecABwBLI2LnnHYS8H7g0TzapyLiqjzsBOAY4AXgoxHx303EbWZm1jUiIiTFcKaRNIPUNI2enh76+voGHH/mlNUjjg8YdP6jZdWqVS8uu+x1aHb5g8VQXNfRjKFsQ1lPMzMzGz3NND07FzgTOK8u/bSI+EoxQdJOwKHAnwPbAj+X9JqIeKGJ5ZuZmXWyR2pNyiRtAyzN6YuBSYXxJua0NUTELGAWwNSpU6O3t3fAhTXbHHrBEQPPf7T09fVRW7ey16EVTcoHiqG4rqMZQ9nO3XfjQdfTzMzMRs+Im55FxA3A40McfRpwUUQ8FxF/AObRz6O5zczM7EVzgOn583Tg8kL6e/PTz/YEVrp/IrPRJWlDSb+WdIekuyV9LqdvL+mm/BTCiyWtn9M3yN/n5eGTy4zfzMxsOEajj6IP58f1nlN7lC/uT8HMzKwhSRcCvwJeK2mRpGOAk4G3Sbof2Cd/B7gKmE+66XIW8MESQjbrNs8Be0XELsCuwL65oPYUUm36HYDlpG4WyO/Lc/ppeTwzM7MxodVPPfsW8AUg8vupwPuGM4Ph9qkwkHa0cR9pXwA9G1WnH4H6bVTlvgEcm5l1oog4rMGgvfsZN4APjW5EZlaU892q/HW9/ApgL+DwnD4bOIl0Pjwtfwa4FDhTkvJ8zMzMKq2lBUUR8Ujts6SzgCvy1yH1p5DnMaw+FQYylLb8zRppXwAzp6zm1LmtLqcbmfr+ENqx3UbKsZmZmVkZJK0L3ALsAHwD+D2wIiJqd/6KNeZfrE0fEaslrQS2BB6rm2e/N0gb3Xwqu8P2Vuumm2zdsq7dsp5mna6lJRW1Tjfz178D7sqf5wA/kPRVUmfWOwK/buWyzczMrDyTm+1I+uT9WxSJ2ejID2HZVdJ44DLgdS2YZ783SBvdfCq7w/ZW66abbN2yrt2ynmadbsQFRbk/hV5gK0mLgBOBXkm7kqriLgD+GSAi7pZ0CXAPsBr4kJ94ZmZmZmZjTUSskHQ98CZgvKRxuVZRscZ8rTb9IknjgM2AZaUEbGZmNkwjLihq0J/C2QOM/yXgSyNdno2e+rvAM6esHvYdK98JNjMza95ANbNGcny21pC0NfDHXEi0EfA2UgfV1wMHAxex9tMJp5M6qT8YuM79E5mZ2VhRjU5yzMzMzMyqaxtgdu6naB3gkoi4QtI9wEWSvgjcxks3Tc8Gzpc0D3gcOLSMoM3MzEbCBUVmZmZmNN/PknWuiLgT2K2f9PnA7v2kPwu8uw2hmZmZtdw6ZQdgZmZmZmZm1gxJG0r6taQ7JN0t6XM5fXtJN0maJ+liSevn9A3y93l5+OQy4zerEhcUmZmZmZmZ2Vj3HLBXROwC7ArsK2lPUn9ip0XEDsBy4Jg8/jHA8px+Wh7PzHDTMzMzM6uAkTb7cgfPZmYGkDuMX5W/rpdfAewFHJ7TZwMnAd8CpuXPAJcCZ0qSO543c0GRmZmZmZmZdYDc4fwtwA7AN4DfAysiYnUeZREwIX+eACwEiIjVklYCWwKP1c1zBjADoKenh76+vgFjWLVq1aDjlKnq8QH0bJRuBDVjtNdxLGzHZmJ0QZGZmZmZmZmNeRHxArCrpPHAZcDrWjDPWcAsgKlTp0Zvb++A4/f19THYOGWqenwAX7/gck6d21xRxYIjelsTTANjYTs2E6P7KDIzMzMzM7OOERErgOuBNwHjJdVKHSYCi/PnxcAkgDx8M2BZm0M1qyQXFJmZmZmZmdmYJmnrXJMISRsBbwPuJRUYHZxHmw5cnj/Pyd/Jw69z/0RmiZuemZmZmZmZ2Vi3DTA791O0DnBJRFwh6R7gIklfBG4Dzs7jnw2cL2ke8DhwaBlBm1WRC4rMOly+s/JdYGfSkx/eB9wHXAxMBhYAh0TEckkCzgD2A54GjoqIW0sI28zMzMxsyCLiTmC3ftLnA7v3k/4s8O42hGY25rjpmVnnOwP4WUS8DtiFVAX3eODaiNgRuDZ/B3gnsGN+zSA9OtTMSiLpE5LulnSXpAslbShpe0k3SZon6WJJ65cdp5mZmZl1DhcUmXUwSZsBbyFXsY2I53PnftOA2Xm02cBB+fM04LxIbiR1/rdNm8M2M0DSBOCjwNSI2BlYl1Qt/hTgtIjYAVgOHFNelGZmZmbWaVxQZNbZtgceBb4n6TZJ35W0MdATEQ/ncZYAPfnzBGBhYfpFOc3MyjEO2Cg/jeVlwMPAXsCleXixoNfMzMzMrGnuo8iss40D3gh8JCJuknQGLzUzAyAiQtKwnvAgaQapaRo9PT309fUNOH7PRjBzyurhLGINg81/MKtWrWp6Hs1yDOUvvyoxDFVELJb0FeBB4BngauAWYEVE1DKUC3PNzMzMrKVcUGTW2RYBiyLipvz9UlJB0SOStomIh3PTsqV5+GJgUmH6iTltDRExC5gFMHXq1Ojt7R0wiK9fcDmnzh35382CIwae/2D6+voYLMbR5hjKX35VYhgqSZuTmoNuD6wAfgjsO4zph1Wg20xhbpmaLYgeS7plXcdSga6ZmXWmycdfOeDwmVNWc9QA4yw4ef9Wh9RWLigy62ARsUTSQkmvjYj7gL2Be/JrOnByfr88TzIH+LCki4A9gJWFJmpm1l77AH+IiEcBJP0YeDOp77BxuVZRv4W5MPwC3YFOdqps5pTVTRVEjyXdsq7n7rvxmCnQNTMz60Sdf7ZhZh8BLshPRpoPHE3qn+wSSccADwCH5HGvAvYD5gFP53HNrBwPAntKehmp6dnewM3A9cDBwEWsWdBrZmZmZtY0FxSZdbiIuB2Y2s+gvfsZN4APjXpQZjao3K/YpcCtwGrgNlINoSuBiyR9MaedXV6UZmZmZtZpXFBkZmZWURFxInBiXfJ8YPcSwjEzMzOzLrBO2QGYmZmZmZmZmVk1uKDIzMzMzMzMzMwAFxSZmZmZmZmZmVnmgiIzMzMzMzMzMwNcUGRmZmZmZmZmZpkLiszMzMzMzMzMDHBBkZmZmZmZmZmZZS4oMjMzMzMzMzMzwAVFZmZmZmZmZmaWuaDIzMzMzMzMzMyAJguKJJ0jaamkuwppW0i6RtL9+X3znC5JX5M0T9Kdkt7YbPBmZmZmZmZmZtY6zdYoOhfYty7teODaiNgRuDZ/B3gnsGN+zQC+1eSyzczMzMxGnaRJkq6XdI+kuyV9LKf7BqmZmXWcpgqKIuIG4PG65GnA7Px5NnBQIf28SG4Exkvappnlm5mZmZm1wWpgZkTsBOwJfEjSTvgGqZmZdaBxozDPnoh4OH9eAvTkzxOAhYXxFuW0hwtpSJpBOqDS09NDX1/fiANZtWpVU9MPxcwpq0c0Xc9GI592tI0kttHezjXt+E1HqsqxmZmZ2cjlc9uH8+cnJd1LOo+dBvTm0WYDfcBxFG6QAjdKGi9pm8I5spmZWWWNRkHRiyIiJMUwp5kFzAKYOnVq9Pb2jnj5fX19NDP9UBx1/JUjmm7mlNWcOndUN/+IjSS2BUf0jk4wddrxm45UlWMzMzOz1pA0GdgNuIlRukHa6OZTszcZq3ZDq5tusnXLunbLepp1utEoqXikdsckNy1bmtMXA5MK403MaWZmZtYPSeOB7wI7AwG8D7gPuBiYDCwADomI5SWFaNZVJG0C/Aj4eEQ8IenFYa28Qdro5tNIb1DWtOvG3lB10022blnXbllPs07XbGfW/ZkDTM+fpwOXF9Lfmzv32xNY6eq3ZmZmAzoD+FlEvA7YBbiXxn2imNkokrQeqZDogoj4cU5+pNbnpm+QmplZp2iqoEjShcCvgNdKWiTpGOBk4G2S7gf2yd8BrgLmA/OAs4APNrNsMzOzTiZpM+AtwNkAEfF8RKyg8UMjzGyUKFUdOhu4NyK+WhjkG6RmFeGnE5q1TlNNzyLisAaD9u5n3AA+1MzyzMzMusj2wKPA9yTtAtwCfIzGfaKY2eh5M3AkMFfS7TntU6Qbopfkm6UPAIfkYVcB+5FukD4NHN3ecM26Uu3phLdK2hS4RdI1wFGkmrgnSzqeVBP3ONZ8OuEepKcT7lFK5GYVU83elM3MzGwc8EbgIxFxk6QzqGtmNlCfKMN9imhVn8Q5mCo/RbTVumVdq9gZbkT8AlCDwb5BalYBfjphMnmQvsxmTlk9aH9nC07ev5Uh2RjkgiIzM7NqWgQsioib8vdLSQVFjR4asYbhPkW02U5yy1Llp4i2Wres67n7buzOcM2sKe14OmEjZRd2D3ZDYSg3HcourG/FjZFm16HZ7Vj2NoTm9sXOP9swMzMbgyJiiaSFkl4bEfeRai3ck1/TSU1ein2imJmZdb12PZ2wkbKf/DbYjZ+h3HQo+wmJX7/g8qZvjDS7Ds1ux7K3ITS3L7qgyMzMrLo+AlwgaX3SAyGOJj2Ior8+UczMzLraQE8n7Kcmrp9OaNZAU089M7OxQdK6km6TdEX+vr2km/JTHi7OF6FI2iB/n5eHTy4zbrNuFxG3R8TUiHhDRBwUEcsjYllE7B0RO0bEPhHxeNlxmpmZlc1PJzRrHRcUmXWHjwH3Fr6fApwWETsAy4FjcvoxwPKcfloez8zMzMys6mpPJ9xL0u35tR+pqfbbJN0P7JO/Q3o64XzS0wnPAj5YQsxmleSmZ2YdTtJEYH/gS8An892WvYDD8yizgZNIjwSdlj9D6jj3TEnKT4MwMzOzLjbY05SGwk9TstHipxOatY4Liqwlmj1x8EnDqDodOBbYNH/fElgREbVu+mtPeIDC0x8iYrWklXn8x4ozHO7TH5p9ckGzTw0o++kTjqEay69KDGZmZmZmVeaCIrMOJukAYGlE3CKpt1XzHe7TH5p9ckGzTw0o++kTjqEay69KDGZmZmkkkfYAACAASURBVGZmVeaCIrPO9mbgwNw+e0Pg5cAZwHhJ43KtouITHmpPf1gkaRywGbCs/WGbmZmZmZlZGdyZtVkHi4gTImJiREwGDgWui4gjgOuBg/No9U9/qD0V4uA8vvsnMjMzMzMz6xIuKDLrTseROraeR+qD6OycfjawZU7/JHB8SfGZmZmZmZlZCdz0zKxLREQf0Jc/zwd272ecZ4F3tzUwMzMzMzMzq4yuLyhqxWM+zczMzMzMzMw6gZuemZmZmZmZmZkZ4IIiMzMzMzMzMzPLXFBkZmZmZmZmZmaAC4rMzMzMzMzMzCxzQZGZmZmZmZmZmQF+6pmZmZmZWVfw037NzGwoXFBklTDUE5eZU1ZzVD/jLjh5/1aHZGZWCZLWBW4GFkfEAZK2By4CtgRuAY6MiOfLjNHMzMzMOoebnpmZmVXbx4B7C99PAU6LiB2A5cAxpURlZmZmZh3JBUVmZmYVJWkisD/w3fxdwF7ApXmU2cBB5URnZmZmZp3IBUVmZmbVdTpwLPCn/H1LYEVErM7fFwETygjMzMzMzDqT+ygyMzOrIEkHAEsj4hZJvSOYfgYwA6Cnp4e+vr4Bx585ZfWAw6uqZ6OxG/twdcu6rlq1atD91czMzEaPC4qsI7TiKR7uENvMKubNwIGS9gM2BF4OnAGMlzQu1yqaCCzub+KImAXMApg6dWr09vYOuLD+HhQwFsycsppT53bH6Uy3rOu5+27MYPurmZmZjZ7OP9swMzMbgyLiBOAEgFyj6F8j4ghJPwQOJj35bDpweWlBmpmZ2RrmLl7Z1M0X37y2KnAfRWZmZmPLccAnJc0j9Vl0dsnxmJmZmVkHcY0iMzOziouIPqAvf54P7F5mPGZmZmbWuVyjyMzMzMzMzMzMgFEsKJK0QNJcSbdLujmnbSHpGkn35/fNR2v5ZmZmZmatIukcSUsl3VVI6/fcVsnXJM2TdKekN5YXuZmZ2fCMdo2it0bErhExNX8/Hrg2InYErs3fzczMzMyq7lxg37q0Rue27wR2zK8ZwLfaFKOZmVnT2t30bBowO3+eDRzU5uWbmZmZmQ1bRNwAPF6X3OjcdhpwXiQ3AuMlbdOeSM3MzJozmp1ZB3C1pAC+ExGzgJ6IeDgPXwL01E8kaQbpzgs9PT309fWNOIBVq1YNOv3MKatHPP9m9GxU3rIH062xNbOvwdD2NzMzM+sojc5tJwALC+MtymkPF9Ianvc2Oqeo6vnZcBTXq5vOnbplXcteT0nnAAcASyNi55y2BXAxMBlYABwSEcslCTgD2A94GjgqIm4tI26zqhnNgqK/jojFkl4BXCPpt8WBERG5EIm69FnALICpU6dGb2/viAPo6+tjsOmPOv7KEc+/GTOnrObUudV86Fy3xrbgiN6mph/K/mZmZmadqdG57SDT9Hve2+icoqzz1lYqnm9107lTt6xrBdbzXOBM4LxCWq2J6MmSjs/fj2PNJqJ7kJqI7tHWaM0qatSankXE4vy+FLiM9CjfR2rVbvP70tFavpmZmZnZKGt0brsYmFQYb2JOM7NR5CaiZq0xKlUzJG0MrBMRT+bPbwc+D8wBpgMn5/fLm13W5AHurMycsroj7ryYjZSkSaQ7Kj2k5qCzIuIMV8E1MzNriUbntnOAD0u6iFRDYWWhiZqZtdeoNBFtuLAmu8potuneYMseSnxlN5NsRXcjZW/HsrchNNcUdLTaF/UAl6VrTsYBP4iIn0n6DXCJpGOAB4BDRmn5ZpasBmZGxK2SNgVukXQNcBSugmtmZjZkki4EeoGtJC0CTiQVEPV3bnsV6abLPNKNl6PbHnBFFW/yjuSm7oKT9291SNZFWtlEtJGvX3B5U11lNNsdxmB5aihdeTQbQ7Oa3YZQ/nYsextCc01BR6WgKCLmA7v0k74M2Hs0lmlma8t3Tx7On5+UdC/pTsk00skupCq4faSCoher4AI3ShovaRvfBTUzs24XEYc1GLTWuW0+jn5odCMysyF6pHY+6yaiZkNTzR6LzazlJE0GdgNuosuq4Jb9BA7HUI3lVyUGMzMzays3ETUbJhcUmXUBSZsAPwI+HhFP5GahQHdUwa3AEzgcQwWWX5UYzMzMbHS4iahZa7igyKzDSVqPVEh0QUT8OCe7Cq6ZmZmZdRQ3ETVrDRcUmWUDPUFvKM7dd+MWRdI6+SlmZwP3RsRXC4NcBdfMzMzMzMzW4oIis872ZuBIYK6k23Pap3AVXDMzMzMzM+uHC4rMOlhE/AJQg8GugmtjTifW/GtE0iTgPFJn8wHMiogzJG0BXAxMBhYAh0TE8rLiNDMzM7POsk7ZAZiZmVm/VgMzI2InYE/gQ5J2Ao4Hro2IHYFr83czMzMzs5ZwQZGZmVkFRcTDEXFr/vwkcC8wAZgGzM6jzQYOKidCMzMzM+tELigyMzOrOEmTgd2Am4CeQifzS0hN08zMzMzMWsJ9FJmZmVWYpE2AHwEfj4gn0sMMk4gISdFguhnADICenh76+voGXM7MKatbFXJb9Ww0dmMfrm5Z11WrVg26v5qZmdnocUGRmZlZRUlaj1RIdEFE/DgnPyJpm4h4WNI2wNL+po2IWcAsgKlTp0Zvb++AyzqqyY7CyzJzympOndsdpzPdsq7n7rsxg+2vZmZmNnrc9MzMzKyClKoOnQ3cGxFfLQyaA0zPn6cDl7c7NjMzMzPrXJ1/W8rMzGxsejNwJDBX0u057VPAycAlko4BHgAOKSk+MzMrweQW1ABdcPL+LYjEzDqVC4rMzMwqKCJ+AajB4L3bGYuZmb1kJAU1M6esfrGJrwtpzKzq3PTMzMzMzMzMzMwA1ygyMzMzM7Mu0YpmW50Qg5nZQFyjyMzMzMzMzMzMANcoMjMzMzMz6yrN1mpyP0tmnc01iszMzMzMzMzMDHBBkZmZmZmZmZmZZS4oMjMzMzMzMzMzwAVFZmZmZmZmZmaWuTNrMzMzMzMzM7MKabbT+XP33XjE07qgyMzMzMzMxoRmL5zMzGxwbnpmZmZmZmZmZmaAC4rMzMzMzMzMzCxzQZGZmZmZmZmZmQEuKDIzMzMzMzMzs8wFRWZmZmZmZmZmBpRQUCRpX0n3SZon6fh2L9/MBud8alZ9zqdm1ed8alZ9zqdma2trQZGkdYFvAO8EdgIOk7RTO2Mws4E5n5pVn/OpWfU5n5pVn/OpWf/aXaNod2BeRMyPiOeBi4BpbY7BzAbmfGpWfc6nZtXnfGpWfc6nZv1od0HRBGBh4fuinGZm1eF8alZ9zqdm1ed8alZ9zqdm/RhXdgD1JM0AZuSvqyTdN9J5fRS2Ah5rSWAt5thGpsqxvfWUQWN7VbtiGW0jyKdN/W46ZaRTtmb5LeIYyl++82kHqvJxodW6ZV2dT4Eu+a27ZZ+GzlvXAc7NauvZDfm0kbLPewc0lH1xtGMYgqbzS9nbsQLbsKnjabsLihYDkwrfJ+a0F0XELGBWKxYm6eaImNqKebWaYxsZx9YWLc+nZW+bspfvGKqx/KrE0CJtPZ5WWQf9poPqlnXtoPUccT7toG0woG5ZT+iedR2D69lx572DqXp84BhbpZkY29307DfAjpK2l7Q+cCgwp80xmNnAnE/Nqs/51Kz6nE/Nqs/51Kwfba1RFBGrJX0Y+G9gXeCciLi7nTGY2cCcT82qz/nUrPqcT82qz/nUrH9t76MoIq4CrmrT4qpc5d6xjYxja4NRyKdlb5uylw+OoQrLh2rE0BJtPp5WWcf8pkPQLevaMevZRD7tmG0wiG5ZT+iedR1z69mB572DqXp84BhbZcQxKiJaGYiZmZmZmZmZmY1R7e6jyMzMzMzMzMzMKqpjCookTZJ0vaR7JN0t6WM5fQtJ10i6P79vXkJsG0r6taQ7cmyfy+nbS7pJ0jxJF+cO1NpO0rqSbpN0RZXiyrEskDRX0u2Sbs5ppf+mOY7xki6V9FtJ90p6U1ViK4OkfSXdl/eb4/sZvkHen+bl/WtyCTF8Mv9H3CnpWkktf3TrYDEUxvsHSSGppU9LGMryJR1S+K/8QSuXP5QYJG2X/69vy7/Ffi1e/jmSlkq6q8FwSfpaju9OSW9s5fKt9YZzLBhLv29/++pI1kvS9Dz+/ZKml7Eug2mwridJWpx/19uL/wWSTsjrep+kdxTSh/QfO1Z18voNZ38fy1Tha5JWUsWvb9ptsHOPKmi0b1ZJo/2qilR3DV01/Z07DUtEdMQL2AZ4Y/68KfA7YCfgy8DxOf144JQSYhOwSf68HnATsCdwCXBoTv828C8lbbtPAj8ArsjfKxFXXv4CYKu6tNJ/07zs2cA/5c/rA+OrElsJ22Jd4PfAq/O2uAPYqW6cDwLfzp8PBS4uIYa3Ai/Ln/+ljBjyeJsCNwA3AlPbvA12BG4DNs/fX1HC7zCr9r+S/6cXtDiGtwBvBO5qMHw/4L/yf/OewE2tXL5frX8N51gwln7f/vbV4a4XsAUwP79vnj9vXva6DXFdTwL+tZ9xd8r/HRsA2+f/lHWH+h87Vl9dsH5D3t/H8osKX5O0eD0rfX1TwvYY8NyjCq9G+2bZcdXF2O9+VXZcDWJd4xq6aq/+zp2G8+qYGkUR8XBE3Jo/PwncC0wAppEu6MnvB5UQW0TEqvx1vfwKYC/g0jJjkzQR2B/4bv6uKsQ1iNJ/U0mbkQ4IZwNExPMRsaIKsZVkd2BeRMyPiOeBi0jboqi4bS4F9s77W9tiiIjrI+Lp/PVGYGILlz+kGLIvAKcAz5aw/PcD34iI5QARsbSEGAJ4ef68GfBQKwOIiBuAxwcYZRpwXv5vvhEYL2mbVsZgbdHo/3bM/L4N9tXhrtc7gGsi4vGcr68B9h396IdnCPmyaBpwUUQ8FxF/AOaR/luG+h87VnX0+g1zfx+zqnxN0kpVvr4pwzD/40oxwL5ZGQPsV5VSfw3diTqmoKhIqUnLbqQSyJ6IeDgPWgL0lBTTupJuB5aSTuJ+D6yIiNV5lEWUk1FPB44F/pS/b1mRuGoCuFrSLZJm5LQq/KbbA48C38tVDr8raeOKxFaGCcDCwvf+9psXx8n710rS/tbOGIqOId2db6VBY8jNRSZFxJUtXvaQlg+8BniNpF9KulFSqy8ohxLDScA/SlpEesrIR1ocw2CGu69Y+YZzLBjrv+9w12usr++Hc1O6cwpNcTp1XQfT6evXn44+b6riNUkrVfj6xgZRt29WSv1+FRGVi5G1r6GrqL9zpyHruIIiSZsAPwI+HhFPFIdFqoNVSolkRLwQEbuSajDsDryujDiKJB0ALI2IW8qOZQB/HRFvBN4JfEjSW4oDS/xNx5Gql34rInYDniJVI65CbDYISf8ITAX+s83LXQf4KjCzncutM47U/KwXOAw4S9L4NsdwGHBuREwkNac5P28bs0aqeiwYVZ26XgXfAv4M2BV4GDi13HCsTJ22v1f1mqSVqnh9Y4MbaN+sgvr9StLOZcdUNEauoWGQc6fBdNSJuaT1SDv9BRHx45z8SK3KeX5vdTOLYcnNk64H3kSqNj4uD5oILG5zOG8GDpS0gFS9eS/gjArE9aKIWJzflwKXkQ5CVfhNFwGLCiXcl5IKjqoQWxkWA5MK3/vbb14cJ+9fmwHL2hwDkvYBPg0cGBHPtXD5Q4lhU2BnoC/nuz2BOWpdh9ZD2QaLgDkR8cfcpON3pIKjVhlKDMeQ+jAgIn4FbAhs1cIYBjOkfcWqY5jHgrH++w53vcbs+kbEI/mC4E/AWaTfFTpwXYeo09evPx153jQWrklaqWLXNzaABvtmJRX2q6o1p17rGlrS98sNaW0Nzp2GrGMKinJfJ2cD90bEVwuD5gC1J4BMBy4vIbata3fsJW0EvI3UJvR64OCyYouIEyJiYkRMJnUufF1EHFF2XDWSNpa0ae0z8HbgLirwm0bEEmChpNfmpL2Be6oQW0l+A+yYn3SxPml/mlM3TnHbHEza31p5N23QGCTtBnyHVEg0GidoA8YQESsjYquImJzz3Y05luE/iWAEy89+QqpNhKStSE3R5rdo+UON4UFSnkHS60kFRY+2MIbBzAHeq2RPYGWhOYBVzAiOBWP99x3uev038HZJm+emW2/PaZVX13fU35F+V0jreqjS0zK3JxVm/5qh/b+MZZ2+fv3puPOmKl+TtFJVr2+ssQH2zcposF/9ttyo1tTgGvofSw5rDQOcOw1dVKBH7la8gL8mVeG8E7g9v/Yj9YFyLXA/8HNgixJiewPpKUN35h/o33L6q0knPvOAHwIblLj9ennpqWeViCvHcUd+3Q18OqeX/pvmOHYFbs6/609IT5upRGwlbY/9SLVTfl/4rT5PKgiBVBjww7xf/Rp4dQkx/Bx4pPAfMafdMdSN20cLn3o2xG0gUvO3e4C55CeTtDmGnYBf5rx9O/D2Fi//QlIzlj+SalAdA3wA+EBhG3wjxze31b+BXy3fn4Z1LBhLv2+DfXXY6wW8L/+3zgOOLnu9hrGu5+d1uZN0Eb1NYfxP53W9D3hnIX2t/5dOenXy+g1nfx/LLyp8TdLi9az89U2bt8da+3fZMfUTY7/7Ztlx1cXY735V1ReFa+gqvRqdOw3npTwjMzMzMzMzMzPrch3T9MzMzMzMzMzMzJrjgiIzMzMzMzMzMwNcUGRmZmZmZmZmZpkLiszMzMzMzMzMDHBBkZmZmZmZmZmZZS4oMjMzMzMzMzMzwAVFZmZmZmZmZmaWuaDIzMzMzMzMzMwAFxSZmZmZmZmZmVnmgiIzMzMzMzMzMwNcUGRmZmZmZmZmZpkLiszMzMzMzMzMDHBB0ZgkKSTtUHYcZtZ9+VFSr6RFZcdhnUPStyV9tuw4qk7SEZKuHsJ4G0n6qaSVkn7Y4hj8W9mY023HaTOzVnBBUQtJWiDpGUmrCq8zy45rNEh6jaQfSnosn4zeKemTktYd5eWeK+mLo7kM6wzdkh8lnZRPgg8ppI3LaZPLi8w60Wjkq4j4QER8oVUxliVvm33q0o6R9FtJT0p6RNJVkjYdwrwm5zw8rpYWERdExNuHEMrBQA+wZUS8e9gr8lIMR0n6RTGtU34rK1eDvLLW/tZu+Xj6x/y/tkLS/0l60zCmd4GU2QjU/hPy/8ALhfOLP0j6nqTXlB1jN3JBUeu9KyI2Kbw+XHZArSbpz4CbgIXAlIjYDHg3MBUY9ATYrI06Pj9mjwOfG+2C2lYrXgTbmNK2fDWW9xFJfwv8O3BYRGwKvB64uA2LfhXwu4hY3YZlmVXWCP8/Lo6ITYCtgOuBltbKM7NB/Srnwc2AfYBngFsk7VxuWN3HBUVtkEtHfynptHyHYr6kv8rpCyUtlTS9MP65uXr3Nfku5P9IelWDeW8m6TxJj0p6QNJnJK0jaX1Jj0uaUhj3FZKelrR1/n6ApNsLd03eUBh3W0k/yvP9g6SPFhb7OeD/IuKTEfEwQETcFxGHR8SKPP2Bku7O8+6T9PrCvNe441KsJaTcrEXSzLxdHpZ0dB42AzgCODaXMv+0md/FulMH5keAnwHPA//YIK4+Sf9Utw1+Ufgekj4o6f68jl+Q9Gc5jickXSJp/bp5fkqpRuECSUcU0jeQ9BVJDyrVoPi2pI3ysFr+Pk7SEuB7A/1WNnbU9qn82y/P++k787D3SLq5bvxPSJqTP/d3DHhxH8n71OmSHsqv0yVtUDf+WseMwry/Kem/8nHjl5JemeexXKm2z26F8RvmNaXaBpfkPP6k0jFuah52PrAd8NO8nGOBvySd8N4GEBGPR8TsiHgyT7O/pNtyHlso6aTCJrohv6/I83tTMd8qOS2v8xOS5kraWdLngH8D3pOnOybn5eskLct59gJJ4wvrNUnSj/M6L5N0ptIx+9vAm/J8asf2NWr1Snq/pHlK/29zJG1bGBaSPpD/V1ZI+oYkDX2vsm4l6fVKx60VOZ8dWBg2lOPZhyTdD9xfN9+/zMeldQtpfy/pjvoYckHrBcAEvXSc3l3Sr3JcD+e8sn4eVsuzd+Q8856c3vDYbmaNRcQLEfH7iPgg8D/ASSWH1HVcUNQ+ewB3AlsCPwAuIp1E7kC6uDtT0iaF8Y8AvkC6o3E76WDVn6+TSlxfDfwt8F7g6Ih4Pi+jeOF4GHBtRDyaT4zPAf45x/QdYE4+IV8H+ClwBzAB2Bv4uKR35PnsA1zaaEWVqgdeCHwc2Bq4inTyvH6jaeq8Mq/TBOAY4BuSNo+IWXk7fDnfxX7XEOdnVq+T8iNAAJ8FTpS03vA3BwDvAP4C2BM4FpiV450E7JzjrXklaVtMAKYDsyS9Ng87GXgNsCtpe04gXbgWp92CVOthxghjtWraA7iPtG98GTg7Fwz8FHitpB0L4x5Oynv9qd9HPk3aL3cFdgF2Bz5TN/5ax4zC8EPy+FsBzwG/Am7N3y8FvgowxLx2ICkvjwfmAGcCRMSRwIO8VNvqy6Sat++Q9DlJb1Yu3Cp4ivQfMR7YH/gXSQflYW/J7+Pz/H5VN+3b8zivyet+CLAsIk4k1WK6OE93NiDgP4BtSbWaJpFPuPMF8xXAA8DkvN4XRcS9wAfId3YjYjx1JO2V53sIsE2ex0V1ox1A+m99Qx7vHZgNIB/DfgpcDbwC+AhwQeEYMxQHkf6PdiomRsRvgGWk/FNzJHBeP3GsT8qfy4DlOfkF4BOk/443kf4jPpjnXcuzu+Q8c/FAx/ZhrIuZwY+Bvyk7iG7jgqLW+0m+a1B7vT+n/yEivhcRL5Cqnk8CPh8Rz0XE1aTaAMV2zVdGxA0R8RzpJPlNkiYVF5RP8A4FToiIJyNiAXAq6aAHMBs4rHAH70jg/Px5BvCdiLgpl9jOJp1A70k6qds6Ij4fEc9HxHzgrLwsSAe7hwfYBu/J8V8TEX8EvgJsBPzVELYfwB/ztvljRFwFrAKGc4JgVtMN+RGAiJgDPAr8EyPz5Yh4IiLuBu4Cro6I+RGxEvgvYLe68T+bt9f/AFcCh+R1mwF8IteeeJJ00VqM9U/AiXnaZ0YYq5WrUb56ICLOyvlqNqnwoCcingYuJxc25gKj15EKWvpTv48cQcqfSyPiUVKt1iML4w92zLgsIm6JiGeBy4BnI+K8Qv6v7dtDyWu/iIir8rTnkwqu+hUR/wv8PfBGUh5ZJumrtdoMEdEXEXMj4k8RcSfpBsvfNppfnT+Smnq/DlBE3Fur4dtPHPPy8fi5vP2+WljO7qQCpP8XEU9FxLMRMdR+Yo4AzomIW/N/4wmk/8bJhXFOjogVEfEgqRnPrkOct3W+Nf5HgG/m9D2BTUj7zvMRcR2pMPOwRjPqx3/kY1B/x5jZ5Js2krYgFV4WC60PyfE8A7wfOLjWjDP/j9wYEavzMf47DJxnBzq2m9nQPUS6gWRt5IKi1jsoIsYXXmfl9EcK4zwDEBH1acUaDAtrHyJiFakPkm1Z01bAeqS7eDUPkO4IEhE3AU8DvZJeR7rwrZ2YvwqYWXeQnpSX8Spg27phnyJ1jgnp7so2A2yDbYsxRcSf8vpMGGCaomWxZt8KT7PmtjEbqm7Ij0WfIRVkbdhwizRWv/4DbY/lEfFU3XpuS6pB+DJSW/JarD/L6TWP5gt2G7sa5asltRFy4RC8tN/8gJcu9A4HflIYp179PrLGMYWX9reawY4ZQ923h5LXlhQ+Pw1sqAH6QYmI/4pU+3ULYBpwFLkwV9Iekq5XavK1klSDZ6tG86qb73Wk2kzfAJZKmiXp5f2NK6lH0kWSFkt6Avh+YTmTSAV8I+nPqP5Yv4p0flA81tdvLx/LrWaN/xFyzRzSfrUwnzvWvHgsHaKFAwz7PvAuSRuTarn9b10h6yU5nh7STZO/qA1QepDLFZKW5Lz07wycZwc6tpvZ0E0gnXtbG7mgqLperK2Qm8BsQSpNLXqMdFex2F/KdsDiwvfanZMjgUsLJ98LgS/Vney/LCIuzMP+UDds04jYL0/7c+AfBoj9oWJMuZbBpEJcT5MuJmteOcC86sUwxjVrlSrnxxdFxDXAPF464a55ipHnuf5snk+ya7YjbY/HSBfef16IdbNInRK+GGaTy7ax6Rpga0m7kgqMGjU7g7X3kTWOKby0v7XakPNaAw337Vxr6FrgOlJTTkjbYA4wKdJDIb5NaiY24LwK8/xaRPwFqXnNa4D/12DUf8/zmxIRLyf9B9WWsxDYrkFh12Ax1B/rNybVOF7ccAqzwT0E/H/27j1erqq+///rLQGEgISLPd+YUENrtEVSAVPA2q89ErXhosF+EaGIBKOpFRUl/UlQv8WqtPAVREQLBaEJFQgXL+SrVkHgfC21AQlSwkUkQoDEcJMkckDF4Of3x1oDk8Ocy1z3npn38/GYx5nZs2evz9pn1uy9116X3XNX0IrqY+lEjmdjlcV1pO6nf8WWLXtHrvc4qUXQpyRVbo6eC/wEmJnL0sd5vizVMtax3cwm7u3AfxQdRL9xRVF5HSzpz3Mf6c8AKyJiizskuen7FcCpknZUGmD3RNLdkoqvkgrXu9iyD/YFwPvzHU1Jmqw0sOaOwM3Ak0qDiW4naSulQTL/NH/2FODPJH1O0v8AkPQKSV9VGiDzCuAQSXNyX/NFpKa2P8yfvw3467zduUy8qT2kO8F/UMf6Zq1Q5vI40idIYwxVuw34K0nbKw0kv6ChvbClf1AapPt/ksYhuTLfAb4AOEvS7wFImqYtx3ixPhSpG/KVwOdIFa3X1vHxy4BPSnqppN1IY159dZzPNKLesjbSFscnSfMkHSlp51yu9yMd71bkVXYEnoiIX+f3/rpqW4+RuuDVPN4pDcq7fz7GPgX8Oq9fy46k7nibJE1jywqlm0ldyU/LvzsvlvT6qvxM1+jjC14GHCdpb6UxV/4RuCl3yTFrVKX17cckbS1pEHgrz49/1Yrj2cWk4+Qs0tgnNUXEPcD3eP6YuiPwS2A4twz+2xEfGXmOOtax3czGkI/Be0g6BxgkdTu3DnJFUetVZjypPL7R4HYuJVXIPEFq9lpzJAgYKQAAIABJREFUNiPSIH9PAfcBN+bPXVR5M1/M3kq6u/IfVctvIfW9/hJpkL7VpCbxlQveQ0ljCdxPaiXwFdKAmUTEz0iD+M0A7sxN5r8G3AI8mQ+s7yIN7Ps46QD/1kgD+gKckJdtJI1x8M069suFwJ65CW89n7P+1PPlcaSI+E/SxV+1s0jjLj1CatU02mDcE/VwjvPneVvvj4if5PdOyvGvyE3zv4/HGOs1jZarS0mTIVxZZ1enz5KOL7cDq0hl6LNjfqIB9Za1Gv6JVKG1UdLfkcrI+0gzL1W6fH0uIirl7wPApyU9Sar8uqIqlqeBU4H/zNsbOabJS0gXoRtI3XJ+QaqEq+UfSOMkbSKNlfTchXHO81tJXWEfBNaSxhmE1PrpTuBhSY+P3GhEfJ80iP7XSJVNf8iIsdPM6pXPFd8KHEQqg/8MvLvqGNOK49k3SK3hvjFGF9iKzwEL882PvyNV6D5JKn+Xj1j3U8DSXGaPGOvYbmajep2kYdJxc4h0vPvTiFhVaFR9SBHuBVA2kpYAayPik+OtO8HtXQT8vFXbM+snLo9mZma9RdLPgL/JFZ5mZjbCqAMwWm9Qmn3kr3jhjEVm1mEuj2ZmZsWS9L9ILXuvLzoWM7OyctezHibpM6QZGz4XEfcXHY9ZP3N5NDMzK5akIdKg1MePmFnNzMyquOuZmZmZmZmZmZkBblFkZmZmZmZmZmZZqcco2m233WLGjBltTeOpp55i8uTJbU2j7DEUnX6/xLBy5crHI+KlbUugIOOV0zL8b9vNeex+lfz1azmF3v0f92q+oHfzNl6++rmctlM3f5+6NfZujRtcTsdS5P+16O+U0++u9McspxFR2sdrX/vaaLcbbrih7WmUPYai0++XGIBbogTlqtWP8cppGf637eY8dr9K/vq1nFbvg17Tq/mK6N28jZevfi6n7dTN36dujb1b445wOW1m37RT0d8pp99d6Y9VTt31zMzMzMzMzMzMAI9RZGZmZmZmZmZmmSuKzMzMzMzMzMwMcEWRmZmZmZmZmZllrigyMzMzMzMzMzMAJo23gqSLgEOBRyNir7xsF+ByYAawBjgiIjZIEnA2cDDwNDA/Im7NnzkW+GTe7GcjYmlrs2KNWrVuE/MXf7upbaw57ZAWRWNWTjPGKCOLZm0etwy5jJjZRIz1WzNSrd8e/9a0xyjnw58D3go8A/wMOC4iNub3TgYWAM8CH46I7xUSuNko6vmtqWXJ3OKmAC+7VlxbNWoi56QT0eyxpNnvV6Oq819EHlq1/xs1Mv1m9sG4FUXAEuBLwMVVyxYD10XEaZIW59cnAQcBM/Njf+BcYP9csXQKMBsIYKWk5RGxoeHIzczMzMw6YwkvPB++Fjg5IjZLOh04GThJ0p7AkcCrgZcB35f0yoh4tsMxm/WdVjVy6HeNVvQUXVFSrajKql4xbteziPgB8MSIxfOASougpcBhVcsvjmQFMEXSVOAvgWsj4olcOXQtMLcVGTAzMzMza6da58MRcU1EbM4vVwDT8/N5wLKI+E1E3A+sBvbrWLBm/W0JL7zOrDRymAlcl1/Dlo0cFpIaOZgZE2tRVMtARKzPzx8GBvLzacBDVeutzctGW25mZmZm1u3eQ2qxAOkcd0XVe6Oe90paSLpAZWBggKGhoTaGOLbh4eFC029Gt8ZeZNyLZm0ef6UxlHWfR8QPJM0YsXgeMJifLwWGSL1hnmvkAKyQNEXS1KrrXLO+1WhF0XMiIiRFK4KBzh8wy/AjV3QMA9s1f7BoNv6i90FZYuhVzTb99JgbZmZWVpI+AWwGLqn3sxFxPnA+wOzZs2NwcLC1wdVhaGiIItNvRrfGXmTczXYPWjJ3cjft83obOWxRUVTv9Wkrrq0aVWTaTr986TdzbdtoRdEjldrW3LXs0bx8HbB71XrT87J1PF+LW1k+VGvDnT5gluHAUnQM51xyNWeuaq7OcM3Rg019vuh9UJYYzMzMrHtImk8aD2VObpUAo58Pm1nBGmnkUO/1aSuurRq1aNbmwtJ2+uVLv5lr9EZzsRw4Fjgt/726avkHJS0jDWa9KVcmfQ/4R0k75/XeQhrwz8ys7TyYnZmZtZqkucDHgL+IiKer3loOXCrp86TBrGcCNxcQopkl9TZyMOt741YUSbqM1BpoN0lrSbOXnQZcIWkB8ABwRF79O6RR41eTRo4/DiAinpD0GeBHeb1PR8TIAbLNzMzMzEpnlPPhk4FtgWvT5EmsiIj3R8Sdkq4A7iJ1STveM55ZtcoNrEZniHKX/LrV1cihmBDNymXciqKIOGqUt+bUWDeA40fZzkXARXVFZ2Zm1uMkvRj4AemCcxJwVUScImkPYBmwK7ASOCYinpG0LWmK7tcCvwDeGRFrCgnerE+Mcj584Rjrnwqc2r6IzKyWVjRyMLMWDGZtZmZmTfkNcGBEDEvaGrhR0r8DJwJnRcQySecBC0hT9y4ANkTEKyQdCZwOvLOo4M1Gara775K5k1sUiZn1m1Y1cjDrdy8qOgAzM7N+Fslwfrl1fgRwIHBVXr4UOCw/n5dfk9+fo9zvxczMzMysWW5RZGZmVjBJW5G6l70C+DLwM2BjRFTmOK1M2QtV0/lGxGZJm0jd0x7vaNBmZg1otsWZx+cxM2s/VxSZmVlHtGL2uV69QMgD3e4taQrwDeCPmt2mpIXAQoCBgQGGhobGXH94eHjcdbpRt+Vr0azN46+UDWz3wvXLkNd68lBLt/3PzMzMeo0riszMzEoiIjZKugF4HTBF0qTcqqh6yt7KdL5rJU0CdiINaj1yW+cD5wPMnj07BgcHx0x7aGiI8dbpRt2Wr3pmQFo0azNnrtryVG7N0YMtjqh+jcziVG3J3Mld9T8zMzPrNR6jyKzHSbpI0qOS7qhatoukayXdm//unJdL0hclrZZ0u6R9i4vcrD9IemluSYSk7YA3A3cDNwCH59VGTud7bH5+OHB9HpDTzMzMzKxprigy631LgLkjli0GrouImcB1+TXAQcDM/FhImmHJzNprKnCDpNuBHwHXRsS3gJOAEyWtJo1BVJmK+0Jg17z8RJ4vv2ZmZmZmTXPXM7MeFxE/kDRjxOJ5wGB+vhQYIl2UzgMuzq0TVkiaImlqRKzvTLRWZq0YY8heKCJuB/apsfw+YL8ay38NvKMDoZmZmZlZH3JFkVl/Gqiq/HkYGMjPn5tNKavMtLRFRVE9g+QODw+zaNazTQXb7KCmzQ6sOp5aA8qO1GweVq3b1NTnm5XyWGgIQPsG6vXguWZmZmZmiSuKzPpcRISkusY3qWeQ3KGhIc688ammYmRVk59v809drQFlR2p2gNlmB4dt1kTy2AntGqi32wY8NjMrgluWmpn1B49RZNafHpE0FSD/fTQvr8ymVFE905KZmZmZmZn1uOJvD5tZESqzJp3GC2dT+qCkZcD+wCaPT2RmZmb2PLesMrNe54oisx4n6TLSwNW7SVoLnEKqILpC0gLgAeCIvPp3gIOB1cDTwHEdD9jMzMzMzMwK44oisx4XEUeN8tacGusGcHx7I+pPvvtoZtbdJF0EHAo8GhF75WW7AJcDM4A1wBERsUGSgLNJN1+eBuZHxK1FxG1mZlYvj1FkZmZmZja+JcDcEcsWA9dFxEzguvwa4CBgZn4sBM7tUIxmZmZNc4siMzPrGs22zFpz2iEtisTM+k1E/EDSjBGL55G6dwMsBYaAk/Lyi3NL3RWSpkia6nH/zMysG7iiyMzMzMysMQNVlT8PAwP5+TTgoar11uZlhVYUjVXZvmjWZua7m7SZmeGKIjMzMzOzpkVESIp6PiNpIalrGgMDAwwNDbUjtOcsmrV51PcGthv7/bKotY+Gh4fbvu+qtWo/NbrPW5HXZvPQ6X1uZp3VVEWRpI8C7wUCWEWaIWkqsAzYFVgJHBMRz0jaFrgYeC3wC+CdEbGmmfTNzMzMzAr0SKVLmaSpwKN5+Tpg96r1pudlW4iI84HzAWbPnh2Dg4NtDXasFkOLZm3mzFXlv4e85ujBFywbGhqi3fuuWqtaXjW6z2vtg3o1m4clcyd3dJ83q57r1sKCNCuRhgezljQN+DAwO8/8sBVwJHA6cFZEvALYACzIH1kAbMjLz8rrmZmZmZl1q+XAsfn5scDVVcvfreQAYJPHJzIrRgPXrWZ9r9lZzyYB20maBGxP6nd9IHBVfn8pcFh+Pi+/Jr8/J08damZm1rck7S7pBkl3SbpT0gl5+ackrZN0W34cXPWZkyWtlnSPpL8sLnqz/iHpMuC/gFdJWitpAXAa8GZJ9wJvyq8BvgPcB6wGLgA+UEDIZva8eq5bzfpew+1LI2KdpDOAB4FfAdeQmuxtjIhKp9fKwH1QNahfRGyWtInUzO/xRmMwMzPrAZuBRRFxq6QdgZWSrs3vnRURZ1SvLGlP0p3QVwMvA74v6ZUR8WxHozbrMxFx1ChvzamxbgDHtzei/lRrQO56BuL27Jf9p4HrVrO+13BFkaSdSa2E9gA2AlcCc5sNqNOD+pVhILaiY2jF4IXNxl/0PihLDGbWf3J3lPX5+ZOS7mbsk9V5wLKI+A1wv6TVwH6klg5mZmZWpdnr1nqvT4scGL7oQemdfrnSb+batpkR694E3B8RjwFI+jrwemCKpEm5drZ64L7KoH5rc5O/nUiDWm+h04P6dXrwuzLGcM4lVzc9eGGzg+oVvQ/KEoOZ9TdJM4B9gJtIx9QPSno3cAup1dEGUiXSiqqP+S6omZnZ6Oq9bt1Cvdenrbi2alTRg9I7/XKl38w1ejO5eBA4QNL2pCZ8c0gnsjcAh5NGkB85qN+xpDuehwPX52a5ZmZmfU/SDsDXgI9ExC8lnQt8hjRDy2eAM4H31LG9uu6A9mqrym7LVz13ImvduSxDXj3ttpmVTL3XrWZ9r5kxim6SdBVwK2l8hR+Talq/DSyT9Nm87ML8kQuBf8tN5J8gja9gZmbW9yRtTaokuiQivg4QEY9UvX8B8K38si3Tbvdqq8puy1c9U1bXunPZimmzm9Vv026bWbk1cN1q1veaahcVEacAp4xYfB9prISR6/4aeEcz6ZmZmfWaPAPohcDdEfH5quVTq6bTfjtwR36+HLhU0udJg1nPBG7uYMhmZl2r1mDY1vvquW41syYriszMzKxprweOAVZJui0v+zhwlKS9SV3P1gB/AxARd0q6AriLdGf0eM94ZmZmZmat4ooiMzOzAkXEjYBqvPWdMT5zKnBq24IyMzMzs771oqIDMLNiSPqopDsl3SHpMkkvlrSHpJskrZZ0uaRtio7TzMzMzMzMOsctisz6kKRpwIeBPSPiV7kby5HAwcBZEbFM0nnAAuDcAkM1MzMzsyoeZ8nM2s0tisz61yRgO0mTgO2B9cCBwFX5/aXAYQXFZmZmZmZmZgVwiyKzPhQR6ySdATwI/Aq4BlgJbIyIzXm1tcC0Wp+XtBBYCDAwMMDQ0NCoaQ0PD7NoVm+PszuwXZqmupf1Sh5H+64ODw+P+T02MysDtyQxM7NOcEWRWR+StDMwD9gD2AhcCcyd6Ocj4nzgfIDZs2fH4ODgqOsODQ1x5o1PNRNu6S2atZkzV/X2z2mv5HHN0YM1lw8NDTHW99jMzMzMrF+465lZf3oTcH9EPBYRvwW+Tpqie0ruigYwHVhXVIBmZmZmZmbWea4oMutPDwIHSNpekoA5wF3ADcDheZ1jgasLis/MzMzMzMwK4Ioisz4UETeRBq2+FVhF+i04HzgJOFHSamBX4MLCgjQzM+sCkj4q6U5Jd0i6TNKLJe0h6SZJqyVdLmmbouM0MzObKFcUmfWpiDglIv4oIvaKiGMi4jcRcV9E7BcRr4iId0TEb4qO08zMrKwkTQM+DMyOiL2ArYAjgdOBsyLiFcAGYEFxUZqZmdXHFUVmZmZmZo2bBGyXx/jbHlgPHEhquQuwFDisoNjMzMzq1v1T2JiZmZmZFSAi1kk6gzT236+Aa4CVwMaI2JxXWwtMq/V5SQuBhQADAwMMDQ2Nmd6iWZvHfL8ZA9u1d/vt1K2xd2vcAMPDw+N+X82se7miyMzMzMysAZJ2BuYBewAbgSuBuRP9fEScTxojkNmzZ8fg4OCY689f/O1GQx3XolmbOXNVd14adGvs3Ro3wJK5kxnv+2pm3ctdz8zMzAokaXdJN0i6Kw+Ie0JevoukayXdm//unJdL0hfzILm3S9q32ByY9bU3AfdHxGMR8Vvg68DrgSm5KxrAdGBdUQGamZnVyxVFZmZmxdoMLIqIPYEDgOMl7QksBq6LiJnAdfk1wEHAzPxYCJzb+ZDNLHsQOEDS9pIEzAHuAm4ADs/rHAtcXVB8ZmZmdXNFkZmZWYEiYn1E3JqfPwncTRrPZB5pEFzYcjDcecDFkawgtVyY2uGwzQyIiJtIg1bfCqwinVufD5wEnChpNbArcGFhQZqZmdWpOzvFmpmZ9SBJM4B9gJuAgYhYn996GBjIz6cBD1V9rDJQ7nrMrOMi4hTglBGL7wP2KyAcMzOzpjVVUSRpCvAVYC8ggPcA9wCXAzOANcAREbEhN8c9GzgYeBqYX7mDamZm1u8k7QB8DfhIRPwyHTaTiAhJUef26ppN6dEnNnHOJY33jpk1baeGP9tO3TYzTz0zINWaMakMeW12Fqdu+5+ZWfnVc91aUIhmpdJsi6Kzge9GxOGStgG2Bz5OGlPhNEmLSWMqnMSWYyrsTxpTYf8m0zczM+t6krYmVRJdEhFfz4sfkTQ1ItbnrmWP5uXrgN2rPl5zoNx6Z1M655Krm5p9Z83RY2+/KENDQ101M089s1rVmjGpDP+HZmfm8mxKZtYG9Vy3mvW9hs8IJe0EvAGYDxARzwDPSJoHDObVlgJDpAL33JgKwApJUyonwA1Hb2Zm1uVyi9sLgbsj4vNVby0nDYJ7GlsOhrsc+KCkZaQbLpt8LE1m1KigWDRr84QrLtacdkirQzIzs4I1cN1q1veaaVG0B/AY8K+SXgOsBE6gyTEV6m0q36wyNG8uOoZaTdfr1Wz8Re+DssRgZn3p9cAxwCpJt+VlHydVEF0haQHwAHBEfu87pG7cq0lduY/rbLhmZmZdpd7rVrO+10xF0SRgX+BDEXGTpLN5fupeoLExFeptKt+sMjRJLzqGZrsbQPNN3YveB2WJwcz6T0TcCGiUt+fUWD+A49salJmZWe9o6rq13oYMrbgJ36gi03b65Uu/mUYQzdQOrAXW5mlBIU0Nupgmx1QwMzMzMzMza5F6r1u30Okx/5pRa+w6p9+/6TfTmONFjX4wIh4GHpL0qrxoDnAXz4+pAC8cU+HdSg7AYyqYmZmZmZlZGzVw3WrW95qt7voQcEkeOf4+0jgJL8JjKpiZmZmZmVk51HPdatb3mqooiojbgNk13vKYCmYlJ2kK8BVgLyCA9wD3AJcDM4A1wBERsaGgEM3MzMzMmlbPdauZNdH1zMy63tnAdyPij4DXAHeT+mtfFxEzgesYMdCfmZmZmZmZ9TZXFJn1IUk7AW8ALgSIiGciYiMwD1iaV1sKHFZMhGZmZmZmZlaE4obkNrMi7QE8BvyrpNcAK4ETgIGqQeYfBgZqfbieaUKHh4dZNOvZ1kVeQkVPhdkJvZLH0b6rw8PDTU0hamZmZmbWK1xRZNafJgH7Ah+KiJsknc2IbmYREZKi1ofrmSZ0aGiIM298qlVxl1LRU2F2Qq/kcbRpQoeGhhhvulszMzMzs37grmdm/WktsDYibsqvryJVHD0iaSpA/vtoQfGZmZl1BUlTJF0l6SeS7pb0Okm7SLpW0r35785Fx2lmZjZRrigy60MR8TDwkKRX5UVzgLuA5cCxedmxwNUFhGdmZtZNPDmEmZn1lO7vR2BmjfoQcImkbYD7gONIlcdXSFoAPAAcUWB8ZmZmpVY1OcR8SJNDAM9ImgcM5tWWAkPASZ2P0MzMrH6uKDLrUxFxGzC7xltzOh2LmZlZl2pqcggzM7MyckWRmZlZgSRdBBwKPBoRe+VlnwLeR7oABfh4RHwnv3cysAB4FvhwRHyv40GbWUVTk0PUM4sotHf2yW6e3bJbY+/WuMGzhZr1OlcUmZmZFWsJ8CXg4hHLz4qIM6oXSNoTOBJ4NfAy4PuSXhkRz3YiUDN7gVqTQywmTw4REevHmhyinllEAeYv/nar4n6Bbp7dsltj79a4AZbMnezZQs16mAezNjMzK1BE/AB4YoKrzwOWRcRvIuJ+YDWwX9uCM7MxeXIIMzPrRd1ZhW1mZtb7Pijp3cAtwKKI2ABMA1ZUrbM2LzOz4nhyCDMz6ymuKDIzMyufc4HPAJH/ngm8p54N1Dv2SbNjZZRhrIpa8deTr7LmYTS18tZteail28Y+8eQQZmbWa1xRZGZmVjIR8UjluaQLgG/ll+uA3atWnZ6X1dpGXWOfnHPJ1U2NlbHm6LG33wm1xm+pZwyQsuZhNLXy1m15qMVjn5iZmRXLYxSZmZmVTB78tuLtwB35+XLgSEnbStoDmAnc3On4zMzMzKx3uUWRmZlZgSRdBgwCu0laC5wCDEram9T1bA3wNwARcaekK0iD5W4GjveMZ2ZmZmbWSq4oMjMzK1BEHFVj8YVjrH8qcGr7IjIzMzOzfuauZ2ZmZmZmZmZmBrSgokjSVpJ+LOlb+fUekm6StFrS5XmqUPJ4Cpfn5TdJmtFs2mZmZmZmZmbjmeh1q5m1pkXRCcDdVa9PB86KiFcAG4AFefkCYENeflZez8zMzMzMzKzdJnrdatb3mqookjQdOAT4Sn4t4EDgqrzKUuCw/Hxefk1+f05e38zMzMzMzKwt6rxuNet7zQ5m/QXgY8CO+fWuwMaI2JxfrwWm5efTgIcAImKzpE15/cerNyhpIbAQYGBggKGhoSZDHNvw8HDb0yh7DAPbwaJZm8dfcQzNxl/0PihLDGZmZmZm1nL1XLduod7r01ZcWzWqyLSdfvnSb+batuGKIkmHAo9GxEpJgw1HMEJEnA+cDzB79uwYHGzZpmsaGhqi3WmUPYZzLrmaM1c1V2e45ujBpj5f9D4oSwxmZmZmZtY6zV631nt92oprq0YtmrW5sLSdfvnSb+YavZlcvB54m6SDgRcDLwHOBqZImpRrZ6cD6/L664DdgbWSJgE7Ab9oIn0za5KkrYBbgHURcaikPYBlpLssK4FjIuKZImM0MzMzM2tCvdetZn2v4TGKIuLkiJgeETOAI4HrI+Jo4Abg8LzascDV+fny/Jr8/vUREY2mb2Yt4UH9zMzMzKxnNXDdatb3WjHr2UgnASdKWk1qlXBhXn4hsGtefiKwuA1pm9kEeVA/MzMzM+tjo123mvW9lnSgi4ghYCg/vw/Yr8Y6vwbe0Yr0zKwlGh7Uz8zMzMys20zkutXMWlRRZGbdpdlB/eqZ/WF4eJhFs55tMNLuUPQMB53QK3kc7bvqWQ/NrBke88/MzHqJK4rM+lNTg/rVM/vD0NAQZ974VGujL5miZzjohF7J42izP3jWQzNrUmXMv5fk15Ux/5ZJOo805t+5RQVnZmZWj3aMUWRmJedB/czMzFrDY/6ZmVmv6f7bw2bWSicByyR9FvgxHtTPrCMkXQRUuoTulZftAlwOzADWAEdExIZ8EXo2cDDwNDA/Im4tIm4zA5oY86+ertzQ3i7A3dzFuFtj79a4wV22zXqdK4rM+pwH9TMrhSXAl4CLq5YtBq6LiNMkLc6vTwIOAmbmx/6k7iz7dzRaMwOaH/Ovnq7cAPMXf7uBKCemm7sYd2vs3Ro3wJK5k91l26yHueuZmZlZwSLiB8ATIxbPI3VZgS27rswDLo5kBWlssamdidTMRqiM+beGNHj1gVSN+ZfXGXXMPzMzszLqzipsMzOz3jcQEevz84eBgfx8GvBQ1XqVbi3rq5bV3aWl2S4QZeiCUCv+evJV1jyMplbeui0PtXRTl5aIOBk4GSC3KPq7iDha0pWkMf+W4TH/zMysy7iiyMzMrOQiIiRFnZ+pq0vLOZdc3VQXiNFmlOukWt1y6unaUdY8jKZW3rotD7X0SJcWj/lnZmZdyxVFZmZm5fSIpKkRsT53LXs0L18H7F61nru1mJWAx/wzM7Ne4TGKzMzMymk5qcsKbNl1ZTnwbiUHAJuquqiZmZmZmTXFLYrMzMwKJukyYBDYTdJa4BTgNOAKSQuAB4Aj8urfAQ4GVgNPA8d1PGAzMzMz61muKDIzMytYRBw1yltzaqwbwPHtjcjMzMzM+pW7npmZmZmZmZmZGeCKIjMzMzMzMzMzy1xRZGZmZmZmZmZmgCuKzMzMzMzMzMwsc0WRmZmZmZmZmZkBrigyMzMzMzMzM7Os4YoiSbtLukHSXZLulHRCXr6LpGsl3Zv/7pyXS9IXJa2WdLukfVuVCTMzMzMzM7OR6r1uNbPmWhRtBhZFxJ7AAcDxkvYEFgPXRcRM4Lr8GuAgYGZ+LATObSJtMzMzMzMzs/HUe91q1vcariiKiPURcWt+/iRwNzANmAcszastBQ7Lz+cBF0eyApgiaWrDkZtZw3xnxczMzMz6QQPXrWZ9b1IrNiJpBrAPcBMwEBHr81sPAwP5+TTgoaqPrc3L1lctQ9JCUosjBgYGGBoaakWIoxoeHm57GmWPYWA7WDRrc1PbaDb+ovdBWWLooMqdlVsl7QislHQtMJ90Z+U0SYtJd1ZOKjBOMzMzM7OWmOB168jP1HV92oprq0YVmbbTL1/6zVzbNl1RJGkH4GvARyLil5Keey8iQlLUs72IOB84H2D27NkxODjYbIhjGhoaot1plD2Gcy65mjNXNfdVWHP0YFOfL3oflCWGTskHxfX5+ZOSqu+sDObVlgJDuKLIzMysJkm7AxeTLjADOD8izpa0C3A5MANYAxwRERuKitPMGr9urff6tBXXVo1aNGtzYWk7/fKl38w1elOznknamlTYLomIr+fFj1S6lOW/j+bl64Ddqz4+PS8zswI1cmfFzMwbZgWQAAAgAElEQVTMAI99YtYV6rxuNet7DVd3KVXBXgjcHRGfr3prOXAscFr+e3XV8g9KWgbsD2yquiA1swI0emelnia4w8PDLJr1bCvDLp2im5l2Qq/kcbTvapm7nkpaAzwJPAtsjojZbq1gVg5uoWtWfg1ct5r1vWbaRb0eOAZYJem2vOzjpIJ2haQFwAPAEfm97wAHA6uBp4HjmkjbzJo01p2ViFg/1p2VeprgDg0NceaNT7U09rIpuplpJ/RKHkdrgtsFXU/fGBGPV72utFbweGJmJeEWumalVe91q1nfa/isPyJuBDTK23NqrB/A8Y2mZ2at4zsrZl3PrRXMSqQTLXShvS07u7nlaLfG3q1xQ7lb4o5U73WrmbVo1jMz6zq+s2LWPQK4Jl9o/ktu0Tdua4VOz9JShguGWvHXk6+y5mE0tfLWbXmopZsuQKFzLXQB5i/+dsviHqmbW452a+zdGjfAkrmTy94S18ya0J2/TGbWFN9ZMesqfx4R6yT9HnCtpJ9Uvzlaa4VOz9LS7OyXrVDrIrqeC7Gy5mE0tfLWbXmopZsuQN1C18zMelFTs56ZmZlZe0XEuvz3UeAbwH54phazsqi00D1Q0m35cTCpgujNku4F3pRfm5mZdQW3KDIzMyspSZOBF+XZlCYDbwE+jVsrmJWCW+iamVkvckWRmZlZeQ0A38gD404CLo2I70r6ER5PzMzMzMzawBVFZmZmJRUR9wGvqbH8F7i1gpmZmZm1gccoMjMzMzMzMzMzwBVFZmZmZmZmZmaWuaLIzMzMzMzMzMwAVxSZmZmZmZmZmVnmiiIzMzMzMzMzMwNcUWRmZmZmZmZmZpkriszMzMzMzMzMDHBFkZmZmZmZmZmZZa4oMjMzMzMzMzMzwBVFZmZmZmZmZmaWuaLIzMzMzMzMzMwAVxSZmZmZmZmZmVnW8YoiSXMl3SNptaTFnU7fzMbncmpWfi6nZuXncmpWfi6nZi/U0YoiSVsBXwYOAvYEjpK0ZydjMLOxuZyalZ/LqVn5uZyalZ/LqVltnW5RtB+wOiLui4hngGXAvA7HYGZjczk1Kz+XU7Pyczk1Kz+XU7MaFBGdS0w6HJgbEe/Nr48B9o+ID1atsxBYmF++CrinzWHtBjze5jTKHkPR6fdLDC+PiJe2cfst0YZyWob/bbs5j92vkr9+LafQu//jXs0X9G7exstXP5fTdurm71O3xt6tcYPL6ViK/L8W/Z1y+t2V/qjldFJr4mmdiDgfOL9T6Um6JSJmdyq9MsZQdPqOofvUU077Yb86j92vF/NX7/G0F/cB9G6+oHfz1qv5qqXT571j6eb93q2xd2vc0N2x16ubjqdF/1+cfu+k3+muZ+uA3ateT8/LzKw8XE7Nys/l1Kz8XE7Nys/l1KyGTlcU/QiYKWkPSdsARwLLOxyDmY3N5dSs/FxOzcrP5dSs/FxOzWroaNeziNgs6YPA94CtgIsi4s5OxlBDGZr7Fh1D0emDYyiNNpTTftivzmP366r8tel42lX7oA69mi/o3bz1RL5Ket47lm7e790ae7fGDd0d+3N68Hha9P/F6fdI+h0dzNrMzMzMzMzMzMqr013PzMzMzMzMzMyspFxRZGZmZmZmZmZmQB9VFEmaK+keSaslLR5lnSMk3SXpTkmXdjJ9Sb8v6QZJP5Z0u6SDW5l+TuMiSY9KumOU9yXpiznG2yXt2+H0j87prpL0Q0mvaWX6E4mhar0/lbRZ0uGtjqGfTKTcdQNJa/L38jZJt+Rlu0i6VtK9+e/OeXlby1Gr1CoLjeRJ0rF5/XslHVtEXkYzSh4/JWld/l/eVv1bK+nknMd7JP1l1fKe+B7XMtHfxG4kafd8XK0c108oOqZWkPRiSTdL+u+cr38oOqZWkrRVPhf6VtGx9LqR+zoP5ntT/q27XGlg39KRNEXSVZJ+IuluSa8b7fhVNpI+msvtHZIuy+W5lPu9VecJ/aQT5wujHds6+b+Z6G+HpG3z69X5/RktSHvC5b9NeZ9wGW5F/ltVDtXI+XpE9PyDNDDZz4A/ALYB/hvYc8Q6M4EfAzvn17/X4fTPB/42P98TWNOG/fAGYF/gjlHePxj4d0DAAcBNHU7/z6r2/0GtTn8iMVT9v64HvgMc3qnvaa89JvK975YHsAbYbcSy/wMszs8XA6fn520tRy3M0wvKQr15AnYB7st/d87Pdy46b+Pk8VPA39VYd8/8Hd0W2CN/d7fqpe/xRPdRrzyAqcC++fmOwE974X+Xy+EO+fnWwE3AAUXH1cL8nQhcCnyr6Fh6/TFyXwNXAEfm5+eRz0vL9gCWAu/Nz7cBpox2/CrTA5gG3A9sV7W/55d1v7fiPKGfHp06Xxjt2NbJ/81EfzuADwDn5edHApe3IO0Jl/9W573eMtyK/LeiHNLg+Xq/tCjaD1gdEfdFxDPAMmDeiHXeB3w5IjYARMSjHU4/gJfk5zsBP29h+imBiB8AT4yxyjzg4khWAFMkTe1U+hHxw8r+B1YA01uV9kRjyD4EfA1o5XegH03ke9/N5pEOVuS/h1Utb1s5apVRykK9efpL4NqIeCKX3WuBue2PfmImWN4r5gHLIuI3EXE/sJr0He7p73Gd+6irRMT6iLg1P38SuJt0ktfVcjkczi+3zo+emJlE0nTgEOArRcfS60bua0kCDgSuyqtUHwNKQ9JOpAunCwEi4pmI2Mjox6+ymQRsJ2kSsD2wnpLu9xadJ/STjpwvjHFs68j/ps7fjuqYrgLm5PUbTbve8t+O72U9Zbjp/Bd5vt4vFUXTgIeqXq/lhSeLrwReKek/Ja2Q1MqLnYmk/yngXZLWklqyfKiF6U/UROLslAWkGtGOkjQNeDtwbqfT7kFl+j41K4BrJK2UtDAvG4iI9fn5w8BAft7N+a43T92a1w/mJrkX6fnuCb2WR6uSm3vvQ2p90/Vys//bSDc0ro2InsgX8AXgY8Dvig6kD4zc17sCGyNic35d1t+6PYDHgH/NXV++Imkyox+/SiMi1gFnAA+SLi43ASvpjv1e0YvnPq3S8X0w4tjWqf9NPb8dz6Wd39+U129UveW/pXlvoAy3Ov8VHTlf75eKoomYROp+NggcBVwgaUoH0z8KWBIR00nNxv5NUl/+fyS9kVRRdFIByX8BOCkifJJq1f48IvYldYk8XtIbqt+M1K6zJ+7oV/RinrJzgT8E9iYd5M8sNhxrN0k7kFqJfiQifll0PK0QEc9GxN6klrf7Sdqr6JiaJelQ4NGIWFl0LL2uy/f1JFI3jHMjYh/gKVLXi+eU9fiVb0zMI13svgyYTIla4darrPu5X4x1bGvX/6YEvx2Flv8yluF25rdfKiLWAbtXvZ6el1VbCyyPiN/mbgc/JVUcdSr9BaT+jUTEfwEvBnZrUfoTNZE420rSn5CaMs6LiF90Mu1sNrBM0hrgcOCfJZWiCXAXKvz71Cr5DkKlS+o3SM2LH6k0X81/K10Vuznf9eap6/IaEY/ki+zfAReQ/pfQQ3m050namnQifUlEfL3oeFotN7m/gS6+2KzyeuBt+fi7DDhQ0leLDalnvWBfA2eTuilMyuuU9bduLbC2qhXdVaQLx9GOX2XyJuD+iHgsIn4LfJ30v+iG/V7Ri+c+rdKxfTDKsa0T/5t6fzueSzu/vxPQzPVdveW/1f+Testwq/Nf0ZHz9X6pKPoRMDOPSL4NaTCp5SPW+SapNRGSdiN1Rbuvg+k/CMzJ6f8xqaLosRalP1HLgXfnEdMPADZVNWtrO0m/Typwx0TETzuVbrWI2CMiZkTEDNKPzwci4ptFxNIDJvK9Lz1JkyXtWHkOvAW4g5SXyqwBxwJX5+eFlqMm1Zun7wFvkbRzvsvylrystEb0TX876X8JKY9HKs1QsQfpRsHN9Mj3uB/lcQAuBO6OiM8XHU+rSHpppcWzpO2ANwM/KTaq5kXEyRExPR9/jwSuj4h3FRxWTxplXx9NqnSszPZafQwojYh4GHhI0qvyojnAXYx+/CqTB4EDJG2ff58qsZd+v1fpxXOfVunI+cIYx7a2/28a+O2ojunwvH7DrV8aKP+t/l7WW4Zbmv8qnTlfjxaPxF7WB6k7109Jo9F/Ii/7NPC2/FzA50n/7FXkkcs7mP6ewH+SRsi/DXhLG/bBZaSuFr8l1cguAN4PvL9qH3w5x7gKmN3h9L8CbMj5vw24pdP7YMS6S/CsZ83u7xd877vtQZq94r/z486q8rsrcB1wL/B9YJe8vK3lqIX5qlUW6s4T8B7SwM+rgeOKztcE8vhvOQ+3kw6oU6vW/0TO4z3AQb30Pa5nHxUdUwvz9uek5ti3Vx1XDi46rhbk609Is7TeTqro/PuiY2pDHgfxrGcd39f5eHdz/j2/Eti26PhGiXlv4JZcBr5JmsWn5vGrbA/gH0gVu3fk49G2Zd3vrTpP6KdHJ84XRju2dfp/M5HfDlLDhyvz8puBP2hBuhMu/+3Iez1luBX5b1U5pIHzdeUPmpmZmZmZmZlZn+uXrmdmZmZmZmZmZjYOVxSZmZmZmZmZmRngiiIzMzMzMzMzM8tcUWRmZmZmZmZmZoAriszMzMzMzMzMLHNFkZmZmZmZmZmZAa4oMjMzMzMzMzOzzBVFZmZmZmZmZmYGuKLIzMzMzMzMzMwyVxSZmZmZmZmZmRngiiIzMzMzMzMzM8tcUVQQSSHpFQXHsEbSm4qMwawflaH8V0iakeOZVHQsZs3oZLmSdJ6k/z2B9V4l6TZJT0r6cItjuFPSYCu3adYNxirrkuZLurHTMZlZ/VyWy80VRS0maUjSe5vchgtGDZIGJa0tOg6z0bj8m7Vei8rVNpLOlLRW0nC+UfKFCX72BWUyIt4fEZ+ZwMc/BtwQETtGxBcbiT3HsETSZ0fE8OqIGGp0m2atkMvSM5J2G7H8x/kicEaT22+6/I+xbd8wNct6oCz/Kh/fH87HzB0m+Fmfd4/CFUVmZmbW604GZgP7ATsCg8CtHUj35cCdHUjHrEj3A0dVXkiaBWxfXDhm1qBuLstvjYgdgL2BfUjHfWuCK4raSNL7JK2W9ISk5ZJeNmKVgyXdJ+lxSZ+TVPP/kWtJ/07S7ZI2Sbpc0ovze3dLOrRq3UmSHpO0b379ttw8fWOuyf3jGtt/Wa6F3aVq2T45rq3z6/fktDZI+p6kl1etG5I+IOne3Lz+M5L+UNIPJf1S0hWStqla/9DcFH9jXudPxsurpMnAvwMvy7XFwzX2p1lptKr8j9jmH0m6Nm/zHklH5OX75zsoW1Wt+3ZJt+fnL5K0WNLPJP0il8ldRkvHrKyaKFd/CnwjIn4eyZqIuLhqu5Xy8aSkuyS9PS//Y+A84HX5uLMxL3+uhY+k3SR9Kx/TnpD0H7nMXQ+8EfhS/uwrJR2idHf2l5IekvSpEfn783xc3Jjfny9pIXA08LG8nf+b132uNYSkbSV9QdLP8+MLkrbN7w0qtaRaJOlRSeslHdfK/4v1vX8D3l31+ligunztJOnifH76gKRPVspm/o7fKOmMfI55v6SD8nunAv+T58vQl6rSeFM+79wo6cuSNDKovPzMEcuWS/pojXVHjSO/v4ukf83la4Okb1a9N+rvklp4jmzWAV1fliPiYeB7pAqjyrr1HuO3zfl4UNIjSt3Nt6tvV/aAiPCjhQ9gCHgvcCDwOLAvsC1wDvCDqvUCuAHYBfh94KfAe/N784Ebq9ZdA9wMvCyvfzfw/vze3wOXVK17CHB3fv5K4CngzcDWpCbwq4Ftqrb7pvz8euB9Vdv5HHBefj4vf+6PgUnAJ4EfjsjL1cBLgFcDvwGuA/4A2Am4Czg2r7sP8CiwP7AV6QdoDbDtBPI6CKwt+n/shx+jPdpR/qs+Mxl4CDgul8N9chp75vd/Bry5av0rgcX5+QnACmB6judfgMvyezNyPJOK3n9++FHr0aJy9UngQeADwCxAI9J4Rz7uvAh4J+nYOTW/94IyCSwBPpuf/xPpRHPr/Pifle1XYq/63GBO/0XAnwCPAIfl914OPEm6m7s1sCuw98j0qra1hueP4Z/OZfz3gJcCPwQ+U5Xm5rzO1sDBwNPAzkX/b/3o/kflewjcQzpP3ApYm7/PkY8xF5POE3fMr38KLMifnw/8Fnhf/uzfAj8frQzlZQF8C5iSy/pjwNyq7d2Yn++Xt/Wi/Hq3/N0fqI59gnF8G7gc2DmXo7/Iyyfyu9SSc2Q//Gjno4fK8nRgFXB2VTr1HuPPApaTzid2BP4v8E9F/486/XCLovY5GrgoIm6NiN+Qmr+9Tlv27zw9Ip6IiAeBL1DV1K+GL0a6E/oE6ctaqSW9FHibpEqzwL8GLsvP3wl8OyKujYjfAmcA2wF/VmP7l1bSzzW5R+ZlAO8nFY67I2Iz8I/A3qpqVQT8n4j4ZUTcCdwBXBMR90XEJlJLoH3yeguBf4mImyLi2YhYSjpoHjCBvJp1i1aXf4BDgTUR8a8RsTkifgx8jXTwg1TuK2V4R9LFYOW34P3AJyJibY7nU8Dh8gDW1l2aKVf/BJyet3ELsE7SsZUPRcSV+bjzu4i4HLiXdGI6Eb8FpgIvj4jfRsR/RD7THCkihiJiVU7ndlIZ/Yv89l8D34+Iy/J2fhERt00whqOBT0fEoxHxGPAPwDEjYvx03u53gGHgVRPcttlEVFoivJl0k29dXr4V6Zzy5Ih4MiLWAGey5ffzgYi4ICKeBZaSytPAOOmdFhEbc1m/gRrnihFxM7AJmJMXHQkMRcQjo2yzZhySpgIHkW5cbsjl6P/lz0zkd6mV58hm7datZfmbkp4k3VR9FDil6vMTPsbn6+CFwEfz+cSTpGvfI8fJR89xRVH7vAx4oPIiIoaBXwDTqtZ5qOr5A/kzo3m46vnTwA55u6tJhfitubLobTxfwTMyht/lNKtjqPga6cA2FXgD8DvgP/J7LwfOzk0CNwJPABqxneqC+qsarysDir0cWFTZVt7e7iPyXjOvZl2k1eUfUtnZf0TZORr4H/n9S4G/yt1N/gq4NSIeqPrsN6o+dzfwLOMfvM3KpOFylS+6vhwRryfduTwVuCg3O0fSu6u6e2wE9iLdsZyIz5Fa3V6j1O1t8WgrKnUTvSE3299EqsStpLM7qWVgI7bYN7zwN+UX+UZPhY+t1mr/RqrsnE9VVxXS93trXvj9rC63z533RcTT+el438+JnisuBd6Vn78rxznuNkfEsTvwRERsqPGZifwutfIc2azdurUsHxYRlTEI/4iqY3idx/iXksZlWlm1/nfz8r7iiqL2+TnpBx8ApTF2duX5WllIP/4Vv58/04hKS4J5wF258qhWDMpprhu5gXzwu4bUCumvgWVVd0QfAv4mIqZUPbaLiB82EOtDwKkjtrV9RFw27idT80SzbtCO8v8Q8P9GlJ0dIuJvASLiLtIB+yBSGb50xGcPGvHZF0fEC34LzEqsJeUqIn4VEV8GNgB75taxFwAfBHaNiCmku/6VcRLGPPbkO6uLIuIPSDdrTpQ0Z5TVLyU1Z989InYidVmrpPMQ8IejJTNWDIzYNzR3TmFWt3xj4n5Sa9avV731OKlF28jv50SPP82e+30VmCfpNaTuNN8cZ/1aHgJ2kTSlxnsT+V2qJ51Gz5HNWqLby3Ju7beE1JOGBo7xj5MqcF9dVQ53ijRQdl9xRVH7XAYcJ2nvfIf/H4GbcjO9iv9P0s6SdieNIXJ5g2ktA95C6gtafXF4BXCIpDlKg1IvIjVhHa2C51JSU8PDR2znPOBkSa+G5wYye0eNz0/EBcD7811VSZqsNLjnjhP47CPArpJ2ajBts05ptvxLaRD35x6kPtyvlHSMpK3z40+15QD1l+ZtvYE0RlHFecCple6ikl4qaV6rM23WZg2XK0kfURrUeTulSR+OJY078GPS+F9BGhsBpYGe96ra5iPAdFUNOFtNafDZV+SbMZtIrfV+N0oediS1TPi1pP1IlboVl5AG9Twix7irpEoT/EdIY5qMtW8+mcv2bqTxC786xvpm7bAAODAinqpa9izpfPRUSTvm49CJTPz7Od53f0wRsRb4Ean1wdci4lcNbGM9qYvYP+ffl60lvSG/PZHfpYlq5hzZrJW6vSx/AXhzrlSq6xife+BcAJwl6ffyZ6ZJ+stGY+9Wrihqj4iI7wP/m9Slaz3pLuHIvo1XAyuB20iD5F3YYGLrgf8ijT10edXye0hN884h1Y6+lTR14DOjbGo5MBN4OCL+u2o73yCN7bBM0i9JtbAH1d7EuLHeQhrk7Euku7mrSU0bJ/LZn5AOyPflpoBuimtl1Iry/2ekuxkjH2/J2/k5qanu6aTBMysq451cHxGPVy0/m1S+r1Hqv72CNFimWbdotlw9TRpL4WHS8fB44H/lcULuyu/9F+mEcRbwn1XbvJ40xf3DkqrLVcVM4PukcX/+C/jniLhhlHx8APh0Lod/TzrprmTwQdId3EWkLt63Aa/Jb19Iav20UVWzLVX5LGnspdtJg3jempeZdUxE/Cyf5430IdLgsfcBN5Jualw0wc2eTRpTb4OkLzYY2lJSuR6r29l4jiG1pvgJafyTjwBM8HdpQpo5RzZrpW4vy5HG6rsY+PsGj/Enkcrfinzt+336cFy/yijk1iKSbiUNGNlI01Yz62Iu/2at53JlZs3IrX++Shpw3hc+Zl3KZbmz3KKohXLXrD8mNWU3sz7i8m/Wei5XZtaMPPTCCcBXfGFp1r1cljvPFUUtIul00mDQJ1XNNGRmfcDl36z1XK7MrBl5DL+NpCm6v1BwOGbWIJflYrjrmVkfkLQVafyKdRFxqKQ9SIOg70oaz+OYiHgmD8R4MfBa0vSu72xwQEYzMzMzs46RdBFwKPBoROyVl32ONE7rM8DPgOMiYmN+72TSwM3PAh+OiO8VErhZCblFkVl/OAG4u+r16cBZEfEK0oCJC/LyBcCGvPysvJ6ZmZmZWdktAeaOWHYtsFdE/AnwU+BkAEl7kgYef3X+zD/nG6tmBkwqOoCx7LbbbjFjxowx13nqqaeYPHlyZwLqoF7NF/Ru3sbL18qVKx+PiJd2MCQAJE0HDgFOBU7MUzgfyPPTMi8FPgWcC8zLzwGuAr4kSWP1Be6Fclr2+MAxtkpZy2m79UI5bVSv5gt6N28up+XXTd89x9oeZSynEfEDSTNGLLum6uUK4PD8fB6wLCJ+A9wvaTWwH2l2rFF1upwW/Z0oOn3H0N4Yxiqnpa4omjFjBrfcUmtmvucNDQ0xODjYmYA6qFfzBb2bt/HyJamoMTa+AHwM2DG/3hXYGBGb8+u1wLT8fBrwEEBEbJa0Ka+/xZTQkhYCCwEGBgY444wzxgxgeHiYHXbYofmctEnZ4wPH2CrjxfjGN76xJ8fC8fF0sOgw2qJX81bi42lbTaSclkU3ffcca3t0aTl9D3B5fj6NVHFUUX0+vIV6z3tbqehzq6LTdwztjWGs895SVxSZWXMkVfppr5Q02KrtRsT5wPkAs2fPjvFOasp+4lP2+MAxtko3xGhmZmatJekTwGbgkno/W+95bysVfd5SdPqOobgYXFFk1tteD7xN0sHAi4GXAGcDUyRNyq2KpgPr8vrrgN2BtZImATuRBrU2MzMzM+s6kuaTBrmeUzWcQuWct6L6fNis73kwa7MeFhEnR8T0iJhBGrDv+og4GriB5/toHwtcnZ8vz6/J718/1vhEZmZmZmZlJWkuaQiGt0XE01VvLQeOlLRtng14JnBzETGalVFTFUWSpki6StJPJN0t6XWSdpF0raR789+d87qS9EVJqyXdLmnf1mTBzBpwEmlg69WkMYguzMsvBHbNy08EFhcUn5mZmZnZhEm6jDQY9askrZW0APgSaZzOayXdJuk8gIi4E7gCuAv4LnB8RDxbUOhmpdNs17Ozge9GxOGStgG2Bz4OXBcRp0laTLrQPAk4iFRTOxPYnzTD0v5Npm9mExQRQ8BQfn4faWaHkev8GnhHRwMzMzMzM2tSRBxVY/GFNZZV1j+VNCuwmY3QcEWRpJ2ANwDzASLiGeAZSfOAwbzaUtKF6UmkKQgvzt1YVuTWSFMjYn3D0VtpzFj87Qmvu2jWZuaPWH/NaYe0OiQrkVXrNr3gf14Pfz/MzLpHPecEtSyZ+/+zd+fxctX1/cdfbwhLDEhY7G1M0FBDsUjKYgpYrL0F0bC0oa0gFNmM0gUUa6wE2/7ArQ39FRGXqlEsiSIBEQo/xAWRW4qyKItEiJaIwSQGwpIEIgoGP78/vt+Bk8nMvXeWOzNn7vv5eMzjznzPmXM+37nne86Z73yXckwP3g2tfra+npqZdUar52vo7jm7la5newCPAv8p6W5Jn5M0CRgoVP48DAzk589Pu53VnYLQzMzMzMzMzMw6r5WuZxOAA4B3RMTtki6iajyTiAhJDQ2EK+l04HSAgYEBhoaGhl1/48aNI65TRmXL17yZm0a97sDELdcvU17rKdv/zMzMzMzMzKxaKxVFq4BVEXF7fn0lqaLokUqXMklTgLV5+aimIIyIhcBCgFmzZsXg4OCwQQwNDTHSOmVUtnw10q1o3sxNXLB080NvxYmDbY6o88r2PzMzM7PRkbQ7sJjUUj6AhRFxkaTzgLeTWtkDvC8irs/vOQeYCzwHvDMivtHxwM3MzJrQdNeziHgYWClpr5x0GGnU+OL02tXTbp+cZz87GNjg8YnMzMzMrAQ2AfMiYm/gYOAMSXvnZRdGxH75Uakk2hs4HngVMBv4D0lbdyNwMzOzRrU669k7gEvzjGcPAqeRKp+uyNMRPgQcl9e9HjgSWA48ndc1MzMzM+tp+cfNNfn5U5KWMfxYm3OAJRHxDPBTSctJs43eOubBmlmpFQdBrjUJ0Eg8aL21Q0sVRRFxDzCrxqLDaqwbwBmt7M/MzMzMrJskTQf2B24HDgHOlHQy8H1Sq6N1pEqk2wpvqzmJS6NjczYyJmQt7RpLsUzjMjrWsagUVPUAACAASURBVFGmWM2sca22KDIzMzMzGxck7QB8BXhXRDwp6VPAB0njFn0QuAB462i31+jYnI22LKjWrjEhyzQuo2MdG2WK1cwa54oiMzMzM7MRSNqGVEl0aURcBRARjxSWfxa4Lr8c1SQuZmbtNr3FCmVw9zVrYTBrMzMzM7PxQJKAi4FlEfGRQvqUwmp/DvwwP78WOF7SdpL2APYE7uhUvGZmZq1wiyIzMzMzs+EdApwELJV0T057H3CCpP1IXc9WAH8NEBH3SbqCNCPwJuCMiHiu41FXabWlgVsZmI0PlXNFM4NpQ3+cK1odVLzsXFFkZn1vpBvj0Zz8++GCZ71J0vbAzcB2pOvylRFxbm6FsATYFbgTOCkinpW0HbAYeDXwOPDmiFjRleDNxomIuAVQjUXXD/OeDwMfHrOgzMzMxogriszMzLrrGeDQiNiYx0C5RdLXgHcDF0bEEkmfBuYCn8p/10XEDEnHA+cDb+5W8NZejbT4qFXJ7UptMzOz9ozVNJ55jCIzM7MuimRjfrlNfgRwKHBlTl8EHJOfz8mvycsPy+OnmJmZmZm1zBVFZmZmXSZp6zzuyVrgBuAnwPqI2JRXWQVMzc+nAisB8vINpO5pZmZmZmYtc9czMzOzLsuD3O4naTJwNfDKVrcp6XTgdICBgQGGhoaGXX/jxo0jrlNGZcvXvJmbRl4pG5i45fq9kNdG8lBL2f5nZtY7JH0eOBpYGxH75LRdgMuB6aRB54+LiHW5Ne5FwJHA08CpEXFXN+I26zWuKDIzM+sREbFe0k3Aa4DJkibkVkPTgNV5tdXA7sAqSROAnUiDWldvayGwEGDWrFkxODg47L6HhoYYaZ0yKlu+GplVZd7MTVywdPNbuRUnDrY5osa1OjPMJbMnlep/ZmY95RLgE6RJHyrmAzdGxAJJ8/Prs4EjgD3z4yDSOIAHdTTaPuUZFsvPFUVmZmZdJOklwK9zJdFE4HDSANU3AW8izXx2CnBNfsu1+fWtefm3IyI6HriZmVmPiYibJU2vSp4DDObni4AhUkXRHGBxvobeJmmypCkRsaaVGDyIsvUDVxSZmZl11xRgkaStSWMHXhER10m6H1gi6UPA3cDFef2LgS9IWg48ARzfjaDNzMxKYqBQ+fMwMJCfPz/mX1YZD3CziqJGu3K32v22qFYX407q1v6Ln3Gz3ZH74f/Qjs+hWa4oMjMz66KIuBfYv0b6g8CBNdJ/BRzbgdDMzMz6SkSEpIZa4TbalbvV7rdFtboYd1K39l/sRt1sF/J++D+043Nolmc9MzMzMzMzs371iKQpAPnv2pxeGfOvojgeoNm41lJFkaQVkpZKukfS93PaLpJukPRA/rtzTpekj0laLuleSQe0IwNmZmZmZmZmdVTG9oMtx/w7OX9PPRjY0Or4RGb9oh3tp/4kIh4rvPao8mZmZmZmZtZRki4jDVy9m6RVwLnAAuAKSXOBh4Dj8urXA0cCy4GngdM6HrDVVBwQfN7MTW3tRmajMxYd7To6qryZmZmZmZlZRJxQZ9FhNdYN4IyxjcisnFqtKArgm3lAsM/kgb46Oqp8p0f/7pSy5auRUeBrjRpfprzWU7b/mZmZmZmZmVm1ViuKXhsRqyX9FnCDpB8VF3ZiVPlOj/7dKWXLVyPNAWuNGl8c0b2syvY/MzMzMzMzM6vW0mDWEbE6/10LXE2axtejypuZmZmZmZmZlVDTFUWSJknasfIceAPwQzyqvFnPkLS9pDsk/UDSfZLen9P3kHR7noXwcknb5vTt8uvlefn0bsZvZmZmZmZmndVKi6IB4BZJPwDuAL4aEV8njSp/uKQHgNfn15BGlX+QNKr8Z4G/a2HfZjY6zwCHRsS+wH7A7FxRez5wYUTMANYBc/P6c4F1Of3CvJ6ZmZmZmZmNE02PURQRDwL71kh/HI8qb9YTcrnbmF9ukx8BHAr8VU5fBJwHfIo0O+F5Of1K4BOSlLdjZmY2LknaHVhM+qE0gIURcZGkXYDLgenACuC4iFgnScBFpKm3nwZOjYi7uhG7mZlZo1odzNrMepykrYE7gRnAJ4GfAOsjojL1XGUGQijMThgRmyRtAHYFHqvaZkOzE9aa6a4Rrc4mN9K+RxNft2e0K8Oseo7RzPrYJmBeRNyVh164U9INwKnAjRGxQNJ8YD5wNnAEsGd+HET6MeagrkRuZmbWIFcUmfW5iHgO2E/SZNKg869swzYbmp3w45des8VMd41odVa8kWblqzUTX7tjaFUZZtVzjGbWr/K4mmvy86ckLSP9uDIHGMyrLQKGSBVFc4DFuUXubZImS5ri8TnNzKwMWpr1zMzKIyLWAzcBrwEmS6rUjBRnIHx+dsK8fCfg8Q6HamZm1rPyRA/7A7cDA4XKn4dJXdOg0EI3K7beNTMz62luUWTWxyS9BPh1RKyXNBE4nDRA9U3Am4AlbDk74SnArXn5tz0+kZmZWSJpB+ArwLsi4sk0FFESESGpoWtmo125W+nG3Q6V+MrUjdexjo0yxWpmjXNFkVl/mwIsyuMUbQVcERHXSbofWCLpQ8DdwMV5/YuBL0haDjwBHN+NoM3MzHqNpG1IlUSXRsRVOfmRSpcySVOAtTn9+Ra6WbH17vMa7co9UlfqsVbphl2mbryOdWyUKVYza5wrisz6WETcS2oeX53+IHBgjfRfAcd2IDQzM7PSyLOYXQwsi4iPFBZVWuIuYMsWumdKWkIaxHqDxycyM7OycEWRmZmZmdnwDgFOApZKuienvY9UQXSFpLnAQ8Bxedn1wJHAcuBp4LTOhmtmZtY8VxSZmZmZmQ0jIm4BVGfxYTXWD+CMMQ3KzMxsjLiiyMzMzMzMRjQ9j5E0b+ampsdLWrHgqHaGZGZmY2CrbgdgZmZmZmZmNlYk/b2k+yT9UNJlkraXtIek2yUtl3S5pG27HadZr3BFkZmZmZmZmfUlSVOBdwKzImIfYGvSzL7nAxdGxAxgHTC3e1Ga9RZXFJmZmZmZmVk/mwBMlDQBeBGwBjgUuDIvXwQc06XYzHqOxygyMzMzMzOzvhQRqyX9O/Az4JfAN4E7gfURsSmvtgqYWuv9kk4HTgcYGBhgaGho2P3Nm7lp2OWNGJjY3u2Vbf/jPYbisbZx48YRj712ckWRmZmZmZmZ9SVJOwNzgD2A9cCXgdmjfX9ELAQWAsyaNSsGBweHXb/Zgd5rmTdzExcs7d5X9m7vf7zHsOLEweefDw0NMdKx104tdz2TtLWkuyVdl1/XHBRM0nb59fK8fHqr+zYzMzMzMzMbxuuBn0bEoxHxa+Aq4BBgcu6KBjANWN2tAM16TTvGKDoLWFZ4XW9QsLnAupx+YV7PzMzMzMzMbKz8DDhY0oskCTgMuB+4CXhTXucU4JouxWfWc1qqKJI0DTgK+Fx+LeoPCjYnvyYvPyyvb2ZmZmZmZtZ2EXE76fvnXcBS0nfghcDZwLslLQd2BS7uWpBmPabVjnYfBd4L7Jhf70r9QcGmAisBImKTpA15/ceKG2x0sLBOD+rUKWXLVyODe9UaDKxMea2nbP8zMzMzM7PxICLOBc6tSn4QOLAL4Zj1vKYriiQdDayNiDslDbYroEYHC+v0oE6dUrZ8NTJoW63BwIoDdZVV2f5nZmZmZmZmZtVaaVF0CPBnko4EtgdeDFxEHhQstyoqDgq2GtgdWJUHDdsJeLyF/ZuZmZmZmZmZWRs1XVEUEecA5wDkFkXviYgTJX2ZNCjYEjYfFOza/PrWvPzbERHNh25mZmZmZmZm1n+mF3rtzJu5qaFePAArFhzV9L7bMetZtXqDgl0M7JrT3w3MH4N9m5mZmZmZmZlZk1odzBqAiBgChvLzmoOCRcSvgGPbsT8zMzMzMzMzM2u/sWhRZGZmZqMkaXdJN0m6X9J9ks7K6btIukHSA/nvzjldkj4mabmkeyUd0N0cmJmZmVk/cUWRmZlZd20C5kXE3sDBwBmS9iZ10b4xIvYEbuSFLttHAHvmx+nApzofspmZmZn1K1cUmZmZdVFErImIu/Lzp4BlwFRgDrAor7YIOCY/nwMsjuQ20myjUzoctpmZmZn1qbaMUWRmZmatkzQd2B+4HRiIiDV50cPAQH4+FVhZeNuqnLamkIak00ktjhgYGGBoaGjYfW/cuHHEdcqobPmaN3PTqNcdmLjl+r2Q10byUEsv/s8kfR44GlgbEfvktPOAtwOP5tXeFxHX52XnAHOB54B3RsQ3Oh60mZlZk1xRZGZm1gMk7QB8BXhXRDwp6fllERGSopHtRcRCYCHArFmzYnBwcNj1P37pNVxwyy8aDft5rUzBOpaGhoYYKe+9pJGpb+fN3MQFSze/lVtx4mCbI2pco9P3Vrtk9qRe/J9dAnwCWFyVfmFE/HsxIXcdPR54FfBS4FuSfjcinutEoGZmZq1y1zMzM7Muk7QNqZLo0oi4Kic/UulSlv+uzemrgd0Lb5+W08xsjETEzcATo1x9DrAkIp6JiJ8Cy6kxI7CZmVmvcosiMzOzLlJqOnQxsCwiPlJYdC1wCrAg/72mkH6mpCXAQcCGQhc1M+usMyWdDHyfNCj9OlJX0NsK61S6h26h0S6irXbra5da3R5Hq9PdCnuxK2M9jtXMeoUriszMzLrrEOAkYKmke3La+0gVRFdImgs8BByXl10PHElqpfA0cFpnwzWz7FPAB4HIfy8A3trIBhrtItpqt752qdXtcbQ63T2yTN1PHauZ9QpXFJmZmXVRRNwCqM7iw2qsH8AZYxpUSU2v8SV63sxNo/5y3avjLFlviohHKs8lfRa4Lr9091AzMys1j1FkZmZmZtagyhhi2Z8DP8zPrwWOl7SdpD2APYE7Oh2fmZlZs1xRZNbHJO0u6SZJ90u6T9JZOX0XSTdIeiD/3TmnS9LHJC2XdK+kA7qbAzMzs+6TdBlwK7CXpFW5S+i/SVoq6V7gT4C/B4iI+4ArgPuBrwNneMYzs+6SNFnSlZJ+JGmZpNfUux82M1cUmfW7TaTBNfcGDgbOyNP2zgdujIg9gRvza4AjSL987kkaXPNTnQ/ZzMyst0TECRExJSK2iYhpEXFxRJwUETMj4vcj4s+Kg8pHxIcj4hURsVdEfK2bsZsZABcBX4+IVwL7Asuofz9sNu65osisj0XEmoi4Kz9/inRRnEqaundRXm0RcEx+PgdYHMltwOSqpvVmZmZmZqUhaSfgdaQZRomIZyNiPfXvh83GPQ9mbTZOSJoO7A/cDgwUfvl8GBjIz6cCKwtvq0zpu9nU241O59vKNLrQ+lS6I+17NPF1ewrYMkxD6xjNzMysB+0BPAr8p6R9gTuBs6h/P7yZRu97W7nnrdbqPXTZ9+8YWouhlXvepiuKJG0P3Axsl7dzZUScmwftWwLsSiqEJ0XEs5K2AxYDrwYeB94cESuajtzMRk3SDsBXgHdFxJPSCxMsRURIika21+h0vh+/9Jqmp9GF1qfSHWnGo9FM89vp6XyrlWEaWsdoZmZmPWgCcADwjoi4XdJFVHUzG+5+uNH73tHOtDkao7lHHUvd3r9jaC2GVr6/tNL17Bng0IjYF9gPmC3pYOB84MKImAGsA+bm9ecC63L6hXk9MxtjkrYhVRJdGhFX5eRHKl3K8t+1Od1T+pqZmZlZP1kFrIqI2/PrK0kVR/Xuh83GvaYrivIYJhvzy23yI4BDSYUPthz7pNIH9ErgMBWbNZhZ2+UydjGwLCI+Ulh0LXBKfn4KcE0h/eQ8+9nBwIbi4JxmZmZmZmUSEQ8DKyXtlZMOI81KWO9+2Gzca6n9lKStSd3LZgCfBH4CrI+ISue5yvgmUBj7JCI2SdpA6p72WNU2G+oD2q/jTZQtX430l6zVv7JMea2nR/9nhwAnAUsl3ZPT3gcsAK7I0/s+BByXl10PHAksB54GTutsuGZmZmZmbfcO4FJJ2wIPku5xt6L2/bDZuNdSRVFEPAfsJ2kycDXwylYDarQPaL+ON1G2fDXSF7dW/8puj//SDr34P4uIW4B6LfcOq7F+AGeMaVBmZmZmZh0UEfcAs2os2uJ+2MxaG6PoeXl6wZuA15Cm067UAhTHN3l+7JO8fCfSoNZmZmZmZmZmZtYDmq4okvSS3JIISROBw4FlpAqjN+XVqsc+qfQBfRPw7dx6wczMzMzMzMzMekArXc+mAIvyOEVbAVdExHWS7geWSPoQcDdpIF3y3y9IWg48ARzfwr7NzMzMzMzMzKzNmq4oioh7gf1rpD8IHFgj/VfAsc3uz8zMzMzMzMzMxlZbxigyMzMzMzMzM7Pya2nWM2uP6TVmDJs3c9OoZxJbseCododkZmZmZmZmZuOQWxSZmZmZmZmZmRngiiIzMzMzMzMzM8tcUWRmZmZmZmZmZoAriszMzMzMzMzMLPNg1mZmJbB09YZRD3Bfjwe+NzNrnqTPA0cDayNin5y2C3A5MB1YARwXEeskCbgIOBJ4Gjg1Iu7qRtxmZmaNcosiMzMzM7ORXQLMrkqbD9wYEXsCN+bXAEcAe+bH6cCnOhSjmZlZy1xRZGZmZmY2goi4GXiiKnkOsCg/XwQcU0hfHMltwGRJUzoTqZmZWWtcUWRmZmZm1pyBiFiTnz8MDOTnU4GVhfVW5TQzM7Oe5zGKzMzMzMxaFBEhKRp5j6TTSV3TGBgYYGhoaNj1583c1HR87TQwsflYRspju23cuLHj+2yWYzWzXuGKIjMzMzOz5jwiaUpErMldy9bm9NXA7oX1puW0zUTEQmAhwKxZs2JwcHDYnbU6qUG7zJu5iQuWNvc1YsWJg+0NZgRDQ0OM9Ln2Csc6tiRtDXwfWB0RR0vaA1gC7ArcCZwUEc92M0azXuGuZ2ZmZmZmzbkWOCU/PwW4ppB+spKDgQ2FLmpm1h1nAcsKr88HLoyIGcA6YG5XojLrQU1XFEnaXdJNku6XdJ+ks3L6LpJukPRA/rtzTpekj0laLuleSQe0KxNmZmZmZmNJ0mXArcBeklZJmgssAA6X9ADw+vwa4HrgQWA58Fng77oQspllkqYBRwGfy68FHApcmVcpDkZvNu610vVsEzAvIu6StCNwp6QbgFNJ04QukDSfNE3o2Ww+TehBpGlCD2oleDMzMzOzToiIE+osOqzGugGcMbYRmVkDPgq8F9gxv94VWB8RlcG26g44382xxFoZD6wf9u8YWouhlXHEmq4oys1n1+TnT0laRipcc4DBvNoiYIhUUfT8NKHAbZImV/p0Nx29mZmZmZmZWR2SjgbWRsSdkgYbfX83xxJrZTywfti/Y2gthlbGhGtLbiVNB/YHbqfxaUJdUWRmZmZmZmZj4RDgzyQdCWwPvBi4CJgsaUJuVVRzwHmz8arliiJJOwBfAd4VEU+m7p5JJ6YJ7YepGWs1IWukaVkv5L+RZnC18tYLeWhVPxyLZmZmZmb9JCLOAc4ByC2K3hMRJ0r6MvAm0sxnxcHozca9liqKJG1DqiS6NCKuyskdnSa0jFMzVqvVPLGRpmWdnma0lkaaWNbKWy/koVX9cCyaWXdI+jxQaRq/T07bBbgcmA6sAI6LiHV5AM6LgCOBp4FTI+KubsRtZmZWYmcDSyR9CLgbuLjL8Zj1jFZmPROpMC2LiI8UFnmaUDMzs8ZcAsyuSptPmhxiT+DG/Bo2nxzidNLkEGZmZjaCiBiKiKPz8wcj4sCImBERx0bEM92Oz6xXNF1RROrreRJwqKR78uNIPE2omZlZQyLiZuCJquQ5pEkhYPNpe5+fHCIibiONsTClM5GamZmZWb9rZdazWwDVWexpQs3MzFrT0uQQjY751+rUr70wRpvH/CtfHmrxmH9mZmbd1d053szMzGxEzUwO0eiYfx+/9JqWpn7thbHmPOZf+fJQyyWzJ3nMPzMzsy5yRZFZn/MguWal1dLkEGZmvWh6ixWJKxYc1aZIzMysHlcUmfW/S4BPAIsLaZVBchdImp9fn83mg+QeRBok96CORmtmFZXJIRaw5eQQZ0paQiqfnhzCzMaNRiua5s3ctFkrN1c0mZmNrJXBrM2sBDxIrlnvk3QZcCuwl6RVkubiySHMzMzMrAvcoshsfBpXg+SOtO/RxNftgVVb/Qxh7PNQhgFoezXGiDihziJPDmFmZmZmHeWKIrNxbjwMkjvSwKqjGey22wPEtvoZwtjnYWhoqOcHoC1DjGZmZmZm3eSuZ2bj0yOVLmUeJNfMzMzMzMwqXFFkNj5VBsmFLQfJPVnJwXiQXDMzMzMzs3HFXc/M+lweJHcQ2E3SKuBc0qC4V+QBcx8CjsurXw8cSRok92ngtI4HbGZmZmZmZl3jiiKzPudBcs3MzMzMzGy03PXMzMzMzMzMzMwAtygyMzMzM2uJpBXAU8BzwKaImCVpF+ByYDqwAjguItZ1K0YzM7PRckWRmZmNyvT5Xx12+byZmzh1mHVWLDiq3SGZmfWSP4mIxwqv5wM3RsQCSfPz67O7E5rZ5ka6po/kktmT2hSJmfUidz0zMzMzM2u/OcCi/HwRcEwXYzEbtyTtLukmSfdLuk/SWTl9F0k3SHog/92527Ga9YqWWhRJ+jxwNLA2IvbJaTWb2UoScBFpRqWngVMj4q5W9m9mZmZm1gMC+KakAD4TEQuBgYhYk5c/DAxUv0nS6cDpAAMDAwwNDQ27k3kzN7Uz5qYNTOydWEZSHetIn3E3bdy4sWPxtfr/62SsbbAJmBcRd0naEbhT0g3AqbjVn1lNrXY9uwT4BLC4kFavme0RwJ75cRDwqfzXzMzMzKzMXhsRqyX9FnCDpB8VF0ZE5EokqtIXAgsBZs2aFYODg8PuZLjuvZ00b+YmLlhajhEsqmNdceJg94IZwdDQECMdA+3S6rF0yexJHYu1VbnCdk1+/pSkZcBUUqu/wbzaImAIVxSZAS1WFEXEzZKmVyXXK3BzgMV5+u3bJE2WNKXwS4uZmZmZWelExOr8d62kq4EDgUcq97qSpgBruxqkAa2PzQMec6/M8nfX/YHbGUWrv/yerrX863brvW7v3zG0FkMrrf7G4qeAegVuKrCysN6qnOaKIjMzMzMrJUmTgK1yS4VJwBuADwDXAqcAC/Lfa7oXpZlJ2gH4CvCuiHgyjYyS1Gv1l5d1reVft1vvdXv/jqG1GFppQTmmuR2uwNXTaI1tyfrH1lSrZrCRGsNeyH8jtZu18tYLeVi6ekNL799jp617Ih9mZmbWUQPA1flL5wTgSxHxdUnfA66QNBd4CDiuizGajWuStiFVEl0aEVflZLf6M6tjLCqK6hW41cDuhfWm5bTNNFpj28m+vGOlVq1zIzWGvdDXupGa81p5K1seailTX20zMzNrj4h4ENi3RvrjwGGdj8j6XTu6z40neVKli4FlEfGRwiK3+jOrYywqiuoVuGuBMyUtIQ1ivcHjE5mZmZmZWZm0WlHjMY467hDgJGCppHty2vtI31fd6s+shpYqiiRdRhq4ejdJq4BzqV/grgeOBJYDTwOntbJvMzMbf1q9Ob9k9qQ2RWJmZmZlEBG3AKqz2K3+zGpoddazE+os2qLA5dnOzmhlf2ZmZmZmZmZmNna26nYAZmZmZmZmZmbWG1xRZGZmZmZmZmZmgCuKzMzMzMzMzMwsc0WRmZmZmZmZmZkBrigyMzMzMzMzM7OspVnPesHS1Rs4tYXpklcsOKqN0ZiZmZmZmZmZlZdbFJmZmZmZmZmZGeCKIjMzMzMzMzMzy1xRZGZmZmZmZmZmgCuKzMzMzMzMzMwsc0WRmZmZmZmZmZkBfTDrmZmZmZmZWVlMrzNj87yZm1qazdnMrF3cosjMzMzMzMzMzABXFJmZmZmZmZmZWdbxiiJJsyX9WNJySfM7vX8zG5nLqVnvczk1630up2a9z+XUbEsdrSiStDXwSeAIYG/gBEl7dzIGMxuey6lZ73M5Net9Lqdmvc/l1Ky2TrcoOhBYHhEPRsSzwBJgTodjMLPhuZya9T6XU7Pe53Jq1vtcTs1qUER0bmfSm4DZEfG2/Pok4KCIOLOwzunA6fnlXsCPR9jsbsBjYxBut/VrvqB/8zZSvl4eES/pVDDNGqfltNfjA8fYLi6n9ZXh/9eMfs0X9G/eXE57X5mOPcc6NlxOO6Pbx0S39+8YxjaGuuV0Qpt31LKIWAgsHO36kr4fEbPGMKSu6Nd8Qf/mrV/zVUu/ldNejw8cY7uUIcZ26bdy2qx+zRf0b976NV+1NFpOe0WZ/keOdWyUKdZWdbOcdvtz7vb+HUP3Yuh017PVwO6F19Nympn1DpdTs97ncmrW+1xOzXqfy6lZDZ2uKPoesKekPSRtCxwPXNvhGMxseC6nZr3P5dSs97mcmvU+l1OzGjra9SwiNkk6E/gGsDXw+Yi4r8XNlq657ij1a76gf/PWF/kap+W01+MDx9guZYhxROO0nDarX/MF/Zu3vsjXGJXTXlGm/5FjHRtlirWuEpTTbn/O3d4/OIaKjsbQ0cGszczMzMzMzMysd3W665mZmZmZmZmZmfUoVxSZmZmZmZmZmRlQ0ooiSZ+XtFbSD7sdS7tJ2l3STZLul3SfpLO6HVM7SNpe0h2SfpDz9f5ux9ROkraWdLek67odS68oQzktQ3krU9np9XIgaYWkpZLukfT9bsfTC8pQTptVhvLdjDKdE5rR6+eRflbrHClpF0k3SHog/905p0vSxyQtl3SvpAMK2zklr/+ApFPaFNsW56p2xibp1Tnvy/N71eZYz5O0On+290g6srDsnLzfH0t6YyF9dk5bLml+IX0PSbfn9MvzAMzNxlrzPNmrn22/6EZZ64Uy1O2y0QvH+zAx9N45IiJK9wBeBxwA/LDbsYxB3qYAB+TnOwL/C+zd7bjakC8BO+Tn2wC3Awd3O6425u/dwJeA67odS688ylBOy1DeylR2er0cACuA3bodRy89ylBOW8hbz5fvJvNVmnNCk/nr6fNIPz9qnSOBfwPm5+fzgfPz8yOBr+Xj8WDgAf5WwQAAIABJREFU9py+C/Bg/rtzfr5zG2Lb4lzVztiAO/K6yu89os2xnge8p8a6ewM/ALYD9gB+QhpQeev8/HeAbfM6e+f3XAEcn59/GvjbFmKteZ7s1c+2Xx7dKGu9UIa6XTZ64XgfJoaOfQ6jfZSyRVFE3Aw80e04xkJErImIu/Lzp4BlwNTuRtW6SDbml9vkR1+MpC5pGnAU8Llux9JLylBOy1DeylJ2XA7KqQzltFllKN/NKMs5oRk+j/SkOcCi/HwRcEwhfXE+Hm8DJkuaArwRuCEinoiIdcANwOxWg6hzrmpLbHnZiyPitkjfrBYXttWuWOuZAyyJiGci4qfAcuDA/FgeEQ9GxLPAEmBObp1wKHBljXw3E2u982RPfrZ9bkzLWi+UoW6XjV443pu4N+naOaKUFUXjhaTpwP6kXwtLT6k5+T3AWlLh6ot8AR8F3gv8ptuBWPN6ubyVpOyUoRwE8E1Jd0o6vdvBWOf0cvluRknOCc0ow3mkn9U6Rw5ExJr8/GFgID+fCqwsvHdVTquXPhbaFdvU/Lw6vd3OzN1XPl/p2tJErLsC6yNiU7tjrTpPlu2zLZteKWu98n/ueNnoheO9xr1JT50jXFHUoyTtAHwFeFdEPNnteNohIp6LiP2AacCBkvbpdkytknQ0sDYi7ux2LNa8Xi9vvV52SlQOXhsRBwBHAGdIel23A7Kx1+vluxm9fk5oRonOI/1s2HNk/oW8J1uv9XJs2aeAVwD7AWuAC7obzuaGO0+W4LMto54ra138P3e8bPTC8V4jhp47R7iiqAdJ2oZ04FwaEVd1O552i4j1wE20oSlyDzgE+DNJK0hN/g6V9MXuhmSNKFN56+GyU4pyEBGr89+1wNWkZrvWx8pUvpvRw+eEZpTiPNLP6pwjH8ndKch/1+bVVwO7F94+LafVSx8L7YptdX4+ZjFHxCO5gvc3wGd54frTaKyPk7q/TGhXrHXOk6X5bMuoh8pa1//PnS4bvXC814qhF88RrijqMblf4cXAsoj4SLfjaRdJL5E0OT+fCBwO/Ki7UbUuIs6JiGkRMR04Hvh2RLyly2HZKJWhvJWh7JShHEiaJGnHynPgDUDfzfRlLyhD+W5GGc4JzSjDeaSfDXOOvBaozOhzCnBNfn4tcLKSg4ENuevGN4A3SNo5d514Q04bC22JLS97UtLB+bxxcmFbbVH5Epr9OS9cf64Fjpe0naQ9gD1Jg+F+D9hTafaibUll4trc2uEm4E018t1MXPXOk6X5bMumx8pa1//PnSwbvXC814uhJ88R0QMjvzf6AC4jNcn6Nanf3dxux9TGvL2W1NztXuCe/Diy23G1IV+/D9yd8/VD4P90O6YxyOMgnqWl+Hn0fDktQ3krW9np1XJAmhXiB/lxH/CP3Y6pFx5lKKct5K3ny3eT+SrVOaHJPPbkeaSfH/XOkaTxLm4EHgC+BeyS0wV8kjTrzlJgVmFbbyUNuLocOK1N8W1xrmpnbMCsXJ5+AnwCUJtj/UKO5V7SF78phfX/Me/3xxRmSCLNuPS/edk/FtJ/h/RFcTnwZWC7FmKteZ7s1c+2Hx7dKmu9UIa6XTZ64XgfJoaeO0cob8zMzMzMzMzMzMY5dz0zMzMzMzMzMzPAFUVmZmZmZmZmZpa5osjMzMzMzMzMzABXFJmZmZmZmZmZWeaKIjMzMzMzMzMzA1xRZGZmZmZmZmZmmSuKzMzMzMzMzMwMcEWRmZmZmZmZmZllrigyMzMzMzMzMzPAFUVmZmZmZmZmZpa5osjMzMzMzMzMzABXFJmZmZmZmZmZWeaKIhuRpPdJ+ly34xiOpJA0ow3bGZL0tnbEZNYJ3T5mJX1N0in5+amSbulWLDZ+SBqQdLOkpyRd0O14yqAM13LrvlauKZJeJmmjpK3bHVdhH+dJ+uIwy++TNDhW+x9mv6POu6QPSXpM0sNtjuFESd9s5zbNapG0QtLrO7i/MT+3jBVJl0j6ULfjaMa4qyjKB/ZaSZMKaW+TNDRG+ztQ0vWS1kt6QtIdkk4bi32NlYj4l4ho+ouopAm5cB9USDsxV+5Up/2o1XjNcjn/ZT7uHskn6R26HRfUvsmV9CpJ38zniPWS7pR0ZLdiLMS1xRcGSYOSVlVeR8QREbGo89FZGbWxbJ4OPAa8OCLmtTnMnpDL36/yZ/WYpKskTRnlezcrp9D6tdzKpaqsPTwW18HqL4sR8bOI2CEinmvnfhoREa+KiKHRrCvptZK+K2lDvv5+R9IfjPK9TeVd0suAecDeEfHbo9lXne1Mz/fREwoxXBoRb2h2m9Yf6h3XnfwxL+9rqaSn8/nnU5ImN/D+MTu3dLqSq8zGXUVRtjVw1ljvRNJrgG8D/w3MAHYF/hY4Yqz33UsiYhNwK/C6QvLrgB/VSLu5kW0XL5BmVf40InYADgBmAf802jcq6eT58f8BNwC/DfwW8E7gybHcocuOdVE7yubLgfsjIhrdecmO/TPzZzUD2AH49y7HY+VSKWv7AfsD53Q5np4h6cXAdcDHgV2AqcD7gWfGeNcvAx6PiLVjvB8bh7p4XBdjmAecD/wDsBNwMOmafYOkbTsVh7VuvFYU/V/gPdU1m7Vq54u/qOfa0e9IujD/6v+gpD/M6StzS6VTqvazKCLOj4jHIrkzIo4rbP/tkpbnGt9rJb20sCwk/Z2kB5Sa139Q0ityLfGTkq6oFLjKr4dKTcsfy7WlJxa2dZSku/P7Vko6r0a+T5H0s/z+fyws36wFhKSDcwzrJf1AhSa++bN4MMf700IMN7N5pdAfkU4i1Wk3j/JzOUPSA8AD1f/cXJO+shKXpLdKWiZpnaRvSHp5Yd3DJf0o17p/AlD19qzcImI18DVgnxGO3SFJH5b0HeBp4HeUWvrckI/DRyS9L6+7laT5kn4i6fFcFnfJy+qWJ0mzgfcBb1b6lfcHknYD9gA+GxHP5sd3IuKW/J6dJV0n6dF8DF8naVqtvObzw7dzTI9JurR4nsvnhbMl3Qv8QtI/SPpK1TY+Jumi0X6+GqabgqT/K+kWSTvlx8WS1khardT0vnRNiK19Wiibi4FTgPfmcvR6SdtJ+qikn+fHRyVtl99fuT6erdTV4z/zde3Lkr6Yr1dLJf2upHOUruUrJb2hEMNp+TryVL7G/XVhWWX78/J716jQcljSREkXSHooX2tukTQxL6ub76rPaj3wX6Qv/MPGpNRi+mvAS/Pns1HSS1W4lg93nirEvCifc5ZJeq+qWihZeUTEw8A3yMfPaI+74a4pkr5AqvT4f/kYe6+q7qPzcXet0jV0uaS3F7Z9ntK1c3E+hu+TNKuw/Ox8rXhK0o8lHVYIbdth3vd8a4G8jyslXZ7XvUvSvnnV382fzWUR8VxE/DIivhkR97Yp71vcD+e4buCFsnlJXvfLSq0uNih1qX1VIT/1zh+VH1bX5229RlUtRpS+o3wvv+97kv6wsGxI6XvFd3KM31S6H7Fyq3lcA78GPg28Jh8v6wGU7s0WK91jPiTpn1T4oVTp+1jlOnO/pAOqdyjp9/IxfoJSRdX7gXdExNcj4tcRsQI4DpgOvCW/p27ZHOtzSz0a/t7+a5LOrFr/B5L+Ij9/pV74vvBjScfV2kfpRMS4egArgNcDVwEfymlvA4ZIB3AAEwrrDwFvy89PBTYBp5FaJX0I+BnwSWA74A3AU6Rf/V4EPAf8yTCxHEpqOn9Afv/HgZsLywO4Bngx8CpSbfCNwO+QamjvB07J6w7m2D6St/XHwC+AvQrLZ5IqB38feAQ4Ji+r5PuzwERg37yv38vLzwO+mJ9PBR4HjszbOjy/fgkwidQKorLPKcCr8vM/Bp7I79kNeCh/Ro8U0oJ0YhjN53IDqaZ8YiFtBjAbWAkcmNPnAMuB3wMmkH65/m5etlv+f70J2Ab4+/wZvq3bx6kf7Snn+fnuwH35+K557Ob1hkjl+VX5WNkRWENqIr59fn1QXvcs4DZgWj5GPwNc1mh5yq9FqvC8DjgGGKjKy67AX+bysiPwZeC/CsuHeOEcNSPna7tcJm8GPlr1udyTP5OJuYz+Apicl08A1gKvrt52YRuDwKo6+z8VuCV/vp8lfTF5UV52df6cJpFaTd0B/HW3jxU/OvtoU9ncBriEfA3P63wgl8nfysf+d4EP5mWDpHP7+blsTMzl8FfAG/M2FwM/Bf4xb//twE8L2z8KeEUur39MqrA6oGr7H8jvPTIv3zkv/2TOw1TSvcMf5jjqXk8L+a6UrV2BbwHXNBDTqqrP/jxeuJZPZ/jz1AJSa+idSee5e6u350dvP6rK2jRgKXBRg8fdaK4pry+8rhxXE/Lrm4H/IF1D9wMeBQ4tHI+/ynFsDfwrcFtethfpXu6lhe2+YqT31cj3eaQvyJX7vPeQyvk2pHvrx4FFpJb+O1d9fk3nneHvhweryxLwVtL1fTvgo8A9hWX1zh+bfdZ53VOBW/LzXYB1wEk5phPy610L/+efkCoWJubXC7p93PrRcrmve1wXj49C2mLSd80d8zH1v8DcvOxYYDXwB6TrzAzg5XnZCtL36QNI1+ejc/ps0vVwQo3YFvHCvXLdslncfuG9mx3vNHluqbXtQvpw9/YnA98prLs3sD6vN4l0vjotl7X9Sd9j987rXkLhfqVMj64H0PEMv3Bg7wNsIJ38G6koeqCwbGZef6CQ9ng+YKfmZa8cJpaLgX8rvN4hF5rp+XUAhxSW3wmcXXh9AfmixQs3qpMKy68A/rnOvj8KXJifV/I9rbD8DuD4/Pw8Xri5PBv4QtW2vkH6dXdSLjR/Sa7AKayzfS60+wJ/Dlya028rpP20gc/l0KrtB6lJ9UPAPoX0r5FPePn1VqSb6ZeTCn3xxCFgFa4oKv0jl/ON+Xh8iHQxObfesZufDwEfKCw7Abi7zvaXAYcVXk/Jx+iERspTYfk04BOkm7bfkC6Ae9bZ937AusLroXrHLKni6e7C6xXAW6vW+Rrw9vz8aFJ3nuK2n86fY+WxkeErim4HLge+Amyb0wdIX0InFt53AnBTt48VPzr7aEfZzGmXsHlF0U+AIwuv3wisyM8HgWeB7QvLzwNuKLz+0xzX1vn1jrkcT66Tj/8Czips/5dsfu+wltTcfqu8bN8a26h7PS3k+2nSvUqQKnlfNsxnWx3TaCqK6p2nHgTeWFj2turt+dHbj0JZeyr/r28EJo/yuGvkmlKvsmR30g+mOxaW/ytwSX5+HvCtwrK9gV/m5zNyGXo9+YtjYb2676uOKa9bvM/bivQD0B/l179HOpesIt1DX0vVjzVN5n24++EtymbV8sl5Ozsx/Pnj+f0V0k7lhYqik4A7qt5zK3Bq4f/8T4Vlfwd8vdvHrR+tP+od11RVFJEqUZ4lV2jktL8GhvLzb5CvKTX2sYLUcmgVMFhIfwvwcJ33LCBfd0dRNocrX02fW2ptu5A+3L39jqQfVl+el30Y+Hx+/mbgf6q29Rng3Pz8EkpaUTReu54RET8k/YI/v8G3PlJ4/su8req0HUi19r8hHWT1vJR0o1yJaSOpomnqMPurta+KdRHxi8Lrh/I+kHSQpJty08INwN+QWtQUFWdfeLpq2xUvB45Vaq68PjddfC0wJe/7zXnbayR9VdIrc95+RboJfV1+/E/e3i2FtEoz2tF8LitrxPYu4Ir8vy3Ge1Eh1idIFUJT836e306k0lxru1ZOx0TE5Ih4eUT8HekiWfPYLbyn+P/fnfTls5aXA1cXtrOMdNEaKKwzmvIEQESsiogzI+IVedu/IP3Kg6QXSfpMbhL8JKmcTFaNbltKM0EtUWqu/yTwRbYs59XH+CJyU+D89wtVy9+ZP8fJETGZVJk0nBmklnzvj4hnc9rLSb8YrSl8Zp8htf6w8afVslnLZtcNCte/7NF8HSqqvp4+Fi8MlPnL/HcHAElHSLotNytfT/qlsli2Ho80Hl9FpczvRvqhpNa5pO71tLDOOyNiJ1JL4ErrHkYZ02jUO09tdn3E18ayOiYidiRVTrySdHyM5rgDRn1NqeelwBMR8VQh7SE2v5erPv62lzQhIpaT7unOA9bmGF460vvqxFG8z/sN6YvtS/PrZRFxakRMI/2A/FLSD6kt5X24++FqkraWtCB3d3mS9CWWvK/hzh8jqT4nwsiff09M+mGtGe64rrIb6d6s+tpZOUaGuw+GdHx/NzYfPP4xYLc65XFKXl5Rt2yOoOlzywjbrXtvn/f1VeD4vO4JwKWF9x1UdU49kTTuaKmN24qi7FxS8/LKgVWpZHlRYZ2m/skR8TSp5v4vh1nt56SDC3h+XIFdSc38mrGzCrO5kbpx/Tw//xKpRnn3fNP5aZobj2cl6ZeoyYXHpIhYABAR34iIw0kngx+RmrVXVMYp+iNeqCj6n0JapaJoNJ9L1IjtWOAYScWByleSurcU450YEd8l1VzvXtiPiq+t7wx77GZRtf7vDLOtI6q2tX2kMVdGUuvYfWFhxEpSU/N9ctI8UjP8gyLixbwwrlet8vsvefsz87pvqbFe9f7/C/h9SfuQKoEupTXLSM1vvyZpr5y2ktSiaLfC5/XiiHhV3a3YeNJo2axls+sGm1//RvP+upTGOvoKaSDpgVxhej2ju4Y+RmpN+4oay0aT7xR8xFJSd/dPKhkppqbzm62hUCmFr42lFhH/TfpV+99p4Lhj5GvKcMfZz4FdJO1YSHsZo7zHjYgvRcRrSeU6SF1Hm1G8z9uKdFz/vHqliPgR6TOqXHtbyftI98NFf0X6ceX1pFZE0yvhMvz5o9FzIjTw+Vt/qDquq4+Zx0gtZqqvnZVjZCW1j72KvwFeJunCQtqtpPu9vyiuqDTj4hGklo0Vw5XNMTu3DGOke/vLgBOUJqvaHrip8L7/rnrfDhHxty3G03XjuqIo/2JxOWmGISLiUdJB9pZcw/9Whi8gI3kvcKrSgLG7AkjaV9KSvPwy4DRJ++Wbvn8Bbo806Fez3i9pW0l/RPrS9+WcviOp9vVXkg4kXZia8UXgTyW9MX9G2ysN5Dkt//oyJ1fsPENq8vybwntvBv6EdGK4P6d9h/RL1368UFHU7Ofyc+Aw4CxJlcL5aeAc5YEBlQZtOzYv+yrwKkl/kWuZ30kf1P5aXXWP3TrrXwdMkfQupYFyd5R0UF72aeDDygOjS3qJpDmjjOMRYHq+KFYGq36/pBlKA+ntRhqv4La8/o6k1g3rlQbVO3eYbe9IKncbJE0lzTgxrNzK4kpSZfIdEfGzUeZjuG1eRhq0+1uSXhERa4BvAhdIenHO5ysk/XGr+7K+0GjZrOUy4J9yWdwN+D95u+2wLWkcgkeBTZKOII1JOKL8K+nngY8oDb65tdKgs9vReL4XkVpf/dkoYnoE2FXSTo1nF0hd18/J56epwJkjvcF63kdJY+58l9EfdyNdUx6hzg8q+UeP7wL/mvfx+8BcRlEuJe0l6dBcTn5Fugb+ZoS31fPqwn3eu0j3p7cpDT47r5JvSbuTWgkUr71N5X0U98NFO+Z1Hif9UP0vlQUjnD8ezdus94PW9cDvSvorSRMkvZnUBee6OutbHxjhuH4EmKY8EVJuQXsF6X52x3xP+25eKKOfI03+9Or8A8UMFSYEInVrnQ28TlKlwcAGUpe0j0uaLWkbSdPzflaxeav1mmUzLxuTc0vBNvm9lccERr63v55UqfYB4PJcPiGVqd+VdFLO7zaS/kDS7zUQT08a1xVF2QdIfYkr3k66GDxOGjjzu81uOLdaOTQ/HpT0BLCQdKAREd8C/pn0q+AaUqXU8bW3NioPk7q8/ZzUKuBvck0ypL7HH5D0FOkG+opmdpAL5xzSl8BHSbWo/0A6lrYinWB+Turi9cdAsTb1u6RfS27P3byIiMfydtZGxAM5renPJX/JPQyYL+ltEXE16VeoJUpNen9IqtGu7PtYUp/Zx4E9SRVX1odGOHZrrf8U6ab6T0ll6wFSRSekAUGvBb6Zy9RtwEG1tlNDpfL2cUl3kfqHTycNVFs5Rp8h9SWHdHM/kfTLz23A14fZ9vtJAwtuIFWEXjXKmBaRxlyr7nbWtIhYRDq/fjvfJJxM+nJ7P+k8dSXDd821caLRslnHh4DvkwZdXgrcldPaEd9TpB8SriAdu39FKv+j9Z4c0/dI18bzga2aOCc9Szr3/PNIMeVr/2Wke4/12rzbzmh8gHRT/1PSuelKOji9srVf/jF0Mem4Ge1xN9I15V9JFbTrJb2nxvtPIF3ffk6a0ODcfI83ku1I92aPka6/v0Uah7IZ15C6gVUGdv6LiPg16UvuQcDtkn5Bur7+kNSKF1rL+0j3w0WLSd1mVpOuj7dVLa93/niaNE7Kd3IMBxffFBGPk34wnke6x30vacDhYtcf6z/DHdffJk0g8bCkynHwDlKPmgdJw4F8iVQ5SUR8mXSMfSlv979Ig6Q/L9KMnIcDR0j6YE77N9L55d9J97W3k84zh0VE8TpSr2zC2J1bKq4nVUBXHucxwr19jv0qUuu/LxXSnyL9UHN8judhXpg8o9SUv69bySlNbfrF3B/VzGzUJL2M1DT+tyPiyW7HY2a9RamV7vER4VaAVhqSzgNmRMRbRlrXzDrHZbMc3KLIzGwcy13g3g0scSWRmQFImiLpkNxNdC/Sr9FXdzsuMzMz64yRRv82M7M+lcdPeITU7H12l8Mxs96xLWlmwj1I03wvAf6jqxGZmZlZx7jrmZmZmZmZmZmZAe56ZmZmZmZmZmZmWU93Pdttt91i+vTpw67zi1/8gkmTJg27Tic5npH1WkydiufOO+98LCJeMuY76rDRlNOy6rVjdSyNl7yOlM/xXE67fQx0e/+OoTf2P5oYXE7771zdr/mC/s2by2l94/V/Xmb9mreWymlE9Ozj1a9+dYzkpptuGnGdTnI8I+u1mDoVD/D96HAZArYH7gB+QJoS8/05fQ/SdJXLgcuBbXP6dvn18rx8+kj7GE05LateO1bH0njJ60j57EY57cSjDNfTbu/fMfTG/kcTg8tp/+nXfEX0b95cTpv/bMqqX/MV0b95a6WcuuuZWX97Bjg0IvYF9gNmSzoYOB+4MCJmAOuAuXn9ucC6nH5hXs/MzMzMzMzGCVcUmfWxXFm8Mb/cJj8COBS4MqcvAo7Jz+fk1+Tlh0lSh8I1MzMzMzOzLuvpMYrMrHWStgbuBGYAnwR+AqyPiE15lVXA1Px8KrASICI2SdoA7Ao8VrXN04HTAQYGBhgaGhrjXHTHxo0b+zZv1cZLXsdLPs3MzMzMmuWKIrM+FxHPAftJmgxcDbyyDdtcCCwEmDVrVgwODra6yZ40NDREv+at2njJ63jJp5mZmZlZs9z1zGyciIj1wE3Aa4DJkioVxdOA1fn5amB3gLx8J+DxDodqZmZmZmZmXTLuWxRNn//Vlt6/YsFRbYrErP0kvQT4dUSslzQROJw0QPVNwJuAJcApwDX5Ldfm17fm5d/OI+K3xOXMrPctXb2BU1soqy6nZjZeNHJfM2/mpi3Orb1wvmz13uyS2f03lXi7+Hpq/WDcVxSZ9bkpwKI8TtFWwBURcZ2k+4Elkj4E3A1cnNe/GPiCpOXAE8Dx3QjazMzMzMzMusMVRWZ9LCLuBfavkf4gcGCN9F8Bx3YgNDMzMzMzM+tBHqPIzMzMzGwYkraXdIekH0i6T9L7c/oekm6XtFzS5ZK2zenb5dfL8/Lp3YzfzMysEa4oMjMzMzMb3jPAoRGxL7AfMFvSwaRx/y6MiBnAOmBuXn8usC6nX5jXMzMzKwVXFJmZmZmZDSOSjfnlNvkRwKHAlTl9EXBMfj4nvyYvP0ySOhSumZlZS1xRZGZmZmY2AklbS7oHWAvcAPwEWB8Rm/Iqq4Cp+flUYCVAXr4B2LWzEZuZmTXHg1mbmZmZmY0gIp4D9pM0GbgaeGWr25R0OnA6wMDAAENDQ8Ouv3HjxhHXKaOy5WvezE0jr5QNTNxy/V7IayN5qKVs/zMza4wriszMzLpM0t8DbyN1ZVkKnAZMAZaQWiHcCZwUEc9K2g5YDLwaeBx4c0Ss6EbcZuNRRKyXdBPwGmCypAm51dA0YHVebTWwO7BK0gRgJ1J5rd7WQmAhwKxZs2JwcHDYfQ8NDTHSOmVUtnydOv+ro1533sxNXLB0869cK04cbHNEjWskD7VcMntSqf5nZtYYdz0zMzPrIklTgXcCsyJiH2Br4Hg8SK5Zz9D/Z+/e4+Wq6ruPf74QhHCRcOtpIGioRBGJXMzDpVh7yqVy0+CriFBEQBTbggVJK8E+zwNVeUxbuakUGwQDiAYELBHRGjFHpBXkWhAiJUKAxEC4BRIVNPh7/ljrJDuTOXNmzsyZ2TPn+3695nVmX2b2b83Za1/WXhdpu1yTCEnjgYOBhcAC4Ki82gnATfn9vDxNXv7DiIj2RWxmZjZyLigyMzPrvHHA+FzzYFNgGe4k16xMJgILJD0A3AXMj4ibgbOAMyUtItX+uzyvfzmwTZ5/JjCzAzGbmZmNiJuemZmZdVBELJX0eeBJ4DfA90lNzerqJFfSYCe5zxW/t9G+T6r1o9GIZvuqKEN/F46h89svSwyVIuIBYM8q8x8D9q4y/xXg/W0IzczMrOVcUGRmZtZBkrYi1RLaCVgBfBM4pNnvbbTvky9ec9N6/Wg0otk+N8rQR4lj6Pz2yxKDmZnZWOamZ2ZmZp11EPB4RDwbEb8DbgT2J3eSm9ep1kkutTrJNTMzMzMbCdcoMjMz66wngX0lbUpqenYgcDdrO8mdS/VOcn+CO8k1MzNbh6QNSefRpRFxhKSd8CiiDZlcZVS8GVNX1z1a3uJZh7c6JGsz1ygyMzProIi4k9Qp9b3Ag6Rz82zcSa6ZmdlInE4alXCQRxE1a5ALiszMzDosIs6JiF0iYreIOD4iXo2IxyJi74jYOSLeHxGv5nVfydM75+WPdTp+MzOzMpA0CTgc+EqeFh5F1KxhLigy62GSdpS7iPmGAAAgAElEQVS0QNLDkh6SdHqef66kpZLuz6/DCp85W9IiSY9IenfnojczMzMza8hFwCeB3+fpbahzFFFgcBRRszHPfRSZ9bbVwIyIuFfSFsA9kubnZRdGxOeLK0vaFTgGeBuwPfADSW+OiNfaGrWZmZmZWQMkHQEsj4h7JPW38HtPAU4B6OvrY2BgoOb6feNTfz4jNdz3t0O1+BtJVxnS0IhVq1Z1Xcz1aCZdLigy62ERsQxYlt+vlLSQtU9RqpkOzM1NXB7PfaDsTeo018zMzMysrPYH3ptrym8CvB64mDyKaK41VG0U0SW1RhGNiNmkvgOZNm1a9Pf31wzii9fcxPkPjvw2e/Fxtb+/Hap1Wj1j6uq601WGNDRiYGCA4f6v3aiZdLnpmdkYIWkysCdwZ551mqQHJF0haas8b00V3KxYPdfMzMzMrJQi4uyImBQRk0k15H8YEcexdhRRqD6KKHgUUbN1jLioU9ImwG3Axvl7ro+Iczz8oFn5SNocuAE4IyJelnQp8Bkg8t/zgQ838H0NVcFtpvotdK76aq9WQ61mrKR1rKTTzMzM1jgLmCvps8B9rDuK6NW5Bv0LpMIlM6O5pmevAgdExCpJGwG3S/ouaajeCyNirqQvk4YdvJTC8IOSjiENP/iBJuM3s2Hk/HkDcE1E3AgQEc8Ull8G3JwnB6vgDipWz12j0Sq41aqvNqJT1Vd7tRpqNWMlrWMlnWZmZmNZRAwAA/n9Y6SuFCrXeQV4f1sDM+sSI256FsmqPLlRfgUeftCsNHIeuxxYGBEXFOZPLKz2PuBn+f084BhJG+fagVOAn7YrXjMzMzMzM+uspjqzlrQhqXnZzsAlwC+oc/hBSYPDDz5X8Z0NNWlpthlBq5vElK1ZQ9nigfLFVLZ4Wmx/4HjgQUn353mfAo6VtAepcHcx8DGAiHhI0nXAw6QR0071iGdmZmZmZmZjR1MFRfkGcg9JE4BvAbs0G1CjTVqabUbQ6iYxZWvWULZ4oHwxlS2eVoqI24FqNfduqfGZ84DzRi0oMzOzLiNpR1Jfm32khyyzI+JiSecCHwWezat+KiJuyZ85m9T1wmvA30bEf7Q9cDMzsxFoqqBoUESskLQA2I8mhx80MzMzMyuZ1cCMiLhX0hbAPZLm52UXRsTniytL2pXUMe7bgO2BH0h6s2vpmplZNxhxH0WStss1iZA0HjgYWIiHHzQzMzOzHhIRyyLi3vx+Jemad4caH5kOzI2IVyPicWARVTrTNTMzK6MRFxQBE4EFkh4A7gLmR8TNpOEHz8zDDG7DusMPbpPnnwnMbGLbZmZmZmZtJ2kysCdwZ551mqQHJF0haas8b03fnFmx304zM7NSG3HTs4h4gHSSrJzv4QfNzMzMrOdI2hy4ATgjIl6WdCnwGVK/RZ8Bzgc+3MD3tXUQl7LqtnQ1MhhO3/j11y9DWpsd0Kfb/mdm1piW9FFkZmZmZtbLJG1EKiS6JiJuBIiIZwrLLwNuzpODfXMOKvbbuUa7B3Epq25LVyOD4cyYuprzH1z3lqtyMJxOaHZAnzmHbNZV/zMza0wzTc/MzMzMzHqeJJG6UVgYERcU5k8srPY+4Gf5/TzgGEkbS9oJmAL8tF3xmpmZNcM1iszMzMzMatsfOB54UNL9ed6ngGMl7UFqerYY+BhARDwk6TrgYdKIaad6xDMzM+sWLigyMzMzM6shIm4HVGXRLTU+cx5w3qgFZWZmNkrc9MzMzMzMzMzMzAAXFJmZmZmZmZmZWeaCIjMzMzMzMzMzA1xQZGZmZmZmZmZmmQuKzMzMzMzMzMwMcEGRmZlZx0maIOl6ST+XtFDSfpK2ljRf0qP571Z5XUn6gqRFkh6QtFen4zczMzOz3uGCIjMzs867GPheROwC7A4sBGYCt0bEFODWPA1wKDAlv04BLm1/uGZmZmbWq1xQZNbDJO0oaYGkhyU9JOn0PN81FcxKQtKWwLuAywEi4rcRsQKYDlyZV7sSODK/nw5cFckdwARJE9sctpmZmZn1qHGdDsDMRtVqYEZE3CtpC+AeSfOBE0k1FWZJmkmqqXAW69ZU2IdUU2GfjkTeQpNnfmdEn5sxdTUn5s8unnV4K0MyK9oJeBb4qqTdgXuA04G+iFiW13ka6MvvdwCeKnx+SZ63DDMzMzOzJrmgyKyH5ZvMZfn9SkkLSTeU04H+vNqVwACpoGhNTQXgjtxvysTCzaqZtd44YC/g4xFxp6SLWdvMDICICEnRyJdKOoXUNI2+vj4GBgZqrt83PhWOjtRw3z+cVatWNf0dzXIMnd9+WWIwMzMby1xQZDZGSJoM7AncSZM1FRq9AW3m5hOavwEd6faLN869ftMyVm7MSprOJcCSiLgzT19PKih6ZrCgNjctW56XLwV2LHx+Up63joiYDcwGmDZtWvT399cM4ovX3MT5D478smDxcbW/fzgDAwMMF+Nocwyd335ZYjCz7iNpE+A2YGPSfe71EXGOpJ2AucA2pFq7x0fEbyVtDFwFvAN4HvhARCzuSPBmJeOCIrMxQNLmwA3AGRHxsqQ1y0ZSU6HRG9ATR9j0a1CzN6Aj3f6MqavX3Dg3G0PZjZUbszKmMyKelvSUpLdExCPAgcDD+XUCMCv/vSl/ZB5wmqS5pKahL7nWn5mZGa8CB0TEKkkbAbdL+i5wJnBhRMyV9GXgZFL3CicDL0bEzpKOAf4J+ECngjcrE3dmbdbj8onyBuCaiLgxz35msPPbkdRUMLOW+zhwjaQHgD2A/0cqIDpY0qPAQXka4BbgMWARcBnwN+0P18zMrFzyIA+r8uRG+RXAAaTaurD+4BCDg0ZcDxyo4tNUszHMBUVmPSyf7C4HFkbEBYVF80g1FGD9mgofyqOf7YtrKpi1RUTcHxHTIuLtEXFkRLwYEc9HxIERMSUiDoqIF/K6ERGnRsSbImJqRNzd6fjNep1HETXrDpI2lHQ/6SHofOAXwIqIGOyHYLBbBSh0uZCXv0RqnmY25rnpmVlv2x84HngwnzQBPkWqmXCdpJOBJ4Cj87JbgMNINRV+DZzU3nDNzMxKyaOImnWBiHgN2EPSBOBbwC7Nfme3DQ7RCtXibyRdZUhDI0rah2XTmkmXC4rMelhE3A4MVYX2wCrrB3DqqAZlZmbWZTyKaOtMrtJv4Iypq+vuT3DxrMNbHZL1oIhYIWkBsB8wQdK4XGuo2K3CYJcLSySNA7YkdWpd+V1dNThEK1TLj8W+O4dThjQ0oox9WLZCM+ly0zMzMzMzszo1OYqomY0SSdvlmkRIGg8cDCwEFgBH5dUqu1wY7IrhKOCHuXDXbMxzjSIzMzMzszq0ehTRRpu09ELziF5o0tJIs6Jqaeu2NFRT0n1xInClpA1JFSKui4ibJT0MzJX0WeA+Uv+d5L9XS1oEvAAc04mgzcrIBUVmZmZmZsOoNYpoRCwbySiijTZp6YXmEb3QpKXeZnJQPW3dloZq5hyyWen2xYh4gFTbr3L+Y8DeVea/Ary/DaGZdR03PTMzMzMzq8GjiJqZ2VjiGkVmZmZmZrWVYhTRB5e+1FRNEHcEbWZm9XBBkZmZmZlZDR5F1MzMxhI3PTMzMzMzMzMzM8AFRWZmZmZmZmZmlrmgyMzMzMzMzMzMgCYKiiTtKGmBpIclPSTp9Dx/a0nzJT2a/26V50vSFyQtkvSApL1alQgzMzMzMzMzM2teMzWKVgMzImJXYF/gVEm7AjOBWyNiCnBrngY4FJiSX6cAlzaxbTMzMzMzMzMza7ERFxRFxLKIuDe/XwksBHYApgNX5tWuBI7M76cDV0VyBzBB0sQRR25mZmZmZmZmZi01rhVfImkysCdwJ9AXEcvyoqeBvvx+B+CpwseW5HnLCvOQdAqpxhF9fX0MDAzU3PaqVauGXaeWGVNXj/izwHrbbjaeVitbPFC+mMoWj5mZmZmZmVmnNF1QJGlz4AbgjIh4WdKaZRERkqKR74uI2cBsgGnTpkV/f3/N9QcGBhhunVpOnPmdEX8WYPFx62672XharWzxQPliKls8ZmZmZmZmZp3S1KhnkjYiFRJdExE35tnPDDYpy3+X5/lLgR0LH5+U55nZKJF0haTlkn5WmHeupKWS7s+vwwrLzs4dzj8i6d2didrMzMzMzMw6pZlRzwRcDiyMiAsKi+YBJ+T3JwA3FeZ/KI9+ti/wUqGJmpmNjjnAIVXmXxgRe+TXLQC5M/pjgLflz/yrpA3bFqmZmZmZmZl1XDNNz/YHjgcelHR/nvcpYBZwnaSTgSeAo/OyW4DDgEXAr4GTmti2mdUhIm7LfYjVYzowNyJeBR6XtAjYG/jJKIVnZmZmZmZmJTPigqKIuB3QEIsPrLJ+AKeOdHtm1lKnSfoQcDcwIyJeJHUuf0dhncEO59fTaKfzre40vlEj3X7f+LWf7fUOz8dKp+5jJZ1mZmZmZiPVklHPzKyrXAp8Boj893zgw418QaOdzre60/hGjXT7M6au5vwHx7UkhrIbK526j5V0mpmZmZmNVFOdWZtZ94mIZyLitYj4PXAZqXkZuMN5MzOzqjw4hJmZjSWuUWQ2xkiaWOhI/n3A4EXvPODrki4AtgemAD/tQIjrmdxkjSQzM7MmzQG+BFxVMf/CiPh8cUbF4BDbAz+Q9OaIeK0dgZqZmTXLNYrMepikb5A6o36LpCW5k/l/lvSgpAeAPwM+ARARDwHXAQ8D3wNO9UWtWftI2lDSfZJuztM7Sboz10q4VtLr8vyN8/SivHxyJ+M2Gwsi4jbghTpXXzM4REQ8ThrIZe9hPmNmZlYarlFk1sMi4tgqsy+vsf55wHmjF5GZ1XA6sBB4fZ7+J1JthbmSvgycTOpj7GTgxYjYWdIxeb0PdCJgM2vv4BDFQRZGogyd+VeLv5F0lTUNQ6mWtm5LQzUeHMKst7mgyMzMrMMkTQIOJxXUnilJwAHAX+ZVrgTOJRUUTc/vAa4HviRJeXRRM2uftg8O8cVrblozyMJIlGFghmoDTBQHjxhOWdMwlGpp67Y0VDPnkM08OIRZD3PTMzMzs867CPgk8Ps8vQ2wIiIGH/kWayTsADwFkJe/lNc3szby4BBm5SJpR0kLJD0s6SFJp+f5W0uaL+nR/HerPF+SvpCbcj8gaa/OpsCsPFyjyMzMrIMkHQEsj4h7JPW38Hu7qklLGZoxOIbOb78sMdSjGweHMOtxq0lNQO+VtAVwj6T5wInArRExS9JMYCZwFnAoKX9OAfYh1RLcpyORm5WMC4rMzMw6a3/gvXlo7U1IfRRdDEyQNC7XGirWSBisrbBE0jhgS+D5yi/ttiYtAwMDHW/G4Bg6v/2yxFApDw7RD2wraQlwDtAvaQ9S07PFwMcgDQ4haXBwiNV4cAiztsgFt8vy+5WSFpJq4U4n5V9ITbkHSAVF04GrctPtOyRNqCgANhuzXFBkZmbWQRFxNnA2QK5R9HcRcZykbwJHAXOBE4Cb8kfm5emf5OU/dP9EZqPLg0OYdZc8IuiewJ1AX6Hw52mgL79f05Q7G2zm7YIiG/NcUGRmZlZOZwFzJX0WuI+1N6WXA1dLWkQarvuYDsVnZmZWOpI2B24AzoiIl9P4EElEhKSGHq50W1PuVuiF0Qkb0S1NnhvVTLpcUGRmZlYSETFAqhJPRDzG2s5xi+u8Ary/rYGZmZl1AUkbkQqJromIG/PsZwablEmaCCzP8+vqeL7bmnK3Qi+MTtiIMjZ5boVm0uVRz8zMzMzMzKyrKVUduhxYGBEXFBYNNtmG9ZtyfyiPfrYv8JL7JzJLXKPIzMzMzMzMut3+wPHAg5Luz/M+BcwCrpN0MvAEcHRedgtwGLAI+DVwUnvDNSsvFxSZmZmZmZlZV4uI2wENsfjAKusHcOqoBmXWpbq+oOjBpS9VbUNpZmZmZmZmZmaN6fqCIjOzsWByCwrEF886vAWRmJmZmZlZL3Nn1mZmZmZmZmZmBrigyMzMzMzMzMzMMhcUmZmZmZmZmZkZ4IIis54n6QpJyyX9rDBva0nzJT2a/26V50vSFyQtkvSApL06F7mZmZmZmZm1mwuKzHrfHOCQinkzgVsjYgpwa54GOBSYkl+nAJe2KUYzMzMzMzMrARcUmfW4iLgNeKFi9nTgyvz+SuDIwvyrIrkDmCBpYnsiNTMzMzMzs04b1+kAzKwj+iJiWX7/NNCX3+8APFVYb0met6wwD0mnkGoc0dfXx8DAQM2NzZi6uvmIO6Bv/NrYh0vjaGvFb1grDatWrep4GtthrKTTzFpP0hXAEcDyiNgtz9sauBaYDCwGjo6IFyUJuBg4DPg1cGJE3NuJuM3MzBrlgiKzMS4iQlI0+JnZwGyAadOmRX9/f831T5z5nRHH10kzpq7m/AfTYXLxcf0djaUVv2GtNAwMDDDc/7EXjJV0mtmomAN8CbiqMG+wKfcsSTPz9Fms25R7H1JT7n3aGq2ZmdkIuemZ2dj0zGCTsvx3eZ6/FNixsN6kPM/MzGxMc1NuMzMbK1yjyGxsmgecAMzKf28qzD9N0lzSk8+XCk3UzMzMbF1tbcpdbBI9EmVoelst/kbSVdY0DKVa2rotDdW4KbdZb3NBkVmPk/QNoB/YVtIS4BxSAdF1kk4GngCOzqvfQupPYRGpT4WT2h6wmZlZF2pHU+4vXnPTmibRI9HpZtRQvSl1san3cMqahqFUS1u3paGaOYds5qbcZj3MBUUlMLnJA/XiWYe3KBLrRRFx7BCLDqyybgCnjm5EZmZmPeMZSRMjYpmbcpuZWa9oqo8iSVdIWi7pZ4V5W0uaL+nR/HerPF+SviBpkaQHJO3VbPBmZmZmZh002JQb1m/K/aF8/bsvbsptZmZdpNnOrOcAh1TMGxz9YQpwa56GdUd/OIU0+oOZmZmZWenlptw/Ad4iaUluvj0LOFjSo8BBeRpSU+7HSE25LwP+pgMhm5mZjUhTTc8i4jZJkytmTyf1hwJp9IcB0jCha0Z/AO6QNGGwqm4zMZiZmZmZjTY35TYzs7FiNPoo6qrRH5pVGd9IRgBoNv5a2yvjiARli6ls8ZiZmZmZmZl1yqh2Zt0Noz80q3LUgoGBgYZHAGh21IFaIyeMJJ7RVraYyhaPmZmZmZmZWaeMRgnLmBr9oXLEshlTVzdd8GNmZmZmZmZm1gmjUVA0OPrDLNYf/eE0SXOBffDoDy1TWVhVVE/B1eJZh7c6JDMzq5OkHYGrSE21A5gdERdL2hq4FpgMLAaOjogXJQm4GDgM+DVwYkTc24nYzczMzKz3NFVQlEd/6Ae2lbQEOIdUQHRdHgniCeDovPotpIvaRaQL25Oa2baZmbVXrULperhQekirgRkRca+kLYB7JM0HTiSNIjpL0kzSKKJnse4oovuQRhHdpyORm5mZlYikK4AjgOURsVue5wcvZg3aoJkPR8SxETExIjaKiEkRcXlEPB8RB0bElIg4KCJeyOtGRJwaEW+KiKkRcXdrkmBmZta9ImLZ4IVpRKwEFpIGe5hOGj2U/PfI/H7NKKIRcQcwITf1NjMzG+vmAIdUzJtJevAyBbg1T8O6D15OIT14MTNGuTNrMzMzq5+kycCewJ102SiizY4eWYYRKB1D57dflhjMrDtFxG35XFo0ndQKBtKDlwFSDd01D16AOyRNGOxrtz3RmpWXC4rMzMxKQNLmwA3AGRHxcqoRn3TDKKK1RuCsRxlGoHQMnd9+WWIws57S1IMX606NdJlQrV/fsd5lgguKzMzMOkzSRqRComsi4sY8e0yNImpmZjbaRvLgpdtq6LZCtfgbSVdZ0zCUamkrQxqa1UwNXRcUmZmZdVDuTPNyYGFEXFBY5FFEzczMmtfUg5duq6HbCtVGzZ4xdXXd6SprGoZSLW1lSEOzmqmh21Rn1mZmZta0/YHjgQMk3Z9fh5EKiA6W9ChwUJ6GNIroY6RRRC8D/qYDMZuZmXWLwQcvsP6Dlw8p2Rc/eDFbwzWKzMYwSYuBlcBrwOqImDbUEKKdirFXNDu0vPWuiLgd0BCLD6yyfgCnjmpQZmZmXUjSN0gdV28raQlwDulBy3WSTgaeAI7Oq98CHEZ68PJr4KS2B2xWUi4oMrM/i4jnCtODQ4jOkjQzT5/VmdDKwwU9ZmZmZuUWEccOscgPXswa4IIiM6s01BCiZmZmw2q2YH3OIZu1KJL2cQ1dMzPrJS4oMhvbAvh+Hv3h33JnfUMNIbpGo6M/NDPyQyc1O2pF2dT6P9UzKkKzv0UZRo9oZvQHM7NhuIaumZn1BBcUmY1t74yIpZL+AJgv6efFhUMNIdro6A+NjDpQJo2M7tANao3eUM+oCM3+H8swekQzoz+YmTXINXTNzKwr9c4dkJk1LCKW5r/LJX0L2JuhhxA1MzOz6tpSQ7fZmq5lqFFZLf5G0lXWNAylWtq6LQ3VuIauWW9zQZGVQrP9GSyedXiLIhk7JG0GbBARK/P7Pwc+zdohRGex7hCiZmZmVl1bauh+8ZqbmqrpWoaandVqpzZSg7esaRhKtbR1WxqqmXPIZq6ha9bDXFBkNnb1Ad+SBOlY8PWI+J6ku6g+hKiZmZlV4Rq6ZmbWS1xQZC3RSI2gGVNXd22fNb0kIh4Ddq8y/3mqDCFq3a9WPnW+NDMbGdfQNTOzXuOCImu62ZeZmZnZGOYaumZm1lNcUGRmZmZmNkKuoWtmZr3GBUVmmTvUNjMzMzMzszJo9v50ziGbjfizGzS1ZTMzMzMzMzMz6xkuKDIzMzMzMzMzM8AFRWZmZmZmZmZmlrmgyMzMzMzMzMzMAHdmbWZmXaSTnfqZmZmZmY0FLiiyntDMzeOMqas5scmbTzMzMzMzM7Ne4IIiMzNri2ZrA5mZmZmZ2ehzH0VmZmZmZmZmZga4oMjMzMzMzMzMzDIXFJmZmZmZmZmZGeCCIjMzMzMzMzMzy1xQZGZmZmZmZmZmQAcKiiQdIukRSYskzWz39s1seM6nZuXnfGpWfs6nZuXnfGq2vrYWFEnaELgEOBTYFThW0q7tjMHManM+NSs/51Oz8nM+NSs/51Oz6tpdo2hvYFFEPBYRvwXmAtPbHIOZ1eZ8alZ+zqdm5ed8alZ+zqdmVSgi2rcx6SjgkIj4SJ4+HtgnIk4rrHMKcEqefAvwyDBfuy3w3CiEO1KOZ3hli6ld8bwxIrZrw3aaMkr5tFuVbV8dTWMlrcOlcyzn007vA53evmMox/bricH5tPf0arqgd9PmfDq0sfo/72a9mrYR59NxoxPPyEXEbGB2vetLujsipo1iSA1xPMMrW0xli6cbNJpPu9VY2jfGSlrHSjqh+86nnd6+YyjH9ssSQ7t0Wz4dLb2aLujdtPVquqpxPk16NV3Qu2lrJl3tbnq2FNixMD0pzzOz8nA+NSs/51Oz8nM+NSs/51OzKtpdUHQXMEXSTpJeBxwDzGtzDGZWm/OpWfk5n5qVn/OpWfk5n5pV0damZxGxWtJpwH8AGwJXRMRDTX5t2Zq/OJ7hlS2mssXTUaOUT7vVWNo3xkpaeyKdPXo+7fT2wTGUYftQjhia1qP5dLT0arqgd9PWE+lyPm1Ir6YLejdtI05XWzuzNjMzMzMzMzOz8mp30zMzMzMzMzMzMyspFxSZmZmZmZmZmRnQxQVFkg6R9IikRZJmdjiWHSUtkPSwpIcknd7JeIokbSjpPkk3lyCWCZKul/RzSQsl7dfheD6R/18/k/QNSZt0Mh7rLElXSFou6WeFeedKWirp/vw6rJMxtsJQxytJW0uaL+nR/HerTsfarBpp7bn/az0kbSLpp5L+O/8e/1hlnY0lXZvPrXdKmtyBGM7M/7MHJN0q6Y3tjqGw7l9ICkktGzK33u1LOrqw7369VduvNwZJb8j55778vxiVfFLrOmW098duUe381CvKfA3djEaOM92oTPcXZVKm+9NW6tVjUK8ef6A1x6CuLCiStCFwCXAosCtwrKRdOxjSamBGROwK7Auc2uF4ik4HFnY6iOxi4HsRsQuwOx2MS9IOwN8C0yJiN1Lndcd0Kh4rhTnAIVXmXxgRe+TXLW2OaTQMdbyaCdwaEVOAW/N0t6t1bO61/2s9XgUOiIjdgT2AQyTtW7HOycCLEbEzcCHwTx2I4T7SsfntwPXAP3cgBiRtQTqH3tnu7UuaApwN7B8RbwPOaHcMwP8GrouIPUnnx39tcQyDal2njPb+2C3mUP381AvKfA3djLqOM12sTPcXpVDC+9NWmkNvHoN69fgDLTgGdWVBEbA3sCgiHouI3wJzgemdCiYilkXEvfn9StKBc4dOxTNI0iTgcOArJYhlS+BdwOUAEfHbiFjR2agYB4yXNA7YFPhlh+OxDoqI24AXOh3HaKtxvJoOXJlXuxI4sjMRtk5Zj82dEsmqPLlRflWOaFHcD64HDpSkdsYQEQsi4td58g5gUqu2X28M2WdIBROvdGD7HwUuiYgX82eWdyCGAF6f32/JKJwj67hOGdX9sVv08vmpV4/TDRxnuk6Z7i9KplT3p63Uq8egXj3+QGuOQd1aULQD8FRhegkl+afmatF70vonkCNxEfBJ4PedDgTYCXgW+GquqvoVSZt1KpiIWAp8HngSWAa8FBHf71Q8Vmqn5WYXV6gHmmMVVRyv+iJiWV70NNDXobBGRZVjc8/+X2vJzQXuB5YD8yOi8ly15vwaEauBl4Bt2hxD0cnAd1u5/XpikLQXsGNEfKfV265n+8CbgTdL+k9Jd0hq+ZPcOmI4F/igpCXALcDHWx0Dw1+njPr+aOVRsmvopjV4rOsmZbq/KJPS3p/a8Hrt+APNH4O6taColCRtDtwAnBERL3c4liOA5RFxTyfjKBgH7AVcmqux/4oONm3JN4bTSQVY2wObSfpgp+Kx0roUeBOpyuYy4PzOhtM6tY5XERH0yJNPqJrWnv2/DiciXouIPUi1dPaWtFtZY8jH5GnAv7QzBkkbABcAM1q93Xq2n40DpgD9wLHAZZImtDmGY9FqNfsAACAASURBVIE5ETEJOAy4Ov82LVHC6xTroDJdQ7dKGY63reZ8a72oF48/0PwxqFsLipYCOxamJ+V5HSNpI9IOdk1E3NjJWLL9gfdKWkyq+niApK91MJ4lwJJCSeb1pIKjTjkIeDwino2I3wE3An/cwXishCLimXyQ/T1wGalacdcb4nj1jKSJeflE0tOHrlctrb36f21Ebvq7gPX7HFhzfs3NcrcEnm9zDEg6CPgH4L0R8epobL9GDFsAuwED+Ry6LzBPLezQepjtQzpnzouI30XE48D/kAqOWq5GDCcD1+V1fgJsAmzbwk3Xc53Stv3ROqeE19AtVetY14XKdn9RJqW7P7Xh9frxB0Z+DOrWgqK7gCmSdpL0OlIni/M6FUxuL385sDAiLuhUHEURcXZETIqIyaTf54cR0bEaMxHxNPCUpLfkWQcCD3cqHlKTs30lbZr/fwfiTvmswmDBSfY+oOtHe6hxvJoHnJDfnwDc1O7YWm2otPbi/7UekrYbrJUiaTxwMPDzitWK+8FRpHNHy2qX1RODpD2BfyMVErW8wHK4GCLipYjYNiIm53PoHTmWu9ux/ezfSbWJkLQtqSnaY63YfgMxPEk6NyLpraSComdbFUOd1ymjuj9a55XxGroV6sxjXads9xclU6r7Uxterx5/oDXHoHGjEdhoi4jVkk4D/oM0WtUVEfFQB0PaHzgeeDC3AwT4VIydkXTq9XHgmnzwfAw4qVOBRMSdkq4H7iX1eH8fMLtT8VjnSfoG6cZs29wnxzlAv6Q9SM2wFgMf61iArVP1eAXMAq6TdDLwBHB0h+JrpaHSemwP/l/rMRG4Umlklg1II1rdLOnTwN0RMY90wXS1pEWkjitbPRpkPTH8C7A58M10DceTEfHeNscwmurZ/n8Afy7pYeA14O8jopU1aeqJYQapydsnSHnlxHYU0rR5f+wK1c5PEXF5Z6NqmV69hq6axzock42iEt6ftkwPH4N69fgDLTgGyQ9mzMzMzMzMzMwMurfpmZmZmZmZmZmZtZgLiszMzMzMzMzMDHBBkZmZmZmZmZmZZS4oMjMzMzMzMzMzwAVFZmZmZmZmZmaWuaDIzMzMzMzMzMwAFxSZmZmZmZmZmVnmgiIzMzMzMzMzMwNcUGRmZmZmZmZmZpkLiszMzMzMzMzMDHBBkZmZmZmZmZmZZS4oKiFJIWnnNmynX9KSIZb9iaRHRjsGs3aR9F1JJ7R63SbieYOkVZI2HM3tmBlIOlfS10bwuYck9ef3kvRVSS9K+mnLg1x3u5PztcC40dyOmZmZtc5IrzfKyAVFDcg3dYOv30v6TWH6uCE+M2RhTB3b20/SyuKNpKTLhpj35ZFsYygR8eOIeEuz3yPpI5IWStq4MG8bScslHdLs91tvG0meG0pEHBoRV7Z63aHkwtbBWH+Vb/rWpCdvZ/OIeK2Z7TQY04iPRzW+c0DSR/J7SbpN0jkV63xI0i8kbdrKbVtvkXS2pO9WzHt0iHnHtHC7Q17URcTbImIgT74TOBiYFBF71/G9iwvHrBclfUfSjq2K26ydJH1N0lcr5v2ppOclTWxjHAM5P21cMX+xpIMq5r0u5+9H83l4saQrJE1uV7xmo6HT+bFafhtm/Xfn68OVkp6V9CNJ7x3NGOtV7do4Hzd+l8/fKyT9l6T9OhVjp7igqAH5pm7ziNgceBJ4T2HeNaOwybtJ/6O9CvP+BFhSMe9dwG2NfHG7nlJGxFeApcD/Lcy+CLglIr7Xim34iWvvqjfPlXEfyIWtg7G/Lc+eUIj/yU7GNxoiIoCPAJ+Q9DYASdsB5wMfiYhft2I7Zfx/W0vcBvzx4IOQfLG7EbBnxbydaeCc18L95Y3A4oj4VQOfeU8+BkwEngG+2KJYzNrtdOBQSQcDSNoEuAyYERHLmv3yevJpLuD5EyCAem4yr8/r/SWwJbA7cA9w4EjjNCuJjufHBr7rKOCbwFXAJKCPdF/4nhF8lyRtUDFvtK4Jr83n722BBaQ0jCkuKGoBSRtLukjSL/ProjxvM+C7wPaFmgTbS9pb0k9yCeUySV+S9LrK742I3wF3kAqCkPQHwOuA6yrmvRm4bag48nr9kpZIOkvS08BXK7cn6W8lPSxpUmXpai45/jtJD0h6SdK1+aA0uPyTOS2/VKpFVGw+9xHgbyTtIendpBP0J/JvcUMuWX5c0t8Wvq/mb5S//1RJjwKP5gPHhUo1lV6W9KCk3Ub0D7XSq7Y/S9pK0s15f3oxv59U+Eyx5suJkm6X9Pm87uOSDh3hujtp7VOSH0i6RHVUOVVF05K8zc8qPbVYJenbSrXvrsn79F0qPAWVtIuk+ZJekPSIpKMLyw7LeXmlpKWS/q6OeA6XdF/e1lOSzi0s20Tp6dXzOU/eJalP0nmki/Yv5Zi/FBH/A5wHXK50Mv8CcENELJB0hKT7tfbpzNsL25ipVOtoZY79fYVlJ0r6z5zHnwfWxGY95S5SwdAeefpPSBdnj1TM+wWApHl5/18k6aODX6L0JPD6vM++DJxY3IikjSR9I59/1jv3Vqy7WNJBkk4GvgLsl/f1f8zLh9yniyLiFdJN666F7x4yz1WJ4ySl2rkrJT0m6WOFZYPHwxn5HLhM0kmF5eMlnS/pCaXz9+2Sxudl++a4V0j6b+VmdmaVIuJ54OPAbKXr23NIefHnQ+1Dde63xfP4tkrn7hU5b/9Y694Ufoh0XTwHOKHwXVcDbwC+nfPnJ5VqOxwMTI+IuyJidUS8FBGXRMTl+XPbD3Mc+WY+jqxUuq58s1LNx+U5z/55Yf0BSZ+T9NOcp2+StHVh+TclPZ3z4G3KD1PysjlK1w7fydu6U9Kb8rJLJJ1f/F/kmD/R+H/RekVJ8uPgZ4e8TpYk4ALgMxHxlZwHfx8RP4qIj+Z11qnVq+rXx+dJ+k/g18AfqeI+MK9X6xqz6n2shrhXr/itVwPXADsoPfyseeyo8vt073k2IvwawQtYDByU33+adOL6A2A74L9IGQKgH1hS8dl3APsC44DJwELgjMLyAHbO788BbsrvjyKVxh5cMe+xOuNYDfwTsDEwvhgbqWT3XmC7anHn9P4U2B7YOsf8V3nZIcDTpFoTmwJfK6Yhr/Px/P2PA0eSCinvydt9HfBHwGPAuxv4jebnWMYD787fNwEQ8FZgYqf3E79GLc9V25+3Af4i74NbkEr+/73w+QFSrRZIN46/Az4KbAj8NfBLQCNY9yfA5/N+/E7gZeBrFbFPzvvsuKHm5W0uAt5EevL5MPA/wEE5H1wFfDWvuxnwFHBSXrYn8Bywa16+DPiT/H4rYK/C77ZkiN+3H5ia8+bbSbUfjszLPgZ8O/+2G+b8+frK36rwXRsCdwI3kmqCbZFjXA7sk5efkP+nG+fPvJ90fNkA+ADwK3Iezv+D1aTjyDhgfKf3R79GLZ8vAD6R338J+DCp4LE47wpSjaJ/BTYhFSI9CxyQ1zk359nBc834PO9r+f13SDeaGxbW/9oQ8Sxm7XHnROD2wrLh9uniZzcFrgSuKny+Vp6bzLrHh8NJxwYBf0q6WC7m69Wka4CNgMPy8q3y8ktyPt0hx/nHpOPmDsDzef0NSNcWz5OvA/zyq9oLuAGYl/eVN9bah+rcb4vn8c8BX8778UakgmEVtr0I+BvSOeh3QF9h2Zr8lqdnAT8aJi3DHUdeIV1fDp6DHwf+Icf2UeDxwncNkGrQ70Y6R99A4bhCOpZtkdN6EXB/Ydmc/Lvtnbd1DTA3L9ubdM2xQZ7eNv+OfbXS5tfYeHUqP7L+ubHqdTKwC+lctlONNJxbkVcms/718ZOk+8xxOZbK+8B6zsdD3cf2s/69+pqYSNf3s0jX2YMxDXfsGPxsV59nOx5At74qMsgvgMMKy95Nqp5edeer8l1nAN8qTBcLivrzDiXg4pwJNyddUA7O+2qdcfwW2KSwvJ90UrsAuB3YsmJZZUHRBwvT/wx8Ob+/AvhcYdnOrF9QJNKN47fy9D7AkxW/w9mDaanzNzqgMH0A6aZ6X/LJ1K/eerF+QdE6+3OV9fcAXixMD7Bu4c+iwrJN8z71h42sS3qCuRrYtLD8a4y8oOgfCsvPB75bmH4P+cKSVJDy44pt/BtwTn7/JKlw5/UV66yTr4f5vS8CLszvP0wqeH57lfXW/FYV89+W0zc9T19KLrgurPMI8KdDbP/+wmdPrDxe+NWbL9IF1uB54r+BKaSHEcV5JwCvAVsUPvc5YE7hO26r8r3zgB+RarmpYtlICopq7tP5s6uAFaSL6F8CU2ukvZjn1jtmVKz778Dp+X0/8JuK48ty8vkwL9u9ynecBVxdMe8/gBM6vR/4Vd4XqdnIKlLTl4b2oSr7beV16aeBmyhcPxaWvTPno23z9M/JBch5ek1ezdOXkQtbhohlxzqOI/MLy96T0z1YwLxFzqMT8vQAMKuw/q45fRtW2faE/Nkt8/Qc4CuF5YcBPy9MLwQOzu9PI3Xf0PF9wa/OvzqYH9fkN2pfJ++f39e6Xj+X4QuKPl3xmcr7wHrOx0Pdx/ZTvaDot6Tz92uke/H+vKyeY8dgQVFXn2fd9Kw1tgeeKEw/kedVlauu3pyroL4M/D/SE4Jq7iAVDO1Gam7244hYRapNMDhvsK+G4eJ4NlL196IJwCmkgp6Xhk4ikGoNDfp1jmtwu08VlhXfA2v6LlkIPJRnvZFUzW/F4Av4FOmAV+9vtGY7EfFD0pPmS4DlkmZLev0w6bHuts7+LGlTSf+m1LziZVK+mKChRxVbsz/H2r5zNm9w3e2BF2LdvnfW2/8b8Ezh/W+qTA/G90Zgn4r8cxzppAypZtVhwBNKHQYO2wGfpH0kLVBquvcS8FeszXNXk05sc5Wal/6zpI1qfV9EDOb1Yp6fURHzjuRjlFKH1/cXlu3Gunm+md/VusdtwDtzk43tIuJRUiHlH+d5u5FuEF+IiJWFzz1BenI3qNr+si+p5s6sfE5qVs19OjsyIiaQnjqeBvxI0h/CsHluHZIOlXRHrua+gpS/i+s+H6l6/KDBc/S2edu/GCL+91fE/05Sf0pmVUXEM6Qn6w8xzD5Ux35beV36L6RaQ9/PTWNmFpadAHw/Ip7L01+n0PysiuepvS8Pnr9rHUcqz8HPxdoBKH6T/xavG4rHnSdINR+2lbShpFlKzatfJt20wrq/xVDX2JBqI34wv/8g6Zxs1sn8WGmo6+Tn8/tmzyvVzunFefWcj2vlsWquy+fvPuBnpJqMUN+xoxhX155nXVDUGr8k7QiD3pDnQSrxrHQp6UJ3SkS8nlRAompfnDPsXaQnGRMj4ud50Y/zvLeztqCoVhxDxfIicASpLer+1WKowzJS52SD6hnV5SlSld0JhdcWEXFYXl7Pb7ROeiLiCxHxDtJTnDcDfz+CtFj3qNyfZwBvAfbJ+8y78vyqeatFlgFba93RvNoxqtFTpCr1xfyzeUT8NUCk/himk5qh/jupX7PhfJ1U42LHiNiSVN1Y+ft+FxH/GBG7kpqtHEHqKwKqH1eGivm8ipg3jYhvSHoj6envacA2+cT8M9b937Xixt7K7yekppcfBf4TICJeJp3LPpr//pKU77YofO4NpBqyg6rtL98nPfW7VVJfC2Idcp+uXDEiXouIG0lPId+ZZw+Z54qU+hq8gdTEtS/nj1uqrVvFc6TmM28aIv6rK+LfLCJm1fG9ZlBjH6pzv628jlsZETMi4o9InVCfKelApT61jgb+ND9AfBr4BLC7pN2rfRfwA2BvFfoqrFDPcaRRxfP/G0g1oJ4jdaY9ndSUfEtSjQmo//rka8D0nNa3ks7rZpXakh8bjOmRHNdf1FjnV6RaSIP+sMo61c7pxXl1n4/r/O61C1Ph9CnAuUoDajRy7Ojq86wLilrjG8D/lrSdpG1J/e4Mdsr1DLCNpC0L629B6sdklaRdSG05a7mNVKXwvwrzbs/zlkXE4JPCWnEMKdLQv8cBN0oadsjfKq4DTpL01nzD/H/q+MxPgZVKnaaNz09bdpP0v/Lyhn4jSf8rP53diHTAeQX4/QjSYt1rC9ITvhW55sE5o73BiHiCNDrhuUrD8O7HCEZxGIGbgTdLOl6pY96Nch54a47jOElbRuoQ/2Uq8oJSB37Fl0i/3wsR8Uo+DvxlYf0/kzQ11856mXTxO/idz5D6GBvOZcBf5XwqSZspdea7Bak/hyC18UapI153Rj8GRcRvSHnqTNIDkUG353m3RcRTpPPh5/L++3bgZOo73/0zqYDm1nyeHLRBRZ7YeIivKKq1T68jL59O6jNsYZ49ZJ6r8DpSnxHPAquVOgn98yHWrUzv70nNwy9Q6nxzQ0n75fR9DXiP0rDFG+Z099e4sTarVGsfani/VeqMdud8TnqJVLD6e1J/Y6+RHgTukV9vJR0jBh9arHMuiogfkPow+Zakd0gaJ2kLSX8l6cPNHEdq+KCkXfO18KeB63MNpC2AV0m1KzYl1ZKvW0QsIT00vpo0OMRvhvmIjU3tyo91y7V3zwT+j1Jn2q+XtIGkd0qanVe7H3iXpDfk++WzG9lGVvf5uIpq9+qV6XiEVLP+kw0eO7r6POuCotb4LOnC9gHgQVKnzZ8FyDWAvgE8plTlbHvg70gXhCtJO/a1w3z/j0g1A24vzLs9zyteSA8Zx3AiYj6pH5JvS9qrns8UPvtdUp8PC0hVFO/Ii16t8ZnXSLUS9iB1DvgcaUSZwUza6G/0+rzei6Tqf8+Tqkza2HERqUO750j74PfatN3jgP1I+9xnSfvqkPt+K+Tqrn8OHEN6svE0azsgBDgeWKxUxf2vcoyDdiAVqBVfbyJ1EPppSStJhczFWkh/SBqx6WXSTe6PWFv1/WLgKKWRLr5QI+a7STVCvkTKp4vIo1FFxMOkPpl+QjphTyXXJrExqdo578d53mAN2mNJT+V/CXyL1D/XD+r58oj4DOmJ/A+0dlSiY1k3T1RrqlX5PUPu0wXflrSKlHfOI/VLMNgcs1aeK25nJfC3efmLpHPjvHrSmv0d6ZrgLuAF0rFig3yxO51UY/dZ0pPPv8fXhlanWvvQCPfbKaSaQKtI54N/jYgFpCZmX42IJyPi6cEXKe8dpzQ60udID0tXaO1In0eRak1cS7rR/RkwLW8DmjiODOFqUn9DT5OafA6O5nsV6dp0KWmgijuqfXgYV5LOjW52ZlW1MT82Gtf1pL41P0zKa8+Qrpdvysvnk/LoA6SBiW4ewTbqOR8P9dlq9+rV/AtwitKI43UdO7r9PDvYc7lZy0h6K+lkvHGs22eCWc+TdC2pE8pRr9FkZmZmnSdpgNSB7VdG6fvfRaqd8MbwzZuZtUFXlGZZ+Ul6n6SNJW1Felr5bRcS2Vig1OTrTbkq7SGkJwfuP8DMzMyaptStwumkkdFcSGRmbeGCImuVj5GG4/0FqQ3rcP0umfWKPyQN3bmK1ATzryPivo5GZGZmZl0v19JfQRol6aIOh2NmY4ibnpmZmZmZmZmZGeAaRWZmZmZmZmZmlo0b6QclbUIafWTj/D3XR8Q5knYC5gLbkHouPz4ifpuHYr0KeAdpdKAPRMTiWtvYdtttY/LkyTXj+NWvfsVmm2020mSMurLHB46xVYaL8Z577nkuIrZrY0hr5GHN7waWRsQRzqet0avpgt5NW5nz6WhyPu29dEHvps35dGhl/5+XPT5wjK3ifDq0bvj/VXLM7VOmuGvm04gY0QsQsHl+vxFwJ7Avadi9Y/L8L5P664A0DOyX8/tjgGuH28Y73vGOGM6CBQuGXaeTyh5fhGNsleFiBO6OEea3Zl/AmcDXgZvztPNpC/RquiJ6N21lzqej+XI+7U29mjbn05H/Np1W9vgiHGOrOJ+O/LcpI8fcPmWKu1Y+HXHTs/zdq/LkRvkVwAHA9Xn+lcCR+f30PE1efqAkjXT7ZlYfSZOAw4Gv5GnhfGpmZmZmZmZVjLjpGaxpznIPsDNwCWnEqxWxdlj0JcAO+f0OwFMAEbFa0kukZi/PNRODmQ3rIuCTwBZ5ehuazKeSTgFOAejr62NgYKBmAKtWrRp2nW7Uq+mC3k1br6bLzMzMzKxVmiooiojXgD0kTQC+BezSbEC9dgNa9vjAMbZKGWOUdASwPCLukdTfqu+NiNnAbIBp06ZFf3/trx4YGGC4dbpRr6YLejdtvZouMzMzM7NWaaqgaFBErJC0ANgPmCBpXK6tMAlYmldbCuwILJE0DtiS1Flu5Xf11A1o2eMDx9gqJY1xf+C9kg4DNgFeD1xMk/nUzMzMzMzMetOI+yiStF2uSYSk8cDBwEJgAXBUXu0E4Kb8fl6eJi//Ye5AycxGSUScHRGTImIyqXPqH0bEcTifmpmZmZmZWRXN1CiaCFyZ+ynaALguIm6W9DAwV9JngfuAy/P6lwNXS1oEvEC6ae16k2d+p+byGVNXc+Iw6yyedXgrQzKrx1mMoXzaCtXyej35e5DzuZnVY7jriqJqxyAfa3rbg0tfqvu8U433D7Pya+Q8UI3zubXCiAuKIuIBYM8q8x8D9q4y/xXg/SPdnpk1JyIGgIH83vnUzMzMzMzM1jPipmdmZmbWGpImSLpe0s8lLZS0n6StJc2X9Gj+u1VeV5K+IGmRpAck7dXp+M3MzMysd7igyMzMrPMuBr4XEbsAu5P6/JsJ3BoRU4Bb8zTAocCU/DoFuLT94ZqZmZlZr3JBkZmZWQdJ2hJ4F7mvsIj4bUSsAKYDV+bVrgSOzO+nA1dFcgdpFMOJbQ7bzMzMzHpUM51Zm5mZWfN2Ap4Fvippd+Ae4HSgLyKW5XWeBvry+x2ApwqfX5LnLcPMrAZ3kmtmZvVwQZGZmVlnjQP2Aj4eEXdKupi1zcwAiIiQFI18qaRTSE3T6OvrY2BgoOb6q1atGnadbtRt6ZoxdXXd6/aNX3/9bkrrULrtf2ZmZtZrXFBkZmbWWUuAJRFxZ56+nlRQ9IykiRGxLDctW56XLwV2LHx+Up63joiYDcwGmDZtWvT399cMYmBggOHW6Ubdlq5Ghj6fMXU15z+47qXc4uP6WxxR+3Xb/8zMzKzXuI8iMzOzDoqIp4GnJL0lzzoQeBiYB5yQ550A3JTfzwM+lEc/2xd4qdBEzczMzMysKa5RZGZm1nkfB66R9DrgMeAk0sOc6ySdDDwBHJ3XvQU4DFgE/Dqva2ZmZmbWEi4oMjMz67CIuB+YVmXRgVXWDeDUUQ/KzMzMzMYkNz0zMzMzM6tB0iaSfirpvyU9JOkf8/ydJN0paZGka3OtQCRtnKcX5eWTOxm/mZlZI1xQZGZmZmZW26vAARGxO7AHcEjuI+yfgAsjYmfgReDkvP7JwIt5/oV5PTMzs67ggiIzMzMzsxoiWZUnN8qvAA4gjVQIcCVwZH4/PU+Tlx8oSW0K18zMrCnuo8jMzMzMbBiSNgTuAXYGLgF+AayIiNV5lSXADvn9DsBTABGxWtJLwDbAcxXfeQpwCkBfXx8DAwM1Y+gbDzOmrq65zmgaLr5Vq1YNu06nOcbW6IYYzWzkXFBkZmZmZjaMiHgN2EPSBOBbwC4t+M7ZwGyAadOmRX9/f831v3jNTZz/YOcu3xcf119z+cDAAMOlodMcY2uUMUZJmwC3ARuT7nOvj4hzJO0EzCUV1t4DHB8Rv5W0MXAV8A7geeADEbG4I8GblYybnpmZmZmZ1SkiVgALgP2ACZIGS24mAUvz+6XAjgB5+ZakG1EzGz3uS8ysRUZcUCRpR0kLJD2cR384Pc8/V9JSSffn12GFz5ydR394RNK7W5EAMzMzM7PRJGm7XJMISeOBg4GFpAKjo/JqJwA35ffz8jR5+Q8jItoXsdnY477EzFqnmbqrq4EZEXGvpC2AeyTNz8sujIjPF1eWtCtwDPA2YHvgB5LenKvxmpmZmZmV1UTgytxP0QbAdRFxs6SHgbmSPgvcB1ye178cuFrSIuAF0jWwmY2yMvQl1mz/Tc32QzaSbXdjn1PdGDN0T9wjLiiKiGXAsvx+paSFrM101UwH5kbEq8Dj+cS5N/CTkcZgZmZmZjbaIuIBYM8q8x8jXc9Wzn8FeH8bQjOzgjL0JdZs/00nzvzOiD8Lw/clVk0Z+5waTjfGDN0Td0t6w5M0mXTyvBPYHzhN0oeAu0m1jl4kFSLdUfhYsTS3+F1tLbFt1nAlvvWMTtHpEsVO/4b1cIxmZmZmZlaPiFghaZ2+xHKtomp9iS1xX2Jm62q6oEjS5sANwBnx/9m7+3jLyvq++5+vgA9FIqLmdASasWGiJaGinShWk0wgRh5sRu9bCZYiGBpMAynWyR3Ru73VKCm2RaImIUEhDAYFglooUitBTgyJoIIIAnoz4lBmHBhFQEajZvDXP9Z1YHM4z/ucs/fZ83m/Xvu117rW02/tfa6z9/rt67pW1XeTnA28i64/6LuAM4HfmOv+ljtju7rPjO1sL+GGg3bOeneKhWR9F9NKyGoaoyRJkqTpJHkW8A8tSTQxlth7eHQssYuYeiyxz+FYYtJj9JUoSrIHXZLowqr6OEBV3duz/IPAFW32kbs/NL3ZXEnSDPpPasPmM45ahEgkSZKGkmOJSYtkwYmiNiL8ucDtVfXenvJVbfwigFcDX2nTlwMfSfJeusGs1wCfX+jxJUmSJEkCxxKTFlM/LYpeChwH3JLkplb2NuB1SQ6m63q2GXgjQFXdmuQS4Da6O6ad7B3PJEmSJEmShkc/dz27FsgUi66cYZvTgdMXekxJkkZRks3AQ8DDwM6qWptkH+BiYDXdDy9HV9X9rUXv+4Ajge8DJ1TVjYOIW5IkSaPnCYMOQJIkAfDLVXVwVa1t86cBV1fVGuDqNg9wBF337TV0dwk9e9kjlSRJ0sgyUSRJ0nBaD2xs0xuBV/WUX1Cd6+hu+7tqEAFKkiRp9PR11zNJwy3Jk4HPAk+iq++XVtXbkzyH7hahzwBuAI6rqh8leRJwAfAvgPuAX6+qzQMJCQO58QAAIABJREFUXtq1FPDpJAX8WVWdA4z13BziHmCsTe8L3N2z7ZZWtq2njCQn0bU4YmxsjPHx8RkD2LFjx6zrrEQr7bw2HLRzzuuOPeXx66+kc53OSnvPJEkaNSaKpNH2Q+DQqtqRZA/g2iT/E3gzcFZVXZTkT4ET6bqvnAjcX1UHJDkGeA/w64MKXtqFvKyqtib5SeCqJF/tXVhV1ZJIc9aSTecArF27ttatWzfj+uPj48y2zkq00s7rhNM+Oed1Nxy0kzNveexXuc3HrlvkiJbfSnvPJEkaNXY9k0ZY65qyo83u0R4FHApc2sond2mZ6OpyKXBYGzhX0hKqqq3teTvwCbrb+N470aWsPW9vq28F9u/ZfL9WJkmSJPXNRJE04pLsluQmuovMq4CvAw9U1UR/hYluK9DTpaUtf5Cue5qkJZJkzyR7TUwDvwp8BbgcOL6tdjxwWZu+HHh9OocAD/Z0UZO0BJLsn+SaJLcluTXJqa38HUm2JrmpPY7s2eatSTYl+VqSVwwuekmS5seuZ9KIq6qHgYOT7E3XUuF5/e5zVxz7ZKpxQ6YaH2Q6/Z7/fMYtWYwYRuE9m8qQntcY8InWeG934CNV9akkXwAuSXIicBdwdFv/SuBIYBPwfeANyx+ytMvZCWyoqhtbYveGJFe1ZWdV1X/rXTnJgcAxwM8Czwb+KsnPtM9kSZKGmokiaRdRVQ8kuQZ4Cd1dknZvrYZ6u61MdGnZkmR34Gl0g1pP3tcuN/bJVOOGTDU+yHT6HTdkPuOWLEYMo/CeTWUYz6uq7gSeP0X5fcBhU5QXcPIyhCapaa32trXph5LczqOtcaeyHrioqn4IfCPJJroupZ9b8mAlSeqTXc+kEZbkWa0lEUmeArwcuB24BnhNW21yl5aJri6vAT7TLkolSRKQZDXwAuD6VnRKkpuTnJfk6a1sursTSpI09GxRJI22VcDGJLvRJYYvqaorktwGXJTk3cCXgHPb+ucCH26/fH6Hrtm8JEkCkjwV+Bjwpqr6bpKzgXfR3SjiXcCZwG/MY3/z6so9ny7PS2EUupob4+JYCTFKWjgTRdIIq6qb6X71nFx+J10T+MnlPwBeuwyhSZK0oiTZgy5JdGFVfRygqu7tWf5B4Io2O6e7E863K/cHLrxszl2el8JsXZiHsXvvZMa4OFZCjJIWzq5nkiRJ0gzSjTZ/LnB7Vb23p3xVz2qvprtjIXRduY9J8qQkzwHWAJ9frnglSeqHLYokSZKkmb0UOA64JclNrextwOuSHEzX9Wwz8EaAqro1ySXAbXR3TDvZO55JklYKE0WSJEnSDKrqWiBTLLpyhm1OB05fsqAkSVoiC+56lmT/JNckuS3JrUlObeX7JLkqyR3t+emtPEnen2RTuzPECxfrJCRJkiRJktS/fsYo2glsqKoDgUOAk5McCJwGXF1Va4Cr2zzAEXT9s9fQ3d3h7D6OLUmSJEmSpEW24ERRVW2rqhvb9EPA7cC+wHpgY1ttI/CqNr0euKA61wF7TxoAUJIkSZIkSQO0KHc9S7Ka7hbc1wNjVbWtLboHGGvT+wJ392y2pZVJkiRJkiRpCPQ9mHWSpwIfA95UVd/t7h7aqapKUvPc30l0XdMYGxtjfHx8xvV37Ngx6zoz2XDQzgVvOxdjT5n9GP3Evxj6fQ2XgzFKkiRJkrT0+koUJdmDLkl0YVV9vBXfm2RVVW1rXcu2t/KtwP49m+/Xyh6jqs4BzgFYu3ZtrVu3bsYYxsfHmW2dmZxw2icXvO1cbDhoJ2feMvPLvPnYdUsaw2z6fQ2XgzFKkiRJkrT0FpwoStd06Fzg9qp6b8+iy4HjgTPa82U95ackuQh4MfBgTxc1SZIkSUNs9Sw/sG44aOesP8JuPuOoxQxJkrQE+hmj6KXAccChSW5qjyPpEkQvT3IH8CttHuBK4E5gE/BB4Lf7OLYkSSMlyW5JvpTkijb/nCTXJ9mU5OIkT2zlT2rzm9ry1YOMW5IkSaNlwS2KqupaINMsPmyK9Qs4eaHHkyRpxJ1KdwfRn2jz7wHOqqqLkvwpcCJwdnu+v6oOSHJMW+/XBxGwJEmSRs+i3PVMkiQtXJL9gKOAD7X5AIcCl7ZVNgKvatPr2zxt+WHpvZOEJEmS1Ie+73omSZL69ofA7wF7tflnAA9U1cRtM7cA+7bpfYG7AapqZ5IH2/rf7t3hct9FdFittPOaz91Yp7qz6ko61+mstPdMkqRRY6JIkqQBSvJKYHtV3ZBk3WLtd7nvIjqsVtp5zedurFPdWXXQd1JdDCvtPZMkadTY9UySpMF6KfBrSTYDF9F1OXsfsHeSiSzAfsDWNr0V2B+gLX8acN9yBiztapLsn+SaJLcluTXJqa18nyRXJbmjPT+9lSfJ+9ug8zcneeFgz0CSpLkzUSRJ0gBV1Vurar+qWg0cA3ymqo4FrgFe01Y7HrisTV/e5mnLP9NuGCFp6ewENlTVgcAhwMlJDgROA66uqjXA1W0e4AhgTXucRDcQvSRJK4JdzyRJGk5vAS5K8m7gS8C5rfxc4MNJNgHfoUsuSVpCVbUN2NamH0pyO914YeuBdW21jcA4Xd1dD1zQkrjXJdk7yaq2H0kj7JatD86rG7E0jEwUSZI0JKpqnO5Ck6q6E3jRFOv8AHjtsgYm6RFJVgMvAK4HxnqSP/cAY236kUHnm4kB6R+TKJrvoPNTDWA+TOYS36AHKl8Jg6Ub48Ik2R+4gK4eFnBOVb0vyT7AxcBqYDNwdFXd3+4Y+j7gSOD7wAlVdeMgYpeGjYkiSZIkaQ6SPBX4GPCmqvpud53ZqapKMq9uoPMddP4DF172uAHMh8lUA6xPNugB11fCYOnGuGATXURvTLIXcEOSq4AT6LqInpHkNLouom/hsV1EX0zXRfTFA4lcGjKOUSRJkiTNIskedEmiC6vq46343iSr2vJVwPZW/sig803vgPSSlkBVbZtoEVRVDwG9XUQ3ttU2Aq9q0490Ea2q6+huIrFqmcOWhtLw/iQhSZIkDYHWReVc4Paqem/PoonB5c/g8YPOn5LkIroWCg86PpG0fHblLqIL6RI4jF0JZ7MSY4aVE7eJIkmSJGlmLwWOA25JclMrextdguiSJCcCdwFHt2VX0o17solu7JM3LG+40q5rV+8iupDunUPalXBGKzFmWDlxmyiSJEmSZlBV1wKZZvFhU6xfwMlLGpSkx5mpi2hVbbOLqDQ3jlEkSZIkSVrR5tBFFB7fRfT16RyCXUSlR9iiSJIkSZK00tlFVFokJookSZIkSSuaXUQXz+rTPtnX9pvPOGqRItGgLLjrWZLzkmxP8pWesnck2ZrkpvY4smfZW5NsSvK1JK/oN3BJs0uyf5JrktyW5NYkp7byfZJcleSO9vz0Vp4k72919eYkLxzsGUiSJEmSllM/YxSdDxw+RflZVXVwe1wJkORA4BjgZ9s2f5Jktz6OLWludgIbqupA4BDg5FYfTwOurqo1wNVtHuAIYE17nAScvfwhS5IkSZIGZcGJoqr6LPCdOa6+Hrioqn5YVd+g6wf6ooUeW9LcVNW2qrqxTT8E3A7sS1cnN7bVNgKvatPrgQuqcx2wd7s7hCRJkiRpF7AUYxSdkuT1wBfpWjLcT3dhel3POlta2eMkOYmuJQNjY2OMj4/PeLAdO3bMus5MNhy0c8HbzsXYU2Y/Rj/xL4Z+X8PlYIz9S7IaeAFwPTDWc1eHe4CxNr0vcHfPZhN19TF3gFjuejoMpqrHc6nfE/o9/8X4XzWfGEbhPZvKqJ6XJEmStFgWO1F0NvAuoNrzmcBvzGcHVXUOcA7A2rVra926dTOuPz4+zmzrzOSEPgfqms2Gg3Zy5i0zv8ybj123pDHMpt/XcDkYY3+SPBX4GPCmqvpud/fQTlVVkprP/pa7ng6Dqf5XzKV+T+i3ni/G/6r5xDAK79lURvW8JEmSpMXSzxhFj1NV91bVw1X1Y+CDPNq9bCuwf8+q+7UySUssyR50SaILq+rjrfjeiS5l7Xl7K7euSsssyZOTfD7Jl9ug8+9s5c9Jcn0bXP7iJE9s5U9q85va8tWDjF+SJEmjZVETRZPGMnk1MHFHtMuBY9qX2+fQDZT7+cU8tqTHS9d06Fzg9qp6b8+iy4Hj2/TxwGU95a9vdz87BHiwp4uapKXxQ+DQqno+cDBweKt/76G7QcQBwP3AiW39E4H7W/lZbT1JkiRpUSy461mSjwLrgGcm2QK8HViX5GC6rmebgTcCVNWtSS4BbqO7C9PJVfVwf6FLmoOXAscBtyS5qZW9DTgDuCTJicBdwNFt2ZXAkXQDzn8feMPyhivteqqqgB1tdo/2KOBQ4F+38o3AO+i6eK9v0wCXAn+UJG0/kiRJUl8WnCiqqtdNUXzuDOufDpy+0ONJmr+quhbINIsPm2L9Ak5e0qAkPU6S3YAbgAOAPwa+DjxQVROjmPfeBOKRQeerameSB4FnAN+etM9dbtD5qay085rPwPVTDai/ks51OivtPZMkadQsxV3PJEnSPLRWtgcn2Rv4BPC8RdjnLjfo/FRW2nnNZ+D6qQbUH/QNMhbDML5nSc4DXglsr6qfa2XvAH4T+FZb7W1VdWVb9la6bqIPA/++qv7XsgctSdICLeoYRZIkaeGq6gHgGuAlwN5JJrIAvQPLPzLofFv+NOC+ZQ5V2tWcDxw+RflZVXVwe0wkiQ4EjgF+tm3zJ63VoCRJK4KJIkmSBijJs1pLIpI8BXg5cDtdwug1bbXJg85PDEb/GuAzjk8kLa2q+izwnTmuvh64qKp+WFXfoBv370WzbCNJ0tCw65kkSYO1CtjYWhw8Abikqq5IchtwUZJ3A1/i0XEAzwU+nGQT3YXrMYMIWhIApyR5PfBFYENV3U83jth1Pev0jjH2GPMdS2yqcamGyVziG/T4UythDCxjlDRoJookSRqgqroZeMEU5XcyRSuEqvoB8NplCE3SzM4G3kV3l8J3AWcCvzGfHcx3LLEPXHjZ48alGiZTjZs12aDH0RrGMbAmM0ZJg2bXM0mSJGmequreqnq4qn4MfJBHE7uPjCPW9I4xJknS0DNRJEmSJM1TklU9s68GvtKmLweOSfKkJM8B1gCfX+74JElaqOFtuypJkiQNgSQfBdYBz0yyBXg7sC7JwXRdzzYDbwSoqluTXALcBuwETq6qhwcRtyRJC7HiE0W3bH2QE0775KDDkCRJ0oiqqtdNUXzuFGUT658OnL50EUmStHTseiZJkiRJkiTARJEkSZIkSZIaE0WSJEmSJEkCRmCMIkmSJIDVU4xZuOGgnXMey3DzGUctdkiSJEkrji2KJEmSJEmSBJgokiRJkiRJUtNXoijJeUm2J/lKT9k+Sa5Kckd7fnorT5L3J9mU5OYkL+w3eEmSJEmSJC2eflsUnQ8cPqnsNODqqloDXN3mAY4A1rTHScDZfR5bkiRJkiRJi6ivRFFVfRb4zqTi9cDGNr0ReFVP+QXVuQ7YO8mqfo4vSZIkSZKkxbMUdz0bq6ptbfoeYKxN7wvc3bPella2raeMJCfRtThibGyM8fHxmQ/2lO6OJsNqLvHNdo5LbceOHQOPYTbGKGlUJdkfuIDu87KAc6rqfUn2AS4GVgObgaOr6v4kAd4HHAl8Hzihqm4cROySJEkaPUuRKHpEVVWSmuc25wDnAKxdu7bWrVs34/ofuPAyzrxlSU+jLxsO2jl7fLd8r69j9Hs73/HxcWZ7nQfNGCWNsJ3Ahqq6MclewA1JrgJOoOvKfUaS0+i6cr+Fx3blfjFdV+4XDyRySZIkjZyluOvZvRNdytrz9la+Fdi/Z739WpkkSbusqto20SKoqh4CbqdrcWtXbmmIeBMXSdKuYima4lwOHA+c0Z4v6yk/JclFdL98PtjTRU2SpF1ektXAC4DrWeau3KPQfXaqrt7z6aI+DOc/n+70U53bMJxDv4b4b/F84I/ouopOmLiJiy3/JEkjo69EUZKPAuuAZybZArydLkF0SZITgbuAo9vqV9KNp7CJbkyFN/RzbEmSRkmSpwIfA95UVd/thiLqLEdX7lHoPnvCaZ98XNmcuoA3m49dt8gRzd9U5zCdqc5tGM6hX8P6t1hVn23J3F7r6b4LQ9fyb5wuUfRIyz/guiR7J1nlj6TS0kpyHvBKYHtV/Vwr26XG/Fs9j8+RCRsO2jmvzx+Nvr4SRVX1umkWHTbFugWc3M/xJEkaRUn2oEsSXVhVH2/F905cWNqVWxpafbX8k7TozseWf1LfhncUaM3ZQrLGvc4/fM9FikSSNF/tF81zgdur6r09i+zKLa0gC2n5591+l98Qd218hDEunC3/pMVhokiSpMF6KXAccEuSm1rZ27Art7QS9NXyb1e82++gu0cOa9fGXsa46JZ1zL9hT+hOZbFjXo4k4rAmK2ezUuIe3k8aLZtbtj7Yd5/UzWcctUjRaLHZV1sablV1LZBpFtuVWxputvyTVpDlGPNv2BO6U5nPeH5zsRwJ4RWWrHzESon7CYMOQNKSOx84fFLZRF/tNcDVbR4e21f7JLq+2pIk7fLaTVw+Bzw3yZbW2u8M4OVJ7gB+pc1D1/LvTrqWfx8EfnsAIUvq3Nta/OGYf9LcrKxUp6R5s6+2JEn98yYu0oplyz9pnkwUSbsm79IiSZKkkdJa/q0DnplkC/B2HPNPmjcTRdIubjnu0rJSBm2byVQD/M1n4L9+z38xBhicTwyj8J5NZVTPS5Ik2fJPWiwmiqRd07LepWWlDNo2k6kGfJ/PwH/9DurX74Dz841hFN6zqYzqeUmSJEmLxcGspV3TRF9teHxf7dencwj21ZYkSZKkXYotiqQRZ19tSZIkSdJcmSiSRpx9tTVh9Ty6r204aOfjurttPuOoxQ5JkiRJ0pCx65kkSZIkSZIAWxRJkpbJfFo0TcdWTZIkSdLSMlEkSZIkSZKGwlx+XJxqmIRe/rjYnyVLFCXZDDwEPAzsrKq1SfYBLgZWA5uBo6vq/qWKQZIkSZIkSXO31GMU/XJVHVxVa9v8acDVVbUGuLrNS5IkSZIkaQgs92DW64GNbXoj8KplPr4kSUMnyXlJtif5Sk/ZPkmuSnJHe356K0+S9yfZlOTmJC8cXOSSJEkaNUuZKCrg00luSHJSKxurqm1t+h5gbAmPL0nSSnE+cPiksula4R4BrGmPk4CzlylGSdNIsjnJLUluSvLFVjZlsleSpGG3lINZv6yqtib5SeCqJF/tXVhVlaQmb9SSSicBjI2NMT4+PuNBxp7SDWQ1rIY9PlicGGd7n/q1Y8eOJT9Gv1ZCjJKGU1V9NsnqScXrgXVteiMwDryllV9QVQVcl2TvJKt6foiRBqrfOxyef/ieixTJsvvlqvp2z/xEsveMJKe1+bcMJjRJkuZuyRJFVbW1PW9P8gngRcC9E19mk6wCtk+x3TnAOQBr166tdevWzXicD1x4GWfeMrw3b9tw0M6hjg8WJ8bNx65bnGCmMT4+zmx/C4O2EmKUtKJM1wp3X+DunvW2tLLHJIrm+8PLKCS7p/rRYz4/hgzD+c/nh5upzm2lncNURuFvsZku2StJI63fHww0eEuSwUiyJ/CEqnqoTf8q8PvA5cDxwBnt+bKlOL4kSaNkula4s2wzrx9eRiHZPdVtcufzY8hS/+gxFzPd6neyqc5tpZ3DVM4/fM+V+Lc4MeRCAX/W6p9DLkiSVqSlauoyBnwiycQxPlJVn0ryBeCSJCcCdwFHL9HxJY2Qfn+V2HzGUYsUibSspmuFuxXYv2e9/VqZpMFxyAXmFt+gW4uthBZrxihp0JYkUVRVdwLPn6L8PuCwpTimJEkjZrpWuJcDpyS5CHgx8KDjE0mD5ZALnTm14Lvle30do98ff1ZC60ljlDRoS3nXM0mSNAdJPgp8Dnhuki2t5e0ZwMuT3AH8SpsHuBK4E9gEfBD47QGELKlJsmeSvSam6YZc+AqPJnvBIRckSSvI8P4koRXFrkGStHBV9bppFj2uFW6729nJSxuRpHlwyAVJ0kgxUSRJkiQtkEMurCy3bH2w7wHX/YFT0qgzUaShMFuLpA0H7ZzxQ90PbGnX0G/rxfMP33ORIpEkDUK/nwMbDlqkQCRphJkokrTkFuPXO0mSJEnS0nMwa0mSJEmSJAG2KJIkSfTf8s8uwJIkSaPBFkWSJEmSJEkCTBRJkiRJkiSpMVEkSZIkSZIkwDGKNCL6vVUqOL6GJEmSJKn/68uVfm1pokiSJEmSJI2MxWhIsCszUSRJkiRJc7SrtzSQNPoco0iSJEmSJEmALYqkR/T769D5h++5SJFIkiRJklaq6a4tNxy0kxPmeN05yNaHy54oSnI48D5gN+BDVXXGcscgaWbWU2n4WU+l4Wc91VLwJi6Ly3oqPd6yJoqS7Ab8MfByYAvwhSSXV9VtyxmHpOlZT6XhZz2Vhp/1VNOZLdEznxYH6o/1VJracrcoehGwqaruBEhyEbAesCJKw8N6Kg0/66k0/KynGloOufAI66mG1iAHzk9V9XXweR0seQ1weFX92zZ/HPDiqjqlZ52TgJPa7HOBr82y22cC316CcBfLsMcHxrhYZovxp6rqWcsVzELtovV0oUb1vGB0z816Or1d9T1fyUb13Kyn0xv293zY4wNjXCzW0+mthPdvMmNePsMU97T1dOgGs66qc4Bz5rp+ki9W1dolDKkvwx4fGONiWQkxLpZRq6cLNarnBaN7bqN6XlOxnnZG9bxgdM9tVM9rKqNWT4c9PjDGxbISYlwso1ZPp2LMy2elxP2EZT7eVmD/nvn9Wpmk4WE9lYaf9VQaftZTafhZT6UpLHei6AvAmiTPSfJE4Bjg8mWOQdLMrKfS8LOeSsPPeioNP+upNIVl7XpWVTuTnAL8L7rbD55XVbf2uds5NwMckGGPD4xxsayEGGe1i9bThRrV84LRPbeROC/r6byM6nnB6J7bSJzXLlpPhz0+MMbFshJinNUuWk+nYszLZ0XEvayDWUuSJEmSJGl4LXfXM0mSJEmSJA0pE0WSJEmSJEkCVnCiKMnhSb6WZFOS0wYdD0CS85JsT/KVnrJ9klyV5I72/PQBx7h/kmuS3Jbk1iSnDlucSZ6c5PNJvtxifGcrf06S69t7fnEbcG5gkuyW5EtJrhjG+IbBMNbTxTBdPRoVk/+2R0WSvZNcmuSrSW5P8pJBxzRoU31ujYpRrafTfUaOilH9/9OvYfw89XvvosXo994RMYz1dC6SbE5yS5Kbknxx0PFMZSX8v5nKNHG/I8nW9nrflOTIQcY4nRWZKEqyG/DHwBHAgcDrkhw42KgAOB84fFLZacDVVbUGuLrND9JOYENVHQgcApzcXrthivOHwKFV9XzgYODwJIcA7wHOqqoDgPuBEwcYI8CpwO0988MW30ANcT1dDNPVo1Ex+W97VLwP+FRVPQ94PqN5jvN1Po//3BoVo1pPp/uMHBWj+v9nwYb48/R8/N67GPzeOwKGuJ7O1S9X1cFVtXbQgUzjfIb//81Uzmfq71lntdf74Kq6cpljmpMVmSgCXgRsqqo7q+pHwEXA+gHHRFV9FvjOpOL1wMY2vRF41bIGNUlVbauqG9v0Q3T/8PdliOKszo42u0d7FHAocGkrH2iMSfYDjgI+1ObDEMU3JIayni6GGerRijf5b3tUJHka8IvAuQBV9aOqemCwUQ3eNJ9bI2FU6+kMn5Er3qj+/1kEQ/l56vfexeH33pExlPV0VKyE/zdTWcnfs1Zqomhf4O6e+S0M75e/sara1qbvAcYGGUyvJKuBFwDXM2RxtuatNwHbgauArwMPVNXOtsqg3/M/BH4P+HGbfwbDFd8wWEn1dMEm1aNRMPlve1Q8B/gW8Oet6fyHkuw56KC0PEatnk7+jKyqkTgvRvf/T79W0ufpUH2f7OX33r74vXd2K6meTlbAp5PckOSkQQczD0NVj+fplCQ3t65pQ9dlDlZuomhFqqpiSH71S/JU4GPAm6rqu73LhiHOqnq4qg4G9qPL0D9vkPH0SvJKYHtV3TDoWDRYM9WjlWjE/7Z3B14InF1VLwC+x3A2UdYiG7V6Co//jEzyc4OOqV8j/v9nlzQM3ycn+L134aybu4SXVdUL6brNnZzkFwcd0HwNQz2eh7OBn6braroNOHOw4UxtpSaKtgL798zv18qG0b1JVgG05+0Djocke9B9WF5YVR9vxUMXJ0DrGnIN8BJg7yS7t0WDfM9fCvxaks10zUoPpRv7ZFjiGxYrqZ7O2zT1aKV73N92kr8YbEiLZguwpaflxaV0iSONsBGtp4/o+YwchXGmRvn/T79W0ufp0H2f9Htv3/zeOzcrqZ4+RlVtbc/bgU/QJStXgqGsx7OpqntbcvjHwAcZ0td7pSaKvgCsaaPtPxE4Brh8wDFN53Lg+DZ9PHDZAGOZ6FN8LnB7Vb23Z9HQxJnkWUn2btNPAV5O16f8GuA1bbWBxVhVb62q/apqNd3f3meq6thhiW+IrKR6Oi8z1KMVbZq/7X8z4LAWRVXdA9yd5Lmt6DDgtgGGpCU2qvV0ms/Irw42qv6N8v+fRbCSPk+H5vsk+L13Mfi9d85WUj19RJI9k+w1MQ38KrBS7oQ6NPV4PiaSW82rGdLXe/fZVxk+VbUzySnA/wJ2A86rqlsHHBZJPgqsA56ZZAvwduAM4JIkJwJ3AUcPLkKg+1XgOOCW1hca4G0MV5yrgI3t7gFPAC6pqiuS3AZclOTdwJdog9IOkbcw3PEtq2Gtp4tkyno0rHct0CN+B7iwfYG7E3jDgOMZuKk+t6pqVP53jWo9nfIzcsAxaQkN6+ep33sXjd97R8Cw1tM5GAM+0eVU2R34SFV9arAhPd4K+X/zONPEvS7JwXRd5TYDbxxYgDNI151PkiRJkiRJu7qV2vVMkiRJkiRJi8xEkSRJkiRJkgATRZIkSZIkSWpMFEmSJEmSJAkwUSRJkiRJkqTGRJF4FbujAAAgAElEQVQkSZIkSZIAE0WSJEmSJElqTBRJkiRJkiQJMFEkSZIkSZKkxkSRJEmSJEmSABNFkiRJkiRJakwUDUCSY5N8etBx7EqS/GmS/zToODR6kvxCkq/NsHx1kkqy+3LGJUmSJEkLMbKJoiR/keTPJ5X9UpL7kqxahuO/LMnfJXkwyXeS/G2Snweoqgur6leX+PjvSPIXi7zPSnJAz/y6JD9OsiPJQ0m+luQNi3nMhUhyQpJre8uq6req6l2DiknzM8j6m+StSf7npLI7pik7pqr+pqqe21O+OcmvzPOYP5PkL5N8u/3PuDnJm5Ps1t/ZPOYY460OP39S+Sda+brFOpYkSZKklWtkE0XAqcARSV4OkOTJwAeBDVW1rd+dz9Q6IMlPAFcAHwD2AfYF3gn8sN/jDqFvVtVTgZ8A3gJ8MMmBk1eyNYXmaWD1F/gs8C8nkjQtMbUH8IJJZQe0dfuN5aeB64G7gYOq6mnAa4G1wF4L2N/uk+aTZOJ//f8PvL5n2TOAlwDfWlj0g+H/E0mSJGnpjGyiqKruA34HOCfJnsDbga8DX20tfR5I8uXeX9GTvCHJ7a11zJ1J3tizbF2SLUnekuQe4M+TPDPJFW1f30nyN+2C7GdaDB+tqoer6u+r6tNVdXPb12NavLRf83+rtVB4IMkfJ0nP8t/sieu2JC9s5c9O8rEk30ryjST/fi6vTZLTkny9Z3+v7ll2QJK/bq0avp3k4lY+cUH85daC6Ncnvd5VVf8duB84sJ3j3yY5K8l9wDuSPC3JBS3eu5L8x4kL2EnrP9Be/3/Zyu9Osj3J8T1xTrmvJP8M+FPgJS3OB9r65yd596TXdFN73y5P8uy5vh9aegOuv1+gSwwd3Db/BeAa4GuTyr5eVd+c2Hc7zoeBfwL8j/b393s9p3Vskv/d6tX/21P+TuDvqurNE0mwqvpaVf3rqnqgd/895/NIq6V0rQcvTdcK67vACelaD52e5G+B7wP/tG16IfDrebSl0uuATwA/6tn3i5J8rr0u25L8UZIn9iyftn4k+ekkn0nX8uvbSS5MsnfPti9M8qX2Hv1lkosn1ctXJrmp7ffvkvzzSef8liQ3A9+LySJJkiRpSYxsogigqv4SuBH4KHAS8FvAJ4F307X0+V3gY0me1TbZDrySrnXMG4Cz0pIyzT9u2/1U298GYAvwLGAMeBtQdL/aP5xkY5Ijkjx9DuG+Evh54J8DRwOvAEjyWuAddK0AfgL4NeC+dkH7P4Av07VYOgx4U5JXzOFYX6e70H0a3UXqX+TR7jzvAj4NPB3Yj65VFFX1i23586vqqVV1ce8OW5Lm1cDewC2t+MXAne21Ob3t62l0F62/1M6pt6vai4GbgWcAHwEuaq/JAcC/Af4oyVPbulPuq6pup3ufP9fi3JtJkhwK/Ge613kVcFc7Vq8p3w8tn0HV36r6EV0Ln4m/+V8E/ga4dlLZ41oTVdVxwP8G/lX7+/svPYtfBjyXrq7+fy2pCfArwKXzeW2msL7tY2+6ZBDAce0896L7Gwf4JnAbMNH19fXABZP29TDwH4Bn0rU2Ogz47UnrTFc/Qle3ng38M2B/uv9ftGTTJ4Dz6d6HjwK9SeoXAOcBb6T7H/BnwOVJntRz3NcBRwF7V9XOmV8SSZIkSQsx0omi5reBQ4HfB44BrqyqK6vqx1V1FfBF4EiAqvpkVX29tY75a7qEyS/07OvHwNur6odV9ffAP9AlGn6qqv6hjVVSVfVduovCousu863WamVshjjPqKoHqup/07VemGi58G+B/1JVX2j73lRVd9FdpD2rqn6/qn5UVXe2Yx0z2wtSVX9ZVd9sr8HFwB3Ai9rif6C7kH52Vf2gqq6ddkedZ7dWO9+ma/VxXFVNDOz7zar6QLug+1GL7a1V9VBVbQbOpLuYnfCNqvrzqnoYuJjuIvP32+v96baPA1priNn2NZNjgfOq6saq+iHwVroWSKt71pnu/dDyWvb629b9ax5NCv0CXaLobyaV/fU8z+WdrXXhl+kSvBNjBT0D6Lc73eeq6r+31+XvW9n5VXVrVe2sqn/oWfcC4PVJnkeXcPlc746q6oaquq5tt5kuYfNLk443Zf1o/5+uaq/xt4D39mx7CLA78P72en8c+HzPPk8C/qyqrm8tMTfSddc9pGed91fV3T3nKEmSJGmRjXyiqKrupUti3EqXAHlt69bwQEtwvIzuYpHW+ue61g3lAboL0Gf27O5bVfWDnvn/CmwCPt26upzWc9zbq+qEqtoP+Dm6X9j/cIZQ7+mZ/j4w0XJmf7oWQJP9FC1J03Mub6NrGTGjJK/v6d7xQItv4jx/j65VwOeT3JrkN2bZ3Terau+q2qeqDq6q3pY5d/dMP5OuO89dPWV30bWGmnBvz/TfwyPvX2/ZU+e4r5k8u3fbqtoB3Ddp++neDy2jQdVfutZCL0uyD11C9g7g7+jGLtqHrs7Md3yi6f6m7ps4hz7cPccygI/TJd9OAT48eWG6gbWvSHJP68r2Bzz2dYRpziXJWJKLkmxt2/5Fz7bPBrb2JOMmx/hTwIZJ7+/+bbvZzkmSJEnSIhn5RNEkdwMfbomNiceeVXVG697wMeC/AWPVdVm6ki5pMqH3AofWmmVDVf1Tui5hb05y2OSDVtVX6bpb/NwCY/7pacq/Melc9qqqI2faWZKfomt5dArwjHaeX6GdZ1XdU1W/WVXPpusC8ifpudPZPPW+Xt/m0dZKE/4JsHUB+51tX/W4LR7rm73bphsD5xkLjEXLZznr7+foujb+JvC3bf3v0v3t/CZdgvQb08Q529/fZH8F/N8zLP8e8I8mZlqLumdNWmeqY04ZR1V9H/ifwL9jikQRcDbwVWBNVf0EXQJ6rmN0/UE77kFt23/Ts+02YN+J8Yya/Xum7wZOn/T+/qOq+uhs5yRJkiRp8exqiaK/AP5Vklck2S3Jk9tAsfsBTwSeRHf3n51JjuDRcTym1AZePaBd+DxIN7bHj5M8L8mGtl+S7E83tsZ1C4j5Q8DvJvkX6RzQkj2fBx5qg7s+pZ3PzyX5+Z5tn9DOceLxJGBPuoutb7XY3kBPAivJayfiphuYuui67EDX4uefsgCtO9klwOlJ9mrn8Ga692Sx93UvsF96BuCd5KPAG5Ic3F6TPwCub91sNLyWpf4CtK5NX6T7u/qbns2ubWUztSaabz15O11Lpf+a5B+32A5INzj13nRjnj05yVFJ9gD+YzvXfrwN+KVp/ub3Ar4L7Gjd0/7dPPa7F7ADeDDJvsD/07Psc3Sv8SlJdk+ynke7vEKXwP6tJC9u/+v2bOc87zu/SZIkSVq4XSpRVFV30w36+ja6C8q76S5knlBVDwH/ni4BcT/wr4HLZ9nlGrrWADvoLoL+pKquAR6iG5j5+iTfo0sQfYVu8Nz5xvyXdANBf6Tt978D+7RkySvpxgb5Bl0rmw/RtYKY8Dq67loTj69X1W104/l8ju6C9iBai4nm51vcO9r5n1rd+EfQDUq7sXULOXq+50J3F6vv0Q1wfW07p/MWsJ/Z9vUZuq5K9yT59uQNq+qvgP9E1wJlG12LrVnHdtJgLWP9nfDXwE/S/X1N+JtWNlOi6D8D/7HVk9+dw3l9nW7Q6NXArUkepPvb/CLwUFU9SDdW04foWr19j24Q7gWrboyy6cYf+1261+8huuTNxdOsN5V3Ai+kS7x9kq6b28QxfwT8X8CJwAN0rY2uoBuHiKr6Il1rrT+iew83ASfM49iSJEmSFkEeO1yEJEnLI8n1wJ9W1Z8POhZJkiRJnV2qRZEkaXCS/FKSf9y6nh0P/HPgU4OOS5IkSdKjdh90AJKkXcZz6boH7knXbfQ1VbVtsCFJkiRJ6mXXM0mSJEmSJAF2PZMkSZIkSVJjokiSJEmSJEnAkI9R9MxnPrNWr1494zrf+9732HPPPZcnoGU0qucFo3tus53XDTfc8O2qetYyhrQsdoV6avyDtZzxj2o9lSRJkuZqqBNFq1ev5otf/OKM64yPj7Nu3brlCWgZjep5weie22znleSu5Ytm+ewK9dT4B2s54x/VeipJkiTNlV3PJEmSJEmSBJgokiRJkiRJUmOiSJIkSZIkSYCJIkmSJEmSJDUmiiRJkiRJkgQM+V3P5uKWrQ9ywmmfXPD2m884ahGjkbQUVvdRx8F6LkmSJElzZYsiSZIkSZIkASaKJEmSJEmS1JgokiRJkiRJEmCiSJIkSZIkSY2JIkmSJEmSJAEmiiRJkiRJktSYKJJGWJInJ/l8ki8nuTXJO1v5c5Jcn2RTkouTPLGVP6nNb2rLVw8yfkmSJEnS8jJRJI22HwKHVtXzgYOBw5McArwHOKuqDgDuB05s658I3N/Kz2rrSZIkSZJ2EX0lipLsneTSJF9NcnuSlyTZJ8lVSe5oz09v6ybJ+1tLhZuTvHBxTkHSdKqzo83u0R4FHApc2so3Aq9q0+vbPG35YUmyTOFKkiRJkgZs9z63fx/wqap6Teu68o+AtwFXV9UZSU4DTgPeAhwBrGmPFwNnt2dJSyjJbsANwAHAHwNfBx6oqp1tlS3Avm16X+BugKrameRB4BnAtyft8yTgJICxsTHGx8dnjGHHjh2zrjOTDQftnH2lGfRzbOg//kEzfkmSJElzteBEUZKnAb8InABQVT8CfpRkPbCurbYRGKdLFK0HLqiqAq5rrZFWVdW2BUcvaVZV9TBwcJK9gU8Az1uEfZ4DnAOwdu3aWrdu3Yzrj4+PM9s6MznhtE8ueFuAzccu/NjQf/yDZvySJEmS5qqfFkXPAb4F/HmS59O1WDgVGOtJ/twDjLXpR1oqNBOtGB6TKJpvS4Wxp/TX2mBYf6Ue5V/QR/Xchv28quqBJNcALwH2TrJ7a1W0H7C1rbYV2B/YkmR34GnAfQMJWJIkSZK07PpJFO0OvBD4naq6Psn76LqZPaKqKknNZ6fzbanwgQsv48xbFn4a/bY0WCqj/Av6qJ7bMJ5XkmcB/9CSRE8BXk43QPU1wGuAi4DjgcvaJpe3+c+15Z9prQAlSZIkSbuAfgaz3gJsqarr2/yldImje5OsAmjP29vyiZYKE3pbMUhaGquAa5LcDHwBuKqqrqDrDvrmJJvoxiA6t61/LvCMVv5mJiV/JUmSJEmjbcFNcarqniR3J3luVX0NOAy4rT2OB87g8S0VTklyEd0g1g86PpG0tKrqZuAFU5TfCbxoivIfAK9dhtAkSZIkSUOo37ue/Q5wYbvj2Z3AG+haKV2S5ETgLuDotu6VwJHAJuD7bV1JkiRJkiQNib4SRVV1E7B2ikWHTbFuASf3czxJkiRJkiQtnX7GKJIkSZIkSdIIMVEkSZIkSZIkwESRJEmSJEmSGhNFkiRJkiRJAkwUSZIkSZIkqTFRJEmSJEmSJMBEkSRJkiRJkhoTRZIkSZIkSQJMFEmSJEmSJKkxUSRJkiRJkiTARJE00pLsn+SaJLcluTXJqa38HUm2JrmpPY7s2eatSTYl+VqSVwwuekmSJEnSctu9n42TbAYeAh4GdlbV2iT7ABcDq4HNwNFVdX+SAO8DjgS+D5xQVTf2c3xJs9oJbKiqG5PsBdyQ5Kq27Kyq+m+9Kyc5EDgG+Fng2cBfJfmZqnp4WaOWJEmSJA3EYrQo+uWqOriq1rb504Crq2oNcHWbBzgCWNMeJwFnL8KxJc2gqrZNJGSr6iHgdmDfGTZZD1xUVT+sqm8Am4AXLX2kkiRJkqRhsBRdz9YDG9v0RuBVPeUXVOc6YO8kq5bg+JKmkGQ18ALg+lZ0SpKbk5yX5OmtbF/g7p7NtjBzYkmSJEmSNEL66noGFPDpJAX8WVWdA4xV1ba2/B5grE1PdwG6DUlLKslTgY8Bb6qq7yY5G3gXXR1+F3Am8Bvz2N9JdC0DGRsbY3x8fMb1t3/nQT5w4WULCx7YcNCCNwWYNb7Z7Nixo+99DJLxS5IkSZqrfhNFL6uqrUl+ErgqyVd7F1ZVtSTSnM33AnTsKbDhoJ3zi7rHsF58jPKF0aie27CeV5I96JJEF1bVxwGq6t6e5R8ErmizW4H9ezbfr5U9RksKnwOwdu3aWrdu3YwxfODCyzjzln7/3Szc5mPX9bX9+Pg4s53jMDN+SZIkSXPV15VbVW1tz9uTfIJuLJN7k6yqqm2ta9n2tvpQXoD2ewG5VEb5wmhUz20Yz6sNIn8ucHtVvbenfFVPy79XA19p05cDH0nyXrrBrNcAn1/GkCVJkiRJA7TgMYqS7NnuokSSPYFfpbvYvBw4vq12PDDR3+Ry4PXpHAI82HOhKmlpvBQ4Djg0yU3tcSTwX5LckuRm4JeB/wBQVbcClwC3AZ8CTvaOZ5IkSZK06+inRdEY8ImuwQK7Ax+pqk8l+QJwSZITgbuAo9v6VwJH0t1F6fvAG/o4tqQ5qKprgUyx6MoZtjkdOH3JgpIkSZIkDa0FJ4qq6k7g+VOU3wccNkV5AScv9HiSJEmSJElaWgvueiZJkiRJkqTRYqJIkiRJkiRJgIkiSZIkSZIkNf0MZi1JmqPVp32yr+03n3HUIkUiSZIkSdOzRZEkSZIkSZIAE0WSJEmSJElqTBRJkiRJkiQJMFEkSZIkSZKkxkSRJEmSJEmSABNFkiRJkiRJakwUSZIkSZIkCTBRJI20JPsnuSbJbUluTXJqK98nyVVJ7mjPT2/lSfL+JJuS3JzkhYM9A0mSJEnScuo7UZRktyRfSnJFm39OkuvbhebFSZ7Yyp/U5je15av7PbakWe0ENlTVgcAhwMlJDgROA66uqjXA1W0e4AhgTXucBJy9/CFLkiRJkgZlMVoUnQrc3jP/HuCsqjoAuB84sZWfCNzfys9q60laQlW1rapubNMP0dXVfYH1wMa22kbgVW16PXBBda4D9k6yapnDliRJkiQNSF+JoiT7AUcBH2rzAQ4FLm2rTL4AnbgwvRQ4rK0vaRm0VnwvAK4HxqpqW1t0DzDWpvcF7u7ZbEsrkyRJkiTtAnbvc/s/BH4P2KvNPwN4oKp2tvnei8xHLkCrameSB9v63+4zBkmzSPJU4GPAm6rqu7052qqqJDXP/Z1E1zWNsbExxsfHZ1x/7Cmw4aCdM66zlGaLbzY7duzoex/9nn8/x1+M+AdppccvSZIkrSQLThQleSWwvapuSLJusQJa7gvQYb34GOULo1E9t2E9ryR70CWJLqyqj7fie5OsqqptrWvZ9la+Fdi/Z/P9WtljVNU5wDkAa9eurXXr1s0YwwcuvIwzb+k3L71wm49d19f24+PjzHaOsznhtE/2tX0/57AY8Q/SSo9fkiRJWkn6uXJ7KfBrSY4Engz8BPA+ujFNdm+tinovMicuQLck2R14GnDf5J0u9wVovxeQS2WUL4xG9dyG8bxa985zgdur6r09iy4HjgfOaM+X9ZSfkuQi4MXAgz1d1CRJkiRJI27BYxRV1Vurar+qWg0cA3ymqo4FrgFe01abfAF6fJt+TVt/Xt1dJM3bS4HjgEOT3NQeR9IliF6e5A7gV9o8wJXAncAm4IPAbw8gZkmSJEnSgCxFX5C3ABcleTfwJbrWDLTnDyfZBHyHLrkkaQlV1bXAdIPGHzbF+gWcvKRBSZIkSZKG1qIkiqpqHBhv03cCL5pinR8Ar12M40mSJEmSJGnxLbjrmSRJkiRJkkaLiSJJkiRJkiQBJookSZIkSZLUmCiSJEmSJEkSYKJIkiRJkiRJjYkiSZIkSZIkASaKJEmSJEmS1JgokiRJkiRJEmCiSJIkSZIkSY2JIkmSJEmSJAEmiiRJkiRJktSYKJIkSZIkSRLQR6IoyZOTfD7Jl5PcmuSdrfw5Sa5PsinJxUme2Mqf1OY3teWrF+cUJE0nyXlJtif5Sk/ZO5JsTXJTexzZs+ytrY5+LckrBhO1JEmSJGlQ+mlR9EPg0Kp6PnAwcHiSQ4D3AGdV1QHA/cCJbf0Tgftb+VltPUlL63zg8CnKz6qqg9vjSoAkBwLHAD/btvmTJLstW6SSJEmSpIFbcKKoOjva7B7tUcChwKWtfCPwqja9vs3Tlh+WJAs9vqTZVdVnge/McfX1wEVV9cOq+gawCXjRkgUnSZIkSRo6u/ezcWttcANwAPDHwNeBB6pqZ1tlC7Bvm94XuBug/k979x/qV33fcfz5qlkhuDJ1bpeQhCkjMITQVC7iWBlXSkt0f8TCJorM2ArpH5FtkH/C/nHQFdI/srFKkaUzJB1WCWwhoUpbybzI/rDTbWKirhgkYkJMaN3cQhnjdu/9cU/cN8n9Eb/ne7/fe859PuDyPedzfr0/+d73hc8753NO1VySj4BfBX7aJgZJQ3k8ySPAa8Ceqvp35nP0lYF9BvP3Ckl2AbsApqammJ2dXfJiU+thz9a5JfdZScvFt5xLly61Pkfb/re5/ijin6Suxy9JkiR1SatCUVX9AtiW5CbgKPBbbQMa9wB0tQ4++jww6mvfOtSvp4CvM38H4NeB/cBXP8kJquoAcABgenq6ZmZmltz/yWeOsf9kqz83rZx5eKbV8bOzsyzXx+U8uvf5Vse36cMo4p+krscvSZIkdclIRm5V9R9JXgJ+G7gpybrmrqJNwLlmt3PAZuBsknXArwA/W+BcYx2Ath1ArpQ+D4z62reu9KuqLlxeTvId4PvN6uUcvWwwfyVJkiRJa0Cbt579WnMnEUnWA18E3gZeAn6/2W0ncKxZPt6s02z/h6qqYa8vaThJNgysfhm4/Ea048CDzRsKbwe2AP807vgkSZIkSZPT5o6iDcDh5jlFnwKOVNX3k7wFPJfkz4F/BZ5u9n8a+Nskp5l/uO6DLa4t6TokeRaYAW5NchZ4AphJso35qWdngK8BVNWbSY4AbwFzwO5meqkkSZIkaY0YulBUVW8An1ug/V0WeFNSVf038AfDXk/SJ1dVDy3Q/PQCbZf3/wbwjZWLSJIkSZK0mg099UySJEmSJEn9YqFIkiRJkiRJgIUiSZIkSZIkNSwUSZIkSZIkCbBQJEmSJEmSpIaFIkmSJEmSJAEWiiRJkiRJktSwUCRJkiRJkiTAQpEkSZIkSZIaFookSZIkSZIEWCiSJEmSJElSw0KRJEmSJEmSgBaFoiSbk7yU5K0kbyb546b9liQvJnmn+by5aU+SbyU5neSNJHeOqhOSFpfkYJKLSU4NtJmnkiRJkqRrtLmjaA7YU1V3AHcDu5PcAewFTlTVFuBEsw5wL7Cl+dkFPNXi2pKu3yFg+1Vt5qkkSZIk6RpDF4qq6nxV/Uuz/F/A28BGYAdwuNntMHB/s7wD+G7NewW4KcmGoSOXdF2q6mXgw6uazVNJkiRJ0jXWjeIkSW4DPgf8GJiqqvPNpg+AqWZ5I/D+wGFnm7bzSBq3VnmaZBfzdxwxNTXF7Ozs0hdbD3u2zrWPekjLxbecS5cutT5H2/63uf4o4p+krscvSZIkdUnrQlGSXwb+DviTqvrPJB9vq6pKUp/wfGMdgK7WwUefB0Z97VtX+zVMnlbVAeAAwPT0dM3MzCy5/5PPHGP/yZHUpYdy5uGZVsfPzs6yXB+X8+je51sd36YPo4h/kroevyRJktQlrUZuSX6J+SLRM1X1903zhSQbqup8M2XlYtN+Dtg8cPimpu0K4x6Ath1ArpQ+D4z62reO9atVnkqSJEmS+qnNW88CPA28XVV/MbDpOLCzWd4JHBtof6R5q9LdwEcDU18kjZd5KkmSJEm6Rps7in4H+EPgZJLXm7Y/BfYBR5I8BrwHPNBsewG4DzgN/Bz4SotrS7pOSZ4FZoBbk5wFnmCN5eltLad97dk6x8xoQpEkSZKkVW3oQlFV/SOQRTZ/YYH9C9g97PUkDaeqHlpkk3kqSZIkSbrC0FPPJEmSJEmS1C8WiiRJkiRJkgRYKJIkSZIkSVLDQpEkSZIkSZIAC0WSJEmSJElqWCiSJEmSJEkSYKFIkiRJkiRJDQtFkiRJkiRJAiwUSZIkSZIkqWGhSJIkSZIkSQCsm3QAkqTl3bb3+aGP3bN1jkf3Ps+Zfb83wogkSZIk9ZF3FEmSJEmSJAloWShKcjDJxSSnBtpuSfJikneaz5ub9iT5VpLTSd5Icmfb4CW1k+RMkpNJXk/yWtO2YA5LkiRJkvqv7R1Fh4DtV7XtBU5U1RbgRLMOcC+wpfnZBTzV8tqSRuOeqtpWVdPN+mI5LEmSJEnquVaFoqp6GfjwquYdwOFm+TBw/0D7d2veK8BNSTa0ub6kFbFYDkuSJEmSem4lHmY9VVXnm+UPgKlmeSPw/sB+Z5u280xQmwfEAj4cVl1XwI+SFPDXVXWAxXNYkiRJktRzK/rWs6qqZgB63ZLsYn5qGlNTU8zOzi65/9T6+Tf6TMpy8Q3r0qVLK3buSetr3zrar89X1bkkvw68mOTfBjculsNdy9O2pta3z/VJ9v/yv38Hfz+BzuaWJEmS1EkrUSi6kGRDVZ1vppZdbNrPAZsH9tvUtF2huaPhAMD09HTNzMwsebEnnznG/pMrWu9a0pmHZ1bkvLOzsyzX967qa9+62K+qOtd8XkxyFLiLxXN48LhO5Wlbe7bO8UDL7/bRlncvtrFn6xz7T65bsb9XK62LuSVJkiR1VduHWS/kOLCzWd4JHBtof6R5+9ndwEcD01skjVmSG5N85vIy8CXgFIvnsCRJkiSp51r9F3+SZ4EZ4NYkZ4EngH3AkSSPAe8BDzS7vwDcB5wGfg58pc21V4u2zzgCn3OkiZkCjiaB+b8F36uqHyR5lYVzWJIkSZLUc60KRVX10CKbvrDAvgXsbnM9SaNTVe8Cn12g/WcskMOSJEmSpP7r7kND9DHf3CZJkiRJkkZhJZ5RJEmSJEmSpA6yUCRJkiRJkiTAQpEkSZIkSZIaFookSZIkSZIEWCiSJEmSJElSw7eeSZKui29YlCRJkvrPQpEkXYe2RRJJkiRJ6gKnnkmSJEmSJAnwjiJJWjO8K0qSJEnScrnFMlQAAAQ9SURBVCwUrQILDd72bJ3jUQd1kiRJkiRpjCwUaVXwIbmSJEmSJE3e2AtFSbYDfwXcAPxNVe0bdwwavU9S6Fmtd0u1LVYd2n7jiCKZPPNUkiRJktamsRaKktwAfBv4InAWeDXJ8ap6a5xxqH989sromKdaKcPm6SiLy959KEmSJC1t3HcU3QWcrqp3AZI8B+wAHIBOkEUWXcU8lSRJkqQ16lNjvt5G4P2B9bNNm6TVwzyVJEmSpDVq1T3MOskuYFezeinJT5Y55Fbgpysb1fj9UU/7Bf3t2z3fXLZfvzGuWFbaWsvTrv/OGv//yzeX3aU3eSpJkiQNY9yFonPA5oH1TU3bx6rqAHDgek+Y5LWqmh5NeKtHX/sF/e1bj/plnl7F+Cer6/FLkiRJXTLuqWevAluS3J7k08CDwPExxyBpaeapJEmSJK1RY72jqKrmkjwO/JD5124frKo3xxmDpKWZp5IkSZK0do39GUVV9QLwwghPed3TXzqmr/2C/vatN/0yT69h/JPV9fglSZKkzkhVTToGSZIkSZIkrQLjfkaRJEmSJEmSVqnOFoqSbE/ykySnk+yddDyjlORMkpNJXk/y2qTjGVaSg0kuJjk10HZLkheTvNN83jzJGIe1SN/+LMm55nt7Pcl9k4xxNeh6nnYxF7ued+aWJEmSNFmdLBQluQH4NnAvcAfwUJI7JhvVyN1TVds6/kroQ8D2q9r2AieqagtwolnvokNc2zeAv2y+t23Nc37WrB7laddy8RDdzrtDmFuSJEnSxHSyUATcBZyuqner6n+A54AdE45JV6mql4EPr2reARxulg8D9481qBFZpG+6knk6AV3PO3NLkiRJmqyuFoo2Au8PrJ9t2vqigB8l+eckuyYdzIhNVdX5ZvkDYGqSwayAx5O80UyfWbXTe8akD3nal1zsQ96ZW5IkSdIYdLVQ1Hefr6o7mZ+yszvJ7046oJVQ86/c69Nr954CfhPYBpwH9k82HI1A73Kxo3lnbkmSJElj0tVC0Tlg88D6pqatF6rqXPN5ETjK/BSevriQZANA83lxwvGMTFVdqKpfVNX/At+hX9/bMDqfpz3KxU7nnbklSZIkjU9XC0WvAluS3J7k08CDwPEJxzQSSW5M8pnLy8CXgFNLH9Upx4GdzfJO4NgEYxmpywPxxpfp1/c2jE7nac9ysdN5Z25JkiRJ47Nu0gEMo6rmkjwO/BC4AThYVW9OOKxRmQKOJoH57+d7VfWDyYY0nCTPAjPArUnOAk8A+4AjSR4D3gMemFyEw1ukbzNJtjE/recM8LWJBbgK9CBPO5mLXc87c0uSJEmarMw/rkKSJEmSJElrXVennkmSJEmSJGnELBRJkiRJkiQJsFAkSZIkSZKkhoUiSZIkSZIkARaKJEmSJEmS1LBQJEmSJEmSJMBCkSRJkiRJkhoWiiRJkiRJkgTA/wGvm5ALAGJ1PAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1440x1440 with 30 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZjwxBMruGhyk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "8955486a-70db-4b66-f246-62df8e69eb7b"
      },
      "source": [
        "sns.regplot(x = movies[\"imdb_rating\"], \n",
        "            y = movies[\"audience_score\"], ci = 95)"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f574e6fcac8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BzEvWn6CMhv2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 298
        },
        "outputId": "7e8d7e67-dde1-40c4-c71d-a944c5570c56"
      },
      "source": [
        "sns.regplot(x = movies[\"imdb_rating\"], \n",
        "            y = movies[\"audience_score\"], \n",
        "            marker=\"+\", fit_reg=False, scatter_kws={\"color\":\"red\", \"alpha\":0.3, \"s\":200})"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f574e4af860>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eAtTsTR8NK0_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "outputId": "b1bacc45-1df6-4104-e009-25c4a9477b75"
      },
      "source": [
        "# library & dataset\n",
        "import seaborn as sns\n",
        "df = sns.load_dataset('iris')\n",
        " \n",
        "# Use the 'hue' argument to provide a factor variable\n",
        "sns.lmplot(x=\"petal_length\", y=\"petal_width\", data=df, fit_reg=False, hue='species', legend=False)\n",
        " \n",
        "# Move the legend to an empty part of the plot\n",
        "plt.legend(loc='lower right')"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f574e3f7e10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zeYGObjpN4kB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "outputId": "ce7f7c07-f867-4d2c-b126-1ea8f33ba02e"
      },
      "source": [
        "df = sns.load_dataset('iris')\n",
        "p1=sns.kdeplot(df['sepal_width'], shade=True, color=\"r\")\n",
        "p1=sns.kdeplot(df['sepal_length'], shade=True, color=\"b\")\n",
        "p1=sns.kdeplot(df['petal_width'], shade=True, color=\"g\")\n",
        "p1=sns.kdeplot(df['petal_length'], shade=True, color=\"y\")"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lRdwvQzfOQey",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "d3851822-7718-4c4d-9879-b6e54a183082"
      },
      "source": [
        "sns.violinplot(x=df[\"species\"], y=df[\"sepal_length\"])"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f574e41db00>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_-RtCg4EPJaH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "ef871dc2-5761-495a-efaa-42fe017fe0d6"
      },
      "source": [
        "my_pal = {\"versicolor\": \"green\", \"setosa\": \"blue\", \"virginica\":\"m\"}\n",
        "\n",
        "sns.violinplot(x=df[\"species\"], y=df[\"sepal_length\"] , palette=my_pal)"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f574e333780>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HJgsPb6DP4iy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}