Education_in_India.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Education in India.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyOsVqOioPI+UFoGQKYCu//6",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/DataMinati/Super-Notebooks-1K/blob/main/Education_in_India.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g52ix6ksILDT"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "id": "s5BPmkqOI80R",
        "outputId": "b87302d3-deb1-4f6a-eb70-92726af011f3"
      },
      "source": [
        "url = 'https://raw.githubusercontent.com/MainakRepositor/Datasets-/master/education_data_india.csv'\n",
        "data = pd.read_csv(url,error_bad_lines=False)\n",
        "data.head()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>AC_YEAR</th>\n",
              "      <th>STATCD</th>\n",
              "      <th>DISTCD</th>\n",
              "      <th>STATNAME</th>\n",
              "      <th>DISTNAME</th>\n",
              "      <th>DISTRICTS</th>\n",
              "      <th>BLOCKS</th>\n",
              "      <th>VILLAGES</th>\n",
              "      <th>CLUSTERS</th>\n",
              "      <th>TOTPOPULAT</th>\n",
              "      <th>P_URB_POP</th>\n",
              "      <th>POPULATION_0_6</th>\n",
              "      <th>GROWTHRATE</th>\n",
              "      <th>SEXRATIO</th>\n",
              "      <th>P_SC_POP</th>\n",
              "      <th>P_ST_POP</th>\n",
              "      <th>OVERALL_LI</th>\n",
              "      <th>FEMALE_LIT</th>\n",
              "      <th>MALE_LIT</th>\n",
              "      <th>AREA_SQKM</th>\n",
              "      <th>TOT_6_10_15</th>\n",
              "      <th>TOT_11_13_15</th>\n",
              "      <th>SCH1</th>\n",
              "      <th>SCH2</th>\n",
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              "      <th>SCH1G</th>\n",
              "      <th>SCH2G</th>\n",
              "      <th>SCH3G</th>\n",
              "      <th>SCH4G</th>\n",
              "      <th>SCH5G</th>\n",
              "      <th>SCH6G</th>\n",
              "      <th>SCH7G</th>\n",
              "      <th>SCH9G</th>\n",
              "      <th>SCHTOTG</th>\n",
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              "      <th>ENRE52</th>\n",
              "      <th>ENRE53</th>\n",
              "      <th>ENRE54</th>\n",
              "      <th>ENRE55</th>\n",
              "      <th>ENRE56</th>\n",
              "      <th>ENRE57</th>\n",
              "      <th>TCH_5556M</th>\n",
              "      <th>TCH_5556F</th>\n",
              "      <th>TCH_5556T</th>\n",
              "      <th>TCH_5758M</th>\n",
              "      <th>TCH_5758F</th>\n",
              "      <th>TCH_5758T</th>\n",
              "      <th>TCH_5960M</th>\n",
              "      <th>TCH_5960F</th>\n",
              "      <th>TCH_5960T</th>\n",
              "      <th>PPTR30</th>\n",
              "      <th>UPTR35</th>\n",
              "      <th>PSCR30</th>\n",
              "      <th>USCR35</th>\n",
              "      <th>NOTCH_ASS</th>\n",
              "      <th>TCHINV</th>\n",
              "      <th>PTXT_ALL</th>\n",
              "      <th>PTXT_SC</th>\n",
              "      <th>PTXT_ST</th>\n",
              "      <th>PUNI_ALL</th>\n",
              "      <th>PUNI_SC</th>\n",
              "      <th>PUNI_ST</th>\n",
              "      <th>UTXT_ALL</th>\n",
              "      <th>UTXT_SC</th>\n",
              "      <th>UTXT_ST</th>\n",
              "      <th>UUNI_ALL</th>\n",
              "      <th>UUNI_SC</th>\n",
              "      <th>UUNI_ST</th>\n",
              "      <th>TOTCLS1G</th>\n",
              "      <th>TOTCLS2G</th>\n",
              "      <th>TOTCLS3G</th>\n",
              "      <th>TOTCLS4G</th>\n",
              "      <th>TOTCLS5G</th>\n",
              "      <th>TOTCLS6G</th>\n",
              "      <th>TOTCLS7G</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>101</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>KUPWARA</td>\n",
              "      <td>1</td>\n",
              "      <td>13</td>\n",
              "      <td>391</td>\n",
              "      <td>104</td>\n",
              "      <td>875564.0</td>\n",
              "      <td>11.33</td>\n",
              "      <td>197001.90</td>\n",
              "      <td>34.62</td>\n",
              "      <td>843.0</td>\n",
              "      <td>0.12</td>\n",
              "      <td>8.08</td>\n",
              "      <td>66.92</td>\n",
              "      <td>54.79</td>\n",
              "      <td>77.10</td>\n",
              "      <td>2379.0</td>\n",
              "      <td>135672.0</td>\n",
              "      <td>72701.0</td>\n",
              "      <td>1107</td>\n",
              "      <td>818</td>\n",
              "      <td>2</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>84</td>\n",
              "      <td>49</td>\n",
              "      <td>0</td>\n",
              "      <td>2076</td>\n",
              "      <td>980</td>\n",
              "      <td>697</td>\n",
              "      <td>1</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>49</td>\n",
              "      <td>49</td>\n",
              "      <td>0</td>\n",
              "      <td>1792</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>78</td>\n",
              "      <td>26</td>\n",
              "      <td>104</td>\n",
              "      <td>35</td>\n",
              "      <td>2</td>\n",
              "      <td>37</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>86</td>\n",
              "      <td>4</td>\n",
              "      <td>92</td>\n",
              "      <td>33</td>\n",
              "      <td>453</td>\n",
              "      <td>57</td>\n",
              "      <td>59116</td>\n",
              "      <td>11</td>\n",
              "      <td>9749</td>\n",
              "      <td>46949</td>\n",
              "      <td>27</td>\n",
              "      <td>7534</td>\n",
              "      <td>27433</td>\n",
              "      <td>27</td>\n",
              "      <td>3472</td>\n",
              "      <td>21322</td>\n",
              "      <td>26</td>\n",
              "      <td>2594</td>\n",
              "      <td>3489</td>\n",
              "      <td>5315</td>\n",
              "      <td>27</td>\n",
              "      <td>62</td>\n",
              "      <td>23</td>\n",
              "      <td>852</td>\n",
              "      <td>239</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>102</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>BARAMULA</td>\n",
              "      <td>1</td>\n",
              "      <td>18</td>\n",
              "      <td>678</td>\n",
              "      <td>144</td>\n",
              "      <td>1015503.0</td>\n",
              "      <td>17.19</td>\n",
              "      <td>161871.18</td>\n",
              "      <td>20.34</td>\n",
              "      <td>873.0</td>\n",
              "      <td>0.15</td>\n",
              "      <td>3.74</td>\n",
              "      <td>66.93</td>\n",
              "      <td>55.01</td>\n",
              "      <td>77.35</td>\n",
              "      <td>4243.0</td>\n",
              "      <td>117874.0</td>\n",
              "      <td>70952.0</td>\n",
              "      <td>1215</td>\n",
              "      <td>825</td>\n",
              "      <td>9</td>\n",
              "      <td>11</td>\n",
              "      <td>5</td>\n",
              "      <td>176</td>\n",
              "      <td>69</td>\n",
              "      <td>0</td>\n",
              "      <td>2310</td>\n",
              "      <td>1108</td>\n",
              "      <td>639</td>\n",
              "      <td>1</td>\n",
              "      <td>11</td>\n",
              "      <td>5</td>\n",
              "      <td>96</td>\n",
              "      <td>69</td>\n",
              "      <td>0</td>\n",
              "      <td>1929</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>118</td>\n",
              "      <td>90</td>\n",
              "      <td>208</td>\n",
              "      <td>63</td>\n",
              "      <td>32</td>\n",
              "      <td>95</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>122</td>\n",
              "      <td>2</td>\n",
              "      <td>222</td>\n",
              "      <td>98</td>\n",
              "      <td>313</td>\n",
              "      <td>40</td>\n",
              "      <td>53237</td>\n",
              "      <td>0</td>\n",
              "      <td>4406</td>\n",
              "      <td>38161</td>\n",
              "      <td>0</td>\n",
              "      <td>3801</td>\n",
              "      <td>26138</td>\n",
              "      <td>0</td>\n",
              "      <td>1763</td>\n",
              "      <td>17307</td>\n",
              "      <td>0</td>\n",
              "      <td>1571</td>\n",
              "      <td>4127</td>\n",
              "      <td>5800</td>\n",
              "      <td>210</td>\n",
              "      <td>53</td>\n",
              "      <td>30</td>\n",
              "      <td>1665</td>\n",
              "      <td>360</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>103</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>SRINAGAR</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>94</td>\n",
              "      <td>65</td>\n",
              "      <td>1269751.0</td>\n",
              "      <td>98.73</td>\n",
              "      <td>155798.45</td>\n",
              "      <td>23.56</td>\n",
              "      <td>879.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.72</td>\n",
              "      <td>71.21</td>\n",
              "      <td>63.47</td>\n",
              "      <td>77.95</td>\n",
              "      <td>1979.0</td>\n",
              "      <td>113560.0</td>\n",
              "      <td>62397.0</td>\n",
              "      <td>258</td>\n",
              "      <td>417</td>\n",
              "      <td>36</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>263</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>985</td>\n",
              "      <td>203</td>\n",
              "      <td>209</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>65</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>489</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>59</td>\n",
              "      <td>216</td>\n",
              "      <td>275</td>\n",
              "      <td>85</td>\n",
              "      <td>151</td>\n",
              "      <td>236</td>\n",
              "      <td>11</td>\n",
              "      <td>12</td>\n",
              "      <td>23</td>\n",
              "      <td>14</td>\n",
              "      <td>0</td>\n",
              "      <td>81</td>\n",
              "      <td>36</td>\n",
              "      <td>375</td>\n",
              "      <td>54</td>\n",
              "      <td>13624</td>\n",
              "      <td>227</td>\n",
              "      <td>1266</td>\n",
              "      <td>15286</td>\n",
              "      <td>276</td>\n",
              "      <td>1251</td>\n",
              "      <td>6370</td>\n",
              "      <td>34</td>\n",
              "      <td>429</td>\n",
              "      <td>5444</td>\n",
              "      <td>31</td>\n",
              "      <td>408</td>\n",
              "      <td>817</td>\n",
              "      <td>3284</td>\n",
              "      <td>886</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>2873</td>\n",
              "      <td>40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>104</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>BADGAM</td>\n",
              "      <td>1</td>\n",
              "      <td>13</td>\n",
              "      <td>523</td>\n",
              "      <td>104</td>\n",
              "      <td>735753.0</td>\n",
              "      <td>11.74</td>\n",
              "      <td>150755.79</td>\n",
              "      <td>21.18</td>\n",
              "      <td>883.0</td>\n",
              "      <td>0.05</td>\n",
              "      <td>3.17</td>\n",
              "      <td>57.98</td>\n",
              "      <td>46.60</td>\n",
              "      <td>68.56</td>\n",
              "      <td>1361.0</td>\n",
              "      <td>118477.0</td>\n",
              "      <td>58838.0</td>\n",
              "      <td>755</td>\n",
              "      <td>537</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>98</td>\n",
              "      <td>57</td>\n",
              "      <td>0</td>\n",
              "      <td>1468</td>\n",
              "      <td>697</td>\n",
              "      <td>423</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>40</td>\n",
              "      <td>57</td>\n",
              "      <td>0</td>\n",
              "      <td>1229</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>100</td>\n",
              "      <td>41</td>\n",
              "      <td>141</td>\n",
              "      <td>44</td>\n",
              "      <td>9</td>\n",
              "      <td>53</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>41</td>\n",
              "      <td>1</td>\n",
              "      <td>62</td>\n",
              "      <td>20</td>\n",
              "      <td>143</td>\n",
              "      <td>18</td>\n",
              "      <td>37707</td>\n",
              "      <td>0</td>\n",
              "      <td>3098</td>\n",
              "      <td>27383</td>\n",
              "      <td>0</td>\n",
              "      <td>2411</td>\n",
              "      <td>17795</td>\n",
              "      <td>18</td>\n",
              "      <td>1052</td>\n",
              "      <td>12469</td>\n",
              "      <td>18</td>\n",
              "      <td>857</td>\n",
              "      <td>2290</td>\n",
              "      <td>3837</td>\n",
              "      <td>119</td>\n",
              "      <td>45</td>\n",
              "      <td>8</td>\n",
              "      <td>1035</td>\n",
              "      <td>325</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>105</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>PULWAMA</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>359</td>\n",
              "      <td>64</td>\n",
              "      <td>570060.0</td>\n",
              "      <td>13.80</td>\n",
              "      <td>97651.28</td>\n",
              "      <td>29.18</td>\n",
              "      <td>913.0</td>\n",
              "      <td>0.07</td>\n",
              "      <td>4.03</td>\n",
              "      <td>65.00</td>\n",
              "      <td>53.81</td>\n",
              "      <td>75.41</td>\n",
              "      <td>1086.0</td>\n",
              "      <td>64493.0</td>\n",
              "      <td>30166.0</td>\n",
              "      <td>532</td>\n",
              "      <td>339</td>\n",
              "      <td>4</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>94</td>\n",
              "      <td>43</td>\n",
              "      <td>0</td>\n",
              "      <td>1028</td>\n",
              "      <td>497</td>\n",
              "      <td>233</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>23</td>\n",
              "      <td>43</td>\n",
              "      <td>0</td>\n",
              "      <td>812</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83</td>\n",
              "      <td>32</td>\n",
              "      <td>115</td>\n",
              "      <td>46</td>\n",
              "      <td>7</td>\n",
              "      <td>53</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>15</td>\n",
              "      <td>1</td>\n",
              "      <td>17</td>\n",
              "      <td>8</td>\n",
              "      <td>37</td>\n",
              "      <td>9</td>\n",
              "      <td>20123</td>\n",
              "      <td>132</td>\n",
              "      <td>2775</td>\n",
              "      <td>16660</td>\n",
              "      <td>44</td>\n",
              "      <td>2531</td>\n",
              "      <td>9438</td>\n",
              "      <td>62</td>\n",
              "      <td>1004</td>\n",
              "      <td>7408</td>\n",
              "      <td>17</td>\n",
              "      <td>855</td>\n",
              "      <td>1688</td>\n",
              "      <td>2584</td>\n",
              "      <td>151</td>\n",
              "      <td>67</td>\n",
              "      <td>5</td>\n",
              "      <td>1101</td>\n",
              "      <td>209</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 819 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   AC_YEAR  STATCD  DISTCD  ... TOTCLS5G TOTCLS6G  TOTCLS7G\n",
              "0  2015-16       1     101  ...       23      852       239\n",
              "1  2015-16       1     102  ...       30     1665       360\n",
              "2  2015-16       1     103  ...        0     2873        40\n",
              "3  2015-16       1     104  ...        8     1035       325\n",
              "4  2015-16       1     105  ...        5     1101       209\n",
              "\n",
              "[5 rows x 819 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iI0_OnuhJMni"
      },
      "source": [
        "col = ['STATNAME', 'DISTRICTS', 'TOTPOPULAT','SCHTOT','SCHTOTG','SCHTOTGR','SCHTOTPR','ENRTOT','ENRTOTG','ENRTOTGR', \n",
        "       'ENRTOTPR', 'TCHTOTG', 'TCHTOTP', 'SCLSTOT', 'STCHTOT', 'ROADTOT', 'SPLAYTOT', 'SWATTOT',  'SELETOT',] \n",
        "\n",
        "df = pd.DataFrame(data, columns=col)"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "id": "sIVwVGdXJQ19",
        "outputId": "d90d9bc0-b89c-4cbc-c46c-07931fcd0976"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": 14,
      "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>AC_YEAR</th>\n",
              "      <th>STATCD</th>\n",
              "      <th>DISTCD</th>\n",
              "      <th>STATNAME</th>\n",
              "      <th>DISTNAME</th>\n",
              "      <th>DISTRICTS</th>\n",
              "      <th>BLOCKS</th>\n",
              "      <th>VILLAGES</th>\n",
              "      <th>CLUSTERS</th>\n",
              "      <th>TOTPOPULAT</th>\n",
              "      <th>P_URB_POP</th>\n",
              "      <th>POPULATION_0_6</th>\n",
              "      <th>GROWTHRATE</th>\n",
              "      <th>SEXRATIO</th>\n",
              "      <th>P_SC_POP</th>\n",
              "      <th>P_ST_POP</th>\n",
              "      <th>OVERALL_LI</th>\n",
              "      <th>FEMALE_LIT</th>\n",
              "      <th>MALE_LIT</th>\n",
              "      <th>AREA_SQKM</th>\n",
              "      <th>TOT_6_10_15</th>\n",
              "      <th>TOT_11_13_15</th>\n",
              "      <th>SCH1</th>\n",
              "      <th>SCH2</th>\n",
              "      <th>SCH3</th>\n",
              "      <th>SCH4</th>\n",
              "      <th>SCH5</th>\n",
              "      <th>SCH6</th>\n",
              "      <th>SCH7</th>\n",
              "      <th>SCH9</th>\n",
              "      <th>SCHTOT</th>\n",
              "      <th>SCH1G</th>\n",
              "      <th>SCH2G</th>\n",
              "      <th>SCH3G</th>\n",
              "      <th>SCH4G</th>\n",
              "      <th>SCH5G</th>\n",
              "      <th>SCH6G</th>\n",
              "      <th>SCH7G</th>\n",
              "      <th>SCH9G</th>\n",
              "      <th>SCHTOTG</th>\n",
              "      <th>...</th>\n",
              "      <th>ENRE52</th>\n",
              "      <th>ENRE53</th>\n",
              "      <th>ENRE54</th>\n",
              "      <th>ENRE55</th>\n",
              "      <th>ENRE56</th>\n",
              "      <th>ENRE57</th>\n",
              "      <th>TCH_5556M</th>\n",
              "      <th>TCH_5556F</th>\n",
              "      <th>TCH_5556T</th>\n",
              "      <th>TCH_5758M</th>\n",
              "      <th>TCH_5758F</th>\n",
              "      <th>TCH_5758T</th>\n",
              "      <th>TCH_5960M</th>\n",
              "      <th>TCH_5960F</th>\n",
              "      <th>TCH_5960T</th>\n",
              "      <th>PPTR30</th>\n",
              "      <th>UPTR35</th>\n",
              "      <th>PSCR30</th>\n",
              "      <th>USCR35</th>\n",
              "      <th>NOTCH_ASS</th>\n",
              "      <th>TCHINV</th>\n",
              "      <th>PTXT_ALL</th>\n",
              "      <th>PTXT_SC</th>\n",
              "      <th>PTXT_ST</th>\n",
              "      <th>PUNI_ALL</th>\n",
              "      <th>PUNI_SC</th>\n",
              "      <th>PUNI_ST</th>\n",
              "      <th>UTXT_ALL</th>\n",
              "      <th>UTXT_SC</th>\n",
              "      <th>UTXT_ST</th>\n",
              "      <th>UUNI_ALL</th>\n",
              "      <th>UUNI_SC</th>\n",
              "      <th>UUNI_ST</th>\n",
              "      <th>TOTCLS1G</th>\n",
              "      <th>TOTCLS2G</th>\n",
              "      <th>TOTCLS3G</th>\n",
              "      <th>TOTCLS4G</th>\n",
              "      <th>TOTCLS5G</th>\n",
              "      <th>TOTCLS6G</th>\n",
              "      <th>TOTCLS7G</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>101</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>KUPWARA</td>\n",
              "      <td>1</td>\n",
              "      <td>13</td>\n",
              "      <td>391</td>\n",
              "      <td>104</td>\n",
              "      <td>875564.0</td>\n",
              "      <td>11.33</td>\n",
              "      <td>197001.90</td>\n",
              "      <td>34.62</td>\n",
              "      <td>843.0</td>\n",
              "      <td>0.12</td>\n",
              "      <td>8.08</td>\n",
              "      <td>66.92</td>\n",
              "      <td>54.79</td>\n",
              "      <td>77.10</td>\n",
              "      <td>2379.0</td>\n",
              "      <td>135672.0</td>\n",
              "      <td>72701.0</td>\n",
              "      <td>1107</td>\n",
              "      <td>818</td>\n",
              "      <td>2</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>84</td>\n",
              "      <td>49</td>\n",
              "      <td>0</td>\n",
              "      <td>2076</td>\n",
              "      <td>980</td>\n",
              "      <td>697</td>\n",
              "      <td>1</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>49</td>\n",
              "      <td>49</td>\n",
              "      <td>0</td>\n",
              "      <td>1792</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>78</td>\n",
              "      <td>26</td>\n",
              "      <td>104</td>\n",
              "      <td>35</td>\n",
              "      <td>2</td>\n",
              "      <td>37</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>86</td>\n",
              "      <td>4</td>\n",
              "      <td>92</td>\n",
              "      <td>33</td>\n",
              "      <td>453</td>\n",
              "      <td>57</td>\n",
              "      <td>59116</td>\n",
              "      <td>11</td>\n",
              "      <td>9749</td>\n",
              "      <td>46949</td>\n",
              "      <td>27</td>\n",
              "      <td>7534</td>\n",
              "      <td>27433</td>\n",
              "      <td>27</td>\n",
              "      <td>3472</td>\n",
              "      <td>21322</td>\n",
              "      <td>26</td>\n",
              "      <td>2594</td>\n",
              "      <td>3489</td>\n",
              "      <td>5315</td>\n",
              "      <td>27</td>\n",
              "      <td>62</td>\n",
              "      <td>23</td>\n",
              "      <td>852</td>\n",
              "      <td>239</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>102</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>BARAMULA</td>\n",
              "      <td>1</td>\n",
              "      <td>18</td>\n",
              "      <td>678</td>\n",
              "      <td>144</td>\n",
              "      <td>1015503.0</td>\n",
              "      <td>17.19</td>\n",
              "      <td>161871.18</td>\n",
              "      <td>20.34</td>\n",
              "      <td>873.0</td>\n",
              "      <td>0.15</td>\n",
              "      <td>3.74</td>\n",
              "      <td>66.93</td>\n",
              "      <td>55.01</td>\n",
              "      <td>77.35</td>\n",
              "      <td>4243.0</td>\n",
              "      <td>117874.0</td>\n",
              "      <td>70952.0</td>\n",
              "      <td>1215</td>\n",
              "      <td>825</td>\n",
              "      <td>9</td>\n",
              "      <td>11</td>\n",
              "      <td>5</td>\n",
              "      <td>176</td>\n",
              "      <td>69</td>\n",
              "      <td>0</td>\n",
              "      <td>2310</td>\n",
              "      <td>1108</td>\n",
              "      <td>639</td>\n",
              "      <td>1</td>\n",
              "      <td>11</td>\n",
              "      <td>5</td>\n",
              "      <td>96</td>\n",
              "      <td>69</td>\n",
              "      <td>0</td>\n",
              "      <td>1929</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>118</td>\n",
              "      <td>90</td>\n",
              "      <td>208</td>\n",
              "      <td>63</td>\n",
              "      <td>32</td>\n",
              "      <td>95</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>122</td>\n",
              "      <td>2</td>\n",
              "      <td>222</td>\n",
              "      <td>98</td>\n",
              "      <td>313</td>\n",
              "      <td>40</td>\n",
              "      <td>53237</td>\n",
              "      <td>0</td>\n",
              "      <td>4406</td>\n",
              "      <td>38161</td>\n",
              "      <td>0</td>\n",
              "      <td>3801</td>\n",
              "      <td>26138</td>\n",
              "      <td>0</td>\n",
              "      <td>1763</td>\n",
              "      <td>17307</td>\n",
              "      <td>0</td>\n",
              "      <td>1571</td>\n",
              "      <td>4127</td>\n",
              "      <td>5800</td>\n",
              "      <td>210</td>\n",
              "      <td>53</td>\n",
              "      <td>30</td>\n",
              "      <td>1665</td>\n",
              "      <td>360</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>103</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>SRINAGAR</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>94</td>\n",
              "      <td>65</td>\n",
              "      <td>1269751.0</td>\n",
              "      <td>98.73</td>\n",
              "      <td>155798.45</td>\n",
              "      <td>23.56</td>\n",
              "      <td>879.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.72</td>\n",
              "      <td>71.21</td>\n",
              "      <td>63.47</td>\n",
              "      <td>77.95</td>\n",
              "      <td>1979.0</td>\n",
              "      <td>113560.0</td>\n",
              "      <td>62397.0</td>\n",
              "      <td>258</td>\n",
              "      <td>417</td>\n",
              "      <td>36</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>263</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>985</td>\n",
              "      <td>203</td>\n",
              "      <td>209</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>65</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>489</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>59</td>\n",
              "      <td>216</td>\n",
              "      <td>275</td>\n",
              "      <td>85</td>\n",
              "      <td>151</td>\n",
              "      <td>236</td>\n",
              "      <td>11</td>\n",
              "      <td>12</td>\n",
              "      <td>23</td>\n",
              "      <td>14</td>\n",
              "      <td>0</td>\n",
              "      <td>81</td>\n",
              "      <td>36</td>\n",
              "      <td>375</td>\n",
              "      <td>54</td>\n",
              "      <td>13624</td>\n",
              "      <td>227</td>\n",
              "      <td>1266</td>\n",
              "      <td>15286</td>\n",
              "      <td>276</td>\n",
              "      <td>1251</td>\n",
              "      <td>6370</td>\n",
              "      <td>34</td>\n",
              "      <td>429</td>\n",
              "      <td>5444</td>\n",
              "      <td>31</td>\n",
              "      <td>408</td>\n",
              "      <td>817</td>\n",
              "      <td>3284</td>\n",
              "      <td>886</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>2873</td>\n",
              "      <td>40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>104</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>BADGAM</td>\n",
              "      <td>1</td>\n",
              "      <td>13</td>\n",
              "      <td>523</td>\n",
              "      <td>104</td>\n",
              "      <td>735753.0</td>\n",
              "      <td>11.74</td>\n",
              "      <td>150755.79</td>\n",
              "      <td>21.18</td>\n",
              "      <td>883.0</td>\n",
              "      <td>0.05</td>\n",
              "      <td>3.17</td>\n",
              "      <td>57.98</td>\n",
              "      <td>46.60</td>\n",
              "      <td>68.56</td>\n",
              "      <td>1361.0</td>\n",
              "      <td>118477.0</td>\n",
              "      <td>58838.0</td>\n",
              "      <td>755</td>\n",
              "      <td>537</td>\n",
              "      <td>10</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>98</td>\n",
              "      <td>57</td>\n",
              "      <td>0</td>\n",
              "      <td>1468</td>\n",
              "      <td>697</td>\n",
              "      <td>423</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>40</td>\n",
              "      <td>57</td>\n",
              "      <td>0</td>\n",
              "      <td>1229</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>100</td>\n",
              "      <td>41</td>\n",
              "      <td>141</td>\n",
              "      <td>44</td>\n",
              "      <td>9</td>\n",
              "      <td>53</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>41</td>\n",
              "      <td>1</td>\n",
              "      <td>62</td>\n",
              "      <td>20</td>\n",
              "      <td>143</td>\n",
              "      <td>18</td>\n",
              "      <td>37707</td>\n",
              "      <td>0</td>\n",
              "      <td>3098</td>\n",
              "      <td>27383</td>\n",
              "      <td>0</td>\n",
              "      <td>2411</td>\n",
              "      <td>17795</td>\n",
              "      <td>18</td>\n",
              "      <td>1052</td>\n",
              "      <td>12469</td>\n",
              "      <td>18</td>\n",
              "      <td>857</td>\n",
              "      <td>2290</td>\n",
              "      <td>3837</td>\n",
              "      <td>119</td>\n",
              "      <td>45</td>\n",
              "      <td>8</td>\n",
              "      <td>1035</td>\n",
              "      <td>325</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015-16</td>\n",
              "      <td>1</td>\n",
              "      <td>105</td>\n",
              "      <td>JAMMU &amp; KASHMIR</td>\n",
              "      <td>PULWAMA</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>359</td>\n",
              "      <td>64</td>\n",
              "      <td>570060.0</td>\n",
              "      <td>13.80</td>\n",
              "      <td>97651.28</td>\n",
              "      <td>29.18</td>\n",
              "      <td>913.0</td>\n",
              "      <td>0.07</td>\n",
              "      <td>4.03</td>\n",
              "      <td>65.00</td>\n",
              "      <td>53.81</td>\n",
              "      <td>75.41</td>\n",
              "      <td>1086.0</td>\n",
              "      <td>64493.0</td>\n",
              "      <td>30166.0</td>\n",
              "      <td>532</td>\n",
              "      <td>339</td>\n",
              "      <td>4</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>94</td>\n",
              "      <td>43</td>\n",
              "      <td>0</td>\n",
              "      <td>1028</td>\n",
              "      <td>497</td>\n",
              "      <td>233</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>23</td>\n",
              "      <td>43</td>\n",
              "      <td>0</td>\n",
              "      <td>812</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83</td>\n",
              "      <td>32</td>\n",
              "      <td>115</td>\n",
              "      <td>46</td>\n",
              "      <td>7</td>\n",
              "      <td>53</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>15</td>\n",
              "      <td>1</td>\n",
              "      <td>17</td>\n",
              "      <td>8</td>\n",
              "      <td>37</td>\n",
              "      <td>9</td>\n",
              "      <td>20123</td>\n",
              "      <td>132</td>\n",
              "      <td>2775</td>\n",
              "      <td>16660</td>\n",
              "      <td>44</td>\n",
              "      <td>2531</td>\n",
              "      <td>9438</td>\n",
              "      <td>62</td>\n",
              "      <td>1004</td>\n",
              "      <td>7408</td>\n",
              "      <td>17</td>\n",
              "      <td>855</td>\n",
              "      <td>1688</td>\n",
              "      <td>2584</td>\n",
              "      <td>151</td>\n",
              "      <td>67</td>\n",
              "      <td>5</td>\n",
              "      <td>1101</td>\n",
              "      <td>209</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 819 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   AC_YEAR  STATCD  DISTCD  ... TOTCLS5G TOTCLS6G  TOTCLS7G\n",
              "0  2015-16       1     101  ...       23      852       239\n",
              "1  2015-16       1     102  ...       30     1665       360\n",
              "2  2015-16       1     103  ...        0     2873        40\n",
              "3  2015-16       1     104  ...        8     1035       325\n",
              "4  2015-16       1     105  ...        5     1101       209\n",
              "\n",
              "[5 rows x 819 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 788
        },
        "id": "id7RDm2UJWy0",
        "outputId": "51868b6d-4ce3-469c-a8e1-21923611211e"
      },
      "source": [
        "##correct the wrong value(population of west bengal)\n",
        "df.loc[18,'TOTPOPULAT'] = df.loc[18,'TOTPOPULAT']/10\n",
        "plt.figure(figsize=(10,12))\n",
        "sns.barplot( df['TOTPOPULAT'],df['STATNAME'], alpha=0.8)\n",
        "plt.xticks(rotation='vertical')\n",
        "plt.xlabel('Population', fontsize=14)\n",
        "plt.ylabel('States in India', fontsize=14)\n",
        "plt.title(\"Population wrt states in India\", fontsize=16)\n",
        "plt.show()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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IAuNLU4rDNWRB7pISw4wHPi1pFvBnspzkbpK+2ty1RMTXyW4YvKKF6xkBPJzGv58sn7rFJ4AUzfWriHimii7XAz0kjapmHjMzM7POSBEd8q/rbUbSHsDFEfHhWq/FsnSOu/73J7VeRpvyTrSZmVnXJGlmRIwsVdeld6IlfYEs7eLbtV6LmZmZmXUdXTonOiIuAi6q9TrMzMzMrGvp0kG0dTzdNu/j9AczMzPr9Lp0OoeZmZmZ2fvBQbSZmZmZWZUcRJuZmZmZVck50dauVi9axKJpf6j1Mtrc5kcfW+slmJmZWTvyTrSZmZmZWZUcRJuZmZmZValTB9GSlhWdnyjpwnQ8SdLp6XiKpDcl9cq1/bGkkNQ/V3ZEKhteNO6HJd0j6V+SHpH0a0k98vPl2s6QNDJ3Xp/GHNvc2ktc24mSXpXUJOkJSf9Zovyfkk4t6lduvtWpz+OSHpV0mqQNUt1oSUtSfeF1QKqbmPrMSuV7lbnOoZJmN3dNZmZmZl1Fpw6iq/Q0cDhACh73A+YXtWkA7kv/ktoOAv4AfD0idoqIPYFbgV5UZq0xq3B1RNQDo4Hz0lry5R8FJkrapoL5lkdEfUR8EDgQ+ATwnVz9vam+8LpT0t7AIcCHImJ34ADguVZch5mZmVmXsj4F0VOBcel4NPAX4O1CpaSewMeA/wCOz/X7InBZRNxfKIiIayLi5ZYmlCTgWOBE4EBJm7Rm4RHxCvAMMKSo/DWyDweDq5kvjTcBODn1KWcwsCAiVqR+CyLihdZcg5mZmVlX0tmfzrGppKbceT/gxjJtnwQOk7Q52S7t78h2YwsOB26NiCclvSZpRETMBHYFLmtmDeMkfSx3vkPueB9gTkQ8I2kGcDAwrZILy5O0PbA9WcC8S658W2ATYFa180XE/0nqBgxMRaOK3sujgduBsyQ9CdxJtgP+51ybKyQtT8cbAWuqvbZaOufG6by6dGmbjLXBDTe1yTjl1NXV0djY+L7OYWZmZpXr7EH08pTWAGT5wsDI8s25lmyXeS/gpKK6BuAn6XhqOp9ZwRqujoiTc2uYUTTm1NyY46kuiC4E6CuAkyJiYdo4Hifp48Bw4OSIeKsN5rs3Ig4pLpQ0AhgFjAGulvSNiJiSqk+IiIdTu6HA9FIDS5pAtvPN1v37l2pSE68uXcqLS5a0zWBtNY6ZmZl1Cp09iK7W1WSB8WURsaaQySCpH1mO9G6SAugGhKQzgMeBEcAN1UyUdnmPBg6XNBEQsIWkXhFR6fbnewL04vJ0Y9/tkm4EXq1mvrS7vRp4Bdi53AIiYjUwA5gh6THgM8CUCtdfGGMyMBlgz2HDopq+76cBvSpNa2/ZBj17ttlYpdTV1b2v45uZmVl11qsgOiKeTQHmnUVVxwCXR8Q7u9OS/ky2A3sh8KCkmyPib6nuKLKc6ubsD8yKiINyY14GHAn8dp0vBoiIhyVdDnwZuLvS+SQNAC4CLoyIKJcWLWknYE1EPJWK6oFn22LtHcFZh6218d5q/rIVMzOz9cv6dGMhABHxq4h4pqi4AbiuqGwa0JBuIDwe+EF6xN0/gIOAlnaTy46ZjntIej73+mrVF5P5X+CzFcy3aeERd2QfIm4Hzs61HVX0iLtjgJ7AZekRe7PI8rEntXKdZmZmZl2GIjrMX9dtPbDnsGFxV+P3ar2MNuedaDMzs65H0syIKHm/3Xq3E21mZmZmtq4cRJuZmZmZVclBtJmZmZlZldarp3NY7XXbfHPnD5uZmVmn551oMzMzM7MqOYg2MzMzM6uS0zmsXb296FUW/OFXtV6GdQD9jz2p5UZmZmYdlHeizczMzMyq5CDazMzMzKxKDqLNzMzMzKrkILoLkLRaUpOk2ZL+IKmHpKGSZhe1myTp9HQ8RdJ8SRun8/6S5qbjUn2vl/RAifHmp7n/KemXkvw7ZWZmZl2eA56uYXlE1EfErsBK4AsV9lsNfK6lRpL6AiOAPpK2L6r+UUTUA7sAuwH7Vr5sMzMzs87JT+foeu4Fdq+w7Y+BUyVd3EK7o4CbgJeB44HzSrTZCNgEWFTh3NZBfHf6n3l16RvtPu8GN/2l3eesRF1dHY2NjbVehpmZdXAOorsQSRsCnwBurbDLPOA+4NNkQXI5DcA5ZEH0NN4bRJ8q6VPAEOCPEdFUYl0TgAkAW/fvV+HSrL28uvQNXlyyrP0nrsWcZmZmbcRBdNewqaRC8Hov8BtgcJm2UXR+PnADcHOpxpIGATsC90VESFoladeIKORM/ygifiCpO3CNpOMjYup7JoyYDEwGqB82pHh+q7EBvTarybwb9OxTk3lbUldXV+slmJlZJ+AgumtYnvKS3yHpNWDzonb9gDn5goh4KgXgx5UZ+7g0zhxJAL3JdqYnFo2zStKtwMeBqcWDWMc18ZDapLH7y1bMzKwz842FXVRELANelLQfgKR+wFiy9I1i3wVOLzNUAzA2IoZGxFCyGwyPL26kLML+KPDMuq/ezMzMrGNzEN21jQfOTDvNdwFnR8RaQW5EPA78PVe0IbBC0lCyXOcHcm3nAEsk7ZWKTk3jzwa6Ab94H67DzMzMrENxOkcXEBE9y5Q/AYwpU3di0flRudMPAs9ExFxgqxJ9P5QO/wZMqnrBZmZmZp2cg2h7D0nnAIcDJ9Z4KWZmZmYdltM57D0i4qyI2CMiHqn1WszMzMw6Ku9EW7vacPMBfiqDmZmZdXreiTYzMzMzq5KDaDMzMzOzKjmdw9rVqoXP89LUr9V6GZbUHd9Y6yWYmZl1St6JNjMzMzOrkoNoMzMzM7MqOYg2MzMzM6uSg+g2IqlO0lRJz0iaKekWSR+QNLuo3SRJp+fON5T0qqTvFbWbIenh3PlISTPS8WhJSyQ9Iulfku6RdEgzc3xV0j8lPSbpUUkXSOqeq6+XFJLGFq1htaQmSbMl3SSpbyof2tJ1mZmZmXVlDqLbgCQB1wEzImJYRIwAvgkMqqD7gcCTwLFpnLyBkj5Rpt+9EbFnROwEfAm4UNL+Jdb2BeDfgI9ExG7A/wNeATbNNWsA7kv/5i2PiPqI2BVYCHyxgusxMzMz6/IcRLeNMcCqiLioUBARjwLPVdC3AfgJMA/Yu6ju+8DElgaIiCbgHODkEtUTgf+KiMWp7cqI+F5EvA7vfAA4luxrvg+UtEmZae4HtmrxaszMzMzWAw6i28auwMwydcNSSkSTpCbgC4WKFLAeANwEXMXaO8H3AysljalgDX8HhucLJPUGekbEnGb67QPMiYhngBnAwcUNJHUD9gdurOS6zMzMzLo6B9Hvv2dSSkR9RNQDF+XqDgHujojlwDTgiBSw5p0LfLuCeYpTQdZuIB2Ugt65kvZJxQ3A1HQ8lfcG8pumAPklstSUOyq8ruJ5J0h6WNLDry1dXsGlmJmZmXVsDqLbxuPAiFb0awAOkDSXbCd7C2C/fIOIuIssf/kjLYy1J/CPor6vA8skbZfOb0sB72xgoxSwHw2cldbwM2CspF5piOWp/RCyIL1VOdERMTkiRkbEyC16bdpyBzMzM7MOzkF027gL2FjShEKBpN2Bbcp1SKkWo4BtI2JoRAwlC1KLUzog240u+zV/aa4zgZ+XqD4f+GXuyRoCCnnP+wOzImKbtIYhZDviR+YHiIg3yW5ePE2Sv+XSzMzM1nsOottARARZ4HlAesTd42TB60vNdDsSuCsiVuTKbgAOlbRx0fi3AK8W9R9VeMQdWfD8pYj4U4l5fgn8CfibpFnAX4BH0quB7KkiedMoEchHxCPArFJ1ZmZmZusbZfGfWfvYY/u6uO288bVehiV1xzfWeglmZmYdlqSZETGyVJ13os3MzMzMquQg2szMzMysSr5JzNpV935bO4XAzMzMOj3vRJuZmZmZVclBtJmZmZlZlZzOYe1qxaLneOqar9Z6GR3ejsdcUOslmJmZWTO8E21mZmZmViUH0WZmZmZmVXIQbWZmZmZWJQfRVZA0VNLsorJJkt6Q1CTpCUnL03GTpEj/Pi1pSa58n9S3SdLUovGmSJqT6h6VtH9R/VckvSWpT65stKTpufNzJd0qaWNJMySNzNWVuoYfS5ovaYNc2YmS1kjaPVc2W9LQdDxX0mPp9USac5PWvbNmZmZmnYuD6LbxnYioBz4JPBMR9emlVP554N5c+V8l7Qx0A0ZJ2qxovDNSv68AFxXVNQAPAUeVWoikbwMfBY6MiBUtLTwFzkcCzwH7FlU/D0xspvuYiNgN+DCwPfCrluYzMzMz6wocRNdOA3A5cDtweJk29wNbFU4kDQN6At9O/d9D0mnAJ4BDI2J5hesYDTwO/LLEmNOBD0raqbkBImIZ8AXgCEn9KpzXzMzMrNPyI+5qZxxwIDAcOAW4skSbscD1ufPjganAvcBOkgZFxMup7qPATsCIFNTmXSGpEFRvBKzJ1TUAVwE3AOdJ6h4Rq1LdGqAR+BbwmeYuJiJelzQH2BH4W3NtO5Of3PQMry1d2e7zdr9xfLvPWVBXV0djo79V0szMrDkOoqsTVZaXlHKUF0TEPEnzgUsk9YuIhanJ9yWdB2wN7J3r2kCWprFG0jTgWODCVPc0sDlZYD6taMoTIuLhNPdQsh1mJG1EloLy1YhYKulvwEGF+uRKYKKk7Sq5tDLXOwGYALBl/14VDNNxvLZ0Ja8saf8gmiXz239OMzMzq5iD6Oq8Rhao5vUD5lQ5TgMwXNLcdN4bOBq4OJ2fERHXSDoFuAQYIWk3sl3eOyRBtqM8h3eD6JeBE4A/SVoYEXdXsI6DgL7AY2nMHsByckF0RLwt6YfA15sbSFIvYCjwZHFdREwGJgPsNmxQVR84am2LXhvVZN7uPQfUZF7IdqLNzMyseQ6iqxARyyS9KGm/iLgr5f+OBX5S6RjpRr7jgN0i4oVUNgY4k3eD6IILgc9JOojspr9JEXF+bqw5kobk1vekpKOA6yUdHBFNLSynAfh8RFyVxtsMmCOpR1G7KcDXgJLbyJJ6Ar8Aro+IRS3M2al8+dBhNZnX31hoZmbWsfnGwuqNB86U1ATcBZwdEc9U0X8UML8QQCf3ALtIGpxvGBEBnEsWwB4PXFc01nWpPN/nIeCzwI3pRsSSUqA8Frg51/cN4D7g0KIxVwI/BQYWDXN3elzeg8A84KRy85mZmZl1JcriNLP2sduwQXHt/55Q62V0eN6JNjMzqz1JMyNiZKk670SbmZmZmVXJQbSZmZmZWZV8Y6G1q40338apCmZmZtbpeSfazMzMzKxKDqLNzMzMzKrkINrMzMzMrErOibZ29ebi52i69iu1Xoato/qjflzrJZiZmdWUd6LNzMzMzKrkINrMzMzMrEoOojswScuKzk+UdGFRWZOkqUVlUyTNSXWPStpf0gclPSlp01y7myU1pOOvSHpLUp9c/WhJIenQXNl0SaNz5/0lrZL0hTa7cDMzM7MOzkF0JyZpZ6AbMErSZkXVZ0REPfAV4KKIeBy4FpiY+h4BdI+Iq1L7BuAh4KiicZ4v9CnjWOCB1N/MzMxsveAgunNrAC4HbgcOL9PmfmCrdHwOcKykeuB7wBcBJA0DegLfZu1g+FFgiaQDm1nDacBWkrZu5XWYmZmZdSp+OkfHtqmkptx5P+DG3Pk44EBgOHAKcGWJMcYC1wNExJuSTgfuAS6IiKdSm+OBqcC9wE6SBkXEy7kxvgv8D3BHfmBJ2wCDI+JBSb9P6/lhq67UauZXN85h4esrq+qz8fXjWzVXXV0djY2NreprZmbWkTiI7tiWp5QMIMuJBkam45HAgoiYJ2k+cImkfhGxMDX/vqTzgK2BvQtjRMRNkhYDv8jN0wAcGRFrJE0jS9G4MNfnHklI+ljR+sYBv0/HU4FLKBFES5oATAAY3L9Xte+Bvc8Wvr6SBUuqC6JZMv/9WYyZmVkn4SC682oAhkuam857A0cDF6fzMyLiGkmnkAW3I3J916QXknYDdgTukASwETCHXBCdfJcs3ePtojXUSTohnW8pacfcDjcAETEZmAywyw6DolVXa++bfr03qrrPxj0HtGquurq6VvUzMzPraBxEd0KSNgCOA3aLiBdS2RjgTN4NogsuBD4n6aCIuK3EcA3ApIg4Pzf+HElD8o0i4nZJ/wMMTm0+APSMiK1y/c5O452zrim7U80AACAASURBVNdo7eekw7aruo+/bMXMzNZ3vrGwcxoFzC8E0Mk9wC6SBucbRkQA5wJfKzPW8cB1RWXXpfJi3wW2SccNJfpNw0/pMDMzs/WAshjLrH3sssOguLLRcXZn551oMzNbH0iaGREjS9V5J9rMzMzMrEoOos3MzMzMquQbC61d9ei7jVMBzMzMrNPzTrSZmZmZWZUcRJuZmZmZVclBtJmZmZlZlZwTbe3qjcXPcf8NX6r1MsxaZe/Df1rrJZiZWQfhnWgzMzMzsyo5iDYzMzMzq5KD6C5O0mpJTZIel/SopNMkbZDqRktakuoLrwNS3bISY02SdHpR2VxJ/cv1MTMzM+uKnBPd9S2PiHoASQOBK4HewHdS/b0RcUitFmdmZmbWGXknej0SEa8AE4CTJanW6zEzMzPrrLwTvZ6JiP+T1A0YmIpGSWrKNTk6Ip5pZohTJX0qd75lmy/SOoxLr5vL4qWrar2MDuOX08bXegk1V1dXR2NjY62XYWZWcw6irdp0jh9FxA8KJ5LmttRB0gSyHXAGDehV9QKtdhYvXcVri1fWehkdx+L5tV6BmZl1EA6i1zOStgdWA68AO7fHnBExGZgMsPMOg6I95rS20bdX91ovoUPZZLMBtV5CzdXV1dV6CWZmHYKD6PWIpAHARcCFERFOi7aWfPbIobVeQofiL1sxM7MCB9Fd36Yp57k78DZwOXBBrr44J/rciLgG6CHp+Vx5vo+ZmZnZes1BdBcXEd2aqZsB9ClTV9GTWyJiaO64Z5XLMzMzM+uU/Ig7MzMzM7MqOYg2MzMzM6uS0zmsXW3WdxvfnGVmZmadnneizczMzMyq5CDazMzMzKxKDqLNzMzMzKrknGhrV0sXz+PuG0+p9TLMOowxh/2s1kswM7NW8E60mZmZmVmVHESbmZmZmVXJQXQNSFotqUnSbEk3SepbVN8kaWpR2RRJx+TO6yWFpLFF7SZKelzSrDTOXpKuS8dPS1qSjpsk7SNphqSRuf5DJc0uGvPHkuZL2iBXdqKkNZJ2z5XNljR0Xd8fMzMzs47OQXRtLI+I+ojYFVgIfLFQIWlnoBswStJmzYzRANyX/i303Rs4BPhQROwOHAA8FxFHRkQ98Hng3jR3fUT8taWFpsD5SOA5YN+i6ueBiS1frpmZmVnX4iC69u4HtsqdNwCXA7cDh5fqIEnAscCJwIGSNklVg4EFEbECICIWRMQL67i+0cDjwC/JBezJdOCDknZaxznMzMzMOhU/naOGJHUD9gd+kyseBxwIDAdOAa4s0XUfYE5EPCNpBnAwMI0s8D5L0pPAncDVEfHnCpZyhaTl6XgjYE2urgG4CrgBOE9S94hYlerWAI3At4DPVDCPWYdxxXXPsuT1VS03fJ9des34Wi+hpLq6OhobG2u9DDOzDstBdG1sKqmJbAf6H8AdACk3eUFEzJM0H7hEUr+IWFjUvwEo5ExPBcYD0yJimaQRwChgDHC1pG9ExJQW1nNCRDyc1jCUbIcZSRsBnwS+GhFLJf0NOKhQn1wJTJS0XbnBJU0AJgAMGtCzhaWYtY8lr69i4eKVtV4GLJ5f6xWYmVkrOIiujeURUS+pB3AbWU70T8mC4+GS5qZ2vYGjgYsLHdPu9dHA4ZImAgK2kNQrIpZGxGpgBjBD0mNkO8RTWrnOg4C+wGNZBgk9gOXkguiIeFvSD4GvlxskIiYDkwF22mFgtHItZm2qT+/utV4CAJtuNqDWSyiprq6u1kswM+vQHETXUES8KelLwPWSLgKOA3Yr5DFLGgOcSS6IJkv/mBURBxUKJF0GHJl2itdExFOpqh54dh2W2AB8PiKuSvNsBsxJwX/eFOBrQK91mMusXZ1w5JBaLwHwl62YmXVWvrGwxiLiEWAW8E1gftGNgPcAu0gaTPaBZwVZYHtd0TDTUnlP4DJJT0iaBewCTGrNulKgPBa4ObfWN8ieCHJo0TWsJNtJH9iauczMzMw6G0X4r+sdXXrM3EPApyPiiVqvZ13stMPAuOiCcbVehlmH4Z1oM7OOS9LMiBhZqs470R2cpC2B2cADnT2ANjMzM+sqnBPdwaX0jl1qvQ4zMzMze5eDaGtXvfpu6z9fm5mZWafndA4zMzMzsyo5iDYzMzMzq5KDaDMzMzOzKjkn2trVkiXzuPmmk2u9DDPrwA4+9MJaL8HMrEXeiTYzMzMzq5KDaDMzMzOzKjmIzpE0VNLsorJJkk6X9HNJTekrtZen4yZJkf59WtKSXPk+qX+TpKlFY06RNCfVPSpp/zLrybf7u6S9K+kv6SuS3pLUJ1c2Oq3vEUn/knSPpEOKrnN+bv1NkvpK6iHpCkmPSZot6T5JPVOfZUXznijJf4c1MzOzLs850RWKiC9CFmgD0yOiPl8vaTRwekTkA9OdgW7AKEmbRcQbuS5nRMQ1ksYAk4Edy0xdaPdvwK+A3Svo30D2NeFHAZfmyu8trE9SPXC9pOUR8adU/6OI+EHRdX0TeDkidkvnOwGryqzVzMzMbL3gnej3VwNwOXA7cHiZNvcDW1Uw1j3ADi31lzQM6Al8O81fUkQ0AecALd3lNxiYn+v3r4hYUcF6zczMzLos70S/v8YBBwLDgVOAK0u0GQtcX8FYhwKPVdD/eGAqcC+wk6RBEfFymTH/DpyROz9V0qfS8aKIGANcAtwu6RjgT8BlEfFUarOppKZc/37AjRVci5l1UtOunceS19/fP0Zd/Yfx7+v4BXV1dTQ2NrbLXGbW9TiIfq+osrwsSSOBBRExT9J84BJJ/SJiYWryfUnnAVsDezcz1PclfRt4FfiPovJS/RuAIyNijaRpwLFAuTxlFZ2vlc4REU2Stgf+DTgAeEjS3hHxD2B5Pq1F0onAyLUmkSYAEwAGDOjZzKWaWUe35PVVLF688n2dY/Hi+S03MjOrMQfR7/UasHlRWT9gTivGagCGS5qbznsDRwMXp/NCTvMpZLu9I8qMc0ZEXFOuPN9f0m5kudF3SALYKK29XBC9J/CPli4kIpYB1wLXSloDfLKSfrn+k8nyttlxx4FVfyAxs46jT+/u7/scm2024H2fA7KdaDOz1nIQnRMRyyS9KGm/iLhLUj+ydImfVDOOpA2A44DdIuKFVDYGOJN3g+iCC4HPSTooIm5rxbLf6Q/sC0yKiPNza5kjaUiJNe6e1vP5Fq7lo8ATEbFI0kbALsCMVqzTzLqAo4/a9n2fw1+2YmadgYPotY0Hfi7pgnR+dkQ8U+UYo4D5hQA6uQfYRdLgfMOICEnnAl8Dqg6ii/pvR7ZLnHcdWZ7038ieEvII0AN4BfhS7skc8N6caIAjgGHAL5VtbW8A3AxMq3adZmZmZl2JIvzXdWs/O+44MH58wXG1XoaZdWDeiTazjkLSzIhY634v8CPuzMzMzMyq5iDazMzMzKxKzom2dtWnz7b+U62ZmZl1et6JNjMzMzOrkoNoMzMzM7MqOYg2MzMzM6uSc6KtXS1aMo9pN59c62WYWQ0dfbDvizCzzs870WZmZmZmVXIQbWZmZmZWJQfRXZik1ZKaJD0q6e+S9knlQyXNTsejJU0v6jdF0jG58/6SVkn6QlG7uZIekzRL0p8lDWmP6zIzMzOrNQfRXdvyiKiPiD2AbwLnt3KcY4EHgIYSdWMiYndgBvDtVo5vZmZm1qk4iF5/9AYWtbJvA3AasJWkrcu0uR/YqpXjm5mZmXUqfjpH17appCZgE2AwsF+ZdqNSu4JtgekAkrYBBkfEg5J+D4wDflhijLHA9W22cjNbJzdOm8fSJatqvYySbrh6fK2XUFZdXR2NjY21XoaZdQIOoru25RFRDyBpb+C3knYt0e7eiDikcCJpSq5uHPD7dDwVuIT3BtF3S+oHLAPOLLUISROACQD9B/Rs3ZWYWVWWLlnFksUra72MkpYsnl/rJZiZrTMH0euJiLhfUn9gQJVdG4A6SSek8y0l7RgRT6XzMcBi4ArgbOCrJeaeDEwGGLbjwGjN+s2sOr36dK/1EsrquVm1/zfUfurq6mq9BDPrJBxEryckDQe6Aa8BPSrs8wGgZ0RslSs7myywPqdQFhFvS/oK8JikcyNiYZsu3syqdtjR29Z6CWX5y1bMrCvwjYVd26bpEXdNwNXAZyJidRX9G4DrisqmUeIpHRHxInAV8MXWLtbMzMyss/BOdBcWEd3KlM8Fdk3HM8geT5evPzEdXlOi7yxg53Q8tKjulHVasJmZmVkn4Z1oMzMzM7MqOYg2MzMzM6uS0zmsXW3eZ1vfVGRmZmadnneizczMzMyq5CDazMzMzKxKDqLNzMzMzKrknGhrVwtfn8fvbju56n6fOsh51GZmZtZxeCfazMzMzKxKDqLNzMzMzKrkILoLkjRR0uOSZqWv/d5L0gxJI1P9XEn90/EISXMk7SnpREkXpvINJF0m6RJl8n1C0u9y820o6VVJ02txvWZmZmbtzTnRXYykvYFDgA9FxIoU+G5Upu3uZF/tPS4iHpG0RyoXcBHQHfhsRERW9I43gF0lbRoRy4EDgfnv20WZmZmZdTDeie56BgMLImIFQEQsiIgXSrTbGbge+HREPFhU91NgC2B8RKwpM88twMHpuAG4ap1XbmZmZtZJeCe667kdOEvSk8CdwNUR8ecS7W4APhUR9xWV/zvwD2B0RLzdzDxT0zzTgd2BS4BRrV30bb+fx7Ilq8rW337F+IrGqauro7GxsbXLMDMzM6uIg+guJiKWSRpBFtCOAa6W9I0STe8EPi/ptohYnSv/OzAc+DDwl2bmmSVpKNku9C3NrUnSBGACwBYDe5Zss2zJKl5ftLLsGK8vcraImZmZdRwOorugFBTPAGZIegz4TIlmJ5PlPf8COClX/k/gLOD3kg6KiMebmepG4AfAaLL0j3LrmQxMBtj+AwOjVJuefbo3Mw306jGg2fqCurq6itqZmZmZrQsH0V2MpJ2ANRHxVCqqB54Fdi1quoYsdeM2SedExFmFioj4q6T/AqZL2jci5pWZ7hJgcUQ8Jmn0uqz7oOO2bbbeX7ZiZmZmHYmD6K6nJ/AzSX2Bt4GnyVIpriluGBFvSToM+LOkl8meulGouyk92eNWSSVznSPiebKbEM3MzMzWKw6iu5iImAnsU6JqdK7N0NzxErLd6oIpubpLgUvTab7PWonNETGDLIXEzMzMrMvzI+7MzMzMzKrkINrMzMzMrEoOos3MzMzMquScaGtX/Xpv6ydtmJmZWafnnWgzMzMzsyo5iDYzMzMzq5LTOaxdvfr6PH5x5yll6//7gJ+142rMzMzMWsc70WZmZmZmVXIQbWZmZmZWJQfRZmZmZmZV6tBBtKQjJIWk4bmyoZKWS2qS9ISk30rqnupOlHRh0RgzJI1Mx3MlTcvVHSNpSlH76yU9UGItp0v6Z5r3IUnji8fPrW92Ud8fS5ovaYNc2VprLTHnDEn/kvSopL9I2qlE+UOS6ov6lZvvVUmPSHpK0m2S9snVT5E0J11fk6S/pvJBkqanuZ6QdEsz1zlJ0unNXZOZmZlZV9Chg2igAbgv/Zv3TETUA7sBWwPHVTHmCEm7lKqQ1BcYAfSRtH2u/AvAgcCH07z7A6pkshTIHgk8B+xbxToLToiIPYDLgO+XKP9FvryF+a6OiD0jYkfge8C1knbO1Z8REfXpVQiwzwHuiIg9ImIX4ButuAYzMzOzLqXDPp1DUk/gY8AY4CbgO8VtImK1pAeBraoY+ofAROCEEnVHpbleBo4Hzkvl3wJGR8Trad7XyYLaSowGHgeuJvswcHcVa827B/hKifL7gTOqnS8i7pY0GZgAnNrMvIOB23P9ZlW16grce9WzvLlkFQAP/Hb8O+V1dXU0Nja29XRmZmZm66wj70QfDtwaEU8Cr0kaUdxA0ibAXsCtVYz7e+BDknYoUdcAXJVeDWmO3kCviPi/Zsa8opAGAdxSZszrgIMLqSetcCjwWInyscD1rZzv78Dw3Pn3c+kcV6SynwO/kXS3pImStsy1H5Zr3wR8odQkkiZIeljSw8uWLF+r/s0lq1i2aCXLFq1k/vz577xeeumlZpZuZmZmVjsddieaLBj8STqems5npvNhKWjbDrg5tzsaZcbKl68mS3/4JvDHQqGkQcCOwH0REZJWSdoVmFfBWk+IiIfTOEOB6el4I+CTwFcjYqmkvwEHFeordIWk5cBc4JSi8o2AnkB9K+crTkk5IyKuyRdExG0ptWUs8AngkfS+wLtpNaT5J5WaJCImA5MBhnxg4Fo/ox593o3z+/QY8M5xXV1dmWWbmZmZ1VaHDKIl9QP2A3aTFEA3ICQV0haeiYh6Sf2Bv0g6LCJuBF4DNi8arh+woKjscrIgOn9j3HGp7xxJAL2BhoiYKGmZpO1b2I0u5SCgL/BYGrMHsJzqguh3AvTicrIPFd8HfkaWilLtfHsC/2hpARGxELgSuFLSdODjvPuBZp2NahjyzrG/bMXMzMw6g46aznEMcHlEDImIoRGxDTAHGJVvFBELyG50+2Yqegj4qKQ6gPTUjI3JbrLL91sF/Ij35gI3AGPTfEPJbjA8PtWdD/w8pXYgqWfh6RwtaAA+nxtzO+BAST0q6NuiiAjgTOAj6QkmFc8naV+yfOiLm5tD0n6F/pJ6AcOobHfezMzMrMvqqEF0A1lOb9401n5KB2T5wD0kjYqIl4EvA7ekdI8fk+0mrynR7zeknfiUgjEEeOfRdhExB1giaS/gl2Q36D2UHut2L1BqzHekwHMscHNuzDfInjZyaCo6UdLzudfWzY1ZSkQsJ7tZ8usVzDcu5S8/SXaz5NERkd+JzudEN6X0kBHAw5Jmkd3E+OuIeKjadZqZmZl1Jco2M83ax5APDIyv/2Jc2Xqnc5iZmVlHIWlmRIwsVddRd6LNzMzMzDosB9FmZmZmZlXqkE/nsK5rQO9tnbJhZmZmnZ53os3MzMzMquQg2szMzMysSk7nsHb1wtJ5nH33KS03bMZ3xjgdxMzMzGrLO9FmZmZmZlVyEG1mZmZmViUH0WZmZmZmVXIQXQOSQtIPc+enS5pU1KZJ0tSisg0lnSfpqdxXc08sanNEGn94rmxo+rrycuu5XtIDRWWTJL0paWCubFnueHWa/3FJj0o6TZJ/n8zMzGy94KCnNlYAR0nqX6pS0s5AN2CUpM1yVecCWwK7RUQ9MAroXtS9Abgv/dsiSX2BEUAfSdsXVS8ATivTdXlE1EfEB4EDgU8A36lkTjMzM7POzkF0bbwNTAZOLVPfAFwO3A4cDiCpB/CfwCkR8RZARCyNiEmFTpJ6Ah8D/gM4vsK1HAXcBEwt0ecSYJykfs0NEBGvABOAkyWpwnnNzMzMOi0/4q52fg7MktRYom4c2e7ucOAU4EpgB2BeRCxtZszDgVsj4klJr0kaEREzW1hHA3AO8DIwDTgvV7eMLJD+Mi3sMkfE/0nqBgxMY62zWVc8y4olq9YqH3/p+LJ96urqaGws9ZaamZmZtR0H0TUSEa9L+i3wJWB5oVzSSGBBRMyTNB+4pNROsKTPkgW3WwD7RMRzZAHxT1KTqem8bBAtaRCwI3BfRISkVZJ2jYh8/vRPgSZJP2jttUqaQLZTTZ9BPSvut2LJKpYvXLlW+Xzmt3YpZmZmZm3CQXRt/Rj4O3BprqwBGC5pbjrvDRwNXAFsK6lXSuO4FLg03TDYLQXa+wG7SQqynOqQdEYz8x8HbA7MSVkYvdP879ysGBGLJV0JfLG5C0n51KuBV4rrImIyWfoKW+40MJobJ2/jPsXp3pl+mw4o26eurq7S4c3MzMxazUF0DUXEQkm/J8thviQ93eI4shsHXwCQNAY4MyIulvQb4EJJJ0XEWyl9YqM03DHA5RFxUmF8SX8mu/lwXpklNABjI+L+1H474E5yQXRyAfAQZX5fJA0ALgIujIiKg+SW7H7CkJLl/sZCMzMzqzXfWFh7PwQKT+kYBcwvBNDJPcAukgaTBbcvArMlPQLcC1wGvEAWEF9XNPY03n1Kx06Sns+9zgCGAO882i4i5gBLJO2VHyQiFqSxN84Vb1p4xB1Z4H07cHar3gEzMzOzTkZtuHFo1qItdxoYJ100bp3G8E60mZmZtQdJMyNiZKk670SbmZmZmVXJQbSZmZmZWZV8Y6G1qy17bet0DDMzM+v0vBNtZmZmZlYlB9FmZmZmZlVyOoe1q+eWvsiXZpzbrnP+dPS323U+MzMz6/q8E21mZmZmViUH0WZmZmZmVXIQbWZmZmZWJQfRHZykkPS73PmGkl6VNL2o3fWSHigqmyTpTUkDc2XLio8lDZW0PH2N9xOSLpK0gaTRJeaZIumYdDxD0r8kPSrpIUn1bXv1ZmZmZh2Tg+iO7w1gV0mbpvMDgfn5BpL6AiOAPpK2L+q/ADitgnmeiYh6YHdgF+CICtd3QkT8f/buPc6qut7/+OvtBcUcUVHY3hJUwhQUj3Qs0wLJpKzMK04ah8qofpqX0mOlFnnKatQ08xadNDQFPZLXzFQUL4U3FAG1NBxN8ZKKjqAoBJ/fH+u7c7HZM7P3MDN7Lu/n4zEP1vpePwv948N3vmt9dwUuBM6ssI+ZmZlZt+Ykunu4Gdg/XdcDU0vqDwJuBKYBh5fUXQKMk7RpJRNFxL+AvwA7VBnjLGCrKvuYmZmZdUv+xF33MA34ftpasQtZYrx3rr4eOB14GZgOnJGrW5LaHwf8oLWJJG0AjAG+X2WMY4Hrquyzxp65Yg7L33inxTbjLxnf6jiFQoGGhob2CsvMzMx6OCfR3UBEzJU0iCxZvjlfJ2kgMAS4NyJC0nJJwyJifq7ZecAcSWe1MM32kuYAAVwfEX+U9PHmQspdXyGpD7AhUHZPtKSJwESAuoH9WgihesvfeIdli5a22GbhqrtfzMzMzNaYk+ju4wbgLGAU0D9XfhiwCdAoCWAjsmT7lGKDiHhD0pXA0S2MX9wTnfdaGjtvU7J91kVHALPJ9kP/kmxrySoiYjIwGWDg0K2itH5NrLvx+q222bxv6ztZCoVCe4RjZmZmvYST6O7jEuCNiJgnaVSuvB4YGxGzACQNBm4nl0QnPwcepLr/5k8BW0r6YEQ8IWlbYFdgTr5RWgE/DVggaceI+Gs1D7YmBh3R+gdBfGKhmZmZtTe/WNhNRMTzEXFevixt8dgWuC/XrhFokrRHSf9XgWuB9aqY813gSODStNXjGuCoiGgq03YpcDZwUqXjm5mZmXVXimjX366btWjg0K1i3K++0alzeiXazMzM2kLS7IgYWa7OK9FmZmZmZlVyEm1mZmZmViW/WGidapu6Lby9wszMzLo9r0SbmZmZmVXJSbSZmZmZWZWcRJuZmZmZVcl7oq1TPbf4FY6deVFVfc4b1bmfxDMzMzNrjVeizczMzMyq5CTazMzMzKxKTqK7KEkh6Xe5+3UkvSLppnQ/QdL56fpPkubkfl6QdH+qk6RTJT0l6UlJd0raOTfuM5LmSZor6S5J25bEcZ2k+0rKJqX4dsiVHZ/Kyp7qY2ZmZtaTOInuut4Chknqm+73BRaWaxgR+0XEiIgYAXwUeBMofoz5aGBPYNeI+ADwE+AGSevnhhgdEbsAM3P9kLQxsDvQT9J2JdPOAw7P3R8KPFb1U5qZmZl1Q06iu7abgf3TdT0wtYI+vwBujojb0v3JwDER8TZARNwK/AU4okzfWcBWufuDgBuBaayaMANcBxwAIGl7oAl4tYL4zMzMzLo9f52ja5sGfD9t4dgFuATYu7nGkg4CRgJ7pPuNgPdFxNMlTR8CdmZ1Y8mS46J64HTgZWA6cEau7k3gOUnDyJLpq4AvVfxkZTxzxd0sf+Pt1crHXzKr1b6FQoGGhoY1md7MzMysYk6iu7CImCtpEFkye3NLbSVtRbYKvV9EvFvlVHdK2hRYApyWxhsIDAHujYiQtFzSsIiYn+tXXKHeDxhDM0m0pInARIC6gZs2G8TyN95m2aIlq5UvZPUyMzMzs1pyEt313QCcBYwC+pdrIEnAFOCnEfF4sTwi3pT0lqTtSlajdwfuyt2PBt4ArgB+CHwLOAzYBGjMhmcjsmT+lFy/m4AzgYfSXGUfICImA5MBBg7dNpp70HU33qBs+eZ9+zXX5d8KhUKrbczMzMzai5Poru8S4I2ImCdpVDNtTgTeiYgLytSdCZwn6dCIWCrpE8BewNfyjSLiX5KOB+ZJ+hFZwjw2ImYBSBoM3E4uiY6ItyWdDDy5Zo+YGXTEx8qW+7AVMzMz62qcRHdxEfE8cF4rzX4EPC9pTq7s9YgYDfySbEV5nqQVwEvAARGxtMxcL0qaSvZFj22B+3J1jZKaJO1R0mdaW57LzMzMrDtTRLO/XTdrdwOHbhvjfvWdqvp4JdrMzMxqQdLsiCh7BoY/cWdmZmZmViUn0WZmZmZmVfKeaOtU29Rt7u0ZZmZm1u15JdrMzMzMrEpOos3MzMzMquQk2szMzMysSt4TbZ3qucWvcdydl9U6jB7pF6PH1zoEMzOzXsMr0WZmZmZmVXISbWZmZmZWJSfR3YSk/pLmpJ+XJC3M3Uf6c76kGyVtnPoMkjQ/XY9Kx3bPkfSEpB+k8gmSzi+Za6akken6GUnzJM2VdJekbUvaXifpPszMzMx6kYr3REv6AHAI8H6gT74uIr7cznFZiYh4DRgBIGkSsCQizkr3SyKiWDcFOBr4cZlh7omIz0h6HzBH0o0VTj86Il6V9EPgVOCraa6Ngd2BJZK2i4in2/6EZmZmZt1HRSvRkvYH5gKfBb4MDAU+DRwIbNZh0VlbzAK2aqlBRLwFzAZ2WMOxDwJuBKYBh1c5lpmZmVm3VelK9OnADyPiJ5IWA18EXgAuJ0usrAuQtDYwBvhNK+36Ax8G/gf4UBVTjAWuy93Xk/2/8TIwHTijmni7m8YrbmV501u1DqNZ4y+9vdYhdLhCoUBDQ0OtwzAzM6s4iR4KXJWulwMbRMQ7kk4H/gD8vCOCs4r1RP5vLgAAIABJREFUlTSHbJX4CeC2ZtrtLekRYCXw04h4rLj3uYzIXd8paVNgCXAagKSBwBDg3ogIScslDYuI+aUDSZoITASoG9i/DY/XNSxveotli96sdRjNWkjXjc3MzKynqTSJXgysn65fJNsGMD/136QD4rLqLI2IEZI2AP5Etif6vDLt7omIz5SUvcbq/w03BV7N3Y8G3gCuAH4IfAs4LPVrlASwEdnK9Cmlk0bEZGAywMChg6O0vrtYt9/7ah1CizbvW1frEDpcoVCodQhmZmZA5Un0/cBewONkK89nS9qVbE+0t3N0ERHxtqRjgeskXVhhtweB8yUVIuKltDK9HvBcydj/knQ8ME/Sj8gS5rERMQtA0mDgdsok0T3F4CM+WesQWuTDVszMzDpPpUn0t4AN0/UkoA44GHgy1VkXERGPSJpLluTeU0H7lyUdB9wsaS2yLRv1EbGyTNsXJU0lW+neFrgvV9eYPqG3R0Tc317PY2ZmZtYVKaLb/nbduqGBQwfH4Rf/sNZh9EheiTYzM2tfkmZHRNn3x3zYipmZmZlZlZrdziHpTWC7dMjGYlb9WsMqImKjjgjOzMzMzKwramlP9DfJvsoBcEwnxGK9wDZ1/b3twMzMzLq9ZpPoiJhS7trMzMzMrLfznmgzMzMzsyq1tCd6JS3sg86LiLXbLSIzMzMzsy6upT3Rh/FeEj0QOB24lvcOV/kI8HngBx0WnfU4zy1+nePu+L9ah9GsX+xzaK1DMDMzs26gpT3R1xSvJd0AfDcifp1rcomkB8gS6UpPxzMzMzMz6/Yq3RO9D3BnmfI7gVHtFo2ZmZmZWTdQaRL9KnBImfJDgFfaL5yeSVJI+l3ufh1Jr0i6Kd1PSPdzcj87pbohkm6StEDSbEl3SvpYrt/5JXPNlDQydz8izT+2pN2SFuI9V9JCSWtJWl/SXyUNz9WfJOlXLY1vZmZm1pO1tCc67/vApZJG896e6A8DnwC+0hGB9TBvAcMk9Y2IpcC+wMKSNldFxCrf45a0PvAH4MSIuCGVDQNGAndXOHc9cG/685bWGktaCzgQeA74eETcKel44MKUvG8JfD3FUPX4ZmZmZj1BRSvREXEZsCfZivTn0s9rwEf9DemK3Qzsn67rgakV9DkCmFVMoAEiYn5E/LaSCSUJOBSYAOybkvLWjAIeAy5KcRIRtwAvAuOBc4BJEfF6G8c3MzMz6/YqXYkmIu4nS+qsbaYB309bOHYBLgH2ztWPk7RX7v4jwM7Aw62MW9pvh9z1nkBjRCyQNJMsiZ/eynjFBP964AxJ60bEcuB44AHgqYi4fA3G73CNV97E8qbFrTcsY/xvb1zj+QuFAg0NDWs8jpmZmXVdFSfRAJK2BAZQsoIdEa0ler1eRMyVNIgsSb25TJNy2zkoub8WGAI8GREHleuXktmierLknfTneFpIciX1AT4NfCsiFku6H9gPuCkiXpB0B3BTteNLmghMBKgbsFlz07eb5U2LWbaoqU19F9K2fmZmZta7VJRES9oN+B2wI6CS6gB82EplbgDOItsy0b+C9o8BHyveRMSB6aXBs1rrKGlt4GDgAEmnkP136y+pLiKaW6bdD9gYmJcS+A2ApbyXOK9MP1WNHxGTgckAA4duX9EBPmti3X51be67ed8N13j+QqGwxmOYmZlZ11bpSvRkshfNvgq8QIUnGdpqLgHeiIh5kkZV0P5K4LuSPpfbF71BhXONAeZGxH7FAklTyF4avKyZPvXAURExNbV/H9AoaYOIeLsdxu8Ug7/wmTb39WErZmZmVolKk+idgN0i4smODKani4jngfOaqS7d2/z/IuIvkj4D/FzSucDLwGLgRxVMV092wmTedOAbZEnuBpKez9VdCIwl+/JGMd63JN0LfBa4qsrxzczMzHosRbS+qCzpPuC/I6LSz6qZlTVw6PZx+EU/rXUYzfJKtJmZmRVJmh0RI8vVVXrYyveABkmfkDRQ0qb5n/YL1czMzMys66t0O8ft6c9bWXU/tPCLhWZmZmbWy1SaRI/u0Cis19imbhNvmTAzM7Nur6IkOiLu6uhAzMzMzMy6ixaT6Er3O0fEovYJx8zMzMys62ttJfpVWv4mtPdEm5mZmVmv01oS7b3Q1q6eW/wGx8+4vtZhWBXOHXNArUMwMzPrclpMor0X2szMzMxsdZV+J9rMzMzMzBIn0T2MpM9LCkk7pvu1JJ0nab6keZIelDQ41X05lc1N9QeUjDVH0rSSst9KeltSXa7s3DTnZp3xjGZmZma15iS656kH7k1/AowDtgR2iYjhwIHAG5K2Bk4B9oqIXYAPA3OLg0j6INkLo3tLel/JHH8HDkjt1gL2ARZ22BOZmZmZdTFOonsQSRsCewFfAQ5PxVsAL0bESoCIeD4iXgcGAIuBJal8SUQ05oarBy4nO6Wy9M2yaWTJOcAo4M/Av9r7eczMzMy6qkpPLLTu4QDgloh4UtJrknYHrgbulbQ3MAP4XUQ8AjwKvAw0SpoB/D4ibsyNNQ7YF9gR+CZwZa7uSeBzkjYhS7Z/B3yqg5/NKtQ49VqWNS1ut/HGT5nebmMVFQoFGhoa2n1cMzOzzlJxEi1pHDCGbAVzlRXsiPhcO8dlbVMP/CJdTwPqI+JESUPJtlzsA8yQdGhEzJA0FvgQ2X/XcyTtHhGTJI0EXo2If0haCFwiadOSQ3V+T7bavQfwtZaCkjQRmAhQN2Dz9ntaK2tZ02KWLXqj3cZbSPuNZWZm1lNUlERLOhM4HrgTeIGWD2CxGkinS+4DDJdUPAAnJJ0UEe8CfwT+KOll4PPAjIgI4AHgAUm3AZcCk8iS8R0lPZOG3wg4GPh1bsqrgNnAlIhYKanZ2CJiMjAZYODQHfz/Tgfr06+u9UZV2Lxv6Zb4NVcoFNp9TDMzs85U6Ur0eLJVzWs6MhhbI4cAl0fEv1eFJd1F9mLg3yPihfQS4C7AXElbAoWIeDg1HwE8m9ocBgyPiBfSOKOB08gl0RHxrKRTgNs74+GscoPrD2zX8XzYipmZ2eoqTaLXAuZ0ZCC2xuqBn5WUTQemAIskrZfKHgDOBwYCZ6Vk+h3gFeDrwN7AwmICndwN7CRpi/zgEfGrdn8KMzMzs26g0iR6MnAk2a/6rQuKiNWOaI+I84DzmunyLNn2j1ILyD53lx9nBVD8/fuEZuYfVGGoZmZmZt1epUn0xsAXJO1L9i3h5fnKiDi2vQMzMzMzM+uqKk2id+K97Rw7ltT5RTEzMzMz61UqSqLLbRUwa4tt6jb2i2pmZmbW7fnEQjMzMzOzKjW7Ei3pBuDIiHgzXTfLh62YmZmZWW/S0naO13hvv/NrnRCLmZmZmVm30GwSHRFfKndttiaeW9zE8TP+WOswzMzM2uTcMZ+qdQjWRXhPtJmZmZlZlZxEm5mZmZlVyUl0G0g6R9Lxufs/Sfrf3P3Zkr4laZCkpZLm5H7GpzZfljRP0lxJ8yUdIOmC1Obxkn6HlMw/SdLCVPdXSRdJWivV/VZSY67vX1L5BEkrJe2SG2e+pEHpesM0zgJJD0uaLemrJfMeL+kdSf1yZaMk3dSef79mZmZmXV2lh63Yqv4MHAacm5LXzYCNcvV7Aiek6wURMSLfWdLWwCnAf0REk6QNgc0j4vpUPwi4qbRfiXMi4qw0/93Ax4E7U91JEXFNmT7Pp3nHlan7X+BpYEhErJS0OfDlkjb1wIPAQcClLcRmZmZm1qN5Jbpt/gJ8JF3vDMwHFkvaRNJ6wAeBh1voPwBYDCwBiIglEdHYxlj6AOsDr1fQ9iZgZ0lD84WStgf+Ezg1IlammF6JiJ+VtNkQOJUsmTYzMzPrtSpaiZb0ceCdiLg/3U8AjgIeA74dEUs6LMIuKCJekPQvSe8nW3WeBWxFllg3AfMiYpkkgO0lzcl1/yZZEv4y0ChpBvD7iLixyjBOkHQksC3wx4jIz3GmpFPT9WMRcUS6Xgk0AN8D/ivXfmfg0WIC3YzDgWnAPcBQSQMj4uUqYzYzs07QOPX/WNb0Zq3D6JHGT5la6xAsKRQKNDQ01Gz+SrdznAtMAkirmL8CfgPsBZwJfKMjguvi/kKWQO8J/Jwsid6TLIn+c67dats5ACSNBT4EjAHOkbR7REyqYv7ido51gWskHR4R01Jdc9s5AK4ETpE0uLmBJZ0CHAoMiIgtU3E9cGDa6jE91Z9fSaCSJgITAeoGDKiki5mZrYFlTW+ybFElv6C0ai2s6Be/1htUmkTvAMxL1wcDt0XE/5O0BzCd3plE/5ksaR5Otp3jOeDbwJtUsF84IgJ4AHhA0m2pz6Rqg4iI5ZJuAT5GtlLcWvt/STobODlX/Diwq6S1ImJlRPwY+LGkJQCShgNDgNvS6nofoJEKk+iImAxMBhg4dEi00tzMzNZQn34btd7I2mTzvhvUOgRLCoVCTeevNIleCaydrscA16brl4D+7R1UN/EX4ETg6YhYASyStDHZ1oivttRR0pZAISKK+6ZHAM+2JQhlWe1HgUeq6PZb4L+BOoCI+Lukh4AfSTotIlZIWh9Qal8PTIqIn+TmbZS0bVtiNjOzjjW4/tBah9Bj+bAVK6r0xcIHgdMkfRHYGygeOTcIeLED4uoO5pF9leO+krKmiHg1V7Z9ySfujgXWBc5Kn6ebQ/a1jOOqnP+E1Hc+2T9wLszVnVkyZ598x4hYBpxH9oJj0VFk/yAqJtS3kSXakO2HvpZVXZvKAcZIej738xHMzMzMejBluwpaaSQNI9tLuy3w84j4YSo/H9gk9+KaWYsGDh0S9ReeV+swzMzM2sQr0b2LpNkRMbJcXUXbOSJiPrBLmaoTgRVrEJuZmZmZWbdT1XeiJY2UNE7S+1LR2oBfFDMzMzOzXqXS70QPBK4nO5AjyL7U8DTZp93eofr9vGZmZmZm3ValX+c4h+xwkP7AP3Ll/wf8sr2Dsp5rm7p+3k9mZmZm3V6lSfQYYExEvJ6+E1y0AHh/u0dlZmZmZtaFVbonui+wrEz55mTbOczMzMzMeo1KV6LvBiYA30v3IWltslPvZnRAXNZDPbd4McfP8P8yvd25Y8bUOgQzM7M1UmkS/d/AXZI+BKwHnE12Ml8/stPyzMzMzMx6jYq2c0TE48BwsqOubwXWJ3upcLeIWNBx4ZmZmZmZdT2VfuLu/cBzEfGDcnUR8Y8y3czMzMzMeqRKXyxsJHuJcBWS+qc6a4WkJZIGSZpfUj5J0om5+3UkvSLppyXtZkr6m6RHJT0oaUSu7hlJm6Xr3SU1StpN0oR0NHvpOCNz9yMkhaSxJe1C0tm5+xMlTcrFvFDSHElPSfq9pJ3W6C/IzMzMrBupNIkW5U8m3BB/naO97Qs8CRyqku8JAkdExK7AhcCZpR0l7QJcA4yLiEcqnK8euDf9mfcucFAxOS/jnIgYERFDgKuAOySt9g8tMzMzs56oxe0cks5LlwH8RNLbueq1yU4wnNNBsfVW9cAvgG8AHyHbh15qFnBSSdkHgSnAFyPigUomSkn6oWSJ+z2S1o+I4j+K/gVMBk4ATmlpnIi4StL+wBdS7NZNNU6dyrKmpg6fZ/yUKR0+R16hUKChoaFT5zQzs56ttT3Rw9OfIkvS8t+KXgY8DJzVAXH1ZNtLyv/Do0D6O5S0PvAJ4GvAxmQJdbkkeixwXUnZ9cCREXFvSfk4SXvl7nfIXe8JNEbEAkkzgf2B6bn6C4C5kirJPh4GdixXIWkiMBGgbsCACoayWlnW1MSyRYs6fJ6FHT6DmZlZx2oxiY6I0QCSLgWOi4g3OyWqnm1BROT3M0/K1X0GuDMilkqaDpwm6fiIWJHqr5DUh2wbzQhWdTtwlKQ/5doDXBURx+Tmm5mrqwempetpwHhySXREvCnpMuBYYGkrz1W69eTfImIy2ao2A4cOLbctyLqIPv36dco8m/ft2ynzFBUKhU6dz8zMer6Kvs4REV/q6EAMyJLavSQ9k+77A/sAt6X7I4DZZPuhfwkclOt7DHAx2X7pr7U2UTos52DgAEmnkCXB/SXVRcTiXNNzyVaZL21lyN2Ah1qb17q2wfWlW+M7hg9bMTOz7q7SFwuRNFrSZEm3SLoj/9ORAfYWkjYC9gbeHxGDImIQcDQlL/xFRACnAR+WlN8+sZJsT/KOkk6vYMoxwNyI2CbNty3ZKvSBJfMtAq4GvtJC7AcDnwSmVjCvmZmZWbdXURItaQLwR6AOGAW8AmwC/AfweAfF1mNIWofsaxctORC4IyLy7a4HPitpvXzDiFhKdmrkSSXl7wCfAz4n6ehW5qsHri0pm87qX+kgzVX6lY4Tip+4A44E9omIV1qZ08zMzKxHULaw2Uqj7NvG50bE/0paDOwaEU+nbxAviYjvdHSg3ZmkXYFfR8R/1jqWWhs4dGjUX3hhrcOwGvN2DjMz6w4kzY6IkeXqKt3OsR3Zi2uQrahumK7PByasUXQ9nKSvk21zOLXWsZiZmZlZ+6g0iX6NbCsHZF+nGpau+wOd+5p9NxMRF0fEThFxa61jMTMzM7P2UdHXOYB7yF4cm0f2ktl5kvYleznttpY6muVtU1fnX+WbmZlZt1dpEn0MsH66/gnZaXYfJUuof9QBcZmZmZmZdVmVfid6Ue56JfCzDovIzMzMzKyLqyiJlrQC2CIi/llS3h/4Z0Ss3RHBWc/z3OIlfGvGPbUOw7qon4/Zu9YhmJmZVaTSFwubO9J5PWBZO8ViZmZmZtYttLgSLelb6TKAr0takqtem+yEvb92UGxmZmZmZl1Sa9s5vpn+FHAUsCJXtwx4Bvh6+4dlZmZmZtZ1tbidIyIGR8Rg4C6yUwoH536GRsR+EXF/54Rq5UjaWtL1kp6StEDSLyT1kTRKUpOkRyT9TdLdkj6T6zdJ0onp+sOS7k/HeD8haVIqn5BOpczPN1PSyNz9CEkhaWwnPbKZmZlZzVW0JzoiRkfE68V7SetI2rClPtbxJAn4PXBdRAwBPkB2muSPU5N7ImK3iBgKHAucL6ncR5qnABMjYgTZQTpXVxFGPXBv+tPMzMysV2gxiZY0RtJhJWXfAZYAb0i6RdLGHRmgtWgf4J2IuBQgIlYAJwBfBjbIN4yIOcDpZN/8LjUAeLE4RkQ8XsnkKYk/lOzo930lrd9yDzMzM7OeobU90d8B/li8kfSfwBnAb4AngJOAU9Kf1vl2BmbnCyLiTUn/AHYo0/5hyv+3Ogf4m6SZwC3AlIh4J9WNk7RXrm1+3D2BxohYkPruD0xvy4NY17Zg6mUsa3qjw+cZP+XXHT5HqUKhQENDQ6fPa2Zm3VtrSfRwskS66FDgLxHxVQBJz5GdWOgkunso+6nCiDhd0hVkR7t/gWxrxqhUfVVE/Hv1OiXLRfXAtHQ9DRhPmSRa0kRgIkDdgIFr9ABWG8ua3mDZokWtN1xDCzt8BjMzs/bRWhK9MZA/YOWjwM25+weBrdo7KKvY48Ah+QJJGwHvB/5OlhTn7Ub2G4TVRMQC4CJJvwZeSQfpNEvS2sDBwAGSTiFL0PtLqouIxSVjTwYmAwwcumNU+GzWhfTp1zm7tjbv27dT5skrFAqdPqeZmXV/rSXRLwLbA89JWo8sCTstV18HvNtBsVnrZgA/lTQ+Ii5Lie3ZwG+Bt/MNJe1C9t/uqNJBJO0P3BwRAQwh+5Rha7+7HwPMjYj9cuNMAQ4ELmvzE1mXtH39+E6ZxycWmplZd9Ha1zn+CDRI2gf4GfAWkD+zeReyFU+rgZT0HggcKukp4EngHeB7qcnexU/cARcAx0bEjDJDfZFsT/Qc4HLgiPSSYkvqgWtLyqbjr3SYmZlZL6AsD2umUtqM7BNqe5F9keO/IuLaXP0MYFZEnNrRgVrPMHDojnHEhZ3/8ph1D16JNjOzrkTS7IgYWa6uxe0cEfEq8DFJ/YAlZVYnDyVLrs3MzMzMeo3W9kQDEBFNzZR3/Ov6ZmZmZmZdTEVJtFl72aZuQ//K3szMzLq9io79NjMzMzOz9ziJNjMzMzOrkrdzWKd6fvFbfHvGA7UOw3qQs8f8Z61DMDOzXsgr0WZmZmZmVXISbWZmZmZWJSfRZmZmZmZVchJdAUkFSdMkLZA0W9LNkj4gaX5Ju0mSTkzXv5V0SEn9kpL74yW9I6mfpP6S5qSflyQtTNcrJD2erhdJakzXt0saVIxB0gaSrpA0T9J8SfdK2jDVDZR0paSnU/yzJB1YEsu5ac61cmUTJL2S5vurpBPKPWuu7Jl0yqWZmZlZj+YXC1shScC1wJSIODyV7QoMbIfh64EHgYMi4lJgRBp/EtkJkWeVxPJb4KaIuCbdD8pVHwe8HBHDU91QYHmK/7oU/xdS3bbA53LjrgUcCDwHfBy4MzfuVRFxjKT+wN8kXRMRz7XDs5uZmZl1W16Jbt1oYHlEXFwsiIhHyRLONpO0PbAhcCpZMr2mtgAWFm8i4m8R8S6wD7CsJP5nI+KXub6jgMeAi5qLJSJeA/6e5jEzMzPr1bwS3bphwOxm6raXNCd3XwDyq8dnSjq1mb6HA9OAe4ChkgZGxMtrEOclwK1pC8kMspXnp4CdgYdb6VsPTAWuB86QtG5ELM83kPR+YH1gbq74BElH5u63XIP4rQtYMPU3LGt6vdZhVGX8lPVrHUK7KBQKNDQ01DoMMzOrkJPoNbMgIkYUb9I2jLyTilsvUn1+T3Q9cGBErJQ0HTgUOL+tgUTEHEnbAZ8EPgE8KOkjpe0kXQDsRbY6/SFJfYBPA9+KiMWS7gf2A25KXcZJ+hiwI3BMRLyTG+6c/JYTSc+Ui03SRGAiQN2AQlsf0TrBsqbXeXfRa7UOoyoLW29iZmbW7pxEt+4x4JBWW1VB0nBgCHBbtmWZPkAja5BEA0TEEuD3wO8lrSRLjucAB+faHJ1e/nsoFe0HbAzMS7FsACzlvSS6uCd6JNlK9w0R8VKVcU0GJgMUhn4w2vp81vH69Nuk1iFUbbO+PWcl2szMug8n0a27g2yLw8SUDCJpF6DfGoxZD0yKiJ8UC9JXN7aNiGfbMqCkjwKPR8TraXV5J2BmLv5vRMRFqfkGJbEcFRFT0zjvAxol5dsQEQ9JupzsBcbvtiVG6/q2r/9KrUOomk8sNDOzWvCLha2IiCD7csUn0ifuHgN+AlS1GlvicLIvfuRdm8rbanvgLknzgEfIVpqnp/g/D3w8JeoPAFOAk1OiPBb4Q3GQiHgLuBf4bJk5fgZ8SVLdGsRpZmZm1u0py7HMOkdh6AfjiAun1DoM60G8Em1mZh1F0uyIGFmuzivRZmZmZmZVchJtZmZmZlYlv1honWrruvf51+9mZmbW7Xkl2szMzMysSk6izczMzMyq5CTazMzMzKxK3hNtner5xUs5aca8WodhXdiZY4bXOgQzM7NWeSXazMzMzKxKTqLNzMzMzKrUK5JoSSHpd7n7dSS9IummknbXSbqvpGySpIWS5kh6StLvJe2Uq58paWTufpCk+ZIGSHpGUiFXd4Gk76brz6e4dmwh7hVp3vmS/i8d011afqOkjUv6zZE0raTst+nY70clPSnpMklb5+qfkTQv9Z0j6bxU/mFJ96eyJyRNSuUTJJ1fMscqfxdmZmZmPVWvSKKBt4Bhkvqm+32BhfkGKRHdHegnabuS/udExIiIGAJcBdwhafOWJoyIfwI/Bc5K4/8HsHfxHqgH7k1/NmdpmncYsAz4epnyRcDRuef4ILA2sLek95WMd1JE7AoMBR5Jz9EnVz86jTsiIo5NZVOAiRExAhgGXN3Sc5uZmZn1Br0liQa4Gdg/XdcDU0vqDwJuBKYBhzc3SERcBdwKfKGCOScD20saDVwAHBMRyyVtCOwFfKWluUrcA+xQpnwWsFXuvh64PMV4QDPPEBFxDvAS8KlW5h0AvJj6rYiIxyuM18zMzKzH6k1f55gGfD9t4dgFuIRsZbioHjgdeBmYDpzRwlgPA/ltGFdIWpqu+wArASJipaRvAHcAN0TE3anNAcAtEfGkpNck7R4Rs5ubTNI6ZMnuLSXlawNjgN/kiseRrbTvCHwTuLKC57g+3d8paUW6npIS7XOAv0mameafEhHvFOeStFduvHJJvvVCT029iGVNi9rUd/yUPq03akWhUKChoWGNxzEzM2tOr0miI2KupEFkyfLN+TpJA4EhwL0REZKWSxoWEfObGU4l90dExENprEHAv/daR8QcSfOBC3Pt64FfpOtp6b5cEt1X0px0fQ/vJcvF8q2AJ4Db0twjgVcj4h+SFgKXSNo0IprLZkqfY3REvJoviIjTJV0BfJJs9b0eGJWqr4qIY/49WJZorz6JNBGYCFA3YItmQrGeZFnTIt5d9Eqb+i5svYmZmVnN9ZokOrmBbE/yKKB/rvwwYBOgURLARmTJ4inNjLMb8FAV865MP0jaFNgHGC4pyPYvh6STIiJK+i1Ne5FLLY2IEelFwz+R7Yk+L8W8o6RnUruNgIOBX7fwHDNaCz4iFgAXSfo18Iqk/q31Kek/mWxrC4WhO5c+o/VAffpt2ua+m/Vtn5VoMzOzjtTbkuhLgDciYp6kUbnyemBsRMwCkDQYuJ0ySbSkg8lWZb/dxhgOAS6PiK/lxryLbGvJ3c32KiMi3pZ0LHCdpIvJ/jEwPCJeSOOOBk6jJIlW9i+FbwJbULJFpJSk/YGbU4I/BFgBvFFNnNb7DKn/Rpv7+rAVMzPrDnrTi4VExPMRcV6+LG2/2Ba4L9euEWiStEcqOqH4iTvgSGCfiGjb76qzhP3akrLptPyVjmZFxCPAXOC7wMJiAp3cDewkqbiH4kxJjwJPAh8i276xLNf+ztwn7i5LZV8k2xM9h+yFxSMiYgVmZmZmvZhW30Fg1nEKQ3eOL144rfWG1mt5JdrMzLoKSbMjouwZGL1qJdrMzMzMrD04iTYzMzMzq1Jve7HQamzrur7+db2ZmZl1e16JNjMzMzOrkpNoMzMzM7MqOYk2MzMzM6uS90Rbp3p+8bucPGPsUP6eAAAgAElEQVRBrcMw6/F+Nmb7WodgZtajeSXazMzMzKxKTqLNzMzMzKrkJLobkTRQ0pWSnpY0W9IsSQdKmiDp/JK2MyWNTNfPSNosV3e8pHck9cuVjZLUlI78/quks0rG20zScklfT/cXpLaPS1qaOy78kI79WzAzMzOrPSfR3YQkAdcBd0fEdhGxO3A4sHUbhqsHHgQOKim/JyJGALsBn5H00VzdocB9qS8RcXRq+2lgQUSMSD/XtCEeMzMzs27FSXT3sQ+wLCIuLhZExLMR8ctqBpG0PbAhcCopIS4VEUuBOcBWueJ64NvAVpLakribmZmZ9Rj+Okf3sTPwcDuMczgwDbgHGCppYES8nG8gaRNgCHB3ut8G2CIiHpB0NTAOOLsdYjHrUp6ceg7vNr1W6zDaxfgp69Y6hE5TKBRoaGiodRhm1ss4ie6mJF0A7AUsA85vplmUKasHDoyIlZKmk23TKPbfW9KjZAn0uRHxUiofB1ydrqcBl1BFEi1pIjARYKMBW1bazazTvdv0Gu8u+metw2gXC2sdgJlZD+ckuvt4DDi4eBMRR6eXBR8CXgM2KWm/KfBqvkDScLIE+bZsizV9gEbeS6LviYjPSBoM3Cfp6oiYQ5Z4FyQdkdptKWlIRDxVSeARMRmYDFAYOrxcYm/WJazXr3+tQ2g3m/XtXSvRZmadzUl093EHcIakb0TERalsg/Tng8D5kgoR8VL6Ksd6wHMlY9QDkyLiJ8UCSY2Sts03iohGST8FTpb0A2DDiNgq1+eHaazT2/MBzWrtA/Un1DqEduPDVszMOpZfLOwmIiKAzwMfT4nvA8AU4OS0p/k44GZJc4BzgfqIWJm6rwO8S7Yf+tqSoa9N5aUuBj5GliyX9plOMy8lmpmZmfUGXonuRiLiRconvETE9cD1peWSNgcUEYuB7cr0+1budmaufCmrfp0j32cu8MF0/QwwrNJnMDMzM+sJvBLdg0n6HNlXOL5b61jMzMzMehKvRPdgEXEDcEOt4zAzMzPraZxEW6faum49v/BkZmZm3Z63c5iZmZmZVclJtJmZmZlZlZxEm5mZmZlVyXuirVO9tHg5Z975UusNk5NG+yQyMzMz63q8Em1mZmZmViUn0WZmZmZmVXISvYYkrZA0R9Jjkh6V9G1Ja5W0uU7SfSVlkySFpB1yZcenspG5shGpbGxJ/5B0du7+REmTmonxs5IelzRf0o9beJYJkl6R9IikpyT9SdKeufrfSjokXT8jabNc3ShJN7XwV2VmZmbWYziJXnNLI2JEROwM7At8CvhBsVLSxsDuQD9Jpcduz2PVY7wPBR4raVMP3Jv+zHsXOCifyLbgXGD/iBgG/G8rba+KiN0iYgjwU+D3kj5YwRxmZmZmvYaT6HYUEf8EJgLHSFIqPgi4EZjGqgkzwHXAAQCStgeagFeLlWmMQ4EJwL6S1s/1/RcwGTihgtCWAVunGBureJ470xwTK+1jZmZm1hv46xztLCKelrQ2MAB4mWwF+fR0PR04I9f8TeA5ScPIkumrgC/l6vcEGiNigaSZwP5pjKILgLmSGpqLJ20teRy4RNK+EfFMlY/0MPC1KvtU7MErfsLSplebrZ936drN1hUKBRoamn10MzMzsw7jJLoDSRoIDAHujYiQtFzSsIiYn2tWXKHeDxjDqkl0faovthtPLomOiDclXQYcCyxtJoxvAo8CFwE3StoHGAScHBGHVPIYzZRHhWVImkhazd544Far1C1tepW3FzX/ybu3KwjQzMzMrLM5iW5nad/zCuCfwDHAJkBj2t2xEVlifEquy03AmcBDKSkujrM2cDBwgKRTyJLZ/pLqImJxrv+5ZKvFlzYT0n5AQ0TMlPQ/wB+AB3gvOW/NbsATZcpfS89WXEbeNHe9ioiYTLYthK2H7rpKot23X8tbujfp2/JKtJmZmVktOIluR5I2By4Gzk8rz/XA2IiYleoHA7eTS6Ij4m1JJwNPlgw3BpgbEfvlxp8CHAhcluu/SNLVwFeAS8qE9QhwpKS7I+JqSQcAXwBOquB5Pk62gjy6TPVM4IvA91PCfyTZHu+qfOiI77ZY78NWzMzMrCvyi4Vrrm/xE3dkCfKtwA8lDQK2Bf79abv0Ul+TpD3yA0TEtIh4uGTceuDakrLprP6VDoCzgeaWdH9Mtoo9X9Jssr3ZvwKuLP0UXzIuPc+TwPeAgyOi3Er0/wA7SHqULFH/O/C7ZmIwMzMz61EUUXYbq1mH2HrornHcxX+quL1Xos3MzKxWJM2OiJHl6rwSbWZmZmZWJSfRZmZmZmZV8ouF1qkKdet6i4aZmZl1e16JNjMzMzOrkpNoMzMzM7MqOYk2MzMzM6uS90Rbp1q0+F9ceWfZgw07xRdGt3xCopmZmVklvBJtZmZmZlYlJ9FmZmZmZlXqtCRa0ori8diSHpX07dJjpyVdJ+m+krJJkhamvk9J+r2knXL1MyX9LY35oKQRJf3PTf2bfVZJH07950ma0kK7UZJC0mdzZTdJGpW730zScklfL+k7UNKVkp6WNFvSLEkHtharpAmSXknP/1dJJzQT2wRJ55eUzZQ0Mnc/IsU/Nt3/l6SpJX02S/Otl/u7nZN+rkltJkk6sUwMS5r7uzMzMzPrSTpzJXppRIyIiJ2BfYFPAT8oVkraGNgd6Cdpu5K+56S+Q4CrgDskbZ6rPyIidgUuBM7MjbkWcCDwHPDxFmL7MXB8RAwHJrXyHM8Dp7RQfyhwH1Cfi0PAdcDdEbFdROwOHA5sXWGsV0XECOCjwCmStmklxubUA/fmYrsW2FfSBrk2hwA3RsS76f6I9Hc/IiIOaeO8ZmZmZj1KTbZzRMQ/gYnAMSnBBDgIuBGYRpZgNtf3KuBW4AtlqmcBW+XuRwGPAReRS2rLWEZKaCOisZXwHwWaJO3bTH098G1gK0nFJHkfYFlEXJx7jmcj4pfVxBoRrwF/B7ZoJcbVpL/nQ4EJZInz+hHxJnAX8Nlc08OBqauPYGZmZmZFNdsTHRFPA2sDA1JRPVnyNpWWE16Ah4Edy5SPJVvxLSqOeS2wv6R1mxlvAXBGfutDK34MnFpamFaIt4iIB4CrgXGpaucUc0tajVXS+4H1gbnNjDEut/ViDpB/nj2BxohYAMwE9k/lU0n/aJG0JfAB4I5cvytyY56JmZmZmXWNFwslDQSGAPdGxJPAcknDWupScn+FpEaybRYXpDH7AJ8GrksrrvcD+5WZ+wBgg9T2SklDJG0u6aHmJo+Iu1PfvUqqxpElz5CtqJf9x4CkC4p7uCuMdZykuWSr0BdGxDvNhHZVbuvFCCD/DPUpptLY/gB8VNJGwGHA9IhYkeuX385xUjPztkjSREkPSXpocdNrbRnCzMzMrEupWRKd9j2vAP5JlrxtAjRKegYYRMur0bsBT+TujwC2A6YAxS0S+wEbA/PSmHs1M+Z+ZHuV5wFfAa4HjuG9hLM55Vaj64EJab4bgF0kDSHbpvEfxUYRcTQwBiju624t1qsiYhey1eSfSiq0EtsqJK0NHAx8P43/S2CspLqIWArcQrYfu0O2ckTE5IgYGREj6/r1b+/hzczMzDpdTZLo9FLgxcD5ERFkCePYiBgUEYPIXjAsuy9a0sHAJylJ9tI4pwEflrRjGvOo3JiDWf0lOoBHyFZ614uIe8i2U5xSOn6piLiVLPHfJcX1AWDDiNgqN+dPUhx3AOtL+kZuiHwcFcUaEQ8BlwPHtRRbGWOAuRGxTZpjW2A6WeJMetZvAQPJ9pWbmZmZWQs6M4num/bVPgbcTvZy4A8lDQK2JfuiBfDvl/uaJO2Rik4ofuIOOBLYJyJeKZ0graqeDZxMtj/6D7m6t8i+TPHZkm6/AeYBj6YtHFsAJwLXlEm4S/0YKH4po54sAc+bDtSnBP/zwMclNUp6gGzV/OQ0R6WxAvwM+JKkulZiy2s2tnR9G7Al2Yp3lLTL74m+PVd+qqTniz9VxGJmZmbW7Wn1nMms42w3dET86OLbW2/YQXzst5mZmVVK0uyIKPvhiS7xYqGZmZmZWXfiJNrMzMzMrErr1DoA6102rVvHWyrMzMys2/NKtJmZmZlZlZxEm5mZmZlVyUm0mZmZmVmVvCfaOtWbi1fwpxmv1zoMM7Oq7Ddmk1qHYGZdjFeizczMzMyq5CTazMzMzKxKTqIrJCkk/S53v46kVyTdVNLuOkn3lZRNknRiSdkzkjbL3X8+zbFjrmyQpKXpyO3HJV0mad0yMfy0ZOzPSHpE0qOp39daiWNg7mjvlyQtzN33kbQiXc+XdKOkjUvGmCNpWjV/n2ZmZmbdmZPoyr0FDJPUN93vCyzMN0jJ5e5AP0nbVTl+PXBv+jNvQUSMAIYDWwOH5er2BZ4EDpWkFMO6wGTgsxGxK7AbMLOVuVdExIg0z8XAOcX7iFgGLE3Xw4BFwNG5Z/4gsDawt6T3VfnMZmZmZt2Sk+jq3Azsn67rgakl9QcBNwLTgMMrHVTShsBewFea6xcRK4AHgK1yxfXAL4B/AB9JZXVkL4y+lvq9GxF/qzSWCswqE8PlwK3AAe04j5mZmVmX5a9zVGca8P20hWMX4BJg71x9PXA68DIwHTgjV3eCpCNz91vmrg8AbomIJyW9Jmn3iJidn1jS+sAewHG5+08AXwM2TnP/JSIWSboBeFbSDOAmYGpErKwgjhZJWhsYA/wmVzyObEV8R+CbwJWVjmdmXdPVU0+nqemVWofRpVwxxWtO7aFQKNDQ0FDrMMzahZPoKkTEXEmDyBLWm/N1kgYCQ4B7IyIkLZc0LCLmpybnRMRZufbP5LoXV5QhS9TrgWISvb2kOcBg4A8RMTeVfwa4MyKWSpoOnCbp+IhYERFHSRpOlmSfSJbkTqggjub0TTFsBTwB3Jb6jgRejYh/SFoIXCJp04hYVPJ3MxGYCDBgwNYVTGdmtdTU9AqvL3qx1mF0Kf4wp5mVchJdvRuAs4BRQP9c+WHAJkBj2p68EVkyfEpLg0naFNgHGC4pyPYXh6STUpMFETEivYT4Z0mfi4gb0th75ZLg/mmc2wAiYh4wT9LlQCPvJdFtsTTFsAHwJ7I90eelGHbMxbARcDDw63zniJhMtk+bDwzdLdYgDjPrBP36bV7rELqcDfp6Jbo9FAqFWodg1m6cRFfvEuCNiJgnaVSuvB4YGxGzACQNBm6nlSQaOAS4PCK+ViyQdBfZNpF/FMsi4lVJ3wG+K2lmqt8mIt5Nfb4E1EuaBYyMiJmp6wjg2TY+6yoi4m1JxwLXSbqY7B8OwyPihRTDaOA0SpJoM+teDqv/fq1D6HJ82IqZlfI/rasUEc9HxHn5srTFY1vgvly7RqBJ0h6tDFkPXFtSNp3Vv9IBcB2wAXACcEcxgU6uBz5LtpL935L+lrZg/JA1W4VeRUQ8AswFvgssLCbQyd3ATpK2aK/5zMzMzLoiRfi369Z5PjB0t/jlhXfUOgwzs6p4Jdqsd5I0OyJG/v/27jxOz/ne//jrHTtBSNQgrRSppZZRuimt5SCW1lpMtcpxTuhmaet0QY+qosFBS5f0NJSftU1R1L7vS4hYG4doax+JhJCS6Pv3x3UNl9tst8zMnZl5Px+Pecx9fdfPdbUmn/nO97qu9uqyEh0RERERUack0RERERERdUoSHRERERFRpzydI/rUMksvlL2FERER0e9lJToiIiIiok5JoiMiIiIi6pTtHNGnZr/yFrddPbPRYURERMVnthnW6BAi+p2sREdERERE1ClJdEREREREnZJER0RERETUadAk0ZJ2lmRJa1XKRpVl36qUnSZp3/LzmZKmSXpA0lRJZ0kaWWn7lKQRlePNJV1Wft5XUqukyZIek3RoTTzN5dxjOon5KUkPSpoi6WpJTe2U3yRp1Zp+F0u6s6bsKEnPlPE8LulPktap1N8o6a9l/WRJfyzL1yzrJkt6VNL42nOtjHGmpN07+Z8hIiIiYkAYNEk00ALcWn6vehE4WNKiHfQ7zPYGwJrA/cD1nbStdYHtZuAzwOGSPtiNeGptYXt94F7gh+2U3wgc0VYoaRiwEbCspNVqxjrZdrPt0cAF5bmsUKnfu6xvtt2WDP+80m9t4BfdOO+IiIiIAW1QPJ1D0lBgU2AL4FLgvyvVrcBtwFeB33Y0hm0DJ0vaBdgOuKS789ueLun/gJWAf0gS8EVga+AWSYvb/mcXw9wMHNRO+R015btSnOMLwF7AsR3EdIGkHYAvAad2Mu9KwNOVfg92EWdExKD3+wuOZuasFxsdRrf95v/1jzW1pqYmxo0b1+gwIoBBkkQDOwFX2p4qabqkjWxPqtT/DLhC0oRujHUfsBbvJNE3SHqr/DwUeKy2g6QPAYsDU8qiTYBptp+QdCOwAzCxi3l3BNpLYMcAF1eOW4CjKZLoiXSQRNecS5tzJM0pP19j+zDgZIoV69uBq4EzbLc9o24zSZMr/T8EvGuLB4CkscBYgBU/MLK2OiJiwJk560Wmv/xco8PovpcbHUBE/zNYkugW3lltPb88fjuJtv2kpLsoVmW7oprjLWy/BMU+YeC7lbo9JX2WIlH9ZmW1uaWMoy2efeg4iW5L0qdQ2bZRli8PzAaOLOdfERgN3GrbkuZKWtf2Q908l71t31stsH2GpKsokvWdgAMkbVBW32J7x7cHk85sbxLb44HxAGt9ZEN3EEtExIAxbNkPNDqEuiy+ZP9ZiY5YUAz4JLpMNLcE1pNkYCHAkg6raXos8Efgpi6G3BC4rpvTX2D7m5I2Bq6W9GeK7SO7ATtJOpwikR0uaWnbr7YzxttJem05MBM4B/gx8G1gD2A5YFqxY4RlKBL2wzs5l3s7qHub7WeBCcAESQ8B63bVJyJiMPvqnj9qdAh1yctWIurXP371nD+7A2fbXtX2KNsfBKYBm1Ub2X4MeAT4fHuDqHAQxR7hK+sJoFzdPRs4GNgKmGL7g2U8q1KsQu9S53lhex5wCLBP+ctCCzCmHHcUxQ2Ge3VwPrsB2wDndTaHpDGSFik/NwHDgWfqjTUiIiJiIBkMSXQLcFFN2UTafyrGT4HaTbsnSHoAmAp8nGJl+M33EcfPgP3qjKdLtp+jSIS/AawK3FmpmwbMkvTJsujQtkfcAV8GtrTdWhnunMoj7q4ty7YBHiqvwVUUTyt5/v3EGhERETFQqHjoRETfWOsjG/p3p93Q6DAiIqIi2zki2idpku2N26sbDCvRERERERE9Kkl0RERERESdBvzTOWLBMnSZhfJnw4iIiOj3shIdEREREVGnJNEREREREXXKdo7oU6/PeovJl+f9sjF4Ne+wXKNDiIiIHpCV6IiIiIiIOiWJjoiIiIioU5LoiIiIiIg6JYnuQ5JmVz5vL2mqpFXL44UltUo6vqbPjZL+KukBSfdIaq7UPSVpYuV4d0ln1vS/WNKd5edtK6/1nl2OO1nSWWX9zpIsaa1K/1GSHqoc/6ekSZKWK49HSJor6cAeukwRERERC7wk0Q0gaSvg58B2tv9WFm8NTAW+KEk1Xfa2vQHwS+CEmrqNJK3TwTzDgI2AZSWtZvsq2822m4F7y3Gbbe9TdmkBbi2/tzfeV4BvAdvabrs78IvAnR31iYiIiBiIkkT3MUmfBX4L7Gj7iUpVC3Aq8Hfg0x10vwNYpabsJODwDtrvClwKnA/s1UVcQ4FNgf3baytpD+D7wDa2X6qJ+zvAKpJGdjZHRERExECRR9z1rcWAi4HNbT/WVihpceDfgAOAYRSJ6e3t9B9T9q+6EPi6pDXaad8CHA28AEwEju0ktp2AK21PlTRd0ka2J5V1qwKnARvafr4S9weBlWzfLelCYE+KpD6i1/1m4tHMmNXa6DDqttgFg3PtoqmpiXHjxjU6jIiIHpMkum/NpUiO9wcOrpTvCNxge065x/lISYfYfqusP0fSosBQoJl3e4tii8cPgCvaCiWtCIwGbrXtct/yurYfon1tK+FQrFy3AG1JdCswA9gDOLnSZ0+KJL6tzwTaSaIljQXGAqy0Qharo2fMmNXKSzOfa3QY9ZvZ6AAiIqInJInuW/+iSESvk/RD220rwy3AppKeKo+HA1sC15THe1MktCcAv6DYplF1NkUSXU2Q9wCWA6aVW6yXKed5z9YPScuX860nycBCgCUdVjZ5HdgeuEXSi7bPqcTdJGnv8nhlSaNtP14d3/Z4YDzAOqM3dMeXJ6L7ll92hUaH8L4sttTgXYmOiBhIkkT3MduvS9qBIiF9AfgDsBnwQdtvAEjajyJBvabSz5KOBJ6QtFZ1O4jtuZJOptizfH1Z3AKMsX1HOeaHgWtpf//07sDZtg9oK5B0UxnX38s5XpQ0BrhR0kvANGCo7VUqfX7MO1tIInrVAbv9qNEhvC95Y2FExMAwOJdEGsz2DIr9zUcAuwDXtyXQpUuAz0tarKbfHIrtEofxXr+j/KVI0iiKfcx3VvpOA2ZJ+mQ7fVuAi2rKJlLzxI1yjC9QbNvoVp+IiIiIgUh2/roefWed0Rv63FOu77phxACVleiIiP5D0iTbG7dXl5XoiIiIiIg6JYmOiIiIiKhTbiyMPrXksgvlz9kRERHR72UlOiIiIiKiTkmiIyIiIiLqlO0c0afemDmPx/80o9FhLFBG77p8o0OIiIiIOmUlOiIiIiKiTkmiIyIiIiLqlCQ6IiIiIqJOSaIHOUkrSjpX0pOSJkm6Q9IuZd2mku6W9Fj5Nbam78KSWiUd35joIyIiIhojSfQgJknAxcDNtlezvRGwFzBSUhNwLnCg7bWATYEDJO1QGWJrYCrwxXKsiIiIiEEhSfTgtiXwpu1ftxXY/pvtXwDfAM60fV9Z/hLwX8D3K/1bgFOBvwOf7rOoIyIiIhosj7gb3D4K3NdJ3e9ryu4ty5G0OPBvwAHAMIqE+vbeCbP/OvXPP2H6K62dtlnk4q5/l21qamLcuHE9FVZERETMpyTR8TZJp1Ns23gT+EcXzXcEbrA9R9JE4EhJh9h+q51xxwJjAVYeMbKHo16wTX+llRdnPdd5o1l9E0tERET0nCTRg9vDwG5tB7a/IWkExYrzVcBGwCWV9huVfaBYed5U0lPl8XCK7SHX1E5iezwwHmC9NZrds6ewYBu+zApdtllkaPdWoiMiImLBkSR6cLseOFbS12z/qixbsvx+OnCXpD/ZnixpOPAz4GhJywCbAR+0/QaApP0oEuv3JNGD2cFfOLLLNnljYURERP+TGwsHMdsGdgY+J2mapLsp9kF/z/ZzwJeB30p6jGK/8wTblwK7ANe3JdClS4DPS1qsb88iIiIiou9lJXqQK5PlvTqouxn4eDvlv6fmpkPbM4Cu9y5EREREDABZiY6IiIiIqFOS6IiIiIiIOmU7R/SpxYYtnBvpIiIiot/LSnRERERERJ2SREdERERE1ClJdEREREREnbInOvrU3BnzePbcl95TvvKXRjQgmoiIiIj3JyvRERERERF1ShIdEREREVGnJNHdJGl2J3WnSHpG0pBK2b6STis/D5H0e0kTVPh3SQ9KmiLpIUk7le3OlLR7Z/NKOkTSPyUtWynbXNIsSfdL+qukmyXtWNYNkzRdksrjT0uypJHl8bKSZpQxnlm+/nty+XV75VxaK+WTJa0jaZSkOeXxI5J+Xb0GEREREQNVEp75VCaNuwD/AD7XTr2AXwOLAP8BrAIcDmxqe33gU8CUOqZsAe4Bdq0pv8X2hrbXBA4CTpO0le2ZwHPA2mW7TYD7y++U899t+1/l8WG2m8uvTSrjX1Apb7b9SFn+hO1mYH1gHWDnOs4lIiIiol9KEj3/NgceBn5FkeDW+jkwHNinTFQ/ALwKzAawPdv2tO5MJGl1YChwRAdzUY45GTga+GZZdDvvJM2bACfXHN/Wnfk7Y3teOc8a8ztWRERExIIuSfT8awHOAy4CdpC0SKXuS8DHgL3KJBPgAeAFYJqkMyR9vma8E6rbJmrq9gLOB24B1pS0Yidx3QesVX6+jXeS5tWAPwAbl8ebUCS/7c1/TqV8z5rtHEtUJ5O0JLAV8GAnMUVEREQMCEmi54OkRYHtgYttvwLcBWxbaXIfsCrwibYC228BY4DdganAyZKOqvSpbqdorpmyBTi/XNGeCHyxs/Aqn28HNpH0YeAp2/8swtdQYKMy7vbm37tSXrudY05ZvnqZ7N8GXG77ivcEIo2VdK+ke6e/Or2TkCMiIiL6hzwnev5sCwwDHizv21sSmANcVtY/BvwIuFDStrYfBrBt4G7gbknXAGcAR3U2kaT1gNHANeVciwLTgNM66LIh8Gg53+OShgGfB+4o6ycB+1Ek1R3eNNkNT7ST7L+L7fHAeIANVmv2fMwVERERsUDISvT8aQH+w/Yo26OADwNbl1sbALB9O/A14DJJH5K0sqSPVcZoBv7WzbmOapvL9srAypJWrW0oaX3gSOD0SvGdwMG8k0TfARxCD+yHjoiIiBhsshLdfUtKerpy/EuKbRkHthXYfk3SrRQrvlTKL5U0ArgS2A44UdLKwD+B1uoYndiLYutI1UVl+V3AZpLup1gNfxE4yPZ1lba3lf3vLY/voNgfXd0PDcWe6CMqx21bUfaUtGml/OvAs92IOyIiImLAUbGzIKJvbLBas6845tr3lOe13xEREbGgkTTJ9sbt1WU7R0REREREnZJER0RERETUKXuio08tsvzC2boRERER/V5WoiMiIiIi6pQkOiIiIiKiTkmiIyIiIiLqlD3R0afmTZ/LS2c90+gwIgatEfus0ugQIiIGhKxER0RERETUKUl0RERERESdkkT3Y5JmVz5vL2mqpFUlHSXpGUmTK1/DJG0uaVZ5/JikE2vGGyFprqQDa8qfKl9b3l4Mh0j6p6Rle+csIyIiIhY8SaIHAElbAT8HtrP9t7L4ZNvNla+ZZfkttpuBDYEdJX2mMtQXgTuBljqmbwHuAXadv7OIiIiI6D+SRPdzkj4L/BbY0fYT3e1new4wGRUcwYoAABgwSURBVKjeZdQCfAdYRdLIbsy9OjAUOIL6Eu+IiIiIfi1P5+jfFgMuBja3/VhN3aGSvlx+ftn2FtVKScsBo4Gby+MPAivZvlvShcCewEldzL8XcD5wC7CmpBVtvzBfZxSxgPrp1eNofa210WHMtyHX9r8f+01NTYwbN67RYUREvEv/+2kaVXOB24H9gYNr6k62feJ7u7CZpAcoEuhTbD9flu8JXFh+Ph+YQNdJdAuwi+1/SZpIsR3ktNpGksYCYwFGDs/jtaJ/an2tledeGQC/I77S6AAiIgaGJNH927+APYDrJP3Q9rHd6HOL7R0lfRi4U9KFtidTJMRNkvYu260sabTtx9sbRNJ6FIn4NZIAFgWm0U4SbXs8MB6g+cMbuL5TjFgwrLDUCo0OoUcMWbr//dhvampqdAgREe/R/36axrvYfl3SDsAtkl6w/btu9psm6Xjge5L+Gxhq++1lYkk/pkisj+5giBbgKNvHVfpMk7Rq5ebGiAHj8G3+q9Eh9Ii8bCUiomfkxsIBwPYMYAxwhKQvlMWH1jziblQ7XX8NfJYiIb6opm4i775ZcIqkp8uv/6HYD13b56KyPCIiImJAk52/rkffaf7wBr72x39pdBgRg1ZWoiMiuk/SJNsbt1eXleiIiIiIiDoliY6IiIiIqFNuLIw+tfDwRfLn5IiIiOj3shIdEREREVGnJNEREREREXVKEh0RERERUafsiY4+NW/GG0w/p92XIEZEDxi+9+hGhxARMShkJToiIiIiok5JoiMiIiIi6pQkuhdJGl557fbzkp6pHH9A0lxJB9b0eUrSLTVlkyU9VH7eXNJl5ed9JZ3WRQw3Srq3cryxpBtr2pxSxjakUravpFZJ90t6XNJVkjapGXfjyvGothgjIiIiBrok0b3I9nTbzbabgV8DJ1eOdwPuBFra6bq0pA8CSFq7B0L5gKTt2qsoE+ddgH8An6upvsD2hrZHA8cDf+qheCIiIiL6tSTRjdMCfAdYRdLImroLgT0r7c6bz7lOAA7voG5z4GHgV7Sf0ANg+wZgPDB2PmOJiIiI6PfydI4GKFeZV7J9t6S2hPmkSpOJwBnAicDngb2Br8zHlHcAu0jaAni1pq4tSb8EOFbSIrbndjDOfcAB8xFHxIB1zJWn0jp7eqPDYMhVizQ6hPdoampi3LhxjQ4jIqJHJYlujD0pVpsBzgcm8O4kejrwsqS9gEeB13tgzmOAI4DvtRVIWhTYHvi27Vcl3QVsC1zWwRiqfHY79e2VIWks5Qr2yOEr1x95RD/QOns6z73yYqPDgFcaHUBExOCQJLoxWoAmSXuXxytLGm27+gDlC4DTgX17YkLb10s6BvhUpXhbYBjwoCSAJYE5dJxEb0iR1EOR6C9XqVseeKmDucdTbAWhebX12k20I/q7FYYOb3QIAAxZesFciY6IGGiSRPcxSR8BhtpepVL2Y4rE+uhK04uAlYCrgJ5avj2G4gbHJ8vjFuA/bJ9XxrEUME3Sku3E/TmK1eQtyqIbgS9Luta2ga8CN/RQnBH9zhFjDm50CEBethIR0VdyY2Hfa6FIkKsmUnNTn+1Xbf/M9ptdjLevpKcrX7U3KVbH/AvQClAmymOAyyv1rwG3UuzDBtizfLzeVOCHwG6221aix1Psr35A0gPAUIo93BEREREDnopFxIi+0bzaer7uJ39qdBgRA1ZWoiMieo6kSbY3bq8uK9EREREREXVKEh0RERERUafcWBh9auHlF8ufmyMiIqLfy0p0RERERESdkkRHRERERNQpSXRERERERJ2yJzr61LwZc5h+3pQ+nXN4y/p9Ol9EREQMfFmJjoiIiIioU5LoiIiIiIg6JYnuIZLeKl+R/ZCkP0haUtIoSQ/VtDtK0nfLz2dKmibpAUlTJZ1VfW23pNk1ffeVdFrleJ9yvgcl3V8z7u41fWeX30dJmlPG2va1T1n3VDnWFEk3SVq1g/O7VNIwST+V9LNKm1UlPSlpWE9c04iIiIgFVZLonjPHdrPtdYE3gQO72e8w2xsAawL3A9dLWrSrTpK2Aw4BtrG9HvApYFY353yijLXt66xK3Ra21wduBI6olFfPbwbwDeAYYGdJa5dtTgWOtD2zm3FERERE9EtJonvHLcAa9XRw4WTgeWC7bnT5AfBd28+W/d+w/du6I+3YHcAqndXZngMcCpwuaXtgadvn9GAMEREREQukPJ2jh0lamCIJvvJ9DnEfsBZwSRft1gUmdVJ/gqQjOqhbXdLkyvG3bN9S02YMcHFtR0kLAVsBvwOw/RdJ+wO/BzbtIub3OOaKX9H66sv1dqvLkCu6XNhvqKamJsaNG9foMCIiIqIOSaJ7zhKVxPQWiiRzpQ7aupNx1MU8nfWtOsz2H98e9N37q5+w3dxBvxskLQ/MBo6slLed3yrAo8A1lbrTgSVs/7W9ASWNBcYCjBzx7kvS+urLPPdKa/fO6P16pXeHj4iIiMEnSXTPmVObmEqaDixX0255YFon42wIXNc2pqRFbb9Z6ftS+flhYCPg+vmK+r22AGYC5wA/Br7dFovtZklLAldR7In+eVn3r/KrXbbHA+MBmlf76Lt+CVhh6drL0/OGLL3gr0RHRERE/5IkuhfZni3pOUlb2r6+XOEdQ3ED3rtIEvAtitXrtq0gNwFfBiZIWgLYA/ivsu44ii0bO9h+vrwZcR/b/9sDcc+TdAjwoKRjbM+o1L0u6SDgYkm/tD1vfuY6YruvzW+4XcrLViIiIqKn5cbC3rcPcGS5FeJ64Me2n6jUnyDpAWAq8HGKp2O0rTwfDOxa9r0T+IPtm6HYiwycBlwr6WGKvdTLdDOm1WsecXdQbQPbzwHnUaw419bdD0wBWro5X0RERMSAIru7W2wj5l/zah/1dT89r0/nzEp0REREvB+SJtneuL26rERHRERERNQpSXRERERERJ1yY2H0qYWXXyLbKyIiIqLfy0p0RERERESdkkRHRERERNQpSXRERERERJ2yJzr61LyXX2PGBXd1u/3ye36yF6OJiIiIeH+yEh0RERERUack0RERERERdUoSXSdJO0uypLU6aTNC0g2Spki6W9LQTtpa0kmV4+9KOqqddvtKOq38vKakG8tXdj8qaXxZvrmkyzqZa7Kk82vKzpT0jKTFKrE/VX4eJWmOpPvLee6WtG+l74qSLpP0gKRHJP2lo7kjIiIiBpIk0fVrAW4tv3fka8DNttcHdgbe7KTtG8CukkbUEcPPgZNtN9teG/hFVx0krQ0sBGwmaama6reAf++g6xO2Nyzn2Qs4RNJ+Zd3RwDW2N7C9DvD9Os4hIiIiot9KEl2HckV5U2B/ioSyI28CIwFsP2u7syR6HjAeOLSOUFYCnm47sP1gN/q0AGcDVwM71dSdAhwqqdMbTW0/CXwbOKiDOKZ0I46IiIiIfi9P56jPTsCVtqdKmi5pI9uT2mn3BPB9SffY/nU3xj0dmCJpXDfjOBm4XtLtFEnxGbZndtFnT2BrYC3gW8C5lbq/U6yufwW4tItx7ivHaIv7AknfBK4t43i2m+fATy6fQOvslzttM+Tyxbs7HABNTU2MG9fdyxgRERHx/iSJrk8LcGr5+fzy+F1JtKRVgB8AawBXSWq1PVHSFGAz27NqB7X9iqSzKFZ453QVhO0zJF0FjKFI7A+QtEFH7SVtDLxk+++SngEmSFre9oxKs+OAS4DLu5helTiukrRaGcd2wP2S1rXdWjP/WGAswMgRTW+Xt85+medmTe98tvdcrYiIiIjGSxLdTZKWB7YE1pNkiv3FlnSYbVeafgZ40PZ0STsA10laEXiqvQS64hSKVd4zuhNPueI7gSIhfghYt5PmLcBabTcMAssAuwG/rYz3uKTJwB5dTL0h8Gil3wyKVe1zy5saPwtMrIl1PMWWFZpXX/vta7XC0OW6mAqGDK1/JToiIiKityWJ7r7dgbNtH9BWIOkmYDPg5kq7KcAJkla2/aykQym2XHR2IyK2Z0i6kGK/9YTO2koaA1xne66kJmA48AzvbLOoth1CkRiv17bVQtIWwJFUkujST+lkJVrSKOBEyhsZJW0J3Gn7dUlLA6tTbA3pliN36OhexnfkZSsRERGxIEoS3X0twM9qyiaW5W8n0bYfk3Q4xVaOucALFDchHi/pPttTO5njJOCb3YhlG+BUSf8sjw+z/Xz52L2tJD1dabs38EzNXuWbgXUkrVQd1PbDku4DPlYpXl3S/cDiwKvAz22fWdZtBJwmaR7FTar/a/uebsQfERER0a/p3TsRInpX8+pr+/pjz+x2+6xER0RERKNImmR74/bq8oi7iIiIiIg6JYmOiIiIiKhT9kRHn1p4uaWyRSMiIiL6vaxER0RERETUKUl0RERERESdkkRHRERERNQpe6KjT817+VVmXHhjo8OIiOgXlt9j80aHEBEdyEp0RERERESdkkRHRERERNQpSXQvkzRc0uTy63lJz1SOXfk8WdL3yz43Smr37TiSdi77rVUpG1WWfatSdpqkfSvH35b0mKQHJT0g6X8kLVKpby7HGFMznyWdVDn+rqSjatpMlnT++79KEREREf1LkuheZnu67WbbzcCvgZMrx6+1fS6/ju/GkC3AreX3qheBgyUtWttB0oHANsCnbK8HfLxsv0Q3xn0D2FXSiPaCkbQ2sBCwmaSluhF/RERERL+XJLofkTQU2BTYH9irproVuA74ajtdDwe+ZnsmgO03bR9v+5VyXAFfBPYFtpa0eKXvPGA8cGgHYbUAZwNXAzu9j9OKiIiI6HfydI7GWkLS5MrxcbYv6KT9TsCVtqdKmi5pI9uTKvU/A66QNKGtQNIywFDb0zoZdxNgmu0nJN0I7ABMrNSfDkyRNK6dvnsCWwNrAd8Czu1knoiIhvrJ5efQ+urMRofRbUMum9B1owVcU1MT48a1989HRP+WJLqx5pTbOrqrBTi1/Hx+efx2Em37SUl3AV/qaABJ21Ik28OAL9m+vRynbU/z+cA+VJJo269IOgs4CJhTGWtj4CXbf5f0DDBB0vK2Z9TMORYYCzByxIp1nG5ERM9qfXUmz82a0XXDBcWsRgcQER1JEt1PSFoe2BJYT5Ip9iFb0mE1TY8F/gjcBG8nwLMlfdj2NNtXAVdJugxYVNJCwG7ATpIOBwQMl7S07Vcr454C3AecUSlrAdaS9FR5vEw51m+rAdkeT7ElhObV1/R8XYiIiPmwwtLDGh1CXYYMXaLrRgu4pqamRocQ0SuSRPcfuwNn2z6grUDSTcBmwN/bymw/JukR4PPAPWXxccCvJO1le2a5B7pt3/NWwBTb21bG/T2wC3BWZdwZki6k2I89QdIQYA9gPdvPlv22AI6kJomOiFhQHLnD3o0OoS552UrEgis3FjbWEjWPuKs+neNySU+XX3+gWPW9qKb/RN77NA2AnwIjK8e/orjp8C5JU4DbgPvLr3rGPQloe0rHZsAzbQl06WZgHUkrdXC+EREREQOC7Px1PfpO8+pr+vrjftPoMCIi+oWsREc0lqRJttt9d0dWoiMiIiIi6pQkOiIiIiKiTkmiIyIiIiLqlKdzRJ9aeLmls8cvIiIi+r3cWBh9StKrwF8bHccgNQJ4qdFBDEK57o2R6944ufaNkeveO1a1vUJ7FVmJjr72147uco3eJeneXPu+l+veGLnujZNr3xi57n0ve6IjIiIiIuqUJDoiIiIiok5JoqOvjW90AINYrn1j5Lo3Rq574+TaN0auex/LjYUREREREXXKSnRERERERJ2SREdERERE1ClJdEREREREnfKc6OhVktYCdgJWKYueAf5s+9HGRRXRe8r/z68C3GV7dqV8jO0rGxfZwCbpE4Bt3yNpHWAM8JjtvzQ4tEFF0lm292l0HIONpE2BTwAP2b660fEMFrmxMHqNpO8BLcD5wNNl8UhgL+B828c3KrbBTNJ+ts9odBwDkaSDgG8AjwLNwMG2Lynr7rP9sUbGN1BJ+m9gO4qFoWuATwI3AFsDV9n+aQPDG7Ak/bm2CNgCuB7A9hf6PKhBQtLdtj9Rfv5Pip87FwHbAJfm39e+kSQ6eo2kqcBHbc+tKV8UeNj26MZENrhJ+rvtDzU6joFI0oPAp23PljQK+CNwtu1TJd1ve8OGBjhAlde9GVgMeB4YafsVSUtQ/EVg/YYGOEBJug94BPhfwBRJ9HkUCyXYvqlx0Q1s1Z8nku4BtrfdKmkp4E7b6zU2wsEh2zmiN/0LWBn4W035SmVd9BJJUzqqAlbsy1gGmSFtWzhsPyVpc+CPklaluPbRO+bZfgt4XdITtl8BsD1HUn7W9J6NgYOBw4HDbE+WNCfJc58YImk5invbZLsVwPZrkuY1NrTBI0l09KZDgOskPQ78oyz7ELAG8M2GRTU4rAhsC7xcUy7g9r4PZ9B4QVKz7ckA5Yr0jsAEICtDvedNSUvafh3YqK1Q0rLkF/ZeY/tfwMmS/lB+f4HkFX1lWWASxc90S1rJ9nOShpJf2PtMtnNEr5I0hOJmh+qNhfeUq0bRSyT9DjjD9q3t1J1r+0sNCGvAkzSSYlX0+XbqPmP7tgaENeBJWsz2G+2UjwBWsv1gA8IadCTtAHzG9g8bHctgJWlJYEXb0xody2CQJDoiIiIiok55TnRERERERJ2SREdERETEgCJpgqQXJT3UzfZ7SHpE0sOSzu1OnyTRERHRb0naXJLL/c/zM86ocpyNeyq2iGioMyleutQlSaOBH1Ds6f8oxYMRupQkOiIi3hdJZ5aJpyXNlfSkpBPLZ9UusCTdKOm0muJ/UDx+c3IDQoqIHmb7ZmBGtUzS6pKulDRJ0i3lG2YB/hM43fbLZd8XuzNHHkUTERHz41rgK8AiwGYUL95YCvhaI4OqV/nEoPc8VSUiBpTxwIG2H5f0SeCXwJbARwAk3QYsBBxl+8quBstKdEREzI83bD9v+x+2zwXOAXaWtJikUyS9IOmfku6UtGlbp8o2jB0lTS7bTJJUfc7zvpJmVyfravuGpOGSzpP0tKQ55f7G/Sr1ZwKfA75RWUUf1d52DkmflXRXGdsLkk4u37jaVn+jpF9KOlbSS+X+yxPLR3tGxAKkfIb2JsAfJE0GfkPx1ycoFpVHA5sDLcBvJQ3rasz8hx4RET1pDsWq9DhgT+DfgQ2BB4ErJa1U0/5E4HsUb797ErisfNbt+7U4cB+wI/BR4FTgN5K2KusPBu4AzqD4B3Ql3nkZ1NskrQJcAdxfxr8/xT+ux9U03RuYR/GP8zcp9lLuOR/xR0TvGALMtN1c+Vq7rHsa+LPtueUztqdSJNVdDhgRETHfJH0C+BJwA8V2ju/Zvtz2o8CBwAvAN2q6/cT2VbYfAvYDlijHeF9sP2P7BNuTbT9pezzwJ4oEGNuzgDeB18sV9Oc7ePnT14Fnga/bftT2ZcD3gW/WJPmP2P6R7am2LyzPfat2xouIBrL9CjBN0hcBVNigrL6YYhW67SVNH6H4pb5TSaIjImJ+jJE0W9I/KVZ4bwZ+QbEa/fYbGstE9Q5gnZr+d1TazKZYsa5t022SFpJ0uKQpkqaX20F2BT5U51BrA3eWr7ZucyuwKLBGpWxKTb9ngQ/UG3dE9CxJ51H8fFmz3N61P8VfjvaX9ADwMLBT2fwqYLqkRyh+ET7M9vSu5siNhRERMT9uBsYCc4Fnbc+VtH4n7et5Te6/ANWULdJFn+8C36HYtvEgMBs4lp5NbKvnMLeduixQRTSY7ZYOqt7z2DsXr+/+dvnVbfkPPSIi5sfrtv/P9t9styWUT1BsmfhMWyNJCwGfBh6p6f+pSpulgHWBR8uiVmBJSctU2jd3Ec+mwKW2z7Y9uYzlIzVt3qS4A78zjwKfqrlJcNOy7xNd9I2IQSBJdERE9CjbrwG/An4maXtJa5fHK1I8UqrqCElbS/ooMIEiSW17W9hdwGvAcZLWkLQbxV7lzkwFtpK0afkM2NOAD9e0eQr4RPlEjhEdPE3jl8DKwC8lrS1pB+B44DTbr3d5ESJiwEsSHRERveF7wAUUT8GYDKwPjLH9XE277wMnUTxRYzSwY5mEY3sGxR7GrSm2ZowFjuxi3mOAuymerHEzRRJ+Tk2bEymS9UcoVrvfs1/a9jPAdhRP5phMkeCfB/ywi/kjYpBQsQ0kIiKi70janOIGnhVsv9TgcCIi6paV6IiIiIiIOiWJjoiIiIioU7ZzRERERETUKSvRERERERF1ShIdEREREVGnJNEREREREXVKEh0RERERUack0RERERERdUoSHRERERFRp/8P7HL8Kn8NhBQAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 805
        },
        "id": "NYeHJ_9JJZQS",
        "outputId": "1f467550-0f8a-4f67-a116-d0390a88e34a"
      },
      "source": [
        "plt.figure(figsize=(10,12))\n",
        "sns.barplot(df['SCHTOT'], df['STATNAME'],alpha=0.8)\n",
        "plt.xticks(rotation='vertical')\n",
        "plt.xlabel('Number of Schools', fontsize=14)\n",
        "plt.ylabel('States in India', fontsize=14)\n",
        "plt.title(\"Number of schools wrt states in India\", fontsize=16)\n",
        "plt.show()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 799
        },
        "id": "fuHULMVaKDuN",
        "outputId": "b53b45aa-e05f-4d98-9e40-ff9965de5355"
      },
      "source": [
        "plt.figure(figsize=(10,12))\n",
        "sns.barplot(data['OVERALL_LI'], data['STATNAME'],alpha=0.8)\n",
        "plt.xticks(rotation='vertical')\n",
        "plt.xlabel(\"Literacy rate\", fontsize=16)\n",
        "plt.title('Literacy rate with respect to state')\n",
        "plt.show()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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qm193S9ofOAx4f0TsDRwCLGjDdZiZmZnVtFpOoqcAx6fjUcCDwFvNlZL6AP8O/DdwQq7f54ErIuKh5oKIuD4iXmptQkkCjgXGAYdK2rQtgUfEy8AcYEhJ+atkHw62LjJfGm88cErqU8nWwKKIeCP1WxQRL7TlGszMzMxqWVd7Osdmkppy5wOAWyq0fQb4pKT+ZKu0vyZbjW12BPC7iHhG0quShkfETGBP4IoWYjhe0r/nznfOHR8AzI2IOZKmA58AplZzYXmSdgJ2IkuY98iV7wBsCswqOl9E/F1ST2CrVDSy5L08GrgTOFvSM8DdZCvg9+XaXCVpVTreGFhb9NrMzMxq2Tm3TOOVFSva1LfHzbe2ed66ujoaGxvb3N+K62pJ9Kq0rQHI9gsDIyo35wayVeb9gJNK6hqAi9PxlHQ+s4oYro2IU3IxTC8Zc0puzLEUS6KbE/Q3gJMiYnFaOD5e0oeB3YBTIuKf7TDfjIg4rLRQ0nBgJHAQcK2kr0XE5FR9YkQ8ltrVA9PKDSxpPNnKN9sNHFiuiZmZWU16ZcUKXly2rG2d29rPOkVXS6KLupYsMb4iItY272SQNIBsj/RekgLoCYSkM4GngOHAzUUmSqu8RwNHSJoACHiPpL4RUe1H0nck6KXl6ca+OyXdArxSZL60ur0GeBnYvVIAEbEGmA5Ml/Qk8J/A5Crjbx5jEjAJYN+hQ6NIXzMzs65sUN9qb6F6tx59+rS5b11dXZv7WtvUdBIdEc+lBPPukqpjgCsj4u3VaUn3ka3AXgI8Ium2iPhjqjuKbE91Sw4GZkXE6NyYVwBHAr9a54sBIuIxSVcCXwTurXY+SYOAS4FLIiIqbYuWtCuwNiKeTUXDgOfaI3YzM7Pu4OxPvuuPvFXzl610LbV8YyEAEfHziJhTUtwA3FhSNhVoSDcQngBckB5x92dgNNDaanLFMdNxb0nP516nFb6YzPeBz1Yx32bNj7gj+xBxJ/DtXNuRJY+4OwboA1yRHrE3i2w/9sQ2xmlmZmZWsxThv7Zbx9l36NC4p/F7nR2GmZnZBs8r0Z1P0syIaOl+u7fV/Eq0mZmZmVl7cxJtZmZmZlZQTd9YaJ2vZ//+/vOUmZmZ1RyvRJuZmZmZFeQk2szMzMysICfRZmZmZmYFeU+0dai3lrzCot/8vLPDMDMzA2DgsSe13sisCl6JNjMzMzMryEm0mZmZmVlBTqK7IElr0ld1z5b0G0m9JdVLml3SbqKkM9LxZEkLJW2SzgdKmpeOy/W9SdLDZcZbmOb+i6SfSfLvkJmZmXU7ToC6plURMSwi9gTeBE6ust8a4L9aayRpS2A40E/STiXVP4yIYcAewF7AgdWHbWZmZlYbnER3fTOAnatsexHwZUmt3VB6FHArMAU4oUKbjYFNgSVVzm1mZmZWM/x0ji4sJcMfA35XZZf5wAPAZ8iS5EoagHOAl4CpwHm5ui9L+jQwBPhtRDQVjdvMzKyo70y7j1dWvLbO4/S49cF16l9XV0djY+M6x2Fdn5PormkzSc3J6wzgl8DWFdpGyfl3gZuB28o1ljQY2AV4ICJC0mpJe0ZE857pH0bEBZJ6AddLOiEippSMMR4YD7DdwAFFr83MzOxdXlnxGi8uW7nuA7XHGGY4ie6qVqV9yW+T9CrQv6TdAGBuviAink0J+HEVxj4ujTNXEsAWZCvTE0rGWS3pd8CHybZ95OsmAZMAhg0dUprEm5mZFTao7+btMk6PPv3WqX9dXV27xGFdn5PoGhERKyW9KOkjEXGPpAHAGODiMs2/Q4WVaLKEeUxEPAQgaUfgbkqSaGUZ9oeAx9vrGszMzCqZcFj73MfuL1ux9uIbC2vLWOCbaaX5HuDbETGntFFEPAX8KVe0EfCGpHqyvc4P59rOBZZJ2i8VfTmNPxvoCfy0A67DzMzMbIPmleguKCL6VCh/GjioQt24kvOjcqfvA+ZExDxg2zJ9358O/whMLBywmZmZWY1xEt3NSToHOAIY18mhmJmZmXUZ3s7RzUXE2RGxT0R4b7OZmZlZlbwSbR1qo/6DfBOHmZmZ1RyvRJuZmZmZFeQk2szMzMysICfRZmZmZmYFeU+0dajVi5/nH1O+0tlhmJmZdUt1JzR2dgg1yyvRZmZmZmYFOYk2MzMzMyvISbSZmZmZWUFOottIUp2kKZLmSJop6XZJ75U0u6TdREln5M43kvSKpO+VtJsu6bHc+QhJ09PxKEnLJD0u6a+S7pd0WAtznCbpL5KelPSEpAsl9crVD5MUksaUxLBGUpOk2ZJulbRlKq9v7brMzMzMuhMn0W0gScCNwPSIGBoRw4GvA4Or6H4o8AxwbBonbytJH6vQb0ZE7BsRuwJfAC6RdHCZ2E4GPgp8MCL2Av4NeBnYLNesAXgg/Zu3KiKGRcSewGLg81Vcj5mZmVm34yS6bQ4CVkfEpc0FEfEEsKCKvg3AxcB8YP+SuvOBCa0NEBFNwDnAKWWqJwD/ExFLU9s3I+J7EbEc3v4AcCwwDjhU0qYVpnkI2LbVqzEzMzPrhpxEt82ewMwKdUPTlogmSU3Ayc0VKWE9BLgVuIZ3rwQ/BLwp6aAqYvgTsFu+QNIWQJ+ImNtCvwOAuRExB5gOfKK0gaSewMHALdVcV5n+4yU9JumxV1esquJSzMzMzLoWJ9Htb07aEjEsIoYBl+bqDgPujYhVwFTgUylhzTsXOKuKeUq3gry7gTQ6Jb3zJB2QihuAKel4Cu9M5DdLCfI/yLam3FXldb1DREyKiBERMeI9fTer1MzMzMysy3IS3TZPAcPb0K8BOETSPLKV7PcAH8k3iIh7yPYvf7CVsfYF/lzSdzmwUtKO6fyOlPDOBjZOCfvRwNkphh8DYyT1TUOsSu2HkCXp3hNtZmZmVoaT6La5B9hE0vjmAkl7A9tX6pC2WowEdoiI+oioJ0tSS7d0QLYaXfFr/tJc3wR+Uqb6u8DPck/WENC87/lgYFZEbJ9iGEK2In5kfoCIeJ3s5sXTJflbLc3MzMxKOIlug4gIssTzkPSIu6fIktd/tNDtSOCeiHgjV3YzcLikTUrGvx14paT/yOZH3JElz1+IiN+XmednwO+BP0qaBTwIPJ5eDWRPFcmbSplEPiIeB2aVqzMzMzPr7pTlg2YdY5+d6uKO88Z2dhhmZmbdUt0JjZ0dQpciaWZEjKimrVeizczMzMwK8n5X61C9BmznT8FmZmZWc7wSbWZmZmZWkJNoMzMzM7OCnESbmZmZmRXkPdHWod5YsoBnrz+ts8MwMzNbr3Y55sLODsE6mFeizczMzMwKchJtZmZmZlaQk2gzMzMzs4KcRLdAUr2k2SVlEyW9JqlJ0tOSVqXjJkmR/v2bpGW58gNS3yZJU0rGmyxpbqp7QtLBJfVfkvRPSf1yZaMkTcudnyvpd5I2kTRd0ohcXblruEjSQkk9cmXjJK2VtHeubLak+nQ8T9KT6fV0mnPTtr2zZmZmZl2bk+i2+VZEDAM+DsyJiGHppVT+OWBGrvwPknYHegIjJW1eMt6Zqd+XgEtL6hqAR4GjygUi6SzgQ8CREfFGa4GnxPlIYAFwYEn188CEFrofFBF7AR8AdgJ+3tp8ZmZmZrXIT+dYfxqAK4HdgSOAq8u0eQjYtvlE0lCgD/C/ZMnt5fnGkk4HPgaMjohVVcYxCngKuDbFdG+ubhrwYUm7RsRfKw0QESslnQwskDQgIhZXObeZmVmXc/Gtc3h1xZuF+vS6ZWyh9nV1dTQ2+ht+uxIn0evP8cChwG7AqZRPoscAN+XOTwCmADOAXSUNjoiXUt2HgF2B4RGxsmScqyQ1J9UbA2tzdQ3ANcDNwHmSekXE6lS3FmgEvgH8Z0sXExHLJc0FdgH+mK+TNB4YD7DNwL4tDWNmZrbBe3XFm7y8rFgSzbKFHROMbTCcRLcsCpaXlfYoL4qI+ZIWApeVrOCeL+k8YDtg/1zXBrJtGmslTQWOBS5JdX8D+pMl5lNLpjwxIh5Lc9eTrTAjaWOyLSinRcQKSX8ERjfXJ1cDEyTtWM2llSuMiEnAJIC9hg4u9F6ZmZltaN7Td+PCfXr1GVSofV1dXeE5rHM5iW7Zq2SJat4AYG7BcRqA3STNS+dbAEcDv0jnZ0bE9ZJOBS4Dhkvai2yV9y5JkK0oz+VfSfRLwInA7yUtjoj8toxKRgNbAk+mMXsDq8gl0RHxlqQfAF9taSBJfYF64Jkq5jUzM+uyvnj40MJ9/GUrtc83FrYgbZN4UdJHACQNINty8UC1Y6Qb+Y4D9oqI+oioJ9sT3VCm+SVAD0mjU/3E5j4RsQ2wjaQhufieIbvh8NeShlURTgPwuVwcOwKHSupd0m4ycAhQ9mO0pD7AT4GbImJJFfOamZmZ1RQn0a0bC3xTUhNwD/DtiJhToP9IYGFEvJArux/YQ9LW+YYREcC5wFfI9kPfWDLWjak83+dR4LPALelGxLJSojwGuC3X9zWyDwSHl4z5JvAjYKuSYe5Nj8t7BJgPnFRpPjMzM7NapixvM+sYew0dHDd8/8TODsPMzGy98naOrknSzIgY0XpLr0SbmZmZmRXmGwutQ23Sf3t/GjczM7Oa45VoMzMzM7OCnESbmZmZmRXkJNrMzMzMrCDvibYO9frSBTTd8KXODsPMzKysYUdd1NkhWBfllWgzMzMzs4KcRJuZmZmZFeQk2szMzMysICfRGxBJK0vOx0m6pKSsSdKUkrLJkuamuickHSzpfZKekbRZrt1tkhrS8Zck/VNSv1z9KEkh6fBc2TRJo3LnAyWtlnRyu124mZmZWRfjJLoLkbQ70BMYKWnzkuozI2IY8CXg0oh4CrgBmJD6fgroFRHXpPYNwKPAUSXjPN/cp4JjgYdTfzMzM7NuyU/n6FoagCuB3YEjgKvLtHkI2DYdnwM8Lul64HvA4QCShgJ9gP8lS5gvz/V/Augl6dCIuKtCDKcDV0vaLiKeX+erMjMzK+Dnt8xl8fI322WsTW4a2+a+dXV1NDY2tksc1vU4id6wbCapKXc+ALgld348cCiwG3Aq5ZPoMcBNABHxuqQzgPuBCyPi2dTmBGAKMAPYVdLgiHgpN8Z3gP8PeEcSLWl7YOuIeETSdSmeH5QGIGk8MB5g64F9q7luMzOzqi1e/iaLlrVPEs2yhe0zjnU7TqI3LKvSlgwg2xMNjEjHI4BFETFf0kLgMkkDImJxan6+pPOA7YD9m8eIiFslLQV+mpunATgyItZKmkq2ReOSXJ/7JSHp30viOx64Lh1PAS6jTBIdEZOASQB77Dw4ir4JZmZmLRmwxcbtNtYmfQa1uW9dXV27xWFdj5PorqMB2E3SvHS+BXA08It0fmZEXC/pVLLkdniu79r0QtJewC7AXZIANgbmkkuik+8AZwFvlcRQJ+nEdL6NpF1yK9xmZmYd7qRP7thuY/nLVqytfGNhFyCpB3AcsFdE1EdEPdme6HI3910C9JA0usJwDcDE5nEiYhuyZHhIvlFE3An0B/ZOMbwX6BMR2+Zi+G6FGMzMzMxqmpPormEksDAiXsiV3Q/sIWnrfMOICOBc4CsVxjoBuLGk7MZUXuo7wPbpuKFMv6k4iTYzM7NuSFnOZdYx9th5cFzd6DzbzMw2TN7OYXmSZkbEiGraeiXazMzMzKwgJ9FmZmZmZgX56RzWoXpvub3/VGZmZmY1xyvRZmZmZmYFOYk2MzMzMyvI2zmsQ722dAEP3fyFzg7DzMysW9v/iB91dgg1xyvRZmZmZmYFOYk2MzMzMyvISbSZmZmZWUFOomuMpDWSmiQ9JekJSadL6pHqRklaluqbX4ekupVlxpoo6YySsnmSBlbqY2ZmZtYd+MbC2rMqIoYBSNoKuBrYAvhWqp8REYd1VnBmZmZmtcBJdA2LiJcljQcelTSxs+MxMzOz9nf5jfNYumJ1i21+NnVsi/V1dXU0Nja2Z1g1z0l0jYuIv0vqCWyVikZKaso1OToi5rQwxJclfTp3vk1rc6bEfTzA4EF9i4ZsZmZmBSxdsZpXl77ZSqOF6yeYbsRJdPdTdDvHDyPiguYTSfNa6xARk4BJALvvPDgKR2hmZmZV27Jvr1bbbLr5oBbr6+rq2iucbsNJdI2TtBOwBngZ2L2TwzEzM7N29stY1lIAACAASURBVNkj61tt4y9baX9+OkcNkzQIuBS4JCK8ImxmZmbWTrwSXXs2S3ueewFvAVcCF+bqS/dEnxsR1wO9JT2fK8/3MTMzM7McJ9E1JiJ6tlA3HehXoa6qv0pERH3uuE/B8MzMzMxqgrdzmJmZmZkV5CTazMzMzKwgb+ewDrX5ltv7jmAzMzOrOV6JNjMzMzMryEm0mZmZmVlB3s5hHWrF0vnce8upnR2GmZlV4aBP/rizQzDrMrwSbWZmZmZWkJNoMzMzM7OCnESbmZmZmRXkJHo9kLRGUpOk2ZJulbRlSX2TpCklZZMlHZM7HyYpJI0paTdB0lOSZqVx9pN0Yzr+m6Rl6bhJ0gGSpksaketfL2l2yZgXSVooqUeubJyktZL2zpXNllS/ru+PmZmZWVfjJHr9WBURwyJiT2Ax8PnmCkm7Az2BkZI2b2GMBuCB9G9z3/2Bw4D3R8TewCHAgog4MiKGAZ8DZqS5h0XEH1oLNCXORwILgANLqp8HJrR+uWZmZma1zUn0+vcQsG3uvAG4ErgTOKJcB0kCjgXGAYdK2jRVbQ0siog3ACJiUUS8sI7xjQKeAn5GLmFPpgHvk7TrOs5hZmZm1qX5EXfrkaSewMHAL3PFxwOHArsBpwJXl+l6ADA3IuZImg58AphKlnifLekZ4G7g2oi4r4pQrpK0Kh1vDKzN1TUA1wA3A+dJ6hURq1PdWqAR+Abwn1XMY2ZmneyqG59j2fLVrTcELr9+bKGx6+rqaGxsbEtYZl2ek+j1YzNJTWQr0H8G7gJIe5MXRcR8SQuByyQNiIjFJf0bgOY901OAscDUiFgpaTgwEjgIuFbS1yJicivxnBgRj6UY6slWmJG0MfBx4LSIWCHpj8Do5vrkamCCpB0rDS5pPDAeYPCgPq2EYmZmHWnZ8tUsXvpmdY2XLuzYYMxqiJPo9WNVRAyT1Bu4g2xP9I/IkuPdJM1L7bYAjgZ+0dwxrV4fDRwhaQIg4D2S+kbEiohYA0wHpkt6kmyFeHIb4xwNbAk8me0goTewilwSHRFvSfoB8NVKg0TEJGASwK47bxVtjMXMzNpBvy16Vd12s80HFRq7rq6uaDhmNcNJ9HoUEa9L+gJwk6RLgeOAvZr3MUs6CPgmuSSabPvHrIgY3Vwg6QrgyLRSvDYink1Vw4Dn1iHEBuBzEXFNmmdzYG5K/vMmA18B+q7DXGZmth6ceOSQqtv6GwvNqucbC9eziHgcmAV8HVhYciPg/cAekrYm+4DzBllie2PJMFNTeR/gCklPS5oF7AFMbEtcKVEeA9yWi/U1sieCHF5yDW+SraRv1Za5zMzMzLo6Rfiv7Rua9Ji5R4HPRMTTnR3Puth1563i0guP7+wwzMysCl6Jtu5O0syIGNF6S69Eb3AkbQPMBh7u6gm0mZmZWa3ynugNTNresUdnx2FmZmZmlTmJtg7Vd8sd/OdBMzMzqznezmFmZmZmVpCTaDMzMzOzgrydwzrUsmXzue3WUzo7DDMz62SfOPySzg7BrF15JdrMzMzMrCAn0WZmZmZmBTmJNjMzMzMrqFsn0ZLqJc0uKZso6QxJP5HUlL5Se1U6bpIU6d+/SVqWKz8g9W+SNKVkzMmS5qa6JyQdXCGefLs/Sdq/mv6SviTpn5L65cpGpfgel/RXSfdLOqzkOhfm4m+StKWk3pKukvSkpNmSHpDUJ/VZWTLvOEne5GZmZmbdjm8srCAiPg9Zog1Mi4hh+XpJo4AzIiKfmO4O9ARGSto8Il7LdTkzIq6XdBAwCdilwtTN7T4K/BzYu4r+DWRfE34UcHmufEZzfJKGATdJWhURv0/1P4yIC0qu6+vASxGxVzrfFVhdIVYzMzOzbqlbr0R3gAbgSuBO4IgKbR4Ctq1irPuBnVvrL2ko0Ac4K81fVkQ0AecArT0qY2tgYa7fXyPijSriNTMzM+s2vBLdvo4HDgV2A04Fri7TZgxwUxVjHQ48WUX/E4ApwAxgV0mDI+KlCmP+CTgzd/5lSZ9Ox0si4iDgMuBOSccAvweuiIhnU5vNJDXl+g8AbqniWszMrAZNvWE+y5ZX98fKa38ztqp2dXV1NDY2rktYZutFd0+io2B5RZJGAIsiYr6khcBlkgZExOLU5HxJ5wHbAfu3MNT5ks4CXgH+u6S8XP8G4MiIWCtpKnAsUGmfskrO37WdIyKaJO0EfBQ4BHhU0v4R8WdgVX5bi6RxwIh3TSKNB8YDDBrUp4VLNTOzrmzZ8tUsXfpmVW2XLl3YeiOzLqS7J9GvAv1LygYAc9swVgOwm6R56XwL4GjgF+m8eU/zqWSrvcMrjHNmRFxfqTzfX9JeZHuj75IEsHGKvVISvS/w59YuJCJWAjcAN0haC3y8mn65/pPI9m2zyy5bFf5AYmZmXUO/LXpV3XbzzQdV1a6urq6t4ZitV906iY6IlZJelPSRiLhH0gCy7RIXFxlHUg/gOGCviHghlR0EfJN/JdHNLgH+S9LoiLijDWG/3R84EJgYEd/NxTJX0pAyMe6d4vlcK9fyIeDpiFgiaWNgD2B6G+I0M7Mad/RRO1Td1t9YaLWmWyfRyVjgJ5IuTOffjog5BccYCSxsTqCT+4E9JG2dbxgRIelc4CtA4SS6pP+OZKvEeTeS7ZP+I9lTQh4HegMvA1/IPZkD3rknGuBTwFDgZ8qWtnsAtwFTi8ZpZmZmVssU4b+2W8fZZZet4qILj+vsMMzMrJN5Jdq6AkkzI+Jd93uV40fcmZmZmZkV5CTazMzMzKwg74m2DtWv3w7+E56ZmZnVHK9Em5mZmZkV5CTazMzMzKwgb+ewDrVk2Xym3nZKZ4dhZtbtHf0Jb60za09eiTYzMzMzK8hJtJmZmZlZQU6izczMzMwKchJdQyStkdQk6QlJf5J0QCqvlzQ7HY+SNK2k32RJx+TOB0paLenkknbzJD0paZak+yQNWR/XZWZmZrahcRJdW1ZFxLCI2Af4OvDdNo5zLPAw0FCm7qCI2BuYDpzVxvHNzMzMujQn0bVrC2BJG/s2AKcD20rarkKbh4Bt2zi+mZmZWZfmR9zVls0kNQGbAlsDH6nQbmRq12wHYBqApO2BrSPiEUnXAccDPygzxhjgpnaL3MzMqnbL1PmsWLa6UJ+brx1beJ66ujoaGxsL9zPrDpxE15ZVETEMQNL+wK8k7Vmm3YyIOKz5RNLkXN3xwHXpeApwGe9Mou+VNABYCXyzXBCSxgPjAQYO6tO2KzEzs4pWLFvNsqVvFuqzbOnCDorGrHtyEl2jIuIhSQOBQQW7NgB1kk5M59tI2iUink3nBwFLgauAbwOnlZl7EjAJYOguW0Vb4jczs8r69utVuE+fzYv+30G2Em1m5TmJrlGSdgN6Aq8Cvavs816gT0Rsmyv7NllifU5zWUS8JelLwJOSzo2Ixe0avJmZteiTR+9QuI+/sdCsffnGwtqyWXrEXRNwLfCfEbGmQP8G4MaSsqmUeUpHRLwIXAN8vq3BmpmZmXVVXomuIRHRs0L5PGDPdDyd7PF0+fpx6fD6Mn1nAbun4/qSulPXKWAzMzOzLsor0WZmZmZmBTmJNjMzMzMryNs5rEP177eDb2YxMzOzmuOVaDMzMzOzgpxEm5mZmZkV5CTazMzMzKwg74m2DrV4+Xx+fccpnR2GmZlZp/j0aN8XVKu8Em1mZmZmVpCTaDMzMzOzgpxE1wBJEyQ9JWlW+trv/SRNlzQi1c+TNDAdD5c0V9K+ksZJuiSV95B0haTLlMn3CUm/zs23kaRXJE3rjOs1MzMz62zeE93FSdofOAx4f0S8kRLfjSu03Zvsq72Pj4jHJe2TygVcCvQCPhsRkRW97TVgT0mbRcQq4FBgYYddlJmZmdkGzivRXd/WwKKIeAMgIhZFxAtl2u0O3AR8JiIeKan7EfAeYGxErK0wz+3AJ9JxA3DNOkduZmZm1kV5JbrruxM4W9IzwN3AtRFxX5l2NwOfjogHSsr/A/gzMCoi3mphnilpnmnA3sBlwMh1jt7MzGwDdsd181m5bHWb+9951dh1mr+uro7GxsZ1GsM6hpPoLi4iVkoaTpbQHgRcK+lrZZreDXxO0h0RsSZX/idgN+ADwIMtzDNLUj3ZKvTtLcUkaTwwHuA9W/Wp/mLMzMw2MCuXrWb5kjfb3H/5Eu9+rFVOomtASoqnA9MlPQn8Z5lmp5Dte/4pcFKu/C/A2cB1kkZHxFMtTHULcAEwimz7R6V4JgGTAHZ671ZR9YWYmZltYPr067VO/fv2HrRO/evq6tapv3UcJ9FdnKRdgbUR8WwqGgY8B+xZ0nQt2daNOySdExFnN1dExB8k/Q8wTdKBETG/wnSXAUsj4klJo9r1QszMzDZAo4/bYZ36+8tWapeT6K6vD/BjSVsCbwF/I9tKcX1pw4j4p6RPAvdJeonsqRvNdbemJ3v8TlLZvc4R8TzZTYhmZmZm3ZqT6C4uImYCB5SpGpVrU587Xka2Wt1scq7ucuDydJrv866NzRExnWwLiZmZmVm340fcmZmZmZkV5CTazMzMzKwgb+ewDjVgix18U4WZmZnVHK9Em5mZmZkV5CTazMzMzKwgJ9FmZmZmZgV5T7R1qFeWz+end5/a2WGYmVkr/veQH3d2CGZdileizczMzMwKchJtZmZmZlaQk2gzMzMzs4I2qCRa0qckhaTdcmX1klZJapL0tKRfSeqV6sZJuqRkjOmSRqTjeZKm5uqOkTS5pP1Nkh4uE8sZkv6S5n1U0tjS8XPxzS7pe5GkhZJ65MreFWuZOadL+qukJyQ9KGnXMuWPShpW0q/SfK9IelzSs5LukHRArn6ypLnp+pok/SGVD5Y0Lc31tKTbW7jOiZLOaOmazMzMzGrRBpVEAw3AA+nfvDkRMQzYC9gOOK7AmMMl7VGuQtKWwHCgn6SdcuUnA4cCH0jzHgyomslSInsksAA4sECczU6MiH2AK4Dzy5T/NF/eynzXRsS+EbEL8D3gBkm75+rPjIhh6dWcYJ8D3BUR+0TEHsDX2nANZmZmZjVtg3k6h6Q+wL8DBwG3At8qbRMRayQ9AmxbYOgfABOAE8vUHZXmegk4ATgvlX8DGBURy9O8y8mS2mqMAp4CriX7MHBvgVjz7ge+VKb8IeDMovNFxL2SJgHjgS+3MO/WwJ25frMKRW1mZh1uxjXP8fqy1e065sO/Gtuu45Wqq6ujsbGxQ+cwW582mCQaOAL4XUQ8I+lVScMjYma+gaRNgf2ALxYY9zrgfyXtXKaugWzl9SVgKnCepC2AvhHx9xbGvErSqnS8MbC2ZMxrgJvTeL0ioi3/pTsceLJM+RjgpjbO9yfgpNz5+ZLOSsdPRcSJwE+AayWdAtwNXB4RL6Q2QyU15frXAReUTiJpPFmyzoCt+rRwiWZm1havL1vNyiVvtuuYK5csbNfxzGrdhpRENwAXp+Mp6bw5iW5O3nYEbsutjkaFsfLla8i2P3wd+G1zoaTBwC7AAxERklZL2hOYX0WsJ0bEY2mcemBaOt4Y+DhwWkSskPRHYHRzfZWaE/R5wKkl5RsDfYBhbZyvdEvKmRFxfb4gIu5IW1vGAB8DHk/vC/xrWw1p/onlJomIScAkgCHv3arSz8jMzNqod79e7T5mv96D2n3MvLq6ug4d32x92yCSaEkDgI8Ae0kKoCcQkpq3LcyJiGGSBgIPSvpkRNwCvAr0LxluALCopOxKsiQ6f2PccanvXEkAWwANETFB0kpJO7WyGl3OaGBL4Mk0Zm9gFcWS6LcT9NJysg8V5wM/JtuKUnS+fYE/txZARCwGrgauljQN+DD/+kBjZmadbGTDkHYf01+2YlbMhnJj4THAlRExJCLqI2J7YC4wMt8oIhaR3ej29VT0KPAhSXUA6akZm5DdZJfvtxr4Ie/cC9wAjEnz1ZPdYHhCqvsu8JO0tQNJfZqfztGKBuBzuTF3BA6V1LuKvq2KiAC+CXwwPcGk6vkkHUi2xeIXLc0h6SPN/SX1BYZS3eq8mZmZWbexoSTRDcCNJWVTefdTOiDbD9xb0siIeIlsf/TtabvHRWSryWvL9PslaeU9bcEYArz9aLuImAssk7Qf8DOyG/QeTY91m8E79z2/S0o8xwC35cZ8jexpI4enonGSns+9tmtpzHIiYhXZzZJfrWK+49Pj654hu1ny6IjIr0Sfn3vEXVPaHjIceEzSLLKbGP8vIh4tGqeZmZlZLVO2uGnWMYa8d6v46k+P7+wwzMysFd7OYQaSZkbEiNZbbjgr0WZmZmZmXcYGcWOh1a5BW+zg1Q0zMzOrOV6JNjMzMzMryEm0mZmZmVlBTqLNzMzMzArynmjrUC+smM+37z219YZmZmZdzLcO8j0/3ZlXos3MzMzMCnISbWZmZmZWkJNoMzMzM7OCnESvB5JC0g9y52dImljSpknSlJKyjSSdJ+nZ3FdzTyhp86k0/m65svr0deWV4rlJ0sMlZRMlvS5pq1zZytzxmjT/U5KekHS6JP/+mJmZWbfkJGj9eAM4StLAcpWSdgd6AiMlbZ6rOhfYBtgrIoYBI4FeJd0bgAfSv62StCUwHOgnaaeS6kXA6RW6roqIYRHxPuBQ4GPAt6qZ08zMzKzWKCI6O4aal1Z0vwP0iYgJks5IxxNT/TnASmB34K6IuFpSb2ABUB8RKyqM2wf4K3AQcGtE7JrK64FpEbFnmT7/BYwAXgJWR8R5qXxiajIOeH9ELJa0MiL6NF9D83E63wl4FBgYLfwSbbPrVnHSpce3/iaZmZlVadZVz/HGstWdHQYDNhvUqfPX1dXR2NjYqTHUGkkzI2JENW39iLv15yfALEnlftuPJ1vd3Q04Fbga2BmYXymBTo4AfhcRz0h6VdLwiJjZShwNwDlkSfRU4Lxc3UrgMuCLtLLKHBF/l9QT2CqN9TZJ44HxAP0G9ynT28zMrO3eWLaaVYvf7OwwWMjCzg7BOpGT6PUkIpZL+hXwBWBVc7mkEcCiiJgvaSFwmaQBpf0lfZYsuX0PcEBELCBLiC9OTaak84pJtKTBwC7AAxERklZL2jMi8vunfwQ0SbpgHa51EjAJspXoto5jZmZWzib9Snc2do4NYSXaOo+T6PXrIuBPwOW5sgZgN0nz0vkWwNHAVcAOkvpGxIqIuBy4PN0w2DMl2h8B9pIUZHuqQ9KZLcx/HNAfmCupea4G4O2bFSNiqaSrgc+3dCFpO8ca4OWqrtzMzKyd7H3ikM4OAfCXrXR3vrFwPYqIxcB1wH8DpKdbHEd242B9RNSTbdFoiIjXgV8Cl0jaNLXvCWychjsGuDIihqS+2wNzyW4+rKQBGJObazhwQpl2FwInUeFDlqRBwKXAJS3thzYzMzOrVU6i178fAM1P6RgJLIyIF3L19wN7SNqabIX4RWC2pMeBGcAVwAtkCfGNJWNP5V9P6dhV0vO515nAEODtR9tFxFxgmaT98oNExKI09ia54s2aH3EH3A3cCXy7Te+AmZmZWRfnp3NYh/LTOczMrFZ5O0ftKfJ0Dq9Em5mZmZkV5BsLrUNt03cHf1I3MzOzmuOVaDMzMzOzgpxEm5mZmZkV5CTazMzMzKwg74m2DrVgxYt8Yfq5nR2GmZnZOvvRqLM6OwTbgHgl2szMzMysICfRZmZmZmYFOYk2MzMzMyvISfQGRlJI+nXufCNJr0iaVtLuJkkPl5RNlPS6pK1yZStLjyXVS1qVvsb7aUmXSuohaVSZeSZLOiYdT5f0V0lPSHpU0rD2vXozMzOzrsFJ9IbnNWBPSZul80OBhfkGkrYEhgP9JO1U0n8RcHoV88yJiGHA3sAewKeqjO/EiNgH+ClwfpV9zMzMzGqKn86xYbod+ARwPdAAXAOMzNUfBdwKvAScAJyXq7sMGCfp+xGxuLWJIuItSX8AdgYeKRDjQ8CZBdqbmZmtF/OuamL10n+2+7hjLxvbbmPV1dXR2NjYbuPZ+uckesM0BTg7ba3YmywxzifRDcA5ZEn0VN6ZRK9M7b8IfKu1iST1Bg4Gzi4Y4xjgpgpjjgfGA/Qd3K/gsGZmZutm9dJ/8ubiVe0+7sJ3/mHYujkn0RugiJglqZ4sWb49XydpMLAL8EBEhKTVkvaMiNm5Zj8CmiRd0MI0QyU18f+zd+9hVpb1/sffH00UE1ERWJ4CD4QH1DFpV6aFkklbizzCiJtNu35UP8209NcutE3undWoGzU1o52KpoBbPGemoqiUZqAIqKXiWEplKDqiohB+f38899LHxZpZs4Y5rvm8rmsunvv8ffC66ss99/M8EMBNEfErSZ9sLqTc9dWS+gBbAGXPREfEdGA6wODhO0S5PmZmZh1lk60265B5B/bdpt3mKhQK7TaXdQ0n0d3XzcC5wChgQK7+OGBroFESwJZkyfaUYoeIeEXSNcCJLcxfPBOd91KaO28bsnPWRROAhWTnoX9MdrTEzMys2xg6oWOee/fHVizPDxZ2X5cB34uIJSX19cCYiBgaEUPJHjAcX2b8fwNfprp/KD0FbC9pDwBJQ4B9gUX5ThERwJnARyXtXsX8ZmZmZjXBSXQ3FRHPR8SF+bp0xGMI8GCuXyPQJOkjJeNfBG4ANq1izbeAE4DL01GP64AvRURTmb6rgfPww4VmZmbWCynbVDTrGIOH7xDjfvrVrg7DzMxsg/k4R+2TtDAiRramr3eizczMzMyq5AcLrUPt1G87/8vdzMzMao53os3MzMzMquQk2szMzMysSk6izczMzMyq5DPR1qGeW7WCk+f9pKvDMDMzsza6cJTfslWOd6LNzMzMzKrkJNrMzMzMrEpOos3MzMzMquQkupuQFJJ+kSu/T9IKSbem8iRJF6XrX0talPv5i6TfpTZJOkPSU5KelHSPpL1y8z4raYmkxZLulTSkJI4bJT1YUjc1xbdbru6UVNeqr/qYmZmZ1RIn0d3H68AISX1T+VBgebmOEXFYRNRFRB3wceBVoPhFkxOBA4B9I+KDwA+AmyVtlpvi4IjYB5iXG4ekrYD9gf6SdilZdgkwPlc+Fnis6rs0MzMzqwF+O0f3chtwOHAdUA/MBA6qMOYC4LaIuDOVvwV8MiLeAIiIOyT9FpgA/Lxk7APAybnyUcAtwAtkCfPZubYbgbHAf0naFWgC1lZ1d2ZmZr3cs1ffx9pX3ujqMKoy8bIHumTdQqFAQ0NDl6zdGk6iu5dZwHfTEY59gMtoIYmWdBQwEvhIKm8JvD8ininpugDYi/WNIUuOi+qBs8iS6Dm8N4l+FXhO0giyZHo28IVm4poMTAboN3ib5sI3MzPrdda+8gZrVr7W1WFUZTk9K97O4iS6G4mIxZKGkiWzt7XUV9IOZLvQh0XEW1UudY+kbYDXgDPTfIOBYcD8iAhJayWNiIiluXGzyHaoDwNG00wSHRHTgekAg4cPiSpjMzMzq1mbbLV5V4dQtYF9+3fJuoVCoUvWbS0n0d3PzcC5wChgQLkOkgTMAH4YEY8X6yPiVUmvS9qlZDd6f+DeXPlg4BXgauB7wDeA44CtgcZserYkS+an5MbdCpwDLEhrbcBtmpmZ9T5DJ3yiq0Oomj+2Up4fLOx+LgO+FxFLWuhzGvBmRFxcpu0c4MLiA4qSPgUcCFyT7xQR/wBOASamXel6YExEDI2IoWSJ9/iSMW+Qnbn+fltuzMzMzKxWeCe6m4mI54ELK3T7L+B5SYtydS9HxMHAj8l2lJdIWgf8DRgbEavLrPVXSTPJ3ugxBHgw19YoqUnSR0rGzGrLfZmZmZnVEkX4yKp1nMHDh8S4n/57V4dhZmZmbdSbjnNIWhgRrfoGho9zmJmZmZlVyUm0mZmZmVmVfCbaOtRO/Qb2ql8DmZmZWe/gnWgzMzMzsyo5iTYzMzMzq5KPc1iHem7VS3z9niu7OgwzMzNLLjh4YleHUBO8E21mZmZmViUn0WZmZmZmVXISbWZmZmZWJSfR3ZSkAZIWpZ+/SVqeK0f6c6mkWyRtlcYMlbQ0XY9Kn+1eJOkJSf+R6idJuqhkrXmSRqbrZyUtkbRY0r2ShpT0vVHSg5iZmZn1Yk6iu6mIeCki6iKiDrgUmJYrv56uRwArgRObmeb+1H8kcIKkD7Vy+YMjYh9gHnBGsTIl6/sD/SXt0rY7MzMzM+v5/HaOnu8BYJ+WOkTE65IWAru1Ye6Tc+WjgFuAF4DxwNlVzmdmZmYdrPHqO1jb9Hqz7RMvv6vF8YVCgYaGhvYOq+Y4ie7BJG0MjAZ+XqHfAOCjwH8CH65iiTHAjblyPXAWWRI9h2aSaEmTgckA/QYPqGI5MzMz21Brm15nzcpXm21fTvNt1npOonumvpIWATsATwB3NtPvIEmPAG8DP4yIx4pnn8uI3PU9krYBXgPOBJA0GBgGzI+IkLRW0oiIWLreRBHTgekAg4fvHKXtZmZm1nE26f/+FtsH9u3XYnuhUGjPcGqWk+ieaXVE1EnaHPg12ZnoC8v0uz8ijiipewnYuqRuG+DFXPlg4BXgauB7wDeA49K4RkkAW5LtTE/ZsFsxMzOz9rTzhE+32O6PrbQPP1jYg0XEG2Rnlr8pqbX/IPo98HFJBYC0M70p8FzJ3P8ATgEmpl3pemBMRAyNiKFkDxiOb5cbMTMzM+thvBPdw0XEI5IWkyW597ei/wuSvg7cJmkjsiMb9RHxdpm+f5U0k2ynewjwYK6tMb1C7yMR8bv2uh8zMzOznkARPrJqHWfw8J1j/KXf6+owzMzMLPFxjuZJWhgRzT0/9h4+zmFmZmZmViUn0WZmZmZmVfKZaOtQO/Ub4F8bmZmZWc3xTrSZmZmZWZWcRJuZmZmZVcnHOaxDPbfqZb5+9/92dRhmZtaLXHDIsV0dgvUC3ok2MzMzM6uSk2gzMzMzsyo5iTYzMzMzq5KT6A4gKST9Ild+n6QVkm5N5UmpvCj3s2dqGybpVknLJC2UdI+kT+TGXVSy1jxJI3PlurT+mJJ+r7UQ7/mSlkva1hzNWAAAIABJREFUSNJmkv4gae9c++mSftrS/GZmZma9iZPojvE6MEJS31Q+FFhe0md2RNTlfh6XtBnwS2B6ROwaEfsDXwN2qWLtemB++rMiSRsBRwLPAZ+MiDeBU4BLlNkB+Arw722Z38zMzKwWOYnuOLcBh6fremBmK8ZMAB6IiJuLFRGxNCKuaM2CkgQcC0wCDk1JeSWjgMeAn6Q4iYjbgb8CE4FpwNSIeLmN85uZmZnVHL/iruPMAr6bjnDsA1wGHJRrHyfpwFz5Y8BewMMV5i0dt1vu+gCgMSKWSZpHlsTPqTBfMcG/CThb0iYRsZZsN/oh4KmIuGoD5jczs16u8ZpbWdu0qtPWm3jFLZ22VqFQoKGhodPWs+7DSXQHiYjFkoaSJam3lekyOyJOyldkG73vKd8ADAOejIijyo1LyWxRPVnyTvpzIi0kuZL6AP8MfCMiVkn6HXAYcGtE/EXS3cCt1c4vaTIwGaDfoG2bW97MzHqJtU2rWLOyqdPWW07nrWW9l5PojnUzcC7ZkYkBrej/GPCJYiEijkwPDZ5baaCkjYGjgbGSpgACBkjqFxHN/fP/MGArYElK4DcHVvNu4vx2+qlq/oiYDkwHGDx812jFfZuZWQ3bpH+/Tl1vYN8tOm2tQqHQaWtZ9+IkumNdBrwSEUskjWpF/2uAb0v6XO5c9OatXGs0sDgiDitWSJpB9tDglc2MqQe+FBEzU//3A42SNo+IN9phfjMzM3Y+/ohOXc9fLLTO0OKDhZJ2z11vWtL20Y4KqlZExPMRcWEzzeNKXnF3QESsBo4AviLpGUkPAGcA/9WK5eqBG0rq5vDuWzQ2l/R87uc7wBiyt4EU432d7M0bn23D/GZmZma9hiKa/227pIcj4kOl1+XKZuUMHr5rjP/JD7s6DDMz60W8E21tJWlhRIys3LPyK+7UzHW5spmZmZlZr1ApiY5mrsuVzczMzMx6hUoPFu4o6UKyXefiNam8Q4dGZjVhp35b+9dqZmZmVnMqJdGn564XlLSVls3MzMzMeoUWk+iImNFZgZiZmZmZ9RQtJtGSbm6pPSI+177hWK15btUrnDL3pq4Ow8zMasz5o8d2dQjWy1U6zvEx4DlgJvA7/EYOMzMzM7OKSXQBOJTsgxrHk32YY2ZEPNbRgZmZmZmZdVctvuIuItZFxO0R8a/AR4GngXmSTuqU6MzMzMzMuqFK74lG0qaSjgJ+AZwIXMj6n3+2LiLp85Ki+Il2SRtJulDSUklLJP1e0s6p7d9S3eLUPrZkrkWSZpXUXSHpDUn9cnXnpzW37Yx7NDMzM+tuKj1YeCUwArgN+F5ELO2UqKwa9cD89Od/AOOA7YF9IuJtSTsCr6c/pwAfiogmSVsAA4uTSNoD2Bg4SNL7I+L13BpPA2OBX0jaCDgEWN4J92ZmZmbWLVXaiT4BGAZ8HfitpFfTzypJr3Z8eNaSlAgfCHwRGJ+qtwP+GhFvA0TE8xHxMjAIWAW8lupfi4jG3HT1wFXAHWQJc94ssuQcYBTwG+Af7X0/ZmZmZj1FpfdEVzzuYV1qLHB7RDwp6SVJ+wPXAvMlHQTMBX4REY8AjwIvAI2S5gLXR8QtubnGkT1EujvwNeCaXNuTwOckbU2WbP8C+EwH35uZmfUCjTNvYE3TqqrHTZwxp81rFgoFGhoa2jzeDCq/nWM9kt4PHAnUR8Th7R+SVaEeuCBdzyL7b3KapOFkRy4OAeZKOjYi5koaA3wYGA1Mk7R/REyVNBJ4MSL+LGk5cJmkbSJiZW6t68l2uz8CfLmloCRNBiYD9Bs0sKWuZmbWy61pWsWala9UPW451Y8xa0+tSqIl9QEOJ3vN3WHAHODSDozLKpC0DVmSvLekIDvPHJJOj4i3gF8Bv5L0AvB5YG5EBPAQ8JCkO4HLgalkyfjukp5N028JHA38LLfkbGAhMCOdtW42toiYDkwHGDx8t2ifOzYzs1rUp3+/yp3KGNj3/W1es1AotHmsWVGlBws/TZZgfRq4B7gS+HBEfKETYrOWHQNcFRHv7ApLupfswcCnI+Iv6SHAfYDFkrYHChHxcOpeB/wp9TkO2Dsi/pLmORg4k1wSHRF/kjQFuKszbs7MzHqHneuPbNM4f7HQulqlnejbgfuBA4sPoUm6oOUh1knqgR+V1M0BZgArJW2a6h4CLgIGA+emZPpNYAXwFeAgYHkxgU7uA/aUtF1+8oj4abvfhZmZmVkPVCmJ/hDZOdi7JD1Ddu524w6PyiqKiIPL1F1I9h7vcv5Edvyj1DKyD+nk51lH9rVKgEnNrD+0laGamZmZ1ZxKXyxcFBH/HhG7kr2DuA7YRNKv0sNjZmZmZma9TqtfYRcRv42IrwE7AtMo2b00MzMzM+stlL2woZlG6QMtDY6IP7d7RFZTRo4cGQsWLOjqMMzMzMwqkrQwIka2pm+lM9G/BALIv88syD4XPQifjzYzMzOzXqjSFwv3zpclDQW+BXwKOLvDojIzMzMz68ZadSZa0jBJV5B9wGMhsGdE/LgjAzMzMzMz664qfWxlBDAF2AtoAL6YXn9m1irPrWrilLm/6uowzMzM1nP+6M90dQjWg1U6E/0o8BzZ2eh/Av4p/7nniDi540IzMzMzM+ueKiXR/9YpUZiZmZmZ9SCVzkQPj4gZzf10SoTdgKRpkk7JlX8t6X9y5fMkfUPSUEmrJS3K/UxMff5N0hJJiyUtlTRW0sWpz+Ml444pWX+qpOWp7Q+SfiJpo9R2haTG3NjfpvpJkt6WtE9unqXp4VAkbZHmWSbpYUkLJf2fknVPkfSmpP65ulGSbm3Pv18zMzOznqbSTvQY4DudEUg39xvgOOD8lLxuC2yZaz8AODVdL4uIuvxgSTuSnS3/UEQ0SdoCGBgRN6X2ocCtpeNKTIuIc9P69wGfBO5JbadHxHVlxjyf1h1Xpu1/gGeAYRHxtqSBrP+bh3rg98BRwOUtxGZmZmbWq1Taid5Y0taStin30ykRdg+/BT6WrvcClgKr0t/NpsAewMMtjB8ErAJeA4iI1yKisY2x9AE2A15uRd9bgb0kDc9XStqV7Iz7GRHxdoppRUT8qKTPFsAZZMm0mZmZmSWVdqJ3J3ulncq0BbBLu0fUDUXEXyT9I33B8QDgAWAHssS6CVgSEWvSQ5e7SlqUG/41siT8BaBR0lzg+oi4pcowTpV0AjAE+FVE5Nc4R9IZ6fqxiJiQrt8me6vKd4B/zfXfC3i0mEA3YzwwC7gfGC5pcES8UGXMZmZmG6xx5v+ypunVdp934oyZ7TZXoVCgoaGh3eaz7q9SEv14ROzXKZF0f78lS6APAP6bLIk+gCyJ/k2u33rHOQAkjQE+DIwGpknaPyKmVrF+8TjHJsB1ksZHxKzU1txxDoBrgCmSdm5uYklTgGOBQRGxfaquB45MRz3mpPaLWhOopMnAZIB+gwa1ZoiZmVmz1jS9ypqVrfkFbHWWt+qXumblVUqim9ULdyZ/Q5Y07012nOM54JvAq7TivHBEBPAQ8JCkO9OYqdUGERFrJd0OfIJsp7hS/39IOo/sS5NFjwP7StooIt6OiO8D35f0GoCkvYFhwJ1pd70P0Egrk+iImA5MBxg8fFi0+ubMzMzK6NN/y8qd2mBg383bba5CodBuc1nPUCmJviBfkLQVcDRwPNk54O3LDapRvwVOA55JH5xZmf4+9gL+T0sDJW0PFCKieG66DvhTW4JQltV+HHikimFXAP8P6AcQEU9LWgD8l6QzI2KdpM1499hOPTA1In6QW7dR0pC2xGxmZrYhdq4/tkPm9cdWbEO0mERHxBWS+gJjyRLn/cgSsc+TvSGiN1lC9laOa0rqtoiIF3N1pWeiLwNuAs5NyfSbwArgK1WuXzwTvQmwGLgk15Y/Ew3ZQ4PvSOe1L+S9/yj6EnAO8LSkl4DVZIk2ZOeh/7lk/RtS/e+A0ZKez7UdGxEPVHk/ZmZmZj2WslMGzTRK1wAHAXeQHR24G3g6Ipo9X2uWN3j4sKi/5MKuDsPMzGw93om2UpIWRsTI1vSt9Iq7PclepfYE8EQ6xuAzrmZmZmbWq7WYRKe3TBxHdoTjLknzgX6SBndGcGZmZmZm3VGl4xwfjYgHc+X9yR46Ow54PiIO6PgQrScbOXJkLFiwoKvDMDMzM6uoPY9z5B9eIyIWRsRpZB/8+Pc2xmdmZmZm1qO16T3R6Z3Hve3tHGZmZmZmQOUkehdJNzfXGBGfa+d4zMzMzMy6vUpJ9ArgvM4IxGrTc6tWccrcuV0dhpmZVeH80aO7OgSzbq9SEv1aRNzbKZGYmZmZmfUQlR4sfFnSOx+DlzRR0k2SLpS0TQfHZmZmZmbWLVVKorcC1gBI+gTwQ+BKoAmY3rGhmZmZmZl1T5WS6I0iYmW6HgdMj4g5EXEmsFvHhtazSXpN0lBJS0vqp0o6LVd+n6QVkn5Y0m+epD9KelTS7yXV5dqelbRtut5fUqOk/SRNknRRmXlG5sp1kkLSmJJ+Iem8XPk0SVNzMS+XtEjSU5Kul7TnBv0FmZmZmfVglZLo90kqnpseDdydb+uYkHqdQ4EngWMlqaRtQkTsS/a+7nNKB0raB7gOGBcRj7RyvXpgfvoz7y3gqGJyXsa0iKiLiGHAbOBuSQNbuaaZmZlZTamUCM8E7pX0IrAauB9A0m5kRzpsw9UDFwBfBT4G/LZMnweA00vq9gBmAP8SEQ+1ZqGUpB9LlrjfL2mziHgzNf+D7IjOqcCUluaJiNmSDgeOT7GbmVk30jhzJmua2v5/0xNnzNig9QuFAg0NDRs0h1l312ISHRHflzQX2A64I979RvhGwNc6OrgasaukRblyATgXQNJmwKeAL5OdP6+nfBI9BrixpO4m4ISImF9SP07Sgbly/tjNAUBjRCyTNA84HJiTa78YWCypNf/L9zCwe7kGSZOByQD9Bg1qxVRmZtae1jQ1sWblysodm7G8HWMxq1UVj2RExINl6p7smHBq0rKIyJ9nnpprOwK4JyJWS5oDnCnplIhYl9qvltQH2AKo473uAr4k6de5/gCzI+Kk3Hrzcm31wKx0PQuYSC6JjohXJV0JnEz2m4eWlB49eUdETCc9eDp4+PBorp+ZmXWMPv37b9D4gX37btD4QqFQuZNZD+dzzV2rHjhQ0rOpPAA4BLgzlScAC8nOQ/8YOCo39iTgUrLz0l+utJCkjYGjgbGSppAlwQMk9YuIVbmu55PtMl9eYcr9gAWV1jUzs863c33pYy/V8cdWzCqr9GChdRBJWwIHAR+IiKERMRQ4kZIH/tIRmjOBj0rKH594m+xM8u6SzmrFkqOBxRGxU1pvCNku9JEl660ErgW+2ELsRwOfJjszb2ZmZtbrOInuAOmNJm9V6HYkcHdE5PvdBHxW0qb5jhGxmuzz66eX1L8JfA74nKQTK6xXD9xQUjeH9d/SQVqr9C0dpxZfcQecABwSESsqrGlmZmZWk/Tus4LWXiTtC/wsIv6pq2PpaoOHD4/6Sy7p6jDMzKwKPs5hvZWkhRExsnJP70S3O0lfITvmcEZXx2JmZmZmHcM70dahRo4cGQsW+PlDMzMz6/68E21mZmZm1oGcRJuZmZmZVclJtJmZmZlZlfyxFetQz616jW/Mvb+rwzAzs27sv0cf1NUhmFXNO9FmZmZmZlVyEm1mZmZmViUn0WZmZmZmVXIS3cNI2lHSTZKekrRM0gWS+kgaJalJ0iOS/ijpPklH5MZNlXRauv6opN+lz3g/IWlqqp8k6aKS9eZJGpkr10kKSWM66ZbNzMzMuh0n0T2IJAHXAzdGxDDgg8AWwPdTl/sjYr+IGA6cDFwkqdy3W2cAkyOiDhgBXFtFGPXA/PSnmZmZWa/kt3P0LIcAb0bE5QARsU7SqUAjcE++Y0QsknQWcBIwt2SeQcBfi3MAj7dm8ZTEHwscCtwvabOIeHMD7sfMzLqRZTOvZE3TK52+7sQZP+u0tQqFAg0NDZ22ntUuJ9E9y17AwnxFRLwq6c/AbmX6PwycXqZ+GvBHSfOA24EZuWR4nKQDc33z8x4ANEbEsjT2cGBO6eSSJgOTAfoNGtyK2zIzs+5gTdMrrFm5stPXXd7pK5ptOCfRtU3lKiPiLElXA58Gjic7mjEqNc+OiJPemSBLlovqgVnpehYwkTJJdERMB6YDDB6+e2zQHZiZWafp03+rLll3YN++nbZWoVDotLWstjmJ7lkeB47JV0jaEvgA8DRZUpy3H/BEuYkiYhnwE0k/A1ZIGtDSwpI2Bo4GxkqaQpagD5DULyJWteVmzMyse9m1fmKXrOuPrVhP5AcLe5a5wOaSJsI7ie15wBXAG/mOkvYBzgQuLp1E0uHpfDPAMGAdUOkQ3GhgcUTsFBFDI2II2S70kW2/HTMzM7OeyUl0DxIRQZa0HivpKeBJ4E3gO6nLQcVX3JElzydHROlDhQD/QnYmehFwFTAhPWDYknrghpK6OfgtHWZmZtYLKcvLzDrG4OG7x4RLOu+pazMz63l8nMO6C0kLI2Jk5Z7eiTYzMzMzq5ofLLQOtVO/LbzDYGZmZjXHO9FmZmZmZlVyEm1mZmZmViUn0WZmZmZmVfKZaOtQz696nW/OfairwzAzsy5y3uh/6uoQzDqEd6LNzMzMzKrkJNrMzMzMrEpOos3MzMzMquQkugxJBUmzJC2TtFDSbZI+KGlpSb+pkk5L11dIOqak/bWS8imS3pTUX9IASYvSz98kLU/X6yQ9nq5XSmpM13dJGlqMQdLmkq6WtETSUknzJW2R2gZLukbSMyn+ByQdWRLL+WnNjXJ1kyStSOv9QdKp5e41V/espG037G/bzMzMrOfxg4UlJAm4AZgREeNT3b7A4HaYvh74PXBURFwO1KX5pwKvRcS5JbFcAdwaEdel8tBc89eBFyJi79Q2HFib4r8xxX98ahsCfC4370bAkcBzwCeBe3Lzzo6IkyQNAP4o6bqIeK4d7t3MzMysZjiJXt/BwNqIuLRYERGPliSwVZO0K7AF8H+BKcDlGzIfsB3wp2IhIv6Y1hkNrCmJ/0/Aj3NjRwGPAbPJEvt8El0c85Kkp9M6TqLNzGrEspk/Z03Ty5223sQZm3XKOoVCgYaGhk5ZywycRJczAljYTNuukhblygUgv3t8jqQzmhk7HpgF3A8MlzQ4Il7YgDgvA+5IR0jmku08PwXsBTxcYWw9MBO4CThb0iYRsTbfQdIHgM2AxbnqUyWdkCtvX25ySZOByQD9BhVaf0dmZtbh1jS9zFsrX+q09ZZ32kpmnctJdHWWRURdsZCOYeSdXjx6kdrzZ6LrgSMj4m1Jc4BjgYvaGkhELJK0C/Bp4FPA7yV9rLSfpIuBA8l2pz8sqQ/wz8A3ImKVpN8BhwG3piHjJH0C2B04KSLezE03LX/kRNKzzcQ2HZgOUBi+R7T1Hs3MrP316b91p663bd/O24k260xOotf3GHBMxV5VkLQ3MAy4MzuyTB+gkQ1IogEi4jXgeuB6SW+TJceLgKNzfU5MD/8tSFWHAVsBS1IsmwOreTeJLp6JHkm2031zRPxtQ+I0M7PuY9f6L3bqev7YitUqv51jfXcDm6YjCQBI2gfYaQPmrAemRsTQ9LM9sH164K9NJH1c0tbpug+wJ9kZ6buBzSR9Ndd985JYvlSMBdgZOFRSvg8RsQC4iuwBRjMzMzPLcRJdIiKC7M0Vn0qvuHsM+AGwIbux48ne+JF3Q6pvq12BeyUtAR4h22mek+L/PPDJ9Hq8h4AZwLdSojwG+GVxkoh4HZgPfLbMGj8CviCp3wbEaWZmZlZzlOVcZh2jMHyPmHDJjK4Ow8zMuoiPc1hPImlhRIxsTV/vRJuZmZmZVckPFlqH2rHf+70LYWZmZjXHO9FmZmZmZlVyEm1mZmZmViUn0WZmZmZmVfKZaOtQz69azelzl3R1GGZm1gXOGb13V4dg1mG8E21mZmZmViUn0WZmZmZmVXISbWZmZmZWpZpMoiWFpF/kyu+TtELSrSX9bpT0YEndVEnLJS2S9JSk6yXtmWufJ2lkrjxU0lJJgyQ9K6mQa7tY0rfT9edTXLu3EPe6tO5SSf+bPtNdWn+LpK1Kxi2SNKuk7or02e9HJT0p6UpJO+ban5W0JI1dJOnCVP9RSb9LdU9ImprqJ0m6qGSN9/xdmJmZmfUWNZlEA68DIyT1TeVDgeX5DikR3R/oL2mXkvHTIqIuIoYBs4G7JQ1sacGI+DvwQ+DcNP+HgIOKZaAemJ/+bM7qtO4IYA3wlTL1K4ETc/exB7AxcJCk95fMd3pE7AsMBx5J99En135wmrcuIk5OdTOAyRFRB4wArm3pvs3MzMx6o1p+O8dtwOHAdWSJ60yypLboKOAW4AVgPHB2uUkiYrakw4HjgQsqrDkd+FdJB6f5ToqItZK2AA4EDk5r/kcr4r8f2KdM/QMl9fXAVcAewFjgmjL3EMA0SUcCnwFuamHdQcBf07h1wOOtiNXMzGrYUzN/wpqmlVWPmzijT+VOZRQKBRoaGto01qyz1HISPQv4bjrCsQ9wGe9NouuBs8iS6Dk0k0QnDwP5YxhXS1qdrvsAbwNExNuSvgrcDdwcEfelPmOB2yPiSUkvSdo/IhY2t5ik95Elu7eX1G8MjAZ+nqseR7bTvjvwNcok0WXuo5hE3yNpXbqeERHTgGnAHyXNS+vPiIg3i2tJOjA3327NxD8ZmAzQb9B2LYRjZmY9wZqmlby1ckXV45ZX7mLWY9VsEh0RiyUNJUuWb8u3SRoMDAPmR0RIWitpREQsbWY6lZQnRMSCNNdQ4J2z1hGxSNJS4JJc/3re3cWelcrlkui+khal6/t5N1ku1u8APAHcmdYeCbwYEX+WtBy4TNI2EdHcdkHpfRwcES/mKyLiLElXA58m232vB0al5tkRcdI7k2WJ9noiYjrZrjyF4XtFM7GYmVkP0af/Nm0at23ftu9Em3V3NZtEJzeTnUkeBQzI1R8HbA00SgLYkixZnNLMPPsBC6pY9+30g6RtgEOAvSUF2fnlkHR6OmaRtzqdRS61OiLq0oOGvyY7E31hinl3Sc+mflsCRwM/a+E+5lYKPiKWAT+R9DNghaQBlcaYmVntGlb/1TaN88dWrJbV6oOFRZcB34uI0k/m1QNjImJoRAwle8BwfLkJJB1Ntis7s40xHANcFRFD0no7AY2892hJq0TEG8DJwDfTA4LHAXvn7mMsZR5cVOZkYDtKjoiU6Xu40r8syHbr1wGvVBurmZmZWS2r6SQ6Ip6PiAvzden4xRDgwVy/RqBJ0kdS1anFV9wBJwCHRET1h8Ey9cANJXVzaPktHc2KiEeAxcC3geUR8Zdc833AnpKKB5HPkfQo8CTwYbLjG2ty/e/JveLuylT3L2RnoheRPbA4IT1gaGZmZmaJ1j9RYNZ+CsP3in+5ZFbljmZmVnN8nMN6GkkLI6JV38Co6Z1oMzMzM7OO4CTazMzMzKxKtf52DutiO/br61/nmZmZWc3xTrSZmZmZWZWcRJuZmZmZVcnHOaxDPb/qLb41d1lXh2FmZla1H43etatDsG7MO9FmZmZmZlVyEm1mZmZmViUn0WZmZmZmVXIS3Y1JGizpGknPSFoo6QFJR0qaJOmikr7zJI1M189K2jbXdoqkNyX1z9WNktSUPvn9B0nnlsy3raS1kr6Syhenvo9LWp37XPgxHfu3YGZmZtb9OInupiQJuBG4LyJ2iYj9gfHAjm2Yrh74PXBUSf39EVEH7AccIenjubZjgQfTWCLixNT3n4FlEVGXfq5rQzxmZmZmPZrfztF9HQKsiYhLixUR8Sfgx5ImtXYSSbsCWwD/F5gCXF7aJyJWS1oE7JCrrge+CVwjaceIeL5Nd2FmZtZFnpw5jbeaXmrz+IkzNmnTuEKhQENDQ5vXtZ7BSXT3tRfwcDvMMx6YBdwPDJc0OCJeyHeQtDUwDLgvlXcCtouIhyRdC4wDzmvtgpImA5MBthy0fTvcgpmZWfXeanqJt1b+vc3jl7djLFZ7nET3EJIuBg4E1gAXNdMtytTVA0dGxNuS5pAd0yiOP0jSo2QJ9PkR8bdUPw64Nl3PAi6jiiQ6IqYD0wEKw/cuF5OZmVmH27T/gA0av23ftu9EW+1zEt19PQYcXSxExInpYcEFwEvA1iX9twFezFdI2pssQb4zO2JNH6CRd5Po+yPiCEk7Aw9KujYiFpEl3gVJE1K/7SUNi4in2vUOzczMOtAH60/doPH+2Iq1xA8Wdl93A5tJ+mqubvP05++Bj0sqAKS3cmwKPFcyRz0wNSKGpp/tyRLiIflOEdEI/BD4lqQPAltExA7FccAP0lxmZmZmhpPobisiAvg88ElJjZIeAmYA30pnmr8O3JYeCDwfqI+It9Pw9wFvkZ2HvqFk6htSfalLgU+QJculY+bgJNrMzMzsHT7O0Y1FxF8pn/ASETcBN5XWSxoIKCJWAbuUGfeNXHFern417307R37MYmCPdP0sMKK192BmZmZWi7wTXUMkfY7sLRzf7upYzMzMzGqZd6JrSETcDNzc1XGYmZmZ1Ton0dahduy3qZ9uNjMzs5rj4xxmZmZmZlVyEm1mZmZmViUf57AO9bdVaznnnr9V7mhmZmYb7PSD/bXEzuKdaDMzMzOzKjmJNjMzMzOrkpNoMzMzM7MqOYmukqR1khZJekzSo5K+KWmjkj43SnqwpG6qpJC0W67ulFQ3MldXl+rGlIwPSeflyqdJmtpMjJ+V9LikpZK+38K9TJK0QtIjkp6S9GtJB+Tar5B0TLp+VtK2ubZRkm5t4a/KzMzMrGY5ia7e6oioi4i9gEOBzwD/UWyUtBWwP9BfUulnt5fw3s94Hws8VtKnHpif/sx7Czgqn8i24Hzg8IgYAfxPhb6zI2K/iBgG/BC4XtIerVjDzMzMrNdyEr0BIuLvwGTgJElK1UcBtwCzeG/CDHAjMBZA0q5AE/BisTFauVFhAAAgAElEQVTNcSwwCThU0ma5sf8ApgOntiK0NcCOKcbGKu7nnrTG5NaOMTMzM+uN/Iq7DRQRz0jaGBgEvEC2g3xWup4DnJ3r/irwnKQRZMn0bOALufYDgMaIWCZpHnB4mqPoYmCxpIbm4klHSx4HLpN0aEQ8W+UtPQx8ucoxZmZm1o5+f/UPWN30YuWOJZZcvnGb1isUCjQ0NJteWBlOotuRpMHAMGB+RISktZJGRMTSXLfiDvVhwGjem0TXp/Ziv4nkkuiIeFXSlcDJwOpmwvga8CjwE+AWSYcAQ4FvRcQxrbmNZuqjlXVImkzazd5q8A6tWNLMzMzyVje9yBsrq//OwhsdEIuV5yR6A6Vzz+uAvwMnAVsDjel0x5ZkifGU3JBbgXOABSkpLs6zMXA0MFbSFLJkdoCkfhGxKjf+fLLd4subCekwoCEi5kn6T+CXwEO8m5xXsh/wRJn6l9K9Ff9ZvE3u+j0iYjrZsRB2HL5v2UTbzMzMmte3f2segVrf1n3bvhNt1XESvQEkDQQuBS5KO8/1wJiIeCC17wzcRS6Jjog3JH0LeLJkutHA4og4LDf/DOBI4Mrc+JWSrgW+CFxWJqxHgBMk3RcR10oaCxwPnN6K+/kk2Q7ywWWa5wH/Anw3JfwnkJ3xNjMzs3b24QnfbtM4f7Gw8/jBwur1Lb7ijixBvgP4nqShwBDgnVfbpYf6miR9JD9BRMyKiIdL5q0Hbiipm8P6b+kAOA9o7p+o3yfbxV4qaSHZ2eyfAteUvoovGZfu50ngO8DREVFuJ/o/gd0kPUqWqD8N/KKZGMzMzMxqmiL823brODsO3ze+fumvuzoMMzOzXsE70RtG0sKIGFm5p3eizczMzMyq5iTazMzMzKxKfrDQOlSh3yb+1ZKZmZnVHO9Em5mZmZlVyUm0mZmZmVmVfJzDOtTKVf/gmnuq/2ypmZlZVzv+4LZ98MR6B+9Em5mZmZlVyUm0mZmZmVmVnESbmZmZmVWpw5JoSeuKn8eW9Kikb5Z+dlrSjZIeLKmbKml5GvuUpOsl7Zlrnyfpj2nO30uqKxl/fhrf7L1J+mgav0TSjBb6jZIUkj6bq7tV0qhceVtJayV9pWTsYEnXSHpG0kJJD0g6slKskiZJWpHu/w+STm0mtkmSLiqpmydpZK5cl+Ifk8r/KmlmyZht03qb5v5uF6Wf61KfqZJOKxPDa8393ZmZmZnVso7ciV4dEXURsRdwKPAZ4D+KjZK2AvYH+kvapWTstDR2GDAbuFvSwFz7hIjYF7gEOCc350bAkcBzwCdbiO37wCkRsTcwtcJ9PA9MaaH9WOBBoD4Xh4AbgfsiYpeI2B8YD+zYylhnR0Qd8HFgiqSdKsTYnHpgfi62G4BDJW2e63MMcEtEvJXKE9LffV1EHNPGdc3MzMxqWqcc54iIvwOTgZNSgglwFHALMIsswWxu7GzgDuD4Ms0PADvkyqOAx4CfkEtqy1hDSmgjorFC+I8CTZIObaa9HvgmsIOkYpJ8CLAmIi7N3cefIuLH1cQaES8BTwPbVYhxPenv+VhgElnivFlEvArcC3w213U8MHP9GczMzMysOZ12JjoingE2Bgalqnqy5G0mLSe8AA8Du5epH0O241tUnPMG4HBJmzQz3zLg7PzRhwq+D5xRWpl2iLeLiIeAa4FxqWmvFHNLKsYq6QPAZsDiZuYYlzt6sQjI388BQGNELAPmAYen+pmkf7RI2h74IHB3btzVuTnPwczMzMzW0yUPFkoaDAwD5kfEk8BaSSNaGlJSvlpSI9kxi4vTnH2AfwZuTDuuvwMOK7P2WGDz1PcaScMkDZS0oLnFI+K+NPbAkqZxZMkzZDvqZf8xIOni4hnuVsY6TtJisl3oSyLizWZCm507elEH5O+hPsVUGtsvgY9L2hI4DpgTEety4/LHOU5vZt0WSZosaYGkBauaXmrLFGZmZmbdWqcl0enc8zrg72TJ29ZAo6RngaG0vBu9H/BErjwB2AWYARSPSBwGbAUsSXMe2Mych5GdVV4CfBG4CTiJdxPO5pTbja4HJqX1bgb2kTSM7JjGh4qdIuJEYDRQPNddKdbZEbEP2W7yDyUVKsT2HpI2Bo4Gvpvm/zEwRlK/iFgN3E52HrtDjnJExPSIGBkRI/v1H9De05uZmZl1uU5JotNDgZcCF0VEkCWMYyJiaEQMJXvAsOy5aElHA5+mJNlL85wJfFTS7mnOL+Xm3Jn1H6IDeIRsp3fTiLif7DjFlNL5S0XEHWSJ/z4prg8CW0TEDrk1f5DiuBvYTNJXc1Pk42hVrBGxALgK+HpLsZUxGlgcETulNYYAc8gSZ9K9fgMYTHau3MzMzMyq0JFJdN90rvYx4C6yhwO/J2koMITsjRbAOw/3NUn6SKo6tfiKO+AE4JCIWFG6QNpVPQ/4Ftn56F/m2l4nezPFZ0uG/RxYAjyajnBsB5wGXFcm4S71faD4pox6sgQ8bw5QnxL8zwOflNQo6SGyXfNvpTVaGyvAj4AvSOpXIba8ZmNL13cC25PteEdJv/yZ6Lty9WdIer74U0UsZmZmZjVH6+dQZu1nl+F18V+X3lW5o5mZWTdz/MHbdnUI1skkLYyIVr14wl8sNDMzMzOrkpNoMzMzM7Mqva+rA7Datk2/9/nXYWZmZlZzvBNtZmZmZlYlJ9FmZmZmZlVyEm1mZmZmViWfibYO9eqqdfx67stdHYaZmVmXO2z01l0dgrUj70SbmZmZmVXJSbSZmZmZWZWcRDdDUkj6Ra78PkkrJN1a0u9GSQ+W1E2VdFpJ3bOSts2VP5/W2D1XN1TS6vTJ7cclXSlpkzIx/LBk7iMkPSLp0TTuyxXiGJz7tPffJC3PlftIWpeul0q6RdJWJXMskjSrmr9PMzMzs1riJLp5rwMjJPVN5UOB5fkOKbncH+gvaZcq568H5qc/85ZFRB2wN7AjcFyu7VDgSeBYSUoxbAJMBz4bEfsC+wHzKqy9LiLq0jqXAtOK5YhYA6xO1yOAlcCJuXveA9gYOEjS+6u8ZzMzM7Oa4CS6ZbcBh6fremBmSftRwC3ALGB8ayeVtAVwIPDF5sZFxDrgIWCHXHU9cAHwZ+Bjqa4f2QOiL6Vxb0XEH1sbSys8UCaGq4A7gLHtuI6ZmZlZj+G3c7RsFvDddIRjH+Ay4KBcez1wFvACMAc4O9d2qqQTcuXtc9djgdsj4klJL0naPyIW5heWtBnwEeDrufKngC8DW6W1fxsRKyXdDPxJ0lzgVmBmRLzdijhaJGljYDTw81z1OLId8d2BrwHXtHY+MzOzWnLtzLNoalrR6v5Xz2j93mWhUKChoaEtYVkncRLdgohYLGkoWcJ6W75N0mBgGDA/IkLSWkkjImJp6jItIs7N9X82N7y4owxZol4PFJPoXSUtAnYGfhkRi1P9EcA9EbFa0hzgTEmnRMS6iPiSpL3JkuzTyJLcSa2Iozl9Uww7AE8Ad6axI4EXI+LPkpYDl0naJiJWlvzdTAYmAwwatGMrljMzM+t5mppW8PLKv7a6v1/4WlucRFd2M3AuMAoYkKs/DtgaaEzHk7ckS4antDSZpG2AQ4C9JQXZ+eKQdHrqsiwi6tJDiL+R9LmIuDnNfWAuCR6Q5rkTICKWAEskXQU08m4S3RarUwybA78mOxN9YYph91wMWwJHAz/LD46I6WTntPng8P1iA+IwMzPrtvr3H1hV/837VrcTbd2bk+jKLgNeiYglkkbl6uuBMRHxAICknYG7qJBEA8cAV0XEl4sVku4lOyby52JdRLwo6d+Bb0ual9p3ioi30pgvAPWSHgBGRsS8NLQO+FMb7/U9IuINSScDN0q6lOwfDntHxF9SDAcDZ1KSRJuZmfUGx9V/t6r+/thKbfGDhRVExPMRcWG+Lh3xGAI8mOvXCDRJ+kiFKeuBG0rq5rD+WzoAbgQ2B04F7i4m0MlNwGfJdrL/n6Q/piMY32PDdqHfIyIeARYD3waWFxPo5D5gT0nbtdd6ZmZmZj2BIvzbdus4Hxy+X/z4kru7OgwzM7Mu553o7k/SwogY2Zq+3ok2MzMzM6uSk2gzMzMzsyr5wULrUFv229i/vjIzM7Oa451oMzMzM7MqOYk2MzMzM6uSk2gzMzMzsyr5TLR1qNdeXcdv7nilq8MwM7N29vFPb9XVIZh1Ke9Em5mZmZlVyUm0mZmZmVmVajaJlvR5SSFp91zd0FT3tVzdRZImpesrJDVKelTSk5KulLRjru+zkrbNlUdJujVdT5K0QtIiSX+QdGpJPHVp7TEtxPyspCWSFku6Q1KhTP29koaUjLtR0oMldVMlLU/xPCXpekl75trnFT8Vnn6uS/XDU9siSU9Iml56r7k5rpB0TAv/GczMzMxqUs0m0UA9MD/9mfd34OuS+jQz7vSI2BcYDjwC3N1C31KzI6IO+DgwRdJOrYin1MERsQ+wAPhOmfp5wBnFSklbAfsD/SXtUjLXtIioi4hhwOx0LwNz7RNSe11EFJPhC3Pj9gB+3Ir7NjMzM+tVajKJlrQFcCDwRWB8SfMKYC7wry3NEZlpwN+Az1SzfkS8BDwNbJfiEXAsMAk4VNJmrZjmPmC3MvUPADvkykcBtwCzWP9e8zHNBu4Ajq+w7nbA87lxS1oRq5mZmVmvUqtv5xgL3B4RT0p6SdL+EbEw1/4j4FeSLmvFXA8DuwM3pfI9ktal6y2AP5QOkPQBYDNgcao6AGiMiGWS5gGHA3MqrHsEUC6BHQPcmCvXA2cBL6Q5z27FvRRdLWl1ur4zIk4HppHtWP+WLOm+PCKKr9c4SNKi3PgPAO854mFmZj3DjNln8UrT39s8/qe/aPs+XKFQoKGhoc3jzbqDWk2i64EL0vWsVH4niY6IZyT9jsq7sgAqKR8cES9Cdk4YOC3XNk7SJ8gS1ZMi4s1cPLNy8Uyk+SS6mKQvJndsI9VvA7wGnJnWHwwMA+ZHREhaK2lERCxt5b1MiIgF+YqIuFzSr8mS9bHAlyXtm5rvj4gj3plMuqLsItJkYDLA4EE7lutiZmZd7JWmv/PSy39t+wQvt18sZj1RzSXRKdE8BNhbUgAbAyHp9JKuZwPXAfdWmHI/suMfrTE7Ik6SNBK4Q9LNZMdHjgbGSppClsgOkNQvIlaVmeOdJP3/t3enUXKV5drH/1eYIUBIQEKIEkBkUKSReOQoKINAAJFBBVoUUTwBByYV5QgoKGOQgyAoRg3Ty6g5gIKCzIPMgRBG48GgMklISEggAsHr/bB3w07RXd2VdKd6uH5r1eraz3hX1er0naeevXdtOTALuBA4FvgGsCewCjCt2DHCShQJ+5F1Xst9HdS9yfYzwARggqSHgfd11qem/3hgPMAG79nUjfSNiIjFY8jK71ik/ssuv2gr0RF9Xb9LooFPAxfYPqCtQNItwJbA39vKbD8u6VFgF+De2kHKfcwHUewRvqaRAGzfJ+kC4BDgJmCK7R0qY58H7A6c3+C48yUdCjwk6TiKhHmM7TvLcdcGrqedJFrSp4DtgW/Wm6O8esgNtl8vrw4yDHiaBbeBREREH/eFvb63SP1zs5UY6PrjiYWtwOU1ZRNp/6oYxwO1+w1OkfQgMBX4IMXK8GsLEcfJwBcbjKdTtp8FLga+BqwF3FWpmwbMlvShsuiwtkvcAZ8DtrE9vTLchZVL3F1flm0PPFy+B9dSXK3kuYWJNSIiIqK/kp1v26PnbPCeTf2rM29qdhgREdHNshId/ZGkSbZHd6Vtf1yJjoiIiIjoUUmiIyIiIiIa1B9PLIxeZPBKS+Qrv4iIiOh3shIdEREREdGgJNEREREREQ1KEh0RERER0aDsiY4e9crsN5h8de4NGxERPatl51WaHUIMMFmJjoiIiIhoUJLoiIiIiIgGJYmOiIiIiGhQkugeJGlu5flOkqZKWqs8XlLSdEkn1fS5WdKfJT0o6V5JLZW6JyVNrBx/WtK5Nf2vkHRX+XwHSZPLx9xy3MmSzi/rd5NkSRtU+o+S9HDl+L8kTZK0Snm8qqTXJR3YTW9TRERERJ+TJHoxkLQtcAawo+2/lcXbAVOBz0hSTZd9bG8C/BQ4paZuM0kbdTDPEGAzYGVJ69i+1naL7RbgvnLcFtv7ll1agdvLn+2N93ngIGAH221nB34GuKujPhEREREDQa7O0cMkfRT4BbCT7ScqVa3A6cBXgP8E7min+53A4TVlpwJHAvu0034P4HfAP4G9gRPqxDUY2ALYuuzz/Zr6PYEjgG1tv1AT9zeBiySNtP1UR3NERER05ucTf8DM2dMXeZxlLl20dcHhw4czbty4RY4jBo4k0T1rGeAKYCvbj7cVSloW+DhwADCEIjFtL4keU/avugz4qqR3t9O+FfgBRRI9kTpJNLArcI3tqZJmSNrM9qSybi3gTGBT289V4n4nsIbteyRdBuxFkdQvQNJYYCzAGquNrBNCREQMdDNnT+eFWc8u+kCzFn2IiEYkie5Zr1Mkx/sDh1TKPwHcZHteucf5aEmH2n6jrL9Q0tLAYKCFBb1BscXjv4E/tBVKWh1YD7jdtst9y++z/TDta1sJB7ikPG5LoqcDM4E9gdMqffaiSOLb+kygnSTa9nhgPMBG623qDuaPiIhg6Mqrdcs4y6yw6CvREY1IEt2z/k2RiN4g6bu221aGW4EtJD1ZHg8DtgGuK4/3oUhoTwF+QrFNo+oCiiS6miDvCawCTCu3WK9UznNkbVCShpbzbSzJwBKAJbVtHXkF2Am4TdLzti+sxD1cUttWkhGS1rP9ly6+HxEREQs44FPf65ZxcrOVWNxyYmEPs/0KsDOwj6T9Ja0EbAm8y/Yo26OAr1Fzop5tA0cDm1evnlHWvU6xQnxYpbgVGFMZczOKfdHt+TRwge21yvbvBKaVcbXN8TzFdpITyqt8vAcYbHvNyhwn1sYdERERMRAkiV4MbM+kSEiPAnYHbrT9aqXJlcAukpap6TePYrtE7cmFAL+i/CZB0iiKfcx3VfpOA2ZL+lA7fVuBy2vKJvL2RH4a8EmKbRtd6hMRERExEKhY8IzoGRutt6kv+vGNzQ4jIiL6uWzniO4gaZLt0V1pm5XoiIiIiIgG5cTC6FHLr7xEVgciIiKi38lKdEREREREg5JER0REREQ0KEl0RERERESDsic6etSrs+bzl/+d2ewwIiIiAlhvj6HNDqHfyEp0RERERESDkkRHRERERDQoSXRERERERIOSRA8wklaXdJGkv0qaJOlOSbuXdVtIukfS4+VjbE3fJSVNl3RSc6KPiIiI6B2SRA8gkgRcAdxqex3bmwF7AyMlDQcuAg60vQGwBXCApJ0rQ2wHTAU+U44VERERMSDl6hwDyzbAa7bPbiuw/TfgJ5J+CJxr+/6y/AVJ3waOAa4um7cCpwNfAf4TuGMxxh4REREdOP23P2TGS9M7bbfUFV1fPx0+fDjjxo1blLD6tSTRA8t7gfvr1J1XU3ZfWY6kZYGPAwcAQygS6naT6HIbyFiAEauOXOSgIyIior4ZL03n+dnPdt5wds/HMlAkiR7AJJ1FsW3jNeAfnTT/BHCT7XmSJgJHSzrU9hu1DW2PB8YDbPzuFndz2BEREVFj2EqrdandUoMbW4mOjiWJHlgeAT7VdmD7a5JWpVhxvhbYDLiy0n6zsg8UK89bSHqyPB5GsT3kuh6OOSIiIjpxyCeP7lK73Gyl++TEwoHlRmBZSV+plC1f/jwL2E9SC4CkYcDJwDhJKwFbAu+yPcr2KOBrFIl1RERExICTJHoAsW1gN+BjkqZJuodiH/R3bD8LfA74haTHKfY7T7D9O2B34Ebbr1aGuxLYRdIyi/dVRERERDRftnMMMGWyvHcHdbcCH2yn/DxqTjq0PRPo2gasiIiIiH4mK9EREREREQ3KSnT0qGWGLJmTGCIiIqLfyUp0RERERESDkkRHRERERDQoSXRERERERIOyJzp61Osz5/PMRS80O4yIiIhokhGfXbXZIfSIrERHRERERDQoSXRERERERIOSREdERERENChJdAckza1T92NJT0saVCnbT9KZ5fNBks6TNEGFL0l6SNIUSQ9L2rVsd66kT9ebV9Khkv4laeVK2VaSZkt6QNKfJd0q6RNl3RBJMySpPP5PSZY0sjxeWdLMMsZzy9t/Ty4fd1Rey/RK+WRJG0kaJWleefyopLOr70FERETEQJEEqEFl0rg78A/gY+3UCzgbWAr4MrAmcCSwhe33A5sDUxqYshW4F9ijpvw225vaXh84GDhT0ra2ZwHPAhuW7T4MPFD+pJz/Htv/Lo8Pt91SPj5cGf/SSnmL7UfL8idstwDvBzYCdmvgtURERET0C0miG7cV8AjwM4oEt9YZwDBg3zJRfQcwB5gLYHuu7WldmUjSusBg4KgO5qIcczLwA+DrZdEdvJU0fxg4reb4T12Zvx7b88t53r2oY0VERET0NUmiG9cKXAxcDuwsaalK3WeBDwB7l0kmwIPAP4Fpks6RtEvNeKdUt03U1O0NXALcBqwvafU6cd0PbFA+/xNvJc3rAL8GRpfHH6ZIftub/8JK+V412zmWq04maXlgW+Ch2kAkjZV0n6T7ZsyZUSfkiIiIiL4pSXQDJC0N7ARcYfsl4G5gh0qT+4G1gP9oK7D9BjAG+DQwFThN0jGVPtXtFC01U7YCl5Qr2hOBz9QLr/L8DuDDktYGnrT9ryJ8DQY2K+Nub/59KuW12znmleXrlsn+n4Crbf+hNhDb422Ptj162IrD6oQcERER0TflZiuN2QEYAjxUnre3PDAPuKqsfxz4HnCZpB1sPwJg28A9wD2SrgPOAY6pN5GkjYH1gOvKuZYGpgFndtBlU+Cxcr6/SBoC7ALcWdZPAr5IkVR3eNJkFzzRTrIfERERMaBkJboxrcCXbY+yPQpYG9iu3NoAgO07gK8AV0l6l6QRkj5QGaMF+FsX5zqmbS7bI4ARktaqbSjp/cDRwFmV4ruAQ3grib4TOJRu2A8dERERMdBlJbpjy0t6qnL8U4ptGQe2Fdh+WdLtFCu+VMp/J2lV4BpgR+BHkkYA/wKmV8eoY2+KrSNVl5fldwNbSnqAYjX8eeBg2zdU2v6p7H9feXwnxf7o6n5oKPZEH1U5btuKspekLSrlXwWe6ULcEREREf2eip0GET1jk3Va/Ifjrm92GBEREdEkIz67arND6DJJk2yP7rxltnNERERERDQsSXRERERERIOyJzp61FJDl+xTX+NEREREdEVWoiMiIiIiGpQkOiIiIiKiQdnOET1q/ozXeeH8p5sdRkRERPRCq+67ZrNDWGhZiY6IiIiIaFCS6IiIiIiIBiWJjoiIiIhoUJLoPkTS3MrznSRNlbSWpGMkPS1pcuUxRNJWkmaXx49L+lHNeKtKel3SgTXlT5a3LW8vhkMl/UvSyj3zKiMiIiJ6vyTRfZCkbYEzgB1t/60sPs12S+Uxqyy/zXYLsCnwCUkfqQz1GeAuoLWB6VuBe4E9Fu1VRERERPRduTpHHyPpo8AvgJ1sP9HVfrbnSZoMVE+DbQW+CVwkaaTtpzqZe11gMPBV4EjgnEbjj4iIiIHh+D+OY/rL0+u2GXR9/VR0+PDhjBs3rjvD6jZJovuWZYArgK1sP15Td5ikz5XPX7S9dbVS0irAesCt5fE7gTVs3yPpMmAv4NRO5t8buAS4DVhf0uq2/1nbSNJYYCzAyGF999I1ERERsfCmvzydZ196W5qwoJcWTyw9IUl03/I6cAewP3BITd1ptn/09i5sKelBigT6x7afK8v3Ai4rn18CTKDzJLoV2N32vyVNpNgOcmZtI9vjgfEALWtv4k5fVURERPQ7q62wWqdtBq3Y+Up0b5Ukum/5N7AncIOk79o+oQt9brP9CUlrA3dJusz2ZIqEeLikfcp2IyStZ/sv7Q0iaWOKRPw6SQBLA9NoJ4mOiIiIOHL7b3faJjdbicXG9ivAzsA+kvZvoN804CTgO5LeAwy2vabtUbZHASdS/wTDVuCYtva2R1Ak3mst9IuJiIiI6KOSRPdBtmcCY4CjJH2yLD6s5hJ3o9rpejbwUYqE+PKauoksmERPkfRU+fgfiv3QtX0uL8sjIiIiBhTZ2bIaPadl7U18/bG/b3YYERER0Qv1tu0ckibZHt2VtlmJjoiIiIhoUJLoiIiIiIgG5eoc0aOWHLZUr/uqJiIiImJRZSU6IiIiIqJBSaIjIiIiIhqU7RzRo+bPfJUZF7Z7/5aIiIh+Zdg+6zU7hFiMshIdEREREdGgJNEREREREQ1KEh0RERER0aAk0d1I0rDKbbefk/R05fgdkl6XdGBNnycl3VZTNlnSw+XzrSRdVT7fT9KZncRws6T7KsejJd1c0+bHZWyDKmX7SZou6QFJf5F0raQP14w7unI8qi3GiIiIiIEmSXQ3sj3DdovtFuBs4LTK8aeAu4DWdrquKOmdAJI27IZQ3iFpx/YqysR5d+AfwMdqqi+1vant9YCTgP/tpngiIiIi+pUk0YtPK/BNYE1JI2vqLgP2qrS7eBHnOgU4soO6rYBHgJ/RfkIPgO2bgPHA2EWMJSIiIqLfySXuFoNylXkN2/dIakuYT600mQicA/wI2AXYB/j8Ikx5J7C7pK2BOTV1bUn6lcAJkpay/XoH49wPHLAIcURERPRZx11zOtPnzuhy+0HXLtXQ+MOHD2fcuHGNhhW9RJLoxWMvitVmgEuACSyYRM8AXpS0N/AY8Eo3zHkccBTwnbYCSUsDOwHfsD1H0t3ADsBVHYyhynO3U99eGZLGUq5gjxw2ovHIIyIieoHpc2fw7EvPd73DSz0XS/Q+SaIXj1ZguKR9yuMRktazXb0LyaXAWcB+3TGh7RslHQdsXineARgCPCQJYHlgHh0n0ZtSJPVQJPqrVOqGAi90MPd4iq0gtKyzcbuJdkRERG+32uBhDbUftGLjK9HRdyWJ7mGS3gMMtr1mpexYisT6B6wGDx4AABYDSURBVJWmlwNrANcC3bV8exzFCY5/LY9bgS/bvriMYwVgmqTl24n7YxSryVuXRTcDn5N0vW0DXwBu6qY4IyIiep2jxhzSUPvcsXBgyYmFPa+VIkGumkjNSX2259g+2fZrnYy3n6SnKo/akxSrY/4emA5QJspjgKsr9S8Dt1PswwbYq7y83lTgu8CnbLetRI+n2F/9oKQHgcEUe7gjIiIiBhwVi4oRPaNlnY19ww//t9lhRERE9LisRPd9kibZHt15y6xER0REREQ0LEl0RERERESDcmJh9Kglhy6Tr7ciIiKi38lKdEREREREg5JER0REREQ0KNs5okfNnzmPGRdPaXYYERERUcew1vc3O4Q+JyvRERERERENShIdEREREdGgJNEREREREQ1KEr2QJL1R3iL7YUm/lrS8pFGSHq5pd4ykb5XPz5U0TdKDkqZKOr96225Jc2v67ifpzMrxvuV8D0l6oGbcT9f0nVv+HCVpXhlr22Pfsu7Jcqwpkm6RtFYHr+93koZIOl7SyZU2a0n6q6Qh3fGeRkRERPQVSaIX3jzbLbbfB7wGHNjFfofb3gRYH3gAuFHS0p11krQjcCiwve2Ngc2B2V2c84ky1rbH+ZW6rW2/H7gZOKpSXn19M4GvAccBu0nasGxzOnC07VldjCMiIiKiX0gS3T1uA97dSAcXTgOeA3bsQpf/Br5l+5my/6u2f9FwpB27E1izXp3tecBhwFmSdgJWtH1hN8YQERER0SfkEneLSNKSFEnwNQs5xP3ABsCVnbR7HzCpTv0pko7qoG5dSZMrxwfZvq2mzRjgitqOkpYAtgV+BWD795L2B84Dtugk5oiIiKhx3B9+xvQ5LzY7jAUM+kOnX4o33fDhwxk3blyzw3hTkuiFt1wlMb2NIslco4O2rjOOOpmnXt+qw23/5s1BF9xf/YTtlg763SRpKDAXOLpS3vb61gQeA66r1J0FLGf7z+0NKGksMBZg5KodvSURERED0/Q5L/LsS9ObHcaCXmp2AH1PkuiFN682MZU0A1ilpt1QYFqdcTYFbmgbU9LStl+r9H2hfP4IsBlw4yJF/XZbA7OAC4FjgW+0xWK7RdLywLUUe6LPKOv+XT7aZXs8MB6gZZ33dvU/AREREQPCaivWpgrNN2jFvrES3Zskie5GtudKelbSNrZvLFd4x1CcgLcASQIOoli9btsKcgvwOWCCpOWAPYFvl3UnUmzZ2Nn2c+XJiPva/mU3xD1f0qHAQ5KOsz2zUveKpIOBKyT91Pb8RZ0vIiJiIDtqx680O4S3yR0LG5cTC7vfvsDR5VaIG4FjbT9RqT9F0oPAVOCDFFfHaFt5PgTYo+x7F/Br27dCsRcZOBO4XtIjFHupV+piTOvWXOLu4NoGtp8FLqZYca6tewCYArR2cb6IiIiIfk12vm2PntOyznt9w/EXNzuMiIiIqCMr0QVJk2yP7krbrERHRERERDQoSXRERERERINyYmH0qCWHLpeviCIiIqLfyUp0RERERESDkkRHRERERDQo2zmiR81/8WVmXnp3s8OIiIjoc4bu9aFmhxB1ZCU6IiIiIqJBSaIjIiIiIhqUJDoiIiIiokFJojshaTdJlrRBnTarSrpJ0hRJ90gaXKetJZ1aOf6WpGPaabefpDPL5+tLurm8ZfdjksaX5VtJuqrOXJMlXVJTdq6kpyUtU4n9yfL5KEnzJD1QznOPpP0qfVeXdJWkByU9Kun3Hc0dERER0Z8lie5cK3B7+bMjXwFutf1+YDfgtTptXwX2kLRqAzGcAZxmu8X2hsBPOusgaUNgCWBLSSvUVL8BfKmDrk/Y3rScZ2/gUElfLOt+AFxnexPbGwFHNPAaIiIiIvqNJNF1lCvKWwD7UySUHXkNGAlg+xnb9ZLo+cB44LAGQlkDeKrtwPZDXejTClwA/BHYtabux8BhkupencX2X4FvAAd3EMeULsQRERER0e/kEnf17QpcY3uqpBmSNrM9qZ12TwBHSLrX9tldGPcsYIqkcV2M4zTgRkl3UCTF59ie1UmfvYDtgA2Ag4CLKnV/p1hd/zzwu07Gub8coy3uSyV9Hbi+jOOZLr6GiIiIPuGHV09g+twXmx0Gg65etinzDh8+nHHjupqiDFxJoutrBU4vn19SHi+QREtaE/hv4N3AtZKm254oaQqwpe3ZtYPafknS+RQrvPM6C8L2OZKuBcZQJPYHSNqko/aSRgMv2P67pKeBCZKG2p5ZaXYicCVwdSfTqxLHtZLWKePYEXhA0vtsT6+ZfywwFmDkqsM7e3kRERG9yvS5L/Ls7BnNDgPelkFEb5IkugOShgLbABtLMsX+Yks63LYrTT8CPGR7hqSdgRskrQ482V4CXfFjilXec7oST7niO4EiIX4YeF+d5q3ABm0nDAIrAZ8CflEZ7y+SJgN7djL1psBjlX4zKVa1LypPavwoMLEm1vEUW1ZoWXfD6nsVERHR6602eJVmhwDAoMHNW4mOziWJ7tingQtsH9BWIOkWYEvg1kq7KcApkkbYfkbSYRRbLuqdiIjtmZIuo9hvPaFeW0ljgBtsvy5pODAMeJq3tllU2w6iSIw3bttqIWlr4GgqSXTpeOqsREsaBfyI8kRGSdsAd9l+RdKKwLoUW0MiIiL6jaN37ujc+8Urdyzs3ZJEd6wVOLmmbGJZ/mYSbftxSUdSbOV4HfgnxUmIJ0m63/bUOnOcCny9C7FsD5wu6V/l8eG2nysvu7etpKcqbfcBnq7Zq3wrsJGkNaqD2n5E0v3AByrF60p6AFgWmAOcYfvcsm4z4ExJ8ylOSv2l7Xu7EH9EREREv6IFdyZEdK+WdTf0jSec2+wwIiIi+pysRC9+kibZHt2VtrnEXUREREREg5JER0REREQ0KHuio0ctucoK+ToqIiIi+p2sREdERERENChJdEREREREg5JER0REREQ0KHuio0fNf3EOMy+7udlhRETEQhq651bNDiGiV8pKdEREREREg5JER0REREQ0KEl0N5M0TNLk8vGcpKcrx648nyzpiLLPzZLavTuOpN3KfhtUykaVZQdVys6UtF/l+BuSHpf0kKQHJf2PpKUq9S3lGGNq5rOkUyvH35J0TE2byZIuWfh3KSIiIqJvSxLdzWzPsN1iuwU4Gzitcvxy2/PycVIXhmwFbi9/Vj0PHCJp6doOkg4Etgc2t70x8MGy/XJdGPdVYA9Jq7YXjKQNgSWALSWt0IX4IyIiIvqdJNG9mKTBwBbA/sDeNdXTgRuAL7TT9UjgK7ZnAdh+zfZJtl8qxxXwGWA/YDtJy1b6zgfGA4d1EFYrcAHwR2DXhXhZEREREX1ers6xeC0naXLl+ETbl9Zpvytwje2pkmZI2sz2pEr9ycAfJE1oK5C0EjDY9rQ6434YmGb7CUk3AzsDEyv1ZwFTJI1rp+9ewHbABsBBwEV15omIiB72w6svZPqcWT02/qCrJnTeqBsNHz6ccePa+/MT0bskiV685pXbOrqqFTi9fH5JefxmEm37r5LuBj7b0QCSdqBItocAn7V9RzlO257mS4B9qSTRtl+SdD5wMDCvMtZo4AXbf5f0NDBB0lDbM2vmHAuMBRi56uoNvNyIiGjU9DmzeHb2zM4bLqzZPTd0RF+WJLqXkjQU2AbYWJIp9iFb0uE1TU8AfgPcAm8mwHMlrW17mu1rgWslXQUsLWkJ4FPArpKOBAQMk7Si7TmVcX8M3A+cUylrBTaQ9GR5vFI51i+qAdkeT7ElhJZ11/civREREVHXaisO6dHxBw1ervNG3Wj48OGLdb6IhZUkuvf6NHCB7QPaCiTdAmwJ/L2tzPbjkh4FdgHuLYtPBH4maW/bs8o90G37nrcFptjeoTLuecDuwPmVcWdKuoxiP/YESYOAPYGNbT9T9tsaOJqaJDoiIhafo3fep0fHz81WItqXEwsXr+VqLnFXvTrH1ZKeKh+/plj1vbym/0TefjUNgOOBkZXjn1GcdHi3pCnAn4AHykcj454KtF2lY0vg6bYEunQrsJGkNTp4vRERERH9kux82x49p2Xd9X3jiT9vdhgREbGQshIdA4mkSbbbvXdHraxER0REREQ0KEl0RERERESDcmJh9KglV1kxXwVGREREv5OV6IiIiIiIBuXEwuhRkuYAf252HLHQVgVeaHYQsVDy2fVt+fz6rnx2fdv6tlfsSsNs54ie9ueunuUavY+k+/L59U357Pq2fH59Vz67vk3SfV1tm+0cERERERENShIdEREREdGgJNHR08Y3O4BYJPn8+q58dn1bPr++K59d39blzy8nFkZERERENCgr0RERERERDUoSHRERERHRoCTRERERERENynWio1tJ2gDYFVizLHoa+K3tx5oXVURERET3ykp0dBtJ3wEuAQTcUz4EXCzpiGbGFvVJWlnSSZIelzRT0gxJj5VlQ5odX9QnaUlJB0i6RtKU8vEHSQdKWqrZ8UXH8rvXt+V3r3+QtLqkD5SP1bvcL1fniO4iaSrwXtuv15QvDTxie73mRBadkXQtcCNwnu3nyrLhwBeAbW1v38z4oj5JFwOzgPOAp8rikRSf31DbezUrtqgvv3t9W373+jZJLcDZwMoU35xD8fnNAr5q+/66/ZNER3eR9Diwg+2/1ZSvBfzR9vrNiSw6I+nPHX0+9eqid5A01fZ7Gq2L5svvXt+W372+TdJk4ADbd9eUbw783PYm9fpnO0d0p0OBG8qvssaXj2uAG4BDmhxb1Pc3Sd+ufo1Vfr31HeAfTYwrumampM9IevPfdEmDJO0FvNjEuKJz+d3r2/K717etUJtAA9i+C1ihs85ZiY5uVf5D8h8seGLhvbbfaF5U0RlJqwBHUJwUujpg4J/Ab4GTbc9sYnjRCUmjgJOBbSj+cIvi68mbgCNsT2tacFFXfvf6tsrv3tYUWwAAhpDfvT5B0hnAusD5vPWf1ncC+wLTbH+9bv8k0REBb15ZZSRwl+25lfIxtq9pXmTRCEnDyqen2/5cU4OJTkn6EPC47dmSlqdIqD8APAKcYHt2UwOMuspzflqBZ4D7gTHARyg+v/G15whF7yNpR9q/qtjvO+2bJDoiJB0MfA14DGgBDrF9ZVl3v+0PNDO+qE/Sb9sp3obihDVsf3LxRhRdJekRYBPb8yWNB14GJgLbluV7NDXAqEvShRSXC14OmE2xBeByis9Ptr/QxPCih+U60REB8F/AZrbnll9P/kbSKNunU2wNiN5tJPAo8EuK7QACPgic2sygoksG2Z5fPh9d+Q/r7eVJT9G7bWz7/ZKWpFjBHGH7DUn/D3iwybFFJyStDPw3C26neh64EjjJ9qw63XNiYUQAxR/yuQC2nwS2AnaU9D8kie4LRgOTgCOB2bZvBubZvsX2LU2NLDrzsKQvls8flDQaQNJ7gGwF6P0GlVs6VgSWpzgXAWAZINeJ7v0uoziPZGvbQ20P46397Zd11jnbOSICSTcC37A9uVK2JDAB2Mf2Ek0LLrpM0kjgNIoT0z5p+11NDik6Ua6EnQ5sCbxAsR/6H+XjYNtZzezFJB0GHAQsQfHNz67AX4HNgd/YPraJ4UUnFvUSk0miI6It+ZrfdrOHmrqP2P5TE8KKhSRpZ+Ajtr/b7FiiayStBKxNsc3yKdv/bHJI0UWSRgDYfqa8y+THgb/bvqe5kUVnJP0RuJ7iZkf/LMtWB/YDtrP98br9k0RHRERExEBTc4nJd5TFbZeYPMl23Wt9J4mOiIiIiKiQ9EXb59RtkyQ6IiIiIuItkv7e2XklucRdRERERAw4kqZ0VEVxybu6kkRHRERExEC0OrADxWXuqgTc0VnnJNERERERMRBdBQyuXt61jaSbO+ucPdEREREREQ3KHQsjIiIiIhqUJDoiIiIiokFJoiMiBhBJ+0mypHfXaXOupCcrx6MkHSNpncUSZB8kaavyPcrf1YgBIr/sERFR64fA7pXjUcD3gSTRHduK4j3K39WIASJX54iIiAXYfqKn55C0BMXJ7fN7eq6F0dvji4jmy/+YIyJiAdXtHJK2Am4qq64rt4K4LG9rP1bSg5L+JekFSb+SNLRmTEs6XtIRkqYBrwEbS1pW0mmSHpY0V9Jzkn4naYN24lpb0gVlm1cl/VXS6WXdN8uy1Wr6qGx3SSeveaHjk3QMxSo0wOtt71GlfnlJJ0uaJum18ueR2foR0bdlJToiIuq5H/gacBZwMHBvWf4ogKSTgG8CZwCHA2sCxwHvk/Rh229UxtoP+CvwLeBl4BlgGWDFss+zwFDgq8Cdkja0/Vw5z9rAPcArwPeAvwDvArYvxz6nHOOLwLjKnNsDawNf6sJrXdj4fgmMBPYHtgDefM2SlgSuBTai2CbzELA5cHQ51je7EFdE9EJJoiMiokO2X5L0aHn4mO272uokjaJInI+1/YNK+VTgdmAX4IrKcAK2tz2vZpovV/ouQZF0/hNoBU4rq44FlgM2sf1Mpe95ZZwzJV0KjJV0it+6CcIBwOO2b+7Cy12o+Gw/JempssndNVtAWikS64/ZvrUsu0ESwPclnWz7+S7EFhG9TL5KioiIhbUdxd+RCyUt2fYA7gbmAB+taX9NOwkqkvaUdLekWcB8ilXgwcD6lWbbA1fVJNC1fgqsC2xbjrsGRSI/vouvZ1Hi68gY4G/AHTXv0R+BpShWpSOiD0oSHRERC+sd5c//A16veawIDKtp/2ztAJJ2AS4FHgM+C3wI+CAwHVi20nQY8FRt/yrb9wCTgAPLoi9TJL3ndfH1LEp8HXkHsBZvf3/uKetr36OI6COynSMiIhbWjPLn9sCLderbuJ02ewP/Z3u/tgJJS1HsF656gWK/dWd+Cvxc0poUSfSvbc/sQr9Fja8jM4BpwJ4d1D/ZxXEiopdJEh0REZ15tfy5XE35dcC/gXfZvm4hx16eYrW46vPAEjVlfwT2kLSG7betGFdcDPwIuIjixMOzFzKuRuOrvkdzKuXXAJ8C5tp+fBFjiYheJEl0RMTANEbSczVlsztIhqdSJJJfkjSTImH8s+0nJJ0MnClpfeAW4F/AOyn2S//S9k3tjFd1DbCbpNOAq4DRwEHArJp23wd2othbfALFFpI1gTG2P9fWyPY8SecChwEP2b6jk/k709X42k6+/KakPwBv2L4PuJDiiiE3SDoVeBBYmmLv9ieB3Wy/sogxRkQTJImOiBiYftJO2SPA+2oLbc+Q9HXgOxSJ8hLA1sDNtr8r6TGKy+B9jWJLxD+AGyguQ9eZX1Ak3V+iuJLGvRQnA15eE8OTkjanuNTciRQn9j0NXNnOmL+mSKJ/3oX5uyU+igT7pxSXv/sexZU+ZPt1STsARwBjKS639zLwBHA1xfWoI6IP0ltXAYqIiOj7JB0PHAKMsP1Ss+OJiP4pK9EREdEvSNqU4rJzhwDjk0BHRE/KSnRERPQL5a3KV6e4Gcrnbc+p3yMiYuEliY6IiIiIaFButhIRERER0aAk0RERERERDUoSHRERERHRoCTRERERERENShIdEREREdGgJNEREREREQ36/0fBOi4jqU8jAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 796
        },
        "id": "2eLjRQfCKn-K",
        "outputId": "d6c9a543-dbf4-48a8-888f-71b5736576bb"
      },
      "source": [
        "data['good'] = data['ROADTOT'] +data['SPLAYTOT'] + data['SWATTOT'] +data['SELETOT']\n",
        "data['goodpercent'] = data['good']/data['SCHTOT']\n",
        "plt.figure(figsize=(10,12))\n",
        "sns.barplot(data['goodpercent'], data['STATNAME'],alpha=1)\n",
        "plt.xticks(rotation='vertical')\n",
        "plt.xlabel(\"Literacy rate\", fontsize=16)\n",
        "plt.title('Literacy rate with respect to state')\n",
        "plt.show()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ECU_AGk-K7Id"
      },
      "source": [
        "##Percentage of schools with Playground Facility and Drinking Water and Electricity and also approachable by All Weather Roads in almost all states in India is < 4% which is pretty low\n",
        "\n",
        "## The percentage of higly equipped schools are highest in the state of punjab and lowest in the state of meghalaya"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w3nehHAbK3Rz"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}