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| { | |
| "cells": [ | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.569431Z", | |
| "start_time": "2023-02-27T06:43:06.549624Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "9990cb46", | |
| "cell_type": "code", | |
| "source": "import pandas as pd\nimport numpy as np\nfrom sklearn.tree import DecisionTreeClassifier\nfrom sklearn.metrics import classification_report\nfrom sklearn import preprocessing\nfrom sklearn import tree\nfrom sklearn.model_selection import train_test_split\nimport matplotlib.pyplot as plt", | |
| "execution_count": 239, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.664251Z", | |
| "start_time": "2023-02-27T06:43:06.572401Z" | |
| }, | |
| "scrolled": true, | |
| "trusted": false | |
| }, | |
| "id": "23376819", | |
| "cell_type": "code", | |
| "source": "data=pd.read_csv('Company_Data.csv')\ndata", | |
| "execution_count": 240, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Sales</th>\n <th>CompPrice</th>\n <th>Income</th>\n <th>Advertising</th>\n <th>Population</th>\n <th>Price</th>\n <th>ShelveLoc</th>\n <th>Age</th>\n <th>Education</th>\n <th>Urban</th>\n <th>US</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>9.50</td>\n <td>138</td>\n <td>73</td>\n <td>11</td>\n <td>276</td>\n <td>120</td>\n <td>Bad</td>\n <td>42</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>1</th>\n <td>11.22</td>\n <td>111</td>\n <td>48</td>\n <td>16</td>\n <td>260</td>\n <td>83</td>\n <td>Good</td>\n <td>65</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>2</th>\n <td>10.06</td>\n <td>113</td>\n <td>35</td>\n <td>10</td>\n <td>269</td>\n <td>80</td>\n <td>Medium</td>\n <td>59</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>3</th>\n <td>7.40</td>\n <td>117</td>\n <td>100</td>\n <td>4</td>\n <td>466</td>\n <td>97</td>\n <td>Medium</td>\n <td>55</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4.15</td>\n <td>141</td>\n <td>64</td>\n <td>3</td>\n <td>340</td>\n <td>128</td>\n <td>Bad</td>\n <td>38</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>5</th>\n <td>10.81</td>\n <td>124</td>\n <td>113</td>\n <td>13</td>\n <td>501</td>\n <td>72</td>\n <td>Bad</td>\n <td>78</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>6</th>\n <td>6.63</td>\n <td>115</td>\n <td>105</td>\n <td>0</td>\n <td>45</td>\n <td>108</td>\n <td>Medium</td>\n <td>71</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>7</th>\n <td>11.85</td>\n <td>136</td>\n <td>81</td>\n <td>15</td>\n <td>425</td>\n <td>120</td>\n <td>Good</td>\n <td>67</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>8</th>\n <td>6.54</td>\n <td>132</td>\n <td>110</td>\n <td>0</td>\n <td>108</td>\n <td>124</td>\n <td>Medium</td>\n <td>76</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>9</th>\n <td>4.69</td>\n <td>132</td>\n <td>113</td>\n <td>0</td>\n <td>131</td>\n <td>124</td>\n <td>Medium</td>\n <td>76</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>10</th>\n <td>9.01</td>\n <td>121</td>\n <td>78</td>\n <td>9</td>\n <td>150</td>\n <td>100</td>\n <td>Bad</td>\n <td>26</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>11</th>\n <td>11.96</td>\n <td>117</td>\n <td>94</td>\n <td>4</td>\n <td>503</td>\n <td>94</td>\n <td>Good</td>\n <td>50</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>12</th>\n <td>3.98</td>\n <td>122</td>\n <td>35</td>\n <td>2</td>\n <td>393</td>\n <td>136</td>\n <td>Medium</td>\n <td>62</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>13</th>\n <td>10.96</td>\n <td>115</td>\n <td>28</td>\n <td>11</td>\n <td>29</td>\n <td>86</td>\n <td>Good</td>\n <td>53</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>14</th>\n <td>11.17</td>\n <td>107</td>\n <td>117</td>\n <td>11</td>\n <td>148</td>\n <td>118</td>\n <td>Good</td>\n <td>52</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>15</th>\n <td>8.71</td>\n <td>149</td>\n <td>95</td>\n <td>5</td>\n <td>400</td>\n <td>144</td>\n <td>Medium</td>\n <td>76</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>16</th>\n <td>7.58</td>\n <td>118</td>\n <td>32</td>\n <td>0</td>\n <td>284</td>\n <td>110</td>\n <td>Good</td>\n <td>63</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>17</th>\n <td>12.29</td>\n <td>147</td>\n <td>74</td>\n <td>13</td>\n <td>251</td>\n <td>131</td>\n <td>Good</td>\n <td>52</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>18</th>\n <td>13.91</td>\n <td>110</td>\n <td>110</td>\n <td>0</td>\n <td>408</td>\n <td>68</td>\n <td>Good</td>\n <td>46</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>19</th>\n <td>8.73</td>\n <td>129</td>\n <td>76</td>\n <td>16</td>\n <td>58</td>\n <td>121</td>\n <td>Medium</td>\n <td>69</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>20</th>\n <td>6.41</td>\n <td>125</td>\n <td>90</td>\n <td>2</td>\n <td>367</td>\n <td>131</td>\n <td>Medium</td>\n <td>35</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>21</th>\n <td>12.13</td>\n <td>134</td>\n <td>29</td>\n <td>12</td>\n <td>239</td>\n <td>109</td>\n <td>Good</td>\n <td>62</td>\n <td>18</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>22</th>\n <td>5.08</td>\n <td>128</td>\n <td>46</td>\n <td>6</td>\n <td>497</td>\n <td>138</td>\n <td>Medium</td>\n <td>42</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>23</th>\n <td>5.87</td>\n <td>121</td>\n <td>31</td>\n <td>0</td>\n <td>292</td>\n <td>109</td>\n <td>Medium</td>\n <td>79</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>24</th>\n <td>10.14</td>\n <td>145</td>\n <td>119</td>\n <td>16</td>\n <td>294</td>\n <td>113</td>\n <td>Bad</td>\n <td>42</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>25</th>\n <td>14.90</td>\n <td>139</td>\n <td>32</td>\n <td>0</td>\n <td>176</td>\n <td>82</td>\n <td>Good</td>\n <td>54</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>26</th>\n <td>8.33</td>\n <td>107</td>\n <td>115</td>\n <td>11</td>\n <td>496</td>\n <td>131</td>\n <td>Good</td>\n <td>50</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>27</th>\n <td>5.27</td>\n <td>98</td>\n <td>118</td>\n <td>0</td>\n <td>19</td>\n <td>107</td>\n <td>Medium</td>\n <td>64</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>28</th>\n <td>2.99</td>\n <td>103</td>\n <td>74</td>\n <td>0</td>\n <td>359</td>\n <td>97</td>\n <td>Bad</td>\n <td>55</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>29</th>\n <td>7.81</td>\n <td>104</td>\n <td>99</td>\n <td>15</td>\n <td>226</td>\n <td>102</td>\n <td>Bad</td>\n <td>58</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>30</th>\n <td>13.55</td>\n <td>125</td>\n <td>94</td>\n <td>0</td>\n <td>447</td>\n <td>89</td>\n <td>Good</td>\n <td>30</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>31</th>\n <td>8.25</td>\n <td>136</td>\n <td>58</td>\n <td>16</td>\n <td>241</td>\n <td>131</td>\n <td>Medium</td>\n <td>44</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>32</th>\n <td>6.20</td>\n <td>107</td>\n <td>32</td>\n <td>12</td>\n <td>236</td>\n <td>137</td>\n <td>Good</td>\n <td>64</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>33</th>\n <td>8.77</td>\n <td>114</td>\n <td>38</td>\n <td>13</td>\n <td>317</td>\n <td>128</td>\n <td>Good</td>\n <td>50</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>34</th>\n <td>2.67</td>\n <td>115</td>\n <td>54</td>\n <td>0</td>\n <td>406</td>\n <td>128</td>\n <td>Medium</td>\n <td>42</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>35</th>\n <td>11.07</td>\n <td>131</td>\n <td>84</td>\n <td>11</td>\n <td>29</td>\n <td>96</td>\n <td>Medium</td>\n <td>44</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>36</th>\n <td>8.89</td>\n <td>122</td>\n <td>76</td>\n <td>0</td>\n <td>270</td>\n <td>100</td>\n <td>Good</td>\n <td>60</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>37</th>\n <td>4.95</td>\n <td>121</td>\n <td>41</td>\n <td>5</td>\n <td>412</td>\n <td>110</td>\n <td>Medium</td>\n <td>54</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>38</th>\n <td>6.59</td>\n <td>109</td>\n <td>73</td>\n <td>0</td>\n <td>454</td>\n <td>102</td>\n <td>Medium</td>\n <td>65</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>39</th>\n <td>3.24</td>\n <td>130</td>\n <td>60</td>\n <td>0</td>\n <td>144</td>\n <td>138</td>\n <td>Bad</td>\n <td>38</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>40</th>\n <td>2.07</td>\n <td>119</td>\n <td>98</td>\n <td>0</td>\n <td>18</td>\n <td>126</td>\n <td>Bad</td>\n <td>73</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>41</th>\n <td>7.96</td>\n <td>157</td>\n <td>53</td>\n <td>0</td>\n <td>403</td>\n <td>124</td>\n <td>Bad</td>\n <td>58</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>42</th>\n <td>10.43</td>\n <td>77</td>\n <td>69</td>\n <td>0</td>\n <td>25</td>\n <td>24</td>\n <td>Medium</td>\n <td>50</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>43</th>\n <td>4.12</td>\n <td>123</td>\n <td>42</td>\n <td>11</td>\n <td>16</td>\n <td>134</td>\n <td>Medium</td>\n <td>59</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>44</th>\n <td>4.16</td>\n <td>85</td>\n <td>79</td>\n <td>6</td>\n <td>325</td>\n <td>95</td>\n <td>Medium</td>\n <td>69</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>45</th>\n <td>4.56</td>\n <td>141</td>\n <td>63</td>\n <td>0</td>\n <td>168</td>\n <td>135</td>\n <td>Bad</td>\n <td>44</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>46</th>\n <td>12.44</td>\n <td>127</td>\n <td>90</td>\n <td>14</td>\n <td>16</td>\n <td>70</td>\n <td>Medium</td>\n <td>48</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>47</th>\n <td>4.38</td>\n <td>126</td>\n <td>98</td>\n <td>0</td>\n <td>173</td>\n <td>108</td>\n <td>Bad</td>\n <td>55</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>48</th>\n <td>3.91</td>\n <td>116</td>\n <td>52</td>\n <td>0</td>\n <td>349</td>\n <td>98</td>\n <td>Bad</td>\n <td>69</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>49</th>\n <td>10.61</td>\n <td>157</td>\n <td>93</td>\n <td>0</td>\n <td>51</td>\n <td>149</td>\n <td>Good</td>\n <td>32</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>50</th>\n <td>1.42</td>\n <td>99</td>\n <td>32</td>\n <td>18</td>\n <td>341</td>\n <td>108</td>\n <td>Bad</td>\n <td>80</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>51</th>\n <td>4.42</td>\n <td>121</td>\n <td>90</td>\n <td>0</td>\n <td>150</td>\n <td>108</td>\n <td>Bad</td>\n <td>75</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>52</th>\n <td>7.91</td>\n <td>153</td>\n <td>40</td>\n <td>3</td>\n <td>112</td>\n <td>129</td>\n <td>Bad</td>\n <td>39</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>53</th>\n <td>6.92</td>\n <td>109</td>\n <td>64</td>\n <td>13</td>\n <td>39</td>\n <td>119</td>\n <td>Medium</td>\n <td>61</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>54</th>\n <td>4.90</td>\n <td>134</td>\n <td>103</td>\n <td>13</td>\n <td>25</td>\n <td>144</td>\n <td>Medium</td>\n <td>76</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>55</th>\n <td>6.85</td>\n <td>143</td>\n <td>81</td>\n <td>5</td>\n <td>60</td>\n <td>154</td>\n <td>Medium</td>\n <td>61</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>56</th>\n <td>11.91</td>\n <td>133</td>\n <td>82</td>\n <td>0</td>\n <td>54</td>\n <td>84</td>\n <td>Medium</td>\n <td>50</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>57</th>\n <td>0.91</td>\n <td>93</td>\n <td>91</td>\n <td>0</td>\n <td>22</td>\n <td>117</td>\n <td>Bad</td>\n <td>75</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>58</th>\n <td>5.42</td>\n <td>103</td>\n <td>93</td>\n <td>15</td>\n <td>188</td>\n <td>103</td>\n <td>Bad</td>\n <td>74</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>59</th>\n <td>5.21</td>\n <td>118</td>\n <td>71</td>\n <td>4</td>\n <td>148</td>\n <td>114</td>\n <td>Medium</td>\n <td>80</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>60</th>\n <td>8.32</td>\n <td>122</td>\n <td>102</td>\n <td>19</td>\n <td>469</td>\n <td>123</td>\n <td>Bad</td>\n <td>29</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>61</th>\n <td>7.32</td>\n <td>105</td>\n <td>32</td>\n <td>0</td>\n <td>358</td>\n <td>107</td>\n <td>Medium</td>\n <td>26</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>62</th>\n <td>1.82</td>\n <td>139</td>\n <td>45</td>\n <td>0</td>\n <td>146</td>\n <td>133</td>\n <td>Bad</td>\n <td>77</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>63</th>\n <td>8.47</td>\n <td>119</td>\n <td>88</td>\n <td>10</td>\n <td>170</td>\n <td>101</td>\n <td>Medium</td>\n <td>61</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>64</th>\n <td>7.80</td>\n <td>100</td>\n <td>67</td>\n <td>12</td>\n <td>184</td>\n <td>104</td>\n <td>Medium</td>\n <td>32</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>65</th>\n <td>4.90</td>\n <td>122</td>\n <td>26</td>\n <td>0</td>\n <td>197</td>\n <td>128</td>\n <td>Medium</td>\n <td>55</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>66</th>\n <td>8.85</td>\n <td>127</td>\n <td>92</td>\n <td>0</td>\n <td>508</td>\n <td>91</td>\n <td>Medium</td>\n <td>56</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>67</th>\n <td>9.01</td>\n <td>126</td>\n <td>61</td>\n <td>14</td>\n <td>152</td>\n <td>115</td>\n <td>Medium</td>\n <td>47</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>68</th>\n <td>13.39</td>\n <td>149</td>\n <td>69</td>\n <td>20</td>\n <td>366</td>\n <td>134</td>\n <td>Good</td>\n <td>60</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>69</th>\n <td>7.99</td>\n <td>127</td>\n <td>59</td>\n <td>0</td>\n <td>339</td>\n <td>99</td>\n <td>Medium</td>\n <td>65</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>70</th>\n <td>9.46</td>\n <td>89</td>\n <td>81</td>\n <td>15</td>\n <td>237</td>\n <td>99</td>\n <td>Good</td>\n <td>74</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>71</th>\n <td>6.50</td>\n <td>148</td>\n <td>51</td>\n <td>16</td>\n <td>148</td>\n <td>150</td>\n <td>Medium</td>\n <td>58</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>72</th>\n <td>5.52</td>\n <td>115</td>\n <td>45</td>\n <td>0</td>\n <td>432</td>\n <td>116</td>\n <td>Medium</td>\n <td>25</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>73</th>\n <td>12.61</td>\n <td>118</td>\n <td>90</td>\n <td>10</td>\n <td>54</td>\n <td>104</td>\n <td>Good</td>\n <td>31</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>74</th>\n <td>6.20</td>\n <td>150</td>\n <td>68</td>\n <td>5</td>\n <td>125</td>\n <td>136</td>\n <td>Medium</td>\n <td>64</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>75</th>\n <td>8.55</td>\n <td>88</td>\n <td>111</td>\n <td>23</td>\n <td>480</td>\n <td>92</td>\n <td>Bad</td>\n <td>36</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>76</th>\n <td>10.64</td>\n <td>102</td>\n <td>87</td>\n <td>10</td>\n <td>346</td>\n <td>70</td>\n <td>Medium</td>\n <td>64</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>77</th>\n <td>7.70</td>\n <td>118</td>\n <td>71</td>\n <td>12</td>\n <td>44</td>\n <td>89</td>\n <td>Medium</td>\n <td>67</td>\n <td>18</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>78</th>\n <td>4.43</td>\n <td>134</td>\n <td>48</td>\n <td>1</td>\n <td>139</td>\n <td>145</td>\n <td>Medium</td>\n <td>65</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>79</th>\n <td>9.14</td>\n <td>134</td>\n <td>67</td>\n <td>0</td>\n <td>286</td>\n <td>90</td>\n <td>Bad</td>\n <td>41</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>80</th>\n <td>8.01</td>\n <td>113</td>\n <td>100</td>\n <td>16</td>\n <td>353</td>\n <td>79</td>\n <td>Bad</td>\n <td>68</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>81</th>\n <td>7.52</td>\n <td>116</td>\n <td>72</td>\n <td>0</td>\n <td>237</td>\n <td>128</td>\n <td>Good</td>\n <td>70</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>82</th>\n <td>11.62</td>\n <td>151</td>\n <td>83</td>\n <td>4</td>\n <td>325</td>\n <td>139</td>\n <td>Good</td>\n <td>28</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>83</th>\n <td>4.42</td>\n <td>109</td>\n <td>36</td>\n <td>7</td>\n <td>468</td>\n <td>94</td>\n <td>Bad</td>\n <td>56</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>84</th>\n <td>2.23</td>\n <td>111</td>\n <td>25</td>\n <td>0</td>\n <td>52</td>\n <td>121</td>\n <td>Bad</td>\n <td>43</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>85</th>\n <td>8.47</td>\n <td>125</td>\n <td>103</td>\n <td>0</td>\n <td>304</td>\n <td>112</td>\n <td>Medium</td>\n <td>49</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>86</th>\n <td>8.70</td>\n <td>150</td>\n <td>84</td>\n <td>9</td>\n <td>432</td>\n <td>134</td>\n <td>Medium</td>\n <td>64</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>87</th>\n <td>11.70</td>\n <td>131</td>\n <td>67</td>\n <td>7</td>\n <td>272</td>\n <td>126</td>\n <td>Good</td>\n <td>54</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>88</th>\n <td>6.56</td>\n <td>117</td>\n <td>42</td>\n <td>7</td>\n <td>144</td>\n <td>111</td>\n <td>Medium</td>\n <td>62</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>89</th>\n <td>7.95</td>\n <td>128</td>\n <td>66</td>\n <td>3</td>\n <td>493</td>\n <td>119</td>\n <td>Medium</td>\n <td>45</td>\n <td>16</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>90</th>\n <td>5.33</td>\n <td>115</td>\n <td>22</td>\n <td>0</td>\n <td>491</td>\n <td>103</td>\n <td>Medium</td>\n <td>64</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>91</th>\n <td>4.81</td>\n <td>97</td>\n <td>46</td>\n <td>11</td>\n <td>267</td>\n <td>107</td>\n <td>Medium</td>\n <td>80</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>92</th>\n <td>4.53</td>\n <td>114</td>\n <td>113</td>\n <td>0</td>\n <td>97</td>\n <td>125</td>\n <td>Medium</td>\n <td>29</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>93</th>\n <td>8.86</td>\n <td>145</td>\n <td>30</td>\n <td>0</td>\n <td>67</td>\n <td>104</td>\n <td>Medium</td>\n <td>55</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>94</th>\n <td>8.39</td>\n <td>115</td>\n <td>97</td>\n <td>5</td>\n <td>134</td>\n <td>84</td>\n <td>Bad</td>\n <td>55</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>95</th>\n <td>5.58</td>\n <td>134</td>\n <td>25</td>\n <td>10</td>\n <td>237</td>\n <td>148</td>\n <td>Medium</td>\n <td>59</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>96</th>\n <td>9.48</td>\n <td>147</td>\n <td>42</td>\n <td>10</td>\n <td>407</td>\n <td>132</td>\n <td>Good</td>\n <td>73</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>97</th>\n <td>7.45</td>\n <td>161</td>\n <td>82</td>\n <td>5</td>\n <td>287</td>\n <td>129</td>\n <td>Bad</td>\n <td>33</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>98</th>\n <td>12.49</td>\n <td>122</td>\n <td>77</td>\n <td>24</td>\n <td>382</td>\n <td>127</td>\n <td>Good</td>\n <td>36</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>99</th>\n <td>4.88</td>\n <td>121</td>\n <td>47</td>\n <td>3</td>\n <td>220</td>\n <td>107</td>\n <td>Bad</td>\n <td>56</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>100</th>\n <td>4.11</td>\n <td>113</td>\n <td>69</td>\n <td>11</td>\n <td>94</td>\n <td>106</td>\n <td>Medium</td>\n <td>76</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>101</th>\n <td>6.20</td>\n <td>128</td>\n <td>93</td>\n <td>0</td>\n <td>89</td>\n <td>118</td>\n <td>Medium</td>\n <td>34</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>102</th>\n <td>5.30</td>\n <td>113</td>\n <td>22</td>\n <td>0</td>\n <td>57</td>\n <td>97</td>\n <td>Medium</td>\n <td>65</td>\n <td>16</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>103</th>\n <td>5.07</td>\n <td>123</td>\n <td>91</td>\n <td>0</td>\n <td>334</td>\n <td>96</td>\n <td>Bad</td>\n <td>78</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>104</th>\n <td>4.62</td>\n <td>121</td>\n <td>96</td>\n <td>0</td>\n <td>472</td>\n <td>138</td>\n <td>Medium</td>\n <td>51</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>105</th>\n <td>5.55</td>\n <td>104</td>\n <td>100</td>\n <td>8</td>\n <td>398</td>\n <td>97</td>\n <td>Medium</td>\n <td>61</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>106</th>\n <td>0.16</td>\n <td>102</td>\n <td>33</td>\n <td>0</td>\n <td>217</td>\n <td>139</td>\n <td>Medium</td>\n <td>70</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>107</th>\n <td>8.55</td>\n <td>134</td>\n <td>107</td>\n <td>0</td>\n <td>104</td>\n <td>108</td>\n <td>Medium</td>\n <td>60</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>108</th>\n <td>3.47</td>\n <td>107</td>\n <td>79</td>\n <td>2</td>\n <td>488</td>\n <td>103</td>\n <td>Bad</td>\n <td>65</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>109</th>\n <td>8.98</td>\n <td>115</td>\n <td>65</td>\n <td>0</td>\n <td>217</td>\n <td>90</td>\n <td>Medium</td>\n <td>60</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>110</th>\n <td>9.00</td>\n <td>128</td>\n <td>62</td>\n <td>7</td>\n <td>125</td>\n <td>116</td>\n <td>Medium</td>\n <td>43</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>111</th>\n <td>6.62</td>\n <td>132</td>\n <td>118</td>\n <td>12</td>\n <td>272</td>\n <td>151</td>\n <td>Medium</td>\n <td>43</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>112</th>\n <td>6.67</td>\n <td>116</td>\n <td>99</td>\n <td>5</td>\n <td>298</td>\n <td>125</td>\n <td>Good</td>\n <td>62</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>113</th>\n <td>6.01</td>\n <td>131</td>\n <td>29</td>\n <td>11</td>\n <td>335</td>\n <td>127</td>\n <td>Bad</td>\n <td>33</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>114</th>\n <td>9.31</td>\n <td>122</td>\n <td>87</td>\n <td>9</td>\n <td>17</td>\n <td>106</td>\n <td>Medium</td>\n <td>65</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>115</th>\n <td>8.54</td>\n <td>139</td>\n <td>35</td>\n <td>0</td>\n <td>95</td>\n <td>129</td>\n <td>Medium</td>\n <td>42</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>116</th>\n <td>5.08</td>\n <td>135</td>\n <td>75</td>\n <td>0</td>\n <td>202</td>\n <td>128</td>\n <td>Medium</td>\n <td>80</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>117</th>\n <td>8.80</td>\n <td>145</td>\n <td>53</td>\n <td>0</td>\n <td>507</td>\n <td>119</td>\n <td>Medium</td>\n <td>41</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>118</th>\n <td>7.57</td>\n <td>112</td>\n <td>88</td>\n <td>2</td>\n <td>243</td>\n <td>99</td>\n <td>Medium</td>\n <td>62</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>119</th>\n <td>7.37</td>\n <td>130</td>\n <td>94</td>\n <td>8</td>\n <td>137</td>\n <td>128</td>\n <td>Medium</td>\n <td>64</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>120</th>\n <td>6.87</td>\n <td>128</td>\n <td>105</td>\n <td>11</td>\n <td>249</td>\n <td>131</td>\n <td>Medium</td>\n <td>63</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>121</th>\n <td>11.67</td>\n <td>125</td>\n <td>89</td>\n <td>10</td>\n <td>380</td>\n <td>87</td>\n <td>Bad</td>\n <td>28</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>122</th>\n <td>6.88</td>\n <td>119</td>\n <td>100</td>\n <td>5</td>\n <td>45</td>\n <td>108</td>\n <td>Medium</td>\n <td>75</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>123</th>\n <td>8.19</td>\n <td>127</td>\n <td>103</td>\n <td>0</td>\n <td>125</td>\n <td>155</td>\n <td>Good</td>\n <td>29</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>124</th>\n <td>8.87</td>\n <td>131</td>\n <td>113</td>\n <td>0</td>\n <td>181</td>\n <td>120</td>\n <td>Good</td>\n <td>63</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>125</th>\n <td>9.34</td>\n <td>89</td>\n <td>78</td>\n <td>0</td>\n <td>181</td>\n <td>49</td>\n <td>Medium</td>\n <td>43</td>\n <td>15</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>126</th>\n <td>11.27</td>\n <td>153</td>\n <td>68</td>\n <td>2</td>\n <td>60</td>\n <td>133</td>\n <td>Good</td>\n <td>59</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>127</th>\n <td>6.52</td>\n <td>125</td>\n <td>48</td>\n <td>3</td>\n <td>192</td>\n <td>116</td>\n <td>Medium</td>\n <td>51</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>128</th>\n <td>4.96</td>\n <td>133</td>\n <td>100</td>\n <td>3</td>\n <td>350</td>\n <td>126</td>\n <td>Bad</td>\n <td>55</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>129</th>\n <td>4.47</td>\n <td>143</td>\n <td>120</td>\n <td>7</td>\n <td>279</td>\n <td>147</td>\n <td>Bad</td>\n <td>40</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>130</th>\n <td>8.41</td>\n <td>94</td>\n <td>84</td>\n <td>13</td>\n <td>497</td>\n <td>77</td>\n <td>Medium</td>\n <td>51</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>131</th>\n <td>6.50</td>\n <td>108</td>\n <td>69</td>\n <td>3</td>\n <td>208</td>\n <td>94</td>\n <td>Medium</td>\n <td>77</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>132</th>\n <td>9.54</td>\n <td>125</td>\n <td>87</td>\n <td>9</td>\n <td>232</td>\n <td>136</td>\n <td>Good</td>\n <td>72</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>133</th>\n <td>7.62</td>\n <td>132</td>\n <td>98</td>\n <td>2</td>\n <td>265</td>\n <td>97</td>\n <td>Bad</td>\n <td>62</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>134</th>\n <td>3.67</td>\n <td>132</td>\n <td>31</td>\n <td>0</td>\n <td>327</td>\n <td>131</td>\n <td>Medium</td>\n <td>76</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>135</th>\n <td>6.44</td>\n <td>96</td>\n <td>94</td>\n <td>14</td>\n <td>384</td>\n <td>120</td>\n <td>Medium</td>\n <td>36</td>\n <td>18</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>136</th>\n <td>5.17</td>\n <td>131</td>\n <td>75</td>\n <td>0</td>\n <td>10</td>\n <td>120</td>\n <td>Bad</td>\n <td>31</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>137</th>\n <td>6.52</td>\n <td>128</td>\n <td>42</td>\n <td>0</td>\n <td>436</td>\n <td>118</td>\n <td>Medium</td>\n <td>80</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>138</th>\n <td>10.27</td>\n <td>125</td>\n <td>103</td>\n <td>12</td>\n <td>371</td>\n <td>109</td>\n <td>Medium</td>\n <td>44</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>139</th>\n <td>12.30</td>\n <td>146</td>\n <td>62</td>\n <td>10</td>\n <td>310</td>\n <td>94</td>\n <td>Medium</td>\n <td>30</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>140</th>\n <td>6.03</td>\n <td>133</td>\n <td>60</td>\n <td>10</td>\n <td>277</td>\n <td>129</td>\n <td>Medium</td>\n <td>45</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>141</th>\n <td>6.53</td>\n <td>140</td>\n <td>42</td>\n <td>0</td>\n <td>331</td>\n <td>131</td>\n <td>Bad</td>\n <td>28</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>142</th>\n <td>7.44</td>\n <td>124</td>\n <td>84</td>\n <td>0</td>\n <td>300</td>\n <td>104</td>\n <td>Medium</td>\n <td>77</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>143</th>\n <td>0.53</td>\n <td>122</td>\n <td>88</td>\n <td>7</td>\n <td>36</td>\n <td>159</td>\n <td>Bad</td>\n <td>28</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>144</th>\n <td>9.09</td>\n <td>132</td>\n <td>68</td>\n <td>0</td>\n <td>264</td>\n <td>123</td>\n <td>Good</td>\n <td>34</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>145</th>\n <td>8.77</td>\n <td>144</td>\n <td>63</td>\n <td>11</td>\n <td>27</td>\n <td>117</td>\n <td>Medium</td>\n <td>47</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>146</th>\n <td>3.90</td>\n <td>114</td>\n <td>83</td>\n <td>0</td>\n <td>412</td>\n <td>131</td>\n <td>Bad</td>\n <td>39</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>147</th>\n <td>10.51</td>\n <td>140</td>\n <td>54</td>\n <td>9</td>\n <td>402</td>\n <td>119</td>\n <td>Good</td>\n <td>41</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>148</th>\n <td>7.56</td>\n <td>110</td>\n <td>119</td>\n <td>0</td>\n <td>384</td>\n <td>97</td>\n <td>Medium</td>\n <td>72</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>149</th>\n <td>11.48</td>\n <td>121</td>\n <td>120</td>\n <td>13</td>\n <td>140</td>\n <td>87</td>\n <td>Medium</td>\n <td>56</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>150</th>\n <td>10.49</td>\n <td>122</td>\n <td>84</td>\n <td>8</td>\n <td>176</td>\n <td>114</td>\n <td>Good</td>\n <td>57</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>151</th>\n <td>10.77</td>\n <td>111</td>\n <td>58</td>\n <td>17</td>\n <td>407</td>\n <td>103</td>\n <td>Good</td>\n <td>75</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>152</th>\n <td>7.64</td>\n <td>128</td>\n <td>78</td>\n <td>0</td>\n <td>341</td>\n <td>128</td>\n <td>Good</td>\n <td>45</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>153</th>\n <td>5.93</td>\n <td>150</td>\n <td>36</td>\n <td>7</td>\n <td>488</td>\n <td>150</td>\n <td>Medium</td>\n <td>25</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>154</th>\n <td>6.89</td>\n <td>129</td>\n <td>69</td>\n <td>10</td>\n <td>289</td>\n <td>110</td>\n <td>Medium</td>\n <td>50</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>155</th>\n <td>7.71</td>\n <td>98</td>\n <td>72</td>\n <td>0</td>\n <td>59</td>\n <td>69</td>\n <td>Medium</td>\n <td>65</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>156</th>\n <td>7.49</td>\n <td>146</td>\n <td>34</td>\n <td>0</td>\n <td>220</td>\n <td>157</td>\n <td>Good</td>\n <td>51</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>157</th>\n <td>10.21</td>\n <td>121</td>\n <td>58</td>\n <td>8</td>\n <td>249</td>\n <td>90</td>\n <td>Medium</td>\n <td>48</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>158</th>\n <td>12.53</td>\n <td>142</td>\n <td>90</td>\n <td>1</td>\n <td>189</td>\n <td>112</td>\n <td>Good</td>\n <td>39</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>159</th>\n <td>9.32</td>\n <td>119</td>\n <td>60</td>\n <td>0</td>\n <td>372</td>\n <td>70</td>\n <td>Bad</td>\n <td>30</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>160</th>\n <td>4.67</td>\n <td>111</td>\n <td>28</td>\n <td>0</td>\n <td>486</td>\n <td>111</td>\n <td>Medium</td>\n <td>29</td>\n <td>12</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>161</th>\n <td>2.93</td>\n <td>143</td>\n <td>21</td>\n <td>5</td>\n <td>81</td>\n <td>160</td>\n <td>Medium</td>\n <td>67</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>162</th>\n <td>3.63</td>\n <td>122</td>\n <td>74</td>\n <td>0</td>\n <td>424</td>\n <td>149</td>\n <td>Medium</td>\n <td>51</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>163</th>\n <td>5.68</td>\n <td>130</td>\n <td>64</td>\n <td>0</td>\n <td>40</td>\n <td>106</td>\n <td>Bad</td>\n <td>39</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>164</th>\n <td>8.22</td>\n <td>148</td>\n <td>64</td>\n <td>0</td>\n <td>58</td>\n <td>141</td>\n <td>Medium</td>\n <td>27</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>165</th>\n <td>0.37</td>\n <td>147</td>\n <td>58</td>\n <td>7</td>\n <td>100</td>\n <td>191</td>\n <td>Bad</td>\n <td>27</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>166</th>\n <td>6.71</td>\n <td>119</td>\n <td>67</td>\n <td>17</td>\n <td>151</td>\n <td>137</td>\n <td>Medium</td>\n <td>55</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>167</th>\n <td>6.71</td>\n <td>106</td>\n <td>73</td>\n <td>0</td>\n <td>216</td>\n <td>93</td>\n <td>Medium</td>\n <td>60</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>168</th>\n <td>7.30</td>\n <td>129</td>\n <td>89</td>\n <td>0</td>\n <td>425</td>\n <td>117</td>\n <td>Medium</td>\n <td>45</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>169</th>\n <td>11.48</td>\n <td>104</td>\n <td>41</td>\n <td>15</td>\n <td>492</td>\n <td>77</td>\n <td>Good</td>\n <td>73</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>170</th>\n <td>8.01</td>\n <td>128</td>\n <td>39</td>\n <td>12</td>\n <td>356</td>\n <td>118</td>\n <td>Medium</td>\n <td>71</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>171</th>\n <td>12.49</td>\n <td>93</td>\n <td>106</td>\n <td>12</td>\n <td>416</td>\n <td>55</td>\n <td>Medium</td>\n <td>75</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>172</th>\n <td>9.03</td>\n <td>104</td>\n <td>102</td>\n <td>13</td>\n <td>123</td>\n <td>110</td>\n <td>Good</td>\n <td>35</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>173</th>\n <td>6.38</td>\n <td>135</td>\n <td>91</td>\n <td>5</td>\n <td>207</td>\n <td>128</td>\n <td>Medium</td>\n <td>66</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>174</th>\n <td>0.00</td>\n <td>139</td>\n <td>24</td>\n <td>0</td>\n <td>358</td>\n <td>185</td>\n <td>Medium</td>\n <td>79</td>\n <td>15</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>175</th>\n <td>7.54</td>\n <td>115</td>\n <td>89</td>\n <td>0</td>\n <td>38</td>\n <td>122</td>\n <td>Medium</td>\n <td>25</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>176</th>\n <td>5.61</td>\n <td>138</td>\n <td>107</td>\n <td>9</td>\n <td>480</td>\n <td>154</td>\n <td>Medium</td>\n <td>47</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>177</th>\n <td>10.48</td>\n <td>138</td>\n <td>72</td>\n <td>0</td>\n <td>148</td>\n <td>94</td>\n <td>Medium</td>\n <td>27</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>178</th>\n <td>10.66</td>\n <td>104</td>\n <td>71</td>\n <td>14</td>\n <td>89</td>\n <td>81</td>\n <td>Medium</td>\n <td>25</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>179</th>\n <td>7.78</td>\n <td>144</td>\n <td>25</td>\n <td>3</td>\n <td>70</td>\n <td>116</td>\n <td>Medium</td>\n <td>77</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>180</th>\n <td>4.94</td>\n <td>137</td>\n <td>112</td>\n <td>15</td>\n <td>434</td>\n <td>149</td>\n <td>Bad</td>\n <td>66</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>181</th>\n <td>7.43</td>\n <td>121</td>\n <td>83</td>\n <td>0</td>\n <td>79</td>\n <td>91</td>\n <td>Medium</td>\n <td>68</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>182</th>\n <td>4.74</td>\n <td>137</td>\n <td>60</td>\n <td>4</td>\n <td>230</td>\n <td>140</td>\n <td>Bad</td>\n <td>25</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>183</th>\n <td>5.32</td>\n <td>118</td>\n <td>74</td>\n <td>6</td>\n <td>426</td>\n <td>102</td>\n <td>Medium</td>\n <td>80</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>184</th>\n <td>9.95</td>\n <td>132</td>\n <td>33</td>\n <td>7</td>\n <td>35</td>\n <td>97</td>\n <td>Medium</td>\n <td>60</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>185</th>\n <td>10.07</td>\n <td>130</td>\n <td>100</td>\n <td>11</td>\n <td>449</td>\n <td>107</td>\n <td>Medium</td>\n <td>64</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>186</th>\n <td>8.68</td>\n <td>120</td>\n <td>51</td>\n <td>0</td>\n <td>93</td>\n <td>86</td>\n <td>Medium</td>\n <td>46</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>187</th>\n <td>6.03</td>\n <td>117</td>\n <td>32</td>\n <td>0</td>\n <td>142</td>\n <td>96</td>\n <td>Bad</td>\n <td>62</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>188</th>\n <td>8.07</td>\n <td>116</td>\n <td>37</td>\n <td>0</td>\n <td>426</td>\n <td>90</td>\n <td>Medium</td>\n <td>76</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>189</th>\n <td>12.11</td>\n <td>118</td>\n <td>117</td>\n <td>18</td>\n <td>509</td>\n <td>104</td>\n <td>Medium</td>\n <td>26</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>190</th>\n <td>8.79</td>\n <td>130</td>\n <td>37</td>\n <td>13</td>\n <td>297</td>\n <td>101</td>\n <td>Medium</td>\n <td>37</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>191</th>\n <td>6.67</td>\n <td>156</td>\n <td>42</td>\n <td>13</td>\n <td>170</td>\n <td>173</td>\n <td>Good</td>\n <td>74</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>192</th>\n <td>7.56</td>\n <td>108</td>\n <td>26</td>\n <td>0</td>\n <td>408</td>\n <td>93</td>\n <td>Medium</td>\n <td>56</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>193</th>\n <td>13.28</td>\n <td>139</td>\n <td>70</td>\n <td>7</td>\n <td>71</td>\n <td>96</td>\n <td>Good</td>\n <td>61</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>194</th>\n <td>7.23</td>\n <td>112</td>\n <td>98</td>\n <td>18</td>\n <td>481</td>\n <td>128</td>\n <td>Medium</td>\n <td>45</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>195</th>\n <td>4.19</td>\n <td>117</td>\n <td>93</td>\n <td>4</td>\n <td>420</td>\n <td>112</td>\n <td>Bad</td>\n <td>66</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>196</th>\n <td>4.10</td>\n <td>130</td>\n <td>28</td>\n <td>6</td>\n <td>410</td>\n <td>133</td>\n <td>Bad</td>\n <td>72</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>197</th>\n <td>2.52</td>\n <td>124</td>\n <td>61</td>\n <td>0</td>\n <td>333</td>\n <td>138</td>\n <td>Medium</td>\n <td>76</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>198</th>\n <td>3.62</td>\n <td>112</td>\n <td>80</td>\n <td>5</td>\n <td>500</td>\n <td>128</td>\n <td>Medium</td>\n <td>69</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>199</th>\n <td>6.42</td>\n <td>122</td>\n <td>88</td>\n <td>5</td>\n <td>335</td>\n <td>126</td>\n <td>Medium</td>\n <td>64</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>200</th>\n <td>5.56</td>\n <td>144</td>\n <td>92</td>\n <td>0</td>\n <td>349</td>\n <td>146</td>\n <td>Medium</td>\n <td>62</td>\n <td>12</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>201</th>\n <td>5.94</td>\n <td>138</td>\n <td>83</td>\n <td>0</td>\n <td>139</td>\n <td>134</td>\n <td>Medium</td>\n <td>54</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>202</th>\n <td>4.10</td>\n <td>121</td>\n <td>78</td>\n <td>4</td>\n <td>413</td>\n <td>130</td>\n <td>Bad</td>\n <td>46</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>203</th>\n <td>2.05</td>\n <td>131</td>\n <td>82</td>\n <td>0</td>\n <td>132</td>\n <td>157</td>\n <td>Bad</td>\n <td>25</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>204</th>\n <td>8.74</td>\n <td>155</td>\n <td>80</td>\n <td>0</td>\n <td>237</td>\n <td>124</td>\n <td>Medium</td>\n <td>37</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>205</th>\n <td>5.68</td>\n <td>113</td>\n <td>22</td>\n <td>1</td>\n <td>317</td>\n <td>132</td>\n <td>Medium</td>\n <td>28</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>206</th>\n <td>4.97</td>\n <td>162</td>\n <td>67</td>\n <td>0</td>\n <td>27</td>\n <td>160</td>\n <td>Medium</td>\n <td>77</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>207</th>\n <td>8.19</td>\n <td>111</td>\n <td>105</td>\n <td>0</td>\n <td>466</td>\n <td>97</td>\n <td>Bad</td>\n <td>61</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>208</th>\n <td>7.78</td>\n <td>86</td>\n <td>54</td>\n <td>0</td>\n <td>497</td>\n <td>64</td>\n <td>Bad</td>\n <td>33</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>209</th>\n <td>3.02</td>\n <td>98</td>\n <td>21</td>\n <td>11</td>\n <td>326</td>\n <td>90</td>\n <td>Bad</td>\n <td>76</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>210</th>\n <td>4.36</td>\n <td>125</td>\n <td>41</td>\n <td>2</td>\n <td>357</td>\n <td>123</td>\n <td>Bad</td>\n <td>47</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>211</th>\n <td>9.39</td>\n <td>117</td>\n <td>118</td>\n <td>14</td>\n <td>445</td>\n <td>120</td>\n <td>Medium</td>\n <td>32</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>212</th>\n <td>12.04</td>\n <td>145</td>\n <td>69</td>\n <td>19</td>\n <td>501</td>\n <td>105</td>\n <td>Medium</td>\n <td>45</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>213</th>\n <td>8.23</td>\n <td>149</td>\n <td>84</td>\n <td>5</td>\n <td>220</td>\n <td>139</td>\n <td>Medium</td>\n <td>33</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>214</th>\n <td>4.83</td>\n <td>115</td>\n <td>115</td>\n <td>3</td>\n <td>48</td>\n <td>107</td>\n <td>Medium</td>\n <td>73</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>215</th>\n <td>2.34</td>\n <td>116</td>\n <td>83</td>\n <td>15</td>\n <td>170</td>\n <td>144</td>\n <td>Bad</td>\n <td>71</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>216</th>\n <td>5.73</td>\n <td>141</td>\n <td>33</td>\n <td>0</td>\n <td>243</td>\n <td>144</td>\n <td>Medium</td>\n <td>34</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>217</th>\n <td>4.34</td>\n <td>106</td>\n <td>44</td>\n <td>0</td>\n <td>481</td>\n <td>111</td>\n <td>Medium</td>\n <td>70</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>218</th>\n <td>9.70</td>\n <td>138</td>\n <td>61</td>\n <td>12</td>\n <td>156</td>\n <td>120</td>\n <td>Medium</td>\n <td>25</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>219</th>\n <td>10.62</td>\n <td>116</td>\n <td>79</td>\n <td>19</td>\n <td>359</td>\n <td>116</td>\n <td>Good</td>\n <td>58</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>220</th>\n <td>10.59</td>\n <td>131</td>\n <td>120</td>\n <td>15</td>\n <td>262</td>\n <td>124</td>\n <td>Medium</td>\n <td>30</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>221</th>\n <td>6.43</td>\n <td>124</td>\n <td>44</td>\n <td>0</td>\n <td>125</td>\n <td>107</td>\n <td>Medium</td>\n <td>80</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>222</th>\n <td>7.49</td>\n <td>136</td>\n <td>119</td>\n <td>6</td>\n <td>178</td>\n <td>145</td>\n <td>Medium</td>\n <td>35</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>223</th>\n <td>3.45</td>\n <td>110</td>\n <td>45</td>\n <td>9</td>\n <td>276</td>\n <td>125</td>\n <td>Medium</td>\n <td>62</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>224</th>\n <td>4.10</td>\n <td>134</td>\n <td>82</td>\n <td>0</td>\n <td>464</td>\n <td>141</td>\n <td>Medium</td>\n <td>48</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>225</th>\n <td>6.68</td>\n <td>107</td>\n <td>25</td>\n <td>0</td>\n <td>412</td>\n <td>82</td>\n <td>Bad</td>\n <td>36</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>226</th>\n <td>7.80</td>\n <td>119</td>\n <td>33</td>\n <td>0</td>\n <td>245</td>\n <td>122</td>\n <td>Good</td>\n <td>56</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>227</th>\n <td>8.69</td>\n <td>113</td>\n <td>64</td>\n <td>10</td>\n <td>68</td>\n <td>101</td>\n <td>Medium</td>\n <td>57</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>228</th>\n <td>5.40</td>\n <td>149</td>\n <td>73</td>\n <td>13</td>\n <td>381</td>\n <td>163</td>\n <td>Bad</td>\n <td>26</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>229</th>\n <td>11.19</td>\n <td>98</td>\n <td>104</td>\n <td>0</td>\n <td>404</td>\n <td>72</td>\n <td>Medium</td>\n <td>27</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>230</th>\n <td>5.16</td>\n <td>115</td>\n <td>60</td>\n <td>0</td>\n <td>119</td>\n <td>114</td>\n <td>Bad</td>\n <td>38</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>231</th>\n <td>8.09</td>\n <td>132</td>\n <td>69</td>\n <td>0</td>\n <td>123</td>\n <td>122</td>\n <td>Medium</td>\n <td>27</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>232</th>\n <td>13.14</td>\n <td>137</td>\n <td>80</td>\n <td>10</td>\n <td>24</td>\n <td>105</td>\n <td>Good</td>\n <td>61</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>233</th>\n <td>8.65</td>\n <td>123</td>\n <td>76</td>\n <td>18</td>\n <td>218</td>\n <td>120</td>\n <td>Medium</td>\n <td>29</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>234</th>\n <td>9.43</td>\n <td>115</td>\n <td>62</td>\n <td>11</td>\n <td>289</td>\n <td>129</td>\n <td>Good</td>\n <td>56</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>235</th>\n <td>5.53</td>\n <td>126</td>\n <td>32</td>\n <td>8</td>\n <td>95</td>\n <td>132</td>\n <td>Medium</td>\n <td>50</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>236</th>\n <td>9.32</td>\n <td>141</td>\n <td>34</td>\n <td>16</td>\n <td>361</td>\n <td>108</td>\n <td>Medium</td>\n <td>69</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>237</th>\n <td>9.62</td>\n <td>151</td>\n <td>28</td>\n <td>8</td>\n <td>499</td>\n <td>135</td>\n <td>Medium</td>\n <td>48</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>238</th>\n <td>7.36</td>\n <td>121</td>\n <td>24</td>\n <td>0</td>\n <td>200</td>\n <td>133</td>\n <td>Good</td>\n <td>73</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>239</th>\n <td>3.89</td>\n <td>123</td>\n <td>105</td>\n <td>0</td>\n <td>149</td>\n <td>118</td>\n <td>Bad</td>\n <td>62</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>240</th>\n <td>10.31</td>\n <td>159</td>\n <td>80</td>\n <td>0</td>\n <td>362</td>\n <td>121</td>\n <td>Medium</td>\n <td>26</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>241</th>\n <td>12.01</td>\n <td>136</td>\n <td>63</td>\n <td>0</td>\n <td>160</td>\n <td>94</td>\n <td>Medium</td>\n <td>38</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>242</th>\n <td>4.68</td>\n <td>124</td>\n <td>46</td>\n <td>0</td>\n <td>199</td>\n <td>135</td>\n <td>Medium</td>\n <td>52</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>243</th>\n <td>7.82</td>\n <td>124</td>\n <td>25</td>\n <td>13</td>\n <td>87</td>\n <td>110</td>\n <td>Medium</td>\n <td>57</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>244</th>\n <td>8.78</td>\n <td>130</td>\n <td>30</td>\n <td>0</td>\n <td>391</td>\n <td>100</td>\n <td>Medium</td>\n <td>26</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>245</th>\n <td>10.00</td>\n <td>114</td>\n <td>43</td>\n <td>0</td>\n <td>199</td>\n <td>88</td>\n <td>Good</td>\n <td>57</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>246</th>\n <td>6.90</td>\n <td>120</td>\n <td>56</td>\n <td>20</td>\n <td>266</td>\n <td>90</td>\n <td>Bad</td>\n <td>78</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>247</th>\n <td>5.04</td>\n <td>123</td>\n <td>114</td>\n <td>0</td>\n <td>298</td>\n <td>151</td>\n <td>Bad</td>\n <td>34</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>248</th>\n <td>5.36</td>\n <td>111</td>\n <td>52</td>\n <td>0</td>\n <td>12</td>\n <td>101</td>\n <td>Medium</td>\n <td>61</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>249</th>\n <td>5.05</td>\n <td>125</td>\n <td>67</td>\n <td>0</td>\n <td>86</td>\n <td>117</td>\n <td>Bad</td>\n <td>65</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>250</th>\n <td>9.16</td>\n <td>137</td>\n <td>105</td>\n <td>10</td>\n <td>435</td>\n <td>156</td>\n <td>Good</td>\n <td>72</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>251</th>\n <td>3.72</td>\n <td>139</td>\n <td>111</td>\n <td>5</td>\n <td>310</td>\n <td>132</td>\n <td>Bad</td>\n <td>62</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>252</th>\n <td>8.31</td>\n <td>133</td>\n <td>97</td>\n <td>0</td>\n <td>70</td>\n <td>117</td>\n <td>Medium</td>\n <td>32</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>253</th>\n <td>5.64</td>\n <td>124</td>\n <td>24</td>\n <td>5</td>\n <td>288</td>\n <td>122</td>\n <td>Medium</td>\n <td>57</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>254</th>\n <td>9.58</td>\n <td>108</td>\n <td>104</td>\n <td>23</td>\n <td>353</td>\n <td>129</td>\n <td>Good</td>\n <td>37</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>255</th>\n <td>7.71</td>\n <td>123</td>\n <td>81</td>\n <td>8</td>\n <td>198</td>\n <td>81</td>\n <td>Bad</td>\n <td>80</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>256</th>\n <td>4.20</td>\n <td>147</td>\n <td>40</td>\n <td>0</td>\n <td>277</td>\n <td>144</td>\n <td>Medium</td>\n <td>73</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>257</th>\n <td>8.67</td>\n <td>125</td>\n <td>62</td>\n <td>14</td>\n <td>477</td>\n <td>112</td>\n <td>Medium</td>\n <td>80</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>258</th>\n <td>3.47</td>\n <td>108</td>\n <td>38</td>\n <td>0</td>\n <td>251</td>\n <td>81</td>\n <td>Bad</td>\n <td>72</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>259</th>\n <td>5.12</td>\n <td>123</td>\n <td>36</td>\n <td>10</td>\n <td>467</td>\n <td>100</td>\n <td>Bad</td>\n <td>74</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>260</th>\n <td>7.67</td>\n <td>129</td>\n <td>117</td>\n <td>8</td>\n <td>400</td>\n <td>101</td>\n <td>Bad</td>\n <td>36</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>261</th>\n <td>5.71</td>\n <td>121</td>\n <td>42</td>\n <td>4</td>\n <td>188</td>\n <td>118</td>\n <td>Medium</td>\n <td>54</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>262</th>\n <td>6.37</td>\n <td>120</td>\n <td>77</td>\n <td>15</td>\n <td>86</td>\n <td>132</td>\n <td>Medium</td>\n <td>48</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>263</th>\n <td>7.77</td>\n <td>116</td>\n <td>26</td>\n <td>6</td>\n <td>434</td>\n <td>115</td>\n <td>Medium</td>\n <td>25</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>264</th>\n <td>6.95</td>\n <td>128</td>\n <td>29</td>\n <td>5</td>\n <td>324</td>\n <td>159</td>\n <td>Good</td>\n <td>31</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>265</th>\n <td>5.31</td>\n <td>130</td>\n <td>35</td>\n <td>10</td>\n <td>402</td>\n <td>129</td>\n <td>Bad</td>\n <td>39</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>266</th>\n <td>9.10</td>\n <td>128</td>\n <td>93</td>\n <td>12</td>\n <td>343</td>\n <td>112</td>\n <td>Good</td>\n <td>73</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>267</th>\n <td>5.83</td>\n <td>134</td>\n <td>82</td>\n <td>7</td>\n <td>473</td>\n <td>112</td>\n <td>Bad</td>\n <td>51</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>268</th>\n <td>6.53</td>\n <td>123</td>\n <td>57</td>\n <td>0</td>\n <td>66</td>\n <td>105</td>\n <td>Medium</td>\n <td>39</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>269</th>\n <td>5.01</td>\n <td>159</td>\n <td>69</td>\n <td>0</td>\n <td>438</td>\n <td>166</td>\n <td>Medium</td>\n <td>46</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>270</th>\n <td>11.99</td>\n <td>119</td>\n <td>26</td>\n <td>0</td>\n <td>284</td>\n <td>89</td>\n <td>Good</td>\n <td>26</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>271</th>\n <td>4.55</td>\n <td>111</td>\n <td>56</td>\n <td>0</td>\n <td>504</td>\n <td>110</td>\n <td>Medium</td>\n <td>62</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>272</th>\n <td>12.98</td>\n <td>113</td>\n <td>33</td>\n <td>0</td>\n <td>14</td>\n <td>63</td>\n <td>Good</td>\n <td>38</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>273</th>\n <td>10.04</td>\n <td>116</td>\n <td>106</td>\n <td>8</td>\n <td>244</td>\n <td>86</td>\n <td>Medium</td>\n <td>58</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>274</th>\n <td>7.22</td>\n <td>135</td>\n <td>93</td>\n <td>2</td>\n <td>67</td>\n <td>119</td>\n <td>Medium</td>\n <td>34</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>275</th>\n <td>6.67</td>\n <td>107</td>\n <td>119</td>\n <td>11</td>\n <td>210</td>\n <td>132</td>\n <td>Medium</td>\n <td>53</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>276</th>\n <td>6.93</td>\n <td>135</td>\n <td>69</td>\n <td>14</td>\n <td>296</td>\n <td>130</td>\n <td>Medium</td>\n <td>73</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>277</th>\n <td>7.80</td>\n <td>136</td>\n <td>48</td>\n <td>12</td>\n <td>326</td>\n <td>125</td>\n <td>Medium</td>\n <td>36</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>278</th>\n <td>7.22</td>\n <td>114</td>\n <td>113</td>\n <td>2</td>\n <td>129</td>\n <td>151</td>\n <td>Good</td>\n <td>40</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>279</th>\n <td>3.42</td>\n <td>141</td>\n <td>57</td>\n <td>13</td>\n <td>376</td>\n <td>158</td>\n <td>Medium</td>\n <td>64</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>280</th>\n <td>2.86</td>\n <td>121</td>\n <td>86</td>\n <td>10</td>\n <td>496</td>\n <td>145</td>\n <td>Bad</td>\n <td>51</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>281</th>\n <td>11.19</td>\n <td>122</td>\n <td>69</td>\n <td>7</td>\n <td>303</td>\n <td>105</td>\n <td>Good</td>\n <td>45</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>282</th>\n <td>7.74</td>\n <td>150</td>\n <td>96</td>\n <td>0</td>\n <td>80</td>\n <td>154</td>\n <td>Good</td>\n <td>61</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>283</th>\n <td>5.36</td>\n <td>135</td>\n <td>110</td>\n <td>0</td>\n <td>112</td>\n <td>117</td>\n <td>Medium</td>\n <td>80</td>\n <td>16</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>284</th>\n <td>6.97</td>\n <td>106</td>\n <td>46</td>\n <td>11</td>\n <td>414</td>\n <td>96</td>\n <td>Bad</td>\n <td>79</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>285</th>\n <td>7.60</td>\n <td>146</td>\n <td>26</td>\n <td>11</td>\n <td>261</td>\n <td>131</td>\n <td>Medium</td>\n <td>39</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>286</th>\n <td>7.53</td>\n <td>117</td>\n <td>118</td>\n <td>11</td>\n <td>429</td>\n <td>113</td>\n <td>Medium</td>\n <td>67</td>\n <td>18</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>287</th>\n <td>6.88</td>\n <td>95</td>\n <td>44</td>\n <td>4</td>\n <td>208</td>\n <td>72</td>\n <td>Bad</td>\n <td>44</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>288</th>\n <td>6.98</td>\n <td>116</td>\n <td>40</td>\n <td>0</td>\n <td>74</td>\n <td>97</td>\n <td>Medium</td>\n <td>76</td>\n <td>15</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>289</th>\n <td>8.75</td>\n <td>143</td>\n <td>77</td>\n <td>25</td>\n <td>448</td>\n <td>156</td>\n <td>Medium</td>\n <td>43</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>290</th>\n <td>9.49</td>\n <td>107</td>\n <td>111</td>\n <td>14</td>\n <td>400</td>\n <td>103</td>\n <td>Medium</td>\n <td>41</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>291</th>\n <td>6.64</td>\n <td>118</td>\n <td>70</td>\n <td>0</td>\n <td>106</td>\n <td>89</td>\n <td>Bad</td>\n <td>39</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>292</th>\n <td>11.82</td>\n <td>113</td>\n <td>66</td>\n <td>16</td>\n <td>322</td>\n <td>74</td>\n <td>Good</td>\n <td>76</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>293</th>\n <td>11.28</td>\n <td>123</td>\n <td>84</td>\n <td>0</td>\n <td>74</td>\n <td>89</td>\n <td>Good</td>\n <td>59</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>294</th>\n <td>12.66</td>\n <td>148</td>\n <td>76</td>\n <td>3</td>\n <td>126</td>\n <td>99</td>\n <td>Good</td>\n <td>60</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>295</th>\n <td>4.21</td>\n <td>118</td>\n <td>35</td>\n <td>14</td>\n <td>502</td>\n <td>137</td>\n <td>Medium</td>\n <td>79</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>296</th>\n <td>8.21</td>\n <td>127</td>\n <td>44</td>\n <td>13</td>\n <td>160</td>\n <td>123</td>\n <td>Good</td>\n <td>63</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>297</th>\n <td>3.07</td>\n <td>118</td>\n <td>83</td>\n <td>13</td>\n <td>276</td>\n <td>104</td>\n <td>Bad</td>\n <td>75</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>298</th>\n <td>10.98</td>\n <td>148</td>\n <td>63</td>\n <td>0</td>\n <td>312</td>\n <td>130</td>\n <td>Good</td>\n <td>63</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>299</th>\n <td>9.40</td>\n <td>135</td>\n <td>40</td>\n <td>17</td>\n <td>497</td>\n <td>96</td>\n <td>Medium</td>\n <td>54</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>300</th>\n <td>8.57</td>\n <td>116</td>\n <td>78</td>\n <td>1</td>\n <td>158</td>\n <td>99</td>\n <td>Medium</td>\n <td>45</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>301</th>\n <td>7.41</td>\n <td>99</td>\n <td>93</td>\n <td>0</td>\n <td>198</td>\n <td>87</td>\n <td>Medium</td>\n <td>57</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>302</th>\n <td>5.28</td>\n <td>108</td>\n <td>77</td>\n <td>13</td>\n <td>388</td>\n <td>110</td>\n <td>Bad</td>\n <td>74</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>303</th>\n <td>10.01</td>\n <td>133</td>\n <td>52</td>\n <td>16</td>\n <td>290</td>\n <td>99</td>\n <td>Medium</td>\n <td>43</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>304</th>\n <td>11.93</td>\n <td>123</td>\n <td>98</td>\n <td>12</td>\n <td>408</td>\n <td>134</td>\n <td>Good</td>\n <td>29</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>305</th>\n <td>8.03</td>\n <td>115</td>\n <td>29</td>\n <td>26</td>\n <td>394</td>\n <td>132</td>\n <td>Medium</td>\n <td>33</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>306</th>\n <td>4.78</td>\n <td>131</td>\n <td>32</td>\n <td>1</td>\n <td>85</td>\n <td>133</td>\n <td>Medium</td>\n <td>48</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>307</th>\n <td>5.90</td>\n <td>138</td>\n <td>92</td>\n <td>0</td>\n <td>13</td>\n <td>120</td>\n <td>Bad</td>\n <td>61</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>308</th>\n <td>9.24</td>\n <td>126</td>\n <td>80</td>\n <td>19</td>\n <td>436</td>\n <td>126</td>\n <td>Medium</td>\n <td>52</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>309</th>\n <td>11.18</td>\n <td>131</td>\n <td>111</td>\n <td>13</td>\n <td>33</td>\n <td>80</td>\n <td>Bad</td>\n <td>68</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>310</th>\n <td>9.53</td>\n <td>175</td>\n <td>65</td>\n <td>29</td>\n <td>419</td>\n <td>166</td>\n <td>Medium</td>\n <td>53</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>311</th>\n <td>6.15</td>\n <td>146</td>\n <td>68</td>\n <td>12</td>\n <td>328</td>\n <td>132</td>\n <td>Bad</td>\n <td>51</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>312</th>\n <td>6.80</td>\n <td>137</td>\n <td>117</td>\n <td>5</td>\n <td>337</td>\n <td>135</td>\n <td>Bad</td>\n <td>38</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>313</th>\n <td>9.33</td>\n <td>103</td>\n <td>81</td>\n <td>3</td>\n <td>491</td>\n <td>54</td>\n <td>Medium</td>\n <td>66</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>314</th>\n <td>7.72</td>\n <td>133</td>\n <td>33</td>\n <td>10</td>\n <td>333</td>\n <td>129</td>\n <td>Good</td>\n <td>71</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>315</th>\n <td>6.39</td>\n <td>131</td>\n <td>21</td>\n <td>8</td>\n <td>220</td>\n <td>171</td>\n <td>Good</td>\n <td>29</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>316</th>\n <td>15.63</td>\n <td>122</td>\n <td>36</td>\n <td>5</td>\n <td>369</td>\n <td>72</td>\n <td>Good</td>\n <td>35</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>317</th>\n <td>6.41</td>\n <td>142</td>\n <td>30</td>\n <td>0</td>\n <td>472</td>\n <td>136</td>\n <td>Good</td>\n <td>80</td>\n <td>15</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>318</th>\n <td>10.08</td>\n <td>116</td>\n <td>72</td>\n <td>10</td>\n <td>456</td>\n <td>130</td>\n <td>Good</td>\n <td>41</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>319</th>\n <td>6.97</td>\n <td>127</td>\n <td>45</td>\n <td>19</td>\n <td>459</td>\n <td>129</td>\n <td>Medium</td>\n <td>57</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>320</th>\n <td>5.86</td>\n <td>136</td>\n <td>70</td>\n <td>12</td>\n <td>171</td>\n <td>152</td>\n <td>Medium</td>\n <td>44</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>321</th>\n <td>7.52</td>\n <td>123</td>\n <td>39</td>\n <td>5</td>\n <td>499</td>\n <td>98</td>\n <td>Medium</td>\n <td>34</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>322</th>\n <td>9.16</td>\n <td>140</td>\n <td>50</td>\n <td>10</td>\n <td>300</td>\n <td>139</td>\n <td>Good</td>\n <td>60</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>323</th>\n <td>10.36</td>\n <td>107</td>\n <td>105</td>\n <td>18</td>\n <td>428</td>\n <td>103</td>\n <td>Medium</td>\n <td>34</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>324</th>\n <td>2.66</td>\n <td>136</td>\n <td>65</td>\n <td>4</td>\n <td>133</td>\n <td>150</td>\n <td>Bad</td>\n <td>53</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>325</th>\n <td>11.70</td>\n <td>144</td>\n <td>69</td>\n <td>11</td>\n <td>131</td>\n <td>104</td>\n <td>Medium</td>\n <td>47</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>326</th>\n <td>4.69</td>\n <td>133</td>\n <td>30</td>\n <td>0</td>\n <td>152</td>\n <td>122</td>\n <td>Medium</td>\n <td>53</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>327</th>\n <td>6.23</td>\n <td>112</td>\n <td>38</td>\n <td>17</td>\n <td>316</td>\n <td>104</td>\n <td>Medium</td>\n <td>80</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>328</th>\n <td>3.15</td>\n <td>117</td>\n <td>66</td>\n <td>1</td>\n <td>65</td>\n <td>111</td>\n <td>Bad</td>\n <td>55</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>329</th>\n <td>11.27</td>\n <td>100</td>\n <td>54</td>\n <td>9</td>\n <td>433</td>\n <td>89</td>\n <td>Good</td>\n <td>45</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>330</th>\n <td>4.99</td>\n <td>122</td>\n <td>59</td>\n <td>0</td>\n <td>501</td>\n <td>112</td>\n <td>Bad</td>\n <td>32</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>331</th>\n <td>10.10</td>\n <td>135</td>\n <td>63</td>\n <td>15</td>\n <td>213</td>\n <td>134</td>\n <td>Medium</td>\n <td>32</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>332</th>\n <td>5.74</td>\n <td>106</td>\n <td>33</td>\n <td>20</td>\n <td>354</td>\n <td>104</td>\n <td>Medium</td>\n <td>61</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>333</th>\n <td>5.87</td>\n <td>136</td>\n <td>60</td>\n <td>7</td>\n <td>303</td>\n <td>147</td>\n <td>Medium</td>\n <td>41</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>334</th>\n <td>7.63</td>\n <td>93</td>\n <td>117</td>\n <td>9</td>\n <td>489</td>\n <td>83</td>\n <td>Bad</td>\n <td>42</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>335</th>\n <td>6.18</td>\n <td>120</td>\n <td>70</td>\n <td>15</td>\n <td>464</td>\n <td>110</td>\n <td>Medium</td>\n <td>72</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>336</th>\n <td>5.17</td>\n <td>138</td>\n <td>35</td>\n <td>6</td>\n <td>60</td>\n <td>143</td>\n <td>Bad</td>\n <td>28</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>337</th>\n <td>8.61</td>\n <td>130</td>\n <td>38</td>\n <td>0</td>\n <td>283</td>\n <td>102</td>\n <td>Medium</td>\n <td>80</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>338</th>\n <td>5.97</td>\n <td>112</td>\n <td>24</td>\n <td>0</td>\n <td>164</td>\n <td>101</td>\n <td>Medium</td>\n <td>45</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>339</th>\n <td>11.54</td>\n <td>134</td>\n <td>44</td>\n <td>4</td>\n <td>219</td>\n <td>126</td>\n <td>Good</td>\n <td>44</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>340</th>\n <td>7.50</td>\n <td>140</td>\n <td>29</td>\n <td>0</td>\n <td>105</td>\n <td>91</td>\n <td>Bad</td>\n <td>43</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>341</th>\n <td>7.38</td>\n <td>98</td>\n <td>120</td>\n <td>0</td>\n <td>268</td>\n <td>93</td>\n <td>Medium</td>\n <td>72</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>342</th>\n <td>7.81</td>\n <td>137</td>\n <td>102</td>\n <td>13</td>\n <td>422</td>\n <td>118</td>\n <td>Medium</td>\n <td>71</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>343</th>\n <td>5.99</td>\n <td>117</td>\n <td>42</td>\n <td>10</td>\n <td>371</td>\n <td>121</td>\n <td>Bad</td>\n <td>26</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>344</th>\n <td>8.43</td>\n <td>138</td>\n <td>80</td>\n <td>0</td>\n <td>108</td>\n <td>126</td>\n <td>Good</td>\n <td>70</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>345</th>\n <td>4.81</td>\n <td>121</td>\n <td>68</td>\n <td>0</td>\n <td>279</td>\n <td>149</td>\n <td>Good</td>\n <td>79</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>346</th>\n <td>8.97</td>\n <td>132</td>\n <td>107</td>\n <td>0</td>\n <td>144</td>\n <td>125</td>\n <td>Medium</td>\n <td>33</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>347</th>\n <td>6.88</td>\n <td>96</td>\n <td>39</td>\n <td>0</td>\n <td>161</td>\n <td>112</td>\n <td>Good</td>\n <td>27</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>348</th>\n <td>12.57</td>\n <td>132</td>\n <td>102</td>\n <td>20</td>\n <td>459</td>\n <td>107</td>\n <td>Good</td>\n <td>49</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>349</th>\n <td>9.32</td>\n <td>134</td>\n <td>27</td>\n <td>18</td>\n <td>467</td>\n <td>96</td>\n <td>Medium</td>\n <td>49</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>350</th>\n <td>8.64</td>\n <td>111</td>\n <td>101</td>\n <td>17</td>\n <td>266</td>\n <td>91</td>\n <td>Medium</td>\n <td>63</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>351</th>\n <td>10.44</td>\n <td>124</td>\n <td>115</td>\n <td>16</td>\n <td>458</td>\n <td>105</td>\n <td>Medium</td>\n <td>62</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>352</th>\n <td>13.44</td>\n <td>133</td>\n <td>103</td>\n <td>14</td>\n <td>288</td>\n <td>122</td>\n <td>Good</td>\n <td>61</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>353</th>\n <td>9.45</td>\n <td>107</td>\n <td>67</td>\n <td>12</td>\n <td>430</td>\n <td>92</td>\n <td>Medium</td>\n <td>35</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>354</th>\n <td>5.30</td>\n <td>133</td>\n <td>31</td>\n <td>1</td>\n <td>80</td>\n <td>145</td>\n <td>Medium</td>\n <td>42</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>355</th>\n <td>7.02</td>\n <td>130</td>\n <td>100</td>\n <td>0</td>\n <td>306</td>\n <td>146</td>\n <td>Good</td>\n <td>42</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>356</th>\n <td>3.58</td>\n <td>142</td>\n <td>109</td>\n <td>0</td>\n <td>111</td>\n <td>164</td>\n <td>Good</td>\n <td>72</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>357</th>\n <td>13.36</td>\n <td>103</td>\n <td>73</td>\n <td>3</td>\n <td>276</td>\n <td>72</td>\n <td>Medium</td>\n <td>34</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>358</th>\n <td>4.17</td>\n <td>123</td>\n <td>96</td>\n <td>10</td>\n <td>71</td>\n <td>118</td>\n <td>Bad</td>\n <td>69</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>359</th>\n <td>3.13</td>\n <td>130</td>\n <td>62</td>\n <td>11</td>\n <td>396</td>\n <td>130</td>\n <td>Bad</td>\n <td>66</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>360</th>\n <td>8.77</td>\n <td>118</td>\n <td>86</td>\n <td>7</td>\n <td>265</td>\n <td>114</td>\n <td>Good</td>\n <td>52</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>361</th>\n <td>8.68</td>\n <td>131</td>\n <td>25</td>\n <td>10</td>\n <td>183</td>\n <td>104</td>\n <td>Medium</td>\n <td>56</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>362</th>\n <td>5.25</td>\n <td>131</td>\n <td>55</td>\n <td>0</td>\n <td>26</td>\n <td>110</td>\n <td>Bad</td>\n <td>79</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>363</th>\n <td>10.26</td>\n <td>111</td>\n <td>75</td>\n <td>1</td>\n <td>377</td>\n <td>108</td>\n <td>Good</td>\n <td>25</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>364</th>\n <td>10.50</td>\n <td>122</td>\n <td>21</td>\n <td>16</td>\n <td>488</td>\n <td>131</td>\n <td>Good</td>\n <td>30</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>365</th>\n <td>6.53</td>\n <td>154</td>\n <td>30</td>\n <td>0</td>\n <td>122</td>\n <td>162</td>\n <td>Medium</td>\n <td>57</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>366</th>\n <td>5.98</td>\n <td>124</td>\n <td>56</td>\n <td>11</td>\n <td>447</td>\n <td>134</td>\n <td>Medium</td>\n <td>53</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>367</th>\n <td>14.37</td>\n <td>95</td>\n <td>106</td>\n <td>0</td>\n <td>256</td>\n <td>53</td>\n <td>Good</td>\n <td>52</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>368</th>\n <td>10.71</td>\n <td>109</td>\n <td>22</td>\n <td>10</td>\n <td>348</td>\n <td>79</td>\n <td>Good</td>\n <td>74</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>369</th>\n <td>10.26</td>\n <td>135</td>\n <td>100</td>\n <td>22</td>\n <td>463</td>\n <td>122</td>\n <td>Medium</td>\n <td>36</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>370</th>\n <td>7.68</td>\n <td>126</td>\n <td>41</td>\n <td>22</td>\n <td>403</td>\n <td>119</td>\n <td>Bad</td>\n <td>42</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>371</th>\n <td>9.08</td>\n <td>152</td>\n <td>81</td>\n <td>0</td>\n <td>191</td>\n <td>126</td>\n <td>Medium</td>\n <td>54</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>372</th>\n <td>7.80</td>\n <td>121</td>\n <td>50</td>\n <td>0</td>\n <td>508</td>\n <td>98</td>\n <td>Medium</td>\n <td>65</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>373</th>\n <td>5.58</td>\n <td>137</td>\n <td>71</td>\n <td>0</td>\n <td>402</td>\n <td>116</td>\n <td>Medium</td>\n <td>78</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>374</th>\n <td>9.44</td>\n <td>131</td>\n <td>47</td>\n <td>7</td>\n <td>90</td>\n <td>118</td>\n <td>Medium</td>\n <td>47</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>375</th>\n <td>7.90</td>\n <td>132</td>\n <td>46</td>\n <td>4</td>\n <td>206</td>\n <td>124</td>\n <td>Medium</td>\n <td>73</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>376</th>\n <td>16.27</td>\n <td>141</td>\n <td>60</td>\n <td>19</td>\n <td>319</td>\n <td>92</td>\n <td>Good</td>\n <td>44</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>377</th>\n <td>6.81</td>\n <td>132</td>\n <td>61</td>\n <td>0</td>\n <td>263</td>\n <td>125</td>\n <td>Medium</td>\n <td>41</td>\n <td>12</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>378</th>\n <td>6.11</td>\n <td>133</td>\n <td>88</td>\n <td>3</td>\n <td>105</td>\n <td>119</td>\n <td>Medium</td>\n <td>79</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>379</th>\n <td>5.81</td>\n <td>125</td>\n <td>111</td>\n <td>0</td>\n <td>404</td>\n <td>107</td>\n <td>Bad</td>\n <td>54</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>380</th>\n <td>9.64</td>\n <td>106</td>\n <td>64</td>\n <td>10</td>\n <td>17</td>\n <td>89</td>\n <td>Medium</td>\n <td>68</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>381</th>\n <td>3.90</td>\n <td>124</td>\n <td>65</td>\n <td>21</td>\n <td>496</td>\n <td>151</td>\n <td>Bad</td>\n <td>77</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>382</th>\n <td>4.95</td>\n <td>121</td>\n <td>28</td>\n <td>19</td>\n <td>315</td>\n <td>121</td>\n <td>Medium</td>\n <td>66</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>383</th>\n <td>9.35</td>\n <td>98</td>\n <td>117</td>\n <td>0</td>\n <td>76</td>\n <td>68</td>\n <td>Medium</td>\n <td>63</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>384</th>\n <td>12.85</td>\n <td>123</td>\n <td>37</td>\n <td>15</td>\n <td>348</td>\n <td>112</td>\n <td>Good</td>\n <td>28</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>385</th>\n <td>5.87</td>\n <td>131</td>\n <td>73</td>\n <td>13</td>\n <td>455</td>\n <td>132</td>\n <td>Medium</td>\n <td>62</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>386</th>\n <td>5.32</td>\n <td>152</td>\n <td>116</td>\n <td>0</td>\n <td>170</td>\n <td>160</td>\n <td>Medium</td>\n <td>39</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>387</th>\n <td>8.67</td>\n <td>142</td>\n <td>73</td>\n <td>14</td>\n <td>238</td>\n <td>115</td>\n <td>Medium</td>\n <td>73</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>388</th>\n <td>8.14</td>\n <td>135</td>\n <td>89</td>\n <td>11</td>\n <td>245</td>\n <td>78</td>\n <td>Bad</td>\n <td>79</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>389</th>\n <td>8.44</td>\n <td>128</td>\n <td>42</td>\n <td>8</td>\n <td>328</td>\n <td>107</td>\n <td>Medium</td>\n <td>35</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>390</th>\n <td>5.47</td>\n <td>108</td>\n <td>75</td>\n <td>9</td>\n <td>61</td>\n <td>111</td>\n <td>Medium</td>\n <td>67</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>391</th>\n <td>6.10</td>\n <td>153</td>\n <td>63</td>\n <td>0</td>\n <td>49</td>\n <td>124</td>\n <td>Bad</td>\n <td>56</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>392</th>\n <td>4.53</td>\n <td>129</td>\n <td>42</td>\n <td>13</td>\n <td>315</td>\n <td>130</td>\n <td>Bad</td>\n <td>34</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>393</th>\n <td>5.57</td>\n <td>109</td>\n <td>51</td>\n <td>10</td>\n <td>26</td>\n <td>120</td>\n <td>Medium</td>\n <td>30</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>394</th>\n <td>5.35</td>\n <td>130</td>\n <td>58</td>\n <td>19</td>\n <td>366</td>\n <td>139</td>\n <td>Bad</td>\n <td>33</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>395</th>\n <td>12.57</td>\n <td>138</td>\n <td>108</td>\n <td>17</td>\n <td>203</td>\n <td>128</td>\n <td>Good</td>\n <td>33</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>396</th>\n <td>6.14</td>\n <td>139</td>\n <td>23</td>\n <td>3</td>\n <td>37</td>\n <td>120</td>\n <td>Medium</td>\n <td>55</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>397</th>\n <td>7.41</td>\n <td>162</td>\n <td>26</td>\n <td>12</td>\n <td>368</td>\n <td>159</td>\n <td>Medium</td>\n <td>40</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>398</th>\n <td>5.94</td>\n <td>100</td>\n <td>79</td>\n <td>7</td>\n <td>284</td>\n <td>95</td>\n <td>Bad</td>\n <td>50</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>399</th>\n <td>9.71</td>\n <td>134</td>\n <td>37</td>\n <td>0</td>\n <td>27</td>\n <td>120</td>\n <td>Good</td>\n <td>49</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": " Sales CompPrice Income Advertising Population Price ShelveLoc Age \\\n0 9.50 138 73 11 276 120 Bad 42 \n1 11.22 111 48 16 260 83 Good 65 \n2 10.06 113 35 10 269 80 Medium 59 \n3 7.40 117 100 4 466 97 Medium 55 \n4 4.15 141 64 3 340 128 Bad 38 \n5 10.81 124 113 13 501 72 Bad 78 \n6 6.63 115 105 0 45 108 Medium 71 \n7 11.85 136 81 15 425 120 Good 67 \n8 6.54 132 110 0 108 124 Medium 76 \n9 4.69 132 113 0 131 124 Medium 76 \n10 9.01 121 78 9 150 100 Bad 26 \n11 11.96 117 94 4 503 94 Good 50 \n12 3.98 122 35 2 393 136 Medium 62 \n13 10.96 115 28 11 29 86 Good 53 \n14 11.17 107 117 11 148 118 Good 52 \n15 8.71 149 95 5 400 144 Medium 76 \n16 7.58 118 32 0 284 110 Good 63 \n17 12.29 147 74 13 251 131 Good 52 \n18 13.91 110 110 0 408 68 Good 46 \n19 8.73 129 76 16 58 121 Medium 69 \n20 6.41 125 90 2 367 131 Medium 35 \n21 12.13 134 29 12 239 109 Good 62 \n22 5.08 128 46 6 497 138 Medium 42 \n23 5.87 121 31 0 292 109 Medium 79 \n24 10.14 145 119 16 294 113 Bad 42 \n25 14.90 139 32 0 176 82 Good 54 \n26 8.33 107 115 11 496 131 Good 50 \n27 5.27 98 118 0 19 107 Medium 64 \n28 2.99 103 74 0 359 97 Bad 55 \n29 7.81 104 99 15 226 102 Bad 58 \n30 13.55 125 94 0 447 89 Good 30 \n31 8.25 136 58 16 241 131 Medium 44 \n32 6.20 107 32 12 236 137 Good 64 \n33 8.77 114 38 13 317 128 Good 50 \n34 2.67 115 54 0 406 128 Medium 42 \n35 11.07 131 84 11 29 96 Medium 44 \n36 8.89 122 76 0 270 100 Good 60 \n37 4.95 121 41 5 412 110 Medium 54 \n38 6.59 109 73 0 454 102 Medium 65 \n39 3.24 130 60 0 144 138 Bad 38 \n40 2.07 119 98 0 18 126 Bad 73 \n41 7.96 157 53 0 403 124 Bad 58 \n42 10.43 77 69 0 25 24 Medium 50 \n43 4.12 123 42 11 16 134 Medium 59 \n44 4.16 85 79 6 325 95 Medium 69 \n45 4.56 141 63 0 168 135 Bad 44 \n46 12.44 127 90 14 16 70 Medium 48 \n47 4.38 126 98 0 173 108 Bad 55 \n48 3.91 116 52 0 349 98 Bad 69 \n49 10.61 157 93 0 51 149 Good 32 \n50 1.42 99 32 18 341 108 Bad 80 \n51 4.42 121 90 0 150 108 Bad 75 \n52 7.91 153 40 3 112 129 Bad 39 \n53 6.92 109 64 13 39 119 Medium 61 \n54 4.90 134 103 13 25 144 Medium 76 \n55 6.85 143 81 5 60 154 Medium 61 \n56 11.91 133 82 0 54 84 Medium 50 \n57 0.91 93 91 0 22 117 Bad 75 \n58 5.42 103 93 15 188 103 Bad 74 \n59 5.21 118 71 4 148 114 Medium 80 \n60 8.32 122 102 19 469 123 Bad 29 \n61 7.32 105 32 0 358 107 Medium 26 \n62 1.82 139 45 0 146 133 Bad 77 \n63 8.47 119 88 10 170 101 Medium 61 \n64 7.80 100 67 12 184 104 Medium 32 \n65 4.90 122 26 0 197 128 Medium 55 \n66 8.85 127 92 0 508 91 Medium 56 \n67 9.01 126 61 14 152 115 Medium 47 \n68 13.39 149 69 20 366 134 Good 60 \n69 7.99 127 59 0 339 99 Medium 65 \n70 9.46 89 81 15 237 99 Good 74 \n71 6.50 148 51 16 148 150 Medium 58 \n72 5.52 115 45 0 432 116 Medium 25 \n73 12.61 118 90 10 54 104 Good 31 \n74 6.20 150 68 5 125 136 Medium 64 \n75 8.55 88 111 23 480 92 Bad 36 \n76 10.64 102 87 10 346 70 Medium 64 \n77 7.70 118 71 12 44 89 Medium 67 \n78 4.43 134 48 1 139 145 Medium 65 \n79 9.14 134 67 0 286 90 Bad 41 \n80 8.01 113 100 16 353 79 Bad 68 \n81 7.52 116 72 0 237 128 Good 70 \n82 11.62 151 83 4 325 139 Good 28 \n83 4.42 109 36 7 468 94 Bad 56 \n84 2.23 111 25 0 52 121 Bad 43 \n85 8.47 125 103 0 304 112 Medium 49 \n86 8.70 150 84 9 432 134 Medium 64 \n87 11.70 131 67 7 272 126 Good 54 \n88 6.56 117 42 7 144 111 Medium 62 \n89 7.95 128 66 3 493 119 Medium 45 \n90 5.33 115 22 0 491 103 Medium 64 \n91 4.81 97 46 11 267 107 Medium 80 \n92 4.53 114 113 0 97 125 Medium 29 \n93 8.86 145 30 0 67 104 Medium 55 \n94 8.39 115 97 5 134 84 Bad 55 \n95 5.58 134 25 10 237 148 Medium 59 \n96 9.48 147 42 10 407 132 Good 73 \n97 7.45 161 82 5 287 129 Bad 33 \n98 12.49 122 77 24 382 127 Good 36 \n99 4.88 121 47 3 220 107 Bad 56 \n100 4.11 113 69 11 94 106 Medium 76 \n101 6.20 128 93 0 89 118 Medium 34 \n102 5.30 113 22 0 57 97 Medium 65 \n103 5.07 123 91 0 334 96 Bad 78 \n104 4.62 121 96 0 472 138 Medium 51 \n105 5.55 104 100 8 398 97 Medium 61 \n106 0.16 102 33 0 217 139 Medium 70 \n107 8.55 134 107 0 104 108 Medium 60 \n108 3.47 107 79 2 488 103 Bad 65 \n109 8.98 115 65 0 217 90 Medium 60 \n110 9.00 128 62 7 125 116 Medium 43 \n111 6.62 132 118 12 272 151 Medium 43 \n112 6.67 116 99 5 298 125 Good 62 \n113 6.01 131 29 11 335 127 Bad 33 \n114 9.31 122 87 9 17 106 Medium 65 \n115 8.54 139 35 0 95 129 Medium 42 \n116 5.08 135 75 0 202 128 Medium 80 \n117 8.80 145 53 0 507 119 Medium 41 \n118 7.57 112 88 2 243 99 Medium 62 \n119 7.37 130 94 8 137 128 Medium 64 \n120 6.87 128 105 11 249 131 Medium 63 \n121 11.67 125 89 10 380 87 Bad 28 \n122 6.88 119 100 5 45 108 Medium 75 \n123 8.19 127 103 0 125 155 Good 29 \n124 8.87 131 113 0 181 120 Good 63 \n125 9.34 89 78 0 181 49 Medium 43 \n126 11.27 153 68 2 60 133 Good 59 \n127 6.52 125 48 3 192 116 Medium 51 \n128 4.96 133 100 3 350 126 Bad 55 \n129 4.47 143 120 7 279 147 Bad 40 \n130 8.41 94 84 13 497 77 Medium 51 \n131 6.50 108 69 3 208 94 Medium 77 \n132 9.54 125 87 9 232 136 Good 72 \n133 7.62 132 98 2 265 97 Bad 62 \n134 3.67 132 31 0 327 131 Medium 76 \n135 6.44 96 94 14 384 120 Medium 36 \n136 5.17 131 75 0 10 120 Bad 31 \n137 6.52 128 42 0 436 118 Medium 80 \n138 10.27 125 103 12 371 109 Medium 44 \n139 12.30 146 62 10 310 94 Medium 30 \n140 6.03 133 60 10 277 129 Medium 45 \n141 6.53 140 42 0 331 131 Bad 28 \n142 7.44 124 84 0 300 104 Medium 77 \n143 0.53 122 88 7 36 159 Bad 28 \n144 9.09 132 68 0 264 123 Good 34 \n145 8.77 144 63 11 27 117 Medium 47 \n146 3.90 114 83 0 412 131 Bad 39 \n147 10.51 140 54 9 402 119 Good 41 \n148 7.56 110 119 0 384 97 Medium 72 \n149 11.48 121 120 13 140 87 Medium 56 \n150 10.49 122 84 8 176 114 Good 57 \n151 10.77 111 58 17 407 103 Good 75 \n152 7.64 128 78 0 341 128 Good 45 \n153 5.93 150 36 7 488 150 Medium 25 \n154 6.89 129 69 10 289 110 Medium 50 \n155 7.71 98 72 0 59 69 Medium 65 \n156 7.49 146 34 0 220 157 Good 51 \n157 10.21 121 58 8 249 90 Medium 48 \n158 12.53 142 90 1 189 112 Good 39 \n159 9.32 119 60 0 372 70 Bad 30 \n160 4.67 111 28 0 486 111 Medium 29 \n161 2.93 143 21 5 81 160 Medium 67 \n162 3.63 122 74 0 424 149 Medium 51 \n163 5.68 130 64 0 40 106 Bad 39 \n164 8.22 148 64 0 58 141 Medium 27 \n165 0.37 147 58 7 100 191 Bad 27 \n166 6.71 119 67 17 151 137 Medium 55 \n167 6.71 106 73 0 216 93 Medium 60 \n168 7.30 129 89 0 425 117 Medium 45 \n169 11.48 104 41 15 492 77 Good 73 \n170 8.01 128 39 12 356 118 Medium 71 \n171 12.49 93 106 12 416 55 Medium 75 \n172 9.03 104 102 13 123 110 Good 35 \n173 6.38 135 91 5 207 128 Medium 66 \n174 0.00 139 24 0 358 185 Medium 79 \n175 7.54 115 89 0 38 122 Medium 25 \n176 5.61 138 107 9 480 154 Medium 47 \n177 10.48 138 72 0 148 94 Medium 27 \n178 10.66 104 71 14 89 81 Medium 25 \n179 7.78 144 25 3 70 116 Medium 77 \n180 4.94 137 112 15 434 149 Bad 66 \n181 7.43 121 83 0 79 91 Medium 68 \n182 4.74 137 60 4 230 140 Bad 25 \n183 5.32 118 74 6 426 102 Medium 80 \n184 9.95 132 33 7 35 97 Medium 60 \n185 10.07 130 100 11 449 107 Medium 64 \n186 8.68 120 51 0 93 86 Medium 46 \n187 6.03 117 32 0 142 96 Bad 62 \n188 8.07 116 37 0 426 90 Medium 76 \n189 12.11 118 117 18 509 104 Medium 26 \n190 8.79 130 37 13 297 101 Medium 37 \n191 6.67 156 42 13 170 173 Good 74 \n192 7.56 108 26 0 408 93 Medium 56 \n193 13.28 139 70 7 71 96 Good 61 \n194 7.23 112 98 18 481 128 Medium 45 \n195 4.19 117 93 4 420 112 Bad 66 \n196 4.10 130 28 6 410 133 Bad 72 \n197 2.52 124 61 0 333 138 Medium 76 \n198 3.62 112 80 5 500 128 Medium 69 \n199 6.42 122 88 5 335 126 Medium 64 \n200 5.56 144 92 0 349 146 Medium 62 \n201 5.94 138 83 0 139 134 Medium 54 \n202 4.10 121 78 4 413 130 Bad 46 \n203 2.05 131 82 0 132 157 Bad 25 \n204 8.74 155 80 0 237 124 Medium 37 \n205 5.68 113 22 1 317 132 Medium 28 \n206 4.97 162 67 0 27 160 Medium 77 \n207 8.19 111 105 0 466 97 Bad 61 \n208 7.78 86 54 0 497 64 Bad 33 \n209 3.02 98 21 11 326 90 Bad 76 \n210 4.36 125 41 2 357 123 Bad 47 \n211 9.39 117 118 14 445 120 Medium 32 \n212 12.04 145 69 19 501 105 Medium 45 \n213 8.23 149 84 5 220 139 Medium 33 \n214 4.83 115 115 3 48 107 Medium 73 \n215 2.34 116 83 15 170 144 Bad 71 \n216 5.73 141 33 0 243 144 Medium 34 \n217 4.34 106 44 0 481 111 Medium 70 \n218 9.70 138 61 12 156 120 Medium 25 \n219 10.62 116 79 19 359 116 Good 58 \n220 10.59 131 120 15 262 124 Medium 30 \n221 6.43 124 44 0 125 107 Medium 80 \n222 7.49 136 119 6 178 145 Medium 35 \n223 3.45 110 45 9 276 125 Medium 62 \n224 4.10 134 82 0 464 141 Medium 48 \n225 6.68 107 25 0 412 82 Bad 36 \n226 7.80 119 33 0 245 122 Good 56 \n227 8.69 113 64 10 68 101 Medium 57 \n228 5.40 149 73 13 381 163 Bad 26 \n229 11.19 98 104 0 404 72 Medium 27 \n230 5.16 115 60 0 119 114 Bad 38 \n231 8.09 132 69 0 123 122 Medium 27 \n232 13.14 137 80 10 24 105 Good 61 \n233 8.65 123 76 18 218 120 Medium 29 \n234 9.43 115 62 11 289 129 Good 56 \n235 5.53 126 32 8 95 132 Medium 50 \n236 9.32 141 34 16 361 108 Medium 69 \n237 9.62 151 28 8 499 135 Medium 48 \n238 7.36 121 24 0 200 133 Good 73 \n239 3.89 123 105 0 149 118 Bad 62 \n240 10.31 159 80 0 362 121 Medium 26 \n241 12.01 136 63 0 160 94 Medium 38 \n242 4.68 124 46 0 199 135 Medium 52 \n243 7.82 124 25 13 87 110 Medium 57 \n244 8.78 130 30 0 391 100 Medium 26 \n245 10.00 114 43 0 199 88 Good 57 \n246 6.90 120 56 20 266 90 Bad 78 \n247 5.04 123 114 0 298 151 Bad 34 \n248 5.36 111 52 0 12 101 Medium 61 \n249 5.05 125 67 0 86 117 Bad 65 \n250 9.16 137 105 10 435 156 Good 72 \n251 3.72 139 111 5 310 132 Bad 62 \n252 8.31 133 97 0 70 117 Medium 32 \n253 5.64 124 24 5 288 122 Medium 57 \n254 9.58 108 104 23 353 129 Good 37 \n255 7.71 123 81 8 198 81 Bad 80 \n256 4.20 147 40 0 277 144 Medium 73 \n257 8.67 125 62 14 477 112 Medium 80 \n258 3.47 108 38 0 251 81 Bad 72 \n259 5.12 123 36 10 467 100 Bad 74 \n260 7.67 129 117 8 400 101 Bad 36 \n261 5.71 121 42 4 188 118 Medium 54 \n262 6.37 120 77 15 86 132 Medium 48 \n263 7.77 116 26 6 434 115 Medium 25 \n264 6.95 128 29 5 324 159 Good 31 \n265 5.31 130 35 10 402 129 Bad 39 \n266 9.10 128 93 12 343 112 Good 73 \n267 5.83 134 82 7 473 112 Bad 51 \n268 6.53 123 57 0 66 105 Medium 39 \n269 5.01 159 69 0 438 166 Medium 46 \n270 11.99 119 26 0 284 89 Good 26 \n271 4.55 111 56 0 504 110 Medium 62 \n272 12.98 113 33 0 14 63 Good 38 \n273 10.04 116 106 8 244 86 Medium 58 \n274 7.22 135 93 2 67 119 Medium 34 \n275 6.67 107 119 11 210 132 Medium 53 \n276 6.93 135 69 14 296 130 Medium 73 \n277 7.80 136 48 12 326 125 Medium 36 \n278 7.22 114 113 2 129 151 Good 40 \n279 3.42 141 57 13 376 158 Medium 64 \n280 2.86 121 86 10 496 145 Bad 51 \n281 11.19 122 69 7 303 105 Good 45 \n282 7.74 150 96 0 80 154 Good 61 \n283 5.36 135 110 0 112 117 Medium 80 \n284 6.97 106 46 11 414 96 Bad 79 \n285 7.60 146 26 11 261 131 Medium 39 \n286 7.53 117 118 11 429 113 Medium 67 \n287 6.88 95 44 4 208 72 Bad 44 \n288 6.98 116 40 0 74 97 Medium 76 \n289 8.75 143 77 25 448 156 Medium 43 \n290 9.49 107 111 14 400 103 Medium 41 \n291 6.64 118 70 0 106 89 Bad 39 \n292 11.82 113 66 16 322 74 Good 76 \n293 11.28 123 84 0 74 89 Good 59 \n294 12.66 148 76 3 126 99 Good 60 \n295 4.21 118 35 14 502 137 Medium 79 \n296 8.21 127 44 13 160 123 Good 63 \n297 3.07 118 83 13 276 104 Bad 75 \n298 10.98 148 63 0 312 130 Good 63 \n299 9.40 135 40 17 497 96 Medium 54 \n300 8.57 116 78 1 158 99 Medium 45 \n301 7.41 99 93 0 198 87 Medium 57 \n302 5.28 108 77 13 388 110 Bad 74 \n303 10.01 133 52 16 290 99 Medium 43 \n304 11.93 123 98 12 408 134 Good 29 \n305 8.03 115 29 26 394 132 Medium 33 \n306 4.78 131 32 1 85 133 Medium 48 \n307 5.90 138 92 0 13 120 Bad 61 \n308 9.24 126 80 19 436 126 Medium 52 \n309 11.18 131 111 13 33 80 Bad 68 \n310 9.53 175 65 29 419 166 Medium 53 \n311 6.15 146 68 12 328 132 Bad 51 \n312 6.80 137 117 5 337 135 Bad 38 \n313 9.33 103 81 3 491 54 Medium 66 \n314 7.72 133 33 10 333 129 Good 71 \n315 6.39 131 21 8 220 171 Good 29 \n316 15.63 122 36 5 369 72 Good 35 \n317 6.41 142 30 0 472 136 Good 80 \n318 10.08 116 72 10 456 130 Good 41 \n319 6.97 127 45 19 459 129 Medium 57 \n320 5.86 136 70 12 171 152 Medium 44 \n321 7.52 123 39 5 499 98 Medium 34 \n322 9.16 140 50 10 300 139 Good 60 \n323 10.36 107 105 18 428 103 Medium 34 \n324 2.66 136 65 4 133 150 Bad 53 \n325 11.70 144 69 11 131 104 Medium 47 \n326 4.69 133 30 0 152 122 Medium 53 \n327 6.23 112 38 17 316 104 Medium 80 \n328 3.15 117 66 1 65 111 Bad 55 \n329 11.27 100 54 9 433 89 Good 45 \n330 4.99 122 59 0 501 112 Bad 32 \n331 10.10 135 63 15 213 134 Medium 32 \n332 5.74 106 33 20 354 104 Medium 61 \n333 5.87 136 60 7 303 147 Medium 41 \n334 7.63 93 117 9 489 83 Bad 42 \n335 6.18 120 70 15 464 110 Medium 72 \n336 5.17 138 35 6 60 143 Bad 28 \n337 8.61 130 38 0 283 102 Medium 80 \n338 5.97 112 24 0 164 101 Medium 45 \n339 11.54 134 44 4 219 126 Good 44 \n340 7.50 140 29 0 105 91 Bad 43 \n341 7.38 98 120 0 268 93 Medium 72 \n342 7.81 137 102 13 422 118 Medium 71 \n343 5.99 117 42 10 371 121 Bad 26 \n344 8.43 138 80 0 108 126 Good 70 \n345 4.81 121 68 0 279 149 Good 79 \n346 8.97 132 107 0 144 125 Medium 33 \n347 6.88 96 39 0 161 112 Good 27 \n348 12.57 132 102 20 459 107 Good 49 \n349 9.32 134 27 18 467 96 Medium 49 \n350 8.64 111 101 17 266 91 Medium 63 \n351 10.44 124 115 16 458 105 Medium 62 \n352 13.44 133 103 14 288 122 Good 61 \n353 9.45 107 67 12 430 92 Medium 35 \n354 5.30 133 31 1 80 145 Medium 42 \n355 7.02 130 100 0 306 146 Good 42 \n356 3.58 142 109 0 111 164 Good 72 \n357 13.36 103 73 3 276 72 Medium 34 \n358 4.17 123 96 10 71 118 Bad 69 \n359 3.13 130 62 11 396 130 Bad 66 \n360 8.77 118 86 7 265 114 Good 52 \n361 8.68 131 25 10 183 104 Medium 56 \n362 5.25 131 55 0 26 110 Bad 79 \n363 10.26 111 75 1 377 108 Good 25 \n364 10.50 122 21 16 488 131 Good 30 \n365 6.53 154 30 0 122 162 Medium 57 \n366 5.98 124 56 11 447 134 Medium 53 \n367 14.37 95 106 0 256 53 Good 52 \n368 10.71 109 22 10 348 79 Good 74 \n369 10.26 135 100 22 463 122 Medium 36 \n370 7.68 126 41 22 403 119 Bad 42 \n371 9.08 152 81 0 191 126 Medium 54 \n372 7.80 121 50 0 508 98 Medium 65 \n373 5.58 137 71 0 402 116 Medium 78 \n374 9.44 131 47 7 90 118 Medium 47 \n375 7.90 132 46 4 206 124 Medium 73 \n376 16.27 141 60 19 319 92 Good 44 \n377 6.81 132 61 0 263 125 Medium 41 \n378 6.11 133 88 3 105 119 Medium 79 \n379 5.81 125 111 0 404 107 Bad 54 \n380 9.64 106 64 10 17 89 Medium 68 \n381 3.90 124 65 21 496 151 Bad 77 \n382 4.95 121 28 19 315 121 Medium 66 \n383 9.35 98 117 0 76 68 Medium 63 \n384 12.85 123 37 15 348 112 Good 28 \n385 5.87 131 73 13 455 132 Medium 62 \n386 5.32 152 116 0 170 160 Medium 39 \n387 8.67 142 73 14 238 115 Medium 73 \n388 8.14 135 89 11 245 78 Bad 79 \n389 8.44 128 42 8 328 107 Medium 35 \n390 5.47 108 75 9 61 111 Medium 67 \n391 6.10 153 63 0 49 124 Bad 56 \n392 4.53 129 42 13 315 130 Bad 34 \n393 5.57 109 51 10 26 120 Medium 30 \n394 5.35 130 58 19 366 139 Bad 33 \n395 12.57 138 108 17 203 128 Good 33 \n396 6.14 139 23 3 37 120 Medium 55 \n397 7.41 162 26 12 368 159 Medium 40 \n398 5.94 100 79 7 284 95 Bad 50 \n399 9.71 134 37 0 27 120 Good 49 \n\n Education Urban US \n0 17 Yes Yes \n1 10 Yes Yes \n2 12 Yes Yes \n3 14 Yes Yes \n4 13 Yes No \n5 16 No Yes \n6 15 Yes No \n7 10 Yes Yes \n8 10 No No \n9 17 No Yes \n10 10 No Yes \n11 13 Yes Yes \n12 18 Yes No \n13 18 Yes Yes \n14 18 Yes Yes \n15 18 No No \n16 13 Yes No \n17 10 Yes Yes \n18 17 No Yes \n19 12 Yes Yes \n20 18 Yes Yes \n21 18 No Yes \n22 13 Yes No \n23 10 Yes No \n24 12 Yes Yes \n25 11 No No \n26 11 No Yes \n27 17 Yes No \n28 11 Yes Yes \n29 17 Yes Yes \n30 12 Yes No \n31 18 Yes Yes \n32 10 No Yes \n33 16 Yes Yes \n34 17 Yes Yes \n35 17 No Yes \n36 18 No No \n37 10 Yes Yes \n38 15 Yes No \n39 10 No No \n40 17 No No \n41 16 Yes No \n42 18 Yes No \n43 13 Yes Yes \n44 13 Yes Yes \n45 12 Yes Yes \n46 15 No Yes \n47 16 Yes No \n48 18 Yes No \n49 17 Yes No \n50 16 Yes Yes \n51 16 Yes No \n52 18 Yes Yes \n53 17 Yes Yes \n54 17 No Yes \n55 18 Yes Yes \n56 17 Yes No \n57 11 Yes No \n58 16 Yes Yes \n59 13 Yes No \n60 13 Yes Yes \n61 13 No No \n62 17 Yes Yes \n63 13 Yes Yes \n64 16 No Yes \n65 13 No No \n66 18 Yes No \n67 16 Yes Yes \n68 13 Yes Yes \n69 12 Yes No \n70 12 Yes Yes \n71 17 No Yes \n72 15 Yes No \n73 11 No Yes \n74 13 No Yes \n75 16 No Yes \n76 15 Yes Yes \n77 18 No Yes \n78 12 Yes Yes \n79 13 Yes No \n80 11 Yes Yes \n81 13 Yes No \n82 17 Yes Yes \n83 11 Yes Yes \n84 18 No No \n85 13 No No \n86 15 Yes No \n87 16 No Yes \n88 10 Yes Yes \n89 16 No No \n90 11 No No \n91 15 Yes Yes \n92 12 Yes No \n93 17 Yes No \n94 11 Yes Yes \n95 13 Yes Yes \n96 16 No Yes \n97 16 Yes Yes \n98 16 No Yes \n99 16 No Yes \n100 12 No Yes \n101 18 Yes No \n102 16 No No \n103 17 Yes Yes \n104 12 Yes No \n105 11 Yes Yes \n106 18 No No \n107 12 Yes No \n108 16 Yes No \n109 17 No No \n110 14 Yes Yes \n111 14 Yes Yes \n112 12 Yes Yes \n113 12 Yes Yes \n114 13 Yes Yes \n115 13 Yes No \n116 10 No No \n117 12 Yes No \n118 11 Yes Yes \n119 12 Yes Yes \n120 13 Yes Yes \n121 10 Yes Yes \n122 10 Yes Yes \n123 15 No Yes \n124 14 Yes No \n125 15 No No \n126 16 Yes Yes \n127 14 Yes Yes \n128 13 Yes Yes \n129 10 No Yes \n130 12 Yes Yes \n131 16 Yes No \n132 10 Yes Yes \n133 12 Yes Yes \n134 16 Yes No \n135 18 No Yes \n136 18 No No \n137 11 Yes No \n138 10 Yes Yes \n139 13 No Yes \n140 18 Yes Yes \n141 15 Yes No \n142 15 Yes No \n143 17 Yes Yes \n144 11 No No \n145 17 Yes Yes \n146 14 Yes No \n147 16 No Yes \n148 14 No Yes \n149 11 Yes Yes \n150 10 No Yes \n151 17 No Yes \n152 13 No No \n153 17 No Yes \n154 16 No Yes \n155 16 Yes No \n156 16 Yes No \n157 13 No Yes \n158 10 No Yes \n159 18 No No \n160 12 No No \n161 12 No Yes \n162 13 Yes No \n163 17 No No \n164 13 No Yes \n165 15 Yes Yes \n166 11 Yes Yes \n167 13 Yes No \n168 10 Yes No \n169 18 Yes Yes \n170 10 Yes Yes \n171 15 Yes Yes \n172 16 Yes Yes \n173 18 Yes Yes \n174 15 No No \n175 12 Yes No \n176 11 No Yes \n177 17 Yes Yes \n178 14 No Yes \n179 18 Yes Yes \n180 13 Yes Yes \n181 11 Yes No \n182 13 Yes No \n183 18 Yes Yes \n184 11 No Yes \n185 10 Yes Yes \n186 17 No No \n187 17 Yes No \n188 15 Yes No \n189 15 No Yes \n190 13 No Yes \n191 14 Yes Yes \n192 14 No No \n193 10 Yes Yes \n194 11 Yes Yes \n195 11 Yes Yes \n196 16 Yes Yes \n197 16 Yes No \n198 10 Yes Yes \n199 14 Yes Yes \n200 12 No No \n201 18 Yes No \n202 10 No Yes \n203 14 Yes No \n204 14 Yes No \n205 12 Yes No \n206 17 Yes Yes \n207 10 No No \n208 12 Yes No \n209 11 No Yes \n210 14 No Yes \n211 15 Yes Yes \n212 11 Yes Yes \n213 10 Yes Yes \n214 18 Yes Yes \n215 11 Yes Yes \n216 17 Yes No \n217 14 No No \n218 14 Yes Yes \n219 17 Yes Yes \n220 10 Yes Yes \n221 11 Yes No \n222 13 Yes Yes \n223 14 Yes Yes \n224 13 No No \n225 14 Yes No \n226 14 Yes No \n227 16 Yes Yes \n228 11 No Yes \n229 18 No No \n230 14 No No \n231 11 No No \n232 15 Yes Yes \n233 14 No Yes \n234 16 No Yes \n235 17 Yes Yes \n236 10 Yes Yes \n237 10 Yes Yes \n238 13 Yes No \n239 16 Yes Yes \n240 18 Yes No \n241 12 Yes No \n242 14 No No \n243 10 Yes Yes \n244 18 Yes No \n245 10 No Yes \n246 18 Yes Yes \n247 16 Yes No \n248 11 Yes Yes \n249 11 Yes No \n250 14 Yes Yes \n251 13 Yes Yes \n252 16 Yes No \n253 12 No Yes \n254 17 Yes Yes \n255 15 Yes Yes \n256 10 Yes No \n257 13 Yes Yes \n258 14 No No \n259 11 No Yes \n260 10 Yes Yes \n261 15 Yes Yes \n262 18 Yes Yes \n263 17 Yes Yes \n264 15 Yes Yes \n265 17 Yes Yes \n266 17 No Yes \n267 12 No Yes \n268 11 Yes No \n269 17 Yes No \n270 10 Yes No \n271 16 Yes No \n272 12 Yes No \n273 12 Yes Yes \n274 11 Yes Yes \n275 11 Yes Yes \n276 15 Yes Yes \n277 16 Yes Yes \n278 15 No Yes \n279 18 Yes Yes \n280 10 Yes Yes \n281 16 No Yes \n282 11 Yes No \n283 16 No No \n284 17 No No \n285 10 Yes Yes \n286 18 No Yes \n287 17 Yes Yes \n288 15 No No \n289 17 Yes Yes \n290 11 No Yes \n291 17 Yes No \n292 15 Yes Yes \n293 10 Yes No \n294 11 Yes Yes \n295 10 No Yes \n296 18 Yes Yes \n297 10 Yes Yes \n298 15 Yes No \n299 17 No Yes \n300 11 Yes Yes \n301 16 Yes Yes \n302 14 Yes Yes \n303 11 Yes Yes \n304 10 Yes Yes \n305 13 Yes Yes \n306 12 Yes Yes \n307 12 Yes No \n308 10 Yes Yes \n309 18 Yes Yes \n310 12 Yes Yes \n311 14 Yes Yes \n312 10 Yes Yes \n313 13 Yes No \n314 14 Yes Yes \n315 14 Yes Yes \n316 10 Yes Yes \n317 15 No No \n318 14 No Yes \n319 11 No Yes \n320 18 Yes Yes \n321 15 Yes No \n322 15 Yes Yes \n323 12 Yes Yes \n324 13 Yes Yes \n325 11 Yes Yes \n326 17 Yes No \n327 16 Yes Yes \n328 11 Yes Yes \n329 12 Yes Yes \n330 14 No No \n331 10 Yes Yes \n332 12 Yes Yes \n333 10 Yes Yes \n334 13 Yes Yes \n335 15 Yes Yes \n336 18 Yes No \n337 15 Yes No \n338 11 Yes No \n339 15 Yes Yes \n340 16 Yes No \n341 10 No No \n342 10 No Yes \n343 14 Yes Yes \n344 13 No Yes \n345 12 Yes No \n346 13 No No \n347 14 No No \n348 11 Yes Yes \n349 14 No Yes \n350 17 No Yes \n351 16 No Yes \n352 17 Yes Yes \n353 12 No Yes \n354 18 Yes Yes \n355 11 Yes No \n356 12 Yes No \n357 15 Yes Yes \n358 11 Yes Yes \n359 14 Yes Yes \n360 15 No Yes \n361 15 No Yes \n362 12 Yes Yes \n363 12 Yes No \n364 14 Yes Yes \n365 17 No No \n366 12 No Yes \n367 17 Yes No \n368 14 No Yes \n369 14 Yes Yes \n370 12 Yes Yes \n371 16 Yes No \n372 11 No No \n373 17 Yes No \n374 12 Yes Yes \n375 11 Yes No \n376 11 Yes Yes \n377 12 No No \n378 12 Yes Yes \n379 15 Yes No \n380 17 Yes Yes \n381 13 Yes Yes \n382 14 Yes Yes \n383 10 Yes No \n384 12 Yes Yes \n385 17 Yes Yes \n386 16 Yes No \n387 14 No Yes \n388 16 Yes Yes \n389 12 Yes Yes \n390 12 Yes Yes \n391 16 Yes No \n392 13 Yes Yes \n393 17 No Yes \n394 16 Yes Yes \n395 14 Yes Yes \n396 11 No Yes \n397 18 Yes Yes \n398 12 Yes Yes \n399 16 Yes Yes " | |
| }, | |
| "execution_count": 240, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.712088Z", | |
| "start_time": "2023-02-27T06:43:06.668230Z" | |
| }, | |
| "scrolled": false, | |
| "trusted": false | |
| }, | |
| "id": "0a4f0cdc", | |
| "cell_type": "code", | |
| "source": "data.describe()", | |
| "execution_count": 241, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Sales</th>\n <th>CompPrice</th>\n <th>Income</th>\n <th>Advertising</th>\n <th>Population</th>\n <th>Price</th>\n <th>Age</th>\n <th>Education</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td>400.000000</td>\n <td>400.000000</td>\n <td>400.000000</td>\n <td>400.000000</td>\n <td>400.000000</td>\n <td>400.000000</td>\n <td>400.000000</td>\n <td>400.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td>7.496325</td>\n <td>124.975000</td>\n <td>68.657500</td>\n <td>6.635000</td>\n <td>264.840000</td>\n <td>115.795000</td>\n <td>53.322500</td>\n <td>13.900000</td>\n </tr>\n <tr>\n <th>std</th>\n <td>2.824115</td>\n <td>15.334512</td>\n <td>27.986037</td>\n <td>6.650364</td>\n <td>147.376436</td>\n <td>23.676664</td>\n <td>16.200297</td>\n <td>2.620528</td>\n </tr>\n <tr>\n <th>min</th>\n <td>0.000000</td>\n <td>77.000000</td>\n <td>21.000000</td>\n <td>0.000000</td>\n <td>10.000000</td>\n <td>24.000000</td>\n <td>25.000000</td>\n <td>10.000000</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>5.390000</td>\n <td>115.000000</td>\n <td>42.750000</td>\n <td>0.000000</td>\n <td>139.000000</td>\n <td>100.000000</td>\n <td>39.750000</td>\n <td>12.000000</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>7.490000</td>\n <td>125.000000</td>\n <td>69.000000</td>\n <td>5.000000</td>\n <td>272.000000</td>\n <td>117.000000</td>\n <td>54.500000</td>\n <td>14.000000</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>9.320000</td>\n <td>135.000000</td>\n <td>91.000000</td>\n <td>12.000000</td>\n <td>398.500000</td>\n <td>131.000000</td>\n <td>66.000000</td>\n <td>16.000000</td>\n </tr>\n <tr>\n <th>max</th>\n <td>16.270000</td>\n <td>175.000000</td>\n <td>120.000000</td>\n <td>29.000000</td>\n <td>509.000000</td>\n <td>191.000000</td>\n <td>80.000000</td>\n <td>18.000000</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": " Sales CompPrice Income Advertising Population \\\ncount 400.000000 400.000000 400.000000 400.000000 400.000000 \nmean 7.496325 124.975000 68.657500 6.635000 264.840000 \nstd 2.824115 15.334512 27.986037 6.650364 147.376436 \nmin 0.000000 77.000000 21.000000 0.000000 10.000000 \n25% 5.390000 115.000000 42.750000 0.000000 139.000000 \n50% 7.490000 125.000000 69.000000 5.000000 272.000000 \n75% 9.320000 135.000000 91.000000 12.000000 398.500000 \nmax 16.270000 175.000000 120.000000 29.000000 509.000000 \n\n Price Age Education \ncount 400.000000 400.000000 400.000000 \nmean 115.795000 53.322500 13.900000 \nstd 23.676664 16.200297 2.620528 \nmin 24.000000 25.000000 10.000000 \n25% 100.000000 39.750000 12.000000 \n50% 117.000000 54.500000 14.000000 \n75% 131.000000 66.000000 16.000000 \nmax 191.000000 80.000000 18.000000 " | |
| }, | |
| "execution_count": 241, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.728034Z", | |
| "start_time": "2023-02-27T06:43:06.716077Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "b6a5fd28", | |
| "cell_type": "code", | |
| "source": "pd.set_option(\"display.max_rows\",None)", | |
| "execution_count": 242, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.743988Z", | |
| "start_time": "2023-02-27T06:43:06.729027Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "c6d518b0", | |
| "cell_type": "code", | |
| "source": "data['Sales']", | |
| "execution_count": 243, | |
| "outputs": [ | |
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| "data": { | |
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| }, | |
| "execution_count": 243, | |
| "metadata": {}, | |
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| "end_time": "2023-02-27T06:43:06.759928Z", | |
| "start_time": "2023-02-27T06:43:06.745970Z" | |
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| "id": "eb987875", | |
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| "source": "data.info()", | |
| "execution_count": 244, | |
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| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 400 entries, 0 to 399\nData columns (total 11 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 Sales 400 non-null float64\n 1 CompPrice 400 non-null int64 \n 2 Income 400 non-null int64 \n 3 Advertising 400 non-null int64 \n 4 Population 400 non-null int64 \n 5 Price 400 non-null int64 \n 6 ShelveLoc 400 non-null object \n 7 Age 400 non-null int64 \n 8 Education 400 non-null int64 \n 9 Urban 400 non-null object \n 10 US 400 non-null object \ndtypes: float64(1), int64(7), object(3)\nmemory usage: 34.5+ KB\n" | |
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| "end_time": "2023-02-27T06:43:06.774875Z", | |
| "start_time": "2023-02-27T06:43:06.760926Z" | |
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| "id": "19b50393", | |
| "cell_type": "code", | |
| "source": "sale=pd.cut(data['Sales'],bins=[-1,7.49,17.27],labels=['low sales','high sales'])\nsale", | |
| "execution_count": 245, | |
| "outputs": [ | |
| { | |
| "data": { | |
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sales\n199 low sales\n200 low sales\n201 low sales\n202 low sales\n203 low sales\n204 high sales\n205 low sales\n206 low sales\n207 high sales\n208 high sales\n209 low sales\n210 low sales\n211 high sales\n212 high sales\n213 high sales\n214 low sales\n215 low sales\n216 low sales\n217 low sales\n218 high sales\n219 high sales\n220 high sales\n221 low sales\n222 low sales\n223 low sales\n224 low sales\n225 low sales\n226 high sales\n227 high sales\n228 low sales\n229 high sales\n230 low sales\n231 high sales\n232 high sales\n233 high sales\n234 high sales\n235 low sales\n236 high sales\n237 high sales\n238 low sales\n239 low sales\n240 high sales\n241 high sales\n242 low sales\n243 high sales\n244 high sales\n245 high sales\n246 low sales\n247 low sales\n248 low sales\n249 low sales\n250 high sales\n251 low sales\n252 high sales\n253 low sales\n254 high sales\n255 high sales\n256 low sales\n257 high sales\n258 low sales\n259 low sales\n260 high sales\n261 low sales\n262 low sales\n263 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sales\n392 low sales\n393 low sales\n394 low sales\n395 high sales\n396 low sales\n397 low sales\n398 low sales\n399 high sales\nName: Sales, dtype: category\nCategories (2, object): ['low sales' < 'high sales']" | |
| }, | |
| "execution_count": 245, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
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| { | |
| "metadata": { | |
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| "end_time": "2023-02-27T06:43:06.789824Z", | |
| "start_time": "2023-02-27T06:43:06.776868Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "c18e1d87", | |
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| "source": "sale.value_counts()", | |
| "execution_count": 246, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "low sales 201\nhigh sales 199\nName: Sales, dtype: int64" | |
| }, | |
| "execution_count": 246, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
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| { | |
| "metadata": { | |
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| "end_time": "2023-02-27T06:43:06.804773Z", | |
| "start_time": "2023-02-27T06:43:06.791817Z" | |
| }, | |
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| }, | |
| "id": "e5184db8", | |
| "cell_type": "code", | |
| "source": "data['Sales']=sale", | |
| "execution_count": 247, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.882623Z", | |
| "start_time": "2023-02-27T06:43:06.807766Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "c7ed1f02", | |
| "cell_type": "code", | |
| "source": "data", | |
| "execution_count": 248, | |
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| "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>Sales</th>\n <th>CompPrice</th>\n <th>Income</th>\n <th>Advertising</th>\n <th>Population</th>\n <th>Price</th>\n <th>ShelveLoc</th>\n <th>Age</th>\n <th>Education</th>\n <th>Urban</th>\n <th>US</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>high sales</td>\n <td>138</td>\n <td>73</td>\n <td>11</td>\n <td>276</td>\n <td>120</td>\n <td>Bad</td>\n <td>42</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>1</th>\n <td>high sales</td>\n <td>111</td>\n <td>48</td>\n <td>16</td>\n <td>260</td>\n <td>83</td>\n <td>Good</td>\n <td>65</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>2</th>\n <td>high sales</td>\n <td>113</td>\n <td>35</td>\n <td>10</td>\n <td>269</td>\n <td>80</td>\n <td>Medium</td>\n <td>59</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>3</th>\n <td>low sales</td>\n <td>117</td>\n <td>100</td>\n <td>4</td>\n <td>466</td>\n <td>97</td>\n <td>Medium</td>\n <td>55</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>4</th>\n <td>low sales</td>\n <td>141</td>\n <td>64</td>\n <td>3</td>\n <td>340</td>\n <td>128</td>\n <td>Bad</td>\n <td>38</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>5</th>\n <td>high sales</td>\n <td>124</td>\n <td>113</td>\n <td>13</td>\n <td>501</td>\n <td>72</td>\n <td>Bad</td>\n <td>78</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>6</th>\n <td>low sales</td>\n <td>115</td>\n <td>105</td>\n <td>0</td>\n <td>45</td>\n <td>108</td>\n <td>Medium</td>\n <td>71</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>7</th>\n <td>high sales</td>\n <td>136</td>\n <td>81</td>\n <td>15</td>\n <td>425</td>\n <td>120</td>\n <td>Good</td>\n <td>67</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>8</th>\n <td>low sales</td>\n <td>132</td>\n <td>110</td>\n <td>0</td>\n <td>108</td>\n <td>124</td>\n <td>Medium</td>\n <td>76</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>9</th>\n <td>low sales</td>\n <td>132</td>\n <td>113</td>\n <td>0</td>\n <td>131</td>\n <td>124</td>\n <td>Medium</td>\n <td>76</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>10</th>\n <td>high sales</td>\n <td>121</td>\n <td>78</td>\n <td>9</td>\n <td>150</td>\n <td>100</td>\n <td>Bad</td>\n <td>26</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>11</th>\n <td>high sales</td>\n <td>117</td>\n <td>94</td>\n <td>4</td>\n <td>503</td>\n <td>94</td>\n <td>Good</td>\n <td>50</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>12</th>\n <td>low sales</td>\n <td>122</td>\n <td>35</td>\n <td>2</td>\n <td>393</td>\n <td>136</td>\n <td>Medium</td>\n <td>62</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>13</th>\n <td>high sales</td>\n <td>115</td>\n <td>28</td>\n <td>11</td>\n <td>29</td>\n <td>86</td>\n <td>Good</td>\n <td>53</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>14</th>\n <td>high sales</td>\n <td>107</td>\n <td>117</td>\n <td>11</td>\n <td>148</td>\n <td>118</td>\n <td>Good</td>\n <td>52</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>15</th>\n <td>high sales</td>\n <td>149</td>\n <td>95</td>\n <td>5</td>\n <td>400</td>\n <td>144</td>\n <td>Medium</td>\n <td>76</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>16</th>\n <td>high sales</td>\n <td>118</td>\n <td>32</td>\n <td>0</td>\n <td>284</td>\n <td>110</td>\n <td>Good</td>\n <td>63</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>17</th>\n <td>high sales</td>\n <td>147</td>\n <td>74</td>\n <td>13</td>\n <td>251</td>\n <td>131</td>\n <td>Good</td>\n <td>52</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>18</th>\n <td>high sales</td>\n <td>110</td>\n <td>110</td>\n <td>0</td>\n <td>408</td>\n <td>68</td>\n <td>Good</td>\n <td>46</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>19</th>\n <td>high sales</td>\n <td>129</td>\n <td>76</td>\n <td>16</td>\n <td>58</td>\n <td>121</td>\n <td>Medium</td>\n <td>69</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>20</th>\n <td>low sales</td>\n <td>125</td>\n <td>90</td>\n <td>2</td>\n <td>367</td>\n <td>131</td>\n <td>Medium</td>\n <td>35</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>21</th>\n <td>high sales</td>\n <td>134</td>\n <td>29</td>\n <td>12</td>\n <td>239</td>\n <td>109</td>\n <td>Good</td>\n <td>62</td>\n <td>18</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>22</th>\n <td>low sales</td>\n <td>128</td>\n <td>46</td>\n <td>6</td>\n <td>497</td>\n <td>138</td>\n <td>Medium</td>\n <td>42</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>23</th>\n <td>low sales</td>\n <td>121</td>\n <td>31</td>\n <td>0</td>\n <td>292</td>\n <td>109</td>\n <td>Medium</td>\n <td>79</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>24</th>\n <td>high sales</td>\n <td>145</td>\n <td>119</td>\n <td>16</td>\n <td>294</td>\n <td>113</td>\n <td>Bad</td>\n <td>42</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>25</th>\n <td>high sales</td>\n <td>139</td>\n <td>32</td>\n <td>0</td>\n <td>176</td>\n <td>82</td>\n <td>Good</td>\n <td>54</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>26</th>\n <td>high sales</td>\n <td>107</td>\n <td>115</td>\n <td>11</td>\n <td>496</td>\n <td>131</td>\n <td>Good</td>\n <td>50</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>27</th>\n <td>low sales</td>\n <td>98</td>\n <td>118</td>\n <td>0</td>\n <td>19</td>\n <td>107</td>\n <td>Medium</td>\n <td>64</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>28</th>\n <td>low sales</td>\n <td>103</td>\n <td>74</td>\n <td>0</td>\n <td>359</td>\n <td>97</td>\n <td>Bad</td>\n <td>55</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>29</th>\n <td>high sales</td>\n <td>104</td>\n <td>99</td>\n <td>15</td>\n <td>226</td>\n <td>102</td>\n <td>Bad</td>\n <td>58</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>30</th>\n <td>high sales</td>\n <td>125</td>\n <td>94</td>\n <td>0</td>\n <td>447</td>\n <td>89</td>\n <td>Good</td>\n <td>30</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>31</th>\n <td>high sales</td>\n <td>136</td>\n <td>58</td>\n <td>16</td>\n <td>241</td>\n <td>131</td>\n <td>Medium</td>\n <td>44</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>32</th>\n <td>low sales</td>\n <td>107</td>\n <td>32</td>\n <td>12</td>\n <td>236</td>\n <td>137</td>\n <td>Good</td>\n <td>64</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>33</th>\n <td>high sales</td>\n <td>114</td>\n <td>38</td>\n <td>13</td>\n <td>317</td>\n <td>128</td>\n <td>Good</td>\n <td>50</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>34</th>\n <td>low sales</td>\n <td>115</td>\n <td>54</td>\n <td>0</td>\n <td>406</td>\n <td>128</td>\n <td>Medium</td>\n <td>42</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>35</th>\n <td>high sales</td>\n <td>131</td>\n <td>84</td>\n <td>11</td>\n <td>29</td>\n <td>96</td>\n <td>Medium</td>\n <td>44</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>36</th>\n <td>high sales</td>\n <td>122</td>\n <td>76</td>\n <td>0</td>\n <td>270</td>\n <td>100</td>\n <td>Good</td>\n <td>60</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>37</th>\n <td>low sales</td>\n <td>121</td>\n <td>41</td>\n <td>5</td>\n <td>412</td>\n <td>110</td>\n <td>Medium</td>\n <td>54</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>38</th>\n <td>low sales</td>\n <td>109</td>\n <td>73</td>\n <td>0</td>\n <td>454</td>\n <td>102</td>\n <td>Medium</td>\n <td>65</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>39</th>\n <td>low sales</td>\n <td>130</td>\n <td>60</td>\n <td>0</td>\n <td>144</td>\n <td>138</td>\n <td>Bad</td>\n <td>38</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>40</th>\n <td>low sales</td>\n <td>119</td>\n <td>98</td>\n <td>0</td>\n <td>18</td>\n <td>126</td>\n <td>Bad</td>\n <td>73</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>41</th>\n <td>high sales</td>\n <td>157</td>\n <td>53</td>\n <td>0</td>\n <td>403</td>\n <td>124</td>\n <td>Bad</td>\n <td>58</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>42</th>\n <td>high sales</td>\n <td>77</td>\n <td>69</td>\n <td>0</td>\n <td>25</td>\n <td>24</td>\n <td>Medium</td>\n <td>50</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>43</th>\n <td>low sales</td>\n <td>123</td>\n <td>42</td>\n <td>11</td>\n <td>16</td>\n <td>134</td>\n <td>Medium</td>\n <td>59</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>44</th>\n <td>low sales</td>\n <td>85</td>\n <td>79</td>\n <td>6</td>\n <td>325</td>\n <td>95</td>\n <td>Medium</td>\n <td>69</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>45</th>\n <td>low sales</td>\n <td>141</td>\n <td>63</td>\n <td>0</td>\n <td>168</td>\n <td>135</td>\n <td>Bad</td>\n <td>44</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>46</th>\n <td>high sales</td>\n <td>127</td>\n <td>90</td>\n <td>14</td>\n <td>16</td>\n <td>70</td>\n <td>Medium</td>\n <td>48</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>47</th>\n <td>low sales</td>\n <td>126</td>\n <td>98</td>\n <td>0</td>\n <td>173</td>\n <td>108</td>\n <td>Bad</td>\n <td>55</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>48</th>\n <td>low sales</td>\n <td>116</td>\n <td>52</td>\n <td>0</td>\n <td>349</td>\n <td>98</td>\n <td>Bad</td>\n <td>69</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>49</th>\n <td>high sales</td>\n <td>157</td>\n <td>93</td>\n <td>0</td>\n <td>51</td>\n <td>149</td>\n <td>Good</td>\n <td>32</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>50</th>\n <td>low sales</td>\n <td>99</td>\n <td>32</td>\n <td>18</td>\n <td>341</td>\n <td>108</td>\n <td>Bad</td>\n <td>80</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>51</th>\n <td>low sales</td>\n <td>121</td>\n <td>90</td>\n <td>0</td>\n <td>150</td>\n <td>108</td>\n <td>Bad</td>\n <td>75</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>52</th>\n <td>high sales</td>\n <td>153</td>\n <td>40</td>\n <td>3</td>\n <td>112</td>\n <td>129</td>\n <td>Bad</td>\n <td>39</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>53</th>\n <td>low sales</td>\n <td>109</td>\n <td>64</td>\n <td>13</td>\n <td>39</td>\n <td>119</td>\n <td>Medium</td>\n <td>61</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>54</th>\n <td>low sales</td>\n <td>134</td>\n <td>103</td>\n <td>13</td>\n <td>25</td>\n <td>144</td>\n <td>Medium</td>\n <td>76</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>55</th>\n <td>low sales</td>\n <td>143</td>\n <td>81</td>\n <td>5</td>\n <td>60</td>\n <td>154</td>\n <td>Medium</td>\n <td>61</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>56</th>\n <td>high sales</td>\n <td>133</td>\n <td>82</td>\n <td>0</td>\n <td>54</td>\n <td>84</td>\n <td>Medium</td>\n <td>50</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>57</th>\n <td>low sales</td>\n <td>93</td>\n <td>91</td>\n <td>0</td>\n <td>22</td>\n <td>117</td>\n <td>Bad</td>\n <td>75</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>58</th>\n <td>low sales</td>\n <td>103</td>\n <td>93</td>\n <td>15</td>\n <td>188</td>\n <td>103</td>\n <td>Bad</td>\n <td>74</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>59</th>\n <td>low sales</td>\n <td>118</td>\n <td>71</td>\n <td>4</td>\n <td>148</td>\n <td>114</td>\n <td>Medium</td>\n <td>80</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>60</th>\n <td>high sales</td>\n <td>122</td>\n <td>102</td>\n <td>19</td>\n <td>469</td>\n <td>123</td>\n <td>Bad</td>\n <td>29</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>61</th>\n <td>low sales</td>\n <td>105</td>\n <td>32</td>\n <td>0</td>\n <td>358</td>\n <td>107</td>\n <td>Medium</td>\n <td>26</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>62</th>\n <td>low sales</td>\n <td>139</td>\n <td>45</td>\n <td>0</td>\n <td>146</td>\n <td>133</td>\n <td>Bad</td>\n <td>77</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>63</th>\n <td>high sales</td>\n <td>119</td>\n <td>88</td>\n <td>10</td>\n <td>170</td>\n <td>101</td>\n <td>Medium</td>\n <td>61</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>64</th>\n <td>high sales</td>\n <td>100</td>\n <td>67</td>\n <td>12</td>\n <td>184</td>\n <td>104</td>\n <td>Medium</td>\n <td>32</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>65</th>\n <td>low sales</td>\n <td>122</td>\n <td>26</td>\n <td>0</td>\n <td>197</td>\n <td>128</td>\n <td>Medium</td>\n <td>55</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>66</th>\n <td>high sales</td>\n <td>127</td>\n <td>92</td>\n <td>0</td>\n <td>508</td>\n <td>91</td>\n <td>Medium</td>\n <td>56</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>67</th>\n <td>high sales</td>\n <td>126</td>\n <td>61</td>\n <td>14</td>\n <td>152</td>\n <td>115</td>\n <td>Medium</td>\n <td>47</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>68</th>\n <td>high sales</td>\n <td>149</td>\n <td>69</td>\n <td>20</td>\n <td>366</td>\n <td>134</td>\n <td>Good</td>\n <td>60</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>69</th>\n <td>high sales</td>\n <td>127</td>\n <td>59</td>\n <td>0</td>\n <td>339</td>\n <td>99</td>\n <td>Medium</td>\n <td>65</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>70</th>\n <td>high sales</td>\n <td>89</td>\n <td>81</td>\n <td>15</td>\n <td>237</td>\n <td>99</td>\n <td>Good</td>\n <td>74</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>71</th>\n <td>low sales</td>\n <td>148</td>\n <td>51</td>\n <td>16</td>\n <td>148</td>\n <td>150</td>\n <td>Medium</td>\n <td>58</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>72</th>\n <td>low sales</td>\n <td>115</td>\n <td>45</td>\n <td>0</td>\n <td>432</td>\n <td>116</td>\n <td>Medium</td>\n <td>25</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>73</th>\n <td>high sales</td>\n <td>118</td>\n <td>90</td>\n <td>10</td>\n <td>54</td>\n <td>104</td>\n <td>Good</td>\n <td>31</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>74</th>\n <td>low sales</td>\n <td>150</td>\n <td>68</td>\n <td>5</td>\n <td>125</td>\n <td>136</td>\n <td>Medium</td>\n <td>64</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>75</th>\n <td>high sales</td>\n <td>88</td>\n <td>111</td>\n <td>23</td>\n <td>480</td>\n <td>92</td>\n <td>Bad</td>\n <td>36</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>76</th>\n <td>high sales</td>\n <td>102</td>\n <td>87</td>\n <td>10</td>\n <td>346</td>\n <td>70</td>\n <td>Medium</td>\n <td>64</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>77</th>\n <td>high sales</td>\n <td>118</td>\n <td>71</td>\n <td>12</td>\n <td>44</td>\n <td>89</td>\n <td>Medium</td>\n <td>67</td>\n <td>18</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>78</th>\n <td>low sales</td>\n <td>134</td>\n <td>48</td>\n <td>1</td>\n <td>139</td>\n <td>145</td>\n <td>Medium</td>\n <td>65</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>79</th>\n <td>high sales</td>\n <td>134</td>\n <td>67</td>\n <td>0</td>\n <td>286</td>\n <td>90</td>\n <td>Bad</td>\n <td>41</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>80</th>\n <td>high sales</td>\n <td>113</td>\n <td>100</td>\n <td>16</td>\n <td>353</td>\n <td>79</td>\n <td>Bad</td>\n <td>68</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>81</th>\n <td>high sales</td>\n <td>116</td>\n <td>72</td>\n <td>0</td>\n <td>237</td>\n <td>128</td>\n <td>Good</td>\n <td>70</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>82</th>\n <td>high sales</td>\n <td>151</td>\n <td>83</td>\n <td>4</td>\n <td>325</td>\n <td>139</td>\n <td>Good</td>\n <td>28</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>83</th>\n <td>low sales</td>\n <td>109</td>\n <td>36</td>\n <td>7</td>\n <td>468</td>\n <td>94</td>\n <td>Bad</td>\n <td>56</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>84</th>\n <td>low sales</td>\n <td>111</td>\n <td>25</td>\n <td>0</td>\n <td>52</td>\n <td>121</td>\n <td>Bad</td>\n <td>43</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>85</th>\n <td>high sales</td>\n <td>125</td>\n <td>103</td>\n <td>0</td>\n <td>304</td>\n <td>112</td>\n <td>Medium</td>\n <td>49</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>86</th>\n <td>high sales</td>\n <td>150</td>\n <td>84</td>\n <td>9</td>\n <td>432</td>\n <td>134</td>\n <td>Medium</td>\n <td>64</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>87</th>\n <td>high sales</td>\n <td>131</td>\n <td>67</td>\n <td>7</td>\n <td>272</td>\n <td>126</td>\n <td>Good</td>\n <td>54</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>88</th>\n <td>low sales</td>\n <td>117</td>\n <td>42</td>\n <td>7</td>\n <td>144</td>\n <td>111</td>\n <td>Medium</td>\n <td>62</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>89</th>\n <td>high sales</td>\n <td>128</td>\n <td>66</td>\n <td>3</td>\n <td>493</td>\n <td>119</td>\n <td>Medium</td>\n <td>45</td>\n <td>16</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>90</th>\n <td>low sales</td>\n <td>115</td>\n <td>22</td>\n <td>0</td>\n <td>491</td>\n <td>103</td>\n <td>Medium</td>\n <td>64</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>91</th>\n <td>low sales</td>\n <td>97</td>\n <td>46</td>\n <td>11</td>\n <td>267</td>\n <td>107</td>\n <td>Medium</td>\n <td>80</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>92</th>\n <td>low sales</td>\n <td>114</td>\n <td>113</td>\n <td>0</td>\n <td>97</td>\n <td>125</td>\n <td>Medium</td>\n <td>29</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>93</th>\n <td>high sales</td>\n <td>145</td>\n <td>30</td>\n <td>0</td>\n <td>67</td>\n <td>104</td>\n <td>Medium</td>\n <td>55</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>94</th>\n <td>high sales</td>\n <td>115</td>\n <td>97</td>\n <td>5</td>\n <td>134</td>\n <td>84</td>\n <td>Bad</td>\n <td>55</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>95</th>\n <td>low sales</td>\n <td>134</td>\n <td>25</td>\n <td>10</td>\n <td>237</td>\n <td>148</td>\n <td>Medium</td>\n <td>59</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>96</th>\n <td>high sales</td>\n <td>147</td>\n <td>42</td>\n <td>10</td>\n <td>407</td>\n <td>132</td>\n <td>Good</td>\n <td>73</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>97</th>\n <td>low sales</td>\n <td>161</td>\n <td>82</td>\n <td>5</td>\n <td>287</td>\n <td>129</td>\n <td>Bad</td>\n <td>33</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>98</th>\n <td>high sales</td>\n <td>122</td>\n <td>77</td>\n <td>24</td>\n <td>382</td>\n <td>127</td>\n <td>Good</td>\n <td>36</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>99</th>\n <td>low sales</td>\n <td>121</td>\n <td>47</td>\n <td>3</td>\n <td>220</td>\n <td>107</td>\n <td>Bad</td>\n <td>56</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>100</th>\n <td>low sales</td>\n <td>113</td>\n <td>69</td>\n <td>11</td>\n <td>94</td>\n <td>106</td>\n <td>Medium</td>\n <td>76</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>101</th>\n <td>low sales</td>\n <td>128</td>\n <td>93</td>\n <td>0</td>\n <td>89</td>\n <td>118</td>\n <td>Medium</td>\n <td>34</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>102</th>\n <td>low sales</td>\n <td>113</td>\n <td>22</td>\n <td>0</td>\n <td>57</td>\n <td>97</td>\n <td>Medium</td>\n <td>65</td>\n <td>16</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>103</th>\n <td>low sales</td>\n <td>123</td>\n <td>91</td>\n <td>0</td>\n <td>334</td>\n <td>96</td>\n <td>Bad</td>\n <td>78</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>104</th>\n <td>low sales</td>\n <td>121</td>\n <td>96</td>\n <td>0</td>\n <td>472</td>\n <td>138</td>\n <td>Medium</td>\n <td>51</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>105</th>\n <td>low sales</td>\n <td>104</td>\n <td>100</td>\n <td>8</td>\n <td>398</td>\n <td>97</td>\n <td>Medium</td>\n <td>61</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>106</th>\n <td>low sales</td>\n <td>102</td>\n <td>33</td>\n <td>0</td>\n <td>217</td>\n <td>139</td>\n <td>Medium</td>\n <td>70</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>107</th>\n <td>high sales</td>\n <td>134</td>\n <td>107</td>\n <td>0</td>\n <td>104</td>\n <td>108</td>\n <td>Medium</td>\n <td>60</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>108</th>\n <td>low sales</td>\n <td>107</td>\n <td>79</td>\n <td>2</td>\n <td>488</td>\n <td>103</td>\n <td>Bad</td>\n <td>65</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>109</th>\n <td>high sales</td>\n <td>115</td>\n <td>65</td>\n <td>0</td>\n <td>217</td>\n <td>90</td>\n <td>Medium</td>\n <td>60</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>110</th>\n <td>high sales</td>\n <td>128</td>\n <td>62</td>\n <td>7</td>\n <td>125</td>\n <td>116</td>\n <td>Medium</td>\n <td>43</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>111</th>\n <td>low sales</td>\n <td>132</td>\n <td>118</td>\n <td>12</td>\n <td>272</td>\n <td>151</td>\n <td>Medium</td>\n <td>43</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>112</th>\n <td>low sales</td>\n <td>116</td>\n <td>99</td>\n <td>5</td>\n <td>298</td>\n <td>125</td>\n <td>Good</td>\n <td>62</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>113</th>\n <td>low sales</td>\n <td>131</td>\n <td>29</td>\n <td>11</td>\n <td>335</td>\n <td>127</td>\n <td>Bad</td>\n <td>33</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>114</th>\n <td>high sales</td>\n <td>122</td>\n <td>87</td>\n <td>9</td>\n <td>17</td>\n <td>106</td>\n <td>Medium</td>\n <td>65</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>115</th>\n <td>high sales</td>\n <td>139</td>\n <td>35</td>\n <td>0</td>\n <td>95</td>\n <td>129</td>\n <td>Medium</td>\n <td>42</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>116</th>\n <td>low sales</td>\n <td>135</td>\n <td>75</td>\n <td>0</td>\n <td>202</td>\n <td>128</td>\n <td>Medium</td>\n <td>80</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>117</th>\n <td>high sales</td>\n <td>145</td>\n <td>53</td>\n <td>0</td>\n <td>507</td>\n <td>119</td>\n <td>Medium</td>\n <td>41</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>118</th>\n <td>high sales</td>\n <td>112</td>\n <td>88</td>\n <td>2</td>\n <td>243</td>\n <td>99</td>\n <td>Medium</td>\n <td>62</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>119</th>\n <td>low sales</td>\n <td>130</td>\n <td>94</td>\n <td>8</td>\n <td>137</td>\n <td>128</td>\n <td>Medium</td>\n <td>64</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>120</th>\n <td>low sales</td>\n <td>128</td>\n <td>105</td>\n <td>11</td>\n <td>249</td>\n <td>131</td>\n <td>Medium</td>\n <td>63</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>121</th>\n <td>high sales</td>\n <td>125</td>\n <td>89</td>\n <td>10</td>\n <td>380</td>\n <td>87</td>\n <td>Bad</td>\n <td>28</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>122</th>\n <td>low sales</td>\n <td>119</td>\n <td>100</td>\n <td>5</td>\n <td>45</td>\n <td>108</td>\n <td>Medium</td>\n <td>75</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>123</th>\n <td>high sales</td>\n <td>127</td>\n <td>103</td>\n <td>0</td>\n <td>125</td>\n <td>155</td>\n <td>Good</td>\n <td>29</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>124</th>\n <td>high sales</td>\n <td>131</td>\n <td>113</td>\n <td>0</td>\n <td>181</td>\n <td>120</td>\n <td>Good</td>\n <td>63</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>125</th>\n <td>high sales</td>\n <td>89</td>\n <td>78</td>\n <td>0</td>\n <td>181</td>\n <td>49</td>\n <td>Medium</td>\n <td>43</td>\n <td>15</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>126</th>\n <td>high sales</td>\n <td>153</td>\n <td>68</td>\n <td>2</td>\n <td>60</td>\n <td>133</td>\n <td>Good</td>\n <td>59</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>127</th>\n <td>low sales</td>\n <td>125</td>\n <td>48</td>\n <td>3</td>\n <td>192</td>\n <td>116</td>\n <td>Medium</td>\n <td>51</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>128</th>\n <td>low sales</td>\n <td>133</td>\n <td>100</td>\n <td>3</td>\n <td>350</td>\n <td>126</td>\n <td>Bad</td>\n <td>55</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>129</th>\n <td>low sales</td>\n <td>143</td>\n <td>120</td>\n <td>7</td>\n <td>279</td>\n <td>147</td>\n <td>Bad</td>\n <td>40</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>130</th>\n <td>high sales</td>\n <td>94</td>\n <td>84</td>\n <td>13</td>\n <td>497</td>\n <td>77</td>\n <td>Medium</td>\n <td>51</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>131</th>\n <td>low sales</td>\n <td>108</td>\n <td>69</td>\n <td>3</td>\n <td>208</td>\n <td>94</td>\n <td>Medium</td>\n <td>77</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>132</th>\n <td>high sales</td>\n <td>125</td>\n <td>87</td>\n <td>9</td>\n <td>232</td>\n <td>136</td>\n <td>Good</td>\n <td>72</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>133</th>\n <td>high sales</td>\n <td>132</td>\n <td>98</td>\n <td>2</td>\n <td>265</td>\n <td>97</td>\n <td>Bad</td>\n <td>62</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>134</th>\n <td>low sales</td>\n <td>132</td>\n <td>31</td>\n <td>0</td>\n <td>327</td>\n <td>131</td>\n <td>Medium</td>\n <td>76</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>135</th>\n <td>low sales</td>\n <td>96</td>\n <td>94</td>\n <td>14</td>\n <td>384</td>\n <td>120</td>\n <td>Medium</td>\n <td>36</td>\n <td>18</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>136</th>\n <td>low sales</td>\n <td>131</td>\n <td>75</td>\n <td>0</td>\n <td>10</td>\n <td>120</td>\n <td>Bad</td>\n <td>31</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>137</th>\n <td>low sales</td>\n <td>128</td>\n <td>42</td>\n <td>0</td>\n <td>436</td>\n <td>118</td>\n <td>Medium</td>\n <td>80</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>138</th>\n <td>high sales</td>\n <td>125</td>\n <td>103</td>\n <td>12</td>\n <td>371</td>\n <td>109</td>\n <td>Medium</td>\n <td>44</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>139</th>\n <td>high sales</td>\n <td>146</td>\n <td>62</td>\n <td>10</td>\n <td>310</td>\n <td>94</td>\n <td>Medium</td>\n <td>30</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>140</th>\n <td>low sales</td>\n <td>133</td>\n <td>60</td>\n <td>10</td>\n <td>277</td>\n <td>129</td>\n <td>Medium</td>\n <td>45</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>141</th>\n <td>low sales</td>\n <td>140</td>\n <td>42</td>\n <td>0</td>\n <td>331</td>\n <td>131</td>\n <td>Bad</td>\n <td>28</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>142</th>\n <td>low sales</td>\n <td>124</td>\n <td>84</td>\n <td>0</td>\n <td>300</td>\n <td>104</td>\n <td>Medium</td>\n <td>77</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>143</th>\n <td>low sales</td>\n <td>122</td>\n <td>88</td>\n <td>7</td>\n <td>36</td>\n <td>159</td>\n <td>Bad</td>\n <td>28</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>144</th>\n <td>high sales</td>\n <td>132</td>\n <td>68</td>\n <td>0</td>\n <td>264</td>\n <td>123</td>\n <td>Good</td>\n <td>34</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>145</th>\n <td>high sales</td>\n <td>144</td>\n <td>63</td>\n <td>11</td>\n <td>27</td>\n <td>117</td>\n <td>Medium</td>\n <td>47</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>146</th>\n <td>low sales</td>\n <td>114</td>\n <td>83</td>\n <td>0</td>\n <td>412</td>\n <td>131</td>\n <td>Bad</td>\n <td>39</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>147</th>\n <td>high sales</td>\n <td>140</td>\n <td>54</td>\n <td>9</td>\n <td>402</td>\n <td>119</td>\n <td>Good</td>\n <td>41</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>148</th>\n <td>high sales</td>\n <td>110</td>\n <td>119</td>\n <td>0</td>\n <td>384</td>\n <td>97</td>\n <td>Medium</td>\n <td>72</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>149</th>\n <td>high sales</td>\n <td>121</td>\n <td>120</td>\n <td>13</td>\n <td>140</td>\n <td>87</td>\n <td>Medium</td>\n <td>56</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>150</th>\n <td>high sales</td>\n <td>122</td>\n <td>84</td>\n <td>8</td>\n <td>176</td>\n <td>114</td>\n <td>Good</td>\n <td>57</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>151</th>\n <td>high sales</td>\n <td>111</td>\n <td>58</td>\n <td>17</td>\n <td>407</td>\n <td>103</td>\n <td>Good</td>\n <td>75</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>152</th>\n <td>high sales</td>\n <td>128</td>\n <td>78</td>\n <td>0</td>\n <td>341</td>\n <td>128</td>\n <td>Good</td>\n <td>45</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>153</th>\n <td>low sales</td>\n <td>150</td>\n <td>36</td>\n <td>7</td>\n <td>488</td>\n <td>150</td>\n <td>Medium</td>\n <td>25</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>154</th>\n <td>low sales</td>\n <td>129</td>\n <td>69</td>\n <td>10</td>\n <td>289</td>\n <td>110</td>\n <td>Medium</td>\n <td>50</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>155</th>\n <td>high sales</td>\n <td>98</td>\n <td>72</td>\n <td>0</td>\n <td>59</td>\n <td>69</td>\n <td>Medium</td>\n <td>65</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>156</th>\n <td>low sales</td>\n <td>146</td>\n <td>34</td>\n <td>0</td>\n <td>220</td>\n <td>157</td>\n <td>Good</td>\n <td>51</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>157</th>\n <td>high sales</td>\n <td>121</td>\n <td>58</td>\n <td>8</td>\n <td>249</td>\n <td>90</td>\n <td>Medium</td>\n <td>48</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>158</th>\n <td>high sales</td>\n <td>142</td>\n <td>90</td>\n <td>1</td>\n <td>189</td>\n <td>112</td>\n <td>Good</td>\n <td>39</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>159</th>\n <td>high sales</td>\n <td>119</td>\n <td>60</td>\n <td>0</td>\n <td>372</td>\n <td>70</td>\n <td>Bad</td>\n <td>30</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>160</th>\n <td>low sales</td>\n <td>111</td>\n <td>28</td>\n <td>0</td>\n <td>486</td>\n <td>111</td>\n <td>Medium</td>\n <td>29</td>\n <td>12</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>161</th>\n <td>low sales</td>\n <td>143</td>\n <td>21</td>\n <td>5</td>\n <td>81</td>\n <td>160</td>\n <td>Medium</td>\n <td>67</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>162</th>\n <td>low sales</td>\n <td>122</td>\n <td>74</td>\n <td>0</td>\n <td>424</td>\n <td>149</td>\n <td>Medium</td>\n <td>51</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>163</th>\n <td>low sales</td>\n <td>130</td>\n <td>64</td>\n <td>0</td>\n <td>40</td>\n <td>106</td>\n <td>Bad</td>\n <td>39</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>164</th>\n <td>high sales</td>\n <td>148</td>\n <td>64</td>\n <td>0</td>\n <td>58</td>\n <td>141</td>\n <td>Medium</td>\n <td>27</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>165</th>\n <td>low sales</td>\n <td>147</td>\n <td>58</td>\n <td>7</td>\n <td>100</td>\n <td>191</td>\n <td>Bad</td>\n <td>27</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>166</th>\n <td>low sales</td>\n <td>119</td>\n <td>67</td>\n <td>17</td>\n <td>151</td>\n <td>137</td>\n <td>Medium</td>\n <td>55</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>167</th>\n <td>low sales</td>\n <td>106</td>\n <td>73</td>\n <td>0</td>\n <td>216</td>\n <td>93</td>\n <td>Medium</td>\n <td>60</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>168</th>\n <td>low sales</td>\n <td>129</td>\n <td>89</td>\n <td>0</td>\n <td>425</td>\n <td>117</td>\n <td>Medium</td>\n <td>45</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>169</th>\n <td>high sales</td>\n <td>104</td>\n <td>41</td>\n <td>15</td>\n <td>492</td>\n <td>77</td>\n <td>Good</td>\n <td>73</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>170</th>\n <td>high sales</td>\n <td>128</td>\n <td>39</td>\n <td>12</td>\n <td>356</td>\n <td>118</td>\n <td>Medium</td>\n <td>71</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>171</th>\n <td>high sales</td>\n <td>93</td>\n <td>106</td>\n <td>12</td>\n <td>416</td>\n <td>55</td>\n <td>Medium</td>\n <td>75</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>172</th>\n <td>high sales</td>\n <td>104</td>\n <td>102</td>\n <td>13</td>\n <td>123</td>\n <td>110</td>\n <td>Good</td>\n <td>35</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>173</th>\n <td>low sales</td>\n <td>135</td>\n <td>91</td>\n <td>5</td>\n <td>207</td>\n <td>128</td>\n <td>Medium</td>\n <td>66</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>174</th>\n <td>low sales</td>\n <td>139</td>\n <td>24</td>\n <td>0</td>\n <td>358</td>\n <td>185</td>\n <td>Medium</td>\n <td>79</td>\n <td>15</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>175</th>\n <td>high sales</td>\n <td>115</td>\n <td>89</td>\n <td>0</td>\n <td>38</td>\n <td>122</td>\n <td>Medium</td>\n <td>25</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>176</th>\n <td>low sales</td>\n <td>138</td>\n <td>107</td>\n <td>9</td>\n <td>480</td>\n <td>154</td>\n <td>Medium</td>\n <td>47</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>177</th>\n <td>high sales</td>\n <td>138</td>\n <td>72</td>\n <td>0</td>\n <td>148</td>\n <td>94</td>\n <td>Medium</td>\n <td>27</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>178</th>\n <td>high sales</td>\n <td>104</td>\n <td>71</td>\n <td>14</td>\n <td>89</td>\n <td>81</td>\n <td>Medium</td>\n <td>25</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>179</th>\n <td>high sales</td>\n <td>144</td>\n <td>25</td>\n <td>3</td>\n <td>70</td>\n <td>116</td>\n <td>Medium</td>\n <td>77</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>180</th>\n <td>low sales</td>\n <td>137</td>\n <td>112</td>\n <td>15</td>\n <td>434</td>\n <td>149</td>\n <td>Bad</td>\n <td>66</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>181</th>\n <td>low sales</td>\n <td>121</td>\n <td>83</td>\n <td>0</td>\n <td>79</td>\n <td>91</td>\n <td>Medium</td>\n <td>68</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>182</th>\n <td>low sales</td>\n <td>137</td>\n <td>60</td>\n <td>4</td>\n <td>230</td>\n <td>140</td>\n <td>Bad</td>\n <td>25</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>183</th>\n <td>low sales</td>\n <td>118</td>\n <td>74</td>\n <td>6</td>\n <td>426</td>\n <td>102</td>\n <td>Medium</td>\n <td>80</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>184</th>\n <td>high sales</td>\n <td>132</td>\n <td>33</td>\n <td>7</td>\n <td>35</td>\n <td>97</td>\n <td>Medium</td>\n <td>60</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>185</th>\n <td>high sales</td>\n <td>130</td>\n <td>100</td>\n <td>11</td>\n <td>449</td>\n <td>107</td>\n <td>Medium</td>\n <td>64</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>186</th>\n <td>high sales</td>\n <td>120</td>\n <td>51</td>\n <td>0</td>\n <td>93</td>\n <td>86</td>\n <td>Medium</td>\n <td>46</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>187</th>\n <td>low sales</td>\n <td>117</td>\n <td>32</td>\n <td>0</td>\n <td>142</td>\n <td>96</td>\n <td>Bad</td>\n <td>62</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>188</th>\n <td>high sales</td>\n <td>116</td>\n <td>37</td>\n <td>0</td>\n <td>426</td>\n <td>90</td>\n <td>Medium</td>\n <td>76</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>189</th>\n <td>high sales</td>\n <td>118</td>\n <td>117</td>\n <td>18</td>\n <td>509</td>\n <td>104</td>\n <td>Medium</td>\n <td>26</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>190</th>\n <td>high sales</td>\n <td>130</td>\n <td>37</td>\n <td>13</td>\n <td>297</td>\n <td>101</td>\n <td>Medium</td>\n <td>37</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>191</th>\n <td>low sales</td>\n <td>156</td>\n <td>42</td>\n <td>13</td>\n <td>170</td>\n <td>173</td>\n <td>Good</td>\n <td>74</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>192</th>\n <td>high sales</td>\n <td>108</td>\n <td>26</td>\n <td>0</td>\n <td>408</td>\n <td>93</td>\n <td>Medium</td>\n <td>56</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>193</th>\n <td>high sales</td>\n <td>139</td>\n <td>70</td>\n <td>7</td>\n <td>71</td>\n <td>96</td>\n <td>Good</td>\n <td>61</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>194</th>\n <td>low sales</td>\n <td>112</td>\n <td>98</td>\n <td>18</td>\n <td>481</td>\n <td>128</td>\n <td>Medium</td>\n <td>45</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>195</th>\n <td>low sales</td>\n <td>117</td>\n <td>93</td>\n <td>4</td>\n <td>420</td>\n <td>112</td>\n <td>Bad</td>\n <td>66</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>196</th>\n <td>low sales</td>\n <td>130</td>\n <td>28</td>\n <td>6</td>\n <td>410</td>\n <td>133</td>\n <td>Bad</td>\n <td>72</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>197</th>\n <td>low sales</td>\n <td>124</td>\n <td>61</td>\n <td>0</td>\n <td>333</td>\n <td>138</td>\n <td>Medium</td>\n <td>76</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>198</th>\n <td>low sales</td>\n <td>112</td>\n <td>80</td>\n <td>5</td>\n <td>500</td>\n <td>128</td>\n <td>Medium</td>\n <td>69</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>199</th>\n <td>low sales</td>\n <td>122</td>\n <td>88</td>\n <td>5</td>\n <td>335</td>\n <td>126</td>\n <td>Medium</td>\n <td>64</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>200</th>\n <td>low sales</td>\n <td>144</td>\n <td>92</td>\n <td>0</td>\n <td>349</td>\n <td>146</td>\n <td>Medium</td>\n <td>62</td>\n <td>12</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>201</th>\n <td>low sales</td>\n <td>138</td>\n <td>83</td>\n <td>0</td>\n <td>139</td>\n <td>134</td>\n <td>Medium</td>\n <td>54</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>202</th>\n <td>low sales</td>\n <td>121</td>\n <td>78</td>\n <td>4</td>\n <td>413</td>\n <td>130</td>\n <td>Bad</td>\n <td>46</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>203</th>\n <td>low sales</td>\n <td>131</td>\n <td>82</td>\n <td>0</td>\n <td>132</td>\n <td>157</td>\n <td>Bad</td>\n <td>25</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>204</th>\n <td>high sales</td>\n <td>155</td>\n <td>80</td>\n <td>0</td>\n <td>237</td>\n <td>124</td>\n <td>Medium</td>\n <td>37</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>205</th>\n <td>low sales</td>\n <td>113</td>\n <td>22</td>\n <td>1</td>\n <td>317</td>\n <td>132</td>\n <td>Medium</td>\n <td>28</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>206</th>\n <td>low sales</td>\n <td>162</td>\n <td>67</td>\n <td>0</td>\n <td>27</td>\n <td>160</td>\n <td>Medium</td>\n <td>77</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>207</th>\n <td>high sales</td>\n <td>111</td>\n <td>105</td>\n <td>0</td>\n <td>466</td>\n <td>97</td>\n <td>Bad</td>\n <td>61</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>208</th>\n <td>high sales</td>\n <td>86</td>\n <td>54</td>\n <td>0</td>\n <td>497</td>\n <td>64</td>\n <td>Bad</td>\n <td>33</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>209</th>\n <td>low sales</td>\n <td>98</td>\n <td>21</td>\n <td>11</td>\n <td>326</td>\n <td>90</td>\n <td>Bad</td>\n <td>76</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>210</th>\n <td>low sales</td>\n <td>125</td>\n <td>41</td>\n <td>2</td>\n <td>357</td>\n <td>123</td>\n <td>Bad</td>\n <td>47</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>211</th>\n <td>high sales</td>\n <td>117</td>\n <td>118</td>\n <td>14</td>\n <td>445</td>\n <td>120</td>\n <td>Medium</td>\n <td>32</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>212</th>\n <td>high sales</td>\n <td>145</td>\n <td>69</td>\n <td>19</td>\n <td>501</td>\n <td>105</td>\n <td>Medium</td>\n <td>45</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>213</th>\n <td>high sales</td>\n <td>149</td>\n <td>84</td>\n <td>5</td>\n <td>220</td>\n <td>139</td>\n <td>Medium</td>\n <td>33</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>214</th>\n <td>low sales</td>\n <td>115</td>\n <td>115</td>\n <td>3</td>\n <td>48</td>\n <td>107</td>\n <td>Medium</td>\n <td>73</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>215</th>\n <td>low sales</td>\n <td>116</td>\n <td>83</td>\n <td>15</td>\n <td>170</td>\n <td>144</td>\n <td>Bad</td>\n <td>71</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>216</th>\n <td>low sales</td>\n <td>141</td>\n <td>33</td>\n <td>0</td>\n <td>243</td>\n <td>144</td>\n <td>Medium</td>\n <td>34</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>217</th>\n <td>low sales</td>\n <td>106</td>\n <td>44</td>\n <td>0</td>\n <td>481</td>\n <td>111</td>\n <td>Medium</td>\n <td>70</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>218</th>\n <td>high sales</td>\n <td>138</td>\n <td>61</td>\n <td>12</td>\n <td>156</td>\n <td>120</td>\n <td>Medium</td>\n <td>25</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>219</th>\n <td>high sales</td>\n <td>116</td>\n <td>79</td>\n <td>19</td>\n <td>359</td>\n <td>116</td>\n <td>Good</td>\n <td>58</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>220</th>\n <td>high sales</td>\n <td>131</td>\n <td>120</td>\n <td>15</td>\n <td>262</td>\n <td>124</td>\n <td>Medium</td>\n <td>30</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>221</th>\n <td>low sales</td>\n <td>124</td>\n <td>44</td>\n <td>0</td>\n <td>125</td>\n <td>107</td>\n <td>Medium</td>\n <td>80</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>222</th>\n <td>low sales</td>\n <td>136</td>\n <td>119</td>\n <td>6</td>\n <td>178</td>\n <td>145</td>\n <td>Medium</td>\n <td>35</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>223</th>\n <td>low sales</td>\n <td>110</td>\n <td>45</td>\n <td>9</td>\n <td>276</td>\n <td>125</td>\n <td>Medium</td>\n <td>62</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>224</th>\n <td>low sales</td>\n <td>134</td>\n <td>82</td>\n <td>0</td>\n <td>464</td>\n <td>141</td>\n <td>Medium</td>\n <td>48</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>225</th>\n <td>low sales</td>\n <td>107</td>\n <td>25</td>\n <td>0</td>\n <td>412</td>\n <td>82</td>\n <td>Bad</td>\n <td>36</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>226</th>\n <td>high sales</td>\n <td>119</td>\n <td>33</td>\n <td>0</td>\n <td>245</td>\n <td>122</td>\n <td>Good</td>\n <td>56</td>\n <td>14</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>227</th>\n <td>high sales</td>\n <td>113</td>\n <td>64</td>\n <td>10</td>\n <td>68</td>\n <td>101</td>\n <td>Medium</td>\n <td>57</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>228</th>\n <td>low sales</td>\n <td>149</td>\n <td>73</td>\n <td>13</td>\n <td>381</td>\n <td>163</td>\n <td>Bad</td>\n <td>26</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>229</th>\n <td>high sales</td>\n <td>98</td>\n <td>104</td>\n <td>0</td>\n <td>404</td>\n <td>72</td>\n <td>Medium</td>\n <td>27</td>\n <td>18</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>230</th>\n <td>low sales</td>\n <td>115</td>\n <td>60</td>\n <td>0</td>\n <td>119</td>\n <td>114</td>\n <td>Bad</td>\n <td>38</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>231</th>\n <td>high sales</td>\n <td>132</td>\n <td>69</td>\n <td>0</td>\n <td>123</td>\n <td>122</td>\n <td>Medium</td>\n <td>27</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>232</th>\n <td>high sales</td>\n <td>137</td>\n <td>80</td>\n <td>10</td>\n <td>24</td>\n <td>105</td>\n <td>Good</td>\n <td>61</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>233</th>\n <td>high sales</td>\n <td>123</td>\n <td>76</td>\n <td>18</td>\n <td>218</td>\n <td>120</td>\n <td>Medium</td>\n <td>29</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>234</th>\n <td>high sales</td>\n <td>115</td>\n <td>62</td>\n <td>11</td>\n <td>289</td>\n <td>129</td>\n <td>Good</td>\n <td>56</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>235</th>\n <td>low sales</td>\n <td>126</td>\n <td>32</td>\n <td>8</td>\n <td>95</td>\n <td>132</td>\n <td>Medium</td>\n <td>50</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>236</th>\n <td>high sales</td>\n <td>141</td>\n <td>34</td>\n <td>16</td>\n <td>361</td>\n <td>108</td>\n <td>Medium</td>\n <td>69</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>237</th>\n <td>high sales</td>\n <td>151</td>\n <td>28</td>\n <td>8</td>\n <td>499</td>\n <td>135</td>\n <td>Medium</td>\n <td>48</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>238</th>\n <td>low sales</td>\n <td>121</td>\n <td>24</td>\n <td>0</td>\n <td>200</td>\n <td>133</td>\n <td>Good</td>\n <td>73</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>239</th>\n <td>low sales</td>\n <td>123</td>\n <td>105</td>\n <td>0</td>\n <td>149</td>\n <td>118</td>\n <td>Bad</td>\n <td>62</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>240</th>\n <td>high sales</td>\n <td>159</td>\n <td>80</td>\n <td>0</td>\n <td>362</td>\n <td>121</td>\n <td>Medium</td>\n <td>26</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>241</th>\n <td>high sales</td>\n <td>136</td>\n <td>63</td>\n <td>0</td>\n <td>160</td>\n <td>94</td>\n <td>Medium</td>\n <td>38</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>242</th>\n <td>low sales</td>\n <td>124</td>\n <td>46</td>\n <td>0</td>\n <td>199</td>\n <td>135</td>\n <td>Medium</td>\n <td>52</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>243</th>\n <td>high sales</td>\n <td>124</td>\n <td>25</td>\n <td>13</td>\n <td>87</td>\n <td>110</td>\n <td>Medium</td>\n <td>57</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>244</th>\n <td>high sales</td>\n <td>130</td>\n <td>30</td>\n <td>0</td>\n <td>391</td>\n <td>100</td>\n <td>Medium</td>\n <td>26</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>245</th>\n <td>high sales</td>\n <td>114</td>\n <td>43</td>\n <td>0</td>\n <td>199</td>\n <td>88</td>\n <td>Good</td>\n <td>57</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>246</th>\n <td>low sales</td>\n <td>120</td>\n <td>56</td>\n <td>20</td>\n <td>266</td>\n <td>90</td>\n <td>Bad</td>\n <td>78</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>247</th>\n <td>low sales</td>\n <td>123</td>\n <td>114</td>\n <td>0</td>\n <td>298</td>\n <td>151</td>\n <td>Bad</td>\n <td>34</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>248</th>\n <td>low sales</td>\n <td>111</td>\n <td>52</td>\n <td>0</td>\n <td>12</td>\n <td>101</td>\n <td>Medium</td>\n <td>61</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>249</th>\n <td>low sales</td>\n <td>125</td>\n <td>67</td>\n <td>0</td>\n <td>86</td>\n <td>117</td>\n <td>Bad</td>\n <td>65</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>250</th>\n <td>high sales</td>\n <td>137</td>\n <td>105</td>\n <td>10</td>\n <td>435</td>\n <td>156</td>\n <td>Good</td>\n <td>72</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>251</th>\n <td>low sales</td>\n <td>139</td>\n <td>111</td>\n <td>5</td>\n <td>310</td>\n <td>132</td>\n <td>Bad</td>\n <td>62</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>252</th>\n <td>high sales</td>\n <td>133</td>\n <td>97</td>\n <td>0</td>\n <td>70</td>\n <td>117</td>\n <td>Medium</td>\n <td>32</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>253</th>\n <td>low sales</td>\n <td>124</td>\n <td>24</td>\n <td>5</td>\n <td>288</td>\n <td>122</td>\n <td>Medium</td>\n <td>57</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>254</th>\n <td>high sales</td>\n <td>108</td>\n <td>104</td>\n <td>23</td>\n <td>353</td>\n <td>129</td>\n <td>Good</td>\n <td>37</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>255</th>\n <td>high sales</td>\n <td>123</td>\n <td>81</td>\n <td>8</td>\n <td>198</td>\n <td>81</td>\n <td>Bad</td>\n <td>80</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>256</th>\n <td>low sales</td>\n <td>147</td>\n <td>40</td>\n <td>0</td>\n <td>277</td>\n <td>144</td>\n <td>Medium</td>\n <td>73</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>257</th>\n <td>high sales</td>\n <td>125</td>\n <td>62</td>\n <td>14</td>\n <td>477</td>\n <td>112</td>\n <td>Medium</td>\n <td>80</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>258</th>\n <td>low sales</td>\n <td>108</td>\n <td>38</td>\n <td>0</td>\n <td>251</td>\n <td>81</td>\n <td>Bad</td>\n <td>72</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>259</th>\n <td>low sales</td>\n <td>123</td>\n <td>36</td>\n <td>10</td>\n <td>467</td>\n <td>100</td>\n <td>Bad</td>\n <td>74</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>260</th>\n <td>high sales</td>\n <td>129</td>\n <td>117</td>\n <td>8</td>\n <td>400</td>\n <td>101</td>\n <td>Bad</td>\n <td>36</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>261</th>\n <td>low sales</td>\n <td>121</td>\n <td>42</td>\n <td>4</td>\n <td>188</td>\n <td>118</td>\n <td>Medium</td>\n <td>54</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>262</th>\n <td>low sales</td>\n <td>120</td>\n <td>77</td>\n <td>15</td>\n <td>86</td>\n <td>132</td>\n <td>Medium</td>\n <td>48</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>263</th>\n <td>high sales</td>\n <td>116</td>\n <td>26</td>\n <td>6</td>\n <td>434</td>\n <td>115</td>\n <td>Medium</td>\n <td>25</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>264</th>\n <td>low sales</td>\n <td>128</td>\n <td>29</td>\n <td>5</td>\n <td>324</td>\n <td>159</td>\n <td>Good</td>\n <td>31</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>265</th>\n <td>low sales</td>\n <td>130</td>\n <td>35</td>\n <td>10</td>\n <td>402</td>\n <td>129</td>\n <td>Bad</td>\n <td>39</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>266</th>\n <td>high sales</td>\n <td>128</td>\n <td>93</td>\n <td>12</td>\n <td>343</td>\n <td>112</td>\n <td>Good</td>\n <td>73</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>267</th>\n <td>low sales</td>\n <td>134</td>\n <td>82</td>\n <td>7</td>\n <td>473</td>\n <td>112</td>\n <td>Bad</td>\n <td>51</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>268</th>\n <td>low sales</td>\n <td>123</td>\n <td>57</td>\n <td>0</td>\n <td>66</td>\n <td>105</td>\n <td>Medium</td>\n <td>39</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>269</th>\n <td>low sales</td>\n <td>159</td>\n <td>69</td>\n <td>0</td>\n <td>438</td>\n <td>166</td>\n <td>Medium</td>\n <td>46</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>270</th>\n <td>high sales</td>\n <td>119</td>\n <td>26</td>\n <td>0</td>\n <td>284</td>\n <td>89</td>\n <td>Good</td>\n <td>26</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>271</th>\n <td>low sales</td>\n <td>111</td>\n <td>56</td>\n <td>0</td>\n <td>504</td>\n <td>110</td>\n <td>Medium</td>\n <td>62</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>272</th>\n <td>high sales</td>\n <td>113</td>\n <td>33</td>\n <td>0</td>\n <td>14</td>\n <td>63</td>\n <td>Good</td>\n <td>38</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>273</th>\n <td>high sales</td>\n <td>116</td>\n <td>106</td>\n <td>8</td>\n <td>244</td>\n <td>86</td>\n <td>Medium</td>\n <td>58</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>274</th>\n <td>low sales</td>\n <td>135</td>\n <td>93</td>\n <td>2</td>\n <td>67</td>\n <td>119</td>\n <td>Medium</td>\n <td>34</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>275</th>\n <td>low sales</td>\n <td>107</td>\n <td>119</td>\n <td>11</td>\n <td>210</td>\n <td>132</td>\n <td>Medium</td>\n <td>53</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>276</th>\n <td>low sales</td>\n <td>135</td>\n <td>69</td>\n <td>14</td>\n <td>296</td>\n <td>130</td>\n <td>Medium</td>\n <td>73</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>277</th>\n <td>high sales</td>\n <td>136</td>\n <td>48</td>\n <td>12</td>\n <td>326</td>\n <td>125</td>\n <td>Medium</td>\n <td>36</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>278</th>\n <td>low sales</td>\n <td>114</td>\n <td>113</td>\n <td>2</td>\n <td>129</td>\n <td>151</td>\n <td>Good</td>\n <td>40</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>279</th>\n <td>low sales</td>\n <td>141</td>\n <td>57</td>\n <td>13</td>\n <td>376</td>\n <td>158</td>\n <td>Medium</td>\n <td>64</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>280</th>\n <td>low sales</td>\n <td>121</td>\n <td>86</td>\n <td>10</td>\n <td>496</td>\n <td>145</td>\n <td>Bad</td>\n <td>51</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>281</th>\n <td>high sales</td>\n <td>122</td>\n <td>69</td>\n <td>7</td>\n <td>303</td>\n <td>105</td>\n <td>Good</td>\n <td>45</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>282</th>\n <td>high sales</td>\n <td>150</td>\n <td>96</td>\n <td>0</td>\n <td>80</td>\n <td>154</td>\n <td>Good</td>\n <td>61</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>283</th>\n <td>low sales</td>\n <td>135</td>\n <td>110</td>\n <td>0</td>\n <td>112</td>\n <td>117</td>\n <td>Medium</td>\n <td>80</td>\n <td>16</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>284</th>\n <td>low sales</td>\n <td>106</td>\n <td>46</td>\n <td>11</td>\n <td>414</td>\n <td>96</td>\n <td>Bad</td>\n <td>79</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>285</th>\n <td>high sales</td>\n <td>146</td>\n <td>26</td>\n <td>11</td>\n <td>261</td>\n <td>131</td>\n <td>Medium</td>\n <td>39</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>286</th>\n <td>high sales</td>\n <td>117</td>\n <td>118</td>\n <td>11</td>\n <td>429</td>\n <td>113</td>\n <td>Medium</td>\n <td>67</td>\n <td>18</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>287</th>\n <td>low sales</td>\n <td>95</td>\n <td>44</td>\n <td>4</td>\n <td>208</td>\n <td>72</td>\n <td>Bad</td>\n <td>44</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>288</th>\n <td>low sales</td>\n <td>116</td>\n <td>40</td>\n <td>0</td>\n <td>74</td>\n <td>97</td>\n <td>Medium</td>\n <td>76</td>\n <td>15</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>289</th>\n <td>high sales</td>\n <td>143</td>\n <td>77</td>\n <td>25</td>\n <td>448</td>\n <td>156</td>\n <td>Medium</td>\n <td>43</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>290</th>\n <td>high sales</td>\n <td>107</td>\n <td>111</td>\n <td>14</td>\n <td>400</td>\n <td>103</td>\n <td>Medium</td>\n <td>41</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>291</th>\n <td>low sales</td>\n <td>118</td>\n <td>70</td>\n <td>0</td>\n <td>106</td>\n <td>89</td>\n <td>Bad</td>\n <td>39</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>292</th>\n <td>high sales</td>\n <td>113</td>\n <td>66</td>\n <td>16</td>\n <td>322</td>\n <td>74</td>\n <td>Good</td>\n <td>76</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>293</th>\n <td>high sales</td>\n <td>123</td>\n <td>84</td>\n <td>0</td>\n <td>74</td>\n <td>89</td>\n <td>Good</td>\n <td>59</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>294</th>\n <td>high sales</td>\n <td>148</td>\n <td>76</td>\n <td>3</td>\n <td>126</td>\n <td>99</td>\n <td>Good</td>\n <td>60</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>295</th>\n <td>low sales</td>\n <td>118</td>\n <td>35</td>\n <td>14</td>\n <td>502</td>\n <td>137</td>\n <td>Medium</td>\n <td>79</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>296</th>\n <td>high sales</td>\n <td>127</td>\n <td>44</td>\n <td>13</td>\n <td>160</td>\n <td>123</td>\n <td>Good</td>\n <td>63</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>297</th>\n <td>low sales</td>\n <td>118</td>\n <td>83</td>\n <td>13</td>\n <td>276</td>\n <td>104</td>\n <td>Bad</td>\n <td>75</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>298</th>\n <td>high sales</td>\n <td>148</td>\n <td>63</td>\n <td>0</td>\n <td>312</td>\n <td>130</td>\n <td>Good</td>\n <td>63</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>299</th>\n <td>high sales</td>\n <td>135</td>\n <td>40</td>\n <td>17</td>\n <td>497</td>\n <td>96</td>\n <td>Medium</td>\n <td>54</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>300</th>\n <td>high sales</td>\n <td>116</td>\n <td>78</td>\n <td>1</td>\n <td>158</td>\n <td>99</td>\n <td>Medium</td>\n <td>45</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>301</th>\n <td>low sales</td>\n <td>99</td>\n <td>93</td>\n <td>0</td>\n <td>198</td>\n <td>87</td>\n <td>Medium</td>\n <td>57</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>302</th>\n <td>low sales</td>\n <td>108</td>\n <td>77</td>\n <td>13</td>\n <td>388</td>\n <td>110</td>\n <td>Bad</td>\n <td>74</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>303</th>\n <td>high sales</td>\n <td>133</td>\n <td>52</td>\n <td>16</td>\n <td>290</td>\n <td>99</td>\n <td>Medium</td>\n <td>43</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>304</th>\n <td>high sales</td>\n <td>123</td>\n <td>98</td>\n <td>12</td>\n <td>408</td>\n <td>134</td>\n <td>Good</td>\n <td>29</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>305</th>\n <td>high sales</td>\n <td>115</td>\n <td>29</td>\n <td>26</td>\n <td>394</td>\n <td>132</td>\n <td>Medium</td>\n <td>33</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>306</th>\n <td>low sales</td>\n <td>131</td>\n <td>32</td>\n <td>1</td>\n <td>85</td>\n <td>133</td>\n <td>Medium</td>\n <td>48</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>307</th>\n <td>low sales</td>\n <td>138</td>\n <td>92</td>\n <td>0</td>\n <td>13</td>\n <td>120</td>\n <td>Bad</td>\n <td>61</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>308</th>\n <td>high sales</td>\n <td>126</td>\n <td>80</td>\n <td>19</td>\n <td>436</td>\n <td>126</td>\n <td>Medium</td>\n <td>52</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>309</th>\n <td>high sales</td>\n <td>131</td>\n <td>111</td>\n <td>13</td>\n <td>33</td>\n <td>80</td>\n <td>Bad</td>\n <td>68</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>310</th>\n <td>high sales</td>\n <td>175</td>\n <td>65</td>\n <td>29</td>\n <td>419</td>\n <td>166</td>\n <td>Medium</td>\n <td>53</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>311</th>\n <td>low sales</td>\n <td>146</td>\n <td>68</td>\n <td>12</td>\n <td>328</td>\n <td>132</td>\n <td>Bad</td>\n <td>51</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>312</th>\n <td>low sales</td>\n <td>137</td>\n <td>117</td>\n <td>5</td>\n <td>337</td>\n <td>135</td>\n <td>Bad</td>\n <td>38</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>313</th>\n <td>high sales</td>\n <td>103</td>\n <td>81</td>\n <td>3</td>\n <td>491</td>\n <td>54</td>\n <td>Medium</td>\n <td>66</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>314</th>\n <td>high sales</td>\n <td>133</td>\n <td>33</td>\n <td>10</td>\n <td>333</td>\n <td>129</td>\n <td>Good</td>\n <td>71</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>315</th>\n <td>low sales</td>\n <td>131</td>\n <td>21</td>\n <td>8</td>\n <td>220</td>\n <td>171</td>\n <td>Good</td>\n <td>29</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>316</th>\n <td>high sales</td>\n <td>122</td>\n <td>36</td>\n <td>5</td>\n <td>369</td>\n <td>72</td>\n <td>Good</td>\n <td>35</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>317</th>\n <td>low sales</td>\n <td>142</td>\n <td>30</td>\n <td>0</td>\n <td>472</td>\n <td>136</td>\n <td>Good</td>\n <td>80</td>\n <td>15</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>318</th>\n <td>high sales</td>\n <td>116</td>\n <td>72</td>\n <td>10</td>\n <td>456</td>\n <td>130</td>\n <td>Good</td>\n <td>41</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>319</th>\n <td>low sales</td>\n <td>127</td>\n <td>45</td>\n <td>19</td>\n <td>459</td>\n <td>129</td>\n <td>Medium</td>\n <td>57</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>320</th>\n <td>low sales</td>\n <td>136</td>\n <td>70</td>\n <td>12</td>\n <td>171</td>\n <td>152</td>\n <td>Medium</td>\n <td>44</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>321</th>\n <td>high sales</td>\n <td>123</td>\n <td>39</td>\n <td>5</td>\n <td>499</td>\n <td>98</td>\n <td>Medium</td>\n <td>34</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>322</th>\n <td>high sales</td>\n <td>140</td>\n <td>50</td>\n <td>10</td>\n <td>300</td>\n <td>139</td>\n <td>Good</td>\n <td>60</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>323</th>\n <td>high sales</td>\n <td>107</td>\n <td>105</td>\n <td>18</td>\n <td>428</td>\n <td>103</td>\n <td>Medium</td>\n <td>34</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>324</th>\n <td>low sales</td>\n <td>136</td>\n <td>65</td>\n <td>4</td>\n <td>133</td>\n <td>150</td>\n <td>Bad</td>\n <td>53</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>325</th>\n <td>high sales</td>\n <td>144</td>\n <td>69</td>\n <td>11</td>\n <td>131</td>\n <td>104</td>\n <td>Medium</td>\n <td>47</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>326</th>\n <td>low sales</td>\n <td>133</td>\n <td>30</td>\n <td>0</td>\n <td>152</td>\n <td>122</td>\n <td>Medium</td>\n <td>53</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>327</th>\n <td>low sales</td>\n <td>112</td>\n <td>38</td>\n <td>17</td>\n <td>316</td>\n <td>104</td>\n <td>Medium</td>\n <td>80</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>328</th>\n <td>low sales</td>\n <td>117</td>\n <td>66</td>\n <td>1</td>\n <td>65</td>\n <td>111</td>\n <td>Bad</td>\n <td>55</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>329</th>\n <td>high sales</td>\n <td>100</td>\n <td>54</td>\n <td>9</td>\n <td>433</td>\n <td>89</td>\n <td>Good</td>\n <td>45</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>330</th>\n <td>low sales</td>\n <td>122</td>\n <td>59</td>\n <td>0</td>\n <td>501</td>\n <td>112</td>\n <td>Bad</td>\n <td>32</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>331</th>\n <td>high sales</td>\n <td>135</td>\n <td>63</td>\n <td>15</td>\n <td>213</td>\n <td>134</td>\n <td>Medium</td>\n <td>32</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>332</th>\n <td>low sales</td>\n <td>106</td>\n <td>33</td>\n <td>20</td>\n <td>354</td>\n <td>104</td>\n <td>Medium</td>\n <td>61</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>333</th>\n <td>low sales</td>\n <td>136</td>\n <td>60</td>\n <td>7</td>\n <td>303</td>\n <td>147</td>\n <td>Medium</td>\n <td>41</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>334</th>\n <td>high sales</td>\n <td>93</td>\n <td>117</td>\n <td>9</td>\n <td>489</td>\n <td>83</td>\n <td>Bad</td>\n <td>42</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>335</th>\n <td>low sales</td>\n <td>120</td>\n <td>70</td>\n <td>15</td>\n <td>464</td>\n <td>110</td>\n <td>Medium</td>\n <td>72</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>336</th>\n <td>low sales</td>\n <td>138</td>\n <td>35</td>\n <td>6</td>\n <td>60</td>\n <td>143</td>\n <td>Bad</td>\n <td>28</td>\n <td>18</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>337</th>\n <td>high sales</td>\n <td>130</td>\n <td>38</td>\n <td>0</td>\n <td>283</td>\n <td>102</td>\n <td>Medium</td>\n <td>80</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>338</th>\n <td>low sales</td>\n <td>112</td>\n <td>24</td>\n <td>0</td>\n <td>164</td>\n <td>101</td>\n <td>Medium</td>\n <td>45</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>339</th>\n <td>high sales</td>\n <td>134</td>\n <td>44</td>\n <td>4</td>\n <td>219</td>\n <td>126</td>\n <td>Good</td>\n <td>44</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>340</th>\n <td>high sales</td>\n <td>140</td>\n <td>29</td>\n <td>0</td>\n <td>105</td>\n <td>91</td>\n <td>Bad</td>\n <td>43</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>341</th>\n <td>low sales</td>\n <td>98</td>\n <td>120</td>\n <td>0</td>\n <td>268</td>\n <td>93</td>\n <td>Medium</td>\n <td>72</td>\n <td>10</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>342</th>\n <td>high sales</td>\n <td>137</td>\n <td>102</td>\n <td>13</td>\n <td>422</td>\n <td>118</td>\n <td>Medium</td>\n <td>71</td>\n <td>10</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>343</th>\n <td>low sales</td>\n <td>117</td>\n <td>42</td>\n <td>10</td>\n <td>371</td>\n <td>121</td>\n <td>Bad</td>\n <td>26</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>344</th>\n <td>high sales</td>\n <td>138</td>\n <td>80</td>\n <td>0</td>\n <td>108</td>\n <td>126</td>\n <td>Good</td>\n <td>70</td>\n <td>13</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>345</th>\n <td>low sales</td>\n <td>121</td>\n <td>68</td>\n <td>0</td>\n <td>279</td>\n <td>149</td>\n <td>Good</td>\n <td>79</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>346</th>\n <td>high sales</td>\n <td>132</td>\n <td>107</td>\n <td>0</td>\n <td>144</td>\n <td>125</td>\n <td>Medium</td>\n <td>33</td>\n <td>13</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>347</th>\n <td>low sales</td>\n <td>96</td>\n <td>39</td>\n <td>0</td>\n <td>161</td>\n <td>112</td>\n <td>Good</td>\n <td>27</td>\n <td>14</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>348</th>\n <td>high sales</td>\n <td>132</td>\n <td>102</td>\n <td>20</td>\n <td>459</td>\n <td>107</td>\n <td>Good</td>\n <td>49</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>349</th>\n <td>high sales</td>\n <td>134</td>\n <td>27</td>\n <td>18</td>\n <td>467</td>\n <td>96</td>\n <td>Medium</td>\n <td>49</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>350</th>\n <td>high sales</td>\n <td>111</td>\n <td>101</td>\n <td>17</td>\n <td>266</td>\n <td>91</td>\n <td>Medium</td>\n <td>63</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>351</th>\n <td>high sales</td>\n <td>124</td>\n <td>115</td>\n <td>16</td>\n <td>458</td>\n <td>105</td>\n <td>Medium</td>\n <td>62</td>\n <td>16</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>352</th>\n <td>high sales</td>\n <td>133</td>\n <td>103</td>\n <td>14</td>\n <td>288</td>\n <td>122</td>\n <td>Good</td>\n <td>61</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>353</th>\n <td>high sales</td>\n <td>107</td>\n <td>67</td>\n <td>12</td>\n <td>430</td>\n <td>92</td>\n <td>Medium</td>\n <td>35</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>354</th>\n <td>low sales</td>\n <td>133</td>\n <td>31</td>\n <td>1</td>\n <td>80</td>\n <td>145</td>\n <td>Medium</td>\n <td>42</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>355</th>\n <td>low sales</td>\n <td>130</td>\n <td>100</td>\n <td>0</td>\n <td>306</td>\n <td>146</td>\n <td>Good</td>\n <td>42</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>356</th>\n <td>low sales</td>\n <td>142</td>\n <td>109</td>\n <td>0</td>\n <td>111</td>\n <td>164</td>\n <td>Good</td>\n <td>72</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>357</th>\n <td>high sales</td>\n <td>103</td>\n <td>73</td>\n <td>3</td>\n <td>276</td>\n <td>72</td>\n <td>Medium</td>\n <td>34</td>\n <td>15</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>358</th>\n <td>low sales</td>\n <td>123</td>\n <td>96</td>\n <td>10</td>\n <td>71</td>\n <td>118</td>\n <td>Bad</td>\n <td>69</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>359</th>\n <td>low sales</td>\n <td>130</td>\n <td>62</td>\n <td>11</td>\n <td>396</td>\n <td>130</td>\n <td>Bad</td>\n <td>66</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>360</th>\n <td>high sales</td>\n <td>118</td>\n <td>86</td>\n <td>7</td>\n <td>265</td>\n <td>114</td>\n <td>Good</td>\n <td>52</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>361</th>\n <td>high sales</td>\n <td>131</td>\n <td>25</td>\n <td>10</td>\n <td>183</td>\n <td>104</td>\n <td>Medium</td>\n <td>56</td>\n <td>15</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>362</th>\n <td>low sales</td>\n <td>131</td>\n <td>55</td>\n <td>0</td>\n <td>26</td>\n <td>110</td>\n <td>Bad</td>\n <td>79</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>363</th>\n <td>high sales</td>\n <td>111</td>\n <td>75</td>\n <td>1</td>\n <td>377</td>\n <td>108</td>\n <td>Good</td>\n <td>25</td>\n <td>12</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>364</th>\n <td>high sales</td>\n <td>122</td>\n <td>21</td>\n <td>16</td>\n <td>488</td>\n <td>131</td>\n <td>Good</td>\n <td>30</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>365</th>\n <td>low sales</td>\n <td>154</td>\n <td>30</td>\n <td>0</td>\n <td>122</td>\n <td>162</td>\n <td>Medium</td>\n <td>57</td>\n <td>17</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>366</th>\n <td>low sales</td>\n <td>124</td>\n <td>56</td>\n <td>11</td>\n <td>447</td>\n <td>134</td>\n <td>Medium</td>\n <td>53</td>\n <td>12</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>367</th>\n <td>high sales</td>\n <td>95</td>\n <td>106</td>\n <td>0</td>\n <td>256</td>\n <td>53</td>\n <td>Good</td>\n <td>52</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>368</th>\n <td>high sales</td>\n <td>109</td>\n <td>22</td>\n <td>10</td>\n <td>348</td>\n <td>79</td>\n <td>Good</td>\n <td>74</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>369</th>\n <td>high sales</td>\n <td>135</td>\n <td>100</td>\n <td>22</td>\n <td>463</td>\n <td>122</td>\n <td>Medium</td>\n <td>36</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>370</th>\n <td>high sales</td>\n <td>126</td>\n <td>41</td>\n <td>22</td>\n <td>403</td>\n <td>119</td>\n <td>Bad</td>\n <td>42</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>371</th>\n <td>high sales</td>\n <td>152</td>\n <td>81</td>\n <td>0</td>\n <td>191</td>\n <td>126</td>\n <td>Medium</td>\n <td>54</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>372</th>\n <td>high sales</td>\n <td>121</td>\n <td>50</td>\n <td>0</td>\n <td>508</td>\n <td>98</td>\n <td>Medium</td>\n <td>65</td>\n <td>11</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>373</th>\n <td>low sales</td>\n <td>137</td>\n <td>71</td>\n <td>0</td>\n <td>402</td>\n <td>116</td>\n <td>Medium</td>\n <td>78</td>\n <td>17</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>374</th>\n <td>high sales</td>\n <td>131</td>\n <td>47</td>\n <td>7</td>\n <td>90</td>\n <td>118</td>\n <td>Medium</td>\n <td>47</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>375</th>\n <td>high sales</td>\n <td>132</td>\n <td>46</td>\n <td>4</td>\n <td>206</td>\n <td>124</td>\n <td>Medium</td>\n <td>73</td>\n <td>11</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>376</th>\n <td>high sales</td>\n <td>141</td>\n <td>60</td>\n <td>19</td>\n <td>319</td>\n <td>92</td>\n <td>Good</td>\n <td>44</td>\n <td>11</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>377</th>\n <td>low sales</td>\n <td>132</td>\n <td>61</td>\n <td>0</td>\n <td>263</td>\n <td>125</td>\n <td>Medium</td>\n <td>41</td>\n <td>12</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>378</th>\n <td>low sales</td>\n <td>133</td>\n <td>88</td>\n <td>3</td>\n <td>105</td>\n <td>119</td>\n <td>Medium</td>\n <td>79</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>379</th>\n <td>low sales</td>\n <td>125</td>\n <td>111</td>\n <td>0</td>\n <td>404</td>\n <td>107</td>\n <td>Bad</td>\n <td>54</td>\n <td>15</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>380</th>\n <td>high sales</td>\n <td>106</td>\n <td>64</td>\n <td>10</td>\n <td>17</td>\n <td>89</td>\n <td>Medium</td>\n <td>68</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>381</th>\n <td>low sales</td>\n <td>124</td>\n <td>65</td>\n <td>21</td>\n <td>496</td>\n <td>151</td>\n <td>Bad</td>\n <td>77</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>382</th>\n <td>low sales</td>\n <td>121</td>\n <td>28</td>\n <td>19</td>\n <td>315</td>\n <td>121</td>\n <td>Medium</td>\n <td>66</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>383</th>\n <td>high sales</td>\n <td>98</td>\n <td>117</td>\n <td>0</td>\n <td>76</td>\n <td>68</td>\n <td>Medium</td>\n <td>63</td>\n <td>10</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>384</th>\n <td>high sales</td>\n <td>123</td>\n <td>37</td>\n <td>15</td>\n <td>348</td>\n <td>112</td>\n <td>Good</td>\n <td>28</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>385</th>\n <td>low sales</td>\n <td>131</td>\n <td>73</td>\n <td>13</td>\n <td>455</td>\n <td>132</td>\n <td>Medium</td>\n <td>62</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>386</th>\n <td>low sales</td>\n <td>152</td>\n <td>116</td>\n <td>0</td>\n <td>170</td>\n <td>160</td>\n <td>Medium</td>\n <td>39</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>387</th>\n <td>high sales</td>\n <td>142</td>\n <td>73</td>\n <td>14</td>\n <td>238</td>\n <td>115</td>\n <td>Medium</td>\n <td>73</td>\n <td>14</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>388</th>\n <td>high sales</td>\n <td>135</td>\n <td>89</td>\n <td>11</td>\n <td>245</td>\n <td>78</td>\n <td>Bad</td>\n <td>79</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>389</th>\n <td>high sales</td>\n <td>128</td>\n <td>42</td>\n <td>8</td>\n <td>328</td>\n <td>107</td>\n <td>Medium</td>\n <td>35</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>390</th>\n <td>low sales</td>\n <td>108</td>\n <td>75</td>\n <td>9</td>\n <td>61</td>\n <td>111</td>\n <td>Medium</td>\n <td>67</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>391</th>\n <td>low sales</td>\n <td>153</td>\n <td>63</td>\n <td>0</td>\n <td>49</td>\n <td>124</td>\n <td>Bad</td>\n <td>56</td>\n <td>16</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>392</th>\n <td>low sales</td>\n <td>129</td>\n <td>42</td>\n <td>13</td>\n <td>315</td>\n <td>130</td>\n <td>Bad</td>\n <td>34</td>\n <td>13</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>393</th>\n <td>low sales</td>\n <td>109</td>\n <td>51</td>\n <td>10</td>\n <td>26</td>\n <td>120</td>\n <td>Medium</td>\n <td>30</td>\n <td>17</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>394</th>\n <td>low sales</td>\n <td>130</td>\n <td>58</td>\n <td>19</td>\n <td>366</td>\n <td>139</td>\n <td>Bad</td>\n <td>33</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>395</th>\n <td>high sales</td>\n <td>138</td>\n <td>108</td>\n <td>17</td>\n <td>203</td>\n <td>128</td>\n <td>Good</td>\n <td>33</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>396</th>\n <td>low sales</td>\n <td>139</td>\n <td>23</td>\n <td>3</td>\n <td>37</td>\n <td>120</td>\n <td>Medium</td>\n <td>55</td>\n <td>11</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>397</th>\n <td>low sales</td>\n <td>162</td>\n <td>26</td>\n <td>12</td>\n <td>368</td>\n <td>159</td>\n <td>Medium</td>\n <td>40</td>\n <td>18</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>398</th>\n <td>low sales</td>\n <td>100</td>\n <td>79</td>\n <td>7</td>\n <td>284</td>\n <td>95</td>\n <td>Bad</td>\n <td>50</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>399</th>\n <td>high sales</td>\n <td>134</td>\n <td>37</td>\n <td>0</td>\n <td>27</td>\n <td>120</td>\n <td>Good</td>\n <td>49</td>\n <td>16</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": " Sales CompPrice Income Advertising Population Price ShelveLoc \\\n0 high sales 138 73 11 276 120 Bad \n1 high sales 111 48 16 260 83 Good \n2 high sales 113 35 10 269 80 Medium \n3 low sales 117 100 4 466 97 Medium \n4 low sales 141 64 3 340 128 Bad \n5 high sales 124 113 13 501 72 Bad \n6 low sales 115 105 0 45 108 Medium \n7 high sales 136 81 15 425 120 Good \n8 low sales 132 110 0 108 124 Medium \n9 low sales 132 113 0 131 124 Medium \n10 high sales 121 78 9 150 100 Bad \n11 high sales 117 94 4 503 94 Good \n12 low sales 122 35 2 393 136 Medium \n13 high sales 115 28 11 29 86 Good \n14 high sales 107 117 11 148 118 Good \n15 high sales 149 95 5 400 144 Medium \n16 high sales 118 32 0 284 110 Good \n17 high sales 147 74 13 251 131 Good \n18 high sales 110 110 0 408 68 Good \n19 high sales 129 76 16 58 121 Medium \n20 low sales 125 90 2 367 131 Medium \n21 high sales 134 29 12 239 109 Good \n22 low sales 128 46 6 497 138 Medium \n23 low sales 121 31 0 292 109 Medium \n24 high sales 145 119 16 294 113 Bad \n25 high sales 139 32 0 176 82 Good \n26 high sales 107 115 11 496 131 Good \n27 low sales 98 118 0 19 107 Medium \n28 low sales 103 74 0 359 97 Bad \n29 high sales 104 99 15 226 102 Bad \n30 high sales 125 94 0 447 89 Good \n31 high sales 136 58 16 241 131 Medium \n32 low sales 107 32 12 236 137 Good \n33 high sales 114 38 13 317 128 Good \n34 low sales 115 54 0 406 128 Medium \n35 high sales 131 84 11 29 96 Medium \n36 high sales 122 76 0 270 100 Good \n37 low sales 121 41 5 412 110 Medium \n38 low sales 109 73 0 454 102 Medium \n39 low sales 130 60 0 144 138 Bad \n40 low sales 119 98 0 18 126 Bad \n41 high sales 157 53 0 403 124 Bad \n42 high sales 77 69 0 25 24 Medium \n43 low sales 123 42 11 16 134 Medium \n44 low sales 85 79 6 325 95 Medium \n45 low sales 141 63 0 168 135 Bad \n46 high sales 127 90 14 16 70 Medium \n47 low sales 126 98 0 173 108 Bad \n48 low sales 116 52 0 349 98 Bad \n49 high sales 157 93 0 51 149 Good \n50 low sales 99 32 18 341 108 Bad \n51 low sales 121 90 0 150 108 Bad \n52 high sales 153 40 3 112 129 Bad \n53 low sales 109 64 13 39 119 Medium \n54 low sales 134 103 13 25 144 Medium \n55 low sales 143 81 5 60 154 Medium \n56 high sales 133 82 0 54 84 Medium \n57 low sales 93 91 0 22 117 Bad \n58 low sales 103 93 15 188 103 Bad \n59 low sales 118 71 4 148 114 Medium \n60 high sales 122 102 19 469 123 Bad \n61 low sales 105 32 0 358 107 Medium \n62 low sales 139 45 0 146 133 Bad \n63 high sales 119 88 10 170 101 Medium \n64 high sales 100 67 12 184 104 Medium \n65 low sales 122 26 0 197 128 Medium \n66 high sales 127 92 0 508 91 Medium \n67 high sales 126 61 14 152 115 Medium \n68 high sales 149 69 20 366 134 Good \n69 high sales 127 59 0 339 99 Medium \n70 high sales 89 81 15 237 99 Good \n71 low sales 148 51 16 148 150 Medium \n72 low sales 115 45 0 432 116 Medium \n73 high sales 118 90 10 54 104 Good \n74 low sales 150 68 5 125 136 Medium \n75 high sales 88 111 23 480 92 Bad \n76 high sales 102 87 10 346 70 Medium \n77 high sales 118 71 12 44 89 Medium \n78 low sales 134 48 1 139 145 Medium \n79 high sales 134 67 0 286 90 Bad \n80 high sales 113 100 16 353 79 Bad \n81 high sales 116 72 0 237 128 Good \n82 high sales 151 83 4 325 139 Good \n83 low sales 109 36 7 468 94 Bad \n84 low sales 111 25 0 52 121 Bad \n85 high sales 125 103 0 304 112 Medium \n86 high sales 150 84 9 432 134 Medium \n87 high sales 131 67 7 272 126 Good \n88 low sales 117 42 7 144 111 Medium \n89 high sales 128 66 3 493 119 Medium \n90 low sales 115 22 0 491 103 Medium \n91 low sales 97 46 11 267 107 Medium \n92 low sales 114 113 0 97 125 Medium \n93 high sales 145 30 0 67 104 Medium \n94 high sales 115 97 5 134 84 Bad \n95 low sales 134 25 10 237 148 Medium \n96 high sales 147 42 10 407 132 Good \n97 low sales 161 82 5 287 129 Bad \n98 high sales 122 77 24 382 127 Good \n99 low sales 121 47 3 220 107 Bad \n100 low sales 113 69 11 94 106 Medium \n101 low sales 128 93 0 89 118 Medium \n102 low sales 113 22 0 57 97 Medium \n103 low sales 123 91 0 334 96 Bad \n104 low sales 121 96 0 472 138 Medium \n105 low sales 104 100 8 398 97 Medium \n106 low sales 102 33 0 217 139 Medium \n107 high sales 134 107 0 104 108 Medium \n108 low sales 107 79 2 488 103 Bad \n109 high sales 115 65 0 217 90 Medium \n110 high sales 128 62 7 125 116 Medium \n111 low sales 132 118 12 272 151 Medium \n112 low sales 116 99 5 298 125 Good \n113 low sales 131 29 11 335 127 Bad \n114 high sales 122 87 9 17 106 Medium \n115 high sales 139 35 0 95 129 Medium \n116 low sales 135 75 0 202 128 Medium \n117 high sales 145 53 0 507 119 Medium \n118 high sales 112 88 2 243 99 Medium \n119 low sales 130 94 8 137 128 Medium \n120 low sales 128 105 11 249 131 Medium \n121 high sales 125 89 10 380 87 Bad \n122 low sales 119 100 5 45 108 Medium \n123 high sales 127 103 0 125 155 Good \n124 high sales 131 113 0 181 120 Good \n125 high sales 89 78 0 181 49 Medium \n126 high sales 153 68 2 60 133 Good \n127 low sales 125 48 3 192 116 Medium \n128 low sales 133 100 3 350 126 Bad \n129 low sales 143 120 7 279 147 Bad \n130 high sales 94 84 13 497 77 Medium \n131 low sales 108 69 3 208 94 Medium \n132 high sales 125 87 9 232 136 Good \n133 high sales 132 98 2 265 97 Bad \n134 low sales 132 31 0 327 131 Medium \n135 low sales 96 94 14 384 120 Medium \n136 low sales 131 75 0 10 120 Bad \n137 low sales 128 42 0 436 118 Medium \n138 high sales 125 103 12 371 109 Medium \n139 high sales 146 62 10 310 94 Medium \n140 low sales 133 60 10 277 129 Medium \n141 low sales 140 42 0 331 131 Bad \n142 low sales 124 84 0 300 104 Medium \n143 low sales 122 88 7 36 159 Bad \n144 high sales 132 68 0 264 123 Good \n145 high sales 144 63 11 27 117 Medium \n146 low sales 114 83 0 412 131 Bad \n147 high sales 140 54 9 402 119 Good \n148 high sales 110 119 0 384 97 Medium \n149 high sales 121 120 13 140 87 Medium \n150 high sales 122 84 8 176 114 Good \n151 high sales 111 58 17 407 103 Good \n152 high sales 128 78 0 341 128 Good \n153 low sales 150 36 7 488 150 Medium \n154 low sales 129 69 10 289 110 Medium \n155 high sales 98 72 0 59 69 Medium \n156 low sales 146 34 0 220 157 Good \n157 high sales 121 58 8 249 90 Medium \n158 high sales 142 90 1 189 112 Good \n159 high sales 119 60 0 372 70 Bad \n160 low sales 111 28 0 486 111 Medium \n161 low sales 143 21 5 81 160 Medium \n162 low sales 122 74 0 424 149 Medium \n163 low sales 130 64 0 40 106 Bad \n164 high sales 148 64 0 58 141 Medium \n165 low sales 147 58 7 100 191 Bad \n166 low sales 119 67 17 151 137 Medium \n167 low sales 106 73 0 216 93 Medium \n168 low sales 129 89 0 425 117 Medium \n169 high sales 104 41 15 492 77 Good \n170 high sales 128 39 12 356 118 Medium \n171 high sales 93 106 12 416 55 Medium \n172 high sales 104 102 13 123 110 Good \n173 low sales 135 91 5 207 128 Medium \n174 low sales 139 24 0 358 185 Medium \n175 high sales 115 89 0 38 122 Medium \n176 low sales 138 107 9 480 154 Medium \n177 high sales 138 72 0 148 94 Medium \n178 high sales 104 71 14 89 81 Medium \n179 high sales 144 25 3 70 116 Medium \n180 low sales 137 112 15 434 149 Bad \n181 low sales 121 83 0 79 91 Medium \n182 low sales 137 60 4 230 140 Bad \n183 low sales 118 74 6 426 102 Medium \n184 high sales 132 33 7 35 97 Medium \n185 high sales 130 100 11 449 107 Medium \n186 high sales 120 51 0 93 86 Medium \n187 low sales 117 32 0 142 96 Bad \n188 high sales 116 37 0 426 90 Medium \n189 high sales 118 117 18 509 104 Medium \n190 high sales 130 37 13 297 101 Medium \n191 low sales 156 42 13 170 173 Good \n192 high sales 108 26 0 408 93 Medium \n193 high sales 139 70 7 71 96 Good \n194 low sales 112 98 18 481 128 Medium \n195 low sales 117 93 4 420 112 Bad \n196 low sales 130 28 6 410 133 Bad \n197 low sales 124 61 0 333 138 Medium \n198 low sales 112 80 5 500 128 Medium \n199 low sales 122 88 5 335 126 Medium \n200 low sales 144 92 0 349 146 Medium \n201 low sales 138 83 0 139 134 Medium \n202 low sales 121 78 4 413 130 Bad \n203 low sales 131 82 0 132 157 Bad \n204 high sales 155 80 0 237 124 Medium \n205 low sales 113 22 1 317 132 Medium \n206 low sales 162 67 0 27 160 Medium \n207 high sales 111 105 0 466 97 Bad \n208 high sales 86 54 0 497 64 Bad \n209 low sales 98 21 11 326 90 Bad \n210 low sales 125 41 2 357 123 Bad \n211 high sales 117 118 14 445 120 Medium \n212 high sales 145 69 19 501 105 Medium \n213 high sales 149 84 5 220 139 Medium \n214 low sales 115 115 3 48 107 Medium \n215 low sales 116 83 15 170 144 Bad \n216 low sales 141 33 0 243 144 Medium \n217 low sales 106 44 0 481 111 Medium \n218 high sales 138 61 12 156 120 Medium \n219 high sales 116 79 19 359 116 Good \n220 high sales 131 120 15 262 124 Medium \n221 low sales 124 44 0 125 107 Medium \n222 low sales 136 119 6 178 145 Medium \n223 low sales 110 45 9 276 125 Medium \n224 low sales 134 82 0 464 141 Medium \n225 low sales 107 25 0 412 82 Bad \n226 high sales 119 33 0 245 122 Good \n227 high sales 113 64 10 68 101 Medium \n228 low sales 149 73 13 381 163 Bad \n229 high sales 98 104 0 404 72 Medium \n230 low sales 115 60 0 119 114 Bad \n231 high sales 132 69 0 123 122 Medium \n232 high sales 137 80 10 24 105 Good \n233 high sales 123 76 18 218 120 Medium \n234 high sales 115 62 11 289 129 Good \n235 low sales 126 32 8 95 132 Medium \n236 high sales 141 34 16 361 108 Medium \n237 high sales 151 28 8 499 135 Medium \n238 low sales 121 24 0 200 133 Good \n239 low sales 123 105 0 149 118 Bad \n240 high sales 159 80 0 362 121 Medium \n241 high sales 136 63 0 160 94 Medium \n242 low sales 124 46 0 199 135 Medium \n243 high sales 124 25 13 87 110 Medium \n244 high sales 130 30 0 391 100 Medium \n245 high sales 114 43 0 199 88 Good \n246 low sales 120 56 20 266 90 Bad \n247 low sales 123 114 0 298 151 Bad \n248 low sales 111 52 0 12 101 Medium \n249 low sales 125 67 0 86 117 Bad \n250 high sales 137 105 10 435 156 Good \n251 low sales 139 111 5 310 132 Bad \n252 high sales 133 97 0 70 117 Medium \n253 low sales 124 24 5 288 122 Medium \n254 high sales 108 104 23 353 129 Good \n255 high sales 123 81 8 198 81 Bad \n256 low sales 147 40 0 277 144 Medium \n257 high sales 125 62 14 477 112 Medium \n258 low sales 108 38 0 251 81 Bad \n259 low sales 123 36 10 467 100 Bad \n260 high sales 129 117 8 400 101 Bad \n261 low sales 121 42 4 188 118 Medium \n262 low sales 120 77 15 86 132 Medium \n263 high sales 116 26 6 434 115 Medium \n264 low sales 128 29 5 324 159 Good \n265 low sales 130 35 10 402 129 Bad \n266 high sales 128 93 12 343 112 Good \n267 low sales 134 82 7 473 112 Bad \n268 low sales 123 57 0 66 105 Medium \n269 low sales 159 69 0 438 166 Medium \n270 high sales 119 26 0 284 89 Good \n271 low sales 111 56 0 504 110 Medium \n272 high sales 113 33 0 14 63 Good \n273 high sales 116 106 8 244 86 Medium \n274 low sales 135 93 2 67 119 Medium \n275 low sales 107 119 11 210 132 Medium \n276 low sales 135 69 14 296 130 Medium \n277 high sales 136 48 12 326 125 Medium \n278 low sales 114 113 2 129 151 Good \n279 low sales 141 57 13 376 158 Medium \n280 low sales 121 86 10 496 145 Bad \n281 high sales 122 69 7 303 105 Good \n282 high sales 150 96 0 80 154 Good \n283 low sales 135 110 0 112 117 Medium \n284 low sales 106 46 11 414 96 Bad \n285 high sales 146 26 11 261 131 Medium \n286 high sales 117 118 11 429 113 Medium \n287 low sales 95 44 4 208 72 Bad \n288 low sales 116 40 0 74 97 Medium \n289 high sales 143 77 25 448 156 Medium \n290 high sales 107 111 14 400 103 Medium \n291 low sales 118 70 0 106 89 Bad \n292 high sales 113 66 16 322 74 Good \n293 high sales 123 84 0 74 89 Good \n294 high sales 148 76 3 126 99 Good \n295 low sales 118 35 14 502 137 Medium \n296 high sales 127 44 13 160 123 Good \n297 low sales 118 83 13 276 104 Bad \n298 high sales 148 63 0 312 130 Good \n299 high sales 135 40 17 497 96 Medium \n300 high sales 116 78 1 158 99 Medium \n301 low sales 99 93 0 198 87 Medium \n302 low sales 108 77 13 388 110 Bad \n303 high sales 133 52 16 290 99 Medium \n304 high sales 123 98 12 408 134 Good \n305 high sales 115 29 26 394 132 Medium \n306 low sales 131 32 1 85 133 Medium \n307 low sales 138 92 0 13 120 Bad \n308 high sales 126 80 19 436 126 Medium \n309 high sales 131 111 13 33 80 Bad \n310 high sales 175 65 29 419 166 Medium \n311 low sales 146 68 12 328 132 Bad \n312 low sales 137 117 5 337 135 Bad \n313 high sales 103 81 3 491 54 Medium \n314 high sales 133 33 10 333 129 Good \n315 low sales 131 21 8 220 171 Good \n316 high sales 122 36 5 369 72 Good \n317 low sales 142 30 0 472 136 Good \n318 high sales 116 72 10 456 130 Good \n319 low sales 127 45 19 459 129 Medium \n320 low sales 136 70 12 171 152 Medium \n321 high sales 123 39 5 499 98 Medium \n322 high sales 140 50 10 300 139 Good \n323 high sales 107 105 18 428 103 Medium \n324 low sales 136 65 4 133 150 Bad \n325 high sales 144 69 11 131 104 Medium \n326 low sales 133 30 0 152 122 Medium \n327 low sales 112 38 17 316 104 Medium \n328 low sales 117 66 1 65 111 Bad \n329 high sales 100 54 9 433 89 Good \n330 low sales 122 59 0 501 112 Bad \n331 high sales 135 63 15 213 134 Medium \n332 low sales 106 33 20 354 104 Medium \n333 low sales 136 60 7 303 147 Medium \n334 high sales 93 117 9 489 83 Bad \n335 low sales 120 70 15 464 110 Medium \n336 low sales 138 35 6 60 143 Bad \n337 high sales 130 38 0 283 102 Medium \n338 low sales 112 24 0 164 101 Medium \n339 high sales 134 44 4 219 126 Good \n340 high sales 140 29 0 105 91 Bad \n341 low sales 98 120 0 268 93 Medium \n342 high sales 137 102 13 422 118 Medium \n343 low sales 117 42 10 371 121 Bad \n344 high sales 138 80 0 108 126 Good \n345 low sales 121 68 0 279 149 Good \n346 high sales 132 107 0 144 125 Medium \n347 low sales 96 39 0 161 112 Good \n348 high sales 132 102 20 459 107 Good \n349 high sales 134 27 18 467 96 Medium \n350 high sales 111 101 17 266 91 Medium \n351 high sales 124 115 16 458 105 Medium \n352 high sales 133 103 14 288 122 Good \n353 high sales 107 67 12 430 92 Medium \n354 low sales 133 31 1 80 145 Medium \n355 low sales 130 100 0 306 146 Good \n356 low sales 142 109 0 111 164 Good \n357 high sales 103 73 3 276 72 Medium \n358 low sales 123 96 10 71 118 Bad \n359 low sales 130 62 11 396 130 Bad \n360 high sales 118 86 7 265 114 Good \n361 high sales 131 25 10 183 104 Medium \n362 low sales 131 55 0 26 110 Bad \n363 high sales 111 75 1 377 108 Good \n364 high sales 122 21 16 488 131 Good \n365 low sales 154 30 0 122 162 Medium \n366 low sales 124 56 11 447 134 Medium \n367 high sales 95 106 0 256 53 Good \n368 high sales 109 22 10 348 79 Good \n369 high sales 135 100 22 463 122 Medium \n370 high sales 126 41 22 403 119 Bad \n371 high sales 152 81 0 191 126 Medium \n372 high sales 121 50 0 508 98 Medium \n373 low sales 137 71 0 402 116 Medium \n374 high sales 131 47 7 90 118 Medium \n375 high sales 132 46 4 206 124 Medium \n376 high sales 141 60 19 319 92 Good \n377 low sales 132 61 0 263 125 Medium \n378 low sales 133 88 3 105 119 Medium \n379 low sales 125 111 0 404 107 Bad \n380 high sales 106 64 10 17 89 Medium \n381 low sales 124 65 21 496 151 Bad \n382 low sales 121 28 19 315 121 Medium \n383 high sales 98 117 0 76 68 Medium \n384 high sales 123 37 15 348 112 Good \n385 low sales 131 73 13 455 132 Medium \n386 low sales 152 116 0 170 160 Medium \n387 high sales 142 73 14 238 115 Medium \n388 high sales 135 89 11 245 78 Bad \n389 high sales 128 42 8 328 107 Medium \n390 low sales 108 75 9 61 111 Medium \n391 low sales 153 63 0 49 124 Bad \n392 low sales 129 42 13 315 130 Bad \n393 low sales 109 51 10 26 120 Medium \n394 low sales 130 58 19 366 139 Bad \n395 high sales 138 108 17 203 128 Good \n396 low sales 139 23 3 37 120 Medium \n397 low sales 162 26 12 368 159 Medium \n398 low sales 100 79 7 284 95 Bad \n399 high sales 134 37 0 27 120 Good \n\n Age Education Urban US \n0 42 17 Yes Yes \n1 65 10 Yes Yes \n2 59 12 Yes Yes \n3 55 14 Yes Yes \n4 38 13 Yes No \n5 78 16 No Yes \n6 71 15 Yes No \n7 67 10 Yes Yes \n8 76 10 No No \n9 76 17 No Yes \n10 26 10 No Yes \n11 50 13 Yes Yes \n12 62 18 Yes No \n13 53 18 Yes Yes \n14 52 18 Yes Yes \n15 76 18 No No \n16 63 13 Yes No \n17 52 10 Yes Yes \n18 46 17 No Yes \n19 69 12 Yes Yes \n20 35 18 Yes Yes \n21 62 18 No Yes \n22 42 13 Yes No \n23 79 10 Yes No \n24 42 12 Yes Yes \n25 54 11 No No \n26 50 11 No Yes \n27 64 17 Yes No \n28 55 11 Yes Yes \n29 58 17 Yes Yes \n30 30 12 Yes No \n31 44 18 Yes Yes \n32 64 10 No Yes \n33 50 16 Yes Yes \n34 42 17 Yes Yes \n35 44 17 No Yes \n36 60 18 No No \n37 54 10 Yes Yes \n38 65 15 Yes No \n39 38 10 No No \n40 73 17 No No \n41 58 16 Yes No \n42 50 18 Yes No \n43 59 13 Yes Yes \n44 69 13 Yes Yes \n45 44 12 Yes Yes \n46 48 15 No Yes \n47 55 16 Yes No \n48 69 18 Yes No \n49 32 17 Yes No \n50 80 16 Yes Yes \n51 75 16 Yes No \n52 39 18 Yes Yes \n53 61 17 Yes Yes \n54 76 17 No Yes \n55 61 18 Yes Yes \n56 50 17 Yes No \n57 75 11 Yes No \n58 74 16 Yes Yes \n59 80 13 Yes No \n60 29 13 Yes Yes \n61 26 13 No No \n62 77 17 Yes Yes \n63 61 13 Yes Yes \n64 32 16 No Yes \n65 55 13 No No \n66 56 18 Yes No \n67 47 16 Yes Yes \n68 60 13 Yes Yes \n69 65 12 Yes No \n70 74 12 Yes Yes \n71 58 17 No Yes \n72 25 15 Yes No \n73 31 11 No Yes \n74 64 13 No Yes \n75 36 16 No Yes \n76 64 15 Yes Yes \n77 67 18 No Yes \n78 65 12 Yes Yes \n79 41 13 Yes No \n80 68 11 Yes Yes \n81 70 13 Yes No \n82 28 17 Yes Yes \n83 56 11 Yes Yes \n84 43 18 No No \n85 49 13 No No \n86 64 15 Yes No \n87 54 16 No Yes \n88 62 10 Yes Yes \n89 45 16 No No \n90 64 11 No No \n91 80 15 Yes Yes \n92 29 12 Yes No \n93 55 17 Yes No \n94 55 11 Yes Yes \n95 59 13 Yes Yes \n96 73 16 No Yes \n97 33 16 Yes Yes \n98 36 16 No Yes \n99 56 16 No Yes \n100 76 12 No Yes \n101 34 18 Yes No \n102 65 16 No No \n103 78 17 Yes Yes \n104 51 12 Yes No \n105 61 11 Yes Yes \n106 70 18 No No \n107 60 12 Yes No \n108 65 16 Yes No \n109 60 17 No No \n110 43 14 Yes Yes \n111 43 14 Yes Yes \n112 62 12 Yes Yes \n113 33 12 Yes Yes \n114 65 13 Yes Yes \n115 42 13 Yes No \n116 80 10 No No \n117 41 12 Yes No \n118 62 11 Yes Yes \n119 64 12 Yes Yes \n120 63 13 Yes Yes \n121 28 10 Yes Yes \n122 75 10 Yes Yes \n123 29 15 No Yes \n124 63 14 Yes No \n125 43 15 No No \n126 59 16 Yes Yes \n127 51 14 Yes Yes \n128 55 13 Yes Yes \n129 40 10 No Yes \n130 51 12 Yes Yes \n131 77 16 Yes No \n132 72 10 Yes Yes \n133 62 12 Yes Yes \n134 76 16 Yes No \n135 36 18 No Yes \n136 31 18 No No \n137 80 11 Yes No \n138 44 10 Yes Yes \n139 30 13 No Yes \n140 45 18 Yes Yes \n141 28 15 Yes No \n142 77 15 Yes No \n143 28 17 Yes Yes \n144 34 11 No No \n145 47 17 Yes Yes \n146 39 14 Yes No \n147 41 16 No Yes \n148 72 14 No Yes \n149 56 11 Yes Yes \n150 57 10 No Yes \n151 75 17 No Yes \n152 45 13 No No \n153 25 17 No Yes \n154 50 16 No Yes \n155 65 16 Yes No \n156 51 16 Yes No \n157 48 13 No Yes \n158 39 10 No Yes \n159 30 18 No No \n160 29 12 No No \n161 67 12 No Yes \n162 51 13 Yes No \n163 39 17 No No \n164 27 13 No Yes \n165 27 15 Yes Yes \n166 55 11 Yes Yes \n167 60 13 Yes No \n168 45 10 Yes No \n169 73 18 Yes Yes \n170 71 10 Yes Yes \n171 75 15 Yes Yes \n172 35 16 Yes Yes \n173 66 18 Yes Yes \n174 79 15 No No \n175 25 12 Yes No \n176 47 11 No Yes \n177 27 17 Yes Yes \n178 25 14 No Yes \n179 77 18 Yes Yes \n180 66 13 Yes Yes \n181 68 11 Yes No \n182 25 13 Yes No \n183 80 18 Yes Yes \n184 60 11 No Yes \n185 64 10 Yes Yes \n186 46 17 No No \n187 62 17 Yes No \n188 76 15 Yes No \n189 26 15 No Yes \n190 37 13 No Yes \n191 74 14 Yes Yes \n192 56 14 No No \n193 61 10 Yes Yes \n194 45 11 Yes Yes \n195 66 11 Yes Yes \n196 72 16 Yes Yes \n197 76 16 Yes No \n198 69 10 Yes Yes \n199 64 14 Yes Yes \n200 62 12 No No \n201 54 18 Yes No \n202 46 10 No Yes \n203 25 14 Yes No \n204 37 14 Yes No \n205 28 12 Yes No \n206 77 17 Yes Yes \n207 61 10 No No \n208 33 12 Yes No \n209 76 11 No Yes \n210 47 14 No Yes \n211 32 15 Yes Yes \n212 45 11 Yes Yes \n213 33 10 Yes Yes \n214 73 18 Yes Yes \n215 71 11 Yes Yes \n216 34 17 Yes No \n217 70 14 No No \n218 25 14 Yes Yes \n219 58 17 Yes Yes \n220 30 10 Yes Yes \n221 80 11 Yes No \n222 35 13 Yes Yes \n223 62 14 Yes Yes \n224 48 13 No No \n225 36 14 Yes No \n226 56 14 Yes No \n227 57 16 Yes Yes \n228 26 11 No Yes \n229 27 18 No No \n230 38 14 No No \n231 27 11 No No \n232 61 15 Yes Yes \n233 29 14 No Yes \n234 56 16 No Yes \n235 50 17 Yes Yes \n236 69 10 Yes Yes \n237 48 10 Yes Yes \n238 73 13 Yes No \n239 62 16 Yes Yes \n240 26 18 Yes No \n241 38 12 Yes No \n242 52 14 No No \n243 57 10 Yes Yes \n244 26 18 Yes No \n245 57 10 No Yes \n246 78 18 Yes Yes \n247 34 16 Yes No \n248 61 11 Yes Yes \n249 65 11 Yes No \n250 72 14 Yes Yes \n251 62 13 Yes Yes \n252 32 16 Yes No \n253 57 12 No Yes \n254 37 17 Yes Yes \n255 80 15 Yes Yes \n256 73 10 Yes No \n257 80 13 Yes Yes \n258 72 14 No No \n259 74 11 No Yes \n260 36 10 Yes Yes \n261 54 15 Yes Yes \n262 48 18 Yes Yes \n263 25 17 Yes Yes \n264 31 15 Yes Yes \n265 39 17 Yes Yes \n266 73 17 No Yes \n267 51 12 No Yes \n268 39 11 Yes No \n269 46 17 Yes No \n270 26 10 Yes No \n271 62 16 Yes No \n272 38 12 Yes No \n273 58 12 Yes Yes \n274 34 11 Yes Yes \n275 53 11 Yes Yes \n276 73 15 Yes Yes \n277 36 16 Yes Yes \n278 40 15 No Yes \n279 64 18 Yes Yes \n280 51 10 Yes Yes \n281 45 16 No Yes \n282 61 11 Yes No \n283 80 16 No No \n284 79 17 No No \n285 39 10 Yes Yes \n286 67 18 No Yes \n287 44 17 Yes Yes \n288 76 15 No No \n289 43 17 Yes Yes \n290 41 11 No Yes \n291 39 17 Yes No \n292 76 15 Yes Yes \n293 59 10 Yes No \n294 60 11 Yes Yes \n295 79 10 No Yes \n296 63 18 Yes Yes \n297 75 10 Yes Yes \n298 63 15 Yes No \n299 54 17 No Yes \n300 45 11 Yes Yes \n301 57 16 Yes Yes \n302 74 14 Yes Yes \n303 43 11 Yes Yes \n304 29 10 Yes Yes \n305 33 13 Yes Yes \n306 48 12 Yes Yes \n307 61 12 Yes No \n308 52 10 Yes Yes \n309 68 18 Yes Yes \n310 53 12 Yes Yes \n311 51 14 Yes Yes \n312 38 10 Yes Yes \n313 66 13 Yes No \n314 71 14 Yes Yes \n315 29 14 Yes Yes \n316 35 10 Yes Yes \n317 80 15 No No \n318 41 14 No Yes \n319 57 11 No Yes \n320 44 18 Yes Yes \n321 34 15 Yes No \n322 60 15 Yes Yes \n323 34 12 Yes Yes \n324 53 13 Yes Yes \n325 47 11 Yes Yes \n326 53 17 Yes No \n327 80 16 Yes Yes \n328 55 11 Yes Yes \n329 45 12 Yes Yes \n330 32 14 No No \n331 32 10 Yes Yes \n332 61 12 Yes Yes \n333 41 10 Yes Yes \n334 42 13 Yes Yes \n335 72 15 Yes Yes \n336 28 18 Yes No \n337 80 15 Yes No \n338 45 11 Yes No \n339 44 15 Yes Yes \n340 43 16 Yes No \n341 72 10 No No \n342 71 10 No Yes \n343 26 14 Yes Yes \n344 70 13 No Yes \n345 79 12 Yes No \n346 33 13 No No \n347 27 14 No No \n348 49 11 Yes Yes \n349 49 14 No Yes \n350 63 17 No Yes \n351 62 16 No Yes \n352 61 17 Yes Yes \n353 35 12 No Yes \n354 42 18 Yes Yes \n355 42 11 Yes No \n356 72 12 Yes No \n357 34 15 Yes Yes \n358 69 11 Yes Yes \n359 66 14 Yes Yes \n360 52 15 No Yes \n361 56 15 No Yes \n362 79 12 Yes Yes \n363 25 12 Yes No \n364 30 14 Yes Yes \n365 57 17 No No \n366 53 12 No Yes \n367 52 17 Yes No \n368 74 14 No Yes \n369 36 14 Yes Yes \n370 42 12 Yes Yes \n371 54 16 Yes No \n372 65 11 No No \n373 78 17 Yes No \n374 47 12 Yes Yes \n375 73 11 Yes No \n376 44 11 Yes Yes \n377 41 12 No No \n378 79 12 Yes Yes \n379 54 15 Yes No \n380 68 17 Yes Yes \n381 77 13 Yes Yes \n382 66 14 Yes Yes \n383 63 10 Yes No \n384 28 12 Yes Yes \n385 62 17 Yes Yes \n386 39 16 Yes No \n387 73 14 No Yes \n388 79 16 Yes Yes \n389 35 12 Yes Yes \n390 67 12 Yes Yes \n391 56 16 Yes No \n392 34 13 Yes Yes \n393 30 17 No Yes \n394 33 16 Yes Yes \n395 33 14 Yes Yes \n396 55 11 No Yes \n397 40 18 Yes Yes \n398 50 12 Yes Yes \n399 49 16 Yes Yes " | |
| }, | |
| "execution_count": 248, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.898567Z", | |
| "start_time": "2023-02-27T06:43:06.884607Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "ec043c36", | |
| "cell_type": "code", | |
| "source": "label_encoder=preprocessing.LabelEncoder()", | |
| "execution_count": 249, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.914529Z", | |
| "start_time": "2023-02-27T06:43:06.899557Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "5f489945", | |
| "cell_type": "code", | |
| "source": "data['Sales']=label_encoder.fit_transform(data['Sales'])\ndata['ShelveLoc']=label_encoder.fit_transform(data['ShelveLoc'])\ndata['Urban']=label_encoder.fit_transform(data['Urban'])\ndata['US']=label_encoder.fit_transform(data['US'])", | |
| "execution_count": 250, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:06.976440Z", | |
| "start_time": "2023-02-27T06:43:06.916508Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "e0b35290", | |
| "cell_type": "code", | |
| "source": "data", | |
| "execution_count": 251, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Sales</th>\n <th>CompPrice</th>\n <th>Income</th>\n <th>Advertising</th>\n <th>Population</th>\n <th>Price</th>\n <th>ShelveLoc</th>\n <th>Age</th>\n <th>Education</th>\n <th>Urban</th>\n <th>US</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>138</td>\n <td>73</td>\n <td>11</td>\n <td>276</td>\n <td>120</td>\n <td>0</td>\n <td>42</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>0</td>\n <td>111</td>\n <td>48</td>\n <td>16</td>\n <td>260</td>\n <td>83</td>\n <td>1</td>\n <td>65</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>0</td>\n <td>113</td>\n <td>35</td>\n <td>10</td>\n <td>269</td>\n <td>80</td>\n <td>2</td>\n <td>59</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>1</td>\n <td>117</td>\n <td>100</td>\n <td>4</td>\n <td>466</td>\n <td>97</td>\n <td>2</td>\n <td>55</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>1</td>\n <td>141</td>\n <td>64</td>\n <td>3</td>\n <td>340</td>\n <td>128</td>\n <td>0</td>\n <td>38</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>5</th>\n <td>0</td>\n <td>124</td>\n <td>113</td>\n <td>13</td>\n <td>501</td>\n <td>72</td>\n <td>0</td>\n <td>78</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>6</th>\n <td>1</td>\n <td>115</td>\n <td>105</td>\n <td>0</td>\n <td>45</td>\n <td>108</td>\n <td>2</td>\n <td>71</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>7</th>\n <td>0</td>\n <td>136</td>\n <td>81</td>\n <td>15</td>\n <td>425</td>\n <td>120</td>\n <td>1</td>\n <td>67</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>8</th>\n <td>1</td>\n <td>132</td>\n <td>110</td>\n <td>0</td>\n <td>108</td>\n <td>124</td>\n <td>2</td>\n <td>76</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>9</th>\n <td>1</td>\n <td>132</td>\n <td>113</td>\n <td>0</td>\n <td>131</td>\n <td>124</td>\n <td>2</td>\n <td>76</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>10</th>\n <td>0</td>\n <td>121</td>\n <td>78</td>\n <td>9</td>\n <td>150</td>\n <td>100</td>\n <td>0</td>\n <td>26</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>11</th>\n <td>0</td>\n <td>117</td>\n <td>94</td>\n <td>4</td>\n <td>503</td>\n <td>94</td>\n <td>1</td>\n <td>50</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>12</th>\n <td>1</td>\n <td>122</td>\n <td>35</td>\n <td>2</td>\n <td>393</td>\n <td>136</td>\n <td>2</td>\n <td>62</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>13</th>\n <td>0</td>\n <td>115</td>\n <td>28</td>\n <td>11</td>\n <td>29</td>\n <td>86</td>\n <td>1</td>\n <td>53</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>14</th>\n <td>0</td>\n <td>107</td>\n <td>117</td>\n <td>11</td>\n <td>148</td>\n <td>118</td>\n <td>1</td>\n <td>52</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>15</th>\n <td>0</td>\n <td>149</td>\n <td>95</td>\n <td>5</td>\n <td>400</td>\n <td>144</td>\n <td>2</td>\n <td>76</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>16</th>\n <td>0</td>\n <td>118</td>\n <td>32</td>\n <td>0</td>\n <td>284</td>\n <td>110</td>\n <td>1</td>\n <td>63</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>17</th>\n <td>0</td>\n <td>147</td>\n <td>74</td>\n <td>13</td>\n <td>251</td>\n <td>131</td>\n <td>1</td>\n <td>52</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>18</th>\n <td>0</td>\n <td>110</td>\n <td>110</td>\n <td>0</td>\n <td>408</td>\n <td>68</td>\n <td>1</td>\n <td>46</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>19</th>\n <td>0</td>\n <td>129</td>\n <td>76</td>\n <td>16</td>\n <td>58</td>\n <td>121</td>\n <td>2</td>\n <td>69</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>20</th>\n <td>1</td>\n <td>125</td>\n <td>90</td>\n <td>2</td>\n <td>367</td>\n <td>131</td>\n <td>2</td>\n <td>35</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>21</th>\n <td>0</td>\n <td>134</td>\n <td>29</td>\n <td>12</td>\n <td>239</td>\n <td>109</td>\n <td>1</td>\n <td>62</td>\n <td>18</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>22</th>\n <td>1</td>\n <td>128</td>\n <td>46</td>\n <td>6</td>\n <td>497</td>\n <td>138</td>\n <td>2</td>\n <td>42</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>23</th>\n <td>1</td>\n <td>121</td>\n <td>31</td>\n <td>0</td>\n <td>292</td>\n <td>109</td>\n <td>2</td>\n <td>79</td>\n <td>10</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>24</th>\n <td>0</td>\n <td>145</td>\n <td>119</td>\n <td>16</td>\n <td>294</td>\n <td>113</td>\n <td>0</td>\n <td>42</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>25</th>\n <td>0</td>\n <td>139</td>\n <td>32</td>\n <td>0</td>\n <td>176</td>\n <td>82</td>\n <td>1</td>\n <td>54</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>26</th>\n <td>0</td>\n <td>107</td>\n <td>115</td>\n <td>11</td>\n <td>496</td>\n <td>131</td>\n <td>1</td>\n <td>50</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>27</th>\n <td>1</td>\n <td>98</td>\n <td>118</td>\n <td>0</td>\n <td>19</td>\n <td>107</td>\n <td>2</td>\n <td>64</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>28</th>\n <td>1</td>\n <td>103</td>\n <td>74</td>\n <td>0</td>\n <td>359</td>\n <td>97</td>\n <td>0</td>\n <td>55</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>29</th>\n <td>0</td>\n <td>104</td>\n <td>99</td>\n <td>15</td>\n <td>226</td>\n <td>102</td>\n <td>0</td>\n <td>58</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>30</th>\n <td>0</td>\n <td>125</td>\n <td>94</td>\n <td>0</td>\n <td>447</td>\n <td>89</td>\n <td>1</td>\n <td>30</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>31</th>\n <td>0</td>\n <td>136</td>\n <td>58</td>\n <td>16</td>\n <td>241</td>\n <td>131</td>\n <td>2</td>\n <td>44</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>32</th>\n <td>1</td>\n <td>107</td>\n <td>32</td>\n <td>12</td>\n <td>236</td>\n <td>137</td>\n <td>1</td>\n <td>64</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>33</th>\n <td>0</td>\n <td>114</td>\n <td>38</td>\n <td>13</td>\n <td>317</td>\n <td>128</td>\n <td>1</td>\n <td>50</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>34</th>\n <td>1</td>\n <td>115</td>\n <td>54</td>\n <td>0</td>\n <td>406</td>\n <td>128</td>\n <td>2</td>\n <td>42</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>35</th>\n <td>0</td>\n <td>131</td>\n <td>84</td>\n <td>11</td>\n <td>29</td>\n <td>96</td>\n <td>2</td>\n <td>44</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>36</th>\n <td>0</td>\n <td>122</td>\n <td>76</td>\n <td>0</td>\n <td>270</td>\n <td>100</td>\n <td>1</td>\n <td>60</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>37</th>\n <td>1</td>\n <td>121</td>\n <td>41</td>\n <td>5</td>\n <td>412</td>\n <td>110</td>\n <td>2</td>\n <td>54</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>38</th>\n <td>1</td>\n <td>109</td>\n <td>73</td>\n <td>0</td>\n <td>454</td>\n <td>102</td>\n <td>2</td>\n <td>65</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>39</th>\n <td>1</td>\n <td>130</td>\n <td>60</td>\n <td>0</td>\n <td>144</td>\n <td>138</td>\n <td>0</td>\n <td>38</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>40</th>\n <td>1</td>\n <td>119</td>\n <td>98</td>\n <td>0</td>\n <td>18</td>\n <td>126</td>\n <td>0</td>\n <td>73</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>41</th>\n <td>0</td>\n <td>157</td>\n <td>53</td>\n <td>0</td>\n <td>403</td>\n <td>124</td>\n <td>0</td>\n <td>58</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>42</th>\n <td>0</td>\n <td>77</td>\n <td>69</td>\n <td>0</td>\n <td>25</td>\n <td>24</td>\n <td>2</td>\n <td>50</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>43</th>\n <td>1</td>\n <td>123</td>\n <td>42</td>\n <td>11</td>\n <td>16</td>\n <td>134</td>\n <td>2</td>\n <td>59</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>44</th>\n <td>1</td>\n <td>85</td>\n <td>79</td>\n <td>6</td>\n <td>325</td>\n <td>95</td>\n <td>2</td>\n <td>69</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>45</th>\n <td>1</td>\n <td>141</td>\n <td>63</td>\n <td>0</td>\n <td>168</td>\n <td>135</td>\n <td>0</td>\n <td>44</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>46</th>\n <td>0</td>\n <td>127</td>\n <td>90</td>\n <td>14</td>\n <td>16</td>\n <td>70</td>\n <td>2</td>\n <td>48</td>\n <td>15</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>47</th>\n <td>1</td>\n <td>126</td>\n <td>98</td>\n <td>0</td>\n <td>173</td>\n <td>108</td>\n <td>0</td>\n <td>55</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>48</th>\n <td>1</td>\n <td>116</td>\n <td>52</td>\n <td>0</td>\n <td>349</td>\n <td>98</td>\n <td>0</td>\n <td>69</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>49</th>\n <td>0</td>\n <td>157</td>\n <td>93</td>\n <td>0</td>\n <td>51</td>\n <td>149</td>\n <td>1</td>\n <td>32</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>50</th>\n <td>1</td>\n <td>99</td>\n <td>32</td>\n <td>18</td>\n <td>341</td>\n <td>108</td>\n <td>0</td>\n <td>80</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>51</th>\n <td>1</td>\n <td>121</td>\n <td>90</td>\n <td>0</td>\n <td>150</td>\n <td>108</td>\n <td>0</td>\n <td>75</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>52</th>\n <td>0</td>\n <td>153</td>\n <td>40</td>\n <td>3</td>\n <td>112</td>\n <td>129</td>\n <td>0</td>\n <td>39</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>53</th>\n <td>1</td>\n <td>109</td>\n <td>64</td>\n <td>13</td>\n <td>39</td>\n <td>119</td>\n <td>2</td>\n <td>61</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>54</th>\n <td>1</td>\n <td>134</td>\n <td>103</td>\n <td>13</td>\n <td>25</td>\n <td>144</td>\n <td>2</td>\n <td>76</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>55</th>\n <td>1</td>\n <td>143</td>\n <td>81</td>\n <td>5</td>\n <td>60</td>\n <td>154</td>\n <td>2</td>\n <td>61</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>56</th>\n <td>0</td>\n <td>133</td>\n <td>82</td>\n <td>0</td>\n <td>54</td>\n <td>84</td>\n <td>2</td>\n <td>50</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>57</th>\n <td>1</td>\n <td>93</td>\n <td>91</td>\n <td>0</td>\n <td>22</td>\n <td>117</td>\n <td>0</td>\n <td>75</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>58</th>\n <td>1</td>\n <td>103</td>\n <td>93</td>\n <td>15</td>\n <td>188</td>\n <td>103</td>\n <td>0</td>\n <td>74</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>59</th>\n <td>1</td>\n <td>118</td>\n <td>71</td>\n <td>4</td>\n <td>148</td>\n <td>114</td>\n <td>2</td>\n <td>80</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>60</th>\n <td>0</td>\n <td>122</td>\n <td>102</td>\n <td>19</td>\n <td>469</td>\n <td>123</td>\n <td>0</td>\n <td>29</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>61</th>\n <td>1</td>\n <td>105</td>\n <td>32</td>\n <td>0</td>\n <td>358</td>\n <td>107</td>\n <td>2</td>\n <td>26</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>62</th>\n <td>1</td>\n <td>139</td>\n <td>45</td>\n <td>0</td>\n <td>146</td>\n <td>133</td>\n <td>0</td>\n <td>77</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>63</th>\n <td>0</td>\n <td>119</td>\n <td>88</td>\n <td>10</td>\n <td>170</td>\n <td>101</td>\n <td>2</td>\n <td>61</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>64</th>\n <td>0</td>\n <td>100</td>\n <td>67</td>\n <td>12</td>\n <td>184</td>\n <td>104</td>\n <td>2</td>\n <td>32</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>65</th>\n <td>1</td>\n <td>122</td>\n <td>26</td>\n <td>0</td>\n <td>197</td>\n <td>128</td>\n <td>2</td>\n <td>55</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>66</th>\n <td>0</td>\n <td>127</td>\n <td>92</td>\n <td>0</td>\n <td>508</td>\n <td>91</td>\n <td>2</td>\n <td>56</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>67</th>\n <td>0</td>\n <td>126</td>\n <td>61</td>\n <td>14</td>\n <td>152</td>\n <td>115</td>\n <td>2</td>\n <td>47</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>68</th>\n <td>0</td>\n <td>149</td>\n <td>69</td>\n <td>20</td>\n <td>366</td>\n <td>134</td>\n <td>1</td>\n <td>60</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>69</th>\n <td>0</td>\n <td>127</td>\n <td>59</td>\n <td>0</td>\n <td>339</td>\n <td>99</td>\n <td>2</td>\n <td>65</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>70</th>\n <td>0</td>\n <td>89</td>\n <td>81</td>\n <td>15</td>\n <td>237</td>\n <td>99</td>\n <td>1</td>\n <td>74</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>71</th>\n <td>1</td>\n <td>148</td>\n <td>51</td>\n <td>16</td>\n <td>148</td>\n <td>150</td>\n <td>2</td>\n <td>58</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>72</th>\n <td>1</td>\n <td>115</td>\n <td>45</td>\n <td>0</td>\n <td>432</td>\n <td>116</td>\n <td>2</td>\n <td>25</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>73</th>\n <td>0</td>\n <td>118</td>\n <td>90</td>\n <td>10</td>\n <td>54</td>\n <td>104</td>\n <td>1</td>\n <td>31</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>74</th>\n <td>1</td>\n <td>150</td>\n <td>68</td>\n <td>5</td>\n <td>125</td>\n <td>136</td>\n <td>2</td>\n <td>64</td>\n <td>13</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>75</th>\n <td>0</td>\n <td>88</td>\n <td>111</td>\n <td>23</td>\n <td>480</td>\n <td>92</td>\n <td>0</td>\n <td>36</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>76</th>\n <td>0</td>\n <td>102</td>\n <td>87</td>\n <td>10</td>\n <td>346</td>\n <td>70</td>\n <td>2</td>\n <td>64</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>77</th>\n <td>0</td>\n <td>118</td>\n <td>71</td>\n <td>12</td>\n <td>44</td>\n <td>89</td>\n <td>2</td>\n <td>67</td>\n <td>18</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>78</th>\n <td>1</td>\n <td>134</td>\n <td>48</td>\n <td>1</td>\n <td>139</td>\n <td>145</td>\n <td>2</td>\n <td>65</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>79</th>\n <td>0</td>\n <td>134</td>\n <td>67</td>\n <td>0</td>\n <td>286</td>\n <td>90</td>\n <td>0</td>\n <td>41</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>80</th>\n <td>0</td>\n <td>113</td>\n <td>100</td>\n <td>16</td>\n <td>353</td>\n <td>79</td>\n <td>0</td>\n <td>68</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>81</th>\n <td>0</td>\n <td>116</td>\n <td>72</td>\n <td>0</td>\n <td>237</td>\n <td>128</td>\n <td>1</td>\n <td>70</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>82</th>\n <td>0</td>\n <td>151</td>\n <td>83</td>\n <td>4</td>\n <td>325</td>\n <td>139</td>\n <td>1</td>\n <td>28</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>83</th>\n <td>1</td>\n <td>109</td>\n <td>36</td>\n <td>7</td>\n <td>468</td>\n <td>94</td>\n <td>0</td>\n <td>56</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>84</th>\n <td>1</td>\n <td>111</td>\n <td>25</td>\n <td>0</td>\n <td>52</td>\n <td>121</td>\n <td>0</td>\n <td>43</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>85</th>\n <td>0</td>\n <td>125</td>\n <td>103</td>\n <td>0</td>\n <td>304</td>\n <td>112</td>\n <td>2</td>\n <td>49</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>86</th>\n <td>0</td>\n <td>150</td>\n <td>84</td>\n <td>9</td>\n <td>432</td>\n <td>134</td>\n <td>2</td>\n <td>64</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>87</th>\n <td>0</td>\n <td>131</td>\n <td>67</td>\n <td>7</td>\n <td>272</td>\n <td>126</td>\n <td>1</td>\n <td>54</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>88</th>\n <td>1</td>\n <td>117</td>\n <td>42</td>\n <td>7</td>\n <td>144</td>\n <td>111</td>\n <td>2</td>\n <td>62</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>89</th>\n <td>0</td>\n <td>128</td>\n <td>66</td>\n <td>3</td>\n <td>493</td>\n <td>119</td>\n <td>2</td>\n <td>45</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>90</th>\n <td>1</td>\n <td>115</td>\n <td>22</td>\n <td>0</td>\n <td>491</td>\n <td>103</td>\n <td>2</td>\n <td>64</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>91</th>\n <td>1</td>\n <td>97</td>\n <td>46</td>\n <td>11</td>\n <td>267</td>\n <td>107</td>\n <td>2</td>\n <td>80</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>92</th>\n <td>1</td>\n <td>114</td>\n <td>113</td>\n <td>0</td>\n <td>97</td>\n <td>125</td>\n <td>2</td>\n <td>29</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>93</th>\n <td>0</td>\n <td>145</td>\n <td>30</td>\n <td>0</td>\n <td>67</td>\n <td>104</td>\n <td>2</td>\n <td>55</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>94</th>\n <td>0</td>\n <td>115</td>\n <td>97</td>\n <td>5</td>\n <td>134</td>\n <td>84</td>\n <td>0</td>\n <td>55</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>95</th>\n <td>1</td>\n <td>134</td>\n <td>25</td>\n <td>10</td>\n <td>237</td>\n <td>148</td>\n <td>2</td>\n <td>59</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>96</th>\n <td>0</td>\n <td>147</td>\n <td>42</td>\n <td>10</td>\n <td>407</td>\n <td>132</td>\n <td>1</td>\n <td>73</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>97</th>\n <td>1</td>\n <td>161</td>\n <td>82</td>\n <td>5</td>\n <td>287</td>\n <td>129</td>\n <td>0</td>\n <td>33</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>98</th>\n <td>0</td>\n <td>122</td>\n <td>77</td>\n <td>24</td>\n <td>382</td>\n <td>127</td>\n <td>1</td>\n <td>36</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>99</th>\n <td>1</td>\n <td>121</td>\n <td>47</td>\n <td>3</td>\n <td>220</td>\n <td>107</td>\n <td>0</td>\n <td>56</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>100</th>\n <td>1</td>\n <td>113</td>\n <td>69</td>\n <td>11</td>\n <td>94</td>\n <td>106</td>\n <td>2</td>\n <td>76</td>\n <td>12</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>101</th>\n <td>1</td>\n <td>128</td>\n <td>93</td>\n <td>0</td>\n <td>89</td>\n <td>118</td>\n <td>2</td>\n <td>34</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>102</th>\n <td>1</td>\n <td>113</td>\n <td>22</td>\n <td>0</td>\n <td>57</td>\n <td>97</td>\n <td>2</td>\n <td>65</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>103</th>\n <td>1</td>\n <td>123</td>\n <td>91</td>\n <td>0</td>\n <td>334</td>\n <td>96</td>\n <td>0</td>\n <td>78</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>104</th>\n <td>1</td>\n <td>121</td>\n <td>96</td>\n <td>0</td>\n <td>472</td>\n <td>138</td>\n <td>2</td>\n <td>51</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>105</th>\n <td>1</td>\n <td>104</td>\n <td>100</td>\n <td>8</td>\n <td>398</td>\n <td>97</td>\n <td>2</td>\n <td>61</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>106</th>\n <td>1</td>\n <td>102</td>\n <td>33</td>\n <td>0</td>\n <td>217</td>\n <td>139</td>\n <td>2</td>\n <td>70</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>107</th>\n <td>0</td>\n <td>134</td>\n <td>107</td>\n <td>0</td>\n <td>104</td>\n <td>108</td>\n <td>2</td>\n <td>60</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>108</th>\n <td>1</td>\n <td>107</td>\n <td>79</td>\n <td>2</td>\n <td>488</td>\n <td>103</td>\n <td>0</td>\n <td>65</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>109</th>\n <td>0</td>\n <td>115</td>\n <td>65</td>\n <td>0</td>\n <td>217</td>\n <td>90</td>\n <td>2</td>\n <td>60</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>110</th>\n <td>0</td>\n <td>128</td>\n <td>62</td>\n <td>7</td>\n <td>125</td>\n <td>116</td>\n <td>2</td>\n <td>43</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>111</th>\n <td>1</td>\n <td>132</td>\n <td>118</td>\n <td>12</td>\n <td>272</td>\n <td>151</td>\n <td>2</td>\n <td>43</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>112</th>\n <td>1</td>\n <td>116</td>\n <td>99</td>\n <td>5</td>\n <td>298</td>\n <td>125</td>\n <td>1</td>\n <td>62</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>113</th>\n <td>1</td>\n <td>131</td>\n <td>29</td>\n <td>11</td>\n <td>335</td>\n <td>127</td>\n <td>0</td>\n <td>33</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>114</th>\n <td>0</td>\n <td>122</td>\n <td>87</td>\n <td>9</td>\n <td>17</td>\n <td>106</td>\n <td>2</td>\n <td>65</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>115</th>\n <td>0</td>\n <td>139</td>\n <td>35</td>\n <td>0</td>\n <td>95</td>\n <td>129</td>\n <td>2</td>\n <td>42</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>116</th>\n <td>1</td>\n <td>135</td>\n <td>75</td>\n <td>0</td>\n <td>202</td>\n <td>128</td>\n <td>2</td>\n <td>80</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>117</th>\n <td>0</td>\n <td>145</td>\n <td>53</td>\n <td>0</td>\n <td>507</td>\n <td>119</td>\n <td>2</td>\n <td>41</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>118</th>\n <td>0</td>\n <td>112</td>\n <td>88</td>\n <td>2</td>\n <td>243</td>\n <td>99</td>\n <td>2</td>\n <td>62</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>119</th>\n <td>1</td>\n <td>130</td>\n <td>94</td>\n <td>8</td>\n <td>137</td>\n <td>128</td>\n <td>2</td>\n <td>64</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>120</th>\n <td>1</td>\n <td>128</td>\n <td>105</td>\n <td>11</td>\n <td>249</td>\n <td>131</td>\n <td>2</td>\n <td>63</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>121</th>\n <td>0</td>\n <td>125</td>\n <td>89</td>\n <td>10</td>\n <td>380</td>\n <td>87</td>\n <td>0</td>\n <td>28</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>122</th>\n <td>1</td>\n <td>119</td>\n <td>100</td>\n <td>5</td>\n <td>45</td>\n <td>108</td>\n <td>2</td>\n <td>75</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>123</th>\n <td>0</td>\n <td>127</td>\n <td>103</td>\n <td>0</td>\n <td>125</td>\n <td>155</td>\n <td>1</td>\n <td>29</td>\n <td>15</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>124</th>\n <td>0</td>\n <td>131</td>\n <td>113</td>\n <td>0</td>\n <td>181</td>\n <td>120</td>\n <td>1</td>\n <td>63</td>\n <td>14</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>125</th>\n <td>0</td>\n <td>89</td>\n <td>78</td>\n <td>0</td>\n <td>181</td>\n <td>49</td>\n <td>2</td>\n <td>43</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>126</th>\n <td>0</td>\n <td>153</td>\n <td>68</td>\n <td>2</td>\n <td>60</td>\n <td>133</td>\n <td>1</td>\n <td>59</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>127</th>\n <td>1</td>\n <td>125</td>\n <td>48</td>\n <td>3</td>\n <td>192</td>\n <td>116</td>\n <td>2</td>\n <td>51</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>128</th>\n <td>1</td>\n <td>133</td>\n <td>100</td>\n <td>3</td>\n <td>350</td>\n <td>126</td>\n <td>0</td>\n <td>55</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>129</th>\n <td>1</td>\n <td>143</td>\n <td>120</td>\n <td>7</td>\n <td>279</td>\n <td>147</td>\n <td>0</td>\n <td>40</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>130</th>\n <td>0</td>\n <td>94</td>\n <td>84</td>\n <td>13</td>\n <td>497</td>\n <td>77</td>\n <td>2</td>\n <td>51</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>131</th>\n <td>1</td>\n <td>108</td>\n <td>69</td>\n <td>3</td>\n <td>208</td>\n <td>94</td>\n <td>2</td>\n <td>77</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>132</th>\n <td>0</td>\n <td>125</td>\n <td>87</td>\n <td>9</td>\n <td>232</td>\n <td>136</td>\n <td>1</td>\n <td>72</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>133</th>\n <td>0</td>\n <td>132</td>\n <td>98</td>\n <td>2</td>\n <td>265</td>\n <td>97</td>\n <td>0</td>\n <td>62</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>134</th>\n <td>1</td>\n <td>132</td>\n <td>31</td>\n <td>0</td>\n <td>327</td>\n <td>131</td>\n <td>2</td>\n <td>76</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>135</th>\n <td>1</td>\n <td>96</td>\n <td>94</td>\n <td>14</td>\n <td>384</td>\n <td>120</td>\n <td>2</td>\n <td>36</td>\n <td>18</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>136</th>\n <td>1</td>\n <td>131</td>\n <td>75</td>\n <td>0</td>\n <td>10</td>\n <td>120</td>\n <td>0</td>\n <td>31</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>137</th>\n <td>1</td>\n <td>128</td>\n <td>42</td>\n <td>0</td>\n <td>436</td>\n <td>118</td>\n <td>2</td>\n <td>80</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>138</th>\n <td>0</td>\n <td>125</td>\n <td>103</td>\n <td>12</td>\n <td>371</td>\n <td>109</td>\n <td>2</td>\n <td>44</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>139</th>\n <td>0</td>\n <td>146</td>\n <td>62</td>\n <td>10</td>\n <td>310</td>\n <td>94</td>\n <td>2</td>\n <td>30</td>\n <td>13</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>140</th>\n <td>1</td>\n <td>133</td>\n <td>60</td>\n <td>10</td>\n <td>277</td>\n <td>129</td>\n <td>2</td>\n <td>45</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>141</th>\n <td>1</td>\n <td>140</td>\n <td>42</td>\n <td>0</td>\n <td>331</td>\n <td>131</td>\n <td>0</td>\n <td>28</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>142</th>\n <td>1</td>\n <td>124</td>\n <td>84</td>\n <td>0</td>\n <td>300</td>\n <td>104</td>\n <td>2</td>\n <td>77</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>143</th>\n <td>1</td>\n <td>122</td>\n <td>88</td>\n <td>7</td>\n <td>36</td>\n <td>159</td>\n <td>0</td>\n <td>28</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>144</th>\n <td>0</td>\n <td>132</td>\n <td>68</td>\n <td>0</td>\n <td>264</td>\n <td>123</td>\n <td>1</td>\n <td>34</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>145</th>\n <td>0</td>\n <td>144</td>\n <td>63</td>\n <td>11</td>\n <td>27</td>\n <td>117</td>\n <td>2</td>\n <td>47</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>146</th>\n <td>1</td>\n <td>114</td>\n <td>83</td>\n <td>0</td>\n <td>412</td>\n <td>131</td>\n <td>0</td>\n <td>39</td>\n <td>14</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>147</th>\n <td>0</td>\n <td>140</td>\n <td>54</td>\n <td>9</td>\n <td>402</td>\n <td>119</td>\n <td>1</td>\n <td>41</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>148</th>\n <td>0</td>\n <td>110</td>\n <td>119</td>\n <td>0</td>\n <td>384</td>\n <td>97</td>\n <td>2</td>\n <td>72</td>\n <td>14</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>149</th>\n <td>0</td>\n <td>121</td>\n <td>120</td>\n <td>13</td>\n <td>140</td>\n <td>87</td>\n <td>2</td>\n <td>56</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>150</th>\n <td>0</td>\n <td>122</td>\n <td>84</td>\n <td>8</td>\n <td>176</td>\n <td>114</td>\n <td>1</td>\n <td>57</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>151</th>\n <td>0</td>\n <td>111</td>\n <td>58</td>\n <td>17</td>\n <td>407</td>\n <td>103</td>\n <td>1</td>\n <td>75</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>152</th>\n <td>0</td>\n <td>128</td>\n <td>78</td>\n <td>0</td>\n <td>341</td>\n <td>128</td>\n <td>1</td>\n <td>45</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>153</th>\n <td>1</td>\n <td>150</td>\n <td>36</td>\n <td>7</td>\n <td>488</td>\n <td>150</td>\n <td>2</td>\n <td>25</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>154</th>\n <td>1</td>\n <td>129</td>\n <td>69</td>\n <td>10</td>\n <td>289</td>\n <td>110</td>\n <td>2</td>\n <td>50</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>155</th>\n <td>0</td>\n <td>98</td>\n <td>72</td>\n <td>0</td>\n <td>59</td>\n <td>69</td>\n <td>2</td>\n <td>65</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>156</th>\n <td>1</td>\n <td>146</td>\n <td>34</td>\n <td>0</td>\n <td>220</td>\n <td>157</td>\n <td>1</td>\n <td>51</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>157</th>\n <td>0</td>\n <td>121</td>\n <td>58</td>\n <td>8</td>\n <td>249</td>\n <td>90</td>\n <td>2</td>\n <td>48</td>\n <td>13</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>158</th>\n <td>0</td>\n <td>142</td>\n <td>90</td>\n <td>1</td>\n <td>189</td>\n <td>112</td>\n <td>1</td>\n <td>39</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>159</th>\n <td>0</td>\n <td>119</td>\n <td>60</td>\n <td>0</td>\n <td>372</td>\n <td>70</td>\n <td>0</td>\n <td>30</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>160</th>\n <td>1</td>\n <td>111</td>\n <td>28</td>\n <td>0</td>\n <td>486</td>\n <td>111</td>\n <td>2</td>\n <td>29</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>161</th>\n <td>1</td>\n <td>143</td>\n <td>21</td>\n <td>5</td>\n <td>81</td>\n <td>160</td>\n <td>2</td>\n <td>67</td>\n <td>12</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>162</th>\n <td>1</td>\n <td>122</td>\n <td>74</td>\n <td>0</td>\n <td>424</td>\n <td>149</td>\n <td>2</td>\n <td>51</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>163</th>\n <td>1</td>\n <td>130</td>\n <td>64</td>\n <td>0</td>\n <td>40</td>\n <td>106</td>\n <td>0</td>\n <td>39</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>164</th>\n <td>0</td>\n <td>148</td>\n <td>64</td>\n <td>0</td>\n <td>58</td>\n <td>141</td>\n <td>2</td>\n <td>27</td>\n <td>13</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>165</th>\n <td>1</td>\n <td>147</td>\n <td>58</td>\n <td>7</td>\n <td>100</td>\n <td>191</td>\n <td>0</td>\n <td>27</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>166</th>\n <td>1</td>\n <td>119</td>\n <td>67</td>\n <td>17</td>\n <td>151</td>\n <td>137</td>\n <td>2</td>\n <td>55</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>167</th>\n <td>1</td>\n <td>106</td>\n <td>73</td>\n <td>0</td>\n <td>216</td>\n <td>93</td>\n <td>2</td>\n <td>60</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>168</th>\n <td>1</td>\n <td>129</td>\n <td>89</td>\n <td>0</td>\n <td>425</td>\n <td>117</td>\n <td>2</td>\n <td>45</td>\n <td>10</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>169</th>\n <td>0</td>\n <td>104</td>\n <td>41</td>\n <td>15</td>\n <td>492</td>\n <td>77</td>\n <td>1</td>\n <td>73</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>170</th>\n <td>0</td>\n <td>128</td>\n <td>39</td>\n <td>12</td>\n <td>356</td>\n <td>118</td>\n <td>2</td>\n <td>71</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>171</th>\n <td>0</td>\n <td>93</td>\n <td>106</td>\n <td>12</td>\n <td>416</td>\n <td>55</td>\n <td>2</td>\n <td>75</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>172</th>\n <td>0</td>\n <td>104</td>\n <td>102</td>\n <td>13</td>\n <td>123</td>\n <td>110</td>\n <td>1</td>\n <td>35</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>173</th>\n <td>1</td>\n <td>135</td>\n <td>91</td>\n <td>5</td>\n <td>207</td>\n <td>128</td>\n <td>2</td>\n <td>66</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>174</th>\n <td>1</td>\n <td>139</td>\n <td>24</td>\n <td>0</td>\n <td>358</td>\n <td>185</td>\n <td>2</td>\n <td>79</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>175</th>\n <td>0</td>\n <td>115</td>\n <td>89</td>\n <td>0</td>\n <td>38</td>\n <td>122</td>\n <td>2</td>\n <td>25</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>176</th>\n <td>1</td>\n <td>138</td>\n <td>107</td>\n <td>9</td>\n <td>480</td>\n <td>154</td>\n <td>2</td>\n <td>47</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>177</th>\n <td>0</td>\n <td>138</td>\n <td>72</td>\n <td>0</td>\n <td>148</td>\n <td>94</td>\n <td>2</td>\n <td>27</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>178</th>\n <td>0</td>\n <td>104</td>\n <td>71</td>\n <td>14</td>\n <td>89</td>\n <td>81</td>\n <td>2</td>\n <td>25</td>\n <td>14</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>179</th>\n <td>0</td>\n <td>144</td>\n <td>25</td>\n <td>3</td>\n <td>70</td>\n <td>116</td>\n <td>2</td>\n <td>77</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>180</th>\n <td>1</td>\n <td>137</td>\n <td>112</td>\n <td>15</td>\n <td>434</td>\n <td>149</td>\n <td>0</td>\n <td>66</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>181</th>\n <td>1</td>\n <td>121</td>\n <td>83</td>\n <td>0</td>\n <td>79</td>\n <td>91</td>\n <td>2</td>\n <td>68</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>182</th>\n <td>1</td>\n <td>137</td>\n <td>60</td>\n <td>4</td>\n <td>230</td>\n <td>140</td>\n <td>0</td>\n <td>25</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>183</th>\n <td>1</td>\n <td>118</td>\n <td>74</td>\n <td>6</td>\n <td>426</td>\n <td>102</td>\n <td>2</td>\n <td>80</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>184</th>\n <td>0</td>\n <td>132</td>\n <td>33</td>\n <td>7</td>\n <td>35</td>\n <td>97</td>\n <td>2</td>\n <td>60</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>185</th>\n <td>0</td>\n <td>130</td>\n <td>100</td>\n <td>11</td>\n <td>449</td>\n <td>107</td>\n <td>2</td>\n <td>64</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>186</th>\n <td>0</td>\n <td>120</td>\n <td>51</td>\n <td>0</td>\n <td>93</td>\n <td>86</td>\n <td>2</td>\n <td>46</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>187</th>\n <td>1</td>\n <td>117</td>\n <td>32</td>\n <td>0</td>\n <td>142</td>\n <td>96</td>\n <td>0</td>\n <td>62</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>188</th>\n <td>0</td>\n <td>116</td>\n <td>37</td>\n <td>0</td>\n <td>426</td>\n <td>90</td>\n <td>2</td>\n <td>76</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>189</th>\n <td>0</td>\n <td>118</td>\n <td>117</td>\n <td>18</td>\n <td>509</td>\n <td>104</td>\n <td>2</td>\n <td>26</td>\n <td>15</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>190</th>\n <td>0</td>\n <td>130</td>\n <td>37</td>\n <td>13</td>\n <td>297</td>\n <td>101</td>\n <td>2</td>\n <td>37</td>\n <td>13</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>191</th>\n <td>1</td>\n <td>156</td>\n <td>42</td>\n <td>13</td>\n <td>170</td>\n <td>173</td>\n <td>1</td>\n <td>74</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>192</th>\n <td>0</td>\n <td>108</td>\n <td>26</td>\n <td>0</td>\n <td>408</td>\n <td>93</td>\n <td>2</td>\n <td>56</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>193</th>\n <td>0</td>\n <td>139</td>\n <td>70</td>\n <td>7</td>\n <td>71</td>\n <td>96</td>\n <td>1</td>\n <td>61</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>194</th>\n <td>1</td>\n <td>112</td>\n <td>98</td>\n <td>18</td>\n <td>481</td>\n <td>128</td>\n <td>2</td>\n <td>45</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>195</th>\n <td>1</td>\n <td>117</td>\n <td>93</td>\n <td>4</td>\n <td>420</td>\n <td>112</td>\n <td>0</td>\n <td>66</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>196</th>\n <td>1</td>\n <td>130</td>\n <td>28</td>\n <td>6</td>\n <td>410</td>\n <td>133</td>\n <td>0</td>\n <td>72</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>197</th>\n <td>1</td>\n <td>124</td>\n <td>61</td>\n <td>0</td>\n <td>333</td>\n <td>138</td>\n <td>2</td>\n <td>76</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>198</th>\n <td>1</td>\n <td>112</td>\n <td>80</td>\n <td>5</td>\n <td>500</td>\n <td>128</td>\n <td>2</td>\n <td>69</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>199</th>\n <td>1</td>\n <td>122</td>\n <td>88</td>\n <td>5</td>\n <td>335</td>\n <td>126</td>\n <td>2</td>\n <td>64</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>200</th>\n <td>1</td>\n <td>144</td>\n <td>92</td>\n <td>0</td>\n <td>349</td>\n <td>146</td>\n <td>2</td>\n <td>62</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>201</th>\n <td>1</td>\n <td>138</td>\n <td>83</td>\n <td>0</td>\n <td>139</td>\n <td>134</td>\n <td>2</td>\n <td>54</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>202</th>\n <td>1</td>\n <td>121</td>\n <td>78</td>\n <td>4</td>\n <td>413</td>\n <td>130</td>\n <td>0</td>\n <td>46</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>203</th>\n <td>1</td>\n <td>131</td>\n <td>82</td>\n <td>0</td>\n <td>132</td>\n <td>157</td>\n <td>0</td>\n <td>25</td>\n <td>14</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>204</th>\n <td>0</td>\n <td>155</td>\n <td>80</td>\n <td>0</td>\n <td>237</td>\n <td>124</td>\n <td>2</td>\n <td>37</td>\n <td>14</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>205</th>\n <td>1</td>\n <td>113</td>\n <td>22</td>\n <td>1</td>\n <td>317</td>\n <td>132</td>\n <td>2</td>\n <td>28</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>206</th>\n <td>1</td>\n <td>162</td>\n <td>67</td>\n <td>0</td>\n <td>27</td>\n <td>160</td>\n <td>2</td>\n <td>77</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>207</th>\n <td>0</td>\n <td>111</td>\n <td>105</td>\n <td>0</td>\n <td>466</td>\n <td>97</td>\n <td>0</td>\n <td>61</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>208</th>\n <td>0</td>\n <td>86</td>\n <td>54</td>\n <td>0</td>\n <td>497</td>\n <td>64</td>\n <td>0</td>\n <td>33</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>209</th>\n <td>1</td>\n <td>98</td>\n <td>21</td>\n <td>11</td>\n <td>326</td>\n <td>90</td>\n <td>0</td>\n <td>76</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>210</th>\n <td>1</td>\n <td>125</td>\n <td>41</td>\n <td>2</td>\n <td>357</td>\n <td>123</td>\n <td>0</td>\n <td>47</td>\n <td>14</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>211</th>\n <td>0</td>\n <td>117</td>\n <td>118</td>\n <td>14</td>\n <td>445</td>\n <td>120</td>\n <td>2</td>\n <td>32</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>212</th>\n <td>0</td>\n <td>145</td>\n <td>69</td>\n <td>19</td>\n <td>501</td>\n <td>105</td>\n <td>2</td>\n <td>45</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>213</th>\n <td>0</td>\n <td>149</td>\n <td>84</td>\n <td>5</td>\n <td>220</td>\n <td>139</td>\n <td>2</td>\n <td>33</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>214</th>\n <td>1</td>\n <td>115</td>\n <td>115</td>\n <td>3</td>\n <td>48</td>\n <td>107</td>\n <td>2</td>\n <td>73</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>215</th>\n <td>1</td>\n <td>116</td>\n <td>83</td>\n <td>15</td>\n <td>170</td>\n <td>144</td>\n <td>0</td>\n <td>71</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>216</th>\n <td>1</td>\n <td>141</td>\n <td>33</td>\n <td>0</td>\n <td>243</td>\n <td>144</td>\n <td>2</td>\n <td>34</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>217</th>\n <td>1</td>\n <td>106</td>\n <td>44</td>\n <td>0</td>\n <td>481</td>\n <td>111</td>\n <td>2</td>\n <td>70</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>218</th>\n <td>0</td>\n <td>138</td>\n <td>61</td>\n <td>12</td>\n <td>156</td>\n <td>120</td>\n <td>2</td>\n <td>25</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>219</th>\n <td>0</td>\n <td>116</td>\n <td>79</td>\n <td>19</td>\n <td>359</td>\n <td>116</td>\n <td>1</td>\n <td>58</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>220</th>\n <td>0</td>\n <td>131</td>\n <td>120</td>\n <td>15</td>\n <td>262</td>\n <td>124</td>\n <td>2</td>\n <td>30</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>221</th>\n <td>1</td>\n <td>124</td>\n <td>44</td>\n <td>0</td>\n <td>125</td>\n <td>107</td>\n <td>2</td>\n <td>80</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>222</th>\n <td>1</td>\n <td>136</td>\n <td>119</td>\n <td>6</td>\n <td>178</td>\n <td>145</td>\n <td>2</td>\n <td>35</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>223</th>\n <td>1</td>\n <td>110</td>\n <td>45</td>\n <td>9</td>\n <td>276</td>\n <td>125</td>\n <td>2</td>\n <td>62</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>224</th>\n <td>1</td>\n <td>134</td>\n <td>82</td>\n <td>0</td>\n <td>464</td>\n <td>141</td>\n <td>2</td>\n <td>48</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>225</th>\n <td>1</td>\n <td>107</td>\n <td>25</td>\n <td>0</td>\n <td>412</td>\n <td>82</td>\n <td>0</td>\n <td>36</td>\n <td>14</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>226</th>\n <td>0</td>\n <td>119</td>\n <td>33</td>\n <td>0</td>\n <td>245</td>\n <td>122</td>\n <td>1</td>\n <td>56</td>\n <td>14</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>227</th>\n <td>0</td>\n <td>113</td>\n <td>64</td>\n <td>10</td>\n <td>68</td>\n <td>101</td>\n <td>2</td>\n <td>57</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>228</th>\n <td>1</td>\n <td>149</td>\n <td>73</td>\n <td>13</td>\n <td>381</td>\n <td>163</td>\n <td>0</td>\n <td>26</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>229</th>\n <td>0</td>\n <td>98</td>\n <td>104</td>\n <td>0</td>\n <td>404</td>\n <td>72</td>\n <td>2</td>\n <td>27</td>\n <td>18</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>230</th>\n <td>1</td>\n <td>115</td>\n <td>60</td>\n <td>0</td>\n <td>119</td>\n <td>114</td>\n <td>0</td>\n <td>38</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>231</th>\n <td>0</td>\n <td>132</td>\n <td>69</td>\n <td>0</td>\n <td>123</td>\n <td>122</td>\n <td>2</td>\n <td>27</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>232</th>\n <td>0</td>\n <td>137</td>\n <td>80</td>\n <td>10</td>\n <td>24</td>\n <td>105</td>\n <td>1</td>\n <td>61</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>233</th>\n <td>0</td>\n <td>123</td>\n <td>76</td>\n <td>18</td>\n <td>218</td>\n <td>120</td>\n <td>2</td>\n <td>29</td>\n <td>14</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>234</th>\n <td>0</td>\n <td>115</td>\n <td>62</td>\n <td>11</td>\n <td>289</td>\n <td>129</td>\n <td>1</td>\n <td>56</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>235</th>\n <td>1</td>\n <td>126</td>\n <td>32</td>\n <td>8</td>\n <td>95</td>\n <td>132</td>\n <td>2</td>\n <td>50</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>236</th>\n <td>0</td>\n <td>141</td>\n <td>34</td>\n <td>16</td>\n <td>361</td>\n <td>108</td>\n <td>2</td>\n <td>69</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>237</th>\n <td>0</td>\n <td>151</td>\n <td>28</td>\n <td>8</td>\n <td>499</td>\n <td>135</td>\n <td>2</td>\n <td>48</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>238</th>\n <td>1</td>\n <td>121</td>\n <td>24</td>\n <td>0</td>\n <td>200</td>\n <td>133</td>\n <td>1</td>\n <td>73</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>239</th>\n <td>1</td>\n <td>123</td>\n <td>105</td>\n <td>0</td>\n <td>149</td>\n <td>118</td>\n <td>0</td>\n <td>62</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>240</th>\n <td>0</td>\n <td>159</td>\n <td>80</td>\n <td>0</td>\n <td>362</td>\n <td>121</td>\n <td>2</td>\n <td>26</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>241</th>\n <td>0</td>\n <td>136</td>\n <td>63</td>\n <td>0</td>\n <td>160</td>\n <td>94</td>\n <td>2</td>\n <td>38</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>242</th>\n <td>1</td>\n <td>124</td>\n <td>46</td>\n <td>0</td>\n <td>199</td>\n <td>135</td>\n <td>2</td>\n <td>52</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>243</th>\n <td>0</td>\n <td>124</td>\n <td>25</td>\n <td>13</td>\n <td>87</td>\n <td>110</td>\n <td>2</td>\n <td>57</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>244</th>\n <td>0</td>\n <td>130</td>\n <td>30</td>\n <td>0</td>\n <td>391</td>\n <td>100</td>\n <td>2</td>\n <td>26</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>245</th>\n <td>0</td>\n <td>114</td>\n <td>43</td>\n <td>0</td>\n <td>199</td>\n <td>88</td>\n <td>1</td>\n <td>57</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>246</th>\n <td>1</td>\n <td>120</td>\n <td>56</td>\n <td>20</td>\n <td>266</td>\n <td>90</td>\n <td>0</td>\n <td>78</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>247</th>\n <td>1</td>\n <td>123</td>\n <td>114</td>\n <td>0</td>\n <td>298</td>\n <td>151</td>\n <td>0</td>\n <td>34</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>248</th>\n <td>1</td>\n <td>111</td>\n <td>52</td>\n <td>0</td>\n <td>12</td>\n <td>101</td>\n <td>2</td>\n <td>61</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>249</th>\n <td>1</td>\n <td>125</td>\n <td>67</td>\n <td>0</td>\n <td>86</td>\n <td>117</td>\n <td>0</td>\n <td>65</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>250</th>\n <td>0</td>\n <td>137</td>\n <td>105</td>\n <td>10</td>\n <td>435</td>\n <td>156</td>\n <td>1</td>\n <td>72</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>251</th>\n <td>1</td>\n <td>139</td>\n <td>111</td>\n <td>5</td>\n <td>310</td>\n <td>132</td>\n <td>0</td>\n <td>62</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>252</th>\n <td>0</td>\n <td>133</td>\n <td>97</td>\n <td>0</td>\n <td>70</td>\n <td>117</td>\n <td>2</td>\n <td>32</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>253</th>\n <td>1</td>\n <td>124</td>\n <td>24</td>\n <td>5</td>\n <td>288</td>\n <td>122</td>\n <td>2</td>\n <td>57</td>\n <td>12</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>254</th>\n <td>0</td>\n <td>108</td>\n <td>104</td>\n <td>23</td>\n <td>353</td>\n <td>129</td>\n <td>1</td>\n <td>37</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>255</th>\n <td>0</td>\n <td>123</td>\n <td>81</td>\n <td>8</td>\n <td>198</td>\n <td>81</td>\n <td>0</td>\n <td>80</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>256</th>\n <td>1</td>\n <td>147</td>\n <td>40</td>\n <td>0</td>\n <td>277</td>\n <td>144</td>\n <td>2</td>\n <td>73</td>\n <td>10</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>257</th>\n <td>0</td>\n <td>125</td>\n <td>62</td>\n <td>14</td>\n <td>477</td>\n <td>112</td>\n <td>2</td>\n <td>80</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>258</th>\n <td>1</td>\n <td>108</td>\n <td>38</td>\n <td>0</td>\n <td>251</td>\n <td>81</td>\n <td>0</td>\n <td>72</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>259</th>\n <td>1</td>\n <td>123</td>\n <td>36</td>\n <td>10</td>\n <td>467</td>\n <td>100</td>\n <td>0</td>\n <td>74</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>260</th>\n <td>0</td>\n <td>129</td>\n <td>117</td>\n <td>8</td>\n <td>400</td>\n <td>101</td>\n <td>0</td>\n <td>36</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>261</th>\n <td>1</td>\n <td>121</td>\n <td>42</td>\n <td>4</td>\n <td>188</td>\n <td>118</td>\n <td>2</td>\n <td>54</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>262</th>\n <td>1</td>\n <td>120</td>\n <td>77</td>\n <td>15</td>\n <td>86</td>\n <td>132</td>\n <td>2</td>\n <td>48</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>263</th>\n <td>0</td>\n <td>116</td>\n <td>26</td>\n <td>6</td>\n <td>434</td>\n <td>115</td>\n <td>2</td>\n <td>25</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>264</th>\n <td>1</td>\n <td>128</td>\n <td>29</td>\n <td>5</td>\n <td>324</td>\n <td>159</td>\n <td>1</td>\n <td>31</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>265</th>\n <td>1</td>\n <td>130</td>\n <td>35</td>\n <td>10</td>\n <td>402</td>\n <td>129</td>\n <td>0</td>\n <td>39</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>266</th>\n <td>0</td>\n <td>128</td>\n <td>93</td>\n <td>12</td>\n <td>343</td>\n <td>112</td>\n <td>1</td>\n <td>73</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>267</th>\n <td>1</td>\n <td>134</td>\n <td>82</td>\n <td>7</td>\n <td>473</td>\n <td>112</td>\n <td>0</td>\n <td>51</td>\n <td>12</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>268</th>\n <td>1</td>\n <td>123</td>\n <td>57</td>\n <td>0</td>\n <td>66</td>\n <td>105</td>\n <td>2</td>\n <td>39</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>269</th>\n <td>1</td>\n <td>159</td>\n <td>69</td>\n <td>0</td>\n <td>438</td>\n <td>166</td>\n <td>2</td>\n <td>46</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>270</th>\n <td>0</td>\n <td>119</td>\n <td>26</td>\n <td>0</td>\n <td>284</td>\n <td>89</td>\n <td>1</td>\n <td>26</td>\n <td>10</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>271</th>\n <td>1</td>\n <td>111</td>\n <td>56</td>\n <td>0</td>\n <td>504</td>\n <td>110</td>\n <td>2</td>\n <td>62</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>272</th>\n <td>0</td>\n <td>113</td>\n <td>33</td>\n <td>0</td>\n <td>14</td>\n <td>63</td>\n <td>1</td>\n <td>38</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>273</th>\n <td>0</td>\n <td>116</td>\n <td>106</td>\n <td>8</td>\n <td>244</td>\n <td>86</td>\n <td>2</td>\n <td>58</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>274</th>\n <td>1</td>\n <td>135</td>\n <td>93</td>\n <td>2</td>\n <td>67</td>\n <td>119</td>\n <td>2</td>\n <td>34</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>275</th>\n <td>1</td>\n <td>107</td>\n <td>119</td>\n <td>11</td>\n <td>210</td>\n <td>132</td>\n <td>2</td>\n <td>53</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>276</th>\n <td>1</td>\n <td>135</td>\n <td>69</td>\n <td>14</td>\n <td>296</td>\n <td>130</td>\n <td>2</td>\n <td>73</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>277</th>\n <td>0</td>\n <td>136</td>\n <td>48</td>\n <td>12</td>\n <td>326</td>\n <td>125</td>\n <td>2</td>\n <td>36</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>278</th>\n <td>1</td>\n <td>114</td>\n <td>113</td>\n <td>2</td>\n <td>129</td>\n <td>151</td>\n <td>1</td>\n <td>40</td>\n <td>15</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>279</th>\n <td>1</td>\n <td>141</td>\n <td>57</td>\n <td>13</td>\n <td>376</td>\n <td>158</td>\n <td>2</td>\n <td>64</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>280</th>\n <td>1</td>\n <td>121</td>\n <td>86</td>\n <td>10</td>\n <td>496</td>\n <td>145</td>\n <td>0</td>\n <td>51</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>281</th>\n <td>0</td>\n <td>122</td>\n <td>69</td>\n <td>7</td>\n <td>303</td>\n <td>105</td>\n <td>1</td>\n <td>45</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>282</th>\n <td>0</td>\n <td>150</td>\n <td>96</td>\n <td>0</td>\n <td>80</td>\n <td>154</td>\n <td>1</td>\n <td>61</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>283</th>\n <td>1</td>\n <td>135</td>\n <td>110</td>\n <td>0</td>\n <td>112</td>\n <td>117</td>\n <td>2</td>\n <td>80</td>\n <td>16</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>284</th>\n <td>1</td>\n <td>106</td>\n <td>46</td>\n <td>11</td>\n <td>414</td>\n <td>96</td>\n <td>0</td>\n <td>79</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>285</th>\n <td>0</td>\n <td>146</td>\n <td>26</td>\n <td>11</td>\n <td>261</td>\n <td>131</td>\n <td>2</td>\n <td>39</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>286</th>\n <td>0</td>\n <td>117</td>\n <td>118</td>\n <td>11</td>\n <td>429</td>\n <td>113</td>\n <td>2</td>\n <td>67</td>\n <td>18</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>287</th>\n <td>1</td>\n <td>95</td>\n <td>44</td>\n <td>4</td>\n <td>208</td>\n <td>72</td>\n <td>0</td>\n <td>44</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>288</th>\n <td>1</td>\n <td>116</td>\n <td>40</td>\n <td>0</td>\n <td>74</td>\n <td>97</td>\n <td>2</td>\n <td>76</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>289</th>\n <td>0</td>\n <td>143</td>\n <td>77</td>\n <td>25</td>\n <td>448</td>\n <td>156</td>\n <td>2</td>\n <td>43</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>290</th>\n <td>0</td>\n <td>107</td>\n <td>111</td>\n <td>14</td>\n <td>400</td>\n <td>103</td>\n <td>2</td>\n <td>41</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>291</th>\n <td>1</td>\n <td>118</td>\n <td>70</td>\n <td>0</td>\n <td>106</td>\n <td>89</td>\n <td>0</td>\n <td>39</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>292</th>\n <td>0</td>\n <td>113</td>\n <td>66</td>\n <td>16</td>\n <td>322</td>\n <td>74</td>\n <td>1</td>\n <td>76</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>293</th>\n <td>0</td>\n <td>123</td>\n <td>84</td>\n <td>0</td>\n <td>74</td>\n <td>89</td>\n <td>1</td>\n <td>59</td>\n <td>10</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>294</th>\n <td>0</td>\n <td>148</td>\n <td>76</td>\n <td>3</td>\n <td>126</td>\n <td>99</td>\n <td>1</td>\n <td>60</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>295</th>\n <td>1</td>\n <td>118</td>\n <td>35</td>\n <td>14</td>\n <td>502</td>\n <td>137</td>\n <td>2</td>\n <td>79</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>296</th>\n <td>0</td>\n <td>127</td>\n <td>44</td>\n <td>13</td>\n <td>160</td>\n <td>123</td>\n <td>1</td>\n <td>63</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>297</th>\n <td>1</td>\n <td>118</td>\n <td>83</td>\n <td>13</td>\n <td>276</td>\n <td>104</td>\n <td>0</td>\n <td>75</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>298</th>\n <td>0</td>\n <td>148</td>\n <td>63</td>\n <td>0</td>\n <td>312</td>\n <td>130</td>\n <td>1</td>\n <td>63</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>299</th>\n <td>0</td>\n <td>135</td>\n <td>40</td>\n <td>17</td>\n <td>497</td>\n <td>96</td>\n <td>2</td>\n <td>54</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>300</th>\n <td>0</td>\n <td>116</td>\n <td>78</td>\n <td>1</td>\n <td>158</td>\n <td>99</td>\n <td>2</td>\n <td>45</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>301</th>\n <td>1</td>\n <td>99</td>\n <td>93</td>\n <td>0</td>\n <td>198</td>\n <td>87</td>\n <td>2</td>\n <td>57</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>302</th>\n <td>1</td>\n <td>108</td>\n <td>77</td>\n <td>13</td>\n <td>388</td>\n <td>110</td>\n <td>0</td>\n <td>74</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>303</th>\n <td>0</td>\n <td>133</td>\n <td>52</td>\n <td>16</td>\n <td>290</td>\n <td>99</td>\n <td>2</td>\n <td>43</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>304</th>\n <td>0</td>\n <td>123</td>\n <td>98</td>\n <td>12</td>\n <td>408</td>\n <td>134</td>\n <td>1</td>\n <td>29</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>305</th>\n <td>0</td>\n <td>115</td>\n <td>29</td>\n <td>26</td>\n <td>394</td>\n <td>132</td>\n <td>2</td>\n <td>33</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>306</th>\n <td>1</td>\n <td>131</td>\n <td>32</td>\n <td>1</td>\n <td>85</td>\n <td>133</td>\n <td>2</td>\n <td>48</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>307</th>\n <td>1</td>\n <td>138</td>\n <td>92</td>\n <td>0</td>\n <td>13</td>\n <td>120</td>\n <td>0</td>\n <td>61</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>308</th>\n <td>0</td>\n <td>126</td>\n <td>80</td>\n <td>19</td>\n <td>436</td>\n <td>126</td>\n <td>2</td>\n <td>52</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>309</th>\n <td>0</td>\n <td>131</td>\n <td>111</td>\n <td>13</td>\n <td>33</td>\n <td>80</td>\n <td>0</td>\n <td>68</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>310</th>\n <td>0</td>\n <td>175</td>\n <td>65</td>\n <td>29</td>\n <td>419</td>\n <td>166</td>\n <td>2</td>\n <td>53</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>311</th>\n <td>1</td>\n <td>146</td>\n <td>68</td>\n <td>12</td>\n <td>328</td>\n <td>132</td>\n <td>0</td>\n <td>51</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>312</th>\n <td>1</td>\n <td>137</td>\n <td>117</td>\n <td>5</td>\n <td>337</td>\n <td>135</td>\n <td>0</td>\n <td>38</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>313</th>\n <td>0</td>\n <td>103</td>\n <td>81</td>\n <td>3</td>\n <td>491</td>\n <td>54</td>\n <td>2</td>\n <td>66</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>314</th>\n <td>0</td>\n <td>133</td>\n <td>33</td>\n <td>10</td>\n <td>333</td>\n <td>129</td>\n <td>1</td>\n <td>71</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>315</th>\n <td>1</td>\n <td>131</td>\n <td>21</td>\n <td>8</td>\n <td>220</td>\n <td>171</td>\n <td>1</td>\n <td>29</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>316</th>\n <td>0</td>\n <td>122</td>\n <td>36</td>\n <td>5</td>\n <td>369</td>\n <td>72</td>\n <td>1</td>\n <td>35</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>317</th>\n <td>1</td>\n <td>142</td>\n <td>30</td>\n <td>0</td>\n <td>472</td>\n <td>136</td>\n <td>1</td>\n <td>80</td>\n <td>15</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>318</th>\n <td>0</td>\n <td>116</td>\n <td>72</td>\n <td>10</td>\n <td>456</td>\n <td>130</td>\n <td>1</td>\n <td>41</td>\n <td>14</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>319</th>\n <td>1</td>\n <td>127</td>\n <td>45</td>\n <td>19</td>\n <td>459</td>\n <td>129</td>\n <td>2</td>\n <td>57</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>320</th>\n <td>1</td>\n <td>136</td>\n <td>70</td>\n <td>12</td>\n <td>171</td>\n <td>152</td>\n <td>2</td>\n <td>44</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>321</th>\n <td>0</td>\n <td>123</td>\n <td>39</td>\n <td>5</td>\n <td>499</td>\n <td>98</td>\n <td>2</td>\n <td>34</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>322</th>\n <td>0</td>\n <td>140</td>\n <td>50</td>\n <td>10</td>\n <td>300</td>\n <td>139</td>\n <td>1</td>\n <td>60</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>323</th>\n <td>0</td>\n <td>107</td>\n <td>105</td>\n <td>18</td>\n <td>428</td>\n <td>103</td>\n <td>2</td>\n <td>34</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>324</th>\n <td>1</td>\n <td>136</td>\n <td>65</td>\n <td>4</td>\n <td>133</td>\n <td>150</td>\n <td>0</td>\n <td>53</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>325</th>\n <td>0</td>\n <td>144</td>\n <td>69</td>\n <td>11</td>\n <td>131</td>\n <td>104</td>\n <td>2</td>\n <td>47</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>326</th>\n <td>1</td>\n <td>133</td>\n <td>30</td>\n <td>0</td>\n <td>152</td>\n <td>122</td>\n <td>2</td>\n <td>53</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>327</th>\n <td>1</td>\n <td>112</td>\n <td>38</td>\n <td>17</td>\n <td>316</td>\n <td>104</td>\n <td>2</td>\n <td>80</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>328</th>\n <td>1</td>\n <td>117</td>\n <td>66</td>\n <td>1</td>\n <td>65</td>\n <td>111</td>\n <td>0</td>\n <td>55</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>329</th>\n <td>0</td>\n <td>100</td>\n <td>54</td>\n <td>9</td>\n <td>433</td>\n <td>89</td>\n <td>1</td>\n <td>45</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>330</th>\n <td>1</td>\n <td>122</td>\n <td>59</td>\n <td>0</td>\n <td>501</td>\n <td>112</td>\n <td>0</td>\n <td>32</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>331</th>\n <td>0</td>\n <td>135</td>\n <td>63</td>\n <td>15</td>\n <td>213</td>\n <td>134</td>\n <td>2</td>\n <td>32</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>332</th>\n <td>1</td>\n <td>106</td>\n <td>33</td>\n <td>20</td>\n <td>354</td>\n <td>104</td>\n <td>2</td>\n <td>61</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>333</th>\n <td>1</td>\n <td>136</td>\n <td>60</td>\n <td>7</td>\n <td>303</td>\n <td>147</td>\n <td>2</td>\n <td>41</td>\n <td>10</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>334</th>\n <td>0</td>\n <td>93</td>\n <td>117</td>\n <td>9</td>\n <td>489</td>\n <td>83</td>\n <td>0</td>\n <td>42</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>335</th>\n <td>1</td>\n <td>120</td>\n <td>70</td>\n <td>15</td>\n <td>464</td>\n <td>110</td>\n <td>2</td>\n <td>72</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>336</th>\n <td>1</td>\n <td>138</td>\n <td>35</td>\n <td>6</td>\n <td>60</td>\n <td>143</td>\n <td>0</td>\n <td>28</td>\n <td>18</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>337</th>\n <td>0</td>\n <td>130</td>\n <td>38</td>\n <td>0</td>\n <td>283</td>\n <td>102</td>\n <td>2</td>\n <td>80</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>338</th>\n <td>1</td>\n <td>112</td>\n <td>24</td>\n <td>0</td>\n <td>164</td>\n <td>101</td>\n <td>2</td>\n <td>45</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>339</th>\n <td>0</td>\n <td>134</td>\n <td>44</td>\n <td>4</td>\n <td>219</td>\n <td>126</td>\n <td>1</td>\n <td>44</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>340</th>\n <td>0</td>\n <td>140</td>\n <td>29</td>\n <td>0</td>\n <td>105</td>\n <td>91</td>\n <td>0</td>\n <td>43</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>341</th>\n <td>1</td>\n <td>98</td>\n <td>120</td>\n <td>0</td>\n <td>268</td>\n <td>93</td>\n <td>2</td>\n <td>72</td>\n <td>10</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>342</th>\n <td>0</td>\n <td>137</td>\n <td>102</td>\n <td>13</td>\n <td>422</td>\n <td>118</td>\n <td>2</td>\n <td>71</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>343</th>\n <td>1</td>\n <td>117</td>\n <td>42</td>\n <td>10</td>\n <td>371</td>\n <td>121</td>\n <td>0</td>\n <td>26</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>344</th>\n <td>0</td>\n <td>138</td>\n <td>80</td>\n <td>0</td>\n <td>108</td>\n <td>126</td>\n <td>1</td>\n <td>70</td>\n <td>13</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>345</th>\n <td>1</td>\n <td>121</td>\n <td>68</td>\n <td>0</td>\n <td>279</td>\n <td>149</td>\n <td>1</td>\n <td>79</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>346</th>\n <td>0</td>\n <td>132</td>\n <td>107</td>\n <td>0</td>\n <td>144</td>\n <td>125</td>\n <td>2</td>\n <td>33</td>\n <td>13</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>347</th>\n <td>1</td>\n <td>96</td>\n <td>39</td>\n <td>0</td>\n <td>161</td>\n <td>112</td>\n <td>1</td>\n <td>27</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>348</th>\n <td>0</td>\n <td>132</td>\n <td>102</td>\n <td>20</td>\n <td>459</td>\n <td>107</td>\n <td>1</td>\n <td>49</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>349</th>\n <td>0</td>\n <td>134</td>\n <td>27</td>\n <td>18</td>\n <td>467</td>\n <td>96</td>\n <td>2</td>\n <td>49</td>\n <td>14</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>350</th>\n <td>0</td>\n <td>111</td>\n <td>101</td>\n <td>17</td>\n <td>266</td>\n <td>91</td>\n <td>2</td>\n <td>63</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>351</th>\n <td>0</td>\n <td>124</td>\n <td>115</td>\n <td>16</td>\n <td>458</td>\n <td>105</td>\n <td>2</td>\n <td>62</td>\n <td>16</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>352</th>\n <td>0</td>\n <td>133</td>\n <td>103</td>\n <td>14</td>\n <td>288</td>\n <td>122</td>\n <td>1</td>\n <td>61</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>353</th>\n <td>0</td>\n <td>107</td>\n <td>67</td>\n <td>12</td>\n <td>430</td>\n <td>92</td>\n <td>2</td>\n <td>35</td>\n <td>12</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>354</th>\n <td>1</td>\n <td>133</td>\n <td>31</td>\n <td>1</td>\n <td>80</td>\n <td>145</td>\n <td>2</td>\n <td>42</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>355</th>\n <td>1</td>\n <td>130</td>\n <td>100</td>\n <td>0</td>\n <td>306</td>\n <td>146</td>\n <td>1</td>\n <td>42</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>356</th>\n <td>1</td>\n <td>142</td>\n <td>109</td>\n <td>0</td>\n <td>111</td>\n <td>164</td>\n <td>1</td>\n <td>72</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>357</th>\n <td>0</td>\n <td>103</td>\n <td>73</td>\n <td>3</td>\n <td>276</td>\n <td>72</td>\n <td>2</td>\n <td>34</td>\n <td>15</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>358</th>\n <td>1</td>\n <td>123</td>\n <td>96</td>\n <td>10</td>\n <td>71</td>\n <td>118</td>\n <td>0</td>\n <td>69</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>359</th>\n <td>1</td>\n <td>130</td>\n <td>62</td>\n <td>11</td>\n <td>396</td>\n <td>130</td>\n <td>0</td>\n <td>66</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>360</th>\n <td>0</td>\n <td>118</td>\n <td>86</td>\n <td>7</td>\n <td>265</td>\n <td>114</td>\n <td>1</td>\n <td>52</td>\n <td>15</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>361</th>\n <td>0</td>\n <td>131</td>\n <td>25</td>\n <td>10</td>\n <td>183</td>\n <td>104</td>\n <td>2</td>\n <td>56</td>\n <td>15</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>362</th>\n <td>1</td>\n <td>131</td>\n <td>55</td>\n <td>0</td>\n <td>26</td>\n <td>110</td>\n <td>0</td>\n <td>79</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>363</th>\n <td>0</td>\n <td>111</td>\n <td>75</td>\n <td>1</td>\n <td>377</td>\n <td>108</td>\n <td>1</td>\n <td>25</td>\n <td>12</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>364</th>\n <td>0</td>\n <td>122</td>\n <td>21</td>\n <td>16</td>\n <td>488</td>\n <td>131</td>\n <td>1</td>\n <td>30</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>365</th>\n <td>1</td>\n <td>154</td>\n <td>30</td>\n <td>0</td>\n <td>122</td>\n <td>162</td>\n <td>2</td>\n <td>57</td>\n <td>17</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>366</th>\n <td>1</td>\n <td>124</td>\n <td>56</td>\n <td>11</td>\n <td>447</td>\n <td>134</td>\n <td>2</td>\n <td>53</td>\n <td>12</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>367</th>\n <td>0</td>\n <td>95</td>\n <td>106</td>\n <td>0</td>\n <td>256</td>\n <td>53</td>\n <td>1</td>\n <td>52</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>368</th>\n <td>0</td>\n <td>109</td>\n <td>22</td>\n <td>10</td>\n <td>348</td>\n <td>79</td>\n <td>1</td>\n <td>74</td>\n <td>14</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>369</th>\n <td>0</td>\n <td>135</td>\n <td>100</td>\n <td>22</td>\n <td>463</td>\n <td>122</td>\n <td>2</td>\n <td>36</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>370</th>\n <td>0</td>\n <td>126</td>\n <td>41</td>\n <td>22</td>\n <td>403</td>\n <td>119</td>\n <td>0</td>\n <td>42</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>371</th>\n <td>0</td>\n <td>152</td>\n <td>81</td>\n <td>0</td>\n <td>191</td>\n <td>126</td>\n <td>2</td>\n <td>54</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>372</th>\n <td>0</td>\n <td>121</td>\n <td>50</td>\n <td>0</td>\n <td>508</td>\n <td>98</td>\n <td>2</td>\n <td>65</td>\n <td>11</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>373</th>\n <td>1</td>\n <td>137</td>\n <td>71</td>\n <td>0</td>\n <td>402</td>\n <td>116</td>\n <td>2</td>\n <td>78</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>374</th>\n <td>0</td>\n <td>131</td>\n <td>47</td>\n <td>7</td>\n <td>90</td>\n <td>118</td>\n <td>2</td>\n <td>47</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>375</th>\n <td>0</td>\n <td>132</td>\n <td>46</td>\n <td>4</td>\n <td>206</td>\n <td>124</td>\n <td>2</td>\n <td>73</td>\n <td>11</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>376</th>\n <td>0</td>\n <td>141</td>\n <td>60</td>\n <td>19</td>\n <td>319</td>\n <td>92</td>\n <td>1</td>\n <td>44</td>\n <td>11</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>377</th>\n <td>1</td>\n <td>132</td>\n <td>61</td>\n <td>0</td>\n <td>263</td>\n <td>125</td>\n <td>2</td>\n <td>41</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n </tr>\n <tr>\n <th>378</th>\n <td>1</td>\n <td>133</td>\n <td>88</td>\n <td>3</td>\n <td>105</td>\n <td>119</td>\n <td>2</td>\n <td>79</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>379</th>\n <td>1</td>\n <td>125</td>\n <td>111</td>\n <td>0</td>\n <td>404</td>\n <td>107</td>\n <td>0</td>\n <td>54</td>\n <td>15</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>380</th>\n <td>0</td>\n <td>106</td>\n <td>64</td>\n <td>10</td>\n <td>17</td>\n <td>89</td>\n <td>2</td>\n <td>68</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>381</th>\n <td>1</td>\n <td>124</td>\n <td>65</td>\n <td>21</td>\n <td>496</td>\n <td>151</td>\n <td>0</td>\n <td>77</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>382</th>\n <td>1</td>\n <td>121</td>\n <td>28</td>\n <td>19</td>\n <td>315</td>\n <td>121</td>\n <td>2</td>\n <td>66</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>383</th>\n <td>0</td>\n <td>98</td>\n <td>117</td>\n <td>0</td>\n <td>76</td>\n <td>68</td>\n <td>2</td>\n <td>63</td>\n <td>10</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>384</th>\n <td>0</td>\n <td>123</td>\n <td>37</td>\n <td>15</td>\n <td>348</td>\n <td>112</td>\n <td>1</td>\n <td>28</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>385</th>\n <td>1</td>\n <td>131</td>\n <td>73</td>\n <td>13</td>\n <td>455</td>\n <td>132</td>\n <td>2</td>\n <td>62</td>\n <td>17</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>386</th>\n <td>1</td>\n <td>152</td>\n <td>116</td>\n <td>0</td>\n <td>170</td>\n <td>160</td>\n <td>2</td>\n <td>39</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>387</th>\n <td>0</td>\n <td>142</td>\n <td>73</td>\n <td>14</td>\n <td>238</td>\n <td>115</td>\n <td>2</td>\n <td>73</td>\n <td>14</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>388</th>\n <td>0</td>\n <td>135</td>\n <td>89</td>\n <td>11</td>\n <td>245</td>\n <td>78</td>\n <td>0</td>\n <td>79</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>389</th>\n <td>0</td>\n <td>128</td>\n <td>42</td>\n <td>8</td>\n <td>328</td>\n <td>107</td>\n <td>2</td>\n <td>35</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>390</th>\n <td>1</td>\n <td>108</td>\n <td>75</td>\n <td>9</td>\n <td>61</td>\n <td>111</td>\n <td>2</td>\n <td>67</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>391</th>\n <td>1</td>\n <td>153</td>\n <td>63</td>\n <td>0</td>\n <td>49</td>\n <td>124</td>\n <td>0</td>\n <td>56</td>\n <td>16</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>392</th>\n <td>1</td>\n <td>129</td>\n <td>42</td>\n <td>13</td>\n <td>315</td>\n <td>130</td>\n <td>0</td>\n <td>34</td>\n <td>13</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>393</th>\n <td>1</td>\n <td>109</td>\n <td>51</td>\n <td>10</td>\n <td>26</td>\n <td>120</td>\n <td>2</td>\n <td>30</td>\n <td>17</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>394</th>\n <td>1</td>\n <td>130</td>\n <td>58</td>\n <td>19</td>\n <td>366</td>\n <td>139</td>\n <td>0</td>\n <td>33</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>395</th>\n <td>0</td>\n <td>138</td>\n <td>108</td>\n <td>17</td>\n <td>203</td>\n <td>128</td>\n <td>1</td>\n <td>33</td>\n <td>14</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>396</th>\n <td>1</td>\n <td>139</td>\n <td>23</td>\n <td>3</td>\n <td>37</td>\n <td>120</td>\n <td>2</td>\n <td>55</td>\n <td>11</td>\n <td>0</td>\n <td>1</td>\n </tr>\n <tr>\n <th>397</th>\n <td>1</td>\n <td>162</td>\n <td>26</td>\n <td>12</td>\n <td>368</td>\n <td>159</td>\n <td>2</td>\n <td>40</td>\n <td>18</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>398</th>\n <td>1</td>\n <td>100</td>\n <td>79</td>\n <td>7</td>\n <td>284</td>\n <td>95</td>\n <td>0</td>\n <td>50</td>\n <td>12</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>399</th>\n <td>0</td>\n <td>134</td>\n <td>37</td>\n <td>0</td>\n <td>27</td>\n <td>120</td>\n <td>1</td>\n <td>49</td>\n <td>16</td>\n <td>1</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": " Sales CompPrice Income Advertising Population Price ShelveLoc Age \\\n0 0 138 73 11 276 120 0 42 \n1 0 111 48 16 260 83 1 65 \n2 0 113 35 10 269 80 2 59 \n3 1 117 100 4 466 97 2 55 \n4 1 141 64 3 340 128 0 38 \n5 0 124 113 13 501 72 0 78 \n6 1 115 105 0 45 108 2 71 \n7 0 136 81 15 425 120 1 67 \n8 1 132 110 0 108 124 2 76 \n9 1 132 113 0 131 124 2 76 \n10 0 121 78 9 150 100 0 26 \n11 0 117 94 4 503 94 1 50 \n12 1 122 35 2 393 136 2 62 \n13 0 115 28 11 29 86 1 53 \n14 0 107 117 11 148 118 1 52 \n15 0 149 95 5 400 144 2 76 \n16 0 118 32 0 284 110 1 63 \n17 0 147 74 13 251 131 1 52 \n18 0 110 110 0 408 68 1 46 \n19 0 129 76 16 58 121 2 69 \n20 1 125 90 2 367 131 2 35 \n21 0 134 29 12 239 109 1 62 \n22 1 128 46 6 497 138 2 42 \n23 1 121 31 0 292 109 2 79 \n24 0 145 119 16 294 113 0 42 \n25 0 139 32 0 176 82 1 54 \n26 0 107 115 11 496 131 1 50 \n27 1 98 118 0 19 107 2 64 \n28 1 103 74 0 359 97 0 55 \n29 0 104 99 15 226 102 0 58 \n30 0 125 94 0 447 89 1 30 \n31 0 136 58 16 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\n201 1 138 83 0 139 134 2 54 \n202 1 121 78 4 413 130 0 46 \n203 1 131 82 0 132 157 0 25 \n204 0 155 80 0 237 124 2 37 \n205 1 113 22 1 317 132 2 28 \n206 1 162 67 0 27 160 2 77 \n207 0 111 105 0 466 97 0 61 \n208 0 86 54 0 497 64 0 33 \n209 1 98 21 11 326 90 0 76 \n210 1 125 41 2 357 123 0 47 \n211 0 117 118 14 445 120 2 32 \n212 0 145 69 19 501 105 2 45 \n213 0 149 84 5 220 139 2 33 \n214 1 115 115 3 48 107 2 73 \n215 1 116 83 15 170 144 0 71 \n216 1 141 33 0 243 144 2 34 \n217 1 106 44 0 481 111 2 70 \n218 0 138 61 12 156 120 2 25 \n219 0 116 79 19 359 116 1 58 \n220 0 131 120 15 262 124 2 30 \n221 1 124 44 0 125 107 2 80 \n222 1 136 119 6 178 145 2 35 \n223 1 110 45 9 276 125 2 62 \n224 1 134 82 0 464 141 2 48 \n225 1 107 25 0 412 82 0 36 \n226 0 119 33 0 245 122 1 56 \n227 0 113 64 10 68 101 2 57 \n228 1 149 73 13 381 163 0 26 \n229 0 98 104 0 404 72 2 27 \n230 1 115 60 0 119 114 0 38 \n231 0 132 69 0 123 122 2 27 \n232 0 137 80 10 24 105 1 61 \n233 0 123 76 18 218 120 2 29 \n234 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1 158 99 2 45 \n301 1 99 93 0 198 87 2 57 \n302 1 108 77 13 388 110 0 74 \n303 0 133 52 16 290 99 2 43 \n304 0 123 98 12 408 134 1 29 \n305 0 115 29 26 394 132 2 33 \n306 1 131 32 1 85 133 2 48 \n307 1 138 92 0 13 120 0 61 \n308 0 126 80 19 436 126 2 52 \n309 0 131 111 13 33 80 0 68 \n310 0 175 65 29 419 166 2 53 \n311 1 146 68 12 328 132 0 51 \n312 1 137 117 5 337 135 0 38 \n313 0 103 81 3 491 54 2 66 \n314 0 133 33 10 333 129 1 71 \n315 1 131 21 8 220 171 1 29 \n316 0 122 36 5 369 72 1 35 \n317 1 142 30 0 472 136 1 80 \n318 0 116 72 10 456 130 1 41 \n319 1 127 45 19 459 129 2 57 \n320 1 136 70 12 171 152 2 44 \n321 0 123 39 5 499 98 2 34 \n322 0 140 50 10 300 139 1 60 \n323 0 107 105 18 428 103 2 34 \n324 1 136 65 4 133 150 0 53 \n325 0 144 69 11 131 104 2 47 \n326 1 133 30 0 152 122 2 53 \n327 1 112 38 17 316 104 2 80 \n328 1 117 66 1 65 111 0 55 \n329 0 100 54 9 433 89 1 45 \n330 1 122 59 0 501 112 0 32 \n331 0 135 63 15 213 134 2 32 \n332 1 106 33 20 354 104 2 61 \n333 1 136 60 7 303 147 2 41 \n334 0 93 117 9 489 83 0 42 \n335 1 120 70 15 464 110 2 72 \n336 1 138 35 6 60 143 0 28 \n337 0 130 38 0 283 102 2 80 \n338 1 112 24 0 164 101 2 45 \n339 0 134 44 4 219 126 1 44 \n340 0 140 29 0 105 91 0 43 \n341 1 98 120 0 268 93 2 72 \n342 0 137 102 13 422 118 2 71 \n343 1 117 42 10 371 121 0 26 \n344 0 138 80 0 108 126 1 70 \n345 1 121 68 0 279 149 1 79 \n346 0 132 107 0 144 125 2 33 \n347 1 96 39 0 161 112 1 27 \n348 0 132 102 20 459 107 1 49 \n349 0 134 27 18 467 96 2 49 \n350 0 111 101 17 266 91 2 63 \n351 0 124 115 16 458 105 2 62 \n352 0 133 103 14 288 122 1 61 \n353 0 107 67 12 430 92 2 35 \n354 1 133 31 1 80 145 2 42 \n355 1 130 100 0 306 146 1 42 \n356 1 142 109 0 111 164 1 72 \n357 0 103 73 3 276 72 2 34 \n358 1 123 96 10 71 118 0 69 \n359 1 130 62 11 396 130 0 66 \n360 0 118 86 7 265 114 1 52 \n361 0 131 25 10 183 104 2 56 \n362 1 131 55 0 26 110 0 79 \n363 0 111 75 1 377 108 1 25 \n364 0 122 21 16 488 131 1 30 \n365 1 154 30 0 122 162 2 57 \n366 1 124 56 11 447 134 2 53 \n367 0 95 106 0 256 53 1 52 \n368 0 109 22 10 348 79 1 74 \n369 0 135 100 22 463 122 2 36 \n370 0 126 41 22 403 119 0 42 \n371 0 152 81 0 191 126 2 54 \n372 0 121 50 0 508 98 2 65 \n373 1 137 71 0 402 116 2 78 \n374 0 131 47 7 90 118 2 47 \n375 0 132 46 4 206 124 2 73 \n376 0 141 60 19 319 92 1 44 \n377 1 132 61 0 263 125 2 41 \n378 1 133 88 3 105 119 2 79 \n379 1 125 111 0 404 107 0 54 \n380 0 106 64 10 17 89 2 68 \n381 1 124 65 21 496 151 0 77 \n382 1 121 28 19 315 121 2 66 \n383 0 98 117 0 76 68 2 63 \n384 0 123 37 15 348 112 1 28 \n385 1 131 73 13 455 132 2 62 \n386 1 152 116 0 170 160 2 39 \n387 0 142 73 14 238 115 2 73 \n388 0 135 89 11 245 78 0 79 \n389 0 128 42 8 328 107 2 35 \n390 1 108 75 9 61 111 2 67 \n391 1 153 63 0 49 124 0 56 \n392 1 129 42 13 315 130 0 34 \n393 1 109 51 10 26 120 2 30 \n394 1 130 58 19 366 139 0 33 \n395 0 138 108 17 203 128 1 33 \n396 1 139 23 3 37 120 2 55 \n397 1 162 26 12 368 159 2 40 \n398 1 100 79 7 284 95 0 50 \n399 0 134 37 0 27 120 1 49 \n\n Education Urban US \n0 17 1 1 \n1 10 1 1 \n2 12 1 1 \n3 14 1 1 \n4 13 1 0 \n5 16 0 1 \n6 15 1 0 \n7 10 1 1 \n8 10 0 0 \n9 17 0 1 \n10 10 0 1 \n11 13 1 1 \n12 18 1 0 \n13 18 1 1 \n14 18 1 1 \n15 18 0 0 \n16 13 1 0 \n17 10 1 1 \n18 17 0 1 \n19 12 1 1 \n20 18 1 1 \n21 18 0 1 \n22 13 1 0 \n23 10 1 0 \n24 12 1 1 \n25 11 0 0 \n26 11 0 1 \n27 17 1 0 \n28 11 1 1 \n29 17 1 1 \n30 12 1 0 \n31 18 1 1 \n32 10 0 1 \n33 16 1 1 \n34 17 1 1 \n35 17 0 1 \n36 18 0 0 \n37 10 1 1 \n38 15 1 0 \n39 10 0 0 \n40 17 0 0 \n41 16 1 0 \n42 18 1 0 \n43 13 1 1 \n44 13 1 1 \n45 12 1 1 \n46 15 0 1 \n47 16 1 0 \n48 18 1 0 \n49 17 1 0 \n50 16 1 1 \n51 16 1 0 \n52 18 1 1 \n53 17 1 1 \n54 17 0 1 \n55 18 1 1 \n56 17 1 0 \n57 11 1 0 \n58 16 1 1 \n59 13 1 0 \n60 13 1 1 \n61 13 0 0 \n62 17 1 1 \n63 13 1 1 \n64 16 0 1 \n65 13 0 0 \n66 18 1 0 \n67 16 1 1 \n68 13 1 1 \n69 12 1 0 \n70 12 1 1 \n71 17 0 1 \n72 15 1 0 \n73 11 0 1 \n74 13 0 1 \n75 16 0 1 \n76 15 1 1 \n77 18 0 1 \n78 12 1 1 \n79 13 1 0 \n80 11 1 1 \n81 13 1 0 \n82 17 1 1 \n83 11 1 1 \n84 18 0 0 \n85 13 0 0 \n86 15 1 0 \n87 16 0 1 \n88 10 1 1 \n89 16 0 0 \n90 11 0 0 \n91 15 1 1 \n92 12 1 0 \n93 17 1 0 \n94 11 1 1 \n95 13 1 1 \n96 16 0 1 \n97 16 1 1 \n98 16 0 1 \n99 16 0 1 \n100 12 0 1 \n101 18 1 0 \n102 16 0 0 \n103 17 1 1 \n104 12 1 0 \n105 11 1 1 \n106 18 0 0 \n107 12 1 0 \n108 16 1 0 \n109 17 0 0 \n110 14 1 1 \n111 14 1 1 \n112 12 1 1 \n113 12 1 1 \n114 13 1 1 \n115 13 1 0 \n116 10 0 0 \n117 12 1 0 \n118 11 1 1 \n119 12 1 1 \n120 13 1 1 \n121 10 1 1 \n122 10 1 1 \n123 15 0 1 \n124 14 1 0 \n125 15 0 0 \n126 16 1 1 \n127 14 1 1 \n128 13 1 1 \n129 10 0 1 \n130 12 1 1 \n131 16 1 0 \n132 10 1 1 \n133 12 1 1 \n134 16 1 0 \n135 18 0 1 \n136 18 0 0 \n137 11 1 0 \n138 10 1 1 \n139 13 0 1 \n140 18 1 1 \n141 15 1 0 \n142 15 1 0 \n143 17 1 1 \n144 11 0 0 \n145 17 1 1 \n146 14 1 0 \n147 16 0 1 \n148 14 0 1 \n149 11 1 1 \n150 10 0 1 \n151 17 0 1 \n152 13 0 0 \n153 17 0 1 \n154 16 0 1 \n155 16 1 0 \n156 16 1 0 \n157 13 0 1 \n158 10 0 1 \n159 18 0 0 \n160 12 0 0 \n161 12 0 1 \n162 13 1 0 \n163 17 0 0 \n164 13 0 1 \n165 15 1 1 \n166 11 1 1 \n167 13 1 0 \n168 10 1 0 \n169 18 1 1 \n170 10 1 1 \n171 15 1 1 \n172 16 1 1 \n173 18 1 1 \n174 15 0 0 \n175 12 1 0 \n176 11 0 1 \n177 17 1 1 \n178 14 0 1 \n179 18 1 1 \n180 13 1 1 \n181 11 1 0 \n182 13 1 0 \n183 18 1 1 \n184 11 0 1 \n185 10 1 1 \n186 17 0 0 \n187 17 1 0 \n188 15 1 0 \n189 15 0 1 \n190 13 0 1 \n191 14 1 1 \n192 14 0 0 \n193 10 1 1 \n194 11 1 1 \n195 11 1 1 \n196 16 1 1 \n197 16 1 0 \n198 10 1 1 \n199 14 1 1 \n200 12 0 0 \n201 18 1 0 \n202 10 0 1 \n203 14 1 0 \n204 14 1 0 \n205 12 1 0 \n206 17 1 1 \n207 10 0 0 \n208 12 1 0 \n209 11 0 1 \n210 14 0 1 \n211 15 1 1 \n212 11 1 1 \n213 10 1 1 \n214 18 1 1 \n215 11 1 1 \n216 17 1 0 \n217 14 0 0 \n218 14 1 1 \n219 17 1 1 \n220 10 1 1 \n221 11 1 0 \n222 13 1 1 \n223 14 1 1 \n224 13 0 0 \n225 14 1 0 \n226 14 1 0 \n227 16 1 1 \n228 11 0 1 \n229 18 0 0 \n230 14 0 0 \n231 11 0 0 \n232 15 1 1 \n233 14 0 1 \n234 16 0 1 \n235 17 1 1 \n236 10 1 1 \n237 10 1 1 \n238 13 1 0 \n239 16 1 1 \n240 18 1 0 \n241 12 1 0 \n242 14 0 0 \n243 10 1 1 \n244 18 1 0 \n245 10 0 1 \n246 18 1 1 \n247 16 1 0 \n248 11 1 1 \n249 11 1 0 \n250 14 1 1 \n251 13 1 1 \n252 16 1 0 \n253 12 0 1 \n254 17 1 1 \n255 15 1 1 \n256 10 1 0 \n257 13 1 1 \n258 14 0 0 \n259 11 0 1 \n260 10 1 1 \n261 15 1 1 \n262 18 1 1 \n263 17 1 1 \n264 15 1 1 \n265 17 1 1 \n266 17 0 1 \n267 12 0 1 \n268 11 1 0 \n269 17 1 0 \n270 10 1 0 \n271 16 1 0 \n272 12 1 0 \n273 12 1 1 \n274 11 1 1 \n275 11 1 1 \n276 15 1 1 \n277 16 1 1 \n278 15 0 1 \n279 18 1 1 \n280 10 1 1 \n281 16 0 1 \n282 11 1 0 \n283 16 0 0 \n284 17 0 0 \n285 10 1 1 \n286 18 0 1 \n287 17 1 1 \n288 15 0 0 \n289 17 1 1 \n290 11 0 1 \n291 17 1 0 \n292 15 1 1 \n293 10 1 0 \n294 11 1 1 \n295 10 0 1 \n296 18 1 1 \n297 10 1 1 \n298 15 1 0 \n299 17 0 1 \n300 11 1 1 \n301 16 1 1 \n302 14 1 1 \n303 11 1 1 \n304 10 1 1 \n305 13 1 1 \n306 12 1 1 \n307 12 1 0 \n308 10 1 1 \n309 18 1 1 \n310 12 1 1 \n311 14 1 1 \n312 10 1 1 \n313 13 1 0 \n314 14 1 1 \n315 14 1 1 \n316 10 1 1 \n317 15 0 0 \n318 14 0 1 \n319 11 0 1 \n320 18 1 1 \n321 15 1 0 \n322 15 1 1 \n323 12 1 1 \n324 13 1 1 \n325 11 1 1 \n326 17 1 0 \n327 16 1 1 \n328 11 1 1 \n329 12 1 1 \n330 14 0 0 \n331 10 1 1 \n332 12 1 1 \n333 10 1 1 \n334 13 1 1 \n335 15 1 1 \n336 18 1 0 \n337 15 1 0 \n338 11 1 0 \n339 15 1 1 \n340 16 1 0 \n341 10 0 0 \n342 10 0 1 \n343 14 1 1 \n344 13 0 1 \n345 12 1 0 \n346 13 0 0 \n347 14 0 0 \n348 11 1 1 \n349 14 0 1 \n350 17 0 1 \n351 16 0 1 \n352 17 1 1 \n353 12 0 1 \n354 18 1 1 \n355 11 1 0 \n356 12 1 0 \n357 15 1 1 \n358 11 1 1 \n359 14 1 1 \n360 15 0 1 \n361 15 0 1 \n362 12 1 1 \n363 12 1 0 \n364 14 1 1 \n365 17 0 0 \n366 12 0 1 \n367 17 1 0 \n368 14 0 1 \n369 14 1 1 \n370 12 1 1 \n371 16 1 0 \n372 11 0 0 \n373 17 1 0 \n374 12 1 1 \n375 11 1 0 \n376 11 1 1 \n377 12 0 0 \n378 12 1 1 \n379 15 1 0 \n380 17 1 1 \n381 13 1 1 \n382 14 1 1 \n383 10 1 0 \n384 12 1 1 \n385 17 1 1 \n386 16 1 0 \n387 14 0 1 \n388 16 1 1 \n389 12 1 1 \n390 12 1 1 \n391 16 1 0 \n392 13 1 1 \n393 17 0 1 \n394 16 1 1 \n395 14 1 1 \n396 11 0 1 \n397 18 1 1 \n398 12 1 1 \n399 16 1 1 " | |
| }, | |
| "execution_count": 251, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:07.039234Z", | |
| "start_time": "2023-02-27T06:43:06.978430Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "87a22969", | |
| "cell_type": "code", | |
| "source": "x=data.iloc[:,1:10]\nx", | |
| "execution_count": 252, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>CompPrice</th>\n <th>Income</th>\n <th>Advertising</th>\n <th>Population</th>\n <th>Price</th>\n <th>ShelveLoc</th>\n <th>Age</th>\n <th>Education</th>\n <th>Urban</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>138</td>\n <td>73</td>\n <td>11</td>\n <td>276</td>\n <td>120</td>\n <td>0</td>\n <td>42</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>111</td>\n <td>48</td>\n <td>16</td>\n <td>260</td>\n <td>83</td>\n <td>1</td>\n <td>65</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>113</td>\n <td>35</td>\n <td>10</td>\n <td>269</td>\n <td>80</td>\n <td>2</td>\n <td>59</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>117</td>\n <td>100</td>\n <td>4</td>\n <td>466</td>\n <td>97</td>\n <td>2</td>\n <td>55</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>4</th>\n <td>141</td>\n <td>64</td>\n <td>3</td>\n <td>340</td>\n <td>128</td>\n <td>0</td>\n <td>38</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>5</th>\n <td>124</td>\n <td>113</td>\n <td>13</td>\n <td>501</td>\n <td>72</td>\n <td>0</td>\n <td>78</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>6</th>\n <td>115</td>\n <td>105</td>\n <td>0</td>\n <td>45</td>\n <td>108</td>\n <td>2</td>\n <td>71</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>7</th>\n <td>136</td>\n <td>81</td>\n <td>15</td>\n <td>425</td>\n <td>120</td>\n <td>1</td>\n <td>67</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>8</th>\n <td>132</td>\n <td>110</td>\n <td>0</td>\n <td>108</td>\n <td>124</td>\n <td>2</td>\n <td>76</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>9</th>\n <td>132</td>\n <td>113</td>\n <td>0</td>\n <td>131</td>\n <td>124</td>\n <td>2</td>\n <td>76</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>10</th>\n <td>121</td>\n <td>78</td>\n <td>9</td>\n <td>150</td>\n <td>100</td>\n <td>0</td>\n <td>26</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>11</th>\n <td>117</td>\n <td>94</td>\n <td>4</td>\n <td>503</td>\n <td>94</td>\n <td>1</td>\n <td>50</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>12</th>\n <td>122</td>\n <td>35</td>\n <td>2</td>\n <td>393</td>\n <td>136</td>\n <td>2</td>\n <td>62</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>13</th>\n <td>115</td>\n <td>28</td>\n <td>11</td>\n <td>29</td>\n <td>86</td>\n <td>1</td>\n <td>53</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>14</th>\n <td>107</td>\n <td>117</td>\n <td>11</td>\n <td>148</td>\n <td>118</td>\n <td>1</td>\n <td>52</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>15</th>\n <td>149</td>\n <td>95</td>\n <td>5</td>\n <td>400</td>\n <td>144</td>\n <td>2</td>\n <td>76</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>16</th>\n <td>118</td>\n <td>32</td>\n <td>0</td>\n <td>284</td>\n <td>110</td>\n <td>1</td>\n <td>63</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>17</th>\n <td>147</td>\n <td>74</td>\n <td>13</td>\n <td>251</td>\n <td>131</td>\n <td>1</td>\n <td>52</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>18</th>\n <td>110</td>\n <td>110</td>\n <td>0</td>\n <td>408</td>\n <td>68</td>\n <td>1</td>\n <td>46</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>19</th>\n <td>129</td>\n <td>76</td>\n <td>16</td>\n <td>58</td>\n <td>121</td>\n <td>2</td>\n <td>69</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>20</th>\n <td>125</td>\n <td>90</td>\n <td>2</td>\n <td>367</td>\n <td>131</td>\n <td>2</td>\n <td>35</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>21</th>\n <td>134</td>\n <td>29</td>\n <td>12</td>\n <td>239</td>\n <td>109</td>\n <td>1</td>\n <td>62</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>22</th>\n <td>128</td>\n <td>46</td>\n <td>6</td>\n <td>497</td>\n <td>138</td>\n <td>2</td>\n <td>42</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>23</th>\n <td>121</td>\n <td>31</td>\n <td>0</td>\n <td>292</td>\n <td>109</td>\n <td>2</td>\n <td>79</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>24</th>\n <td>145</td>\n <td>119</td>\n <td>16</td>\n <td>294</td>\n <td>113</td>\n <td>0</td>\n <td>42</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>25</th>\n <td>139</td>\n <td>32</td>\n <td>0</td>\n <td>176</td>\n <td>82</td>\n <td>1</td>\n <td>54</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>26</th>\n <td>107</td>\n <td>115</td>\n <td>11</td>\n <td>496</td>\n <td>131</td>\n <td>1</td>\n <td>50</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>27</th>\n <td>98</td>\n <td>118</td>\n <td>0</td>\n <td>19</td>\n <td>107</td>\n <td>2</td>\n <td>64</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>28</th>\n <td>103</td>\n <td>74</td>\n <td>0</td>\n <td>359</td>\n <td>97</td>\n <td>0</td>\n <td>55</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>29</th>\n <td>104</td>\n <td>99</td>\n <td>15</td>\n <td>226</td>\n <td>102</td>\n <td>0</td>\n <td>58</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>30</th>\n <td>125</td>\n <td>94</td>\n <td>0</td>\n <td>447</td>\n <td>89</td>\n <td>1</td>\n <td>30</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>31</th>\n <td>136</td>\n <td>58</td>\n <td>16</td>\n <td>241</td>\n <td>131</td>\n <td>2</td>\n <td>44</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>32</th>\n <td>107</td>\n <td>32</td>\n <td>12</td>\n <td>236</td>\n <td>137</td>\n <td>1</td>\n <td>64</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>33</th>\n <td>114</td>\n <td>38</td>\n <td>13</td>\n <td>317</td>\n <td>128</td>\n <td>1</td>\n <td>50</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>34</th>\n <td>115</td>\n <td>54</td>\n <td>0</td>\n <td>406</td>\n <td>128</td>\n <td>2</td>\n <td>42</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>35</th>\n <td>131</td>\n <td>84</td>\n <td>11</td>\n <td>29</td>\n <td>96</td>\n <td>2</td>\n <td>44</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>36</th>\n <td>122</td>\n <td>76</td>\n <td>0</td>\n <td>270</td>\n <td>100</td>\n <td>1</td>\n <td>60</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>37</th>\n <td>121</td>\n <td>41</td>\n <td>5</td>\n <td>412</td>\n <td>110</td>\n <td>2</td>\n <td>54</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>38</th>\n <td>109</td>\n <td>73</td>\n <td>0</td>\n <td>454</td>\n <td>102</td>\n <td>2</td>\n <td>65</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>39</th>\n <td>130</td>\n <td>60</td>\n <td>0</td>\n <td>144</td>\n <td>138</td>\n <td>0</td>\n <td>38</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>40</th>\n <td>119</td>\n <td>98</td>\n <td>0</td>\n <td>18</td>\n <td>126</td>\n <td>0</td>\n <td>73</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>41</th>\n <td>157</td>\n <td>53</td>\n <td>0</td>\n <td>403</td>\n <td>124</td>\n <td>0</td>\n <td>58</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>42</th>\n <td>77</td>\n <td>69</td>\n <td>0</td>\n <td>25</td>\n <td>24</td>\n <td>2</td>\n <td>50</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>43</th>\n <td>123</td>\n <td>42</td>\n <td>11</td>\n <td>16</td>\n <td>134</td>\n <td>2</td>\n <td>59</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>44</th>\n <td>85</td>\n <td>79</td>\n <td>6</td>\n <td>325</td>\n <td>95</td>\n <td>2</td>\n <td>69</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>45</th>\n <td>141</td>\n <td>63</td>\n <td>0</td>\n <td>168</td>\n <td>135</td>\n <td>0</td>\n <td>44</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>46</th>\n <td>127</td>\n <td>90</td>\n <td>14</td>\n <td>16</td>\n <td>70</td>\n <td>2</td>\n <td>48</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>47</th>\n <td>126</td>\n <td>98</td>\n <td>0</td>\n <td>173</td>\n <td>108</td>\n <td>0</td>\n <td>55</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>48</th>\n <td>116</td>\n <td>52</td>\n <td>0</td>\n <td>349</td>\n <td>98</td>\n <td>0</td>\n <td>69</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>49</th>\n <td>157</td>\n <td>93</td>\n <td>0</td>\n <td>51</td>\n <td>149</td>\n <td>1</td>\n <td>32</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>50</th>\n <td>99</td>\n <td>32</td>\n <td>18</td>\n <td>341</td>\n <td>108</td>\n <td>0</td>\n <td>80</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>51</th>\n <td>121</td>\n <td>90</td>\n <td>0</td>\n <td>150</td>\n <td>108</td>\n <td>0</td>\n <td>75</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>52</th>\n <td>153</td>\n <td>40</td>\n <td>3</td>\n <td>112</td>\n <td>129</td>\n <td>0</td>\n <td>39</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>53</th>\n <td>109</td>\n <td>64</td>\n <td>13</td>\n <td>39</td>\n <td>119</td>\n <td>2</td>\n <td>61</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>54</th>\n <td>134</td>\n <td>103</td>\n <td>13</td>\n <td>25</td>\n <td>144</td>\n <td>2</td>\n <td>76</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>55</th>\n <td>143</td>\n <td>81</td>\n <td>5</td>\n <td>60</td>\n <td>154</td>\n <td>2</td>\n <td>61</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>56</th>\n <td>133</td>\n <td>82</td>\n <td>0</td>\n <td>54</td>\n <td>84</td>\n <td>2</td>\n <td>50</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>57</th>\n <td>93</td>\n <td>91</td>\n <td>0</td>\n <td>22</td>\n <td>117</td>\n <td>0</td>\n <td>75</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>58</th>\n <td>103</td>\n <td>93</td>\n <td>15</td>\n <td>188</td>\n <td>103</td>\n <td>0</td>\n <td>74</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>59</th>\n <td>118</td>\n <td>71</td>\n <td>4</td>\n <td>148</td>\n <td>114</td>\n <td>2</td>\n <td>80</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>60</th>\n <td>122</td>\n <td>102</td>\n <td>19</td>\n <td>469</td>\n <td>123</td>\n <td>0</td>\n <td>29</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>61</th>\n <td>105</td>\n <td>32</td>\n <td>0</td>\n <td>358</td>\n <td>107</td>\n <td>2</td>\n <td>26</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>62</th>\n <td>139</td>\n <td>45</td>\n <td>0</td>\n <td>146</td>\n <td>133</td>\n <td>0</td>\n <td>77</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>63</th>\n <td>119</td>\n <td>88</td>\n <td>10</td>\n <td>170</td>\n <td>101</td>\n <td>2</td>\n <td>61</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>64</th>\n <td>100</td>\n <td>67</td>\n <td>12</td>\n <td>184</td>\n <td>104</td>\n <td>2</td>\n <td>32</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>65</th>\n <td>122</td>\n <td>26</td>\n <td>0</td>\n <td>197</td>\n <td>128</td>\n <td>2</td>\n <td>55</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>66</th>\n <td>127</td>\n <td>92</td>\n <td>0</td>\n <td>508</td>\n <td>91</td>\n <td>2</td>\n <td>56</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>67</th>\n <td>126</td>\n <td>61</td>\n <td>14</td>\n <td>152</td>\n <td>115</td>\n <td>2</td>\n <td>47</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>68</th>\n <td>149</td>\n <td>69</td>\n <td>20</td>\n <td>366</td>\n <td>134</td>\n <td>1</td>\n <td>60</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>69</th>\n <td>127</td>\n <td>59</td>\n <td>0</td>\n <td>339</td>\n <td>99</td>\n <td>2</td>\n <td>65</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>70</th>\n <td>89</td>\n <td>81</td>\n <td>15</td>\n <td>237</td>\n <td>99</td>\n <td>1</td>\n <td>74</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>71</th>\n <td>148</td>\n <td>51</td>\n <td>16</td>\n <td>148</td>\n <td>150</td>\n <td>2</td>\n <td>58</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>72</th>\n <td>115</td>\n <td>45</td>\n <td>0</td>\n <td>432</td>\n <td>116</td>\n <td>2</td>\n <td>25</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>73</th>\n <td>118</td>\n <td>90</td>\n <td>10</td>\n <td>54</td>\n <td>104</td>\n <td>1</td>\n <td>31</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>74</th>\n <td>150</td>\n <td>68</td>\n <td>5</td>\n <td>125</td>\n <td>136</td>\n <td>2</td>\n <td>64</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>75</th>\n <td>88</td>\n <td>111</td>\n <td>23</td>\n <td>480</td>\n <td>92</td>\n <td>0</td>\n <td>36</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>76</th>\n <td>102</td>\n <td>87</td>\n <td>10</td>\n <td>346</td>\n <td>70</td>\n <td>2</td>\n <td>64</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>77</th>\n <td>118</td>\n <td>71</td>\n <td>12</td>\n <td>44</td>\n <td>89</td>\n <td>2</td>\n <td>67</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>78</th>\n <td>134</td>\n <td>48</td>\n <td>1</td>\n <td>139</td>\n <td>145</td>\n <td>2</td>\n <td>65</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>79</th>\n <td>134</td>\n <td>67</td>\n <td>0</td>\n <td>286</td>\n <td>90</td>\n <td>0</td>\n <td>41</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>80</th>\n <td>113</td>\n <td>100</td>\n <td>16</td>\n <td>353</td>\n <td>79</td>\n <td>0</td>\n <td>68</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>81</th>\n <td>116</td>\n <td>72</td>\n <td>0</td>\n <td>237</td>\n <td>128</td>\n <td>1</td>\n <td>70</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>82</th>\n <td>151</td>\n <td>83</td>\n <td>4</td>\n <td>325</td>\n <td>139</td>\n <td>1</td>\n <td>28</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>83</th>\n <td>109</td>\n <td>36</td>\n <td>7</td>\n <td>468</td>\n <td>94</td>\n <td>0</td>\n <td>56</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>84</th>\n <td>111</td>\n <td>25</td>\n <td>0</td>\n <td>52</td>\n <td>121</td>\n <td>0</td>\n <td>43</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>85</th>\n <td>125</td>\n <td>103</td>\n <td>0</td>\n <td>304</td>\n <td>112</td>\n <td>2</td>\n <td>49</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>86</th>\n <td>150</td>\n <td>84</td>\n <td>9</td>\n <td>432</td>\n <td>134</td>\n <td>2</td>\n <td>64</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>87</th>\n <td>131</td>\n <td>67</td>\n <td>7</td>\n <td>272</td>\n <td>126</td>\n <td>1</td>\n <td>54</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>88</th>\n <td>117</td>\n <td>42</td>\n <td>7</td>\n <td>144</td>\n <td>111</td>\n <td>2</td>\n <td>62</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>89</th>\n <td>128</td>\n <td>66</td>\n <td>3</td>\n <td>493</td>\n <td>119</td>\n <td>2</td>\n <td>45</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>90</th>\n <td>115</td>\n <td>22</td>\n <td>0</td>\n <td>491</td>\n <td>103</td>\n <td>2</td>\n <td>64</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>91</th>\n <td>97</td>\n <td>46</td>\n <td>11</td>\n <td>267</td>\n <td>107</td>\n <td>2</td>\n <td>80</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>92</th>\n <td>114</td>\n <td>113</td>\n <td>0</td>\n <td>97</td>\n <td>125</td>\n <td>2</td>\n <td>29</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>93</th>\n <td>145</td>\n <td>30</td>\n <td>0</td>\n <td>67</td>\n <td>104</td>\n <td>2</td>\n <td>55</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>94</th>\n <td>115</td>\n <td>97</td>\n <td>5</td>\n <td>134</td>\n <td>84</td>\n <td>0</td>\n <td>55</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>95</th>\n <td>134</td>\n <td>25</td>\n <td>10</td>\n <td>237</td>\n <td>148</td>\n <td>2</td>\n <td>59</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>96</th>\n <td>147</td>\n <td>42</td>\n <td>10</td>\n <td>407</td>\n <td>132</td>\n <td>1</td>\n <td>73</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>97</th>\n <td>161</td>\n <td>82</td>\n <td>5</td>\n <td>287</td>\n <td>129</td>\n <td>0</td>\n <td>33</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>98</th>\n <td>122</td>\n <td>77</td>\n <td>24</td>\n <td>382</td>\n <td>127</td>\n <td>1</td>\n <td>36</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>99</th>\n <td>121</td>\n <td>47</td>\n <td>3</td>\n <td>220</td>\n <td>107</td>\n <td>0</td>\n <td>56</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>100</th>\n <td>113</td>\n <td>69</td>\n <td>11</td>\n <td>94</td>\n <td>106</td>\n <td>2</td>\n <td>76</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>101</th>\n <td>128</td>\n <td>93</td>\n <td>0</td>\n <td>89</td>\n <td>118</td>\n <td>2</td>\n <td>34</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>102</th>\n <td>113</td>\n <td>22</td>\n <td>0</td>\n <td>57</td>\n <td>97</td>\n <td>2</td>\n <td>65</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>103</th>\n <td>123</td>\n <td>91</td>\n <td>0</td>\n <td>334</td>\n <td>96</td>\n <td>0</td>\n <td>78</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>104</th>\n <td>121</td>\n <td>96</td>\n <td>0</td>\n <td>472</td>\n <td>138</td>\n <td>2</td>\n <td>51</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>105</th>\n <td>104</td>\n <td>100</td>\n <td>8</td>\n <td>398</td>\n <td>97</td>\n <td>2</td>\n <td>61</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>106</th>\n <td>102</td>\n <td>33</td>\n <td>0</td>\n <td>217</td>\n <td>139</td>\n <td>2</td>\n <td>70</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>107</th>\n <td>134</td>\n <td>107</td>\n <td>0</td>\n <td>104</td>\n <td>108</td>\n <td>2</td>\n <td>60</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>108</th>\n <td>107</td>\n <td>79</td>\n <td>2</td>\n <td>488</td>\n <td>103</td>\n <td>0</td>\n <td>65</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>109</th>\n <td>115</td>\n <td>65</td>\n <td>0</td>\n <td>217</td>\n <td>90</td>\n <td>2</td>\n <td>60</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>110</th>\n <td>128</td>\n <td>62</td>\n <td>7</td>\n <td>125</td>\n <td>116</td>\n <td>2</td>\n <td>43</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>111</th>\n <td>132</td>\n <td>118</td>\n <td>12</td>\n <td>272</td>\n <td>151</td>\n <td>2</td>\n <td>43</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>112</th>\n <td>116</td>\n <td>99</td>\n <td>5</td>\n <td>298</td>\n <td>125</td>\n <td>1</td>\n <td>62</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>113</th>\n <td>131</td>\n <td>29</td>\n <td>11</td>\n <td>335</td>\n <td>127</td>\n <td>0</td>\n <td>33</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>114</th>\n <td>122</td>\n <td>87</td>\n <td>9</td>\n <td>17</td>\n <td>106</td>\n <td>2</td>\n <td>65</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>115</th>\n <td>139</td>\n <td>35</td>\n <td>0</td>\n <td>95</td>\n <td>129</td>\n <td>2</td>\n <td>42</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>116</th>\n <td>135</td>\n <td>75</td>\n <td>0</td>\n <td>202</td>\n <td>128</td>\n <td>2</td>\n <td>80</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>117</th>\n <td>145</td>\n <td>53</td>\n <td>0</td>\n <td>507</td>\n <td>119</td>\n <td>2</td>\n <td>41</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>118</th>\n <td>112</td>\n <td>88</td>\n <td>2</td>\n <td>243</td>\n <td>99</td>\n <td>2</td>\n <td>62</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>119</th>\n <td>130</td>\n <td>94</td>\n <td>8</td>\n <td>137</td>\n <td>128</td>\n <td>2</td>\n <td>64</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>120</th>\n <td>128</td>\n <td>105</td>\n <td>11</td>\n <td>249</td>\n <td>131</td>\n <td>2</td>\n <td>63</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>121</th>\n <td>125</td>\n <td>89</td>\n <td>10</td>\n <td>380</td>\n <td>87</td>\n <td>0</td>\n <td>28</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>122</th>\n <td>119</td>\n <td>100</td>\n <td>5</td>\n <td>45</td>\n <td>108</td>\n <td>2</td>\n <td>75</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>123</th>\n <td>127</td>\n <td>103</td>\n <td>0</td>\n <td>125</td>\n <td>155</td>\n <td>1</td>\n <td>29</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>124</th>\n <td>131</td>\n <td>113</td>\n <td>0</td>\n <td>181</td>\n <td>120</td>\n <td>1</td>\n <td>63</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>125</th>\n <td>89</td>\n <td>78</td>\n <td>0</td>\n <td>181</td>\n <td>49</td>\n <td>2</td>\n <td>43</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>126</th>\n <td>153</td>\n <td>68</td>\n <td>2</td>\n <td>60</td>\n <td>133</td>\n <td>1</td>\n <td>59</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>127</th>\n <td>125</td>\n <td>48</td>\n <td>3</td>\n <td>192</td>\n <td>116</td>\n <td>2</td>\n <td>51</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>128</th>\n <td>133</td>\n <td>100</td>\n <td>3</td>\n <td>350</td>\n <td>126</td>\n <td>0</td>\n <td>55</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>129</th>\n <td>143</td>\n <td>120</td>\n <td>7</td>\n <td>279</td>\n <td>147</td>\n <td>0</td>\n <td>40</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>130</th>\n <td>94</td>\n <td>84</td>\n <td>13</td>\n <td>497</td>\n <td>77</td>\n <td>2</td>\n <td>51</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>131</th>\n <td>108</td>\n <td>69</td>\n <td>3</td>\n <td>208</td>\n <td>94</td>\n <td>2</td>\n <td>77</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>132</th>\n <td>125</td>\n <td>87</td>\n <td>9</td>\n <td>232</td>\n <td>136</td>\n <td>1</td>\n <td>72</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>133</th>\n <td>132</td>\n <td>98</td>\n <td>2</td>\n <td>265</td>\n <td>97</td>\n <td>0</td>\n <td>62</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>134</th>\n <td>132</td>\n <td>31</td>\n <td>0</td>\n <td>327</td>\n <td>131</td>\n <td>2</td>\n <td>76</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>135</th>\n <td>96</td>\n <td>94</td>\n <td>14</td>\n <td>384</td>\n <td>120</td>\n <td>2</td>\n <td>36</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>136</th>\n <td>131</td>\n <td>75</td>\n <td>0</td>\n <td>10</td>\n <td>120</td>\n <td>0</td>\n <td>31</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>137</th>\n <td>128</td>\n <td>42</td>\n <td>0</td>\n <td>436</td>\n <td>118</td>\n <td>2</td>\n <td>80</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>138</th>\n <td>125</td>\n <td>103</td>\n <td>12</td>\n <td>371</td>\n <td>109</td>\n <td>2</td>\n <td>44</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>139</th>\n <td>146</td>\n <td>62</td>\n <td>10</td>\n <td>310</td>\n <td>94</td>\n <td>2</td>\n <td>30</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>140</th>\n <td>133</td>\n <td>60</td>\n <td>10</td>\n <td>277</td>\n <td>129</td>\n <td>2</td>\n <td>45</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>141</th>\n <td>140</td>\n <td>42</td>\n <td>0</td>\n <td>331</td>\n <td>131</td>\n <td>0</td>\n <td>28</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>142</th>\n <td>124</td>\n <td>84</td>\n <td>0</td>\n <td>300</td>\n <td>104</td>\n <td>2</td>\n <td>77</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>143</th>\n <td>122</td>\n <td>88</td>\n <td>7</td>\n <td>36</td>\n <td>159</td>\n <td>0</td>\n <td>28</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>144</th>\n <td>132</td>\n <td>68</td>\n <td>0</td>\n <td>264</td>\n <td>123</td>\n <td>1</td>\n <td>34</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>145</th>\n <td>144</td>\n <td>63</td>\n <td>11</td>\n <td>27</td>\n <td>117</td>\n <td>2</td>\n <td>47</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>146</th>\n <td>114</td>\n <td>83</td>\n <td>0</td>\n <td>412</td>\n <td>131</td>\n <td>0</td>\n <td>39</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>147</th>\n <td>140</td>\n <td>54</td>\n <td>9</td>\n <td>402</td>\n <td>119</td>\n <td>1</td>\n <td>41</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>148</th>\n <td>110</td>\n <td>119</td>\n <td>0</td>\n <td>384</td>\n <td>97</td>\n <td>2</td>\n <td>72</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>149</th>\n <td>121</td>\n <td>120</td>\n <td>13</td>\n <td>140</td>\n <td>87</td>\n <td>2</td>\n <td>56</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>150</th>\n <td>122</td>\n <td>84</td>\n <td>8</td>\n <td>176</td>\n <td>114</td>\n <td>1</td>\n <td>57</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>151</th>\n <td>111</td>\n <td>58</td>\n <td>17</td>\n <td>407</td>\n <td>103</td>\n <td>1</td>\n <td>75</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>152</th>\n <td>128</td>\n <td>78</td>\n <td>0</td>\n <td>341</td>\n <td>128</td>\n <td>1</td>\n <td>45</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>153</th>\n <td>150</td>\n <td>36</td>\n <td>7</td>\n <td>488</td>\n <td>150</td>\n <td>2</td>\n <td>25</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>154</th>\n <td>129</td>\n <td>69</td>\n <td>10</td>\n <td>289</td>\n <td>110</td>\n <td>2</td>\n <td>50</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>155</th>\n <td>98</td>\n <td>72</td>\n <td>0</td>\n <td>59</td>\n <td>69</td>\n <td>2</td>\n <td>65</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>156</th>\n <td>146</td>\n <td>34</td>\n <td>0</td>\n <td>220</td>\n <td>157</td>\n <td>1</td>\n <td>51</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>157</th>\n <td>121</td>\n <td>58</td>\n <td>8</td>\n <td>249</td>\n <td>90</td>\n <td>2</td>\n <td>48</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>158</th>\n <td>142</td>\n <td>90</td>\n <td>1</td>\n <td>189</td>\n <td>112</td>\n <td>1</td>\n <td>39</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>159</th>\n <td>119</td>\n <td>60</td>\n <td>0</td>\n <td>372</td>\n <td>70</td>\n <td>0</td>\n <td>30</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>160</th>\n <td>111</td>\n <td>28</td>\n <td>0</td>\n <td>486</td>\n <td>111</td>\n <td>2</td>\n <td>29</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>161</th>\n <td>143</td>\n <td>21</td>\n <td>5</td>\n <td>81</td>\n <td>160</td>\n <td>2</td>\n <td>67</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>162</th>\n <td>122</td>\n <td>74</td>\n <td>0</td>\n <td>424</td>\n <td>149</td>\n <td>2</td>\n <td>51</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>163</th>\n <td>130</td>\n <td>64</td>\n <td>0</td>\n <td>40</td>\n <td>106</td>\n <td>0</td>\n <td>39</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>164</th>\n <td>148</td>\n <td>64</td>\n <td>0</td>\n <td>58</td>\n <td>141</td>\n <td>2</td>\n <td>27</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>165</th>\n <td>147</td>\n <td>58</td>\n <td>7</td>\n <td>100</td>\n <td>191</td>\n <td>0</td>\n <td>27</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>166</th>\n <td>119</td>\n <td>67</td>\n <td>17</td>\n <td>151</td>\n <td>137</td>\n <td>2</td>\n <td>55</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>167</th>\n <td>106</td>\n <td>73</td>\n <td>0</td>\n <td>216</td>\n <td>93</td>\n <td>2</td>\n <td>60</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>168</th>\n <td>129</td>\n <td>89</td>\n <td>0</td>\n <td>425</td>\n <td>117</td>\n <td>2</td>\n <td>45</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>169</th>\n <td>104</td>\n <td>41</td>\n <td>15</td>\n <td>492</td>\n <td>77</td>\n <td>1</td>\n <td>73</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>170</th>\n <td>128</td>\n <td>39</td>\n <td>12</td>\n <td>356</td>\n <td>118</td>\n <td>2</td>\n <td>71</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>171</th>\n <td>93</td>\n <td>106</td>\n <td>12</td>\n <td>416</td>\n <td>55</td>\n <td>2</td>\n <td>75</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>172</th>\n <td>104</td>\n <td>102</td>\n <td>13</td>\n <td>123</td>\n <td>110</td>\n <td>1</td>\n <td>35</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>173</th>\n <td>135</td>\n <td>91</td>\n <td>5</td>\n <td>207</td>\n <td>128</td>\n <td>2</td>\n <td>66</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>174</th>\n <td>139</td>\n <td>24</td>\n <td>0</td>\n <td>358</td>\n <td>185</td>\n <td>2</td>\n <td>79</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>175</th>\n <td>115</td>\n <td>89</td>\n <td>0</td>\n <td>38</td>\n <td>122</td>\n <td>2</td>\n <td>25</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>176</th>\n <td>138</td>\n <td>107</td>\n <td>9</td>\n <td>480</td>\n <td>154</td>\n <td>2</td>\n <td>47</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>177</th>\n <td>138</td>\n <td>72</td>\n <td>0</td>\n <td>148</td>\n <td>94</td>\n <td>2</td>\n <td>27</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>178</th>\n <td>104</td>\n <td>71</td>\n <td>14</td>\n <td>89</td>\n <td>81</td>\n <td>2</td>\n <td>25</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>179</th>\n <td>144</td>\n <td>25</td>\n <td>3</td>\n <td>70</td>\n <td>116</td>\n <td>2</td>\n <td>77</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>180</th>\n <td>137</td>\n <td>112</td>\n <td>15</td>\n <td>434</td>\n <td>149</td>\n <td>0</td>\n <td>66</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>181</th>\n <td>121</td>\n <td>83</td>\n <td>0</td>\n <td>79</td>\n <td>91</td>\n <td>2</td>\n <td>68</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>182</th>\n <td>137</td>\n <td>60</td>\n <td>4</td>\n <td>230</td>\n <td>140</td>\n <td>0</td>\n <td>25</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>183</th>\n <td>118</td>\n <td>74</td>\n <td>6</td>\n <td>426</td>\n <td>102</td>\n <td>2</td>\n <td>80</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>184</th>\n <td>132</td>\n <td>33</td>\n <td>7</td>\n <td>35</td>\n <td>97</td>\n <td>2</td>\n <td>60</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>185</th>\n <td>130</td>\n <td>100</td>\n <td>11</td>\n <td>449</td>\n <td>107</td>\n <td>2</td>\n <td>64</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>186</th>\n <td>120</td>\n <td>51</td>\n <td>0</td>\n <td>93</td>\n <td>86</td>\n <td>2</td>\n <td>46</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>187</th>\n <td>117</td>\n <td>32</td>\n <td>0</td>\n <td>142</td>\n <td>96</td>\n <td>0</td>\n <td>62</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>188</th>\n <td>116</td>\n <td>37</td>\n <td>0</td>\n <td>426</td>\n <td>90</td>\n <td>2</td>\n <td>76</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>189</th>\n <td>118</td>\n <td>117</td>\n <td>18</td>\n <td>509</td>\n <td>104</td>\n <td>2</td>\n <td>26</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>190</th>\n <td>130</td>\n <td>37</td>\n <td>13</td>\n <td>297</td>\n <td>101</td>\n <td>2</td>\n <td>37</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>191</th>\n <td>156</td>\n <td>42</td>\n <td>13</td>\n <td>170</td>\n <td>173</td>\n <td>1</td>\n <td>74</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>192</th>\n <td>108</td>\n <td>26</td>\n <td>0</td>\n <td>408</td>\n <td>93</td>\n <td>2</td>\n <td>56</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>193</th>\n <td>139</td>\n <td>70</td>\n <td>7</td>\n <td>71</td>\n <td>96</td>\n <td>1</td>\n <td>61</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>194</th>\n <td>112</td>\n <td>98</td>\n <td>18</td>\n <td>481</td>\n <td>128</td>\n <td>2</td>\n <td>45</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>195</th>\n <td>117</td>\n <td>93</td>\n <td>4</td>\n <td>420</td>\n <td>112</td>\n <td>0</td>\n <td>66</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>196</th>\n <td>130</td>\n <td>28</td>\n <td>6</td>\n <td>410</td>\n <td>133</td>\n <td>0</td>\n <td>72</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>197</th>\n <td>124</td>\n <td>61</td>\n <td>0</td>\n <td>333</td>\n <td>138</td>\n <td>2</td>\n <td>76</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>198</th>\n <td>112</td>\n <td>80</td>\n <td>5</td>\n <td>500</td>\n <td>128</td>\n <td>2</td>\n <td>69</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>199</th>\n <td>122</td>\n <td>88</td>\n <td>5</td>\n <td>335</td>\n <td>126</td>\n <td>2</td>\n <td>64</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>200</th>\n <td>144</td>\n <td>92</td>\n <td>0</td>\n <td>349</td>\n <td>146</td>\n <td>2</td>\n <td>62</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>201</th>\n <td>138</td>\n <td>83</td>\n <td>0</td>\n <td>139</td>\n <td>134</td>\n <td>2</td>\n <td>54</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>202</th>\n <td>121</td>\n <td>78</td>\n <td>4</td>\n <td>413</td>\n <td>130</td>\n <td>0</td>\n <td>46</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>203</th>\n <td>131</td>\n <td>82</td>\n <td>0</td>\n <td>132</td>\n <td>157</td>\n <td>0</td>\n <td>25</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>204</th>\n <td>155</td>\n <td>80</td>\n <td>0</td>\n <td>237</td>\n <td>124</td>\n <td>2</td>\n <td>37</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>205</th>\n <td>113</td>\n <td>22</td>\n <td>1</td>\n <td>317</td>\n <td>132</td>\n <td>2</td>\n <td>28</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>206</th>\n <td>162</td>\n <td>67</td>\n <td>0</td>\n <td>27</td>\n <td>160</td>\n <td>2</td>\n <td>77</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>207</th>\n <td>111</td>\n <td>105</td>\n <td>0</td>\n <td>466</td>\n <td>97</td>\n <td>0</td>\n <td>61</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>208</th>\n <td>86</td>\n <td>54</td>\n <td>0</td>\n <td>497</td>\n <td>64</td>\n <td>0</td>\n <td>33</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>209</th>\n <td>98</td>\n <td>21</td>\n <td>11</td>\n <td>326</td>\n <td>90</td>\n <td>0</td>\n <td>76</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>210</th>\n <td>125</td>\n <td>41</td>\n <td>2</td>\n <td>357</td>\n <td>123</td>\n <td>0</td>\n <td>47</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>211</th>\n <td>117</td>\n <td>118</td>\n <td>14</td>\n <td>445</td>\n <td>120</td>\n <td>2</td>\n <td>32</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>212</th>\n <td>145</td>\n <td>69</td>\n <td>19</td>\n <td>501</td>\n <td>105</td>\n <td>2</td>\n <td>45</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>213</th>\n <td>149</td>\n <td>84</td>\n <td>5</td>\n <td>220</td>\n <td>139</td>\n <td>2</td>\n <td>33</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>214</th>\n <td>115</td>\n <td>115</td>\n <td>3</td>\n <td>48</td>\n <td>107</td>\n <td>2</td>\n <td>73</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>215</th>\n <td>116</td>\n <td>83</td>\n <td>15</td>\n <td>170</td>\n <td>144</td>\n <td>0</td>\n <td>71</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>216</th>\n <td>141</td>\n <td>33</td>\n <td>0</td>\n <td>243</td>\n <td>144</td>\n <td>2</td>\n <td>34</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>217</th>\n <td>106</td>\n <td>44</td>\n <td>0</td>\n <td>481</td>\n <td>111</td>\n <td>2</td>\n <td>70</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>218</th>\n <td>138</td>\n <td>61</td>\n <td>12</td>\n <td>156</td>\n <td>120</td>\n <td>2</td>\n <td>25</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>219</th>\n <td>116</td>\n <td>79</td>\n <td>19</td>\n <td>359</td>\n <td>116</td>\n <td>1</td>\n <td>58</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>220</th>\n <td>131</td>\n <td>120</td>\n <td>15</td>\n <td>262</td>\n <td>124</td>\n <td>2</td>\n <td>30</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>221</th>\n <td>124</td>\n <td>44</td>\n <td>0</td>\n <td>125</td>\n <td>107</td>\n <td>2</td>\n <td>80</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>222</th>\n <td>136</td>\n <td>119</td>\n <td>6</td>\n <td>178</td>\n <td>145</td>\n <td>2</td>\n <td>35</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>223</th>\n <td>110</td>\n <td>45</td>\n <td>9</td>\n <td>276</td>\n <td>125</td>\n <td>2</td>\n <td>62</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>224</th>\n <td>134</td>\n <td>82</td>\n <td>0</td>\n <td>464</td>\n <td>141</td>\n <td>2</td>\n <td>48</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>225</th>\n <td>107</td>\n <td>25</td>\n <td>0</td>\n <td>412</td>\n <td>82</td>\n <td>0</td>\n <td>36</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>226</th>\n <td>119</td>\n <td>33</td>\n <td>0</td>\n <td>245</td>\n <td>122</td>\n <td>1</td>\n <td>56</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>227</th>\n <td>113</td>\n <td>64</td>\n <td>10</td>\n <td>68</td>\n <td>101</td>\n <td>2</td>\n <td>57</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>228</th>\n <td>149</td>\n <td>73</td>\n <td>13</td>\n <td>381</td>\n <td>163</td>\n <td>0</td>\n <td>26</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>229</th>\n <td>98</td>\n <td>104</td>\n <td>0</td>\n <td>404</td>\n <td>72</td>\n <td>2</td>\n <td>27</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>230</th>\n <td>115</td>\n <td>60</td>\n <td>0</td>\n <td>119</td>\n <td>114</td>\n <td>0</td>\n <td>38</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>231</th>\n <td>132</td>\n <td>69</td>\n <td>0</td>\n <td>123</td>\n <td>122</td>\n <td>2</td>\n <td>27</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>232</th>\n <td>137</td>\n <td>80</td>\n <td>10</td>\n <td>24</td>\n <td>105</td>\n <td>1</td>\n <td>61</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>233</th>\n <td>123</td>\n <td>76</td>\n <td>18</td>\n <td>218</td>\n <td>120</td>\n <td>2</td>\n <td>29</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>234</th>\n <td>115</td>\n <td>62</td>\n <td>11</td>\n <td>289</td>\n <td>129</td>\n <td>1</td>\n <td>56</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>235</th>\n <td>126</td>\n <td>32</td>\n <td>8</td>\n <td>95</td>\n <td>132</td>\n <td>2</td>\n <td>50</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>236</th>\n <td>141</td>\n <td>34</td>\n <td>16</td>\n <td>361</td>\n <td>108</td>\n <td>2</td>\n <td>69</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>237</th>\n <td>151</td>\n <td>28</td>\n <td>8</td>\n <td>499</td>\n <td>135</td>\n <td>2</td>\n <td>48</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>238</th>\n <td>121</td>\n <td>24</td>\n <td>0</td>\n <td>200</td>\n <td>133</td>\n <td>1</td>\n <td>73</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>239</th>\n <td>123</td>\n <td>105</td>\n <td>0</td>\n <td>149</td>\n <td>118</td>\n <td>0</td>\n <td>62</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>240</th>\n <td>159</td>\n <td>80</td>\n <td>0</td>\n <td>362</td>\n <td>121</td>\n <td>2</td>\n <td>26</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>241</th>\n <td>136</td>\n <td>63</td>\n <td>0</td>\n <td>160</td>\n <td>94</td>\n <td>2</td>\n <td>38</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>242</th>\n <td>124</td>\n <td>46</td>\n <td>0</td>\n <td>199</td>\n <td>135</td>\n <td>2</td>\n <td>52</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>243</th>\n <td>124</td>\n <td>25</td>\n <td>13</td>\n <td>87</td>\n <td>110</td>\n <td>2</td>\n <td>57</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>244</th>\n <td>130</td>\n <td>30</td>\n <td>0</td>\n <td>391</td>\n <td>100</td>\n <td>2</td>\n <td>26</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>245</th>\n <td>114</td>\n <td>43</td>\n <td>0</td>\n <td>199</td>\n <td>88</td>\n <td>1</td>\n <td>57</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>246</th>\n <td>120</td>\n <td>56</td>\n <td>20</td>\n <td>266</td>\n <td>90</td>\n <td>0</td>\n <td>78</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>247</th>\n <td>123</td>\n <td>114</td>\n <td>0</td>\n <td>298</td>\n <td>151</td>\n <td>0</td>\n <td>34</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>248</th>\n <td>111</td>\n <td>52</td>\n <td>0</td>\n <td>12</td>\n <td>101</td>\n <td>2</td>\n <td>61</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>249</th>\n <td>125</td>\n <td>67</td>\n <td>0</td>\n <td>86</td>\n <td>117</td>\n <td>0</td>\n <td>65</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>250</th>\n <td>137</td>\n <td>105</td>\n <td>10</td>\n <td>435</td>\n <td>156</td>\n <td>1</td>\n <td>72</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>251</th>\n <td>139</td>\n <td>111</td>\n <td>5</td>\n <td>310</td>\n <td>132</td>\n <td>0</td>\n <td>62</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>252</th>\n <td>133</td>\n <td>97</td>\n <td>0</td>\n <td>70</td>\n <td>117</td>\n <td>2</td>\n <td>32</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>253</th>\n <td>124</td>\n <td>24</td>\n <td>5</td>\n <td>288</td>\n <td>122</td>\n <td>2</td>\n <td>57</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>254</th>\n <td>108</td>\n <td>104</td>\n <td>23</td>\n <td>353</td>\n <td>129</td>\n <td>1</td>\n <td>37</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>255</th>\n <td>123</td>\n <td>81</td>\n <td>8</td>\n <td>198</td>\n <td>81</td>\n <td>0</td>\n <td>80</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>256</th>\n <td>147</td>\n <td>40</td>\n <td>0</td>\n <td>277</td>\n <td>144</td>\n <td>2</td>\n <td>73</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>257</th>\n <td>125</td>\n <td>62</td>\n <td>14</td>\n <td>477</td>\n <td>112</td>\n <td>2</td>\n <td>80</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>258</th>\n <td>108</td>\n <td>38</td>\n <td>0</td>\n <td>251</td>\n <td>81</td>\n <td>0</td>\n <td>72</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>259</th>\n <td>123</td>\n <td>36</td>\n <td>10</td>\n <td>467</td>\n <td>100</td>\n <td>0</td>\n <td>74</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>260</th>\n <td>129</td>\n <td>117</td>\n <td>8</td>\n <td>400</td>\n <td>101</td>\n <td>0</td>\n <td>36</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>261</th>\n <td>121</td>\n <td>42</td>\n <td>4</td>\n <td>188</td>\n <td>118</td>\n <td>2</td>\n <td>54</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>262</th>\n <td>120</td>\n <td>77</td>\n <td>15</td>\n <td>86</td>\n <td>132</td>\n <td>2</td>\n <td>48</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>263</th>\n <td>116</td>\n <td>26</td>\n <td>6</td>\n <td>434</td>\n <td>115</td>\n <td>2</td>\n <td>25</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>264</th>\n <td>128</td>\n <td>29</td>\n <td>5</td>\n <td>324</td>\n <td>159</td>\n <td>1</td>\n <td>31</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>265</th>\n <td>130</td>\n <td>35</td>\n <td>10</td>\n <td>402</td>\n <td>129</td>\n <td>0</td>\n <td>39</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>266</th>\n <td>128</td>\n <td>93</td>\n <td>12</td>\n <td>343</td>\n <td>112</td>\n <td>1</td>\n <td>73</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>267</th>\n <td>134</td>\n <td>82</td>\n <td>7</td>\n <td>473</td>\n <td>112</td>\n <td>0</td>\n <td>51</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>268</th>\n <td>123</td>\n <td>57</td>\n <td>0</td>\n <td>66</td>\n <td>105</td>\n <td>2</td>\n <td>39</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>269</th>\n <td>159</td>\n <td>69</td>\n <td>0</td>\n <td>438</td>\n <td>166</td>\n <td>2</td>\n <td>46</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>270</th>\n <td>119</td>\n <td>26</td>\n <td>0</td>\n <td>284</td>\n <td>89</td>\n <td>1</td>\n <td>26</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>271</th>\n <td>111</td>\n <td>56</td>\n <td>0</td>\n <td>504</td>\n <td>110</td>\n <td>2</td>\n <td>62</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>272</th>\n <td>113</td>\n <td>33</td>\n <td>0</td>\n <td>14</td>\n <td>63</td>\n <td>1</td>\n <td>38</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>273</th>\n <td>116</td>\n <td>106</td>\n <td>8</td>\n <td>244</td>\n <td>86</td>\n <td>2</td>\n <td>58</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>274</th>\n <td>135</td>\n <td>93</td>\n <td>2</td>\n <td>67</td>\n <td>119</td>\n <td>2</td>\n <td>34</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>275</th>\n <td>107</td>\n <td>119</td>\n <td>11</td>\n <td>210</td>\n <td>132</td>\n <td>2</td>\n <td>53</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>276</th>\n <td>135</td>\n <td>69</td>\n <td>14</td>\n <td>296</td>\n <td>130</td>\n <td>2</td>\n <td>73</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>277</th>\n <td>136</td>\n <td>48</td>\n <td>12</td>\n <td>326</td>\n <td>125</td>\n <td>2</td>\n <td>36</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>278</th>\n <td>114</td>\n <td>113</td>\n <td>2</td>\n <td>129</td>\n <td>151</td>\n <td>1</td>\n <td>40</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>279</th>\n <td>141</td>\n <td>57</td>\n <td>13</td>\n <td>376</td>\n <td>158</td>\n <td>2</td>\n <td>64</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>280</th>\n <td>121</td>\n <td>86</td>\n <td>10</td>\n <td>496</td>\n <td>145</td>\n <td>0</td>\n <td>51</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>281</th>\n <td>122</td>\n <td>69</td>\n <td>7</td>\n <td>303</td>\n <td>105</td>\n <td>1</td>\n <td>45</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>282</th>\n <td>150</td>\n <td>96</td>\n <td>0</td>\n <td>80</td>\n <td>154</td>\n <td>1</td>\n <td>61</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>283</th>\n <td>135</td>\n <td>110</td>\n <td>0</td>\n <td>112</td>\n <td>117</td>\n <td>2</td>\n <td>80</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>284</th>\n <td>106</td>\n <td>46</td>\n <td>11</td>\n <td>414</td>\n <td>96</td>\n <td>0</td>\n <td>79</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>285</th>\n <td>146</td>\n <td>26</td>\n <td>11</td>\n <td>261</td>\n <td>131</td>\n <td>2</td>\n <td>39</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>286</th>\n <td>117</td>\n <td>118</td>\n <td>11</td>\n <td>429</td>\n <td>113</td>\n <td>2</td>\n <td>67</td>\n <td>18</td>\n <td>0</td>\n </tr>\n <tr>\n <th>287</th>\n <td>95</td>\n <td>44</td>\n <td>4</td>\n <td>208</td>\n <td>72</td>\n <td>0</td>\n <td>44</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>288</th>\n <td>116</td>\n <td>40</td>\n <td>0</td>\n <td>74</td>\n <td>97</td>\n <td>2</td>\n <td>76</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>289</th>\n <td>143</td>\n <td>77</td>\n <td>25</td>\n <td>448</td>\n <td>156</td>\n <td>2</td>\n <td>43</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>290</th>\n <td>107</td>\n <td>111</td>\n <td>14</td>\n <td>400</td>\n <td>103</td>\n <td>2</td>\n <td>41</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>291</th>\n <td>118</td>\n <td>70</td>\n <td>0</td>\n <td>106</td>\n <td>89</td>\n <td>0</td>\n <td>39</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>292</th>\n <td>113</td>\n <td>66</td>\n <td>16</td>\n <td>322</td>\n <td>74</td>\n <td>1</td>\n <td>76</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>293</th>\n <td>123</td>\n <td>84</td>\n <td>0</td>\n <td>74</td>\n <td>89</td>\n <td>1</td>\n <td>59</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>294</th>\n <td>148</td>\n <td>76</td>\n <td>3</td>\n <td>126</td>\n <td>99</td>\n <td>1</td>\n <td>60</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>295</th>\n <td>118</td>\n <td>35</td>\n <td>14</td>\n <td>502</td>\n <td>137</td>\n <td>2</td>\n <td>79</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>296</th>\n <td>127</td>\n <td>44</td>\n <td>13</td>\n <td>160</td>\n <td>123</td>\n <td>1</td>\n <td>63</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>297</th>\n <td>118</td>\n <td>83</td>\n <td>13</td>\n <td>276</td>\n <td>104</td>\n <td>0</td>\n <td>75</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>298</th>\n <td>148</td>\n <td>63</td>\n <td>0</td>\n <td>312</td>\n <td>130</td>\n <td>1</td>\n <td>63</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>299</th>\n <td>135</td>\n <td>40</td>\n <td>17</td>\n <td>497</td>\n <td>96</td>\n <td>2</td>\n <td>54</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>300</th>\n <td>116</td>\n <td>78</td>\n <td>1</td>\n <td>158</td>\n <td>99</td>\n <td>2</td>\n <td>45</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>301</th>\n <td>99</td>\n <td>93</td>\n <td>0</td>\n <td>198</td>\n <td>87</td>\n <td>2</td>\n <td>57</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>302</th>\n <td>108</td>\n <td>77</td>\n <td>13</td>\n <td>388</td>\n <td>110</td>\n <td>0</td>\n <td>74</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>303</th>\n <td>133</td>\n <td>52</td>\n <td>16</td>\n <td>290</td>\n <td>99</td>\n <td>2</td>\n <td>43</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>304</th>\n <td>123</td>\n <td>98</td>\n <td>12</td>\n <td>408</td>\n <td>134</td>\n <td>1</td>\n <td>29</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>305</th>\n <td>115</td>\n <td>29</td>\n <td>26</td>\n <td>394</td>\n <td>132</td>\n <td>2</td>\n <td>33</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>306</th>\n <td>131</td>\n <td>32</td>\n <td>1</td>\n <td>85</td>\n <td>133</td>\n <td>2</td>\n <td>48</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>307</th>\n <td>138</td>\n <td>92</td>\n <td>0</td>\n <td>13</td>\n <td>120</td>\n <td>0</td>\n <td>61</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>308</th>\n <td>126</td>\n <td>80</td>\n <td>19</td>\n <td>436</td>\n <td>126</td>\n <td>2</td>\n <td>52</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>309</th>\n <td>131</td>\n <td>111</td>\n <td>13</td>\n <td>33</td>\n <td>80</td>\n <td>0</td>\n <td>68</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>310</th>\n <td>175</td>\n <td>65</td>\n <td>29</td>\n <td>419</td>\n <td>166</td>\n <td>2</td>\n <td>53</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>311</th>\n <td>146</td>\n <td>68</td>\n <td>12</td>\n <td>328</td>\n <td>132</td>\n <td>0</td>\n <td>51</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>312</th>\n <td>137</td>\n <td>117</td>\n <td>5</td>\n <td>337</td>\n <td>135</td>\n <td>0</td>\n <td>38</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>313</th>\n <td>103</td>\n <td>81</td>\n <td>3</td>\n <td>491</td>\n <td>54</td>\n <td>2</td>\n <td>66</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>314</th>\n <td>133</td>\n <td>33</td>\n <td>10</td>\n <td>333</td>\n <td>129</td>\n <td>1</td>\n <td>71</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>315</th>\n <td>131</td>\n <td>21</td>\n <td>8</td>\n <td>220</td>\n <td>171</td>\n <td>1</td>\n <td>29</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>316</th>\n <td>122</td>\n <td>36</td>\n <td>5</td>\n <td>369</td>\n <td>72</td>\n <td>1</td>\n <td>35</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>317</th>\n <td>142</td>\n <td>30</td>\n <td>0</td>\n <td>472</td>\n <td>136</td>\n <td>1</td>\n <td>80</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>318</th>\n <td>116</td>\n <td>72</td>\n <td>10</td>\n <td>456</td>\n <td>130</td>\n <td>1</td>\n <td>41</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>319</th>\n <td>127</td>\n <td>45</td>\n <td>19</td>\n <td>459</td>\n <td>129</td>\n <td>2</td>\n <td>57</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>320</th>\n <td>136</td>\n <td>70</td>\n <td>12</td>\n <td>171</td>\n <td>152</td>\n <td>2</td>\n <td>44</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>321</th>\n <td>123</td>\n <td>39</td>\n <td>5</td>\n <td>499</td>\n <td>98</td>\n <td>2</td>\n <td>34</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>322</th>\n <td>140</td>\n <td>50</td>\n <td>10</td>\n <td>300</td>\n <td>139</td>\n <td>1</td>\n <td>60</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>323</th>\n <td>107</td>\n <td>105</td>\n <td>18</td>\n <td>428</td>\n <td>103</td>\n <td>2</td>\n <td>34</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>324</th>\n <td>136</td>\n <td>65</td>\n <td>4</td>\n <td>133</td>\n <td>150</td>\n <td>0</td>\n <td>53</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>325</th>\n <td>144</td>\n <td>69</td>\n <td>11</td>\n <td>131</td>\n <td>104</td>\n <td>2</td>\n <td>47</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>326</th>\n <td>133</td>\n <td>30</td>\n <td>0</td>\n <td>152</td>\n <td>122</td>\n <td>2</td>\n <td>53</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>327</th>\n <td>112</td>\n <td>38</td>\n <td>17</td>\n <td>316</td>\n <td>104</td>\n <td>2</td>\n <td>80</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>328</th>\n <td>117</td>\n <td>66</td>\n <td>1</td>\n <td>65</td>\n <td>111</td>\n <td>0</td>\n <td>55</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>329</th>\n <td>100</td>\n <td>54</td>\n <td>9</td>\n <td>433</td>\n <td>89</td>\n <td>1</td>\n <td>45</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>330</th>\n <td>122</td>\n <td>59</td>\n <td>0</td>\n <td>501</td>\n <td>112</td>\n <td>0</td>\n <td>32</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>331</th>\n <td>135</td>\n <td>63</td>\n <td>15</td>\n <td>213</td>\n <td>134</td>\n <td>2</td>\n <td>32</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>332</th>\n <td>106</td>\n <td>33</td>\n <td>20</td>\n <td>354</td>\n <td>104</td>\n <td>2</td>\n <td>61</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>333</th>\n <td>136</td>\n <td>60</td>\n <td>7</td>\n <td>303</td>\n <td>147</td>\n <td>2</td>\n <td>41</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>334</th>\n <td>93</td>\n <td>117</td>\n <td>9</td>\n <td>489</td>\n <td>83</td>\n <td>0</td>\n <td>42</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>335</th>\n <td>120</td>\n <td>70</td>\n <td>15</td>\n <td>464</td>\n <td>110</td>\n <td>2</td>\n <td>72</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>336</th>\n <td>138</td>\n <td>35</td>\n <td>6</td>\n <td>60</td>\n <td>143</td>\n <td>0</td>\n <td>28</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>337</th>\n <td>130</td>\n <td>38</td>\n <td>0</td>\n <td>283</td>\n <td>102</td>\n <td>2</td>\n <td>80</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>338</th>\n <td>112</td>\n <td>24</td>\n <td>0</td>\n <td>164</td>\n <td>101</td>\n <td>2</td>\n <td>45</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>339</th>\n <td>134</td>\n <td>44</td>\n <td>4</td>\n <td>219</td>\n <td>126</td>\n <td>1</td>\n <td>44</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>340</th>\n <td>140</td>\n <td>29</td>\n <td>0</td>\n <td>105</td>\n <td>91</td>\n <td>0</td>\n <td>43</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>341</th>\n <td>98</td>\n <td>120</td>\n <td>0</td>\n <td>268</td>\n <td>93</td>\n <td>2</td>\n <td>72</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>342</th>\n <td>137</td>\n <td>102</td>\n <td>13</td>\n <td>422</td>\n <td>118</td>\n <td>2</td>\n <td>71</td>\n <td>10</td>\n <td>0</td>\n </tr>\n <tr>\n <th>343</th>\n <td>117</td>\n <td>42</td>\n <td>10</td>\n <td>371</td>\n <td>121</td>\n <td>0</td>\n <td>26</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>344</th>\n <td>138</td>\n <td>80</td>\n <td>0</td>\n <td>108</td>\n <td>126</td>\n <td>1</td>\n <td>70</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>345</th>\n <td>121</td>\n <td>68</td>\n <td>0</td>\n <td>279</td>\n <td>149</td>\n <td>1</td>\n <td>79</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>346</th>\n <td>132</td>\n <td>107</td>\n <td>0</td>\n <td>144</td>\n <td>125</td>\n <td>2</td>\n <td>33</td>\n <td>13</td>\n <td>0</td>\n </tr>\n <tr>\n <th>347</th>\n <td>96</td>\n <td>39</td>\n <td>0</td>\n <td>161</td>\n <td>112</td>\n <td>1</td>\n <td>27</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>348</th>\n <td>132</td>\n <td>102</td>\n <td>20</td>\n <td>459</td>\n <td>107</td>\n <td>1</td>\n <td>49</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>349</th>\n <td>134</td>\n <td>27</td>\n <td>18</td>\n <td>467</td>\n <td>96</td>\n <td>2</td>\n <td>49</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>350</th>\n <td>111</td>\n <td>101</td>\n <td>17</td>\n <td>266</td>\n <td>91</td>\n <td>2</td>\n <td>63</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>351</th>\n <td>124</td>\n <td>115</td>\n <td>16</td>\n <td>458</td>\n <td>105</td>\n <td>2</td>\n <td>62</td>\n <td>16</td>\n <td>0</td>\n </tr>\n <tr>\n <th>352</th>\n <td>133</td>\n <td>103</td>\n <td>14</td>\n <td>288</td>\n <td>122</td>\n <td>1</td>\n <td>61</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>353</th>\n <td>107</td>\n <td>67</td>\n <td>12</td>\n <td>430</td>\n <td>92</td>\n <td>2</td>\n <td>35</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>354</th>\n <td>133</td>\n <td>31</td>\n <td>1</td>\n <td>80</td>\n <td>145</td>\n <td>2</td>\n <td>42</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>355</th>\n <td>130</td>\n <td>100</td>\n <td>0</td>\n <td>306</td>\n <td>146</td>\n <td>1</td>\n <td>42</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>356</th>\n <td>142</td>\n <td>109</td>\n <td>0</td>\n <td>111</td>\n <td>164</td>\n <td>1</td>\n <td>72</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>357</th>\n <td>103</td>\n <td>73</td>\n <td>3</td>\n <td>276</td>\n <td>72</td>\n <td>2</td>\n <td>34</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>358</th>\n <td>123</td>\n <td>96</td>\n <td>10</td>\n <td>71</td>\n <td>118</td>\n <td>0</td>\n <td>69</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>359</th>\n <td>130</td>\n <td>62</td>\n <td>11</td>\n <td>396</td>\n <td>130</td>\n <td>0</td>\n <td>66</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>360</th>\n <td>118</td>\n <td>86</td>\n <td>7</td>\n <td>265</td>\n <td>114</td>\n <td>1</td>\n <td>52</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>361</th>\n <td>131</td>\n <td>25</td>\n <td>10</td>\n <td>183</td>\n <td>104</td>\n <td>2</td>\n <td>56</td>\n <td>15</td>\n <td>0</td>\n </tr>\n <tr>\n <th>362</th>\n <td>131</td>\n <td>55</td>\n <td>0</td>\n <td>26</td>\n <td>110</td>\n <td>0</td>\n <td>79</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>363</th>\n <td>111</td>\n <td>75</td>\n <td>1</td>\n <td>377</td>\n <td>108</td>\n <td>1</td>\n <td>25</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>364</th>\n <td>122</td>\n <td>21</td>\n <td>16</td>\n <td>488</td>\n <td>131</td>\n <td>1</td>\n <td>30</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>365</th>\n <td>154</td>\n <td>30</td>\n <td>0</td>\n <td>122</td>\n <td>162</td>\n <td>2</td>\n <td>57</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>366</th>\n <td>124</td>\n <td>56</td>\n <td>11</td>\n <td>447</td>\n <td>134</td>\n <td>2</td>\n <td>53</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>367</th>\n <td>95</td>\n <td>106</td>\n <td>0</td>\n <td>256</td>\n <td>53</td>\n <td>1</td>\n <td>52</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>368</th>\n <td>109</td>\n <td>22</td>\n <td>10</td>\n <td>348</td>\n <td>79</td>\n <td>1</td>\n <td>74</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>369</th>\n <td>135</td>\n <td>100</td>\n <td>22</td>\n <td>463</td>\n <td>122</td>\n <td>2</td>\n <td>36</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>370</th>\n <td>126</td>\n <td>41</td>\n <td>22</td>\n <td>403</td>\n <td>119</td>\n <td>0</td>\n <td>42</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>371</th>\n <td>152</td>\n <td>81</td>\n <td>0</td>\n <td>191</td>\n <td>126</td>\n <td>2</td>\n <td>54</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>372</th>\n <td>121</td>\n <td>50</td>\n <td>0</td>\n <td>508</td>\n <td>98</td>\n <td>2</td>\n <td>65</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>373</th>\n <td>137</td>\n <td>71</td>\n <td>0</td>\n <td>402</td>\n <td>116</td>\n <td>2</td>\n <td>78</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>374</th>\n <td>131</td>\n <td>47</td>\n <td>7</td>\n <td>90</td>\n <td>118</td>\n <td>2</td>\n <td>47</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>375</th>\n <td>132</td>\n <td>46</td>\n <td>4</td>\n <td>206</td>\n <td>124</td>\n <td>2</td>\n <td>73</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>376</th>\n <td>141</td>\n <td>60</td>\n <td>19</td>\n <td>319</td>\n <td>92</td>\n <td>1</td>\n <td>44</td>\n <td>11</td>\n <td>1</td>\n </tr>\n <tr>\n <th>377</th>\n <td>132</td>\n <td>61</td>\n <td>0</td>\n <td>263</td>\n <td>125</td>\n <td>2</td>\n <td>41</td>\n <td>12</td>\n <td>0</td>\n </tr>\n <tr>\n <th>378</th>\n <td>133</td>\n <td>88</td>\n <td>3</td>\n <td>105</td>\n <td>119</td>\n <td>2</td>\n <td>79</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>379</th>\n <td>125</td>\n <td>111</td>\n <td>0</td>\n <td>404</td>\n <td>107</td>\n <td>0</td>\n <td>54</td>\n <td>15</td>\n <td>1</td>\n </tr>\n <tr>\n <th>380</th>\n <td>106</td>\n <td>64</td>\n <td>10</td>\n <td>17</td>\n <td>89</td>\n <td>2</td>\n <td>68</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>381</th>\n <td>124</td>\n <td>65</td>\n <td>21</td>\n <td>496</td>\n <td>151</td>\n <td>0</td>\n <td>77</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>382</th>\n <td>121</td>\n <td>28</td>\n <td>19</td>\n <td>315</td>\n <td>121</td>\n <td>2</td>\n <td>66</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>383</th>\n <td>98</td>\n <td>117</td>\n <td>0</td>\n <td>76</td>\n <td>68</td>\n <td>2</td>\n <td>63</td>\n <td>10</td>\n <td>1</td>\n </tr>\n <tr>\n <th>384</th>\n <td>123</td>\n <td>37</td>\n <td>15</td>\n <td>348</td>\n <td>112</td>\n <td>1</td>\n <td>28</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>385</th>\n <td>131</td>\n <td>73</td>\n <td>13</td>\n <td>455</td>\n <td>132</td>\n <td>2</td>\n <td>62</td>\n <td>17</td>\n <td>1</td>\n </tr>\n <tr>\n <th>386</th>\n <td>152</td>\n <td>116</td>\n <td>0</td>\n <td>170</td>\n <td>160</td>\n <td>2</td>\n <td>39</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>387</th>\n <td>142</td>\n <td>73</td>\n <td>14</td>\n <td>238</td>\n <td>115</td>\n <td>2</td>\n <td>73</td>\n <td>14</td>\n <td>0</td>\n </tr>\n <tr>\n <th>388</th>\n <td>135</td>\n <td>89</td>\n <td>11</td>\n <td>245</td>\n <td>78</td>\n <td>0</td>\n <td>79</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>389</th>\n <td>128</td>\n <td>42</td>\n <td>8</td>\n <td>328</td>\n <td>107</td>\n <td>2</td>\n <td>35</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>390</th>\n <td>108</td>\n <td>75</td>\n <td>9</td>\n <td>61</td>\n <td>111</td>\n <td>2</td>\n <td>67</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>391</th>\n <td>153</td>\n <td>63</td>\n <td>0</td>\n <td>49</td>\n <td>124</td>\n <td>0</td>\n <td>56</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>392</th>\n <td>129</td>\n <td>42</td>\n <td>13</td>\n <td>315</td>\n <td>130</td>\n <td>0</td>\n <td>34</td>\n <td>13</td>\n <td>1</td>\n </tr>\n <tr>\n <th>393</th>\n <td>109</td>\n <td>51</td>\n <td>10</td>\n <td>26</td>\n <td>120</td>\n <td>2</td>\n <td>30</td>\n <td>17</td>\n <td>0</td>\n </tr>\n <tr>\n <th>394</th>\n <td>130</td>\n <td>58</td>\n <td>19</td>\n <td>366</td>\n <td>139</td>\n <td>0</td>\n <td>33</td>\n <td>16</td>\n <td>1</td>\n </tr>\n <tr>\n <th>395</th>\n <td>138</td>\n <td>108</td>\n <td>17</td>\n <td>203</td>\n <td>128</td>\n <td>1</td>\n <td>33</td>\n <td>14</td>\n <td>1</td>\n </tr>\n <tr>\n <th>396</th>\n <td>139</td>\n <td>23</td>\n <td>3</td>\n <td>37</td>\n <td>120</td>\n <td>2</td>\n <td>55</td>\n <td>11</td>\n <td>0</td>\n </tr>\n <tr>\n <th>397</th>\n <td>162</td>\n <td>26</td>\n <td>12</td>\n <td>368</td>\n <td>159</td>\n <td>2</td>\n <td>40</td>\n <td>18</td>\n <td>1</td>\n </tr>\n <tr>\n <th>398</th>\n <td>100</td>\n <td>79</td>\n <td>7</td>\n <td>284</td>\n <td>95</td>\n <td>0</td>\n <td>50</td>\n <td>12</td>\n <td>1</td>\n </tr>\n <tr>\n <th>399</th>\n <td>134</td>\n <td>37</td>\n <td>0</td>\n <td>27</td>\n <td>120</td>\n <td>1</td>\n <td>49</td>\n <td>16</td>\n <td>1</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": " CompPrice Income Advertising Population Price ShelveLoc Age \\\n0 138 73 11 276 120 0 42 \n1 111 48 16 260 83 1 65 \n2 113 35 10 269 80 2 59 \n3 117 100 4 466 97 2 55 \n4 141 64 3 340 128 0 38 \n5 124 113 13 501 72 0 78 \n6 115 105 0 45 108 2 71 \n7 136 81 15 425 120 1 67 \n8 132 110 0 108 124 2 76 \n9 132 113 0 131 124 2 76 \n10 121 78 9 150 100 0 26 \n11 117 94 4 503 94 1 50 \n12 122 35 2 393 136 2 62 \n13 115 28 11 29 86 1 53 \n14 107 117 11 148 118 1 52 \n15 149 95 5 400 144 2 76 \n16 118 32 0 284 110 1 63 \n17 147 74 13 251 131 1 52 \n18 110 110 0 408 68 1 46 \n19 129 76 16 58 121 2 69 \n20 125 90 2 367 131 2 35 \n21 134 29 12 239 109 1 62 \n22 128 46 6 497 138 2 42 \n23 121 31 0 292 109 2 79 \n24 145 119 16 294 113 0 42 \n25 139 32 0 176 82 1 54 \n26 107 115 11 496 131 1 50 \n27 98 118 0 19 107 2 64 \n28 103 74 0 359 97 0 55 \n29 104 99 15 226 102 0 58 \n30 125 94 0 447 89 1 30 \n31 136 58 16 241 131 2 44 \n32 107 32 12 236 137 1 64 \n33 114 38 13 317 128 1 50 \n34 115 54 0 406 128 2 42 \n35 131 84 11 29 96 2 44 \n36 122 76 0 270 100 1 60 \n37 121 41 5 412 110 2 54 \n38 109 73 0 454 102 2 65 \n39 130 60 0 144 138 0 38 \n40 119 98 0 18 126 0 73 \n41 157 53 0 403 124 0 58 \n42 77 69 0 25 24 2 50 \n43 123 42 11 16 134 2 59 \n44 85 79 6 325 95 2 69 \n45 141 63 0 168 135 0 44 \n46 127 90 14 16 70 2 48 \n47 126 98 0 173 108 0 55 \n48 116 52 0 349 98 0 69 \n49 157 93 0 51 149 1 32 \n50 99 32 18 341 108 0 80 \n51 121 90 0 150 108 0 75 \n52 153 40 3 112 129 0 39 \n53 109 64 13 39 119 2 61 \n54 134 103 13 25 144 2 76 \n55 143 81 5 60 154 2 61 \n56 133 82 0 54 84 2 50 \n57 93 91 0 22 117 0 75 \n58 103 93 15 188 103 0 74 \n59 118 71 4 148 114 2 80 \n60 122 102 19 469 123 0 29 \n61 105 32 0 358 107 2 26 \n62 139 45 0 146 133 0 77 \n63 119 88 10 170 101 2 61 \n64 100 67 12 184 104 2 32 \n65 122 26 0 197 128 2 55 \n66 127 92 0 508 91 2 56 \n67 126 61 14 152 115 2 47 \n68 149 69 20 366 134 1 60 \n69 127 59 0 339 99 2 65 \n70 89 81 15 237 99 1 74 \n71 148 51 16 148 150 2 58 \n72 115 45 0 432 116 2 25 \n73 118 90 10 54 104 1 31 \n74 150 68 5 125 136 2 64 \n75 88 111 23 480 92 0 36 \n76 102 87 10 346 70 2 64 \n77 118 71 12 44 89 2 67 \n78 134 48 1 139 145 2 65 \n79 134 67 0 286 90 0 41 \n80 113 100 16 353 79 0 68 \n81 116 72 0 237 128 1 70 \n82 151 83 4 325 139 1 28 \n83 109 36 7 468 94 0 56 \n84 111 25 0 52 121 0 43 \n85 125 103 0 304 112 2 49 \n86 150 84 9 432 134 2 64 \n87 131 67 7 272 126 1 54 \n88 117 42 7 144 111 2 62 \n89 128 66 3 493 119 2 45 \n90 115 22 0 491 103 2 64 \n91 97 46 11 267 107 2 80 \n92 114 113 0 97 125 2 29 \n93 145 30 0 67 104 2 55 \n94 115 97 5 134 84 0 55 \n95 134 25 10 237 148 2 59 \n96 147 42 10 407 132 1 73 \n97 161 82 5 287 129 0 33 \n98 122 77 24 382 127 1 36 \n99 121 47 3 220 107 0 56 \n100 113 69 11 94 106 2 76 \n101 128 93 0 89 118 2 34 \n102 113 22 0 57 97 2 65 \n103 123 91 0 334 96 0 78 \n104 121 96 0 472 138 2 51 \n105 104 100 8 398 97 2 61 \n106 102 33 0 217 139 2 70 \n107 134 107 0 104 108 2 60 \n108 107 79 2 488 103 0 65 \n109 115 65 0 217 90 2 60 \n110 128 62 7 125 116 2 43 \n111 132 118 12 272 151 2 43 \n112 116 99 5 298 125 1 62 \n113 131 29 11 335 127 0 33 \n114 122 87 9 17 106 2 65 \n115 139 35 0 95 129 2 42 \n116 135 75 0 202 128 2 80 \n117 145 53 0 507 119 2 41 \n118 112 88 2 243 99 2 62 \n119 130 94 8 137 128 2 64 \n120 128 105 11 249 131 2 63 \n121 125 89 10 380 87 0 28 \n122 119 100 5 45 108 2 75 \n123 127 103 0 125 155 1 29 \n124 131 113 0 181 120 1 63 \n125 89 78 0 181 49 2 43 \n126 153 68 2 60 133 1 59 \n127 125 48 3 192 116 2 51 \n128 133 100 3 350 126 0 55 \n129 143 120 7 279 147 0 40 \n130 94 84 13 497 77 2 51 \n131 108 69 3 208 94 2 77 \n132 125 87 9 232 136 1 72 \n133 132 98 2 265 97 0 62 \n134 132 31 0 327 131 2 76 \n135 96 94 14 384 120 2 36 \n136 131 75 0 10 120 0 31 \n137 128 42 0 436 118 2 80 \n138 125 103 12 371 109 2 44 \n139 146 62 10 310 94 2 30 \n140 133 60 10 277 129 2 45 \n141 140 42 0 331 131 0 28 \n142 124 84 0 300 104 2 77 \n143 122 88 7 36 159 0 28 \n144 132 68 0 264 123 1 34 \n145 144 63 11 27 117 2 47 \n146 114 83 0 412 131 0 39 \n147 140 54 9 402 119 1 41 \n148 110 119 0 384 97 2 72 \n149 121 120 13 140 87 2 56 \n150 122 84 8 176 114 1 57 \n151 111 58 17 407 103 1 75 \n152 128 78 0 341 128 1 45 \n153 150 36 7 488 150 2 25 \n154 129 69 10 289 110 2 50 \n155 98 72 0 59 69 2 65 \n156 146 34 0 220 157 1 51 \n157 121 58 8 249 90 2 48 \n158 142 90 1 189 112 1 39 \n159 119 60 0 372 70 0 30 \n160 111 28 0 486 111 2 29 \n161 143 21 5 81 160 2 67 \n162 122 74 0 424 149 2 51 \n163 130 64 0 40 106 0 39 \n164 148 64 0 58 141 2 27 \n165 147 58 7 100 191 0 27 \n166 119 67 17 151 137 2 55 \n167 106 73 0 216 93 2 60 \n168 129 89 0 425 117 2 45 \n169 104 41 15 492 77 1 73 \n170 128 39 12 356 118 2 71 \n171 93 106 12 416 55 2 75 \n172 104 102 13 123 110 1 35 \n173 135 91 5 207 128 2 66 \n174 139 24 0 358 185 2 79 \n175 115 89 0 38 122 2 25 \n176 138 107 9 480 154 2 47 \n177 138 72 0 148 94 2 27 \n178 104 71 14 89 81 2 25 \n179 144 25 3 70 116 2 77 \n180 137 112 15 434 149 0 66 \n181 121 83 0 79 91 2 68 \n182 137 60 4 230 140 0 25 \n183 118 74 6 426 102 2 80 \n184 132 33 7 35 97 2 60 \n185 130 100 11 449 107 2 64 \n186 120 51 0 93 86 2 46 \n187 117 32 0 142 96 0 62 \n188 116 37 0 426 90 2 76 \n189 118 117 18 509 104 2 26 \n190 130 37 13 297 101 2 37 \n191 156 42 13 170 173 1 74 \n192 108 26 0 408 93 2 56 \n193 139 70 7 71 96 1 61 \n194 112 98 18 481 128 2 45 \n195 117 93 4 420 112 0 66 \n196 130 28 6 410 133 0 72 \n197 124 61 0 333 138 2 76 \n198 112 80 5 500 128 2 69 \n199 122 88 5 335 126 2 64 \n200 144 92 0 349 146 2 62 \n201 138 83 0 139 134 2 54 \n202 121 78 4 413 130 0 46 \n203 131 82 0 132 157 0 25 \n204 155 80 0 237 124 2 37 \n205 113 22 1 317 132 2 28 \n206 162 67 0 27 160 2 77 \n207 111 105 0 466 97 0 61 \n208 86 54 0 497 64 0 33 \n209 98 21 11 326 90 0 76 \n210 125 41 2 357 123 0 47 \n211 117 118 14 445 120 2 32 \n212 145 69 19 501 105 2 45 \n213 149 84 5 220 139 2 33 \n214 115 115 3 48 107 2 73 \n215 116 83 15 170 144 0 71 \n216 141 33 0 243 144 2 34 \n217 106 44 0 481 111 2 70 \n218 138 61 12 156 120 2 25 \n219 116 79 19 359 116 1 58 \n220 131 120 15 262 124 2 30 \n221 124 44 0 125 107 2 80 \n222 136 119 6 178 145 2 35 \n223 110 45 9 276 125 2 62 \n224 134 82 0 464 141 2 48 \n225 107 25 0 412 82 0 36 \n226 119 33 0 245 122 1 56 \n227 113 64 10 68 101 2 57 \n228 149 73 13 381 163 0 26 \n229 98 104 0 404 72 2 27 \n230 115 60 0 119 114 0 38 \n231 132 69 0 123 122 2 27 \n232 137 80 10 24 105 1 61 \n233 123 76 18 218 120 2 29 \n234 115 62 11 289 129 1 56 \n235 126 32 8 95 132 2 50 \n236 141 34 16 361 108 2 69 \n237 151 28 8 499 135 2 48 \n238 121 24 0 200 133 1 73 \n239 123 105 0 149 118 0 62 \n240 159 80 0 362 121 2 26 \n241 136 63 0 160 94 2 38 \n242 124 46 0 199 135 2 52 \n243 124 25 13 87 110 2 57 \n244 130 30 0 391 100 2 26 \n245 114 43 0 199 88 1 57 \n246 120 56 20 266 90 0 78 \n247 123 114 0 298 151 0 34 \n248 111 52 0 12 101 2 61 \n249 125 67 0 86 117 0 65 \n250 137 105 10 435 156 1 72 \n251 139 111 5 310 132 0 62 \n252 133 97 0 70 117 2 32 \n253 124 24 5 288 122 2 57 \n254 108 104 23 353 129 1 37 \n255 123 81 8 198 81 0 80 \n256 147 40 0 277 144 2 73 \n257 125 62 14 477 112 2 80 \n258 108 38 0 251 81 0 72 \n259 123 36 10 467 100 0 74 \n260 129 117 8 400 101 0 36 \n261 121 42 4 188 118 2 54 \n262 120 77 15 86 132 2 48 \n263 116 26 6 434 115 2 25 \n264 128 29 5 324 159 1 31 \n265 130 35 10 402 129 0 39 \n266 128 93 12 343 112 1 73 \n267 134 82 7 473 112 0 51 \n268 123 57 0 66 105 2 39 \n269 159 69 0 438 166 2 46 \n270 119 26 0 284 89 1 26 \n271 111 56 0 504 110 2 62 \n272 113 33 0 14 63 1 38 \n273 116 106 8 244 86 2 58 \n274 135 93 2 67 119 2 34 \n275 107 119 11 210 132 2 53 \n276 135 69 14 296 130 2 73 \n277 136 48 12 326 125 2 36 \n278 114 113 2 129 151 1 40 \n279 141 57 13 376 158 2 64 \n280 121 86 10 496 145 0 51 \n281 122 69 7 303 105 1 45 \n282 150 96 0 80 154 1 61 \n283 135 110 0 112 117 2 80 \n284 106 46 11 414 96 0 79 \n285 146 26 11 261 131 2 39 \n286 117 118 11 429 113 2 67 \n287 95 44 4 208 72 0 44 \n288 116 40 0 74 97 2 76 \n289 143 77 25 448 156 2 43 \n290 107 111 14 400 103 2 41 \n291 118 70 0 106 89 0 39 \n292 113 66 16 322 74 1 76 \n293 123 84 0 74 89 1 59 \n294 148 76 3 126 99 1 60 \n295 118 35 14 502 137 2 79 \n296 127 44 13 160 123 1 63 \n297 118 83 13 276 104 0 75 \n298 148 63 0 312 130 1 63 \n299 135 40 17 497 96 2 54 \n300 116 78 1 158 99 2 45 \n301 99 93 0 198 87 2 57 \n302 108 77 13 388 110 0 74 \n303 133 52 16 290 99 2 43 \n304 123 98 12 408 134 1 29 \n305 115 29 26 394 132 2 33 \n306 131 32 1 85 133 2 48 \n307 138 92 0 13 120 0 61 \n308 126 80 19 436 126 2 52 \n309 131 111 13 33 80 0 68 \n310 175 65 29 419 166 2 53 \n311 146 68 12 328 132 0 51 \n312 137 117 5 337 135 0 38 \n313 103 81 3 491 54 2 66 \n314 133 33 10 333 129 1 71 \n315 131 21 8 220 171 1 29 \n316 122 36 5 369 72 1 35 \n317 142 30 0 472 136 1 80 \n318 116 72 10 456 130 1 41 \n319 127 45 19 459 129 2 57 \n320 136 70 12 171 152 2 44 \n321 123 39 5 499 98 2 34 \n322 140 50 10 300 139 1 60 \n323 107 105 18 428 103 2 34 \n324 136 65 4 133 150 0 53 \n325 144 69 11 131 104 2 47 \n326 133 30 0 152 122 2 53 \n327 112 38 17 316 104 2 80 \n328 117 66 1 65 111 0 55 \n329 100 54 9 433 89 1 45 \n330 122 59 0 501 112 0 32 \n331 135 63 15 213 134 2 32 \n332 106 33 20 354 104 2 61 \n333 136 60 7 303 147 2 41 \n334 93 117 9 489 83 0 42 \n335 120 70 15 464 110 2 72 \n336 138 35 6 60 143 0 28 \n337 130 38 0 283 102 2 80 \n338 112 24 0 164 101 2 45 \n339 134 44 4 219 126 1 44 \n340 140 29 0 105 91 0 43 \n341 98 120 0 268 93 2 72 \n342 137 102 13 422 118 2 71 \n343 117 42 10 371 121 0 26 \n344 138 80 0 108 126 1 70 \n345 121 68 0 279 149 1 79 \n346 132 107 0 144 125 2 33 \n347 96 39 0 161 112 1 27 \n348 132 102 20 459 107 1 49 \n349 134 27 18 467 96 2 49 \n350 111 101 17 266 91 2 63 \n351 124 115 16 458 105 2 62 \n352 133 103 14 288 122 1 61 \n353 107 67 12 430 92 2 35 \n354 133 31 1 80 145 2 42 \n355 130 100 0 306 146 1 42 \n356 142 109 0 111 164 1 72 \n357 103 73 3 276 72 2 34 \n358 123 96 10 71 118 0 69 \n359 130 62 11 396 130 0 66 \n360 118 86 7 265 114 1 52 \n361 131 25 10 183 104 2 56 \n362 131 55 0 26 110 0 79 \n363 111 75 1 377 108 1 25 \n364 122 21 16 488 131 1 30 \n365 154 30 0 122 162 2 57 \n366 124 56 11 447 134 2 53 \n367 95 106 0 256 53 1 52 \n368 109 22 10 348 79 1 74 \n369 135 100 22 463 122 2 36 \n370 126 41 22 403 119 0 42 \n371 152 81 0 191 126 2 54 \n372 121 50 0 508 98 2 65 \n373 137 71 0 402 116 2 78 \n374 131 47 7 90 118 2 47 \n375 132 46 4 206 124 2 73 \n376 141 60 19 319 92 1 44 \n377 132 61 0 263 125 2 41 \n378 133 88 3 105 119 2 79 \n379 125 111 0 404 107 0 54 \n380 106 64 10 17 89 2 68 \n381 124 65 21 496 151 0 77 \n382 121 28 19 315 121 2 66 \n383 98 117 0 76 68 2 63 \n384 123 37 15 348 112 1 28 \n385 131 73 13 455 132 2 62 \n386 152 116 0 170 160 2 39 \n387 142 73 14 238 115 2 73 \n388 135 89 11 245 78 0 79 \n389 128 42 8 328 107 2 35 \n390 108 75 9 61 111 2 67 \n391 153 63 0 49 124 0 56 \n392 129 42 13 315 130 0 34 \n393 109 51 10 26 120 2 30 \n394 130 58 19 366 139 0 33 \n395 138 108 17 203 128 1 33 \n396 139 23 3 37 120 2 55 \n397 162 26 12 368 159 2 40 \n398 100 79 7 284 95 0 50 \n399 134 37 0 27 120 1 49 \n\n Education Urban \n0 17 1 \n1 10 1 \n2 12 1 \n3 14 1 \n4 13 1 \n5 16 0 \n6 15 1 \n7 10 1 \n8 10 0 \n9 17 0 \n10 10 0 \n11 13 1 \n12 18 1 \n13 18 1 \n14 18 1 \n15 18 0 \n16 13 1 \n17 10 1 \n18 17 0 \n19 12 1 \n20 18 1 \n21 18 0 \n22 13 1 \n23 10 1 \n24 12 1 \n25 11 0 \n26 11 0 \n27 17 1 \n28 11 1 \n29 17 1 \n30 12 1 \n31 18 1 \n32 10 0 \n33 16 1 \n34 17 1 \n35 17 0 \n36 18 0 \n37 10 1 \n38 15 1 \n39 10 0 \n40 17 0 \n41 16 1 \n42 18 1 \n43 13 1 \n44 13 1 \n45 12 1 \n46 15 0 \n47 16 1 \n48 18 1 \n49 17 1 \n50 16 1 \n51 16 1 \n52 18 1 \n53 17 1 \n54 17 0 \n55 18 1 \n56 17 1 \n57 11 1 \n58 16 1 \n59 13 1 \n60 13 1 \n61 13 0 \n62 17 1 \n63 13 1 \n64 16 0 \n65 13 0 \n66 18 1 \n67 16 1 \n68 13 1 \n69 12 1 \n70 12 1 \n71 17 0 \n72 15 1 \n73 11 0 \n74 13 0 \n75 16 0 \n76 15 1 \n77 18 0 \n78 12 1 \n79 13 1 \n80 11 1 \n81 13 1 \n82 17 1 \n83 11 1 \n84 18 0 \n85 13 0 \n86 15 1 \n87 16 0 \n88 10 1 \n89 16 0 \n90 11 0 \n91 15 1 \n92 12 1 \n93 17 1 \n94 11 1 \n95 13 1 \n96 16 0 \n97 16 1 \n98 16 0 \n99 16 0 \n100 12 0 \n101 18 1 \n102 16 0 \n103 17 1 \n104 12 1 \n105 11 1 \n106 18 0 \n107 12 1 \n108 16 1 \n109 17 0 \n110 14 1 \n111 14 1 \n112 12 1 \n113 12 1 \n114 13 1 \n115 13 1 \n116 10 0 \n117 12 1 \n118 11 1 \n119 12 1 \n120 13 1 \n121 10 1 \n122 10 1 \n123 15 0 \n124 14 1 \n125 15 0 \n126 16 1 \n127 14 1 \n128 13 1 \n129 10 0 \n130 12 1 \n131 16 1 \n132 10 1 \n133 12 1 \n134 16 1 \n135 18 0 \n136 18 0 \n137 11 1 \n138 10 1 \n139 13 0 \n140 18 1 \n141 15 1 \n142 15 1 \n143 17 1 \n144 11 0 \n145 17 1 \n146 14 1 \n147 16 0 \n148 14 0 \n149 11 1 \n150 10 0 \n151 17 0 \n152 13 0 \n153 17 0 \n154 16 0 \n155 16 1 \n156 16 1 \n157 13 0 \n158 10 0 \n159 18 0 \n160 12 0 \n161 12 0 \n162 13 1 \n163 17 0 \n164 13 0 \n165 15 1 \n166 11 1 \n167 13 1 \n168 10 1 \n169 18 1 \n170 10 1 \n171 15 1 \n172 16 1 \n173 18 1 \n174 15 0 \n175 12 1 \n176 11 0 \n177 17 1 \n178 14 0 \n179 18 1 \n180 13 1 \n181 11 1 \n182 13 1 \n183 18 1 \n184 11 0 \n185 10 1 \n186 17 0 \n187 17 1 \n188 15 1 \n189 15 0 \n190 13 0 \n191 14 1 \n192 14 0 \n193 10 1 \n194 11 1 \n195 11 1 \n196 16 1 \n197 16 1 \n198 10 1 \n199 14 1 \n200 12 0 \n201 18 1 \n202 10 0 \n203 14 1 \n204 14 1 \n205 12 1 \n206 17 1 \n207 10 0 \n208 12 1 \n209 11 0 \n210 14 0 \n211 15 1 \n212 11 1 \n213 10 1 \n214 18 1 \n215 11 1 \n216 17 1 \n217 14 0 \n218 14 1 \n219 17 1 \n220 10 1 \n221 11 1 \n222 13 1 \n223 14 1 \n224 13 0 \n225 14 1 \n226 14 1 \n227 16 1 \n228 11 0 \n229 18 0 \n230 14 0 \n231 11 0 \n232 15 1 \n233 14 0 \n234 16 0 \n235 17 1 \n236 10 1 \n237 10 1 \n238 13 1 \n239 16 1 \n240 18 1 \n241 12 1 \n242 14 0 \n243 10 1 \n244 18 1 \n245 10 0 \n246 18 1 \n247 16 1 \n248 11 1 \n249 11 1 \n250 14 1 \n251 13 1 \n252 16 1 \n253 12 0 \n254 17 1 \n255 15 1 \n256 10 1 \n257 13 1 \n258 14 0 \n259 11 0 \n260 10 1 \n261 15 1 \n262 18 1 \n263 17 1 \n264 15 1 \n265 17 1 \n266 17 0 \n267 12 0 \n268 11 1 \n269 17 1 \n270 10 1 \n271 16 1 \n272 12 1 \n273 12 1 \n274 11 1 \n275 11 1 \n276 15 1 \n277 16 1 \n278 15 0 \n279 18 1 \n280 10 1 \n281 16 0 \n282 11 1 \n283 16 0 \n284 17 0 \n285 10 1 \n286 18 0 \n287 17 1 \n288 15 0 \n289 17 1 \n290 11 0 \n291 17 1 \n292 15 1 \n293 10 1 \n294 11 1 \n295 10 0 \n296 18 1 \n297 10 1 \n298 15 1 \n299 17 0 \n300 11 1 \n301 16 1 \n302 14 1 \n303 11 1 \n304 10 1 \n305 13 1 \n306 12 1 \n307 12 1 \n308 10 1 \n309 18 1 \n310 12 1 \n311 14 1 \n312 10 1 \n313 13 1 \n314 14 1 \n315 14 1 \n316 10 1 \n317 15 0 \n318 14 0 \n319 11 0 \n320 18 1 \n321 15 1 \n322 15 1 \n323 12 1 \n324 13 1 \n325 11 1 \n326 17 1 \n327 16 1 \n328 11 1 \n329 12 1 \n330 14 0 \n331 10 1 \n332 12 1 \n333 10 1 \n334 13 1 \n335 15 1 \n336 18 1 \n337 15 1 \n338 11 1 \n339 15 1 \n340 16 1 \n341 10 0 \n342 10 0 \n343 14 1 \n344 13 0 \n345 12 1 \n346 13 0 \n347 14 0 \n348 11 1 \n349 14 0 \n350 17 0 \n351 16 0 \n352 17 1 \n353 12 0 \n354 18 1 \n355 11 1 \n356 12 1 \n357 15 1 \n358 11 1 \n359 14 1 \n360 15 0 \n361 15 0 \n362 12 1 \n363 12 1 \n364 14 1 \n365 17 0 \n366 12 0 \n367 17 1 \n368 14 0 \n369 14 1 \n370 12 1 \n371 16 1 \n372 11 0 \n373 17 1 \n374 12 1 \n375 11 1 \n376 11 1 \n377 12 0 \n378 12 1 \n379 15 1 \n380 17 1 \n381 13 1 \n382 14 1 \n383 10 1 \n384 12 1 \n385 17 1 \n386 16 1 \n387 14 0 \n388 16 1 \n389 12 1 \n390 12 1 \n391 16 1 \n392 13 1 \n393 17 0 \n394 16 1 \n395 14 1 \n396 11 0 \n397 18 1 \n398 12 1 \n399 16 1 " | |
| }, | |
| "execution_count": 252, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:07.055178Z", | |
| "start_time": "2023-02-27T06:43:07.040223Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "eeb69b6a", | |
| "cell_type": "code", | |
| "source": "y=data['Sales']\ny", | |
| "execution_count": 253, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "0 0\n1 0\n2 0\n3 1\n4 1\n5 0\n6 1\n7 0\n8 1\n9 1\n10 0\n11 0\n12 1\n13 0\n14 0\n15 0\n16 0\n17 0\n18 0\n19 0\n20 1\n21 0\n22 1\n23 1\n24 0\n25 0\n26 0\n27 1\n28 1\n29 0\n30 0\n31 0\n32 1\n33 0\n34 1\n35 0\n36 0\n37 1\n38 1\n39 1\n40 1\n41 0\n42 0\n43 1\n44 1\n45 1\n46 0\n47 1\n48 1\n49 0\n50 1\n51 1\n52 0\n53 1\n54 1\n55 1\n56 0\n57 1\n58 1\n59 1\n60 0\n61 1\n62 1\n63 0\n64 0\n65 1\n66 0\n67 0\n68 0\n69 0\n70 0\n71 1\n72 1\n73 0\n74 1\n75 0\n76 0\n77 0\n78 1\n79 0\n80 0\n81 0\n82 0\n83 1\n84 1\n85 0\n86 0\n87 0\n88 1\n89 0\n90 1\n91 1\n92 1\n93 0\n94 0\n95 1\n96 0\n97 1\n98 0\n99 1\n100 1\n101 1\n102 1\n103 1\n104 1\n105 1\n106 1\n107 0\n108 1\n109 0\n110 0\n111 1\n112 1\n113 1\n114 0\n115 0\n116 1\n117 0\n118 0\n119 1\n120 1\n121 0\n122 1\n123 0\n124 0\n125 0\n126 0\n127 1\n128 1\n129 1\n130 0\n131 1\n132 0\n133 0\n134 1\n135 1\n136 1\n137 1\n138 0\n139 0\n140 1\n141 1\n142 1\n143 1\n144 0\n145 0\n146 1\n147 0\n148 0\n149 0\n150 0\n151 0\n152 0\n153 1\n154 1\n155 0\n156 1\n157 0\n158 0\n159 0\n160 1\n161 1\n162 1\n163 1\n164 0\n165 1\n166 1\n167 1\n168 1\n169 0\n170 0\n171 0\n172 0\n173 1\n174 1\n175 0\n176 1\n177 0\n178 0\n179 0\n180 1\n181 1\n182 1\n183 1\n184 0\n185 0\n186 0\n187 1\n188 0\n189 0\n190 0\n191 1\n192 0\n193 0\n194 1\n195 1\n196 1\n197 1\n198 1\n199 1\n200 1\n201 1\n202 1\n203 1\n204 0\n205 1\n206 1\n207 0\n208 0\n209 1\n210 1\n211 0\n212 0\n213 0\n214 1\n215 1\n216 1\n217 1\n218 0\n219 0\n220 0\n221 1\n222 1\n223 1\n224 1\n225 1\n226 0\n227 0\n228 1\n229 0\n230 1\n231 0\n232 0\n233 0\n234 0\n235 1\n236 0\n237 0\n238 1\n239 1\n240 0\n241 0\n242 1\n243 0\n244 0\n245 0\n246 1\n247 1\n248 1\n249 1\n250 0\n251 1\n252 0\n253 1\n254 0\n255 0\n256 1\n257 0\n258 1\n259 1\n260 0\n261 1\n262 1\n263 0\n264 1\n265 1\n266 0\n267 1\n268 1\n269 1\n270 0\n271 1\n272 0\n273 0\n274 1\n275 1\n276 1\n277 0\n278 1\n279 1\n280 1\n281 0\n282 0\n283 1\n284 1\n285 0\n286 0\n287 1\n288 1\n289 0\n290 0\n291 1\n292 0\n293 0\n294 0\n295 1\n296 0\n297 1\n298 0\n299 0\n300 0\n301 1\n302 1\n303 0\n304 0\n305 0\n306 1\n307 1\n308 0\n309 0\n310 0\n311 1\n312 1\n313 0\n314 0\n315 1\n316 0\n317 1\n318 0\n319 1\n320 1\n321 0\n322 0\n323 0\n324 1\n325 0\n326 1\n327 1\n328 1\n329 0\n330 1\n331 0\n332 1\n333 1\n334 0\n335 1\n336 1\n337 0\n338 1\n339 0\n340 0\n341 1\n342 0\n343 1\n344 0\n345 1\n346 0\n347 1\n348 0\n349 0\n350 0\n351 0\n352 0\n353 0\n354 1\n355 1\n356 1\n357 0\n358 1\n359 1\n360 0\n361 0\n362 1\n363 0\n364 0\n365 1\n366 1\n367 0\n368 0\n369 0\n370 0\n371 0\n372 0\n373 1\n374 0\n375 0\n376 0\n377 1\n378 1\n379 1\n380 0\n381 1\n382 1\n383 0\n384 0\n385 1\n386 1\n387 0\n388 0\n389 0\n390 1\n391 1\n392 1\n393 1\n394 1\n395 0\n396 1\n397 1\n398 1\n399 0\nName: Sales, dtype: int32" | |
| }, | |
| "execution_count": 253, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:07.078097Z", | |
| "start_time": "2023-02-27T06:43:07.056170Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "911590fd", | |
| "cell_type": "code", | |
| "source": "colnames=list(x.columns)\ncolnames", | |
| "execution_count": 254, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "['CompPrice',\n 'Income',\n 'Advertising',\n 'Population',\n 'Price',\n 'ShelveLoc',\n 'Age',\n 'Education',\n 'Urban']" | |
| }, | |
| "execution_count": 254, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:07.087066Z", | |
| "start_time": "2023-02-27T06:43:07.080091Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "abe6df57", | |
| "cell_type": "code", | |
| "source": "#splitting\nx_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.2,random_state=40)", | |
| "execution_count": 255, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": {}, | |
| "id": "27b26d68", | |
| "cell_type": "markdown", | |
| "source": "# Decision Tree classifier" | |
| }, | |
| { | |
| "metadata": {}, | |
| "id": "aea53085", | |
| "cell_type": "markdown", | |
| "source": "## Using entropy" | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:07.103013Z", | |
| "start_time": "2023-02-27T06:43:07.089061Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "fa907bbf", | |
| "cell_type": "code", | |
| "source": "#model=DecisionTreeClassifier(criterion='entropy',max_depth=3)\nmodel=DecisionTreeClassifier(criterion='entropy',max_depth=4)\nmodel.fit(x_train,y_train)", | |
| "execution_count": 256, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "DecisionTreeClassifier(criterion='entropy', max_depth=4)" | |
| }, | |
| "execution_count": 256, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:08.253955Z", | |
| "start_time": "2023-02-27T06:43:07.104010Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "67b41552", | |
| "cell_type": "code", | |
| "source": "tree.plot_tree(model);", | |
| "execution_count": 257, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": "<Figure size 640x480 with 1 Axes>" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.470639Z", | |
| "start_time": "2023-02-27T06:43:08.255905Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "c7b22102", | |
| "cell_type": "code", | |
| "source": "fn=['CompPrice',\n 'Income',\n 'Advertising',\n 'Population',\n 'Price',\n 'ShelveLoc',\n 'Age',\n 'Education',\n 'Urban']\ncn=['low sales','high sales']\nfig,axes=plt.subplots(nrows=1,ncols=1,figsize=(4,4),dpi=300)\ntree.plot_tree(model,\n feature_names=fn,\n class_names=cn,\n filled=True);", | |
| "execution_count": 258, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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oISFB+fPl06bNW5Ofa8OGTfL19VF0dLRy5vRX3jy5HzsPAADpGTPeAACkMw2D6uvzr75R/nx5k1cHP3TksPLlzavExETduHFDTk5OioqK0tWr13T79m3FxcXp7LlzKliwgCSpaeNG/3iOBvXr6duhwxUeHq5PP/pAR48dV1JSktzd3fX35WGuXb8uL08vHTx0WNeuXdfNqCjl8PY2NNXV33hdkZE3VKpkCV2/HiYPDw8dPXZcUVFR8vHxscMrBABA2sLiagAApDEPWlzt8L7d8vXNmE1qeHiESrz4kqHG4moAgIyEGW8AANKB+xtTAACQfnCPNwAAAAAAdkTjDQAAAACAHdF4AwAAAABgRyyuBgBAGpOUlKSIiAhDLTExUV9++aXGjBlj8/hChQpp1qxZKlasWGpFfCwbNmxQ586ddevWLUPdyclJ33//vVq3bm3zMz4+PnJwYH4AAJAx0HgDAJDG3bp1S8HBwfrpp59sxqpXr6758+crR44cJiR7dCdPnlRQUJCOHTtmM9a/f399//33cnJizVcAQMZE4w0AQBp2+vRpBQUF6ciRIzZjffr00fDhw9NNwxoVFaWWLVtq9erVNmM1a9bUvHnz5O3tbUIyAADsi2u4AABIo37//XeVK1fOpul2cnLSxIkTNXr06HTTdEtStmzZtGrVKg0aNMhmbO3atapQoYKOHz9uQjIAAOyLGW8AANKg8ePHq2/fvkpISDDUfX19tXjxYr366qsmJUsZM2bM0FtvvaW4uDhDPVu2bJo/f75q1aplUjIAAFIeM94AAKQh8fHx6tGjh3r27GnTdJcqVUo7d+5M9023JLVv315//PGHcubMaahHRUWpbt26GjlypJgbAABkFMx4AwCQRkRERKhp06b6448/bMYaNGigWbNmycvLK/WD2dHFixfVoEED7d2712asU6dOGjdunFxdXU1IBgBAymHGGwCANODw4cMKDAx8YNP9/vvva8mSJRmu6ZakfPnyadOmTWrWrJnN2NSpU/XGG2/o+vXrJiQDACDl0HgDAGCylStXqkKFCjp79qyh7ubmppCQEH3xxRcZek9rDw8PzZ8/X59++qnN2JYtWxQYGKh9+/alfjAAAFIIl5oDAGASq9Wq7777Tu+9957N/cy5c+fW8uXL9fLLL5uUzhyLFy9Wu3btFBMTY6i7u7tr5syZatKkiUnJAAB4cjTeAACY4N69e+rSpYvmzJljM1auXDktW7ZMuXLlMiGZ+fbt26cGDRrowoULNmOffvqpPvzwQ1ksFhOSAQDwZGi8AQBIZZcvX1ajRo20Y8cOm7E2bdpo0qRJcnNzMyFZ2nH9+nU1btxYW7ZssRlr1qyZpk2bJg8PDxOSAQDw+DLuDWMAAKRBO3fuVGBgoE3TbbFY9O2332rmzJmZvumWJH9/f61fv16dOnWyGVu4cKGqVKmiixcvmpAMAIDHx4w3AACpJCQkRJ06ddK9e/cMdS8vL82dO1dvvvmmScnSLqvVqlGjRmnQoEFKSkoyjOXMmVNLly5VxYoVTUoHAMCjYcYbAAA7S0pK0vvvv6/g4GCbprtw4cLatm0bTfdDWCwW9e/fXz///LOyZctmGLt27ZqqVaumGTNmmJQOAIBHw4w3AAB2FB0drbZt22r58uU2Y6+99poWLlwoHx8fE5KlP8ePH1dQUJBOnDhhMzZo0CB9++23cnR0NCEZAAD/jMYbAAA7OXv2rIKCgnTo0CGbsZ49e2rkyJFydnY2IVn6dePGDbVs2VJr1661Gatdu7bmzZtnMzMOAIDZuNQcAAA72LBhgwIDA22abicnJ40bN05jx46l6X4C3t7e+umnn9S/f3+bsdWrV6tChQo6efJk6gcDAOAfMOMNAEAKmzhxonr16qWEhARDPUeOHFq0aJFee+01k5JlLFOnTlX37t0VHx9vqHt7e2vBggWqXr26SckAADBixhsAgBQSHx+vPn36qFu3bjZNd4kSJbRz506a7hTUqVMn/fbbb/Lz8zPUb9y4odq1a+uHH34Q8wsAgLSAGW8AAFJAZGSkmjdvrvXr19uM1a9fX7Nnz1bWrFlNSJbxnT9/Xg0aNND+/fttxrp27aoxY8bIxcXFhGQAAPyFGW8AAJ7S0aNHVb58+Qc23f/5z3+0dOlSmm47KlCggDZv3qzGjRvbjE2aNEk1atRQWFiYCckAAPgLjTcAAE/h559/VoUKFXTq1ClD3dXVVbNnz9bXX3/NFlepwNPTUwsXLtRHH31kM7Zx40aVK1dOBw4cMCEZAABcag4AwBOxWq0aNmyY3nnnHZv7iHPlyqVly5apXLlyJqXL3BYuXKj27dvr7t27hrqHh4fmzJmjBg0amJQMAJBZMeMNAMBjunfvnjp06KDBgwfbNN0vv/yydu7cSdNtombNmmnz5s3KmzevoX7nzh01bNhQX375JYuuAQBSFTPeAAA8hqtXr6pRo0b6888/bcZatWqlKVOmKEuWLCYkw/2uXr2qxo0ba9u2bTZjLVu21JQpU+Tu7m5CMgBAZsOMNwAAj2jPnj0KDAx8YNP91Vdfac6cOTTdaUhAQIB+//13tW/f3mZs3rx5evXVV3Xp0iUTkgEAMhsabwAAHsGCBQtUuXJlhYaGGuqenp5atmyZ3nvvPVksFpPS4WFcXV01bdo0DR06VA4Oxo89u3fv1ssvv6zt27eblA4AkFnQeAMA8A+SkpL00UcfqUWLFjaLdRUsWFBbt25lsa40zmKxaNCgQVq1apXNtm5Xr15V1apVNXv2bJPSAQAyA+7xBgDgIW7fvq127dpp6dKlNmOvvvqqFi1aJD8/PxOS4UkdPXpUQUFBNtu/SdI777yjr776iu3fAAApjsYbAIAHOH/+vIKCgh6493O3bt00evRoubi4mJAMTysyMlItWrTQr7/+ajNWr149zZ0712ZmHACAp8Gl5gAA3Gfz5s0KDAy0abodHR01ZswYjR8/nqY7HcuRI4d++eUX9enTx2bsp59+UsWKFXX69GkTkgEAMipmvAEA+JspU6aoR48eio+PN9S9vb21cOFCvfHGGyYlgz1MmjRJPXv2VEJCgqGeI0cOLVy4UK+//rpJyQAAGQkz3gAASEpISFD//v3VpUsXm6b72Wef1Y4dO2i6M6CuXbtq/fr18vX1NdQjIyNVs2ZNjRs3zqRkAICMhBlvAECmd+PGDbVo0ULr1q2zGatbt67mzp2rbNmymZAMqeXs2bNq0KCBDh48aDPWvXt3jR49Ws7OziYkAwBkBMx4AwAytePHj6tChQoPbLrffvttrVixgqY7EyhUqJC2bNnywK3hJkyYoJo1ayoiIsKEZACAjIDGGwCQaa1Zs0bly5fXiRMnDHUXFxdNnz5d33//PVtLZSJeXl5asmSJ3n//fZuxP/74Q4GBgTp8+LAJyQAA6R2XmgMAMh2r1aqRI0fq7bffVlJSkmEsZ86cWrZsmSpUqGBSOqQF8+bNU8eOHXXv3j1D3dPTU3PnzlX9+vVNSgYASI+Y8QYAZCqxsbHq3LmzBg4caNN0ly1bVjt37qTphlq2bKlNmzYpd+7chvrt27fVoEEDffvtt2LuAgDwqJjxBgBkGteuXVPjxo21detWm7HmzZtr2rRpcnd3NyEZ0qorV66oYcOG2rFjh81Y69atNWnSJGXJksWEZACA9IQZbwBAprBv3z4FBgY+sOn+/PPPNW/ePJpu2MiVK5c2bNigNm3a2IzNmTNHVatW1eXLl01IBgBIT2i8AQAZ3uLFi/XKK6/o4sWLhrq7u7sWL16sDz74QBaLxaR0SOvc3Nw0c+ZMffvttzZ/T3bu3KnAwEDt3LnTpHQAgPSAxhsAkGElJSXp008/VdOmTRUTE2MYK1CggLZu3arGjRublA7picVi0TvvvKMVK1bIy8vLMHb58mW9+uqrCgkJMSkdACCt4x5vAECGdOfOHXXo0EGLFi2yGatcubIWL14sf39/E5IhvTt8+LCCgoJ05swZm7EhQ4bo888/l4MDcxsAgP9H4w0AyHAuXLigBg0aaN++fTZjnTt31rhx4+Ti4pL6wZBhREREqFmzZvr9999txho0aKBZs2bZzIwDADIvvo4FAGQoW7duVWBgoE3T7eDgoFGjRmnSpEk03XhqPj4+WrNmjXr27Gkztnz5clWqVElnz541IRkAIC1ixhsAkGFMnz5d3bp1U1xcnKGePXt2zZ8/XzVr1jQpGTKy8ePHq2/fvkpISDDUfXx8tHjxYlWtWtWkZACAtIIZbwBAupeYmKhBgwapY8eONk13sWLFtH37dppu2E2PHj20du1a5ciRw1CPiIhQ9erVNXHiRJOSAQDSCma8AQDpWlRUlFq2bKnVq1fbjNWqVUvz5s1T9uzZUz8YMp3Tp08rKChIR44csRnr3bu3hg8fLmdnZxOSAQDMxow3ACDdOnnypMqXL//ApnvgwIFatWoVTTdSzTPPPKNt27apfv36NmNjxoxRnTp1FBkZaUIyAIDZaLwBAOnSunXrVK5cOR0/ftxQd3Z21tSpUzVs2DA5OTmZlA6ZVdasWbV06VL95z//sRlbv369ypcvr6NHj5qQDABgJi41BwCkK1arVT/88IMGDhyoxMREw5i/v7+WLFmiV155xaR0wP+bM2eOOnfurNjYWEM9a9asCgkJUd26dU1KBgBIbTTeAIB0Iy4uTr169dLkyZNtxkqXLq0VK1Yof/78JiQDHmzHjh1q2LChrly5YqhbLBZ99913GjRokCwWi0npAACphcYbAJAuhIWFqUmTJtq0aZPNWJMmTTRjxgx5eHiYkAz4Z5cuXVLDhg21a9cum7F27drpxx9/lJubmwnJAACphXu8AQBp3oEDBxQYGPjApvvjjz/WggULaLqRZuXJk0cbN25Uy5YtbcZmzpyp1157TVevXjUhGQAgtdB4AwDStKVLl6pSpUo6f/68oZ4lSxYtWLBAn3zyiRwceDtD2pYlSxbNnTtXX375pc3Yn3/+qcDAQO3Zs8eEZACA1MAnFQBAmmS1WvXFF1+ocePGunPnjmEsX7582rJli5o1a2ZSOuDxWSwWDRkyRMuWLZOnp6dhLDQ0VJUrV9aCBQtMSgcAsCfu8QYApDkxMTHq1KmT5s+fbzNWsWJFLV26VDlz5jQhGZAyDh48qKCgIJ07d85m7MMPP+RKDgDIYGi8AQBpSmhoqBo2bKjdu3fbjHXo0EETJkyQq6urCcmAlBUWFqamTZtq48aNNmONGjXSzJkzbWbGAQDpE1+lAgDSjP/d63p/0+3g4KBhw4Zp6tSpNN3IMPz8/LRu3Tq99dZbNmNLly7VK6+8YrO2AQAgfWLGGwCQJsyaNUtdu3ZVbGysoZ41a1bNmzdPderUMSkZYF9Wq1Vjx45V//79lZiYaBjz8/PTkiVLVLlyZZPSAQBSAjPeAABTJSYm6p133lG7du1smu6iRYtq+/btNN3I0CwWi3r37q01a9bI29vbMBYWFqbXX39dU6ZMMSkdACAlMOMNADDNrVu3FBwcrJ9++slmrHr16lqwYIFNIwJkZKdOnVL9+vV17Ngxm7F+/fpp6NChcnJyMiEZAOBpMOMNADDFqVOnVKFChQc23X379tUvv/xC041Mp0iRIvrzzz9Vt25dm7FRo0apbt26unHjhgnJAABPg8YbAJDqfvvtN5UrV05Hjx411J2dnTVp0iSNGjWKWT1kWtmyZdOKFSv09ttv24ytW7dOFSpU0PHjx01IBgB4UlxqDgBIVePGjVPfvn1tFpHy9fXVkiVLVKVKFZOSAWnPjBkz9NZbbykuLs5Qz5Ytm+bPn69atWqZlAwA8DiY8QYApIr4+Hj16NFDvXr1smm6S5UqpZ07d9J0A/dp3769/vjjD+XMmdNQj4qKUt26dTVixAgxhwIAaR8z3gAAuwsPD1fTpk21YcMGm7GGDRtq1qxZ8vT0NCEZkD5cvHhRDRs21J49e2zGOnbsqPHjx7PHPQCkYcx4AwDs6tChQypXrtwDm+4PPvhAixcvpukG/kW+fPm0adMmNW/e3GZs2rRpeuONN3Tt2jUTkgEAHgWNNwDAblasWKGKFSvq7Nmzhrqbm5vmzZunzz//XA4OvBUBj8Ld3T353839tmzZosDAQO3bty/1gwEA/hWXmgMAUpzVatU333yj999/3+b+0zx58mj58uV66aWXTEoHpH9LlixR27ZtFRMTY6i7u7tr5syZatKkiUnJAAAPQuMNAEhRd+/eVZcuXTR37lybsfLly2vp0qXKlSuXCcmAjGX//v0KCgrShQsXbMY++eQTffjhh1xRAgBpBI03ACDFXL58WQ0bNtTOnTttxtq2bauJEyfKzc3NhGRAxnT9+nU1adJEmzdvthlr2rSppk+fLg8PDxOSAQD+jq9BAQApYufOnQoMDLRpui0Wi7777jvNmDGDphtIYf7+/lq/fr06d+5sM7Zo0SJVqVLlgTPiAIDUxYw3AOCpzZ07V506dVJsbKyh7uXlpZCQENWrV8+kZEDmYLVaNXr0aA0cOFBJSUmGMX9/fy1dulSVKlUyKR0AgBlvAMATS0pK0pAhQ9S6dWubpvuZZ57Rn3/+SdMNpAKLxaJ+/frpl19+Ufbs2Q1j169f12uvvabp06ebkg0AwIw3AOAJRUdHq3Xr1lq5cqXN2GuvvaaFCxfKx8fHhGRA5nbixAnVr19fJ06csBkbOHCgvvvuOzk6OpqQDAAyLxpvAMBjO3PmjIKCgnT48GGbsV69emnEiBFydnY2IRkASbp586ZatmypNWvW2IzVrl1b8+bNU7Zs2UxIBgCZE5eaAwAeyx9//KFy5crZNN1OTk6aMGGCxowZQ9MNmCx79uxatWqVBgwYYDO2evVqlS9fXidPnjQhGQBkTsx4AwAe2Y8//qjevXsrISHBUPfx8dGiRYtUrVo1c4IBeKipU6eqe/fuio+PN9SzZ8+uBQsWqEaNGiYlA4DMgxlvAMC/io+PV+/evdW9e3ebprtEiRLasWMHTTeQRnXq1Em///67/P39DfWbN2+qTp06Gj16tJiHAQD7YsYbAPCPIiIi1Lx5c/322282Y/Xr19fs2bOVNWtWE5IBeBwXLlxQUFCQ9u/fbzPWpUsXjR07Vi4uLiYkA4CMjxlvAMBDHTlyROXLl39g0/3ee+9p2bJlNN1AOpE/f35t2bJFTZo0sRmbPHmyqlevrrCwMBOSAUDGR+MNAHign376SRUqVNDp06cNdVdXV82ePVtfffWVHBx4GwHSEw8PDy1YsEAff/yxzdimTZsUGBioAwcOmJAMADI2LjUHABhYrVYNHTpU7777rs19n7ly5dLy5csVGBhoUjoAKWXhwoVq37697t69a6h7eHho9uzZatiwoTnBACADovEGACS7d++e3nrrLc2aNctmLDAwUMuWLVPu3LlNSAbAHvbu3asGDRro4sWLNmOff/653n//fVksFhOSAUDGQuMNAJAkXblyRY0aNdL27dttxoKDgzV58mRlyZLFhGQA7OnatWtq1KiRtm3bZjPWsmVLTZkyRe7u7iYkA4CMg5vzAADavXu3AgMDbZpui8Wir7/+WrNnz6bpBjKonDlz6vfff1eHDh1sxubNm6dXX31VoaGhqR8MADIQZrwBIJObP3++OnbsaHOfp6enp+bMmaOgoCCTkgFITVarVSNGjNDgwYOVlJRkGAsICNDSpUtVoUIFk9IBQPrGjDcAZFJJSUn68MMP1bJlS5umu2DBgtq2bRtNN5CJWCwWDRw4UKtWrbLZJvDq1auqVq3aA9d/AAD8O2a8ASATun37ttq1a6elS5fajFWtWlWLFi2Sr6+vCckApAXHjh1T/fr1derUKZuxwYMH6+uvv5ajo6MJyQAgfaLxBoBM5ty5c2rQoMED9+rt1q2bRo8eLRcXFxOSAUhLbty4oebNm+vXX3+1GatXr57mzp1rMzMOAHgwLjUHgExk06ZNCgwMtGm6HR0dNWbMGI0fP56mG4AkydvbW7/88ov69u1rM/bTTz+pQoUKD5wRBwDYYsYbADKJyZMnq2fPnoqPjzfUvb29tXDhQr3xxhsmJQOQ1k2aNEm9evWy+f2RI0cOLVy4UK+//rpJyQAgfWDGGwAyuISEBPXr109du3a1+dD83HPPaceOHTTdAP5R165dtX79epu1HyIjI1WzZk2NGzfOpGQAkD4w4w0AGdiNGzfUokULrVu3zmasbt26mjt3rrJly2ZCMgDp0blz5xQUFKSDBw/ajHXv3l2jR4+Ws7OzCckAIG1jxhsAMqhjx46pfPnyD2y6Bw8erBUrVtB0A3gsBQsW1NatW9WwYUObsQkTJqhGjRoKDw9P/WAAkMbReANABrR69WpVqFBBJ0+eNNRdXFw0Y8YMfffdd2wFBOCJeHp6avHixfrggw9sxjZs2KBy5crp0KFDJiQDgLSLS80BIAOxWq0aMWKEBg8erKSkJMNYzpw5tWzZMlWoUMGkdAAymvnz56tDhw66d++eoe7p6ak5c+YoKCjIpGQAkLbQeANABhEbG6vu3btr+vTpNmNly5bV8uXLlTdv3tQPBiBD2717txo0aKBLly4Z6haLRV999ZXeffddWSwWk9IBQNpA4w0AGcC1a9fUuHFjbd261WasRYsWmjp1qtzd3U1IBiAzuHLliho1aqTt27fbjAUHB2vy5MnKkiWLCckAIG3gHm8ASOf27t2rwMDABzbdn3/+uUJCQmi6AdhVrly59Mcff6ht27Y2Y3PnzlXVqlV1+fJlE5IBQNrAjDcApGOLFi1S+/btFRMTY6h7eHho1qxZatSokUnJAGRGVqtVQ4cO1bvvvqv7P2Lmzp1by5YtU2BgoEnpAMA8zHgDQDqUlJSkTz75RM2aNbNpugsUKKCtW7fSdANIdRaLRYMHD9bKlSvl5eVlGLt8+bKqVKmiuXPnmpQOAMzDjDcApDN37txR+/bttXjxYpuxKlWqaNGiRfL39zchGQD8vyNHjigoKEinT5+2GXvvvff0xRdfyMGBOSAAmQONNwCkIxcuXFCDBg20b98+m7EuXbpo7NixcnFxSf1gAPAAERERatasmX7//XebsaCgIM2ePdtmZhwAMiK+ZgSAdGLLli0KDAy0abodHBw0atQoTZw4kaYbQJri4+OjNWvWqFevXjZjK1asUKVKlXT27FkTkgFA6mLGGwDSgWnTpqlbt26Kj4831LNnz64FCxaoRo0aJiUDgEczYcIE9enTRwkJCYa6j4+PFi1apGrVqpkTDABSATPeAJCGJSQkaODAgerUqZNN0128eHFt376dphtAutC9e3etW7dOPj4+hnpERIRq1KihH3/80aRkAGB/zHgDQBp18+ZNtWzZUmvWrLEZq127tkJCQpQ9e/bUDwYAT+HMmTMKCgrS4cOHbcZ69eqlESNGyNnZ2YRkAGA/zHgDQBp04sQJVahQ4YFN98CBA7Vq1SqabgDpUuHChbV161bVr1/fZmzs2LGqXbu2IiMjTUgGAPZD4w0AaczatWtVvnx5HT9+3FB3cXHR1KlTNWzYMDk6OpqUDgCeXtasWbVs2TK99957NmO//fabypUrpyNHjpiQDADsg0vNASCNsFqtGj16tAYOHKikpCTDmL+/v5YuXapKlSqZlA4A7GPOnDnq3LmzYmNjDXUvLy/NmzdPdevWNSkZAKQcGm8ASAPi4uLUs2dPTZkyxWbsxRdf1PLly5U/f34TkgGA/e3cuVMNGjTQlStXDHWLxaJvv/1Wb7/9tiwWi0npAODp0XgDgMmuX7+uJk2aaPPmzTZjTZo00YwZM+Th4WFCMgBIPZcvX1bDhg21c+dOm7G2bdtq4sSJcnNzMyEZADw97vEGABPt379fgYGBD2y6P/nkEy1YsICmG0CmkDt3bm3YsEHBwcE2Y7NmzVK1atVsZsQBIL1gxhsATLJ06VK1bdtWd+7cMdTd3d01Y8YMNW3a1KRkAGAeq9Wqb7/9VkOGDNH9H1Pz5Mmj5cuX66WXXjIpHQA8GWa8ASCVWa1Wff7552rcuLFN050vXz5t2bKFphtApmWxWPSf//xHy5Ytk6enp2Hs0qVLqlKliubPn29SOgB4Msx4A0AqiomJUceOHbVgwQKbsUqVKmnJkiXKmTOnCckAIO05dOiQ6tevr3PnztmMffDBB/r000/l4MA8EoC0j8YbAFJJaGioGjRooD179tiMdezYUePHj5erq6sJyQAg7QoPD1fTpk21YcMGm7FGjRpp5syZNjPjAJDW8BUhAKSCP//8Uy+//LJN0+3g4KDhw4drypQpNN0A8AC+vr5au3atunXrZjO2dOlSvfLKKw+cEQeAtIQZbwCws5kzZ6pr166Ki4sz1LNmzar58+erdu3aJiUDgPRl3Lhx6tu3rxITEw11X19fLVmyRFWqVDEpGQD8M2a8AcBOEhMTNXjwYLVv396m6S5atKi2b99O0w0Aj6Fnz55as2aNvL29DfXw8HC98cYbmjx5sknJAOCfMeMNAHYQFRWl4OBg/fzzzzZjNWrU0Pz5820+OAIAHs2pU6cUFBSko0eP2oz17dtXw4YNk5OTkwnJAODBmPEGgBR26tQpVaxY8YFNd79+/fTzzz/TdAPAUyhSpIi2bdumunXr2oyNHj1adevW1Y0bN0xIBgAPRuMNAClo/fr1KleunM0sjLOzsyZNmqSRI0cyCwMAKSBbtmxasWKFBg8ebDO2bt06lS9fXseOHTMhGQDY4lJzAEgBVqtV48aNU79+/Vj0BwBS2cMWscyWLZvmzZvHehoATMeMNwA8pbi4OPXo0UO9e/e2abpfeOEF7dy5k6YbAOyoXbt22rBhgwICAgz1qKgo1atXT8OHDxdzTQDMxIw3ADyF8PBwNW3aVBs2bLAZa9iwoWbNmiVPT08TkgFA5hMaGqoGDRpoz549NmMdOnTQhAkT5OrqakIyAJkdM94A8IQOHjyowMDABzbdH3zwgRYvXkzTDQCpKG/evNq0aZNatGhhMzZ9+nS9/vrrunbtmgnJAGR2NN4A8ASWL1+uSpUq6dy5c4a6m5ub5s2bp88//1wODvyKBYDU5u7urpCQEH3++ec2Y1u3blVgYKD27t1rQjIAmRmXmgPAY7Barfrmm2/0/vvv29wvmCdPHi1fvlwvvfSSSekAAH+3dOlStW3bVnfu3DHU3d3dNWPGDDVt2tSkZAAyGxpvAHhEd+/eVefOnRUSEmIzVr58eS1dulS5cuUyIRkA4GEOHDigoKAgnT9/3mbs448/1kcffcQVSgDsjsYbAB7BpUuX1LBhQ+3atctmrG3btpo4caLc3NxMSAYA+DfXr19X06ZNtWnTJpuxJk2aaMaMGfLw8DAhGYDMgq/3AOBf7NixQ4GBgTZNt8Vi0XfffacZM2bQdANAGubv769ff/1VXbp0sRlbvHixKleurAsXLpiQDEBmwYw3APyDOXPmqHPnzoqNjTXUvby8FBISonr16pmUDADwuKxWq3744QcNGDBASUlJhjF/f38tWbJEr7zyiknpAGRkNN4AcJ/t27drz549OnLkiMaMGWMz/swzz2jFihV6/vnnTUgHAHha69atU/PmzXXz5k1D3dnZWZ988oly5Mih1157TcWLFzcnIIAMh8YbAP5myZIlatq0qc2K5f/z+uuva8GCBfLx8UnlZACAlHTixAkFBQXp+PHjDxz39PTU5s2bVbp06VROBiAjovEGgP9KTExUvnz5dOXKlQeO9+rVSyNGjJCzs3MqJwMA2MPNmzfVqlUrrV69+oHjtWrVeugYADwOFlcDgP8aP378A5tui8WiCRMmaMyYMTTdAJCBZM+eXatWrdLAgQMfOL5mzRrt3bs3lVMByIiY8QaA/ypQoMADV7XNmzevLl68aEIiAEBqiImJeeh2Ysx6A0gJzHgDwH9ZLJYH1jt27JjKSQAAqcnd3V0NGjR44JiDAx+XATw9ZrwB4L/Wr1+vevXqKTY2VlmzZtWbb76p5s2bKygo6KFNOQAgY0hISND06dO1bNky/frrr4qNjZW3t7f27dun/Pnzmx0PQDpH4w0A94mNjZWrq6vZMQAAJrFarYqLi+O9AECKofEGAAAAAMCOuGkFAAAAAAA7ovEGAAAAAMCOnMwOACDtSEpKUkREhNkx0hwfHx9WtQWADIz3v3/G+yDw9Gi8ASSLiIiQv7+/2THSnOvXr8vPz8/sGAAAO+H975/xPgg8Pb66AgAAAADAjmi8AQAAAACwIxpvAAAAAADsiHu8AfyjPcsny8c7myYvWCUHi0WdmtVLHpu++Be9Uekl5cv17/fFbdt7WLdu31GtKuW0cv0W1X/jleSx0xcu6V5snEoULfTY+RISEuXk5PjQ8Z/+2KaZS1Zr/uhPJUk/hqzQibMXNGxIb0O2Zes2qXC+3Gpau6rKNujy2DkAABlL42+X6eyfa+SWLYdc3DxUrFrjx36O6Ouh2jbrG2XPXUj+RV9UwZffkCRdO75HHj655Omb67GeLykxQQ6OD//4fu/WDe1dOl6efnlUqm57SdLFfZt0ZN1c1Ro8Xhf3bdKN0JNyz+6nIpXrJ//cqs/bK/+Lr6pwxbpycnHVrLcqPfafFcA/o/EG8I98vLMpm5eHPN2zyMFiUTYvDy34+XdF3rylHQeOqk7VCpowd7k+7N1e7343QZ2b1dP0xb/I0dFBzeu+rh/nrVD50s/pwuXrioq+rUplSuro6fPKkT2rTp2/pCIF8ihHtqy6dTtGn/4wXZVfKqUNO/Zp3KcD9e53E1S8cH5t2L5PM4e+n5zpzIXLWrN5h2Lu3lPNyuXk5OSo9Vt3J4+/+VpFFcz714eZDo3r6PCJs/LLkV2S9EGvdhr8zbjkY0kK8PVWgG8OOTs5KntWz1R5XQEAaduZbb+oUochcnbzkCSFnzuq478tUlJivF54s5O2Tv9CAc8FKvzMEfkWfl5Rl8+qWs9vtGBgXZUO6qKYm2F6pkIdFShbTaXqddCWqZ/r7J+rVeSVNxVzM0yevrl0essqJcTHKkfeonJyy6ILu/9Q3L3beqlpb3n6/PU+lhAXqwt7flfkxRNyyeKpF97spMNr5iguJlqS5J7dT8Vfa/Lf/+2rwBb9dXrbz3LP7quI88dlcbAoR75ics/uq7PbV8uvcEk5ubjJPbtv8p81q38+JSUmyMPbT5Z/aOwBPDkuNQfwr5av26yIm7cUfvOWVv22Vdv3HVHf9k314nNF5eWRRfHxCfpt2x5VKltSP/2+TTl9vVUgT4BOX7gkZydHtWlQU1VefkGVX35BhfPnliSVKFpIDg4WRUXfST6Pi7OTWr75hnL7++rilevy8nBX52b1lMXNNfkx5y9d1X+G/qisHh7q1qqBShUv/NR/vnKln9dXb7+l4oXz6899R576+QAAGc+5netUsk5bFavaSBf3bZRbVh+VadhNzm5ZVKZhN1ksf32szp67kIpXa6wboackSZcObtWu+aNUql4HZcnuq+KvNZGrRzZJUmToSZVp2E0FXn5dJzeuUNaA/PLyy6uoK+eSz7t3yXid3/27Cr5cXS+82emxMp/f/ZvuRFxV2OkDCjtzSPduR+mlZn107cReJSbEJz+u9rsTVLZJTx34adpTvkoAHoavtAD8q50Hj+m7d3tIkoYMnahypZ/T7OVrdeDYaalBDTWsWUV9PxulP+aM1ukLlzR7+Vq5ubnq2cL5tWX3QVksFuUN8NPSdRtVvFA+SVJY5E15uGfRsdPnVei/s9OO/90j1GKxyMvDXbdu39HURT8rNi4uOUuBPAFaMPpTXbxyXXNX/KrAF55VmeeL6rlnCjww+6ad+7X/2CnNWLJa7RvX1rxV67X/2Cn9umWXSj9XRFt2H1QuPx9t3n1AZ0Ovqm+7JvZ8KQEA6cTzNYO1c95IuWXNIVfPbCoYWEOHfpmlxIQ4la7fWRHnj0uSHJ1d/voBi0WSdPPSGe1fMUXZcuaXJOUpVUllGnX/67FOLoZz5MhbVPuWTZR3/mIq+mqQLu7dqCzZ/ZQtoGDyYwJb9ldSYoIu7t2o0ANb9GKDripRq/UDMyfExerw2jmKOHdU+cu+prKN/3rvvnXtovwKl1SxKg20I2S4HF1c5ejkrAM/TdMzFero6PoFuhN5TUVfbZBirx8AI4vVarWaHQJA2hAWFmazj+n5jQsNl2Wnpp//+FPnL1+VRxY3tWtUO1XOGRZ5UwVebWaosX8pAGRsD3r/6zrvmOFy7Ee1YcL7qtr9y5SKlupiboZrUstnDTXeB4Gnx4w3gDSrbrUKZkcAAOCxpOemG4D90HgDsIvzl65q5W9b1bvt468C+yiSkpL00cgp8vRw16uBpVWpbElJ0ppNO7T/6CmF34jSFwO76I/t+3T01DkF+PmoWZ1qen/YJPn7eKtg3gA1qvmqXbIBADKvW1cv6PS2n5MvL09p1qQkbZn2uVyyeCrPC68oT8m/vqS+fGSHrhzZoXM71qn6gFHKlqug9q+YrJuXz6pq9y+1fvQg5chXVEkJ8XqpWR+7ZAPwcDTeAJ7Ylt0H9evW3boTc1f9OzbTO9+OV4M3KmvXoeOq/Wo57T18QgeOndYHwyepTcOaSkqy6nrEDV28cl1fv91NNTsMVI/ghroecUO+ObKraMG8unsvVmGRN9WwRhVJ0tK1G3XpWrgkyc3VRV2avylJOnD8jEoULaRW9avrP99PSG68f92yS5/176xxc5bqz71HFLLyV71Q/BnFxccrMipaLi7O6tu+iZr2/ojGGwDwRC4d2mZYgXzjhA/0zCv1dO34HhUsV1PXT+5X2JlD2jz5Uz1fo6Ws1iTF3AhTdNglVen6qRYNDkpe+TxLNh955y2ihNi7unszQkUq//U+d3LTCt0OvyxJcnJxU6l6HSRJYWcOybfgc3r2jebaOPHD5MY79/PllOu5QEVdOadsuQrq1OZVyl2yom5ePitJSrgXo1vXLipnsRdT/fUCwKrmAJ7CkjUbVTBPgPLl8tfZi1fk7+OtZnVfU1JSkgrny60yJYrphWefUaF8udW87uvasvug+rZvqjw5/XTu0hU9kz+PmtV9TSfOhapJrapatm6Tfvp9m4L+tsf3P3nQEhXdWgVp9IxFOn7mglycnXTjVrQGdGqu3YeOK5unh/IG+GnUjEUK8MuR0i8HACCTuH8FcndvPxWv1lhWq1XZcxWUf9HS8itcUtlyF1Tx15ro0qE/VbZJT3n65lLU1fOGlc+LvdpQpzav0pltq/VMpbqPdP6HrdB0ftd65S/7miTp8pHtCt2/SWGnD+h2+BX5FXlBVbt/qStHdqbUywDgMTDjDeCJNa71qn7/c6/8fLKrYN5cyauSS3/t/33oxFntOnhcLs5//ap55aVSGj1jkS5dC1PBPLl06vwlTQhZroJ5AuTk5KgA3xxycHSQw9+e52Gz0i8UL6yFP/+ur8bPUtAblXXk1DndiIpWjuxZ5ebqomfy51H5F59Xk1pV9e2Pc+Tm6iJnZyc5ODjIarWqTYOa9n1xAAAZ1v0rkFscHJPH3LLlUPjZo7p6fE/yKuZ5SlbQnsXjdDv8irIFFDCsfO7g6CQPb39ZHBxl+dv7X9EqQQ88t1/hkjrxxxJtn/O9nqlUTxHnjune7RvKU7Kizvy5WtV6fiNJevWtzyX9taJ5luy+Cjt9UDvmDpN33iL2elkA/ANWNQeQLLVXNR/8zTh9/5+ekqTQq2EaOW2BPu3XSR7uWexyvkfBquYAkPmk5Krmj+LvK59Hh13WnkVjVKnj+3J287DL+R4Hq5oD9sGMNwDT/K/plqS8AX4a+l4vE9MAAJA6/r7yuZdfblXt8ZWJaQCkBhpvAKbauGO/bkbffuT7uh8kLPKmpi/+RVfDItW41qt65aVS2nXwuAZ/M06/zxmlL8bOlJuriwrmCVDTOtVSLjwAACkgdP9mxd659cj3eD9I7J1oHfplhmJuXJezm4fyvvCKjv2+SN55i+ilpr1TMC2AJ0HjDeCp/DhvhRITElW8cH4VKZBHv2zcroPHz2jof3qq2wdDVb70czp44qxKFSuk0xcva/iQ3nq9Tb/k1cxLFX9G0l+rl586f0nXwiP1Wf/Oem/oRJUoWkh1q5ZX3lz+yY950Arnfjmya3DXVtqy+6DOhV7VMwXyaO+RE3q5VHFJkm+ObLoVfUdx8fEmvEIAgIxu/8qpsiYmyDt/MXnnLqyzO9Yp/OwhVe3+ldYN76OA5wIVfuaIfAs/r6jLZ1Wt5zdaMLBu8srmfoVKSPprJfObl84o5sZ1Ver4gTZN/li+BZ9TofK15OWXJ/kxD1rt3NXDSy817a0dIcP1XPUWuh1+Ra4e2ZQYH6ekxEQ5ODo+MDuA1MGq5gCeSpnniyouPkG3bt9RzL1YWZOsslgsOn3hsny8s6pX28Zyz+KqXm0by8FikSTDaub/88uGPxXgl0N+ObIr9GqYyjxfVDeibikxKemRchw9fV6/bdujVvXf0NpNO3T3Xqz2HzulLbsPqnurBnrnrWDtO3pK8fEJdnkdAACZV86ipZWYEKe4O7cUH3tXVmuSJItuXj4rt6w+KtOwm5zdsqhMw26yWP76+P33lc3/5+z2tfLIkVNZsvvqdtgl+RcprXvRN2VNTHykHEmJCbodcUVefnmU67mXVaXrp8qRr5guHdxijz82gMfAjDeAp3IjKlpubi46evq8rFar3Fz/WsE1MSlRTv/9dt3V2VmSZPlv4/331cz/p261ijp5LlTZs3kpl7+P7sTcVVx8gs5duqoC/33cw1Y4vxIWoU7/+UbB9atr54FjateotiTp4pXreuWlUlq8eoNOnQ+Vi7OTnJ35tQcASFn3om/IySWLIi8cl6xWObm4SZKsSYlycPzrfcfR+a/3R/33vfDvK5v/T+EKtXUj9JRcPbPLwydA8ffuKDEhTlHXzitrwF+Pe9hq55J0etsvKlzhr/fAK0d26tKhbYq6ck6VOn6Q4n9mAI+HVc0BJEutVc3/vpp5WsOq5gCQ+aT2quaScWXztIRVzQH74FJzAKkurTbdAACklrTYdAOwHxpvAClq1rI12n/s1L8/8F/0/2K0tu87otMXLumt97/TivX/f39ayMpf9dYH30uS3h82SWNnLdHHo6baPMfeIyf1yehpeve7CQq/EaW1m3dq5LSFqta6r27H3NXs5Ws1ZtaSp84KAMD/HFkborDTB5/6eX4f846uHNmpm5fPaO3Q3jq99WdJ0tXje7RrwWgd+GnaA39u8bsNtXvRGEWHXdL1k/u1dfpX2vjjB7obFaFrJ/fp15H9nzobgMdH4w3gsb0/bJLi4xM0ctpCXboWrhlLVuvTH6Zr7eadyY8Z/M04w39/NHKKRk5bqPFzliU/JvRqmMbMWpL8nwPHTiePOTs5qfyLz+uZ/HnUpkGt5PrmXQeUy99H2Tw9JEnxCQkKvRqmHNm8bHJu3LFPbRrUUGCpZ/XLhj9Vs3KgurR4UxVfLCFP9yyq8vILKfq6AAAyh82TP1FiQrx2Lxqj2+FXdHjNHG2b8bXO7Vqf/JgNE943/PeWaV9o96Ix2rd8UvJjosMua+/SCcn/CTtzKHnMwclZuZ4PVPbchfV8jZbJ9SPrQmRxcFBifNwDs3nkCFDs7Sg5ODgq9MBmPVejhQKefUlnt69VzqIvytnNI0VfCwCPhsYbwGOr/3olrfxti66GRyjA11t3Yu6qUN4Abdyxz+axiUlJCou8qeNnLsrHO6sio6Kf6twbduzXoRNntf/YKZ0LvSKf7Fn19eBuOht6RZJ0915s8mNb1a+uxas3aOfBY3L57wJvISt/VYs333iqDACAzK1wpbo6s/Vn3Ym8Jndvf8XfvaOsuQoodP9mm8dakxIVczNcNy6eUJasProXfeOpzh1zI0yl63dWYlysbl4+q4TYu4bx2u9OUNkmPXXgp2l69o3mOrlxua4e2y2H/74PAjAHy/sCeGwVypRQULf31CO4oWLuxerilesqWaywkpL+f63GAL8cmrboZx0/c0F+ObKrRLGCuhV9RyWLFUp+TN4AP/Vu2/gfzxUWeVNL123U3XtxKluimN7v2VaSdP7SVRXMm0uXroXr2x/nyNc7u+LjE/TluJn6YmBXSVJcfIJcXVzk5eGu+q9XkvTX5eddW9RP6ZcEAJCJ5H6+nJa931ylg7ooITZG0WGh8i1UQta/bYHpkSOnDv0yS5EXTsg9u698Cj6n2Jhb8v3vnt2S5OWXW2Uadf/Hc8XcDNfJzSuVEHtP/kVfVMk6bbUjZITu3b4hL7882jL1M73a7QtJ0p2Iqzq6foHuRF5T0VcbKDE+Xo7OLnJx99IzFeva58UA8EhY1RxAstRa1fxRTJy3UiWLFVKlsiUf+WfuxcbpXmycsmf1fKTHL/z5d7m7u6letYrJNVY1B4DMx4xVzf/NgVVT5VPweeUpWeEfH3cn8po8cuR8pOe8enyPrhzdqTINuz30MaxqDtgHl5oDeCobd+w3LHz2tM5fuqoxs5borZb1H6vpliQ3VxdD0/3F2Jm6eev2Qx/frO5rhqYbAIBHFbp/c/KCZynh1tUL2rt0QvKxp08u5Sxa+h8fI+lfm+7/3WMuSQHFy/5j0w3AfrjUHMBj27RzvzbtOqC8AX4qmCeXJGnbnkPae+SkrkXc0DtdW+k/3/+oUsWfUfO6r+njUVNVomgh1a1aXnlz/TWjsHTtRl26Fi7pr4a5S/M3Def4/c89+nPfEUXciNLgrsGaNH+lcvp6KyExUdG3Y9SjdUN5ebhr+74j+nnDnypWMJ9a1X9DP4as0NnQK2rdoEbycw2dPE9Ojo6KuXdPrYNqaPSMxSpeOL+6tnhTFosllV41AEB6F3pgiy4d3CpPvzzKljO/JOny4e26fnK/Ym6GKbBlf22c+JH8CpdQ8WpNtGX6F/It+JwKla8lL788kqSTm1bodvhlSZKTi5tK1etgeP67URHye6aUIs4dVZ5SlbRz/kh5+uTS6T9X6/Ve3xkeU7RKkCRpx7wRcnXPKv+ipeXkmkWXD21T5IUTeq33d5L+msXeOW+EXD2zKdfz5XTz0hlZExPknb+YCpStlnovIJCJMeMN4LGt/G2rhvRoq3aNaifXbkbfkXsWNx0/c0Ee7llUvHB+RdyMktVqVZnni+pG1C0l/u3et3+z6rdtGtS5hV55qZQOnTije7Gxun3nruLi4nX7zl15ebhLkgrmzaWsnu6KjLqlmHuxSkhMVL5c/tq6+/9Xht24c798vLPq9p278vfxVp4A37/yJD56HgAATm/7WeVbD1aJmsHJtdjbUXJyc1fkhRNydvNQjnxFdTcqUlarVf5FSute9E1ZExMf6flzP19OFdu9p8tHtifXYm6Gq1S9DvLw9n/oY3IWfVEJcXcVf/eO4u/eloOjk2Juhiku5q8FTS8d2CInFzdl9c+nW1fPK2fR0kpMiFPcnVsp8bIAeATMeAN4bPVfr6SvJ8xWvlz+yp/rr0vcjpw6q7wB/kpMStKNqGg5OjroVvQdXQuP1J2Yu4qLT9C5S1dVIE+AJKlRzVf/8Rxvvl5Rw6bMV8SNKH3Qq72On7mgJKtVWdxc9feVKa5H3JCnh7sOnzir6+E3dPPWbeXI5mVo8t+oWFY3oqJVomghhUXe/OsLgisXFHX7jnyyZ035FwgAkCE9U7Guts8ZKi//vMrqn1eSFHH+mDz9csualKh70Tfl4OikuJhbirlxXfH37igxIU5R184ra8BfM+T/m6V+EAcnZ1kcHKS/vc+5Z/PVwZ+m625U+EMfE3snSo7Oroq4cEwODk5y9comq9WavNhbnhde0dXjuxV/L0Y5i72oe9E35OSSRZEXjqfwKwTgYVhcDUCytLS4mllYXA0AMp+0uLja/4Qe2KLIiyeUcO+uyjbpaffzsbgaYB/MeAP4RxE3osyOkKoy258XAPBg925Fmh1BkpQjf3HlyF9c0l9Nsb2llT83kNHQeAP4R2UbdDE7AgAAqW7WW5XMjgAgA2FxNQAAAAAA7IjGGwAAAAAAO6LxBgAAAADAjljVHECypKQkRUREpMjztGjRQhs2bDDUv//+e7Vv3/6pn/9+4eHhqlatmq5fv55cc3Z21po1a1SyZMmnfn4fHx85OPA9JQBkVCn1/vdPz1+pUiWdOXMmufbaa69p/vz5j/U8X3/9tUaMGJF87OzsrD179ihnzpwplvVBeB8Enh6NN4AUN2zYML399tuGWsOGDbVkyRJZLBa7nHPdunWqWbOmofbcc89p165dcnd3t8s5AQB4FCtWrFCDBg0MtbVr16pGjRqP9TxXr15VgQIFFBcXl1z74IMP9Pnnn6dITgD2w1dXAFLUnj179N577xlquXPn1uTJk+3WdEtSjRo1bJr9o0ePatCgQXY7JwAAj2LYsGGG4xdeeEHVq1d/7OcJCAhQmzZtDLXx48crJibmqfIBsD8abwAp5s6dO2rVqpXi4+OTaxaLRbNmzZKPj4/dz//ll1+qbNmyhtqECRO0bNkyu58bAIAH2bVrlzZu3GioDRw48Im/jB44cKDhOCIiQjNmzHjifABSB403gBTTv39/nThxwlB799139frrr6fK+V1cXDR37lybS8s7d+6sS5cupUoGAAD+7v7Z7ly5cqlVq1ZP/HwlSpRQnTp1DLURI0YoKSnpiZ8TgP3ReANIEYsWLdLkyZMNtcDAQH322WepmqN48eIaPXq0oRYZGam2bdsqMTExVbMAADK3CxcuaOHChYZanz595OLi8lTPe/9tVCdPntTKlSuf6jkB2BeNN4CndvHiRXXt2tVQ8/T01Ny5c+Xs7JzqeTp16qSmTZsaar///ruGDh2a6lkAAJnXqFGjDF/6uru7q1u3bk/9vK+//rpKly5tqN0/sw4gbaHxBvBUEhMT1aZNG928edNQHzt2rIoUKWJKJovFookTJypfvnyG+gcffKAdO3aYkgkAkLlERUVp0qRJhlqnTp2UI0eOp35ui8ViM+u9adMm7dy586mfG4B90HgDeCrffPONzaIxrVq1Utu2bU1K9Bdvb2/NmTPHsO9oQkKCgoODFR0dbWIyAEBmMHnyZMP7jcViUf/+/VPs+Vu0aKHcuXMbasx6A2kXjTeAJ/bnn3/q448/NtQKFiyo8ePH23XrsEdVpUoVvf/++4ba6dOn1adPH5MSAQAyg/j4eI0aNcpQa9SokZ555pkUO4eLi4v69u1rqC1atEjnz59PsXMASDk03gCeyK1btxQcHGy4d83BwUFz5sxRtmzZTExm9NFHH6lixYqG2owZMxQSEmJSIgBARrdo0SJdvHjRULv/0vCU8NZbb8nDwyP5ODEx0abhB5A20HgDeCK9evXS2bNnDbWPP/5YlSpVMinRgzk5OWnOnDny8vIy1Lt3765z586ZEwoAkGFZrVabS74rVKhgl/dHb29vde7c2VCbPHmyoqKiUvxcAJ4OjTeAxzZ79mzNnj3bUKtcubKGDBliUqJ/VqhQIU2YMMFQu3Xrllq3bq2EhASTUgEAMqKNGzdq9+7dhpo9Zrv/p3///ob1TKKjo20WdQNgPhpvAI/lzJkz6tmzp6GWLVs2zZ49W05OTial+nfBwcE2C75t3bpVX3zxhUmJAAAZ0f2z3YUKFVKjRo3sdr5ChQqpcePGhtqoUaMUHx9vt3MCeHw03gAeWXx8/ANXBZ84caIKFChgUqpHN2bMGBUuXNhQ+/zzz7V582aTEgEAMpLjx49r5cqVhtqAAQPk6Oho1/PeP6MeGhqqhQsX2vWcAB4PjTeAR/bpp59q+/bthlrHjh3VvHlzkxI9nqxZs2ru3LmGD0BJSUlq3bq1zT7kAAA8rhEjRhiOs2fPro4dO9r9vA+6h3zYsGGyWq12PzeAR0PjDeCRbNiwQV999ZWhVrRoUY0ePdqkRE+mfPny+uyzzwy1CxcuqFu3bnxAAQA8sbCwMM2YMcNQ6969uzw9PVPl/PfPeu/Zs0cbNmxIlXMD+Hc03gD+VWRkpNq0aWNoTJ2cnDR37txU+0CRkt59911VrVrVUFuwYIHNByYAAB7V+PHjde/eveRjZ2dn9enTJ9XO36BBA5t9wu+/3xyAeWi8Afwjq9Wqrl27KjQ01FD/8ssv9fLLL5uU6uk4Ojpq1qxZ8vb2NtR79+6tkydPmpQKAJBe3bt3T2PHjjXUWrVqpdy5c6daBkdHR/Xv399QW7VqlY4dO5ZqGQA8HI03gH80ZcoULVmyxFB7/fXX9fbbb5uUKGXky5fPZruVO3fuKDg4WHFxcSalAgCkR7Nnz9b169cNtYEDB6Z6jo4dO9p8qXz/fecAzEHjDeChjh07pn79+hlqPj4+mjlzpmHP0PSqSZMm6tq1q6G2a9cuffTRRyYlAgCkN0lJSRo+fLihVr16dZUuXTrVs3h4eKh79+6G2syZMxUWFpbqWQAYpf9PzgDsIjY2VsHBwYqJiTHUp0yZojx58piUKuWNGDFCxYsXN9S+++47rV+/3qREAID0ZPXq1Tp69Kihdv9CZ6mpd+/ecnZ2Tj6+d++exo0bZ1oeAH+h8QbwQO+//7727t1rqPXo0UMNGjQwKZF9eHh4KCQkxPAhxWq1ql27dgoPDzcxGQAgPbh/AbMSJUqoVq1aJqWRcufOreDgYENt7Nixunv3rkmJAEg03gAeYO3atTYfJJ5//nkNHTrUpET2VaZMGX3zzTeG2uXLl9WlSxe2GAMAPNS+ffv022+/GWoDBw6UxWIxKdH/Z/i7sLAwzZ4926Q0ACTJYuVTJYC/uX79ul544QVdu3Ytuebq6qodO3bohRdeMDGZfSUlJalOnTpau3atoT5+/Hib++UAAJCktm3bGhranDlz6vz583J1dTUx1V9q1qypdevWJR8XL15cR44cyRBrtADpEf/yACSzWq3q1KmToemW/rrnOSM33ZLk4OCgGTNmyM/Pz1AfMGCAjhw5YlIqAEBaFRoaqnnz5hlqvXv3ThNNt2R7n/nx48f1888/m5QGAI03gGRjx47VTz/9ZKjVqVNHffr0MSlR6goICNC0adMMtXv37qlVq1a6d++eSakAAGnRDz/8oISEhOTjLFmyqEePHiYmMqpZs6ZKlixpqN1/GxmA1EPjDUCSdPDgQZu9uXPmzKnp06ebfq9aaqpXr57NFw0HDhzQu+++a1IiAEBaEx0drR9//NFQ69Chg3x8fExKZMtisdjc6/3HH39oz549JiUCMjcabwC6e/euWrVqpdjYWEN9xowZ8vf3NymVeb777juVKlXKUBs9erTN1QAAgMxp6tSpioqKSj62WCwaMGCAiYkeLDg4WAEBAYYas96AOWi8AWjw4ME6fPiwoTZw4EBTt0Mxk5ubm0JCQuTm5maod+zYUVevXjUpFQAgLUhISNDIkSMNtaCgIBUtWtScQP/A1dVVvXv3NtTmz5+vixcvmpQIyLxovIFMbuXKlRo7dqyh9uKLL+qrr74yKVHaUKJECQ0fPtxQCwsLU/v27ZWUlGRSKgCA2ZYuXapz584ZavcvZJaWdO/eXVmyZEk+TkxM1OjRo01MBGRONN5AJnb58mV17NjRUMuSJYtCQkLSzKqsZurevbuCgoIMtbVr12rUqFEmJQIAmMlqtdpcqh0YGKjKlSublOjf+fj42LzXT5w4Ubdu3TIpEZA50XgDmVRSUpLat2+viIgIQ33UqFF69tlnTUqVtlgsFk2ZMkW5cuUy1N99913t3bvXpFQAALNs3bpV27dvN9QGDRqU5hchHTBggCHjrVu3NGXKFBMTAZkPjTeQSQ0fPly//vqroda4cWN16dLFpERpk6+vr2bNmmX4wBIfH6/g4GDduXPHxGQAgNR2/2x3gQIF1KRJE5PSPLoiRYqoQYMGhtqoUaMM26EBsC8abyAT2r17t4YMGWKo5cmTR5MmTUrz39qb4Y033tDgwYMNtWPHjtls0wIAyLhOnTqlZcuWGWr9+vWTk5OTOYEe0/1bhp4/f16LFy82KQ2Q+VisVqvV7BAAUs/t27dVtmxZnTx5MrlmsVj022+/qVq1auYFS+Pi4uJUqVIl7d6921BfvHixGjdubFIqAEBq6d27t2Ex0qxZs+rixYvKmjWriakendVqVcWKFQ2XygcGBmr79u186Q6kAma8gUymf//+hqZbkt577z2a7n/h4uKiuXPnysPDw1Dv0qWLQkNDTUoFAEgNkZGRmjZtmqH21ltvpZumW/rrS/b7V1/fuXOnNm/ebFIiIHOh8QYykYULF9osplKuXDl98skn5gRKZ4oVK6YffvjBULtx44batm2rxMREk1IBAOxtwoQJiomJST52cnJS3759TUz0ZBo1aqSCBQsaavfftw7APmi8gUziwoULeuuttww1T09PzZ07V87OzialSn86dOig5s2bG2p//PGHvvvuO5MSAQDsKTY21uZL1+bNmytfvnwmJXpyTk5O6t+/v6G2YsUKmyvhAKQ8Gm8gE0hMTFSbNm108+ZNQ33cuHF65plnzAmVTlksFk2YMEH58+c31D/88EObLWYAAOlfSEiIrl69aqjdf8l2etKpUydly5Yt+dhqtWrEiBEmJgIyBxpvIBP4+uuvtWnTJkMtODhYbdq0MSlR+ubt7a3Zs2fLweH/f4UmJiYqODhY0dHRJiYDAKQkq9Wq4cOHG2rVqlVT2bJlTUr09Ly8vNStWzdDbfr06YqIiDApEZA50HgDGdy2bdts7uEuWLCgxo0bxyqmT6FKlSr64IMPDLUzZ86od+/eJiUCAKS0devW6eDBg4Zaep7t/p8+ffoYtkG7e/euxo8fb2IiIONjOzEgA4uKitKLL76oc+fOJdccHR21adMmVaxY0bxgGURCQoJeffVVbdu2zVCfM2eOgoODTUoFAEgptWrV0tq1a5OPixcvriNHjhiueEqv2rZtq9mzZycf58yZU+fOnZObm5uJqYCMK/3/1gDwQFarVT169DA03ZL08ccf03SnECcnJ82ZM8dmO5kePXro7NmzJqUCAKSEgwcPGppuSRo4cGCGaLol25n7a9euae7cuSalATK+jPGbA4CN2bNnKyQkxFCrUqWKhgwZYlKijKlQoUKaMGGCoXbr1i21bt1aCQkJJqUCADyt++/t9vPzU9u2bU1Kk/JefPFFvf7664ba8OHDxcWwgH3QeAMZ0OnTp9WzZ09DLVu2bJo9e7YcHR1NSpVxtWrVSu3atTPUtm3bps8//9ykRACAp3HlyhXNmTPHUOvZs6eyZMliUiL7uH/W+/Dhw1qzZo1JaYCMjcYbyGDi4+MVHBys27dvG+oTJ0602QILKWfMmDEqXLiwofbFF1/YrCYPAEj7xowZo/j4+ORjV1dXmy+0M4LatWvrueeeM9SGDRtmUhogY6PxBjKYTz75RDt27DDUOnXqpObNm5uUKHPw8vJSSEiIYZXYpKQktW7dWjdu3DAxGQDgcdy5c8dmhe927drJ39/fpET24+DgoIEDBxpqv/76q/bv329SIiDjovEGMpA//vhDX3/9taFWtGhRjRo1yqREmUu5cuX02WefGWoXL17UW2+9xT1zAJBOTJ8+3eYL0/ub04ykTZs2Nl8q3H9/O4CnR+MNZBCRkZFq06aNocFzdnZWSEiIPD09TUyWubzzzjuqVq2aobZo0SJNmzbNnEAAgEeWmJho03TWq1dPzz77rEmJ7M/NzU29evUy1EJCQnT58mWTEgEZE403kAFYrVZ17dpVly5dMtS//PJLvfTSSyalypwcHR01a9Ys5ciRw1Dv06ePjh8/blIqAMCjWL58uc6cOWOo3b8AWUbUo0cPw/7d8fHx+uGHH0xMBGQ8NN5ABjB58mQtWbLEUKtevXqm+LCQFuXNm1eTJ0821GJiYhQcHKy4uDiTUgEA/s39C4uVKVPG5iqmjMjPz0/t27c31CZMmGCzUCuAJ0fjDaRzx44dU79+/Qw1X19fzZw5Uw4O/BM3S6NGjdStWzdDbc+ePfrggw9MSgQA+Cd//vmntm7daqgNGjRIFovFpESpa8CAAYbjmzdvcpsUkIIsVlb8AdKt2NhYVahQQfv27TPUV6xYofr165sTCsliYmL00ksv6dixY4b6unXrVL16dZNSAQAepFmzZlq0aFHycd68eXXmzBk5OzubmCp1BQUFaeXKlcnHhQsX1okTJ+To6GhiKiBjYDoMSMeGDBli03T36tWLpjuNcHd3V0hIiFxcXAz1du3aKSwszKRUAID7nT171uaWrb59+2aqpluyvZ/9zJkzWrZsmTlhgAyGxhtIp9asWWOz8mqJEiX0/fffm5QID/Liiy/q22+/NdSuXLmizp07s8UYAKQRI0eOVFJSUvKxp6enunbtamIic7z66qs2i7IOHTrUpDRAxkLjDaRD169ft1kExdXVVSEhIcqSJYtJqfAwffv2Ve3atQ21lStXavz48SYlAgD8z40bNzRlyhRDrUuXLsqePbs5gUxksVhsZr0fdO87gMdH4w2kM1arVR07dtS1a9cM9aFDh6pUqVImpcI/cXBw0PTp0+Xv72+oDxo0SIcOHTIpFQBAkiZOnKg7d+4kHzs4ONgsWpqZNG3aVPny5TPU7l/tHcDjo/EG0pkxY8bo559/NtTq1aunXr16mZQIjyJnzpw2q8Peu3dPrVq10t27d01KBQCZW1xcnEaPHm2oNW3aVAULFjQnUBrg7Oxs88XD0qVLdfr0aZMSARkDjTeQjhw4cECDBw821AICAjRt2rRMs91Jela3bl2bDzOHDh3Su+++a1IiAMjc5s+fr8uXLxtq919qnRl16dJFXl5eycdWq1UjR440LxCQAbCdGJBO3L17Vy+//LKOHDliqK9Zs0Y1a9Y0KRUe171791S+fHkdOHDAUF+1apXq1atnUioAyHysVqvKlCmj/fv3J9cqV66sTZs2mZgq7Rg0aJBhEVd3d3ddvHhROXLkMDEVkH4x4w2kE2+//bZN0z1o0CCa7nTGzc1NISEhcnNzM9Q7dOigK1eumJQKADKf3377zdB0S8x2/12/fv0M+3fHxMToxx9/NDERkL7ReAPpwIoVKzRu3DhDrUyZMvryyy9NSoSn8fzzz2vEiBGGWnh4uNq3b2/YzgYAYD/3LxhWpEgR1a9f36Q0aU/+/PnVrFkzQ+2HH35QXFycSYmA9I3GG0jjLl++rE6dOhlq7u7uCgkJkaurq0mp8LS6deumBg0aGGrr1q3jHjoASAVHjhzRL7/8YqgNGDDAMMML2ysArly5opCQEJPSAOkb93gDaVhSUpJq1qyp9evXG+qTJk1Sly5dTEqFlBIeHq7SpUsbFvZxdnbW9u3bVaZMGROTAUDG1qVLF8Pe3Tly5NDFixfl7u5uYqq0qWrVqtq4cWPycalSpbR//34WdQUeEzPeQBo2bNgwm6a7SZMm6ty5s0mJkJJ8fX01a9Ysw4eX+Ph4tWrVyrCnLAAg5Vy7dk2zZs0y1Hr27EnT/RBvv/224fjgwYP69ddfTUoDpF803kAatWvXLg0ZMsRQy5s3ryZOnMi3zBnI66+/rnfeecdQO378uAYMGGBSIgDI2MaOHWu4T9nFxUW9evUyMVHaVq9ePRUvXtxQu//+eAD/jsYbSINu376t4OBgJSQkJNcsFotmz57NNh4Z0GeffaaXX37ZUJs0aZIWL15sUiIAyJhiYmJsFitt06aNAgICTEqU9jk4ONh8GbxmzRodOnTIpERA+kTjDaRBffv21cmTJw21IUOGqGrVqiYlgj25uLho7ty58vDwMNS7du2qixcvmpQKADKemTNnKiIiwlAbOHCgSWnSj3bt2snX19dQ+/se3wD+HY03kMbMnz9f06ZNM9TKly+vjz/+2KRESA1FixbVmDFjDLUbN26oTZs2SkxMNCkVAGQcSUlJNls51q5dWyVKlDApUfqRJUsW9ezZ01CbM2eOrl69alIiIP2h8QbSkPPnz6tbt26GmpeXl+bOnStnZ2eTUiG1tG/fXi1atDDUNm7cqG+++cakRACQcaxatUonTpww1O7fLgsP16tXL8M2pnFxcTZfGAN4OLYTA9KIhIQEVatWTVu2bDHUZ82apTZt2piUCqnt5s2bevHFF3X+/PnkmqOjozZv3qwKFSqYmAwA0rf7t8V64YUXtG/fPhYsfQxdu3bV5MmTk49z5MihCxcu2NwqBcAWM95AGvHVV1/ZNN2tW7em6c5ksmfPrjlz5sjB4f9/PScmJio4OFi3bt0yMRkApF+7du0yNN3SX7PdNN2P5/774SMjIzVjxgyT0gDpC403kAZs2bJFn376qaFWqFAhjR071qREMNMrr7yijz76yFA7e/Ys290AwBO6f/ur3Llzq2XLlialSb+ee+451a1b11AbMWIEa5EAj4DGGzBZVFSUWrduraSkpOSao6Oj5s6dq2zZspmYDGZ6//339corrxhqs2fP1uzZs01KBADp04ULF7Rw4UJDrU+fPnJxcTEpUfp2/33xp06d0sqVK01KA6QfNN6AiaxWq7p37264n1eSPv30U+7nzeScnJw0Z84cmy9fevbsqTNnzpiUCgDSn1GjRhlmZD08PGwWMsWje+211/Tiiy8aavdfUQDAFo03YKJZs2Zp3rx5htqrr76q//znPyYlQlpSoEABTZgwwVCLjo5WcHCw4uPjTUoFAOlHVFSUJk2aZKh16tRJ3t7eJiVK/ywWi82s9+bNm7Vjxw6TEgHpA403YJJTp07Z3LObPXt2zZ49W46OjialQlrTsmVLdejQwVDbvn27PvvsM3MCAUA6MnnyZEVHRycfOzg4qH///uYFyiBatGihPHnyGGrMegP/jMYbMEF8fLyCg4N1+/ZtQ33SpEnKly+fSamQVo0ePVpFihQx1L788ktt2LDBpEQAkPbFx8dr1KhRhlqjRo1UuHBhkxJlHM7Ozurbt6+htmjRIp07d86cQEA6QOMNmODjjz/Wzp07DbUuXbqoadOmJiVCWubl5aW5c+fKyckpuWa1WtWmTRvduHHDxGQAkHYtWrRIFy9eNNTuv0QaT+6tt96Sp6dn8nFSUpLNFx0A/h+NN5DKfv/9d33zzTeGWrFixTRy5EhzAiFdCAwM1BdffGGohYaG6q233pLVajUpFQCkTVar1ebS54oVK6pixYomJcp4smfPrs6dOxtqkydP1s2bN80JBKRxNN5AKoqIiFDbtm0NjZKzs7NCQkLk4eFhYjKkB4MHD9brr79uqC1atEhTp041KREApE0bN27U7t27DTVmu1Nev3795ODw/+3E7du3bRazA/AXGm8glVitVnXt2lWXLl0y1L/++muVLVvWpFRITxwcHDRz5kzlyJHDUO/bt6+OHz9uUioASHvun+0uXLiwGjZsaE6YDKxQoUJq0qSJoTZ69Gh23gAegMYbSCWTJk3S0qVLDbUaNWpowIABJiVCepQnTx5NmTLFUIuJiVGrVq0UGxtrUioASDuOHz+ulStXGmr9+/dnxxA7uf9KgtDQUC1YsMCkNEDaReMNpIKjR4/abF/i6+urGTNmGC7RAh5Fw4YN1b17d0Nt7969+uCDD0xKBABpx4gRIwzH2bNnV8eOHU1Kk/GVL19er7zyiqE2bNgw1h8B7sMnfsDOYmNj1apVK929e9dQnzZtmnLlymVSKqR3w4YN03PPPWeoDR06VOvWrTMpEQCYLywsTDNmzDDUunfvblh9Gynv/lnvvXv36o8//jAnDJBG0XgDdvbee+9p//79hlrv3r315ptvmpQIGYG7u7tCQkLk4uJiqLdr105hYWEmpQIAc40bN0737t1LPnZ2dlafPn1MTJQ5BAUF6ZlnnjHUhg4dalIaIG2i8QbsaPXq1TaXvJUsWVLfffedSYmQkZQuXdrm79LVq1fVqVMnLvEDkOncvXtXY8eONdRatWql3Llzm5Qo83B0dLRZs+bnn3/W0aNHTUoEpD003oCdXLt2Te3btzfUXF1dFRISoixZspiUChlN3759VadOHUNt1apVGjdunEmJAMAcs2fPtrniZ+DAgSalyXw6dOggb29vQ2348OEmpQHSHhpvwA6sVqs6duyo69evG+rDhg1TyZIlTUqFjMhisWjatGny9/c31AcNGqRDhw6ZlAoAUldSUpJNk1e9enWVLl3apESZj4eHh3r06GGozZo1S9euXTMpEZC20HgDdjB69Gj98ssvhtqbb76pnj17mpQIGVnOnDltFhOKjY1Vy5YtbRb1A4CM6JdfftGxY8cMtfsX/IL99e7d27D2SGxsLFdgAf9F4w2ksP379+udd94x1AICAjR16lRZLBaTUiGjq127ts2WdYcPH9bgwYPNCQQAqWjYsGGG4xIlSqhWrVompcm8cuXKpeDgYENt3LhxfAkMiMYbSFExMTFq1aqV4uLiDPWZM2fKz8/PpFTILL755hubyyrHjh2rlStXmpQIAOxv7969+v333w21gQMH8mW3Se6/rz48PFwzZ840KQ2QdtB4Aylo0KBBNit4vv3226pRo4ZJiZCZPGzxvo4dO+ry5csmpQIA+7p/tjtnzpxq3bq1SWlQqlQp1axZ01AbPny4kpKSTEoEpA003kAKWbZsmSZMmGColS1bVl9++aVJiZAZPffccxo5cqShFhERofbt2/OhB0CGExoaqvnz5xtqvXv3lqurq0mJINneX3/ixAn99NNPJqUB0gYabyAFXLp0SZ07dzbU3N3dNXfuXMMiI0Bq6Nq1qxo1amSo/frrr2zrAiDDGT16tBISEpKPs2TJYrOyNlJfjRo1VKpUKUPt/isTgMyGxht4SomJiWrbtq0iIyMN9dGjR6t48eImpUJmZrFYNGnSJOXJk8dQHzJkiHbv3m1SKgBIWdHR0Zo4caKh1qFDB/n4+JiUCP9jsVhs7vXesGED70HI1Gi8gac0dOhQm0VdmjZtqk6dOpmUCJB8fHw0a9Ysw+JC8fHxatWqlW7fvm1iMgBIGVOmTFFUVFTyscVi0YABA0xMhL9r1aqVAgICDDVmvZGZ0XgDT2Hnzp364IMPDLV8+fJp4sSJrKYK07322mv6z3/+Y6idPHnSZtsxAEhvEhISbNazCAoKUtGiRc0JBBuurq7q06ePobZgwQJduHDBpESAuWi8gScUHR2t4OBgw71lFotFs2fPlre3t4nJgP/36aefKjAw0FCbMmWKFi5caFIiAHh6S5Ys0fnz5w21+xf0gvm6d+8ud3f35OPExESNHj3axESAeWi8gSfUt29fnTp1ylB7//339eqrr5qUCLDl7OysuXPnytPT01B/6623mHUAkC5ZrVabS5YDAwNVuXJlkxLhYXLkyKGOHTsaapMmTdKtW7dMSgSYh8YbeALz5s3T9OnTDbUKFSroo48+MicQ8A+KFCmisWPHGmo3b95UmzZtlJiYaFIqAHgyW7Zs0Y4dOwy1QYMGcYtXGtW/f3/D/ze3bt3S5MmTTUwEmIPGG3hM586dU/fu3Q01Ly8vzZkzR87OzialAv5Z27Zt1apVK0Nt06ZN+vrrr01KBABP5v7Z7gIFCqhJkyYmpcG/KVKkiBo2bGiojRo1ynCrHpAZ0HgDjyEhIUFt2rQxrKIqSRMmTFDhwoVNSgX8O4vFovHjx6tgwYKG+ieffKJt27aZEwoAHtPJkye1fPlyQ61fv35ycnIyKREexf3331+4cEGLFi0yKQ1gDhpv4DF8+eWX2rJli6HWtm1bBQcHm5QIeHTZsmXTnDlz5ODw/7/6ExMTFRwcbPNlEgCkRSNHjpTVak0+zpo1qzp37mxiIjyKSpUqqXz58obasGHDDP9fAhkdjTfwiLZs2aLPPvvMUCtcuLDGjBljUiLg8VWqVEkff/yxoXbu3Dn16tXLpEQA8GgiIiI0bdo0Q61bt27KmjWrSYnwqCwWi95++21DbdeuXdq0aZNJiYDUR+MNPIKbN2+qdevWSkpKSq45Ojpq7ty5vOEj3RkyZIjN6r9z5szR7NmzTUoEAP9uwoQJunv3bvKxk5OT+vbta2IiPI5GjRqpUKFChtr99+sDGRmNN/AvrFarunfvbrNf6GeffWZz2RSQHjg5OWn27NnKli2bod6zZ0+dPn3apFQA8HCxsbE2V5i1aNFCefPmNSkRHpejo6P69+9vqK1cuVInTpwwJxCQymi8gX8xc+ZMzZ8/31CrWrWq3n33XZMSAU+vQIECmjhxoqEWHR2t1q1bKz4+3qRUAPBgc+fO1dWrVw21+xfsQtrXqVMnZc+ePfnYarVqxIgR5gUCUhGNN/APTp06ZXPvq7e3t2bNmiVHR0eTUgEpo3nz5urYsaOhtn37dn366acmJQIAW1arVcOHDzfUXnvtNZUpU8akRHhSnp6e6tatm6E2ffp0hYeHm5QISD003sBDxMXFqVWrVrpz546hPmnSJOXLl8+kVEDKGj16tIoWLWqoffXVV9qwYYNJiQDAaO3atTp06JChxmx3+tWnTx/D9m/37t3T+PHjTUwEpA4ab+AhPv74Y+3atctQ69q1q5o0aWJSIiDleXp6au7cuYYPQVarVW3atFFkZKSJyQDgL/cvwPXss8+qTp06JqXB08qTJ49atWplqI0ZM0b37t0zKRGQOmi8gQf47bff9O233xpqxYsX5z4kZEgvv/yyvvzyS0MtNDRUXbt2ZY9VAKY6cOCA1q1bZ6gNHDhQDg58hE3P7r9i4fr165ozZ45JaYDUYbHyqQowCA8PV+nSpXX58uXkmrOzs7Zv3879ZMiwkpKSVLNmTa1fv95Qnzhxorp27WpSKgCZXYcOHTRjxozkYz8/P124cEFubm4mpkJKqF69uuE95/nnn9ehQ4dksVhMTAXYD18XAn9jtVrVpUsXQ9MtSd988w1NNzI0BwcHzZw5Uz4+PoZ6v379dOzYMZNSAcjMLl++rLlz5xpqvXr1ounOIO6f9T5y5IhWr15tUhrA/mi8gb/58ccftXz5ckOtZs2aNvtOAhlR7ty5NXXqVEPt7t27atWqlWJjY01KBSCzGjNmjGF7Qzc3N/Xs2dPEREhJtWvX1vPPP2+o3X8/P5CR0HgD/3XkyBENGDDAUPPz89OMGTO4lwyZRlBQkM0H23379mnIkCEmJQKQGd25c0cTJkww1Nq1ayc/Pz+TEiGlWSwWDRw40FBbv3699u3bZ04gwM7oJgD9tZVFq1atbFbUnDZtmgICAkxKBZhj6NChNrMQw4cP15o1a0xKBCCzmTZtmm7cuGGo3f/lONK/1q1by9/f31C7f892IKOg8QYk/ec//9GBAwcMtT59+qhevXomJQLMkyVLFoWEhMjV1dVQb9++va5fv25SKgCZRWJios0uIm+++aaeffZZkxLBXtzc3NS7d29DLSQkRKGhoSYlAuyHxhuZ3s8//6xRo0YZaiVLltR3331nUiLAfC+88IK+//57Q+3atWvq2LEjW4wBsKtly5bpzJkzhtr9C3Eh4+jRo4eyZMmSfJyQkKAffvjBxESAfdB4I1P7XyPxd25ubgoJCWHVVGR6vXv3Vt26dQ21n3/+WWPGjDEpEYDM4P4FtsqWLauqVaualAb25uvrq/bt2xtqP/74o6Kjo01KBNgHjTcyraSkJHXo0MHm0tlhw4apZMmSJqUC0g6LxaJp06YpZ86chvrgwYNtbs0AgJSwbds2bdu2zVAbNGgQeztncAMGDDD8fxwVFWWzywaQ3tF4I9MaPXq0zX6R9evXV48ePUxKBKQ9/v7+mjFjhqEWGxurVq1a6e7duyalApBR3T/bnTdvXjVr1sykNEgtxYoVU/369Q21kSNHKiEhwaREQMqj8UamtG/fPr377ruGWq5cuTR16lS+VQfuU6tWLZstX44cOaK3337bpEQAMqIzZ85o6dKlhlq/fv3k7OxsUiKkpvvv4z937pzN3wcgPbNYWSUHmUxMTIxeeuklHTt2zFBft26dqlevblIqIG2LjY1VhQoVbPZXXb58uYKCgswJBSBD6du3r2FRLS8vL128eFHZsmUzMRVSi9VqVbly5bRr167kWvny5bVt2zYmRZAhMOONTGfgwIE2TffgwYNpuoF/4OrqqpCQEMPKs5LUqVMnXb582aRUADKKGzdu2NzT26VLF5ruTMRisdjMem/fvl1bt241KRGQsmi8kaksXbpUP/74o6FWtmxZffHFFyYlAtKPZ5991mbrvYiICLVr105JSUkmpQKQEfz444+6c+dO8rGjo6P69etnYiKYoWnTpsqfP7+hdv99/0B6ReONTCM0NFRdunQx1Nzd3RUSEiIXFxeTUgHpS5cuXdS4cWNDbf369XwwAvDE4uLibPZtbtq0qQoUKGBSIpjFycnJ5guXZcuW6dSpUyYlAlIOjTcyhcTERLVr106RkZGG+g8//KBixYqZlApIfywWiyZNmqQ8efIY6kOGDDHclwcAj2revHk2t6zcf8kxMo8uXbooa9asycdWq1UjR440LxCQQmi8kSl8//33+v333w21Zs2aqWPHjiYlAtKvHDlyaPbs2YbFbhISEhQcHKzbt2+bmAxAemO1Wm2umKlSpYoCAwNNSgSzZc2aVV27djXUpk2bZjN5AqQ3NN7I8Hbs2KEPP/zQUMufP79+/PFHVskEnlC1atX03nvvGWonT57knkwAj2X9+vU6cOCAocZsN/r27StHR8fk45iYGE2YMMHERMDTYzsxZGjR0dEqU6aMTp8+nVxzcHDQH3/8oSpVqpiYDEj/4uPjVblyZe3YscNQnz9/vpo3b25SKgDpSZ06dbR69erk46JFi+rYsWNycGBuKLMLDg5WSEhI8nFAQIDOnTsnV1dXE1MBT47fasjQ+vTpY2i6JemDDz6g6QZSgLOzs+bOnStPT09D/a233tL58+dNSgUgPbh7966++uorQ9MtSQMGDKDphiTbKx+uXr2q7t27s4Ul0i1mvJEh3bp1S0uXLlWHDh0M9YoVK2rjxo1ycnIyJxiQAc2aNUvt2rUz1F555RUtWrRIAQEBJqUCkJZVrlxZW7ZsMdS8vb0VGhoqd3d3k1Ihralatao2btxoqAUEBOjQoUPy8fExKRXwZPhKERnOjBkzlCtXLpumO2vWrJozZw5NN5DC2rZtq9atWxtqW7ZsUa5cuVSjRg3FxcWZlAxAWnThwgWbpluSsmfPTtMNgwd9eXv16lWbBXOB9IDGGxlKXFycBg4cqJiYGJuxCRMmqFChQiakAjK+sWPHqmDBgjb1X3/91XCPHgDcu3fvgfWzZ8/yRR0MTpw48cD6w/4OAWkZjTcylBMnTjxwuwk/Pz+1atXKhERA5pAtWzZ16tTpgWMbNmxI5TQA0rKHzWpXqFCBq9Jg8LA1eWi8kR7ReCNDedilRyxlAJhn7dq1ZkcAkIZ4e3vb1IoWLap58+axsBoMvv76a9WvX9+mniVLFhPSAE+H327IUHbt2vXAerdu3VI5CZD5NG3aVDly5LCpR0REmJAGQFrl4eGhqlWrJh8///zz2rNnjwoUKGBiKqRFHh4eWrZsmWGLSj8/P7Vs2dLEVMCTYVVzZChr165VrVq1ko99fX01evRotWzZUhaLxcRkQOZw+vRpDRw4UCtWrEiuBQYG2uz1DQBr1qyRg4ODqlevzns0/tX+/ft19OhRNWnSRM7OzmbHAR4bjTcynPnz52vcuHEqX768vvzyS345AyZYv369vvrqK+XPn1/jx4+Xm5ub2ZEAAABMQ+MNAAAAAIAdcY83AAAAAAB2ROMNAAAAAIAd0XgDAAAAAGBHNN4AAAAAANgRjTcAAAAAAHbkZHYApC1JSUmKiIgwO0aq8fHxkYMD3z8Bj4PfE0Dakdn+PT4K/s2mTZnt7yp/D3E/Gm8YREREyN/f3+wYqeb69evy8/MzOwaQrvB7Akg7Mtu/x0fBv9m0KbP9XeXvIe7H1zAAAAAAANgRjTcAAAAAAHZE4w0AAAAAgB1xjzf+1aG9O+Xr42OozVu4SMdPnNTt6Nvq06uH8ufLK0latmKVGga9+djnSEhIkJPTw/86rv/9Dx06fFgREZH64L13tXT5St26dUuxcXHq3aNb8uOatGytN16rpgb16ylP7tyG5wiPiFDJMoGPnQ3Av9v8aUPl8HR76PiMDcflYJHavlr8iZ4/ITFJTo4P/6546Y4zOnP9lvL7eqlZhWe06dgVnboaJb+sbnqzbMHkx3Uc/5uqPJtbdV7Mp1zeHjbPE3n7nip/vOyJMgJpxRvDNury9lWSxaJC1dsm18/9Nlf+L1SVu2+ef32OiOM7FB8TrYAyb+jyzl+UO7BO8tjtq2eVFBerrPmffexsSYkJcnB8+Pv9xU2LFBt9Q0nxsSrWoLfO/zFP8Xei5JGzoHK9XEuSdDfiis5vmCclJSlPpUba9HHQY+dA2nDkyBH5+vpKkubNm6djx44pOjpa/fr1U/78+SVJy5YtU8OGDR/7uf/ts+W+ffs0fPhwDR48WKVKlZIkTZkyRWfPntVnn32mTz/9VH5+fipQoIDq168vSdqyZYsWL16sZ555Rr169Up+rvDwcD3//POPnRGZC403/pWvj4/8/HwNNS8vL3Xp2F4RkZE6e+6c+g8arEED+unI0aPq0qm93v/oU+XLm0dVKr+iLdv+VPStaF27fl3fff2FLBaLJCkyMlIrf/5F16+F6fnnn1WVVypp2oxZyecoW6aMqlSuJEnavmOnvvr8E/0wdoJOnj6ts+fOadh3X+vdIR/K2zt78i/WAvnzKT4+Xjn9/W0yA7CfHJ5u8vV6cOMdl5AoD1cnOThYlDWLs7aeuKZdZ67rcuQdNSlfWKeu3lL0vXiF3bqrT5q+nPw74sadWK3Zf1Fht+7q2dzZVaFoTs3dcjL5eUsX8FWFojklSbm8PRR5J1ZODhb5erlpzf6LKpkvh9ycHQ258vp4KiExSf5Zszw0L5DeObt7ycnNQ7I4yNk9qy5uWaq46BuKPLlbAWVr6MzqqXqu+Ts6MPNjFareVud+myOLg6PyvdJYZ9ZMU45iLykmLFTxMbfkU7y8oi+eULint25fOSvPXIXl4pld8XejdWTet/J9roLCDm9RmW7DdHDmx/LKU1RhhzarXP8fk/PcvnpO1/atV2JsjHK++IYsjo66vn9D8niuwFry8C8gSSpSr7uSEuJ1YMaHcs3qq1wv19apVT8qRzE/uWb963394qbFKla/l+LuRCn88JbUfXGRonx9fZMXIPPy8lLXrl0VERGhs2fPqm/fvho8eLAOHz6sLl26aMiQIcqXL59effVVbdmyRbdu3dK1a9f0/fffGz9brlypa9euqUSJEqpSpYqmTp2afL6XXnpJVapUkSTVqFFDly5dUo4cOeTn56clS5aobt26mjp1qhwdHeXt7a2PPvpIQUFB6tSpkyQpICBAAQEBcnZ2Vo4cOeTo6JjKrxjSMy41xxObO2+BNm/Zqjq1auiFF0omz3SHh0coa1Yv9ejWVSVLPK9f1/8uXz9fubq66ubNm8k/37v/IF25clWtW7VQvTq1//FcPbt31YjRY3T0+HG5OLs89HGzpk3WwH69NWHS5BT5MwJ4ej/tOa8bd2IVefueVu+7qDX7L6h/nRdU/r9N84ajl+Xr5SpXJ0dFxcQl/9x/5v6pa1ExalbhGdV4Id8/nuPNsgX0blAZJSRZdS4sWlExsepdq6T2notQfEJS8uPGd35VPWqW0LQNx+3zhwXSgKt71iku+obioiN1ZedqRZ7YraJvdlf2gqXk5OahpIR4XT+wUb7PlteVXWvkls1fHn75dfvqGTk4OSl/1Rbyfb6ifJ+vKM+AgpKkrPmek8ViUXxMVPJ5HJycla9KE2XJEaC74aFyzuKpQtXbytE1S/Jj7ly/oEOzPpFzFi8VrtVJ2Qr886xgUkK8jiz4VsWC/ppN9MpdRC92+VbRocZ/s1arVbJapf82XMgY5syZo02bNqlOnToqXbp08kx3eHi4smbNqp49e6pkyZJat26d/Pz8bD5b9urVS5cvX1abNm1Ur169xzr3li1b9Ntvv2nv3r2yWCzKly+fhg0bply5ciU/pkKFCvr+++/13HPPacOGDf/wbIAtZrzxxIJbNteLpV+QJEMz7Ovro+jo2xo/cbKqvFJJtWvVUHhYuHIF5JS3t3fy4+bOnKZbt25p1c+r5eHhoQb166lfn14255Gk+PgEubm6qWiRZ1SxQjmdPH1KI0aNka+Pj5ycnDRh0hQ1eLOeZs0J0ZWrV9WsSWP7/uEBPLI9Z8P1eYtykqRPFu1UjRfyadQvBxUaeVstKhbRGyXzKDw6VjmzZVF2D9fkn/uxa1VF343T2gOhcnd1Up0X86tb9RIPPMdvh0J18GKkrtyIUW5vdzV4uaBG/LRfrs6OcnZy0PQNx1SndH7N//O0rkfFKOjlQqnyZwfMcPPsQZXp+r0k6eDsT5WjaFmd3zBfUecPS5JyV3hT+ya9o6pf/KQ7V8/q/Ib5cnRxk1eeYoo4ul0Wi0VZfPLo8vZV8spdRJIUeytcTm4eig49kTw7bXH472yfxSKnLF6Kj4nW2fWzlRQfm5zFwz+/KgyerpjwUF3YuFA5ipRV9sIvKGveB992smfCALll99f1g5uUp8KbOrN6qpIS4uSZu4hib4Ur/Oifyl2+ns6smSprUqIKvtHGXi8jTNC6dWu9+OKLkiQXl79/tvRVdHS0xo8frypVqqhOnToKCwtTrly5DJ8tQ0JC/vpsuWrVX58tGzRQ//79H3iu06dPa+3atTp8+LAKFy6sYcOGSZLOnTuXvAe31WpV+/btFRYWpo0bNyp37tzauHGjzpw5o6+++spurwMyJovVarWaHQJpR1hYmM0ei1cvnMkQl22HhYUrIH9hQ409FoHH96DfE0eGtXzkS7evRcVo7YFQnbwapXfqvyhPN2d7xHwi4dH39PygeYYavyeQlj3o32PdSYeSL8tOTVd2r1VM2EU5ubqrwGutUuWcsbfC9XPXkoYa/2bTpgf9Xc0o/19l5D8bUg4z3gCAVJUzm7vaVilmdgwAKSzXSzXNjgAAaRaNN1LEufPntXzFqodeKv60kpKSNOTDT+Tl5amqVaqo8isVJUm/rFmrffsPKCwsXN98+ZnGjp8oV1cXRd26pXffHqh3h3yonP7+KliwgKpWqWyXbAD+3YXwaP2y78JDLxV/WklJVn2xdLc83ZxVqVhA8qJrZ6/f0tKdZ+Xh6qRO1Z6Ts5ODpvx2VGfDbumLFuUVl5CofjO2qH7ZAqpbpoBdsgHpwZ3rF3Rl52oVqfeWXZ7fmpSkwyFfysnNU74lKsn32fLJY9f2/aYza6er4jszdXLVBDk6uyg+Jvr/2Lvv8LiKq4HDP/Xeey+ukiz3XjC4gHvvmEBCSyBAEhICJPSaBEhIKAnwEQjgArZx7733JqtZtiSr99615ftjrbXvrmwkq6zKeZ+Hx+z46t6j9epqzszcM/SZ+wxJmz5BXVdLZW4qQ574sE1iE51Hamoq69evv+Xy8ZZSqVS8+eablJSU8I9//EPffubMGTZt2kRlZSVvvfWWYhm8EE0libdoskOHj7Jrzx4qKir5/W+f4bd/eJ65s2dy6vQZpk29jzPnznPhYgx//NNLPLj8fjQaDXl5+aSlp/O3d9/inslTefJXj5OXl4enpyd9eveiqqqa/IIC5s3RbQWyZt16MjMzAbC1s+PxR3RVJC9cjKFfv0iWL13C7//4oj7x3rlrj77a+dHjJ0hMSuLfH33IrPmLKCoqxsbGht8+82tmL1gsibcQbex4Ui774zKprFHx5H39+PPqk0wfFMzZ1AImRwdy4Vohl9KLeH3taZaM7olGqyW/rIbMogpeXTCM2e9t55F7+pJfXoOHoy09fZ2prlNTUF7DjMG6pHjTmVSyiisBsLWy5MHxuudEYzOKiAhwY+HIHrz8wyl94v3t4ct4ONpSU68GYPPZa4zs7UNKfhkAX+yNZ87QMNQajeG3I0SXUxB/nLyLB1DVVNJr5hPEfP0S/sOnU3T1HL6DJlGScpHS1FguffcGwXcvBo2GmtJ8qgsy6ffAKxx6dS49pjxMTWk+Ns4eOPr3QF1bTW1ZIQEjdIWsMo9vorowGwALa1vCJv8MgNJrsTgHRxA8bgEx/3tFn3iXZSRSX12uf268Iusqgx77G8f+8gAatYpeM5/g2oHVePWT3+HdxaFDh9i5cycVFRX84Q9/4De/+Q3z5s3j5MmTTJ8+nTNnznDhwgWee+45HnroITQaDbm5uaSlpfHee+8xfvx4nnrqKXJzc/Hy8qJPnz5UVVWRn5/PvHm6GkBr1qwhIyMDADs7Ox5/XLc1raWlJa+++qpRYr969Wreeecdtm7dytGjR7n77rvb8y0RXYRUNRdNtmbdj4SGhhIcFMjV5BR8vL1YsmgBGo2GHuFhDBk0kAH9o+kRHsbSxQs5fPQYv33m1wQGBJCSmkqPHuEsWbSAxKQkFi2Yx7r1G9m0ZWuT9/1urByBYbXzubNn8rf3/0FtbS1ubq4EBgbwwT/+hZ+vb2u/HUIIAxvPpBLs4USAuwOp+eV4Odsyd3g4Wq2WUC8nBoR40C/InVAvJ+YND+d4Ui6/mhyFn5sDaQUVhHk7MXd4OFdySpk9NJTNZ6+x/UIa0wYGN+n6jVUsqa1XM2VAMCGeThxLyuHk1TwOJ2QTk1ZEemEFuaXV7IvN5GB8diu/G0J0PJnHN2HvHYS9ZwCVuanYuHgROGYOaDQ4+ITgGtYfl9AoHHxCCBozl4KEE/Sa8UvsPPyoykvDwTeUwDFzqMi6QsCoWWSd2EL2mR2KPb5vq5Ef0rwL+6kpyqUkNYbS1Fj8h0/j8oaP0KjqbmwRlXgKjz7DWvGdEB3ZDz/8QFhYGMHBwVy9ehUfHx+WLFmi62/26MGQIUMYMGAAPXr0YOnSpRw6dIjf/e53BAYGkpKSQs+ePVmyZAmJiYksWrSItWvXsnHjxjvaC7xBQx9Uq9XqP5dCNJfMeIsmWzBvLnv378fby4vwsFDF3oWeHh7ExMZx6vQZfYXzsaNH8fcPPyIjM5Ow0FCuXLnKJ//+jLCQUCwtLfH18cbCwgJzc/ObrjGn0WsP6B/Nqu/X8Mbb7zJn1kxi4+IpKirGw8NdUe18x67dWFhYcP/Sxfpza7Vafnb/sjZ9b4QQMGtIKAfjs/B0tiPE0xEL8xudE3dHW+IzSziXWoC1pe5nfmQvHz7dFUt2cSXBno4k55bxf/viCfZ0wtLCHG9nO8zNzTC/6Twzh4Q2eu2oQHfWnUzhvc3nmTYwmISsYkoq61g8uidfH0ykqk7F87MGcVeEPwDphRUEeTjy2sJhHEnMVmxjJkRXFTByJvmXDmHj7ImDT8iNquSAjbMHZenxFF85h7ml7ve4Z98RJG3+N9WF2dh7B1OZk0Lyji+x9w7G3MISW1dvzMzNMbvp93jAyJmNXtslJIqMIz+SsOZ9/IZPoyw9gbqKEnpO1800VuWn4xIaRc35XN2e4mPnY2ZuQUnyRVzDotvwXREdzcKFC9mzZw/e3t6Eh4cr+5uensTExHDq1Cn9cu9x48bxwQcfkJGRQVhYGElJSXz88ceEhYXp+pu+vsb9zQULbnn9Tz/9lHPnznH8+HGcnJwoKipiyZIlvPbaa1RVVfHOO++03TcvujSpai4U2rKq+W9//0f+/t5fAMjIyOS9v3/IW6+/goODQ4vP3RRS1VyI1tHSqua38ufVJ3hzsW75aVZxJR/vuMSLcwfjYNN+Vc+lqrnobNqzqvnFr16i/0NvAFBdmEXSpk+IXPIClrbt83u8MVLVvPNor8rfv/nNb/TPZ2dkZPC3v/2Nt99+u037m1LVXDSFJN5CQbYTE0L8lLZKvDsCSbxFZ9ORthMzBUm8O4+unJx25e9NtB5Zai7a3f6DhygpKW3ys92NUalUvPXuXykpKeXv7/2F2Lh4tu/YxZFjx3n6178iIfEylRWVxCcm8u+PPsTSUj7qQnQ2DUvAW1pt/F/bY7CxsmBUbx+sLMzZcymTk1fyeGxiBGP6+LVStEJ0P/mxR6ivKmv6M963cOj1+fgOmkjAqNlU5qaSfngdTv496DXziVaKVHQn+/fvp6SkpEXPdOfn5/PFF1+QnZ3NwoULCQkJ4dNPP0WtVvPcc8/h6dk9BrZE65JsRDTbp//5HJVKRd++fejVswdbt+3gQswl/vHeX/jFY79i1IjhXLwUS/9+UVy5msw///4e4+6ZrK9o3r+/7lmtNevWc+XqVXJycnn7jVf5wwt/ol9UFDOmTiEoKFB/TGNVzi0tLXnlzy/y29//EYCoyAiiIiO4kpzM+HFjSUtP51JsLGZmZpJ0C2EiX+5PQK3W0MvPlXBvJ3bFZBCXUcybi4fzzFeHGdrDm7iMYiID3UjJK+OdpSOZ/pet+srmUYFugK6SeXJeGXml1fxp7hBeXXOKiAA37u0fRIC7g/6Yxqqdx2cWcyldV/Hc0tycvv5u9PV3IyXvKKN7S9FF0b0l7/gvWo0ap4BeOPiGkXtuN6XX4uj/0Buc+eQ3uPceSllaHM7BkVTmpDDgF29z4KWZ+srmLiGRgK5oW0V2CrWleUQufZFL37yGc3AEvoMnY+8ZoD+msWrnAHZuvtRVlmJuYYmFlS1WDs5o6uvQatSK59BF9/DJJ5+gUqmIiIigV69ebNmyhQsXLvDhhx/y85//nFGjRnHx4kX69+/PlStX+Ne//sWYMWP0lcwHDBgA6CqXJyUlkZOTwzvvvMPvf/97oqOjmTFjBkFBQfpjGqtu7uXlxQsvvMChQ4dISUnh9OnTPPnkkxQXF7N582Yeeughk7w3onOTquai2QYPGkhdXT2lpWVUVVWj0WgwMzPjytVkPD08ePrXT2BvZ8fTv35CX8ji5ormDbZs246vry/e3l6kZ2QyeNAgiouLUWvUdxRXfEIifXv3wszMjIyMTD76xwf0CA8jIyOzVb5vIUTzDAj2oE6toby6juo6tb6gcUpeOe6Otjw2MRI7awsemxiJ+fUqsTdXNm+w82I6Pi52eDrZklVcyYAQD0oqa5u0BZhKoyHE04mnpvTj//bFA3A5u4Revi5SmVZ0e67hA9Co6qivKkNdV41WowHMqMhJxcbZnZ7THsXC2o6e0x7VF1C7ubJ5g5yzu7B188bG2ZPqwixcwwdQX1GCtom/z4c+9TG9ZvyS5F1f4d57CNHLX8ExoBcFccfa4tsWHdyQIUOoq6ujtLSUqqqqG/3MK1fw9PTkmWeewd7enmeeeUbfz7y5knmDzZs34+fnh7e3N+np6QwZMoSioiLU6qZ9LuPi4ti9ezfLly8HdBXNpaq5aAmZChTNVlRcjJ2dLfEJCWi1Wmzt7ABQq9X62WUbGxsA/c3p5ormDWZOn8blpCTcXF3x9/OlsqKCuro6UlKvERqiW1p6qyrnAJ9+9gXnL1zk+ImTjBwxnK+/+Y4//v63ANjZ2vH6W++QmZXdJZ5PF6IzKqmsxdbKgsTsErRasLXSzVyptRosLXT3BmtLXVtDP+bmyuYN7hsQzNXcUlwcbPB1taeyVkWdWkNaQYX+uFtWOw9wZ/XRK7y/+QLj+uqWla86eoWnp0iVZCHqKoqxsLalPOMyaLVYWOt+n+tmmnW/z82v71QCuh/SmyubN/Adch8VWVexcnDB1s0XVU0lGlWdbguy68fdqtp5TXEuaQe/p6Y4j4BRsyi8fJrC+GNU5qYRufSFNvrORUdWVFSEnZ0dcXFxaLVa7JrQz7y5knmDWbNmkZiYiJubG/7+/lQ09DNTUggNDQVuXd08Ozub5cuX88ADD3DixAnmz5/PRx99hFqt5oUX5HMp7owUVxMKbVVc7eaK5qYixdWEaB1tWVzt5srmpiDF1URn097F1W6ubN4RSHG1zqMtC5DdXMncFKS4mmgKWWou2oWpk24hROdgyqRbCPHTOlLSLUQDUybdQjSVJN6iVXz1zXecv3Cxxef59W9+x7HjJzh77jwvvfo6zz73AgUFhfyw9kf++t7fefq3vzf6moqKCh5/8mn+9v4/+O//vqWoqIjX33qHD//1MYWFhZw5e47HnniqxbEJIVpm1dEkYtILW3yeP644zqmreRxJzOZ3/zvCxzsvAXA2JZ9/bo/hqwMJRl+jUmv468Zz/Hn1CQCS88p46r+H2HruGgAXrhXwu/8daXFsQnR21/avoiT1UovPc/7/nqfw8mnqKoqJ/+E9rmz5jNryIqPjtFotl759nStbPkNVU8nFr18m/oe/UZhwkurCLI799WeNnF10F1999RXnz59v8XmefPJJjh07xpUrV3jooYdYv349AFu3buWvf/0rL730ktHXqFQqXn31VX7zm98AkJaWxgsvvMBzzz1HQUEBZ86c4dFHH21xbKL7kMRbNNkfX3yJ+vp63v/7P8nMzOLLr7/h5dfeYPvOXfpjGqqMN/z5p5df4/2//5OPPvm3/piMjEw+/NfH+v8uXIzR/52VpRWjRo5g/4FD/Gz5MoYPG8rmbdtZOH8uz/3+t9TW1RnFZWlpSWFhEcmpqYSFhrBy9Q+oVCoqKiuxtLRkyOBBONjbt9XbIoS4yWtrTlOv0vDxzktkF1ey4nAS7244y95LGfpjGpLfhj/f+vEMH++8xBd74/XHZBVX8p/dsfr/LqXf6LBbWZgxrIc3NlYWONtbU1evRq3RsOroFSzMzahTGRdds7Qw57lZg/Svw72dWTK6p/71gBBP7G2k7InoHi59+zoaVT1Jmz6huiib1H0riFv9F3LP79Ufc/GrlxR/xq58m6RNn3B12xf6Y6oLs7iy5TP9f6Wpsfq/M7ewwqP3UNIPr0OrUaOqqcTcwvhnLHXPt/gNnQJAedYVnAJ7Ezb5IVL3foudhz8O3i3bTlB0fM899xz19fW89957ZGZm8uWXX/LSSy+xfft2/TENyW/Dny+++CLvvfce//rXv/THZGRk8I9//EP/34ULF/R/Z2VlxahRo+jZs6eiIvnu3bt57rnn8Pb2JjU1VRGXpaUlr776qv712rVrefLJJ3nggQfYvHkzQ4YMwcHBodXeB9H1SeItmmz2zBms37iZ7JwcfH19qKyoICwsjP0HDhkdq1aryc8vID4hEQ9PD4qKi5t1reXLlvDD2h85eeo01lZWaLVa3nr3r/zy0YcBqK6u1h+bl5fPnNkz+Nff32P9hk2oVCrGjR3DpAn3sObHDS37poUQzTJ1UDDbzqeRW1qNt4sdlbX1hHg6cTgxx+hYtUZLQXkNl7NL8XC0obiytlnXGhruzasLhtHLz5Wjl3PJL6vhF3f3paZeTUpeGdV1qtb6toToUvyGTSX71DZqinOxdfVGXVOFg3cw+bHGqz60GjW1ZQWUZyZh7eROXUVJs66lVavxjBiJd//xZB7fjLq+9nr1dFDX1VCWFk/uxX0UxB/DOagvqqoy0g5+j5WDayt8p6IzmDNnDuvXryc7OxtfX18qKioIDw9n3759Rsfq+pf5xMfH4+npSVGR8SqKO9FQrfzm/uWtjpPK5uJOyfC+aLLRo0YwddZcfv2rx6mqqiItPYPo6Cg0N23p4+fryxf//ZqExMt4eXkS3S+SstJSovvdKHwSGBjAM089edtr1dXVYWNtg7OzE3NmzeClV98gv6CAg4cOM3BAf/78yuu8/9d3ALC3t2fnrj1cvpzEqJEjGDNqJH99/++YmZnxxC8fa5s3QwjRqOE9vFn84U4euSeC6jo1GUWVRAa6obmpjqe3iz3fHrrM5exSPJ1siQhwo6y6nsjr+3YD+Ls58PikqNte69TVPI4l5XItv5w/zR3MA+N68Y+tFymurCXA3YE31p3hjUXD9cf/d38CMWlFnE7OI9TLmU1nrlFTr2ZgqCf+bjJrIboPjz7DOPL2UnpM+QWq2mqqCjJwCY5Eq73x+9zWzZvUPd9RnpmEjbMnzsF9qa8q1+/dDWDn4U/P6bf/PRswcgaXN3wEZmaE3/dzrm79jODxi7F19cbC2pYBv3ibyrw0sk9tx8JKV6laU19H6MT72+abFx3O6NGjmTJlCk899ZSuf5mWRv/+/ZX9Sz8/vvjiC+Lj4/Hy8iI6OprS0lL69++vPyYwMFA/I34r+fn5rFmzhurqaoYOHcqkSZN49913qaioICQkhN/97nd88MEH+uM//fRTzp07x/Hjx6WyuWgxqWouFNqqqnlTffrZF0RHRTF2zKjbHpeTk4uvr0+Tznny1GmOnzjJ0sWLpKq5EK2gLauaN8V/9ycQEeDGyF63vwfkllbh49K0x0zOpuRzOjmfecPDpaq56FTau6p5UyXv/Arn4Ag8+yoLJtaU5GHr6n2Lr1KqKsggZefXRC370y2PkarmnYcpK39/+umnREdHM3bs2Nsel5OTg6+vb5POefLkSY4dO8YzzzwjVc1Fk8hSc9Fs+w8eYv3Gza12vtRr1/jwXx8D8KvHHvnJpBu4ZdL92ptvU1JSomgbPmwoT//6iRbHKYRomiOJ2fqiZa0hraCc/+y+8ezoz+/u+5NJN9Bo0v3XjecorTJe0j44zIvHJkYatQvR1eTHHiHr1LZWO19lXhpXtnymf519egfqumrC731In3TffExTk+6LX72EvWfgbZNu0bXs379fX/SsNaSmpuqrnf/qV7/6yaQbuGXS/eqrrxr3L4cP55lnnmlpmKIbkaXmokkOHDrMwUOHCQwMJCxUV+jkyNHjnD13jty8fF547ll+//yf6B/dj6WLFvCnV16jX1QUM6ZOISgoEIA169aTmZkJgK2dHY8/8gvFNfbs28+x4ycoKCjkhed+z78//wIfHx/UKhVl5eX8+leP4+TkxLHjJ9iybQe9e/dk+dIlfPLvz0hOSeVny5fpz/WXv32ApaUlVdVVPHD/Uv7+4UcEBga007slRPdz6moesRlFBLg5EOzpCMCJK7lcvFZIflkNz0yL5pUfThEV6M684WG89eNZIgLcuLd/EAHuumXem86kklVcCYCtlSUPju+juMbB+CxOXc2nqKKGZ6b156v9CXi72KFWaymvqeeRCRE42lpx6moeuy5m0MPXmYUjevDl/gSu5ZezaHQP/bn+ue0iFhbmVNepWDSyB//eHUcvXxdmDJZCTqLrKYg7SkHcMew8/LH3DgagMOEkJSkXqSnNp8+cp4n55jVcQiIJHDOXuJVv4xwcge/gydh76n53Zh7fRHVhNgAW1raETf6Z4vy15YW4hvajLD0Bj4iRJK7/J3ZufmSf3s6Ah99VHBMwciYAiT9+iJW9E65hA7CwsaMg/hjlmUkMfPhdQDebnbjuQ6wcXPDoM4yK7GS0GjVOAb3w7j++Pd9C0UaOHj3KhQsXCAoKIiwsDIAjR45w5swZcnNzefHFF3n22WcZMGAAS5cu5cUXXyQ6OpoZM2YQFBQEwJo1a8jI0BXwtLOz4/HHH1dcY8+ePRw9epSCggJefPFFPv30U3x9fVGpVJSVlfHUU0/p+pfHjrF582b69OnD8uXL+fjjj0lOTubBBx/Un+vdd9/V9S+rqvjZz37GBx98QEREBPPnz2+nd0x0ZjLjLZpkw8bNvPTi8/z8Z8v1bSWlJdg7OBCfkIiDgwN9e/eisLAQrVbL4EGDKC4uRq1RN/kaGzdt4blnf8vYMaO5eOkS1dU1VJRXUFtbR3l5BU5OTgCEh4Xh7OREUWERVVVVqFQqgoMCOXzkqP5c+w8dwsPTg/LyCny8vQkMCKCkpLT13hAhhMKeSxn8fsZAlo7ppW8rq6rD3saSyzklONhY0cvXhaKKWrRaGBDiQUllLWqNcQXyW9l+IZ2npvRjZC8f4jKKqalXU1GjolalpqKmHkdbKwBCvJxwtLOiuKKWqjoVKrWGAHcHTiTl6c915HIOHo42VNTU4+Vsh5+r/fV45Okr0fVkndpO3wXPEnLPUn1bfVUpFjb2lGckYWnrgJN/T+rKi0CrxTV8APUVJWib+Dvcvc8wIhf9kcLEU/q22tJCwib/DJvrM9yNHeMaPgB1XQ2qmkpU1RWYW1hRW5pPfXUFAAWxR7GwtsXeK5DKvDRcwwegUdVRX1XWGm+L6AC2bdvGyy+/zM9//nN9W0lJCQ4ODsTHx+v6l337UlBQgFarZciQIRQVFaFWN71/uWHDBv74xz8ybtw4Ll68SHV1NeXl5dTW1lJeXn6jfxkejrOzM4WFhTf6l8HBHDp0o4jw/v378fT0pLy8HB8fHwIDA5sdj+i+ZMZbNMnsWTN4852/EBQUSEiwbrQ8NjaewMAA1Bo1xcXFWFpaUlpaRk5uHpUVFdTV1ZGSeo3QEN0M0oJ5c257jVkzp/PX9/9OQUEhr770IgkJiWg0Guzs7bm5FEFuXh5OTo7ExMaRm5dHSWkp7m5uipve5AkTKC4qpl+/SPLy8nFwsCcxKan13xghBAAT+wXy/uYLBLg7EOShm8GOzyohwM0BjUZLSWUtlubmlFXXkVdWTWWtijq1hrSCCoI9dZ2emUNCb3uNKQOC+Nf2SxRV1PDcrIEkZZeg0Wqxs7bk5nQ5v6waR1sr4jOLyS+rprS6DjcHG0WSPz7Cn+LKOiIC3Cgor8HexpKk7FIqaupb+60RwuT8h00hYe0H2HkGYO+pW4VWlp6AnUcAWq2auooSzCwsqK8qo6YkD1VNJRpVHVV5aThcnyFvmKVujLmFFWbm5nDT72obZw9Sdv2PurLCWx5TX1WKuaU1ZRmJmFtY6CqZa9En/J5Roym6chZ1bRWu4QOpqyjGwtqW8ozLrf0WCROZOnUqb7zxBsHBwYRc7y9eunSJoKAg1Oqb+5el5OTkUNHQv0xJITQ0FIAFCxbc9hqzZ8/mL3/5CwUFBbz22mvEx8ej0WiwN+xf5ubi5ORETEwMubm5lJSU4O7uruxfTp5MUVER0dHR5OXl6QcIyspkMEj8NCmuJhQaKw5x6dwpPD08TBRR6ykoLKTfoGGKNil8IUTzNXafOPzaHNwd26e4Wlsqqqhh7CvrFW1ynxAdWWM/jxPfP4iNs7uJItIpTDxFRXYy6roawu998Ke/4A7VlhWx59m7FG3yM9sxNVqYMy4OT0/TFgJsDQUFBURGKuuEyOdQGJIZb/GTDJNVIYQwZJisCiFMxzARNbWEH/5m6hBEB2WYrArRlckz3kIIIYQQQgghRBuSxFsIIYQQQgghhGhDkngLIYQQQgghhBBtSIqrCQWNRkNhYWGrnrOiooLIyEhqamr0be+88w4PP/zwbb9u6dKl7NmzR//6nnvuYfXq1a0am4eHB+bmMv4kRHO0xX1i165d3H///Yq2EydO6Pd1bUxlZSVRUVFUVVXp2958800ee+yxVo1N7hOiI2uLn8efsmrVKp5++mn965CQEE6d0m0TtmjRIvbv36//u9/+9re88MIL7Rqf/Mx2TG3xWTX8vE2aNIkVK1bc9mu++OILXnzxRf1rW1tb4uLicHR0bNXY5HMoDElxNaFgbm7e6hUYt23bpki6LS0tefjhh3/yOg8//LAi8T5w4ABqtRpfX99WjU8I0TxtcZ/YtGmT4vWoUaMYPnz4bb/Gy8uL+fPn88033+jb1q9fz5/+9KdWjU2Ijqwtfh5/SmpqquL1oEGD9DEMHTpUkQhdvXpVKjsLoPU/q9nZ2Rw8eFDR1pT+5SOPPMJLL72k3yaspqaGw4cP88ADD7RabEI0RoZhRJv79ttvFa+nTJnSpBvv7NmzFaOPGo2GVatWtXp8QgjTKisrY/369Yq25cuXN+lrDY87ffo0CQkJrRWaEKIRFy9eVLzu379/o//f2LFCtJZVq1ah0Wj0rx0dHZk1a9ZPfp2XlxdTpkxRtBn2VYVoC5J4izaVlZWlmLWGpneo7e3tmTdvnqJNboxCdD0//vij0aqYRYsWNelrJ0yYYLQK5rvvvmvV+IQQSs1JvFNTUyktLW2XuET3YtgnnD9/Pvb29k36WsO+6O7du8nOzm612IRojCTeok0ZjkY6OTkxc+bMJn+94Y3xzJkzxMfHt1p8QgjTM+w8TZ06FU9PzyZ9raWlJUuXLjU6n5QvEaJt5ObmkpeXp2gbMGCA/v/79u2LpaXyScZLly61S2yi+4iLi+Ps2bOKtqZO7ADMmjVLVlWKdieJt2hTLRmNBJnNEqKra8mqmFsdn5qaytGjR1scmxDCmOFst729PeHh4frXNjY29O3b97ZfI0RLGfYF/fz8uOeee5r89fb29syfP1/RJqsqRVuTxFu0mdjYWM6dO6doa26H2sLCgmXLlinavvvuO8UsuhCi81q5cqVidrq5q2JAV9gpIiJC0SYdKCHahmESHR0dbVS5WZ7zFm1Jo9EYJd7Lli3DwsKiWecx7JOePXuWuLi4FscnxK1I4i3ajOFN0d/fn7vvvrvZ55HZLCG6LsMEecGCBdjZ2TXrHGZmZkb3idWrV1NXV9fi+IQQSrd7vvtWbZJ4i9Z05MgRrl27pmhr7sQO6Lap9fPzU7TJqkrRliTxFm2itUYjAQYOHEhkZKSiTWazhOj8Ll26xPnz5xVtd9J5AoxWxhQXF7Nt27Y7DU0IcQt3knjHxMTISjXRagz7gFFRUYo6A00lqypFe5PEW7SJw4cPk5aWpmi70w51Y7NZ33//PbW1tXccnxDC9AwH5wICAhg/fvwdnSs0NJRx48Yp2mSATojWVV9fb7QUtymJd3l5udEMpRB3ora2lu+//17Rtnz5cszMzO7ofIb9y2vXrnHkyJE7jk+I25HEW7QJww5vv379Gv3l3FQymyVE19Kaq2IaGHagNm3aRElJyR2fTwihdPnyZaNHOKKjo42O8/f3x93dXdEmy81Fa9i6davRfd2wj9gcAwYMICoqStEmg7airUjiLVpdTU1Nq45GAoSEhHDXXXcp2uTGKETndejQIdLT0xVtd7oqpsHChQuxtrbWv66trWXt2rUtOqcQ4gbD5DkoKAg3Nzej48zMzOQ5b9EmDPt+48ePJzg4+I7PJ6sqRXuSxFu0uq1bt1JaWqpoa8loZAOZzRKi6zDsPEVHR7doVQyAm5sb06dPv+11hBB3rinPd9/q7yTxFi1VXFzM5s2bFW0tHbAF4z5qSUkJW7dubfF5hTAkibdodYYd3bvvvpugoKAWn3fBggWK2ay6ujrWrFnT4vMKIdpXTU0NP/zwg6KtNTpPjZ1n//79RvUmhBB3RhJvYUpr1qxRPOpgbW3NggULWnze4OBgo/oiMmgr2oIk3qJVFRUVtcloJOhms2bMmKFo++abb1rl3EKI9rN582bFqhgzMzOWLl3aKueeNm0arq6uirYVK1a0yrmF6O5akngnJSVRVVXVJnGJ7sGwzzdz5kyj+/2dMuyrbt68meLi4lY5txANJPEWreqHH36gvr5e/9rGxob58+e32vkNb4wHDx6USqlCdDJttSoGwNbWloULFyravvnmG7RabaucX4juqqioiIyMDEXb7RLvqKgoRW0XrVZLbGxsm8UnurbU1FQOHTqkaGutiR1ofFWl4cosIVpKEm/Rqgw71K05GgkymyVEZ1dYWGj07Fxrdp4aO19cXBwXLlxo1WsI0d3ExMQoXltbW9O7d+9bHm9vb0+vXr0UbbLcXNwpw76em5sbU6dObbXzu7q6MnPmTEWbLDcXrU0Sb9FqUlJSOHz4sKKttTvUNjY2LFq0SNEms1lCdB5tvSoGYOzYsUZVbqUDJUTLGCbNUVFRWFpa3vZr5Dlv0Rq0Wq3RMvNFixZhY2PTqtcx7LMeOnSI1NTUVr2G6N4k8RatxnA00t3dvVVHIxsY3hjj4+M5f/58q19HCNH6DBPgWbNm4eLi0qrXMDc35/7771e0rVixArVa3arXEaI7ac7z3bc6RhJvcSfOnTtHQkKCoq21J3YApk6darQ9nqyqFK1JEm/RKrRarVGHetGiRYrnZVrLmDFjCAkJUbTJbJYQHV9ycjJHjhxRtLVF56mx82ZnZ7Nv3742uZYQ3UFrJd6yQk00l2EfLzQ0lNGjR7f6dWRVpWhrkniLVnH27Nl2GY0Emc0SorNqbFXMlClT2uRakZGRDBo0SNEmA3RC3Bm1Ws2lS5cUbXeSeBcVFZGVldWqsYmuTaVSsXLlSkXb/fffj7l526Qwhn3XhIQEzp071ybXEt2PJN6iVbTXaGQDw8Q7JyeHvXv3ttn1hBAt09iqmMWLF7fJqpgGhh2otWvXynZGQtyB5ORko5+dpiTeISEhODk5Kdpkublojr1795KTk6NoM+wDtqbRo0cTGhqqaJNBW9FaJPEWLdbYaOTy5csV24i0tsjISAYPHqxokxujEB3XmTNnSExMVLS11aqYBkuWLFHMilRUVLBx48Y2vaYQXZFhsuzj44O3t/dPfp25uTnR0dG3PZcQt2PYtxsyZAgRERFtdr3GVlWuXLkSlUrVZtcU3Yck3qLF9uzZQ25urqKtLUcjGxh22tetW0dlZWWbX1cI0XyGnaewsDBGjRrVptf09/dn4sSJt41DCPHT7uT57gYDBgy47bmEuJXKykrWrVunaGvrAVuQVZWi7UjiLVrMsCM7dOhQ+vbt2+bXldksIToHU6yKufk6N9u+fTv5+fltfl0hupKWJN5S2VzcqQ0bNigmVMzNzVmyZEmbXzciIoIhQ4Yo2mTQVrQGSbxFi1RUVJhkNBLAz8+PSZMmKdrkxihEx7N7927y8vIUbe2xKgZg7ty52NnZ6V+r1WpWr17dLtcWoqtozcQ7ISGB2traVolLdG2GfbrJkyfj6+vbLteWVZWiLUjiLVpkw4YNioIrFhYW7TIa2cDwxrhjxw6jDr4QwrQMO0/Dhg2jT58+7XJtJycn5syZc9t4hBC3Vl5eTnJysqKtOYl3v379FK9VKpXRLihCGMrNzWXnzp2Ktvaa2AHjVZWVlZVs2LCh3a4vuiZJvEWLNDYa6ePj027Xnzt3Lvb29vrXMpslRMdSUVHBjz/+qGhrz85TY9c7ceIESUlJ7RqDEJ2V4TZiFhYWzSpu5ezsTFhYmKJNlpuLn7J69WrFNrH29vZGg6htydfXl8mTJyvaZNBWtJQk3uKOmXo0EsDR0VFms4TowNavX2+0Kmbx4sXtGsPkyZPx8vJStH333XftGoMQnZVhkty3b19sbGyadQ55zls0l2Ffbu7cuTg6OrZrDIZ92p07dxoVExaiOSTxFnds1apVaDQa/WsHB4d2HY1sYHhjPHnyJJcvX273OIQQxgw7T/fee2+7rooBsLKyMnoE5ttvv0Wr1bZrHEJ0Ri15vvtWXyOJt7idxMRETp06pWhr74kdgDlz5siqStGqJPEWd6yx0UgHB4d2j0Nms4TomHJycti1a5eizRSdp8aue/XqVU6cOGGSWIToTCTxFu3NsA/n7e1tVEy3PTg6OjJ37lxFm6yqFC0hibe4IwkJCZw+fVrRZqoOtaWlJUuXLlW0yWyWEKbX2KqY2bNnmySWYcOG0atXL0WbdKCEuD2tVtsmiXdOTo4UQhWN0mq1RvfmpUuXYmlpaZJ4DPu2p06dIjEx0SSxiM5PEm9xRwxHI318fJg4caKJojG+MSYnJ3P8+HETRSOEAOPEdt68eSZZFQNgZmZmdJ9YtWoV9fX1JolHiM4gLS2NsrIyRdudJN49evRQbOsHEBMT06LYRNd07NgxUlJSFG2mmtgBmDRpktHjUbKqUtwpSbxFszU2Grls2TKTjUYCDB061Gh7IpnNEsJ04uPjOXPmjKLtgQceMFE0Ooadt8LCQnbs2GGiaITo+Axnu93c3AgICGj2eSwsLIy2FZPl5qIxhn23vn37MmTIEBNFI6sqReuSxFs029GjR0lNTVW0mXI0EhqfzVq9ejV1dXUmikiI7s1wRsDX15cJEyaYKBqd8PBwRo8erWiTATohbq2xZeZmZmZ3dC55zlv8lLq6OqPiZcuXL7/jz1xrMexfpqSkcOzYMRNFIzozSbxFsxl2VCMiIhg0aJCJorlh2bJlitcymyWEaWg0GqPEe9myZVhYWJgoohsMO1AbNmwwWkorhNBpjee7b/W1kngLQ9u3b6eoqEjRZti3M4XBgwfTt29fRZsM2oo7IYm3aJaOOhoJutmsMWPGKNrkxihE++uIq2IaLFq0SPFYTE1NDevWrTNhREJ0XG2ZeMfGxqJSqe74fKLrMeyzjR07lrCwMBNFc4OsqhStRRJv0Szbtm2juLhY0dYRRiMbGN4YN27cSGlpqYmiEaJ7Muw8RUZGMnDgQNMEY8DDw4Np06Yp2mSATghj1dXVXL58WdHWksQ7Ojpa8bq2ttbo/KL7Ki0tZePGjYq2jjJgC8Z93aKiIrZv326iaERnJYm3aBbDDuq4ceMIDQ01TTCNWLhwIVZWVvrXMpslRPuqra3l+++/V7R1lFUxDQw7c3v37iUzM9NE0QjRMcXFxSm2AzQzMyMqKuqOz+fh4WFUmE2Wm4sGa9eupba2Vv/aysqKhQsXmjAipbCwMMaOHatok0Fb0VySeIsmKykpYdOmTYq2jjQaCTKbJYSpdfRVMQAzZszA2dlZ/1qr1bJy5UoTRiREx2OYFPfs2bPF2wHKc97iVgz7atOnT8fd3d1E0TROVlWKlpLEWzSZ4WiktbV1hxqNbGB4Y9y3bx8ZGRkmikaI7sWw83TXXXcREhJiomgaZ2dnx4IFCxRtMkAnhNKFCxcUr1uyzPxW55DEWwCkp6ezf/9+RVtHm9gB41WVtbW1rF271oQRic5GEm/RZI2NRrq5uZkomluT2SwhTKMzrIppYBjXhQsXiImJMVE0QnQ8rVlY7VbnkMRbAKxcuVKxL7aLiwvTp083YUSNc3d3N4pLBm1Fc0jiLZokLS2tU4xGAtja2hrNxMuNUYi2t2bNGkWVV2tra6OZ5Y5i/PjxBAYGKtoMt0ATorvSarXtkninp6cbPZoiuh/DPtrChQuxtbU1UTS3Z9j33b9/P+np6SaKRnQ2kniLJjGcMXZ1dTV6lrojMbwxXrx4UUbWhWhjhp2nGTNmdMhVMQDm5uZGz55/9913imJSQnRX2dnZFBYWKtpaI/Hu06ePYqkuICtNurmLFy8afQY66sQO6FZ7uri46F/LqkrRHJJ4i5+k1Wr55ptvFG0deTQSdM+VymyWEO0nLS2NAwcOKNo6cucJjOPLyMjg4MGDJopGiI7DcKDa0dGxVXYwsbKyIjIy8rbXEt2L4YBtUFAQ48aNM1E0P01WVYqWkMRb/KSLFy8SGxuraOvoHWpzc3Puv/9+RZvMZgnRdlasWKF43dFXxYBuX2HDWTzpQAlhnAxHR0djbt46XUZ5zls0UKvVRr877r///lb7rLUVwz5wTEyMfI5Fk3TsT7boEAw7osHBwUZ7GXZEhjfGzMxMoxk5IUTLNbYqZtGiRdjY2JgooqYzvE/88MMP1NTUmCgaITqGtni++1bnkoSl+zpw4ACZmZmKto4+sQMwbtw4goKCFG0yaCuaQhJvcVuddTQSoF+/fgwYMEDRJjdGIVrfhQsXiIuLU7R1hs4TwNKlSzEzM9O/LisrY/PmzSaMSAjTa8/EOyYmRlajdVOGfbKBAwcSFRVlomiarrFVlStWrECtVpsoItFZdPzsSZjU/v37ycrKUrR1lg41GMe6Zs0aqqurTRSNEF2TYecpJCSEMWPGmCia5gkMDOSee+5RtMkAnejO6urqiI+PV7S1ZeJdVVVFcnJyq51fdA7V1dWsWbNG0daZ+5eyqlI0hSTe4rYMO6CDBg0yKozSkclslhBtqzOvimlg2IHaunWrUUVnIbqLhIQEVCqVoi06OrrVzu/j44OXl5eiTZabdz+bNm2ivLxc/9rMzIylS5eaMKLmiYqKYuDAgYo2GbQVP6Xz9IxEu6uqqmLt2rWKts40GgkQEBDAhAkTFG1yYxSi9ezbt4/s7GxFm+ESvI5u3rx5il0a6uvr+eGHH0wYkRCmY5gEh4SEKLZPaikzMzN5zlsY9cUmTpyIv7+/iaK5M7KqUjSXJN7ilgxHI83NzVmyZIkJI7ozjc1mFRQUmCgaIboWw87T4MGDO9WqGAAXFxdmzZqlaJMBOtFdteXz3bc6pyTe3UtBQQHbtm1TtHW2iR0wXlVZXl7Opk2bTBiR6Ogk8Ra31BVGI8F4NkulUslslhCtoCusimlgGPeRI0fkuVPRLUniLdra999/r3icwc7Ojrlz55owojvj7+/PxIkTFW0yaCtuRxJv0aj8/Hy2b9+uaOusHWpnZ2dmz56taJMboxAtt3HjRioqKvSvO+uqGID77rsPDw8PRZvhs+tCdAemSLyvXr2quJeIrs2wDzZ79mycnZ1NFE3LGPaNt23bJqsqxS1J4i0a1VVGIxsY3hiPHj0qs1lCtJBh52nSpEn4+fmZKJqWsba2ZvHixYq2b7/9Fq1Wa6KIhGh/+fn5RjUb2iLxjoyMNCrAeOnSpVa/juh4rl69yrFjxxRtnXViB2Du3LnY2dnpX6tUKr7//nsTRiQ6Mkm8RaMMO9Rz5szBycnJRNG0XGOzWd99952JohGi8+tKq2IaGMafmJjImTNnTBSNEO0vJiZG8drW1paePXu2+nVsbW3p06ePok2Wm3cPhn0vT09P7r33XhNF03KyqlI0hyTewsiVK1c4fvy4oq2zd6itrKyMlsDKbJYQd2716tWo1Wr9a3t7+069KgZg5MiRhIeHK9qkAyW6E8PkNyoqCktLyza5ljzn3f1otVqje+qSJUuwsrIyUUStw7CPfOzYMa5evWqiaERHJom3MGJ4U/Ty8mLy5Mkmiqb1GN4YL1++zKlTp0wUjRCd2zfffKN4PWfOHBwdHU0UTeswMzMzuk+sXLnSaE9jIboqw+R3wIABbXYtSby7n5MnT5KUlKRo6+wTOwD33nsvnp6eijYZtBWNkcRbKHTV0UiAESNG0KNHD0Wb3BiFaL7Lly9z8uRJRVtX6DyB8R7keXl57Nq1y0TRCNG+2qOw2q3OffHiRVmF1sUZ9rl69uzJ8OHDTRRN65FVlaKpJPEWCidOnDBaHtNVOtSNzWatWrWK+vp6E0UkROdk+IxeV1kVA9C7d2+jjqAM0InuQKVSERsbq2hrz8S7tLSU9PT0NrueMK36+npWrVqlaFu+fLliH+zOzLB/eeXKFaMBaiEk8RYKhh3MXr16MWzYMBNF0/oMZ7Py8/NlNkuIZmhsVczSpUvb7DlQUzDsQP3444+Ul5ebKBoh2seVK1eoqalRtEVHR7fZ9YKCgnBxcVG0yXLzrmvnzp1G22wZ9sk6s+HDhxsVIpRBW2FIEm+h19VHI0E3kDBixAhFm9wYhWi648ePG23F11VWxTRYvHgxFhYW+tfV1dWsX7/edAEJ0Q4Mk15/f3+j51Zbk5mZmTzn3Y0Y9rVGjhzZJhXzTUVWVYqmkMRb6O3YsYPCwkJFW1cajWxgeGNcv369zGYJ0USGnafevXszdOhQE0XTNry9vbnvvvsUbTJAJ7q69ny++1bXkMS7ayorKzMavOxqA7Zg3GcuKChg586dJopGdESSeAs9w47lqFGjjIqRdQWNzWb9+OOPJoxIiM6hrq6O1atXK9q62qqYBoadwt27d5OdnW2iaIRoe5J4i7by448/Kh5jsLS0ZNGiRSaMqG307NmTkSNHKtpk0FbcTBJvAehGIzds2KBo64qjkaArBDVlyhRFm+HWSEIIY91lVQzA7NmzFdujaTQaVq5cacKIhGhbHSHxTkxMNHrOXHR+hsnnlClT8PLyMlE0bauxVZVlZWUmikZ0NJJ4CwDWrVvXLUYjGxjeGPfu3UtWVpaJohGic2hsVUx4eLiJomlb9vb2zJs3T9FmWM1diK6itLSUa9euKdrasrBag379+ileazQao8rqonPLyspiz549irauOmALulWVNxcbrampkVWVQk8SbwEYd6inTp3apkVVTG3WrFlGs1mGheWEEDeUlpayceNGRdsDDzxgomjah+EA3dmzZ4mLizNRNEK0nZiYGMVrKysr+vbt2+bXdXR0NHqkzTAW0bmtXLlSsZ+1k5MTs2bNMmFEbcvT09NoVaUsNxcNJPEWZGZmsnfvXkVbV11m3sDe3p758+cr2uTGKMStdbdVMQATJkzA19dX0Saz3qIrMlxmHhERgbW1dbtcW57z7toM+1bz58/H3t7eRNG0D8M+9J49e2RVpQAk8RY0Pho5c+ZME0bUPgxvjOfOnZMlbkLcgmHnadq0aXh4eJgomvZhYWHBsmXLFG3fffcdGo3GRBEJ0TZM8Xz3ra4liXfXcenSJc6fP69o6+oTOwAzZ87EyclJ/1qr1UqNEAFI4i0w7lAvWLAAOzs7E0XTfu655x78/PwUbTKbJYSxjIwM9u3bp2jrDp0nMP4+r127xpEjR0wUjRBtoyMl3hcuXFBMBojOy7BP5e/vz913322aYNqRrKoUtyKJdzcXExPDhQsXFG3dpUMts1lCNI3hqhhnZ2dmzJhhwojaz8CBA4mMjFS0SQdKdCUajcbouWpTJt4FBQXk5ua22/VF29BoNEaJ97JlyxTbuXZlhn3p8+fPc+nSJRNFIzoKSby7OcObYkBAAOPHjzdRNO3P8MaYlpbG4cOHTRSNEB1Td10VA2BmZmZ0n/j++++pra01UURCtK7U1FQqKioUbe2ZeIeHhxs98yvLzTu/Q4cOkZ6ermjrLhM7AHfffTf+/v6KNllVKSTx7sa6+2gkwIABA4iKilK0yWyWEDdcvHjRqBPcnTpPgNHKmJKSErZu3WqiaIRoXYY/356enkZFBduSubm50dZlknh3foZ9qX79+rXrgI6pyapK0RhJvLuxgwcPkpGRoWjrbh3qW81m3Vy9WYjuzHBwLjAwsFutigEICQnhrrvuUrTJAJ3oKhp7vtvMzKxdY5ACa11LTU0NP/zwg6Jt+fLl7f65MjXD/mV6ejqHDh0yUTSiI5DEuxsz7DhGR0d3q9HIBoYjkqWlpTKbJQS3XhVjbt79fnUYdqA2b95McXGxiaIRovWYsrDara4piXfntmXLFkpLSxVthn2t7qB///7069dP0SaDtt1b9+s9CeDWo5HdUXBwsNEMntwYhYADBw6QmZmpaOuu94kFCxYo9jWuq6tjzZo1JoxIiNbRERPvuLg46uvr2z0O0ToM+1B33303QUFBJorGdBpbVfnDDz/IqspuTBLvbmrz5s2UlZXpX5uZmbF06VITRmRahjfGLVu2UFRUZKJohOgYDDtP/fv3N3oWs7twc3MzquQuA3Sis6usrOTKlSuKNlMk3ob3lfr6ehITE9s9DtFyRUVFbNmyRdHWXQdsofFVlYbvj+g+JPHupmQ0Uklms4RQqq6uNvoZ6M6dJzD+/g8ePMi1a9dMFI0QLRcbG6vYKtDc3Nxo+7z24ObmZtQHkeXmndMPP/ygWK1gY2NjtKd1dxIUFGS0d7kM2nZfknh3Q4WFhUbPMHf3DrWrqyszZ85UtMmNUXRnsirG2LRp03Bzc1O0rVixwkTRCNFyhslt7969TbZVoDzn3TUY9p1mzpyJq6uraYLpIGRVpWggiXc3ZDgaaWtr261HIxs88MADiteHDh0iNTXVNMEIYWKGnacJEyYQGBhoomg6BhsbGxYtWqRo++abbxQzhkJ0Jh3h+e5bXVsS784nJSWFw4cPK9oM+1bd0YIFC7CxsdG/rq+vN6qzJLoHSby7IcMO9axZs3BxcTFRNB3H1KlTcXd3V7TJbJbojgoKCmRVzC0Yvg/x8fGcP3/eNMEI0UKSeIvWZNhncnd3Z8qUKSaKpuNwcXFh1qxZijZZVdk9SeLdzSQnJ3PkyBFFm3SodaytrWU2Swh0q2JUKpX+ta2tLfPmzTNhRB3H6NGjCQ0NVbRJB0p0RlqttkMn3pmZmRQWFpooGtFcWq3W6F64ePFiRf2c7sywr3348GFSUlJMFI0wFUm8uxnD0UgPDw/uu+8+E0XT8RjeGBMSEjh37pyJohHCNAw7T7Nnz8bZ2dlE0XQs5ubm3H///Yq2FStWoFarTRSREHcmMzPTaC96UybevXv3NkrSYmJiTBSNaK6zZ8+SkJCgaJOJnRumTJkiqyqFJN7diYxG/jSZzRLdXXJyMkePHlW0SedJyTDxzsnJYe/evSaKRog7Yzjb7ezsTHBwsImiAUtLS6KiohRtsty88zDsK4WFhTFq1CgTRdPxWFtbs3jxYkXbt99+K6squxlJvLuRM2fOGO2LKR1qJTMzM6P3ZOXKlYplt0J0Zd99953itayKMRYREcGQIUMUbTJAJzqbxpaZm5mZmSiaGzHcTBLvzkGlUrFy5UpF2/Lly03+eepoGltVefbsWRNFI0xBEu9uxLBjGB4ezsiRI00UTccls1miu2psVcySJUuwsrIyUUQdl2EHat26dVRWVpooGiGaryM9332rGCTx7hz27NlDbm6uos2wLyVg1KhRhIWFKdpk0LZ7kcS7m5DRyKbr27cvQ4cOVbTJjVF0B6dPn+by5cuKNlkV07glS5Zgbn7jV2hFRQUbN240YURCNE9nSLwvXbok9RM6AcM+0rBhw+jTp4+Joum4ZFWlkMS7m9i9ezd5eXmKNhmNvDWZzRLdkWHnqUePHowYMcJE0XRsvr6+TJ48WdEmA3Sis6itrTUqhNURE+/q6mquXr1qomhEU1RUVLBu3TpFmwzY3pph3zs3N5c9e/aYKBrR3iTx7iYMO4TDhw+nd+/eJoqm41uyZAkWFhb615WVlWzYsMGEEQnRturr62VVTDMZdi537NhhNMApREcUHx9vNJPcr18/E0Vzg7e3Nz4+Poo2WW7esW3YsIGqqir9awsLC6MiYuKGPn36MGzYMEWbDNp2H5J4dwMVFRX8+OOPijYZjbw9Hx8fmc0S3cru3bvJz89XtMmqmNubM2cO9vb2+tdqtZrVq1ebMCIhmsYwmQ0PD8fJyclE0SjJc96di2Hf6N577zUaPBFKja2qrKioMFE0oj1J4t0NrF+/XkYj74DhjXHnzp1GxUOE6CoMO08jRoygV69eJoqmc3B0dGTu3LmKNhmgE51BR3y+u4Ek3p1Hbm4uO3fuVLTJxM5PW7x4sWJVZVVVlayq7CYk8e4GDDuC9913H97e3iaKpvOYM2cODg4O+tcymyW6qvLyclkVc4cM36eTJ08aFagToqORxFu0hlWrVqHRaPSvHRwcmD17tgkj6hx8fHy49957FW0yaNs9SOLdxeXk5LBr1y5Fm3Som8bBwUFms0S3sH79eqqrq/WvZVVM002aNMloINNwL3QhOprOlHinpKRQVlZmomjE7Rj2iebNm6eYsBC3JqsquydJvLs4w9FIR0dHGY1sBsMb46lTp0hMTDRRNEK0DcPO05QpU/Dy8jJRNJ2LpaUlS5cuVbR9++23aLVaE0UkxO3l5uYadfA7UuIdERGhWIYLum3FRMeSkJDA6dOnFW0ysdN0s2fPVgxSaDQaVq1aZcKIRHuQxLuLa2w08uZiQOL2Jk6caFQkRGazRFeSnZ3N7t27FW3SeWoew/crOTmZ48ePmygaIW4vJiZG8dre3p7w8HATRWPMxsaGvn37KtpkuXnHY9gX8vX1ZcKECSaKpvNxcHBg3rx5ijZZVdn1SeLdhcXHx3PmzBlFm3Som0dms0RX19iqmFmzZpkwos5nyJAh9OnTR9EmHSjRURkmsf369TOaYTY1ec67Y9NqtUb3uKVLl2JpaWmiiDonwz756dOnSUhIMFE0oj1I4t2FyWhk6zC8MaakpHDs2DETRSNE6zLsPM2fP19WxTSTmZmZ0X1i9erV1NXVmSgiIW6tIz/f3UAS747t6NGjpKamKtpkYqf5JkyYgK+vr6JNVlV2bZJ4d1Eajcboh3fZsmUdblS7Mxg8eLDRsjeZzRJdQVxcHGfPnlW0SefpzixbtkzxurCwkB07dpgoGiFurbMm3rLSrOMw7ANFREQwaNAgE0XTecmqyu5HEu8uSkYjW4/MZomuynBwzs/Pj3vuucdE0XRu4eHhjBkzRtEmA3Sio1GpVMTGxiraOkPiXV5ezrVr10wUjbhZXV2d0daqy5cvx8zMzEQRdW6G/cvU1FSOHj1qomhEW5PEu4sy7PBFRkYycOBA0wTTBRjOZhUVFbF9+3YTRSNEy8mqmNZn2IHauHEjpaWlJopGCGOXL182GjSOjo42UTS3FhAQgJubm6JNlpt3DNu2baO4uFjRZthHEk03aNAgIiIiFG0yaNt1SeLdBdXW1vL9998r2mQ0smXCwsIYO3asok1ujKIzO3LkiNEMkqyKaZmFCxdiZWWlf11TU8O6detMGJEQSobJa2BgIO7u7iaK5tbMzMzkOe8OyrDvM27cOEJDQ00TTBcgqyq7F0m8u6CtW7fKaGQbaGw2q6SkxDTBCNFC33zzjeJ1VFQUAwYMMFE0XYOHhwfTpk1TtBm+z0KYUmd4vruBJN4dT0lJCZs2bVK0yYBtyxn20YuLi9m6dauJohFtSRLvLshwNPKuu+4iJCTERNF0HYazWbW1taxdu9aEEQlxZ2pqamRVTBsx7ITu37+f9PR0E0UjhJIk3qIl1qxZQ21trf61tbU1CxcuNGFEXUNoaCjjxo1TtMmqyq5JEu8upri4mM2bNyvaZDSydbi7uzN9+nRFm9wYRWe0detWo2ePZVVM65gxYwbOzs7611qtlpUrV5owIiFu6MyJd1JSElVVVSaKRoBxn2f69OlGz+KLO2PYV9+0aZOsquyCJPHuYtasWaN4LsTa2poFCxaYMKKupbHZrLS0NBNFI8SdMew8jR8/nuDgYBNF07XY2toazQDJAJ3oCIqLi41WX3TkxDsqKkqxCkej0RAXF2fCiLq3tLQ0Dhw4oGiTiZ3Ws3DhQqytrfWv6+rqWLNmjQkjEm1BEu8uxrCDN2PGDBmNbEXTp0/HxcVF0SazWaIzKSoqYsuWLYo26Ty1LsP3MyYmRpbJCpOLiYlRvLa2tqZ3794miuanOTg40LNnT0Wb/ByZzooVKxSvXV1djWpaiDvn5uYmqyq7AUm8u5Br165x8OBBRZt0qFtXY7NZ33zzDVqt1kQRCdE8siqm7d11110EBgYq2qQDJUzNMGmNjIxU1C3piOQ5745Bq9UaFYpcuHAhtra2JoqoazLssx84cEBWVXYxknh3ITIa2T4Mb4yxsbHSGRCdhmECOHPmTFxdXU0TTBdlbm7O/fffr2hbsWIFarXaRBEJ0bme724giXfHcOHCBaNl/jKx0/qmTZtm9PvYsG8vOjdJvLuIxkYjFy1ahI2NjYki6rrGjRtHUFCQok1ms0RnkJqayqFDhxRt0nlqG4bva2ZmptHzkUK0p66SeMsKs/Zn2McJDg5m7NixJoqm65JVlV2fJN5dxPnz54mPj1e0SYe6bchsluisDEfO3dzcmDp1qomi6dr69etntC+6DNAJU9FoNEbPeHfGxLuwsJDs7GwTRdM9qdVqo98d999/P+bmkkK0BcO+e1xcHBcuXDBRNKK1yU9NF2HYoQsJCWHMmDEmiqbrM7wxZmVlsX//ftMEI0QTyKqY9md4n1izZg3V1dUmikZ0Z8nJyUZbcXWGxDs0NBRHR0dFmyw3b1/79u0zGuyQiZ22M3bsWKNdRmTQtuuQxLsLkNHI9hcVFcXAgQMVbXJjFB3ZuXPnSEhIULRJ56ltLV26VLEdUnl5OZs2bTJhRKK7MkxWvb298fHxMVE0TWdubk50dLSiTRLv9mXYtxk0aBCRkZEmiqbrk1WVXZtkZl3A3r17ycnJUbQZ/tCK1meYtKxdu9ZoRkGIjsKw8xQaGsro0aNNFE33EBAQwIQJExRtMkAnTKEzPt/dQAqsmU5VVRVr165VtMmAbdszfI+zs7PZt2+fiaIRrUkS7y7AsCM3ePBgGY1sBzKbJToLlUpltN+8rIppH4YdqG3btlFQUGCiaER3JYm3uBMbN26koqJC/9rc3JwlS5aYMKLuITIykkGDBinaZNC2a5BeVydXWVnJunXrFG0yGtk+/P39mThxoqJNboyiI5JVMaYzb948xV63KpWK77//3oQRie6oKyXe8fHx1NXVmSia7sWwTzNx4kT8/f1NFE33IqsquyZJvDs5GY00LcMb4/bt28nPzzdRNEI0zrDzNGTIECIiIkwUTffi7OzM7NmzFW0yQCfaU0VFBVevXlW0dabE2/AZb5VKZVSvQrS+/Px8tm/frmiTiZ32s2TJEsWqtIqKCjZu3GjCiERrkMS7kzPswE2aNAk/Pz8TRdP9zJ07Fzs7O/1rmc0SHY2sijE9w/f72LFjRomQEG3l0qVLitcWFhadauDNxcWF0NBQRZtsr9T2Vq9erSjoZWdnx9y5c00YUfciqyq7Jkm8O7G8vDx27NihaJMOdfuS2SzR0W3YsIHKykr9a1kV0/7uu+8+PDw8FG3fffediaIR3Y3hMvM+ffooHn/oDOQ57/Zn2JeZM2cOTk5OJoqme5JVlV2PJN6dmOFopL29vYxGmoDhjfH48eNcuXLFRNEIoWTYeZo8eTK+vr4miqZ7srKyMhrs+Pbbb9FqtSaKSHQnnfn57gaSeLevpKQkTpw4oWiTiZ32Z7iqUq1Ws3r1ahNGJFpKEu9OrLHRSEdHRxNF033de++9eHp6KtpkNkt0BLm5uezcuVPRJp0n0zB835OSkjh16pSJohHdiSTeorkM+zBeXl5MnjzZRNF0X05OTsyZM0fRJqsqOzdJvDupy5cvc/LkSUWbdKhNQ2azREfV2KoYw1/ion2MGDGCHj16KNqkAyXamlar7ZKJd05ODnl5eSaKpmvTarVG96YlS5ZgZWVlooi6N8O+/YkTJ0hKSjJRNKKlJPHupGQ0smMxvDFeuXLFaGBEiPZm2HmaO3eurIoxETMzM6P7xKpVq6ivrzdRRKI7SE9Pp7S0VNHWGRPvnj17Gj2XHhMTY6JourYTJ04YFX+UiR3TmTx5Ml5eXoo2WVXZeUni3Qk1Nhq5dOlSLC0tTRSRGD58OD179lS0yWyWMKXExESjpczSeTItw73T8/Pz2bVrl4miEd2B4Wy3q6srgYGBJormzllYWNCvXz9Fmyw3bxuGfZdevXoxbNgwE0UjZFVl1yKJdyd0/PhxkpOTFW3SoTYtmc0SHY3hiLi3tzeTJk0yUTQCdB3YESNGKNpkgE60pcaWmZuZmZkompaR57zbXn19PatWrVK0LV++vNN+ZroKw/7l1atXjYrfic5BEu9OyLCj1rt3b4YOHWqiaEQDw9msgoICo8JWQrQHWRXTcRl2oNavX095ebmJohFdXVd4vruBJN5tb8eOHRQWFiraDPs2ov0NGzaMXr16Kdpk0LZzksS7k6mrqzPaSkBGIzuGnj17MnLkSEWb3BiFKRw7doyUlBRFm6yK6RgWL16MhYWF/nV1dTU//vijCSMSXVlXTrxjY2NRqVQmiqZrMuyzjBo1yqgopGh/sqqy65DEu5OR0ciOrbHZrLKyMhNFI7orw85Tnz59GDJkiImiETfz8vJiypQpijYZoBNtoaamhsTEREVbZ068o6OjFa9ra2ulunMrKisrY8OGDYo2GbDtOAz7+oWFhezYscNE0Yg7JYl3J2PYQRs9ejTh4eEmikYYWrRokWI5b01NjcxmiXYlq2I6PsPO7J49e8jKyjJRNKKriouLQ6PR6F+bmZkRFRVlwohaxtPTE39/f0WbLDdvPevWraOmpkb/2tLSkkWLFpkwInGzHj16MGrUKEWbDNp2PpJ4dyKlpaVs3LhR0SajkR2LzGYJU9u+fTtFRUWKtmXLlpkoGtGYWbNmKbZ102g0RgWNhGgpw6S0R48enX47QXnOu+0Y9lWmTp2Kp6eniaIRjTHs82/YsEFWVXYyknh3IjIa2TnIbJYwJcPO05gxY2RVTAdjb2/P/PnzFW0yQCdaW1d6vruBJN5tIzMzk7179yraZGKn42lsVeW6detMGJFoLkm8OxHDjtm0adPw8PAwUTTiVmbOnImTk5P+tVarZeXKlSaMSHQXsiqm8zD8dzl37hyxsbEmikZ0RZJ4i6ZauXKlYl9oJycnZs6cacKIRGM8PT2ZOnWqok0GbTsXSbw7iYyMDPbt26dokw51xySzWcJU1q5dS21trf61lZUVCxcuNGFE4lbuuece/Pz8FG2Ge68Lcae0Wi0XLlxQtHXFxDstLY2SkhLTBNOFGPZRFixYgJ2dnYmiEbdj2Pffu3cvmZmZJopGNJck3p3EihUrFKORzs7OzJgxw4QRidsxvDGeP3+eS5cumSga0V188803iteyKqbjsrCwMHr2/ttvv1UUwxLiTu3YsYOCggJFW1dIvPv06YOVlZWiLSYmxkTRdA0xMTFGgzQysdNxNbaqcsWKFSaMSDSHJN4dXH19PQ899BDPP/+8ol1GIzu2u+++22g2a/jw4XzxxRcmikh0Zenp6QwYMID9+/cr2qXz1LEZ/vukp6cTHBzM+fPnTROQ6BIOHjzI9OnTFW1mZmZGiXhnZG1tTUREhKJNlpvfuc8//5zhw4cr2vz9/Rk/fryJIhI/xc7OjgULFijann/+eR566CHZ17sTkMS7g9u8eTNff/21YrYbkGJJHZyFhQW+vr6Kturqah5//HEqKytNFJXoqt544w2jzqeZmZnRvreiYwkNDcXW1lbRlpmZye9+9zsTRSS6gu3btxutnNBqtbzxxhsmiqh1yXPeraOyspJf/vKXiqK9AL6+vlhYWJgoKtEUhjmARqPh66+/ZsuWLSaKSDSVJN4dXHp6eqPt27Zta+dIRHOUlpZy7tw5o3aNRkN2drYJIhJdWWP3Ca1Wy5o1a0wQjWiq7du3G3V6QffcqhB3ynDQt4HhEu3OyjDx3rx5M4mJiSaKpvPKyspq9NGWs2fPyhZVHdytcoBb5Qyi45DEu4Pz9/dvtN3Ly6udIxHNYW5ujru7e6N/FxAQ0M7RiK7O3t6+0Xa5T3Rs3t7ejbYbzoIL0RzTpk1rtP3ZZ59t50jaxsmTJxWvs7KymDhxIqWlpSaKqHO6VV/E3d0dc3NJDzqyW/1uv1XOIDoO+cnq4BpL3jw9Pfnb3/5mgmhEUzk5OfHxxx8btVtaWsqz+aLVNdZJmjBhAj//+c9NEI1oqlv9G3WVmUlhGj179sTBwUHR9utf/5qxY8eaKKLWU1BQ0Oi+xZmZmaSmprZ/QJ2Yvb29Yk/oBh9//DGOjo4miEg01d/+9jc8PT2N2qWYascniXcHN3LkSMWN0dbWlmPHjtGzZ08TRiWaYsmSJXz22WeKNvl3E23BsNBKZGQkmzdvlgSuE/jiiy+YMmWKou2+++4zUTSiq/jLX/6CmZkZoFua/eGHH5o4otbh4OBwy8FrWU3WfIZ9ks8//5wlS5aYKBrRVL169eLo0aOK1VGWlpZGhfJExyOJdwdnb2/Pli1biIyMZNiwYZw6dUqSt07k0Ucf5auvvqJ3796MHz/eqOq0EK1h8eLFvPbaa4SHhzNv3jzOnj0rKys6CXNzc7Zu3cqvfvUrQkNDefTRR3nnnXdMHZbo5J588knKy8tJS0vjwoULXWbpsJ2dHX/84x+N2oODgxudARS3t3//fsaPH0/v3r356quveOSRR0wdkmiiXr16cerUKYYNG0ZkZCRbt2695WNnouMw0xqWyxZCCCGEEKIDUqvV9O7dm+TkZH3bokWLWL16tQmjEkKInyaJtxBCCCGE6DSSk5MZMWIEBQUF+Pv7Ex8fj7Ozs6nDEkKI25LEWwghhBBCdDpqtVr2nBZCdBqSeAshhBBCCCGEEG2oa1TbEEIIIYQQQgghOihJvIUQQgghhBBCiDYkibcQQgghhBBCCNGGLE0dQEeh0WgoLCw0dRjtxsPDo8vs69lS3e3fvrnks3JDd/usyL/97XW3zwPIZ+J2uuPnoYF8LnS682fgp3T3z4h8NnS6++dAEu/rCgsL8fb2NnUY7SYvLw8vLy9Th9EhdLd/++aSz8oN3e2zIv/2t9fdPg8gn4nb6Y6fhwbyudDpzp+Bn9LdPyPy2dDp7p+D7jvkIIQQQgghhBBCtAOZ8RZCCCGEEK2quy2t9fDwMHUIQogOThJvIYQQQgjRqrrb0tq8vDxThyCE6OAk8b6NQ3+6D3cHG1OH0WJFlbWMe2uHqcPoVDYcOo+bu6epw2h3xUUFzB430NRhdCoHnhmKu4OVqcNosaLKesZ/eNrUYXR6J798GQ8XR1OH0SoKSysY/ovXTR1GpzburwewcnI3dRitqr68iEPPjTd1GJ3Gwecn4O5gbeow2lVRZR13vbvX1GF0eBPeP4h1F7s/3KyuvIi9z95l6jA6FEm8b8PdwYbdsdn0C3SlX6Brm19PpdZgaXHrx+6v5pWz9UImKfkVPDmpD6eSC0nKLSPU05EHxoTrj3vqm5NE+LswLMyDYeHdL3lsDfV1dXz3xce4e3rh4OjEnCU/a/Y5MtNS+cvLfyCsZx8GDBnOhKmzADh36hi+/oH4BQQ163wqlQpLy1v/yBYXFvCfv79DQFAIDzz+NLEXznL2xBHSU67yxzff59vP/4W1tQ3lZWU89ps/6r/uF/PuY9yk+5gye2G3HGxoKXcHKzyud6pWn80hMbeSilo1T40PJsjNFoANF/OY3b/5Mz8qtRZLC7Nb/v2FjHL+sf8az04IpZ+/I9+dyqaoqp6aeg3PTgjhjR3JeDlaE+xmy4x+umImGSU1/O9EFmqtlifGBePRBQYNOhIPF0c8XZ30r7/bfoz4a1mUV9bwu2VTCPHVLUddu+808+8Z2uzzq9RqLC0sbvn3ZxOv8d6323j+wen07xnEih3HKK2oprZexW+W3MsXGw9QXF5Fz0Bv5o4fAsCh85f5fs9JegX58PSiyc2OSdyalZM7Ns63v6+mbPsPZmbmhE559I6uoVGrMLe49e+G0pQLFCeepCo3lYgHXifjwCrqygrR1NfSa8Ef9MedeGsBXgMn4jdyFnYeAXcUizB2MDGPzJIaKmrqeWpSb4Ld7Zv8tS/9GMMbc6MbbdtxKZu7entjZ33r+0Fj1Bot5mZgZtb47xaVWsPfd12mrLqeN+ZGk5Bdxt6EPE6lFPLIXT0orKjlWmEV2SXVvD2/v/7rfv7lCYaFeTChrzeeTp1/0qo9WDu5k3t2N2Vp8di6+eA3fDoOPiEAXPrmVfo98GqTz5W2fxUuof2w8/CnJPUS3tHNT3h/6l6SdXwTyTu+ZOwrP6JRq0ja8C/UtVW4hPYjYNRsAApij5BxZB2Ofj0IGr+o2TF0dZJ4N9GjXx5j2oAAzl0r4sWZ0byz6RKhng5M6ufH9yeu4WpvTWWtiiFh7nx/4hr2NpZ4O9tSVFHLzEGBaDRa9ifkUlmr4slJffB1sQOgtl7N/oRcknLLcLSx4qFxPVhxLIXymnoAvJxsmTc0GIAe3k48Nbkva05dI6+sBidbS2wsLaipVyti9Xa2paJGdcubqvhpG1Z/w1PPv4a9gwMASfGxbF67EpWqniUPPc6Hb7/MgKEjuBx3id6R/UhPucqL7/yD5TPuZtnDT1CYn8uEKTMZNmocix58jL+/+Sc2rVnB5OlzKczPxc7OnkN7tlNbU0N4rz7Y2tlzdP9uqior+PmTv8Pb1x+Autpaju7fRXJSAvaOTix56HHWrfiKyvIyADy8fJg2bzEAbh6ePPDYU+zdthGAqAGDSbh0geKiQszNzUm9cplX3vuEJ5fPVSTxXr5+lJWU3DapF003b4APxdX1XMgs58nv4/nVuCDOpJcxK9qLd3am4O9iw8gwV05dK6W8Vk1+RR0vTwnX/7wWV9WzK6GQ/Io6+ng7MCLUhVVncvTn7x/gyIhQVwAGBDoxJfJGp/7+YX7UqzW8vOUqxdUqbCzMeXxMIA99c0mfeG+NLeChkQGUVtezO7GQxYN92+/N6aYWTRxOUVkl5xKv8ejbX/L0osmciktm3t1DeO3/NhDg5caY/j05fimZ8qpq8orLefPxefrPRFFZJduPXSSvuJyIUD9GRffk2+1H9ecf2CuY0f17ATC4TwjTxwzQ/92lq5m8/cQCXvrPOlRqNeMH9eGjH/YQHR6oP8bW2hIXRztq61Wo1RosbjMALFqXRlWn+P+i+GMUJ52hpjAT/zHzqcy+gqq6grrSfPose1n/mairKCbv7C7qSvNxDOyDW58RZBxYqT+XS1h/3PuOvP7/Ayi7FktdeRGYmRN0z/1oVPXEf/OyIhZbNx9UlSWYmcvvgtY2f0ggxZV1nLhayOcHruLlZENvHydiMktxs7cmr7yGX4wN4+O9V3hjbrQi4U4rqmJ3XA5xmWW8OjuKK3kVbL2YRWxWGSN7ePLJjiu42ltRVaticKg7my9k4WpnxcRIH4aG6mZT1RotR68UcCG9BHNzMx67K5xtMdlkl1YDYGtlwc9GhwJgaWHOH6b05aUfYwDo6+dMXz9nnsuvZHQPD/1n8Perzyu+R29nW8qq6287WCwaZ2ZujpmFJRY2dlzZ/CnmVjYUJ50BIObrl4h+8A1ivn6J3nOeJmnjxzj4hBAwei7Zp7ZSlZeOe59hVOZeo6Y4F89+YylPT8AMM4oun6KuvIi+C//AmY+eIGDMPCqzk+m78MaAW2VOKrnn96CurcJ74ETMLCzIv3hA//e+Q+/DwVs3GOA/ciaFiScBMLewpM+831JVkEH6wR/0x5tb22Jl74xaVYdWo8xPhCTeTebpZMvcIcGcSS0iPquUAcFu+oQ4p7SaZ6dG8uzK0wwJc2dSlB/h3o6cTS1i4bAQNp/PIK2okn4BrpRV15OaX6FPvP+97zI5JdU8MLYHkf4uPxnHsSv5FFXWsWCY7odg+sBA/r33MqkFFYR66pY3vjRbNwL5wvdnGRomxT5aw6E921iw/BeUlhRz4tA+3Dw8eOCxp3j7hd/wwGNP8c6ffgdAcFgPps1dxBt/fAqAU8cOUVZWyqIHH+W7Lz5m2rzFrF/1PwBSkhL54xvvAfD2i7+lb78BVJSVkp6arE+8v/73h+TlZLLwgUfpHdmv2XHPv//naDUaSooKmTR9Dl9+9B51dbWKQZm/fPIVpcVFfPPZv1j28BMtep8ErLuQi721BU+MC+LI1RKmRnpyLKWEoqp6nGwteWikbibp/T2pTOrrQVm1itIaFa52upnnFzclEenryMJBPvg621Beo2rytevVGv66O5UnxwXh4WCFv4sN/z6cjreTcpmjVqtFC0j3qH18v+ckDrY2PL1oMgfPJzJj7EAOX7hMYWkFTva2PDpbt2z3na+3MGVkNKUV1ZRUVOHmpBv4+/0/VxEVHsCye0fi5+lKWWX1HcfSK8iXv/9mKR+u3sWUUbqO/bDIcIZFhrPx0DkOX7zM+EF9W/5NiybJObWV+vJiMDMj98wOihOO03f5a2QfXQdAQcxBvAdNRlVViqqqFCsHVwDivnoRp6AIAu5ahK2bL/VV5be9TtDdy0Cjob6iCEs7Z5LW/JXwGcr7/YAnPqauopjU7Z/Te8FzbfL97v/1ANztO/8qm6Kqeu7+6EKTj197JgN7awvG9PSkXqNh2YgQnvv+Al7ONkyO8iGzuJoTyUX649Uarf7/q+tUaDRgZgbpRdX09HZkWn9/YrN0A/C5pTU8e18ffr/6PIND3RnT05PoQBd2XsrRJ97fn0rj6JVCfj42lEHBbs2emLmcW05PH0fMzMzQarX8Y9dlHhwTqjjmLwsGoNZoeWX9JX5zb+9mnb+7Cxw7H5dQXR+vMieFAY/8lZJk5edLq1FTEH8M/xEzcO89FK1GjaqmCnufYApij+AU0AuX0H5Y2TsDkH1mO/2Wv0LO6R0UXz2PvXcIQWPnE/P1S/pzVuWlcenbV/EbPo3gu5dgaetAWUZik+OuLsohZfv/0XfRjVWU7r2G4N5rCFknt1B0WR5fMySJdxNZmN+4SUX4u7DhbDrlNfVMjPTD18WO/ztwhRAPR/2x5mZmWFmYY24GGq2WWQMDOXQ5D09HG0I8bzz/98y9EajUGg5dzuNoUh6PjO/FslFhjcYQm1nCGxsuMntwEAnZpWQVVxOTUUxOSTX+rvZ8ffgqD47twSd7EimvqScywLVN35OubM6Sn/H5h3/Bzd0DJxdXxk2cyppvv0RVX8eSn/+SK4lxAFjZ6JZTNfwSu5Z8hZVffkpAcCgAw0aN44HHn9Yda6VMfsJ69eHbzz8ivHdf7ps1n+OH9uHh6UVgyI1//0efeQ6VSsWJQ3s5dfQA9z/yJPOWPdRozHW1tfy48msux19i9N2TuZacRGpyEumpycxYsAytVou5hQUzFizDwsKC1V9/xoQpM9n4/Xfk52Zz3+wFrfkWdlvzBvjQz1/3M25leeO+4W5vRUWtiq9PZDEi1IV7ertTWFmPt5O1PukG+HRxJOU1KnYlFmJvZcGUSE8eHRNodB2A1MJqDiQVk5hbSYi7LS9uSsLbyZqDV4tZNtQPczPQAosG+1BYWcfxlFKmRXny3+O6peZPjQ9u0/dC6CyaOJz+PXWPllhb3lgW6uHiSEVVDV9sPMDo6J5MHh5FQWk5vh4u+qQb4Ms/P0xZZTU7jsdgb2vD9DEDeGL+xEavlZyVz94zccRfyyLUz5N+PQL46IfdeLg4Ulldx2cb9lNfr6JXkA8FJeUcuZiEn4crRy4mkZpdwCsPz27bN0MolF45S8QDuufoE1a8jtegSSRv/CfVBZkE3BWC18AJ1JUXYuPqo0+6AQb++lPqq8rJP7cLCxt7fIZOIWzqY41eI/f0dipzkqnKTcV/7HxiPvstNq4+FMQeIujuZaTt/hrvIVPIPPwDtSW5+I2Y1Wbfr7u9VbMeb0kvrmF7QjGPjvJrk3g0Gi3v7E7DwcaC0aHODA/RJS0XsyrYlVhMVZ2aP04MxtqyZatA5g8JpF+AC9V1arbFZPPP3ZeZEOFNTGYpG89nkVlcxW8m9yatqIrvjl8jKffGQEpiTrl+Oblaq8XJ1orvT6Xp/97HxZb/O5RMiIduCbuFuZkuQb7p+ktHhLB4WDAnU4r4ZN8VHhvfg5kD/W8Z71dHUojJLOVMahFDQt1ZfTKNpybqVtW8uzWewoo6jl0tpF+AC/87msri4cH8Z/9VymvqGd1TJnyaK+PwWgrijuI94B4c/MLJOLqeypwUALRqFWn7V1FfVYZnxCiubPqE0mux+A6aRHVBBs4hkaDV4OATSuaxjfgMngSA35ApJG34SD/jnXtut9F17b2DGfH7r/Sz1m69BuMa1h/nwD6NxlkQd5TS1Biu7VtB4Nj5nPjbzwgYPZvC+GO4hEVTGH8cWzdfCuOPUZmXRo/pj7fdm9ZJmWm1Wu1PH9b15efnG1XfjH17Vpd4TqWgvJaoFzcq2rr7BvY3a+zf/mBsBu6ezX9/3v3zszz/5vutFVq7KyrI564oZZInn5UbGvusxLw4Sv+Md2dWWFlH9NvHFG3yb397jX0erq79q+IZ786soKScHvOVM5/ymbi1xj4PEz6N+clnvG9WW5JH3tmdVGRdodf832Np1/EK9dWWFbD3V8rnjhv7XDT2flx8bqhR4n3iWhkHrpRQWafhV2P8eWV7KtMi3DmXWcHE3m58fy6PX47x562d11g0yBuNVkt+RT2ZpbW8fG8o8/8byy9G+JJfUY+HgyU9PO2ortdQWFnPtEhdErg5tpDsMt2yfltLcx4Y5gPApexKEvOqmD/Ai9e2p/LKlFAA3tx5jRcmBbMnqRhHawtGhylXJBZW1tP/r8rZvIaq5obf86U3puDp2Hhf8m/bE3hsfA9c7Dr/KoCbFVTU0u+l7Yq27n7vaOznYcpnl5p1f+hsassK2P6YcrVmd/8cyINcQrSizpx0CyGEMC0bV2+CJiwnYvmrHTLpbgubYwsJdrMlwMWaa8U1eDlYMTvaE41WS6ibDf39HYnydSDE3ZY50Z6cuFbO46P98Xe2Ia2khlB3W2ZHe3K1sJqZUZ5siStiZ0IRU/o2rVp0Y7NP+jkprW6Jd1v5w5S+XS7pFkLcmiw1b4G0wkq2Xczk8Xva5lkWjUbLW5ticLCxZEwvb0b00I2KrTqealTN/P8OXCGloII35w+kTqXhN9+dYsbAQKYNkMqk7SkzLZW92zbql5e3No1Gwz/e+jMODk4MG3MXg0eMAeDQnu3Ex1yguDCf3730Nl9+/AH2Dg6kp1zl+bc+4P3XX8DDy5vA4DDunTmvTWITjUsvrmF7XMEtl4u3lEaj5e2dKTjaWDAqzJURobqZGcOK5x/uu4aDjQUphdW8NbMXX5/IoqSqnnBPe2ZGd9/RZ1O4llPIliPnb7lcvKU0Gg2vfrEBJ3sbxg7ozajongDsOnGJC1fSKSyt4LVH57Jm7ylFxfN/fr+L2rp6UrIK+OS55u/kIO5cVX46uae33XK5eEtpNRoSV7+Npa0D7pGjce8zAjCueH5147+wtHWgKjeVyAffIm3312hUdTiH9MM9YlSbxDYjyoPDyaV4OFgR7GaD+U1TQu72ViTkVnI+swKr60W7RoQ48Z+jWWSV1RLsaktKUTVfncgh2NUGSwszvB2tsDAzw/ymRwRnRDW+/DnSx571MQX8fX86UyPcScyroqRaxexoTz7Yn051vYYXJpnmkZy0oiq2x2Tz2PgebXJ+jUbLW1vicLSxZHRPT0aE33iP9sbn8tWRVP73yAj2xueSmFOOj7MtcwYF8PqmWLycbAh2d7jtcnXRuqry0sg+vZ0e09ruHhG38i0s7RzxjByNR98R+r/LPb+X1F1fMeIP/yP3/F7KMxKxdfUhYPQcYr97HRtXLxy8gvEfObNNYutKJPH+Ccev5Cuqkb+09ry+uvmkKD8uphcTm1HC6xsusnhEKBqtloLyWjKKq3h1Tn/mfLifh8f3JL+8Fg9HG3p6O1Fdp6KwopbpA3Ud8U3nMsgqqQLAzsqCn43V3WRjM0uI8HdhwbAQXll3QZ94G1Yz33I+g5E9PUkpqADg/w4kMXtwkKI4h2g9Z44fVlQg/8tLv2fitDlcOneKuyZNJfbiORJiL/LB6y8wZ/HP0Gg0FBbkkp2Rzu9f/QsPzZmkr3zu7uFFaM/e1FRXUVRYwOTpcwDYuWkduVkZANjY2bHoZ7ptZhJjL9Iroh8zFyzjb688p0+8j+zbxW/+9CbfffEx504dw8LCgpzMdGzt7SktLsLa2oYHf/kbfv2zeZJ4t4ETqSUcSCqmsk7Nr8YF8cqWq0yN8uR8RhkT+3hwMauc2OwK3tyezKLBvmi1WvIr6nRLJaf0YN4X5/nFqAAKKupwd7Cip6c91fVq3VLJKF1SvPlSPtmltQDYWpnzwHBdhyc2p4IIXwfmD/Thta1X9Ym3YcVzc3MzMktqsbPSPSs4JtyVz45kEOnXPWbV2tvRi0nsPRNPZXUtTy+azPOf/MDMsQM5m3CNe0f24/zlNGKuZvDyZ+u4/75RaDRa8orLyMgr4s1fzmfabz/gsTl3k19cjqerIz2DfKiuqaOgtIJZ4wYBsP7AWbIKigGwtbbmFzPHARBzNZOoMH8WTx7Bnz5do0+895yO45VH5vDvdfs4EZtsVPH86UWTWbHjGHcNavz5PtEyRQnHKYg5gLqmkrAZTxD/zcv4DJtG6dVzeA2cRFnKRcquxZK48g0C7lqMVquhrjSf6sJM+i57hRNvzCPkvl9QV5qPtZMHDv49UNdWU1deiO+w6QBkn9hMTVEWABbWtgRP1A2glKXF4hTUl4CxC4j/9lV94m1Y8dzM3ILqgkzMre2oryon7+xO3CJGoW10Xrh1jAhxZsT1Z6sBXp8apvjz/Tm6z+/AAN29al5/5UDhwABHHhqh250hq7SWa0U1PN/EZNnc3Iw/3xvS6N/192/7e+Pxq4UcSMyjslbFExN68tKPl5je349zaSVMivThYnoJsZmlvLEplsXDg3XL7MtrySyu5pVZUcz96AgPjwvT9zF7eDtSXaemsLKW6f11vyM2nc9qtHp5bFYpEX7OLBgaxCsbLukT78ScMsprVPpnxtecziAqwJk6tYbiqjpsLM355d09+dkXJyTxbmWF8cfJu3gAVU0lPWc+waX/vYTf8OmUXDmHz6BJlCRfpPRaLLHfvUHweN09orY0n+qCTKKWv8KR1+YSNuVhakvysXH2wPH6PaK2vBD/4bp7RNbxTVQXZQO6e0ToJN09ovRaLM7BEQSNW8Clb17RJ95lGYmoqsuxv17ZPOPQGpxDo9Co6qirKMbcyoae03/Jib/9TBLvJpCl5j9h4/kMgj0cCHCzJzW/Ql/dXKOFUE9H+ge5ERXoSqinI/OGBnPiagG/nNAbf1c70gorCfNyZO6QYK7mljN7UCCbz2ew41IWU/s3bSa6sSfwpw8M5LnpUag1WlILKjiZXMjhy3lcyigmvaiS3LIa9sfncCgxt5XfDQGwY+NaAoJD8QsIIj01GQ9Pb6bNXYRGoyEoNJyo/oPoG9WfoNBwps1bzJkTh3nwl7/Bxz+AzLQUfeXz1KuXuW/2AnZt/pF9OzYzcWrTCto0VpZh6S9+ydf//pDkpASsrK1Rq9X84bW/UltTg5OLK74BgXz96d/x8m6bAjXd3aZLBQS52RLgasu1omo8Ha2Y099bd59wt6O/vxNRfo6Eutsxd4A3J1JLeXxsEH7ONqQVVxPmYcec/t5cza9mVj9vtsTmsyO+kCkRTXv2qymVOjQaLa9M60GtSoNKraWnlz3vzupFYl5lC7970Zj1B88S4utJoLc7KVn5eLs5s2DCMDRaDWH+XgzsHUx0j0DC/L1YMGEYR2Ou8OuFk/D3cuNadiHh19uTMnKZe/cQNh48x9ZjF5lx01Zht9PYR+LR2Xfz0Zo9XE7Lwdqq8b1/j8cmMyKqbWbYurucE5ux8wrG1jOAqtxUbFy88B81B61Wg71PKM5h/XEOicLeJxT/0XMpTjhB2LRfYuvuT3V+Gg6+ofiPmkNl9lV8R84i5+QW8s7uxGfI1KYFcIsbRdDdy/CIHEN9RRFajZqI5a+iqa9Bo6rF0sGFHjN/Tdbhta34TrSuhgT9aEopF7MqeX1aGPbN3Nu6QWFlPf86mMlLW1M4ca2sNcNs1KYLmQR52Ov6mAVVeDnZMGdwIBqtlhBPB/oHuRIV4EKIpwNzBwdy4moRv7y7J36udqQVVRHq6cCcwYFcya9g1kB/tlzMYkdsDlP7Ne13fWMfif0J+eSW1RCTWUpsZikl1XU8OaEX59OKcbazwt/Vjk/3XcHHufPXQOpoMk9swt47CPub7hGBo3X3CAefEFzD++MSEoWDTwiBY+ZSlHCCntN/iZ27H1V5untE4Og5VGRfwX/ULLJObCHnzA78ht75PSL/wn5qinMpTY2h9FosdZUl9Jr5JMXJ57Gyd8bOw58rmz/FxtWnld+NrklmvH+CYTXym6ubezjaEJ9VyrlrRVhdr3g5oocn/957maySaoI9HEjOr+DLg1cI9nDA0sIcb2dbXdXzm84zc1DjS1CjAlz58Uw672+LY9qAABKySymprKOqTq2oZv7aPF1HLL2oiiB3B16dO4AjSXmUVtW34TvTfRlWIDe3uPEL3s3Dk8vxscScO62vYj5kxFi+/vc/yM3KJCA4TFH53NLSEk9vHywsLDC/aX3drWal+0T1Z+uPq/n0/beYOG02VxLiKC0pwtXNAxtbG4LDejJw6EgO7trGfz54BwBLS0vMzczRamH24uVt+M50XzP7eXLoagmeDlYEu9kp7hPu9lbE51ZyPqNMX+V8RKgL/zmcTnZZLcFudiQXVvPf45kEudtiaWGGl6O10X2iYR9uQ1G+jqy/mMcHe6uZEulJYm4lJdX1+DjZKCqeV9dr+Me+awBU1av578FM6tRaenjZteE7033NuWswB84l4unqRKifl/J3h4sDsclZnElI1Vc5Hx3dk49+2E1WfjEhfh5czczn8/X7CfH1wNLCAh93ZyzMzRX3iTnjBzd67egeAazZe4q//G8LM8YOJD41i+KyStydHbG1siI80JvhkeFczcjTVzy3tLDg/OU0BvQKats3phvzHTGDwtjDWDt76maPbvq3tHZypyI9gZKr5zGz1D3z69Z3BClb/01NURZ2XsFU5qRwbed/sfMKxtzCEhsXb8zMLTC76Tx+I2Y0em3n4Ciyj64nad0H+AybSnlGIvUVxdRXlCgqnmvqqrny498BsHH2xN4nlCvr/4FzSPO3s2yur07moNZo6eVlR5i7LXsulxCXW8lrU0P53fqrDAl0Ij63kggfB1KLanhzehizv7ikL6wW6aubod0cW0hKYQ35FXW8MCmY13deo6+3PZP6uBHgYqM/prFiax4OVjx1VwAnrpWRVlzLiMYnw1vNzAEBHErK1/UxPeyV9wkHa+KzyziXVoy1RUMf051/779Cdkk1we72pBRU8OXhZILd7XV9TCcbzA37mLeYlY7yd+HHs5m8vyORadF+JGSXUVJVz+N36wbe0ouqiApwYdbAAP6xKxEbK4vru/XoKqYvGia7YrS2gBEzyb90CBsXT+x9QjAzv9G/tHb2oCwtnuKr5zC31PUv3fuO4MqWf1NdlI29dzAV2Skk7/gSe+/r9whXb90e4TfdI241K+0SEkXm0R9JXPs+fsOmUZaeQH1Fib4yeVV+Oi4hUQSMnEXij//AwsoGc0srzMzMQasl+K5FbfjOdB1S1fy6tqpq/ue153lz/kAAsoqr+HhPIi/OjMbBpv3GPKSq+e21ZlXzpri58nlOVgb//fgDnnnxDewdHH7iK9ueVDW/vbaqav7yliu8Pl23nDKrtJZPD6Xzwr13PmtzJ6SqefO1ZVXz5z/+nnef1HVkMvOL+efqXbz88Gwc7NpvlkmqmjdPa1Q1v524b14i8oE3AKguzCJlyyf0XvQilrb2rXL+pmrtquYNzmaUc/JaOYGuNvT2suNwcikJeVX8fIQv357O5a3p4fx5SwpvTg/j5a0pvD4tjGfWXeHDeT15YXMyM6M8KKtRsz2hiFGhzuSU1TE9yoNT18rIq6hnXn9PgtxsgVsn3gCX86rYeKmQ390dqEhgb9ZaVc1b6qUfY3hjru7fIqukmk/2XuGF6RHt2sdsjFQ1N9YeVc1jvn6J6Adv3COubPqEiCUvYGlrmv6lVDU3JjPebawh6Qbwd7Nn2oAADiTktqjoWWWtitUnUskuqWZSlB9WFuYcvZJHUk45r8ztj7uDLP/pyBqS7pNHDlBeWsILb31wx+dSqVT85+/vUF5aoj9vzLnTvPvnZ/luywFizp7i5JEDODo7s/jBtinIIVquIekG8HexYWqkJweuFDM18s5/IVfVqVl9Noecslom9Pagt7c9Xx7LxNnWkvmDfHC3l0q6HVlD0g0Q4OXGjLED2XcmnhljB97xOSura1mx4xhZBSXcO6If3u7OvPftNqaPGdCi84r20ZB0A1TlpuIROabFSfeJtxbgNXAifiNnoamvJf/8XqpyU+g5//dYO7q1NORmKalWYWtpTlJ+FVp0tSwA1Br0M8HW11cNcf2PmwurNbi3jxtXC2pwsbPE18mayjoN9WotaSW1+sT7VsXWcsvreGrdFeb39+RsZgVDgzr21oANSTdASkElY3p5tijpVqk1/H3XZcqq63ljbjQZxVV8fSQVtUbLkxN64tFGAwiidTQk3QB2Hv74DZtKfsxB/IY1cal5IzRqFZfX/Z36qjKiH3yDqoIMUnd9jVajpufMJ7Fxln3bm0MS72b678ErqDRaevs6E+blyO7YbGIzS3hz/iCe+e4UQ8M8iMssITLAlZT8Ct5ZOIgZH+zVF1iLCtAVPtp0LoPk/HLyymr406xoXvvxIhH+Lkzu50eAm73+mMaKrjnYWDI41J3P9iVhY2XOwGB3Boe68+HOeMqq6yXxbier/vtvVCoV4b37EhLWk4O7t5EYe5Hn3/yAPz/zKAOGjuBy3CV6R/YjPeUqL77zD5bPuFtfWK1PVH9AV0jtWvIVCvJy+M2f3uS91/5Ir4h+jJ88Db+AIP0xjRVbs7S05Mk/vMS7f34WgIK8HOIuniV60FAA1q/+H4EhYdTV1rb329OtfXU8E5VGSy9ve8I97NmdWEhcdiWvz+jBb9cmMjTYmbicSiJ9HfRVxmf955y+wFqkr66oz+ZL+aQUVpNXXscL94bxxrZk+vo6MKmPOwGutvpjGiu6Zm9tweBAZz4/moGtpTk/XshDrdFSWafG8hazOKLtfL7hAGq1mt7BfvQI9Gbn8RhikjP5y5MLeeKv/2N4ZDiXkjPpFx5AclY+f3tqMfc+/Td9gbV+PXQrUdYfOMvVzDzyisp45ZE5/Pk/a4kM82fKyGgCvd31xzRWdM3BzoYhEWGcXLsXG2sregR4s+y+UZRWVJnmTenGru36Cq1ahWNAL+x9w8k/t5vytFgifvYGMf/5La69hlCeFo9TcIS+wvixV2fpi6s5BUcBumJqVTnJ1Jbm0WfxiySseB3HoAi8B03CziNAf0xjBdcAbN18UFWWYGZuiYNvAOUeCRQlHMPcov0H5ib0Mk70lw3RzUT389M9x/3yfaHAjee6by6sdiuPjGp6bRMfJ2t2/LJ/k49vTf89nIJao6GXj5OufxmXQ1xmGW/MjeY3q84xNMSNuOwyIv2cSSmo5O35/Zn54SF9cbXIhv7l+SxSCirIK6vlxRkRvLYxlgg/ZyZH+hLgZqc/prGCa5YW5vxhSl9e+jEGgC0Xsvn52DBKq+rZFZfLkuGyvLw9pez8Lxq1GqeAXjj6hpFzbjdl1+KIfugNzn36G9x6DaUsLQ7n4Egqc1Po//O3OfTyTH2BNZeQSEBXUK0iJ4Xakjwilr5I7Lev4RwUge/gydh5BuiPaazomrmFJX0X/oGYr18CIPvEFsLu/Tn1laXknt1F8N1LTPDOdF5SXK2Z+ge7Ua/WUFZdT3WdGo1Wi5mZGSkFFXg4WPPY3b2ws7bksbt70dC3vbnAWoNdl7LwcbbD08mWrOJq+ge7UVxV1+RK5AOD3Xl30WDOpRYBsPl8BoHuDoR6SoXi9hLZfzD19XVUlJVRU12NRqPBzMyMtJSruHl48MBjT2FnZ8cDjz2lf77m5sJqDQ7s2oqXjy/unt7kZKUT2X8wpcXFaNTqZsd0aM8OaqqrSLh0gTPHD1OYn8fSn/+Kutpa0lKvttr3Lm6vf4AT9Wot5TVqquvVaK7vBZtaWI27vRWPjA7EzsqcR0YHYn59k9ibC6w12J1QiLeTNZ4OVmSV1hId4EhJVT1N3bBgQKATb8/qxbmMMtQaLSPCXLirpxubL+W3xbctbmNQ72DqVGrKKquprqnT/e4AkjPz8XBx5FfzJ2Bva82v5k/QfyZuLrDWYMfxGHzdXfB0cyIzv4iBvYIpLq9q8u+OwX1CeO/pJZxJSG2D71I0lUtYfzTqeuqrylHXVqHVasDMjKqcVKyc3Amd8igWNnaETnlUv5H0zcXVGuSf24WNqw/Wzp5UF2bhHNaf+opitBpNk+IY8MTHhE77JWl7vgbAd9g0AscvpSo/rfW/6TbQkIB3BQOCXKhTaymrVlFdp0Kjuf57o6ASdwdrHh3fAzsrCx4d30N/j7i5uFqDXXE5eDvb4ulkTVZJNQMCXSmpqkN9h0+WarWgRYsM17Y/l7ABaFV1qKrKUNVVw/X7RGVOKtZO7vSYprtP9Jj2qO5Za1AUWGuQc3YXtq7eWLvo7hOuYQOoqyxBq2l+PxMArVZX6LctN7nvomTGu5lKKuuwtbLgck4ZWrTYXq8Mq9Fosbhe/MLmeqE1s+sfyJsLrDW4L9qfK3nluNpZ4etiS2WtinqVhrTCSv1xtyq6llZYyfoz6RRX1TIhwo+9cTl8ffgqk6L8yCyu0s+Yi7ZVWlKEra0dVy/Ho9VqsbHVjSRrNGosLHQ/WlY2utUHDZ+FmwurNbj7vhmkXrmMi6sr3r7+VFVWUF9fR2Zaqv64220Btuqr/5Bw6QIXTp9g7tIHAcjOSGfIyLFUV1Xy2T/epbSkCD9/KZrUXkqq6rG1MudyXiVare4ZQtAtmbS0aFgy2XCf0H3NzQXWGtwb4cHVgmrdkklna6rq1NSptaQVV99YMnmLomvpxTWsv5hHcVU9E3q7E+5pz8cH0zAzM+OhEbIFTHsrLqvEztqKxGvZut8d1roZRbVGg+X13x3WVrr7RsNn4uYCaw2mju5PUnouro72+Hq4UlldS329imvZBfrjblV07VpOIWv3naaorILJw6MoKClnw8GzVNfWM6hPCAFe7bu0uDurryjGwsqWiszLgBYLa93Ps1ajxux6wc6GAkoNH4ibi6s18B5yL5VZV7FycMXWzRd1TSVaVT3VeWnYe+nu+bcquFZTnEvm4R+oLcnFb8QsCuOOUnr1HFV51+g1//dt9J2LWylu+L2RW44WLXbXa3yotVr9KiXD3xs3F1drcF8/X67mVeBiZ42vs65/WafS6vqX14+73TZgXx1JISazlDOpRUwf4MeXh5NRa7Q8Pal3W3zb4jbqK4oxt7alPPMyWrRYWOv6mbr7hO73heF94uYCaw18h95HRdZVrB1csHXzRVVTiVZVR2V+mv64220FlrLzK0pTYyhKOoPfiOkk7/gSrUZN7zlPt8W33aVJcbXr2qq4GigLrJmCFFe7vfYsrnZzYbWOSIqr3V5bFVcDZYE1U5Dias3XlsXVQFlgzRSkuFrztGdxNVNqq+JqjVl9Lo8oXwf6+bWsONSLm5OZN8ALCzM4llpGUn41L90XYlTr4vNj2ViY6RLcxYO8+NOWFH42zNfo+h2xuFpHIsXVjLVHcTVQFlgzNSmuZkyWmrcDUybdAPcdhQAAodlJREFUomPpyEm3MC1TJt2iYzJl0i06no6QdLeFN3deo16t4d9Hssguq2XV2Tz+uieNfUnF+mNe3pai+POd3Wn8+0gWXx7P1h+TVVrL58ey9f/F5lTq/87SwoyhQU4MCnTiibEBhHvYUV5jvMw2s7SWX4z040pBNVYW5gzpRMXVhAA6TNItGieJtxBCCCGEMIn7+rqzPaGY3PI6vB2tqaxTE+Juy9GUMqNjNRrdbPOV/Crc7C0pqVY1+3pb4goJdLUmxN2WWpUGTVOLZgghRAtJ4t0KVh1P5VJGSYvP8/z3ZzmVUsjZ1CI+2p3AM9+eoqiylq8PX+WTPYn85rtTqNTGBVNKqupY/PFBLmWUkFVcxQP/OdziWMSdWb/qfyRcutDi87z5/NOcP3Wc0uIiPnnvTb75zz8pKSoEYNOaFfz5mUeNvqaqsoJXn/0VX370Hj+u/JqYs6f48qP3+PMzj1JSVEjshbO88rtftTg2cWdWn83hUlbFTx/4E17YmMTptFKSC6r44mgGf9qURHFVPe/tSeVfB9LYcDHP6GtUai3v7Unl5S26YitZpbU8+M2lFsci7sx3249x8Up6i8/z7IcrORmbzJmEVP6xaidP/PV/FJVWsO9MPNN/9wEljVQrV6nVvPP1Zp7/+HsA0nOLePWL9bz0n3UUllZw7vI1nnr/2xbHJu5MxoHVlKW2/Gcz9r8vUJykWwpdcvU8x15t/PlNrVZLwoo3SNn2GaqaSuK/eZmkte9RnHiS6sIszrz/YItj+SnDgp1YdTaXMeEuVNdryCytxdzMDM1NT0L6OFqz4kwuSQXVeDhY0dfHnvIaNRG+N55t9nex4dFRfvr/onyNl6fvSyrmm1O5FFSqyCyt5Ytj2RRU1uv/PsDFhs+OZtHT065tv+lmWnUyjUuZpS0+z/NrLnA6tYiL6SW8uzWeV9ZforDCeNeT745f46H/OwFAvVrDH74/3yrXF60nbf8qSlvhXnHhy+cpunyaipwUzn7yNNmntjV6XPz3fyF5+//pKq2r6jn/+R9a5frdjRRXa6LX11/khZn9+Hx/EnOHBLMvPoe0wkqGh994NqPhWe6GP9/aGIObgzXWluY8Mr4XAFnFVWw6n6H/mrG9vIkKdAV02zgMC9MVx7l5ezA7Kwvis0oxMzPTF+FpoNZo+frwVX0hNn83e0Kksnmbev/1F3j6hdf59vN/MW3uYo7s20VmWiqDho/SH9PwLHfDn/946yVc3Nywtrbh/keeBCAnK4Ndm9bpv2bY2Lvpe32LMUtLKwYOG8mK//sEtUpFVWUlFpaWnD52CG8fPxydnI3isrCwpKS4CDNzc/oNGkb0YN1/n3/4V8rLSokaMBg7eym815be2H6V5yeH8cXRTOb092Z/UhHpxTUMC3HRH9PwLHfDn+/sTMbVzgprS3MeHnV9W4/SWrbcVHl8dLgrUX66n2srCzOGBuvOl5hbxfHUUqwszPBwsKK8RkW92nj2xtLCjN9PDNUn3v4uNoTcVMRNtL6X/rOOlx+ezafr9rLgnmHsOR3HtZwCRkb10B/T8Ax3w5+vfbEeN2cHbKwseXzuPQBk5hez4eBZ/deMG9iH6Otbi1lZWjA8KhyAIX1DeX/Fdkorq7lnSATHLzW+i4GlhQUvPDhDn3hvPHSOR2ePp6S8iu3HYrh/yigcbE+0yXsidBJWvEHvRc+TuuML/EfNIf/ifqrz03DrPUx/TMPz3A1/Jq5+GytHN8wtrQm972EAqguzyDm5Wf81HpFjcA7RbTNmZmmJW6+h1JbkUZZyAZceAxuNJX3ft/gMuY+S5PNUZl/BMaA33kPuI3Hlm/T/5YfYebfP9lHfPRCp//+GLcPgxnOgDc9YN2wv9ocJzYurh4cdJ6+VcU8vN+65aduyhQO98Ha6UaPj0Zu2HqtTacgqrWVUqPHv27bw+sZYXpgewecHk5k7KIB9iXmkF1YxLMxdf0zDM90Nf769JQ5Xe2usLcx55C7dvSCrpJrNF7L0XzOmp6d+K1srC3OGhrrz6b4rLBoWxMWM0ka3Cbt/ZAgJ2WX6rxkS6o5of7HfvU7E4hdI3vY5AWPmkndhH1V56bj3uXGvaHimu+HPuJVvY+3oirmVNeFTHgF094qsEzfuFZ5RY3C5fq8wt7DCvbduC9rg8YuprzJeaQJQW1pAxKI/cuydpYTd+3Pcew1pq2+7S5MZ7yaa2t+fbRczyS2twft6lcgQTweOJBnPLqk1WgrKa0nKLcPdwYaSyrpmX+/m7cEyS6p5d9FgQj0dyCquorruxnNJMRnFVNepOXw5j4OJubc5o2gtE6bOYu+2jRTk5uDp7UtVZQWBIWGcPHLA6FiNWk1RQT7JSQm4uXtSWlLcyBlvTa1SMWTUWEaNn8jOTes4eeQAl+NiSLh0gYxrKdRU39h6qqggj4nTZvOndz5kz9YNAOza/CP+gcEEhYa37JsWTTIlwpPtcYXkldfh7aRbMhnsbseR5BKjY9UaLYWVdSTlVeHuYEVJVb3xCX/C1ChPlgz2Ja24hp+PDODpu0OIySqnXq2huv4OtwkRrWLG2AFsPnKe3MJSfNydqayuIdTPk4PnLxsdq9ZoKSgp53JaDh7OjhSXVzZyxtvbcPAswT7uhPkbF62prr397yDt9a1hZGeY9uEzdAq5Z7ZTW5yLjas36ppK7L1DKIw7anywRkNtWQGVWUlYO7pTX1HSrGvlX9iLuq6astRLFCUcR11fq99qTF1XQ0V6Avkx+ylOOIZjYF/qq8vJPPQDVg4utz9xKziaUsr2+KJWO196cQ2fH8tu9O8eHO7L8BDjBPrmpPtm7+9Lp7pew2/vDiLYrX0GKadG+7EtJpvcMl0/s6pWRbCHPUeuFBgdq9ZoKaioJSm3HHcHa0qqmtfPXDA0iI3nMzl3rRhrC3NqVWpZct8B+Q2dSvbpbdSU5GLr6o2qpgp7n2AKYo8YHavVqKktK6A8KwlrJ3fqmnmvMHTzvQJ0yXrSxo+wsJEJnJaQGe8mGhbuyZJPDvLwXb2orlORWVxFpL+LcimUsy3fHk0mKacMTycbIvxdKKupJzLAVX+Mv5s9j99z+y0ZDLcHs7Oy4L2tsWSXVuPhaMNbm2J4fd5AQLef98Bgd1YdT6VfoOttzytax6Bho3h8yQyWPfwENdVVZGem0zsyGs1NNygvHz/WfPslyUkJuHt60TuiH+VlpfSOvFEIxdc/kAcev/1WDJNnzuPLf70HZmYs/cUvCevZB4DM9GsEhoTx15f/wHOv/w0AWzt7juzbReqVywwcNorDe3ew+uvPGD9pKtmZ6fgFyHZibW1YiAvLvrrIL0YGUF2vJrO0lkhfS8V9wtvJmu9OZZOUX4WHgzV9fR0or1ER6XtjpYq/iw2Pjml8O8EGR5NLOJdRRlpRDc9ODGVjTB4p1wsCWVmY89aOK7w67UbBtq9PZHEpq4IzaWUMCW6fGZzubERUD+Y9/y8en3M3VbV1pOcV0y88AI32xn3Cx92Fr7ccJjEtG09XJyLDAiirrCYq/Ma/fYCXG0/Mn3jba+0+GcuXmw5x38h+ZOQVUVhayan4FKw3HuTZZVN44/828vYTC/THf7HxABevZHAqLplZ4wbx2foDqDUanl16X+u/EcKIW+9hnPrLUkLufRh1bTU1hZk4BUfo9ui9zsbVh/R931GRmYSNsyeOQRGoqst0x11n5+FP2NTHbnutwPFLAKguzMS970iubvqIwHGLsHH1xsLalsgH36IqP53c09uwsNJV3tbU1xJ4z/1t8J3D6bRy4nIr8XexIchVd71TaWVczKokv6Kep+8K4LUd14j0sWdOtCfv7kmjr7c9k/q4EeCiO35zbCHZZbpE09bSnAeG+SiucSi5lNNp5RRX1fPUXQH871QuXo5WqDVaymvV/GKEH442FpxOL2d3YjE9PO2Y39+Tr07mcK24loUDbwxefXQoE0tzM6rr1SwY4MVnx7Lp6WnH9MjWnwEeFubO0v8c4xdjw6iuU5FRXE2kvzM358PezrZ8d/waSbnleDra0NfPmfLqeiL9b9zT/V3teGx8j0aucEO9WoO1pQWOtlqmRPvy2YFkFg8LwttZN8iw81IOMZmlbDqfddutx0Tbcu8zTDfDfN8vUNVWU12QgXNIpOJeYevqzbW931F+/V7hHNSX+qpynINvrCKx8/Cnx7Tb3ytqywrIOrEZdV0NruEDyDi8lqDxi7F11VViNwMwMyPoLin62RKyndh1bbmdWFN9degqEf4ujOhx+60F8q6PhjYmo6iKrw5f5c+zbiR4sp3Y7bXndmJNteqr/9A7oh+DR4y57XEFebpZ96aIOXuK86eP88BjT93yGNlO7Pbacjuxpvr6RBZ9fRwYEXr7GamGWffGZJTU8L8TWbx4342VELKdWPO19XZiP+WLjQeICgtgVPTtK+LnFpXi4960GcwzCamcjE3mV/MnyHZizdTW24k1x7XdX+MU1Bf3PiMU7bUledi4et/iq5SqCzJI2/01fZb8SXmOFmwntnyIN3+ZpUsKj6aUUlajxtLCjPzyOvYklfDFkj58fiybilo1Px/hy7a4QvIq6pnX35Og6zPPt0q804tr2J5QTFpxDS/dG8LOxGKcbS04dLUUd3tLzMzMKK6q54XJIbr4Kur4/lw+VhZm3D/Eh+/O6FYNWpqbUVyt4pGRfjyx5jKz+nlyOa+K308I4r8ncqhXa1ky2JvB750xeg+gfbcTa66vjqQQ4efMiHAPRfvt+pV1Kg3/2pPEgqGBhHg0bVs32U7MWHttJ9ZcKTu/wjk4Ao++yntFTUmePuk2pFHVkbThXwSOW4CDd8gtzy3biRmTpeZNdCQpj60XMlvtfGmFlfxnn3LJ4UPjevxk0g0Y3Rz/tjWW0uvLjALd7RVJt2gbJ48c0C/nbg2Zaal8859/6l/7+PoT2X/wbY8BfjLpfvfPz+r/P3rwsNsm3aLljiaXsC3OeFngnUovruHzIxmKtgdH+P9k0g3GSyjf25NK6fUKwIGutoqkW7SdQ+cvs/nw+VY737WcQj5ZuweAR2aN/8mkG7hl0v3O15uNCrAN6RvKr+ZPaHmgwkjh/7N33+FxVOfbgB9pV6vee69WdcFgYzC9YzoYCJBCAmkkgQD5fhBCQkISQklCTQIECC0hhITeDZhiY2NswE2997q99++PtWTN7kpW2dnZXT33dfkCHY12jo7emTnv7px3mrZhdJf/wkULYRrvR/fbf5/6evSLd+G0eZYflZ56JTJq1vlsM5eku+nZXwEA4rOKfJLuxTp5WTru+2gAL+w+uEyvddSEuJhoOF1uaMwOyKMBvdWBcYMNRpsLdqcbfZqDBcDOacicKqDm/Wk3AJxem4G/bh3C5706rCpIQl6KAnJZNJJiZUif9tzucYMdibEydCktGDfaobM4ER0VhellMo6rSIPG7EBtbiKURgcSYmQYM9hgsAZuKc+nHRN4e5//W+QXok9lwt8/9l/j4dvHlPsk3YDvvHLSH99pgdnuxM/OqJlz0k2LM9H46YwFzhbCNNaHzrcOngOGdx08TwBA+enfRnxGvmAbADMm3QAQLVfAZtDMmnSTf7zVfBY7uybQNKRFQXo8Sg6ccD7vmsCePjXG9Rb89PQ6/OblPWgoTMOFRxTjD6/vR11BKk5bno/CdM8aiNe/GsCQxjOxiY+R4VvHCm//+aR1FLu6lVAarPjp6XV4emsnclLi4HC6obfY8d0TqpAUF4Od3Uq8t38IVTnJuHhtKf6xpQO9E0Z8bV3Z1Gs9uKkFclkUzDYnLjmyFI982Ibq3BScvaowOAMW4XZu+wS7tm9BXkERCkvKAABffr4NTXu+hHJ8DN/76c34429uQk3DSpx14dfwwB9+hWV1y3HCaWdN3ea96fWXMDrkSaRi4+Nx6be+J3h9lXICdSsOQ3tLI444+jg8/uA9yMkvwIfvvI5f3vWgYJvTz70IAPD3++9GckoK6lcejrj4BHzx2RZ0tbfgl3d5knTVxDj+fv9dSElLx2Frj0JfVwccDgcqqmux/oRTgziCkWlnrxZNI0YUpMZNrQX8vFeLvYN6TBjsuO7EEtz+Vifq85Nwwcoc3LWpG7V5iTi1JgOFaQc+wdk/jmGtZ2IZFxONbx4pvLVvS6cau3p1UJk8r/f0jiHkJCngcLlhsDpw1dGFSIqVY1efFu+3qFCZHY+Nq3Lx5I4h9KnMuGT1wTdoHvq4b+rWyUtW5+HRTwewLDsBZzf4TsZoYbbuacOne9pRmJOO0jzPm6mf7e/E7rZejKn1+NkVZ+LWR17E8spCXHzyWvz2iVdRX16AM49agaIczy2sr3z8JYYmPDUh4hQKXHXucYJ9fPRlCz5v7IJSa8DPrjgTT7z+CXIyUuB0uqAzmvGDC09CckIcPm/swjuf7cOy4lx87dQj8dirH6NneAKXn37U1Gvd++93IZdFw2yx4bLTj8Jf//c+qkvycP5xq4M0YpFL3bYT+r5mxGcWID7bU8BK3fo5tN17YdONo+K8n6LlX79BcmkDCo6+AG0v3Imk4jrkrD4V8Zmea/fwjjdgUXmKZckUcSg55VtTr69q3ga7Xonk0hUwDLR4bid/7SHEpedh7It3Uf+duwTb5K87BwDQ+eoDkMenIKV8JWSx8VC3fAbDYDsavnMnAM8nVZ2vPoCYhDSkV6+BcaQbbqcDSYXLkHygKNNCVGTFYU2J8I6QtQe+Pr4yDU6XG+ctP/gBxIUrD/6/0jh7HYwEhQwXHdi+PtczB3O43LhghfADjcnXyU1W4NyGTJx74Nz3nXXCN7IdLrfgtnMAOHd5JoBMqBZQk2O6bR0T2N6pREFa3LT5pRJ7BzQY11tx3anVuP3VRtQXpuDCw4vwhzebUJefgtPq81CY7qm4/vruIQxrPQlUXIwM31pfJtjHlrZx7OxRQWWw4aenLcNTn/YgJznWc92wOHD1ceVIiovBrh4V3mscQWVOEi4+ohj/2NqNPqURl04ruPbQ+22QyaI988u1xXj0ow4sy03GlevLEMXiEIs20bQNyubtiMssQOKB84Sy9XNouvbCqh1H9QXXofGftyOlpB5Fx1yIpuf/gJTiOuQdfhrisw4UZf3sdZhVnjdwZIo4lJ36LcHrW3VKpJUth66/BVl1R6HtlQcRn5GP4V3vYNVVdwm2KTjK8xSEtpcfgDwhGWkVqyBTxEPZvB36oXasuuouAJ7zRNvLDyAmMRUZ1WthHOmCy+lEcuEy5Kw8IZhDGDaYeM/ig+YR/OkyT9W+ySJqWpMdCbFytLfrkRgrR1VuMlRGK9wAVpakY0xngXMeBSre2TeE31ywCu/uG0LzkBYWuxMGiwPRUYDB6kBSnOfd2dLMRCTHxUBltMFsd8LhdKMwPQGfdR6sfLytYwwXHF6CVr0W2clxKEiLh9pkm1d/aGab334NN//uTwAwVUhNr9UgPiERXe0tSEhMREVVDTQqJdxuN+pXHo6JsVG4nHN7Z/ywI4/Gt6+5AX/89U1ISvF8QqWcGMNPbv419n6x02ebycS74bDD0da0DyajAU6XE/KYGCjHx2A06AF4EvrYuHgUFJVgsLcH9SsPxxc7tsKg81+5kuZnc5sa91zgqduw7UARNZ3ZgQSFDO3jWiQoZKjKToDKaIcbbqwoTMK43ob5HJbvNitx25kV2NSiRNOIARa7Cwab88B5womkWM+pvDQjHklxMqhNDpjtLjhdbhSmxWFH78HHwGzv1uD8lTloHbUhKykG+SkKaEx2+CmGTgv05qd7cOePLgHg+cQbALQGExLiYtHa147E+FhUl+RCpTXC7XbjsGUlGFXr5nWufmvbHvz+Bxvx1ra92N81CLPVDoPJguioaBjMViQneN7UKcvPQnJCHFQ6I0xWGxxOF4pyMrB9X8fUa23d04aNJ65Bs3oIOenJKMhKh1pvgtPl+/hKmp+JPZux/GpPHY7J4ml2kw6yuAQYmtshj0tAYkEV7HolADdSylfCqhkTFDWaTXr1kSg/64do+ddvIE/wrPO1aSdQffFN0HR+5bPNZOKdUr4K+v5mOK1GwOVElEwOq3YcDrPnkYeq5u2QxcQhPqsIpvE+pJavhKp1B+wm/aLG48S/LP5xm5HgnX3D+O2FnrsTJ4unac12JCjkaB9VHphfJkFltMHtdmNVURrG9BY457E69J39w/j1ecvx7v4RNA3pPPNLqwPRUVFe88sEJMXFQG20w2x3eq4b6Qn4rFM59VrbOpU4f3UhWvV6ZCfFIj81HpoD80u5jIn3Yg3vfAcrrvwtAEwVTrMbtZDHJkA52A55XCKSCqpg06vgdruRVr4KFu0Y3K65zS8zatai6uxrsP/Z3yAmwfNGl02nRN2lN0Pd8aXPNpOJd1rFKuj6muCwGOF2OREtj4FVMw77gfPERNM2yBRxSMgqgmmsD6nlq6Bq+QyOGSqjExPvWZ1Sl4d732lCYXoCijI87562DGtRkJ4Ap9sNjckGeXQ0dGY7xnQWGK0O2B0u9CmNU+9gTj7mayZnrijAX95vgdJgxU1nNaBtRAeX2414hRzTT6/jeguSYuVoHtZiXGeBzmxHWqJCMFE7oSYXGpMNdfmpmDBYPCfwER0MVkfAx2YpOnnDeXjk3j8gv7AY+UWedyQ7WpqQV1AEl9MJrUYNmVwOvU6LibERmIwG2O02DPb1TH1CPpks+xMjj0F0dDSml13IyMzGC888BrVyfMZt9FotFIpYdLQ2QS6XIyU1HW63G84DCf/a9cdj75efw2wyomHVEdBqVIiLi0dnW3Ogh2hJOrk6Hfdt7kVhWiyKDnyC3TLmKR7kuXXSDll0FHRWB8b1NphsTticbvSpzVNrFs9ZPvt6pzPqMvHXT/qhMtnx/04pQ/uYCW43EB8TjenzsHGDDUkKGVpGjRg32KA1O5CeIBdUqz2+Kh0akx11eYlQGuyeNwjGTDBYeJ4IlLOPWYV7nn0LRTnpKM71fJrW1D2Eopx0uFwuqPVGyGUyaI1mjKl0MJqtsNsd6B2eQGmeZ/sLTjh8tl3grPWrcP/zm6DUGnDLt89BW9+w59oRq4B72tVjTK1DUkIcmroHMabWQ2swIT05UZBUn3R4HdR6IxrKCzGu0SMxToHWvhHoTRYRRmdpyVp1MjpevhdxmUWIz/LMB/QDLYjPKIDb5YLdqEG0TA6rSQ+rZgxOixFuhx3msT4kZHvulJpMlv2JkskRFR0t+JsrUjLR98EzsOmUM27jMOkQLVfAMNCKqGj5gSrm7qmJfEbd0dB2fAmn1YTUilWwG9SQxcTBMNiGjLqjQItz5op83LupFYVp8QfnlyN6FKbFT80vZdFRnvml3gqj1QGbw+2ZXx7Y/lBFz85cno+/bG6HymDD/22oRfuoHi635+5L4fzSemB+qcO43gqt2Y70hBhBUdDjq7MPzC+TMWGwIiFWhvZRM3QWBzKCWOMkUuWvPROtL96L+KxCJEyeJ/pbEJ9ZCLfLCZtBg6hoGewmHazaMU8i7LDBON6HhAOP/JtMlv2JlsUgKjoamH6eSM5Ez/vPwHrgPOFvG7tJi+gYBfT9rYiSyaBITPN848B5Iqt+PdTtX8JhNSGt4jDYDWpEK+KgH/R9egd5sLjaAf6KHmy59QxkJIZGQYzFUBmtOO6OdwVtS724wXT+/vavbtmN9AxpC14AwO6d29Hb1QGL2YyvfXv2ipSBoFZN4PzjDhO0MVYO8hcrH/90DTISY2b4ifChMtpxwgO7BG3828/OXzx8/o/bkJmaNMNPhBel1oAjr/qtoI0xMTN/8XDcPR8jJjm4z0BWt+2EaaQbTpsZJadeGfDXt+tV2HKT8DbSuRZXi2QzFVf75OcnL7nkVGW04fi7Ngvalvq5w2/xxT9/AkWQzw+TVK07YRjpgtNmQflpgT9PAIBNr8Lmnx0vaFvqccDE+4CleIFYyoE/3VL7288XY+WgpRYr/NvPbqnFA8CYmM1SjIdJTLxnTrzJY6mfO5ba8TCTpR4HvNWciIiIiAIqMzNzKhldCjIzM6FUKg+9IREtWUy8iYiIiCigoqOjl/QnW0RE3vgcbyIiIiIiIiIRcY33AS6XS9RbhHQ6HaqqqgRtH374IRoaGvDaa6/hu9/97lR7Tk4O9u/fL1pfAM8tUdHRfN8FEP9vP5N9+/bhlFNOEbR1dXUhKSkJDzzwAO64446p9nXr1uH1118PdhcBMFamEztWXn31VXzvewef7Z6bm4t9+/YBAH7605/i3//+99T3Lr/8cjzwwAOi9QXg3/5QgnHuuO+++3DnnXdOfX3UUUfhtddeAwCce+652LFjx9T3fvGLX+D6668XtT+MiZkF61py3XXX4fnnn5/6+oorrsD9998PAFi+fLng9u7HH38c5513nuh9Ylx4SDWfOOecc/D5559Pff3LX/4S1113HQwGAyoqKgTbfvDBB1ixYkWwu7jkYyTYsdHQ0IDx8YOPHH7iiSdw7rnnYv/+/Tj55JMF23Z2diI5OTko/VrqccBbzQ8Q+5aotjZhaX25XI7169dDoVDguOOOE3xvbGwMbrebRRiCRKrb4fr7+wVfV1ZWory8HACwfv16wfeam5uRlZWFqCg+L1NKYsdKT0+P4OvVq1dP7W/dunWCxLutrY23cUosGOeOzs5Owddr1qyZ2ueaNWsEiXdnZydjQkLBupZ4zyfWrVs3td/Vq1fj3XcPPsWkp6eHMRFEUswn3G43mpuFjwddv349srOzkZ2djYqKCnR1dU19b2BgwCfxIvEFMzZGR0cFSTcAHHfcccjOzsb69eshl8vhcBx8hOjIyIjPGzQkjqX7lkOQ7d27V/B1XV0dFArP4yUqKysRHx8v+P7kp1wUubxjYuXKlX7/H/DcMdHX1xeUfpF05hMTjY2NggsnRab5xIT3thR5HA4HGhsbBW2MiaWtt7cXer1e0MaYWNq8c4iEhISpxDo2Nha1tbWC7zMmgoeJd5DMNnmSyWRYvnz5rNtT5JktJgoLC5Genj7r9hR5ZosJ71sDLRYLOjo6gtIvkobZbPb5dHO2CXVrayssFktQ+kbSaG9vh9VqFbRNPzcwyVp6vP/GGRkZKCgomPqaMbH0eP+Nly9fDplMNvU1Y0I6TLyDZM+ePYKvvYPe+2vv7SmyuN3uWWMiKiqKJ8YlRqPRoLe3V9A2PQaysrIEkymA54lI19TUBJfLNfV1VFQUGhoapr72fsPW5XKhqakpaP2j4PM+5gsLC5GZmTn1tfd1o6enB1qtNih9I2n4e8N2+rI0zi+XHuYcoYuJdxC4XC6f2z4OdRAwyYps/tbfMCaWNu9zRExMDGpqagRtjImlxfvvW1lZiaSkpKmvk5KSUFlZOevPUGSZ7a4YAKitrYVcLizfw6Vrke1QMeH99djYGEZHR0XvF0lnvjGxb98+wZu8JB4m3kHQ09MDg8EgaDvUQcD1m5HN+6Q4ff3NJCZZS8tsdSAmMSaWlkNNnvy1MSYi26FiQqFQoK6ubtafochyqJioqKhAQkLCrD9DkcNut/vc+XSonEOv1/vccUfiYOIdBN4nuMzMTOTn5wvavNdv2mw2n7V9FDm8Y2LFihU+j1fwPjG2tbXBbDaL3jeSBpMs8saYIG+MCZrOZDKhvb1d0Ob992cdoaWlra0NNptN0OadYxQUFCAjI0PQxpgIDibeQXCo9TeAJxkvLCyc9ecocsxl8tTQ0CCIE67fjGwLmVD39fVBo9GI2S2SyKHqQMzUtmfPHrjdblH7RtJQq9U+j6Fk4r20HaoOxCTGxNLh/bctKirySbJZR0g6TLyDYC4Tan/tPAgi11xiIjExEVVVVbP+HEWGudSBAICamhrExMQI2rh+MzKNjIxAqVQK2uaSZE1MTHD9ZoSaSx0IgOs3lxLvOcGyZct8bisHOL9cSphzhDYm3kHAg4Cmm8v6m5naGRORqbu7G0ajUdDmLya4fnPp8P67JiYmory83Gc7rt9cOrz/rvX19T5vxAG+5w6DwYCenh4xu0YSWej8sqmpCXa7XbR+kXSYc4Q2Jt4iMxqNPs/a5UGwtLW2tvpc8LzX30xiTCwN3n/XrKws5OXl+d2WMbE0zKUOBABER0f7nD8YE5FprhPq/Px8wSPG/P0sRYa5xgTrCC0dC02829vbYTKZROsXeTDxFlljY6NgvV10dDTq6+v9but9EPT390OtVovaPwo+75NicXEx0tPT/W7L9ZtLw1zqQEz/3mw/S5FhrpMnf99jTESmucYE128uDW63e84xkZGRgaKiIkEbYyLyqFQqDAwMCNpmignvOkJutxuNjY2i9o+YeIturutvAK7fXCoWM6FWKpUYGRkRpV8kncXEBNdvRiYm3jTdXOtAzPQ9xkTkGR4enlMdiJm+x5iIPN7nCIVCgerqar/bJiQkYNmyZYI2xoT4mHiLbD6Tp5iYGJ9Pw3kQRJ75xERZWRmSkpJm/XkKf4tJsoxGI7q7u0XpF0nDZrOhublZ0DafmOD6zcjT1dXlcxsok6ylzftvmpycjNLS0hm3Z0xEvrnWgZjEmAg+Jt4im8+E2t/3eRBEnvnEBNdvRj6DwYDOzk5B22wxkZeXh6ysLEEbYyKyzKcOhL/v2e12tLa2itI3kob3MZ6dnY3c3NwZt/c+h3R0dPgUcKTwNtc6EJM4v4x8zDlCHxNvEc1n/c1M3+dBEFmUSiUGBwcFbYyJpW0+dSAArt9cCrz/niUlJUhLS5tx+/T0dBQXF8/6GhTe5lMHAvB80jU9CeP6zciz2PnlwMAAVCpVwPtF0glEzsE6QuJi4i2iwcFBn+Jo8z0IuH4zssxn/c0kJlmRzfvvWV1djfj4+Fl/hjER2eY7efK3DWMissw3Jrh+M/LNNyaqq6uhUCgEbawjFDmcTif2798vaJtvzqFSqTA0NBTwvtFBTLxFNN/1N4DvQWAymdDV1RXwvpE0vGOioaEBcrl81p/xjonm5mbYbLaA942kwSSLvDEmyBtjgqabbx0IgHWEIt1860AAQGlpKZKTkwVtjAlxMfEW0XxvDQOA3NxcZGdnz/o6FL4WMnni+s3IFogJdWdnJwwGQ0D7RdJhkkXTzbcOxEzbMCYiR0tLCxwOh6Bt+fLlh/w5xkTk8v5b5uTkzFoHAmAdISkw8RbRQiZPXL8Z2RYSE6mpqT53SjAmIsNC6kAAXL8ZySYmJnxu9VtIkjU4OOjzqCEKT963jx6qDsQkrt+MXN7XjbKyMqSmph7y5zi/jFwLmUv4244xIS4m3iLiQUDTLWT9zUzbMSYiw8DAADQajaBtLjERHx/vUxuAMREZvNdcxsbG+qzV9YfrNyOX97FdU1ODuLi4Q/6c97lErVb7FPek8BSo+eX+/fvhdDoD1i+SDnOO8MDEWyRWqxUtLS2CNh4ES1tnZyfMZrOgjTGxtHn/HVNSUlBSUjKnn2VMRKaF1IEAALlcjoaGhllfi8LTQifUXL8ZuQKVZLGOUOQIVEy0tLTAarUGrF8kxMRbJM3NzT7vIs5l/Q3A9ZuRyvukmJubi5ycnDn9LJOsyLSQOhDTt53ttSg8LXTy5G9bxkRkWGhMcOla5FpoTPibdzAmwp9er/d5A2WuMeGdmzgcDp8PDilwmHiLxPtEVl5ejpSUlDn9rPf6TcB3jReFn0BOqIeGhjAxMRGQfpF0Ap1kcf1m+GPiTdMttA7ETNsyJsLf+Pg4hoeHBW2MiaXNO0eQyWSoq6ub08+mpqairKxM0MaYEA8Tb5Es5kIZFxeHmpqaWV+Pws9iYqKqqspnTR/Xb4a/QE6oNRoNBgYGAtIvksZi6kD425brN8Nff38/tFqtoI1J1tLmfe2Pi4tDVVXVnH+eMRF5FloHYhJjIniYeItkMRNqf9vzIAh/i4kJrt+MPBaLxeexcPOJiZKSEp+7aBgT4a2jowMWi0XQtpgky2w2+zyGisKL9zGdmpqK4uLiOf88129GHu+YWL58OWQy2Zx/nvPLyMOcI3ww8RYJDwKaTqfTobu7W9DGmFjaFlMHAuD6zUjk/ffLy8tDdnb2nH/e33NbGRPhbTF1IADfc4rT6URzc3NA+kbSCPT8squrC3q9ftH9Iukw5wgfTLxFMDo6itHRUUFbIA4Crt8MX4tZfzOJJ8bI4v33q6io8KlAfCiMiciy2MmTv59hTIS3xcZESkoKysvLZ31NCi+LjYm6ujqfT8hZRyh8LbYOhL/tR0ZGMDY2tui+kS8m3iLwXn8THx+PysrKeb2G90Gg1WrR39+/6L6RNLxPirW1tYiNjZ3Xa3D9ZmRhkkXeGBPkjTFB0zkcDjQ2Ngra5hsTrCMUWfr6+qDT6QRt840J1hEKHibeIljs+hsAKC4uRmpq6qyvS+EjEJOnFStWCL62WCzo6OhYVL9IOmJMqFtbW33WCFP4YJJF0y22DsRMP8OYCF/+6kB4zw3mgjERObz/dmlpaSgqKprXa8hkMp9lKYwJcTDxFkEgJk9cvxlZAhET2dnZyM/Pn/V1KXwEIia4fjNyaLVa9PT0CNoCkWR1d3f7fBpC4aGpqQkul0vQNp86EJM4l4gc3n+7goICZGVlzft1GBORY7F1IKb/3GyvS4HBxFsEgZhQ+/s5HgThKRDrb2b6OcZEeBodHfVZP7WQmEhOTkZFRYWgjTERnrzXWMrlctTW1s77dbh+M3J4H8uVlZVISkqa9+t4n1v81aGh8CDmXIJ1hMIT55fhhYl3gAVi/c1MP8eDIDz19vb6VAxlTCxt3n+3hIQEnwR6rhgTkSEQdSAAIDY21idhZ0yEp0BNqCsrKxEfHy9o4/rN8CRWkqXT6dDX17fgfpF0xIqJxsZGOByOBfeL/GPiHWBtbW2w2WyCtoWsvwG4fjNSeJ8U09PTUVhYuKDXYpIVGQJRB2ISYyIyBGry5O9nGRPhKVAxwfWbkSNQMVFUVIS0tLRZX5tCn9lsRltbm6BtoTHhnatYrVa0t7cvuG/kHxPvAPM+cRUWFiIzM3NBr+V9oXS5XGhqalpw30gagVp/M/mz0/X09ECr1S64byQNJlnkjTFB07ndbuzZs0fQxphY2rRaLXp7ewVtC40J1hGKDN51IKKiotDQ0LCg18rKykJBQYGgjTEReEy8AyyQk6ekpCSfx5DxIAg/gYyJ2tpayOVyQRvXb4YfMZOssbExrt8MMy6Xy+fW30AnWVy/GV5GR0cxMTEhaGPivbR5nyNiYmJ8Hgs2H4yJ8BeoOhCTGBPiY+IdYIGcUPv7eR4E4SeQMaFQKFBXVzfr61Nos9vtPneuLCYmKioqkJCQIGhjTISXQNaB8Pezer3e55MyCm2BrAMBcP1mJPCOibq6OigUigW/HueX4Y85R/hh4h1gPAhoOpPJ5LNGhjGxtAWyDgTA9ZuRwPvvlZGR4XPL33wUFhYiPT191n1QaPP+e61YsQLR0QufsnmfY2w2m8/aUAptYs8v29raYDabF/WaFFzMOcIPE+8AUqvV6O/vF7QF+iDYs2cPbxkMI4FcfzOJJ8bw5v33KioqQkZGxqJekzER3gJZBwLg+s1IEOgJdWZmpk9RT8ZEeAl0TDQ0NAjOM6wjFF4CXQfC38/39fVBo9Es6jVJiIl3AAV6/Q3gexBMTExw/WYY8b5QVlVVITExcVGv6R0T+/btEyT3FNoCPXny9xqcUIcXxgR5Y0zQdIGuAwGwjlC4GxkZgVKpFLQtNiZqamoQExMjaOOjBwOLiXcAeZ+w6uvrfQJ4vrh+M7wFY/LE9ZvhJRgx0dTUBLvdvujXpeBgkkXTBboOxEyvwZgIHz09PTAYDII2xsTS5v23SkxMRHl5+aJek3WExMfEO4DEmDxFR0f7rM3iQRA+xIiJ/Px8n0fUMSbChxgxwfWb4UuMOhD+XqO9vR0mk2nRr0via21t9XnjbDF1ICYxyQpf3n+rrKws5OXlLfp1GRPhK9B1ICYxJsTFxDuAxJhQ+3sdHgThwe12+/ytVq1atejX9bd+03udD4UmlUqFgYEBQVsgzhMZGRkoKioStPE8ER72798vqNsRHR296DoQALB8+XKf9ZuNjY2Lfl0Sn/exW1xc7FMsbyG8zzX9/f1Qq9WLfl0Sn7+1vIupAzHJe07COkLhgzlHeGLiHSBirL+Z6XV4EISH4eHhgK+/mel1GBPhwfscoVAoUF1dHZDXZkyEJ++/07Jly3yWFy1EQkICli1bNuu+KDSJNaHm+s3wFawkS6lUYmRkJCCvTeIKVkywjlBgMfEOkK6uLp/b+MQ6CLh+Mzx4nxSTk5NRWloakNdmkhWexKgDMYkxEZ7Emjz5ey3GRHgQKyZiYmJQX18/674oNIkVE2VlZUhKSpp1XxR6bDYbmpubBW1i5RxGoxHd3d0BeW1i4h0w3ieq7Oxs5ObmBuS1vdd22e12tLa2BuS1STxirb8BfE+MHR0dMBqNAXltEg+TLPLGmCBvjAmazmAwoLOzU9AWqJhgHaHwJFYdCADIy8tDVlaWoI0xEThMvAMk0M9hnS49PR3FxcWz7o9Cj5iTp/r6ekES73a7uX4zDARzQj0wMACVShWw16fA81cHQuwki+s3Q5tSqcTg4KCgjYn30tbY2OhTB8L7zoXFYEyEH++/UUlJCdLS0gLy2v7qCDEmAoeJd4CIOXny93o8CEKfmDHB9Zvhx+l0Yv/+/YK2QMZEdXU1FAqFoI3rN0Pb4OCgT3ErMZMslUqFoaGhgL0+BZ6YdSAArt8MR97X9urqasTHxwfs9Tm/DD/MOcIXE+8A4UFA04m5/mam12NMhDYx60AAXL8ZjsSsAwEApaWlSE5OnnWfFFq8/z4NDQ2Qy+UBe33vc47JZEJXV1fAXp8CL9jzy+bmZthstoDugwKLOUf4YuIdAGKuv5np9XgQhLaWlhY4HA5B2/LlywO6D8ZEePH+++Tk5ASsDsQkxkR4EXOJEsD1m+FI7Al1bm4usrOzZ90nhRaxY4J1hMJPsBPvzs5OGAyGgO5jqWLiHQDet48Gev0N4HsQDA4O+jyqikKH90mxrKwMqampAd0H12+GF7EvlP5ekxPq0MaYIG9ixwTXb4YXsetAAEBqaqrPnTaMidA1MTHhs2Qo0DHBOkLiYeIdAN4nqJqaGsTFxQV0H1y/GV6kmFCr1WqfojwUOqSIif3798PpdAZ8PxQYTLxpOrHrQMz0moyJ0DUwMACNRiNoY0wsbd5z/9jYWJ+aP4sVHx/vU1uCMREYTLwDIBiTJ7lcjoaGhln3S6EjGDHB9ZvhRYoki+s3Q5fVakVLS4ugLRgx0dLSAqvVGvD90OJ1dnbCbDYL2phkLW3ef5uUlBSUlJQEfD+MifAhdh2ISYwJcTDxDoBgTKj9vS4PgtAVjJjgLYPhQ6/X+yTAYsREbm4ucnJyBG2MidDU3NzsczdCoOtA+HtNh8Phk/BTaPA+Vv0dz4HA9ZvhQ+w6ENNfd7b9UuhgzhHemHgvUjDW38z0ujwIQtP4+DiGh4cFbYyJpc379lGZTIa6ujpR9sWYCA/ef5fy8nKkpKQEfD+pqakoKyubdd8UGoI1l/Bevwn4nqMoNEg1vxwaGsLExIQo+6LFkTLnYB2hxWPivUj9/f3QarWCtmAdBFy/GZq819/ExcWhqqpKlH0xyQoPwagDMYkxER6CNXny99qMidAUrJiIi4tDTU3NrPum0BCsmKiqqvK5JrGOUOgJVh0If6+r0WgwMDAgyr6WEibei+R9UkxNTUVxcbEo+/I+CMxms89jzEh63jGxfPlyyGQyUfbF9ZvhgUkWeWNMkDfGBE1nsVh8HuslVkywjlB46OjogMViEbSJFRMlJSU+d2ExJhaPifciBWv9DeD/ub88CEJPMCdP3us3nU4nmpubRdsfLYyUE+quri7o9XrR9kcLwySLptPpdOju7ha0MSaWtmDVgZjEmAh93n+TvLw8ZGdni7Iv1hESBxPvRQrm5Mnf6/MgCD3BjImUlBSUl5fPun+SVjDrQABAXV2dzx0WXL8ZWkZHRzE6OipoC2aSNTIygrGxMdH2R/MXzDoQANdvhgPv60ZFRYXPk0wCifPL0MecI/wx8V4kHgQ0ncPhQGNjo6CNMbG09fX1QafTCdrEjAmu3wx93msn4+PjUVlZKdr+uH4z9Hkfo7W1tYiNjRVtf97nIK1Wi/7+ftH2R/Mn9fySdYRCj9QxwbnE4jHxXoRgrr+Z6fV5EIQWf+tvVqxYIeo+GROhzfvvkZaWhqKiIlH3yZgIbcGsAwF4Pj31vkWVMRFagj2hLi4uRmpq6qx9IGkFOya85yoWiwUdHR2i7pPmR+rEu7W11WeOS/PDxHsRmpqa4HK5BG1irr8BfA+C7u5un0/TSDreJ8WCggJkZWWJuk8mWaEtmHUgpu9jtj6QtII9efK3D8ZEaAl2THD9ZugLdkxkZ2cjPz9/1j6QdLRaLXp6egRtYscE6wgFHhPvRfA+IVVWViIpKUnUfXL9ZmgLhQm1v/WjJJ1QiAmu3wwtoRITFBqCXQdipn0wJkLH6OioTx0GxsTS5j3Xl8vlqK2tFXWfycnJqKioELQxJhaHifciSHGhjI2N9TnQeBCEDiliorKyEvHx8YI2rt8MHaEwodbpdOjr6xN9v3RoUtSB8LePxsZGOBwO0fdLh9bb2+vz5AEmWUub998iISHBJwESA2MidAW7DsQkxkRgMfFeBCkm1P72s2fPnqDslw5Nipjwt36TMREazGYz2traBG3BiImioiKkpaUJ2hgToaGtrQ02m03QJnYdCH/7sFqtPrFJ0vC+bqSnp6OwsFD0/fpbv2k2m0XfLx1asOtATOL8MnQx54gMTLwXyO12+wRfMCZPgO9BwE83Q4NWq0Vvb6+gjTGxtHnXgYiKikJDQ4Po+/W3fpMxERr81YHIzMwUfb9ZWVkoKCgQtDEmQoN3TKxYsUL0OhCA7/pNl8vF9Zshwl9MBIP3daO3txdarTYo+6bZhUpM8LqxOEy8F2h0dBQTExOCtlWrVgVl31y/GZq8T0YxMTGir7+ZxFuBQpMUdSAmMSZCk/ffIVjXDYAxEaqkiomkpCSfx9gxJkKDVDFRW1sLuVwuaGMdIem5XC6fOaZUOcfY2BjrCC0CE+8Fkmr9DeB7EOj1ep9PWin4vGOirq4OCoUiKPvm+s3QJNWtYf72xQl1aGBMkDfGBE1nt9vR1NQkaAtWTCgUCtTV1QnaGBPSk6oOBABUVFQgISFB0MaYWDgm3gvk75aP6OjgDGdhYSHS09Nn7Q8Fn5STJ+9bjmw2G9dvhoBQmlC3tbVx/WYICKWY4HVDeiaTCe3t7YI2xsTSJlUdiEmMidDj/TfIyMjwWTokFn91hBgTC8fEe4GknDzx+ZuhScqYyMzM9CnGw5iQlr86EMGMiYaGBsE6UZfL5fMpCgWXWq1Gf3+/oE3KJKuvrw8ajSZo+ydfUtWBmOSvcBKXrknL+9pdVFSEjIyMoO2f88vQ429+GYw6ENP3N1t/aO6YeC+QlEmWv/3xIJCWv/U3jImlbWRkBEqlUtAWzJjg+s3Q468ORE1NTdD2X1NTg5iYmFn7RMHlfUxWVVUhMTExaPv3PidNTExw/abEQm1+uW/fPsGbQxR8oRYTnEssHBPvBZBy/c1M++NBIK2enh4YDAZBG2NiafMe/8TERJSXlwe1D4yJ0OI9/vX19T6JsJi4fjP0SD2h5vrN0CN1TLCOUOgJtZhoamqC3W4Pah8iBRPvBWhtbfUJuGCuvwF8D4L29naYTKag9oEO8j4pZmVlIS8vL6h9YJIVWqSsAzGJMRFapJ48+dsnY0JaUsdEdHS0z/yFMSEtqWMiPz/f5xGHjAnpSF0HAmAdoUBi4r0A3ieg4uJin2JnYuP6zdAi9fqbyX1O19/fD7VaHdQ+0EFST5787ZPrN6UVijHBCbV03G43Y4IEVCoVBgYGBG3BjgnWEQotjY2Ngut2sOtAAJ5ibkVFRYI2xsTCMPFegFC4UCYmJqKqqkrQxoNAOqEQE1y/GVpCISa896lUKjEyMhL0flBo1IHwt0+u35TO8PCwpHUgZton5xLS8T5HKBQKVFdXB70fjInQ4T32y5Yt81keEgyMicBg4r0AoTCh9rdfHgTSCYWYiImJQX19vaCNMSENm82G5uZmQZsUMVFeXu5TqIkxIY2uri6f5UChkGQZjUZ0d3cHvR/keywmJSWhrKws6P3g+s3QIXUdiEmcX4aOUJhf+tsvY2JhmHgvAA8Cms5oNKKjo0PQxphY2kKhDgTA9ZuhxHvcs7OzkZubG/R+5OXlISsrS9DGmJBGKNSBmNzvdHa7Ha2trUHvB4Xu/JJ1hKQTqjHB68bCMPGeJ6VSicHBQUFbKB0EXL8ZfN7rb6Kjo30+eQ4WnhhDg/e4l5SUIC0tTZK+MCZCQyjUgQC4fjOUhMqEOj09HcXFxYI2xoQ0QiUm6uvrBW8Cud1uNDY2StKXpSxU6kD42+/AwABUKpUkfQlnTLznKVTW3wD+128ODw9L0pelzPukWF1djfj4eEn6wvWboSFULpT+9s0JtTQYE+SNMUHTOZ1O7N+/X9AmVUwkJCRg2bJlgjbGRPANDQ35JLdSxUR1dTUUCoWgjXWE5o+J9zx5n3gaGhogl8sl6UtZWRmSkpIEbTwxBl8oT55MJhO6urok6s3SFcox0dzcDJvNJlFvlq5QjgleN4IvVOpAzLRvxkTwhUodiJn2zZgIPu8xT05ORmlpqSR9YR2hwGDiPU+hNHni+s3QEEoxkZubi+zsbEEbYyL4QikmuH5TegaDAZ2dnYK2UJpQd3Z2wmAwSNSbpamlpQUOh0PQJkUdiElMsqTnPeY5OTmS1IGYxJiQXqjUgZjEmFg8Jt7zFEoTan/750EQXKG0/gbg+s1QMDExgaGhIUGblDGRlpaGkpISQRtjIri8bx+Vsg4EwPWbocD7GCwtLUVqaqpEvfE9Rw0ODvo86ozEFUpzCX/7Zx2h4AuHmKD5YeI9D6G0/mam/fMgCK7BwUGo1WpBG2NiafNe8xQbG+uzVi7YGBPS8h7vmpoaxMXFSdQbID4+3qc2CWMiuEJtQs31m9ILtZjw3r9KpfJ5U5nEFeoxsX//fjidTol6E56YeM9DZ2cnzGazoC3UDgKu3wwu75NiSkqKz6eLwcYkS1qhVAdiEmNCWqE2efLXB8ZEcIVaTMjlcjQ0NAjaGBPBFWoxUVpaiuTkZEEbYyJ4rFYrWlpaBG1SxwTrCC0eE+958D7h5ObmIicnR6LeeHivCXM4HD4HKoknVB4R5N2H6bh+M7hCbfLkrw+cPAUXY4K8MSZoOr1e75PASB0TXLomLX91IJYvXy5Rbzz85T2Miflh4j0PoXihTE1N9alwyIMgeEIxJrzXbwK+a0xJPKEYE959GBoawsTEhES9WVpCrQ7ETH3g+s3gGR8f93n0Z6jGBAWH9zVaJpOhrq5Oot4cxJiQjvdYl5WVSVoHYhJjYnGYeM9DKE6eAB4EUgrFmIiLi0NNTY2gjTERHKFYBwIAli1bhtjYWEEb128GR39/P7RaraAtFGLCuw8ajQYDAwMS9WZp8T724uLiUFVVJVFvDuL6TemEWh2ISZxfSicU55cAY2KxmHjPAw8Cmi4U199MYkxIo6OjAxaLRdAWCjHB9ZvS8R7n1NRUFBcXS9Sbg0pKSpCSkiJoY0wERyjWgQB8z1Vms9nnMXgkjnCZX7a0tMBqtUrUm6UlXGKC1435YeI9RzqdDt3d3YI2HgRLW3Nzs8+nAVKvv5nEmJCG9zjn5eX5PFddKowJaYRiHQiA6zelFKoTan/PjWZMBEeoxoT3nIZ1hIInVGPCux9dXV3Q6/US9Sb8MPGeo1BdfwP4HgTDw8MYHx+XqDdLh/dJsaKiwqcCqFS4flMaoXqhBJh4S4UxQd4YEzRdqNaBADxPaikvLxe0MSbENzY2hpGREUFbqMREXV0dZDKZoI11hOaOifcceZ9oamtrfdZMSqWqqspnLRDXb4ovVC+UgG9ftFot+vv7JerN0hFOMcH1m8ERTjHBCbX4HA4HGhsbBW2MiaWtr68POp1O0MaYWNpCtQ4EwDpCi8XEe45CefLE9ZvSCOWYKC4u9ql+yZgQXyjHhHdfLBYLOjo6JOrN0mCxWNDa2ipoC+WYaG1t9alRQIHlrw6E92NBpcQkK/i8xzgtLQ1FRUUS9cYXYyL4vMd4+fLlPp8yS4kxsXBMvOcolCfUAA8CKYRyTHD9ZvBptVr09PQI2kIpJrKzs5GXlydoY0yIq6mpCS6XS9AWKnUgAN++OJ1ONDc3S9SbpcH7mMvPzw+ZOhCA7zmru7vb59NYCqxQrQMxiXOJ4Avl+SXAmFgMJt5zEMrrbybxIAiu0dFRjI6OCtoYE0ub9xonuVyO2tpaiXrjH2MiuLzHt7KyEklJSRL1xldycjIqKioEbYwJcYX6XILrN4Mv1GPCuz8jIyMYGxuTqDdLQ7jFBOsIzR0T7zno7e31qdgX6gdBY2MjHA6HRL2JfN7rbxISEnwmsFJjkhVcoVwHYhJjIrhCffIEMCaCLdRjIjY21ucNQ8aEuEI9JiorKxEfHy9oYx0h8YR6HQjAtz86nQ59fX0S9Sa8MPGeA++TYnp6OgoLCyXqjX/ea8S4flNcob7+BuD6zWAL9ckTwCQr2BgT5I0xQdOZzWa0tbUJ2kItJmQymc+yFMaEeNrb232elR5KdSAAoKioCGlpaYI2xsTcMPGeg1BffwN41m/m5+cL2ngQiCccJk/Lly8XxKnL5UJTU5OEPYps4RAT3n3q6emBVquVqDeRze12Y8+ePYK2cIgJXjfEo9Vq0dvbK2hjTCxt3nUgoqKiQqoOxCTGRPB4j21BQQGysrIk6o1/rCO0cEy858A7mFatWiVRT2bn3S8eBOIJhyQrKSkJlZWVgjbGhDhcLpfPrXeheJ6oq6uDXC4XtHH9pjhGR0cxMTEhaAvF84R3n8bGxnzqV1BgeJ8jYmJiQq4OBOB/LsH1m+LwviZXVVUhMTFRot7MjElW8DDniGxMvOcgHJIsgCfGYAmH9TeTGBPBEQ51IABAoVCgrq5O0MaYEIf3uIZiHQgAqKioQEJCgqCNMSEO73Gtq6uDQqGQqDcz8z536fV6n0/qKTDCdX7JOkLiCdeY4HVjbph4H4LJZEJ7e7ugjQfB0tbW1gabzSZoC7X1N5MYE8HhPa6ZmZk+Sz9CBWMiOLzHdcWKFYiODr1LLtdvBk+4TKgLCgqQkZEhaGNMiCNcYsJ7jmO1Wn3mxhQY4RIT3v1qa2uD2WyWqDfhI/RmASHG3/qbhoYGCXs0M++DoLe3l+s3ReB9UiwqKvKZpIQK75jYs2cPbxkUQTjUgZjExDs4wmXyBDAmgiVcYoLrN4MjXOpAAJ43k72LCjMmAk+j0fhUBw/VmGhoaGAdoQVg4n0I3ieWZcuW+dyWFypqamoQExMjaOMjHwIvXCZPgG/fJiYmuH5TBOEcE/v27RO8uUiBEc4xwQl14PmrA8GYWNpGRkagVCoFbYyJpc1fHYiamhqJejO7xMREVFVVCdoYE4fGxPsQwmnyxPWbwRFOMVFeXu5TqIUxEXjhFBNcvyk+u93u885/OMVEU1MT7Ha7RL2JTD09PTAYDIK2cIoJXjcCz3tMk5KSUFZWJk1n5oAxIT7vMa2vr/f5QC2UMCbmj4n3IYTLbUCT/N1aTIEVTjERHR3tszaLJ8bAMhqNYVMHAgDy8/ORmZkpaON5IrBaW1t9EtdQrQMB+PbNZrP5PFuYFsf7GMvKykJeXp5EvTk073NYe3s7TCaTRL2JTOFSB2IS55fiC6f5JcCYWIjQPcJDgNvtDqtPsgC++yQ2lUqFgYEBQRtjYmlrbGwUrJuPjo5GfX29hD2aHddvis97PIuLi5Geni5Rbw4tIyMDRUVFgjbGRGCFUx0IwP/6Te+nedDihPv8sr+/H2q1WqLeRKZwjwk+evDQmHjPYmhoCCqVStAWbgcB128Glvf6G4VCgerqaol6MzdMssQVTnUgJjEmxBVukyeAMSG2cIuJhIQELFu2TNDGmAiscIsJ1hESV7jVgQB8+6dUKjE8PCxRb8IDE+9ZeJ8Uk5OTUVpaKlFv5sb7IDAajeju7paoN5En3NbfAFy/KbZwmzwBTLLExpggb4wJms5ms6G5uVnQFuoxERMT43M3F2MicLq6unyWc4R6TJSVlSEpKUnQxpiYHRPvWYTb+hsAyMvLQ1ZWlqCNB0HghOPkyXv9pt1uR2trq0S9iTzhGBPefezo6IDRaJSoN5EnEmKC143AMRgM6OzsFLQxJpa2cKsDMYkxIR7vsczOzkZubq5EvZkb1hGav9DOIiUWjpMnrt8UVzjGRFpaGkpKSgRtjInACMc6EIDnTo3pbyK63W6u3wwQpVKJwcFBQVs4xIR3HwcGBnyWWtHChFsdiElcvyke7+tGaWkpUlNTJerN3HF+KZ5wqwMxiTExP0y8ZxGOE2qAB4FYnE4n9u/fL2hjTCxtg4ODPsVlwiEmuH5TPOFYBwIAqquroVAoBG1cvxkY3sdWdXU14uPjJerN3Hmfy1QqFYaGhiTqTWSJlPkl6wgFTqTEBOcSs2PiPQOr1YqWlhZBGw+CpS0c199MYkyIIxzrQExiTIjDexwbGhogl8sl6s3ccf2meMJ1Ql1aWork5GRBG2MiMMI1Jrz7aTKZ0NXVJVFvIkukxERzczNsNptEvQl9TLxn0NLSAofDIWhbvny5RL2ZH++DoLOzEwaDQaLeRA7vk2JOTk7Ir7+ZxCRLHOF6axjAmBBLuE6eAMaEWMI1Jrh+UzzhGhO5ubnIzs4WtDEmFi9c60AAvrUJHA6HzweXdBAT7xl4n0jKysrCYv0NwPWbYgnXCyXg29fBwUEolUqJehM5IikmuH4zMCItJmhxwrUOxCTGROBNTEz43LIfLjHBOkLi8F7GGC51IAAgNTXV504/xsTMmHjPIJwvlPHx8T5rCnkQLF44x8SyZcsQGxsraOP6zcUL55jw7qtarfYpCkbzE851IADfvu7fvx9Op1Oi3kSGgYEBaDQaQVs4xwTnEovnfe2Ni4tDVVWVRL2ZP8ZE4HmPYU1NDeLi4iTqzfwxJuaOifcMwnlCDfAgEEM4x4RcLkdDQ4OgjTGxOOFcBwLg+k0xdHZ2wmw2C9rCKSa4fjPwvI+plJQUn6dMhDLvmGhpaYHVapWoN5EhXOtATOL8MvDCeX4JMCbmg4n3DHgQ0HR6vd5nAsqYWNqam5t9Pg0MlzoQAG8ZFIP3+OXm5iInJ0ei3syfv/4yJhYnnOtAAL7nNK7fXLxIm1+yjtDiRVpM8LoxMybefoyNjWFkZETQFgkHAddvLpz37aMymQx1dXUS9WZheGIMLO/xKy8vR0pKikS9WRjGRGCF++QJYEwEWrjHRGpqKsrKygRtjInFCfeY8K4jBPjOkWjuwr0OBODb3+HhYYyPj0vUm9DGxNuPcF9/A/geBBqNBgMDAxL1JvyF+/obgOs3Ay3cL5QAk6xAY0yQN8YETRfudSAAz5y4pqZG0MaYWLj+/n5otVpBW7jFRFVVlc+cmHWE/GPi7Yf3CWT58uWQyWQS9WZhSkpKfD5944lx4SJx8mQ2m30eX0FzF4kxwfWbixOJMcHrxsJZLBa0trYK2hgTS1tHRwcsFougzftxTOGAMRE43mOXmpqK4uJiiXqzMKwjNHdMvP2IhMkT128GViTERHZ2NvLy8gRtjImFi4SY8F6/6XQ60dzcLFFvwptOp0N3d7egLRxjwrvPXV1d0Ov1EvUmvIV7HYhJnEsEjvfY5efn+zwXOxwwJgIn3OtATGJMzA0Tbz8iYUIN8CAIlEhYfzOJMREYo6OjGB0dFbSFY0ykpKSgvLxc0MaYWJhIqAMBAHV1dT53eHH95sJ4H0sVFRU+TxIIB97ntpGREYyNjUnUm/AWyXMJ1hFamEiOCfLFxNuLw+FAY2OjoI0HwdLW19cHnU4naGNMLG3ea5fi4+NRWVkpUW8WhzERGN7jVltbi9jYWIl6s3Bcvxk4kTKh5vrNwImUmPDut1arRX9/v0S9CW+RGhONjY1wOBwS9SZ0MfH20t7e7rPGMRzX3wC+B0Fra6vP2iI6NO+TYlpaGoqKiiTqzeIwyQqMSKgDMYkxERiRMnkCGBOBEikxIZPJfG6RZ0wsTKTERHFxMVJTUwVtjIn5i5Q6EIBvrmSxWNDR0SFRb0IXE28v3ieOgoICZGVlSdSbxeH6zcCIlPU3gO8Jvbu72+fTfDq0SJk8AUyyAoUxQd4YEzSdVqtFT0+PoC1cY4J1hAKjqakJLpdL0BaOdSAATx2h/Px8QRtjwhcTby+RdKFMTk5GRUWFoI0HwfxFUkzU1tZCLpcL2rh+c/4iKSa8++5v/TrNLpLqQABcvxkIo6OjPuugIy0maH68r7VyuRy1tbUS9WbxGBOL5z1mlZWVSEpKkqg3i8eYODQm3l4iafIE8CAIhEiKidjYWJ8LPWNifiKpDgTgudDHx8cL2rh+c356e3t9Kn+Hc0x4912n06Gvr0+i3oQn7/NqQkKCzxvh4YTrNxfPOybq6uqgUCgk6s3icX65eJE0vwQYE3PBxNsLDwKazmw2o62tTdDGmFja2traYLPZBG3hWgcC4PrNQPAer/T0dBQWFkrUm8UrKipCWlqaoI0xMT+RVAcC8D3HWa1WtLe3S9Sb8BTp80vWEZq/SI8JXjd8MfGeRqPR+Lyrz4NgafNefxMVFYWGhgYJe7R4jInF8R6vwsJCZGZmStSbwGBMLE4k1YEAuH4zECJtQp2VlYWCggJBG2NifiItJrzfsHW5XGhqapKoN+HH7XZjz549grZwjwnv/vf29kKr1UrUm9DExHsa79srY2JifB6rEm68D4KxsTGu35yHSFt/A3D95mJF2uQJYOK9WIwJ8saYoOlcLpfPHDPcYyIpKcnnMZqMibkbHR3FxMSEoC3cY8JfHSEuXRNi4j1NpK2/AYCKigokJCQI2nhinLulMHnS6/Xo7e2VqDfhZynEBNdvzs9SiAleN+bObrf7fPLHmFjaIq0OxCTGxMJFWh0IAFAoFKirqxO0MSaEmHhPE4mTJ67fXJxIjImCggJkZGQI2hgTcxeJMeG9ftNms/nUNiD/TCaTz1rXSIgJ79+hra0NZrNZot6El0irAzGJSdbCeY9VZmamz6OXwhFjYuG8x2rFihWIjg7/tIwxMbvw/wsHUCROqAEeBAsVietvAK7fXAy1Wo3+/n5BWyTERGZmpk8xMMbE3ERiHQgAaGhoEKxT5/rNufM+doqKinze7AxH3ue6vr4+aDQaaToTZiKtDsQk75jYs2cPl67NEXOOpYmJ9wGRuP5mEg+ChRkZGYFSqRS0MSaWtkisAzGJMbEw3uNUVVWFxMREiXoTOFy/uXCROqGuqalBTEyMoI3rN+cmUmPC+/eYmJhgHaE5WioxsW/fPsGb00sdE+8Duru7YTQaBW2RehA0NTXBbrdL1Jvw4X1STExMRHl5uUS9CSwmWQvjPU719fU+E9FwxZhYmEidPAGMiYWK1Jjg+s2Fi9SYYB2hhYnUOhCA7+9hMBjQ09MjTWdCEBNveNboXXvttYK29PR05OXlSdSjwPK3fvO6667jO1CzGB4exi9/+UtBW01NTUSsvwH8P3/z/vvvl6YzYaKxsRH33nuvoK22tlai3gSedy2I999/Hy+++KJEvQkPn3zyCf75z38K2urr6yXqTeB5/y7PPvssPvnkE4l6Ex5efPFFfPDBB4I272MrnHmf8+69914uQTiE+++/36dmRqQkWdHR0T53fd16660YGRmRqEehz+Vy4brrrvP5ACwS6kAAQH5+PtLS0gRt1157LUwmkzQdCjVuct94441uAIJ/0dHR7o8++kjqrgXEM8884/P7AXD/7W9/k7prIevcc8/1Ga/Y2Fh3W1ub1F0LiFtvvdVvTLz33ntSdy1k1dbW+oxXRkaGW6PRSN21gDjnnHN8fr+YmBh3a2ur1F0LSVqt1p2enu4zZtXV1W6XyyV19xbN5XK5q6urfX6/9PR0t06nk7p7Iam1tdUtl8t9xuycc86RumsBodFo3BkZGT6/X21trdRdC1mbNm3ye6299dZbpe5aQLS1tbljY2N9fr9zzz1X6q6FrL/97W9+Y+KZZ56RumsB8eGHH7qjo6N9fr8bb7xR6q6FhMj4+G6ROjo6fNpcLheee+45CXoTeE8++aTf9s7OziD3JHz4Gxur1YpXXnkl+J0RwdNPP+233d+xQB7+YkKlUuHDDz+UoDeBZTQa8dZbb/m02+12n2Jy5KHRaKBWq33a29ra0NjYKEGPAquxsdFvZXu1Wu339yagv7/f72P43n77bZ+lbOFo8+bNUKlUPu2cS8xsprGZ6Rocbl555RVYrVafdsbEzGYam5nm6uHmueee83tHLeeXHky8MfMtP6tWrQpyT8Qx0+8RKb+fGGa6NTBSxowxMX8zFVGLhFsGExISsGzZMr/fi5Tb3wKtsLAQSUlJPu2JiYlh/yxWwLN201+RuOTkZJ8K+OQx03WjqqrKZx1sOJrp+hBJS24CbanOL3ndmNlSjYlI+f0Wi4k3gLPPPtunrbq6GldddZUEvQm8W265xe8E8cwzz5SgN+Hh6KOP9mnbsGEDTjvtNAl6E3h33323T5tCocCRRx4pQW/Cw2GHHebTdsMNN0REkhUVFYUHHnjApz0vLw85OTkS9Cj0yWQyn0JTAPDHP/4xIpKshIQE3HPPPT7tdXV1kMlkEvQo9OXm5iI3N9en/cEHH4yIR0dVVFTg+uuv92n3d24kj3Xr1kGhUPi0+7sGh6PTTjvN71zS3xyKPDZs2ODTlpSUhFtuuUWC3gTe1Vdf7feNfH+51lLExBvAkUceKTgxRkVF4aWXXkJcXJyEvQqcnJwcPPPMM4K23NxcZGdnS9Sj0Hf55ZcLvo6NjcU///nPiJg8AZ5n9P7mN78RtK1YsYIT6llceeWVgq+zs7Nx1113SdSbwDvjjDNw0UUXCdpOOukkiXoTHjZu3Cj4euXKlfjhD38oUW8C75prrvH55Mr7dyYh72Nm48aNOP300yXqTeDdfffdPnMH73MjHSSTyXzuhLj99tvR0NAgUY8CKyoqCv/6178QGxsraPeeQ9FB2dnZPm/QPfvssxHzJndcXBxeeuklwXw5NjYWa9eulbBXIUTqReah4tVXX3Xn5ua6MzMz3U899ZTU3RHF7bff7k5NTXWXlJS4d+/eLXV3Qt4DDzzgzsjIcBcUFLg3b94sdXcCzuVyub/zne+4U1JS3PX19e6RkRGpuxTybrjhBndqaqq7qqrK3dLSInV3As5ut7tPO+00d3Jysnv9+vVuq9UqdZdC3saNG93JycnuI444wq1UKqXuTsAplUr3EUcc4U5OTnZv3LhR6u6EPKvV6l6/fr07OTnZfdppp7ntdrvUXQq45uZmd1VVlTs1NdV9ww03SN2dkDcyMuKur693p6SkuL/zne9I3R1RbN682V1QUODOyMhwP/jgg1J3J+Tt3r3bXVJS4k5NTXXffvvtUndHFE899ZQ7MzPTnZub63711Vel7k7IiHK73W6pk38iIiIiIiKiSMVbzYmIiIiIiIhExMSbiIiIiIiISERMvImIiIiIiIhExMSbiIiIiIiISERMvImIiIiIiIhExMSbiIiIiIiISERMvImIiIiIiIhEJJdy5y6XC0qlUsouSCYzMxPR0cL3PZbaeHAMhDge/scAWHrjAHAsJnEcPGYaB4BjASy9MZhu+nhwHJZ2XPB8eRDHwoPHhdBs19KgcEtobGzMDWBJ/hsbG1vy48Ex4HjMZQyW4jhwLDgOcx0HjsXSHIOZxoPjsLTjgudLjsVcxmGpjcFc4iJYeKs5ERERERERkYiYeBMRERERERGJiIk3ERERERERkYgkLa7mz6rffYSY5Ix5/5xVOQjNvs3IPfGbge8UALfLhcE3HkB0XCKSq9YgueJwAICxvwma/R/BZTOj8OzrEC2P8flZu16FPb86cUH7/fhnxyAjUTHrNoMaMza3TOCbRxUvaB+H4nK7cf8HXUhUyLC2LA2Hl6QBABqH9PiqX4M+lRk3n7EM92xqR35KHKpyEnFsVSb+s2sQWrMdpZkJWFuahhP+/OmC9v+3t75ASnrmIbcbH+7HFx9vwpmXXb2g/RyKy+XCCw/fjbiEJNQdfhRqVq0FAOzZ/iF6Wpug1yhx2Y9/juce+gMycwtQVFGNFeuOx/N/uRMpGVnIKSjGkSefBQDQqZX40VlHLKgfh4qJcIiHM+pzoDLaFhwTAPDRT1YhI8H3eJvNoNaKze0afHNN7oL3OxuX240HPh5EoiIaa0qScXhRMgCgacSIjzo0MNtduO74QsTIhO95qkx2nPiXPQve7/b7foDM5PgZvz8wocX7X3Xi26cdvuB9zMblcuPPL21FYpwCR9YUYc2yQgDAB7s70dg7hgmdCdeddxR2tQ/hn5t34583XQIAeOLdL9A2OIG7rzoDAKDUm3H0DY8uuB/zjYlIjQcA2P3By8jKSJvx+/1DI3j3w6347tcvXtR+ZuJyuXDnQ48hKSEBR685DEeuXgEA2Lx1Bxpb26FUa/GLn34fjzz9HyQkxKGnbwi///l1+Pnv70VVeQnsDgeuufIyTKg0OOyUCxfUh5v/vQOJqYe+dqhHB9C8/T2sv+A7C9rPobhcLrz/1J+giE9E+cp1KG1YAwBo+ex9DHU0wqCewMnf+Cm+ePcFKOISoBruxdnX/BpbX3wcY71tuOjGe6Zey6hV4u7L181r/2vu+BjypEPPqyzKQaj3bUa+iPOovjfuhyw2ESlVa5FS6TkfGfoaMbjpURSd+SMkFtWi58U7oUjPR0J+FVJr1qPvtXsRk5yJ2MxCZB52OgDAYVBh160nLKgfO5/+LTJTk2f8/sCoCpt27MNV5y3s9Q/F5XLhnmffRFJ8LNYtr8La+goAwEdfNKOxawAqnQE3f+tcvL9zP559cyv+fcdPAAC3PvwCKgtz4XA68f0LT4ZSq8faK29bcD94DT2I146F5V+hnHsBi8u/xBJyiXdMcgZikv1fKHVtO6Bp/BguqxEFZ1yDnud/jYzDz4Kh+yukrzwF5pFO2DQj6P3vHcg55lK43S7YteOwqgZRdultaLxnI/JOvgp23TjkyZmIz6uEy2aGXa9E5hGehEi56w3Y1MMAgOiYuKlgMvbuR1LFamQfvRE9/7kdGatOAwBoGz9G6cW/gHrvB7CMdiG1dn1AxyMjUYGsJAU+61bj47YJGK1O/OiEMtz2egvOWp6Lr/q1OLU2G50TRozqLPjdW2342hGFcLndGDfYMKgx49dn1+CiR3biqmNKMG6wITMxBpXZiTDbXVAabDh7hefE8cbeEQxpLQCAuBgZvnUgcds3qMPhJam4+PAC/Ob1FpxenwMAOKE6E4MaM1pHDMhJVqA4PR5uAEmxcmQlKXBGfQ4e3dKDtaWKQ755MJuU9EykZmQDABp3fYqvtn4As8mAi66+AY/94SasP/08tO3dhbUnnomB7naoxobx5B9/iVMu/AbcLhc0yjGMD/XjqpvvxC3fOAPnfPOH0EyMISUjC0Xl1bBaTNCqJrD+9PMBAJ++8zImRgYBAIq4eGw4kMh3Nu1G9cq1OOn8y/HEXT/HkSd5YqZ1905862e/xevP/A1DPZ3IKSwF3G7EJyYjOlqGxNQ0XPbjW/D7ay7BaRdfueBxmJSRqEDHuDGs4yEraeHxMDUOCTHITPQ92e7o1eHjDg2MNheuOaYAv36nB2fVZeCrQQNOqU5H54QZI3ob7tjUi0tX5xwYGzsGtVbcdnoZNj7ZiKvW5WHcYEdmohyVWfGesTHacVa959z0RqMSwzqbZ2zk0fjmWs+Y7R82YnVREjauysbt7/TgtBrPRezjTi1+cVopPmhXo0tpwfry1EX//tNlJsejfUiJzXu6YLTYce15R+EXT72Hc9bV4Mv2IZx+RBU6hlQYURvw639uxhUnroTL7caYxoiBCS1+961Tcc6vn8X3NqzBuMaIrJQEVBVkwmyzY0JnwrnragEAr25vxpBKDwCIV8inEvm93SM4YlkhLj1+BX759Ps4c001ACA3PRlbG/tgd7hQkZ+J2pIcNPaNISs1EQBw86XH45YnN019vVj+YmIpxgMAZGWkobWjB+9v2QaD0Ywbf3Al/t/tf8QFG07Gzt37seHk49HW2YPh0XHc8of78K1LzofL5cLohBL9gyO4+5c34tRLrsaPvnMZRsdVyM5MR3VFGUxmCyZUKlyw4VQAwEtvvoeB4VEAQHxcLL73Dc+bKrv3N+PIw1bgiovOwU2/+xPOPtWTxHz+1T78/ufX4a//eA4d3X1ISUrEuEqNzPRUZGdmwOVyYUKlwZpVDcjOnP+b8NMlpmYiKT0LANC1extad2yG1WzESV+/Dq/cfwtWnngu+pq+QN36MzDe1w7txDDe+OuvsfasK+B2u6BXjUE9MoDzrv09/vqjs3HcJd+HXjWGxLQs5JQug91igkEzgZUnngcA2LP5VWjGPNeOmNh4rL/Qk8gPtO5BScMRWHPm1/Dqg7ei4dgzAQApmXno+HIrnA47soorEJeYDINmAgmpGUhKz8KZ3/05Xr7v51O/w0LJkzKgSPHEqrZtB9T7P4bTakTRmdeg89+/RtYRG6Dv2o2MVQfnUd0v/B65x14Kt9sNu24cVuUgKr52G/bcdREKTr0Kdu0EYpIzEJ9f5ZlH6ZTIWuO5Jo7vfAPWafOogpM88yhD7z6kVByO3PUb0fn87cha7ZlHZSw/HjbNMGKSUqFIyURcVjHcbjdkcYmIlkVDnpiK0vNvQOMD30b+8ZcvaiwAIDM1GW19w/hgZxOMZgt+etmZ+Plfnse5xx2OL1q6ccZRK9HeP4LhCQ1+9ej/8PUz18PlcmNcrUP/qAp3XHMJNlx/D35w4SkYU+uQlZaMZcW5MFttmNDocd7xnjfVX/loFwbH1QCA+FjFVCK/p70Pa+rKcdnpR+MXf/sPNqxfBQDY2dSF33z/Ijzy4gfoHBjFt846Do2dg8hK8yRdLpcbSq0Bh9eWTbUtBq+hs4/FUhuHmfKvpZh7iSmsbjVX7noDcVklUGQUwjLei5iUbGStOx9utwuxOWVIKluJxOIGxGWXImvdBdC37UDBGT9AbHoBLBN9iMspQ9a682Ee6UTW2nOh+uJNqHZvQsbqM+fWAbfbT9O0tqioAP2mvt7YO4KSjHgUpsWhR2VGdlIsLjgsHy63G2WZCVhZmIKGghSUZSbgwtX52NGtxg+PL0NBahz6VGaUZSXggsPy0TluxHkr8/DmvlFsahzDhoacOe3fz68OALjiyCIcU5UBlcmO60+pxA2nVOKDlnEAQFVOIu6+sB6to4ZADQO2vvMycotKkV1QjJH+LqRn5eD4sy+B2+VCXnEFqhpWo7x2JfKKK3DCOZeicdc2XPCd65CZV4jRgR7kl1bg+LMvwUB3O47bsBHbNr2CHR+8iaNOPXdO+3f7GYizv/4DvPLkQ+jvaoU8RoGvXXMTvvajm7Hr43eRmpGF7LwivPKPB5CenRewcWA8zOyNRiVK0uNQmKpAr9qC7MQYnL8iyzM26bFYWZCEhrxElGbE4YIVWdjRq8cP1hegICUWfRoLyjLicP6KLHQqzTi3IQtvNqmwqUWFM2vnlgT4G5qpuHGLd5p4dXszSnPSUJSVgp5RNXJSE7HxmAa43G6U56ZjVWU+lpflojw3DRuPbcD25j78+Nx1KMhMQe+YBhV56dh4TAM6hpS4YH09Xt/Rgrd3tuPstTVz2r+/mGjuH8fdV5+BM9csw5cdQwH+jedmqcYDALz45iaUFReiuDAPXb0DyMnOwKXnbYDL5UZFaRFWr6jHyvoaVJQW42vnb8DWz7/E9d/7Fgrzc9HdP4jKsmJcet4GtHX14OJzTsfLb7+PN97/COedcfKc9u/vfPnDK7+GBx57Fi0d3VDExMDpcuGeX/0/WKw26A1GHLaiDn/+zU3Y/sXiPvH3tnvzK8goKEV6bhGUg91IzsjG6tM2wuVyIauoDEU1h6Fw2QpkFpbj8NMvRtfu7Tjx8p8gLacQquFeZBWVY/VpGzHW14HDTrkQez98Dfu3vI3lx58ztw74GYvhriZc9LN70HDsmehr+gIulxPnX3cHHDYLnA5HQH//SeM7X0dcVjFiD8yjFClZyFl3AeB2If7APCqppAFxOWXIOepC6Np2oOiMH0CRng/LeB/icsqRs+4CmEY6kX3keZjY9SaUX72LzMPnOI/ye0QIlZz7U5Sedz1Uez/wfNKdUYCBdx6BInVu16e5ePmjXSjLz0JRbga6h8aQnZ6Ci085Ei6XG+UF2TisuhQrqopRXpCNS05Zh+172/GTS09HYXY6ekYmUFGYg4tPORLt/SO46MQ1eO2TL/HWp3twzrGr57R/f6PwvQtPwl9e2ITW3mEoYoSfi5mtNqyqLsHd116GHY2dARiBmS3lc+Z0HAePpZx7iSHkPvGeTeaac6Bt3uo5EWeXANOewxaTlAHjQAsM3bsRdeCWg+TqdRh691FY1UOIyyqBebQbI5ufQmx2CaJkcsSk5iAqWoaoaa+Tucb/RTShuB4Tn7+C/tfuQ8bhG2AabIXDqEHWkeej/7V74bKaUbLxFtF+93NW5mFruxJZSQqUZsRP/9WRkRiDlhEDdvdrESPzBOC68nQ88kkPhrQWlGTEo3vChCe39aEkPR5yWTRykmMhi45CdHSUYB/+NOQn45Xdw7j3vQ5sWJ6L1hED1GY7NCY7usaN6FGasPHwAvxzRz/GdFYUpsVBZ7bjH9v6YHe6UZmdELBxOPbMC7Fn+0dIzchGXnG54Fl8KemZ6G1rRNveLxAT44mBhjXr8cqTD0I5MojcojIM9XbizX89iryiUsjkcqRl5UImkwle55gz/d/WWF67Ep+88V/8+y934qhTz0NvexMMWjWS0zKgiI1FQWkValevw7svPAnV2Aiy84sAAFHR0XC73Tjlwq8HbBwYD7OMTUMmtnZpkZkYg5L0WOHYJMSgZdSI3YOGg2NTmoxHtw1hSGdFSVoculVmPLVjBCVpsZDLopCTFANZlNfYNPi/K6c+NwGv7JvAfR/1Y0NdBlrHTNCYHTh/RRbu/agfZrsLt5xaIsrvff7Rdfh4Xw+yUxNQmpMm6G9GcgKaesfwZccQYuQyAMDRdSX46+s7MKTUoTQnDZ3DKjz+zi6U5KR5YiItyScmzj+6zu++l5fm4sWtjbjnv1twzpE1aO4fh8ZgRk5aIu757xaoDWb86vIT8WljL/Z1j+Kfm3fjGycfhv9u2Y993aPYvKcLJ6+qEGVclmo8AMDGs0/Hh5/uQHZWBspLCyGLlk19LysjHY2t7di1Zz8UB86Xxx55OO5/7BkMDo+ivLgQHT19ePjp51FWXAi5XI7c7Eyf8+VFZ5/md98r62vwn1ffwR33P4LzzzgZTa0dUGl0yExPRWysAlXlJTjqiFV4e/MW3Png3wEAcbEK7Nnfgjsf/DuqK0oDOhaHnXwB2nZ9jOT0bGQUlCFq2lgkpmZiuLMJfU1fQnZg/lBx2NH46N9/gWZsEBn5pZjo78LW/z2GjHzPtSM5MwfR0cKxWHXy+X73XbBsBb5670W8+8TdWHHCORjpaoZJp0ZKZi7efeJumHRqnP3D29Cy/X289+QfAQAyuRxfvPsCBtv2onXHZtSsm9ubHYeSvfZcqJu2QJGShbjsEsE4eOZRzdB37Z66dTOleh0G3n0UNvUw4rJLYBntwtAHTyIuuxhRMjkUqdk+86jstf7nUYnFDRjb8Qp6X70XWYefCeOBeZQiLRfq/R/DNNiKuOxSjH/+GmyaUcRleJasREVFA243co+9NCBjAAAXnrgGH33RjOz0FJTlZ0M2fR6YmoSm7kF80dINhdwzTT565TL85YVNGBxXoywvC50DY/j7y5tRlp8FuVyGnIwUyKKjBfFwwYlr/O57RWUR/vfBDtz19Os499jD0dw9CLXeiIyUJMQpYlBZlIMjGyqxdXcr9nb04dm3tuKy04/C3vZ+3PPMG1hWLM7tzZOW8jlzOo6Dx1LOvcQQ5fb3lnSQjI+PIydH+A7mmvv3znir+WJ1//s2lF/+WwCAVTWEoXceQcnGn0MWK24iYNcrsev6lYK2sbExZGdnC9r8jce+204KyG25v3qtGb87zzNpHtJY8LePu/GLDcuQoAjOey8TBhtW/PZDQdtcx+Cf23umbjVfrMfu+D9871bPxGZiZBAvPX4fvnXj7YhLCMytrnOlVY3jG0eXCdqCGRNSxwMw95gA/I/D3pvW+L1NbrFue7sbv91QDgAY0lrxyKdD+PmpJUhQyA7xkwunNNqx8p5dgrb5jEXb49cv+nbtW57chDu/41k/OajU4aFXP8OvrjgRiXGLP//M1YTWiOrv3i9okzomQj0eAP9jMfDVh4u+Vftnv7kHf/7NTZ7XGx7FvY88hd/dfC0SE8S9Zk43rlShaPVJgra5nit/+1bHom/TnvTyfT/HhTfcBQDQjA3iw389iLN+eBti44N77TCoJ3DbWVWCtunj4W8cjnpg39St5ovV+dxtqLzi4Dyq/+2HUX7xLaLPo7zZdEp89tMVgra5xkXXK/ct+lbtmx96HndfexkAYHBMhQf+8y5+/d2LkBgfu6jXnY8JjR4VF9wgaJP6fAmE/jmT147g5l9S5V7A3POvYAqrT7wXa/IPDwCxGQUov+K3s2wdWSaTLAAoSIvD78/3/8lVpJtMugEgK68Q3//lnyTsjXQYDzObvFACQEFqLH57VvksW0eOyaQbAAozU3DXVafPsvXSsVTjAcBU0g0ARfm5uPf2myXsjbQmk24ASMspxIU33C1hb6RTeYVwHlX19d9J2BvpTCbdAFCYk4F7rl382vNIsZTPmdNxHDyWcu7lz5JKvCdpW7bBadIhY85rknzZ9UqMffIcbNoxZK45BynV86syKqVtnSpozXZsWL7w25VMNgf+s2sIw1oLTqnNRmFaHJ7+rB8ulxs/OrEcmYsophYM+3Z8AoNei6PnuLbbH6fDgf88fDeMOg2+d+sfMdTTgV2fbMJwbyeuuPZWdDbtxn8evge3/vV5JKWkBa7zIghETDicLtz/QRe0Fjt+d14dtnWq8OJXQ6jKTsQ1J4THBWdbtxY6ixNn1i38k0KTzYkXvhrHsN6GU5alIUYWhe09OrSPm/GrM0rnXUVWalsbe6E1WnD2kXNb6z0TjcGMq+9/Bb/5+klYUR64egfBEojYMFqduP3dHpRlxCEzMQZfWx24NavB8PH2ndDo9Dh/jmu8/RlXqvDkv1/G8Ng4Np59OnJzMvHuh1vR0dOH2278ETLSAl9oLtA6vtwCs16LFSfMcX23H06HA+899UeY9VpceMNdUI/049OX/gG3y4mTvvFTJKWJc+dfoGlatsFh0iLr8A2Leh27UYOWh69B+aW3QqZIgGrfZphHu1F6wf9DTFJ6gHorvi1ftUBrMOOc4+a21tsfo9mKf73zKYYnNDh93QocvXJZAHsYHIE4X+otDvzrizGMGWxIVMjws5PEeVKL2AIxFg6nGw98MgCtxSFI6MNJIHIvp8WI/lfugSw+Ban1xyNl2doA9jA4wjLxHtn8FNwuJ+LzlyEutxyavR/A2N+EsstvR+c/bkRy5REwDjQjsagOlrEelH/999h/5/lTVfUSiusBeAoGWEa7YdOOo2TjLeh94bdIKKpF+qpTEXtgbdFMlfZikjNRePa10LXtgHWiDwhi4v3Utj44XG4sy0lERVYi3m8ZR+OQHr87vxY3vLAfR5SmoXlYj7r8ZPRMmHDHBXU47687pqpYN+R7brF6Y+8IuiZMGNNb8YsN1fjtm62oy0vCqXXZKEyLn9rGX2XrBIUcq4tTsatXg1h5NN7cN4rvHF0CrdmO95vH8bU1haKOwZv/+jucTgeKK2tQUFqFXR+/g+6WffjerX/EA7f8ELWHHYme1v0oq1mO4b4u/OBXf8ZNl50yVdG8vNZzi9qn77yMod4OqMdH8a2f/Rb/uPsXKKtuwNqTNkyt0Z6pyrlMLscV196Kx+74PwBAQVkVstubsH/nVsjkMThs/clo+mK7qOMwKRRiQi6Lxv87vQq/eq0ZABArj0ZqXAysDhecLjdk09Y1iTYOn4/A6XJjWXY8yjPi8EGbBk2jRty+oQw3vtKJI4qS0TxqRF1uInpUFvz+7HKc//j+qcqj9XmeW5/eaFSiW2nBuMGGW04twW839aI2JwGn1qSjMDV2aht/1UgTFDKsLkrCF58NI1YejVWFSVhdlIyHPhmE3uIMeuL9xLu74HC6UV2Yicr8DGz6sgP7e0Zx53dOx0/+9gbWVheisXcMDaU56B5Re4qh/fLpqQrny8s8v9er25vRNaLCqNqI275+Em575n3Ul+Tg9COWoSgrZWobf1XPnU4XnnzvS5x/dG1Qf/fpQiE2ZNFRUJsciIqy4rDCpKCPwSPP/AcOhwO1VRWoKi/B25u3YG9TG+69/SZ872e3Yd3hq7C/pQ3La6vR2duH+397C0688MqpyuYr6z3V6l968z10dPdhZHwCv//5dbj59/diee0ynHXK8SguyJvaxl+18+zMDNz0k6uxdceX6OkfxLHrDkdTawe27PgCMfLgTEk+ffFxOJ0O5JbVILu4Ak2fbsJQx35ccP1deP6OH6Ns+VoMdTSioKoBEwNduOhnf8SD3z9jqqp5wbLlADxVzMf7O6FXjeLsa36N1x76FfIr61F/zBlIzy2a2sZfpXOZXI4zv3sLXr7v5wCAvR++hmMv/i5MOg2aPn0HR54duJogsxna/BTcTgcSCpYhPrcCqj3vw9DfhMorfou2J25ASuUaGAaakFRUD/NYN6q+cQd233HeVGXzxBLPfGp85xswj3bDph1D+cW3oOs/v0NiUS0yVp2KuMzCqW38VTt3u5wY/vBZZB1YGx6fV4HYwVZoWz9DlCy458vHXvkQDqcTNaX5qCzMxbuf7cX+zgHcfe1luOauJ3FkQyUauwbQUFGErsEx/OmnV+C0n9w5VeF8RaXn7/7KR7vQOTiGUZUWv/neRbj14f+ioaIQZx69CkU5GVPb+Kt6nhgfizV1Ffjb/95DrEKaN2pD4XyZHCfHD48pwAMfD+Diw6S7NTgUxkIui8LPTirGbW93SzMICI3cyzzSifj8aqQfdjr6/ndHWCbeYVXVfFJi2Uq4HXY4zTq4bGa43S4gCrCM9UCenIH8074LmSIe+ad9F4jy/IrTq+pNUu95HzGpOYhJyYRNPYjEspVwGDVwu1xz6odpqA3api3IOmqjKL/nTFYWpcDudEFvccBkd8LldiMqCuiZMCEjMQbfO7YU8TEyfO/Y0qlif9OrWE96r3kcuSmxyEpSYEhjwcrCFKhNdszx18dhxam484I67O7XAgDccMMNIBj1BauWr4bDboNJr4PVYoLL5QKiojDc24mU9Eycd+WPERufgPOu/DGiDgzC9Irmkz7/6G2kZ+chNTMHE8MDqGpYDb1WDZfTuaB+HX3aeTht47cwOtATiF9zzkIlJqY7ojQNt51Tg2U5SdjepQrQbzq7lQWJsDvd0FmcMNtdcB0oYdGjsiAjQY7vHp2P+BgZvnt0PibfB5heeXTS+21q5CR7Hi8yqLNhZX4iNGYHXK65lcRYVZiEO84ux1eDngrubzYpUZSmQGlGXGB/4bn0pSIfNocTOpMVJqv9QGxEoXtEjczkePzw7COREBuDH5595NSxMr3C+aRNX3QgNy0J2akJGJzQYVVFPtQGs+fYO4S9PSMwWe3Ysq8XH+3rEetXnVUoxIbSaMeZdRm446xyvNMcnGNiusNX1MFmd0CnN8BstsDlciEqCujs6UdmRhquvfrriI+Pw7VXfx3RB66d0yubT3rrg0+Ql5uFnKwM9A+N4vAVdVBrtHDO8bzZ3NaJzVs/wxUXnQ0AOP/MU3DlpRegp38w4L+zP0W1h8Fpt8Ni0MFmOTCHQBQmBrqQmJqJ4792DRRx8Tj+a9dMFQCaXtV8UtOn7yAlKxdJ6dnQjA6iqGYVTDo13K6FXT88JXfciArKVdQjqXQlXA47HCY9nNaDY2EZ7UFMUgYKT/fMpwpPnz6fOljZfJJqz/tQpOVAkZIFq2oISWUr4DBqAPehzw+G3v1w2czQNH8KdeMWAEDWERuQe9xlsEz0ifFrz+iw6lLY7U7oDGaYrbapa2nX4BgyU5Pwo4tPRXysAj+6+NSpIlnTK5xPemf7XuRlpCI7LRmDY2qsri6FWmeE0zm3i+nhtWX48/Vfxxct0iRaoXC+BDyf9I7obVOJqRRCZSykFgq5V2LJcjjNeoxv/x/kiaF/d5Q/YfmJt8OoQbQiDqahdsDtRnTMgcmsyzlVoTNKfuBW5wMHwfSqepPSDzsdlpFOyBNSoUjNg8tihNthh3WiD3FZnk/xZqq0Z9OMouOxa5F19EYYur5EcpX/6pViUJvsiIuRoW3UADeAuANVip3ug58qKuSeoJ9MsqZXsZ50en0OOseNSIuPQV5KLIw2J+xON/pUJhRneLabqbJ1v8qMV/YMQ2204+TaLJRlJuDJbX1wuoBrTxL/Nhi9RoXYuHj0dbTA7XZDEefpr8vlhEzmGQ+5whMDk8nE9Irmk9adfDYGu9uQlJKGjJx8WEwGOOw2jA70IPfAdjNVOQeAt557DJ3Ne9Gy+3PYrRa07d2Fkf4eXHHtL9DZtButuz/H2woFLvnB/4kyDpNCISYA4Ontfdg/qMcXvRq4AXzWpUKvyoxbzgzOrXIaswNx8mi0j5s84xDj+Z2dLkwbhwMDMDkO0yqPTjq9Jh2dExakxsuRl6yA0ebyjIPGiuJ0z/lmpmqk/WoLXt2vhNpkx0nL0vFhuxrP7hzFKdXpGNRagz6BUBvMiFfI0Tow4RmTAwX0nC4XZDLP+ChiDpw3D4zJ9Arnk85cuwwdQ0qkJcUhLyMJRosNNocTvWOaqe1mqnq+urIAqysL8NyHe7CiTNyKvDMJhdiIj4nGRx0adE6YcUTJ4p/DO18qjQ7xcbFobu+E2+1GfJynv06nE3KZJy5ivc6b0yubTzrntBPQ1tmLtNQUFORmw2A0w2azo6d/cGq7maqdD4+O49vX/wJXXHQOPv9qH6w2G3bu3o/uvgH86oZrRPvdpzPp1IiJjcNIt+f6ERPrObe5XU5ET14/Yib/5p5xmF7VfFLDcRsw1tuBhOQ0pGTlwWY2wmm3QTnUO7XdTJXOAeDTl57AYNte9OzfiZUnnYet/3sMbqcTp1x5owi/tX8OowYyRRxMQ20ADs6n3G4nog7ERLRcGBPTK5tPyjzsdJhGOiFPTIUiLQ8uiwkuh83zCLID86mZqp0nl69CcvkqjGz9D5JKGqBp2QZ911ewjPeh9IKfifWr+6XWGxEXG4OW3mG4AcQf+MTZ6XRBfiA2Yg886mvyDZLpFc4nnXXMKrT3jyItORF5WWkwmK2e8+XIBEoPbDdT1fPe4Qm8uPlzqHRGnLZuuVi/6qxC4XwJAO+2qnB6jbRLDUJlLJ7+fASNw0Z80a/HEcXBv36EQu41+Uao225FzvHBuSso0JZMVfPpVfWCLdSqmkshFKqaT69oLjWpq5oD4RMTgLhVSKdXHpVKKFQ1n256hfNgCrWq5lLFRqhUNQeElc2lEIpVzaUkdVVzQFjZXCpSVzWfbnqF82AKtarmUl5LQ62qeahfO4KVf0mZewGhWdU8LG81Xwgp//ChQMoEK1SEStIdKhgTHlIn3aFIiqQ7FDE2IGnSHUpCIekOFVIn3aFGiqQ7FPF8eRDHwmOp517+LJnEm4iIiIiIiEgKEZN4j239D4x9+xf9Ol3//AX0HbtgVQ6i98U70fvf38Ou9y2CM/Tuoxh4/T4Mv/8EXA47Op+5KSD7X6j/7BrE/iHdol/nlpebsKtXg6/6NPjrR924/oV9UBlteHp7Px7+uBs3/nc/HF7FQSYMNjy4uQu/fLUZn3WrMaSx4Monv1x0X+br/ZeeRVfznkW/zsO334CWr3Zg345P8NAvf4yXnrgfALDr43fw4mP34p/3+76DZzYa8Jdf/QQvPnYv3n/xGQz1duK+n38f299/HQDQsf8rPPTLHy+6b/MR6JjonjDip//Zh7f3j059739fDuH6F/b5/IzD6cKfNnVMVTiXKiYm/eerMewfNh56w0P4xRtd2NWvR5fSjCc+G8Yv3+yG2mTH641K/HXLIH75pm8hHJfLjTs29eL+jwfwea8OQ1orvv1cy6L7shjPfbgH+7pHDr3hIfzf4+/g89YBdA6r8OhbO3HzE+9CrTf7bPfMB1/hG/f8FwBgdzhxw6NvBWT/ixXouNg9aMBv3+3Br9/uQfOo7+s+tn0Y//hsGP/cNQq704WbXusMyP4X4pn/voo9jYuPw+t++Qd89sUedPT04bs3/gqvvrsZgOfRYw88/ixuvfN+n59xOBz43b0P42e/uQcA0Dc4jF/e9QBuueM+TKjU+HJvE6656fZF920hPn/zXxhs27vo13nxj/8PPfs+x3h/Jz554RG89Of/g1Gr9tlu+6tP48N/PYS/33gJnA47Xrjr+oDsfzFGtv4HhgDMZ9qfvQW6jl0wj3aj9fHrMfHl2363c7vd6HrhdxjY9BhsOiX63ngIHf/6JbRtO2BVDWH/A1cuui+L8a+3P8Xe9sUXebvx/n9hR2MndjV34f5/v41r7voHlFqDz3ZPv/EJLr/1LwAAu8OBn/75mYDsPxACfc5sHTPhkU+HcPW/W7CtW+uzXSidM6cL9Dh0K824/uWOGYtuhuo4BDv36nvljxj+4EmMbH4qJHKvhQirxLv3v7+Hy2HH0DuPwKoextiW59H38j1Q7zu4TrT737cJ/tv34p0YeucRDH/wj6ltrKohDL/32NQ/Y3/j1PeiZHIkV62B8os3kXfSlcg6eiPUe97z6UvBGT9A3qnfhVU5iGh5DJIrjhDr157yuzdbYXe68PDH3RjWWvDvnQO4+912bG4dn9pmMtGZ/O8f3m7Dwx9344lPe6e2GdJY8PctPVP/GqclZ3JZFNaUpmF1SRp+fGI5KrISobc4EK+IRp/KjCh4Hhs1XVaSAtedXIFzVuahT2VCQVocSjLjIYYn77kVDrsdLz1xP5SjQ3jvf0/jn/f/Fl98smlqm8nHe03+95l7f42Xnrgfrz/78NQ2EyODePWpv0z96245ONGRy+WoXb0OMbFxSExOhd1mg9PpxO5tH2Lj925EamY2RgcOjifgeTSMTqPCSH8PcovKUFBaiVMv/MbU96uWr0ZcfELAxyOYMVGelSh4TNz2LhXyUmKRHOdbo3Hy0WKTxIyJSb/f1Au704VHPh3CsM6K578cwz0f9OHD9oOT3clHcUz+9873+/DIp0P4x2fDU9sMaa14bPvw1L/GkYMXN7ksCmuKk1GRGY+CVAVG9TbEyKJxbkMmfnxcIWx+KtY2jZpQm5uA608owtvNKhSkxqIkXfwCa79+9gPYHU489NpnGFLq8M/Nu3HH8x/h/a8OVhe95clNgv/+7rkP8dBrn+Hvb++c2mZQqcPDb34+9W9/z8E3XuSyaBxZU4TK/AwUZiZjWK2HXO57WfnWKatRnO2pQBojl2FttbiPG5wumHGhkEVhTG/HhNGGHD91GAa1Vlx1VD46JsyIkUWLXiDnljvug91ux72PPo3BkVE89Z+X8Zs//QXvfvTp1DaTye/kf39194O499Gn8dcnn5vaZmB4FA8+/s+pf3ubWqe+FyOX46gjVqGqrATfvOS8qfYTjl4Lu80OvdHk0y+5XI5f3XiwkNrLb7+PH155Gb6+8Ry89cEnOHxlPRISxDtfvP6X2+B02PHhvx6CZmwIO15/Fm8/+ns0b3//YJ8OPOZr8r9vPvxbfPivh7Dlv49ObaMZG8THz/9t6t9g+8E3IaPlcpStOBLZxZVIyymEdmIEMj+PSzv6/CtRXLcaR5xxKWTyGJStCM7jcbpe+B1cDjv6334YVvUwRj75N3peugeqafOpzuduE/y3+393ov/thzH4/hNT21hVQxjY9NjUP0PfwflUtCwGKVVrEJ9bjtxjL52xLyMf/wuZq88AAChSMlFyzrXIXnsuLON9iM0oQHx26Yw/Gyi/euS/sDscePD5dzE0rsazb23F7554Be/tODipv/mh5wX/vf2xl/Dg8+/ikZc+mNpmcEyFv/73val/+zr6p74XI5NhXUMl1tRV4PrLN6CqOA86o+8blVeeczxK8jy1CWLkchxZXynK7zyTYJ4za3IS8MNjCpCVpMDRZSk+fQn2OXO6YI5DeWY8Lp3lkWlSjkMo5V523TjyT/kOVHveC1ruFWhhlXhnrD4D6q/egU07CkVqDpxWI+KyS6Fr2ea7scsFu14J03AH5EnpcBg0C9ijG3C7gagouOxWQal7h1mPgdfuReHZ1y7495mvMxty8E7jGEZ1VuQkx8JodaI0IwHbOn3fFXK5PJ9Et48ZkZGogMZkn/f+3tg3gqL0OJRmJmBIY8GdF9ZP/b/ZLnxcSuuoAVvalbh4dcGCf7+5OOrUc/HZ+69DPT6CtKxcmE1G5BWXYd+OT3y2dblc0KrG0d/ZipT0TBj8fNowm9rDjsRVN/8BxZU12P/5lql294HHMVktBy+YGuU4jj71XPzwtnux/b3XFv4LzlOwY2K6bZ0qNA3rsX9Qjz6VyScmgu2M2gy806LGqN6T9BhtTpRmxGFbt++n/i6XpwhJx7gJ6QlyaMyOee9vQ10mvnZ4DvrUFrjdbtz/8QC+tdZT8d17LKSoYHnWkTV4c2cbRtUG5KYlwWixoyw3HVsbe322dbncmNAa0TYwgczkeKgNvpPBQzlnXS2+cdIq9I1pYLWHziNSghkXnUoLbjypCN9Zl4+POjSwOlySjsN5Z5yE1979ECNj48jLzoLBaEJ5SRE+3va5z7ZOlxPjShVaOrqQlZEGtWbxd8v8vx9dhZLCfDidTpgtllm3dbvdnnNrEB6ltfz4s7Hv4zehU44gJTMXVrMRmYVl6Phyi8+2bpcTBvUERntakZiWAZNuftcRAFh54rlYd843oBruhcNm9XkE394PX521+rkYMlefCeVX78CmHZs2nyqBpvlTn23dLidsOiVMw+2ISc5Y4HzqoOnzKZfdAuNAM9T7P4K2dTtcDjuMg21QN36CnKOD96jWc45djTe27saISoPcjFQYzBaUF2Rhy27fu0KcLhcmNHq09g4jMzUJat38P3l89eMvUJybifKCbFht9jk9ljFYgn0tbR83oSor3jOvkvicOV2wx2G6UBqHUMq9UmuOweDbf4MsNvAfZAVLWD1OLLlqLZru+zryT/4OXFYzrMpBJBbXHXjupIciNRejnzwH83A7YpIzkVBUC6dZj4Tig4WkYjMKkH/a92bdV+YRZ2PkA8/D4gvP/gmG33sc2cdcAkWqpwpg61+uQkrNeuiatyJz7bni/MJe1pal4/LHd+HqY0phtjkxqLGgLj9J8Izl3ORY/GvHANrHDMhKUqAuLwk6iwN1+QffHStIi8P3jyubdV+bW8fx7GcDOKU2C4MaM+JiZPjzex0Y1lqRmaTAH95uw+3n1gIARnVW/OTfe3Hx4QX4sl+LNaVpIvz2HnWHH4VfX30+zvnmNbCaTRgf7kd5zXLBRSs9Ow/v/vcp9He2IDUjG6XVDTDpdSirOfhYjqy8Qpz/7Z/Muq+Wr3Zg/86tGBnowbdu+A3sNgv++/c/wWI0IqewBI/feTO+e8vdAIDYuHh8ufV9DHa3o+7wo6BVjePTd1+BzWLGsuWHIytPnE/4ghkTEwYb3tg3AovdhVVFqfjZaZ5PtPvVZpRkJODXr7dMxQQgfLTYESLGxKS1Jcn4+rNN+M66fJjtLgxqrajLTZx65iYA5CYp8NwXo2ifMCMzMQa1uQnQW5yoyzt4Ei9IjcX3js6fdV/burXYPWhAr9qKn51YhLs/6IfKZMf2Hh0a8hJw9wf9+M2ZZQCA+twEvLJvAvd91I8NdYuvMj1X62qKcPHv/43vb1gDk82OgQktGkpzBBfzvPQkPPPBV2gbnEBWaiLqSnKgM1nRUHKw2mlhZgquOfvIWfe1tbEXX3YMoWdUjZsvOR6PvPk5LjthJXLTkwAA7+xqw77uUby6vXnGR46JJZhxkZUox+PbPY8hunpdPh7fPoxLDstGTrLn0+/C1Fj8fdsQqrLEvftj0tFrDsM537wGP/r25TCZLegfGsGK2mrB756fk4V//PsltLR3IzszA8trl0GrM2BF3cFHABbl5+K6737D3y6mjCtVeOmt92CxWHHEygZ89OnnGBmfwODwKGQyGW6741788baDj1V89NkXsKexBTu+3IsLN5yKh5/6N5wuF2768dWBHwgv5SvX4dHrN+K4S74Pm8UEzcgA8qsaBBO8lKw8fPbaMxjtaUNSehbyK+thMeiQX9kwtU1aTiFOuOxHs+6r48st6Gv6EsrBHpzx3Z/j4/88jLVnXY6UTM9j9XTKUcQnp0Ees/gnVcxH6rK12PfnK1Bw6lVwTs2n6gXP3Vak5mD443/BNNwORUomEotq4TTpPdsdEJtRgKLTZ59P2XRKTOx8A067BcllqzC2/SXkHnspFKk5iI6JQ9U37oBloh8TX74Du0GF1r//BDnrL4a+60ukBOlRreuWV+HC/7sPP7joFJisNgyMqtBQWSQ8X2am4uk3PkFb7zCy0pJRX1EIrdGM5ZVFU9sU5mTgx5f4f5TepPd27Mc/XvsIpx+1EgNjKvz3/R244oz1yM303BX09rbd2NvRh1c+2jXjI8fEFMxzJgC88NU4fnycZ44k9TlzumCOg9Jox5tNSljsLqwsSMTLeydCZhxCKfdCFICoKGSvv0SMXzUolszjxOZq5MOnkVBUh5Rlwonm5LvC/rgcNgy+9VdkH70RcdOeVTcpFB4nNldPb+9DbV4y1pXP/tzEMb3nE1Z/BtRmPP1ZP27dUD3VFgqPE5urt557DKXVDWhYs37W7dTjI0jPnvmZ1tO17d2Flq924LwrPeu8Q+FxYnMldUwAwXn8x1w8/fkI6nITcGSp7y1x043pbVMXTG+DGiue2TmCW047ePtkqD1ObK7+8e4XqC/JwVF1xYL2UbVhKun2ZrM7cf8r2/C141egNDdN8L1Qe5zYXM0UF7PFgc3hwl+3DmLjqmyUHHiG66RQepzYoTz67AtYXlOFY448fNbtRsYmkJczt0d77dy9D599sRfXXv31kHmc2Hx9+tITyK+sR8WqowXtOuXoVNLtzWG34YNn7sOaDV9DZkGZ321C4XFiczW0+WkkFtUitXqdoH22+ZQ3i3IAw5ufQfklvxC+Rgg9TmyuHn/1QzSUF+HolcsE7aNK7VTS7c1md+De597GZacfhbJ84e8Wao8Tmw8pz5mhNBZSjUOo5V9i5F4AHye2INqWbVB9+U7AXs8y0Y/h9x6b+lq1exOctoO3VeaddCUU6fmCbQDMepGIlivgMKpn/MMHyrZOlaCw1WL1q8z4+5YeQduVR5ccMsEC4JNg/WlTB7Rmz63LRenxggQr0Pbt+GSqaFkgjA704tWn/jL1dWZuAaqWr551GwCHTLon15gDQPXKNVNJdyAxJg7a1q2dsTDJQvSrLXhs+7Cg7coj8w6ZdAPwuWD++cN+aA/celaYFitIugNta2Mv3vy89dAbzlHfmAYPv+l7azIAXHXGET5JN4AZk+67XvgEZpsdN11ynE/SLYZgxAQwc1zMNHECgIe2DOKqdfk+EycxfLx951TRs0Do6R/Eg4//EwDwg29eesikG8CMSffv7n0YGq3w1s21h63AtVd/ffEdnabjyy3Y9/EbAXs91XAvPn7+b1Nf79/yFmzTlh8dc9HVSMspEGwDYMakGwDkMQqYdOoZk+5A0bRsm7HQ2UJYJvoxsOngnEn51btw2swoOPnKqaR7+jZzTbo7n7sNcZlFPkl3IG35qgVvbPkqYK/XOzyBv/7Xd20qAHz3/JN8km4AMybdf3jyVZgsNvz8ynN9km4xBOt8Ccz/nPnnD/thtrtww4nFop8zOQ7MvcQUkreaa1u3Q9f6GWIzChCb5ZnU6dp3wti7F3bdOArPvg69/7kdCcX1yFp3AfpevAsJRbVIX3UqYjM8t6sod70Bm9oT6NExccg98ZsHX79lO+x6JRJLlsM02IqU6nXoe+sviE3Lg2r3JpR/4w+CbTLXnAMAGHjzQcjjU5BYugLRinjo2nbAPNyOim/8AYDnnZWBNx6APCENyVVrYBntgtvlREzazBfaQ9nZo0bzsB4FafEoyfDcYvJ5jxp7B3QYN9jw05PL8ZvXW9FQkIwLDsvHne+0oy4vCafWZaMwzbP9G3tHMKT1rK+Li5HhW0cJJ8pb2pXY2auBymjDT0+uwNPb+5GdHAunywW91Ymr15cgKU6OXb0avNc8jsrsBFy8ugBPbu9Dr9KMS9ccXNf90IddkEdHwWxz4pIjCvHolh4sy0nEWcsXPgYAsO/zLdj/+VZk5xcit6gMAND0xXZ0NH4FjXIMl/7g//DEXbegvHYFjj/nEjxz729QVt2AtSdtQHa+5zawT995GRMjgwAARVw8Nlx2teD1teoJVNatQm97ExrWHoP/PvonZOYWYMcHb+CaX98v2OaYMy8EALzwyB+RmJyCyobViI2LR+OuT9Hf2Yprfn0fAM8n2y88fA+SUtNRu3odhno64XQ6kJEzt0/K/WFMHLS9R4vPenQoSI1FcZon8d/Zp8PeISPGDXZcd3whbn+3F/W5CbhgRRbu+qAPtTkJOLUmHYWpnu3faFRiWGfzjIU8Gt9cK+zXli4tdvXpoTbZce3xhXhm5yiyk2LgdLmhtzpx1bp8JMXKsKtfj/db1ajMisfGlVl46vMR9KqtuGRawZS/bBn0jIXdiYtXZePv24dRlRWPs+sX98nk560D2N87hsKsFJTmpAEAPmvpx56uEYxrDLjhomPwq2fex/LSXGw8tgG/e+5D1Jfk4PQjlqEoy3PRf3V7M4ZUegBAvEKOb58mTKY+3teNz1sHoNSZceNF6/GPTV8iNy0RDqcLerMN39uwBsnxsfi8dQCbvmhHVWEmLj1uBR5/dxd6RjW4/ISDn07d//I2yGTRMFvtuOyEFfjbGztQXZiFc9fVLGocgMiIifyUxd/Rsn3XbuxrbkNRQR7Kij3XxW07v8KX+5owNqHCzT+5Gjf97s9YWV+Dr513Jn51z0NYXrsMZ51yPIoLPOenl958DwPDnjf24uNi8b1vCG/v27x1Bz77YjcmVBrc/JPv4u/PvoDc7Ew4nE7oDUb86NuXIzkpEZ99sQdvffAJqivKcMVFZ+Php59Hd98gvnnxwWVaf/zrE5DJ5TCbzfj6xnPxwGPPonZZBS7ccMqCx6B73w4Mte9Hem4hMgo8b3Z17/kM/a27YVCN45Qrb8RrD/4SBcuW4/DTNuLNR36H/Mp61B9zBtJzPdeNPZtfhWbMc92IiY3H+gu/M/X6nV9thVGjRGH1Sgx3NaHysPV4+5l7kZpdgP1b3sLF//cnwTaT67jff+rPiEtKQVHtYVDExaPzq20Y62nDxv/7EwDPp9rvPfUnJKSkoWzFOkz0e64buWU1KFwm/JR3rjQt26Ft3Y7YjIKpiaq2/XMYevbCpptAyTnXoev525FYXI+coy5A9//uQmJRLTJWnYq4TE/8jO98A9Zp86qCk6bPq7bBrlciqWQ5jIMtSK05Cj1vPgRFWj6UX72LZd+6U7BN9lrPvKrvjQchj09GUtlKRCvioW39DKbhdiz75p0APJ9s97/xAOQJqUhZtgbm0W64nQ7EpC78+rFjfwf2dQ6gKCcdpQeKmH22rx1ftfViXK3Dz75+Nm792wtYXlWEi09eh9sffwkNFYU48+hVKMrxnKtf+WgXBsc96/3jYxW46rwTBPv46Itm7GjsgFJrwP/7+ll4/NWPkJuR6jlfmsz4wUWnIDkhDjsaO/Hu9j2oKs7DZacdhb+/8iF6hsZxxRkH77i7919vQS6TwWS14fLTj8Zf/rsJNaX5OP/4xReWioTzZSCuobv69GgaNS7pcdB37IKxvylicq/4/GVILGlAqAnJT7zVX72D4vNuQM6xX5tqc5q0iI5NgHm4A7LYBMTnV8FhUAFuNxLLVsJh1AjWZ80medlaFF9wE/QdByv3OnQTyD3xm4hJyZ5xm6TSVXDZLHBajXBajIiWyWHXjcNp9jwOQteyDdGKeMRmFsI60YfEspVwO+xwmvULHovNrRO48bQqXLb24BphndmBBIUM7WMGJCjkqMpJhNJoh9sNrCxMgdpkx3zqdLzbNIafnFiOo8rT0TSsh8XhhNHqgM3hhsHqQNKBqtWlGfFIjpVBbbTDbHfC4XSjMC0OO7oPFpvZ1qlCRqICBqsTWckK5KfGQW2yw7nIFQ2fvf86Lv/JLTh147em2ox6LeLiEzHQ2Yq4hEQUVVRDp1YCbjeqGlZDr1XD5Zxbwa/6w4/CN356G5q+3D7VplWOY8NlVyM9K3fGbaqWr4bVYobFZIDZaIBMHgONcgwmg+dvvm/HFiji4pFdUIzRgV5ULV8Nh90Gs4ExsdiYAIB3mtW44cRifG31wXdFtRYnEmKi0TFhRoJChqqseKhMDrgBrMxPhMY8v8Jfm1pU+PGxBTiyNAXNoyZY7C4YrU5YHW4YrU4kxco8Y5Ee6xkLkx1muwsOlxuFqQp83nvw07ztPVqkJ8g9Y5EUg/wUBTRmB5yLHIr3v+rETZcch6+ftGqqTWe0ICE2Bm2DSiTGKbCsMAtKvQlutxurKvKhNpjnVdDn7Z1t+On563F0XTEae8dgsTmgN9tgdThhMNuQHO+ZfJTlpiE5IRYqvRkmqx0OpwtFWSnY3nKwuu/Wxl5kJsfDYLYhOzURBZkpUBvMcAagmEwkxITWsrjCPADw7kef4tbrf4grL71gqk2j0yMxIR4tHV1ITEhATWU5lCo13G7g8BV1UGu0cM7xnAkAr2/6EP/vmqtw7JGHY19zG8wWC/RGE6w2G/QGI5KTPMsfykuKkJKUCKVGA5PZAofTieLCPGz9/OAjBj/+bBeyMtKgN5qQm52JwvzcA/1ZeNGplu3v4Yyrb8aR5xxcn242aKGIS8BoTyti4xORU7oMRo0SbjdQVLMKJp0abtfcxqBsxVE48/u3onvvZ1NtBvUE1l/4HaRk5My4TXHdatitFthMRlgPXDf06jFYjJ7rQseXWxETG4/0vGKohnpRVHsYnHY7LIaFF7xTfvUOSs+/EXnHXTbV5jDpEB2bANNQ+9S8ym5Qwe12I6lsBRxGjWDN92xSlq1F2YU3QTdtzmTXKVFw0jehSM2ecZukspVw2ixwWoxwWgyIksXArpuA48C8Stu6DdExcYjNKoJlvB9JpSvhctjhtPg+hmuuNu3Yh59feS6+seHYqTaNwYzEuFi09g4jMT4Wy0ryoNQa4IYbq6tLodYZ5xWLb376FW64fAPWr1iG/V0DsNjsMJgtsNntMJgsSE7wfFpZnp+F5IR4qHQGmCw2OJxOFOVmYNu+9qnX2rK7FZmpSTCYLMjJSEFhdrqnPwEoyBYJ58tAXEM3t3Mc1Ps2R1jutfgCoWIIyU+801efiYHX74MioxCxmZ53nU2DrVBkFMDtcnouBtFyOEx62LTjcFmMcDvssE70Ie7AuzST75T4Ey2TIyo6GtOXt8uTMzH60bNwGJQzbuMwaxEVo4B5sA1RMjlkCakHiu95LtIpteuh7/oKLpt5KiCjFXGwjHQteCxOrsnCve93oigtDkXpnk8rW0b0KEiLg8vlhsZkhzw6CnqLA2N6K4w2J+xON/pUJhQf+DT0nJWzf7p6Rn0O/vJRN1RGG/7v9Cq0jxnhcrsRHyODGwfXvIwbbEiKlaN5xIBxgw06iwNpCTGCyfIJy7KgNtlRm5+ECYPtQDJohsGyuIrXR516Lp7/613ILihCToHn3fretkZk5RfB5XTCoFVDJpfDaNBCPTEKi8kAh92G0YEe5BZ5PumY/JTaH5k8BtHR0Z5KigekZmTh7eefgFY9MeM2Rp0WMYpY9LU3QyaXIzElDW63G64DE7cV645D696dsJpNqFp+OPQaFWLj4jHY3Y6FYkwcdGZdOu77aACFaQoUHXjXuXXUhIJUBZwuNzRmB+TRgN7qwLjBBqPN5RkLjRXFB27TOqdh9jVNp9dm4K9bh6A22fGzk4rRPm6Gyw3Exwjftxw32JEYK0PLqAnjRjt0FifS4uWCC+FxFWnQmB2ozU2E0uhAQowM7VoTDNbFjcWpqyvxx/9tQVFW6tRju5r7x1GYmQKnywWNwQx5dBR0JitGNUYYLTbYHE70jmlQcuAT8kMVPduwthoPvLoNSp0Zt3zteLQNKj0xoZBPPyQwrjUiKV6Bpt5xjGuN0BotSE+KF8TEiavKoTZYUF+ajQmdyfMGwbgWerN1UeMAREZMdE7Mv6q8tzNOPAZ/eOBRFBfko6TIU9inqbUDRQV5cDpdUGt0kMtl0OoNGBmfgMFohs1mR0//4NQn5BedPXuRqHNPPwl/evgfmFBpcNuN16ClowsulxsJ8XGCmBibUCIpKRH7W9oxOq6EVqtHelqqIJE55bijoNJosbxmGcYmVFNvEOgNC0+wao8+DZv+cQ/Sc4uQnu+ZGwx3NSMtpxAulxMmnQbRMjksBh30qlHYzEY47TYoh3qRke+5bsxWbVwmlyPaa56QlJaJbS8/CYNmYsZtzHot5AoFRrqbES2TIz7Zc92YTPirDj8WfY27YDObUFy3GiadGjGxcRjpbkHl6mMWNBaZq89E72v3ITajEHFZB+ZVAy2IzSgAXE7YjRpERcvgNOlg147DZTHB5bDBMn5wXjX5KbU/UbIYRHldH2OSMzH04bOw65UzbuM06RAdo4BpsA1RMhnkCame7x+YV6XWrIe+80u4rCYkla2Cw6iBTBEH80gnFur0dStw9zOvoygnAyW5nmO9uXsQhTkZcLrcUOuNkMtk0BnMGFNpYTBbPefLkQmU5ns+IT9U0bOzj1mN+/79NpRaA37x7fPR2jvsOTbiFMJjQ61DUkIcmroGMKbWQWswIz05UXBsnLymHmq9EfUVhRhX65Fw4A0CvXH2JwXMRSScLwNxDT15GcchfcXJEZV7mYbakVIjrLERCkKuuNqq332EmOTgVf6dpO/YBfNoF1w2C/JO+tahf2Ae7HoV9vzqREHbXIsdfPyzY5CRGNxqp2JQGW044c/Cx5TMdQz+9tYXSEkPfsGH5i8/w1BPB6xWC866/LsBfW2dWokfnSW8TYwxMb9iKB/9ZBUyEqQpDBNoKpMdJ/5lj6BtPmOx/b4fIDM5+NVOA02pN+PoGx4VtC3FmJhPPAD+x2L3By8jKyNNrC4GzYRKg8NOEb5pOtdz5c3/3oHE1OBeO7r37cBEXydsVjOOuSjwFdqNWiXuvlxYrOxQxdXW3PEx5EnBn1fpOnbCPNINl92M/JOuDOhrOwwq7LpVeHv3XONi59O/RWZq8IurBZpSq8faK28TtC3F8yWw+GtopIzFXMchVPIvMXMvYO75V1C5JTQ2NuaG5xG3S+7f2NjYkh8PjgHHYy5jsBTHgWPBcZjrOHAsluYYzDQeHIelHRc8X3Is5jIOS20M5hIXwRKSa7yJiIiIiIiIIgUTbyIiIiIiIiIRMfEmIiIiIiIiEpGkxdVcLheUSqVUu5dUZmamp0L2NEttPDgGQhwP/2MALL1xADgWkzgOHjONA8CxAJbeGEw3fTw4Dks7Lni+PIhj4cHjQmi2a2kwSJp4ExEREREREUU63mpOREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kREREREREQiYuJNREREREREJCIm3kRE9P/br2MBAAAAgEH+1qPYVxYBADASbwAAABiJNwAAAIzEGwAAAEbiDQAAACPxBgAAgFG73PWEeK8OxQAAAABJRU5ErkJggg==\n", | |
| "text/plain": "<Figure size 1200x1200 with 1 Axes>" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.486184Z", | |
| "start_time": "2023-02-27T06:43:09.473632Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "1bfd7666", | |
| "cell_type": "code", | |
| "source": "model.feature_importances_", | |
| "execution_count": 259, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "array([0.16561422, 0.05072835, 0.17290415, 0.01444999, 0.46239874,\n 0. , 0.09888264, 0.03502191, 0. ])" | |
| }, | |
| "execution_count": 259, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.517354Z", | |
| "start_time": "2023-02-27T06:43:09.488181Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "d8e51ac0", | |
| "cell_type": "code", | |
| "source": "feature_imp=pd.Series(model.feature_importances_,index=fn).sort_values(ascending=False)\nfeature_imp", | |
| "execution_count": 260, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "Price 0.462399\nAdvertising 0.172904\nCompPrice 0.165614\nAge 0.098883\nIncome 0.050728\nEducation 0.035022\nPopulation 0.014450\nShelveLoc 0.000000\nUrban 0.000000\ndtype: float64" | |
| }, | |
| "execution_count": 260, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.658004Z", | |
| "start_time": "2023-02-27T06:43:09.519348Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "bb62ed60", | |
| "cell_type": "code", | |
| "source": "import seaborn as sns\n%matplotlib inline\nsns.barplot(x=feature_imp,y=feature_imp.index)\nplt.xlabel=(\"Feature importance scores\")\nplt.ylabel=(\"Features\")\nplt.title(\"Visualizing important features\")\nplt.show()", | |
| "execution_count": 261, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": "<Figure size 640x480 with 1 Axes>" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.673888Z", | |
| "start_time": "2023-02-27T06:43:09.660931Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "e2cbc5d2", | |
| "cell_type": "code", | |
| "source": "preds=model.predict(x_test)\npd.Series(preds).value_counts()", | |
| "execution_count": 262, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "1 49\n0 31\ndtype: int64" | |
| }, | |
| "execution_count": 262, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.689116Z", | |
| "start_time": "2023-02-27T06:43:09.675880Z" | |
| }, | |
| "scrolled": true, | |
| "trusted": false | |
| }, | |
| "id": "b83bcd95", | |
| "cell_type": "code", | |
| "source": "preds", | |
| "execution_count": 263, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "array([1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1,\n 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1,\n 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1,\n 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0])" | |
| }, | |
| "execution_count": 263, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.705062Z", | |
| "start_time": "2023-02-27T06:43:09.693036Z" | |
| }, | |
| "scrolled": true, | |
| "trusted": false | |
| }, | |
| "id": "68c9ae5d", | |
| "cell_type": "code", | |
| "source": "y_test", | |
| "execution_count": 264, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "132 0\n390 1\n310 0\n3 1\n248 1\n256 1\n254 0\n42 0\n371 0\n292 0\n345 1\n160 1\n286 0\n291 1\n147 0\n48 1\n135 1\n118 0\n9 1\n354 1\n380 0\n177 0\n240 0\n172 0\n43 1\n65 1\n26 0\n4 1\n126 0\n232 0\n18 0\n238 1\n169 0\n194 1\n356 1\n56 0\n322 0\n141 1\n140 1\n274 1\n166 1\n146 1\n161 1\n66 0\n102 1\n246 1\n133 0\n6 1\n137 1\n222 1\n106 1\n375 0\n353 0\n192 0\n228 1\n368 0\n351 0\n167 1\n258 1\n62 1\n12 1\n223 1\n357 0\n168 1\n51 1\n152 0\n112 1\n162 1\n391 1\n13 0\n77 0\n350 0\n341 1\n175 0\n188 0\n361 0\n197 1\n23 1\n54 1\n58 1\nName: Sales, dtype: int32" | |
| }, | |
| "execution_count": 264, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.735553Z", | |
| "start_time": "2023-02-27T06:43:09.707983Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "ae337867", | |
| "cell_type": "code", | |
| "source": "pd.crosstab(y_test,preds)", | |
| "execution_count": 265, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th>col_0</th>\n <th>0</th>\n <th>1</th>\n </tr>\n <tr>\n <th>Sales</th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>20</td>\n <td>15</td>\n </tr>\n <tr>\n <th>1</th>\n <td>11</td>\n <td>34</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": "col_0 0 1\nSales \n0 20 15\n1 11 34" | |
| }, | |
| "execution_count": 265, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.751443Z", | |
| "start_time": "2023-02-27T06:43:09.740476Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "8d95d428", | |
| "cell_type": "code", | |
| "source": "accuracy=np.mean(preds==y_test)\naccuracy", | |
| "execution_count": 266, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "0.675" | |
| }, | |
| "execution_count": 266, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "id": "bd4b301f", | |
| "cell_type": "markdown", | |
| "source": "## Using gini criterion" | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.766623Z", | |
| "start_time": "2023-02-27T06:43:09.753433Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "959b0122", | |
| "cell_type": "code", | |
| "source": "model_gini=DecisionTreeClassifier(criterion='gini',max_depth=3)\nmodel_gini.fit(x_train,y_train)", | |
| "execution_count": 267, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "DecisionTreeClassifier(max_depth=3)" | |
| }, | |
| "execution_count": 267, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.781770Z", | |
| "start_time": "2023-02-27T06:43:09.769694Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "33cbf6a8", | |
| "cell_type": "code", | |
| "source": "model_gini.feature_importances_", | |
| "execution_count": 268, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "array([0.07711174, 0. , 0.2368145 , 0. , 0.5969282 ,\n 0. , 0.08914556, 0. , 0. ])" | |
| }, | |
| "execution_count": 268, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.797954Z", | |
| "start_time": "2023-02-27T06:43:09.784766Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "156a94f3", | |
| "cell_type": "code", | |
| "source": "feature_imp_g=pd.Series(model.feature_importances_,index=fn).sort_values(ascending=False)\nfeature_imp_g", | |
| "execution_count": 269, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "Price 0.462399\nAdvertising 0.172904\nCompPrice 0.165614\nAge 0.098883\nIncome 0.050728\nEducation 0.035022\nPopulation 0.014450\nShelveLoc 0.000000\nUrban 0.000000\ndtype: float64" | |
| }, | |
| "execution_count": 269, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.936357Z", | |
| "start_time": "2023-02-27T06:43:09.801948Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "d2deda5c", | |
| "cell_type": "code", | |
| "source": "sns.barplot(x=feature_imp_g,y=feature_imp_g.index)\nplt.xlabel=(\"Feature importance scores\")\nplt.ylabel=(\"Features\")\nplt.title(\"Visualizing important features\")\nplt.show()", | |
| "execution_count": 270, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": "<Figure size 640x480 with 1 Axes>" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.951656Z", | |
| "start_time": "2023-02-27T06:43:09.937345Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "14aaa29c", | |
| "cell_type": "code", | |
| "source": "pred_g=model_gini.predict(x_test)\npd.Series(pred_g).value_counts()", | |
| "execution_count": 271, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "0 42\n1 38\ndtype: int64" | |
| }, | |
| "execution_count": 271, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.967810Z", | |
| "start_time": "2023-02-27T06:43:09.953640Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "4efa8d14", | |
| "cell_type": "code", | |
| "source": "pred_g", | |
| "execution_count": 272, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "array([1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0,\n 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0,\n 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1,\n 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0])" | |
| }, | |
| "execution_count": 272, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2023-02-27T06:43:09.983131Z", | |
| "start_time": "2023-02-27T06:43:09.968808Z" | |
| }, | |
| "trusted": false | |
| }, | |
| "id": "99112d6f", | |
| "cell_type": "code", | |
| "source": "np.mean(y_test==pred_g)", | |
| "execution_count": 273, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "0.7125" | |
| }, | |
| "execution_count": 273, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "id": "d8db5f83", | |
| "cell_type": "code", | |
| "source": "", | |
| "execution_count": null, | |
| "outputs": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3 (ipykernel)", | |
| "language": "python" | |
| }, | |
| "language_info": { | |
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| "nbconvert_exporter": "python", | |
| "file_extension": ".py" | |
| }, | |
| "gist": { | |
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| "data": { | |
| "description": "!excelR/assignments/Gists/Decision_Tree_Company_data.ipynb", | |
| "public": true | |
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| "nbformat": 4, | |
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