Validation loss has spikes in loss graph

Jonathan: <p>I am using the following code to generate loss values</p>
<pre><code>for ims, labels, refdes in valloader:
    i=i+1
    ims=ims.to(config.DEVICE)
    labels=labels.to(config.DEVICE)


    output = rn(ims)
    loss = criterion(output, labels)
    running_loss+=loss.item()
    print("Validation Loss: {}".format(running_loss/i))
</code></pre>
<p>However, I get spike in the data… I don’t understand why the spikes when the training is smooth compared to validation.</p>
<p><img src="https://discuss.pytorch.org/uploads/default/original/3X/1/2/12b788c4ba2650238e7094726478cebf34fbba31.png" alt="image" data-base62-sha1="2FzOw33mUyVshixjHLbYQTxvlf3" width="421" height="436"></p>
<p>Actuall data is here</p>
<details>
<summary>
Summary</summary>
<div class="md-table">
<table>
<thead>
<tr>
<th>Epoch</th>
<th>Val Loss</th>
<th>Total Validated</th>
<th>TP</th>
<th>TN</th>
<th>FP</th>
<th>FN</th>
</tr>
</thead>
<tbody>
<tr>
<td>0</td>
<td>70.61%</td>
<td>1422</td>
<td>146</td>
<td>350</td>
<td>835</td>
<td>91</td>
</tr>
<tr>
<td>1</td>
<td>76.28%</td>
<td>1422</td>
<td>229</td>
<td>48</td>
<td>1137</td>
<td>8</td>
</tr>
<tr>
<td>2</td>
<td>74.19%</td>
<td>1422</td>
<td>220</td>
<td>196</td>
<td>989</td>
<td>17</td>
</tr>
<tr>
<td>3</td>
<td>38.06%</td>
<td>1422</td>
<td>1</td>
<td>1185</td>
<td>0</td>
<td>236</td>
</tr>
<tr>
<td>4</td>
<td>39.56%</td>
<td>1422</td>
<td>0</td>
<td>1185</td>
<td>0</td>
<td>237</td>
</tr>
<tr>
<td>5</td>
<td>55.36%</td>
<td>1422</td>
<td>152</td>
<td>927</td>
<td>258</td>
<td>85</td>
</tr>
<tr>
<td>6</td>
<td>51.87%</td>
<td>1422</td>
<td>0</td>
<td>1185</td>
<td>0</td>
<td>237</td>
</tr>
<tr>
<td>7</td>
<td>42.83%</td>
<td>1422</td>
<td>21</td>
<td>1172</td>
<td>13</td>
<td>216</td>
</tr>
<tr>
<td>8</td>
<td>51.56%</td>
<td>1422</td>
<td>60</td>
<td>1130</td>
<td>55</td>
<td>177</td>
</tr>
<tr>
<td>9</td>
<td>38.02%</td>
<td>1422</td>
<td>18</td>
<td>1167</td>
<td>18</td>
<td>219</td>
</tr>
<tr>
<td>10</td>
<td>49.79%</td>
<td>1422</td>
<td>129</td>
<td>1025</td>
<td>160</td>
<td>108</td>
</tr>
<tr>
<td>11</td>
<td>45.65%</td>
<td>1422</td>
<td>109</td>
<td>1055</td>
<td>130</td>
<td>128</td>
</tr>
<tr>
<td>12</td>
<td>39.80%</td>
<td>1422</td>
<td>83</td>
<td>1123</td>
<td>62</td>
<td>154</td>
</tr>
<tr>
<td>13</td>
<td>45.15%</td>
<td>1422</td>
<td>163</td>
<td>950</td>
<td>235</td>
<td>74</td>
</tr>
<tr>
<td>14</td>
<td>38.97%</td>
<td>1422</td>
<td>40</td>
<td>1139</td>
<td>46</td>
<td>197</td>
</tr>
<tr>
<td>15</td>
<td>46.76%</td>
<td>1422</td>
<td>176</td>
<td>970</td>
<td>215</td>
<td>61</td>
</tr>
<tr>
<td>16</td>
<td>40.42%</td>
<td>1422</td>
<td>125</td>
<td>1071</td>
<td>114</td>
<td>112</td>
</tr>
<tr>
<td>17</td>
<td>48.06%</td>
<td>1422</td>
<td>188</td>
<td>917</td>
<td>268</td>
<td>49</td>
</tr>
<tr>
<td>18</td>
<td>49.94%</td>
<td>1422</td>
<td>182</td>
<td>897</td>
<td>288</td>
<td>55</td>
</tr>
<tr>
<td>19</td>
<td>47.35%</td>
<td>1422</td>
<td>187</td>
<td>901</td>
<td>284</td>
<td>50</td>
</tr>
<tr>
<td>20</td>
<td>35.21%</td>
<td>1422</td>
<td>27</td>
<td>1174</td>
<td>11</td>
<td>210</td>
</tr>
<tr>
<td>21</td>
<td>36.38%</td>
<td>1422</td>
<td>87</td>
<td>1103</td>
<td>82</td>
<td>150</td>
</tr>
<tr>
<td>22</td>
<td>47.70%</td>
<td>1422</td>
<td>189</td>
<td>887</td>
<td>298</td>
<td>48</td>
</tr>
<tr>
<td>23</td>
<td>62.64%</td>
<td>1422</td>
<td>223</td>
<td>640</td>
<td>545</td>
<td>14</td>
</tr>
<tr>
<td>24</td>
<td>51.09%</td>
<td>1422</td>
<td>204</td>
<td>812</td>
<td>373</td>
<td>33</td>
</tr>
<tr>
<td>25</td>
<td>49.78%</td>
<td>1422</td>
<td>201</td>
<td>837</td>
<td>348</td>
<td>36</td>
</tr>
<tr>
<td>26</td>
<td>70.49%</td>
<td>1422</td>
<td>235</td>
<td>494</td>
<td>691</td>
<td>2</td>
</tr>
<tr>
<td>27</td>
<td>40.49%</td>
<td>1422</td>
<td>155</td>
<td>1008</td>
<td>177</td>
<td>82</td>
</tr>
<tr>
<td>28</td>
<td>44.78%</td>
<td>1422</td>
<td>174</td>
<td>963</td>
<td>222</td>
<td>63</td>
</tr>
<tr>
<td>29</td>
<td>60.64%</td>
<td>1422</td>
<td>219</td>
<td>653</td>
<td>532</td>
<td>18</td>
</tr>
<tr>
<td>30</td>
<td>35.53%</td>
<td>1422</td>
<td>135</td>
<td>1058</td>
<td>127</td>
<td>102</td>
</tr>
<tr>
<td>31</td>
<td>42.12%</td>
<td>1422</td>
<td>12</td>
<td>1184</td>
<td>1</td>
<td>225</td>
</tr>
<tr>
<td>32</td>
<td>36.22%</td>
<td>1422</td>
<td>153</td>
<td>1029</td>
<td>156</td>
<td>84</td>
</tr>
<tr>
<td>33</td>
<td>40.26%</td>
<td>1422</td>
<td>179</td>
<td>976</td>
<td>209</td>
<td>58</td>
</tr>
<tr>
<td>34</td>
<td>36.81%</td>
<td>1422</td>
<td>156</td>
<td>1023</td>
<td>162</td>
<td>81</td>
</tr>
<tr>
<td>35</td>
<td>33.13%</td>
<td>1422</td>
<td>66</td>
<td>1128</td>
<td>57</td>
<td>171</td>
</tr>
<tr>
<td>36</td>
<td>34.58%</td>
<td>1422</td>
<td>145</td>
<td>1049</td>
<td>136</td>
<td>92</td>
</tr>
<tr>
<td>37</td>
<td>38.28%</td>
<td>1422</td>
<td>167</td>
<td>1012</td>
<td>173</td>
<td>70</td>
</tr>
<tr>
<td>38</td>
<td>40.11%</td>
<td>1422</td>
<td>173</td>
<td>974</td>
<td>211</td>
<td>64</td>
</tr>
<tr>
<td>39</td>
<td>49.71%</td>
<td>1422</td>
<td>213</td>
<td>859</td>
<td>326</td>
<td>24</td>
</tr>
<tr>
<td>40</td>
<td>44.03%</td>
<td>1422</td>
<td>202</td>
<td>917</td>
<td>268</td>
<td>35</td>
</tr>
<tr>
<td>41</td>
<td>34.99%</td>
<td>1422</td>
<td>163</td>
<td>1033</td>
<td>152</td>
<td>74</td>
</tr>
<tr>
<td>42</td>
<td>39.84%</td>
<td>1422</td>
<td>176</td>
<td>967</td>
<td>218</td>
<td>61</td>
</tr>
<tr>
<td>43</td>
<td>36.79%</td>
<td>1422</td>
<td>174</td>
<td>1015</td>
<td>170</td>
<td>63</td>
</tr>
<tr>
<td>44</td>
<td>46.46%</td>
<td>1422</td>
<td>208</td>
<td>876</td>
<td>309</td>
<td>29</td>
</tr>
<tr>
<td>45</td>
<td>49.35%</td>
<td>1422</td>
<td>212</td>
<td>850</td>
<td>335</td>
<td>25</td>
</tr>
<tr>
<td>46</td>
<td>34.91%</td>
<td>1422</td>
<td>156</td>
<td>1037</td>
<td>148</td>
<td>81</td>
</tr>
<tr>
<td>47</td>
<td>36.72%</td>
<td>1422</td>
<td>166</td>
<td>1022</td>
<td>163</td>
<td>71</td>
</tr>
<tr>
<td>48</td>
<td>46.61%</td>
<td>1422</td>
<td>208</td>
<td>886</td>
<td>299</td>
<td>29</td>
</tr>
<tr>
<td>49</td>
<td>45.43%</td>
<td>1422</td>
<td>217</td>
<td>905</td>
<td>280</td>
<td>20</td>
</tr>
<tr>
<td>50</td>
<td>47.17%</td>
<td>1422</td>
<td>224</td>
<td>871</td>
<td>314</td>
<td>13</td>
</tr>
<tr>
<td>51</td>
<td>42.28%</td>
<td>1422</td>
<td>201</td>
<td>940</td>
<td>245</td>
<td>36</td>
</tr>
<tr>
<td>52</td>
<td>44.35%</td>
<td>1422</td>
<td>215</td>
<td>915</td>
<td>270</td>
<td>22</td>
</tr>
<tr>
<td>53</td>
<td>33.25%</td>
<td>1422</td>
<td>154</td>
<td>1060</td>
<td>125</td>
<td>83</td>
</tr>
<tr>
<td>54</td>
<td>50.91%</td>
<td>1422</td>
<td>220</td>
<td>846</td>
<td>339</td>
<td>17</td>
</tr>
<tr>
<td>55</td>
<td>56.51%</td>
<td>1422</td>
<td>227</td>
<td>776</td>
<td>409</td>
<td>10</td>
</tr>
<tr>
<td>56</td>
<td>37.20%</td>
<td>1422</td>
<td>180</td>
<td>1007</td>
<td>178</td>
<td>57</td>
</tr>
<tr>
<td>57</td>
<td>53.82%</td>
<td>1422</td>
<td>228</td>
<td>805</td>
<td>380</td>
<td>9</td>
</tr>
<tr>
<td>58</td>
<td>35.47%</td>
<td>1422</td>
<td>165</td>
<td>1021</td>
<td>164</td>
<td>72</td>
</tr>
<tr>
<td>59</td>
<td>36.50%</td>
<td>1422</td>
<td>186</td>
<td>1009</td>
<td>176</td>
<td>51</td>
</tr>
<tr>
<td>60</td>
<td>35.88%</td>
<td>1422</td>
<td>197</td>
<td>1008</td>
<td>177</td>
<td>40</td>
</tr>
<tr>
<td>61</td>
<td>31.97%</td>
<td>1422</td>
<td>75</td>
<td>1126</td>
<td>59</td>
<td>162</td>
</tr>
<tr>
<td>62</td>
<td>31.77%</td>
<td>1422</td>
<td>167</td>
<td>1050</td>
<td>135</td>
<td>70</td>
</tr>
<tr>
<td>63</td>
<td>66.68%</td>
<td>1422</td>
<td>236</td>
<td>659</td>
<td>526</td>
<td>1</td>
</tr>
<tr>
<td>64</td>
<td>46.48%</td>
<td>1422</td>
<td>228</td>
<td>921</td>
<td>264</td>
<td>9</td>
</tr>
<tr>
<td>65</td>
<td>34.22%</td>
<td>1422</td>
<td>189</td>
<td>1032</td>
<td>153</td>
<td>48</td>
</tr>
<tr>
<td>66</td>
<td>28.44%</td>
<td>1422</td>
<td>187</td>
<td>1066</td>
<td>119</td>
<td>50</td>
</tr>
<tr>
<td>67</td>
<td>50.03%</td>
<td>1422</td>
<td>229</td>
<td>827</td>
<td>358</td>
<td>8</td>
</tr>
<tr>
<td>68</td>
<td>47.22%</td>
<td>1422</td>
<td>226</td>
<td>860</td>
<td>325</td>
<td>11</td>
</tr>
<tr>
<td>69</td>
<td>52.52%</td>
<td>1422</td>
<td>228</td>
<td>829</td>
<td>356</td>
<td>9</td>
</tr>
<tr>
<td>70</td>
<td>28.33%</td>
<td>1422</td>
<td>201</td>
<td>1061</td>
<td>124</td>
<td>36</td>
</tr>
<tr>
<td>71</td>
<td>51.73%</td>
<td>1422</td>
<td>228</td>
<td>813</td>
<td>372</td>
<td>9</td>
</tr>
<tr>
<td>72</td>
<td>40.88%</td>
<td>1422</td>
<td>223</td>
<td>938</td>
<td>247</td>
<td>14</td>
</tr>
<tr>
<td>73</td>
<td>32.25%</td>
<td>1422</td>
<td>214</td>
<td>1022</td>
<td>163</td>
<td>23</td>
</tr>
<tr>
<td>74</td>
<td>36.46%</td>
<td>1422</td>
<td>221</td>
<td>956</td>
<td>229</td>
<td>16</td>
</tr>
<tr>
<td>75</td>
<td>27.52%</td>
<td>1422</td>
<td>213</td>
<td>1053</td>
<td>132</td>
<td>24</td>
</tr>
<tr>
<td>76</td>
<td>28.35%</td>
<td>1422</td>
<td>214</td>
<td>1054</td>
<td>131</td>
<td>23</td>
</tr>
<tr>
<td>77</td>
<td>39.05%</td>
<td>1422</td>
<td>229</td>
<td>959</td>
<td>226</td>
<td>8</td>
</tr>
<tr>
<td>78</td>
<td>28.40%</td>
<td>1422</td>
<td>216</td>
<td>1039</td>
<td>146</td>
<td>21</td>
</tr>
<tr>
<td>79</td>
<td>26.10%</td>
<td>1422</td>
<td>212</td>
<td>1068</td>
<td>117</td>
<td>25</td>
</tr>
<tr>
<td>80</td>
<td>29.72%</td>
<td>1422</td>
<td>217</td>
<td>1035</td>
<td>150</td>
<td>20</td>
</tr>
<tr>
<td>81</td>
<td>40.24%</td>
<td>1422</td>
<td>233</td>
<td>933</td>
<td>252</td>
<td>4</td>
</tr>
<tr>
<td>82</td>
<td>23.35%</td>
<td>1422</td>
<td>211</td>
<td>1096</td>
<td>89</td>
<td>26</td>
</tr>
<tr>
<td>83</td>
<td>40.18%</td>
<td>1422</td>
<td>229</td>
<td>928</td>
<td>257</td>
<td>8</td>
</tr>
<tr>
<td>84</td>
<td>24.07%</td>
<td>1422</td>
<td>205</td>
<td>1088</td>
<td>97</td>
<td>32</td>
</tr>
<tr>
<td>85</td>
<td>38.12%</td>
<td>1422</td>
<td>232</td>
<td>938</td>
<td>247</td>
<td>5</td>
</tr>
<tr>
<td>86</td>
<td>26.62%</td>
<td>1422</td>
<td>220</td>
<td>1055</td>
<td>130</td>
<td>17</td>
</tr>
<tr>
<td>87</td>
<td>52.67%</td>
<td>1422</td>
<td>235</td>
<td>799</td>
<td>386</td>
<td>2</td>
</tr>
<tr>
<td>88</td>
<td>28.95%</td>
<td>1422</td>
<td>225</td>
<td>1037</td>
<td>148</td>
<td>12</td>
</tr>
<tr>
<td>89</td>
<td>23.79%</td>
<td>1422</td>
<td>223</td>
<td>1075</td>
<td>110</td>
<td>14</td>
</tr>
<tr>
<td>90</td>
<td>20.71%</td>
<td>1422</td>
<td>220</td>
<td>1103</td>
<td>82</td>
<td>17</td>
</tr>
<tr>
<td>91</td>
<td>27.25%</td>
<td>1422</td>
<td>229</td>
<td>1052</td>
<td>133</td>
<td>8</td>
</tr>
<tr>
<td>92</td>
<td>26.84%</td>
<td>1422</td>
<td>228</td>
<td>1053</td>
<td>132</td>
<td>9</td>
</tr>
<tr>
<td>93</td>
<td>25.90%</td>
<td>1422</td>
<td>230</td>
<td>1065</td>
<td>120</td>
<td>7</td>
</tr>
<tr>
<td>94</td>
<td>13.91%</td>
<td>1422</td>
<td>209</td>
<td>1155</td>
<td>30</td>
<td>28</td>
</tr>
<tr>
<td>95</td>
<td>19.16%</td>
<td>1422</td>
<td>217</td>
<td>1109</td>
<td>76</td>
<td>20</td>
</tr>
<tr>
<td>96</td>
<td>21.50%</td>
<td>1422</td>
<td>226</td>
<td>1095</td>
<td>90</td>
<td>11</td>
</tr>
<tr>
<td>97</td>
<td>38.23%</td>
<td>1422</td>
<td>231</td>
<td>942</td>
<td>243</td>
<td>6</td>
</tr>
<tr>
<td>98</td>
<td>24.76%</td>
<td>1422</td>
<td>227</td>
<td>1065</td>
<td>120</td>
<td>10</td>
</tr>
<tr>
<td>99</td>
<td>20.55%</td>
<td>1422</td>
<td>226</td>
<td>1094</td>
<td>91</td>
<td>11</td>
</tr>
<tr>
<td>100</td>
<td>26.15%</td>
<td>1422</td>
<td>229</td>
<td>1052</td>
<td>133</td>
<td>8</td>
</tr>
<tr>
<td>101</td>
<td>18.76%</td>
<td>1422</td>
<td>215</td>
<td>1115</td>
<td>70</td>
<td>22</td>
</tr>
<tr>
<td>102</td>
<td>18.52%</td>
<td>1422</td>
<td>220</td>
<td>1103</td>
<td>82</td>
<td>17</td>
</tr>
<tr>
<td>103</td>
<td>24.06%</td>
<td>1422</td>
<td>225</td>
<td>1066</td>
<td>119</td>
<td>12</td>
</tr>
<tr>
<td>104</td>
<td>16.83%</td>
<td>1422</td>
<td>220</td>
<td>1129</td>
<td>56</td>
<td>17</td>
</tr>
<tr>
<td>105</td>
<td>21.57%</td>
<td>1422</td>
<td>226</td>
<td>1089</td>
<td>96</td>
<td>11</td>
</tr>
<tr>
<td>106</td>
<td>17.53%</td>
<td>1422</td>
<td>218</td>
<td>1128</td>
<td>57</td>
<td>19</td>
</tr>
<tr>
<td>107</td>
<td>21.21%</td>
<td>1422</td>
<td>227</td>
<td>1088</td>
<td>97</td>
<td>10</td>
</tr>
<tr>
<td>108</td>
<td>23.84%</td>
<td>1422</td>
<td>225</td>
<td>1063</td>
<td>122</td>
<td>12</td>
</tr>
<tr>
<td>109</td>
<td>40.82%</td>
<td>1422</td>
<td>230</td>
<td>890</td>
<td>295</td>
<td>7</td>
</tr>
<tr>
<td>110</td>
<td>36.84%</td>
<td>1422</td>
<td>230</td>
<td>937</td>
<td>248</td>
<td>7</td>
</tr>
<tr>
<td>111</td>
<td>34.82%</td>
<td>1422</td>
<td>233</td>
<td>979</td>
<td>206</td>
<td>4</td>
</tr>
<tr>
<td>112</td>
<td>23.28%</td>
<td>1422</td>
<td>220</td>
<td>1076</td>
<td>109</td>
<td>17</td>
</tr>
<tr>
<td>113</td>
<td>13.27%</td>
<td>1422</td>
<td>213</td>
<td>1155</td>
<td>30</td>
<td>24</td>
</tr>
<tr>
<td>114</td>
<td>20.42%</td>
<td>1422</td>
<td>216</td>
<td>1086</td>
<td>99</td>
<td>21</td>
</tr>
<tr>
<td>115</td>
<td>16.75%</td>
<td>1422</td>
<td>221</td>
<td>1124</td>
<td>61</td>
<td>16</td>
</tr>
<tr>
<td>116</td>
<td>13.34%</td>
<td>1422</td>
<td>216</td>
<td>1156</td>
<td>29</td>
<td>21</td>
</tr>
<tr>
<td>117</td>
<td>16.09%</td>
<td>1422</td>
<td>227</td>
<td>1123</td>
<td>62</td>
<td>10</td>
</tr>
<tr>
<td>118</td>
<td>21.95%</td>
<td>1422</td>
<td>225</td>
<td>1075</td>
<td>110</td>
<td>12</td>
</tr>
<tr>
<td>119</td>
<td>19.64%</td>
<td>1422</td>
<td>228</td>
<td>1090</td>
<td>95</td>
<td>9</td>
</tr>
<tr>
<td>120</td>
<td>22.97%</td>
<td>1422</td>
<td>228</td>
<td>1079</td>
<td>106</td>
<td>9</td>
</tr>
<tr>
<td>121</td>
<td>13.97%</td>
<td>1422</td>
<td>223</td>
<td>1135</td>
<td>50</td>
<td>14</td>
</tr>
<tr>
<td>122</td>
<td>33.17%</td>
<td>1422</td>
<td>230</td>
<td>994</td>
<td>191</td>
<td>7</td>
</tr>
<tr>
<td>123</td>
<td>12.22%</td>
<td>1422</td>
<td>217</td>
<td>1164</td>
<td>21</td>
<td>20</td>
</tr>
<tr>
<td>124</td>
<td>12.19%</td>
<td>1422</td>
<td>222</td>
<td>1149</td>
<td>36</td>
<td>15</td>
</tr>
<tr>
<td>125</td>
<td>20.73%</td>
<td>1422</td>
<td>224</td>
<td>1097</td>
<td>88</td>
<td>13</td>
</tr>
<tr>
<td>126</td>
<td>28.51%</td>
<td>1422</td>
<td>232</td>
<td>1023</td>
<td>162</td>
<td>5</td>
</tr>
<tr>
<td>127</td>
<td>28.35%</td>
<td>1422</td>
<td>229</td>
<td>1010</td>
<td>175</td>
<td>8</td>
</tr>
<tr>
<td>128</td>
<td>10.63%</td>
<td>1422</td>
<td>217</td>
<td>1160</td>
<td>25</td>
<td>20</td>
</tr>
<tr>
<td>129</td>
<td>26.30%</td>
<td>1422</td>
<td>229</td>
<td>1022</td>
<td>163</td>
<td>8</td>
</tr>
<tr>
<td>130</td>
<td>16.03%</td>
<td>1422</td>
<td>225</td>
<td>1120</td>
<td>65</td>
<td>12</td>
</tr>
<tr>
<td>131</td>
<td>27.87%</td>
<td>1422</td>
<td>229</td>
<td>1012</td>
<td>173</td>
<td>8</td>
</tr>
<tr>
<td>132</td>
<td>13.43%</td>
<td>1422</td>
<td>225</td>
<td>1139</td>
<td>46</td>
<td>12</td>
</tr>
<tr>
<td>133</td>
<td>13.77%</td>
<td>1422</td>
<td>223</td>
<td>1139</td>
<td>46</td>
<td>14</td>
</tr>
<tr>
<td>134</td>
<td>15.42%</td>
<td>1422</td>
<td>223</td>
<td>1130</td>
<td>55</td>
<td>14</td>
</tr>
<tr>
<td>135</td>
<td>12.07%</td>
<td>1422</td>
<td>220</td>
<td>1150</td>
<td>35</td>
<td>17</td>
</tr>
<tr>
<td>136</td>
<td>15.04%</td>
<td>1422</td>
<td>224</td>
<td>1124</td>
<td>61</td>
<td>13</td>
</tr>
<tr>
<td>137</td>
<td>17.12%</td>
<td>1422</td>
<td>224</td>
<td>1116</td>
<td>69</td>
<td>13</td>
</tr>
<tr>
<td>138</td>
<td>22.37%</td>
<td>1422</td>
<td>226</td>
<td>1074</td>
<td>111</td>
<td>11</td>
</tr>
<tr>
<td>139</td>
<td>23.12%</td>
<td>1422</td>
<td>228</td>
<td>1070</td>
<td>115</td>
<td>9</td>
</tr>
<tr>
<td>140</td>
<td>13.16%</td>
<td>1422</td>
<td>224</td>
<td>1144</td>
<td>41</td>
<td>13</td>
</tr>
<tr>
<td>141</td>
<td>19.13%</td>
<td>1422</td>
<td>226</td>
<td>1096</td>
<td>89</td>
<td>11</td>
</tr>
<tr>
<td>142</td>
<td>36.91%</td>
<td>1422</td>
<td>235</td>
<td>927</td>
<td>258</td>
<td>2</td>
</tr>
<tr>
<td>143</td>
<td>18.49%</td>
<td>1422</td>
<td>227</td>
<td>1103</td>
<td>82</td>
<td>10</td>
</tr>
<tr>
<td>144</td>
<td>10.73%</td>
<td>1422</td>
<td>216</td>
<td>1156</td>
<td>29</td>
<td>21</td>
</tr>
<tr>
<td>145</td>
<td>16.21%</td>
<td>1422</td>
<td>228</td>
<td>1112</td>
<td>73</td>
<td>9</td>
</tr>
<tr>
<td>146</td>
<td>21.33%</td>
<td>1422</td>
<td>229</td>
<td>1080</td>
<td>105</td>
<td>8</td>
</tr>
<tr>
<td>147</td>
<td>13.22%</td>
<td>1422</td>
<td>227</td>
<td>1139</td>
<td>46</td>
<td>10</td>
</tr>
<tr>
<td>148</td>
<td>11.28%</td>
<td>1422</td>
<td>219</td>
<td>1158</td>
<td>27</td>
<td>18</td>
</tr>
<tr>
<td>149</td>
<td>11.07%</td>
<td>1422</td>
<td>212</td>
<td>1165</td>
<td>20</td>
<td>25</td>
</tr>
<tr>
<td>150</td>
<td>11.13%</td>
<td>1422</td>
<td>221</td>
<td>1150</td>
<td>35</td>
<td>16</td>
</tr>
<tr>
<td>151</td>
<td>16.31%</td>
<td>1422</td>
<td>230</td>
<td>1108</td>
<td>77</td>
<td>7</td>
</tr>
<tr>
<td>152</td>
<td>21.39%</td>
<td>1422</td>
<td>230</td>
<td>1078</td>
<td>107</td>
<td>7</td>
</tr>
<tr>
<td>153</td>
<td>11.62%</td>
<td>1422</td>
<td>225</td>
<td>1146</td>
<td>39</td>
<td>12</td>
</tr>
<tr>
<td>154</td>
<td>10.34%</td>
<td>1422</td>
<td>212</td>
<td>1161</td>
<td>24</td>
<td>25</td>
</tr>
<tr>
<td>155</td>
<td>21.85%</td>
<td>1422</td>
<td>233</td>
<td>1070</td>
<td>115</td>
<td>4</td>
</tr>
<tr>
<td>156</td>
<td>11.94%</td>
<td>1422</td>
<td>225</td>
<td>1145</td>
<td>40</td>
<td>12</td>
</tr>
<tr>
<td>157</td>
<td>18.56%</td>
<td>1422</td>
<td>228</td>
<td>1103</td>
<td>82</td>
<td>9</td>
</tr>
<tr>
<td>158</td>
<td>25.29%</td>
<td>1422</td>
<td>234</td>
<td>1029</td>
<td>156</td>
<td>3</td>
</tr>
<tr>
<td>159</td>
<td>12.41%</td>
<td>1422</td>
<td>226</td>
<td>1147</td>
<td>38</td>
<td>11</td>
</tr>
<tr>
<td>160</td>
<td>13.82%</td>
<td>1422</td>
<td>226</td>
<td>1133</td>
<td>52</td>
<td>11</td>
</tr>
<tr>
<td>161</td>
<td>12.15%</td>
<td>1422</td>
<td>229</td>
<td>1140</td>
<td>45</td>
<td>8</td>
</tr>
<tr>
<td>162</td>
<td>34.78%</td>
<td>1422</td>
<td>233</td>
<td>971</td>
<td>214</td>
<td>4</td>
</tr>
<tr>
<td>163</td>
<td>9.83%</td>
<td>1422</td>
<td>219</td>
<td>1162</td>
<td>23</td>
<td>18</td>
</tr>
<tr>
<td>164</td>
<td>13.82%</td>
<td>1422</td>
<td>227</td>
<td>1135</td>
<td>50</td>
<td>10</td>
</tr>
<tr>
<td>165</td>
<td>15.33%</td>
<td>1422</td>
<td>229</td>
<td>1119</td>
<td>66</td>
<td>8</td>
</tr>
<tr>
<td>166</td>
<td>25.53%</td>
<td>1422</td>
<td>232</td>
<td>1045</td>
<td>140</td>
<td>5</td>
</tr>
<tr>
<td>167</td>
<td>12.28%</td>
<td>1422</td>
<td>225</td>
<td>1145</td>
<td>40</td>
<td>12</td>
</tr>
<tr>
<td>168</td>
<td>10.37%</td>
<td>1422</td>
<td>217</td>
<td>1168</td>
<td>17</td>
<td>20</td>
</tr>
<tr>
<td>169</td>
<td>20.62%</td>
<td>1422</td>
<td>230</td>
<td>1077</td>
<td>108</td>
<td>7</td>
</tr>
<tr>
<td>170</td>
<td>9.24%</td>
<td>1422</td>
<td>216</td>
<td>1172</td>
<td>13</td>
<td>21</td>
</tr>
<tr>
<td>171</td>
<td>16.09%</td>
<td>1422</td>
<td>230</td>
<td>1112</td>
<td>73</td>
<td>7</td>
</tr>
<tr>
<td>172</td>
<td>14.55%</td>
<td>1422</td>
<td>228</td>
<td>1125</td>
<td>60</td>
<td>9</td>
</tr>
<tr>
<td>173</td>
<td>40.02%</td>
<td>1422</td>
<td>231</td>
<td>908</td>
<td>277</td>
<td>6</td>
</tr>
<tr>
<td>174</td>
<td>9.89%</td>
<td>1422</td>
<td>211</td>
<td>1172</td>
<td>13</td>
<td>26</td>
</tr>
<tr>
<td>175</td>
<td>18.09%</td>
<td>1422</td>
<td>232</td>
<td>1098</td>
<td>87</td>
<td>5</td>
</tr>
<tr>
<td>176</td>
<td>11.91%</td>
<td>1422</td>
<td>226</td>
<td>1143</td>
<td>42</td>
<td>11</td>
</tr>
<tr>
<td>177</td>
<td>38.08%</td>
<td>1422</td>
<td>232</td>
<td>932</td>
<td>253</td>
<td>5</td>
</tr>
<tr>
<td>178</td>
<td>19.42%</td>
<td>1422</td>
<td>230</td>
<td>1084</td>
<td>101</td>
<td>7</td>
</tr>
<tr>
<td>179</td>
<td>9.61%</td>
<td>1422</td>
<td>220</td>
<td>1164</td>
<td>21</td>
<td>17</td>
</tr>
<tr>
<td>180</td>
<td>9.98%</td>
<td>1422</td>
<td>223</td>
<td>1163</td>
<td>22</td>
<td>14</td>
</tr>
<tr>
<td>181</td>
<td>10.17%</td>
<td>1422</td>
<td>222</td>
<td>1162</td>
<td>23</td>
<td>15</td>
</tr>
<tr>
<td>182</td>
<td>17.47%</td>
<td>1422</td>
<td>233</td>
<td>1097</td>
<td>88</td>
<td>4</td>
</tr>
<tr>
<td>183</td>
<td>15.55%</td>
<td>1422</td>
<td>229</td>
<td>1120</td>
<td>65</td>
<td>8</td>
</tr>
<tr>
<td>184</td>
<td>16.44%</td>
<td>1422</td>
<td>229</td>
<td>1109</td>
<td>76</td>
<td>8</td>
</tr>
<tr>
<td>185</td>
<td>46.11%</td>
<td>1422</td>
<td>235</td>
<td>908</td>
<td>277</td>
<td>2</td>
</tr>
<tr>
<td>186</td>
<td>9.32%</td>
<td>1422</td>
<td>221</td>
<td>1171</td>
<td>14</td>
<td>16</td>
</tr>
<tr>
<td>187</td>
<td>12.44%</td>
<td>1422</td>
<td>230</td>
<td>1136</td>
<td>49</td>
<td>7</td>
</tr>
<tr>
<td>188</td>
<td>14.41%</td>
<td>1422</td>
<td>191</td>
<td>1178</td>
<td>7</td>
<td>46</td>
</tr>
<tr>
<td>189</td>
<td>26.24%</td>
<td>1422</td>
<td>234</td>
<td>1034</td>
<td>151</td>
<td>3</td>
</tr>
<tr>
<td>190</td>
<td>10.68%</td>
<td>1422</td>
<td>225</td>
<td>1150</td>
<td>35</td>
<td>12</td>
</tr>
<tr>
<td>191</td>
<td>26.93%</td>
<td>1422</td>
<td>232</td>
<td>1027</td>
<td>158</td>
<td>5</td>
</tr>
<tr>
<td>192</td>
<td>8.50%</td>
<td>1422</td>
<td>216</td>
<td>1175</td>
<td>10</td>
<td>21</td>
</tr>
<tr>
<td>193</td>
<td>17.35%</td>
<td>1422</td>
<td>230</td>
<td>1107</td>
<td>78</td>
<td>7</td>
</tr>
<tr>
<td>194</td>
<td>9.48%</td>
<td>1422</td>
<td>225</td>
<td>1157</td>
<td>28</td>
<td>12</td>
</tr>
<tr>
<td>195</td>
<td>9.94%</td>
<td>1422</td>
<td>215</td>
<td>1165</td>
<td>20</td>
<td>22</td>
</tr>
<tr>
<td>196</td>
<td>10.36%</td>
<td>1422</td>
<td>226</td>
<td>1155</td>
<td>30</td>
<td>11</td>
</tr>
<tr>
<td>197</td>
<td>12.67%</td>
<td>1422</td>
<td>229</td>
<td>1139</td>
<td>46</td>
<td>8</td>
</tr>
<tr>
<td>198</td>
<td>27.04%</td>
<td>1422</td>
<td>231</td>
<td>1037</td>
<td>148</td>
<td>6</td>
</tr>
<tr>
<td>199</td>
<td>12.11%</td>
<td>1422</td>
<td>222</td>
<td>1147</td>
<td>38</td>
<td>15</td>
</tr>
<tr>
<td>200</td>
<td>26.49%</td>
<td>1422</td>
<td>234</td>
<td>1051</td>
<td>134</td>
<td>3</td>
</tr>
<tr>
<td>201</td>
<td>14.07%</td>
<td>1422</td>
<td>225</td>
<td>1137</td>
<td>48</td>
<td>12</td>
</tr>
<tr>
<td>202</td>
<td>19.73%</td>
<td>1422</td>
<td>229</td>
<td>1089</td>
<td>96</td>
<td>8</td>
</tr>
<tr>
<td>203</td>
<td>9.96%</td>
<td>1422</td>
<td>210</td>
<td>1172</td>
<td>13</td>
<td>27</td>
</tr>
<tr>
<td>204</td>
<td>17.61%</td>
<td>1422</td>
<td>230</td>
<td>1104</td>
<td>81</td>
<td>7</td>
</tr>
<tr>
<td>205</td>
<td>9.53%</td>
<td>1422</td>
<td>223</td>
<td>1166</td>
<td>19</td>
<td>14</td>
</tr>
<tr>
<td>206</td>
<td>20.03%</td>
<td>1422</td>
<td>232</td>
<td>1077</td>
<td>108</td>
<td>5</td>
</tr>
<tr>
<td>207</td>
<td>13.50%</td>
<td>1422</td>
<td>226</td>
<td>1136</td>
<td>49</td>
<td>11</td>
</tr>
<tr>
<td>208</td>
<td>10.98%</td>
<td>1422</td>
<td>220</td>
<td>1157</td>
<td>28</td>
<td>17</td>
</tr>
<tr>
<td>209</td>
<td>10.44%</td>
<td>1422</td>
<td>217</td>
<td>1166</td>
<td>19</td>
<td>20</td>
</tr>
<tr>
<td>210</td>
<td>11.81%</td>
<td>1422</td>
<td>225</td>
<td>1143</td>
<td>42</td>
<td>12</td>
</tr>
<tr>
<td>211</td>
<td>10.32%</td>
<td>1422</td>
<td>222</td>
<td>1156</td>
<td>29</td>
<td>15</td>
</tr>
<tr>
<td>212</td>
<td>11.50%</td>
<td>1422</td>
<td>226</td>
<td>1143</td>
<td>42</td>
<td>11</td>
</tr>
<tr>
<td>213</td>
<td>23.79%</td>
<td>1422</td>
<td>231</td>
<td>1064</td>
<td>121</td>
<td>6</td>
</tr>
<tr>
<td>214</td>
<td>13.23%</td>
<td>1422</td>
<td>228</td>
<td>1127</td>
<td>58</td>
<td>9</td>
</tr>
<tr>
<td>215</td>
<td>15.17%</td>
<td>1422</td>
<td>227</td>
<td>1123</td>
<td>62</td>
<td>10</td>
</tr>
<tr>
<td>216</td>
<td>14.30%</td>
<td>1422</td>
<td>226</td>
<td>1118</td>
<td>67</td>
<td>11</td>
</tr>
<tr>
<td>217</td>
<td>10.19%</td>
<td>1422</td>
<td>223</td>
<td>1157</td>
<td>28</td>
<td>14</td>
</tr>
<tr>
<td>218</td>
<td>12.78%</td>
<td>1422</td>
<td>227</td>
<td>1130</td>
<td>55</td>
<td>10</td>
</tr>
<tr>
<td>219</td>
<td>24.99%</td>
<td>1422</td>
<td>232</td>
<td>1056</td>
<td>129</td>
<td>5</td>
</tr>
<tr>
<td>220</td>
<td>11.65%</td>
<td>1422</td>
<td>223</td>
<td>1142</td>
<td>43</td>
<td>14</td>
</tr>
<tr>
<td>221</td>
<td>10.08%</td>
<td>1422</td>
<td>223</td>
<td>1157</td>
<td>28</td>
<td>14</td>
</tr>
<tr>
<td>222</td>
<td>10.21%</td>
<td>1422</td>
<td>222</td>
<td>1165</td>
<td>20</td>
<td>15</td>
</tr>
<tr>
<td>223</td>
<td>9.14%</td>
<td>1422</td>
<td>217</td>
<td>1173</td>
<td>12</td>
<td>20</td>
</tr>
<tr>
<td>224</td>
<td>11.37%</td>
<td>1422</td>
<td>222</td>
<td>1153</td>
<td>32</td>
<td>15</td>
</tr>
<tr>
<td>225</td>
<td>13.51%</td>
<td>1422</td>
<td>226</td>
<td>1137</td>
<td>48</td>
<td>11</td>
</tr>
<tr>
<td>226</td>
<td>13.50%</td>
<td>1422</td>
<td>226</td>
<td>1135</td>
<td>50</td>
<td>11</td>
</tr>
<tr>
<td>227</td>
<td>12.53%</td>
<td>1422</td>
<td>225</td>
<td>1142</td>
<td>43</td>
<td>12</td>
</tr>
<tr>
<td>228</td>
<td>8.95%</td>
<td>1422</td>
<td>223</td>
<td>1171</td>
<td>14</td>
<td>14</td>
</tr>
<tr>
<td>229</td>
<td>14.26%</td>
<td>1422</td>
<td>226</td>
<td>1128</td>
<td>57</td>
<td>11</td>
</tr>
<tr>
<td>230</td>
<td>10.54%</td>
<td>1422</td>
<td>215</td>
<td>1163</td>
<td>22</td>
<td>22</td>
</tr>
<tr>
<td>231</td>
<td>13.05%</td>
<td>1422</td>
<td>226</td>
<td>1135</td>
<td>50</td>
<td>11</td>
</tr>
<tr>
<td>232</td>
<td>9.31%</td>
<td>1422</td>
<td>223</td>
<td>1167</td>
<td>18</td>
<td>14</td>
</tr>
<tr>
<td>233</td>
<td>12.87%</td>
<td>1422</td>
<td>228</td>
<td>1134</td>
<td>51</td>
<td>9</td>
</tr>
<tr>
<td>234</td>
<td>11.18%</td>
<td>1422</td>
<td>225</td>
<td>1151</td>
<td>34</td>
<td>12</td>
</tr>
<tr>
<td>235</td>
<td>12.26%</td>
<td>1422</td>
<td>230</td>
<td>1132</td>
<td>53</td>
<td>7</td>
</tr>
<tr>
<td>236</td>
<td>15.49%</td>
<td>1422</td>
<td>230</td>
<td>1109</td>
<td>76</td>
<td>7</td>
</tr>
<tr>
<td>237</td>
<td>11.72%</td>
<td>1422</td>
<td>227</td>
<td>1147</td>
<td>38</td>
<td>10</td>
</tr>
<tr>
<td>238</td>
<td>8.80%</td>
<td>1422</td>
<td>217</td>
<td>1173</td>
<td>12</td>
<td>20</td>
</tr>
<tr>
<td>239</td>
<td>14.11%</td>
<td>1422</td>
<td>230</td>
<td>1122</td>
<td>63</td>
<td>7</td>
</tr>
<tr>
<td>240</td>
<td>9.49%</td>
<td>1422</td>
<td>224</td>
<td>1162</td>
<td>23</td>
<td>13</td>
</tr>
<tr>
<td>241</td>
<td>8.73%</td>
<td>1422</td>
<td>221</td>
<td>1177</td>
<td>8</td>
<td>16</td>
</tr>
<tr>
<td>242</td>
<td>12.30%</td>
<td>1422</td>
<td>226</td>
<td>1142</td>
<td>43</td>
<td>11</td>
</tr>
<tr>
<td>243</td>
<td>9.10%</td>
<td>1422</td>
<td>219</td>
<td>1171</td>
<td>14</td>
<td>18</td>
</tr>
<tr>
<td>244</td>
<td>10.55%</td>
<td>1422</td>
<td>225</td>
<td>1155</td>
<td>30</td>
<td>12</td>
</tr>
<tr>
<td>245</td>
<td>13.04%</td>
<td>1422</td>
<td>230</td>
<td>1136</td>
<td>49</td>
<td>7</td>
</tr>
<tr>
<td>246</td>
<td>10.07%</td>
<td>1422</td>
<td>225</td>
<td>1156</td>
<td>29</td>
<td>12</td>
</tr>
<tr>
<td>247</td>
<td>10.50%</td>
<td>1422</td>
<td>226</td>
<td>1156</td>
<td>29</td>
<td>11</td>
</tr>
<tr>
<td>248</td>
<td>8.89%</td>
<td>1422</td>
<td>224</td>
<td>1167</td>
<td>18</td>
<td>13</td>
</tr>
<tr>
<td>249</td>
<td>11.88%</td>
<td>1422</td>
<td>227</td>
<td>1140</td>
<td>45</td>
<td>10</td>
</tr>
<tr>
<td>250</td>
<td>13.13%</td>
<td>1422</td>
<td>230</td>
<td>1134</td>
<td>51</td>
<td>7</td>
</tr>
<tr>
<td>251</td>
<td>17.10%</td>
<td>1422</td>
<td>230</td>
<td>1109</td>
<td>76</td>
<td>7</td>
</tr>
<tr>
<td>252</td>
<td>11.42%</td>
<td>1422</td>
<td>227</td>
<td>1144</td>
<td>41</td>
<td>10</td>
</tr>
<tr>
<td>253</td>
<td>8.86%</td>
<td>1422</td>
<td>223</td>
<td>1173</td>
<td>12</td>
<td>14</td>
</tr>
<tr>
<td>254</td>
<td>9.83%</td>
<td>1422</td>
<td>224</td>
<td>1162</td>
<td>23</td>
<td>13</td>
</tr>
<tr>
<td>255</td>
<td>17.37%</td>
<td>1422</td>
<td>229</td>
<td>1103</td>
<td>82</td>
<td>8</td>
</tr>
<tr>
<td>256</td>
<td>9.36%</td>
<td>1422</td>
<td>224</td>
<td>1165</td>
<td>20</td>
<td>13</td>
</tr>
<tr>
<td>257</td>
<td>8.70%</td>
<td>1422</td>
<td>220</td>
<td>1174</td>
<td>11</td>
<td>17</td>
</tr>
<tr>
<td>258</td>
<td>13.58%</td>
<td>1422</td>
<td>229</td>
<td>1134</td>
<td>51</td>
<td>8</td>
</tr>
<tr>
<td>259</td>
<td>10.42%</td>
<td>1422</td>
<td>209</td>
<td>1180</td>
<td>5</td>
<td>28</td>
</tr>
<tr>
<td>260</td>
<td>10.10%</td>
<td>1422</td>
<td>223</td>
<td>1166</td>
<td>19</td>
<td>14</td>
</tr>
<tr>
<td>261</td>
<td>10.06%</td>
<td>1422</td>
<td>227</td>
<td>1160</td>
<td>25</td>
<td>10</td>
</tr>
<tr>
<td>262</td>
<td>9.07%</td>
<td>1422</td>
<td>222</td>
<td>1168</td>
<td>17</td>
<td>15</td>
</tr>
<tr>
<td>263</td>
<td>11.86%</td>
<td>1422</td>
<td>225</td>
<td>1148</td>
<td>37</td>
<td>12</td>
</tr>
<tr>
<td>264</td>
<td>8.97%</td>
<td>1422</td>
<td>222</td>
<td>1171</td>
<td>14</td>
<td>15</td>
</tr>
<tr>
<td>265</td>
<td>9.02%</td>
<td>1422</td>
<td>217</td>
<td>1178</td>
<td>7</td>
<td>20</td>
</tr>
<tr>
<td>266</td>
<td>11.36%</td>
<td>1422</td>
<td>225</td>
<td>1149</td>
<td>36</td>
<td>12</td>
</tr>
<tr>
<td>267</td>
<td>11.48%</td>
<td>1422</td>
<td>225</td>
<td>1148</td>
<td>37</td>
<td>12</td>
</tr>
<tr>
<td>268</td>
<td>11.97%</td>
<td>1422</td>
<td>225</td>
<td>1150</td>
<td>35</td>
<td>12</td>
</tr>
<tr>
<td>269</td>
<td>9.51%</td>
<td>1422</td>
<td>227</td>
<td>1162</td>
<td>23</td>
<td>10</td>
</tr>
<tr>
<td>270</td>
<td>10.81%</td>
<td>1422</td>
<td>228</td>
<td>1152</td>
<td>33</td>
<td>9</td>
</tr>
<tr>
<td>271</td>
<td>12.15%</td>
<td>1422</td>
<td>229</td>
<td>1146</td>
<td>39</td>
<td>8</td>
</tr>
<tr>
<td>272</td>
<td>10.73%</td>
<td>1422</td>
<td>225</td>
<td>1156</td>
<td>29</td>
<td>12</td>
</tr>
<tr>
<td>273</td>
<td>12.44%</td>
<td>1422</td>
<td>227</td>
<td>1142</td>
<td>43</td>
<td>10</td>
</tr>
<tr>
<td>274</td>
<td>11.19%</td>
<td>1422</td>
<td>227</td>
<td>1154</td>
<td>31</td>
<td>10</td>
</tr>
<tr>
<td>275</td>
<td>9.95%</td>
<td>1422</td>
<td>217</td>
<td>1175</td>
<td>10</td>
<td>20</td>
</tr>
<tr>
<td>276</td>
<td>10.02%</td>
<td>1422</td>
<td>224</td>
<td>1165</td>
<td>20</td>
<td>13</td>
</tr>
<tr>
<td>277</td>
<td>11.04%</td>
<td>1422</td>
<td>226</td>
<td>1156</td>
<td>29</td>
<td>11</td>
</tr>
<tr>
<td>278</td>
<td>14.12%</td>
<td>1422</td>
<td>227</td>
<td>1133</td>
<td>52</td>
<td>10</td>
</tr>
<tr>
<td>279</td>
<td>11.77%</td>
<td>1422</td>
<td>226</td>
<td>1149</td>
<td>36</td>
<td>11</td>
</tr>
<tr>
<td>280</td>
<td>14.85%</td>
<td>1422</td>
<td>225</td>
<td>1135</td>
<td>50</td>
<td>12</td>
</tr>
<tr>
<td>281</td>
<td>12.17%</td>
<td>1422</td>
<td>227</td>
<td>1155</td>
<td>30</td>
<td>10</td>
</tr>
<tr>
<td>282</td>
<td>9.89%</td>
<td>1422</td>
<td>223</td>
<td>1169</td>
<td>16</td>
<td>14</td>
</tr>
<tr>
<td>283</td>
<td>10.43%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>284</td>
<td>11.68%</td>
<td>1422</td>
<td>226</td>
<td>1151</td>
<td>34</td>
<td>11</td>
</tr>
<tr>
<td>285</td>
<td>11.17%</td>
<td>1422</td>
<td>225</td>
<td>1155</td>
<td>30</td>
<td>12</td>
</tr>
<tr>
<td>286</td>
<td>10.18%</td>
<td>1422</td>
<td>226</td>
<td>1164</td>
<td>21</td>
<td>11</td>
</tr>
<tr>
<td>287</td>
<td>11.50%</td>
<td>1422</td>
<td>225</td>
<td>1149</td>
<td>36</td>
<td>12</td>
</tr>
<tr>
<td>288</td>
<td>12.89%</td>
<td>1422</td>
<td>228</td>
<td>1141</td>
<td>44</td>
<td>9</td>
</tr>
<tr>
<td>289</td>
<td>11.12%</td>
<td>1422</td>
<td>225</td>
<td>1149</td>
<td>36</td>
<td>12</td>
</tr>
<tr>
<td>290</td>
<td>10.02%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>291</td>
<td>12.27%</td>
<td>1422</td>
<td>227</td>
<td>1146</td>
<td>39</td>
<td>10</td>
</tr>
<tr>
<td>292</td>
<td>10.57%</td>
<td>1422</td>
<td>227</td>
<td>1155</td>
<td>30</td>
<td>10</td>
</tr>
<tr>
<td>293</td>
<td>12.07%</td>
<td>1422</td>
<td>230</td>
<td>1151</td>
<td>34</td>
<td>7</td>
</tr>
<tr>
<td>294</td>
<td>10.28%</td>
<td>1422</td>
<td>225</td>
<td>1160</td>
<td>25</td>
<td>12</td>
</tr>
<tr>
<td>295</td>
<td>9.92%</td>
<td>1422</td>
<td>222</td>
<td>1165</td>
<td>20</td>
<td>15</td>
</tr>
<tr>
<td>296</td>
<td>10.76%</td>
<td>1422</td>
<td>226</td>
<td>1156</td>
<td>29</td>
<td>11</td>
</tr>
<tr>
<td>297</td>
<td>9.66%</td>
<td>1422</td>
<td>212</td>
<td>1179</td>
<td>6</td>
<td>25</td>
</tr>
<tr>
<td>298</td>
<td>11.77%</td>
<td>1422</td>
<td>229</td>
<td>1145</td>
<td>40</td>
<td>8</td>
</tr>
<tr>
<td>299</td>
<td>9.75%</td>
<td>1422</td>
<td>226</td>
<td>1163</td>
<td>22</td>
<td>11</td>
</tr>
<tr>
<td>300</td>
<td>9.82%</td>
<td>1422</td>
<td>226</td>
<td>1159</td>
<td>26</td>
<td>11</td>
</tr>
<tr>
<td>301</td>
<td>9.04%</td>
<td>1422</td>
<td>226</td>
<td>1166</td>
<td>19</td>
<td>11</td>
</tr>
<tr>
<td>302</td>
<td>13.82%</td>
<td>1422</td>
<td>229</td>
<td>1131</td>
<td>54</td>
<td>8</td>
</tr>
<tr>
<td>303</td>
<td>10.13%</td>
<td>1422</td>
<td>224</td>
<td>1158</td>
<td>27</td>
<td>13</td>
</tr>
<tr>
<td>304</td>
<td>10.70%</td>
<td>1422</td>
<td>225</td>
<td>1156</td>
<td>29</td>
<td>12</td>
</tr>
<tr>
<td>305</td>
<td>12.74%</td>
<td>1422</td>
<td>227</td>
<td>1136</td>
<td>49</td>
<td>10</td>
</tr>
<tr>
<td>306</td>
<td>9.73%</td>
<td>1422</td>
<td>222</td>
<td>1167</td>
<td>18</td>
<td>15</td>
</tr>
<tr>
<td>307</td>
<td>10.64%</td>
<td>1422</td>
<td>226</td>
<td>1156</td>
<td>29</td>
<td>11</td>
</tr>
<tr>
<td>308</td>
<td>10.62%</td>
<td>1422</td>
<td>227</td>
<td>1166</td>
<td>19</td>
<td>10</td>
</tr>
<tr>
<td>309</td>
<td>9.39%</td>
<td>1422</td>
<td>220</td>
<td>1172</td>
<td>13</td>
<td>17</td>
</tr>
<tr>
<td>310</td>
<td>12.37%</td>
<td>1422</td>
<td>229</td>
<td>1142</td>
<td>43</td>
<td>8</td>
</tr>
<tr>
<td>311</td>
<td>12.32%</td>
<td>1422</td>
<td>229</td>
<td>1141</td>
<td>44</td>
<td>8</td>
</tr>
<tr>
<td>312</td>
<td>12.49%</td>
<td>1422</td>
<td>231</td>
<td>1140</td>
<td>45</td>
<td>6</td>
</tr>
<tr>
<td>313</td>
<td>14.12%</td>
<td>1422</td>
<td>229</td>
<td>1137</td>
<td>48</td>
<td>8</td>
</tr>
<tr>
<td>314</td>
<td>11.31%</td>
<td>1422</td>
<td>227</td>
<td>1152</td>
<td>33</td>
<td>10</td>
</tr>
<tr>
<td>315</td>
<td>10.02%</td>
<td>1422</td>
<td>223</td>
<td>1168</td>
<td>17</td>
<td>14</td>
</tr>
<tr>
<td>316</td>
<td>11.35%</td>
<td>1422</td>
<td>227</td>
<td>1145</td>
<td>40</td>
<td>10</td>
</tr>
<tr>
<td>317</td>
<td>14.65%</td>
<td>1422</td>
<td>230</td>
<td>1132</td>
<td>53</td>
<td>7</td>
</tr>
<tr>
<td>318</td>
<td>9.57%</td>
<td>1422</td>
<td>224</td>
<td>1169</td>
<td>16</td>
<td>13</td>
</tr>
<tr>
<td>319</td>
<td>11.18%</td>
<td>1422</td>
<td>220</td>
<td>1162</td>
<td>23</td>
<td>17</td>
</tr>
<tr>
<td>320</td>
<td>9.82%</td>
<td>1422</td>
<td>225</td>
<td>1167</td>
<td>18</td>
<td>12</td>
</tr>
<tr>
<td>321</td>
<td>11.13%</td>
<td>1422</td>
<td>227</td>
<td>1152</td>
<td>33</td>
<td>10</td>
</tr>
<tr>
<td>322</td>
<td>12.69%</td>
<td>1422</td>
<td>226</td>
<td>1140</td>
<td>45</td>
<td>11</td>
</tr>
<tr>
<td>323</td>
<td>10.46%</td>
<td>1422</td>
<td>224</td>
<td>1161</td>
<td>24</td>
<td>13</td>
</tr>
<tr>
<td>324</td>
<td>10.63%</td>
<td>1422</td>
<td>226</td>
<td>1158</td>
<td>27</td>
<td>11</td>
</tr>
<tr>
<td>325</td>
<td>10.86%</td>
<td>1422</td>
<td>227</td>
<td>1155</td>
<td>30</td>
<td>10</td>
</tr>
<tr>
<td>326</td>
<td>10.09%</td>
<td>1422</td>
<td>214</td>
<td>1174</td>
<td>11</td>
<td>23</td>
</tr>
<tr>
<td>327</td>
<td>10.97%</td>
<td>1422</td>
<td>225</td>
<td>1158</td>
<td>27</td>
<td>12</td>
</tr>
<tr>
<td>328</td>
<td>15.63%</td>
<td>1422</td>
<td>229</td>
<td>1124</td>
<td>61</td>
<td>8</td>
</tr>
<tr>
<td>329</td>
<td>9.87%</td>
<td>1422</td>
<td>224</td>
<td>1167</td>
<td>18</td>
<td>13</td>
</tr>
<tr>
<td>330</td>
<td>9.72%</td>
<td>1422</td>
<td>224</td>
<td>1166</td>
<td>19</td>
<td>13</td>
</tr>
<tr>
<td>331</td>
<td>10.03%</td>
<td>1422</td>
<td>227</td>
<td>1163</td>
<td>22</td>
<td>10</td>
</tr>
<tr>
<td>332</td>
<td>9.73%</td>
<td>1422</td>
<td>221</td>
<td>1169</td>
<td>16</td>
<td>16</td>
</tr>
<tr>
<td>333</td>
<td>9.56%</td>
<td>1422</td>
<td>222</td>
<td>1171</td>
<td>14</td>
<td>15</td>
</tr>
<tr>
<td>334</td>
<td>19.38%</td>
<td>1422</td>
<td>230</td>
<td>1097</td>
<td>88</td>
<td>7</td>
</tr>
<tr>
<td>335</td>
<td>9.94%</td>
<td>1422</td>
<td>223</td>
<td>1165</td>
<td>20</td>
<td>14</td>
</tr>
<tr>
<td>336</td>
<td>10.66%</td>
<td>1422</td>
<td>226</td>
<td>1161</td>
<td>24</td>
<td>11</td>
</tr>
<tr>
<td>337</td>
<td>11.25%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>338</td>
<td>10.04%</td>
<td>1422</td>
<td>222</td>
<td>1170</td>
<td>15</td>
<td>15</td>
</tr>
<tr>
<td>339</td>
<td>11.14%</td>
<td>1422</td>
<td>229</td>
<td>1157</td>
<td>28</td>
<td>8</td>
</tr>
<tr>
<td>340</td>
<td>12.09%</td>
<td>1422</td>
<td>225</td>
<td>1152</td>
<td>33</td>
<td>12</td>
</tr>
<tr>
<td>341</td>
<td>11.35%</td>
<td>1422</td>
<td>224</td>
<td>1156</td>
<td>29</td>
<td>13</td>
</tr>
<tr>
<td>342</td>
<td>12.86%</td>
<td>1422</td>
<td>228</td>
<td>1139</td>
<td>46</td>
<td>9</td>
</tr>
<tr>
<td>343</td>
<td>9.68%</td>
<td>1422</td>
<td>220</td>
<td>1170</td>
<td>15</td>
<td>17</td>
</tr>
<tr>
<td>344</td>
<td>14.59%</td>
<td>1422</td>
<td>228</td>
<td>1128</td>
<td>57</td>
<td>9</td>
</tr>
<tr>
<td>345</td>
<td>9.90%</td>
<td>1422</td>
<td>223</td>
<td>1170</td>
<td>15</td>
<td>14</td>
</tr>
<tr>
<td>346</td>
<td>9.94%</td>
<td>1422</td>
<td>222</td>
<td>1170</td>
<td>15</td>
<td>15</td>
</tr>
<tr>
<td>347</td>
<td>12.46%</td>
<td>1422</td>
<td>227</td>
<td>1142</td>
<td>43</td>
<td>10</td>
</tr>
<tr>
<td>348</td>
<td>11.17%</td>
<td>1422</td>
<td>227</td>
<td>1157</td>
<td>28</td>
<td>10</td>
</tr>
<tr>
<td>349</td>
<td>9.66%</td>
<td>1422</td>
<td>221</td>
<td>1174</td>
<td>11</td>
<td>16</td>
</tr>
<tr>
<td>350</td>
<td>10.49%</td>
<td>1422</td>
<td>227</td>
<td>1161</td>
<td>24</td>
<td>10</td>
</tr>
<tr>
<td>351</td>
<td>12.72%</td>
<td>1422</td>
<td>227</td>
<td>1143</td>
<td>42</td>
<td>10</td>
</tr>
<tr>
<td>352</td>
<td>11.20%</td>
<td>1422</td>
<td>226</td>
<td>1154</td>
<td>31</td>
<td>11</td>
</tr>
<tr>
<td>353</td>
<td>9.68%</td>
<td>1422</td>
<td>226</td>
<td>1164</td>
<td>21</td>
<td>11</td>
</tr>
<tr>
<td>354</td>
<td>9.16%</td>
<td>1422</td>
<td>223</td>
<td>1176</td>
<td>9</td>
<td>14</td>
</tr>
<tr>
<td>355</td>
<td>9.73%</td>
<td>1422</td>
<td>225</td>
<td>1169</td>
<td>16</td>
<td>12</td>
</tr>
<tr>
<td>356</td>
<td>10.10%</td>
<td>1422</td>
<td>226</td>
<td>1163</td>
<td>22</td>
<td>11</td>
</tr>
<tr>
<td>357</td>
<td>10.32%</td>
<td>1422</td>
<td>223</td>
<td>1168</td>
<td>17</td>
<td>14</td>
</tr>
<tr>
<td>358</td>
<td>11.31%</td>
<td>1422</td>
<td>226</td>
<td>1153</td>
<td>32</td>
<td>11</td>
</tr>
<tr>
<td>359</td>
<td>15.38%</td>
<td>1422</td>
<td>230</td>
<td>1136</td>
<td>49</td>
<td>7</td>
</tr>
<tr>
<td>360</td>
<td>11.60%</td>
<td>1422</td>
<td>225</td>
<td>1153</td>
<td>32</td>
<td>12</td>
</tr>
<tr>
<td>361</td>
<td>13.10%</td>
<td>1422</td>
<td>229</td>
<td>1140</td>
<td>45</td>
<td>8</td>
</tr>
<tr>
<td>362</td>
<td>10.17%</td>
<td>1422</td>
<td>219</td>
<td>1175</td>
<td>10</td>
<td>18</td>
</tr>
<tr>
<td>363</td>
<td>10.70%</td>
<td>1422</td>
<td>222</td>
<td>1165</td>
<td>20</td>
<td>15</td>
</tr>
<tr>
<td>364</td>
<td>9.78%</td>
<td>1422</td>
<td>222</td>
<td>1171</td>
<td>14</td>
<td>15</td>
</tr>
<tr>
<td>365</td>
<td>9.90%</td>
<td>1422</td>
<td>221</td>
<td>1166</td>
<td>19</td>
<td>16</td>
</tr>
<tr>
<td>366</td>
<td>10.13%</td>
<td>1422</td>
<td>228</td>
<td>1163</td>
<td>22</td>
<td>9</td>
</tr>
<tr>
<td>367</td>
<td>10.03%</td>
<td>1422</td>
<td>227</td>
<td>1160</td>
<td>25</td>
<td>10</td>
</tr>
<tr>
<td>368</td>
<td>10.42%</td>
<td>1422</td>
<td>224</td>
<td>1169</td>
<td>16</td>
<td>13</td>
</tr>
<tr>
<td>369</td>
<td>10.83%</td>
<td>1422</td>
<td>226</td>
<td>1160</td>
<td>25</td>
<td>11</td>
</tr>
<tr>
<td>370</td>
<td>9.97%</td>
<td>1422</td>
<td>221</td>
<td>1170</td>
<td>15</td>
<td>16</td>
</tr>
<tr>
<td>371</td>
<td>10.31%</td>
<td>1422</td>
<td>221</td>
<td>1166</td>
<td>19</td>
<td>16</td>
</tr>
<tr>
<td>372</td>
<td>10.58%</td>
<td>1422</td>
<td>227</td>
<td>1162</td>
<td>23</td>
<td>10</td>
</tr>
<tr>
<td>373</td>
<td>11.37%</td>
<td>1422</td>
<td>226</td>
<td>1157</td>
<td>28</td>
<td>11</td>
</tr>
<tr>
<td>374</td>
<td>11.22%</td>
<td>1422</td>
<td>227</td>
<td>1157</td>
<td>28</td>
<td>10</td>
</tr>
<tr>
<td>375</td>
<td>14.40%</td>
<td>1422</td>
<td>229</td>
<td>1132</td>
<td>53</td>
<td>8</td>
</tr>
<tr>
<td>376</td>
<td>10.04%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>377</td>
<td>9.59%</td>
<td>1422</td>
<td>218</td>
<td>1172</td>
<td>13</td>
<td>19</td>
</tr>
<tr>
<td>378</td>
<td>10.20%</td>
<td>1422</td>
<td>224</td>
<td>1167</td>
<td>18</td>
<td>13</td>
</tr>
<tr>
<td>379</td>
<td>10.50%</td>
<td>1422</td>
<td>225</td>
<td>1159</td>
<td>26</td>
<td>12</td>
</tr>
<tr>
<td>380</td>
<td>10.24%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>381</td>
<td>25.94%</td>
<td>1422</td>
<td>232</td>
<td>1073</td>
<td>112</td>
<td>5</td>
</tr>
<tr>
<td>382</td>
<td>10.42%</td>
<td>1422</td>
<td>220</td>
<td>1172</td>
<td>13</td>
<td>17</td>
</tr>
<tr>
<td>383</td>
<td>10.82%</td>
<td>1422</td>
<td>223</td>
<td>1163</td>
<td>22</td>
<td>14</td>
</tr>
<tr>
<td>384</td>
<td>10.31%</td>
<td>1422</td>
<td>225</td>
<td>1168</td>
<td>17</td>
<td>12</td>
</tr>
<tr>
<td>385</td>
<td>10.33%</td>
<td>1422</td>
<td>227</td>
<td>1164</td>
<td>21</td>
<td>10</td>
</tr>
<tr>
<td>386</td>
<td>10.40%</td>
<td>1422</td>
<td>226</td>
<td>1163</td>
<td>22</td>
<td>11</td>
</tr>
<tr>
<td>387</td>
<td>12.63%</td>
<td>1422</td>
<td>228</td>
<td>1146</td>
<td>39</td>
<td>9</td>
</tr>
<tr>
<td>388</td>
<td>10.37%</td>
<td>1422</td>
<td>227</td>
<td>1163</td>
<td>22</td>
<td>10</td>
</tr>
<tr>
<td>389</td>
<td>13.22%</td>
<td>1422</td>
<td>224</td>
<td>1144</td>
<td>41</td>
<td>13</td>
</tr>
<tr>
<td>390</td>
<td>11.09%</td>
<td>1422</td>
<td>227</td>
<td>1156</td>
<td>29</td>
<td>10</td>
</tr>
<tr>
<td>391</td>
<td>9.68%</td>
<td>1422</td>
<td>222</td>
<td>1167</td>
<td>18</td>
<td>15</td>
</tr>
<tr>
<td>392</td>
<td>10.86%</td>
<td>1422</td>
<td>221</td>
<td>1163</td>
<td>22</td>
<td>16</td>
</tr>
<tr>
<td>393</td>
<td>12.01%</td>
<td>1422</td>
<td>227</td>
<td>1152</td>
<td>33</td>
<td>10</td>
</tr>
<tr>
<td>394</td>
<td>10.23%</td>
<td>1422</td>
<td>221</td>
<td>1169</td>
<td>16</td>
<td>16</td>
</tr>
<tr>
<td>395</td>
<td>10.24%</td>
<td>1422</td>
<td>222</td>
<td>1166</td>
<td>19</td>
<td>15</td>
</tr>
<tr>
<td>396</td>
<td>10.87%</td>
<td>1422</td>
<td>225</td>
<td>1165</td>
<td>20</td>
<td>12</td>
</tr>
<tr>
<td>397</td>
<td>10.08%</td>
<td>1422</td>
<td>226</td>
<td>1172</td>
<td>13</td>
<td>11</td>
</tr>
<tr>
<td>398</td>
<td>11.40%</td>
<td>1422</td>
<td>228</td>
<td>1154</td>
<td>31</td>
<td>9</td>
</tr>
<tr>
<td>399</td>
<td>9.68%</td>
<td>1422</td>
<td>224</td>
<td>1167</td>
<td>18</td>
<td>13</td>
</tr>
<tr>
<td>400</td>
<td>10.54%</td>
<td>1422</td>
<td>220</td>
<td>1172</td>
<td>13</td>
<td>17</td>
</tr>
<tr>
<td>401</td>
<td>9.84%</td>
<td>1422</td>
<td>221</td>
<td>1172</td>
<td>13</td>
<td>16</td>
</tr>
<tr>
<td>402</td>
<td>11.38%</td>
<td>1422</td>
<td>227</td>
<td>1157</td>
<td>28</td>
<td>10</td>
</tr>
<tr>
<td>403</td>
<td>10.45%</td>
<td>1422</td>
<td>225</td>
<td>1163</td>
<td>22</td>
<td>12</td>
</tr>
<tr>
<td>404</td>
<td>10.37%</td>
<td>1422</td>
<td>226</td>
<td>1163</td>
<td>22</td>
<td>11</td>
</tr>
<tr>
<td>405</td>
<td>10.10%</td>
<td>1422</td>
<td>225</td>
<td>1170</td>
<td>15</td>
<td>12</td>
</tr>
<tr>
<td>406</td>
<td>12.84%</td>
<td>1422</td>
<td>231</td>
<td>1140</td>
<td>45</td>
<td>6</td>
</tr>
<tr>
<td>407</td>
<td>16.14%</td>
<td>1422</td>
<td>228</td>
<td>1124</td>
<td>61</td>
<td>9</td>
</tr>
<tr>
<td>408</td>
<td>11.57%</td>
<td>1422</td>
<td>215</td>
<td>1172</td>
<td>13</td>
<td>22</td>
</tr>
<tr>
<td>409</td>
<td>10.01%</td>
<td>1422</td>
<td>222</td>
<td>1171</td>
<td>14</td>
<td>15</td>
</tr>
<tr>
<td>410</td>
<td>11.43%</td>
<td>1422</td>
<td>227</td>
<td>1154</td>
<td>31</td>
<td>10</td>
</tr>
<tr>
<td>411</td>
<td>10.58%</td>
<td>1422</td>
<td>227</td>
<td>1167</td>
<td>18</td>
<td>10</td>
</tr>
<tr>
<td>412</td>
<td>14.55%</td>
<td>1422</td>
<td>229</td>
<td>1135</td>
<td>50</td>
<td>8</td>
</tr>
<tr>
<td>413</td>
<td>11.08%</td>
<td>1422</td>
<td>227</td>
<td>1166</td>
<td>19</td>
<td>10</td>
</tr>
<tr>
<td>414</td>
<td>11.68%</td>
<td>1422</td>
<td>229</td>
<td>1152</td>
<td>33</td>
<td>8</td>
</tr>
<tr>
<td>415</td>
<td>10.32%</td>
<td>1422</td>
<td>219</td>
<td>1173</td>
<td>12</td>
<td>18</td>
</tr>
<tr>
<td>416</td>
<td>11.57%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>417</td>
<td>11.06%</td>
<td>1422</td>
<td>224</td>
<td>1166</td>
<td>19</td>
<td>13</td>
</tr>
<tr>
<td>418</td>
<td>11.42%</td>
<td>1422</td>
<td>228</td>
<td>1158</td>
<td>27</td>
<td>9</td>
</tr>
<tr>
<td>419</td>
<td>10.56%</td>
<td>1422</td>
<td>226</td>
<td>1165</td>
<td>20</td>
<td>11</td>
</tr>
<tr>
<td>420</td>
<td>11.19%</td>
<td>1422</td>
<td>222</td>
<td>1166</td>
<td>19</td>
<td>15</td>
</tr>
<tr>
<td>421</td>
<td>11.76%</td>
<td>1422</td>
<td>219</td>
<td>1165</td>
<td>20</td>
<td>18</td>
</tr>
<tr>
<td>422</td>
<td>10.65%</td>
<td>1422</td>
<td>223</td>
<td>1166</td>
<td>19</td>
<td>14</td>
</tr>
<tr>
<td>423</td>
<td>10.74%</td>
<td>1422</td>
<td>225</td>
<td>1167</td>
<td>18</td>
<td>12</td>
</tr>
<tr>
<td>424</td>
<td>11.19%</td>
<td>1422</td>
<td>224</td>
<td>1164</td>
<td>21</td>
<td>13</td>
</tr>
<tr>
<td>425</td>
<td>10.54%</td>
<td>1422</td>
<td>224</td>
<td>1162</td>
<td>23</td>
<td>13</td>
</tr>
<tr>
<td>426</td>
<td>10.05%</td>
<td>1422</td>
<td>221</td>
<td>1172</td>
<td>13</td>
<td>16</td>
</tr>
<tr>
<td>427</td>
<td>10.54%</td>
<td>1422</td>
<td>216</td>
<td>1174</td>
<td>11</td>
<td>21</td>
</tr>
<tr>
<td>428</td>
<td>10.14%</td>
<td>1422</td>
<td>223</td>
<td>1171</td>
<td>14</td>
<td>14</td>
</tr>
<tr>
<td>429</td>
<td>10.19%</td>
<td>1422</td>
<td>220</td>
<td>1177</td>
<td>8</td>
<td>17</td>
</tr>
<tr>
<td>430</td>
<td>10.49%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>431</td>
<td>10.55%</td>
<td>1422</td>
<td>227</td>
<td>1164</td>
<td>21</td>
<td>10</td>
</tr>
<tr>
<td>432</td>
<td>10.62%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>433</td>
<td>12.48%</td>
<td>1422</td>
<td>228</td>
<td>1147</td>
<td>38</td>
<td>9</td>
</tr>
<tr>
<td>434</td>
<td>10.44%</td>
<td>1422</td>
<td>223</td>
<td>1165</td>
<td>20</td>
<td>14</td>
</tr>
<tr>
<td>435</td>
<td>10.21%</td>
<td>1422</td>
<td>220</td>
<td>1172</td>
<td>13</td>
<td>17</td>
</tr>
<tr>
<td>436</td>
<td>11.99%</td>
<td>1422</td>
<td>226</td>
<td>1153</td>
<td>32</td>
<td>11</td>
</tr>
<tr>
<td>437</td>
<td>11.30%</td>
<td>1422</td>
<td>227</td>
<td>1161</td>
<td>24</td>
<td>10</td>
</tr>
<tr>
<td>438</td>
<td>11.59%</td>
<td>1422</td>
<td>227</td>
<td>1157</td>
<td>28</td>
<td>10</td>
</tr>
<tr>
<td>439</td>
<td>11.85%</td>
<td>1422</td>
<td>227</td>
<td>1155</td>
<td>30</td>
<td>10</td>
</tr>
<tr>
<td>440</td>
<td>10.80%</td>
<td>1422</td>
<td>226</td>
<td>1163</td>
<td>22</td>
<td>11</td>
</tr>
<tr>
<td>441</td>
<td>10.44%</td>
<td>1422</td>
<td>219</td>
<td>1171</td>
<td>14</td>
<td>18</td>
</tr>
<tr>
<td>442</td>
<td>9.95%</td>
<td>1422</td>
<td>223</td>
<td>1166</td>
<td>19</td>
<td>14</td>
</tr>
<tr>
<td>443</td>
<td>13.04%</td>
<td>1422</td>
<td>230</td>
<td>1148</td>
<td>37</td>
<td>7</td>
</tr>
<tr>
<td>444</td>
<td>10.06%</td>
<td>1422</td>
<td>225</td>
<td>1168</td>
<td>17</td>
<td>12</td>
</tr>
<tr>
<td>445</td>
<td>10.99%</td>
<td>1422</td>
<td>228</td>
<td>1161</td>
<td>24</td>
<td>9</td>
</tr>
<tr>
<td>446</td>
<td>12.17%</td>
<td>1422</td>
<td>228</td>
<td>1151</td>
<td>34</td>
<td>9</td>
</tr>
<tr>
<td>447</td>
<td>10.70%</td>
<td>1422</td>
<td>227</td>
<td>1162</td>
<td>23</td>
<td>10</td>
</tr>
<tr>
<td>448</td>
<td>11.53%</td>
<td>1422</td>
<td>227</td>
<td>1162</td>
<td>23</td>
<td>10</td>
</tr>
<tr>
<td>449</td>
<td>10.32%</td>
<td>1422</td>
<td>220</td>
<td>1170</td>
<td>15</td>
<td>17</td>
</tr>
<tr>
<td>450</td>
<td>9.89%</td>
<td>1422</td>
<td>226</td>
<td>1172</td>
<td>13</td>
<td>11</td>
</tr>
<tr>
<td>451</td>
<td>9.75%</td>
<td>1422</td>
<td>223</td>
<td>1170</td>
<td>15</td>
<td>14</td>
</tr>
<tr>
<td>452</td>
<td>11.56%</td>
<td>1422</td>
<td>226</td>
<td>1160</td>
<td>25</td>
<td>11</td>
</tr>
<tr>
<td>453</td>
<td>10.15%</td>
<td>1422</td>
<td>223</td>
<td>1168</td>
<td>17</td>
<td>14</td>
</tr>
<tr>
<td>454</td>
<td>11.17%</td>
<td>1422</td>
<td>224</td>
<td>1158</td>
<td>27</td>
<td>13</td>
</tr>
<tr>
<td>455</td>
<td>11.69%</td>
<td>1422</td>
<td>227</td>
<td>1157</td>
<td>28</td>
<td>10</td>
</tr>
<tr>
<td>456</td>
<td>11.14%</td>
<td>1422</td>
<td>228</td>
<td>1160</td>
<td>25</td>
<td>9</td>
</tr>
<tr>
<td>457</td>
<td>15.53%</td>
<td>1422</td>
<td>230</td>
<td>1131</td>
<td>54</td>
<td>7</td>
</tr>
<tr>
<td>458</td>
<td>12.11%</td>
<td>1422</td>
<td>225</td>
<td>1151</td>
<td>34</td>
<td>12</td>
</tr>
<tr>
<td>459</td>
<td>9.98%</td>
<td>1422</td>
<td>228</td>
<td>1166</td>
<td>19</td>
<td>9</td>
</tr>
<tr>
<td>460</td>
<td>10.44%</td>
<td>1422</td>
<td>226</td>
<td>1165</td>
<td>20</td>
<td>11</td>
</tr>
<tr>
<td>461</td>
<td>10.97%</td>
<td>1422</td>
<td>227</td>
<td>1168</td>
<td>17</td>
<td>10</td>
</tr>
<tr>
<td>462</td>
<td>12.99%</td>
<td>1422</td>
<td>229</td>
<td>1147</td>
<td>38</td>
<td>8</td>
</tr>
<tr>
<td>463</td>
<td>9.69%</td>
<td>1422</td>
<td>225</td>
<td>1169</td>
<td>16</td>
<td>12</td>
</tr>
<tr>
<td>464</td>
<td>10.09%</td>
<td>1422</td>
<td>223</td>
<td>1168</td>
<td>17</td>
<td>14</td>
</tr>
<tr>
<td>465</td>
<td>10.41%</td>
<td>1422</td>
<td>225</td>
<td>1163</td>
<td>22</td>
<td>12</td>
</tr>
<tr>
<td>466</td>
<td>10.30%</td>
<td>1422</td>
<td>225</td>
<td>1164</td>
<td>21</td>
<td>12</td>
</tr>
<tr>
<td>467</td>
<td>10.07%</td>
<td>1422</td>
<td>224</td>
<td>1172</td>
<td>13</td>
<td>13</td>
</tr>
<tr>
<td>468</td>
<td>10.58%</td>
<td>1422</td>
<td>227</td>
<td>1165</td>
<td>20</td>
<td>10</td>
</tr>
<tr>
<td>469</td>
<td>10.49%</td>
<td>1422</td>
<td>225</td>
<td>1168</td>
<td>17</td>
<td>12</td>
</tr>
<tr>
<td>470</td>
<td>17.46%</td>
<td>1422</td>
<td>231</td>
<td>1116</td>
<td>69</td>
<td>6</td>
</tr>
<tr>
<td>471</td>
<td>14.22%</td>
<td>1422</td>
<td>228</td>
<td>1141</td>
<td>44</td>
<td>9</td>
</tr>
<tr>
<td>472</td>
<td>11.82%</td>
<td>1422</td>
<td>228</td>
<td>1155</td>
<td>30</td>
<td>9</td>
</tr>
<tr>
<td>473</td>
<td>10.50%</td>
<td>1422</td>
<td>221</td>
<td>1172</td>
<td>13</td>
<td>16</td>
</tr>
<tr>
<td>474</td>
<td>10.67%</td>
<td>1422</td>
<td>226</td>
<td>1166</td>
<td>19</td>
<td>11</td>
</tr>
<tr>
<td>475</td>
<td>11.80%</td>
<td>1422</td>
<td>224</td>
<td>1151</td>
<td>34</td>
<td>13</td>
</tr>
<tr>
<td>476</td>
<td>10.54%</td>
<td>1422</td>
<td>224</td>
<td>1167</td>
<td>18</td>
<td>13</td>
</tr>
<tr>
<td>477</td>
<td>13.60%</td>
<td>1422</td>
<td>220</td>
<td>1157</td>
<td>28</td>
<td>17</td>
</tr>
<tr>
<td>478</td>
<td>11.25%</td>
<td>1422</td>
<td>229</td>
<td>1160</td>
<td>25</td>
<td>8</td>
</tr>
<tr>
<td>479</td>
<td>11.96%</td>
<td>1422</td>
<td>226</td>
<td>1156</td>
<td>29</td>
<td>11</td>
</tr>
<tr>
<td>480</td>
<td>10.69%</td>
<td>1422</td>
<td>224</td>
<td>1167</td>
<td>18</td>
<td>13</td>
</tr>
<tr>
<td>481</td>
<td>11.44%</td>
<td>1422</td>
<td>228</td>
<td>1157</td>
<td>28</td>
<td>9</td>
</tr>
<tr>
<td>482</td>
<td>10.95%</td>
<td>1422</td>
<td>222</td>
<td>1168</td>
<td>17</td>
<td>15</td>
</tr>
<tr>
<td>483</td>
<td>10.44%</td>
<td>1422</td>
<td>226</td>
<td>1171</td>
<td>14</td>
<td>11</td>
</tr>
<tr>
<td>484</td>
<td>11.01%</td>
<td>1422</td>
<td>225</td>
<td>1163</td>
<td>22</td>
<td>12</td>
</tr>
<tr>
<td>485</td>
<td>12.13%</td>
<td>1422</td>
<td>228</td>
<td>1152</td>
<td>33</td>
<td>9</td>
</tr>
<tr>
<td>486</td>
<td>10.56%</td>
<td>1422</td>
<td>223</td>
<td>1170</td>
<td>15</td>
<td>14</td>
</tr>
<tr>
<td>487</td>
<td>11.51%</td>
<td>1422</td>
<td>227</td>
<td>1160</td>
<td>25</td>
<td>10</td>
</tr>
<tr>
<td>488</td>
<td>11.69%</td>
<td>1422</td>
<td>227</td>
<td>1155</td>
<td>30</td>
<td>10</td>
</tr>
<tr>
<td>489</td>
<td>10.78%</td>
<td>1422</td>
<td>225</td>
<td>1161</td>
<td>24</td>
<td>12</td>
</tr>
<tr>
<td>490</td>
<td>12.71%</td>
<td>1422</td>
<td>230</td>
<td>1145</td>
<td>40</td>
<td>7</td>
</tr>
<tr>
<td>491</td>
<td>11.21%</td>
<td>1422</td>
<td>225</td>
<td>1168</td>
<td>17</td>
<td>12</td>
</tr>
<tr>
<td>492</td>
<td>11.14%</td>
<td>1422</td>
<td>224</td>
<td>1166</td>
<td>19</td>
<td>13</td>
</tr>
<tr>
<td>493</td>
<td>10.74%</td>
<td>1422</td>
<td>225</td>
<td>1167</td>
<td>18</td>
<td>12</td>
</tr>
<tr>
<td>494</td>
<td>10.63%</td>
<td>1422</td>
<td>223</td>
<td>1174</td>
<td>11</td>
<td>14</td>
</tr>
<tr>
<td>495</td>
<td>12.30%</td>
<td>1422</td>
<td>226</td>
<td>1158</td>
<td>27</td>
<td>11</td>
</tr>
<tr>
<td>496</td>
<td>11.84%</td>
<td>1422</td>
<td>228</td>
<td>1158</td>
<td>27</td>
<td>9</td>
</tr>
<tr>
<td>497</td>
<td>10.43%</td>
<td>1422</td>
<td>227</td>
<td>1170</td>
<td>15</td>
<td>10</td>
</tr>
<tr>
<td>498</td>
<td>11.15%</td>
<td>1422</td>
<td>225</td>
<td>1164</td>
<td>21</td>
<td>12</td>
</tr>
<tr>
<td>499</td>
<td>11.56%</td>
<td>1422</td>
<td>229</td>
<td>1160</td>
<td>25</td>
<td>8</td>
</tr>
<tr>
<td>500</td>
<td>11.79%</td>
<td>1422</td>
<td>226</td>
<td>1162</td>
<td>23</td>
<td>11</td>
</tr>
<tr>
<td>501</td>
<td>13.95%</td>
<td>1422</td>
<td>230</td>
<td>1148</td>
<td>37</td>
<td>7</td>
</tr>
<tr>
<td>502</td>
<td>10.82%</td>
<td>1422</td>
<td>220</td>
<td>1174</td>
<td>11</td>
<td>17</td>
</tr>
<tr>
<td>503</td>
<td>10.60%</td>
<td>1422</td>
<td>224</td>
<td>1168</td>
<td>17</td>
<td>13</td>
</tr>
<tr>
<td>504</td>
<td>10.59%</td>
<td>1422</td>
<td>226</td>
<td>1160</td>
<td>25</td>
<td>11</td>
</tr>
<tr>
<td>505</td>
<td>10.97%</td>
<td>1422</td>
<td>227</td>
<td>1164</td>
<td>21</td>
<td>10</td>
</tr>
<tr>
<td>506</td>
<td>11.55%</td>
<td>1422</td>
<td>227</td>
<td>1162</td>
<td>23</td>
<td>10</td>
</tr>
<tr>
<td>507</td>
<td>16.73%</td>
<td>1422</td>
<td>228</td>
<td>1119</td>
<td>66</td>
<td>9</td>
</tr>
<tr>
<td>508</td>
<td>10.92%</td>
<td>1422</td>
<td>225</td>
<td>1169</td>
<td>16</td>
<td>12</td>
</tr>
<tr>
<td>509</td>
<td>10.33%</td>
<td>1422</td>
<td>222</td>
<td>1172</td>
<td>13</td>
<td>15</td>
</tr>
<tr>
<td>510</td>
<td>11.34%</td>
<td>1422</td>
<td>225</td>
<td>1159</td>
<td>26</td>
<td>12</td>
</tr>
<tr>
<td>511</td>
<td>11.60%</td>
<td>1422</td>
<td>228</td>
<td>1157</td>
<td>28</td>
<td>9</td>
</tr>
<tr>
<td>512</td>
<td>11.34%</td>
<td>1422</td>
<td>227</td>
<td>1165</td>
<td>20</td>
<td>10</td>
</tr>
<tr>
<td>513</td>
<td>10.71%</td>
<td>1422</td>
<td>224</td>
<td>1168</td>
<td>17</td>
<td>13</td>
</tr>
<tr>
<td>514</td>
<td>10.86%</td>
<td>1422</td>
<td>224</td>
<td>1164</td>
<td>21</td>
<td>13</td>
</tr>
<tr>
<td>515</td>
<td>11.07%</td>
<td>1422</td>
<td>227</td>
<td>1159</td>
<td>26</td>
<td>10</td>
</tr>
<tr>
<td>516</td>
<td>10.40%</td>
<td>1422</td>
<td>221</td>
<td>1170</td>
<td>15</td>
<td>16</td>
</tr>
<tr>
<td>517</td>
<td>10.82%</td>
<td>1422</td>
<td>222</td>
<td>1171</td>
<td>14</td>
<td>15</td>
</tr>
<tr>
<td>518</td>
<td>11.43%</td>
<td>1422</td>
<td>228</td>
<td>1159</td>
<td>26</td>
<td>9</td>
</tr>
<tr>
<td>519</td>
<td>11.17%</td>
<td>1422</td>
<td>227</td>
<td>1159</td>
<td>26</td>
<td>10</td>
</tr>
<tr>
<td>520</td>
<td>10.75%</td>
<td>1422</td>
<td>227</td>
<td>1165</td>
<td>20</td>
<td>10</td>
</tr>
<tr>
<td>521</td>
<td>10.75%</td>
<td>1422</td>
<td>225</td>
<td>1168</td>
<td>17</td>
<td>12</td>
</tr>
<tr>
<td>522</td>
<td>11.50%</td>
<td>1422</td>
<td>220</td>
<td>1169</td>
<td>16</td>
<td>17</td>
</tr>
<tr>
<td>523</td>
<td>10.49%</td>
<td>1422</td>
<td>227</td>
<td>1167</td>
<td>18</td>
<td>10</td>
</tr>
<tr>
<td>524</td>
<td>11.04%</td>
<td>1422</td>
<td>224</td>
<td>1171</td>
<td>14</td>
<td>13</td>
</tr>
<tr>
<td>525</td>
<td>11.50%</td>
<td>1422</td>
<td>226</td>
<td>1159</td>
<td>26</td>
<td>11</td>
</tr>
<tr>
<td>526</td>
<td>12.82%</td>
<td>1422</td>
<td>230</td>
<td>1152</td>
<td>33</td>
<td>7</td>
</tr>
<tr>
<td>527</td>
<td>11.78%</td>
<td>1422</td>
<td>229</td>
<td>1152</td>
<td>33</td>
<td>8</td>
</tr>
<tr>
<td>528</td>
<td>11.23%</td>
<td>1422</td>
<td>228</td>
<td>1161</td>
<td>24</td>
<td>9</td>
</tr>
<tr>
<td>529</td>
<td>11.69%</td>
<td>1422</td>
<td>228</td>
<td>1155</td>
<td>30</td>
<td>9</td>
</tr>
<tr>
<td>530</td>
<td>10.85%</td>
<td>1422</td>
<td>220</td>
<td>1173</td>
<td>12</td>
<td>17</td>
</tr>
<tr>
<td>531</td>
<td>11.14%</td>
<td>1422</td>
<td>219</td>
<td>1170</td>
<td>15</td>
<td>18</td>
</tr>
<tr>
<td>532</td>
<td>11.40%</td>
<td>1422</td>
<td>222</td>
<td>1167</td>
<td>18</td>
<td>15</td>
</tr>
<tr>
<td>533</td>
<td>12.49%</td>
<td>1422</td>
<td>228</td>
<td>1151</td>
<td>34</td>
<td>9</td>
</tr>
<tr>
<td>534</td>
<td>12.36%</td>
<td>1422</td>
<td>227</td>
<td>1164</td>
<td>21</td>
<td>10</td>
</tr>
<tr>
<td>535</td>
<td>11.10%</td>
<td>1422</td>
<td>224</td>
<td>1164</td>
<td>21</td>
<td>13</td>
</tr>
<tr>
<td>536</td>
<td>10.89%</td>
<td>1422</td>
<td>223</td>
<td>1166</td>
<td>19</td>
<td>14</td>
</tr>
<tr>
<td>537</td>
<td>10.98%</td>
<td>1422</td>
<td>219</td>
<td>1177</td>
<td>8</td>
<td>18</td>
</tr>
<tr>
<td>538</td>
<td>11.81%</td>
<td>1422</td>
<td>223</td>
<td>1162</td>
<td>23</td>
<td>14</td>
</tr>
<tr>
<td>539</td>
<td>10.93%</td>
<td>1422</td>
<td>227</td>
<td>1163</td>
<td>22</td>
<td>10</td>
</tr>
<tr>
<td>540</td>
<td>12.14%</td>
<td>1422</td>
<td>227</td>
<td>1155</td>
<td>30</td>
<td>10</td>
</tr>
<tr>
<td>541</td>
<td>14.13%</td>
<td>1422</td>
<td>230</td>
<td>1133</td>
<td>52</td>
<td>7</td>
</tr>
<tr>
<td>542</td>
<td>11.44%</td>
<td>1422</td>
<td>217</td>
<td>1175</td>
<td>10</td>
<td>20</td>
</tr>
<tr>
<td>543</td>
<td>11.02%</td>
<td>1422</td>
<td>225</td>
<td>1165</td>
<td>20</td>
<td>12</td>
</tr>
<tr>
<td>544</td>
<td>11.13%</td>
<td>1422</td>
<td>228</td>
<td>1161</td>
<td>24</td>
<td>9</td>
</tr>
<tr>
<td>545</td>
<td>11.09%</td>
<td>1422</td>
<td>219</td>
<td>1174</td>
<td>11</td>
<td>18</td>
</tr>
<tr>
<td>546</td>
<td>13.03%</td>
<td>1422</td>
<td>231</td>
<td>1150</td>
<td>35</td>
<td>6</td>
</tr>
<tr>
<td>547</td>
<td>11.76%</td>
<td>1422</td>
<td>227</td>
<td>1161</td>
<td>24</td>
<td>10</td>
</tr>
<tr>
<td>548</td>
<td>11.29%</td>
<td>1422</td>
<td>223</td>
<td>1169</td>
<td>16</td>
<td>14</td>
</tr>
<tr>
<td>549</td>
<td>10.59%</td>
<td>1422</td>
<td>226</td>
<td>1169</td>
<td>16</td>
<td>11</td>
</tr>
<tr>
<td>550</td>
<td>12.90%</td>
<td>1422</td>
<td>228</td>
<td>1144</td>
<td>41</td>
<td>9</td>
</tr>
<tr>
<td>551</td>
<td>12.71%</td>
<td>1422</td>
<td>224</td>
<td>1158</td>
<td>27</td>
<td>13</td>
</tr>
<tr>
<td>552</td>
<td>11.92%</td>
<td>1422</td>
<td>227</td>
<td>1161</td>
<td>24</td>
<td>10</td>
</tr>
<tr>
<td>553</td>
<td>10.74%</td>
<td>1422</td>
<td>223</td>
<td>1164</td>
<td>21</td>
<td>14</td>
</tr>
<tr>
<td>554</td>
<td>11.26%</td>
<td>1422</td>
<td>229</td>
<td>1163</td>
<td>22</td>
<td>8</td>
</tr>
<tr>
<td>555</td>
<td>11.03%</td>
<td>1422</td>
<td>226</td>
<td>1164</td>
<td>21</td>
<td>11</td>
</tr>
<tr>
<td>556</td>
<td>11.05%</td>
<td>1422</td>
<td>225</td>
<td>1159</td>
<td>26</td>
<td>12</td>
</tr>
<tr>
<td>557</td>
<td>10.94%</td>
<td>1422</td>
<td>227</td>
<td>1164</td>
<td>21</td>
<td>10</td>
</tr>
<tr>
<td>558</td>
<td>11.31%</td>
<td>1422</td>
<td>224</td>
<td>1160</td>
<td>25</td>
<td>13</td>
</tr>
<tr>
<td>559</td>
<td>12.22%</td>
<td>1422</td>
<td>229</td>
<td>1157</td>
<td>28</td>
<td>8</td>
</tr>
<tr>
<td>560</td>
<td>12.01%</td>
<td>1422</td>
<td>229</td>
<td>1154</td>
<td>31</td>
<td>8</td>
</tr>
<tr>
<td>561</td>
<td>11.48%</td>
<td>1422</td>
<td>223</td>
<td>1169</td>
<td>16</td>
<td>14</td>
</tr>
<tr>
<td>562</td>
<td>11.17%</td>
<td>1422</td>
<td>223</td>
<td>1171</td>
<td>14</td>
<td>14</td>
</tr>
<tr>
<td>563</td>
<td>10.98%</td>
<td>1422</td>
<td>225</td>
<td>1171</td>
<td>14</td>
<td>12</td>
</tr>
<tr>
<td>564</td>
<td>14.41%</td>
<td>1422</td>
<td>229</td>
<td>1141</td>
<td>44</td>
<td>8</td>
</tr>
<tr>
<td>565</td>
<td>11.88%</td>
<td>1422</td>
<td>227</td>
<td>1163</td>
<td>22</td>
<td>10</td>
</tr>
<tr>
<td>566</td>
<td>15.37%</td>
<td>1422</td>
<td>229</td>
<td>1135</td>
<td>50</td>
<td>8</td>
</tr>
<tr>
<td>567</td>
<td>11.94%</td>
<td>1422</td>
<td>229</td>
<td>1158</td>
<td>27</td>
<td>8</td>
</tr>
<tr>
<td>568</td>
<td>11.15%</td>
<td>1422</td>
<td>226</td>
<td>1168</td>
<td>17</td>
<td>11</td>
</tr>
<tr>
<td>569</td>
<td>11.50%</td>
<td>1422</td>
<td>226</td>
<td>1164</td>
<td>21</td>
<td>11</td>
</tr>
<tr>
<td>570</td>
<td>11.28%</td>
<td>1422</td>
<td>228</td>
<td>1163</td>
<td>22</td>
<td>9</td>
</tr>
<tr>
<td>571</td>
<td>11.75%</td>
<td>1422</td>
<td>223</td>
<td>1162</td>
<td>23</td>
<td>14</td>
</tr>
<tr>
<td>572</td>
<td>10.87%</td>
<td>1422</td>
<td>223</td>
<td>1167</td>
<td>18</td>
<td>14</td>
</tr>
<tr>
<td>573</td>
<td>11.71%</td>
<td>1422</td>
<td>227</td>
<td>1162</td>
<td>23</td>
<td>10</td>
</tr>
<tr>
<td>574</td>
<td>11.12%</td>
<td>1422</td>
<td>226</td>
<td>1166</td>
<td>19</td>
<td>11</td>
</tr>
<tr>
<td>575</td>
<td>12.43%</td>
<td>1422</td>
<td>228</td>
<td>1149</td>
<td>36</td>
<td>9</td>
</tr>
<tr>
<td>576</td>
<td>12.16%</td>
<td>1422</td>
<td>225</td>
<td>1163</td>
<td>22</td>
<td>12</td>
</tr>
<tr>
<td>577</td>
<td>13.50%</td>
<td>1422</td>
<td>229</td>
<td>1143</td>
<td>42</td>
<td>8</td>
</tr>
<tr>
<td>578</td>
<td>11.71%</td>
<td>1422</td>
<td>229</td>
<td>1162</td>
<td>23</td>
<td>8</td>
</tr>
<tr>
<td>579</td>
<td>12.20%</td>
<td>1422</td>
<td>229</td>
<td>1153</td>
<td>32</td>
<td>8</td>
</tr>
<tr>
<td>580</td>
<td>11.00%</td>
<td>1422</td>
<td>224</td>
<td>1168</td>
<td>17</td>
<td>13</td>
</tr>
<tr>
<td>581</td>
<td>10.86%</td>
<td>1422</td>
<td>222</td>
<td>1178</td>
<td>7</td>
<td>15</td>
</tr>
<tr>
<td>582</td>
<td>12.36%</td>
<td>1422</td>
<td>228</td>
<td>1159</td>
<td>26</td>
<td>9</td>
</tr>
<tr>
<td>583</td>
<td>12.08%</td>
<td>1422</td>
<td>216</td>
<td>1172</td>
<td>13</td>
<td>21</td>
</tr>
<tr>
<td>584</td>
<td>11.98%</td>
<td>1422</td>
<td>227</td>
<td>1157</td>
<td>28</td>
<td>10</td>
</tr>
<tr>
<td>585</td>
<td>11.28%</td>
<td>1422</td>
<td>223</td>
<td>1169</td>
<td>16</td>
<td>14</td>
</tr>
<tr>
<td>586</td>
<td>12.14%</td>
<td>1422</td>
<td>226</td>
<td>1162</td>
<td>23</td>
<td>11</td>
</tr>
<tr>
<td>587</td>
<td>12.74%</td>
<td>1422</td>
<td>228</td>
<td>1153</td>
<td>32</td>
<td>9</td>
</tr>
<tr>
<td>588</td>
<td>11.79%</td>
<td>1422</td>
<td>221</td>
<td>1167</td>
<td>18</td>
<td>16</td>
</tr>
<tr>
<td>589</td>
<td>11.72%</td>
<td>1422</td>
<td>226</td>
<td>1161</td>
<td>24</td>
<td>11</td>
</tr>
<tr>
<td>590</td>
<td>11.03%</td>
<td>1422</td>
<td>223</td>
<td>1173</td>
<td>12</td>
<td>14</td>
</tr>
<tr>
<td>591</td>
<td>11.24%</td>
<td>1422</td>
<td>227</td>
<td>1160</td>
<td>25</td>
<td>10</td>
</tr>
<tr>
<td>592</td>
<td>10.56%</td>
<td>1422</td>
<td>224</td>
<td>1167</td>
<td>18</td>
<td>13</td>
</tr>
<tr>
<td>593</td>
<td>11.53%</td>
<td>1422</td>
<td>227</td>
<td>1159</td>
<td>26</td>
<td>10</td>
</tr>
<tr>
<td>594</td>
<td>12.68%</td>
<td>1422</td>
<td>230</td>
<td>1150</td>
<td>35</td>
<td>7</td>
</tr>
<tr>
<td>595</td>
<td>11.50%</td>
<td>1422</td>
<td>228</td>
<td>1160</td>
<td>25</td>
<td>9</td>
</tr>
<tr>
<td>596</td>
<td>14.34%</td>
<td>1422</td>
<td>228</td>
<td>1147</td>
<td>38</td>
<td>9</td>
</tr>
<tr>
<td>597</td>
<td>12.22%</td>
<td>1422</td>
<td>228</td>
<td>1157</td>
<td>28</td>
<td>9</td>
</tr>
<tr>
<td>598</td>
<td>12.01%</td>
<td>1422</td>
<td>229</td>
<td>1153</td>
<td>32</td>
<td>8</td>
</tr>
<tr>
<td>599</td>
<td>11.15%</td>
<td>1422</td>
<td>222</td>
<td>1167</td>
<td>18</td>
<td>15</td>
</tr>
</tbody>
</table>
</div></details>

Jonathan: <p>Found that on certian batches from dataloader that the loss function exceeded 1… but remain the normal the rest of the time. See “loss exceeded 1, value 1.xxxx” below</p>
<p>VAL TRENDING…[278,  193], Loss: 0.20351,  Total Validated: 3088, TP: 1476, TN: 69, FP: 1472, FN: 71, Acc: 0.9547, Precision: 0.9553, Recall: 0.9541, F1 Score: 0.9547, MCC Score: 0.9093</p>
<p>VAL TRENDING…[278,  194], Loss: 0.20246,  Total Validated: 3104, TP: 1482, TN: 69, FP: 1482, FN: 71, Acc: 0.9549, Precision: 0.9555, Recall: 0.9543, F1 Score: 0.9549, MCC Score: 0.9098</p>
<p>VAL TRENDING…[278,  195], Loss: 0.20143,  Total Validated: 3120, TP: 1490, TN: 69, FP: 1490, FN: 71, Acc: 0.9551, Precision: 0.9557, Recall: 0.9545, F1 Score: 0.9551, MCC Score: 0.9103</p>
<p>***Loss exceeded 1, value: 1.2359338998794556 ***</p>
<p>VAL TRENDING…[278,  196], Loss: 0.20103,  Total Validated: 3136, TP: 1501, TN: 69, FP: 1493, FN: 73, Acc: 0.9547, Precision: 0.9561, Recall: 0.9536, F1 Score: 0.9548, MCC Score: 0.9094</p>
<p>VAL TRENDING…[278,  197], Loss: 0.20001,  Total Validated: 3152, TP: 1504, TN: 69, FP: 1506, FN: 73, Acc: 0.9549, Precision: 0.9561, Recall: 0.9537, F1 Score: 0.9549, MCC Score: 0.9099</p>
<p>VAL TRENDING…[278,  198], Loss: 0.19916,  Total Validated: 3168, TP: 1515, TN: 69, FP: 1511, FN: 73, Acc: 0.9552, Precision: 0.9564, Recall: 0.9540, F1 Score: 0.9552, MCC Score: 0.9104</p>
<p>VAL TRENDING…[278,  199], Loss: 0.19816,  Total Validated: 3184, TP: 1522, TN: 69, FP: 1520, FN: 73, Acc: 0.9554, Precision: 0.9566, Recall: 0.9542, F1 Score: 0.9554, MCC Score: 0.9108</p>
<p>VAL TRENDING…[278,  200], Loss: 0.19717,  Total Validated: 3200, TP: 1528, TN: 69, FP: 1530, FN: 73, Acc: 0.9556, Precision: 0.9568, Recall: 0.9544, F1 Score: 0.9556, MCC Score: 0.9113</p>
<p>VAL TRENDING…[278,  201], Loss: 0.19701,  Total Validated: 3216, TP: 1535, TN: 70, FP: 1538, FN: 73, Acc: 0.9555, Precision: 0.9564, Recall: 0.9546, F1 Score: 0.9555, MCC Score: 0.9111</p>
<p>VAL TRENDING…[278,  202], Loss: 0.19625,  Total Validated: 3232, TP: 1541, TN: 71, FP: 1547, FN: 73, Acc: 0.9554, Precision: 0.9560, Recall: 0.9548, F1 Score: 0.9554, MCC Score: 0.9109</p>
<p>***Loss exceeded 1, value: 1.8948330879211426 ***</p>
<p>VAL TRENDING…[278,  203], Loss: 0.19621,  Total Validated: 3248, TP: 1549, TN: 71, FP: 1553, FN: 75, Acc: 0.9550, Precision: 0.9562, Recall: 0.9538, F1 Score: 0.9550, MCC Score: 0.9101</p>
<p>VAL TRENDING…[278,  204], Loss: 0.19526,  Total Validated: 3264, TP: 1556, TN: 71, FP: 1562, FN: 75, Acc: 0.9553, Precision: 0.9564, Recall: 0.9540, F1 Score: 0.9552, MCC Score: 0.9105</p>
<p>VAL TRENDING…[278,  205], Loss: 0.19434,  Total Validated: 3280, TP: 1565, TN: 71, FP: 1569, FN: 75, Acc: 0.9555, Precision: 0.9566, Recall: 0.9543, F1 Score: 0.9554, MCC Score: 0.9110</p>
<p>VAL TRENDING…[278,  206], Loss: 0.19533,  Total Validated: 3296, TP: 1574, TN: 72, FP: 1575, FN: 75, Acc: 0.9554, Precision: 0.9563, Recall: 0.9545, F1 Score: 0.9554, MCC Score: 0.9108</p>