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15panelDiscreteBis.html
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15panelDiscreteBis.html
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<html>
<head>
<script src="http://transp-or.epfl.ch/biogeme/sorttable.js"></script>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<title>15panelDiscreteBis - Report from biogeme 3.2.6 [2020-06-04]</title>
<meta name="keywords" content="biogeme, discrete choice, random utility">
<meta name="description" content="Report from biogeme 3.2.6 [2020-06-04]">
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<p>biogeme 3.2.6 [2020-06-04]</p>
<p><a href="https://www.python.org/" target="_blank">Python</a> package</p>
<p>Home page: <a href="http://biogeme.epfl.ch" target="_blank">http://biogeme.epfl.ch</a></p>
<p>Submit questions to <a href="https://groups.google.com/d/forum/biogeme" target="_blank">https://groups.google.com/d/forum/biogeme</a></p>
<p><a href="http://people.epfl.ch/michel.bierlaire">Michel Bierlaire</a>, <a href="http://transp-or.epfl.ch">Transport and Mobility Laboratory</a>, <a href="http://www.epfl.ch">Ecole Polytechnique Fédérale de Lausanne (EPFL)</a></p>
<p>This file has automatically been generated on 2020-06-05 05:06:06.728022</p>
<p>If you drag this HTML file into the Calc application of <a href="http://www.openoffice.org/" target="_blank">OpenOffice</a>, or the spreadsheet of <a href="https://www.libreoffice.org/" target="_blank">LibreOffice</a>, you will be able to perform additional calculations.</p>
<table>
<tr class=biostyle><td align=right><strong>Report file</strong>: </td><td>15panelDiscreteBis.html</td></tr>
<tr class=biostyle><td align=right><strong>Database name</strong>: </td><td>swissmetro</td></tr>
</table>
<h1>Estimation report</h1>
<table border="0">
<tr class=biostyle><td align=right ><strong>Number of estimated parameters</strong>: </td> <td>15</td></tr>
<tr class=biostyle><td align=right ><strong>Sample size</strong>: </td> <td>752</td></tr>
<tr class=biostyle><td align=right ><strong>Observations</strong>: </td> <td>6768</td></tr>
<tr class=biostyle><td align=right ><strong>Excluded observations</strong>: </td> <td>3960</td></tr>
<tr class=biostyle><td align=right ><strong>Init log likelihood</strong>: </td> <td>-3557.711</td></tr>
<tr class=biostyle><td align=right ><strong>Final log likelihood</strong>: </td> <td>-3527.038</td></tr>
<tr class=biostyle><td align=right ><strong>Likelihood ratio test for the init. model</strong>: </td> <td>61.34597</td></tr>
<tr class=biostyle><td align=right ><strong>Rho-square for the init. model</strong>: </td> <td>0.00862</td></tr>
<tr class=biostyle><td align=right ><strong>Rho-square-bar for the init. model</strong>: </td> <td>0.00441</td></tr>
<tr class=biostyle><td align=right ><strong>Akaike Information Criterion</strong>: </td> <td>7084.077</td></tr>
<tr class=biostyle><td align=right ><strong>Bayesian Information Criterion</strong>: </td> <td>7153.418</td></tr>
<tr class=biostyle><td align=right ><strong>Final gradient norm</strong>: </td> <td>2.0386E-02</td></tr>
<tr class=biostyle><td align=right ><strong>Number of draws</strong>: </td> <td>100000</td></tr>
<tr class=biostyle><td align=right ><strong>Draws generation time</strong>: </td> <td>0:03:46.159883</td></tr>
<tr class=biostyle><td align=right ><strong>Types of draws</strong>: </td> <td>['ASC_CAR_RND_class0: NORMAL_ANTI', 'ASC_CAR_RND_class1: NORMAL_ANTI', 'ASC_SM_RND_class0: NORMAL_ANTI', 'ASC_SM_RND_class1: NORMAL_ANTI', 'ASC_TRAIN_RND_class0: NORMAL_ANTI', 'ASC_TRAIN_RND_class1: NORMAL_ANTI', 'B_TIME_RND_class1: NORMAL_ANTI']</td></tr>
<tr class=biostyle><td align=right ><strong>Nbr of threads</strong>: </td> <td>36</td></tr>
<tr class=biostyle><td align=right ><strong>Algorithm</strong>: </td> <td>BFGS with trust region for simple bound constraints</td></tr>
<tr class=biostyle><td align=right ><strong>Proportion analytical hessian</strong>: </td> <td>0.0%</td></tr>
<tr class=biostyle><td align=right ><strong>Relative projected gradient</strong>: </td> <td>5.608274e-06</td></tr>
<tr class=biostyle><td align=right ><strong>Number of iterations</strong>: </td> <td>128</td></tr>
<tr class=biostyle><td align=right ><strong>Number of function evaluations</strong>: </td> <td>363</td></tr>
<tr class=biostyle><td align=right ><strong>Number of gradient evaluations</strong>: </td> <td>118</td></tr>
<tr class=biostyle><td align=right ><strong>Number of hessian evaluations</strong>: </td> <td>0</td></tr>
<tr class=biostyle><td align=right ><strong>Cause of termination</strong>: </td> <td>Relative gradient = 5.6e-06 <= 6.1e-06</td></tr>
<tr class=biostyle><td align=right ><strong>Optimization time</strong>: </td> <td>19:28:59.688010</td></tr>
</table>
<h1>Estimated parameters</h1>
<table border="1">
<tr class=biostyle><th>Name</th><th>Value</th><th>Std err</th><th>t-test</th><th>p-value</th><th>Rob. Std err</th><th>Rob. t-test</th><th>Rob. p-value</th></tr>
<tr class=biostyle><td>ASC_CAR_S_class0</td><td>5.86</td><td>1.91</td><td>3.07</td><td>0.00216</td><td>2.55</td><td>2.29</td><td>0.0218</td></tr>
<tr class=biostyle><td>ASC_CAR_S_class1</td><td>2.79</td><td>0.289</td><td>9.67</td><td>0</td><td>0.327</td><td>8.52</td><td>0</td></tr>
<tr class=biostyle><td>ASC_CAR_class0</td><td>-4.7</td><td>1.71</td><td>-2.75</td><td>0.00597</td><td>2.28</td><td>-2.06</td><td>0.0394</td></tr>
<tr class=biostyle><td>ASC_CAR_class1</td><td>1.07</td><td>0.248</td><td>4.3</td><td>1.68e-05</td><td>0.303</td><td>3.52</td><td>0.000428</td></tr>
<tr class=biostyle><td>ASC_SM_S_class0</td><td>-0.776</td><td>1.66</td><td>-0.467</td><td>0.641</td><td>1.06</td><td>-0.73</td><td>0.466</td></tr>
<tr class=biostyle><td>ASC_SM_S_class1</td><td>1.83</td><td>0.346</td><td>5.27</td><td>1.35e-07</td><td>0.374</td><td>4.88</td><td>1.06e-06</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class0</td><td>2.98</td><td>0.766</td><td>3.89</td><td>0.000102</td><td>0.774</td><td>3.85</td><td>0.00012</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class1</td><td>1.62</td><td>0.544</td><td>2.98</td><td>0.00293</td><td>0.609</td><td>2.66</td><td>0.00784</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>-1.13</td><td>0.662</td><td>-1.71</td><td>0.0871</td><td>0.692</td><td>-1.64</td><td>0.102</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>-0.238</td><td>0.314</td><td>-0.757</td><td>0.449</td><td>0.371</td><td>-0.64</td><td>0.522</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>-1.24</td><td>0.503</td><td>-2.46</td><td>0.0138</td><td>0.588</td><td>-2.11</td><td>0.0352</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>-4.82</td><td>0.315</td><td>-15.3</td><td>0</td><td>0.409</td><td>-11.8</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>3.41</td><td>0.29</td><td>11.8</td><td>0</td><td>0.326</td><td>10.5</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>-7.06</td><td>0.459</td><td>-15.4</td><td>0</td><td>0.594</td><td>-11.9</td><td>0</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>0.152</td><td>0.0281</td><td>5.4</td><td>6.48e-08</td><td>0.0289</td><td>5.25</td><td>1.55e-07</td></tr>
</table>
<h2>Correlation of coefficients</h2>
<table border="1">
<tr class=biostyle><th>Coefficient1</th><th>Coefficient2</th><th>Covariance</th><th>Correlation</th><th>t-test</th><th>p-value</th><th>Rob. cov.</th><th>Rob. corr.</th><th>Rob. t-test</th><th>Rob. p-value</th></tr>
<tr class=biostyle><td>ASC_CAR_S_class1</td><td>ASC_CAR_S_class0</td><td>-0.15</td><td>-0.271</td><td>-1.53</td><td>0.126</td><td>-0.334</td><td>-0.399</td><td>-1.14</td><td>0.256</td></tr>
<tr class=biostyle><td>ASC_CAR_class0</td><td>ASC_CAR_S_class0</td><td>-2.59</td><td>-0.792</td><td>-3.08</td><td>0.00206</td><td>-5.34</td><td>-0.914</td><td>-2.23</td><td>0.0256</td></tr>
<tr class=biostyle><td>ASC_CAR_class0</td><td>ASC_CAR_S_class1</td><td>0.129</td><td>0.262</td><td>-4.52</td><td>6.28e-06</td><td>0.29</td><td>0.388</td><td>-3.44</td><td>0.00058</td></tr>
<tr class=biostyle><td>ASC_CAR_class1</td><td>ASC_CAR_S_class0</td><td>-0.0823</td><td>-0.174</td><td>-2.43</td><td>0.0149</td><td>-0.147</td><td>-0.189</td><td>-1.82</td><td>0.0682</td></tr>
<tr class=biostyle><td>ASC_CAR_class1</td><td>ASC_CAR_S_class1</td><td>-0.0032</td><td>-0.0447</td><td>-4.43</td><td>9.28e-06</td><td>0.00801</td><td>0.0808</td><td>-4.03</td><td>5.58e-05</td></tr>
<tr class=biostyle><td>ASC_CAR_class1</td><td>ASC_CAR_class0</td><td>0.0102</td><td>0.0241</td><td>3.35</td><td>0.00081</td><td>0.0441</td><td>0.0638</td><td>2.53</td><td>0.0115</td></tr>
<tr class=biostyle><td>ASC_SM_S_class0</td><td>ASC_CAR_S_class0</td><td>-0.647</td><td>-0.204</td><td>-2.39</td><td>0.0168</td><td>-2.03</td><td>-0.748</td><td>-1.94</td><td>0.0525</td></tr>
<tr class=biostyle><td>ASC_SM_S_class0</td><td>ASC_CAR_S_class1</td><td>0.0391</td><td>0.0814</td><td>-2.14</td><td>0.0321</td><td>0.107</td><td>0.307</td><td>-3.52</td><td>0.000425</td></tr>
<tr class=biostyle><td>ASC_SM_S_class0</td><td>ASC_CAR_class0</td><td>0.332</td><td>0.117</td><td>1.75</td><td>0.0798</td><td>1.62</td><td>0.667</td><td>2.23</td><td>0.0259</td></tr>
<tr class=biostyle><td>ASC_SM_S_class0</td><td>ASC_CAR_class1</td><td>0.0362</td><td>0.0879</td><td>-1.11</td><td>0.267</td><td>0.0708</td><td>0.22</td><td>-1.77</td><td>0.0763</td></tr>
<tr class=biostyle><td>ASC_SM_S_class1</td><td>ASC_CAR_S_class0</td><td>-0.0726</td><td>-0.11</td><td>-2.04</td><td>0.0414</td><td>-0.137</td><td>-0.143</td><td>-1.53</td><td>0.126</td></tr>
<tr class=biostyle><td>ASC_SM_S_class1</td><td>ASC_CAR_S_class1</td><td>-0.0282</td><td>-0.283</td><td>-1.89</td><td>0.0583</td><td>-0.0289</td><td>-0.236</td><td>-1.75</td><td>0.0807</td></tr>
<tr class=biostyle><td>ASC_SM_S_class1</td><td>ASC_CAR_class0</td><td>0.03</td><td>0.0506</td><td>3.78</td><td>0.000158</td><td>0.0806</td><td>0.0943</td><td>2.86</td><td>0.00417</td></tr>
<tr class=biostyle><td>ASC_SM_S_class1</td><td>ASC_CAR_class1</td><td>0.0287</td><td>0.334</td><td>2.16</td><td>0.0311</td><td>0.0459</td><td>0.405</td><td>2.03</td><td>0.0425</td></tr>
<tr class=biostyle><td>ASC_SM_S_class1</td><td>ASC_SM_S_class0</td><td>0.0615</td><td>0.107</td><td>1.57</td><td>0.117</td><td>0.0618</td><td>0.155</td><td>2.43</td><td>0.0151</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class0</td><td>ASC_CAR_S_class0</td><td>-0.125</td><td>-0.0855</td><td>-1.36</td><td>0.173</td><td>-0.616</td><td>-0.312</td><td>-0.997</td><td>0.319</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class0</td><td>ASC_CAR_S_class1</td><td>0.0303</td><td>0.137</td><td>0.239</td><td>0.811</td><td>0.0659</td><td>0.26</td><td>0.246</td><td>0.805</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class0</td><td>ASC_CAR_class0</td><td>0.0511</td><td>0.039</td><td>4.16</td><td>3.21e-05</td><td>0.455</td><td>0.257</td><td>3.47</td><td>0.000524</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class0</td><td>ASC_CAR_class1</td><td>0.012</td><td>0.0633</td><td>2.42</td><td>0.0156</td><td>0.0255</td><td>0.109</td><td>2.39</td><td>0.017</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class0</td><td>ASC_SM_S_class0</td><td>0.679</td><td>0.533</td><td>2.66</td><td>0.00785</td><td>0.326</td><td>0.396</td><td>3.62</td><td>0.000299</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class0</td><td>ASC_SM_S_class1</td><td>-0.0402</td><td>-0.152</td><td>1.3</td><td>0.194</td><td>-0.0508</td><td>-0.175</td><td>1.26</td><td>0.209</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class1</td><td>ASC_CAR_S_class0</td><td>0.0958</td><td>0.0922</td><td>-2.19</td><td>0.0286</td><td>0.234</td><td>0.151</td><td>-1.67</td><td>0.0943</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class1</td><td>ASC_CAR_S_class1</td><td>0.00484</td><td>0.0308</td><td>-1.93</td><td>0.0539</td><td>-0.012</td><td>-0.0604</td><td>-1.65</td><td>0.0981</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class1</td><td>ASC_CAR_class0</td><td>-0.0573</td><td>-0.0615</td><td>3.46</td><td>0.000539</td><td>-0.158</td><td>-0.113</td><td>2.6</td><td>0.00926</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class1</td><td>ASC_CAR_class1</td><td>-0.0305</td><td>-0.226</td><td>0.853</td><td>0.394</td><td>-0.0618</td><td>-0.335</td><td>0.721</td><td>0.471</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class1</td><td>ASC_SM_S_class0</td><td>-0.0299</td><td>-0.0331</td><td>1.36</td><td>0.175</td><td>-0.051</td><td>-0.0788</td><td>1.89</td><td>0.0586</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class1</td><td>ASC_SM_S_class1</td><td>-0.0758</td><td>-0.402</td><td>-0.275</td><td>0.783</td><td>-0.0898</td><td>-0.394</td><td>-0.249</td><td>0.803</td></tr>
<tr class=biostyle><td>ASC_TRAIN_S_class1</td><td>ASC_TRAIN_S_class0</td><td>-0.101</td><td>-0.242</td><td>-1.3</td><td>0.192</td><td>-0.159</td><td>-0.338</td><td>-1.2</td><td>0.231</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>ASC_CAR_S_class0</td><td>0.215</td><td>0.17</td><td>-3.66</td><td>0.000256</td><td>0.597</td><td>0.338</td><td>-2.9</td><td>0.00372</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>ASC_CAR_S_class1</td><td>-0.0158</td><td>-0.0829</td><td>-5.28</td><td>1.32e-07</td><td>-0.0423</td><td>-0.187</td><td>-4.79</td><td>1.69e-06</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>ASC_CAR_class0</td><td>-0.0819</td><td>-0.0724</td><td>1.9</td><td>0.0573</td><td>-0.352</td><td>-0.223</td><td>1.41</td><td>0.158</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>ASC_CAR_class1</td><td>-0.0439</td><td>-0.268</td><td>-2.87</td><td>0.00411</td><td>-0.0663</td><td>-0.316</td><td>-2.62</td><td>0.00876</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>ASC_SM_S_class0</td><td>-0.252</td><td>-0.229</td><td>-0.185</td><td>0.853</td><td>-0.392</td><td>-0.533</td><td>-0.23</td><td>0.818</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>ASC_SM_S_class1</td><td>0.00693</td><td>0.0303</td><td>-4.01</td><td>6.06e-05</td><td>-0.0167</td><td>-0.0644</td><td>-3.66</td><td>0.000251</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>ASC_TRAIN_S_class0</td><td>-0.208</td><td>-0.41</td><td>-3.42</td><td>0.000617</td><td>-0.233</td><td>-0.435</td><td>-3.31</td><td>0.000946</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class0</td><td>ASC_TRAIN_S_class1</td><td>-0.0343</td><td>-0.0953</td><td>-3.07</td><td>0.00213</td><td>-0.00952</td><td>-0.0226</td><td>-2.95</td><td>0.00317</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_CAR_S_class0</td><td>-0.13</td><td>-0.217</td><td>-3.05</td><td>0.00232</td><td>-0.358</td><td>-0.378</td><td>-2.24</td><td>0.0248</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_CAR_S_class1</td><td>0.0201</td><td>0.222</td><td>-8.05</td><td>8.88e-16</td><td>0.0475</td><td>0.391</td><td>-7.82</td><td>5.33e-15</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_CAR_class0</td><td>0.0973</td><td>0.181</td><td>2.65</td><td>0.00795</td><td>0.264</td><td>0.312</td><td>2.03</td><td>0.042</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_CAR_class1</td><td>0.0358</td><td>0.46</td><td>-4.39</td><td>1.14e-05</td><td>0.0646</td><td>0.575</td><td>-4.12</td><td>3.82e-05</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_SM_S_class0</td><td>0.0676</td><td>0.13</td><td>0.326</td><td>0.744</td><td>0.145</td><td>0.368</td><td>0.544</td><td>0.586</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_SM_S_class1</td><td>0.0182</td><td>0.167</td><td>-4.84</td><td>1.33e-06</td><td>0.0334</td><td>0.24</td><td>-4.49</td><td>7.1e-06</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_TRAIN_S_class0</td><td>0.0737</td><td>0.307</td><td>-4.38</td><td>1.17e-05</td><td>0.114</td><td>0.395</td><td>-4.5</td><td>6.75e-06</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_TRAIN_S_class1</td><td>-0.0938</td><td>-0.549</td><td>-2.43</td><td>0.015</td><td>-0.137</td><td>-0.607</td><td>-2.1</td><td>0.0359</td></tr>
<tr class=biostyle><td>ASC_TRAIN_class1</td><td>ASC_TRAIN_class0</td><td>-0.0701</td><td>-0.338</td><td>1.09</td><td>0.277</td><td>-0.105</td><td>-0.409</td><td>0.984</td><td>0.325</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_CAR_S_class0</td><td>-0.386</td><td>-0.402</td><td>-3.28</td><td>0.00103</td><td>-0.985</td><td>-0.656</td><td>-2.39</td><td>0.017</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_CAR_S_class1</td><td>0.0168</td><td>0.116</td><td>-7.32</td><td>2.45e-13</td><td>0.0429</td><td>0.223</td><td>-6.65</td><td>2.97e-11</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_CAR_class0</td><td>0.302</td><td>0.351</td><td>2.16</td><td>0.0309</td><td>0.962</td><td>0.716</td><td>1.82</td><td>0.0692</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_CAR_class1</td><td>-0.0167</td><td>-0.134</td><td>-3.91</td><td>9.31e-05</td><td>-0.0246</td><td>-0.138</td><td>-3.3</td><td>0.000952</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_SM_S_class0</td><td>0.153</td><td>0.183</td><td>-0.281</td><td>0.779</td><td>0.28</td><td>0.448</td><td>-0.484</td><td>0.629</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_SM_S_class1</td><td>0.00561</td><td>0.0322</td><td>-5.09</td><td>3.5e-07</td><td>0.012</td><td>0.0545</td><td>-4.51</td><td>6.53e-06</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_TRAIN_S_class0</td><td>-0.045</td><td>-0.117</td><td>-4.37</td><td>1.24e-05</td><td>-0.0274</td><td>-0.0602</td><td>-4.22</td><td>2.49e-05</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_TRAIN_S_class1</td><td>0.0223</td><td>0.0813</td><td>-4.02</td><td>5.76e-05</td><td>0.0268</td><td>0.075</td><td>-3.51</td><td>0.000449</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_TRAIN_class0</td><td>0.0751</td><td>0.225</td><td>-0.145</td><td>0.885</td><td>0.0305</td><td>0.0748</td><td>-0.122</td><td>0.903</td></tr>
<tr class=biostyle><td>B_COST_class0</td><td>ASC_TRAIN_class1</td><td>-0.0115</td><td>-0.0731</td><td>-1.64</td><td>0.102</td><td>0.00777</td><td>0.0356</td><td>-1.46</td><td>0.143</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_CAR_S_class0</td><td>0.221</td><td>0.367</td><td>-5.87</td><td>4.3e-09</td><td>0.517</td><td>0.495</td><td>-4.49</td><td>7.13e-06</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_CAR_S_class1</td><td>-0.0364</td><td>-0.4</td><td>-15.1</td><td>0</td><td>-0.0504</td><td>-0.376</td><td>-12.4</td><td>0</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_CAR_class0</td><td>-0.189</td><td>-0.35</td><td>-0.0628</td><td>0.95</td><td>-0.468</td><td>-0.5</td><td>-0.0461</td><td>0.963</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_CAR_class1</td><td>-0.0108</td><td>-0.138</td><td>-13.8</td><td>0</td><td>-0.00705</td><td>-0.0569</td><td>-11.3</td><td>0</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_SM_S_class0</td><td>-0.0883</td><td>-0.168</td><td>-2.32</td><td>0.0204</td><td>-0.192</td><td>-0.442</td><td>-3.12</td><td>0.00182</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_SM_S_class1</td><td>-0.0309</td><td>-0.283</td><td>-12.5</td><td>0</td><td>-0.0487</td><td>-0.318</td><td>-10.4</td><td>0</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_TRAIN_S_class0</td><td>-0.0159</td><td>-0.0657</td><td>-9.2</td><td>0</td><td>-0.0494</td><td>-0.156</td><td>-8.38</td><td>0</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_TRAIN_S_class1</td><td>0.0274</td><td>0.16</td><td>-11</td><td>0</td><td>0.0552</td><td>0.222</td><td>-9.85</td><td>0</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_TRAIN_class0</td><td>0.0354</td><td>0.169</td><td>-5.4</td><td>6.68e-08</td><td>0.0757</td><td>0.267</td><td>-5.24</td><td>1.61e-07</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>ASC_TRAIN_class1</td><td>-0.0273</td><td>-0.275</td><td>-9.12</td><td>0</td><td>-0.0566</td><td>-0.373</td><td>-7.08</td><td>1.4e-12</td></tr>
<tr class=biostyle><td>B_COST_class1</td><td>B_COST_class0</td><td>-0.0243</td><td>-0.153</td><td>-5.66</td><td>1.56e-08</td><td>-0.082</td><td>-0.341</td><td>-4.35</td><td>1.35e-05</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_CAR_S_class0</td><td>-0.175</td><td>-0.316</td><td>-1.21</td><td>0.225</td><td>-0.416</td><td>-0.5</td><td>-0.897</td><td>0.37</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_CAR_S_class1</td><td>0.033</td><td>0.394</td><td>1.94</td><td>0.0518</td><td>0.0533</td><td>0.5</td><td>1.9</td><td>0.058</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_CAR_class0</td><td>0.125</td><td>0.251</td><td>4.88</td><td>1.05e-06</td><td>0.332</td><td>0.446</td><td>3.76</td><td>0.000171</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_CAR_class1</td><td>0.026</td><td>0.361</td><td>7.66</td><td>1.91e-14</td><td>0.0545</td><td>0.552</td><td>7.86</td><td>4e-15</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_SM_S_class0</td><td>0.0825</td><td>0.171</td><td>2.56</td><td>0.0106</td><td>0.157</td><td>0.454</td><td>4.36</td><td>1.31e-05</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_SM_S_class1</td><td>0.0232</td><td>0.231</td><td>3.99</td><td>6.58e-05</td><td>0.0473</td><td>0.388</td><td>4.07</td><td>4.73e-05</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_TRAIN_S_class0</td><td>0.0151</td><td>0.068</td><td>0.54</td><td>0.589</td><td>0.0426</td><td>0.169</td><td>0.549</td><td>0.583</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_TRAIN_S_class1</td><td>-0.0274</td><td>-0.174</td><td>2.72</td><td>0.0066</td><td>-0.0677</td><td>-0.341</td><td>2.29</td><td>0.0221</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_TRAIN_class0</td><td>-0.0488</td><td>-0.254</td><td>5.77</td><td>7.91e-09</td><td>-0.0836</td><td>-0.371</td><td>5.23</td><td>1.65e-07</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>ASC_TRAIN_class1</td><td>0.0376</td><td>0.413</td><td>11.1</td><td>0</td><td>0.081</td><td>0.669</td><td>12.7</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>B_COST_class0</td><td>0.00884</td><td>0.0606</td><td>8.22</td><td>2.22e-16</td><td>0.0321</td><td>0.167</td><td>7.46</td><td>8.46e-14</td></tr>
<tr class=biostyle><td>B_TIME_S_class1</td><td>B_COST_class1</td><td>-0.0503</td><td>-0.55</td><td>15.4</td><td>0</td><td>-0.0857</td><td>-0.643</td><td>12.3</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_CAR_S_class0</td><td>0.32</td><td>0.365</td><td>-7.2</td><td>6.02e-13</td><td>0.74</td><td>0.488</td><td>-5.56</td><td>2.67e-08</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_CAR_S_class1</td><td>-0.0515</td><td>-0.389</td><td>-15.6</td><td>0</td><td>-0.0935</td><td>-0.481</td><td>-12.2</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_CAR_class0</td><td>-0.257</td><td>-0.327</td><td>-1.23</td><td>0.218</td><td>-0.574</td><td>-0.423</td><td>-0.909</td><td>0.363</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_CAR_class1</td><td>-0.0559</td><td>-0.491</td><td>-13.1</td><td>0</td><td>-0.11</td><td>-0.611</td><td>-9.97</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_SM_S_class0</td><td>-0.13</td><td>-0.17</td><td>-3.5</td><td>0.000473</td><td>-0.284</td><td>-0.449</td><td>-4.39</td><td>1.13e-05</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_SM_S_class1</td><td>-0.0486</td><td>-0.306</td><td>-13.6</td><td>0</td><td>-0.0856</td><td>-0.385</td><td>-10.9</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_TRAIN_S_class0</td><td>-0.0223</td><td>-0.0634</td><td>-10.9</td><td>0</td><td>-0.0824</td><td>-0.179</td><td>-9.5</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_TRAIN_S_class1</td><td>0.0532</td><td>0.213</td><td>-13.7</td><td>0</td><td>0.129</td><td>0.356</td><td>-12.7</td><td>0</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_TRAIN_class0</td><td>0.0686</td><td>0.226</td><td>-8.29</td><td>2.22e-16</td><td>0.149</td><td>0.361</td><td>-8.11</td><td>4.44e-16</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>ASC_TRAIN_class1</td><td>-0.0731</td><td>-0.507</td><td>-10.1</td><td>0</td><td>-0.149</td><td>-0.677</td><td>-7.68</td><td>1.58e-14</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>B_COST_class0</td><td>-0.00103</td><td>-0.00446</td><td>-8.53</td><td>0</td><td>-0.0531</td><td>-0.152</td><td>-6.49</td><td>8.52e-11</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>B_COST_class1</td><td>0.0925</td><td>0.639</td><td>-6.33</td><td>2.44e-10</td><td>0.152</td><td>0.627</td><td>-4.83</td><td>1.35e-06</td></tr>
<tr class=biostyle><td>B_TIME_class1</td><td>B_TIME_S_class1</td><td>-0.1</td><td>-0.753</td><td>-14.9</td><td>0</td><td>-0.186</td><td>-0.964</td><td>-11.5</td><td>0</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_CAR_S_class0</td><td>-0.00813</td><td>-0.151</td><td>-2.98</td><td>0.00287</td><td>-0.0131</td><td>-0.178</td><td>-2.23</td><td>0.0257</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_CAR_S_class1</td><td>-0.000865</td><td>-0.107</td><td>-9.01</td><td>0</td><td>-0.000325</td><td>-0.0343</td><td>-8</td><td>1.11e-15</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_CAR_class0</td><td>0.00518</td><td>0.108</td><td>2.84</td><td>0.00447</td><td>0.0066</td><td>0.0998</td><td>2.13</td><td>0.0333</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_CAR_class1</td><td>0.00238</td><td>0.342</td><td>-3.82</td><td>0.000135</td><td>0.00369</td><td>0.421</td><td>-3.13</td><td>0.00172</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_SM_S_class0</td><td>0.00131</td><td>0.0281</td><td>0.558</td><td>0.577</td><td>0.00592</td><td>0.192</td><td>0.877</td><td>0.381</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_SM_S_class1</td><td>0.00125</td><td>0.129</td><td>-4.87</td><td>1.12e-06</td><td>0.00208</td><td>0.192</td><td>-4.53</td><td>5.97e-06</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_TRAIN_S_class0</td><td>0.00302</td><td>0.14</td><td>-3.7</td><td>0.000212</td><td>0.00545</td><td>0.243</td><td>-3.68</td><td>0.000233</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_TRAIN_S_class1</td><td>-0.00445</td><td>-0.291</td><td>-2.65</td><td>0.00798</td><td>-0.007</td><td>-0.397</td><td>-2.36</td><td>0.0182</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_TRAIN_class0</td><td>-0.00407</td><td>-0.219</td><td>1.92</td><td>0.0547</td><td>-0.00568</td><td>-0.283</td><td>1.83</td><td>0.067</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>ASC_TRAIN_class1</td><td>0.00143</td><td>0.162</td><td>1.25</td><td>0.21</td><td>0.00305</td><td>0.284</td><td>1.07</td><td>0.285</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>B_COST_class0</td><td>-0.0034</td><td>-0.24</td><td>2.72</td><td>0.00647</td><td>-0.00265</td><td>-0.156</td><td>2.34</td><td>0.0191</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>B_COST_class1</td><td>-0.00144</td><td>-0.162</td><td>15.5</td><td>0</td><td>-0.00226</td><td>-0.191</td><td>12</td><td>0</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>B_TIME_S_class1</td><td>0.000785</td><td>0.0963</td><td>-11.3</td><td>0</td><td>0.00323</td><td>0.342</td><td>-10.3</td><td>0</td></tr>
<tr class=biostyle><td>PROB_class0</td><td>B_TIME_class1</td><td>-0.00428</td><td>-0.331</td><td>15.4</td><td>0</td><td>-0.00692</td><td>-0.403</td><td>11.9</td><td>0</td></tr>
</table>
<p>Smallest eigenvalue: 0.161254</p>
<p>Largest eigenvalue: 2231.52</p>
<p>Condition number: 13838.6</p>
</html>