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<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN">
<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>01logit.html - Report from biogeme 2.6a [Mon May 14 17:32:05 EDT 2018]</title>
<meta name="keywords" content="biogeme, discrete choice, random utility">
<meta name="description" content="Report from biogeme 2.6a [Mon May 14 17:32:05 EDT 2018]">
<meta name="author" content="Michel Bierlaire">
<style type=text/css>
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<p>biogeme 2.6a [Mon May 14 17:32:05 EDT 2018]</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
Fri Jun 1 14:07:38 2018</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>01logit.html</td></tr><tr class=biostyle><td align=right><strong>Sample file</strong>: </td><td>../biogeme_trh.csv</td></tr></table><h1>Statistics</h1>
<table border="0">
<tr class=biostyle><td align=right><strong><em>Alt. 0 available:</em></strong> </td><td><em>1788</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 0 chosen:</em></strong> </td><td><em>427</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 1 available:</em></strong> </td><td><em>1548</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 1 chosen:</em></strong> </td><td><em>38</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 2 available:</em></strong> </td><td><em>1788</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 2 chosen:</em></strong> </td><td><em>102</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 3 available:</em></strong> </td><td><em>1431</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 3 chosen:</em></strong> </td><td><em>101</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 4 available:</em></strong> </td><td><em>933</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 4 chosen:</em></strong> </td><td><em>107</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 5 available:</em></strong> </td><td><em>1788</em></td></tr><tr class=biostyle><td align=right><strong><em>Alt. 5 chosen:</em></strong> </td><td><em>1013</em></td></tr><tr class=biostyle><td align=right><strong><em>Cte loglikelihood (only for full choice sets):</em></strong> </td><td><em>-2217.09</em></td></tr><tr class=biostyle><td align=right><strong><em>Null loglikelihood:</em></strong> </td><td><em>-2917.75</em></td></tr></table>
<h1>Estimation report</h1>
<table border="0">
<tr class=biostyle><td align=right ><strong>Number of estimated parameters</strong>: </td> <td>8</td></tr>
<tr class=biostyle><td align=right ><strong>Sample size</strong>:</td> <td>1788</td></tr>
<tr class=biostyle><td align=right ><strong>Excluded observations</strong>:</td> <td>0</td></tr>
<tr class=biostyle><td align=right><strong>Init log likelihood</strong>: </td> <td>-2917.752</td></tr>
<tr class=biostyle><td align=right><strong>Final log likelihood</strong>: </td> <td>-2079.223</td></tr>
<tr class=biostyle><td align=right><strong>Likelihood ratio test for the init. model</strong>: </td> <td>1677.057</td></tr>
<tr class=biostyle><td align=right><strong>Rho-square for the init. model</strong>: </td> <td>0.287</td></tr>
<tr class=biostyle><td align=right><strong>Rho-square-bar for the init. model</strong>: </td> <td>0.285</td></tr>
<tr class=biostyle><td align=right><strong>Akaike Information Criterion</strong>: </td> <td>4174.446</td></tr>
<tr class=biostyle><td align=right><strong>Bayesian Information Criterion</strong>: </td> <td>4218.357</td></tr>
<tr class=biostyle><td align=right><strong>Final gradient norm</strong>: </td> <td>+1.301e-03</td></tr>
<tr class=biostyle><td align=right><strong>Diagnostic</strong>: </td> <td>Trust region algorithm with simple bounds (CGT2000): Convergence reached...</td></tr>
<tr class=biostyle><td align=right><strong>Iterations</strong>: </td> <td>6</td></tr>
<tr class=biostyle><td align=right><strong>Data processing time</strong>: </td> <td>00:00</td></tr>
<tr class=biostyle><td align=right><strong>Run time</strong>: </td> <td>00:00</td></tr>
<tr class=biostyle><td align=right><strong>Nbr of threads</strong>: </td> <td>2</td></tr>
</table>
<h2>Estimated parameters</h2>
<p><font size='-1'>Click on the headers of the columns to sort the table [<a href='http://www.kryogenix.org/code/browser/sorttable/' target='_blank'>Credits</a>]</font></p>
<table border="1" class="sortable">
<tr class=biostyle><th>Name </th><th>Value</th><th>Std err</th><th>t-test</th><th>p-value</th><th></th><th>Robust Std err</th><th>Robust t-test</th><th>p-value</th><th></th></tr>
<!-- x[5]=ASC_BUS (0,-2.86802) [-10,10] FREE ID=10042--><tr class=biostyle>
<td>ASC_BUS</td><td>-2.87</td><td>0.152</td><td>-18.91</td><td>0.00</td><td></td><td>0.153</td><td>-18.71</td><td>0.00</td><td></td></tr>
<!-- x[0]=ASC_CAR (0,-1.63537) [-10,10] FREE ID=10037--><tr class=biostyle>
<td>ASC_CAR</td><td>-1.64</td><td>0.152</td><td>-10.78</td><td>0.00</td><td></td><td>0.149</td><td>-10.95</td><td>0.00</td><td></td></tr>
<!-- x[4]=ASC_CARRENTAL (0,-3.40929) [-10,10] FREE ID=10041--><tr class=biostyle>
<td>ASC_CARRENTAL</td><td>-3.41</td><td>0.237</td><td>-14.38</td><td>0.00</td><td></td><td>0.229</td><td>-14.89</td><td>0.00</td><td></td></tr>
<!-- x[6]=ASC_PLANE (0,-2.33408) [-10,10] FREE ID=10043--><tr class=biostyle>
<td>ASC_PLANE</td><td>-2.33</td><td>0.251</td><td>-9.28</td><td>0.00</td><td></td><td>0.247</td><td>-9.46</td><td>0.00</td><td></td></tr>
<!-- x[7]=ASC_TRAIN (0,-2.02141) [-10,10] FREE ID=10044--><tr class=biostyle>
<td>ASC_TRAIN</td><td>-2.02</td><td>0.132</td><td>-15.27</td><td>0.00</td><td></td><td>0.135</td><td>-14.99</td><td>0.00</td><td></td></tr>
<!-- x[2]=B_COST (0,-0.0716313) [-10,10] FREE ID=10039--><tr class=biostyle>
<td>B_COST</td><td>-0.0716</td><td>0.0220</td><td>-3.25</td><td>0.00</td><td></td><td>0.0217</td><td>-3.29</td><td>0.00</td><td></td></tr>
<!-- x[3]=B_RELIB (0,0.315639) [-10,10] FREE ID=10040--><tr class=biostyle>
<td>B_RELIB</td><td>0.316</td><td>0.476</td><td>0.66</td><td>0.51</td><td>*</td><td>0.476</td><td>0.66</td><td>0.51</td><td>*</td></tr>
<!-- x[1]=B_TIME (0,-0.57762) [-10,10] FREE ID=10038--><tr class=biostyle>
<td>B_TIME</td><td>-0.578</td><td>0.110</td><td>-5.23</td><td>0.00</td><td></td><td>0.112</td><td>-5.17</td><td>0.00</td><td></td></tr>
</table>
<h2>Correlation of coefficients</h2>
<p><font size='-1'>Click on the headers of the columns to sort the table [<a href='http://www.kryogenix.org/code/browser/sorttable/' target='_blank'>Credits</a>]</font></p>
<table border="1" class="sortable">
<tr class=biostyle><th>Coefficient1</th><th>Coefficient2</th><th>Covariance</th><th>Correlation</th><th>t-test</th><th>p-value</th><th></th><th>Rob. cov.</th><th>Rob. corr.</th><th>Rob. t-test</th><th>p-value</th><th></th></tr>
<tr class=biostyle>
<td>B_COST</td><td>B_RELIB</td><td>0.000219</td><td>0.0208</td><td>-0.81</td><td>0.42</td><td>*</td><td>-7.18e-05</td><td>-0.00693</td><td>-0.81</td><td>0.42</td><td>*</td></tr><tr class=biostyle>
<td>ASC_PLANE</td><td>ASC_TRAIN</td><td>0.00188</td><td>0.0566</td><td>-1.13</td><td>0.26</td><td>*</td><td>0.00146</td><td>0.0439</td><td>-1.13</td><td>0.26</td><td>*</td></tr><tr class=biostyle>
<td>ASC_BUS</td><td>ASC_PLANE</td><td>0.00226</td><td>0.0592</td><td>-1.87</td><td>0.06</td><td>*</td><td>-0.00190</td><td>-0.0502</td><td>-1.80</td><td>0.07</td><td>*</td></tr><tr class=biostyle>
<td>B_RELIB</td><td>B_TIME</td><td>-8.67e-05</td><td>-0.00165</td><td>1.83</td><td>0.07</td><td>*</td><td>0.000994</td><td>0.0187</td><td>1.83</td><td>0.07</td><td>*</td></tr><tr class=biostyle>
<td>ASC_BUS</td><td>ASC_CARRENTAL</td><td>0.00347</td><td>0.0963</td><td>2.01</td><td>0.04</td><td></td><td>0.00185</td><td>0.0526</td><td>2.01</td><td>0.04</td><td></td></tr><tr class=biostyle>
<td>ASC_CAR</td><td>ASC_TRAIN</td><td>0.00767</td><td>0.382</td><td>2.43</td><td>0.01</td><td></td><td>0.00775</td><td>0.385</td><td>2.44</td><td>0.01</td><td></td></tr><tr class=biostyle>
<td>ASC_CAR</td><td>ASC_PLANE</td><td>0.0264</td><td>0.692</td><td>3.82</td><td>0.00</td><td></td><td>0.0255</td><td>0.693</td><td>3.90</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>B_COST</td><td>B_TIME</td><td>-0.00109</td><td>-0.450</td><td>4.15</td><td>0.00</td><td></td><td>-0.00109</td><td>-0.451</td><td>4.11</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CAR</td><td>B_RELIB</td><td>0.0198</td><td>0.274</td><td>-4.25</td><td>0.00</td><td></td><td>0.0184</td><td>0.258</td><td>-4.23</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_TRAIN</td><td>B_RELIB</td><td>0.0197</td><td>0.312</td><td>-5.16</td><td>0.00</td><td></td><td>0.0214</td><td>0.333</td><td>-5.19</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CARRENTAL</td><td>ASC_PLANE</td><td>0.0395</td><td>0.662</td><td>-5.35</td><td>0.00</td><td></td><td>0.0357</td><td>0.633</td><td>-5.26</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_PLANE</td><td>B_RELIB</td><td>0.0233</td><td>0.195</td><td>-5.37</td><td>0.00</td><td></td><td>0.0172</td><td>0.147</td><td>-5.26</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_PLANE</td><td>B_TIME</td><td>-0.0157</td><td>-0.567</td><td>-5.37</td><td>0.00</td><td></td><td>-0.0155</td><td>-0.562</td><td>-5.44</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CARRENTAL</td><td>ASC_TRAIN</td><td>0.00250</td><td>0.0796</td><td>-5.29</td><td>0.00</td><td></td><td>0.00326</td><td>0.106</td><td>-5.48</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CAR</td><td>B_TIME</td><td>-0.000369</td><td>-0.0220</td><td>-5.58</td><td>0.00</td><td></td><td>-0.000387</td><td>-0.0232</td><td>-5.61</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_BUS</td><td>ASC_TRAIN</td><td>0.00968</td><td>0.482</td><td>-5.82</td><td>0.00</td><td></td><td>0.0103</td><td>0.499</td><td>-5.84</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_BUS</td><td>ASC_CAR</td><td>0.00965</td><td>0.419</td><td>-7.54</td><td>0.00</td><td></td><td>0.00784</td><td>0.343</td><td>-7.10</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CARRENTAL</td><td>B_RELIB</td><td>0.0202</td><td>0.179</td><td>-7.56</td><td>0.00</td><td></td><td>0.0166</td><td>0.152</td><td>-7.51</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_BUS</td><td>B_RELIB</td><td>0.0357</td><td>0.494</td><td>-7.53</td><td>0.00</td><td></td><td>0.0357</td><td>0.489</td><td>-7.52</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CAR</td><td>ASC_CARRENTAL</td><td>0.0210</td><td>0.585</td><td>9.20</td><td>0.00</td><td></td><td>0.0204</td><td>0.596</td><td>9.63</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CARRENTAL</td><td>B_TIME</td><td>-0.0105</td><td>-0.399</td><td>-9.47</td><td>0.00</td><td></td><td>-0.00852</td><td>-0.334</td><td>-9.89</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_PLANE</td><td>B_COST</td><td>0.00481</td><td>0.868</td><td>-9.73</td><td>0.00</td><td></td><td>0.00467</td><td>0.870</td><td>-9.92</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_TRAIN</td><td>B_TIME</td><td>0.00629</td><td>0.431</td><td>-11.04</td><td>0.00</td><td></td><td>0.00670</td><td>0.445</td><td>-10.99</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CAR</td><td>B_COST</td><td>0.00268</td><td>0.802</td><td>-11.61</td><td>0.00</td><td></td><td>0.00260</td><td>0.800</td><td>-11.80</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_TRAIN</td><td>B_COST</td><td>0.000235</td><td>0.0808</td><td>-14.72</td><td>0.00</td><td></td><td>0.000199</td><td>0.0680</td><td>-14.43</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_CARRENTAL</td><td>B_COST</td><td>0.00359</td><td>0.688</td><td>-14.99</td><td>0.00</td><td></td><td>0.00335</td><td>0.673</td><td>-15.53</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_BUS</td><td>B_TIME</td><td>0.00756</td><td>0.452</td><td>-16.17</td><td>0.00</td><td></td><td>0.00896</td><td>0.524</td><td>-17.05</td><td>0.00</td><td></td></tr><tr class=biostyle>
<td>ASC_BUS</td><td>B_COST</td><td>0.000197</td><td>0.0590</td><td>-18.40</td><td>0.00</td><td></td><td>-0.000162</td><td>-0.0485</td><td>-17.94</td><td>0.00</td><td></td></tr></table>
<p>Smallest singular value: 3.77002</p>