Caros amigos,<br><br>Estou tentando rodar a função glm do R refazendo os passos de um artigo de um pesquisador de minha área o qual disponibilizou seus dados para que possa ser refeito por outros. O mesmo realizou suas análises no SAS. o modelo utilizado é bastante simples da forma Y= X+Z+X*Z porém quando observo o resultado por meio da função summary não encontro a mesma resposta. Além disto a função summary não mostra as estimativas para o nível 1 do tratamento "Experimento" e a função anova não apresenta o mesmo resultado que o do autor.<br>
Afim de obter ajuda colocarei no final deste texto os dados nesta lista na esperança que alguém possa me esclarecer o motivo de tal diferença de resultaods<br><br>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">summary(reg)</span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"> </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">Call:</span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">glm(formula
= Y ~ X + as.factor(Experimento) + X:as.factor(Experimento), </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"><span style="mso-spacerun:yes"> </span>family = gaussian(), data = stpierre)</span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"> </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">Deviance
Residuals: </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"><span style="mso-spacerun:yes"> </span>Min<span style="mso-spacerun:yes">
</span>1Q<span style="mso-spacerun:yes"> </span>Median<span style="mso-spacerun:yes"> </span>3Q<span style="mso-spacerun:yes">
</span>Max<span style="mso-spacerun:yes"> </span></span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">-0.9540<span style="mso-spacerun:yes"> </span>-0.2459<span style="mso-spacerun:yes">
</span>0.0000<span style="mso-spacerun:yes"> </span>0.2691<span style="mso-spacerun:yes"> </span>1.0813<span style="mso-spacerun:yes">
</span></span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"> </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">Coefficients:</span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"><span style="mso-spacerun:yes"> </span>Estimate Std. Error
t value Pr(>|t|)<span style="mso-spacerun:yes"> </span></span></p>
<p class="MsoNormal">(Intercept)<span style="mso-spacerun:yes">
</span>-3.796128<span style="mso-spacerun:yes"> </span>0.512862<span style="mso-spacerun:yes"> </span>-7.402 2.67e-10 ***</p>
<p class="MsoNormal">X<span style="mso-spacerun:yes">
</span>1.154824<span style="mso-spacerun:yes"> </span>0.148879<span style="mso-spacerun:yes"> </span>7.757 6.06e-11 ***</p>
<p class="MsoNormal">as.factor(Experimento)2<span style="mso-spacerun:yes">
</span>0.073324<span style="mso-spacerun:yes"> </span>0.753491<span style="mso-spacerun:yes"> </span>0.097 0.922765<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">as.factor(Experimento)3<span style="mso-spacerun:yes">
</span>0.534750<span style="mso-spacerun:yes"> </span>0.797377<span style="mso-spacerun:yes"> </span>0.671 0.504723<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">as.factor(Experimento)4<span style="mso-spacerun:yes">
</span>0.630910<span style="mso-spacerun:yes"> </span>1.300006<span style="mso-spacerun:yes"> </span>0.485 0.629014<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">as.factor(Experimento)5<span style="mso-spacerun:yes">
</span>1.750966<span style="mso-spacerun:yes"> </span>1.442286<span style="mso-spacerun:yes"> </span>1.214 0.228939<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">as.factor(Experimento)6<span style="mso-spacerun:yes">
</span>2.479657<span style="mso-spacerun:yes"> </span>1.025254<span style="mso-spacerun:yes"> </span>2.419 0.018264 *<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">as.factor(Experimento)7<span style="mso-spacerun:yes">
</span>2.406456<span style="mso-spacerun:yes"> </span>0.760101<span style="mso-spacerun:yes"> </span>3.166 0.002314 ** </p>
<p class="MsoNormal">as.factor(Experimento)8<span style="mso-spacerun:yes">
</span>1.074060<span style="mso-spacerun:yes"> </span>1.250668<span style="mso-spacerun:yes"> </span>0.859 0.393474<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">as.factor(Experimento)9<span style="mso-spacerun:yes">
</span>3.792558<span style="mso-spacerun:yes"> </span>0.905848<span style="mso-spacerun:yes"> </span>4.187 8.32e-05 ***</p>
<p class="MsoNormal">as.factor(Experimento)10<span style="mso-spacerun:yes">
</span>3.715397<span style="mso-spacerun:yes"> </span>0.774152<span style="mso-spacerun:yes"> </span>4.799 9.08e-06 ***</p>
<p class="MsoNormal">as.factor(Experimento)11<span style="mso-spacerun:yes">
</span>3.661052<span style="mso-spacerun:yes"> </span>1.379359<span style="mso-spacerun:yes"> </span>2.654 0.009891 ** </p>
<p class="MsoNormal">as.factor(Experimento)12<span style="mso-spacerun:yes">
</span>4.061232<span style="mso-spacerun:yes"> </span>0.813967<span style="mso-spacerun:yes"> </span>4.989 4.45e-06 ***</p>
<p class="MsoNormal">as.factor(Experimento)13<span style="mso-spacerun:yes">
</span>6.829381<span style="mso-spacerun:yes"> </span>1.532305<span style="mso-spacerun:yes"> </span>4.457 3.19e-05 ***</p>
<p class="MsoNormal">as.factor(Experimento)14<span style="mso-spacerun:yes">
</span>4.535287<span style="mso-spacerun:yes"> </span>1.752982<span style="mso-spacerun:yes"> </span>2.587 0.011819 *<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">as.factor(Experimento)15<span style="mso-spacerun:yes">
</span>4.667338<span style="mso-spacerun:yes"> </span>0.893773<span style="mso-spacerun:yes"> </span>5.222 1.83e-06 ***</p>
<p class="MsoNormal">as.factor(Experimento)16<span style="mso-spacerun:yes">
</span>4.521313<span style="mso-spacerun:yes"> </span>1.194614<span style="mso-spacerun:yes"> </span>3.785 0.000328 ***</p>
<p class="MsoNormal">as.factor(Experimento)17<span style="mso-spacerun:yes">
</span>6.129145<span style="mso-spacerun:yes"> </span>1.836979<span style="mso-spacerun:yes"> </span>3.337 0.001378 ** </p>
<p class="MsoNormal">as.factor(Experimento)18<span style="mso-spacerun:yes">
</span>4.959858<span style="mso-spacerun:yes"> </span>1.090125<span style="mso-spacerun:yes"> </span>4.550 2.28e-05 ***</p>
<p class="MsoNormal">as.factor(Experimento)19<span style="mso-spacerun:yes">
</span>4.674037<span style="mso-spacerun:yes"> </span>1.536483<span style="mso-spacerun:yes"> </span>3.042 0.003337 ** </p>
<p class="MsoNormal">as.factor(Experimento)20<span style="mso-spacerun:yes">
</span>7.313506<span style="mso-spacerun:yes"> </span>2.503107<span style="mso-spacerun:yes"> </span>2.922 0.004720 ** </p>
<p class="MsoNormal">X:as.factor(Experimento)2<span style="mso-spacerun:yes">
</span>-0.057205<span style="mso-spacerun:yes"> </span>0.205877<span style="mso-spacerun:yes"> </span>-0.278 0.781962<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)3<span style="mso-spacerun:yes">
</span>-0.132183<span style="mso-spacerun:yes"> </span>0.204408<span style="mso-spacerun:yes"> </span>-0.647 0.520028<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)4<span style="mso-spacerun:yes">
</span>-0.183180<span style="mso-spacerun:yes"> </span>0.286068<span style="mso-spacerun:yes"> </span>-0.640 0.524105<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)5<span style="mso-spacerun:yes">
</span>-0.158596<span style="mso-spacerun:yes"> </span>0.434051<span style="mso-spacerun:yes"> </span>-0.365 0.715957<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)6<span style="mso-spacerun:yes">
</span>-0.141252<span style="mso-spacerun:yes"> </span>0.274472<span style="mso-spacerun:yes"> </span>-0.515 0.608479<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)7<span style="mso-spacerun:yes">
</span>-0.080546<span style="mso-spacerun:yes"> </span>0.193212<span style="mso-spacerun:yes"> </span>-0.417 0.678081<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)8<span style="mso-spacerun:yes">
</span>-0.203014<span style="mso-spacerun:yes"> </span>0.312965<span style="mso-spacerun:yes"> </span>-0.649 0.518730<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)9<span style="mso-spacerun:yes">
</span>-0.190486<span style="mso-spacerun:yes"> </span>0.210970<span style="mso-spacerun:yes"> </span>-0.903 0.369765<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)10 -0.144995<span style="mso-spacerun:yes"> </span>0.180614<span style="mso-spacerun:yes">
</span>-0.803 0.424894<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)11<span style="mso-spacerun:yes">
</span>0.045302<span style="mso-spacerun:yes"> </span>0.340027<span style="mso-spacerun:yes"> </span>0.133 0.894405<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)12 -0.148867<span style="mso-spacerun:yes"> </span>0.186561<span style="mso-spacerun:yes">
</span>-0.798 0.427676<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)13 -0.540281<span style="mso-spacerun:yes"> </span>0.260298<span style="mso-spacerun:yes">
</span>-2.076 0.041713 *<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)14 -0.150676<span style="mso-spacerun:yes"> </span>0.331527<span style="mso-spacerun:yes">
</span>-0.454 0.650923<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)15 -0.164412<span style="mso-spacerun:yes"> </span>0.193329<span style="mso-spacerun:yes">
</span>-0.850 0.398073<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)16<span style="mso-spacerun:yes">
</span>0.003847<span style="mso-spacerun:yes"> </span>0.219549<span style="mso-spacerun:yes"> </span>0.018 0.986073<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)17 -0.343555<span style="mso-spacerun:yes"> </span>0.273726<span style="mso-spacerun:yes">
</span>-1.255 0.213737<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)18 -0.135951<span style="mso-spacerun:yes"> </span>0.193712<span style="mso-spacerun:yes">
</span>-0.702 0.485188<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal">X:as.factor(Experimento)19<span style="mso-spacerun:yes">
</span>0.018426<span style="mso-spacerun:yes"> </span>0.227413<span style="mso-spacerun:yes"> </span>0.081 0.935660<span style="mso-spacerun:yes"> </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">X:as.factor(Experimento)20
-0.250016<span style="mso-spacerun:yes"> </span><span style="mso-spacerun:yes"> </span>0.325199<span style="mso-spacerun:yes">
</span>-0.769 0.444669<span style="mso-spacerun:yes"> </span></span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">---</span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">Signif.
codes:<span style="mso-spacerun:yes"> </span>0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05
‘.’ 0.1 ‘ ’ 1 </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"> </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">(Dispersion
parameter for gaussian family taken to be 0.2520778)</span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"> </span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US"><span style="mso-spacerun:yes"> </span>Null deviance: 1369.409<span style="mso-spacerun:yes"> </span>on 107<span style="mso-spacerun:yes">
</span>degrees of freedom</span></p>
<p class="MsoNormal"><span style="mso-ansi-language:EN-US" lang="EN-US">Residual
deviance:<span style="mso-spacerun:yes"> </span>17.141<span style="mso-spacerun:yes"> </span>on<span style="mso-spacerun:yes"> </span>68<span style="mso-spacerun:yes"> </span>degrees of freedom</span></p>
<p class="MsoNormal">AIC: 189.7</p>
<p class="MsoNormal"> </p>
<p class="MsoNormal"><span style="" lang="EN-US">Number of
Fisher Scoring iterations: 2</span></p><p class="MsoNormal"><br><span style="" lang="EN-US"></span></p><p class="MsoNormal"><br><span style="" lang="EN-US"></span></p><p class="MsoNormal"><span style="" lang="EN-US">Base de dados</span></p>
<p class="MsoNormal">
</p><table border="0" cellpadding="0" cellspacing="0" width="269"><colgroup><col style="mso-width-source:userset;mso-width-alt:1901;width:39pt" width="52">
<col style="mso-width-source:userset;mso-width-alt:3254;width:67pt" width="89">
<col style="width:48pt" span="2" width="64">
</colgroup><tbody><tr style="height:15.0pt" height="20">
<td style="height:15.0pt;width:39pt" height="20" width="52">OBS</td>
<td style="width:67pt" width="89">Experimento</td>
<td style="width:48pt" width="64">X</td>
<td style="width:48pt" width="64">Y</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">1</td>
<td align="right">1</td>
<td align="right">1.16391</td>
<td align="right">-2.92296</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">2</td>
<td align="right">1</td>
<td align="right">1.94273</td>
<td align="right">-1.03365</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">3</td>
<td align="right">1</td>
<td align="right">2.50229</td>
<td align="right">-1.00383</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">4</td>
<td align="right">1</td>
<td align="right">3.98627</td>
<td align="right">1.33325</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">5</td>
<td align="right">1</td>
<td align="right">4.36177</td>
<td align="right">1.13752</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">6</td>
<td align="right">1</td>
<td align="right">4.98954</td>
<td align="right">1.59278</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">7</td>
<td align="right">2</td>
<td align="right">2.1091</td>
<td align="right">-1.33751</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">8</td>
<td align="right">2</td>
<td align="right">2.28976</td>
<td align="right">-1.14376</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">9</td>
<td align="right">2</td>
<td align="right">2.45645</td>
<td align="right">-1.09304</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">10</td>
<td align="right">2</td>
<td align="right">4.95084</td>
<td align="right">1.4274</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">11</td>
<td align="right">2</td>
<td align="right">5.92572</td>
<td align="right">2.99572</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">12</td>
<td class="xl63" align="right">3</td>
<td align="right">2.09605</td>
<td align="right">-0.70073</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">13</td>
<td class="xl63" align="right">3</td>
<td align="right">2.30059</td>
<td align="right">-1.11007</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">14</td>
<td class="xl63" align="right">3</td>
<td align="right">3.90388</td>
<td align="right">0.17334</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">15</td>
<td class="xl63" align="right">3</td>
<td align="right">5.15574</td>
<td align="right">2.38882</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">16</td>
<td class="xl63" align="right">3</td>
<td align="right">5.57553</td>
<td align="right">1.78167</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">17</td>
<td class="xl63" align="right">3</td>
<td align="right">5.60523</td>
<td align="right">3.09353</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">18</td>
<td class="xl63" align="right">4</td>
<td align="right">3.1955</td>
<td align="right">0.18097</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">19</td>
<td class="xl63" align="right">4</td>
<td align="right">4.32691</td>
<td align="right">0.7431</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">20</td>
<td class="xl63" align="right">4</td>
<td align="right">5.04092</td>
<td align="right">1.947</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">21</td>
<td class="xl63" align="right">4</td>
<td align="right">5.17521</td>
<td align="right">1.07029</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">22</td>
<td class="xl63" align="right">4</td>
<td align="right">5.57254</td>
<td align="right">2.71423</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">23</td>
<td class="xl63" align="right">4</td>
<td align="right">5.59532</td>
<td align="right">2.43982</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">24</td>
<td class="xl63" align="right">5</td>
<td align="right">2.31878</td>
<td align="right">0.26487</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">25</td>
<td class="xl63" align="right">5</td>
<td align="right">4.06027</td>
<td align="right">1.99979</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">26</td>
<td class="xl63" align="right">6</td>
<td align="right">2.48122</td>
<td align="right">1.31151</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">27</td>
<td class="xl63" align="right">6</td>
<td align="right">2.73224</td>
<td align="right">1.32218</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">28</td>
<td class="xl63" align="right">6</td>
<td align="right">3.66628</td>
<td align="right">2.52286</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">29</td>
<td class="xl63" align="right">6</td>
<td align="right">4.15568</td>
<td align="right">2.83423</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">30</td>
<td class="xl63" align="right">6</td>
<td align="right">4.57694</td>
<td align="right">2.99086</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">31</td>
<td class="xl63" align="right">6</td>
<td align="right">4.86356</td>
<td align="right">3.90049</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">32</td>
<td class="xl63" align="right">7</td>
<td align="right">2.767</td>
<td align="right">1.18358</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">33</td>
<td class="xl63" align="right">7</td>
<td align="right">2.79859</td>
<td align="right">1.70206</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">34</td>
<td class="xl63" align="right">7</td>
<td align="right">2.97074</td>
<td align="right">1.84639</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">35</td>
<td class="xl63" align="right">7</td>
<td align="right">3.85289</td>
<td align="right">3.13155</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">36</td>
<td class="xl63" align="right">7</td>
<td align="right">6.24981</td>
<td align="right">5.27271</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">37</td>
<td class="xl63" align="right">7</td>
<td align="right">6.80389</td>
<td align="right">5.85844</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">38</td>
<td class="xl63" align="right">8</td>
<td align="right">2.74107</td>
<td align="right">-0.26691</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">39</td>
<td class="xl63" align="right">8</td>
<td align="right">3.72445</td>
<td align="right">1.32567</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">40</td>
<td class="xl63" align="right">8</td>
<td align="right">4.51721</td>
<td align="right">1.04086</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">41</td>
<td class="xl63" align="right">8</td>
<td align="right">5.18536</td>
<td align="right">2.40105</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">42</td>
<td class="xl63" align="right">9</td>
<td align="right">3.24046</td>
<td align="right">3.12334</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">43</td>
<td class="xl63" align="right">9</td>
<td align="right">3.2864</td>
<td align="right">3.52558</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">44</td>
<td class="xl63" align="right">9</td>
<td align="right">4.52824</td>
<td align="right">4.29043</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">45</td>
<td class="xl63" align="right">9</td>
<td align="right">5.10468</td>
<td align="right">4.04917</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">46</td>
<td class="xl63" align="right">9</td>
<td align="right">5.40578</td>
<td align="right">5.55135</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">47</td>
<td class="xl63" align="right">9</td>
<td align="right">7.25461</td>
<td align="right">7.2311</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">48</td>
<td class="xl63" align="right">10</td>
<td align="right">3.09531</td>
<td align="right">3.31464</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">49</td>
<td class="xl63" align="right">10</td>
<td align="right">3.13951</td>
<td align="right">2.5785</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">50</td>
<td class="xl63" align="right">10</td>
<td align="right">3.86928</td>
<td align="right">4.0819</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">51</td>
<td class="xl63" align="right">10</td>
<td align="right">6.40856</td>
<td align="right">6.6731</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">52</td>
<td class="xl63" align="right">10</td>
<td align="right">7.35976</td>
<td align="right">6.8001</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">53</td>
<td class="xl63" align="right">10</td>
<td align="right">7.95716</td>
<td align="right">8.2098</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">54</td>
<td class="xl63" align="right">11</td>
<td align="right">3.24974</td>
<td align="right">2.8825</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">55</td>
<td class="xl63" align="right">11</td>
<td align="right">3.25369</td>
<td align="right">4.8511</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">56</td>
<td class="xl63" align="right">11</td>
<td align="right">4.4005</td>
<td align="right">4.3538</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">57</td>
<td class="xl63" align="right">11</td>
<td align="right">4.74897</td>
<td align="right">6.076</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">58</td>
<td class="xl63" align="right">11</td>
<td align="right">4.96576</td>
<td align="right">5.9062</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">59</td>
<td class="xl63" align="right">12</td>
<td align="right">3.00403</td>
<td align="right">2.5733</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">60</td>
<td class="xl63" align="right">12</td>
<td align="right">3.1542</td>
<td align="right">3.9324</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">61</td>
<td class="xl63" align="right">12</td>
<td align="right">4.95652</td>
<td align="right">5.8456</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">62</td>
<td class="xl63" align="right">12</td>
<td align="right">5.35746</td>
<td align="right">5.2066</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">63</td>
<td class="xl63" align="right">12</td>
<td align="right">5.62651</td>
<td align="right">6.3312</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">64</td>
<td class="xl63" align="right">12</td>
<td align="right">6.53297</td>
<td align="right">6.6019</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">65</td>
<td class="xl63" align="right">12</td>
<td align="right">6.6958</td>
<td align="right">6.9498</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">66</td>
<td class="xl63" align="right">12</td>
<td align="right">7.83844</td>
<td align="right">8.1031</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">67</td>
<td class="xl63" align="right">13</td>
<td align="right">5.44713</td>
<td align="right">6.4838</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">68</td>
<td class="xl63" align="right">13</td>
<td align="right">5.82682</td>
<td align="right">6.2341</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">69</td>
<td class="xl63" align="right">13</td>
<td align="right">6.76986</td>
<td align="right">7.8937</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">70</td>
<td class="xl63" align="right">13</td>
<td align="right">6.87949</td>
<td align="right">6.9477</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">71</td>
<td class="xl63" align="right">13</td>
<td align="right">8.47819</td>
<td align="right">8.1336</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">72</td>
<td class="xl63" align="right">14</td>
<td align="right">4.31493</td>
<td align="right">5.228</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">73</td>
<td class="xl63" align="right">14</td>
<td align="right">5.70501</td>
<td align="right">6.0941</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">74</td>
<td class="xl63" align="right">14</td>
<td align="right">6.70113</td>
<td align="right">7.6858</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">75</td>
<td class="xl63" align="right">15</td>
<td align="right">4.11223</td>
<td align="right">5.2129</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">76</td>
<td class="xl63" align="right">15</td>
<td align="right">4.55329</td>
<td align="right">5.2169</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">77</td>
<td class="xl63" align="right">15</td>
<td align="right">4.75641</td>
<td align="right">6.1755</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">78</td>
<td class="xl63" align="right">15</td>
<td align="right">5.0742</td>
<td align="right">5.7492</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">79</td>
<td class="xl63" align="right">15</td>
<td align="right">5.90125</td>
<td align="right">6.5407</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">80</td>
<td class="xl63" align="right">15</td>
<td align="right">6.84886</td>
<td align="right">6.7004</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">81</td>
<td class="xl63" align="right">15</td>
<td align="right">8.87813</td>
<td align="right">10.2425</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">82</td>
<td class="xl63" align="right">16</td>
<td align="right">4.25114</td>
<td align="right">5.3359</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">83</td>
<td class="xl63" align="right">16</td>
<td align="right">6.50762</td>
<td align="right">9.1897</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">84</td>
<td class="xl63" align="right">16</td>
<td align="right">6.52857</td>
<td align="right">8.4259</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">85</td>
<td class="xl63" align="right">16</td>
<td align="right">6.67694</td>
<td align="right">8.2782</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">86</td>
<td class="xl63" align="right">16</td>
<td align="right">6.79539</td>
<td align="right">8.3206</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">87</td>
<td class="xl63" align="right">16</td>
<td align="right">8.62833</td>
<td align="right">10.4385</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">88</td>
<td class="xl63" align="right">17</td>
<td align="right">6.47237</td>
<td align="right">7.6132</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">89</td>
<td class="xl63" align="right">17</td>
<td align="right">6.73826</td>
<td align="right">7.7381</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">90</td>
<td class="xl63" align="right">17</td>
<td align="right">7.57947</td>
<td align="right">8.5328</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">91</td>
<td class="xl63" align="right">17</td>
<td align="right">8.11267</td>
<td align="right">8.9045</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">92</td>
<td class="xl63" align="right">17</td>
<td align="right">9.18169</td>
<td align="right">9.7732</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">93</td>
<td class="xl63" align="right">18</td>
<td align="right">5.49319</td>
<td align="right">6.6492</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">94</td>
<td class="xl63" align="right">18</td>
<td align="right">5.62711</td>
<td align="right">6.4464</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">95</td>
<td class="xl63" align="right">18</td>
<td align="right">6.67182</td>
<td align="right">8.5909</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">96</td>
<td class="xl63" align="right">18</td>
<td align="right">7.4494</td>
<td align="right">9.2077</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">97</td>
<td class="xl63" align="right">18</td>
<td align="right">8.13165</td>
<td align="right">9.365</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">98</td>
<td class="xl63" align="right">18</td>
<td align="right">8.31896</td>
<td align="right">9.5025</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">99</td>
<td class="xl63" align="right">18</td>
<td align="right">8.74606</td>
<td align="right">10.3598</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">100</td>
<td class="xl63" align="right">18</td>
<td align="right">8.92038</td>
<td align="right">9.4361</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">101</td>
<td class="xl63" align="right">18</td>
<td align="right">9.43227</td>
<td align="right">11.0051</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">102</td>
<td class="xl63" align="right">19</td>
<td align="right">6.06067</td>
<td align="right">7.9306</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">103</td>
<td class="xl63" align="right">19</td>
<td align="right">7.98874</td>
<td align="right">10.1887</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">104</td>
<td class="xl63" align="right">19</td>
<td align="right">8.35784</td>
<td align="right">10.9856</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">105</td>
<td class="xl63" align="right">19</td>
<td align="right">9.52789</td>
<td align="right">11.507</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">106</td>
<td class="xl63" align="right">19</td>
<td align="right">9.68213</td>
<td align="right">12.6051</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">107</td>
<td class="xl63" align="right">20</td>
<td align="right">7.15668</td>
<td align="right">9.9928</td>
</tr>
<tr style="height:15.0pt" height="20">
<td style="height:15.0pt" align="right" height="20">108</td>
<td class="xl63" align="right">20</td>
<td align="right">9.61256</td>
<td align="right">12.2149</td>
</tr>
</tbody></table><br>Obrigado<br>