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<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span lang="EN-US" style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US;mso-fareast-language:PT-BR">Estes são os dados. Qualquer duvida eu estou a disposição. </span></p><p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span lang="EN-US" style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US;mso-fareast-language:PT-BR">K A bloc rg ts nvi nv<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 37.5 1 14.55 136 22 56<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 37.5 1 21.51 159 2 62<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 37.5 1 24.62 156 0 66<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 37.5 1 21.88 171 2 68<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 37.5 1 28.11 190 0 82<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 50 1 17.16 140 20 63<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 50 1 24.44 193 6 86<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 50 1 28.5 200 6 94<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 50 1 32.94 208 7 86<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 50 1 28.76 237 10 97<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 62.5 1 14.13 132 23 58<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 62.5 1 19.71 178 10 80<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 62.5 1 31.05 231 5 99<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 62.5 1 38.35 271 0 110<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 62.5 1 36.97 262 1 106<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 37.5 2 15.72 120 22 48<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 37.5 2 19.72 146 0 64<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 37.5 2 24.29 159 1 62<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 37.5 2 25.39 152 0 60<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 37.5 2 28.45 159 0 62<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 50 2 15.44 124 12 52<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 50 2 28.12 239 9 103<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 50 2 31.49 248 4 103<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 50 2 29.95 190 1 87<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 50 2 30.06 240 4 101<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 62.5 2 15.42 140 14 64<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 62.5 2 23.68 167 7 77<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 62.5 2 33.27 237 3 96<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 62.5 2 36.63 240 1 94<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 62.5 2 41.04 248 0 105<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 37.5 3 12.77 106 4 44<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 37.5 3 20.45 157 3 63<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 37.5 3 24.35 204 1 84<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 37.5 3 27.15 169 0 66<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 37.5 3 24.08 147 1 58<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 50 3 16.01 133 22 56<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 50 3 24.57 199 7 81<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 50 3 28.85 211 3 92<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 50 3 26.23 223 7 91<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 50 3 26.36 261 5 100<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 62.5 3 16.08 128 21 50<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 62.5 3 20.99 164 9 71<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 62.5 3 30.45 216 3 94<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 62.5 3 36.83 215 2 89<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 62.5 3 34.6 228 2 89<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 37.5 4 14.26 125 11 60<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 37.5 4 23.71 185 7 75<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 37.5 4 22.76 159 1 67<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 37.5 4 22.46 176 2 76<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 37.5 4 22.97 154 1 63<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 50 4 15.54 133 27 51<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 50 4 18.48 149 4 60<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 50 4 25.54 170 1 67<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 50 4 30.29 215 2 90<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 50 4 30.64 186 4 80<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 62.5 4 17.26 147 18 62<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 62.5 4 20.51 154 10 67<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 62.5 4 24.47 179 2 75<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 62.5 4 34.52 229 0 90<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 62.5 4 37.62 216 1 87<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 37.5 5 10.3 92 5 36<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 37.5 5 16.28 133 5 57<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 37.5 5 23.61 139 2 53<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 37.5 5 29.66 166 0 69<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 37.5 5 23.34 128 1 50<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 50 5 14.41 131 26 57<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 50 5 17.24 150 1 61<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 50 5 29.08 218 4 92<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 50 5 29.52 236 1 96<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 50 5 27.98 261 4 110<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">0 62.5 5 17.56 150 17 69<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">30 62.5 5 20.05 156 13 63<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">60 62.5 5 29.9 215 3 95<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">120 62.5 5 33.21 128 0 55<o:p></o:p></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">180 62.5 5 35.5 208 2 90<o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR"><br></span></p><p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">Att.</span></p><p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR"><br></span></p><p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;text-align:
justify;line-height:150%"><span style="font-size:10.0pt;mso-bidi-font-size:
11.0pt;line-height:150%;font-family:"Courier New";mso-fareast-font-family:"Times New Roman";
mso-fareast-language:PT-BR">Tiago.</span></p><br><div><div id="SkyDrivePlaceholder"></div><hr id="stopSpelling">From: sznelwar@uol.com.br<br>To: tiagosouzamarcal@hotmail.com<br>Subject: Fw: [R-br] Experimento fatorial. Desdobramento<br>Date: Mon, 19 Nov 2012 20:07:34 -0200<br><br>
<style><!--
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<div><font face="Arial"></font><font color="#0000ff" size="3" face="Arial">Poderia
enviar este arquivo UFPR1.txt, eu não estou conseguindo entrar na página do
LEG.</font></div>
<div><font face="Arial"></font> </div>
<div><font face="Arial"></font> </div>
<div><br></div>
<div dir="ltr">Só completando, o pacote ExpDes é a maneira mais fácil, mas
caso você queira fazer da forma que esta fazendo é só utilizar os seguintes
comandos:
<div><br></div>
<div><font face="Courier New">rend<-read.table("C:\\Program
Files\\R\\RDADOS\\UFPR1.txt",h=T)</font></div>
<div><span style="font-family:'Courier New';font-size:10pt">attach(rend)</span></div>
<div>
<div><font face="Courier New">A<-factor(A)</font></div>
<div><font face="Courier New">K<-factor(K)</font></div></div>
<div><font face="Courier New">bloc<-factor(bloc)</font></div>
<div><span style="font-family:'Courier New';font-size:10pt">m1 <-
aov(rg~bloc+A/K)</span></div>
<div><span style="line-height:115%;font-family:'Courier New';font-size:10pt" lang="EN-US">KinA<-sapply(paste("A",levels(A),sep=""),simplify=F,grep,x=names(coef(m1)[m1$assign==3]))</span></div>
<div><span style="line-height:115%;font-family:'Courier New';font-size:10pt" lang="EN-US">
<p style="text-align:justify;line-height:150%;margin-bottom:0pt;tab-stops:45.8pt 91.6pt 137.4pt 183.2pt 229.0pt 274.8pt 320.6pt 366.4pt 412.2pt 458.0pt 503.8pt 549.6pt 595.4pt 641.2pt 687.0pt 732.8pt" class="ecxMsoNormal"><span style="line-height:150%;font-size:10pt" lang="EN-US">DesKinA<-summary(m1, split=list("A:K"=KinA))</span></p>
<p style="text-align:justify;line-height:150%;margin-bottom:0pt;tab-stops:45.8pt 91.6pt 137.4pt 183.2pt 229.0pt 274.8pt 320.6pt 366.4pt 412.2pt 458.0pt 503.8pt 549.6pt 595.4pt 641.2pt 687.0pt 732.8pt" class="ecxMsoNormal"><span style="line-height:150%;font-size:10pt" lang="EN-US">DesKinA</span></p>
<p style="text-align:justify;line-height:150%;margin-bottom:0pt;tab-stops:45.8pt 91.6pt 137.4pt 183.2pt 229.0pt 274.8pt 320.6pt 366.4pt 412.2pt 458.0pt 503.8pt 549.6pt 595.4pt 641.2pt 687.0pt 732.8pt" class="ecxMsoNormal"><span style="line-height:150%;font-size:10pt" lang="EN-US"><br></span></p>
<p style="text-align:justify;line-height:150%;margin-bottom:0pt;tab-stops:45.8pt 91.6pt 137.4pt 183.2pt 229.0pt 274.8pt 320.6pt 366.4pt 412.2pt 458.0pt 503.8pt 549.6pt 595.4pt 641.2pt 687.0pt 732.8pt" class="ecxMsoNormal"><span style="line-height:150%;font-size:10pt" lang="EN-US">
</span></p><div style="line-height:normal;font-family:Tahoma"><font face="Courier New">m2 <- aov(rg~bloc+K/A)</font></div>
<div style="line-height:normal;font-family:Tahoma"><span style="line-height:14px;font-family:'Courier New';font-size:10pt" lang="EN-US">AinK<-sapply(paste("K",levels(K),sep=""),simplify=F,grep,x=names(coef(m2)[m2$assign==3]))</span></div>
<div style="line-height:normal;font-family:Tahoma"><span style="line-height:14px;font-family:'Courier New';font-size:10pt" lang="EN-US">
<p style="text-align:justify;line-height:19px;margin-bottom:0pt" class="ecxMsoNormal"><span style="font-size:10pt" lang="EN-US">DesAinK<-summary(m2,
split=list("A:K"=AinK))</span></p>
<p style="text-align:justify;line-height:19px;margin-bottom:0pt" class="ecxMsoNormal"><span style="font-size:10pt" lang="EN-US">DesAinK</span></p></span></div></span>
<BR>
<p style="text-align:justify;line-height:150%;margin-bottom:0pt;tab-stops:45.8pt 91.6pt 137.4pt 183.2pt 229.0pt 274.8pt 320.6pt 366.4pt 412.2pt 458.0pt 503.8pt 549.6pt 595.4pt 641.2pt 687.0pt 732.8pt" class="ecxMsoNormal"><span style="line-height:150%;font-size:10pt" lang="EN-US"><br></span></p>
<p style="text-align:justify;line-height:150%;margin-bottom:0pt;tab-stops:45.8pt 91.6pt 137.4pt 183.2pt 229.0pt 274.8pt 320.6pt 366.4pt 412.2pt 458.0pt 503.8pt 549.6pt 595.4pt 641.2pt 687.0pt 732.8pt" class="ecxMsoNormal"><span style="line-height:150%;font-size:10pt" lang="EN-US">Outra forma seria pelo método dos efeitos aninhados</span></p>
<p style="text-align:justify;line-height:150%;margin-bottom:0pt;tab-stops:45.8pt 91.6pt 137.4pt 183.2pt 229.0pt 274.8pt 320.6pt 366.4pt 412.2pt 458.0pt 503.8pt 549.6pt 595.4pt 641.2pt 687.0pt 732.8pt" class="ecxMsoNormal"><span style="line-height:150%;font-size:10pt" lang="EN-US"><br></span></p>
<p style="text-align:justify;line-height:150%;margin-bottom:0pt;tab-stops:45.8pt 91.6pt 137.4pt 183.2pt 229.0pt 274.8pt 320.6pt 366.4pt 412.2pt 458.0pt 503.8pt 549.6pt 595.4pt 641.2pt 687.0pt 732.8pt" class="ecxMsoNormal"><span style="line-height:150%;font-size:10pt" lang="EN-US">
</span></p><div style="line-height:normal;font-family:Tahoma"><font face="Courier New">rend<-read.table("C:\\Program
Files\\R\\RDADOS\\UFPR1.txt",h=T)</font></div>
<div style="line-height:normal;font-family:Tahoma"><span style="font-size:10pt"><font face="Courier New">attach(rend)</font></span></div>
<div style="line-height:normal;font-family:Tahoma">
<div><font face="Courier New">A<-factor(A)</font></div>
<div><font face="Courier New">K<-factor(K)</font></div>
<div><span style="font-family:'Courier New'">bloc<-factor(bloc)</span></div></div>
<div style="line-height:normal;font-family:Tahoma"><font face="Courier New">m1 <- aov(rg~bloc+A/K)</font></div>
<div style="line-height:normal;font-family:Tahoma"><font face="Courier New">effects(m1) #A partir da matriz de efeitos você seleciona os
efeitos de interesse.</font></div>
<div style="line-height:normal;font-family:Tahoma"><span style="text-align:justify;line-height:19px;font-family:'Courier New'">DesKinA<-summary(m1,
split=list("A:K"=list(A37.5=c(1,4,7,10),A50=c(2,5,8,11),A62.5=c(3,6,9,12))))</span></div>
<div style="line-height:normal;font-family:Tahoma"><span style="text-align:justify;line-height:19px;font-family:'Courier New'">DesKinA</span></div>
<div style="line-height:normal;font-family:Tahoma"><span style="font-family:'Courier New'">m2 <- aov(rg~bloc+K/A)</span></div>
<div style="line-height:normal;font-family:Tahoma"><span style="font-family:'Courier New'">effects(m2)</span></div>
<div style="line-height:normal;font-family:Tahoma"><span style="text-align:justify;line-height:19px;font-family:'Courier New'">DesAinK<-summary(m2,
split=list("K:A"=list(K0=c(1,6),K30=c(2,7),K60=c(3,8),K120=c(4,9),K180=c(5,10))))</span></div>
<div style="line-height:normal;font-family:Tahoma"><span style="text-align:justify;line-height:19px;font-family:'Courier New'">DesAinK</span></div>
<div style="line-height:normal;font-family:Tahoma"><span style="text-align:justify;line-height:19px;font-family:'Courier New'"><br></span></div>
<div style="line-height:normal;font-family:Tahoma">Espero que tenhamos sanado
sua duvida.</div>
<div style="line-height:normal;font-family:Tahoma"><br></div>
<div style="line-height:normal;font-family:Tahoma">Att.</div>
<div style="line-height:normal;font-family:Tahoma"><br></div>
<div style="line-height:normal;font-family:Tahoma">Tiago.</div>
<BR></div>
<div><br>
<div>
<div id="ecxSkyDrivePlaceholder"></div>
<hr id="ecxstopSpelling">
Date: Sat, 17 Nov 2012 09:21:23 -0200<br>From: jhguilhen@gmail.com<br>To:
r-br@listas.c3sl.ufpr.br; camposagro@yahoo.com.br<br>Subject: Re: [R-br]
Experimento fatorial. Desdobramento<br><br>Uma outra maneira de fazer isto e bem
mais fácil é utilizar o pacote ExpDes, ele já faz o desdobramento
automaticamente quando dá interação e bem fácil de
utilizar.<br><br>Atte..<br><br><br><br>
<div class="ecxgmail_quote">Em 16 de novembro de 2012 21:41, Odirley Campos <span dir="ltr"><<a href="mailto:camposagro@yahoo.com.br">camposagro@yahoo.com.br</a>></span>
escreveu:<br>
<blockquote style="border-left:#ccc 1px solid;padding-left:1ex" class="ecxgmail_quote">
<div>
<div style="font-family:tahoma,new york,times,serif;font-size:10pt">
<div><span>#Pessoal! Boa noite ! <br></span></div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">#Estou
tentando sem sucesso fazer o desdobramento de interações com R. Cheguei a
baixar alguns arquivos da net no endereço "<span style="text-decoration:underline"><a href="http://www.leg.ufpr.br/doku.php/ridiculas#desdobramento_de_interacao_em_experimento_fatorial" target="_blank">http://www.leg.ufpr.br/doku.php/ridiculas#desdobramento_de_interacao_em_experimento_fatorial</a></span>"
. Porêm tive o mesmo problema que tive com meus dados. <br></div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">#Usei
os mesmos comandos retirados da net para os dados tirados de lá. A anova
"geral" saiu normalmente:</div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px"><br></div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">>rend<-read.table("C:\\Program
Files\\R\\RDADOS\\UFPR1.txt",h=T) #após armezenar arquivo no meu PC#</div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">>rend<br></div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">>m1
<- aov(rg~bloc+A/K, data=rend)</div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">>summary(m1)
#Anova geral saiu norma sem problemas#<br></div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">
Df Sum Sq Mean Sq F value Pr(>F)
<br>bloc <a target="_blank">1 51.3 51.3
3.585</a> 0.0624 .
<br>A
1 495.6 495.6 34.633 1.2e-07
***<br>A:K 1
2213.7 2213.7 154.712 < 2e-16 ***<br>Residuals 71
1015.9
14.3
<br>---<br>Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
<br></div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px"><br></div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">>summary(m1,split=list("A:K"=list("A-37.5"=c(1,4,7,10),"A-50.0"=c(2,5,8,11),"A-62.5"=c(3,6,9,12))))
#<span style="background-color:rgb(255,255,0)"><span>Mas o desdobramento não
mostra Quadrado médio nem mesmo, F-value ou mesmo o P-value. O que eu posso
ter feito de errado??</span></span><br></div>
<div style="background-color:transparent;font-style:normal;font-family:tahoma,new york,times,serif;font-size:13px">
Df Sum Sq Mean Sq F value Pr(>F)
<br>bloc
1 51.3 51.3 3.585 0.0624
.
<br>A
1 495.6 495.6 34.633 1.2e-07
***<br>A:K 1
2213.7 2213.7 154.712 < 2e-16 ***<br> A:K: A-37.5
4
<br> A:K: A-50.0
4
<br> A:K: A-62.5
4
<br>Residuals 71 1015.9
14.3
<br>---<br>Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’
1 </div><span class="ecxHOEnZb"><font color="#888888">
<div style="text-align:center;background-color:transparent;font-style:normal;font-family:arial,helvetica,clean,sans-serif;font-size:13px">Odirley
Campos<br>Engenheiro Agrônomo
UFV/MG<br></div></font></span></div></div></blockquote></div></div></div></div></div> </div></body>
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