spb/wp4_uqo

1<table class="dataframe table table-sm">2  <thead>3    <tr style="text-align: right;">4      <th></th>5      <th>Model</th>6      <th>R2</th>7      <th>RMSE</th>8      <th>MAE</th>9      <th>MAPE</th>10    </tr>11  </thead>12  <tbody>13    <tr>14      <th>0</th>15      <td>XGBoost</td>16      <td>0.284993</td>17      <td>1.159483</td>18      <td>0.840530</td>19      <td>14.274306</td>20    </tr>21    <tr>22      <th>1</th>23      <td>CatBoost</td>24      <td>0.257622</td>25      <td>1.181468</td>26      <td>0.861883</td>27      <td>14.630324</td>28    </tr>29    <tr>30      <th>2</th>31      <td>LightGBM</td>32      <td>0.243917</td>33      <td>1.192324</td>34      <td>0.873531</td>35      <td>14.844861</td>36    </tr>37    <tr>38      <th>3</th>39      <td>RandomForest</td>40      <td>0.242562</td>41      <td>1.193391</td>42      <td>0.884322</td>43      <td>14.998427</td>44    </tr>45    <tr>46      <th>4</th>47      <td>GradientBoosting</td>48      <td>0.238384</td>49      <td>1.196678</td>50      <td>0.870212</td>51      <td>14.898042</td>52    </tr>53    <tr>54      <th>5</th>55      <td>GAM</td>56      <td>0.194982</td>57      <td>1.230303</td>58      <td>0.964650</td>59      <td>16.527284</td>60    </tr>61    <tr>62      <th>6</th>63      <td>ElasticNet</td>64      <td>0.131210</td>65      <td>1.278105</td>66      <td>0.996279</td>67      <td>17.145959</td>68    </tr>69  </tbody>70</table>