Improve temp density quality
This commit is contained in:
parent
168a6350b3
commit
f6acb9097d
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@ -2,7 +2,7 @@
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 163,
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"metadata": {},
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"outputs": [
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{
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@ -38,47 +38,47 @@
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" <td>20</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.06250</td>\n",
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" <td>1.274429</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>25</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.05979</td>\n",
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" <td>1.261477</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>35</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.05404</td>\n",
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" <td>1.234322</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>40</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.05103</td>\n",
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" <td>1.220283</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>45</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.04794</td>\n",
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" <td>1.205995</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" T Al2O3 TiO2 Density\n",
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"0 20 0.0 0.0 1.06250\n",
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"1 25 0.0 0.0 1.05979\n",
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"2 35 0.0 0.0 1.05404\n",
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"3 40 0.0 0.0 1.05103\n",
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"4 45 0.0 0.0 1.04794"
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" T Al2O3 TiO2 Density\n",
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"0 20 0.0 0.0 1.274429\n",
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"1 25 0.0 0.0 1.261477\n",
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"2 35 0.0 0.0 1.234322\n",
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"3 40 0.0 0.0 1.220283\n",
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"4 45 0.0 0.0 1.205995"
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]
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},
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"metadata": {},
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@ -117,47 +117,47 @@
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" <td>30</td>\n",
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" <td>0.00</td>\n",
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" <td>0.0</td>\n",
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" <td>1.05696</td>\n",
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" <td>1.248056</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>55</td>\n",
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" <td>0.00</td>\n",
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" <td>0.0</td>\n",
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" <td>1.04158</td>\n",
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" <td>1.176984</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>25</td>\n",
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" <td>0.05</td>\n",
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" <td>0.0</td>\n",
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" <td>1.08438</td>\n",
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" <td>1.382694</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>30</td>\n",
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" <td>0.05</td>\n",
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" <td>0.0</td>\n",
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" <td>1.08112</td>\n",
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" <td>1.366141</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>35</td>\n",
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" <td>0.05</td>\n",
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" <td>0.0</td>\n",
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" <td>1.07781</td>\n",
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" <td>1.349487</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" T Al2O3 TiO2 Density\n",
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"0 30 0.00 0.0 1.05696\n",
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"1 55 0.00 0.0 1.04158\n",
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"2 25 0.05 0.0 1.08438\n",
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"3 30 0.05 0.0 1.08112\n",
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"4 35 0.05 0.0 1.07781"
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" T Al2O3 TiO2 Density\n",
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"0 30 0.00 0.0 1.248056\n",
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"1 55 0.00 0.0 1.176984\n",
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"2 25 0.05 0.0 1.382694\n",
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"3 30 0.05 0.0 1.366141\n",
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"4 35 0.05 0.0 1.349487"
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]
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},
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"metadata": {},
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@ -170,13 +170,16 @@
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"train = pd.read_csv(\"data/density_train.csv\", sep=\";\", decimal=\",\")\n",
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"test = pd.read_csv(\"data/density_test.csv\", sep=\";\", decimal=\",\")\n",
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"\n",
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"train[\"Density\"] = pow(train[\"Density\"], 4)\n",
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"test[\"Density\"] = pow(test[\"Density\"], 4)\n",
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"\n",
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"display(train.head())\n",
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"display(test.head())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": 164,
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"metadata": {},
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"outputs": [
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{
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@ -210,43 +213,43 @@
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" <th>0</th>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.06250</td>\n",
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" <td>1.274429</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.05979</td>\n",
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" <td>1.261477</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.05404</td>\n",
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" <td>1.234322</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.05103</td>\n",
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" <td>1.220283</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.04794</td>\n",
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" <td>1.205995</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Al2O3 TiO2 Density\n",
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"0 0.0 0.0 1.06250\n",
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"1 0.0 0.0 1.05979\n",
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"2 0.0 0.0 1.05404\n",
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"3 0.0 0.0 1.05103\n",
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"4 0.0 0.0 1.04794"
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" Al2O3 TiO2 Density\n",
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"0 0.0 0.0 1.274429\n",
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"1 0.0 0.0 1.261477\n",
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"2 0.0 0.0 1.234322\n",
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"3 0.0 0.0 1.220283\n",
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"4 0.0 0.0 1.205995"
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]
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},
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"metadata": {},
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@ -297,43 +300,43 @@
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" <th>0</th>\n",
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" <td>0.00</td>\n",
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" <td>0.0</td>\n",
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" <td>1.05696</td>\n",
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" <td>1.248056</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>0.00</td>\n",
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" <td>0.0</td>\n",
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" <td>1.04158</td>\n",
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" <td>1.176984</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>0.05</td>\n",
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" <td>0.0</td>\n",
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" <td>1.08438</td>\n",
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" <td>1.382694</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>0.05</td>\n",
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" <td>0.0</td>\n",
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" <td>1.08112</td>\n",
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" <td>1.366141</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>0.05</td>\n",
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" <td>0.0</td>\n",
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" <td>1.07781</td>\n",
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" <td>1.349487</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Al2O3 TiO2 Density\n",
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"0 0.00 0.0 1.05696\n",
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"1 0.00 0.0 1.04158\n",
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"2 0.05 0.0 1.08438\n",
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"3 0.05 0.0 1.08112\n",
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"4 0.05 0.0 1.07781"
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" Al2O3 TiO2 Density\n",
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"0 0.00 0.0 1.248056\n",
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"1 0.00 0.0 1.176984\n",
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"2 0.05 0.0 1.382694\n",
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"3 0.05 0.0 1.366141\n",
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"4 0.05 0.0 1.349487"
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]
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},
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"metadata": {},
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@ -370,7 +373,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 29,
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"execution_count": 165,
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"metadata": {},
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"outputs": [],
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"source": [
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@ -409,7 +412,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 30,
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"execution_count": 166,
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"metadata": {},
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"outputs": [
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{
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@ -448,182 +451,190 @@
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},
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{
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"cell_type": "code",
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"execution_count": 31,
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"execution_count": 167,
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"#T_0b007_row5_col3 {\n",
|
||||
" background-color: #ce4b75;\n",
|
||||
" color: #f1f1f1;\n",
|
||||
"}\n",
|
||||
"#T_0b007_row5_col5 {\n",
|
||||
" background-color: #6600a7;\n",
|
||||
" color: #f1f1f1;\n",
|
||||
"}\n",
|
||||
"#T_0b007_row6_col0, #T_0b007_row6_col1 {\n",
|
||||
" background-color: #a8db34;\n",
|
||||
" color: #000000;\n",
|
||||
"}\n",
|
||||
"</style>\n",
|
||||
"<table id=\"T_2421b\">\n",
|
||||
"<table id=\"T_0b007\">\n",
|
||||
" <thead>\n",
|
||||
" <tr>\n",
|
||||
" <th class=\"blank level0\" > </th>\n",
|
||||
" <th id=\"T_2421b_level0_col0\" class=\"col_heading level0 col0\" >MSE_train</th>\n",
|
||||
" <th id=\"T_2421b_level0_col1\" class=\"col_heading level0 col1\" >MSE_test</th>\n",
|
||||
" <th id=\"T_2421b_level0_col2\" class=\"col_heading level0 col2\" >MAE_train</th>\n",
|
||||
" <th id=\"T_2421b_level0_col3\" class=\"col_heading level0 col3\" >MAE_test</th>\n",
|
||||
" <th id=\"T_2421b_level0_col4\" class=\"col_heading level0 col4\" >R2_train</th>\n",
|
||||
" <th id=\"T_2421b_level0_col5\" class=\"col_heading level0 col5\" >R2_test</th>\n",
|
||||
" <th id=\"T_0b007_level0_col0\" class=\"col_heading level0 col0\" >MSE_train</th>\n",
|
||||
" <th id=\"T_0b007_level0_col1\" class=\"col_heading level0 col1\" >MSE_test</th>\n",
|
||||
" <th id=\"T_0b007_level0_col2\" class=\"col_heading level0 col2\" >MAE_train</th>\n",
|
||||
" <th id=\"T_0b007_level0_col3\" class=\"col_heading level0 col3\" >MAE_test</th>\n",
|
||||
" <th id=\"T_0b007_level0_col4\" class=\"col_heading level0 col4\" >R2_train</th>\n",
|
||||
" <th id=\"T_0b007_level0_col5\" class=\"col_heading level0 col5\" >R2_test</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th id=\"T_2421b_level0_row0\" class=\"row_heading level0 row0\" >linear_poly</th>\n",
|
||||
" <td id=\"T_2421b_row0_col0\" class=\"data row0 col0\" >0.302768</td>\n",
|
||||
" <td id=\"T_2421b_row0_col1\" class=\"data row0 col1\" >0.203293</td>\n",
|
||||
" <td id=\"T_2421b_row0_col2\" class=\"data row0 col2\" >0.419467</td>\n",
|
||||
" <td id=\"T_2421b_row0_col3\" class=\"data row0 col3\" >0.392687</td>\n",
|
||||
" <td id=\"T_2421b_row0_col4\" class=\"data row0 col4\" >0.998860</td>\n",
|
||||
" <td id=\"T_2421b_row0_col5\" class=\"data row0 col5\" >0.999047</td>\n",
|
||||
" <th id=\"T_0b007_level0_row0\" class=\"row_heading level0 row0\" >linear_poly</th>\n",
|
||||
" <td id=\"T_0b007_row0_col0\" class=\"data row0 col0\" >0.465283</td>\n",
|
||||
" <td id=\"T_0b007_row0_col1\" class=\"data row0 col1\" >0.209921</td>\n",
|
||||
" <td id=\"T_0b007_row0_col2\" class=\"data row0 col2\" >0.513527</td>\n",
|
||||
" <td id=\"T_0b007_row0_col3\" class=\"data row0 col3\" >0.374980</td>\n",
|
||||
" <td id=\"T_0b007_row0_col4\" class=\"data row0 col4\" >0.998248</td>\n",
|
||||
" <td id=\"T_0b007_row0_col5\" class=\"data row0 col5\" >0.999016</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th id=\"T_2421b_level0_row1\" class=\"row_heading level0 row1\" >linear_interact</th>\n",
|
||||
" <td id=\"T_2421b_row1_col0\" class=\"data row1 col0\" >9.693323</td>\n",
|
||||
" <td id=\"T_2421b_row1_col1\" class=\"data row1 col1\" >10.875442</td>\n",
|
||||
" <td id=\"T_2421b_row1_col2\" class=\"data row1 col2\" >2.544944</td>\n",
|
||||
" <td id=\"T_2421b_row1_col3\" class=\"data row1 col3\" >2.718424</td>\n",
|
||||
" <td id=\"T_2421b_row1_col4\" class=\"data row1 col4\" >0.963492</td>\n",
|
||||
" <td id=\"T_2421b_row1_col5\" class=\"data row1 col5\" >0.949019</td>\n",
|
||||
" <th id=\"T_0b007_level0_row1\" class=\"row_heading level0 row1\" >linear_interact</th>\n",
|
||||
" <td id=\"T_0b007_row1_col0\" class=\"data row1 col0\" >16.021929</td>\n",
|
||||
" <td id=\"T_0b007_row1_col1\" class=\"data row1 col1\" >16.881061</td>\n",
|
||||
" <td id=\"T_0b007_row1_col2\" class=\"data row1 col2\" >3.268616</td>\n",
|
||||
" <td id=\"T_0b007_row1_col3\" class=\"data row1 col3\" >3.266739</td>\n",
|
||||
" <td id=\"T_0b007_row1_col4\" class=\"data row1 col4\" >0.939657</td>\n",
|
||||
" <td id=\"T_0b007_row1_col5\" class=\"data row1 col5\" >0.920866</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th id=\"T_2421b_level0_row2\" class=\"row_heading level0 row2\" >linear</th>\n",
|
||||
" <td id=\"T_2421b_row2_col0\" class=\"data row2 col0\" >10.468503</td>\n",
|
||||
" <td id=\"T_2421b_row2_col1\" class=\"data row2 col1\" >14.820315</td>\n",
|
||||
" <td id=\"T_2421b_row2_col2\" class=\"data row2 col2\" >2.657476</td>\n",
|
||||
" <td id=\"T_2421b_row2_col3\" class=\"data row2 col3\" >2.930229</td>\n",
|
||||
" <td id=\"T_2421b_row2_col4\" class=\"data row2 col4\" >0.960572</td>\n",
|
||||
" <td id=\"T_2421b_row2_col5\" class=\"data row2 col5\" >0.930526</td>\n",
|
||||
" <th id=\"T_0b007_level0_row2\" class=\"row_heading level0 row2\" >linear</th>\n",
|
||||
" <td id=\"T_0b007_row2_col0\" class=\"data row2 col0\" >30.840398</td>\n",
|
||||
" <td id=\"T_0b007_row2_col1\" class=\"data row2 col1\" >36.882107</td>\n",
|
||||
" <td id=\"T_0b007_row2_col2\" class=\"data row2 col2\" >4.679503</td>\n",
|
||||
" <td id=\"T_0b007_row2_col3\" class=\"data row2 col3\" >4.594400</td>\n",
|
||||
" <td id=\"T_0b007_row2_col4\" class=\"data row2 col4\" >0.883846</td>\n",
|
||||
" <td id=\"T_0b007_row2_col5\" class=\"data row2 col5\" >0.827106</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th id=\"T_2421b_level0_row3\" class=\"row_heading level0 row3\" >decision_tree</th>\n",
|
||||
" <td id=\"T_2421b_row3_col0\" class=\"data row3 col0\" >10.526316</td>\n",
|
||||
" <td id=\"T_2421b_row3_col1\" class=\"data row3 col1\" >47.426471</td>\n",
|
||||
" <td id=\"T_2421b_row3_col2\" class=\"data row3 col2\" >1.842105</td>\n",
|
||||
" <td id=\"T_2421b_row3_col3\" class=\"data row3 col3\" >5.735294</td>\n",
|
||||
" <td id=\"T_2421b_row3_col4\" class=\"data row3 col4\" >0.960355</td>\n",
|
||||
" <td id=\"T_2421b_row3_col5\" class=\"data row3 col5\" >0.777676</td>\n",
|
||||
" <th id=\"T_0b007_level0_row3\" class=\"row_heading level0 row3\" >decision_tree</th>\n",
|
||||
" <td id=\"T_0b007_row3_col0\" class=\"data row3 col0\" >10.526316</td>\n",
|
||||
" <td id=\"T_0b007_row3_col1\" class=\"data row3 col1\" >47.426471</td>\n",
|
||||
" <td id=\"T_0b007_row3_col2\" class=\"data row3 col2\" >1.842105</td>\n",
|
||||
" <td id=\"T_0b007_row3_col3\" class=\"data row3 col3\" >5.735294</td>\n",
|
||||
" <td id=\"T_0b007_row3_col4\" class=\"data row3 col4\" >0.960355</td>\n",
|
||||
" <td id=\"T_0b007_row3_col5\" class=\"data row3 col5\" >0.777676</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th id=\"T_2421b_level0_row4\" class=\"row_heading level0 row4\" >random_forest</th>\n",
|
||||
" <td id=\"T_2421b_row4_col0\" class=\"data row4 col0\" >20.243876</td>\n",
|
||||
" <td id=\"T_2421b_row4_col1\" class=\"data row4 col1\" >54.501240</td>\n",
|
||||
" <td id=\"T_2421b_row4_col2\" class=\"data row4 col2\" >3.592953</td>\n",
|
||||
" <td id=\"T_2421b_row4_col3\" class=\"data row4 col3\" >6.598133</td>\n",
|
||||
" <td id=\"T_2421b_row4_col4\" class=\"data row4 col4\" >0.923755</td>\n",
|
||||
" <td id=\"T_2421b_row4_col5\" class=\"data row4 col5\" >0.744512</td>\n",
|
||||
" <th id=\"T_0b007_level0_row4\" class=\"row_heading level0 row4\" >random_forest</th>\n",
|
||||
" <td id=\"T_0b007_row4_col0\" class=\"data row4 col0\" >20.214645</td>\n",
|
||||
" <td id=\"T_0b007_row4_col1\" class=\"data row4 col1\" >54.501240</td>\n",
|
||||
" <td id=\"T_0b007_row4_col2\" class=\"data row4 col2\" >3.570892</td>\n",
|
||||
" <td id=\"T_0b007_row4_col3\" class=\"data row4 col3\" >6.598133</td>\n",
|
||||
" <td id=\"T_0b007_row4_col4\" class=\"data row4 col4\" >0.923866</td>\n",
|
||||
" <td id=\"T_0b007_row4_col5\" class=\"data row4 col5\" >0.744512</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th id=\"T_2421b_level0_row5\" class=\"row_heading level0 row5\" >knn</th>\n",
|
||||
" <td id=\"T_2421b_row5_col0\" class=\"data row5 col0\" >174.100430</td>\n",
|
||||
" <td id=\"T_2421b_row5_col1\" class=\"data row5 col1\" >191.176471</td>\n",
|
||||
" <td id=\"T_2421b_row5_col2\" class=\"data row5 col2\" >10.808271</td>\n",
|
||||
" <td id=\"T_2421b_row5_col3\" class=\"data row5 col3\" >11.680672</td>\n",
|
||||
" <td id=\"T_2421b_row5_col4\" class=\"data row5 col4\" >0.344285</td>\n",
|
||||
" <td id=\"T_2421b_row5_col5\" class=\"data row5 col5\" >0.103812</td>\n",
|
||||
" <th id=\"T_0b007_level0_row5\" class=\"row_heading level0 row5\" >knn</th>\n",
|
||||
" <td id=\"T_0b007_row5_col0\" class=\"data row5 col0\" >161.291622</td>\n",
|
||||
" <td id=\"T_0b007_row5_col1\" class=\"data row5 col1\" >140.006002</td>\n",
|
||||
" <td id=\"T_0b007_row5_col2\" class=\"data row5 col2\" >10.206767</td>\n",
|
||||
" <td id=\"T_0b007_row5_col3\" class=\"data row5 col3\" >9.537815</td>\n",
|
||||
" <td id=\"T_0b007_row5_col4\" class=\"data row5 col4\" >0.392527</td>\n",
|
||||
" <td id=\"T_0b007_row5_col5\" class=\"data row5 col5\" >0.343686</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th id=\"T_2421b_level0_row6\" class=\"row_heading level0 row6\" >ridge</th>\n",
|
||||
" <td id=\"T_2421b_row6_col0\" class=\"data row6 col0\" >243.364664</td>\n",
|
||||
" <td id=\"T_2421b_row6_col1\" class=\"data row6 col1\" >199.601477</td>\n",
|
||||
" <td id=\"T_2421b_row6_col2\" class=\"data row6 col2\" >13.472724</td>\n",
|
||||
" <td id=\"T_2421b_row6_col3\" class=\"data row6 col3\" >12.396799</td>\n",
|
||||
" <td id=\"T_2421b_row6_col4\" class=\"data row6 col4\" >0.083415</td>\n",
|
||||
" <td id=\"T_2421b_row6_col5\" class=\"data row6 col5\" >0.064317</td>\n",
|
||||
" <th id=\"T_0b007_level0_row6\" class=\"row_heading level0 row6\" >ridge</th>\n",
|
||||
" <td id=\"T_0b007_row6_col0\" class=\"data row6 col0\" >204.018844</td>\n",
|
||||
" <td id=\"T_0b007_row6_col1\" class=\"data row6 col1\" >162.078696</td>\n",
|
||||
" <td id=\"T_0b007_row6_col2\" class=\"data row6 col2\" >12.353188</td>\n",
|
||||
" <td id=\"T_0b007_row6_col3\" class=\"data row6 col3\" >10.798642</td>\n",
|
||||
" <td id=\"T_0b007_row6_col4\" class=\"data row6 col4\" >0.231604</td>\n",
|
||||
" <td id=\"T_0b007_row6_col5\" class=\"data row6 col5\" >0.240215</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n"
|
||||
],
|
||||
"text/plain": [
|
||||
"<pandas.io.formats.style.Styler at 0x16867d550>"
|
||||
"<pandas.io.formats.style.Styler at 0x169d246e0>"
|
||||
]
|
||||
},
|
||||
"execution_count": 31,
|
||||
"execution_count": 167,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@ -639,91 +650,91 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 32,
|
||||
"execution_count": 168,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"|--- Density <= 1.04\n",
|
||||
"| |--- Density <= 1.03\n",
|
||||
"|--- Density <= 1.18\n",
|
||||
"| |--- Density <= 1.14\n",
|
||||
"| | |--- value: [70.00]\n",
|
||||
"| |--- Density > 1.03\n",
|
||||
"| | |--- Density <= 1.04\n",
|
||||
"| |--- Density > 1.14\n",
|
||||
"| | |--- Density <= 1.15\n",
|
||||
"| | | |--- value: [65.00]\n",
|
||||
"| | |--- Density > 1.04\n",
|
||||
"| | |--- Density > 1.15\n",
|
||||
"| | | |--- value: [60.00]\n",
|
||||
"|--- Density > 1.04\n",
|
||||
"| |--- Density <= 1.07\n",
|
||||
"|--- Density > 1.18\n",
|
||||
"| |--- Density <= 1.31\n",
|
||||
"| | |--- TiO2 <= 0.03\n",
|
||||
"| | | |--- Al2O3 <= 0.03\n",
|
||||
"| | | | |--- Density <= 1.05\n",
|
||||
"| | | | | |--- Density <= 1.05\n",
|
||||
"| | | | |--- Density <= 1.23\n",
|
||||
"| | | | | |--- Density <= 1.20\n",
|
||||
"| | | | | | |--- value: [50.00]\n",
|
||||
"| | | | | |--- Density > 1.05\n",
|
||||
"| | | | | |--- Density > 1.20\n",
|
||||
"| | | | | | |--- value: [42.50]\n",
|
||||
"| | | | |--- Density > 1.05\n",
|
||||
"| | | | | |--- Density <= 1.06\n",
|
||||
"| | | | |--- Density > 1.23\n",
|
||||
"| | | | | |--- Density <= 1.25\n",
|
||||
"| | | | | | |--- value: [35.00]\n",
|
||||
"| | | | | |--- Density > 1.06\n",
|
||||
"| | | | | |--- Density > 1.25\n",
|
||||
"| | | | | | |--- value: [22.50]\n",
|
||||
"| | | |--- Al2O3 > 0.03\n",
|
||||
"| | | | |--- Density <= 1.06\n",
|
||||
"| | | | | |--- Density <= 1.05\n",
|
||||
"| | | | |--- Density <= 1.26\n",
|
||||
"| | | | | |--- Density <= 1.24\n",
|
||||
"| | | | | | |--- value: [70.00]\n",
|
||||
"| | | | | |--- Density > 1.05\n",
|
||||
"| | | | | |--- Density > 1.24\n",
|
||||
"| | | | | | |--- value: [65.00]\n",
|
||||
"| | | | |--- Density > 1.06\n",
|
||||
"| | | | | |--- Density <= 1.07\n",
|
||||
"| | | | |--- Density > 1.26\n",
|
||||
"| | | | | |--- Density <= 1.29\n",
|
||||
"| | | | | | |--- value: [55.00]\n",
|
||||
"| | | | | |--- Density > 1.07\n",
|
||||
"| | | | | |--- Density > 1.29\n",
|
||||
"| | | | | | |--- value: [50.00]\n",
|
||||
"| | |--- TiO2 > 0.03\n",
|
||||
"| | | |--- Density <= 1.06\n",
|
||||
"| | | |--- Density <= 1.25\n",
|
||||
"| | | | |--- value: [70.00]\n",
|
||||
"| | | |--- Density > 1.06\n",
|
||||
"| | | | |--- Density <= 1.06\n",
|
||||
"| | | |--- Density > 1.25\n",
|
||||
"| | | | |--- Density <= 1.27\n",
|
||||
"| | | | | |--- value: [65.00]\n",
|
||||
"| | | | |--- Density > 1.06\n",
|
||||
"| | | | |--- Density > 1.27\n",
|
||||
"| | | | | |--- value: [60.00]\n",
|
||||
"| |--- Density > 1.07\n",
|
||||
"| | |--- Density <= 1.12\n",
|
||||
"| | | |--- Density <= 1.08\n",
|
||||
"| | | | |--- Density <= 1.07\n",
|
||||
"| |--- Density > 1.31\n",
|
||||
"| | |--- Density <= 1.57\n",
|
||||
"| | | |--- Density <= 1.37\n",
|
||||
"| | | | |--- Density <= 1.33\n",
|
||||
"| | | | | |--- value: [45.00]\n",
|
||||
"| | | | |--- Density > 1.07\n",
|
||||
"| | | | | |--- Density <= 1.08\n",
|
||||
"| | | | |--- Density > 1.33\n",
|
||||
"| | | | | |--- Density <= 1.36\n",
|
||||
"| | | | | | |--- value: [40.00]\n",
|
||||
"| | | | | |--- Density > 1.08\n",
|
||||
"| | | | | |--- Density > 1.36\n",
|
||||
"| | | | | | |--- value: [35.00]\n",
|
||||
"| | | |--- Density > 1.08\n",
|
||||
"| | | | |--- Density <= 1.09\n",
|
||||
"| | | |--- Density > 1.37\n",
|
||||
"| | | | |--- Density <= 1.39\n",
|
||||
"| | | | | |--- value: [30.00]\n",
|
||||
"| | | | |--- Density > 1.09\n",
|
||||
"| | | | |--- Density > 1.39\n",
|
||||
"| | | | | |--- Al2O3 <= 0.03\n",
|
||||
"| | | | | | |--- value: [22.50]\n",
|
||||
"| | | | | |--- Al2O3 > 0.03\n",
|
||||
"| | | | | | |--- value: [20.00]\n",
|
||||
"| | |--- Density > 1.12\n",
|
||||
"| | | |--- Density <= 1.18\n",
|
||||
"| | | | |--- Density <= 1.15\n",
|
||||
"| | |--- Density > 1.57\n",
|
||||
"| | | |--- Density <= 1.93\n",
|
||||
"| | | | |--- Density <= 1.74\n",
|
||||
"| | | | | |--- value: [70.00]\n",
|
||||
"| | | | |--- Density > 1.15\n",
|
||||
"| | | | |--- Density > 1.74\n",
|
||||
"| | | | | |--- Al2O3 <= 0.15\n",
|
||||
"| | | | | | |--- value: [65.00]\n",
|
||||
"| | | | | |--- Al2O3 > 0.15\n",
|
||||
"| | | | | | |--- value: [50.00]\n",
|
||||
"| | | |--- Density > 1.18\n",
|
||||
"| | | |--- Density > 1.93\n",
|
||||
"| | | | |--- Al2O3 <= 0.15\n",
|
||||
"| | | | | |--- Density <= 1.20\n",
|
||||
"| | | | | |--- Density <= 2.09\n",
|
||||
"| | | | | | |--- value: [50.00]\n",
|
||||
"| | | | | |--- Density > 1.20\n",
|
||||
"| | | | | |--- Density > 2.09\n",
|
||||
"| | | | | | |--- value: [30.00]\n",
|
||||
"| | | | |--- Al2O3 > 0.15\n",
|
||||
"| | | | | |--- Density <= 1.18\n",
|
||||
"| | | | | |--- Density <= 1.95\n",
|
||||
"| | | | | | |--- value: [30.00]\n",
|
||||
"| | | | | |--- Density > 1.18\n",
|
||||
"| | | | | |--- Density > 1.95\n",
|
||||
"| | | | | | |--- value: [22.50]\n",
|
||||
"\n"
|
||||
]
|
||||
@ -739,7 +750,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 33,
|
||||
"execution_count": 169,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
|
||||
File diff suppressed because one or more lines are too long
Loading…
x
Reference in New Issue
Block a user