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Improve temp density quality

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This commit is contained in:
Aleksey Filippov 2025-02-26 15:08:58 +04:00
parent 168a6350b3
commit f6acb9097d
3 changed files with 722 additions and 655 deletions
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data/temp_density_tree.model.sav
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temp_density_regression.ipynb
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@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": null,
"execution_count": 163,
"metadata": {},
"outputs": [
{
@ -38,35 +38,35 @@
" <td>20</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.06250</td>\n",
" <td>1.274429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>25</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.05979</td>\n",
" <td>1.261477</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>35</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.05404</td>\n",
" <td>1.234322</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>40</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.05103</td>\n",
" <td>1.220283</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>45</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.04794</td>\n",
" <td>1.205995</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@ -74,11 +74,11 @@
],
"text/plain": [
" T Al2O3 TiO2 Density\n",
"0 20 0.0 0.0 1.06250\n",
"1 25 0.0 0.0 1.05979\n",
"2 35 0.0 0.0 1.05404\n",
"3 40 0.0 0.0 1.05103\n",
"4 45 0.0 0.0 1.04794"
"0 20 0.0 0.0 1.274429\n",
"1 25 0.0 0.0 1.261477\n",
"2 35 0.0 0.0 1.234322\n",
"3 40 0.0 0.0 1.220283\n",
"4 45 0.0 0.0 1.205995"
]
},
"metadata": {},
@ -117,35 +117,35 @@
" <td>30</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>1.05696</td>\n",
" <td>1.248056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>55</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>1.04158</td>\n",
" <td>1.176984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>25</td>\n",
" <td>0.05</td>\n",
" <td>0.0</td>\n",
" <td>1.08438</td>\n",
" <td>1.382694</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>30</td>\n",
" <td>0.05</td>\n",
" <td>0.0</td>\n",
" <td>1.08112</td>\n",
" <td>1.366141</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>35</td>\n",
" <td>0.05</td>\n",
" <td>0.0</td>\n",
" <td>1.07781</td>\n",
" <td>1.349487</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@ -153,11 +153,11 @@
],
"text/plain": [
" T Al2O3 TiO2 Density\n",
"0 30 0.00 0.0 1.05696\n",
"1 55 0.00 0.0 1.04158\n",
"2 25 0.05 0.0 1.08438\n",
"3 30 0.05 0.0 1.08112\n",
"4 35 0.05 0.0 1.07781"
"0 30 0.00 0.0 1.248056\n",
"1 55 0.00 0.0 1.176984\n",
"2 25 0.05 0.0 1.382694\n",
"3 30 0.05 0.0 1.366141\n",
"4 35 0.05 0.0 1.349487"
]
},
"metadata": {},
@ -170,13 +170,16 @@
"train = pd.read_csv(\"data/density_train.csv\", sep=\";\", decimal=\",\")\n",
"test = pd.read_csv(\"data/density_test.csv\", sep=\";\", decimal=\",\")\n",
"\n",
"train[\"Density\"] = pow(train[\"Density\"], 4)\n",
"test[\"Density\"] = pow(test[\"Density\"], 4)\n",
"\n",
"display(train.head())\n",
"display(test.head())"
]
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 164,
"metadata": {},
"outputs": [
{
@ -210,31 +213,31 @@
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.06250</td>\n",
" <td>1.274429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.05979</td>\n",
" <td>1.261477</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.05404</td>\n",
" <td>1.234322</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.05103</td>\n",
" <td>1.220283</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.04794</td>\n",
" <td>1.205995</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@ -242,11 +245,11 @@
],
"text/plain": [
" Al2O3 TiO2 Density\n",
"0 0.0 0.0 1.06250\n",
"1 0.0 0.0 1.05979\n",
"2 0.0 0.0 1.05404\n",
"3 0.0 0.0 1.05103\n",
"4 0.0 0.0 1.04794"
"0 0.0 0.0 1.274429\n",
"1 0.0 0.0 1.261477\n",
"2 0.0 0.0 1.234322\n",
"3 0.0 0.0 1.220283\n",
"4 0.0 0.0 1.205995"
]
},
"metadata": {},
@ -297,31 +300,31 @@
" <th>0</th>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>1.05696</td>\n",
" <td>1.248056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>1.04158</td>\n",
" <td>1.176984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.05</td>\n",
" <td>0.0</td>\n",
" <td>1.08438</td>\n",
" <td>1.382694</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.05</td>\n",
" <td>0.0</td>\n",
" <td>1.08112</td>\n",
" <td>1.366141</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.05</td>\n",
" <td>0.0</td>\n",
" <td>1.07781</td>\n",
" <td>1.349487</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
@ -329,11 +332,11 @@
],
"text/plain": [
" Al2O3 TiO2 Density\n",
"0 0.00 0.0 1.05696\n",
"1 0.00 0.0 1.04158\n",
"2 0.05 0.0 1.08438\n",
"3 0.05 0.0 1.08112\n",
"4 0.05 0.0 1.07781"
"0 0.00 0.0 1.248056\n",
"1 0.00 0.0 1.176984\n",
"2 0.05 0.0 1.382694\n",
"3 0.05 0.0 1.366141\n",
"4 0.05 0.0 1.349487"
]
},
"metadata": {},
@ -370,7 +373,7 @@
},
{
"cell_type": "code",
"execution_count": 29,
"execution_count": 165,
"metadata": {},
"outputs": [],
"source": [
@ -409,7 +412,7 @@
},
{
"cell_type": "code",
"execution_count": 30,
"execution_count": 166,
"metadata": {},
"outputs": [
{
@ -448,182 +451,190 @@
},
{
"cell_type": "code",
"execution_count": 31,
"execution_count": 167,
"metadata": {},
"outputs": [
{
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" <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",
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" <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",
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" </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",
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" <tr>\n",
" <th id=\"T_2421b_level0_row2\" class=\"row_heading level0 row2\" >linear</th>\n",
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" <th id=\"T_0b007_level0_row2\" class=\"row_heading level0 row2\" >linear</th>\n",
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" <tr>\n",
" <th id=\"T_2421b_level0_row3\" class=\"row_heading level0 row3\" >decision_tree</th>\n",
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" <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": [

960
temp_density_tree.ipynb
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