diff --git a/.ipynb_checkpoints/Term Project_2(final)-checkpoint.ipynb b/.ipynb_checkpoints/Term Project_2(final)-checkpoint.ipynb
index 95a20de04d61a8d7eca3f4d158291165f1522470..bc6fcd3aac19ffc4771c48ca853d3fd43aef75a0 100644
--- a/.ipynb_checkpoints/Term Project_2(final)-checkpoint.ipynb
+++ b/.ipynb_checkpoints/Term Project_2(final)-checkpoint.ipynb
@@ -900,20 +900,463 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
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+ "\n",
+ " <style>\n",
+ " table.eli5-weights tr:hover {\n",
+ " filter: brightness(85%);\n",
+ " }\n",
+ "</style>\n",
+ "\n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ " <table class=\"eli5-weights eli5-feature-importances\" style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto;\">\n",
+ " <thead>\n",
+ " <tr style=\"border: none;\">\n",
+ " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
+ " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0084\n",
+ " \n",
+ " ± 0.0047\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " age\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 84.73%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0057\n",
+ " \n",
+ " ± 0.0105\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " goout\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 88.04%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0040\n",
+ " \n",
+ " ± 0.0040\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " sex_M\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0030\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_other\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0030\n",
+ " \n",
+ " ± 0.0013\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Fjob_health\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0030\n",
+ " \n",
+ " ± 0.0058\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " romantic_no\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0030\n",
+ " \n",
+ " ± 0.0033\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " guardian_mother\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 91.80%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0023\n",
+ " \n",
+ " ± 0.0040\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Grade\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 92.63%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0020\n",
+ " \n",
+ " ± 0.0033\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " activities_yes\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 92.63%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0020\n",
+ " \n",
+ " ± 0.0058\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " famsup_no\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 93.52%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0017\n",
+ " \n",
+ " ± 0.0064\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " studytime\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 93.52%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0017\n",
+ " \n",
+ " ± 0.0060\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Fedu\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 94.45%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0013\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " nursery_yes\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 94.45%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0013\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_teacher\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 94.45%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0013\n",
+ " \n",
+ " ± 0.0039\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " famsup_yes\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 96.59%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0007\n",
+ " \n",
+ " ± 0.0016\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " failures\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 96.59%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0007\n",
+ " \n",
+ " ± 0.0040\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " reason_reputation\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 96.59%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0007\n",
+ " \n",
+ " ± 0.0045\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " address_U\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0013\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Pstatus_T\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_at_home\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0033\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_health\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_services\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0039\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " guardian_other\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 100.00%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0000\n",
+ " \n",
+ " ± 0.0064\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " health\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0000\n",
+ " \n",
+ " ± 0.0042\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Medu\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0054\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " freetime\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " activities_no\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0013\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " higher_yes\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0013\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Fjob_teacher\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0039\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " famrel\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " \n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
+ " <i>… 25 more …</i>\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " \n",
+ " </tbody>\n",
+ "</table>\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "\n"
+ ],
"text/plain": [
- "<Figure size 432x288 with 4 Axes>"
+ "<IPython.core.display.HTML object>"
]
},
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
@@ -926,18 +1369,24 @@
" max_features='sqrt',min_samples_leaf=1)\n",
"model.fit(X_train,y_train)\n",
"# result = permutation_importance(model, scoring = \"accuracy\", random_state=1).fit(X_test,y_test)\n",
- "## result = PermutationImportance(model, scoring = \"accuracy\", random_state=1).fit(X_test,y_test)\n",
+ "result = PermutationImportance(model, scoring = \"accuracy\", random_state=1).fit(X_test,y_test)\n",
"# result.importances_mean\n",
- "## eli5.show_weights(result, top = 30, feature_names = X_train.columns.tolist())\n",
- "# disp = plot_partial_dependence(model, X_train, [1, 2])\n",
- "\n",
+ "eli5.show_weights(result, top = 30, feature_names = X_test.columns.tolist())\n",
+ "# disp = plot_partial_dependence(model, X_train, [1, 2])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
"disp = plot_partial_dependence(model,\n",
" X_train,\n",
- " features = ['goout','age','studytime'],\n",
- " target=5,\n",
- " kind='individual')\n",
- "\n",
- "# print(disp)"
+ " features = [('goout','age'),'studytime'],\n",
+ " target=2)\n",
+ "\"\"\""
]
},
{
diff --git a/Term Project_2(final).ipynb b/Term Project_2(final).ipynb
index 95a20de04d61a8d7eca3f4d158291165f1522470..bc6fcd3aac19ffc4771c48ca853d3fd43aef75a0 100644
--- a/Term Project_2(final).ipynb
+++ b/Term Project_2(final).ipynb
@@ -900,20 +900,463 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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+ " <style>\n",
+ " table.eli5-weights tr:hover {\n",
+ " filter: brightness(85%);\n",
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+ "\n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ " <table class=\"eli5-weights eli5-feature-importances\" style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto;\">\n",
+ " <thead>\n",
+ " <tr style=\"border: none;\">\n",
+ " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
+ " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0084\n",
+ " \n",
+ " ± 0.0047\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " age\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 84.73%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0057\n",
+ " \n",
+ " ± 0.0105\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " goout\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 88.04%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0040\n",
+ " \n",
+ " ± 0.0040\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " sex_M\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0030\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_other\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0030\n",
+ " \n",
+ " ± 0.0013\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Fjob_health\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0030\n",
+ " \n",
+ " ± 0.0058\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " romantic_no\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0030\n",
+ " \n",
+ " ± 0.0033\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " guardian_mother\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 91.80%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0023\n",
+ " \n",
+ " ± 0.0040\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Grade\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 92.63%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0020\n",
+ " \n",
+ " ± 0.0033\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " activities_yes\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 92.63%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0020\n",
+ " \n",
+ " ± 0.0058\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " famsup_no\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 93.52%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0017\n",
+ " \n",
+ " ± 0.0064\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " studytime\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 93.52%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0017\n",
+ " \n",
+ " ± 0.0060\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Fedu\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 94.45%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0013\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " nursery_yes\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 94.45%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0013\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_teacher\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 94.45%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0013\n",
+ " \n",
+ " ± 0.0039\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " famsup_yes\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 96.59%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0007\n",
+ " \n",
+ " ± 0.0016\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " failures\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 96.59%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0007\n",
+ " \n",
+ " ± 0.0040\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " reason_reputation\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 96.59%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0007\n",
+ " \n",
+ " ± 0.0045\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " address_U\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0013\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Pstatus_T\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_at_home\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0033\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_health\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Mjob_services\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0003\n",
+ " \n",
+ " ± 0.0039\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " guardian_other\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(120, 100.00%, 100.00%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " 0.0000\n",
+ " \n",
+ " ± 0.0064\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " health\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0000\n",
+ " \n",
+ " ± 0.0042\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Medu\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0054\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " freetime\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0025\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " activities_no\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0013\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " higher_yes\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0013\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " Fjob_teacher\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
+ " -0.0003\n",
+ " \n",
+ " ± 0.0039\n",
+ " \n",
+ " </td>\n",
+ " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
+ " famrel\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " \n",
+ " \n",
+ " <tr style=\"background-color: hsl(0, 100.00%, 97.90%); border: none;\">\n",
+ " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
+ " <i>… 25 more …</i>\n",
+ " </td>\n",
+ " </tr>\n",
+ " \n",
+ " \n",
+ " </tbody>\n",
+ "</table>\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "\n"
+ ],
"text/plain": [
- "<Figure size 432x288 with 4 Axes>"
+ "<IPython.core.display.HTML object>"
]
},
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
@@ -926,18 +1369,24 @@
" max_features='sqrt',min_samples_leaf=1)\n",
"model.fit(X_train,y_train)\n",
"# result = permutation_importance(model, scoring = \"accuracy\", random_state=1).fit(X_test,y_test)\n",
- "## result = PermutationImportance(model, scoring = \"accuracy\", random_state=1).fit(X_test,y_test)\n",
+ "result = PermutationImportance(model, scoring = \"accuracy\", random_state=1).fit(X_test,y_test)\n",
"# result.importances_mean\n",
- "## eli5.show_weights(result, top = 30, feature_names = X_train.columns.tolist())\n",
- "# disp = plot_partial_dependence(model, X_train, [1, 2])\n",
- "\n",
+ "eli5.show_weights(result, top = 30, feature_names = X_test.columns.tolist())\n",
+ "# disp = plot_partial_dependence(model, X_train, [1, 2])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
"disp = plot_partial_dependence(model,\n",
" X_train,\n",
- " features = ['goout','age','studytime'],\n",
- " target=5,\n",
- " kind='individual')\n",
- "\n",
- "# print(disp)"
+ " features = [('goout','age'),'studytime'],\n",
+ " target=2)\n",
+ "\"\"\""
]
},
{