diff --git a/Decision_tree.ipynb b/Decision_tree.ipynb index 47c3f073..963ad860 100644 --- a/Decision_tree.ipynb +++ b/Decision_tree.ipynb @@ -6,7 +6,7 @@ "metadata": {}, "source": [ "### Toymodel as an initial test\n", - "This section is mostly the initial feature engineering. We also create a simple toymodel just to see how the decision tree performs" + "This section is mostly the initial feature engineering. We also create a simple toymodel just to see how the decision tree performs and a correlation matrix to find possible redundant features. " ] }, { @@ -17,7 +17,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -35,6 +35,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", @@ -48,11 +58,7 @@ " accuracy 0.81 6033\n", " macro avg 0.74 0.75 0.74 6033\n", " weighted avg 0.81 0.81 0.81 6033\n", - "\n", - "Index(['age', 'workclass', 'education.num', 'marital.status', 'occupation',\n", - " 'relationship', 'race', 'sex', 'capital.gain', 'capital.loss',\n", - " 'hours.per.week', 'native.country'],\n", - " dtype='object')\n" + "\n" ] } ], @@ -65,6 +71,7 @@ "from sklearn.tree import DecisionTreeClassifier, plot_tree\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n", + "import seaborn as sns\n", "\n", "# Load dataset\n", "df = pd.read_csv('./Datasets/adult.csv', comment = '#')\n", @@ -84,7 +91,7 @@ " le = LabelEncoder()\n", " df_encoded[column] = le.fit_transform(df_encoded[column])\n", "\n", - "# Now properly separate features and target\n", + "# Separate features and target\n", "X = df_encoded.drop(columns=['income'])\n", "y = df_encoded['income']\n", "\n", @@ -124,10 +131,15 @@ "plt.title(\"Confusion Matrix\")\n", "plt.show() \n", "\n", - "print(\"Classification Report:\")\n", - "print(classification_report(y_val, y_pred, target_names=[\"Lower-earning\", \"Higher-earning\"]))\n", + "# Create a correlation matrix\n", + "matrix = X_train.corr()\n", + "plt.figure(figsize=(8,6))\n", + "sns.heatmap(matrix, annot=True, cmap=\"coolwarm\", fmt=\".2f\", linewidths=0.5)\n", + "plt.title(\"Correlation Heatmap\")\n", + "plt.show()\n", "\n", - "print(X_train_val.columns)" + "print(\"Classification Report:\")\n", + "print(classification_report(y_val, y_pred, target_names=[\"Lower-earning\", \"Higher-earning\"]))" ] }, { @@ -143,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 24, "id": "e68b1ea9", "metadata": {}, "outputs": [], @@ -286,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 25, "id": "d6fd1fee", "metadata": {}, "outputs": [ @@ -306,15 +318,15 @@ "\n", "------ Results Sorted by Accuracy ------\n", " Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n", - " XGBoost 0.868059 0.863590 0.868059 0.863957 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 100} 28.797149 0.005661 28.802809\n", - "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 166.736673 0.098411 166.835085\n", - "Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 9.839182 0.004644 9.843826\n", + " XGBoost 0.868059 0.863590 0.868059 0.863957 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 100} 54.522120 0.022445 54.544564\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 152.761754 0.094559 152.856313\n", + "Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 7.268746 0.003260 7.272006\n", "\n", "------ Results Sorted by Total Time ------\n", " Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n", - "Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 9.839182 0.004644 9.843826\n", - " XGBoost 0.868059 0.863590 0.868059 0.863957 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 100} 28.797149 0.005661 28.802809\n", - "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 166.736673 0.098411 166.835085\n" + "Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 7.268746 0.003260 7.272006\n", + " XGBoost 0.868059 0.863590 0.868059 0.863957 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 100} 54.522120 0.022445 54.544564\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 152.761754 0.094559 152.856313\n" ] } ], @@ -336,7 +348,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 26, "id": "4185a428", "metadata": {}, "outputs": [ @@ -350,15 +362,15 @@ "\n", "------ Results Sorted by Accuracy ------\n", " Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n", - " XGBoost 0.868556 0.864049 0.868556 0.864181 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 75} 24.887917 0.011055 24.898972\n", - "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 91.218867 0.037435 91.256302\n", - "Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 0.872687 0.001455 0.874143\n", + " XGBoost 0.868556 0.864049 0.868556 0.864181 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 75} 27.877137 0.011091 27.888228\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 136.946045 0.074518 137.020563\n", + "Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 2.567322 0.006399 2.573721\n", "\n", "------ Results Sorted by Total Time ------\n", " Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n", - "Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 0.872687 0.001455 0.874143\n", - " XGBoost 0.868556 0.864049 0.868556 0.864181 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 75} 24.887917 0.011055 24.898972\n", - "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 91.218867 0.037435 91.256302\n" + "Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 2.567322 0.006399 2.573721\n", + " XGBoost 0.868556 0.864049 0.868556 0.864181 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 75} 27.877137 0.011091 27.888228\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 136.946045 0.074518 137.020563\n" ] }, { @@ -433,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "776cdb17", "metadata": {}, "outputs": [ @@ -441,27 +453,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Tuning Decision Tree ...\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[13]\u001b[39m\u001b[32m, line 12\u001b[39m\n\u001b[32m 10\u001b[39m \u001b[38;5;66;03m# Train decision tree without redundant features\u001b[39;00m\n\u001b[32m 11\u001b[39m cmp_dt = ClassifierComparisonOpt(X_dt, y_train_val)\n\u001b[32m---> \u001b[39m\u001b[32m12\u001b[39m \u001b[43mcmp_dt\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit_models\u001b[49m\u001b[43m(\u001b[49m\u001b[43m{\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mDecision Tree\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfine_grid\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mDecision Tree\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 14\u001b[39m \u001b[38;5;66;03m# Train XGBoost without redundant features\u001b[39;00m\n\u001b[32m 15\u001b[39m cmp_xgb = ClassifierComparisonOpt(X_xgb, y_train_val)\n", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[12]\u001b[39m\u001b[32m, line 63\u001b[39m, in \u001b[36mClassifierComparisonOpt.fit_models\u001b[39m\u001b[34m(self, models_with_params)\u001b[39m\n\u001b[32m 60\u001b[39m grid_search = GridSearchCV(model, param_grid, scoring=\u001b[33m'\u001b[39m\u001b[33maccuracy\u001b[39m\u001b[33m'\u001b[39m, cv=cv, n_jobs=-\u001b[32m1\u001b[39m)\n\u001b[32m 62\u001b[39m start_train = time.time()\n\u001b[32m---> \u001b[39m\u001b[32m63\u001b[39m \u001b[43mgrid_search\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 64\u001b[39m end_train = time.time()\n\u001b[32m 66\u001b[39m best_model = grid_search.best_estimator_\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib64/python3.13/site-packages/sklearn/base.py:1365\u001b[39m, in \u001b[36m_fit_context..decorator..wrapper\u001b[39m\u001b[34m(estimator, *args, **kwargs)\u001b[39m\n\u001b[32m 1358\u001b[39m estimator._validate_params()\n\u001b[32m 1360\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[32m 1361\u001b[39m skip_parameter_validation=(\n\u001b[32m 1362\u001b[39m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[32m 1363\u001b[39m )\n\u001b[32m 1364\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m1365\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib64/python3.13/site-packages/sklearn/model_selection/_search.py:1051\u001b[39m, in \u001b[36mBaseSearchCV.fit\u001b[39m\u001b[34m(self, X, y, **params)\u001b[39m\n\u001b[32m 1045\u001b[39m results = \u001b[38;5;28mself\u001b[39m._format_results(\n\u001b[32m 1046\u001b[39m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[32m 1047\u001b[39m )\n\u001b[32m 1049\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[32m-> \u001b[39m\u001b[32m1051\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1053\u001b[39m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[32m 1054\u001b[39m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[32m 1055\u001b[39m first_test_score = all_out[\u001b[32m0\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mtest_scores\u001b[39m\u001b[33m\"\u001b[39m]\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib64/python3.13/site-packages/sklearn/model_selection/_search.py:1605\u001b[39m, in \u001b[36mGridSearchCV._run_search\u001b[39m\u001b[34m(self, evaluate_candidates)\u001b[39m\n\u001b[32m 1603\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[32m 1604\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1605\u001b[39m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib64/python3.13/site-packages/sklearn/model_selection/_search.py:997\u001b[39m, in \u001b[36mBaseSearchCV.fit..evaluate_candidates\u001b[39m\u001b[34m(candidate_params, cv, more_results)\u001b[39m\n\u001b[32m 989\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.verbose > \u001b[32m0\u001b[39m:\n\u001b[32m 990\u001b[39m \u001b[38;5;28mprint\u001b[39m(\n\u001b[32m 991\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mFitting \u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[33m folds for each of \u001b[39m\u001b[38;5;132;01m{1}\u001b[39;00m\u001b[33m candidates,\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 992\u001b[39m \u001b[33m\"\u001b[39m\u001b[33m totalling \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[33m fits\u001b[39m\u001b[33m\"\u001b[39m.format(\n\u001b[32m 993\u001b[39m n_splits, n_candidates, n_candidates * n_splits\n\u001b[32m 994\u001b[39m )\n\u001b[32m 995\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m997\u001b[39m out = \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 998\u001b[39m \u001b[43m \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_fit_and_score\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 999\u001b[39m \u001b[43m \u001b[49m\u001b[43mclone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbase_estimator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1000\u001b[39m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1001\u001b[39m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1002\u001b[39m \u001b[43m \u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1003\u001b[39m \u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1004\u001b[39m \u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m=\u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1005\u001b[39m \u001b[43m \u001b[49m\u001b[43msplit_progress\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_splits\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1006\u001b[39m \u001b[43m \u001b[49m\u001b[43mcandidate_progress\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_candidates\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1007\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mfit_and_score_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1008\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1009\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mproduct\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 1010\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcandidate_params\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1011\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcv\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mrouted_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplitter\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplit\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1012\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1013\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1015\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) < \u001b[32m1\u001b[39m:\n\u001b[32m 1016\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 1017\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mNo fits were performed. \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 1018\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mWas the CV iterator empty? \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 1019\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mWere there no candidates?\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 1020\u001b[39m )\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib64/python3.13/site-packages/sklearn/utils/parallel.py:82\u001b[39m, in \u001b[36mParallel.__call__\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 73\u001b[39m warning_filters = warnings.filters\n\u001b[32m 74\u001b[39m iterable_with_config_and_warning_filters = (\n\u001b[32m 75\u001b[39m (\n\u001b[32m 76\u001b[39m _with_config_and_warning_filters(delayed_func, config, warning_filters),\n\u001b[32m (...)\u001b[39m\u001b[32m 80\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m delayed_func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m iterable\n\u001b[32m 81\u001b[39m )\n\u001b[32m---> \u001b[39m\u001b[32m82\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__call__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43miterable_with_config_and_warning_filters\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib64/python3.13/site-packages/joblib/parallel.py:2072\u001b[39m, in \u001b[36mParallel.__call__\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 2066\u001b[39m \u001b[38;5;66;03m# The first item from the output is blank, but it makes the interpreter\u001b[39;00m\n\u001b[32m 2067\u001b[39m \u001b[38;5;66;03m# progress until it enters the Try/Except block of the generator and\u001b[39;00m\n\u001b[32m 2068\u001b[39m \u001b[38;5;66;03m# reaches the first `yield` statement. This starts the asynchronous\u001b[39;00m\n\u001b[32m 2069\u001b[39m \u001b[38;5;66;03m# dispatch of the tasks to the workers.\u001b[39;00m\n\u001b[32m 2070\u001b[39m \u001b[38;5;28mnext\u001b[39m(output)\n\u001b[32m-> \u001b[39m\u001b[32m2072\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m output \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.return_generator \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib64/python3.13/site-packages/joblib/parallel.py:1682\u001b[39m, in \u001b[36mParallel._get_outputs\u001b[39m\u001b[34m(self, iterator, pre_dispatch)\u001b[39m\n\u001b[32m 1679\u001b[39m \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[32m 1681\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m._backend.retrieval_context():\n\u001b[32m-> \u001b[39m\u001b[32m1682\u001b[39m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m._retrieve()\n\u001b[32m 1684\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mGeneratorExit\u001b[39;00m:\n\u001b[32m 1685\u001b[39m \u001b[38;5;66;03m# The generator has been garbage collected before being fully\u001b[39;00m\n\u001b[32m 1686\u001b[39m \u001b[38;5;66;03m# consumed. This aborts the remaining tasks if possible and warn\u001b[39;00m\n\u001b[32m 1687\u001b[39m \u001b[38;5;66;03m# the user if necessary.\u001b[39;00m\n\u001b[32m 1688\u001b[39m \u001b[38;5;28mself\u001b[39m._exception = \u001b[38;5;28;01mTrue\u001b[39;00m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib64/python3.13/site-packages/joblib/parallel.py:1800\u001b[39m, in \u001b[36mParallel._retrieve\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1789\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.return_ordered:\n\u001b[32m 1790\u001b[39m \u001b[38;5;66;03m# Case ordered: wait for completion (or error) of the next job\u001b[39;00m\n\u001b[32m 1791\u001b[39m \u001b[38;5;66;03m# that have been dispatched and not retrieved yet. If no job\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 1795\u001b[39m \u001b[38;5;66;03m# control only have to be done on the amount of time the next\u001b[39;00m\n\u001b[32m 1796\u001b[39m \u001b[38;5;66;03m# dispatched job is pending.\u001b[39;00m\n\u001b[32m 1797\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m (nb_jobs == \u001b[32m0\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[32m 1798\u001b[39m \u001b[38;5;28mself\u001b[39m._jobs[\u001b[32m0\u001b[39m].get_status(timeout=\u001b[38;5;28mself\u001b[39m.timeout) == TASK_PENDING\n\u001b[32m 1799\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m1800\u001b[39m \u001b[43mtime\u001b[49m\u001b[43m.\u001b[49m\u001b[43msleep\u001b[49m\u001b[43m(\u001b[49m\u001b[32;43m0.01\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 1801\u001b[39m \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[32m 1803\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m nb_jobs == \u001b[32m0\u001b[39m:\n\u001b[32m 1804\u001b[39m \u001b[38;5;66;03m# Case unordered: jobs are added to the list of jobs to\u001b[39;00m\n\u001b[32m 1805\u001b[39m \u001b[38;5;66;03m# retrieve `self._jobs` only once completed or in error, which\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 1811\u001b[39m \u001b[38;5;66;03m# timeouts before any other dispatched job has completed and\u001b[39;00m\n\u001b[32m 1812\u001b[39m \u001b[38;5;66;03m# been added to `self._jobs` to be retrieved.\u001b[39;00m\n", - "\u001b[31mKeyboardInterrupt\u001b[39m: " + "Tuning Decision Tree ...\n", + "Tuning XGBoost ...\n", + "Tuning Random Forest ...\n", + "\n", + "------ Results Sorted by Accuracy ------\n", + " Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n", + " XGBoost 0.867893 0.863335 0.867893 0.863496 {'learning_rate': 0.15, 'max_depth': 5, 'n_estimators': 100} 27.545653 0.011063 27.556716\n", + "Random Forest 0.859606 0.854161 0.859606 0.853520 {'max_depth': 15, 'min_samples_split': 8, 'n_estimators': 150} 117.926460 0.047736 117.974195\n", + "Decision Tree 0.848666 0.843533 0.848666 0.837078 {'max_depth': 8, 'min_samples_split': 4} 1.503573 0.004421 1.507995\n" ] } ], @@ -504,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "a470fd20", "metadata": {}, "outputs": [ diff --git a/Report/MLPproject.aux b/Report/MLPproject.aux index cf3e1c43..ace399f5 100644 --- a/Report/MLPproject.aux +++ b/Report/MLPproject.aux @@ -57,7 +57,6 @@ \newlabel{rf_metrics@cref}{{[table][4][]4}{[1][4][]4}} \@writefile{toc}{\contentsline {subsection}{\numberline {5.4}Overfitting and Underfitting}{4}{subsection.5.4}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {5.5}Feature Importance}{4}{subsection.5.5}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {6}Summary}{4}{section.6}\protected@file@percent } \newlabel{fig:featureImportanceDT}{{2(a)}{5}{\relax }{figure.caption.6}{}} \newlabel{fig:featureImportanceDT@cref}{{[subfigure][1][2]2(a)}{[1][4][]5}} \newlabel{sub@fig:featureImportanceDT}{{(a)}{5}{\relax }{figure.caption.6}{}} @@ -69,6 +68,7 @@ \@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces The feature importance graphs for the Decision Tree model and the Random Forest model based on the validation data.\relax }}{5}{figure.caption.6}\protected@file@percent } \newlabel{fig:}{{2}{5}{The feature importance graphs for the Decision Tree model and the Random Forest model based on the validation data.\relax }{figure.caption.6}{}} \newlabel{fig:@cref}{{[figure][2][]2}{[1][4][]5}} +\@writefile{toc}{\contentsline {section}{\numberline {6}Summary}{5}{section.6}\protected@file@percent } \ttl@finishall \newlabel{LastPage}{{}{5}{}{page.5}{}} \xdef\lastpage@lastpage{5} diff --git a/Report/MLPproject.fdb_latexmk b/Report/MLPproject.fdb_latexmk index edf98ffc..8aadda8d 100644 --- a/Report/MLPproject.fdb_latexmk +++ b/Report/MLPproject.fdb_latexmk @@ -1,6 +1,6 @@ # Fdb version 4 -["pdflatex"] 1761920867.71702 "/home/petrus/Documents/MLP/Projects/MLPproject/Report/MLPproject.tex" "MLPproject.pdf" "MLPproject" 1761920868.83079 0 - "/home/petrus/Documents/MLP/Projects/MLPproject/Report/MLPproject.tex" 1761920867.50658 24533 58032bad0234d994ba6556d7acc5212e "" +["pdflatex"] 1761921952.93435 "/home/petrus/Documents/MLP/Projects/MLPproject/Report/MLPproject.tex" "MLPproject.pdf" "MLPproject" 1761921953.99247 0 + "/home/petrus/Documents/MLP/Projects/MLPproject/Report/MLPproject.tex" 1761921952.70534 24812 36992a9467feb6ff9f9f97a89afe5aee "" "/usr/share/texlive/texmf-dist/fonts/enc/dvips/base/8r.enc" 1737590400 4850 80dc9bab7f31fb78a000ccfed0e27cab "" "/usr/share/texlive/texmf-dist/fonts/map/fontname/texfonts.map" 1577235249 3524 cb3e574dea2d1052e39280babc910dc8 "" "/usr/share/texlive/texmf-dist/fonts/tfm/adobe/helvetic/phvb7t.tfm" 1136768653 2240 eb56c13537f4d8a0bd3fafc25572b1bd "" @@ -131,10 +131,10 @@ "/var/lib/texmf/web2c/pdftex/pdflatex.fmt" 1761127067 7753793 c9f4d2c19ab997188c605d7179b0cdc0 "" "CM_dt.png" 1761920482.34887 97023 ce9f07bdb4551ffd7f80782b99a54328 "" "CM_rf.png" 1761920484.96582 98726 a24b8d53317f0e7e65e41ed83ef8fae5 "" - 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75i,12n,77p,1656b,605s stack positions out of 10000i,1000n,20000p,200000b,200000s + 75i,12n,77p,1812b,605s stack positions out of 10000i,1000n,20000p,200000b,200000s -Output written on MLPproject.pdf (5 pages, 305630 bytes). +Output written on MLPproject.pdf (5 pages, 305913 bytes). PDF statistics: 191 PDF objects out of 1000 (max. 8388607) 148 compressed objects within 2 object streams diff --git a/Report/MLPproject.pdf b/Report/MLPproject.pdf index c3153b15..ffde66ce 100644 Binary files a/Report/MLPproject.pdf and b/Report/MLPproject.pdf differ diff --git a/Report/MLPproject.synctex.gz b/Report/MLPproject.synctex.gz index c1faa1bc..a43ab618 100644 Binary files a/Report/MLPproject.synctex.gz and b/Report/MLPproject.synctex.gz differ diff --git a/Report/MLPproject.tex b/Report/MLPproject.tex index b4f45360..22a9105c 100644 --- a/Report/MLPproject.tex +++ b/Report/MLPproject.tex @@ -41,7 +41,7 @@ \Authors{Petrus Einarsson\textsuperscript{1}*, Jakob Nyström\textsuperscript{1}*} % Authors \affiliation{\textsuperscript{1}\textit{Department of Physics, Umeå University, Umeå, Sweden}} % Author affiliation -\affiliation{*\textbf{Corresponding authors}: peei0011@student.umu.se, jany0047@student.umu.se} % Corresponding author +\affiliation{*\textbf{Corresponding authors}: peei0011@student.umu.se, jany0047@student.umu.se } % Corresponding author \affiliation{*\textbf{Supervisor}: shahab.fatemi@umu.se} \Keywords{} % Keywords - if you don't want any simply remove all the text between the curly brackets \newcommand{\keywordname}{Keywords} % Defines the keywords heading name @@ -197,7 +197,7 @@ Table (\ref{dt_metrics}) and (\ref{rf_metrics}) shows the class-wise metrics of At a first glance at both the confusion matricies and the performance metrics the models do not look to be that good. But what has to be considered is the data that we are analyzing. We are looking at what possible indicators there are for a person to earn more than a certain amount of money. This is real world data and in the real world there is a lot of unique ways of earning money. While there certainly are some indicators that will clearly tell that somebody is earning a lot of money, there are other factors that are not as telling. This means that some features are less important than others. This can be seen in our models in the feature importance graphs in figure(\ref{fig:featureImportanceDT}) and (\ref{fig:featureImportanceRF}). This also means that there will be plenty of outliers in the data. No matter how good the model is, it cannot possibly catch all of these outliers. If it did it would be overfitted. We simply cannot expect a model to have very good accuracy on this type of data set. -An important thing to touch on is the poor fit on higher-earning people by our model. We see that both models produce a precision of 77\% on the lower-earning individuals, which is quite bad compared to the precision of 87\% and 89\% on the higher-earning individuals. This means that out of all individuals predicted as higher-earning, only 77\% are correctly predicted. Even more notably, there is a very big discrepancy on the recall between the two classes. Recalls of 56\% and 63\% for the higher-earning class compared to 95\% and 94\% shows that out of all the higher-earning individuals, the models are not good at correctly detecting them as higher-earning. As we talked about above there may be many reasons for this poor fit. Of note is that we have optimized this model to find the best accuracy on all data point. We therefore stride to classify as many total data points correctly as possible and not on getting the best average for the classes separetly. Since there are more lower-earning people in our dataset it is very reasonable for the model to have optimised for that as well since it gives the best weighted accuracy. As previosly stated, the scoring metrics used for training the models should be adapted based on the problem at hand. If the problem requires similiar metrics across the classes, one should instead consider using scoring metrics such as balanced accuracy score, which are adapted to produce such results. +An important thing to touch on is the poor fit on higher-earning people by our model. We see that both models produce a precision of 77\% on the lower-earning individuals, which is quite bad compared to the precision of 87\% and 89\% on the higher-earning individuals. This means that out of all individuals predicted as higher-earning, only 77\% are correctly predicted. Even more notably, there is a very big discrepancy on the recall between the two classes. Recalls of 56\% and 63\% for the higher-earning class compared to 95\% and 94\% shows that out of all the higher-earning individuals, the models are not good at correctly detecting them as higher-earning. Additionally, the F1-score of both classes demonstrates the discrepancy of the overall performances across the classes. It shows that the harmonic average of precision and recall is significantly lower for the lower-earning individuals than for the higher earning individuals. As we talked about above there may be many reasons for this poor fit. Of note is that we have optimized this model to find the best accuracy on all data point. We therefore stride to classify as many total data points correctly as possible and not on getting the best average for the classes separetly. Since there are more lower-earning people in our dataset it is very reasonable for the model to have optimised for that as well since it gives the best weighted accuracy. As previosly stated, the scoring metrics used for training the models should be adapted based on the problem at hand. If the problem requires similiar metrics across the classes, one should instead consider using scoring metrics such as balanced accuracy score, which are adapted to produce such results. \subsection{Overfitting and Underfitting} We spent some time tuning the hyperparameters to ensure that we did not overfit. If we compare the validation results with the test results we see that the performance metrics do not change much at all. This is what we want to see as this means that we have avoidede overfitting the model. This means that our model could be used on other similar datasets and hopefully give similar perfomances. We also do not want our model to be underfit. This is a bit harder to validate as we want the errors to be as small as possible for both training and testing and as we stated before I believe that this is a difficult dataaset to get a great fit to. Therefore we believe that we have found a model that has a decent enough balance between bias and variance. diff --git a/Report/MLPproject.toc b/Report/MLPproject.toc index f2b6eebd..b3f93063 100644 --- a/Report/MLPproject.toc +++ b/Report/MLPproject.toc @@ -16,5 +16,5 @@ \contentsline {subsection}{\numberline {5.3}Analyzing the Performance}{4}{subsection.5.3}% \contentsline {subsection}{\numberline {5.4}Overfitting and Underfitting}{4}{subsection.5.4}% \contentsline {subsection}{\numberline {5.5}Feature Importance}{4}{subsection.5.5}% -\contentsline {section}{\numberline {6}Summary}{4}{section.6}% +\contentsline {section}{\numberline {6}Summary}{5}{section.6}% \contentsfinish diff --git a/decision_tree.pdf b/decision_tree.pdf index 4d4188a7..45c78211 100644 Binary files a/decision_tree.pdf and b/decision_tree.pdf differ