diff --git a/Analysis.ipynb b/Analysis.ipynb index cf89033f..0ae09fa6 100644 --- a/Analysis.ipynb +++ b/Analysis.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "557ed2b5", "metadata": {}, "outputs": [ @@ -89,8 +89,8 @@ "plt.show()\n", "\n", "#df_encoded.head(10)\n", - "df_encoded.info()\n", - "#df.head(20)\n" + "#df_encoded.info()\n", + "df.head(20)\n" ] }, { diff --git a/Decision_tree.ipynb b/Decision_tree.ipynb index 501ce55d..71296cbd 100644 --- a/Decision_tree.ipynb +++ b/Decision_tree.ipynb @@ -5,7 +5,8 @@ "id": "946e852d", "metadata": {}, "source": [ - "### Toymodel as an initial test" + "### Toymodel as an initial test\n", + "This is only a quick test to see if the model is applicable" ] }, { @@ -15,43 +16,17 @@ "metadata": {}, "outputs": [ { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Classification Report:\n", - " precision recall f1-score support\n", - "\n", - " Poor 0.87 0.87 0.87 4524\n", - " Rich 0.62 0.62 0.62 1509\n", - "\n", - " 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" + "ename": "TypeError", + "evalue": "cannot unpack non-iterable DecisionTreeClassifier object", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[18]\u001b[39m\u001b[32m, line 46\u001b[39m\n\u001b[32m 41\u001b[39m model = Pipeline([\n\u001b[32m 42\u001b[39m (DecisionTreeClassifier(random_state=\u001b[32m42\u001b[39m)) \u001b[38;5;66;03m# Train Decision Tree Regressor\u001b[39;00m\n\u001b[32m 43\u001b[39m ])\n\u001b[32m 45\u001b[39m \u001b[38;5;66;03m# Train the model\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m46\u001b[39m \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 47\u001b[39m y_pred = model.predict(X_val)\n\u001b[32m 49\u001b[39m \u001b[38;5;66;03m# Visualize the decision tree\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib/python3.12/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/lib/python3.12/site-packages/sklearn/pipeline.py:654\u001b[39m, in \u001b[36mPipeline.fit\u001b[39m\u001b[34m(self, X, y, **params)\u001b[39m\n\u001b[32m 647\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m _routing_enabled() \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m.transform_input \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 648\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 649\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mThe `transform_input` parameter can only be set if metadata \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 650\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mrouting is enabled. You can enable metadata routing using \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 651\u001b[39m \u001b[33m\"\u001b[39m\u001b[33m`sklearn.set_config(enable_metadata_routing=True)`.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 652\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m654\u001b[39m routed_params = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_check_method_params\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfit\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprops\u001b[49m\u001b[43m=\u001b[49m\u001b[43mparams\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 655\u001b[39m Xt = \u001b[38;5;28mself\u001b[39m._fit(X, y, routed_params, raw_params=params)\n\u001b[32m 656\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m _print_elapsed_time(\u001b[33m\"\u001b[39m\u001b[33mPipeline\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28mself\u001b[39m._log_message(\u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m.steps) - \u001b[32m1\u001b[39m)):\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib/python3.12/site-packages/sklearn/pipeline.py:454\u001b[39m, in \u001b[36mPipeline._check_method_params\u001b[39m\u001b[34m(self, method, props, **kwargs)\u001b[39m\n\u001b[32m 449\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m routed_params\n\u001b[32m 450\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 451\u001b[39m fit_params_steps = Bunch(\n\u001b[32m 452\u001b[39m **{\n\u001b[32m 453\u001b[39m name: Bunch(**{method: {} \u001b[38;5;28;01mfor\u001b[39;00m method \u001b[38;5;129;01min\u001b[39;00m METHODS})\n\u001b[32m--> \u001b[39m\u001b[32m454\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m name, step \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m.steps\n\u001b[32m 455\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m step \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 456\u001b[39m }\n\u001b[32m 457\u001b[39m )\n\u001b[32m 458\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m pname, pval \u001b[38;5;129;01min\u001b[39;00m props.items():\n\u001b[32m 459\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33m__\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m pname:\n", + "\u001b[31mTypeError\u001b[39m: cannot unpack non-iterable DecisionTreeClassifier object" ] } ], @@ -67,10 +42,6 @@ "from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n", "from scipy.stats import randint\n", "\n", - "\n", - "\n", - "\n", - "\n", "# Load dataset\n", "df = pd.read_csv('./Datasets/adult.csv', comment = '#')\n", "\n", @@ -209,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "e68b1ea9", "metadata": {}, "outputs": [], @@ -262,6 +233,11 @@ " 'max_depth': [None, 5, 10, 20],\n", " 'min_samples_split': [2, 5, 10],\n", " #'min_samples_leaf': [2, 4, 6]\n", + " }),\n", + " 'XGBoost': (XGBClassifier(eval_metric='mlogloss', random_state=42), {\n", + " 'n_estimators': [50, 100, 200],\n", + " 'learning_rate': [0.01, 0.1, 0.2, 0.5, 1.0],\n", + " 'max_depth': [3, 5, 10]\n", " })\n", " }\n", "\n", @@ -276,7 +252,7 @@ " for name, (model, param_grid) in models_with_params.items():\n", " print(f\"Tuning {name} ...\")\n", " \n", - " grid_search = GridSearchCV(model, param_grid, scoring='accuracy', cv=cv, n_jobs=-1)\n", + " grid_search = GridSearchCV(model, param_grid, scoring='accuracy', cv=cv, n_jobs=-2)\n", " \n", " start_train = time.time()\n", " grid_search.fit(self.X_train, self.y_train)\n", @@ -355,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "d6fd1fee", "metadata": {}, "outputs": [ @@ -363,18 +339,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "Tuning Decision Tree ...\n", + "Tuning Decision Tree ...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Tuning Random Forest ...\n", + "Tuning XGBoost ...\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", - "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 160.295069 0.188931 160.484000\n", - "Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 11.927628 0.006326 11.933954\n", + " XGBoost 0.868059 0.863590 0.868059 0.863957 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 100} 25.874328 0.005939 25.880267\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 125.898729 0.065410 125.964139\n", + "Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 9.028944 0.001837 9.030781\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} 11.927628 0.006326 11.933954\n", - "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 160.295069 0.188931 160.484000\n" + "Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 9.028944 0.001837 9.030781\n", + " XGBoost 0.868059 0.863590 0.868059 0.863957 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 100} 25.874328 0.005939 25.880267\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 125.898729 0.065410 125.964139\n" ] } ], @@ -396,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "4185a428", "metadata": {}, "outputs": [ @@ -406,16 +391,19 @@ "text": [ "Tuning Decision Tree ...\n", "Tuning Random Forest ...\n", + "Tuning XGBoost ...\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", - "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 167.364476 0.126707 167.491183\n", - "Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 2.160097 0.003498 2.163594\n", + " XGBoost 0.868556 0.864049 0.868556 0.864181 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 75} 11.834481 0.006366 11.840847\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 129.781899 0.075195 129.857094\n", + "Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 1.778030 0.002314 1.780344\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} 2.160097 0.003498 2.163594\n", - "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 167.364476 0.126707 167.491183\n" + "Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 1.778030 0.002314 1.780344\n", + " XGBoost 0.868556 0.864049 0.868556 0.864181 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 75} 11.834481 0.006366 11.840847\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 129.781899 0.075195 129.857094\n" ] }, { @@ -437,6 +425,16 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -451,7 +449,12 @@ " 'n_estimators': [75, 100, 150], \n", " 'max_depth': [15, 20, 25],\n", " 'min_samples_split': [8, 10, 12],\n", - " })\n", + " }),\n", + " 'XGBoost': (XGBClassifier(eval_metric='mlogloss', random_state=42), {\n", + " 'n_estimators': [75, 100, 150],\n", + " 'learning_rate': [0.15, 0.2, 0.25],\n", + " 'max_depth': [4, 5, 6]\n", + " })\n", " }\n", "\n", "# optimized classifiers and find their hyperparameters\n", @@ -475,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "776cdb17", "metadata": {}, "outputs": [ @@ -484,138 +487,97 @@ "output_type": "stream", "text": [ "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", - "Decision Tree 0.846842 0.840202 0.846842 0.840706 {'max_depth': 10, 'min_samples_leaf': 1, 'min_samples_split': 5} 10.301274 0.007761 10.309036\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 0.846842 0.840202 0.846842 0.840706 {'max_depth': 10, 'min_samples_leaf': 1, 'min_samples_split': 5} 10.301274 0.007761 10.309036\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} 20.872965 0.009083 20.882048\n", + "Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 140.562873 0.179120 140.741993\n", + "Decision Tree 0.848666 0.843533 0.848666 0.837078 {'max_depth': 8, 'min_samples_split': 4} 1.247936 0.001514 1.249449\n" ] - }, - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " age education.num relationship capital.gain capital.loss \\\n", - "19841 35 10 0 0 0 \n", - "24329 50 9 4 0 0 \n", - "10002 43 9 0 0 0 \n", - "25682 23 10 3 0 0 \n", - "13800 30 10 1 0 0 \n", - "\n", - " hours.per.week \n", - "19841 45 \n", - "24329 12 \n", - "10002 45 \n", - "25682 24 \n", - "13800 40 " - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "# Remove redundant features\n", - "X_filtered = X_train_val.drop(columns=['sex', 'native.country', 'marital.status', 'race', 'occupation', 'workclass'])\n", + "# Remove redundant features for decision tree\n", + "X_dt = X_train_val.drop(columns=['sex', 'native.country', 'marital.status', 'race', 'occupation', 'workclass'])\n", "\n", - "# optimized classifiers and find their hyperparameters\n", - "clf_opt = ClassifierComparisonOpt(X_filtered, y_train_val)\n", - "clf_opt.fit_models()\n", - "clf_opt.print_summary()\n", + "# Remove redundant features for XGBoost\n", + "X_xgb = X_train_val.drop(columns=['native.country', 'race'])\n", "\n", - "# Show feature importance for each model\n", - "clf_opt.show_feature_importance()\n", - "X_filtered.head()" + "# Train decision tree without redundant features\n", + "cmp_dt = ClassifierComparisonOpt(X_dt, y_train_val)\n", + "cmp_dt.fit_models({'Decision Tree': fine_grid['Decision Tree']})\n", + "\n", + "# Train XGBoost without redundant features\n", + "cmp_xgb = ClassifierComparisonOpt(X_xgb, y_train_val)\n", + "cmp_xgb.fit_models({'XGBoost': fine_grid['XGBoost']})\n", + "\n", + "# Train Random Forest, keep all features\n", + "cmp_rf = ClassifierComparisonOpt(X_train_val, y_train_val)\n", + "cmp_rf.fit_models({'Random Forest': fine_grid['Random Forest']})\n", + "\n", + "# Print results\n", + "res = pd.concat([cmp_dt.results_df, cmp_rf.results_df, cmp_xgb.results_df])\n", + "print(\"\\n------ Results Sorted by Accuracy ------\")\n", + "print(res.sort_values(by='Accuracy', ascending=False).to_string(index=False))" + ] + }, + { + "cell_type": "markdown", + "id": "6fbac4c8", + "metadata": {}, + "source": [ + "### Final Models" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a470fd20", + "metadata": {}, + "outputs": [], + "source": [ + "# ---------------------------- Decision Tree ----------------------------\n", + "dt = Pipeline([\n", + " ('dt', DecisionTreeClassifier(max_depth=8, min_samples_split=4, random_state=42)) \n", + "])\n", + "\n", + "# Train the model\n", + "dt.fit(X_train_val, y_train_val)\n", + "y_pred = dt.predict(X_test)\n", + "\n", + "# Classification Report\n", + "print(\"Classification Report:\")\n", + "print(classification_report(y_val, y_pred, target_names=[\"Poor\", \"Rich\"]))\n", + "\n", + "\n", + "# ---------------------------- Random Forest ----------------------------\n", + "rf = Pipeline([\n", + " ('rf', RandomForestClassifier(max_depth=20, min_samples_split=10, n_estimators=100, bootstrap=True, random_state=42))\n", + "])\n", + "\n", + "# Train the model\n", + "rf.fit(X_train_val, y_train_val)\n", + "y_pred = rf.predict(X_test)\n", + "\n", + "# Classification Report\n", + "print(\"Classification Report:\")\n", + "print(classification_report(y_val, y_pred, target_names=[\"Poor\", \"Rich\"]))\n", + "\n", + "\n", + "# ---------------------------- Random Forest ----------------------------\n", + "xgb = Pipeline([\n", + " ('xgb', XGBClassifier(learning_rate=0.15, max_depth=5, n_estimators=100, random_state=42))\n", + "])\n", + "\n", + "# Train the model\n", + "xgb.fit(X_train_val, y_train_val)\n", + "y_pred = cmp_xgb.predict(X_test)\n", + "\n", + "# Classification Report\n", + "print(\"Classification Report:\")\n", + "print(classification_report(y_val, y_pred, target_names=[\"Poor\", \"Rich\"]))" ] } ],