474 lines
321 KiB
Plaintext
474 lines
321 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "946e852d",
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"metadata": {},
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"id": "0952f099",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x1200 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"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",
|
|
"<class 'pandas.core.frame.DataFrame'>\n",
|
|
"Index: 30162 entries, 1 to 32560\n",
|
|
"Data columns (total 13 columns):\n",
|
|
" # Column Non-Null Count Dtype\n",
|
|
"--- ------ -------------- -----\n",
|
|
" 0 age 30162 non-null int64\n",
|
|
" 1 workclass 30162 non-null int64\n",
|
|
" 2 education.num 30162 non-null int64\n",
|
|
" 3 marital.status 30162 non-null int64\n",
|
|
" 4 occupation 30162 non-null int64\n",
|
|
" 5 relationship 30162 non-null int64\n",
|
|
" 6 race 30162 non-null int64\n",
|
|
" 7 sex 30162 non-null int64\n",
|
|
" 8 capital.gain 30162 non-null int64\n",
|
|
" 9 capital.loss 30162 non-null int64\n",
|
|
" 10 hours.per.week 30162 non-null int64\n",
|
|
" 11 native.country 30162 non-null int64\n",
|
|
" 12 income 30162 non-null int64\n",
|
|
"dtypes: int64(13)\n",
|
|
"memory usage: 3.2 MB\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from sklearn.model_selection import train_test_split, RandomizedSearchCV, KFold, StratifiedKFold, GridSearchCV\n",
|
|
"from sklearn.pipeline import Pipeline\n",
|
|
"from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
|
|
"from sklearn.preprocessing import LabelEncoder\n",
|
|
"from sklearn.metrics import mean_squared_error, mean_absolute_error , r2_score\n",
|
|
"from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n",
|
|
"from scipy.stats import randint\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"# Load dataset\n",
|
|
"df = pd.read_csv('./Datasets/adult.csv', comment = '#')\n",
|
|
"\n",
|
|
"# First, create a copy of the dataframe to avoid modifying the original\n",
|
|
"df_encoded = df.copy()\n",
|
|
"df_encoded.drop(['fnlwgt', 'education'], axis=1, inplace=True)\n",
|
|
"\n",
|
|
"# drop all rows that contain '?'\n",
|
|
"for column in df_encoded.columns:\n",
|
|
" df_encoded = df_encoded[df_encoded[column] != '?']\n",
|
|
"\n",
|
|
"# Apply label encoding to categorical columns\n",
|
|
"label_encoder = LabelEncoder()\n",
|
|
"categorical_columns = ['workclass', 'marital.status', 'occupation', \n",
|
|
" 'relationship', 'race', 'sex', 'native.country', 'income']\n",
|
|
"\n",
|
|
"for column in categorical_columns:\n",
|
|
" df_encoded[column] = label_encoder.fit_transform(df_encoded[column])\n",
|
|
"\n",
|
|
"# Now properly separate features and target\n",
|
|
"X = df_encoded.drop(columns=['income'])\n",
|
|
"y = df_encoded['income']\n",
|
|
"\n",
|
|
"# Split the data\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
|
|
"X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.25, random_state=42)\n",
|
|
"\n",
|
|
"\n",
|
|
"# Build pipeline\n",
|
|
"model = Pipeline([\n",
|
|
" ('full_dt_classifier', DecisionTreeClassifier(random_state=42)) # Train Decision Tree Regressor\n",
|
|
"])\n",
|
|
"\n",
|
|
"# Train the model\n",
|
|
"model.fit(X_train, y_train)\n",
|
|
"y_pred = model.predict(X_val)\n",
|
|
"\n",
|
|
"# Visualize the decision tree\n",
|
|
"plt.figure(figsize=(12, 12))\n",
|
|
"plot_tree(\n",
|
|
" model.named_steps['full_dt_classifier'],\n",
|
|
" feature_names=X.columns,\n",
|
|
" class_names=[\"Poor\", \"Rich\"],\n",
|
|
" filled=True,\n",
|
|
" rounded=True,\n",
|
|
" max_depth=5, # Keep tree shallow for readability\n",
|
|
" fontsize=3,\n",
|
|
" precision=2 # Limit decimals\n",
|
|
")\n",
|
|
"\n",
|
|
"plt.savefig('decision_tree.pdf', format='pdf', dpi=300)\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"#mse = mean_squared_error(y_val, y_pred)\n",
|
|
"#print(f'Mean Squared Error: {mse}')\n",
|
|
"\n",
|
|
"CM = confusion_matrix(y_val, y_pred)\n",
|
|
"disp = ConfusionMatrixDisplay(confusion_matrix=CM, display_labels=[\"Poor\", \"Rich\"])\n",
|
|
"disp.plot(cmap=\"Blues\")\n",
|
|
"plt.title(\"Confusion Matrix\")\n",
|
|
"plt.show() \n",
|
|
"\n",
|
|
"print(\"Classification Report:\")\n",
|
|
"print(classification_report(y_val, y_pred, target_names=[\"Poor\", \"Rich\"]))\n",
|
|
"\n",
|
|
"df_encoded.info()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "bfaae28c",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Hyperparameter tuning"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "e567e4e9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Classification Report:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" Poor 0.88 0.93 0.90 4524\n",
|
|
" Rich 0.75 0.62 0.68 1509\n",
|
|
"\n",
|
|
" accuracy 0.85 6033\n",
|
|
" macro avg 0.81 0.78 0.79 6033\n",
|
|
"weighted avg 0.85 0.85 0.85 6033\n",
|
|
"\n",
|
|
"Best max_depth: 12\n",
|
|
"Best min_samples_split: 18\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Hyperparameters search space\n",
|
|
"param_dist = {\n",
|
|
" 'full_dt_classifier__max_depth': randint(3, 20),\n",
|
|
" 'full_dt_classifier__min_samples_split': randint(2, 20),\n",
|
|
" 'full_dt_classifier__min_samples_leaf': randint(1, 15),\n",
|
|
"}\n",
|
|
"\n",
|
|
"# Ranodmized search for hyperparameter tuning\n",
|
|
"random_search = RandomizedSearchCV(\n",
|
|
" estimator=model,\n",
|
|
" param_distributions=param_dist,\n",
|
|
" n_iter = 300,\n",
|
|
" cv = 10,\n",
|
|
" scoring = 'r2',\n",
|
|
" n_jobs = -1,\n",
|
|
" random_state = 42\n",
|
|
")\n",
|
|
"\n",
|
|
"#K_fold = KFold(n_splits=10, shuffle=True, random_state=42)\n",
|
|
"#cv = StratifiedKFold(n_splits=10, shuffle=True, random_state=42)\n",
|
|
"#grid_search = GridSearchCV(model, param_grid, scoring='accuracy', cv=cv, n_jobs=-1)\n",
|
|
"\n",
|
|
"# Fit search\n",
|
|
"random_search.fit(X_train, y_train)\n",
|
|
"random_search.fit(X_train, y_train)\n",
|
|
"\n",
|
|
"# Best model training\n",
|
|
"best_model = random_search.best_estimator_\n",
|
|
"y_pred_best = best_model.predict(X_val)\n",
|
|
"\n",
|
|
"print(\"Classification Report:\")\n",
|
|
"print(classification_report(y_val, y_pred_best, target_names=[\"Poor\", \"Rich\"]))\n",
|
|
"\n",
|
|
"best_max_depth = best_model.named_steps['full_dt_classifier'].max_depth\n",
|
|
"best_min_samples_split = best_model.named_steps['full_dt_classifier'].min_samples_split\n",
|
|
"best_min_samples_leaf = best_model.named_steps['full_dt_classifier'].min_samples_leaf\n",
|
|
"\n",
|
|
"print(f'Best max_depth: {best_max_depth}')\n",
|
|
"print(f'Best min_samples_split: {best_min_samples_split}')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a37f45b4",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Classifier comparison\n",
|
|
"(This is taken from the ensemble lab)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "e68b1ea9",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.model_selection import GridSearchCV, StratifiedKFold\n",
|
|
"import time\n",
|
|
"from sklearn.preprocessing import StandardScaler\n",
|
|
"from sklearn.metrics import (accuracy_score, precision_score, \n",
|
|
" recall_score, f1_score, \n",
|
|
" confusion_matrix, ConfusionMatrixDisplay)\n",
|
|
"from sklearn.ensemble import (RandomForestClassifier, BaggingClassifier, \n",
|
|
" AdaBoostClassifier, GradientBoostingClassifier)\n",
|
|
"from xgboost import XGBClassifier # Requires installation of the package ; Not a native function in sklearn\n",
|
|
"from lightgbm import LGBMClassifier # Requires installation of the package; Not a native function in sklearn\n",
|
|
"from catboost import CatBoostClassifier # Requires installation of the package; Not a native function in sklearn\n",
|
|
"\n",
|
|
"class ClassifierComparisonOpt:\n",
|
|
" def __init__(self, X, y, test_size=0.3, use_bootstrap=True, random_state=42, cv_folds=10):\n",
|
|
" # Split data stratified by labels\n",
|
|
" X_train, X_test, y_train, y_test = train_test_split(\n",
|
|
" X, y, test_size=test_size, stratify=y, random_state=random_state)\n",
|
|
"\n",
|
|
" # Scale features\n",
|
|
" scaler = StandardScaler()\n",
|
|
" self.X_train = scaler.fit_transform(X_train)\n",
|
|
" self.X_test = scaler.transform(X_test)\n",
|
|
"\n",
|
|
" self.y_train = y_train\n",
|
|
" self.y_test = y_test\n",
|
|
" self.use_bootstrap = use_bootstrap\n",
|
|
" self.cv_folds = cv_folds\n",
|
|
" self.models = {}\n",
|
|
" self.results = {}\n",
|
|
" self.results_df = None\n",
|
|
"\n",
|
|
" # Define the classifiers and their hyperparameters\n",
|
|
" def get_models_with_params(self):\n",
|
|
" return {\n",
|
|
" 'Decision Tree': (DecisionTreeClassifier(random_state=42), {\n",
|
|
" 'max_depth': [None, 10, 11, 12, 13, 14, 15, 16],\n",
|
|
" 'min_samples_split': [3, 4, 5, 6, 7, 8, 9]\n",
|
|
" }),\n",
|
|
" 'Random Forest': (RandomForestClassifier(bootstrap=self.use_bootstrap, random_state=42), {\n",
|
|
" 'n_estimators': [50, 100, 200], # I currently don't know how to tune this\n",
|
|
" 'max_depth': [None, 10, 11, 12, 13, 14, 15, 16],\n",
|
|
" 'min_samples_split': [3, 4, 5, 6, 7, 8, 9]\n",
|
|
" }),\n",
|
|
" #'Bagging': (BaggingClassifier(bootstrap=self.use_bootstrap, random_state=42), {\n",
|
|
" # 'n_estimators': [50, 100, 200],\n",
|
|
" # 'max_samples': [0.5, 1.0],\n",
|
|
" # 'oob_score': [True, False],\n",
|
|
" #}),\n",
|
|
" # SAMME: Stagewise Additive Modeling using a Multi-class Exponential loss\n",
|
|
" #'AdaBoost': (AdaBoostClassifier(algorithm='SAMME', random_state=42), {\n",
|
|
" # 'n_estimators': [50, 100, 200],\n",
|
|
" # 'learning_rate': [0.01, 0.1, 0.2, 0.5, 1.0]\n",
|
|
" #}),\n",
|
|
" #'Gradient Boosting': (GradientBoostingClassifier(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",
|
|
" #'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",
|
|
" #'LightGBM': (LGBMClassifier(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': [-1, 5, 10]\n",
|
|
" #}),\n",
|
|
" #'CatBoost': (CatBoostClassifier(verbose=0, random_state=42), {\n",
|
|
" # 'iterations': [50, 100, 200],\n",
|
|
" # 'learning_rate': [0.01, 0.1, 0.2, 0.5, 1.0],\n",
|
|
" # 'depth': [4, 6, 10]\n",
|
|
" #})\n",
|
|
" }\n",
|
|
"\n",
|
|
" def fit_models(self):\n",
|
|
" results_list = []\n",
|
|
" cv = StratifiedKFold(n_splits=self.cv_folds, shuffle=True, random_state=42)\n",
|
|
" models_with_params = self.get_models_with_params()\n",
|
|
"\n",
|
|
" 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",
|
|
" \n",
|
|
" start_train = time.time()\n",
|
|
" grid_search.fit(self.X_train, self.y_train)\n",
|
|
" end_train = time.time()\n",
|
|
"\n",
|
|
" best_model = grid_search.best_estimator_\n",
|
|
" y_pred = best_model.predict(self.X_test)\n",
|
|
" end_pred = time.time()\n",
|
|
"\n",
|
|
" self.models[name] = {\n",
|
|
" 'model': best_model,\n",
|
|
" 'confusion_matrix': confusion_matrix(self.y_test, y_pred)\n",
|
|
" }\n",
|
|
"\n",
|
|
" metrics = {\n",
|
|
" 'Model': name,\n",
|
|
" 'Accuracy': accuracy_score(self.y_test, y_pred),\n",
|
|
" 'Precision': precision_score(self.y_test, y_pred, average='weighted', zero_division=0),\n",
|
|
" 'Recall': recall_score(self.y_test, y_pred, average='weighted'),\n",
|
|
" 'F1 Score': f1_score(self.y_test, y_pred, average='weighted'),\n",
|
|
" 'Best Params': grid_search.best_params_,\n",
|
|
" 'Training Time (s)': (end_train - start_train),\n",
|
|
" 'Prediction Time (s)': (end_pred - end_train),\n",
|
|
" 'Total Time (s)': (end_pred - start_train)\n",
|
|
" }\n",
|
|
"\n",
|
|
" results_list.append(metrics)\n",
|
|
"\n",
|
|
" self.results_df = pd.DataFrame(results_list)\n",
|
|
"\n",
|
|
" def print_summary(self):\n",
|
|
" print(\"\\n------ Results Sorted by Accuracy ------\")\n",
|
|
" print(self.results_df.sort_values(by='Accuracy', ascending=False).to_string(index=False))\n",
|
|
"\n",
|
|
" print(\"\\n------ Results Sorted by Total Time ------\")\n",
|
|
" print(self.results_df.sort_values(by='Total Time (s)', ascending=True).to_string(index=False))\n",
|
|
"\n",
|
|
" # Show feature importance for models that support it \n",
|
|
" def show_feature_importance(self):\n",
|
|
" importance = {}\n",
|
|
"\n",
|
|
" for name, result in self.models.items():\n",
|
|
" model = result['model']\n",
|
|
" if hasattr(model, 'feature_importances_'):\n",
|
|
" importance[name] = model.feature_importances_\n",
|
|
" elif hasattr(model, 'coef_'):\n",
|
|
" coef = model.coef_\n",
|
|
" if coef.ndim == 1:\n",
|
|
" importance[name] = np.abs(coef)\n",
|
|
" else:\n",
|
|
" importance[name] = np.mean(np.abs(coef), axis=0)\n",
|
|
" else:\n",
|
|
" print(f\"Feature importance not available for model {name}\")\n",
|
|
"\n",
|
|
" for name, imp in importance.items():\n",
|
|
" sorted_idx = np.argsort(imp)[::-1]\n",
|
|
" plt.figure()\n",
|
|
" plt.bar(range(len(imp)), imp[sorted_idx], align='center')\n",
|
|
" plt.xticks(range(len(imp)), sorted_idx)\n",
|
|
" plt.title(f\"Feature importance for {name}\")\n",
|
|
" plt.xlabel(\"Feature index\")\n",
|
|
" plt.ylabel(\"Importance score\")\n",
|
|
" plt.grid(True, linestyle='--', alpha=0.6)\n",
|
|
" plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "d6fd1fee",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Tuning Decision Tree ...\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",
|
|
"Random Forest 0.857617 0.852147 0.857617 0.852588 {'max_depth': 16, 'min_samples_split': 5, 'n_estimators': 200} 303.932920 0.216372 304.149293\n",
|
|
"Decision Tree 0.846381 0.840787 0.846381 0.842219 {'max_depth': 10, 'min_samples_split': 9} 3.946769 0.001706 3.948475\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 0.846381 0.840787 0.846381 0.842219 {'max_depth': 10, 'min_samples_split': 9} 3.946769 0.001706 3.948475\n",
|
|
"Random Forest 0.857617 0.852147 0.857617 0.852588 {'max_depth': 16, 'min_samples_split': 5, 'n_estimators': 200} 303.932920 0.216372 304.149293\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# ===== MAIN =====\n",
|
|
"# optimized classifiers and find their hyperparameters\n",
|
|
"clf_opt = ClassifierComparisonOpt(X_train, y_train)\n",
|
|
"clf_opt.fit_models()\n",
|
|
"clf_opt.print_summary()\n",
|
|
"\n",
|
|
"# Show feature importance for each model\n",
|
|
"clf_opt.show_feature_importance()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.13.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|