{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "87a24878-9a66-4276-8243-d7efb787b5f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First 5 rows of the dataset:\n",
      "   Feature_1  Feature_2  Feature_3  Target\n",
      "0   1.249031   1.125830  -0.836811       1\n",
      "1  -1.316471  -1.327646  -0.115669       0\n",
      "2  -0.900051  -1.165436  -1.902435       0\n",
      "3   1.443242   1.272302  -1.169128       1\n",
      "4   1.938057   1.692213  -1.685256       1\n",
      "\n",
      "Accuracy: 0.91\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.88      0.91       161\n",
      "           1       0.87      0.94      0.91       139\n",
      "\n",
      "    accuracy                           0.91       300\n",
      "   macro avg       0.91      0.91      0.91       300\n",
      "weighted avg       0.91      0.91      0.91       300\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Feature Importance:\n",
      "     Feature  Importance\n",
      "0  Feature_1         1.0\n",
      "1  Feature_2         0.0\n",
      "2  Feature_3         0.0\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "from sklearn.datasets import make_classification\n",
    "\n",
    "# Generate synthetic dataset (1000 samples, 5 features, 2 classes)\n",
    "X, y = make_classification(\n",
    "    n_samples=1000,\n",
    "    n_features=3,\n",
    "    n_informative=2,  # Only 3 features actually affect the outcome\n",
    "    n_redundant=1,    # 1 feature is a linear combination of others\n",
    "    n_classes=2,      # Binary classification\n",
    "    random_state=30\n",
    ")\n",
    "\n",
    "# Create a DataFrame for better readability\n",
    "feature_names = [f\"Feature_{i+1}\" for i in range(X.shape[1])]\n",
    "df = pd.DataFrame(X, columns=feature_names)\n",
    "df[\"Target\"] = y  # Add target column\n",
    "\n",
    "# Preview the synthetic data\n",
    "print(\"First 5 rows of the dataset:\")\n",
    "print(df.head())\n",
    "\n",
    "# Split data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=30)\n",
    "\n",
    "# Train Decision Tree\n",
    "clf = DecisionTreeClassifier(max_depth=1, random_state=30)\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = clf.predict(X_test)\n",
    "\n",
    "# Evaluate\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(f\"\\nAccuracy: {accuracy:.2f}\")\n",
    "print(\"\\nClassification Report:\")\n",
    "print(classification_report(y_test, y_pred))\n",
    "\n",
    "# Visualize the Decision Tree\n",
    "plt.figure(figsize=(12, 8))\n",
    "plot_tree(\n",
    "    clf,\n",
    "    feature_names=feature_names,\n",
    "    class_names=[\"Class_0\", \"Class_1\"],\n",
    "    filled=True,\n",
    "    rounded=True,\n",
    "    proportion=True\n",
    ")\n",
    "plt.title(\"Decision Tree Structure (Max Depth = 3)\")\n",
    "plt.show()\n",
    "\n",
    "# Feature Importance\n",
    "importance = pd.DataFrame({\n",
    "    \"Feature\": feature_names,\n",
    "    \"Importance\": clf.feature_importances_\n",
    "}).sort_values(\"Importance\", ascending=False)\n",
    "\n",
    "print(\"\\nFeature Importance:\")\n",
    "print(importance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a8e6f52f-5f70-4051-86c9-2fc42858deda",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "anaconda-panel-2023.05-py310",
   "language": "python",
   "name": "conda-env-anaconda-panel-2023.05-py310-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
