{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d8c0106a-b26c-4d8c-b899-0500917b5bb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_digits\n",
    "from sklearn.model_selection import train_test_split, cross_val_score, StratifiedKFold\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.metrics import (\n",
    "    classification_report,\n",
    "    confusion_matrix,\n",
    "    cohen_kappa_score,\n",
    "    roc_curve,\n",
    "    auc\n",
    ")\n",
    "from sklearn.preprocessing import label_binarize\n",
    "from sklearn.multiclass import OneVsRestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1d471bf7-4fbc-4822-8115-5dda3f33b84d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.  0.  5. 13.  9.  1.  0.  0.  0.  0. 13. 15. 10. 15.  5.  0.  0.  3.\n",
      " 15.  2.  0. 11.  8.  0.  0.  4. 12.  0.  0.  8.  8.  0.  0.  5.  8.  0.\n",
      "  0.  9.  8.  0.  0.  4. 11.  0.  1. 12.  7.  0.  0.  2. 14.  5. 10. 12.\n",
      "  0.  0.  0.  0.  6. 13. 10.  0.  0.  0.]\n"
     ]
    }
   ],
   "source": [
    "# 1. Load dataset\n",
    "digits = load_digits()\n",
    "X = digits.data\n",
    "y = digits.target\n",
    "print(digits.data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3e5915ea-91e0-485c-b55a-8ff31e19f877",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2. Train-test split\n",
    "seed = 210565\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=0.3, random_state=seed, stratify=y\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4b34916a-8f5b-4e0a-8707-a46d8b1728fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3. Naive Bayes model\n",
    "model = GaussianNB()\n",
    "model.fit(X_train, y_train)\n",
    "y_pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e517eacb-ea23-4288-b2d0-d04d081df401",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.94      0.97        54\n",
      "           1       0.76      0.91      0.83        55\n",
      "           2       0.89      0.47      0.62        53\n",
      "           3       0.91      0.78      0.84        55\n",
      "           4       0.90      0.80      0.84        54\n",
      "           5       0.90      0.98      0.94        55\n",
      "           6       0.94      0.94      0.94        54\n",
      "           7       0.75      1.00      0.86        54\n",
      "           8       0.60      0.90      0.72        52\n",
      "           9       0.97      0.65      0.78        54\n",
      "\n",
      "    accuracy                           0.84       540\n",
      "   macro avg       0.86      0.84      0.83       540\n",
      "weighted avg       0.86      0.84      0.84       540\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 4. Classification report\n",
    "print(\"\\nClassification Report:\")\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0b63a2ad-e45c-4732-a853-f7987815f3b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Confusion Matrix:\n",
      "[[51  0  0  0  2  0  0  1  0  0]\n",
      " [ 0 50  0  0  0  0  0  0  5  0]\n",
      " [ 0 11 25  0  0  0  1  0 16  0]\n",
      " [ 0  0  2 43  0  2  0  0  7  1]\n",
      " [ 0  2  0  0 43  0  1  8  0  0]\n",
      " [ 0  0  0  0  0 54  1  0  0  0]\n",
      " [ 0  0  1  0  1  1 51  0  0  0]\n",
      " [ 0  0  0  0  0  0  0 54  0  0]\n",
      " [ 0  2  0  1  0  1  0  1 47  0]\n",
      " [ 0  1  0  3  2  2  0  8  3 35]]\n"
     ]
    }
   ],
   "source": [
    "# 5. Confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "print(\"\\nConfusion Matrix:\")\n",
    "print(cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "763ef968-52db-40dc-98e4-2a589694b7dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Cohen Kappa Score: 0.8209951571912472\n"
     ]
    }
   ],
   "source": [
    "# 6. Cohen Kappa Score\n",
    "kappa = cohen_kappa_score(y_test, y_pred)\n",
    "print(\"\\nCohen Kappa Score:\", kappa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dcac17ce-b230-42e6-b2e6-5802f36ad612",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Cross-validation scores: [0.85833333 0.81388889 0.85793872 0.83286908 0.8551532 ]\n",
      "Mean CV Accuracy: 0.8436366450015473\n"
     ]
    }
   ],
   "source": [
    "# 7. Cross-validation\n",
    "cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=seed)\n",
    "cv_scores = cross_val_score(model, X, y, cv=cv)\n",
    "print(\"\\nCross-validation scores:\", cv_scores)\n",
    "print(\"Mean CV Accuracy:\", cv_scores.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e92b801a-5b82-42ba-a5a0-2cd0f3936d54",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 8. ROC Curve (One-vs-Rest)\n",
    "\n",
    "y_test_bin = label_binarize(y_test, classes=np.unique(y))\n",
    "n_classes = y_test_bin.shape[1]\n",
    "\n",
    "ovr_model = OneVsRestClassifier(GaussianNB())\n",
    "y_score = ovr_model.fit(X_train, label_binarize(y_train, classes=np.unique(y))).predict_proba(X_test)\n",
    "\n",
    "fpr = dict()\n",
    "tpr = dict()\n",
    "roc_auc = dict()\n",
    "\n",
    "for i in range(n_classes):\n",
    "    fpr[i], tpr[i], _ = roc_curve(y_test_bin[:, i], y_score[:, i])\n",
    "    roc_auc[i] = auc(fpr[i], tpr[i])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d20b4ed9-0789-4251-829d-c8059af65e16",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot ROC curves\n",
    "plt.figure(figsize=(10, 7))\n",
    "for i in range(n_classes):\n",
    "    plt.plot(fpr[i], tpr[i], label=f\"Class {i} (AUC = {roc_auc[i]:.2f})\")\n",
    "\n",
    "plt.plot([0, 1], [0, 1], \"k--\")\n",
    "plt.xlabel(\"False Positive Rate\")\n",
    "plt.ylabel(\"True Positive Rate\")\n",
    "plt.title(\"ROC Curve (One-vs-Rest) - Digits Dataset\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e6f2dbcd-47f9-4ffc-8176-18e5e0f422c2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
