{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e1282d74-6865-4a16-a61d-6d6e3708713e",
   "metadata": {},
   "source": [
    "## Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cb7b2324-68bf-4a9f-81b6-b75d399d8bab",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import StratifiedKFold, RandomizedSearchCV\n",
    "from sklearn.preprocessing import OneHotEncoder, StandardScaler, LabelEncoder\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score, precision_recall_fscore_support\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "310f640e-dd87-4eec-b44d-083949280ea2",
   "metadata": {},
   "source": [
    "## Load and Explore dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8e51e7cc-0b44-47d4-a026-62692a75d49d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Paths (adjust if needed)\n",
    "train_path = \"kdd_train.csv\"\n",
    "test_path  = \"kdd_test.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "599559ab-8ad3-4014-854b-a1326a9be795",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train shape: (125973, 42)\n"
     ]
    }
   ],
   "source": [
    "train = pd.read_csv(train_path)\n",
    "print(\"Train shape:\", train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3fc5acff-5e64-44a8-b682-0beb55ac74b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test shape: (22544, 42)\n"
     ]
    }
   ],
   "source": [
    "test  = pd.read_csv(test_path)\n",
    "print(\"Test shape:\", test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3f3887c8-4bb7-4117-ab5c-1150bd0f0edb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration</th>\n",
       "      <th>protocol_type</th>\n",
       "      <th>service</th>\n",
       "      <th>flag</th>\n",
       "      <th>src_bytes</th>\n",
       "      <th>dst_bytes</th>\n",
       "      <th>land</th>\n",
       "      <th>wrong_fragment</th>\n",
       "      <th>urgent</th>\n",
       "      <th>hot</th>\n",
       "      <th>...</th>\n",
       "      <th>dst_host_srv_count</th>\n",
       "      <th>dst_host_same_srv_rate</th>\n",
       "      <th>dst_host_diff_srv_rate</th>\n",
       "      <th>dst_host_same_src_port_rate</th>\n",
       "      <th>dst_host_srv_diff_host_rate</th>\n",
       "      <th>dst_host_serror_rate</th>\n",
       "      <th>dst_host_srv_serror_rate</th>\n",
       "      <th>dst_host_rerror_rate</th>\n",
       "      <th>dst_host_srv_rerror_rate</th>\n",
       "      <th>labels</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>ftp_data</td>\n",
       "      <td>SF</td>\n",
       "      <td>491</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>udp</td>\n",
       "      <td>other</td>\n",
       "      <td>SF</td>\n",
       "      <td>146</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>private</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>26</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>neptune</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>232</td>\n",
       "      <td>8153</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>199</td>\n",
       "      <td>420</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>255</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   duration protocol_type   service flag  src_bytes  dst_bytes  land  \\\n",
       "0         0           tcp  ftp_data   SF        491          0     0   \n",
       "1         0           udp     other   SF        146          0     0   \n",
       "2         0           tcp   private   S0          0          0     0   \n",
       "3         0           tcp      http   SF        232       8153     0   \n",
       "4         0           tcp      http   SF        199        420     0   \n",
       "\n",
       "   wrong_fragment  urgent  hot  ...  dst_host_srv_count  \\\n",
       "0               0       0    0  ...                  25   \n",
       "1               0       0    0  ...                   1   \n",
       "2               0       0    0  ...                  26   \n",
       "3               0       0    0  ...                 255   \n",
       "4               0       0    0  ...                 255   \n",
       "\n",
       "   dst_host_same_srv_rate  dst_host_diff_srv_rate  \\\n",
       "0                    0.17                    0.03   \n",
       "1                    0.00                    0.60   \n",
       "2                    0.10                    0.05   \n",
       "3                    1.00                    0.00   \n",
       "4                    1.00                    0.00   \n",
       "\n",
       "   dst_host_same_src_port_rate  dst_host_srv_diff_host_rate  \\\n",
       "0                         0.17                         0.00   \n",
       "1                         0.88                         0.00   \n",
       "2                         0.00                         0.00   \n",
       "3                         0.03                         0.04   \n",
       "4                         0.00                         0.00   \n",
       "\n",
       "   dst_host_serror_rate  dst_host_srv_serror_rate  dst_host_rerror_rate  \\\n",
       "0                  0.00                      0.00                  0.05   \n",
       "1                  0.00                      0.00                  0.00   \n",
       "2                  1.00                      1.00                  0.00   \n",
       "3                  0.03                      0.01                  0.00   \n",
       "4                  0.00                      0.00                  0.00   \n",
       "\n",
       "   dst_host_srv_rerror_rate   labels  \n",
       "0                      0.00   normal  \n",
       "1                      0.00   normal  \n",
       "2                      0.00  neptune  \n",
       "3                      0.01   normal  \n",
       "4                      0.00   normal  \n",
       "\n",
       "[5 rows x 42 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "373e45e0-059a-4eb9-a7b5-090fa90efcf1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 125973 entries, 0 to 125972\n",
      "Data columns (total 42 columns):\n",
      " #   Column                       Non-Null Count   Dtype  \n",
      "---  ------                       --------------   -----  \n",
      " 0   duration                     125973 non-null  int64  \n",
      " 1   protocol_type                125973 non-null  object \n",
      " 2   service                      125973 non-null  object \n",
      " 3   flag                         125973 non-null  object \n",
      " 4   src_bytes                    125973 non-null  int64  \n",
      " 5   dst_bytes                    125973 non-null  int64  \n",
      " 6   land                         125973 non-null  int64  \n",
      " 7   wrong_fragment               125973 non-null  int64  \n",
      " 8   urgent                       125973 non-null  int64  \n",
      " 9   hot                          125973 non-null  int64  \n",
      " 10  num_failed_logins            125973 non-null  int64  \n",
      " 11  logged_in                    125973 non-null  int64  \n",
      " 12  num_compromised              125973 non-null  int64  \n",
      " 13  root_shell                   125973 non-null  int64  \n",
      " 14  su_attempted                 125973 non-null  int64  \n",
      " 15  num_root                     125973 non-null  int64  \n",
      " 16  num_file_creations           125973 non-null  int64  \n",
      " 17  num_shells                   125973 non-null  int64  \n",
      " 18  num_access_files             125973 non-null  int64  \n",
      " 19  num_outbound_cmds            125973 non-null  int64  \n",
      " 20  is_host_login                125973 non-null  int64  \n",
      " 21  is_guest_login               125973 non-null  int64  \n",
      " 22  count                        125973 non-null  int64  \n",
      " 23  srv_count                    125973 non-null  int64  \n",
      " 24  serror_rate                  125973 non-null  float64\n",
      " 25  srv_serror_rate              125973 non-null  float64\n",
      " 26  rerror_rate                  125973 non-null  float64\n",
      " 27  srv_rerror_rate              125973 non-null  float64\n",
      " 28  same_srv_rate                125973 non-null  float64\n",
      " 29  diff_srv_rate                125973 non-null  float64\n",
      " 30  srv_diff_host_rate           125973 non-null  float64\n",
      " 31  dst_host_count               125973 non-null  int64  \n",
      " 32  dst_host_srv_count           125973 non-null  int64  \n",
      " 33  dst_host_same_srv_rate       125973 non-null  float64\n",
      " 34  dst_host_diff_srv_rate       125973 non-null  float64\n",
      " 35  dst_host_same_src_port_rate  125973 non-null  float64\n",
      " 36  dst_host_srv_diff_host_rate  125973 non-null  float64\n",
      " 37  dst_host_serror_rate         125973 non-null  float64\n",
      " 38  dst_host_srv_serror_rate     125973 non-null  float64\n",
      " 39  dst_host_rerror_rate         125973 non-null  float64\n",
      " 40  dst_host_srv_rerror_rate     125973 non-null  float64\n",
      " 41  labels                       125973 non-null  object \n",
      "dtypes: float64(15), int64(23), object(4)\n",
      "memory usage: 40.4+ MB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "37c285d9-1df8-4fc7-a5ca-3f3d4cab4112",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using target column: labels\n"
     ]
    }
   ],
   "source": [
    "# Detect target column (common names: label, labels, attack, class)\n",
    "possible_targets = [c for c in train.columns if c.lower() in ('label','labels','attack','class')]\n",
    "target_col = possible_targets[0] if possible_targets else train.columns[-1]\n",
    "print(\"Using target column:\", target_col)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2467a900-5d90-4776-8ad8-9dda1a190d88",
   "metadata": {},
   "source": [
    "## Data preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "da762690-d5e1-41c7-9124-b5c598576b6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use common feature columns between train/test (exclude target)\n",
    "common_cols = [c for c in train.columns if c in test.columns and c != target_col]\n",
    "X_train = train[common_cols].copy()\n",
    "y_train = train[target_col].copy()\n",
    "X_test  = test[common_cols].copy()\n",
    "y_test  = test[target_col].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "71a1e7e8-a040-49fe-a307-96e15128e645",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Categorical cols: ['protocol_type', 'service', 'flag']\n",
      "Numeric cols count: 38\n"
     ]
    }
   ],
   "source": [
    "# Identify categorical and numeric columns\n",
    "cat_cols = X_train.select_dtypes(include=['object','category']).columns.tolist()\n",
    "num_cols = [c for c in common_cols if c not in cat_cols]\n",
    "print(\"Categorical cols:\", cat_cols)\n",
    "print(\"Numeric cols count:\", len(num_cols))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6740b011-4081-4a39-8157-f36f871e58b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing values per column:\n",
      " Series([], dtype: int64)\n"
     ]
    }
   ],
   "source": [
    "# Missing value check\n",
    "missing = train.isnull().sum()\n",
    "print(\"Missing values per column:\\n\", missing[missing > 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "90b6dc93-c713-4444-b360-d617edb64246",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of classes: 37\n"
     ]
    }
   ],
   "source": [
    "# Preprocessor (OneHot for cat, StandardScaler for numeric)\n",
    "preprocessor = ColumnTransformer(transformers=[\n",
    "    (\"cat\", OneHotEncoder(handle_unknown='ignore', sparse_output=False), cat_cols),\n",
    "    (\"num\", StandardScaler(), num_cols)],\n",
    "    remainder='drop', sparse_threshold=0)\n",
    "\n",
    "# Label encode target on union (so unseen test labels are included)\n",
    "le = LabelEncoder()\n",
    "all_labels = pd.concat([y_train, y_test], axis=0).unique()\n",
    "le.fit(all_labels)\n",
    "y_train_enc = le.transform(y_train)\n",
    "y_test_enc = le.transform(y_test)\n",
    "print(\"Number of classes:\", len(le.classes_))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bd48e6e-f35e-4625-91da-7325769589df",
   "metadata": {},
   "source": [
    "## Visualisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a9ee746b-87ff-4a01-a5c9-20e229dce5a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "cat_cols = ['protocol_type', 'service', 'flag']\n",
    "for col in cat_cols:\n",
    "    plt.figure(figsize=(10,4))\n",
    "    sns.countplot(data=train, x=col, order=train[col].value_counts().index)\n",
    "    plt.title(f\"Distribution of {col}\")\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a6f750ff-ff72-4838-83f8-b4562e6e33e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.countplot(y=train[target_col], order=train[target_col].value_counts().index)\n",
    "plt.title(\"Attack Type Distribution (Training Set)\")\n",
    "plt.xlabel(\"Count\")\n",
    "plt.ylabel(\"Attack Type\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4fb581e3-bd6a-404d-93bc-ebc720ecc029",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = train[num_cols].corr()\n",
    "plt.figure(figsize=(12,8))\n",
    "sns.heatmap(corr, cmap=\"coolwarm\", linewidths=0.5)\n",
    "plt.title(\"Correlation Heatmap (Numeric Features)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "15f61264-cc7c-4a73-9575-f5e2ff5062b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(12,5))\n",
    "sns.countplot(y=train[target_col], order=train[target_col].value_counts().index, ax=ax[0])\n",
    "ax[0].set_title(\"Train Label Distribution\")\n",
    "\n",
    "sns.countplot(y=test[target_col], order=test[target_col].value_counts().index, ax=ax[1])\n",
    "ax[1].set_title(\"Test Label Distribution\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbc1cb33-c937-465f-9d7c-2c2082ef7852",
   "metadata": {},
   "source": [
    "## Model Fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3e33ffb9-9384-4279-8d8a-e71b55e7d6c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf = RandomForestClassifier(random_state=42, n_jobs=-1)\n",
    "rf_param_dist = {\n",
    "    'clf__n_estimators': [50, 100],\n",
    "    'clf__max_depth': [None, 15],\n",
    "    'clf__min_samples_leaf': [1, 2],\n",
    "    'clf__max_features': ['sqrt', 0.5]\n",
    "}\n",
    "\n",
    "gb = GradientBoostingClassifier(random_state=42)\n",
    "gb_param_dist = {\n",
    "    'clf__n_estimators': [50, 100],\n",
    "    'clf__learning_rate': [0.05, 0.1],\n",
    "    'clf__max_depth': [3, 5],\n",
    "    'clf__subsample': [0.8, 1.0]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c2b0d84a-7edb-4cd3-93b8-7f7d40d2885b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_and_eval(clf, param_dist, name, n_iter=6, cv_folds=3):\n",
    "    pipe = Pipeline([('pre', preprocessor), ('clf', clf)])\n",
    "    rs = RandomizedSearchCV(\n",
    "        pipe, param_distributions=param_dist,\n",
    "        n_iter=n_iter, scoring='f1_weighted',\n",
    "        cv=StratifiedKFold(cv_folds, shuffle=True, random_state=42),\n",
    "        n_jobs=-1, verbose=1, random_state=42\n",
    "    )\n",
    "    rs.fit(X_train, y_train_enc)\n",
    "    best = rs.best_estimator_\n",
    "    y_pred = best.predict(X_test)\n",
    "    acc = accuracy_score(y_test_enc, y_pred)\n",
    "    print(f\"\\n{name} best params: {rs.best_params_}\")\n",
    "    print(f\"{name} Test accuracy: {acc:.4f}\")\n",
    "\n",
    "    labels_used = np.unique(np.concatenate((y_test_enc, y_pred)))\n",
    "    print(classification_report(\n",
    "        y_test_enc,\n",
    "        y_pred,\n",
    "        labels=labels_used,\n",
    "        target_names=[le.classes_[i] for i in labels_used],\n",
    "        zero_division=0\n",
    "    ))\n",
    "    return rs, best, y_pred"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60f61674-41be-40cd-9dc4-2006ba70b23f",
   "metadata": {},
   "source": [
    "## Training and evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "273fea72-1916-4027-be8d-b61aadb61998",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 6 candidates, totalling 18 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\model_selection\\_split.py:776: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=3.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "RandomForest best params: {'clf__n_estimators': 100, 'clf__min_samples_leaf': 1, 'clf__max_features': 0.5, 'clf__max_depth': None}\n",
      "RandomForest Test accuracy: 0.9139\n",
      "                 precision    recall  f1-score   support\n",
      "\n",
      "        apache2       0.00      0.00      0.00       228\n",
      "           back       0.61      0.99      0.75       227\n",
      "buffer_overflow       1.00      0.41      0.58        17\n",
      "      ftp_write       0.50      0.50      0.50         2\n",
      "   guess_passwd       1.00      0.02      0.04       411\n",
      "     httptunnel       0.00      0.00      0.00        41\n",
      "           imap       1.00      1.00      1.00         2\n",
      "        ipsweep       0.94      1.00      0.97       479\n",
      "           land       1.00      0.50      0.67         2\n",
      "     loadmodule       1.00      0.75      0.86         4\n",
      "       mailbomb       0.00      0.00      0.00        94\n",
      "          mscan       0.00      0.00      0.00       310\n",
      "       multihop       1.00      0.11      0.20         9\n",
      "          named       0.00      0.00      0.00         2\n",
      "        neptune       0.99      1.00      0.99      6654\n",
      "           nmap       1.00      0.99      1.00       206\n",
      "         normal       0.89      0.99      0.94     11245\n",
      "           perl       1.00      1.00      1.00         1\n",
      "            phf       1.00      1.00      1.00         1\n",
      "            pod       0.89      0.94      0.92        35\n",
      "      portsweep       0.96      1.00      0.98       371\n",
      "   processtable       0.00      0.00      0.00       211\n",
      "             ps       0.00      0.00      0.00         9\n",
      "        rootkit       0.50      0.25      0.33         4\n",
      "          saint       0.00      0.00      0.00        93\n",
      "          satan       0.78      1.00      0.88       698\n",
      "       sendmail       0.00      0.00      0.00         8\n",
      "          smurf       0.99      1.00      1.00       540\n",
      "  snmpgetattack       0.00      0.00      0.00        43\n",
      "      snmpguess       0.00      0.00      0.00        99\n",
      "       teardrop       0.89      1.00      0.94       104\n",
      "    warezclient       0.75      1.00      0.86       107\n",
      "    warezmaster       0.75      0.01      0.02       279\n",
      "          xlock       0.00      0.00      0.00         4\n",
      "         xsnoop       0.00      0.00      0.00         1\n",
      "          xterm       0.00      0.00      0.00         3\n",
      "\n",
      "       accuracy                           0.91     22544\n",
      "      macro avg       0.54      0.46      0.46     22544\n",
      "   weighted avg       0.87      0.91      0.88     22544\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Train Random Forest\n",
    "rf_search, rf_best, rf_pred = train_and_eval(rf, rf_param_dist, \"RandomForest\", n_iter=6, cv_folds=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8927905d-ab43-4b7a-ac46-b60a053d006f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 2 folds for each of 3 candidates, totalling 6 fits\n",
      "\n",
      "GradientBoosting best params: {'clf__subsample': 1.0, 'clf__n_estimators': 50, 'clf__max_depth': 5, 'clf__learning_rate': 0.05}\n",
      "GradientBoosting Test accuracy: 0.9131\n",
      "                 precision    recall  f1-score   support\n",
      "\n",
      "        apache2       0.00      0.00      0.00       228\n",
      "           back       0.59      0.91      0.71       227\n",
      "buffer_overflow       0.83      0.59      0.69        17\n",
      "      ftp_write       0.25      0.50      0.33         2\n",
      "   guess_passwd       1.00      0.05      0.10       411\n",
      "     httptunnel       0.00      0.00      0.00        41\n",
      "           imap       0.07      1.00      0.12         2\n",
      "        ipsweep       0.93      1.00      0.96       479\n",
      "           land       0.00      0.00      0.00         2\n",
      "     loadmodule       1.00      0.25      0.40         4\n",
      "       mailbomb       0.00      0.00      0.00        94\n",
      "          mscan       0.00      0.00      0.00       310\n",
      "       multihop       0.33      0.11      0.17         9\n",
      "          named       0.00      0.00      0.00         2\n",
      "        neptune       0.99      1.00      0.99      6654\n",
      "           nmap       1.00      0.98      0.99       206\n",
      "         normal       0.89      0.99      0.94     11245\n",
      "           perl       0.50      1.00      0.67         1\n",
      "            phf       1.00      1.00      1.00         1\n",
      "            pod       0.89      0.97      0.93        35\n",
      "      portsweep       0.92      0.99      0.96       371\n",
      "   processtable       0.00      0.00      0.00       211\n",
      "             ps       0.00      0.00      0.00         9\n",
      "        rootkit       0.10      0.25      0.14         4\n",
      "          saint       0.00      0.00      0.00        93\n",
      "          satan       0.81      1.00      0.89       698\n",
      "       sendmail       0.00      0.00      0.00         8\n",
      "          smurf       0.99      1.00      1.00       540\n",
      "  snmpgetattack       0.00      0.00      0.00        43\n",
      "      snmpguess       0.00      0.00      0.00        99\n",
      "       teardrop       0.89      1.00      0.94       104\n",
      "    warezclient       0.63      1.00      0.77       107\n",
      "    warezmaster       0.75      0.01      0.02       279\n",
      "          xlock       0.00      0.00      0.00         4\n",
      "         xsnoop       0.00      0.00      0.00         1\n",
      "          xterm       0.00      0.00      0.00         3\n",
      "\n",
      "       accuracy                           0.91     22544\n",
      "      macro avg       0.43      0.43      0.38     22544\n",
      "   weighted avg       0.87      0.91      0.88     22544\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Train Gradient Boosting\n",
    "gb_search, gb_best, gb_pred = train_and_eval(gb, gb_param_dist, \"GradientBoosting\", n_iter=3, cv_folds=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a17fcece-98bd-4a2d-b1a2-0683d83683a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def summary(y_true, y_pred, name):\n",
    "    acc = accuracy_score(y_true, y_pred)\n",
    "    prec, rec, f1, _ = precision_recall_fscore_support(y_true, y_pred, average='weighted', zero_division=0)\n",
    "    print(f\"{name}: Acc={acc:.4f}, Precision={prec:.4f}, Recall={rec:.4f}, F1-weighted={f1:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4d210d68-8a5f-4811-88f0-cec98a20030d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForest: Acc=0.9139, Precision=0.8716, Recall=0.9139, F1-weighted=0.8770\n"
     ]
    }
   ],
   "source": [
    "summary(y_test_enc, rf_pred, \"RandomForest\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "500730a1-01d4-4c8c-b2a6-15d93daf2465",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GradientBoosting: Acc=0.9131, Precision=0.8718, Recall=0.9131, F1-weighted=0.8778\n"
     ]
    }
   ],
   "source": [
    "summary(y_test_enc, gb_pred, \"GradientBoosting\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f4047e74-5aa9-4f65-94bb-890afae70e68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Confusion matrix for top-N most frequent labels in test\n",
    "topN = 8\n",
    "top_labels = y_test.value_counts().nlargest(topN).index.tolist()\n",
    "top_indices = [list(le.classes_).index(l) for l in top_labels]\n",
    "cm_rf = confusion_matrix(y_test_enc, rf_pred, labels=top_indices)\n",
    "cm_gb = confusion_matrix(y_test_enc, gb_pred, labels=top_indices)\n",
    "\n",
    "fig, axs = plt.subplots(1,2, figsize=(12,5))\n",
    "axs[0].imshow(cm_rf)\n",
    "axs[0].set_title(\"RF Confusion (top labels)\")\n",
    "axs[1].imshow(cm_gb)\n",
    "axs[1].set_title(\"GB Confusion (top labels)\")\n",
    "for ax in axs:\n",
    "    ax.set_xticks(range(len(top_labels)))\n",
    "    ax.set_yticks(range(len(top_labels)))\n",
    "    ax.set_xticklabels(top_labels, rotation=90, fontsize=8)\n",
    "    ax.set_yticklabels(top_labels, fontsize=8)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6630a615-7710-4aed-8bd2-5f94d743a256",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Transformed feature count: 122\n"
     ]
    }
   ],
   "source": [
    "# Feature importances (get feature names after preprocessing)\n",
    "def get_feature_names(pre, cat_cols, num_cols):\n",
    "    ohe = pre.named_transformers_['cat']\n",
    "    try:\n",
    "        cat_names = ohe.get_feature_names_out(cat_cols).tolist()\n",
    "    except:\n",
    "        cat_names = [f\"{c}_ohe\" for c in cat_cols]\n",
    "    return cat_names + num_cols\n",
    "\n",
    "feat_names = get_feature_names(rf_best.named_steps['pre'], cat_cols, num_cols)\n",
    "print(\"Transformed feature count:\", len(feat_names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "6903c254-6e90-4bb6-8ebc-75be5326d4d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top RF features:\n",
      "same_srv_rate 0.24772501042238565\n",
      "src_bytes 0.2045815292959195\n",
      "diff_srv_rate 0.09211182698684116\n",
      "flag_SF 0.06303823535728552\n",
      "protocol_type_icmp 0.044606192293839095\n",
      "dst_host_diff_srv_rate 0.037159562664327336\n",
      "count 0.03500094471450215\n",
      "dst_host_srv_diff_host_rate 0.025999706969530512\n",
      "dst_host_srv_serror_rate 0.025481496376198665\n",
      "dst_bytes 0.01853016940947808\n",
      "service_ecr_i 0.018136633095565045\n",
      "dst_host_same_src_port_rate 0.01705587700490436\n",
      "service_private 0.015540988481670025\n",
      "dst_host_same_srv_rate 0.013440211531141976\n",
      "dst_host_serror_rate 0.013284152425235769\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# RF importances\n",
    "try:\n",
    "    imp_rf = rf_best.named_steps['clf'].feature_importances_\n",
    "    top_idx = np.argsort(imp_rf)[-15:][::-1]\n",
    "    print(\"\\nTop RF features:\")\n",
    "    for i in top_idx:\n",
    "        print((feat_names[i] if i < len(feat_names) else f\"f{i}\"), imp_rf[i])\n",
    "    plt.figure(figsize=(7,5))\n",
    "    plt.barh(range(len(top_idx)), imp_rf[top_idx][::-1])\n",
    "    plt.yticks(range(len(top_idx)), [feat_names[i] for i in top_idx][::-1])\n",
    "    plt.title(\"Top RF feature importances\")\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "except Exception as e:\n",
    "    print(\"Could not compute RF importances:\", e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e26177de-6660-4967-b7a4-48540ef7bf8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top GB features:\n",
      "src_bytes 0.36739235680798554\n",
      "same_srv_rate 0.3114677660098975\n",
      "diff_srv_rate 0.06570235773958273\n",
      "service_ecr_i 0.05918453096057656\n",
      "dst_host_srv_diff_host_rate 0.043637567024134384\n",
      "flag_RSTR 0.026816371522294647\n",
      "service_http 0.024963224448687794\n",
      "dst_host_serror_rate 0.018805289616778412\n",
      "dst_host_same_srv_rate 0.01287396884954167\n",
      "count 0.011190905620476334\n",
      "dst_bytes 0.007426685465297894\n",
      "dst_host_same_src_port_rate 0.004524533158617661\n",
      "hot 0.004164317319639088\n",
      "rerror_rate 0.004159182181795068\n",
      "wrong_fragment 0.003647766611400057\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# GB importances\n",
    "try:\n",
    "    imp_gb = gb_best.named_steps['clf'].feature_importances_\n",
    "    top_idx_gb = np.argsort(imp_gb)[-15:][::-1]\n",
    "    print(\"\\nTop GB features:\")\n",
    "    for i in top_idx_gb:\n",
    "        print((feat_names[i] if i < len(feat_names) else f\"f{i}\"), imp_gb[i])\n",
    "    plt.figure(figsize=(7,5))\n",
    "    plt.barh(range(len(top_idx_gb)), imp_gb[top_idx_gb][::-1])\n",
    "    plt.yticks(range(len(top_idx_gb)), [feat_names[i] for i in top_idx_gb][::-1])\n",
    "    plt.title(\"Top GB feature importances\")\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "except Exception as e:\n",
    "    print(\"Could not compute GB importances:\", e)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91c6c0f5-fd0d-4fe9-95f0-cf7b0733399b",
   "metadata": {},
   "source": [
    "## Model Comparison & Performance Evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03397ed7-909c-4b17-9691-38f5db91c664",
   "metadata": {},
   "source": [
    "### Prediction Time Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fbdd3a3d-69cb-49ce-80b4-736f88e004f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Prediction Time: 0.2002 seconds\n",
      "Gradient Boosting Prediction Time: 0.4383 seconds\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "# Measure prediction time for RF\n",
    "start = time.time()\n",
    "_ = rf_best.predict(X_test)\n",
    "rf_pred_time = time.time() - start\n",
    "\n",
    "# Measure prediction time for GB\n",
    "start = time.time()\n",
    "_ = gb_best.predict(X_test)\n",
    "gb_pred_time = time.time() - start\n",
    "\n",
    "print(f\"Random Forest Prediction Time: {rf_pred_time:.4f} seconds\")\n",
    "print(f\"Gradient Boosting Prediction Time: {gb_pred_time:.4f} seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40988089-0a18-4518-86a9-0f617f156b63",
   "metadata": {},
   "source": [
    "### Model Performance Comparison Table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "21a107d4-386a-4d59-85b6-3f5a412a859a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>Precision (Weighted)</th>\n",
       "      <th>Recall (Weighted)</th>\n",
       "      <th>F1-Score (Weighted)</th>\n",
       "      <th>Train Time (s)</th>\n",
       "      <th>Predict Time (s)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Random Forest</td>\n",
       "      <td>0.913902</td>\n",
       "      <td>0.871645</td>\n",
       "      <td>0.913902</td>\n",
       "      <td>0.876996</td>\n",
       "      <td>None</td>\n",
       "      <td>0.20021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gradient Boosting</td>\n",
       "      <td>0.913103</td>\n",
       "      <td>0.871830</td>\n",
       "      <td>0.913103</td>\n",
       "      <td>0.877802</td>\n",
       "      <td>None</td>\n",
       "      <td>0.43826</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Model  Accuracy  Precision (Weighted)  Recall (Weighted)  \\\n",
       "0      Random Forest  0.913902              0.871645           0.913902   \n",
       "1  Gradient Boosting  0.913103              0.871830           0.913103   \n",
       "\n",
       "   F1-Score (Weighted) Train Time (s)  Predict Time (s)  \n",
       "0             0.876996           None           0.20021  \n",
       "1             0.877802           None           0.43826  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.metrics import precision_recall_fscore_support, accuracy_score\n",
    "\n",
    "def performance_summary(y_true, y_pred):\n",
    "    acc = accuracy_score(y_true, y_pred)\n",
    "    prec, rec, f1, _ = precision_recall_fscore_support(\n",
    "        y_true, y_pred, average='weighted', zero_division=0)\n",
    "    return acc, prec, rec, f1\n",
    "\n",
    "rf_acc, rf_prec, rf_rec, rf_f1 = performance_summary(y_test_enc, rf_pred)\n",
    "gb_acc, gb_prec, gb_rec, gb_f1 = performance_summary(y_test_enc, gb_pred)\n",
    "\n",
    "comparison_df = pd.DataFrame({\n",
    "    \"Model\": [\"Random Forest\", \"Gradient Boosting\"],\n",
    "    \"Accuracy\": [rf_acc, gb_acc],\n",
    "    \"Precision (Weighted)\": [rf_prec, gb_prec],\n",
    "    \"Recall (Weighted)\": [rf_rec, gb_rec],\n",
    "    \"F1-Score (Weighted)\": [rf_f1, gb_f1],\n",
    "    \"Train Time (s)\": [rf_train_time, gb_train_time],\n",
    "    \"Predict Time (s)\": [rf_pred_time, gb_pred_time]\n",
    "})\n",
    "\n",
    "comparison_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90854869-cc3c-4509-a2f7-56727da93e8f",
   "metadata": {},
   "source": [
    "### Overfitting vs Underfitting Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9b290006-592d-4f62-a3ea-47679cf60b05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>Train Accuracy</th>\n",
       "      <th>Test Accuracy</th>\n",
       "      <th>Overfitting Gap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Random Forest</td>\n",
       "      <td>0.999873</td>\n",
       "      <td>0.913902</td>\n",
       "      <td>0.085971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gradient Boosting</td>\n",
       "      <td>0.999119</td>\n",
       "      <td>0.913103</td>\n",
       "      <td>0.086016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Model  Train Accuracy  Test Accuracy  Overfitting Gap\n",
       "0      Random Forest        0.999873       0.913902         0.085971\n",
       "1  Gradient Boosting        0.999119       0.913103         0.086016"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Training accuracy\n",
    "rf_train_acc = accuracy_score(y_train_enc, rf_best.predict(X_train))\n",
    "gb_train_acc = accuracy_score(y_train_enc, gb_best.predict(X_train))\n",
    "\n",
    "# Test accuracy (already computed)\n",
    "overfit_df = pd.DataFrame({\n",
    "    \"Model\": [\"Random Forest\", \"Gradient Boosting\"],\n",
    "    \"Train Accuracy\": [rf_train_acc, gb_train_acc],\n",
    "    \"Test Accuracy\": [rf_acc, gb_acc],\n",
    "    \"Overfitting Gap\": [\n",
    "        rf_train_acc - rf_acc,\n",
    "        gb_train_acc - gb_acc\n",
    "    ]\n",
    "})\n",
    "\n",
    "overfit_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7070f554-6c66-42f1-8343-bf5dc80bb098",
   "metadata": {},
   "source": [
    "### Normalized Confusion Matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "357c28d7-7fc1-4353-91a2-aaf5c9c9a46f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "topN = 8\n",
    "top_labels = list(pd.Series(y_test).value_counts().nlargest(topN).index)\n",
    "top_indices = [list(le.classes_).index(l) for l in top_labels]\n",
    "\n",
    "cm_rf = confusion_matrix(y_test_enc, rf_pred, labels=top_indices, normalize='true')\n",
    "cm_gb = confusion_matrix(y_test_enc, gb_pred, labels=top_indices, normalize='true')\n",
    "\n",
    "fig, axs = plt.subplots(1,2, figsize=(14,6))\n",
    "sns.heatmap(cm_rf, annot=True, fmt=\".2f\", xticklabels=top_labels, yticklabels=top_labels, ax=axs[0], cmap=\"Blues\")\n",
    "axs[0].set_title(\"RF - Normalized Confusion (top labels)\")\n",
    "axs[0].set_xlabel(\"Predicted\"); axs[0].set_ylabel(\"True\")\n",
    "\n",
    "sns.heatmap(cm_gb, annot=True, fmt=\".2f\", xticklabels=top_labels, yticklabels=top_labels, ax=axs[1], cmap=\"Blues\")\n",
    "axs[1].set_title(\"GB - Normalized Confusion (top labels)\")\n",
    "axs[1].set_xlabel(\"Predicted\"); axs[1].set_ylabel(\"True\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}