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    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "Link: https://www.kaggle.com/datasets/kiranmahesh/nslkdd?resource=download\n"
      ],
      "metadata": {
        "id": "Hr1LCCOw4UB-"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NbduUxIj4OKi",
        "outputId": "cdeb94ad-b457-4b19-fc74-dbffed121796"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Using Colab cache for faster access to the 'nslkdd' dataset.\n",
            "Dataset downloaded to: /kaggle/input/nslkdd\n",
            "Files found: ['kdd_train.csv', 'kdd_test.csv']\n",
            "\n",
            "Using training file: /kaggle/input/nslkdd/kdd_train.csv\n",
            "Using testing file: /kaggle/input/nslkdd/kdd_test.csv\n",
            "Train shape: (125973, 42)\n",
            "Test shape: (22544, 42)\n",
            "\n",
            "Combined dataset shape: (148517, 42)\n"
          ]
        }
      ],
      "source": [
        "# -----------------------------\n",
        "# INSTALL & IMPORT LIBRARIES\n",
        "# -----------------------------\n",
        "import kagglehub\n",
        "import os\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from sklearn.preprocessing import LabelEncoder, StandardScaler\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import (\n",
        "    accuracy_score, classification_report,\n",
        "    confusion_matrix, roc_auc_score, RocCurveDisplay\n",
        ")\n",
        "from sklearn.preprocessing import label_binarize\n",
        "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "sns.set(style=\"whitegrid\", font_scale=1.2)\n",
        "\n",
        "# -----------------------------\n",
        "# DOWNLOAD DATASET USING kagglehub\n",
        "# -----------------------------\n",
        "path = kagglehub.dataset_download(\"kiranmahesh/nslkdd\")\n",
        "print(\"Dataset downloaded to:\", path)\n",
        "\n",
        "# Kagglehub copies dataset into Colab's /kaggle/input folder\n",
        "path = \"/kaggle/input/nslkdd\"\n",
        "\n",
        "# -----------------------------\n",
        "# DETECT FILES IN THE FOLDER\n",
        "# -----------------------------\n",
        "files = os.listdir(path)\n",
        "print(\"Files found:\", files)\n",
        "\n",
        "# Detect train & test files (case-insensitive)\n",
        "train_file = [f for f in files if \"train\" in f.lower()][0]\n",
        "test_file  = [f for f in files if \"test\" in f.lower()][0]\n",
        "\n",
        "train_path = os.path.join(path, train_file)\n",
        "test_path  = os.path.join(path, test_file)\n",
        "\n",
        "print(\"\\nUsing training file:\", train_path)\n",
        "print(\"Using testing file:\", test_path)\n",
        "\n",
        "# Load (CSV or TXT auto-detected)\n",
        "df_train = pd.read_csv(train_path)\n",
        "df_test  = pd.read_csv(test_path)\n",
        "\n",
        "print(\"Train shape:\", df_train.shape)\n",
        "print(\"Test shape:\", df_test.shape)\n",
        "\n",
        "# -----------------------------\n",
        "df = pd.concat([df_train, df_test], axis=0).reset_index(drop=True)\n",
        "print(\"\\nCombined dataset shape:\", df.shape)\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# BASIC EDA\n",
        "# -----------------------------\n",
        "print(\"\\n===== HEAD =====\")\n",
        "display(df.head())\n",
        "\n",
        "print(\"\\n===== SHAPE =====\")\n",
        "print(df.shape)\n",
        "\n",
        "print(\"\\n===== INFO =====\")\n",
        "print(df.info())\n",
        "\n",
        "print(\"\\n===== SUMMARY STATISTICS =====\")\n",
        "display(df.describe())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "50q6JyKF5Oau",
        "outputId": "8e85982e-0767-4cbb-b030-06eba4d5b0f2"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "===== HEAD =====\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "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]"
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              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
              "          }\n",
              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "        }\n",
              "        (() => {\n",
              "          let quickchartButtonEl =\n",
              "            document.querySelector('#df-12af5b08-5462-4ab2-8027-d9030777a022 button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "===== SHAPE =====\n",
            "(148517, 42)\n",
            "\n",
            "===== INFO =====\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 148517 entries, 0 to 148516\n",
            "Data columns (total 42 columns):\n",
            " #   Column                       Non-Null Count   Dtype  \n",
            "---  ------                       --------------   -----  \n",
            " 0   duration                     148517 non-null  int64  \n",
            " 1   protocol_type                148517 non-null  object \n",
            " 2   service                      148517 non-null  object \n",
            " 3   flag                         148517 non-null  object \n",
            " 4   src_bytes                    148517 non-null  int64  \n",
            " 5   dst_bytes                    148517 non-null  int64  \n",
            " 6   land                         148517 non-null  int64  \n",
            " 7   wrong_fragment               148517 non-null  int64  \n",
            " 8   urgent                       148517 non-null  int64  \n",
            " 9   hot                          148517 non-null  int64  \n",
            " 10  num_failed_logins            148517 non-null  int64  \n",
            " 11  logged_in                    148517 non-null  int64  \n",
            " 12  num_compromised              148517 non-null  int64  \n",
            " 13  root_shell                   148517 non-null  int64  \n",
            " 14  su_attempted                 148517 non-null  int64  \n",
            " 15  num_root                     148517 non-null  int64  \n",
            " 16  num_file_creations           148517 non-null  int64  \n",
            " 17  num_shells                   148517 non-null  int64  \n",
            " 18  num_access_files             148517 non-null  int64  \n",
            " 19  num_outbound_cmds            148517 non-null  int64  \n",
            " 20  is_host_login                148517 non-null  int64  \n",
            " 21  is_guest_login               148517 non-null  int64  \n",
            " 22  count                        148517 non-null  int64  \n",
            " 23  srv_count                    148517 non-null  int64  \n",
            " 24  serror_rate                  148517 non-null  float64\n",
            " 25  srv_serror_rate              148517 non-null  float64\n",
            " 26  rerror_rate                  148517 non-null  float64\n",
            " 27  srv_rerror_rate              148517 non-null  float64\n",
            " 28  same_srv_rate                148517 non-null  float64\n",
            " 29  diff_srv_rate                148517 non-null  float64\n",
            " 30  srv_diff_host_rate           148517 non-null  float64\n",
            " 31  dst_host_count               148517 non-null  int64  \n",
            " 32  dst_host_srv_count           148517 non-null  int64  \n",
            " 33  dst_host_same_srv_rate       148517 non-null  float64\n",
            " 34  dst_host_diff_srv_rate       148517 non-null  float64\n",
            " 35  dst_host_same_src_port_rate  148517 non-null  float64\n",
            " 36  dst_host_srv_diff_host_rate  148517 non-null  float64\n",
            " 37  dst_host_serror_rate         148517 non-null  float64\n",
            " 38  dst_host_srv_serror_rate     148517 non-null  float64\n",
            " 39  dst_host_rerror_rate         148517 non-null  float64\n",
            " 40  dst_host_srv_rerror_rate     148517 non-null  float64\n",
            " 41  labels                       148517 non-null  object \n",
            "dtypes: float64(15), int64(23), object(4)\n",
            "memory usage: 47.6+ MB\n",
            "None\n",
            "\n",
            "===== SUMMARY STATISTICS =====\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "            duration     src_bytes     dst_bytes           land  \\\n",
              "count  148517.000000  1.485170e+05  1.485170e+05  148517.000000   \n",
              "mean      282.850980  4.051230e+04  1.722710e+04       0.000182   \n",
              "std      2545.220043  5.409528e+06  3.703596e+06       0.013482   \n",
              "min         0.000000  0.000000e+00  0.000000e+00       0.000000   \n",
              "25%         0.000000  0.000000e+00  0.000000e+00       0.000000   \n",
              "50%         0.000000  4.400000e+01  0.000000e+00       0.000000   \n",
              "75%         0.000000  2.760000e+02  5.270000e+02       0.000000   \n",
              "max     54451.000000  1.379964e+09  1.309937e+09       1.000000   \n",
              "\n",
              "       wrong_fragment         urgent            hot  num_failed_logins  \\\n",
              "count   148517.000000  148517.000000  148517.000000      148517.000000   \n",
              "mean         0.021822       0.000121       0.196994           0.002370   \n",
              "std          0.248406       0.014678       2.087903           0.058437   \n",
              "min          0.000000       0.000000       0.000000           0.000000   \n",
              "25%          0.000000       0.000000       0.000000           0.000000   \n",
              "50%          0.000000       0.000000       0.000000           0.000000   \n",
              "75%          0.000000       0.000000       0.000000           0.000000   \n",
              "max          3.000000       3.000000      77.000000           5.000000   \n",
              "\n",
              "           logged_in  num_compromised  ...  dst_host_count  \\\n",
              "count  148517.000000    148517.000000  ...   148517.000000   \n",
              "mean        0.397308         0.276231  ...      182.866870   \n",
              "std         0.489342        22.490762  ...       98.964628   \n",
              "min         0.000000         0.000000  ...        0.000000   \n",
              "25%         0.000000         0.000000  ...       84.000000   \n",
              "50%         0.000000         0.000000  ...      255.000000   \n",
              "75%         1.000000         0.000000  ...      255.000000   \n",
              "max         1.000000      7479.000000  ...      255.000000   \n",
              "\n",
              "       dst_host_srv_count  dst_host_same_srv_rate  dst_host_diff_srv_rate  \\\n",
              "count       148517.000000           148517.000000           148517.000000   \n",
              "mean           116.787910                0.524935                0.083248   \n",
              "std            110.868085                0.448749                0.190616   \n",
              "min              0.000000                0.000000                0.000000   \n",
              "25%             11.000000                0.050000                0.000000   \n",
              "50%             65.000000                0.540000                0.020000   \n",
              "75%            255.000000                1.000000                0.070000   \n",
              "max            255.000000                1.000000                1.000000   \n",
              "\n",
              "       dst_host_same_src_port_rate  dst_host_srv_diff_host_rate  \\\n",
              "count                148517.000000                148517.000000   \n",
              "mean                      0.147277                     0.031895   \n",
              "std                       0.308485                     0.111598   \n",
              "min                       0.000000                     0.000000   \n",
              "25%                       0.000000                     0.000000   \n",
              "50%                       0.000000                     0.000000   \n",
              "75%                       0.060000                     0.020000   \n",
              "max                       1.000000                     1.000000   \n",
              "\n",
              "       dst_host_serror_rate  dst_host_srv_serror_rate  dst_host_rerror_rate  \\\n",
              "count         148517.000000             148517.000000         148517.000000   \n",
              "mean               0.276092                  0.270477              0.124323   \n",
              "std                0.440218                  0.441200              0.312011   \n",
              "min                0.000000                  0.000000              0.000000   \n",
              "25%                0.000000                  0.000000              0.000000   \n",
              "50%                0.000000                  0.000000              0.000000   \n",
              "75%                1.000000                  1.000000              0.000000   \n",
              "max                1.000000                  1.000000              1.000000   \n",
              "\n",
              "       dst_host_srv_rerror_rate  \n",
              "count             148517.000000  \n",
              "mean                   0.125298  \n",
              "std                    0.324583  \n",
              "min                    0.000000  \n",
              "25%                    0.000000  \n",
              "50%                    0.000000  \n",
              "75%                    0.000000  \n",
              "max                    1.000000  \n",
              "\n",
              "[8 rows x 38 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-d3168264-334e-4059-9aed-124f6329c540\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>duration</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>num_failed_logins</th>\n",
              "      <th>logged_in</th>\n",
              "      <th>num_compromised</th>\n",
              "      <th>...</th>\n",
              "      <th>dst_host_count</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>148517.000000</td>\n",
              "      <td>1.485170e+05</td>\n",
              "      <td>1.485170e+05</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "      <td>148517.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>282.850980</td>\n",
              "      <td>4.051230e+04</td>\n",
              "      <td>1.722710e+04</td>\n",
              "      <td>0.000182</td>\n",
              "      <td>0.021822</td>\n",
              "      <td>0.000121</td>\n",
              "      <td>0.196994</td>\n",
              "      <td>0.002370</td>\n",
              "      <td>0.397308</td>\n",
              "      <td>0.276231</td>\n",
              "      <td>...</td>\n",
              "      <td>182.866870</td>\n",
              "      <td>116.787910</td>\n",
              "      <td>0.524935</td>\n",
              "      <td>0.083248</td>\n",
              "      <td>0.147277</td>\n",
              "      <td>0.031895</td>\n",
              "      <td>0.276092</td>\n",
              "      <td>0.270477</td>\n",
              "      <td>0.124323</td>\n",
              "      <td>0.125298</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2545.220043</td>\n",
              "      <td>5.409528e+06</td>\n",
              "      <td>3.703596e+06</td>\n",
              "      <td>0.013482</td>\n",
              "      <td>0.248406</td>\n",
              "      <td>0.014678</td>\n",
              "      <td>2.087903</td>\n",
              "      <td>0.058437</td>\n",
              "      <td>0.489342</td>\n",
              "      <td>22.490762</td>\n",
              "      <td>...</td>\n",
              "      <td>98.964628</td>\n",
              "      <td>110.868085</td>\n",
              "      <td>0.448749</td>\n",
              "      <td>0.190616</td>\n",
              "      <td>0.308485</td>\n",
              "      <td>0.111598</td>\n",
              "      <td>0.440218</td>\n",
              "      <td>0.441200</td>\n",
              "      <td>0.312011</td>\n",
              "      <td>0.324583</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>84.000000</td>\n",
              "      <td>11.000000</td>\n",
              "      <td>0.050000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>4.400000e+01</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>255.000000</td>\n",
              "      <td>65.000000</td>\n",
              "      <td>0.540000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.760000e+02</td>\n",
              "      <td>5.270000e+02</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>255.000000</td>\n",
              "      <td>255.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.070000</td>\n",
              "      <td>0.060000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
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              "    <tr>\n",
              "      <th>max</th>\n",
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              "      <td>1.309937e+09</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>7479.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>255.000000</td>\n",
              "      <td>255.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
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              "<p>8 rows × 38 columns</p>\n",
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              "        document.querySelector('#df-d3168264-334e-4059-9aed-124f6329c540 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-d3168264-334e-4059-9aed-124f6329c540');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    <div id=\"df-d6db6800-ab5f-4ea3-bc76-7af15e7b4709\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d6db6800-ab5f-4ea3-bc76-7af15e7b4709')\"\n",
              "                title=\"Suggest charts\"\n",
              "                style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "      <script>\n",
              "        async function quickchart(key) {\n",
              "          const quickchartButtonEl =\n",
              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
              "          }\n",
              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "        }\n",
              "        (() => {\n",
              "          let quickchartButtonEl =\n",
              "            document.querySelector('#df-d6db6800-ab5f-4ea3-bc76-7af15e7b4709 button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Identify numeric columns\n",
        "numeric_cols = df.select_dtypes(include=np.number).columns.tolist()\n",
        "# -----------------------------\n",
        "# CORRELATION MATRIX\n",
        "# -----------------------------\n",
        "plt.figure(figsize=(16, 12))\n",
        "sns.heatmap(df[numeric_cols].corr(), cmap=\"coolwarm\")\n",
        "plt.title(\"Correlation Matrix of Numeric Features\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "rOmwLLav6j0F",
        "outputId": "90625c47-2207-4573-b946-719d94a06735"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x1200 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# BOXPLOTS FOR OUTLIERS\n",
        "# -----------------------------\n",
        "plt.figure(figsize=(18, 40))\n",
        "for i, col in enumerate(numeric_cols, 1):\n",
        "    plt.subplot(10, 5, i)\n",
        "    sns.boxplot(x=df[col], color=\"skyblue\")\n",
        "    plt.title(f\"Boxplot – {col}\")\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "onr8Gs-z6r_W",
        "outputId": "07fb6839-40c1-40dd-89ae-8d0f1fbf8046"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x4000 with 38 Axes>"
            ],
            "image/png": 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/KVKkiAICArRv3z5dv37d9jt3165dthtutm3bpm7dutk+Y32qPiQkxG5ZqfUbrF27VsOHD5ckdejQQeXLl9fBgwc1d+5cRUREaM6cOXbXC1b//ve/tWnTJrVu3VpNmzZVZGSk5s+frxMnTmjmzJl28y5fvlyjRo1SwYIF1bFjR5UuXVq7d+9Wr169VKNGjUy1jfXaevXq1Tpy5Ij69etnu061/l+6e2NSv379dPXqVTVt2lRFixbVI488IknasWOH/vvf/6pRo0Zq3769ChcurBMnTmjVqlVas2aN5s6d61C/t956S3PnzlWZMmXUs2dPFShQQGvWrNG+ffuUkJCQav/CmjVrtG7dOrVq1Uq9evXS7t27tXDhQp0+fVqjRo3SgAEDFBQUpKefflq///671q5dq9OnT2vp0qVyd//fM1rR0dEKDw9XdHS0GjRooObNm+vWrVtau3atBg8erLffflvPPPOMw/rXrVuniIgINW/eXL169dKxY8e0fv167d+/X8uXL9dDDz0kSam26b2/H5ALDCCDdu7caVgsFqNt27bGlStXbOW3b982nnnmGcNisRitW7e2lf/nP/8xLBaLsW3bNodlnTp1yrBYLMZrr71mV/7aa68ZFovFaNasmXHy5EmHz925c8c4e/asQ/m1a9eMsLAwIzg42Lh165bdtNatW9vV614Wi8Xo27evXdm4ceMMi8VijBs3zkhOTraVHz9+3AgMDDRq1aplnDp1yla+bds2w2KxGBaLxViwYIHdsubOnWtYLBbjzTffTLUOAJCa7t27G7Vq1TIuXbrkMO3y5cu2f/ft29ewWCxG586d7coN427sbN26tWGxWIylS5c6LMdZXE0P6zrbt29vxMbG2spTnhcWLVpkK9+3b59hsViM4cOHOyzLes6YN2+erSy1c4XV1q1bDYvFYvTs2dO4evWq3bQFCxYYFovFGD9+vK3s/fffNywWi/Hrr786LCs2NtZISkpK97bj/vr27Wv4+/s7nXbt2jWjRo0axqhRo4zLly87/DdgwACjadOmtvl37Nhh+Pv7G02bNjWWL19unD592oiKijKefvppo1atWobFYjEWL16cW5uGfCYj18DXrl0z/Pz8jO7duxuJiYkOy4qJibH729l1aGZYr0Nffvllu1h28uRJIzg42KhVq5bdtfXUqVMNi8VizJo1y2FZ1tj+559/2sqsMfXe61wrawx/++237bY7MTHRGDNmjEPsTe+5DVlHLAYyx9l16Llz54w7d+44zLtx40ajRo0axj//+U+78sz0E7zxxhsO17CGcfc6umbNmobFYjH+85//ZHHrAORVkyZNMiwWi7F27Vpb2ccff2z4+/sb/fr1M1q0aGErT0pKMho2bGi0adPGVpZWv8H169eNhg0bGjVq1DC2b99uN+2rr74yLBaL8dxzz9mVW/txW7ZsaURHR9vKExISjD59+hgWi8XYu3evrTwuLs5o0KCBUatWLePw4cN2y/r3v/9ti5kp+1wzwlofZ5+39on079/fuHHjhsP0S5cuGXFxcQ7lhw8fNurVq2cMGjTIrnz79u22/pCU/RF37tyxbfu9/dHWa2p/f38jMjLSVp6UlGQMGDDAsFgsRnBwsLFkyRK7zzm7njaMu/vTz8/PWLZsmV351atXjSeeeMIICAgwLl686HT9W7ZssfvMxx9/bFgsFuPrr7+2K0+rTZF7GGYTGWZ9VHno0KHy9fW1lRcsWFAjR47M1nUNHjzY6Z0eXl5eevjhhx3KfXx89NRTT+nq1avav39/ltYdHx+vpUuXqnDhwho5cqTc3Nxs06pUqaLw8HAlJCQ4PLou3X1fxL3vkHjqqafk6empffv2ZaleAPIvT09PeXo6PlRvvVsqpb///e8O5WvXrlV0dLRCQ0PVpUsXh884i6sZ8be//U3Fixe3/Z3yvLBgwQJbeUBAgGrXrq2IiAhdvHjRVp6UlKQff/xRRYoUUVhYWLrXO2vWLEnSO++8Y3e3nXT3iQJ/f3+H4eUkqVChQg5lxYsXt7vDDTnr+PHjSk5O1k8//aSQkBCH/7Zs2aLLly/b5g8KCtKnn34qd3d3vfLKKwoNDVV4eLjKly9veyLfemcqkN0ycg3s5uYmwzDk5eXlNKaUKFEix+rp4eGh//u//7Nbb8WKFW3XrkuWLLGVP/nkkypYsKDmzZtnt4w///xTUVFRatSokapWrZqu9SYnJ2v27NkqXbq0xowZYxtRw1qn0aNHy83NzSEeZ+TchpxBLAYypmzZsk5HI2rWrJmqV6/udEgzKf39BAkJCfrpp59UpEgR25MxVgEBAU6v4wHkL9Yn7LZu3Wor27p1q2rVqqX27dvr3LlzOn78uCTp8OHDio2NdXgqT3LebxAREaHY2Fh16tRJDRo0sJs2cOBAVahQQZs3b7YbgtvqpZdeUvny5W1/e3p62uJeyjgXERGha9euqUuXLg5Puf3tb39z+F2fE0aPHq3ChQs7lJcsWdLpdUyNGjXUqFEjRUZG2r2awzr85L319vLyum8/eVhYmN1oHO7u7urataukuyMhPPHEE3bzW5+2PHLkiK3syJEjioqKUvv27R36UYoVK6bhw4frzp07WrVqlcP6O3Xq5HBcWJ/gy2q/OnIGw2wiww4dOiTJ+dA/QUFBdj/cs6pOnTqpTjt69Ki++eYbbd++XRcvXnR4yfr58+eztO7jx4/r1q1bCgwMtOuwsWrcuLG++OILHT582GFa7dq1HcoKFCigkiVLOn13EwDcT5cuXfTBBx8oLCxMnTp1UsOGDRUYGJhqZ6ez+Llnzx5JUosWLXKkjmmdF+6NlX369NHYsWO1YMECDR06VJK0fv16nTt3Tr1791aRIkXSvd49e/aoQIECWrlypVauXOkwPSEhQTExMbpy5YpKlCihTp06aebMmXrppZfUoUMHNWnSRIGBgapUqVIGtxhZZfz/9yZ27NjR6bAfzrRr106hoaH6448/dO3aNVWqVElly5bV3//+d0lStWrVcqy+yN8ycg1ctGhRtW7dWmvXrlXXrl3Vvn172/uRnL1nLDuVK1fO6c1w1npbt0O6m1Ts2LGjFi9erF27dikwMFCSNH/+fElyOpx8ao4fP67Y2FhVqVJFX3zxhdN5ChUqZBuGUcr4uQ05g1gMZIxhGFq6dKkWLVqkI0eO6Nq1a0pKSrJNT204tfT2E/z555+6deuWGjRo4HQIs4YNG/LuPCCfq1evngoVKmRL5sXFxenQoUMaPHiwGjduLOlucq9q1aq2ITat5Sk56zewXis6m9/T01PBwcGKjo7WoUOH7BJ3kvM4V65cOUl3h4K3svYPBAUFOcxfpEgR1ahRQ1FRUU62PHsULFjQ9t5qZ9atW6fvv/9eBw4c0JUrV5SYmGg3/cqVKypTpoyktLelXr16Tm9as3LWXtbl1qpVy2GadQjnlO9n3b17tyTp+vXrTt+5HRMTI0l21+Bprd/Z/oJ5kMxDhllfWmodRzklT0/PbL3TuFSpUk7L9+zZo/79+yspKUmNGzdWaGioihYtKnd3dx0+fFgRERG2caIzy7qdpUuXdjrdWu4sOZfaHSSenp5KTk7OUr0A5E/PPfecSpQooTlz5mjWrFmaMWOG3NzcFBwcrH/84x8O76VxFruscc3ZOzyyg7OYbT0vpLyjX7p7B9qHH36o+fPna8iQIXJ3d89U57F090XPiYmJmjJlSprz3bx5UyVKlFCdOnX03Xff6csvv9SqVatsT6lUrVpVw4YNU+fOnTO0fmRepUqV5O7urtu3b6tJkybp/pyHh4fdj6/4+Hht27ZNVapUUZUqVXKgpkDGr4EnTZqk//73v1q2bJnth3XBggXVoUMHvfbaa6le52ZVasu1llu3w6pPnz5avHix5s2bp8DAQMXHx2vRokUqWbKk2rVrl+71xsbGSpL++uuvNOPxjRs3bP/O6LkNOYNYDGTM+++/rxkzZqh06dJq1qyZypYtaxvxYdGiRYqOjnb6ufT2E6R1vpFSj/MA8g8vLy8FBQVpy5YtiomJ0a5du5SUlKSQkBBVq1ZNpUuX1rZt29SnTx9t3bpVbm5uTpNzafUb3K8/9N5rSsn5O9SsN7w5i3P3u27NKSVLlrQbgS2lGTNm6L333lPx4sXVpEkTlStXTt7e3nJzc7O9Ny5ln3NaMdvDw8PpAyJWabVXWtNSJhet1+CbN2/W5s2bU13XzZs3HcqcnZesyUf6r82JZB4yzBpMLl++7PA4cmJioq5cuWI3VJs1OKa8U83KWeBPKbXA+sUXX+j27duaOXOmGjVqZDftq6++UkRExP035D6s23np0iWn061Dw/GyTwC5pVu3burWrZuuXbum3bt369dff9WCBQs0ePBgrVixwu5JBmfx0xqvsvrkcmouXbrkcGee9bxw7zAVhQoVUvfu3TV9+nRt2rRJjz32mDZs2KC6detm+GXXRYsWlWEYGbpzr379+vrqq68UHx+vAwcOaOPGjZo9e7ZGjRqlhx56KEOdmci8EiVKqGXLllq/fr22bdvm9AfmpUuX7vtjbuLEiYqNjdWYMWNyqqpAhq+BCxUqpOHDh2v48OE6e/astm/frkWLFmnp0qWKjo7WnDlzcqSeqV27WsvvvXatW7euatasqRUrVmjs2LHasGGDYmNj9fzzz6f6dIkz1uW2a9fuvjdXpJSRcxtyBrEYSL/Lly9r1qxZslgsmjt3rsM17rJly7K8jpTnG2dSi/MA8pfGjRtr8+bN2rp1q3bv3q2CBQvaRllo3LixNm7cqPj4eO3cuVOPPfaY02RTWv0GKV+JkVJ29IdaY+f9rltzSmr9zdabhEuXLq2FCxfanpKzso52lJJ1W5z9RkhKSlJsbGyO3VAt/W8/vP766+rXr1+OrQfmQDIPGVazZk0dPHhQUVFRDkP47Ny50yFpZ31/0tmzZx2WdeDAgUzV4cSJE/L19XVI5ElKtTPX3d3dbkzj+6lataq8vb1tw2bce7dCZGSkpLvtAQC5qVixYmrZsqVatmyp5ORkLViwQNu3b1eHDh3S/Fy9evUkSRs2bFDv3r2zvV5RUVG2MdytrOcFf39/h/l79+6tGTNmaN68eapRo4aSkpLUs2dPh/msd585uylEurtd69at09GjR/XYY49lqM5eXl4KDAxUYGCgKleurNdee00REREk87Jo8eLFtncoREdHyzAMff7557bpL774ou3fb731lnr37q2BAweqc+fOCggIkLu7u6Kjo7VhwwbVrl1bH3zwgW3+xx9/XKGhoapcubJu376t1atXKyoqSn369HE4/oDslNFr4JTKlSunJ554Qp07d9bjjz+unTt32ob+le5ep6b1+Yw4e/asTp8+rUceecSu3HqN7OzatU+fPnrjjTe0ePFirV69Wm5ubk7jsfU9fM7q+uijj6pYsWLas2ePEhISMpQIlDJ/bkPqiMVA9jt16pSSk5PVtGlTh0TeuXPndPr06Syv49FHH5W3t7cOHz6suLg4hw7znBx6DkDekXI4zT179qh+/foqWLCgpLvv1Pvpp580Z84c3bx50+mNOqmx/naPioqyvQvXKjExUTt27JCUtf5Q6zp27typp59+2m7ajRs37N4Jl5uuXLmia9euqX379g6JvBs3bujgwYMOn/H399ehQ4e0c+dOh98Ie/bscRiiM7vVrVtXkrRjx44cTeZZfwfwxJ5rOb6NHbiP7t27S5K+/PJL26O8knTnzh1NnDjRYX7r+MsLFy60C2Bnz57VZ599lqk6VKhQQbGxsQ7B/Ycffkj1ZdO+vr6KiYnR7du307UOLy8vdenSRTdu3NCnn35qN+3kyZOaNWuWChQoYHsxKQDkpG3bttneaZOSdfxz69A+aWndurUqVKigNWvWOL1rOOW465nxxRdf2I2rnvK88NRTTznMX6VKFYWEhNjGoy9WrJjDC5ulux28bm5uTm8KkaQBAwZIksaNG+f0qcObN2/a3UG3a9cup+cC693P6WlLpG3BggX69NNP9emnnyo6OlrJycm2v+89p5YtW1aLFi3SoEGDtH//fn300UeaMGGC1q5dq/r16zsknuvVq6dff/1V48eP13/+8x9Jd4czfPPNN3Nt+5A/ZeQaOCYmRr/99pvDMm7evKmbN2/K09PTLtnl6+ub5RhslZSUpI8//tjuh/apU6c0a9YseXp66oknnnD4TOfOneXj46OpU6cqKipKTZs2dfrePWvy0Vk89vT0VN++fXXx4kW9++67TuPshQsX9Mcff9j+zo5zG1JHLAayX4UKFSQ53sRx48YNvfHGG9nSaVugQAFbX8S97z/av3+/fvrppyyvA0DeV6tWLfn4+CgiIkJHjx5VSEiIbZo1eff111/b/Z0ebdu2la+vr5YvX+7wJNqMGTN0+vRpNWnSxGFUnoxo27atfHx89NNPPzn07X7xxRdOX2mUG0qWLClvb28dPHjQbmj4hIQEjR8/XleuXHH4jPUmpi+++MJuBLr4+Hh98sknOV7ngIAANWjQQL/++qt+/PFHp/P89ttvqT7tnV7W4UKtN4rBNXgyDxkWFBSk8PBwzZo1y3Z3saenpyIiIlSsWDGHMZXr1q2r4OBgbd++XT169FDjxo116dIlrV27Vs2aNUu1czYt/fv316ZNm9SnTx917NhRPj4+OnDggHbu3KkOHTpo1apVDp8JCQnR/v37NXjwYDVo0EBeXl6qUaOGQkNDU13PqFGjtGPHDs2ePVv79+9Xo0aNdOXKFa1YsUI3btzQuHHjnHZ0AEB2GzZsmAoXLqx69eqpQoUKMgxDO3bs0P79+1WrVq10PUnm5eWlTz/9VIMGDdKoUaM0b9481a1bV3fu3NGff/6prVu32l52nRmPPvqowsLC7M4LJ0+eVKtWrVK98aFPnz7asmWLLl26pPDwcKcdt0WKFFHdunW1Y8cOjRo1SlWrVpW7u7tCQ0NVo0YNhYSEaNSoUZo4caI6dOigFi1a6JFHHtHNmzd15swZbd++XYGBgfrmm28kSVOnTtW2bdvUoEEDPfLIIypcuLD++OMPbdiwQcWLF3f6NAoyZtasWRmav3jx4ho1apRGjRp133lTPhkC5KaMXAOfP39e3bp1k8VikZ+fn8qVK6fr169r3bp1unjxosLDw+2e6AgJCdHy5cs1dOhQ1axZU56engoODlZwcHCG6+nn56d9+/bpySefVNOmTRUXF6cVK1bo2rVrevXVV1WpUiWHz3h7e6tbt262725qcbBevXry9vbWjBkzFBsbaxt2MTw8XD4+PnrxxRd15MgRff/991q7dq0aN26ssmXL6vLlyzpx4oR27dqlV155RdWrV5eUPec2pI5YDGS/0qVLKywsTMuXL1e3bt1scXbLli3y8vKSv7+/Dh8+nOX1vPLKK9q6datmzJihAwcOKCgoSBcvXtTPP/+sFi1aaM2aNdmwNQDyMg8PDzVs2ND2qqGUybwKFSqoUqVKOnnypG2+9CpSpIjGjx+vESNGqG/fvnr88cdVvnx5HTx4UJs2bVLp0qX19ttvZ6nuRYsW1T//+U/94x//UK9evdSxY0eVLl1au3fv1pEjR9SwYUNFRUXZngbLLe7u7goPD9fXX3+tLl26qE2bNkpISFBkZKSuXr2qRo0a2UZqs2rYsKF69uypefPmKSwsTO3bt1eBAgW0Zs0a+fj4qEyZMqkO65ldJkyYoP79++v111/XrFmzVLduXfn4+OjcuXP6/fff9fvvv2vevHmpvos1PUJCQvTNN99o3Lhxat++vYoUKfL/2Lvv+Ciq/f/j71RCSQi9IyJuaKEEiPQSuogUFYFLUUBEBC9FLnBtyLUgCqII1w4oiuKXXkS6SJGmdLAgQgidEJKQhLT5/cFv92bZTUjCJjtJXs/Hw4dkZnbmzNnZz5w5n5kzCggI0IABA1y4J7gTknnIlhdeeEHVqlXTV199pW+++UaBgYHq2LGjxo0b57TDdu7cuZo+fbo2bdqkL7/8UtWqVdOECRPUokULff/991nefuvWrfXhhx/qv//9r9auXSsvLy/Vq1dPX3zxhcLDw50m85555hlFR0dry5YtthfD9urVK8NkXmBgoL799lt99NFH2rBhg+bNmyc/Pz/Vq1dPQ4cOVcuWLbNcdgDIjvHjx2v79u06evSofvzxRxUqVEgVK1bU888/r379+mV6OLPg4GAtX75cH3/8sbZt26Zff/1VRYsWVdWqVfXcc8/dVRnfe+89zZkzR6tWrdKlS5dUrlw5jR49WsOHD0+38RoWFqYSJUro2rVrGSbRpk+frjfffFPbt2/XmjVrZBiGypcvb3u/3vDhwxUSEqIvv/xS+/fv1+bNm1WsWDGVK1dOffr00UMPPWRbV//+/VW8eHEdPHjQdld1uXLl1L9/fz355JO2O64B4HaZbQNXqlRJo0eP1p49e7R7925du3ZNgYGBuvfeezV+/HiHp5BfeOEFeXh4aNeuXfrxxx+VmpqqUaNGZSuZV7x4cX3yySd6++23tXTpUsXGxqpGjRoaMmSIunfvnu7nHn30UX355ZcqU6ZMuu3j4sWL6/3339ecOXO0bNkyxcXFSZIefvhh+fv7y8fHR3PnztWKFSu0bNkybd26VXFxcSpRooQqV66sf/7zn3ZlcNW5DQBy0+uvv64qVapo7dq1+uqrr1SyZEmFhYXpueeeu+v2tFXJkiW1aNEizZw5U1u2bNGRI0d07733asqUKbaRNgCgWbNm2rRpk4oVK6a6des6zDtz5oztCb6s6NChg77++mt99NFH2r59u2JjY1W6dGn17dtXI0eOdMk74B5++GEVL17c1rfr6+urxo0b65tvvtH06dMlyWE449zwz3/+UyVLltR3332nb7/9Vv7+/mrevLnGjBnj8LS01ZQpU1S9enV98803DtcIrVu3dnoznSuVL19eS5Ys0cKFC7V+/XqtWrVKKSkpKl26tGrUqKEBAwbIYrHc1TZatWqlSZMmafHixVqwYIGSkpJUqVIlknm5zMNwNq4JAABALggPD1fHjh0VEhKir7/+2t3FAYACa+nSpZo8ebKeeeYZjRkzxt3FAQAAQAGUkpKiDh06KCkpKd1XKeUVf//9tzp37qxu3bo5fTUVkFW8Mw8AALjNZ599JsMwuJsLANwoOTlZ8+bNk7e3t/r27evu4gAAACCfi46OVnx8vN00wzD03//+V+fOnVOHDh3cVLKsu3z5st37qiUpPj5eb7zxhiTlqX2BuTHMJgAAyFXnzp3T6tWr9ffff2vp0qWqWbOmunTp4u5iAUCBs2/fPu3du1d79uzR77//rgEDBqh8+fLuLhYAAADyuQMHDmjs2LFq0aKFKlWqpLi4OB08eFDHjx9XhQoVNHr0aHcXMdMWLFigNWvWKDQ0VGXKlNGVK1e0a9cuXbhwQa1bt1bXrl3dXUTkEyTzAACAnfnz5ysmJuaOy4WGhuqBBx7I8vrDw8M1Y8YMFS5cWC1atNCUKVNy/cXWAGB20dHRWrBgQaaW7dWrlypXrpzlbezatUsffPCBAgMD1adPH02YMCHL6wAAAACy6t5771Xbtm3166+/atu2bUpOTlb58uU1cOBAjRgxQqVKlZKUO23iu9WiRQudOHFCO3bsUFRUlLy9vVWtWjUNHDhQgwcPloeHR66XCfkT78wDAAB2wsLCFBERccflRo0alafulgOAvOTs2bNq3759ppb94osvsnVzBQAAAGBmtImB/yGZBwAAAAAAAAAAAJgUY1oBAAAAAAAAAAAAJkUyDwAAAAAAAAAAADApknkAAAAAAAAAAACASZHMAwAAAAAAAAAAAEyKZB4AAAAAAAAAAABgUiTzAAAAAAAAAAAAAJMimQcAAAAAAAAAAACYFMk8AAAAAAAAAAAAwKRI5gEAAAAAAAAAAAAmRTIPAAAAAAAAAAAAMCmSeQAAAAAAAAAAAIBJkcwDAAAAAAAAAAAATIpkHgAAAAAAAAAAAGBSJPMAAAAAAAAAAAA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Nm+zmvf/++4bFYjE+++wzu+kvvfSSYbFYjJMnT2bt4AHclrISd4OCgowlS5bYLRMTE2M88MADRr169YyLFy/aplvjU1BQkLF27VqHbWc0f/z48YbFYjHGjx9vpKam2qYfO3bMCA0NNUJCQuzimDWGWiwW49tvv81aJdwio++Y2NhYp9PPnj1rtGzZ0rj//vsd5lksFqN///5O93f06FEjJCTE6NChg3Hu3Dm7eZs2bTJq165tDB8+PJtHAyAvmPmeNTY21ggKCjIiIiKM5ORkh/lptxcdHW00btzYaNq0qfHXX3/ZLXfo0CGjYcOGRnh4uN10671kq1atjBMnTjhs39X81NRU4/777zcsFouxcOFCu3lLly41LBaL0blzZyMlJcU2/aOPPjIsFovRoEEDY9++fZmvCCes3xOjR4+2uz+3OnfunHHjxg2H6evXrzdq165tvPLKK3bTM7p/t37XPfXUU8a1a9fs5lmP6+uvv87BEQHIKydPnrTFjIkTJ9rN27x5s2GxWIyHH37YiImJsZtn/dy/9dZbdtOtbQADBw40EhISHPbnav6pU6eMkJAQ45577jEOHz5sN+/VV181LBaL8e9//9tuekbfP5mVmXvsEydO2N2vW3344YeGxWIxli5dajfdGv+2bNnidHvW75Fb2zKuX79uDBkyxAgKCjL279+fzSMCkJfMfI9sGBm3Q1jj0+uvv253H52cnGyMHTvWsFgsxooVK2zTXX1XZGb+4sWLDYvFYoSHhxvx8fG26QkJCUZERIRhsViMRYsW2a2T0f1sZmXmHvv48eMO027cuGE8+uijRp06dRzaL6zn1ZmkpCSjQ4cORt26dY2tW7fazTt37pzRqlUro2XLlk7vxVHwGGYT6fL09HT6dKq1d1lazzzzjNPp4eHhkmQbUtJq7969Onz4sNq2bSs/P78sl2327NmSpNdff92hN5uHh4cqVKhg+/f8+fPl5uamMWPG2B1P2bJl9eSTT0qSvv/++yyXwZmuXbuqefPmdtOsPWRuHfoTAG6VUdw9ePCgtm3bpk6dOqlbt252y5QsWVIjR47UjRs39Msvvzhso3379rZeas44m5+YmKhFixbJx8dHzz//vNzc3GzzqlWrpgEDBigpKUk//vijw/aCg4Od9tjLjvS+Y0qUKOF0esWKFXX//ffr6NGjDj0QXfn222+VlJSkcePG2Xp8WDVv3lxhYWFavXq14uPjs34QAPKMWe9Z3dzcZBiGvL295e7u+LMr7fZ+/PFHxcbG6umnn1atWrXslrNYLHrooYe0f/9+HT582GE7Q4cOVZUqVdIth7P5u3bt0tGjR3XPPffogQcesJvXtWtXNWrUSMeOHdPOnTsdttenTx/VqVMn3f1llpeXl1566SWn587f31/e3t4O01u1aqVatWo5HVbalZkzZ8rT01Nvv/22ihYtajdv+PDhKl26tBYvXpy1AwCQr8qVK2fXw0CSZs2aJUl64403HHrD9erVS8HBwel+tseMGSMfH5909+ds/qJFi5SUlKT+/furZs2advOee+45FS9eXAsXLnQ6dG963z9Z5eoeu0qVKnb361aDBg2SdHM40sy6cuWKFi1apLp16+r//b//ZzevSJEiGj16tAzDIHYCJmbWe+S0nLVDpKamavbs2SpfvrzGjh1rN+qEh4eHxowZIzc3N6fxx9l3RWbmz58/X5I0atQoFS9e3Dbdx8dHo0ePluS87djV/WxWubrHvuuuuxymeXt761//+peSk5O1efPmTO9nzZo1OnHihPr37283ooV08x586NChunjxYpa2ifzDOCJwqkePHnrnnXfUrVs3de3aVU2bNlVoaGi6N5/OhuCRpI4dO6pEiRJavHixXnjhBVsAtjb8ph3mLLOuXr2qP//8U+XKlcuwISE+Pl7Hjx+Xv7+/w822JDVr1kySdODAgSyXw5m6des6TAsICJAkxcTE5Mo+ANyeMhN3re+Bi4+Pd/pez8uXL0uS03crpRenXc0/duyYrl27ptDQUJUuXdphfrNmzfTpp586jaEZ7S8rXG1r586dmjlzpvbs2aOoqCglJSXZzT9//nymh8Xcs2ePpJvv1HP2AEZUVJRSUlL0999/O433APKfme9ZfX191a5dO61evVo9e/ZUp06d1LhxYzVo0EDFihWzW9Yafw4ePOg0vlvfYXfkyBGHZF924vv+/fslSffee6/TdZo1a6adO3dq//79atKkSZb2l1mBgYHpDkNkGIYWLVqkyMhIHTx4ULGxsUpJSbHNz8qwzdeuXdPBgwfl5+eX7jtfvL29Hd5xDcBcateu7ZDk37Nnj7y8vLRs2TItW7bMYZ2kpCRdvnxZV65csWtsLlKkiMO74dJKb741dlrbEdIqVaqU6tSpo+3bt+vo0aOqXbu23fzcip2utnP16lXNnDlTK1as0N9//62EhAQZhmGbf+HChUzvZ+/evUpJSZGbm5vT76Xk5GRJzn93ACh4Zr5Hzmi/x44dU3R0tKpVq6ZPP/3U6XpFixZ1Gn+cfVdkZv7+/fvl7u7ukNySpCZNmsjDw8Npu4er+9mschXfz5w5o88//1ybN2/W2bNndf36dbv558+fz/R+rL87zpw5k+HvDobaNB+SeXBq8ODB8vPz05w5czRr1izNmDFDbm5uatKkiV588UXb++isypcv73Q7RYsWVZcuXTRv3jxt2LDBNm77kiVLVKZMGZe9RNJjHTP41l4Tzlh7T6RXPmsPPmcvxs4OZ2PjW5/OcPayVACwykzcjY6OliRt3LhRGzduTHdbV69edZhWrlw5l/t3Nt8ab9OLodbpzmJoRvvLivT2v2LFCj399NMqUqSIWrRoobvuukvFihWTu7u7tm3bpm3btjl9Mjo91vr98ssvXS7nrH4BFAwz37NK0qRJk/T5559ryZIlth/LRYoUUefOnfXSSy/ZYqU1/sybN8/l9nI7vqcdzSItaz05ex9ebsX39M6FJE2YMEEzZsxQ+fLl1apVK/n7+9t61FnfAZJZsbGxMgxDly9f1tSpU3NcbgAFw1nsiY6OVnJycoaf7atXr9ol88qWLeu0B1tG83Nyb+wq5mVFejE4KSlJAwcO1O+//y6LxaKuXbuqTJkytvaIqVOnZuu+eO/evS5HGUpISMh84QHkG7PfI1ulF9ulm0klV/HdWfzJzn2xdDO+lypVymmiz9PT0/bOwVvlVmx3VbaTJ0+qd+/eio2NVePGjdWqVSv5+vrKw8NDp0+fVmRkZLbiu7OHYNKi3cOcSOYhXeHh4QoPD1dsbKx2796tFStWaP78+Ro6dKh+/vlnu6c5XN0Ih4eHa968efrxxx/Vpk0brV27VtHR0Xr00Uez9FStlXVYzcw8dWB9iemlS5eczrc+mZZ2qE7rMEjWJ81uFRsb6zRpBwA5lVHctcaqcePG6dFHH83Stl3F6fTmW/eXXgy9ePGi3XJZ2V9WpLetyZMny8vLS/Pnz3foff3KK69o27ZtWdqP9Ttj586ddi/JBmBuZr1nlW42gIwcOVIjR47U2bNntX37dkVGRmrRokU6ffq05syZI+mfOLpw4UKH3hwZyUl8t8bxW1mnO4uFuRXf09tOVFSUZs2aJYvFom+//dahDEuWLMnSfqzr16lTx2GIKACFh7OY4evrK8MwsnzPl524KdnfG999990O8/Pj3ji97axatUq///67evXqpQkTJtjNu3DhQpYfZrAew6BBgzR27NjsFRZAgTLzPbKr/VrjT8eOHbMcu3IS32NiYpSUlORwTMnJybpy5Uqe3he72tb06dMVHR2tCRMmqFevXnbzlixZkuX7W2v9fvLJJ2rfvn32CosCwzvzkKGSJUuqTZs2evPNNxUREaHo6Ght37490+s3atRI1apV06pVqxQXF2cLMtntiu3j4yOLxaJLly7ZhrlIj6+vr+666y6dP3/e1k04ra1bt0qS3XCd1kTduXPnHJY/fvy40yeUs8OaNKTHHoBbpRd3GzRoIEnasWNHvpSjevXqKlasmG2Is1s5i6H56fjx46pVq5ZDIi81NdXpe56km7E37VBtaTVs2FBS/tUvgNxltnvWWwUEBOiBBx7Ql19+qapVq2rnzp26cuWKJNnie3qxK7cFBwdLUroN4Nb4HhISki/lSevkyZNKTU1Vy5YtHRpNzp07p1OnTjmsYx3yyVl8L168uO6++2799ddftieRAdweGjZsqJiYGP3111/5sj9r7LTGyLRiY2N14MABFSlSxOkrPvLaiRMnJN1s/L5Vet+Frtok6tevL3d3d+6LgduA2e+Rb1WjRg2VLFlSe/bscXiNRl4JDg5Wamqq05i3fft2paSkFGi7hyR16tTJYV569/LW+O7s3ji/25WQu0jmwaktW7bYja1uZX0f060vjs9IeHi4bty4oTlz5mjdunUKCgrKURAcMGCApJs9L25NrqWmptqNBf/ggw/KMAy9++67dkHs8uXL+uSTT2zLWNWoUUO+vr5atWqVXRfq69ev680338x2mW9lff/UmTNncm2bAAqvzMTdevXqqXHjxlqxYoV++OEHp9s5dOiQ0+EfssPb21s9evRQQkKCJk+ebDfvxIkTmjVrlry8vNSzZ89c2V9WBQYG6u+//7brqW0YhqZMmaLDhw87Xad06dJOH9aQpH/961/y8vLShAkTdOzYMYf5iYmJ3PACJmPme9bLly/r0KFDDtOvXr2qq1evytPT0/bkb69evVSyZElNnTpVv//+u8M6qampThuPs6tRo0aqXr26du7c6TDEzrJly7Rjxw5Vq1ZNjRo1yrV9ZlZgYKCkm4nNtPfuCQkJ+ve//+109AzrffXZs2edbnPQoEFKSkrSyy+/7PThlJiYGO3bty8XSg8gPw0aNEiSNH78eKcj91y9etX2bqDc8MADD8jLy0uzZ8+2Na5aTZ48WfHx8XrggQdcvq8pr1hj560NuydPntT777/vdB1XbRJly5ZVjx499Mcff+jjjz9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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# SINGLE BOXPLOT FOR ALL NUMERIC FEATURES\n",
        "# -----------------------------\n",
        "plt.figure(figsize=(18, 8))\n",
        "\n",
        "# Melt numeric columns into long format\n",
        "df_melted = df[numeric_cols].melt(var_name='Feature', value_name='Value')\n",
        "\n",
        "sns.boxplot(data=df_melted, x='Feature', y='Value', palette='viridis')\n",
        "\n",
        "plt.xticks(rotation=90)\n",
        "plt.title(\"Boxplot of All Numeric Features (Outlier Detection)\")\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 686
        },
        "id": "C8Wuf3oM7E0F",
        "outputId": "41e2c395-5f36-4912-e56b-50a8cfacb29f"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# MISSING VALUE HANDLING\n",
        "# -----------------------------\n",
        "print(\"\\n===== Missing values before =====\")\n",
        "print(df.isnull().sum())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "npl17isK6wpa",
        "outputId": "82ce3e44-b496-4f1f-afed-82374ec6bada"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "===== Missing values before =====\n",
            "duration                       0\n",
            "protocol_type                  0\n",
            "service                        0\n",
            "flag                           0\n",
            "src_bytes                      0\n",
            "dst_bytes                      0\n",
            "land                           0\n",
            "wrong_fragment                 0\n",
            "urgent                         0\n",
            "hot                            0\n",
            "num_failed_logins              0\n",
            "logged_in                      0\n",
            "num_compromised                0\n",
            "root_shell                     0\n",
            "su_attempted                   0\n",
            "num_root                       0\n",
            "num_file_creations             0\n",
            "num_shells                     0\n",
            "num_access_files               0\n",
            "num_outbound_cmds              0\n",
            "is_host_login                  0\n",
            "is_guest_login                 0\n",
            "count                          0\n",
            "srv_count                      0\n",
            "serror_rate                    0\n",
            "srv_serror_rate                0\n",
            "rerror_rate                    0\n",
            "srv_rerror_rate                0\n",
            "same_srv_rate                  0\n",
            "diff_srv_rate                  0\n",
            "srv_diff_host_rate             0\n",
            "dst_host_count                 0\n",
            "dst_host_srv_count             0\n",
            "dst_host_same_srv_rate         0\n",
            "dst_host_diff_srv_rate         0\n",
            "dst_host_same_src_port_rate    0\n",
            "dst_host_srv_diff_host_rate    0\n",
            "dst_host_serror_rate           0\n",
            "dst_host_srv_serror_rate       0\n",
            "dst_host_rerror_rate           0\n",
            "dst_host_srv_rerror_rate       0\n",
            "labels                         0\n",
            "dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "#  ETL — ATTACK CATEGORY GROUPING\n",
        "# -----------------------------\n",
        "attack_map = {\n",
        "    \"normal\": \"normal\",\n",
        "\n",
        "    # DoS\n",
        "    \"neptune\":\"dos\",\"back\":\"dos\",\"land\":\"dos\",\"pod\":\"dos\",\n",
        "    \"smurf\":\"dos\",\"teardrop\":\"dos\",\n",
        "\n",
        "    # Probe\n",
        "    \"satan\":\"probe\",\"ipsweep\":\"probe\",\"nmap\":\"probe\",\"portsweep\":\"probe\",\n",
        "\n",
        "    # R2L\n",
        "    \"ftp_write\":\"r2l\",\"guess_passwd\":\"r2l\",\"imap\":\"r2l\",\"multihop\":\"r2l\",\n",
        "    \"phf\":\"r2l\",\"spy\":\"r2l\",\"warezclient\":\"r2l\",\"warezmaster\":\"r2l\",\n",
        "\n",
        "    # U2R\n",
        "    \"buffer_overflow\":\"u2r\",\"loadmodule\":\"u2r\",\"perl\":\"u2r\",\"rootkit\":\"u2r\"\n",
        "}\n",
        "\n",
        "# apply mapping\n",
        "df[\"attack_class\"] = df[\"labels\"].map(attack_map)\n",
        "\n",
        "# -----------------------------\n",
        "# COUNT PLOT WITH BLACK EDGES & ANNOTATIONS\n",
        "# -----------------------------\n",
        "plt.figure(figsize=(12, 6))\n",
        "ax = sns.countplot(\n",
        "    x=df[\"attack_class\"],\n",
        "    palette=\"viridis\",\n",
        "    edgecolor=\"black\",       # black borders\n",
        "    linewidth=1.5            # thicker edge\n",
        ")\n",
        "\n",
        "plt.title(\"Distribution of Intrusion Categories\")\n",
        "plt.xlabel(\"Attack Class\")\n",
        "plt.ylabel(\"Count\")\n",
        "\n",
        "# Add numeric annotations above bars\n",
        "for p in ax.patches:\n",
        "    height = p.get_height()\n",
        "    ax.annotate(f\"{height:,}\",    # comma separator\n",
        "                (p.get_x() + p.get_width() / 1.9, height),\n",
        "                ha='center', va='bottom',\n",
        "                fontsize=10, fontweight='bold')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 593
        },
        "id": "J8VARSDK65iW",
        "outputId": "e00c007c-481f-4489-d446-a8b8c919d44e"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Identify categorical columns dynamically\n",
        "categorical_cols = df.select_dtypes(include=['object']).columns.tolist()\n",
        "\n",
        "print(\"Detected categorical columns:\", categorical_cols)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hdkCIm2a77Gg",
        "outputId": "8f8c87ab-9a4a-42d7-ba62-d7f87748b25c"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Detected categorical columns: ['protocol_type', 'service', 'flag', 'labels', 'attack_class']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# FIX LABEL NAME FIRST\n",
        "# -----------------------------\n",
        "df.rename(columns={\"labels\": \"label\"}, inplace=True)\n",
        "\n",
        "# -----------------------------\n",
        "# DEFINE ATTACK CATEGORY MAP\n",
        "# -----------------------------\n",
        "attack_map = {\n",
        "    # Normal\n",
        "    \"normal\": \"normal\",\n",
        "\n",
        "    # DoS attacks\n",
        "    \"neptune\":\"dos\",\"back\":\"dos\",\"land\":\"dos\",\"pod\":\"dos\",\n",
        "    \"smurf\":\"dos\",\"teardrop\":\"dos\",\"apache2\":\"dos\",\"mailbomb\":\"dos\",\n",
        "    \"processtable\":\"dos\",\"udpstorm\":\"dos\",\n",
        "\n",
        "    # Probe\n",
        "    \"satan\":\"probe\",\"ipsweep\":\"probe\",\"nmap\":\"probe\",\"portsweep\":\"probe\",\n",
        "\n",
        "    # R2L\n",
        "    \"ftp_write\":\"r2l\",\"guess_passwd\":\"r2l\",\"imap\":\"r2l\",\"multihop\":\"r2l\",\n",
        "    \"phf\":\"r2l\",\"spy\":\"r2l\",\"warezclient\":\"r2l\",\"warezmaster\":\"r2l\",\n",
        "    \"snmpgetattack\":\"r2l\",\"snmpguess\":\"r2l\",\"httptunnel\":\"r2l\",\n",
        "    \"sendmail\":\"r2l\",\"named\":\"r2l\",\n",
        "\n",
        "    # U2R\n",
        "    \"buffer_overflow\":\"u2r\",\"loadmodule\":\"u2r\",\"perl\":\"u2r\",\"rootkit\":\"u2r\",\n",
        "    \"xterm\":\"u2r\",\"ps\":\"u2r\"\n",
        "}"
      ],
      "metadata": {
        "id": "kkqX3YE39Dw8"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# MAP TARGET & HANDLE UNMAPPED LABELS\n",
        "# -----------------------------\n",
        "df[\"attack_class\"] = df[\"label\"].map(attack_map)\n",
        "df[\"attack_class\"] = df[\"attack_class\"].fillna(\"other\")\n",
        "\n",
        "# -----------------------------\n",
        "# CHECK MISSING VALUES & FIX\n",
        "# -----------------------------\n",
        "df.replace(\"?\", np.nan, inplace=True)\n",
        "df.fillna(df.median(numeric_only=True), inplace=True)\n",
        "\n",
        "# -----------------------------\n",
        "# CATEGORICAL ENCODING\n",
        "# -----------------------------\n",
        "categorical_cols = [\"protocol_type\", \"service\", \"flag\"]\n",
        "df = pd.get_dummies(df, columns=categorical_cols, drop_first=True)\n",
        "\n",
        "# -----------------------------\n",
        "# NUMERIC SCALING\n",
        "# -----------------------------\n",
        "numeric_cols = df.select_dtypes(include=[np.number]).columns.tolist()\n",
        "numeric_cols = [col for col in numeric_cols if col not in [\"attack_class\"]]\n",
        "\n",
        "scaler = StandardScaler()\n",
        "df[numeric_cols] = scaler.fit_transform(df[numeric_cols])\n",
        "\n",
        "# -----------------------------\n",
        "# TRAIN–TEST SPLIT\n",
        "# -----------------------------\n",
        "X = df.drop(columns=[\"label\", \"attack_class\"])\n",
        "y = df[\"attack_class\"]\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    X, y, test_size=0.20, random_state=42, stratify=y\n",
        ")\n",
        "\n",
        "print(\"\\nX_train:\", X_train.shape)\n",
        "print(\"X_test :\", X_test.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pefW9RcF7XMz",
        "outputId": "bcc90a1d-babd-4023-93b5-98878afc630e"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "X_train: (118813, 119)\n",
            "X_test : (29704, 119)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# TRAIN MODELS\n",
        "# -----------------------------\n",
        "rf = RandomForestClassifier(n_estimators=150, random_state=42)\n",
        "gb = GradientBoostingClassifier(random_state=42)\n",
        "\n",
        "rf.fit(X_train, y_train)\n",
        "gb.fit(X_train, y_train)\n",
        "\n",
        "# -----------------------------\n",
        "# PREDICTIONS\n",
        "# -----------------------------\n",
        "rf_pred = rf.predict(X_test)\n",
        "gb_pred = gb.predict(X_test)\n",
        "\n",
        "# -----------------------------\n",
        "# 14. CLASSIFICATION REPORTS (4 decimal places)\n",
        "# -----------------------------\n",
        "print(\"\\n===== RANDOM FOREST REPORT =====\")\n",
        "print(classification_report(y_test, rf_pred, digits=4))\n",
        "\n",
        "print(\"\\n===== GRADIENT BOOSTING REPORT =====\")\n",
        "print(classification_report(y_test, gb_pred, digits=4))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zV1-a9u90d5_",
        "outputId": "cf593d81-1dab-4555-ed90-f75a5d2875e4"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "===== RANDOM FOREST REPORT =====\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "         dos     0.9992    0.9996    0.9994     10805\n",
            "      normal     0.9975    0.9990    0.9983     15718\n",
            "       other     1.0000    0.8025    0.8904        81\n",
            "       probe     0.9941    0.9970    0.9955      2682\n",
            "         r2l     0.9948    0.9525    0.9732       400\n",
            "         u2r     0.7692    0.5556    0.6452        18\n",
            "\n",
            "    accuracy                         0.9976     29704\n",
            "   macro avg     0.9591    0.8844    0.9170     29704\n",
            "weighted avg     0.9976    0.9976    0.9976     29704\n",
            "\n",
            "\n",
            "===== GRADIENT BOOSTING REPORT =====\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "         dos     0.9989    0.9992    0.9990     10805\n",
            "      normal     0.9940    0.9973    0.9957     15718\n",
            "       other     1.0000    0.6914    0.8175        81\n",
            "       probe     0.9888    0.9892    0.9890      2682\n",
            "         r2l     0.9544    0.8900    0.9211       400\n",
            "         u2r     0.7143    0.5556    0.6250        18\n",
            "\n",
            "    accuracy                         0.9947     29704\n",
            "   macro avg     0.9417    0.8538    0.8912     29704\n",
            "weighted avg     0.9946    0.9947    0.9946     29704\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# 15. CONFUSION MATRIX (PLOTS)\n",
        "# -----------------------------\n",
        "def plot_cm(y_true, y_pred, title):\n",
        "    cm = confusion_matrix(y_true, y_pred)\n",
        "    plt.figure(figsize=(7,6))\n",
        "    sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\")\n",
        "    plt.title(f\"Confusion Matrix – {title}\")\n",
        "    plt.xlabel(\"Predicted\")\n",
        "    plt.ylabel(\"Actual\")\n",
        "    plt.show()\n",
        "\n",
        "plot_cm(y_test, rf_pred, \"Random Forest\")\n",
        "plot_cm(y_test, gb_pred, \"Gradient Boosting\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "vmCvChlx0gAm",
        "outputId": "b6ca648d-17fa-477d-deee-6735a3f6d72f"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# 16. FEATURE IMPORTANCE\n",
        "# -----------------------------\n",
        "imp = pd.DataFrame({\n",
        "    \"Feature\": X.columns,\n",
        "    \"Importance\": rf.feature_importances_\n",
        "}).sort_values(\"Importance\", ascending=False).head(20)\n",
        "\n",
        "plt.figure(figsize=(10,6))\n",
        "sns.barplot(data=imp, x=\"Importance\", y=\"Feature\", palette=\"coolwarm\")\n",
        "plt.title(\"Top Features (Random Forest)\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 578
        },
        "id": "Uj5j1zoA0hwC",
        "outputId": "95e64884-26cd-4b10-ad77-6ce474a79799"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# -----------------------------\n",
        "# 17. ACCURACY COMPARISON CHART (Improved)\n",
        "# -----------------------------\n",
        "rf_acc = accuracy_score(y_test, rf_pred)\n",
        "gb_acc = accuracy_score(y_test, gb_pred)\n",
        "\n",
        "df_acc = pd.DataFrame({\n",
        "    \"Model\": [\"Random Forest\", \"Gradient Boosting\"],\n",
        "    \"Accuracy\": [rf_acc, gb_acc]\n",
        "})\n",
        "\n",
        "plt.figure(figsize=(8,6))\n",
        "ax = sns.barplot(data=df_acc, x=\"Model\", y=\"Accuracy\", palette=\"magma\")\n",
        "\n",
        "plt.title(\"Accuracy Comparison\")\n",
        "plt.ylim(0, 1.1)                # Increase limit to 1.1\n",
        "plt.yticks(np.linspace(0, 1.1, 12))   # Increase yticks up to 1.1\n",
        "\n",
        "# -----------------------------\n",
        "# Annotate bars with values\n",
        "# -----------------------------\n",
        "for p in ax.patches:\n",
        "    height = p.get_height()\n",
        "    ax.annotate(\n",
        "        f\"{height:.4f}\",                              # 4 decimal places\n",
        "        (p.get_x() + p.get_width() / 2, height + 0.02),\n",
        "        ha='center', va='bottom',\n",
        "        fontsize=11, fontweight='bold'\n",
        "    )\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "display(df_acc)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 701
        },
        "id": "cAduU-DG0lSk",
        "outputId": "e2633ca8-bead-458a-8e31-7da82491a291"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
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          "output_type": "display_data",
          "data": {
            "text/plain": [
              "               Model  Accuracy\n",
              "0      Random Forest  0.997643\n",
              "1  Gradient Boosting  0.994715"
            ],
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              "      <th></th>\n",
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              "      <td>Random Forest</td>\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-598f4095-ea9d-4082-9b8c-0dc3a37890e0')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "      background-color: #434B5C;\n",
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              "        document.querySelector('#df-598f4095-ea9d-4082-9b8c-0dc3a37890e0 button.colab-df-convert');\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "        const element = document.querySelector('#df-598f4095-ea9d-4082-9b8c-0dc3a37890e0');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    <div id=\"df-665013aa-fef0-466b-a204-ed365ba1caf9\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-665013aa-fef0-466b-a204-ed365ba1caf9')\"\n",
              "                title=\"Suggest charts\"\n",
              "                style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "      <script>\n",
              "        async function quickchart(key) {\n",
              "          const quickchartButtonEl =\n",
              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
              "          }\n",
              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "        }\n",
              "        (() => {\n",
              "          let quickchartButtonEl =\n",
              "            document.querySelector('#df-665013aa-fef0-466b-a204-ed365ba1caf9 button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "  <div id=\"id_dd97de3c-9d9f-4910-850c-5afc0d6b7af6\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df_acc')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_dd97de3c-9d9f-4910-850c-5afc0d6b7af6 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('df_acc');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_acc",
              "summary": "{\n  \"name\": \"df_acc\",\n  \"rows\": 2,\n  \"fields\": [\n    {\n      \"column\": \"Model\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Gradient Boosting\",\n          \"Random Forest\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Accuracy\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.002071043965904584,\n        \"min\": 0.9947145165634258,\n        \"max\": 0.997643415028279,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.9947145165634258,\n          0.997643415028279\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ]
    }
  ]
}