Data_Preprocessing_NSL_KDD.ipynb

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    "colab": {
      "name": "Data_Preprocessing_NSL-KDD.ipynb",
      "provenance": [],
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      "toc_visible": true
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    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sPx2-RWSDKBX"
      },
      "source": [
        "# **Data Preprocessing**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6kZdajRmA1Pk"
      },
      "source": [
        "# importing required libraries\n",
        "import numpy as np\n",
        "import pandas as pd"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FCXl8_-aBV2b"
      },
      "source": [
        "# dataset doesn't have column names, so we have to provide it\n",
        "col_names = [\"duration\",\"protocol_type\",\"service\",\"flag\",\"src_bytes\",\n",
        "    \"dst_bytes\",\"land\",\"wrong_fragment\",\"urgent\",\"hot\",\"num_failed_logins\",\n",
        "    \"logged_in\",\"num_compromised\",\"root_shell\",\"su_attempted\",\"num_root\",\n",
        "    \"num_file_creations\",\"num_shells\",\"num_access_files\",\"num_outbound_cmds\",\n",
        "    \"is_host_login\",\"is_guest_login\",\"count\",\"srv_count\",\"serror_rate\",\n",
        "    \"srv_serror_rate\",\"rerror_rate\",\"srv_rerror_rate\",\"same_srv_rate\",\n",
        "    \"diff_srv_rate\",\"srv_diff_host_rate\",\"dst_host_count\",\"dst_host_srv_count\",\n",
        "    \"dst_host_same_srv_rate\",\"dst_host_diff_srv_rate\",\"dst_host_same_src_port_rate\",\n",
        "    \"dst_host_srv_diff_host_rate\",\"dst_host_serror_rate\",\"dst_host_srv_serror_rate\",\n",
        "    \"dst_host_rerror_rate\",\"dst_host_srv_rerror_rate\",\"label\",\"difficulty_level\"]"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8k0n5mxqBYi6"
      },
      "source": [
        "# importing dataset\n",
        "data = pd.read_csv('datasets/KDDTrain+.txt',header=None, names=col_names)"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "rohGHXJTBa2M",
        "outputId": "7a491495-e042-450d-f705-25b2cb36c139"
      },
      "source": [
        "# print dataset\n",
        "data"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "\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>num_failed_logins</th>\n",
              "      <th>logged_in</th>\n",
              "      <th>num_compromised</th>\n",
              "      <th>root_shell</th>\n",
              "      <th>su_attempted</th>\n",
              "      <th>num_root</th>\n",
              "      <th>num_file_creations</th>\n",
              "      <th>num_shells</th>\n",
              "      <th>num_access_files</th>\n",
              "      <th>num_outbound_cmds</th>\n",
              "      <th>is_host_login</th>\n",
              "      <th>is_guest_login</th>\n",
              "      <th>count</th>\n",
              "      <th>srv_count</th>\n",
              "      <th>serror_rate</th>\n",
              "      <th>srv_serror_rate</th>\n",
              "      <th>rerror_rate</th>\n",
              "      <th>srv_rerror_rate</th>\n",
              "      <th>same_srv_rate</th>\n",
              "      <th>diff_srv_rate</th>\n",
              "      <th>srv_diff_host_rate</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",
              "      <th>label</th>\n",
              "      <th>difficulty_level</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>150</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",
              "      <td>20</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</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",
              "      <td>15</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>123</td>\n",
              "      <td>6</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</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",
              "      <td>19</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>0</td>\n",
              "      <td>1</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>30</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",
              "      <td>21</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>0</td>\n",
              "      <td>1</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>32</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.09</td>\n",
              "      <td>255</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",
              "      <td>21</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125968</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>184</td>\n",
              "      <td>25</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</td>\n",
              "      <td>25</td>\n",
              "      <td>0.10</td>\n",
              "      <td>0.06</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",
              "      <td>20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125969</th>\n",
              "      <td>8</td>\n",
              "      <td>udp</td>\n",
              "      <td>private</td>\n",
              "      <td>SF</td>\n",
              "      <td>105</td>\n",
              "      <td>145</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</td>\n",
              "      <td>244</td>\n",
              "      <td>0.96</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.01</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",
              "      <td>21</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125970</th>\n",
              "      <td>0</td>\n",
              "      <td>tcp</td>\n",
              "      <td>smtp</td>\n",
              "      <td>SF</td>\n",
              "      <td>2231</td>\n",
              "      <td>384</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</td>\n",
              "      <td>30</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>normal</td>\n",
              "      <td>18</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125971</th>\n",
              "      <td>0</td>\n",
              "      <td>tcp</td>\n",
              "      <td>klogin</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>144</td>\n",
              "      <td>8</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</td>\n",
              "      <td>8</td>\n",
              "      <td>0.03</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",
              "      <td>20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125972</th>\n",
              "      <td>0</td>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>151</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>1</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</td>\n",
              "      <td>77</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.30</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",
              "      <td>21</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125973 rows × 43 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        duration protocol_type  ...    label difficulty_level\n",
              "0              0           tcp  ...   normal               20\n",
              "1              0           udp  ...   normal               15\n",
              "2              0           tcp  ...  neptune               19\n",
              "3              0           tcp  ...   normal               21\n",
              "4              0           tcp  ...   normal               21\n",
              "...          ...           ...  ...      ...              ...\n",
              "125968         0           tcp  ...  neptune               20\n",
              "125969         8           udp  ...   normal               21\n",
              "125970         0           tcp  ...   normal               18\n",
              "125971         0           tcp  ...  neptune               20\n",
              "125972         0           tcp  ...   normal               21\n",
              "\n",
              "[125973 rows x 43 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nMwiT2PzBovq",
        "outputId": "408b45a2-20ec-4d4d-afc4-fb66a28135fe"
      },
      "source": [
        "# remove attribute 'difficulty_level'\n",
        "data.drop(['difficulty_level'],axis=1,inplace=True)\n",
        "data.shape"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(125973, 42)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "hHt0Iy6UCZmZ",
        "outputId": "2dfd3e02-3871-4a52-cadd-aa975ca7b6c0"
      },
      "source": [
        "# descriptive statistics of dataset\n",
        "data.describe()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>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>root_shell</th>\n",
              "      <th>su_attempted</th>\n",
              "      <th>num_root</th>\n",
              "      <th>num_file_creations</th>\n",
              "      <th>num_shells</th>\n",
              "      <th>num_access_files</th>\n",
              "      <th>num_outbound_cmds</th>\n",
              "      <th>is_host_login</th>\n",
              "      <th>is_guest_login</th>\n",
              "      <th>count</th>\n",
              "      <th>srv_count</th>\n",
              "      <th>serror_rate</th>\n",
              "      <th>srv_serror_rate</th>\n",
              "      <th>rerror_rate</th>\n",
              "      <th>srv_rerror_rate</th>\n",
              "      <th>same_srv_rate</th>\n",
              "      <th>diff_srv_rate</th>\n",
              "      <th>srv_diff_host_rate</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>125973.00000</td>\n",
              "      <td>1.259730e+05</td>\n",
              "      <td>1.259730e+05</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.0</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>287.14465</td>\n",
              "      <td>4.556674e+04</td>\n",
              "      <td>1.977911e+04</td>\n",
              "      <td>0.000198</td>\n",
              "      <td>0.022687</td>\n",
              "      <td>0.000111</td>\n",
              "      <td>0.204409</td>\n",
              "      <td>0.001222</td>\n",
              "      <td>0.395736</td>\n",
              "      <td>0.279250</td>\n",
              "      <td>0.001342</td>\n",
              "      <td>0.001103</td>\n",
              "      <td>0.302192</td>\n",
              "      <td>0.012669</td>\n",
              "      <td>0.000413</td>\n",
              "      <td>0.004096</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000008</td>\n",
              "      <td>0.009423</td>\n",
              "      <td>84.107555</td>\n",
              "      <td>27.737888</td>\n",
              "      <td>0.284485</td>\n",
              "      <td>0.282485</td>\n",
              "      <td>0.119958</td>\n",
              "      <td>0.121183</td>\n",
              "      <td>0.660928</td>\n",
              "      <td>0.063053</td>\n",
              "      <td>0.097322</td>\n",
              "      <td>182.148945</td>\n",
              "      <td>115.653005</td>\n",
              "      <td>0.521242</td>\n",
              "      <td>0.082951</td>\n",
              "      <td>0.148379</td>\n",
              "      <td>0.032542</td>\n",
              "      <td>0.284452</td>\n",
              "      <td>0.278485</td>\n",
              "      <td>0.118832</td>\n",
              "      <td>0.120240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2604.51531</td>\n",
              "      <td>5.870331e+06</td>\n",
              "      <td>4.021269e+06</td>\n",
              "      <td>0.014086</td>\n",
              "      <td>0.253530</td>\n",
              "      <td>0.014366</td>\n",
              "      <td>2.149968</td>\n",
              "      <td>0.045239</td>\n",
              "      <td>0.489010</td>\n",
              "      <td>23.942042</td>\n",
              "      <td>0.036603</td>\n",
              "      <td>0.045154</td>\n",
              "      <td>24.399618</td>\n",
              "      <td>0.483935</td>\n",
              "      <td>0.022181</td>\n",
              "      <td>0.099370</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.002817</td>\n",
              "      <td>0.096612</td>\n",
              "      <td>114.508607</td>\n",
              "      <td>72.635840</td>\n",
              "      <td>0.446456</td>\n",
              "      <td>0.447022</td>\n",
              "      <td>0.320436</td>\n",
              "      <td>0.323647</td>\n",
              "      <td>0.439623</td>\n",
              "      <td>0.180314</td>\n",
              "      <td>0.259830</td>\n",
              "      <td>99.206213</td>\n",
              "      <td>110.702741</td>\n",
              "      <td>0.448949</td>\n",
              "      <td>0.188922</td>\n",
              "      <td>0.308997</td>\n",
              "      <td>0.112564</td>\n",
              "      <td>0.444784</td>\n",
              "      <td>0.445669</td>\n",
              "      <td>0.306557</td>\n",
              "      <td>0.319459</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.00000</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>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>0.0</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",
              "      <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",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>0.00000</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>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>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.090000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>82.000000</td>\n",
              "      <td>10.000000</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>0.00000</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>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>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>8.000000</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>0.000000</td>\n",
              "      <td>255.000000</td>\n",
              "      <td>63.000000</td>\n",
              "      <td>0.510000</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>0.00000</td>\n",
              "      <td>2.760000e+02</td>\n",
              "      <td>5.160000e+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>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>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>143.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.060000</td>\n",
              "      <td>0.000000</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>42908.00000</td>\n",
              "      <td>1.379964e+09</td>\n",
              "      <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>1.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>7468.000000</td>\n",
              "      <td>43.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>511.000000</td>\n",
              "      <td>511.000000</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>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",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           duration  ...  dst_host_srv_rerror_rate\n",
              "count  125973.00000  ...             125973.000000\n",
              "mean      287.14465  ...                  0.120240\n",
              "std      2604.51531  ...                  0.319459\n",
              "min         0.00000  ...                  0.000000\n",
              "25%         0.00000  ...                  0.000000\n",
              "50%         0.00000  ...                  0.000000\n",
              "75%         0.00000  ...                  0.000000\n",
              "max     42908.00000  ...                  1.000000\n",
              "\n",
              "[8 rows x 38 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RGcNBCANCcui",
        "outputId": "05a0be90-728a-4b2a-a454-6b8936ddd63f"
      },
      "source": [
        "# number of attack labels \n",
        "data['label'].value_counts()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "normal             67343\n",
              "neptune            41214\n",
              "satan               3633\n",
              "ipsweep             3599\n",
              "portsweep           2931\n",
              "smurf               2646\n",
              "nmap                1493\n",
              "back                 956\n",
              "teardrop             892\n",
              "warezclient          890\n",
              "pod                  201\n",
              "guess_passwd          53\n",
              "buffer_overflow       30\n",
              "warezmaster           20\n",
              "land                  18\n",
              "imap                  11\n",
              "rootkit               10\n",
              "loadmodule             9\n",
              "ftp_write              8\n",
              "multihop               7\n",
              "phf                    4\n",
              "perl                   3\n",
              "spy                    2\n",
              "Name: label, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h_1DBgHnHsrU"
      },
      "source": [
        "# changing attack labels to their respective attack class\n",
        "def change_label(df):\n",
        "  df.label.replace(['apache2','back','land','neptune','mailbomb','pod','processtable','smurf','teardrop','udpstorm','worm'],'Dos',inplace=True)\n",
        "  df.label.replace(['ftp_write','guess_passwd','httptunnel','imap','multihop','named','phf','sendmail',\n",
        "       'snmpgetattack','snmpguess','spy','warezclient','warezmaster','xlock','xsnoop'],'R2L',inplace=True)\n",
        "  df.label.replace(['ipsweep','mscan','nmap','portsweep','saint','satan'],'Probe',inplace=True)\n",
        "  df.label.replace(['buffer_overflow','loadmodule','perl','ps','rootkit','sqlattack','xterm'],'U2R',inplace=True)"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bapWBZK1IO0c"
      },
      "source": [
        "# calling change_label() function\n",
        "change_label(data)"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nC_z5XVTIUjk",
        "outputId": "f783364b-cec6-4d10-b1c3-1c65f64d35f2"
      },
      "source": [
        "# distribution of attack classes\n",
        "data.label.value_counts()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "normal    67343\n",
              "Dos       45927\n",
              "Probe     11656\n",
              "R2L         995\n",
              "U2R          52\n",
              "Name: label, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QrehJGT8MAfH"
      },
      "source": [
        "# **Data Normalization**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rw_dqZebMASA"
      },
      "source": [
        "# importing required libraries for normalizing data\n",
        "from sklearn import preprocessing\n",
        "from sklearn.preprocessing import StandardScaler"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wcIJVDs9MMT-"
      },
      "source": [
        "# selecting numeric attributes columns from data\n",
        "numeric_col = data.select_dtypes(include='number').columns"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kxS1XY0kvxmT"
      },
      "source": [
        "# using standard scaler for normalizing\n",
        "std_scaler = StandardScaler()\n",
        "def normalization(df,col):\n",
        "  for i in col:\n",
        "    arr = df[i]\n",
        "    arr = np.array(arr)\n",
        "    df[i] = std_scaler.fit_transform(arr.reshape(len(arr),1))\n",
        "  return df"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 224
        },
        "id": "oyWWm2w8xRI9",
        "outputId": "4b365359-f6bf-4230-a27b-855d7ea4e9a5"
      },
      "source": [
        "# data before normalization\n",
        "data.head()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\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>num_failed_logins</th>\n",
              "      <th>logged_in</th>\n",
              "      <th>num_compromised</th>\n",
              "      <th>root_shell</th>\n",
              "      <th>su_attempted</th>\n",
              "      <th>num_root</th>\n",
              "      <th>num_file_creations</th>\n",
              "      <th>num_shells</th>\n",
              "      <th>num_access_files</th>\n",
              "      <th>num_outbound_cmds</th>\n",
              "      <th>is_host_login</th>\n",
              "      <th>is_guest_login</th>\n",
              "      <th>count</th>\n",
              "      <th>srv_count</th>\n",
              "      <th>serror_rate</th>\n",
              "      <th>srv_serror_rate</th>\n",
              "      <th>rerror_rate</th>\n",
              "      <th>srv_rerror_rate</th>\n",
              "      <th>same_srv_rate</th>\n",
              "      <th>diff_srv_rate</th>\n",
              "      <th>srv_diff_host_rate</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",
              "      <th>label</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>150</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>123</td>\n",
              "      <td>6</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>255</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>Dos</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>0</td>\n",
              "      <td>1</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>30</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>0</td>\n",
              "      <td>1</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>32</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.09</td>\n",
              "      <td>255</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",
              "</div>"
            ],
            "text/plain": [
              "   duration protocol_type  ... dst_host_srv_rerror_rate   label\n",
              "0         0           tcp  ...                     0.00  normal\n",
              "1         0           udp  ...                     0.00  normal\n",
              "2         0           tcp  ...                     0.00     Dos\n",
              "3         0           tcp  ...                     0.01  normal\n",
              "4         0           tcp  ...                     0.00  normal\n",
              "\n",
              "[5 rows x 42 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LywggKJbMkJH"
      },
      "source": [
        "# calling the normalization() function\n",
        "data = normalization(data.copy(),numeric_col)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 224
        },
        "id": "xciBZA2rPXM7",
        "outputId": "860ab5a6-0bc2-43a0-d564-c4eb548252f0"
      },
      "source": [
        "# data after normalization\n",
        "data.head()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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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>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>num_failed_logins</th>\n",
              "      <th>logged_in</th>\n",
              "      <th>num_compromised</th>\n",
              "      <th>root_shell</th>\n",
              "      <th>su_attempted</th>\n",
              "      <th>num_root</th>\n",
              "      <th>num_file_creations</th>\n",
              "      <th>num_shells</th>\n",
              "      <th>num_access_files</th>\n",
              "      <th>num_outbound_cmds</th>\n",
              "      <th>is_host_login</th>\n",
              "      <th>is_guest_login</th>\n",
              "      <th>count</th>\n",
              "      <th>srv_count</th>\n",
              "      <th>serror_rate</th>\n",
              "      <th>srv_serror_rate</th>\n",
              "      <th>rerror_rate</th>\n",
              "      <th>srv_rerror_rate</th>\n",
              "      <th>same_srv_rate</th>\n",
              "      <th>diff_srv_rate</th>\n",
              "      <th>srv_diff_host_rate</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",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007679</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.354343</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>-0.324063</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>-0.782367</td>\n",
              "      <td>-0.280282</td>\n",
              "      <td>0.069972</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.224532</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>udp</td>\n",
              "      <td>other</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007737</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.620982</td>\n",
              "      <td>-0.368110</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.321428</td>\n",
              "      <td>0.482201</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-1.035688</td>\n",
              "      <td>-1.161030</td>\n",
              "      <td>2.736852</td>\n",
              "      <td>2.367737</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>-0.007762</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>0.339648</td>\n",
              "      <td>-0.299273</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.389669</td>\n",
              "      <td>0.038529</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.809857</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>-0.174417</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>Dos</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007723</td>\n",
              "      <td>-0.002891</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.690846</td>\n",
              "      <td>-0.313041</td>\n",
              "      <td>-0.189235</td>\n",
              "      <td>-0.184522</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>-1.533670</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.439078</td>\n",
              "      <td>-0.383108</td>\n",
              "      <td>0.066252</td>\n",
              "      <td>-0.572083</td>\n",
              "      <td>-0.602433</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.345084</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007728</td>\n",
              "      <td>-0.004814</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.472521</td>\n",
              "      <td>0.058678</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.028179</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.439078</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   duration protocol_type  ... dst_host_srv_rerror_rate   label\n",
              "0 -0.110249           tcp  ...                -0.376387  normal\n",
              "1 -0.110249           udp  ...                -0.376387  normal\n",
              "2 -0.110249           tcp  ...                -0.376387     Dos\n",
              "3 -0.110249           tcp  ...                -0.345084  normal\n",
              "4 -0.110249           tcp  ...                -0.376387  normal\n",
              "\n",
              "[5 rows x 42 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lWUd_SycPfpO"
      },
      "source": [
        "# **One-hot-encoding**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1xGXD9hrPysb"
      },
      "source": [
        "# selecting categorical data attributes\n",
        "cat_col = ['protocol_type','service','flag']"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "SrxE4jpxP7Nh",
        "outputId": "f02b7f99-0abd-40f0-86b4-8d0de46b8b5e"
      },
      "source": [
        "# creating a dataframe with only categorical attributes\n",
        "categorical = data[cat_col]\n",
        "categorical.head()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>protocol_type</th>\n",
              "      <th>service</th>\n",
              "      <th>flag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>udp</td>\n",
              "      <td>other</td>\n",
              "      <td>SF</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  protocol_type   service flag\n",
              "0           tcp  ftp_data   SF\n",
              "1           udp     other   SF\n",
              "2           tcp   private   S0\n",
              "3           tcp      http   SF\n",
              "4           tcp      http   SF"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "id": "woD5fEd4QesY",
        "outputId": "43166054-d3de-4cfe-b7ce-d66c9da8dfb5"
      },
      "source": [
        "# one-hot-encoding categorical attributes using pandas.get_dummies() function\n",
        "categorical = pd.get_dummies(categorical,columns=cat_col)\n",
        "categorical.head()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>protocol_type_icmp</th>\n",
              "      <th>protocol_type_tcp</th>\n",
              "      <th>protocol_type_udp</th>\n",
              "      <th>service_IRC</th>\n",
              "      <th>service_X11</th>\n",
              "      <th>service_Z39_50</th>\n",
              "      <th>service_aol</th>\n",
              "      <th>service_auth</th>\n",
              "      <th>service_bgp</th>\n",
              "      <th>service_courier</th>\n",
              "      <th>service_csnet_ns</th>\n",
              "      <th>service_ctf</th>\n",
              "      <th>service_daytime</th>\n",
              "      <th>service_discard</th>\n",
              "      <th>service_domain</th>\n",
              "      <th>service_domain_u</th>\n",
              "      <th>service_echo</th>\n",
              "      <th>service_eco_i</th>\n",
              "      <th>service_ecr_i</th>\n",
              "      <th>service_efs</th>\n",
              "      <th>service_exec</th>\n",
              "      <th>service_finger</th>\n",
              "      <th>service_ftp</th>\n",
              "      <th>service_ftp_data</th>\n",
              "      <th>service_gopher</th>\n",
              "      <th>service_harvest</th>\n",
              "      <th>service_hostnames</th>\n",
              "      <th>service_http</th>\n",
              "      <th>service_http_2784</th>\n",
              "      <th>service_http_443</th>\n",
              "      <th>service_http_8001</th>\n",
              "      <th>service_imap4</th>\n",
              "      <th>service_iso_tsap</th>\n",
              "      <th>service_klogin</th>\n",
              "      <th>service_kshell</th>\n",
              "      <th>service_ldap</th>\n",
              "      <th>service_link</th>\n",
              "      <th>service_login</th>\n",
              "      <th>service_mtp</th>\n",
              "      <th>service_name</th>\n",
              "      <th>...</th>\n",
              "      <th>service_nnsp</th>\n",
              "      <th>service_nntp</th>\n",
              "      <th>service_ntp_u</th>\n",
              "      <th>service_other</th>\n",
              "      <th>service_pm_dump</th>\n",
              "      <th>service_pop_2</th>\n",
              "      <th>service_pop_3</th>\n",
              "      <th>service_printer</th>\n",
              "      <th>service_private</th>\n",
              "      <th>service_red_i</th>\n",
              "      <th>service_remote_job</th>\n",
              "      <th>service_rje</th>\n",
              "      <th>service_shell</th>\n",
              "      <th>service_smtp</th>\n",
              "      <th>service_sql_net</th>\n",
              "      <th>service_ssh</th>\n",
              "      <th>service_sunrpc</th>\n",
              "      <th>service_supdup</th>\n",
              "      <th>service_systat</th>\n",
              "      <th>service_telnet</th>\n",
              "      <th>service_tftp_u</th>\n",
              "      <th>service_tim_i</th>\n",
              "      <th>service_time</th>\n",
              "      <th>service_urh_i</th>\n",
              "      <th>service_urp_i</th>\n",
              "      <th>service_uucp</th>\n",
              "      <th>service_uucp_path</th>\n",
              "      <th>service_vmnet</th>\n",
              "      <th>service_whois</th>\n",
              "      <th>flag_OTH</th>\n",
              "      <th>flag_REJ</th>\n",
              "      <th>flag_RSTO</th>\n",
              "      <th>flag_RSTOS0</th>\n",
              "      <th>flag_RSTR</th>\n",
              "      <th>flag_S0</th>\n",
              "      <th>flag_S1</th>\n",
              "      <th>flag_S2</th>\n",
              "      <th>flag_S3</th>\n",
              "      <th>flag_SF</th>\n",
              "      <th>flag_SH</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>1</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0</td>\n",
              "      <td>1</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",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>...</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <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>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>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>0</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>0</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 84 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   protocol_type_icmp  protocol_type_tcp  ...  flag_SF  flag_SH\n",
              "0                   0                  1  ...        1        0\n",
              "1                   0                  0  ...        1        0\n",
              "2                   0                  1  ...        0        0\n",
              "3                   0                  1  ...        1        0\n",
              "4                   0                  1  ...        1        0\n",
              "\n",
              "[5 rows x 84 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YOAdZo-SJTXk"
      },
      "source": [
        "# **Binary Classification**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RcHQ3o4HJ6nl"
      },
      "source": [
        "# changing attack labels into two categories 'normal' and 'abnormal'\n",
        "bin_label = pd.DataFrame(data.label.map(lambda x:'normal' if x=='normal' else 'abnormal'))"
      ],
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7RfkiSQb26Zg"
      },
      "source": [
        "# creating a dataframe with binary labels (normal,abnormal)\n",
        "bin_data = data.copy()\n",
        "bin_data['label'] = bin_label"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UMIalssAVmQE"
      },
      "source": [
        "# label encoding (0,1) binary labels (abnormal,normal)\n",
        "le1 = preprocessing.LabelEncoder()\n",
        "enc_label = bin_label.apply(le1.fit_transform)\n",
        "bin_data['intrusion'] = enc_label"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LWFZDcdj62GZ",
        "outputId": "2ca29516-3833-4101-f387-7648467a6d61"
      },
      "source": [
        "le1.classes_"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['abnormal', 'normal'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RNHr6m025pgn"
      },
      "source": [
        "np.save(\"le1_classes.npy\",le1.classes_,allow_pickle=True)"
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 224
        },
        "id": "PKNhSRVgaw-z",
        "outputId": "a53e3fc6-414c-4919-d087-27aa8406c61f"
      },
      "source": [
        "# dataset with binary labels and label encoded column\n",
        "bin_data.head()"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>num_failed_logins</th>\n",
              "      <th>logged_in</th>\n",
              "      <th>num_compromised</th>\n",
              "      <th>root_shell</th>\n",
              "      <th>su_attempted</th>\n",
              "      <th>num_root</th>\n",
              "      <th>num_file_creations</th>\n",
              "      <th>num_shells</th>\n",
              "      <th>num_access_files</th>\n",
              "      <th>num_outbound_cmds</th>\n",
              "      <th>is_host_login</th>\n",
              "      <th>is_guest_login</th>\n",
              "      <th>count</th>\n",
              "      <th>srv_count</th>\n",
              "      <th>serror_rate</th>\n",
              "      <th>srv_serror_rate</th>\n",
              "      <th>rerror_rate</th>\n",
              "      <th>srv_rerror_rate</th>\n",
              "      <th>same_srv_rate</th>\n",
              "      <th>diff_srv_rate</th>\n",
              "      <th>srv_diff_host_rate</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",
              "      <th>label</th>\n",
              "      <th>intrusion</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007679</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.354343</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>-0.324063</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>-0.782367</td>\n",
              "      <td>-0.280282</td>\n",
              "      <td>0.069972</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.224532</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>normal</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>udp</td>\n",
              "      <td>other</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007737</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.620982</td>\n",
              "      <td>-0.368110</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.321428</td>\n",
              "      <td>0.482201</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-1.035688</td>\n",
              "      <td>-1.161030</td>\n",
              "      <td>2.736852</td>\n",
              "      <td>2.367737</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>normal</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>-0.007762</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>0.339648</td>\n",
              "      <td>-0.299273</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.389669</td>\n",
              "      <td>0.038529</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.809857</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>-0.174417</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>abnormal</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007723</td>\n",
              "      <td>-0.002891</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.690846</td>\n",
              "      <td>-0.313041</td>\n",
              "      <td>-0.189235</td>\n",
              "      <td>-0.184522</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>-1.533670</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.439078</td>\n",
              "      <td>-0.383108</td>\n",
              "      <td>0.066252</td>\n",
              "      <td>-0.572083</td>\n",
              "      <td>-0.602433</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.345084</td>\n",
              "      <td>normal</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007728</td>\n",
              "      <td>-0.004814</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.472521</td>\n",
              "      <td>0.058678</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.028179</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.439078</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>normal</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   duration protocol_type  ...     label intrusion\n",
              "0 -0.110249           tcp  ...    normal         1\n",
              "1 -0.110249           udp  ...    normal         1\n",
              "2 -0.110249           tcp  ...  abnormal         0\n",
              "3 -0.110249           tcp  ...    normal         1\n",
              "4 -0.110249           tcp  ...    normal         1\n",
              "\n",
              "[5 rows x 43 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "zjctCZLYVqfD",
        "outputId": "051e70c7-b2f4-496a-c7df-757520c5c1c6"
      },
      "source": [
        "# one-hot-encoding attack label\n",
        "bin_data = pd.get_dummies(bin_data,columns=['label'],prefix=\"\",prefix_sep=\"\") \n",
        "bin_data['label'] = bin_label\n",
        "bin_data"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>num_failed_logins</th>\n",
              "      <th>logged_in</th>\n",
              "      <th>num_compromised</th>\n",
              "      <th>root_shell</th>\n",
              "      <th>su_attempted</th>\n",
              "      <th>num_root</th>\n",
              "      <th>num_file_creations</th>\n",
              "      <th>num_shells</th>\n",
              "      <th>num_access_files</th>\n",
              "      <th>num_outbound_cmds</th>\n",
              "      <th>is_host_login</th>\n",
              "      <th>is_guest_login</th>\n",
              "      <th>count</th>\n",
              "      <th>srv_count</th>\n",
              "      <th>serror_rate</th>\n",
              "      <th>srv_serror_rate</th>\n",
              "      <th>rerror_rate</th>\n",
              "      <th>srv_rerror_rate</th>\n",
              "      <th>same_srv_rate</th>\n",
              "      <th>diff_srv_rate</th>\n",
              "      <th>srv_diff_host_rate</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",
              "      <th>intrusion</th>\n",
              "      <th>abnormal</th>\n",
              "      <th>normal</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007679</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.354343</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>-0.324063</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>-0.782367</td>\n",
              "      <td>-0.280282</td>\n",
              "      <td>0.069972</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.224532</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>udp</td>\n",
              "      <td>other</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007737</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.620982</td>\n",
              "      <td>-0.368110</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.321428</td>\n",
              "      <td>0.482201</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-1.035688</td>\n",
              "      <td>-1.161030</td>\n",
              "      <td>2.736852</td>\n",
              "      <td>2.367737</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>-0.007762</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>0.339648</td>\n",
              "      <td>-0.299273</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.389669</td>\n",
              "      <td>0.038529</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.809857</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>-0.174417</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>abnormal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007723</td>\n",
              "      <td>-0.002891</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.690846</td>\n",
              "      <td>-0.313041</td>\n",
              "      <td>-0.189235</td>\n",
              "      <td>-0.184522</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>-1.533670</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.439078</td>\n",
              "      <td>-0.383108</td>\n",
              "      <td>0.066252</td>\n",
              "      <td>-0.572083</td>\n",
              "      <td>-0.602433</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.345084</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007728</td>\n",
              "      <td>-0.004814</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.472521</td>\n",
              "      <td>0.058678</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.028179</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.439078</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125968</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>-0.007762</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>0.872361</td>\n",
              "      <td>-0.037694</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.184947</td>\n",
              "      <td>-0.016930</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>-0.121485</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>abnormal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125969</th>\n",
              "      <td>-0.107178</td>\n",
              "      <td>udp</td>\n",
              "      <td>private</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007744</td>\n",
              "      <td>-0.004883</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.354343</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>1.159389</td>\n",
              "      <td>0.977304</td>\n",
              "      <td>-0.386146</td>\n",
              "      <td>-0.447834</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125970</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>smtp</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007382</td>\n",
              "      <td>-0.004823</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.725778</td>\n",
              "      <td>-0.368110</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.773724</td>\n",
              "      <td>-0.893738</td>\n",
              "      <td>-0.121485</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>0.979238</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.355014</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125971</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>klogin</td>\n",
              "      <td>S0</td>\n",
              "      <td>-0.007762</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>0.523041</td>\n",
              "      <td>-0.271739</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.366922</td>\n",
              "      <td>-0.072389</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.972455</td>\n",
              "      <td>-1.094207</td>\n",
              "      <td>-0.174417</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>abnormal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125972</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007737</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.725778</td>\n",
              "      <td>-0.368110</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.349162</td>\n",
              "      <td>-0.492801</td>\n",
              "      <td>-0.280282</td>\n",
              "      <td>0.490690</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125973 rows × 45 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        duration protocol_type   service  ... abnormal  normal     label\n",
              "0      -0.110249           tcp  ftp_data  ...        0       1    normal\n",
              "1      -0.110249           udp     other  ...        0       1    normal\n",
              "2      -0.110249           tcp   private  ...        1       0  abnormal\n",
              "3      -0.110249           tcp      http  ...        0       1    normal\n",
              "4      -0.110249           tcp      http  ...        0       1    normal\n",
              "...          ...           ...       ...  ...      ...     ...       ...\n",
              "125968 -0.110249           tcp   private  ...        1       0  abnormal\n",
              "125969 -0.107178           udp   private  ...        0       1    normal\n",
              "125970 -0.110249           tcp      smtp  ...        0       1    normal\n",
              "125971 -0.110249           tcp    klogin  ...        1       0  abnormal\n",
              "125972 -0.110249           tcp  ftp_data  ...        0       1    normal\n",
              "\n",
              "[125973 rows x 45 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HDP2dK5-R2Nf"
      },
      "source": [
        "# importing library for plotting\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "BJQh57yoKjTl",
        "outputId": "09ac6885-c4a1-4c32-c3cb-1bf10c6d9759"
      },
      "source": [
        "# pie chart distribution of normal and abnormal labels\n",
        "plt.figure(figsize=(8,8))\n",
        "plt.pie(bin_data.label.value_counts(),labels=bin_data.label.unique(),autopct='%0.2f%%')\n",
        "plt.title(\"Pie chart distribution of normal and abnormal labels\")\n",
        "plt.legend()\n",
        "plt.savefig('plots/Pie_chart_binary.png')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nhL91ZiIJY1f"
      },
      "source": [
        "# **Multi-class Classification**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OeEwNsMzJYSN"
      },
      "source": [
        "# creating a dataframe with multi-class labels (Dos,Probe,R2L,U2R,normal)\n",
        "multi_data = data.copy()\n",
        "multi_label = pd.DataFrame(multi_data.label)"
      ],
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b2U716KRVxsG"
      },
      "source": [
        "# label encoding (0,1,2,3,4) multi-class labels (Dos,normal,Probe,R2L,U2R)\n",
        "le2 = preprocessing.LabelEncoder()\n",
        "enc_label = multi_label.apply(le2.fit_transform)\n",
        "multi_data['intrusion'] = enc_label"
      ],
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nAPVOyGcBMHc",
        "outputId": "fb4a1271-bb5d-4b02-d3a9-6589ed8c0671"
      },
      "source": [
        "le2.classes_"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Dos', 'Probe', 'R2L', 'U2R', 'normal'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tSnzP2XoA-3M"
      },
      "source": [
        "np.save(\"le2_classes.npy\",le2.classes_,allow_pickle=True)"
      ],
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "MEUCGn2MYCzu",
        "outputId": "cbbb6d8c-a177-4da7-8306-31d16591e334"
      },
      "source": [
        "# one-hot-encoding attack label\n",
        "multi_data = pd.get_dummies(multi_data,columns=['label'],prefix=\"\",prefix_sep=\"\") \n",
        "multi_data['label'] = multi_label\n",
        "multi_data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>num_failed_logins</th>\n",
              "      <th>logged_in</th>\n",
              "      <th>num_compromised</th>\n",
              "      <th>root_shell</th>\n",
              "      <th>su_attempted</th>\n",
              "      <th>num_root</th>\n",
              "      <th>num_file_creations</th>\n",
              "      <th>num_shells</th>\n",
              "      <th>num_access_files</th>\n",
              "      <th>num_outbound_cmds</th>\n",
              "      <th>is_host_login</th>\n",
              "      <th>is_guest_login</th>\n",
              "      <th>count</th>\n",
              "      <th>srv_count</th>\n",
              "      <th>serror_rate</th>\n",
              "      <th>srv_serror_rate</th>\n",
              "      <th>rerror_rate</th>\n",
              "      <th>srv_rerror_rate</th>\n",
              "      <th>same_srv_rate</th>\n",
              "      <th>diff_srv_rate</th>\n",
              "      <th>srv_diff_host_rate</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",
              "      <th>intrusion</th>\n",
              "      <th>Dos</th>\n",
              "      <th>Probe</th>\n",
              "      <th>R2L</th>\n",
              "      <th>U2R</th>\n",
              "      <th>normal</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007679</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.354343</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>-0.324063</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>-0.782367</td>\n",
              "      <td>-0.280282</td>\n",
              "      <td>0.069972</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.224532</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>udp</td>\n",
              "      <td>other</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007737</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.620982</td>\n",
              "      <td>-0.368110</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.321428</td>\n",
              "      <td>0.482201</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-1.035688</td>\n",
              "      <td>-1.161030</td>\n",
              "      <td>2.736852</td>\n",
              "      <td>2.367737</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>-0.007762</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>0.339648</td>\n",
              "      <td>-0.299273</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.389669</td>\n",
              "      <td>0.038529</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.809857</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>-0.174417</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Dos</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007723</td>\n",
              "      <td>-0.002891</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.690846</td>\n",
              "      <td>-0.313041</td>\n",
              "      <td>-0.189235</td>\n",
              "      <td>-0.184522</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>-1.533670</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.439078</td>\n",
              "      <td>-0.383108</td>\n",
              "      <td>0.066252</td>\n",
              "      <td>-0.572083</td>\n",
              "      <td>-0.602433</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.345084</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007728</td>\n",
              "      <td>-0.004814</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.472521</td>\n",
              "      <td>0.058678</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.028179</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.439078</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125968</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>-0.007762</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>0.872361</td>\n",
              "      <td>-0.037694</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.184947</td>\n",
              "      <td>-0.016930</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>-0.121485</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Dos</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125969</th>\n",
              "      <td>-0.107178</td>\n",
              "      <td>udp</td>\n",
              "      <td>private</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007744</td>\n",
              "      <td>-0.004883</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.354343</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>1.159389</td>\n",
              "      <td>0.977304</td>\n",
              "      <td>-0.386146</td>\n",
              "      <td>-0.447834</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125970</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>smtp</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007382</td>\n",
              "      <td>-0.004823</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.725778</td>\n",
              "      <td>-0.368110</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.773724</td>\n",
              "      <td>-0.893738</td>\n",
              "      <td>-0.121485</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>0.979238</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.355014</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125971</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>klogin</td>\n",
              "      <td>S0</td>\n",
              "      <td>-0.007762</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>0.523041</td>\n",
              "      <td>-0.271739</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>-1.366922</td>\n",
              "      <td>-0.072389</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.972455</td>\n",
              "      <td>-1.094207</td>\n",
              "      <td>-0.174417</td>\n",
              "      <td>-0.480197</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Dos</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125972</th>\n",
              "      <td>-0.110249</td>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>-0.007737</td>\n",
              "      <td>-0.004919</td>\n",
              "      <td>-0.014089</td>\n",
              "      <td>-0.089486</td>\n",
              "      <td>-0.007736</td>\n",
              "      <td>-0.095076</td>\n",
              "      <td>-0.027023</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.011664</td>\n",
              "      <td>-0.036652</td>\n",
              "      <td>-0.024437</td>\n",
              "      <td>-0.012385</td>\n",
              "      <td>-0.02618</td>\n",
              "      <td>-0.01861</td>\n",
              "      <td>-0.041221</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002817</td>\n",
              "      <td>-0.097531</td>\n",
              "      <td>-0.725778</td>\n",
              "      <td>-0.368110</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.374362</td>\n",
              "      <td>-0.374432</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>-0.349683</td>\n",
              "      <td>-0.374560</td>\n",
              "      <td>0.734343</td>\n",
              "      <td>-0.349162</td>\n",
              "      <td>-0.492801</td>\n",
              "      <td>-0.280282</td>\n",
              "      <td>0.490690</td>\n",
              "      <td>-0.289103</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.387635</td>\n",
              "      <td>-0.376387</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125973 rows × 48 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        duration protocol_type   service flag  ...  R2L  U2R  normal   label\n",
              "0      -0.110249           tcp  ftp_data   SF  ...    0    0       1  normal\n",
              "1      -0.110249           udp     other   SF  ...    0    0       1  normal\n",
              "2      -0.110249           tcp   private   S0  ...    0    0       0     Dos\n",
              "3      -0.110249           tcp      http   SF  ...    0    0       1  normal\n",
              "4      -0.110249           tcp      http   SF  ...    0    0       1  normal\n",
              "...          ...           ...       ...  ...  ...  ...  ...     ...     ...\n",
              "125968 -0.110249           tcp   private   S0  ...    0    0       0     Dos\n",
              "125969 -0.107178           udp   private   SF  ...    0    0       1  normal\n",
              "125970 -0.110249           tcp      smtp   SF  ...    0    0       1  normal\n",
              "125971 -0.110249           tcp    klogin   S0  ...    0    0       0     Dos\n",
              "125972 -0.110249           tcp  ftp_data   SF  ...    0    0       1  normal\n",
              "\n",
              "[125973 rows x 48 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 100
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "sruxvtHZK4hl",
        "outputId": "343332b5-9a37-4850-f8c3-04917cd2fbc9"
      },
      "source": [
        "# pie chart distribution of multi-class labels\n",
        "plt.figure(figsize=(8,8))\n",
        "plt.pie(multi_data.label.value_counts(),labels=multi_data.label.unique(),autopct='%0.2f%%')\n",
        "plt.title('Pie chart distribution of multi-class labels')\n",
        "plt.legend()\n",
        "plt.savefig('plots/Pie_chart_multi.png')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X49iCcf6VF3Q"
      },
      "source": [
        "# **Feature Extraction**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n2JG6xCUXhLW",
        "outputId": "3eac38aa-d6b4-4852-a91d-3999cd2fb7a4"
      },
      "source": [
        "# creating a dataframe with only numeric attributes of binary class dataset and encoded label attribute \n",
        "numeric_bin = bin_data[numeric_col]\n",
        "numeric_bin['intrusion'] = bin_data['intrusion']"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  This is separate from the ipykernel package so we can avoid doing imports until\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xuHb3yvBVUEI",
        "outputId": "2de04bab-0912-43e9-f782-71b577140049"
      },
      "source": [
        "# finding the attributes which have more than 0.5 correlation with encoded attack label attribute \n",
        "corr= numeric_bin.corr()\n",
        "corr_y = abs(corr['intrusion'])\n",
        "highest_corr = corr_y[corr_y >0.5]\n",
        "highest_corr.sort_values(ascending=True)"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count                       0.576444\n",
              "srv_serror_rate             0.648289\n",
              "serror_rate                 0.650652\n",
              "dst_host_serror_rate        0.651842\n",
              "dst_host_srv_serror_rate    0.654985\n",
              "logged_in                   0.690171\n",
              "dst_host_same_srv_rate      0.693803\n",
              "dst_host_srv_count          0.722535\n",
              "same_srv_rate               0.751913\n",
              "intrusion                   1.000000\n",
              "Name: intrusion, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bXonAoiRXWxV"
      },
      "source": [
        "# selecting attributes found by using pearson correlation coefficient\n",
        "numeric_bin = bin_data[['count','srv_serror_rate','serror_rate','dst_host_serror_rate','dst_host_srv_serror_rate',\n",
        "                         'logged_in','dst_host_same_srv_rate','dst_host_srv_count','same_srv_rate']]"
      ],
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "36eUXW9bYc1t"
      },
      "source": [
        "# joining the selected attribute with the one-hot-encoded categorical dataframe\n",
        "numeric_bin = numeric_bin.join(categorical)\n",
        "# then joining encoded, one-hot-encoded, and original attack label attribute\n",
        "bin_data = numeric_bin.join(bin_data[['intrusion','abnormal','normal','label']])"
      ],
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "ONMo-gJod4RJ",
        "outputId": "d7c8784c-13d0-4e56-b7d9-5469e5de69f4"
      },
      "source": [
        "# saving final dataset to disk\n",
        "bin_data.to_csv(\"./datasets/bin_data.csv\")\n",
        "# final dataset for binary classification\n",
        "bin_data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>count</th>\n",
              "      <th>srv_serror_rate</th>\n",
              "      <th>serror_rate</th>\n",
              "      <th>dst_host_serror_rate</th>\n",
              "      <th>dst_host_srv_serror_rate</th>\n",
              "      <th>logged_in</th>\n",
              "      <th>dst_host_same_srv_rate</th>\n",
              "      <th>dst_host_srv_count</th>\n",
              "      <th>same_srv_rate</th>\n",
              "      <th>protocol_type_icmp</th>\n",
              "      <th>protocol_type_tcp</th>\n",
              "      <th>protocol_type_udp</th>\n",
              "      <th>service_IRC</th>\n",
              "      <th>service_X11</th>\n",
              "      <th>service_Z39_50</th>\n",
              "      <th>service_aol</th>\n",
              "      <th>service_auth</th>\n",
              "      <th>service_bgp</th>\n",
              "      <th>service_courier</th>\n",
              "      <th>service_csnet_ns</th>\n",
              "      <th>service_ctf</th>\n",
              "      <th>service_daytime</th>\n",
              "      <th>service_discard</th>\n",
              "      <th>service_domain</th>\n",
              "      <th>service_domain_u</th>\n",
              "      <th>service_echo</th>\n",
              "      <th>service_eco_i</th>\n",
              "      <th>service_ecr_i</th>\n",
              "      <th>service_efs</th>\n",
              "      <th>service_exec</th>\n",
              "      <th>service_finger</th>\n",
              "      <th>service_ftp</th>\n",
              "      <th>service_ftp_data</th>\n",
              "      <th>service_gopher</th>\n",
              "      <th>service_harvest</th>\n",
              "      <th>service_hostnames</th>\n",
              "      <th>service_http</th>\n",
              "      <th>service_http_2784</th>\n",
              "      <th>service_http_443</th>\n",
              "      <th>service_http_8001</th>\n",
              "      <th>...</th>\n",
              "      <th>service_pm_dump</th>\n",
              "      <th>service_pop_2</th>\n",
              "      <th>service_pop_3</th>\n",
              "      <th>service_printer</th>\n",
              "      <th>service_private</th>\n",
              "      <th>service_red_i</th>\n",
              "      <th>service_remote_job</th>\n",
              "      <th>service_rje</th>\n",
              "      <th>service_shell</th>\n",
              "      <th>service_smtp</th>\n",
              "      <th>service_sql_net</th>\n",
              "      <th>service_ssh</th>\n",
              "      <th>service_sunrpc</th>\n",
              "      <th>service_supdup</th>\n",
              "      <th>service_systat</th>\n",
              "      <th>service_telnet</th>\n",
              "      <th>service_tftp_u</th>\n",
              "      <th>service_tim_i</th>\n",
              "      <th>service_time</th>\n",
              "      <th>service_urh_i</th>\n",
              "      <th>service_urp_i</th>\n",
              "      <th>service_uucp</th>\n",
              "      <th>service_uucp_path</th>\n",
              "      <th>service_vmnet</th>\n",
              "      <th>service_whois</th>\n",
              "      <th>flag_OTH</th>\n",
              "      <th>flag_REJ</th>\n",
              "      <th>flag_RSTO</th>\n",
              "      <th>flag_RSTOS0</th>\n",
              "      <th>flag_RSTR</th>\n",
              "      <th>flag_S0</th>\n",
              "      <th>flag_S1</th>\n",
              "      <th>flag_S2</th>\n",
              "      <th>flag_S3</th>\n",
              "      <th>flag_SF</th>\n",
              "      <th>flag_SH</th>\n",
              "      <th>intrusion</th>\n",
              "      <th>abnormal</th>\n",
              "      <th>normal</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.782367</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>1</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>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>0</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-0.620982</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-1.161030</td>\n",
              "      <td>-1.035688</td>\n",
              "      <td>-1.321428</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>0</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.339648</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>-0.809857</td>\n",
              "      <td>-1.389669</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>abnormal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.690846</td>\n",
              "      <td>-0.184522</td>\n",
              "      <td>-0.189235</td>\n",
              "      <td>-0.572083</td>\n",
              "      <td>-0.602433</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>0</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.472521</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>0</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125968</th>\n",
              "      <td>0.872361</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>-1.184947</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>abnormal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125969</th>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>0.977304</td>\n",
              "      <td>1.159389</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125970</th>\n",
              "      <td>-0.725778</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>0.979238</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.893738</td>\n",
              "      <td>-0.773724</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125971</th>\n",
              "      <td>0.523041</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-1.094207</td>\n",
              "      <td>-0.972455</td>\n",
              "      <td>-1.366922</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>abnormal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125972</th>\n",
              "      <td>-0.725778</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.492801</td>\n",
              "      <td>-0.349162</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>1</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>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>0</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125973 rows × 97 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           count  srv_serror_rate  serror_rate  ...  abnormal  normal     label\n",
              "0      -0.717045        -0.631929    -0.637209  ...         0       1    normal\n",
              "1      -0.620982        -0.631929    -0.637209  ...         0       1    normal\n",
              "2       0.339648         1.605104     1.602664  ...         1       0  abnormal\n",
              "3      -0.690846        -0.184522    -0.189235  ...         0       1    normal\n",
              "4      -0.472521        -0.631929    -0.637209  ...         0       1    normal\n",
              "...          ...              ...          ...  ...       ...     ...       ...\n",
              "125968  0.872361         1.605104     1.602664  ...         1       0  abnormal\n",
              "125969 -0.717045        -0.631929    -0.637209  ...         0       1    normal\n",
              "125970 -0.725778        -0.631929    -0.637209  ...         0       1    normal\n",
              "125971  0.523041         1.605104     1.602664  ...         1       0  abnormal\n",
              "125972 -0.725778        -0.631929    -0.637209  ...         0       1    normal\n",
              "\n",
              "[125973 rows x 97 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 106
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wzyc6HZIwE9N",
        "outputId": "6c8a2e87-dfac-4365-8e57-d50113bf76db"
      },
      "source": [
        "# creating a dataframe with only numeric attributes of multi-class dataset and encoded label attribute \n",
        "numeric_multi = multi_data[numeric_col]\n",
        "numeric_multi['intrusion'] = multi_data['intrusion']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  This is separate from the ipykernel package so we can avoid doing imports until\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "34ZtfWEFwLvV",
        "outputId": "fb7e1f69-828d-41aa-af95-ec61722d5804"
      },
      "source": [
        "# finding the attributes which have more than 0.5 correlation with encoded attack label attribute \n",
        "corr = numeric_multi.corr()\n",
        "corr_y = abs(corr['intrusion'])\n",
        "highest_corr = corr_y[corr_y >0.5]\n",
        "highest_corr.sort_values(ascending=True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count                       0.613251\n",
              "logged_in                   0.693770\n",
              "srv_serror_rate             0.710852\n",
              "serror_rate                 0.712861\n",
              "dst_host_serror_rate        0.714247\n",
              "dst_host_same_srv_rate      0.716820\n",
              "dst_host_srv_serror_rate    0.717387\n",
              "dst_host_srv_count          0.718579\n",
              "same_srv_rate               0.798358\n",
              "intrusion                   1.000000\n",
              "Name: intrusion, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 108
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "txhVQhdcxQ78"
      },
      "source": [
        "# selecting attributes found by using pearson correlation coefficient\n",
        "numeric_multi = multi_data[['count','logged_in','srv_serror_rate','serror_rate','dst_host_serror_rate',\n",
        "                        'dst_host_same_srv_rate','dst_host_srv_serror_rate','dst_host_srv_count','same_srv_rate']]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-I4QDhYJYAqO"
      },
      "source": [
        "# joining the selected attribute with the one-hot-encoded categorical dataframe\n",
        "numeric_multi = numeric_multi.join(categorical)\n",
        "# then joining encoded, one-hot-encoded, and original attack label attribute\n",
        "multi_data = numeric_multi.join(multi_data[['intrusion','Dos','Probe','R2L','U2R','normal','label']])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "zjcUTAvbfksJ",
        "outputId": "85b8f227-993a-4a3f-a900-488ef3d4617d"
      },
      "source": [
        "# saving final dataset to disk\n",
        "multi_data.to_csv('./datasets/multi_data.csv')\n",
        "\n",
        "# final dataset for multi-class classification\n",
        "multi_data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>service_urp_i</th>\n",
              "      <th>service_uucp</th>\n",
              "      <th>service_uucp_path</th>\n",
              "      <th>service_vmnet</th>\n",
              "      <th>service_whois</th>\n",
              "      <th>flag_OTH</th>\n",
              "      <th>flag_REJ</th>\n",
              "      <th>flag_RSTO</th>\n",
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              "      <th>flag_SH</th>\n",
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              "      <th>Dos</th>\n",
              "      <th>Probe</th>\n",
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              "      <th>label</th>\n",
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              "      <td>1</td>\n",
              "      <td>normal</td>\n",
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              "    <tr>\n",
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              "      <td>-0.809262</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.809857</td>\n",
              "      <td>-1.389669</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <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>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Dos</td>\n",
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              "      <td>-0.184522</td>\n",
              "      <td>-0.189235</td>\n",
              "      <td>-0.572083</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.602433</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.472521</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>1.066401</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>1.258754</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <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>0</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>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125968</th>\n",
              "      <td>0.872361</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>-0.938287</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.818890</td>\n",
              "      <td>-1.184947</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Dos</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125969</th>\n",
              "      <td>-0.717045</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>0.977304</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>1.159389</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125970</th>\n",
              "      <td>-0.725778</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>0.979238</td>\n",
              "      <td>-0.893738</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.773724</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</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>1</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125971</th>\n",
              "      <td>0.523041</td>\n",
              "      <td>-0.809262</td>\n",
              "      <td>1.605104</td>\n",
              "      <td>1.602664</td>\n",
              "      <td>1.608759</td>\n",
              "      <td>-1.094207</td>\n",
              "      <td>1.618955</td>\n",
              "      <td>-0.972455</td>\n",
              "      <td>-1.366922</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Dos</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125972</th>\n",
              "      <td>-0.725778</td>\n",
              "      <td>1.235694</td>\n",
              "      <td>-0.631929</td>\n",
              "      <td>-0.637209</td>\n",
              "      <td>-0.639532</td>\n",
              "      <td>-0.492801</td>\n",
              "      <td>-0.624871</td>\n",
              "      <td>-0.349162</td>\n",
              "      <td>0.771283</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "      <td>1</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>0</td>\n",
              "      <td>...</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>0</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>0</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>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125973 rows × 100 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           count  logged_in  srv_serror_rate  ...  U2R  normal   label\n",
              "0      -0.717045  -0.809262        -0.631929  ...    0       1  normal\n",
              "1      -0.620982  -0.809262        -0.631929  ...    0       1  normal\n",
              "2       0.339648  -0.809262         1.605104  ...    0       0     Dos\n",
              "3      -0.690846   1.235694        -0.184522  ...    0       1  normal\n",
              "4      -0.472521   1.235694        -0.631929  ...    0       1  normal\n",
              "...          ...        ...              ...  ...  ...     ...     ...\n",
              "125968  0.872361  -0.809262         1.605104  ...    0       0     Dos\n",
              "125969 -0.717045  -0.809262        -0.631929  ...    0       1  normal\n",
              "125970 -0.725778   1.235694        -0.631929  ...    0       1  normal\n",
              "125971  0.523041  -0.809262         1.605104  ...    0       0     Dos\n",
              "125972 -0.725778   1.235694        -0.631929  ...    0       1  normal\n",
              "\n",
              "[125973 rows x 100 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 111
        }
      ]
    }
  ]
}