Preprocessing_DDOS_dataset.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Preprocessing DDOS dataset",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/smlra-kjsce/Cyber-ML-DL-101/blob/master/Preprocessing_DDOS_dataset.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Ulbsxqhs4ss",
        "colab_type": "code",
        "outputId": "5fdf992d-2275-42ac-d62b-6de2f01b8eea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "or9EO4gjCLYd",
        "colab_type": "code",
        "outputId": "da3a9a57-bae6-420a-9df2-d318fabb1659",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "!unzip -q /content/drive/'My Drive'/'Industry Session'/'CSV-01-12.zip'"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "replace 01-12/UDPLag.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: n\n",
            "replace 01-12/TFTP.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: n\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hgB6wyKEt_K5",
        "colab_type": "code",
        "outputId": "8d590999-50a0-46ea-a399-e89db242ae34",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "import pandas as pd\n",
        "data = pd.read_csv('/content/01-12/UDPLag.csv')\n",
        "data"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py:2718: DtypeWarning: Columns (21,85) have mixed types. Specify dtype option on import or set low_memory=False.\n",
            "  interactivity=interactivity, compiler=compiler, result=result)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>Flow ID</th>\n",
              "      <th>Source IP</th>\n",
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              "      <th>Destination IP</th>\n",
              "      <th>Destination Port</th>\n",
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              "      <th>Total Backward Packets</th>\n",
              "      <th>Total Length of Fwd Packets</th>\n",
              "      <th>Total Length of Bwd Packets</th>\n",
              "      <th>Fwd Packet Length Max</th>\n",
              "      <th>Fwd Packet Length Min</th>\n",
              "      <th>Fwd Packet Length Mean</th>\n",
              "      <th>Fwd Packet Length Std</th>\n",
              "      <th>Bwd Packet Length Max</th>\n",
              "      <th>Bwd Packet Length Min</th>\n",
              "      <th>Bwd Packet Length Mean</th>\n",
              "      <th>Bwd Packet Length Std</th>\n",
              "      <th>Flow Bytes/s</th>\n",
              "      <th>Flow Packets/s</th>\n",
              "      <th>Flow IAT Mean</th>\n",
              "      <th>Flow IAT Std</th>\n",
              "      <th>Flow IAT Max</th>\n",
              "      <th>Flow IAT Min</th>\n",
              "      <th>Fwd IAT Total</th>\n",
              "      <th>Fwd IAT Mean</th>\n",
              "      <th>Fwd IAT Std</th>\n",
              "      <th>Fwd IAT Max</th>\n",
              "      <th>Fwd IAT Min</th>\n",
              "      <th>Bwd IAT Total</th>\n",
              "      <th>Bwd IAT Mean</th>\n",
              "      <th>Bwd IAT Std</th>\n",
              "      <th>Bwd IAT Max</th>\n",
              "      <th>Bwd IAT Min</th>\n",
              "      <th>Fwd PSH Flags</th>\n",
              "      <th>Bwd PSH Flags</th>\n",
              "      <th>Fwd URG Flags</th>\n",
              "      <th>...</th>\n",
              "      <th>Packet Length Std</th>\n",
              "      <th>Packet Length Variance</th>\n",
              "      <th>FIN Flag Count</th>\n",
              "      <th>SYN Flag Count</th>\n",
              "      <th>RST Flag Count</th>\n",
              "      <th>PSH Flag Count</th>\n",
              "      <th>ACK Flag Count</th>\n",
              "      <th>URG Flag Count</th>\n",
              "      <th>CWE Flag Count</th>\n",
              "      <th>ECE Flag Count</th>\n",
              "      <th>Down/Up Ratio</th>\n",
              "      <th>Average Packet Size</th>\n",
              "      <th>Avg Fwd Segment Size</th>\n",
              "      <th>Avg Bwd Segment Size</th>\n",
              "      <th>Fwd Header Length.1</th>\n",
              "      <th>Fwd Avg Bytes/Bulk</th>\n",
              "      <th>Fwd Avg Packets/Bulk</th>\n",
              "      <th>Fwd Avg Bulk Rate</th>\n",
              "      <th>Bwd Avg Bytes/Bulk</th>\n",
              "      <th>Bwd Avg Packets/Bulk</th>\n",
              "      <th>Bwd Avg Bulk Rate</th>\n",
              "      <th>Subflow Fwd Packets</th>\n",
              "      <th>Subflow Fwd Bytes</th>\n",
              "      <th>Subflow Bwd Packets</th>\n",
              "      <th>Subflow Bwd Bytes</th>\n",
              "      <th>Init_Win_bytes_forward</th>\n",
              "      <th>Init_Win_bytes_backward</th>\n",
              "      <th>act_data_pkt_fwd</th>\n",
              "      <th>min_seg_size_forward</th>\n",
              "      <th>Active Mean</th>\n",
              "      <th>Active Std</th>\n",
              "      <th>Active Max</th>\n",
              "      <th>Active Min</th>\n",
              "      <th>Idle Mean</th>\n",
              "      <th>Idle Std</th>\n",
              "      <th>Idle Max</th>\n",
              "      <th>Idle Min</th>\n",
              "      <th>SimillarHTTP</th>\n",
              "      <th>Inbound</th>\n",
              "      <th>Label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>186059</td>\n",
              "      <td>172.16.0.5-192.168.50.1-58445-4463-17</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>58445</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>4463</td>\n",
              "      <td>17</td>\n",
              "      <td>2018-12-01 13:04:45.928673</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>766.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.66E8</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</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>0.0</td>\n",
              "      <td>574.5</td>\n",
              "      <td>383.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>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>766</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>135692</td>\n",
              "      <td>172.16.0.5-192.168.50.1-36908-9914-17</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>36908</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>9914</td>\n",
              "      <td>17</td>\n",
              "      <td>2018-12-01 13:04:45.928913</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>778.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.78E8</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>583.5</td>\n",
              "      <td>389.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>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>778</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>33822</td>\n",
              "      <td>172.16.0.5-192.168.50.1-41727-32361-17</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>41727</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>32361</td>\n",
              "      <td>17</td>\n",
              "      <td>2018-12-01 13:04:45.928915</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>750.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.75E8</td>\n",
              "      <td>1000000.0</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>562.5</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>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>750</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>24498</td>\n",
              "      <td>172.16.0.5-192.168.50.1-55447-5691-17</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>55447</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>5691</td>\n",
              "      <td>17</td>\n",
              "      <td>2018-12-01 13:04:45.929024</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>738.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.69E8</td>\n",
              "      <td>1000000.0</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>553.5</td>\n",
              "      <td>369.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>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>738</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>117372</td>\n",
              "      <td>172.16.0.5-192.168.50.1-58794-56335-17</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>58794</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>56335</td>\n",
              "      <td>17</td>\n",
              "      <td>2018-12-01 13:04:45.929096</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>750.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.5E8</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>562.5</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>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>750</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</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>370600</th>\n",
              "      <td>350624</td>\n",
              "      <td>172.16.0.5-192.168.50.1-60490-14102-6</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>60490</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>14102</td>\n",
              "      <td>6</td>\n",
              "      <td>2018-12-01 13:30:30.740273</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40</td>\n",
              "      <td>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5840</td>\n",
              "      <td>-1</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370601</th>\n",
              "      <td>336856</td>\n",
              "      <td>172.16.0.5-192.168.50.1-60491-58360-6</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>60491</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>58360</td>\n",
              "      <td>6</td>\n",
              "      <td>2018-12-01 13:30:30.740323</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40</td>\n",
              "      <td>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5840</td>\n",
              "      <td>-1</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370602</th>\n",
              "      <td>115128</td>\n",
              "      <td>172.16.0.5-192.168.50.1-60492-2905-6</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>60492</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>2905</td>\n",
              "      <td>6</td>\n",
              "      <td>2018-12-01 13:30:30.740374</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1000000.0</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40</td>\n",
              "      <td>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5840</td>\n",
              "      <td>-1</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370603</th>\n",
              "      <td>51370</td>\n",
              "      <td>172.16.0.5-192.168.50.1-60493-45714-6</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>60493</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>45714</td>\n",
              "      <td>6</td>\n",
              "      <td>2018-12-01 13:30:30.740424</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Infinity</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40</td>\n",
              "      <td>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5840</td>\n",
              "      <td>-1</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370604</th>\n",
              "      <td>317173</td>\n",
              "      <td>172.16.0.5-192.168.50.1-60494-44935-6</td>\n",
              "      <td>172.16.0.5</td>\n",
              "      <td>60494</td>\n",
              "      <td>192.168.50.1</td>\n",
              "      <td>44935</td>\n",
              "      <td>6</td>\n",
              "      <td>2018-12-01 13:30:30.740425</td>\n",
              "      <td>134</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>29850.746268656716</td>\n",
              "      <td>44.666667</td>\n",
              "      <td>75.632885</td>\n",
              "      <td>132.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40</td>\n",
              "      <td>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>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>5840</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>370605 rows × 88 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        Unnamed: 0                                 Flow ID  ...  Inbound    Label\n",
              "0           186059   172.16.0.5-192.168.50.1-58445-4463-17  ...        1  UDP-lag\n",
              "1           135692   172.16.0.5-192.168.50.1-36908-9914-17  ...        1  UDP-lag\n",
              "2            33822  172.16.0.5-192.168.50.1-41727-32361-17  ...        1  UDP-lag\n",
              "3            24498   172.16.0.5-192.168.50.1-55447-5691-17  ...        1  UDP-lag\n",
              "4           117372  172.16.0.5-192.168.50.1-58794-56335-17  ...        1  UDP-lag\n",
              "...            ...                                     ...  ...      ...      ...\n",
              "370600      350624   172.16.0.5-192.168.50.1-60490-14102-6  ...        1  UDP-lag\n",
              "370601      336856   172.16.0.5-192.168.50.1-60491-58360-6  ...        1  UDP-lag\n",
              "370602      115128    172.16.0.5-192.168.50.1-60492-2905-6  ...        1  UDP-lag\n",
              "370603       51370   172.16.0.5-192.168.50.1-60493-45714-6  ...        1  UDP-lag\n",
              "370604      317173   172.16.0.5-192.168.50.1-60494-44935-6  ...        1  UDP-lag\n",
              "\n",
              "[370605 rows x 88 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 404
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SQhQxbX1xm4b",
        "colab_type": "code",
        "outputId": "a6efa086-3581-4901-d34a-b48eac51cc58",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        }
      },
      "source": [
        "data.columns"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Unnamed: 0', 'Flow ID', ' Source IP', ' Source Port',\n",
              "       ' Destination IP', ' Destination Port', ' Protocol', ' Timestamp',\n",
              "       ' Flow Duration', ' Total Fwd Packets', ' Total Backward Packets',\n",
              "       'Total Length of Fwd Packets', ' Total Length of Bwd Packets',\n",
              "       ' Fwd Packet Length Max', ' Fwd Packet Length Min',\n",
              "       ' Fwd Packet Length Mean', ' Fwd Packet Length Std',\n",
              "       'Bwd Packet Length Max', ' Bwd Packet Length Min',\n",
              "       ' Bwd Packet Length Mean', ' Bwd Packet Length Std', 'Flow Bytes/s',\n",
              "       ' Flow Packets/s', ' Flow IAT Mean', ' Flow IAT Std', ' Flow IAT Max',\n",
              "       ' Flow IAT Min', 'Fwd IAT Total', ' Fwd IAT Mean', ' Fwd IAT Std',\n",
              "       ' Fwd IAT Max', ' Fwd IAT Min', 'Bwd IAT Total', ' Bwd IAT Mean',\n",
              "       ' Bwd IAT Std', ' Bwd IAT Max', ' Bwd IAT Min', 'Fwd PSH Flags',\n",
              "       ' Bwd PSH Flags', ' Fwd URG Flags', ' Bwd URG Flags',\n",
              "       ' Fwd Header Length', ' Bwd Header Length', 'Fwd Packets/s',\n",
              "       ' Bwd Packets/s', ' Min Packet Length', ' Max Packet Length',\n",
              "       ' Packet Length Mean', ' Packet Length Std', ' Packet Length Variance',\n",
              "       'FIN Flag Count', ' SYN Flag Count', ' RST Flag Count',\n",
              "       ' PSH Flag Count', ' ACK Flag Count', ' URG Flag Count',\n",
              "       ' CWE Flag Count', ' ECE Flag Count', ' Down/Up Ratio',\n",
              "       ' Average Packet Size', ' Avg Fwd Segment Size',\n",
              "       ' Avg Bwd Segment Size', ' Fwd Header Length.1', 'Fwd Avg Bytes/Bulk',\n",
              "       ' Fwd Avg Packets/Bulk', ' Fwd Avg Bulk Rate', ' Bwd Avg Bytes/Bulk',\n",
              "       ' Bwd Avg Packets/Bulk', 'Bwd Avg Bulk Rate', 'Subflow Fwd Packets',\n",
              "       ' Subflow Fwd Bytes', ' Subflow Bwd Packets', ' Subflow Bwd Bytes',\n",
              "       'Init_Win_bytes_forward', ' Init_Win_bytes_backward',\n",
              "       ' act_data_pkt_fwd', ' min_seg_size_forward', 'Active Mean',\n",
              "       ' Active Std', ' Active Max', ' Active Min', 'Idle Mean', ' Idle Std',\n",
              "       ' Idle Max', ' Idle Min', 'SimillarHTTP', ' Inbound', ' Label'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 405
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f2PA3c6ox_2e",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data = data.drop(columns = ['Unnamed: 0', 'Flow ID', ' Source IP', ' Source Port',\n",
        "       ' Destination IP', ' Destination Port', ' Protocol', ' Timestamp', 'Fwd PSH Flags',\n",
        "       ' Bwd PSH Flags', ' Fwd URG Flags', ' Bwd URG Flags', 'SimillarHTTP', ' Bwd Packet Length Std', 'Flow Bytes/s',' Bwd Packet Length Std', 'FIN Flag Count', ' SYN Flag Count', ' RST Flag Count',\n",
        "       ' PSH Flag Count', ' ACK Flag Count', ' URG Flag Count', 'Fwd Avg Bytes/Bulk',\n",
        "       ' Fwd Avg Packets/Bulk', ' Fwd Avg Bulk Rate', ' Bwd Avg Bytes/Bulk', ' ECE Flag Count', ' Bwd Avg Packets/Bulk', 'Bwd Avg Bulk Rate', 'Init_Win_bytes_forward', ' Init_Win_bytes_backward'])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WW3HR2HPzIsR",
        "colab_type": "code",
        "outputId": "3645fff0-ffa1-41f3-d843-b1688c4a4108",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        }
      },
      "source": [
        "data.columns"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index([' Flow Duration', ' Total Fwd Packets', ' Total Backward Packets',\n",
              "       'Total Length of Fwd Packets', ' Total Length of Bwd Packets',\n",
              "       ' Fwd Packet Length Max', ' Fwd Packet Length Min',\n",
              "       ' Fwd Packet Length Mean', ' Fwd Packet Length Std',\n",
              "       'Bwd Packet Length Max', ' Bwd Packet Length Min',\n",
              "       ' Bwd Packet Length Mean', ' Flow Packets/s', ' Flow IAT Mean',\n",
              "       ' Flow IAT Std', ' Flow IAT Max', ' Flow IAT Min', 'Fwd IAT Total',\n",
              "       ' Fwd IAT Mean', ' Fwd IAT Std', ' Fwd IAT Max', ' Fwd IAT Min',\n",
              "       'Bwd IAT Total', ' Bwd IAT Mean', ' Bwd IAT Std', ' Bwd IAT Max',\n",
              "       ' Bwd IAT Min', ' Fwd Header Length', ' Bwd Header Length',\n",
              "       'Fwd Packets/s', ' Bwd Packets/s', ' Min Packet Length',\n",
              "       ' Max Packet Length', ' Packet Length Mean', ' Packet Length Std',\n",
              "       ' Packet Length Variance', ' CWE Flag Count', ' Down/Up Ratio',\n",
              "       ' Average Packet Size', ' Avg Fwd Segment Size',\n",
              "       ' Avg Bwd Segment Size', ' Fwd Header Length.1', 'Subflow Fwd Packets',\n",
              "       ' Subflow Fwd Bytes', ' Subflow Bwd Packets', ' Subflow Bwd Bytes',\n",
              "       ' act_data_pkt_fwd', ' min_seg_size_forward', 'Active Mean',\n",
              "       ' Active Std', ' Active Max', ' Active Min', 'Idle Mean', ' Idle Std',\n",
              "       ' Idle Max', ' Idle Min', ' Inbound', ' Label'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 407
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EzzEPH7EzUMD",
        "colab_type": "code",
        "outputId": "515e9c45-3aa6-40ad-aafc-3fc1a459f83a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 360
        }
      },
      "source": [
        "data.head()"
      ],
      "execution_count": 0,
      "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>Flow Duration</th>\n",
              "      <th>Total Fwd Packets</th>\n",
              "      <th>Total Backward Packets</th>\n",
              "      <th>Total Length of Fwd Packets</th>\n",
              "      <th>Total Length of Bwd Packets</th>\n",
              "      <th>Fwd Packet Length Max</th>\n",
              "      <th>Fwd Packet Length Min</th>\n",
              "      <th>Fwd Packet Length Mean</th>\n",
              "      <th>Fwd Packet Length Std</th>\n",
              "      <th>Bwd Packet Length Max</th>\n",
              "      <th>Bwd Packet Length Min</th>\n",
              "      <th>Bwd Packet Length Mean</th>\n",
              "      <th>Flow Packets/s</th>\n",
              "      <th>Flow IAT Mean</th>\n",
              "      <th>Flow IAT Std</th>\n",
              "      <th>Flow IAT Max</th>\n",
              "      <th>Flow IAT Min</th>\n",
              "      <th>Fwd IAT Total</th>\n",
              "      <th>Fwd IAT Mean</th>\n",
              "      <th>Fwd IAT Std</th>\n",
              "      <th>Fwd IAT Max</th>\n",
              "      <th>Fwd IAT Min</th>\n",
              "      <th>Bwd IAT Total</th>\n",
              "      <th>Bwd IAT Mean</th>\n",
              "      <th>Bwd IAT Std</th>\n",
              "      <th>Bwd IAT Max</th>\n",
              "      <th>Bwd IAT Min</th>\n",
              "      <th>Fwd Header Length</th>\n",
              "      <th>Bwd Header Length</th>\n",
              "      <th>Fwd Packets/s</th>\n",
              "      <th>Bwd Packets/s</th>\n",
              "      <th>Min Packet Length</th>\n",
              "      <th>Max Packet Length</th>\n",
              "      <th>Packet Length Mean</th>\n",
              "      <th>Packet Length Std</th>\n",
              "      <th>Packet Length Variance</th>\n",
              "      <th>CWE Flag Count</th>\n",
              "      <th>Down/Up Ratio</th>\n",
              "      <th>Average Packet Size</th>\n",
              "      <th>Avg Fwd Segment Size</th>\n",
              "      <th>Avg Bwd Segment Size</th>\n",
              "      <th>Fwd Header Length.1</th>\n",
              "      <th>Subflow Fwd Packets</th>\n",
              "      <th>Subflow Fwd Bytes</th>\n",
              "      <th>Subflow Bwd Packets</th>\n",
              "      <th>Subflow Bwd Bytes</th>\n",
              "      <th>act_data_pkt_fwd</th>\n",
              "      <th>min_seg_size_forward</th>\n",
              "      <th>Active Mean</th>\n",
              "      <th>Active Std</th>\n",
              "      <th>Active Max</th>\n",
              "      <th>Active Min</th>\n",
              "      <th>Idle Mean</th>\n",
              "      <th>Idle Std</th>\n",
              "      <th>Idle Max</th>\n",
              "      <th>Idle Min</th>\n",
              "      <th>Inbound</th>\n",
              "      <th>Label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>766.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>383.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>574.5</td>\n",
              "      <td>383.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>2</td>\n",
              "      <td>766</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>778.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>583.5</td>\n",
              "      <td>389.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>2</td>\n",
              "      <td>778</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>750.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1000000.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>1000000.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>562.5</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>2</td>\n",
              "      <td>750</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>738.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1000000.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>1000000.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>369.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>553.5</td>\n",
              "      <td>369.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>2</td>\n",
              "      <td>738</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>750.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>0</td>\n",
              "      <td>2000000.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>562.5</td>\n",
              "      <td>375.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-2</td>\n",
              "      <td>2</td>\n",
              "      <td>750</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>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Flow Duration   Total Fwd Packets  ...   Inbound    Label\n",
              "0               1                   2  ...         1  UDP-lag\n",
              "1               1                   2  ...         1  UDP-lag\n",
              "2               2                   2  ...         1  UDP-lag\n",
              "3               2                   2  ...         1  UDP-lag\n",
              "4               1                   2  ...         1  UDP-lag\n",
              "\n",
              "[5 rows x 58 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 408
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZYRuNflxz1hP",
        "colab_type": "code",
        "outputId": "7734dbd3-1f4a-4d63-96f9-25eff528063c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "print(len(data))\n",
        "data = data.dropna()\n",
        "print(len(data))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "370605\n",
            "370605\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4clZWwBxLO3N",
        "colab_type": "code",
        "outputId": "4c2b42b2-af73-46e1-b066-9ad7c8e8cd79",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "for col in data.columns[:-2]:\n",
        "  data[col] = data[col].astype('float64')\n",
        "  data = data[data[col]>=0]\n",
        "data.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(354438, 58)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 410
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cclX7oPp0HBT",
        "colab_type": "code",
        "outputId": "34b3a55f-dbf3-4cd4-a866-190e156b71ff",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 333
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.hist(data[' Label'])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([350295.,      0.,      0.,      0.,      0.,   3704.,      0.,\n",
              "             0.,      0.,    439.]),\n",
              " array([0. , 0.2, 0.4, 0.6, 0.8, 1. , 1.2, 1.4, 1.6, 1.8, 2. ]),\n",
              " <a list of 10 Patch objects>)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 411
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DNwF7JtkXOAbYWFXbqmo7sBFY2dpeXVU3VVUBl4/b1kRzSJKGzGyvmexTVQ+39R8D+7T1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\nSb0ZJpKk3v4/oGzfdmQf6y0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UaPtcLBR1qgO",
        "colab_type": "code",
        "outputId": "815492d9-c368-4db9-9aa3-1c34c8201570",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "len(data[data[' Label']=='WebDDoS'])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "439"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 412
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3p8XWD5726tC",
        "colab_type": "code",
        "outputId": "bc871b4c-f367-4aa8-b172-ffed75ec3d0b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        }
      },
      "source": [
        "data1 = data[data[' Label']=='WebDDoS']\n",
        "data1"
      ],
      "execution_count": 0,
      "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>Flow Duration</th>\n",
              "      <th>Total Fwd Packets</th>\n",
              "      <th>Total Backward Packets</th>\n",
              "      <th>Total Length of Fwd Packets</th>\n",
              "      <th>Total Length of Bwd Packets</th>\n",
              "      <th>Fwd Packet Length Max</th>\n",
              "      <th>Fwd Packet Length Min</th>\n",
              "      <th>Fwd Packet Length Mean</th>\n",
              "      <th>Fwd Packet Length Std</th>\n",
              "      <th>Bwd Packet Length Max</th>\n",
              "      <th>Bwd Packet Length Min</th>\n",
              "      <th>Bwd Packet Length Mean</th>\n",
              "      <th>Flow Packets/s</th>\n",
              "      <th>Flow IAT Mean</th>\n",
              "      <th>Flow IAT Std</th>\n",
              "      <th>Flow IAT Max</th>\n",
              "      <th>Flow IAT Min</th>\n",
              "      <th>Fwd IAT Total</th>\n",
              "      <th>Fwd IAT Mean</th>\n",
              "      <th>Fwd IAT Std</th>\n",
              "      <th>Fwd IAT Max</th>\n",
              "      <th>Fwd IAT Min</th>\n",
              "      <th>Bwd IAT Total</th>\n",
              "      <th>Bwd IAT Mean</th>\n",
              "      <th>Bwd IAT Std</th>\n",
              "      <th>Bwd IAT Max</th>\n",
              "      <th>Bwd IAT Min</th>\n",
              "      <th>Fwd Header Length</th>\n",
              "      <th>Bwd Header Length</th>\n",
              "      <th>Fwd Packets/s</th>\n",
              "      <th>Bwd Packets/s</th>\n",
              "      <th>Min Packet Length</th>\n",
              "      <th>Max Packet Length</th>\n",
              "      <th>Packet Length Mean</th>\n",
              "      <th>Packet Length Std</th>\n",
              "      <th>Packet Length Variance</th>\n",
              "      <th>CWE Flag Count</th>\n",
              "      <th>Down/Up Ratio</th>\n",
              "      <th>Average Packet Size</th>\n",
              "      <th>Avg Fwd Segment Size</th>\n",
              "      <th>Avg Bwd Segment Size</th>\n",
              "      <th>Fwd Header Length.1</th>\n",
              "      <th>Subflow Fwd Packets</th>\n",
              "      <th>Subflow Fwd Bytes</th>\n",
              "      <th>Subflow Bwd Packets</th>\n",
              "      <th>Subflow Bwd Bytes</th>\n",
              "      <th>act_data_pkt_fwd</th>\n",
              "      <th>min_seg_size_forward</th>\n",
              "      <th>Active Mean</th>\n",
              "      <th>Active Std</th>\n",
              "      <th>Active Max</th>\n",
              "      <th>Active Min</th>\n",
              "      <th>Idle Mean</th>\n",
              "      <th>Idle Std</th>\n",
              "      <th>Idle Max</th>\n",
              "      <th>Idle Min</th>\n",
              "      <th>Inbound</th>\n",
              "      <th>Label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>21193</th>\n",
              "      <td>4517500.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1180.0</td>\n",
              "      <td>2146.0</td>\n",
              "      <td>590.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>131.111111</td>\n",
              "      <td>260.165546</td>\n",
              "      <td>1073.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>357.666667</td>\n",
              "      <td>3.320421</td>\n",
              "      <td>322678.571429</td>\n",
              "      <td>1.206997e+06</td>\n",
              "      <td>4516266.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4517500.0</td>\n",
              "      <td>564687.500000</td>\n",
              "      <td>1.596679e+06</td>\n",
              "      <td>4516266.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1014.0</td>\n",
              "      <td>202.8</td>\n",
              "      <td>2.953044e+02</td>\n",
              "      <td>654.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>304.0</td>\n",
              "      <td>208.0</td>\n",
              "      <td>1.992252</td>\n",
              "      <td>1.328168</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1073.0</td>\n",
              "      <td>207.875</td>\n",
              "      <td>392.213016</td>\n",
              "      <td>153831.050000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>221.733333</td>\n",
              "      <td>131.111111</td>\n",
              "      <td>357.666667</td>\n",
              "      <td>304.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>1180.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2146.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24016</th>\n",
              "      <td>5002555.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1338.0</td>\n",
              "      <td>2146.0</td>\n",
              "      <td>669.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>167.250000</td>\n",
              "      <td>309.686823</td>\n",
              "      <td>1073.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>306.571429</td>\n",
              "      <td>2.998468</td>\n",
              "      <td>357325.357143</td>\n",
              "      <td>1.336629e+06</td>\n",
              "      <td>5001305.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1250.0</td>\n",
              "      <td>178.571429</td>\n",
              "      <td>2.653048e+02</td>\n",
              "      <td>707.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>5002446.0</td>\n",
              "      <td>833741.0</td>\n",
              "      <td>2.041733e+06</td>\n",
              "      <td>5001412.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>272.0</td>\n",
              "      <td>240.0</td>\n",
              "      <td>1.599183</td>\n",
              "      <td>1.399285</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1073.0</td>\n",
              "      <td>217.750</td>\n",
              "      <td>403.248393</td>\n",
              "      <td>162609.266667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>232.266667</td>\n",
              "      <td>167.250000</td>\n",
              "      <td>306.571429</td>\n",
              "      <td>272.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1338.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2146.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33934</th>\n",
              "      <td>148.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>13513.513514</td>\n",
              "      <td>148.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>148.0</td>\n",
              "      <td>148.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>6756.756757</td>\n",
              "      <td>6756.756757</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33936</th>\n",
              "      <td>100.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>30000.000000</td>\n",
              "      <td>50.000000</td>\n",
              "      <td>2.828427e+00</td>\n",
              "      <td>52.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>48.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>10000.000000</td>\n",
              "      <td>20000.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36036</th>\n",
              "      <td>179.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>11173.184358</td>\n",
              "      <td>179.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>179.0</td>\n",
              "      <td>179.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>5586.592179</td>\n",
              "      <td>5586.592179</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>WebDDoS</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>336087</th>\n",
              "      <td>242.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>24793.388430</td>\n",
              "      <td>48.400000</td>\n",
              "      <td>6.498307e+01</td>\n",
              "      <td>124.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>80.666667</td>\n",
              "      <td>1.379867e+02</td>\n",
              "      <td>240.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>144.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>16528.925620</td>\n",
              "      <td>8264.462810</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>144.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>352099</th>\n",
              "      <td>127.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>15748.031496</td>\n",
              "      <td>127.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>127.0</td>\n",
              "      <td>127.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>7874.015748</td>\n",
              "      <td>7874.015748</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>352100</th>\n",
              "      <td>118.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>25423.728814</td>\n",
              "      <td>59.000000</td>\n",
              "      <td>8.202439e+01</td>\n",
              "      <td>117.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>8474.576271</td>\n",
              "      <td>16949.152542</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370133</th>\n",
              "      <td>2951.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>677.736361</td>\n",
              "      <td>2951.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2951.0</td>\n",
              "      <td>2951.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>338.868180</td>\n",
              "      <td>338.868180</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370134</th>\n",
              "      <td>95.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>31578.947368</td>\n",
              "      <td>47.500000</td>\n",
              "      <td>6.576093e+01</td>\n",
              "      <td>94.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>10526.315789</td>\n",
              "      <td>21052.631579</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>WebDDoS</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>439 rows × 58 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         Flow Duration   Total Fwd Packets  ...   Inbound    Label\n",
              "21193        4517500.0                 9.0  ...         1  WebDDoS\n",
              "24016        5002555.0                 8.0  ...         1  WebDDoS\n",
              "33934            148.0                 1.0  ...         1  WebDDoS\n",
              "33936            100.0                 1.0  ...         0  WebDDoS\n",
              "36036            179.0                 1.0  ...         0  WebDDoS\n",
              "...                ...                 ...  ...       ...      ...\n",
              "336087           242.0                 4.0  ...         1  WebDDoS\n",
              "352099           127.0                 1.0  ...         1  WebDDoS\n",
              "352100           118.0                 1.0  ...         0  WebDDoS\n",
              "370133          2951.0                 1.0  ...         0  WebDDoS\n",
              "370134            95.0                 1.0  ...         1  WebDDoS\n",
              "\n",
              "[439 rows x 58 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 413
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FXBTuS0D3DYZ",
        "colab_type": "code",
        "outputId": "30a16edc-996d-427d-a707-4b33ac5ff67a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        }
      },
      "source": [
        "data2 = data[data[' Label']=='BENIGN']\n",
        "data2"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Flow Duration</th>\n",
              "      <th>Total Fwd Packets</th>\n",
              "      <th>Total Backward Packets</th>\n",
              "      <th>Total Length of Fwd Packets</th>\n",
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              "      <th>Bwd Packet Length Mean</th>\n",
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              "      <th>Flow IAT Min</th>\n",
              "      <th>Fwd IAT Total</th>\n",
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              "      <th>Bwd Header Length</th>\n",
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              "      <th>Bwd Packets/s</th>\n",
              "      <th>Min Packet Length</th>\n",
              "      <th>Max Packet Length</th>\n",
              "      <th>Packet Length Mean</th>\n",
              "      <th>Packet Length Std</th>\n",
              "      <th>Packet Length Variance</th>\n",
              "      <th>CWE Flag Count</th>\n",
              "      <th>Down/Up Ratio</th>\n",
              "      <th>Average Packet Size</th>\n",
              "      <th>Avg Fwd Segment Size</th>\n",
              "      <th>Avg Bwd Segment Size</th>\n",
              "      <th>Fwd Header Length.1</th>\n",
              "      <th>Subflow Fwd Packets</th>\n",
              "      <th>Subflow Fwd Bytes</th>\n",
              "      <th>Subflow Bwd Packets</th>\n",
              "      <th>Subflow Bwd Bytes</th>\n",
              "      <th>act_data_pkt_fwd</th>\n",
              "      <th>min_seg_size_forward</th>\n",
              "      <th>Active Mean</th>\n",
              "      <th>Active Std</th>\n",
              "      <th>Active Max</th>\n",
              "      <th>Active Min</th>\n",
              "      <th>Idle Mean</th>\n",
              "      <th>Idle Std</th>\n",
              "      <th>Idle Max</th>\n",
              "      <th>Idle Min</th>\n",
              "      <th>Inbound</th>\n",
              "      <th>Label</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>18111</th>\n",
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              "      <td>0.000</td>\n",
              "      <td>0.456655</td>\n",
              "      <td>2.232776e+06</td>\n",
              "      <td>4.066475e+06</td>\n",
              "      <td>9806952.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>113871580.0</td>\n",
              "      <td>2.232776e+06</td>\n",
              "      <td>4.066475e+06</td>\n",
              "      <td>9806952.0</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.456655</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.083333</td>\n",
              "      <td>0.668558</td>\n",
              "      <td>7.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>9489291.75</td>\n",
              "      <td>213354.995987</td>\n",
              "      <td>9806952.0</td>\n",
              "      <td>9169328.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33360</th>\n",
              "      <td>112936309.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.000000</td>\n",
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              "      <td>0.000</td>\n",
              "      <td>0.345327</td>\n",
              "      <td>2.972008e+06</td>\n",
              "      <td>4.436270e+06</td>\n",
              "      <td>9869393.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>112936309.0</td>\n",
              "      <td>2.972008e+06</td>\n",
              "      <td>4.436270e+06</td>\n",
              "      <td>9869393.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.345327</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.916667</td>\n",
              "      <td>0.514929</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>9411353.75</td>\n",
              "      <td>292787.598645</td>\n",
              "      <td>9869393.0</td>\n",
              "      <td>9048974.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34760</th>\n",
              "      <td>24944828.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.625000</td>\n",
              "      <td>10.662853</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.561239</td>\n",
              "      <td>1.918833e+06</td>\n",
              "      <td>3.831659e+06</td>\n",
              "      <td>10010175.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>24944828.0</td>\n",
              "      <td>3.563547e+06</td>\n",
              "      <td>4.764246e+06</td>\n",
              "      <td>10030828.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>20061598.0</td>\n",
              "      <td>4.012320e+06</td>\n",
              "      <td>5.494092e+06</td>\n",
              "      <td>10031272.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>160.0</td>\n",
              "      <td>192.0</td>\n",
              "      <td>0.320708</td>\n",
              "      <td>0.240531</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>2.533333</td>\n",
              "      <td>7.890923</td>\n",
              "      <td>6.226667e+01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.714286</td>\n",
              "      <td>4.625000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>160.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>20876.000000</td>\n",
              "      <td>313.955411</td>\n",
              "      <td>21098.0</td>\n",
              "      <td>20654.0</td>\n",
              "      <td>10009953.00</td>\n",
              "      <td>313.955411</td>\n",
              "      <td>10010175.0</td>\n",
              "      <td>10009731.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42700</th>\n",
              "      <td>20779.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>366.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>43.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>183.0</td>\n",
              "      <td>183.0</td>\n",
              "      <td>183.000</td>\n",
              "      <td>192.502045</td>\n",
              "      <td>6.926333e+03</td>\n",
              "      <td>1.199157e+04</td>\n",
              "      <td>20773.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>96.251023</td>\n",
              "      <td>96.251023</td>\n",
              "      <td>43.0</td>\n",
              "      <td>183.0</td>\n",
              "      <td>99.000000</td>\n",
              "      <td>76.681158</td>\n",
              "      <td>5.880000e+03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>123.750000</td>\n",
              "      <td>43.000000</td>\n",
              "      <td>183.000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>366.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42702</th>\n",
              "      <td>118074966.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>2474.0</td>\n",
              "      <td>67854.0</td>\n",
              "      <td>517.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>68.722222</td>\n",
              "      <td>134.701705</td>\n",
              "      <td>3280.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1413.625</td>\n",
              "      <td>0.711412</td>\n",
              "      <td>1.422590e+06</td>\n",
              "      <td>9.088148e+06</td>\n",
              "      <td>58925987.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>118074966.0</td>\n",
              "      <td>3.373570e+06</td>\n",
              "      <td>1.387167e+07</td>\n",
              "      <td>58925987.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>117997204.0</td>\n",
              "      <td>2.510579e+06</td>\n",
              "      <td>1.202916e+07</td>\n",
              "      <td>59003930.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>744.0</td>\n",
              "      <td>984.0</td>\n",
              "      <td>0.304891</td>\n",
              "      <td>0.406521</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3280.0</td>\n",
              "      <td>827.388235</td>\n",
              "      <td>1069.190416</td>\n",
              "      <td>1.143168e+06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>837.238095</td>\n",
              "      <td>68.722222</td>\n",
              "      <td>1413.625</td>\n",
              "      <td>744.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>2474.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>67854.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>88838.000000</td>\n",
              "      <td>15440.383674</td>\n",
              "      <td>99756.0</td>\n",
              "      <td>77920.0</td>\n",
              "      <td>58909703.50</td>\n",
              "      <td>23028.346543</td>\n",
              "      <td>58925987.0</td>\n",
              "      <td>58893420.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>278588</th>\n",
              "      <td>20788.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>116.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>58.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>58.000</td>\n",
              "      <td>192.418703</td>\n",
              "      <td>6.929333e+03</td>\n",
              "      <td>1.200023e+04</td>\n",
              "      <td>20786.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>96.209352</td>\n",
              "      <td>96.209352</td>\n",
              "      <td>42.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>48.400000</td>\n",
              "      <td>8.763561</td>\n",
              "      <td>7.680000e+01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>60.500000</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>58.000</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>116.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>278717</th>\n",
              "      <td>45913.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>116.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>58.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>58.000</td>\n",
              "      <td>87.121295</td>\n",
              "      <td>1.530433e+04</td>\n",
              "      <td>2.650528e+04</td>\n",
              "      <td>45910.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>43.560647</td>\n",
              "      <td>43.560647</td>\n",
              "      <td>42.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>48.400000</td>\n",
              "      <td>8.763561</td>\n",
              "      <td>7.680000e+01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>60.500000</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>58.000</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>116.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>278720</th>\n",
              "      <td>20788.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>204.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>102.0</td>\n",
              "      <td>102.0</td>\n",
              "      <td>102.000</td>\n",
              "      <td>192.418703</td>\n",
              "      <td>6.929333e+03</td>\n",
              "      <td>1.200023e+04</td>\n",
              "      <td>20786.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>96.209352</td>\n",
              "      <td>96.209352</td>\n",
              "      <td>42.0</td>\n",
              "      <td>102.0</td>\n",
              "      <td>66.000000</td>\n",
              "      <td>32.863353</td>\n",
              "      <td>1.080000e+03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>82.500000</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>102.000</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>204.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>325145</th>\n",
              "      <td>3009540.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.329107</td>\n",
              "      <td>1.003180e+06</td>\n",
              "      <td>1.737557e+06</td>\n",
              "      <td>3009538.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3009540.0</td>\n",
              "      <td>1.003180e+06</td>\n",
              "      <td>1.737557e+06</td>\n",
              "      <td>3009538.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>128.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.329107</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>128.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>356474</th>\n",
              "      <td>124327.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>148.0</td>\n",
              "      <td>252.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>42.723920</td>\n",
              "      <td>126.0</td>\n",
              "      <td>126.0</td>\n",
              "      <td>126.000</td>\n",
              "      <td>48.259831</td>\n",
              "      <td>2.486540e+04</td>\n",
              "      <td>3.660814e+04</td>\n",
              "      <td>81185.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>124327.0</td>\n",
              "      <td>4.144233e+04</td>\n",
              "      <td>7.177936e+04</td>\n",
              "      <td>124326.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>32.173221</td>\n",
              "      <td>16.086610</td>\n",
              "      <td>0.0</td>\n",
              "      <td>126.0</td>\n",
              "      <td>67.714286</td>\n",
              "      <td>51.774235</td>\n",
              "      <td>2.680571e+03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>79.000000</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>126.000</td>\n",
              "      <td>80.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>148.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>252.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>BENIGN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3704 rows × 58 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         Flow Duration   Total Fwd Packets  ...   Inbound   Label\n",
              "18111      113871580.0                52.0  ...         0  BENIGN\n",
              "33360      112936309.0                39.0  ...         0  BENIGN\n",
              "34760       24944828.0                 8.0  ...         0  BENIGN\n",
              "42700          20779.0                 2.0  ...         0  BENIGN\n",
              "42702      118074966.0                36.0  ...         0  BENIGN\n",
              "...                ...                 ...  ...       ...     ...\n",
              "278588         20788.0                 2.0  ...         0  BENIGN\n",
              "278717         45913.0                 2.0  ...         0  BENIGN\n",
              "278720         20788.0                 2.0  ...         0  BENIGN\n",
              "325145       3009540.0                 4.0  ...         1  BENIGN\n",
              "356474        124327.0                 4.0  ...         0  BENIGN\n",
              "\n",
              "[3704 rows x 58 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 414
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SJDrktH43KQP",
        "colab_type": "code",
        "outputId": "82382be7-ce6d-4596-b267-6169a9244daa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 660
        }
      },
      "source": [
        "data3 = data[data[' Label']=='UDP-lag']\n",
        "data3"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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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>Flow Duration</th>\n",
              "      <th>Total Fwd Packets</th>\n",
              "      <th>Total Backward Packets</th>\n",
              "      <th>Total Length of Fwd Packets</th>\n",
              "      <th>Total Length of Bwd Packets</th>\n",
              "      <th>Fwd Packet Length Max</th>\n",
              "      <th>Fwd Packet Length Min</th>\n",
              "      <th>Fwd Packet Length Mean</th>\n",
              "      <th>Fwd Packet Length Std</th>\n",
              "      <th>Bwd Packet Length Max</th>\n",
              "      <th>Bwd Packet Length Min</th>\n",
              "      <th>Bwd Packet Length Mean</th>\n",
              "      <th>Flow Packets/s</th>\n",
              "      <th>Flow IAT Mean</th>\n",
              "      <th>Flow IAT Std</th>\n",
              "      <th>Flow IAT Max</th>\n",
              "      <th>Flow IAT Min</th>\n",
              "      <th>Fwd IAT Total</th>\n",
              "      <th>Fwd IAT Mean</th>\n",
              "      <th>Fwd IAT Std</th>\n",
              "      <th>Fwd IAT Max</th>\n",
              "      <th>Fwd IAT Min</th>\n",
              "      <th>Bwd IAT Total</th>\n",
              "      <th>Bwd IAT Mean</th>\n",
              "      <th>Bwd IAT Std</th>\n",
              "      <th>Bwd IAT Max</th>\n",
              "      <th>Bwd IAT Min</th>\n",
              "      <th>Fwd Header Length</th>\n",
              "      <th>Bwd Header Length</th>\n",
              "      <th>Fwd Packets/s</th>\n",
              "      <th>Bwd Packets/s</th>\n",
              "      <th>Min Packet Length</th>\n",
              "      <th>Max Packet Length</th>\n",
              "      <th>Packet Length Mean</th>\n",
              "      <th>Packet Length Std</th>\n",
              "      <th>Packet Length Variance</th>\n",
              "      <th>CWE Flag Count</th>\n",
              "      <th>Down/Up Ratio</th>\n",
              "      <th>Average Packet Size</th>\n",
              "      <th>Avg Fwd Segment Size</th>\n",
              "      <th>Avg Bwd Segment Size</th>\n",
              "      <th>Fwd Header Length.1</th>\n",
              "      <th>Subflow Fwd Packets</th>\n",
              "      <th>Subflow Fwd Bytes</th>\n",
              "      <th>Subflow Bwd Packets</th>\n",
              "      <th>Subflow Bwd Bytes</th>\n",
              "      <th>act_data_pkt_fwd</th>\n",
              "      <th>min_seg_size_forward</th>\n",
              "      <th>Active Mean</th>\n",
              "      <th>Active Std</th>\n",
              "      <th>Active Max</th>\n",
              "      <th>Active Min</th>\n",
              "      <th>Idle Mean</th>\n",
              "      <th>Idle Std</th>\n",
              "      <th>Idle Max</th>\n",
              "      <th>Idle Min</th>\n",
              "      <th>Inbound</th>\n",
              "      <th>Label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6763</th>\n",
              "      <td>119852737.0</td>\n",
              "      <td>284.0</td>\n",
              "      <td>216.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>4.171786e+00</td>\n",
              "      <td>240185.845691</td>\n",
              "      <td>824467.567460</td>\n",
              "      <td>5976468.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>119852737.0</td>\n",
              "      <td>423507.904594</td>\n",
              "      <td>1.059521e+06</td>\n",
              "      <td>5976562.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>114512947.0</td>\n",
              "      <td>532618.35814</td>\n",
              "      <td>1.198259e+06</td>\n",
              "      <td>5976606.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.369575e+00</td>\n",
              "      <td>1.802212</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>284.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>216.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.880789e+06</td>\n",
              "      <td>4.879616e+06</td>\n",
              "      <td>14023934.0</td>\n",
              "      <td>4023437.0</td>\n",
              "      <td>5976339.0</td>\n",
              "      <td>102.485771</td>\n",
              "      <td>5976468.0</td>\n",
              "      <td>5976197.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14800</th>\n",
              "      <td>378881.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>136.0</td>\n",
              "      <td>104.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>52.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>34.666667</td>\n",
              "      <td>1.319676e+01</td>\n",
              "      <td>94720.250000</td>\n",
              "      <td>189437.833334</td>\n",
              "      <td>378877.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>96.0</td>\n",
              "      <td>5.278702e+00</td>\n",
              "      <td>7.918053</td>\n",
              "      <td>0.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>51.333333</td>\n",
              "      <td>26.341349</td>\n",
              "      <td>693.866667</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>61.60</td>\n",
              "      <td>68.0</td>\n",
              "      <td>34.666667</td>\n",
              "      <td>64.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>136.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>104.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14801</th>\n",
              "      <td>108088.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1438.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>330.0</td>\n",
              "      <td>359.5</td>\n",
              "      <td>34.063666</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>3.700688e+01</td>\n",
              "      <td>36029.333333</td>\n",
              "      <td>62402.903845</td>\n",
              "      <td>108086.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>108088.0</td>\n",
              "      <td>36029.333333</td>\n",
              "      <td>6.240290e+04</td>\n",
              "      <td>108086.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.700688e+01</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>330.0</td>\n",
              "      <td>389.0</td>\n",
              "      <td>353.600000</td>\n",
              "      <td>32.315631</td>\n",
              "      <td>1044.300000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>442.00</td>\n",
              "      <td>359.5</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>80.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1438.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14802</th>\n",
              "      <td>211671.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2088.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>321.0</td>\n",
              "      <td>348.0</td>\n",
              "      <td>35.088460</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.834588e+01</td>\n",
              "      <td>42334.200000</td>\n",
              "      <td>58036.949258</td>\n",
              "      <td>109859.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>211671.0</td>\n",
              "      <td>42334.200000</td>\n",
              "      <td>5.803695e+04</td>\n",
              "      <td>109859.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>96.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.834588e+01</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>321.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>344.142857</td>\n",
              "      <td>33.617597</td>\n",
              "      <td>1130.142857</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>401.50</td>\n",
              "      <td>348.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>96.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2088.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14803</th>\n",
              "      <td>990791.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7242.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>401.0</td>\n",
              "      <td>321.0</td>\n",
              "      <td>362.1</td>\n",
              "      <td>30.127623</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.018589e+01</td>\n",
              "      <td>52146.894737</td>\n",
              "      <td>56480.679728</td>\n",
              "      <td>112439.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>990791.0</td>\n",
              "      <td>52146.894737</td>\n",
              "      <td>5.648068e+04</td>\n",
              "      <td>112439.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1042.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.018589e+01</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>321.0</td>\n",
              "      <td>401.0</td>\n",
              "      <td>360.142857</td>\n",
              "      <td>30.703885</td>\n",
              "      <td>942.728571</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>378.15</td>\n",
              "      <td>362.1</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1042.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>7242.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370600</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.000000e+06</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.000000e+06</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370601</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.000000e+06</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.000000e+06</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370602</th>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000e+06</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.000000e+06</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370603</th>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>inf</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370604</th>\n",
              "      <td>134.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.985075e+04</td>\n",
              "      <td>44.666667</td>\n",
              "      <td>75.632885</td>\n",
              "      <td>132.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>1.492537e+04</td>\n",
              "      <td>14925.373134</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>40.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>UDP-lag</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>350295 rows × 58 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         Flow Duration   Total Fwd Packets  ...   Inbound    Label\n",
              "6763       119852737.0               284.0  ...         1  UDP-lag\n",
              "14800         378881.0                 2.0  ...         0  UDP-lag\n",
              "14801         108088.0                 4.0  ...         1  UDP-lag\n",
              "14802         211671.0                 6.0  ...         1  UDP-lag\n",
              "14803         990791.0                20.0  ...         1  UDP-lag\n",
              "...                ...                 ...  ...       ...      ...\n",
              "370600             1.0                 2.0  ...         1  UDP-lag\n",
              "370601             1.0                 2.0  ...         1  UDP-lag\n",
              "370602             2.0                 2.0  ...         1  UDP-lag\n",
              "370603             0.0                 2.0  ...         1  UDP-lag\n",
              "370604           134.0                 2.0  ...         1  UDP-lag\n",
              "\n",
              "[350295 rows x 58 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 415
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dKQwcDBj3Spx",
        "colab_type": "code",
        "outputId": "f6a4dc65-bab1-49c6-cae5-a56a6e89b4b3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data1 = data1.sample(frac = 400/len(data1))\n",
        "data2 = data2.sample(frac = 400/len(data2))\n",
        "data3 = data3.sample(frac = 400/len(data3))\n",
        "print(len(data1), len(data2), len(data3))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "400 400 400\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "55uaHNNA3uD8",
        "colab_type": "code",
        "outputId": "566ac447-1cb5-49ab-cfa9-ee71f7bff389",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data = pd.concat([data1,data2,data3])\n",
        "len(data)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1200"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 417
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tckhAc3d4R8D",
        "colab_type": "code",
        "outputId": "7fd3d816-ef50-4f2c-bbb6-06914fa08020",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        }
      },
      "source": [
        "plt.hist(data[' Label'])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([400.,   0.,   0.,   0.,   0., 400.,   0.,   0.,   0., 400.]),\n",
              " array([0. , 0.2, 0.4, 0.6, 0.8, 1. , 1.2, 1.4, 1.6, 1.8, 2. ]),\n",
              " <a list of 10 Patch objects>)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 418
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD4CAYAAADvsV2wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntOuyMiTQsMcAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fmwDAAKN4Y88",
        "colab_type": "code",
        "outputId": "fd9b7256-ce50-4b1f-c0c5-9dd54d6df711",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136
        }
      },
      "source": [
        "import numpy as np\n",
        "datanp = np.array(data)\n",
        "print(datanp)\n",
        "Y = datanp.T[-1].T\n",
        "datanp = datanp.T[:-2].astype(np.double).T"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[2.0 1.0 2.0 ... 0.0 1 'WebDDoS']\n",
            " [5008523.0 8.0 7.0 ... 0.0 1 'WebDDoS']\n",
            " [5215956.0 12.0 9.0 ... 0.0 1 'WebDDoS']\n",
            " ...\n",
            " [0.0 2.0 0.0 ... 0.0 1 'UDP-lag']\n",
            " [1.0 2.0 0.0 ... 0.0 1 'UDP-lag']\n",
            " [3.0 2.0 0.0 ... 0.0 1 'UDP-lag']]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "czANV1BlC4Hu",
        "colab_type": "code",
        "outputId": "25f02fb2-5e58-4e89-edb8-619303bb1d43",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        }
      },
      "source": [
        "datanp[~np.isnan(datanp).any(axis=1)]\n",
        "datanp[~np.isinf(datanp).any(axis=1)]\n",
        "datanp"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[2.000000e+00, 1.000000e+00, 2.000000e+00, ..., 0.000000e+00,\n",
              "        0.000000e+00, 0.000000e+00],\n",
              "       [5.008523e+06, 8.000000e+00, 7.000000e+00, ..., 0.000000e+00,\n",
              "        0.000000e+00, 0.000000e+00],\n",
              "       [5.215956e+06, 1.200000e+01, 9.000000e+00, ..., 0.000000e+00,\n",
              "        0.000000e+00, 0.000000e+00],\n",
              "       ...,\n",
              "       [0.000000e+00, 2.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n",
              "        0.000000e+00, 0.000000e+00],\n",
              "       [1.000000e+00, 2.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n",
              "        0.000000e+00, 0.000000e+00],\n",
              "       [3.000000e+00, 2.000000e+00, 0.000000e+00, ..., 0.000000e+00,\n",
              "        0.000000e+00, 0.000000e+00]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 420
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4OfVQlmg4z_w",
        "colab_type": "code",
        "outputId": "9183a7ab-016d-40c9-cce5-aba03f8900ec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "print(X.shape)\n",
        "X = np.delete(X,12,1)\n",
        "X.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1200, 53)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1200, 52)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 421
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RxMrnkat9Cuc",
        "colab_type": "code",
        "outputId": "91dc14fe-f485-4ecd-c54d-1e7b1945cb49",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        }
      },
      "source": [
        "np.mean(X,axis=0)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([6.92785881e+06, 4.40833333e+00, 3.18583333e+00, 4.04247500e+02,\n",
              "       9.71000833e+02, 1.08741667e+02, 2.13308333e+01, 4.20833940e+01,\n",
              "       3.46354291e+01, 1.80726667e+02, 1.33725000e+01, 6.59835771e+01,\n",
              "       3.52427083e+03, 6.58154951e+06, 6.33753906e+05, 1.22542468e+06,\n",
              "       3.26170965e+06, 2.87651750e+03, 4.04817464e+06, 2.24204100e+05,\n",
              "       5.87689207e+05, 1.96290789e+06, 1.37250000e+00, 1.04123333e+02,\n",
              "       8.28300000e+01, 3.68714607e+05, 1.10378726e+04, 2.11958333e+01,\n",
              "       2.13408333e+02, 5.95325797e+01, 6.25544472e+01, 2.85063673e+04,\n",
              "       2.99166667e-01, 7.19166667e-01, 7.05749836e+01, 4.20833940e+01,\n",
              "       6.59835771e+01, 1.04123333e+02, 4.40833333e+00, 4.04247500e+02,\n",
              "       3.18583333e+00, 9.71000833e+02, 1.09544325e+04, 1.55558583e+03,\n",
              "       1.29750000e+00, 2.42325000e+01, 3.85322464e+04, 1.60112182e+04,\n",
              "       5.84702250e+04, 2.69320450e+04, 2.72958320e+06, 2.07639627e+05])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 422
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NylL_giT40pI",
        "colab_type": "code",
        "outputId": "7ccb60ee-7015-48fb-970b-eaa0f642a002",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "Y"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['WebDDoS', 'WebDDoS', 'WebDDoS', ..., 'UDP-lag', 'UDP-lag',\n",
              "       'UDP-lag'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 423
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NJFY5eYX41Vm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "xtrain, xtest, ytrain, ytest = train_test_split(X,Y,test_size=0.2,random_state = 42)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N0hWfTeH55Jx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "xtrain = (xtrain-np.mean(xtrain,axis=0))/np.std(xtrain,axis=0)\n",
        "xtest = (xtest-np.mean(xtest,axis=0))/np.std(xtest,axis=0)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X8BNqyfiGeB-",
        "colab_type": "code",
        "outputId": "79bc7ae0-ec95-44c0-9f52-2d6a37a3266e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "np.std(xtrain,axis=0)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
              "       1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
              "       1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
              "       1.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 426
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9o6fa0HpECoP",
        "colab_type": "code",
        "outputId": "36bc2fb1-fcab-4acc-8828-3ab320d0e379",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        }
      },
      "source": [
        "data.describe()"
      ],
      "execution_count": 0,
      "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>Flow Duration</th>\n",
              "      <th>Total Fwd Packets</th>\n",
              "      <th>Total Backward Packets</th>\n",
              "      <th>Total Length of Fwd Packets</th>\n",
              "      <th>Total Length of Bwd Packets</th>\n",
              "      <th>Fwd Packet Length Max</th>\n",
              "      <th>Fwd Packet Length Min</th>\n",
              "      <th>Fwd Packet Length Mean</th>\n",
              "      <th>Fwd Packet Length Std</th>\n",
              "      <th>Bwd Packet Length Max</th>\n",
              "      <th>Bwd Packet Length Min</th>\n",
              "      <th>Bwd Packet Length Mean</th>\n",
              "      <th>Flow Packets/s</th>\n",
              "      <th>Flow IAT Mean</th>\n",
              "      <th>Flow IAT Std</th>\n",
              "      <th>Flow IAT Max</th>\n",
              "      <th>Flow IAT Min</th>\n",
              "      <th>Fwd IAT Total</th>\n",
              "      <th>Fwd IAT Mean</th>\n",
              "      <th>Fwd IAT Std</th>\n",
              "      <th>Fwd IAT Max</th>\n",
              "      <th>Fwd IAT Min</th>\n",
              "      <th>Bwd IAT Total</th>\n",
              "      <th>Bwd IAT Mean</th>\n",
              "      <th>Bwd IAT Std</th>\n",
              "      <th>Bwd IAT Max</th>\n",
              "      <th>Bwd IAT Min</th>\n",
              "      <th>Fwd Header Length</th>\n",
              "      <th>Bwd Header Length</th>\n",
              "      <th>Fwd Packets/s</th>\n",
              "      <th>Bwd Packets/s</th>\n",
              "      <th>Min Packet Length</th>\n",
              "      <th>Max Packet Length</th>\n",
              "      <th>Packet Length Mean</th>\n",
              "      <th>Packet Length Std</th>\n",
              "      <th>Packet Length Variance</th>\n",
              "      <th>CWE Flag Count</th>\n",
              "      <th>Down/Up Ratio</th>\n",
              "      <th>Average Packet Size</th>\n",
              "      <th>Avg Fwd Segment Size</th>\n",
              "      <th>Avg Bwd Segment Size</th>\n",
              "      <th>Fwd Header Length.1</th>\n",
              "      <th>Subflow Fwd Packets</th>\n",
              "      <th>Subflow Fwd Bytes</th>\n",
              "      <th>Subflow Bwd Packets</th>\n",
              "      <th>Subflow Bwd Bytes</th>\n",
              "      <th>act_data_pkt_fwd</th>\n",
              "      <th>min_seg_size_forward</th>\n",
              "      <th>Active Mean</th>\n",
              "      <th>Active Std</th>\n",
              "      <th>Active Max</th>\n",
              "      <th>Active Min</th>\n",
              "      <th>Idle Mean</th>\n",
              "      <th>Idle Std</th>\n",
              "      <th>Idle Max</th>\n",
              "      <th>Idle Min</th>\n",
              "      <th>Inbound</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1.200000e+03</td>\n",
              "      <td>1200.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>6.325636e+06</td>\n",
              "      <td>4.459167</td>\n",
              "      <td>3.066667</td>\n",
              "      <td>359.356667</td>\n",
              "      <td>1091.937500</td>\n",
              "      <td>109.855833</td>\n",
              "      <td>27.173333</td>\n",
              "      <td>46.863791</td>\n",
              "      <td>33.388373</td>\n",
              "      <td>206.875000</td>\n",
              "      <td>15.628333</td>\n",
              "      <td>76.681682</td>\n",
              "      <td>inf</td>\n",
              "      <td>5.624655e+05</td>\n",
              "      <td>1.138858e+06</td>\n",
              "      <td>3.397995e+06</td>\n",
              "      <td>3.166637e+03</td>\n",
              "      <td>5.970934e+06</td>\n",
              "      <td>6.470846e+05</td>\n",
              "      <td>1.216904e+06</td>\n",
              "      <td>3.116575e+06</td>\n",
              "      <td>2.460954e+03</td>\n",
              "      <td>3.257144e+06</td>\n",
              "      <td>1.894097e+05</td>\n",
              "      <td>4.948024e+05</td>\n",
              "      <td>1.667949e+06</td>\n",
              "      <td>1.434167</td>\n",
              "      <td>106.675000</td>\n",
              "      <td>82.346667</td>\n",
              "      <td>3.540222e+05</td>\n",
              "      <td>12372.725184</td>\n",
              "      <td>26.296667</td>\n",
              "      <td>234.807500</td>\n",
              "      <td>67.825322</td>\n",
              "      <td>68.397100</td>\n",
              "      <td>3.264153e+04</td>\n",
              "      <td>0.277500</td>\n",
              "      <td>0.681667</td>\n",
              "      <td>80.481328</td>\n",
              "      <td>46.863791</td>\n",
              "      <td>76.681682</td>\n",
              "      <td>106.675000</td>\n",
              "      <td>4.459167</td>\n",
              "      <td>359.356667</td>\n",
              "      <td>3.066667</td>\n",
              "      <td>1091.937500</td>\n",
              "      <td>1.217500</td>\n",
              "      <td>25.447500</td>\n",
              "      <td>2.846633e+04</td>\n",
              "      <td>8.160305e+03</td>\n",
              "      <td>4.278636e+04</td>\n",
              "      <td>2.417294e+04</td>\n",
              "      <td>2.532022e+06</td>\n",
              "      <td>1.891582e+05</td>\n",
              "      <td>2.695225e+06</td>\n",
              "      <td>2.383117e+06</td>\n",
              "      <td>0.608333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2.038298e+07</td>\n",
              "      <td>8.691449</td>\n",
              "      <td>8.826408</td>\n",
              "      <td>989.382669</td>\n",
              "      <td>8904.382248</td>\n",
              "      <td>245.337731</td>\n",
              "      <td>123.102024</td>\n",
              "      <td>129.839093</td>\n",
              "      <td>84.466186</td>\n",
              "      <td>559.856598</td>\n",
              "      <td>43.957883</td>\n",
              "      <td>185.181133</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.705355e+06</td>\n",
              "      <td>3.055795e+06</td>\n",
              "      <td>9.700320e+06</td>\n",
              "      <td>8.532108e+04</td>\n",
              "      <td>2.042409e+07</td>\n",
              "      <td>1.888521e+06</td>\n",
              "      <td>3.461093e+06</td>\n",
              "      <td>9.722316e+06</td>\n",
              "      <td>8.514615e+04</td>\n",
              "      <td>1.708640e+07</td>\n",
              "      <td>8.989049e+05</td>\n",
              "      <td>2.295662e+06</td>\n",
              "      <td>8.299254e+06</td>\n",
              "      <td>4.142258</td>\n",
              "      <td>200.666631</td>\n",
              "      <td>201.978107</td>\n",
              "      <td>7.295214e+05</td>\n",
              "      <td>88681.418607</td>\n",
              "      <td>116.690092</td>\n",
              "      <td>567.777989</td>\n",
              "      <td>153.679926</td>\n",
              "      <td>167.292223</td>\n",
              "      <td>1.199116e+05</td>\n",
              "      <td>0.447952</td>\n",
              "      <td>0.825165</td>\n",
              "      <td>198.871411</td>\n",
              "      <td>129.839093</td>\n",
              "      <td>185.181133</td>\n",
              "      <td>200.666631</td>\n",
              "      <td>8.691449</td>\n",
              "      <td>989.382669</td>\n",
              "      <td>8.826408</td>\n",
              "      <td>8904.382248</td>\n",
              "      <td>3.549511</td>\n",
              "      <td>34.074132</td>\n",
              "      <td>3.550832e+05</td>\n",
              "      <td>1.058003e+05</td>\n",
              "      <td>4.606775e+05</td>\n",
              "      <td>3.509431e+05</td>\n",
              "      <td>9.162083e+06</td>\n",
              "      <td>1.271576e+06</td>\n",
              "      <td>9.582580e+06</td>\n",
              "      <td>8.916648e+06</td>\n",
              "      <td>0.488326</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000e+00</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>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>9.103721e-02</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</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>0.000000e+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>0.000000e+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>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>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>4.900000e+01</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>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>3.679210e+01</td>\n",
              "      <td>3.300000e+01</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>4.900000e+01</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>32.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.076320e+01</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>0.000000e+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>32.000000</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>20.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>1.960000e+02</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>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.098934e+04</td>\n",
              "      <td>1.782500e+02</td>\n",
              "      <td>8.379215e+01</td>\n",
              "      <td>1.940000e+02</td>\n",
              "      <td>2.000000e+00</td>\n",
              "      <td>2.000000e+00</td>\n",
              "      <td>1.500000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>40.000000</td>\n",
              "      <td>40.000000</td>\n",
              "      <td>4.576875e+03</td>\n",
              "      <td>3.628565</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</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>40.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>1.253918e+05</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>86.000000</td>\n",
              "      <td>120.000000</td>\n",
              "      <td>42.250000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>41.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>60.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>59.000000</td>\n",
              "      <td>4.347826e+04</td>\n",
              "      <td>3.628517e+04</td>\n",
              "      <td>5.939632e+04</td>\n",
              "      <td>1.085188e+05</td>\n",
              "      <td>3.000000e+00</td>\n",
              "      <td>9.182000e+03</td>\n",
              "      <td>1.252429e+03</td>\n",
              "      <td>2.721173e+03</td>\n",
              "      <td>7.461000e+03</td>\n",
              "      <td>2.000000e+00</td>\n",
              "      <td>3.000000e+00</td>\n",
              "      <td>3.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>3.000000e+00</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>64.000000</td>\n",
              "      <td>64.000000</td>\n",
              "      <td>1.965638e+04</td>\n",
              "      <td>5532.535298</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>94.250000</td>\n",
              "      <td>60.550000</td>\n",
              "      <td>21.361180</td>\n",
              "      <td>4.563000e+02</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>74.187500</td>\n",
              "      <td>41.000000</td>\n",
              "      <td>59.000000</td>\n",
              "      <td>64.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>86.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>120.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>32.000000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1.198022e+08</td>\n",
              "      <td>148.000000</td>\n",
              "      <td>167.000000</td>\n",
              "      <td>13610.000000</td>\n",
              "      <td>227872.000000</td>\n",
              "      <td>1966.000000</td>\n",
              "      <td>1472.000000</td>\n",
              "      <td>1472.000000</td>\n",
              "      <td>596.699589</td>\n",
              "      <td>3452.000000</td>\n",
              "      <td>520.000000</td>\n",
              "      <td>1864.400000</td>\n",
              "      <td>inf</td>\n",
              "      <td>1.327738e+07</td>\n",
              "      <td>2.299710e+07</td>\n",
              "      <td>5.895543e+07</td>\n",
              "      <td>2.949552e+06</td>\n",
              "      <td>1.197743e+08</td>\n",
              "      <td>1.327738e+07</td>\n",
              "      <td>2.299710e+07</td>\n",
              "      <td>5.895543e+07</td>\n",
              "      <td>2.949552e+06</td>\n",
              "      <td>1.197741e+08</td>\n",
              "      <td>1.053968e+07</td>\n",
              "      <td>1.932285e+07</td>\n",
              "      <td>5.901772e+07</td>\n",
              "      <td>78.000000</td>\n",
              "      <td>3200.000000</td>\n",
              "      <td>3364.000000</td>\n",
              "      <td>2.000000e+06</td>\n",
              "      <td>1000000.000000</td>\n",
              "      <td>1472.000000</td>\n",
              "      <td>3452.000000</td>\n",
              "      <td>1472.000000</td>\n",
              "      <td>1243.919541</td>\n",
              "      <td>1.547336e+06</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>2208.000000</td>\n",
              "      <td>1472.000000</td>\n",
              "      <td>1864.400000</td>\n",
              "      <td>3200.000000</td>\n",
              "      <td>148.000000</td>\n",
              "      <td>13610.000000</td>\n",
              "      <td>167.000000</td>\n",
              "      <td>227872.000000</td>\n",
              "      <td>40.000000</td>\n",
              "      <td>1116.000000</td>\n",
              "      <td>7.583482e+06</td>\n",
              "      <td>2.794189e+06</td>\n",
              "      <td>9.267281e+06</td>\n",
              "      <td>7.583482e+06</td>\n",
              "      <td>5.880162e+07</td>\n",
              "      <td>2.275791e+07</td>\n",
              "      <td>5.895543e+07</td>\n",
              "      <td>5.864780e+07</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        Flow Duration   Total Fwd Packets  ...      Idle Min      Inbound\n",
              "count    1.200000e+03         1200.000000  ...  1.200000e+03  1200.000000\n",
              "mean     6.325636e+06            4.459167  ...  2.383117e+06     0.608333\n",
              "std      2.038298e+07            8.691449  ...  8.916648e+06     0.488326\n",
              "min      0.000000e+00            1.000000  ...  0.000000e+00     0.000000\n",
              "25%      4.900000e+01            1.000000  ...  0.000000e+00     0.000000\n",
              "50%      1.960000e+02            2.000000  ...  0.000000e+00     1.000000\n",
              "75%      1.253918e+05            4.000000  ...  0.000000e+00     1.000000\n",
              "max      1.198022e+08          148.000000  ...  5.864780e+07     1.000000\n",
              "\n",
              "[8 rows x 57 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 427
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "990Uv7LHMhPt",
        "colab_type": "code",
        "outputId": "6215a258-69a1-4562-b0e9-6c04505ee484",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "xtrain.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(960, 52)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 431
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kC-0B5TgMkum",
        "colab_type": "code",
        "outputId": "dbf56541-60c2-4a8c-d956-da0645b57322",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "ytrain.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(960,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 430
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v6I2QyQEMsSK",
        "colab_type": "code",
        "outputId": "9ffa35bc-1b8f-45a3-9e74-752ecdca7c5e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "xtest.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(240, 52)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 432
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J3PWzblfMt61",
        "colab_type": "code",
        "outputId": "952eb26f-c7ac-4f04-d510-33e0f62cc5e1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "ytest.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(240,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 433
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5WTAX__FWinC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#np.save('drive/\"My Drive\"/\"Industry Session\"/DDos_xtrain.npy',xtrain)\n",
        "np.save('DDos_xtrain.npy',xtrain)\n",
        "np.save('DDos_ytrain.npy',ytrain)\n",
        "np.save('DDos_xtest.npy',xtest)\n",
        "np.save('DDos_ytest.npy',ytest)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PIqmyxY_XQ5q",
        "colab_type": "code",
        "outputId": "b013c289-068c-4a28-bafc-a81b96033010",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!ls drive/\"My Drive\"/\"Industry Session\""
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " CSV-01-12.zip\t'Neural Networks.ipynb'  'Preprocessing DDOS dataset'\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}