IDPS_Model.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Madukaife/AI-for-CyberSecurity/blob/main/IDPS_Model.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "262fd042",
      "metadata": {
        "id": "262fd042",
        "outputId": "bb6d79e2-2340-4c7d-9f17-8f1d576d9d73"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                 Timestamp Source IP Address Destination IP Address  \\\n",
            "0      2023-05-30 06:33:58     103.216.15.12           84.9.164.252   \n",
            "1      2020-08-26 07:08:30    78.199.217.198         66.191.137.154   \n",
            "2      2022-11-13 08:23:25      63.79.210.48          198.219.82.17   \n",
            "3      2023-07-02 10:38:46     163.42.196.10        101.228.192.255   \n",
            "4      2023-07-16 13:11:07     71.166.185.76        189.243.174.238   \n",
            "...                    ...               ...                    ...   \n",
            "39995  2023-05-26 14:08:42      26.36.109.26         121.100.75.240   \n",
            "39996  2023-03-27 00:38:27      17.21.163.81         196.108.134.78   \n",
            "39997  2022-03-31 01:45:49     162.35.217.57            98.107.0.15   \n",
            "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
            "39999  2023-10-10 11:59:52     14.102.21.108           109.198.45.7   \n",
            "\n",
            "       Source Port  Destination Port Protocol  Packet Length  \\\n",
            "0            31225             17616     ICMP            503   \n",
            "1            17245             48166     ICMP           1174   \n",
            "2            16811             53600      UDP            306   \n",
            "3            20018             32534      UDP            385   \n",
            "4             6131             26646      TCP           1462   \n",
            "...            ...               ...      ...            ...   \n",
            "39995        31005              6764      UDP           1428   \n",
            "39996         2553             28091      UDP           1184   \n",
            "39997        22505             25152      UDP           1043   \n",
            "39998        20013              2703      UDP            483   \n",
            "39999        50137             55575     ICMP           1175   \n",
            "\n",
            "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
            "0           IoC Detected           28.67    Not Triggered     Malware   \n",
            "1           IoC Detected           51.50    Not Triggered     Malware   \n",
            "2           IoC Detected           87.42  Alert Triggered        DDoS   \n",
            "3           Not Detected           15.79  Alert Triggered     Malware   \n",
            "4         Not Applicable            0.52  Alert Triggered        DDoS   \n",
            "...                  ...             ...              ...         ...   \n",
            "39995       IoC Detected           39.28    Not Triggered        DDoS   \n",
            "39996       IoC Detected           27.25    Not Triggered        DDoS   \n",
            "39997       IoC Detected           31.01    Not Triggered        DDoS   \n",
            "39998       IoC Detected           97.85  Alert Triggered     Malware   \n",
            "39999     Not Applicable           34.63  Alert Triggered   Intrusion   \n",
            "\n",
            "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
            "0      Known Pattern B            Low       Segment A      Log Data   \n",
            "1      Known Pattern A            Low       Segment B      Log Data   \n",
            "2      Known Pattern B            Low       Segment C      Log Data   \n",
            "3      Known Pattern B         Medium       Segment B          none   \n",
            "4      Known Pattern B            Low       Segment C          none   \n",
            "...                ...            ...             ...           ...   \n",
            "39995  Known Pattern A         Medium       Segment A      Log Data   \n",
            "39996  Known Pattern A           High       Segment C      Log Data   \n",
            "39997  Known Pattern B            Low       Segment C      Log Data   \n",
            "39998  Known Pattern B            Low       Segment B      Log Data   \n",
            "39999  Known Pattern B         Medium       Segment A      Log Data   \n",
            "\n",
            "      IDS/IPS Alerts Log Source  \n",
            "0               none     Server  \n",
            "1               none   Firewall  \n",
            "2         Alert Data   Firewall  \n",
            "3         Alert Data   Firewall  \n",
            "4         Alert Data   Firewall  \n",
            "...              ...        ...  \n",
            "39995     Alert Data   Firewall  \n",
            "39996           none   Firewall  \n",
            "39997     Alert Data     Server  \n",
            "39998           none     Server  \n",
            "39999     Alert Data   Firewall  \n",
            "\n",
            "[40000 rows x 17 columns]\n"
          ]
        },
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 1000x1500 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x1000 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x1500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "# DATA EXPLORATION\n",
        "\n",
        "# pd.set_option('display.max_columns', 25)\n",
        "# pd.set_option('display.max_rows', 5)\n",
        "cyber_sec = pd.read_csv('cybersecurity_attacks.csv')\n",
        "col = cyber_sec.columns\n",
        "\n",
        "cyber_sec_subset = cyber_sec[['Timestamp', 'Source IP Address', 'Destination IP Address',\n",
        "       'Source Port', 'Destination Port', 'Protocol', 'Packet Length', 'Malware Indicators',\n",
        "       'Anomaly Scores', 'Alerts/Warnings', 'Attack Type', 'Attack Signature',\n",
        "        'Severity Level',\n",
        "        'Network Segment',\n",
        "        'Firewall Logs', 'IDS/IPS Alerts', 'Log Source']]\n",
        "\n",
        "null_values = cyber_sec_subset.isna()\n",
        "null_values_sum = cyber_sec_subset.isna().sum()\n",
        "# change_from_fillna = cyber_sec_subset['Malware Indicators'].fillna('Not Applicable')\n",
        "\n",
        "show_null = cyber_sec_subset[cyber_sec_subset['Malware Indicators'].isna()] #whenever you want to pick a particular column\n",
        "describe = cyber_sec_subset.describe()\n",
        "types = cyber_sec_subset.dtypes\n",
        "TC_UDP = ((cyber_sec_subset['Protocol'] == 'UDP') | (cyber_sec_subset['Protocol'] == 'TCP'))\n",
        "\n",
        "histogram = cyber_sec_subset.hist(bins= 60, figsize=(10, 15))\n",
        "\n",
        "mask = (cyber_sec_subset['Attack Type'] =='Malware')\n",
        "cyber_sec_subset.loc[mask,'Malware Indicators'] = cyber_sec_subset.loc[mask,'Malware Indicators'].fillna('Not Detected')\n",
        "cyber_sec_subset[cyber_sec_subset['Attack Type'] =='Malware']\n",
        "\n",
        "mask = ((cyber_sec_subset['Attack Type'] =='DDoS') |(cyber_sec_subset['Attack Type'] =='Intrusion') )\n",
        "cyber_sec_subset.loc[mask,'Malware Indicators'] = cyber_sec_subset.loc[mask,'Malware Indicators'].fillna('Not Applicable')\n",
        "cyber_sec_subset[cyber_sec_subset['Attack Type'] =='Intrusion']\n",
        "\n",
        "mask = ((cyber_sec_subset['Severity Level'] == 'Low')|(cyber_sec_subset['Severity Level'] == 'Medium')| (cyber_sec_subset['Severity Level'] == 'High'))\n",
        "cyber_sec_subset = cyber_sec_subset.reset_index(drop=True)  # Resetting the index\n",
        "cyber_sec_subset.loc[mask, 'Alerts/Warnings'] = cyber_sec_subset.loc[mask, 'Alerts/Warnings'].fillna('Not Triggered')\n",
        "result_low_severity = cyber_sec_subset[mask]\n",
        "\n",
        "cyber_sec_subset['IDS/IPS Alerts'] = cyber_sec_subset['IDS/IPS Alerts'].fillna('none')\n",
        "cyber_sec_subset['Firewall Logs'] = cyber_sec_subset['Firewall Logs'].fillna('none')\n",
        "\n",
        "\n",
        "attack_severity_High = cyber_sec_subset[cyber_sec_subset['Severity Level']=='High']\n",
        "attack_severity_Low_Medium = cyber_sec_subset[(cyber_sec_subset['Severity Level']=='Low')|(cyber_sec_subset['Severity Level']=='Medium')]\n",
        "attack_severity_Low_Medium.groupby('Attack Type')['Anomaly Scores'].mean()\n",
        "attack_severity_Low_Medium.groupby('Severity Level')['Anomaly Scores'].describe()\n",
        "\n",
        "anomaly = cyber_sec_subset[cyber_sec_subset['Anomaly Scores'] >= 0]\n",
        "pd.set_option('display.max_columns', 18)\n",
        "anom_plot = anomaly[['Attack Type', 'Anomaly Scores']].plot(kind='scatter', x= 'Attack Type', y='Anomaly Scores', figsize=(10,10))\n",
        "\n",
        "\n",
        "SL_counts = cyber_sec_subset['Severity Level'].value_counts()\n",
        "PL_counts = cyber_sec_subset['Packet Length'].value_counts()\n",
        "AS_counts = pd.DataFrame(cyber_sec_subset['Anomaly Scores'].value_counts()).plot(kind='bar', figsize=(10,15))\n",
        "\n",
        "val_count = cyber_sec_subset.apply(pd.Series.value_counts)\n",
        "\n",
        "cyber_sec_subset.to_csv(\"C:\\\\Users\\\\THRIVE\\\\Desktop\\\\data python anal\\\\ new cybersec_subset.csv\")\n",
        "cyber_sec_subset.to_csv(\"C:\\\\Users\\\\THRIVE\\\\Desktop\\\\data python anal\\\\ new cybersec_subset2.csv\", index =False)\n",
        "\n",
        "# print(cyber_sec)\n",
        "# print(col)\n",
        "print (cyber_sec_subset)\n",
        "# print(null_values)\n",
        "# print(null_values_sum)\n",
        "# print(show_null)\n",
        "# print(describe)\n",
        "# print(types)\n",
        "# print(histogram)\n",
        "# print(anomaly)\n",
        "# print(anom_plot)\n",
        "# print(AS_counts)\n",
        "# print(val_count)\n",
        "# print(TC_UDP)\n",
        "# print(change_from_fillna)\n",
        "\n",
        "\n",
        "# DATA CLEANING\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "f29bf329",
      "metadata": {
        "id": "f29bf329"
      },
      "outputs": [],
      "source": [
        "# print(anomaly)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ad4ea0fb",
      "metadata": {
        "id": "ad4ea0fb",
        "outputId": "2fc6d12b-e500-43be-d6ab-1be6f0d49f7a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Axes(0.125,0.11;0.775x0.77)\n"
          ]
        }
      ],
      "source": [
        " print(anom_plot)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "698284b0",
      "metadata": {
        "id": "698284b0",
        "outputId": "cb87f1da-0886-4633-ae80-63fa6fc35112"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Protocol\n",
              "ICMP    13429\n",
              "UDP     13299\n",
              "TCP     13272\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "P_counts = cyber_sec_subset['Protocol'].value_counts()\n",
        "P_counts"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "41c82661",
      "metadata": {
        "id": "41c82661",
        "outputId": "a8d36d78-6537-4ed7-9dbc-6278665c0599"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "<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>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Payload Data</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2022-11-13 08:23:25</td>\n",
              "      <td>63.79.210.48</td>\n",
              "      <td>198.219.82.17</td>\n",
              "      <td>16811</td>\n",
              "      <td>53600</td>\n",
              "      <td>UDP</td>\n",
              "      <td>306</td>\n",
              "      <td>Perferendis sapiente vitae soluta. Hic delectu...</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>87.42</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2023-07-02 10:38:46</td>\n",
              "      <td>163.42.196.10</td>\n",
              "      <td>101.228.192.255</td>\n",
              "      <td>20018</td>\n",
              "      <td>32534</td>\n",
              "      <td>UDP</td>\n",
              "      <td>385</td>\n",
              "      <td>Totam maxime beatae expedita explicabo porro l...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15.79</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2023-07-16 13:11:07</td>\n",
              "      <td>71.166.185.76</td>\n",
              "      <td>189.243.174.238</td>\n",
              "      <td>6131</td>\n",
              "      <td>26646</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1462</td>\n",
              "      <td>Odit nesciunt dolorem nisi iste iusto. Animi v...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.52</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2022-10-28 13:14:27</td>\n",
              "      <td>198.102.5.160</td>\n",
              "      <td>147.190.155.133</td>\n",
              "      <td>17430</td>\n",
              "      <td>52805</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1423</td>\n",
              "      <td>Repellat quas illum harum fugit incidunt exerc...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.76</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2022-05-16 17:55:43</td>\n",
              "      <td>97.253.103.59</td>\n",
              "      <td>77.16.101.53</td>\n",
              "      <td>26562</td>\n",
              "      <td>17416</td>\n",
              "      <td>TCP</td>\n",
              "      <td>379</td>\n",
              "      <td>Qui numquam inventore repellat ratione fugit o...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>31.55</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39994</th>\n",
              "      <td>2023-06-06 10:49:11</td>\n",
              "      <td>148.186.164.130</td>\n",
              "      <td>191.150.79.23</td>\n",
              "      <td>36782</td>\n",
              "      <td>9565</td>\n",
              "      <td>UDP</td>\n",
              "      <td>156</td>\n",
              "      <td>Cum officia nostrum odit esse.\\nIllum aliquid ...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>60.48</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39995</th>\n",
              "      <td>2023-05-26 14:08:42</td>\n",
              "      <td>26.36.109.26</td>\n",
              "      <td>121.100.75.240</td>\n",
              "      <td>31005</td>\n",
              "      <td>6764</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1428</td>\n",
              "      <td>Quibusdam ullam consequatur consequuntur accus...</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>39.28</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39996</th>\n",
              "      <td>2023-03-27 00:38:27</td>\n",
              "      <td>17.21.163.81</td>\n",
              "      <td>196.108.134.78</td>\n",
              "      <td>2553</td>\n",
              "      <td>28091</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1184</td>\n",
              "      <td>Quaerat neque esse. Animi expedita natus commo...</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>27.25</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39997</th>\n",
              "      <td>2022-03-31 01:45:49</td>\n",
              "      <td>162.35.217.57</td>\n",
              "      <td>98.107.0.15</td>\n",
              "      <td>22505</td>\n",
              "      <td>25152</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1043</td>\n",
              "      <td>Enim at aspernatur illum. Saepe numquam eligen...</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>31.01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39998</th>\n",
              "      <td>2023-09-22 18:32:38</td>\n",
              "      <td>208.72.233.205</td>\n",
              "      <td>173.79.112.252</td>\n",
              "      <td>20013</td>\n",
              "      <td>2703</td>\n",
              "      <td>UDP</td>\n",
              "      <td>483</td>\n",
              "      <td>Officiis dolorem sed harum provident earum dis...</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>97.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>26571 rows × 18 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "2      2022-11-13 08:23:25      63.79.210.48          198.219.82.17   \n",
              "3      2023-07-02 10:38:46     163.42.196.10        101.228.192.255   \n",
              "4      2023-07-16 13:11:07     71.166.185.76        189.243.174.238   \n",
              "5      2022-10-28 13:14:27     198.102.5.160        147.190.155.133   \n",
              "6      2022-05-16 17:55:43     97.253.103.59           77.16.101.53   \n",
              "...                    ...               ...                    ...   \n",
              "39994  2023-06-06 10:49:11   148.186.164.130          191.150.79.23   \n",
              "39995  2023-05-26 14:08:42      26.36.109.26         121.100.75.240   \n",
              "39996  2023-03-27 00:38:27      17.21.163.81         196.108.134.78   \n",
              "39997  2022-03-31 01:45:49     162.35.217.57            98.107.0.15   \n",
              "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "2            16811             53600      UDP            306   \n",
              "3            20018             32534      UDP            385   \n",
              "4             6131             26646      TCP           1462   \n",
              "5            17430             52805      UDP           1423   \n",
              "6            26562             17416      TCP            379   \n",
              "...            ...               ...      ...            ...   \n",
              "39994        36782              9565      UDP            156   \n",
              "39995        31005              6764      UDP           1428   \n",
              "39996         2553             28091      UDP           1184   \n",
              "39997        22505             25152      UDP           1043   \n",
              "39998        20013              2703      UDP            483   \n",
              "\n",
              "                                            Payload Data Malware Indicators  \\\n",
              "2      Perferendis sapiente vitae soluta. Hic delectu...       IoC Detected   \n",
              "3      Totam maxime beatae expedita explicabo porro l...                NaN   \n",
              "4      Odit nesciunt dolorem nisi iste iusto. Animi v...                NaN   \n",
              "5      Repellat quas illum harum fugit incidunt exerc...                NaN   \n",
              "6      Qui numquam inventore repellat ratione fugit o...                NaN   \n",
              "...                                                  ...                ...   \n",
              "39994  Cum officia nostrum odit esse.\\nIllum aliquid ...                NaN   \n",
              "39995  Quibusdam ullam consequatur consequuntur accus...       IoC Detected   \n",
              "39996  Quaerat neque esse. Animi expedita natus commo...       IoC Detected   \n",
              "39997  Enim at aspernatur illum. Saepe numquam eligen...       IoC Detected   \n",
              "39998  Officiis dolorem sed harum provident earum dis...       IoC Detected   \n",
              "\n",
              "       Anomaly Scores  Alerts/Warnings Attack Type Attack Signature  \\\n",
              "2               87.42  Alert Triggered        DDoS  Known Pattern B   \n",
              "3               15.79  Alert Triggered     Malware  Known Pattern B   \n",
              "4                0.52  Alert Triggered        DDoS  Known Pattern B   \n",
              "5                5.76              NaN     Malware  Known Pattern A   \n",
              "6               31.55              NaN        DDoS  Known Pattern B   \n",
              "...               ...              ...         ...              ...   \n",
              "39994           60.48  Alert Triggered   Intrusion  Known Pattern A   \n",
              "39995           39.28              NaN        DDoS  Known Pattern A   \n",
              "39996           27.25              NaN        DDoS  Known Pattern A   \n",
              "39997           31.01              NaN        DDoS  Known Pattern B   \n",
              "39998           97.85  Alert Triggered     Malware  Known Pattern B   \n",
              "\n",
              "      Severity Level Network Segment Firewall Logs IDS/IPS Alerts Log Source  \n",
              "2                Low       Segment C      Log Data     Alert Data   Firewall  \n",
              "3             Medium       Segment B           NaN     Alert Data   Firewall  \n",
              "4                Low       Segment C           NaN     Alert Data   Firewall  \n",
              "5             Medium       Segment C           NaN            NaN     Server  \n",
              "6               High       Segment A      Log Data            NaN     Server  \n",
              "...              ...             ...           ...            ...        ...  \n",
              "39994           High       Segment B      Log Data            NaN   Firewall  \n",
              "39995         Medium       Segment A      Log Data     Alert Data   Firewall  \n",
              "39996           High       Segment C      Log Data            NaN   Firewall  \n",
              "39997            Low       Segment C      Log Data     Alert Data     Server  \n",
              "39998            Low       Segment B      Log Data            NaN     Server  \n",
              "\n",
              "[26571 rows x 18 columns]"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "TC_UDP =cyber_sec_subset[ ((cyber_sec_subset['Protocol'] == 'UDP') | (cyber_sec_subset['Protocol'] == 'TCP'))]\n",
        "TC_UDP"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "67b9a894",
      "metadata": {
        "id": "67b9a894",
        "outputId": "fcf606b0-2617-4821-ee45-a986c1a78ee5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                     0\n",
              "Source IP Address             0\n",
              "Destination IP Address        0\n",
              "Source Port                   0\n",
              "Destination Port              0\n",
              "Protocol                      0\n",
              "Packet Length                 0\n",
              "Payload Data                  0\n",
              "Malware Indicators        20000\n",
              "Anomaly Scores                0\n",
              "Alerts/Warnings           20067\n",
              "Attack Type                   0\n",
              "Attack Signature              0\n",
              "Severity Level                0\n",
              "Network Segment               0\n",
              "Firewall Logs             19961\n",
              "IDS/IPS Alerts            20050\n",
              "Log Source                    0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "null_values = cyber_sec_subset.isna().sum()\n",
        "null_values"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a5433ee6",
      "metadata": {
        "id": "a5433ee6",
        "outputId": "6b66049a-2ce2-434d-9cfc-20a7a789ecbe"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                     0\n",
              "Source IP Address             0\n",
              "Destination IP Address        0\n",
              "Source Port                   0\n",
              "Destination Port              0\n",
              "Protocol                      0\n",
              "Packet Length                 0\n",
              "Payload Data                  0\n",
              "Malware Indicators        20000\n",
              "Anomaly Scores                0\n",
              "Alerts/Warnings           20067\n",
              "Attack Type                   0\n",
              "Attack Signature              0\n",
              "Severity Level                0\n",
              "Network Segment               0\n",
              "Firewall Logs             19961\n",
              "IDS/IPS Alerts            20050\n",
              "Log Source                    0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "null_values_sum = cyber_sec_subset.isna().sum()\n",
        "null_values_sum"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "05dab41c",
      "metadata": {
        "id": "05dab41c",
        "outputId": "e02ec17d-9089-4523-f7db-b6288a4f57e1"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0          IoC Detected\n",
              "1          IoC Detected\n",
              "2          IoC Detected\n",
              "3        Not Applicable\n",
              "4        Not Applicable\n",
              "              ...      \n",
              "39995      IoC Detected\n",
              "39996      IoC Detected\n",
              "39997      IoC Detected\n",
              "39998      IoC Detected\n",
              "39999    Not Applicable\n",
              "Name: Malware Indicators, Length: 40000, dtype: object"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "change_fillna = cyber_sec_subset['Malware Indicators'].fillna('Not Applicable')\n",
        "change_fillna"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "eec74061",
      "metadata": {
        "id": "eec74061",
        "outputId": "27d52f02-c529-4a7b-cb07-98543d227d39"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                     0\n",
              "Source IP Address             0\n",
              "Destination IP Address        0\n",
              "Source Port                   0\n",
              "Destination Port              0\n",
              "Protocol                      0\n",
              "Packet Length                 0\n",
              "Payload Data                  0\n",
              "Malware Indicators        20000\n",
              "Anomaly Scores                0\n",
              "Alerts/Warnings           20067\n",
              "Attack Type                   0\n",
              "Attack Signature              0\n",
              "Severity Level                0\n",
              "Network Segment               0\n",
              "Firewall Logs             19961\n",
              "IDS/IPS Alerts            20050\n",
              "Log Source                    0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset.isna().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "9367b827",
      "metadata": {
        "id": "9367b827"
      },
      "outputs": [],
      "source": [
        "types = cyber_sec_subset.dtypes"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "140c3499",
      "metadata": {
        "id": "140c3499",
        "outputId": "1144fb5e-0c0b-41e6-d8ee-513ec0fde0ca"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                  object\n",
              "Source IP Address          object\n",
              "Destination IP Address     object\n",
              "Source Port                 int64\n",
              "Destination Port            int64\n",
              "Protocol                   object\n",
              "Packet Length               int64\n",
              "Payload Data               object\n",
              "Malware Indicators         object\n",
              "Anomaly Scores            float64\n",
              "Alerts/Warnings            object\n",
              "Attack Type                object\n",
              "Attack Signature           object\n",
              "Severity Level             object\n",
              "Network Segment            object\n",
              "Firewall Logs              object\n",
              "IDS/IPS Alerts             object\n",
              "Log Source                 object\n",
              "dtype: object"
            ]
          },
          "execution_count": 27,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "types = cyber_sec_subset.dtypes\n",
        "types"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a2786a12",
      "metadata": {
        "id": "a2786a12",
        "outputId": "73e2c9bc-b8db-4580-e4af-320358b95113"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['Timestamp', 'Source IP Address', 'Destination IP Address',\n",
              "       'Source Port', 'Destination Port', 'Protocol', 'Packet Length',\n",
              "       'Packet Type', 'Traffic Type', 'Payload Data', 'Malware Indicators',\n",
              "       'Anomaly Scores', 'Alerts/Warnings', 'Attack Type', 'Attack Signature',\n",
              "       'Action Taken', 'Severity Level', 'User Information',\n",
              "       'Device Information', 'Network Segment', 'Geo-location Data',\n",
              "       'Proxy Information', 'Firewall Logs', 'IDS/IPS Alerts', 'Log Source'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 29,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec.columns\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "232dcca0",
      "metadata": {
        "id": "232dcca0",
        "outputId": "b12ba09c-1637-415d-bda2-80fd0fa93f43"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['Timestamp', 'Source IP Address', 'Destination IP Address',\n",
              "       'Source Port', 'Destination Port', 'Protocol', 'Packet Length',\n",
              "       'Payload Data', 'Malware Indicators', 'Anomaly Scores',\n",
              "       'Alerts/Warnings', 'Attack Type', 'Attack Signature', 'Severity Level',\n",
              "       'Network Segment', 'Firewall Logs', 'IDS/IPS Alerts', 'Log Source'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 39,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col2= cyber_sec_subset.columns\n",
        "col2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "c25d0c5b",
      "metadata": {
        "id": "c25d0c5b",
        "outputId": "0c04f51f-fc5b-4340-dc69-31e26d45089f"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2023-05-30 06:33:58</td>\n",
              "      <td>103.216.15.12</td>\n",
              "      <td>84.9.164.252</td>\n",
              "      <td>31225</td>\n",
              "      <td>17616</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>503</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>28.67</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-08-26 07:08:30</td>\n",
              "      <td>78.199.217.198</td>\n",
              "      <td>66.191.137.154</td>\n",
              "      <td>17245</td>\n",
              "      <td>48166</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1174</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2022-11-13 08:23:25</td>\n",
              "      <td>63.79.210.48</td>\n",
              "      <td>198.219.82.17</td>\n",
              "      <td>16811</td>\n",
              "      <td>53600</td>\n",
              "      <td>UDP</td>\n",
              "      <td>306</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>87.42</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2023-07-02 10:38:46</td>\n",
              "      <td>163.42.196.10</td>\n",
              "      <td>101.228.192.255</td>\n",
              "      <td>20018</td>\n",
              "      <td>32534</td>\n",
              "      <td>UDP</td>\n",
              "      <td>385</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15.79</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2023-07-16 13:11:07</td>\n",
              "      <td>71.166.185.76</td>\n",
              "      <td>189.243.174.238</td>\n",
              "      <td>6131</td>\n",
              "      <td>26646</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1462</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.52</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39995</th>\n",
              "      <td>2023-05-26 14:08:42</td>\n",
              "      <td>26.36.109.26</td>\n",
              "      <td>121.100.75.240</td>\n",
              "      <td>31005</td>\n",
              "      <td>6764</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1428</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>39.28</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39996</th>\n",
              "      <td>2023-03-27 00:38:27</td>\n",
              "      <td>17.21.163.81</td>\n",
              "      <td>196.108.134.78</td>\n",
              "      <td>2553</td>\n",
              "      <td>28091</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1184</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>27.25</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39997</th>\n",
              "      <td>2022-03-31 01:45:49</td>\n",
              "      <td>162.35.217.57</td>\n",
              "      <td>98.107.0.15</td>\n",
              "      <td>22505</td>\n",
              "      <td>25152</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1043</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>31.01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39998</th>\n",
              "      <td>2023-09-22 18:32:38</td>\n",
              "      <td>208.72.233.205</td>\n",
              "      <td>173.79.112.252</td>\n",
              "      <td>20013</td>\n",
              "      <td>2703</td>\n",
              "      <td>UDP</td>\n",
              "      <td>483</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>97.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39999</th>\n",
              "      <td>2023-10-10 11:59:52</td>\n",
              "      <td>14.102.21.108</td>\n",
              "      <td>109.198.45.7</td>\n",
              "      <td>50137</td>\n",
              "      <td>55575</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1175</td>\n",
              "      <td>NaN</td>\n",
              "      <td>34.63</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>40000 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "0      2023-05-30 06:33:58     103.216.15.12           84.9.164.252   \n",
              "1      2020-08-26 07:08:30    78.199.217.198         66.191.137.154   \n",
              "2      2022-11-13 08:23:25      63.79.210.48          198.219.82.17   \n",
              "3      2023-07-02 10:38:46     163.42.196.10        101.228.192.255   \n",
              "4      2023-07-16 13:11:07     71.166.185.76        189.243.174.238   \n",
              "...                    ...               ...                    ...   \n",
              "39995  2023-05-26 14:08:42      26.36.109.26         121.100.75.240   \n",
              "39996  2023-03-27 00:38:27      17.21.163.81         196.108.134.78   \n",
              "39997  2022-03-31 01:45:49     162.35.217.57            98.107.0.15   \n",
              "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
              "39999  2023-10-10 11:59:52     14.102.21.108           109.198.45.7   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "0            31225             17616     ICMP            503   \n",
              "1            17245             48166     ICMP           1174   \n",
              "2            16811             53600      UDP            306   \n",
              "3            20018             32534      UDP            385   \n",
              "4             6131             26646      TCP           1462   \n",
              "...            ...               ...      ...            ...   \n",
              "39995        31005              6764      UDP           1428   \n",
              "39996         2553             28091      UDP           1184   \n",
              "39997        22505             25152      UDP           1043   \n",
              "39998        20013              2703      UDP            483   \n",
              "39999        50137             55575     ICMP           1175   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "0           IoC Detected           28.67              NaN     Malware   \n",
              "1           IoC Detected           51.50              NaN     Malware   \n",
              "2           IoC Detected           87.42  Alert Triggered        DDoS   \n",
              "3                    NaN           15.79  Alert Triggered     Malware   \n",
              "4                    NaN            0.52  Alert Triggered        DDoS   \n",
              "...                  ...             ...              ...         ...   \n",
              "39995       IoC Detected           39.28              NaN        DDoS   \n",
              "39996       IoC Detected           27.25              NaN        DDoS   \n",
              "39997       IoC Detected           31.01              NaN        DDoS   \n",
              "39998       IoC Detected           97.85  Alert Triggered     Malware   \n",
              "39999                NaN           34.63  Alert Triggered   Intrusion   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "0      Known Pattern B            Low       Segment A      Log Data   \n",
              "1      Known Pattern A            Low       Segment B      Log Data   \n",
              "2      Known Pattern B            Low       Segment C      Log Data   \n",
              "3      Known Pattern B         Medium       Segment B           NaN   \n",
              "4      Known Pattern B            Low       Segment C           NaN   \n",
              "...                ...            ...             ...           ...   \n",
              "39995  Known Pattern A         Medium       Segment A      Log Data   \n",
              "39996  Known Pattern A           High       Segment C      Log Data   \n",
              "39997  Known Pattern B            Low       Segment C      Log Data   \n",
              "39998  Known Pattern B            Low       Segment B      Log Data   \n",
              "39999  Known Pattern B         Medium       Segment A      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "0                NaN     Server  \n",
              "1                NaN   Firewall  \n",
              "2         Alert Data   Firewall  \n",
              "3         Alert Data   Firewall  \n",
              "4         Alert Data   Firewall  \n",
              "...              ...        ...  \n",
              "39995     Alert Data   Firewall  \n",
              "39996            NaN   Firewall  \n",
              "39997     Alert Data     Server  \n",
              "39998            NaN     Server  \n",
              "39999     Alert Data   Firewall  \n",
              "\n",
              "[40000 rows x 17 columns]"
            ]
          },
          "execution_count": 41,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cd72dd9a",
      "metadata": {
        "id": "cd72dd9a",
        "outputId": "cb3f742a-2b1f-4f38-ef0e-f1c2ac52f9b7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Traffic Type\n",
              "DNS     13376\n",
              "HTTP    13360\n",
              "FTP     13264\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 36,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec[ 'Alerts/Warnings'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "6aa55986",
      "metadata": {
        "id": "6aa55986",
        "outputId": "dd6e1bd3-8f8f-4f03-af99-51de22ad269b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 141
        }
      },
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "name 'cyber_sec_subset' is not defined",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-1-be412744a3c1>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcyber_sec_subset\u001b[0m\u001b[0;34m[\u001b[0m \u001b[0;34m'Severity Level'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m\u001b[0;34m'Low'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mcyber_sec_subset\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'Severity Level'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m\u001b[0;34m'Medium'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 'cyber_sec_subset' is not defined"
          ]
        }
      ],
      "source": [
        "mask = ((cyber_sec_subset[ 'Severity Level'] =='Low') | (cyber_sec_subset ['Severity Level'] =='Medium'))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "f62946f9",
      "metadata": {
        "id": "f62946f9"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2f7b21d0",
      "metadata": {
        "id": "2f7b21d0",
        "outputId": "bd6b786b-4cde-4699-f644-3ff8d8c1ad36"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "\n",
              "    .dataframe thead th {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2023-05-30 06:33:58</td>\n",
              "      <td>103.216.15.12</td>\n",
              "      <td>84.9.164.252</td>\n",
              "      <td>31225</td>\n",
              "      <td>17616</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>503</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>28.67</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-08-26 07:08:30</td>\n",
              "      <td>78.199.217.198</td>\n",
              "      <td>66.191.137.154</td>\n",
              "      <td>17245</td>\n",
              "      <td>48166</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1174</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2022-11-13 08:23:25</td>\n",
              "      <td>63.79.210.48</td>\n",
              "      <td>198.219.82.17</td>\n",
              "      <td>16811</td>\n",
              "      <td>53600</td>\n",
              "      <td>UDP</td>\n",
              "      <td>306</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>87.42</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2023-07-16 13:11:07</td>\n",
              "      <td>71.166.185.76</td>\n",
              "      <td>189.243.174.238</td>\n",
              "      <td>6131</td>\n",
              "      <td>26646</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1462</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.52</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>2022-06-26 15:15:50</td>\n",
              "      <td>92.4.25.171</td>\n",
              "      <td>112.43.185.24</td>\n",
              "      <td>10903</td>\n",
              "      <td>36817</td>\n",
              "      <td>TCP</td>\n",
              "      <td>281</td>\n",
              "      <td>NaN</td>\n",
              "      <td>86.07</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39988</th>\n",
              "      <td>2021-02-09 03:53:42</td>\n",
              "      <td>160.10.82.152</td>\n",
              "      <td>1.179.113.201</td>\n",
              "      <td>31591</td>\n",
              "      <td>35141</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1318</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>19.41</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39991</th>\n",
              "      <td>2020-11-14 05:41:54</td>\n",
              "      <td>66.200.132.243</td>\n",
              "      <td>88.211.51.78</td>\n",
              "      <td>8125</td>\n",
              "      <td>25130</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>81</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>34.13</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39992</th>\n",
              "      <td>2021-08-13 18:57:13</td>\n",
              "      <td>163.227.253.64</td>\n",
              "      <td>98.219.251.81</td>\n",
              "      <td>4492</td>\n",
              "      <td>20181</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1010</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>11.28</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39997</th>\n",
              "      <td>2022-03-31 01:45:49</td>\n",
              "      <td>162.35.217.57</td>\n",
              "      <td>98.107.0.15</td>\n",
              "      <td>22505</td>\n",
              "      <td>25152</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1043</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>31.01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39998</th>\n",
              "      <td>2023-09-22 18:32:38</td>\n",
              "      <td>208.72.233.205</td>\n",
              "      <td>173.79.112.252</td>\n",
              "      <td>20013</td>\n",
              "      <td>2703</td>\n",
              "      <td>UDP</td>\n",
              "      <td>483</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>97.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>13183 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "0      2023-05-30 06:33:58     103.216.15.12           84.9.164.252   \n",
              "1      2020-08-26 07:08:30    78.199.217.198         66.191.137.154   \n",
              "2      2022-11-13 08:23:25      63.79.210.48          198.219.82.17   \n",
              "4      2023-07-16 13:11:07     71.166.185.76        189.243.174.238   \n",
              "11     2022-06-26 15:15:50       92.4.25.171          112.43.185.24   \n",
              "...                    ...               ...                    ...   \n",
              "39988  2021-02-09 03:53:42     160.10.82.152          1.179.113.201   \n",
              "39991  2020-11-14 05:41:54    66.200.132.243           88.211.51.78   \n",
              "39992  2021-08-13 18:57:13    163.227.253.64          98.219.251.81   \n",
              "39997  2022-03-31 01:45:49     162.35.217.57            98.107.0.15   \n",
              "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "0            31225             17616     ICMP            503   \n",
              "1            17245             48166     ICMP           1174   \n",
              "2            16811             53600      UDP            306   \n",
              "4             6131             26646      TCP           1462   \n",
              "11           10903             36817      TCP            281   \n",
              "...            ...               ...      ...            ...   \n",
              "39988        31591             35141     ICMP           1318   \n",
              "39991         8125             25130     ICMP             81   \n",
              "39992         4492             20181      TCP           1010   \n",
              "39997        22505             25152      UDP           1043   \n",
              "39998        20013              2703      UDP            483   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "0           IoC Detected           28.67              NaN     Malware   \n",
              "1           IoC Detected           51.50              NaN     Malware   \n",
              "2           IoC Detected           87.42  Alert Triggered        DDoS   \n",
              "4                    NaN            0.52  Alert Triggered        DDoS   \n",
              "11                   NaN           86.07              NaN     Malware   \n",
              "...                  ...             ...              ...         ...   \n",
              "39988       IoC Detected           19.41              NaN     Malware   \n",
              "39991       IoC Detected           34.13  Alert Triggered   Intrusion   \n",
              "39992       IoC Detected           11.28              NaN     Malware   \n",
              "39997       IoC Detected           31.01              NaN        DDoS   \n",
              "39998       IoC Detected           97.85  Alert Triggered     Malware   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "0      Known Pattern B            Low       Segment A      Log Data   \n",
              "1      Known Pattern A            Low       Segment B      Log Data   \n",
              "2      Known Pattern B            Low       Segment C      Log Data   \n",
              "4      Known Pattern B            Low       Segment C           NaN   \n",
              "11     Known Pattern B            Low       Segment B           NaN   \n",
              "...                ...            ...             ...           ...   \n",
              "39988  Known Pattern B            Low       Segment A      Log Data   \n",
              "39991  Known Pattern A            Low       Segment A      Log Data   \n",
              "39992  Known Pattern B            Low       Segment B           NaN   \n",
              "39997  Known Pattern B            Low       Segment C      Log Data   \n",
              "39998  Known Pattern B            Low       Segment B      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "0                NaN     Server  \n",
              "1                NaN   Firewall  \n",
              "2         Alert Data   Firewall  \n",
              "4         Alert Data   Firewall  \n",
              "11               NaN   Firewall  \n",
              "...              ...        ...  \n",
              "39988            NaN     Server  \n",
              "39991     Alert Data   Firewall  \n",
              "39992            NaN     Server  \n",
              "39997     Alert Data     Server  \n",
              "39998            NaN     Server  \n",
              "\n",
              "[13183 rows x 17 columns]"
            ]
          },
          "execution_count": 91,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset[cyber_sec_subset['Severity Level'] =='Low']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ca931d6b",
      "metadata": {
        "id": "ca931d6b"
      },
      "outputs": [],
      "source": [
        "cyber_sec_subset.loc[mask] = cyber_sec_subset.loc[mask].fillna('not applicable')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ff9bc92b",
      "metadata": {
        "id": "ff9bc92b",
        "outputId": "74f5c98a-ee89-4561-913a-add9577b7554"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                    0\n",
              "Source IP Address            0\n",
              "Destination IP Address       0\n",
              "Source Port                  0\n",
              "Destination Port             0\n",
              "Protocol                     0\n",
              "Packet Length                0\n",
              "Malware Indicators        6686\n",
              "Anomaly Scores               0\n",
              "Alerts/Warnings           6700\n",
              "Attack Type                  0\n",
              "Attack Signature             0\n",
              "Severity Level               0\n",
              "Network Segment              0\n",
              "Firewall Logs             6686\n",
              "IDS/IPS Alerts            6658\n",
              "Log Source                   0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 59,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset.isna().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e1225653",
      "metadata": {
        "id": "e1225653",
        "outputId": "3e175a40-7121-4a3c-c402-7c71f7394e79"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
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              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
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              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2022-05-16 17:55:43</td>\n",
              "      <td>97.253.103.59</td>\n",
              "      <td>77.16.101.53</td>\n",
              "      <td>26562</td>\n",
              "      <td>17416</td>\n",
              "      <td>TCP</td>\n",
              "      <td>379</td>\n",
              "      <td>NaN</td>\n",
              "      <td>31.55</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>2020-07-27 00:00:53</td>\n",
              "      <td>104.176.150.78</td>\n",
              "      <td>110.80.185.102</td>\n",
              "      <td>55147</td>\n",
              "      <td>17595</td>\n",
              "      <td>TCP</td>\n",
              "      <td>461</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>13.19</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>2023-02-24 06:39:25</td>\n",
              "      <td>57.7.171.107</td>\n",
              "      <td>76.146.23.52</td>\n",
              "      <td>3133</td>\n",
              "      <td>46077</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1425</td>\n",
              "      <td>NaN</td>\n",
              "      <td>72.25</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>2021-01-31 03:12:04</td>\n",
              "      <td>182.232.245.98</td>\n",
              "      <td>153.211.183.215</td>\n",
              "      <td>32552</td>\n",
              "      <td>15521</td>\n",
              "      <td>UDP</td>\n",
              "      <td>531</td>\n",
              "      <td>NaN</td>\n",
              "      <td>87.23</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>2021-04-16 12:48:40</td>\n",
              "      <td>193.45.37.6</td>\n",
              "      <td>191.56.96.54</td>\n",
              "      <td>56497</td>\n",
              "      <td>23998</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>875</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>0.90</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39946</th>\n",
              "      <td>2022-05-01 11:42:53</td>\n",
              "      <td>160.175.245.58</td>\n",
              "      <td>98.36.35.163</td>\n",
              "      <td>11978</td>\n",
              "      <td>60018</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1118</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>34.93</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39947</th>\n",
              "      <td>2023-04-16 08:09:44</td>\n",
              "      <td>143.220.253.158</td>\n",
              "      <td>37.231.236.14</td>\n",
              "      <td>27646</td>\n",
              "      <td>17633</td>\n",
              "      <td>UDP</td>\n",
              "      <td>906</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>73.74</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39961</th>\n",
              "      <td>2023-06-17 09:32:35</td>\n",
              "      <td>150.181.7.82</td>\n",
              "      <td>49.41.197.165</td>\n",
              "      <td>46855</td>\n",
              "      <td>28452</td>\n",
              "      <td>TCP</td>\n",
              "      <td>512</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>89.67</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39971</th>\n",
              "      <td>2020-01-07 13:54:24</td>\n",
              "      <td>163.105.1.1</td>\n",
              "      <td>73.124.149.145</td>\n",
              "      <td>9114</td>\n",
              "      <td>27496</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1034</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.98</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39996</th>\n",
              "      <td>2023-03-27 00:38:27</td>\n",
              "      <td>17.21.163.81</td>\n",
              "      <td>196.108.134.78</td>\n",
              "      <td>2553</td>\n",
              "      <td>28091</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1184</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>27.25</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6700 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "6      2022-05-16 17:55:43     97.253.103.59           77.16.101.53   \n",
              "19     2020-07-27 00:00:53    104.176.150.78         110.80.185.102   \n",
              "22     2023-02-24 06:39:25      57.7.171.107           76.146.23.52   \n",
              "26     2021-01-31 03:12:04    182.232.245.98        153.211.183.215   \n",
              "51     2021-04-16 12:48:40       193.45.37.6           191.56.96.54   \n",
              "...                    ...               ...                    ...   \n",
              "39946  2022-05-01 11:42:53    160.175.245.58           98.36.35.163   \n",
              "39947  2023-04-16 08:09:44   143.220.253.158          37.231.236.14   \n",
              "39961  2023-06-17 09:32:35      150.181.7.82          49.41.197.165   \n",
              "39971  2020-01-07 13:54:24       163.105.1.1         73.124.149.145   \n",
              "39996  2023-03-27 00:38:27      17.21.163.81         196.108.134.78   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "6            26562             17416      TCP            379   \n",
              "19           55147             17595      TCP            461   \n",
              "22            3133             46077      UDP           1425   \n",
              "26           32552             15521      UDP            531   \n",
              "51           56497             23998     ICMP            875   \n",
              "...            ...               ...      ...            ...   \n",
              "39946        11978             60018     ICMP           1118   \n",
              "39947        27646             17633      UDP            906   \n",
              "39961        46855             28452      TCP            512   \n",
              "39971         9114             27496     ICMP           1034   \n",
              "39996         2553             28091      UDP           1184   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores Alerts/Warnings Attack Type  \\\n",
              "6                    NaN           31.55             NaN        DDoS   \n",
              "19          IoC Detected           13.19             NaN        DDoS   \n",
              "22                   NaN           72.25             NaN        DDoS   \n",
              "26                   NaN           87.23             NaN     Malware   \n",
              "51          IoC Detected            0.90             NaN        DDoS   \n",
              "...                  ...             ...             ...         ...   \n",
              "39946       IoC Detected           34.93             NaN   Intrusion   \n",
              "39947       IoC Detected           73.74             NaN   Intrusion   \n",
              "39961       IoC Detected           89.67             NaN        DDoS   \n",
              "39971       IoC Detected           51.98             NaN     Malware   \n",
              "39996       IoC Detected           27.25             NaN        DDoS   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "6      Known Pattern B           High       Segment A      Log Data   \n",
              "19     Known Pattern B           High       Segment B      Log Data   \n",
              "22     Known Pattern A           High       Segment A           NaN   \n",
              "26     Known Pattern A           High       Segment C      Log Data   \n",
              "51     Known Pattern B           High       Segment B           NaN   \n",
              "...                ...            ...             ...           ...   \n",
              "39946  Known Pattern A           High       Segment A      Log Data   \n",
              "39947  Known Pattern A           High       Segment A           NaN   \n",
              "39961  Known Pattern B           High       Segment A           NaN   \n",
              "39971  Known Pattern A           High       Segment C           NaN   \n",
              "39996  Known Pattern A           High       Segment C      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "6                NaN     Server  \n",
              "19        Alert Data     Server  \n",
              "22        Alert Data     Server  \n",
              "26        Alert Data   Firewall  \n",
              "51               NaN     Server  \n",
              "...              ...        ...  \n",
              "39946            NaN     Server  \n",
              "39947     Alert Data   Firewall  \n",
              "39961     Alert Data     Server  \n",
              "39971            NaN     Server  \n",
              "39996            NaN   Firewall  \n",
              "\n",
              "[6700 rows x 17 columns]"
            ]
          },
          "execution_count": 60,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset[cyber_sec_subset ['Alerts/Warnings'].isna()]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "18b56129",
      "metadata": {
        "id": "18b56129",
        "outputId": "951a5eeb-749b-483a-a197-07ce12f38836"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Alerts/Warnings\n",
              "Alert Triggered    19933\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 61,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec[ 'Alerts/Warnings'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2e4bdc77",
      "metadata": {
        "id": "2e4bdc77",
        "outputId": "781df0e1-6990-4b08-8743-6239dd4cd6c6"
      },
      "outputs": [
        {
          "ename": "KeyError",
          "evalue": "\"None of [Index(['Low', 'Low', 'Low', 'Medium', 'Low', 'Medium', 'High', 'High', 'High',\\n       'Medium',\\n       ...\\n       'Medium', 'Low', 'Low', 'High', 'High', 'Medium', 'High', 'Low', 'Low',\\n       'Medium'],\\n      dtype='object', length=40000)] are in the [index]\"",
          "output_type": "error",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "Cell \u001b[1;32mIn[74], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m mask \u001b[38;5;241m=\u001b[39m (cyber_sec_subset[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeverity Level\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m----> 2\u001b[0m cyber_sec_subset\u001b[38;5;241m.\u001b[39mloc[mask,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAlerts/Warnings\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m cyber_sec_subset\u001b[38;5;241m.\u001b[39mloc[mask, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAlerts/Warnings\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mfillna(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNot Triggered\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1097\u001b[0m, in \u001b[0;36m_LocationIndexer.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1095\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_scalar_access(key):\n\u001b[0;32m   1096\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39m_get_value(\u001b[38;5;241m*\u001b[39mkey, takeable\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_takeable)\n\u001b[1;32m-> 1097\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_tuple(key)\n\u001b[0;32m   1098\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1099\u001b[0m     \u001b[38;5;66;03m# we by definition only have the 0th axis\u001b[39;00m\n\u001b[0;32m   1100\u001b[0m     axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxis \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1280\u001b[0m, in \u001b[0;36m_LocIndexer._getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1278\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m suppress(IndexingError):\n\u001b[0;32m   1279\u001b[0m     tup \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_expand_ellipsis(tup)\n\u001b[1;32m-> 1280\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_lowerdim(tup)\n\u001b[0;32m   1282\u001b[0m \u001b[38;5;66;03m# no multi-index, so validate all of the indexers\u001b[39;00m\n\u001b[0;32m   1283\u001b[0m tup \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_tuple_indexer(tup)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1024\u001b[0m, in \u001b[0;36m_LocationIndexer._getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1022\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m section\n\u001b[0;32m   1023\u001b[0m         \u001b[38;5;66;03m# This is an elided recursive call to iloc/loc\u001b[39;00m\n\u001b[1;32m-> 1024\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(section, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname)[new_key]\n\u001b[0;32m   1026\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m IndexingError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnot applicable\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1103\u001b[0m, in \u001b[0;36m_LocationIndexer.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1100\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxis \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m   1102\u001b[0m maybe_callable \u001b[38;5;241m=\u001b[39m com\u001b[38;5;241m.\u001b[39mapply_if_callable(key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj)\n\u001b[1;32m-> 1103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_axis(maybe_callable, axis\u001b[38;5;241m=\u001b[39maxis)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1332\u001b[0m, in \u001b[0;36m_LocIndexer._getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1329\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(key, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mndim\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m key\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m   1330\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot index with multidimensional key\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m-> 1332\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_iterable(key, axis\u001b[38;5;241m=\u001b[39maxis)\n\u001b[0;32m   1334\u001b[0m \u001b[38;5;66;03m# nested tuple slicing\u001b[39;00m\n\u001b[0;32m   1335\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_nested_tuple(key, labels):\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1272\u001b[0m, in \u001b[0;36m_LocIndexer._getitem_iterable\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1269\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_key(key, axis)\n\u001b[0;32m   1271\u001b[0m \u001b[38;5;66;03m# A collection of keys\u001b[39;00m\n\u001b[1;32m-> 1272\u001b[0m keyarr, indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_listlike_indexer(key, axis)\n\u001b[0;32m   1273\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39m_reindex_with_indexers(\n\u001b[0;32m   1274\u001b[0m     {axis: [keyarr, indexer]}, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, allow_dups\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m   1275\u001b[0m )\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1462\u001b[0m, in \u001b[0;36m_LocIndexer._get_listlike_indexer\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1459\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39m_get_axis(axis)\n\u001b[0;32m   1460\u001b[0m axis_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39m_get_axis_name(axis)\n\u001b[1;32m-> 1462\u001b[0m keyarr, indexer \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39m_get_indexer_strict(key, axis_name)\n\u001b[0;32m   1464\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m keyarr, indexer\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:5877\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[1;34m(self, key, axis_name)\u001b[0m\n\u001b[0;32m   5874\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   5875\u001b[0m     keyarr, indexer, new_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[1;32m-> 5877\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_if_missing(keyarr, indexer, axis_name)\n\u001b[0;32m   5879\u001b[0m keyarr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtake(indexer)\n\u001b[0;32m   5880\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Index):\n\u001b[0;32m   5881\u001b[0m     \u001b[38;5;66;03m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:5938\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[1;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[0;32m   5936\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m use_interval_msg:\n\u001b[0;32m   5937\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[1;32m-> 5938\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNone of [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m] are in the [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   5940\u001b[0m not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[38;5;241m.\u001b[39mnonzero()[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39munique())\n\u001b[0;32m   5941\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnot_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not in index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
            "\u001b[1;31mKeyError\u001b[0m: \"None of [Index(['Low', 'Low', 'Low', 'Medium', 'Low', 'Medium', 'High', 'High', 'High',\\n       'Medium',\\n       ...\\n       'Medium', 'Low', 'Low', 'High', 'High', 'Medium', 'High', 'Low', 'Low',\\n       'Medium'],\\n      dtype='object', length=40000)] are in the [index]\""
          ]
        }
      ],
      "source": [
        "mask = (cyber_sec_subset['Severity Level'])\n",
        "cyber_sec_subset.loc[mask,'Alerts/Warnings'] = cyber_sec_subset.loc[mask, 'Alerts/Warnings'].fillna('Not Triggered')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b10e7ffa",
      "metadata": {
        "id": "b10e7ffa",
        "outputId": "67749925-4ae7-439e-83ff-e3db0f00761f"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "Empty DataFrame\n",
              "Columns: [Timestamp, Source IP Address, Destination IP Address, Source Port, Destination Port, Protocol, Packet Length, Malware Indicators, Anomaly Scores, Alerts/Warnings, Attack Type, Attack Signature, Severity Level, Network Segment, Firewall Logs, IDS/IPS Alerts, Log Source]\n",
              "Index: []"
            ]
          },
          "execution_count": 68,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset[cyber_sec_subset['Alerts/Warnings'].isna()]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "be29c0ab",
      "metadata": {
        "id": "be29c0ab",
        "outputId": "328dd50a-b81a-4891-d043-490947a263cf"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Alerts/Warnings\n",
              "Alert Triggered    19933\n",
              "not applicable     13367\n",
              "Not Triggered       6700\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 71,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['Alerts/Warnings'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e7f3b93e",
      "metadata": {
        "id": "e7f3b93e",
        "outputId": "227514dc-8f58-453e-bb7c-f3585348d55c"
      },
      "outputs": [
        {
          "ename": "KeyError",
          "evalue": "\"None of [Index(['not applicable', 'not applicable', 'Alert Triggered',\\n       'Alert Triggered', 'Alert Triggered', 'not applicable', 'Not Triggered',\\n       'Alert Triggered', 'Alert Triggered', 'Alert Triggered',\\n       ...\\n       'not applicable', 'Alert Triggered', 'not applicable',\\n       'Alert Triggered', 'Alert Triggered', 'not applicable', 'Not Triggered',\\n       'not applicable', 'Alert Triggered', 'Alert Triggered'],\\n      dtype='object', length=40000)] are in the [columns]\"",
          "output_type": "error",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "Cell \u001b[1;32mIn[76], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m cyber_sec_subset[cyber_sec_subset[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAlerts/Warnings\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mfillna(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNot Triggered\u001b[39m\u001b[38;5;124m'\u001b[39m)]\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:3767\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3765\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_iterator(key):\n\u001b[0;32m   3766\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[1;32m-> 3767\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39m_get_indexer_strict(key, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolumns\u001b[39m\u001b[38;5;124m\"\u001b[39m)[\u001b[38;5;241m1\u001b[39m]\n\u001b[0;32m   3769\u001b[0m \u001b[38;5;66;03m# take() does not accept boolean indexers\u001b[39;00m\n\u001b[0;32m   3770\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(indexer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mbool\u001b[39m:\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:5877\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[1;34m(self, key, axis_name)\u001b[0m\n\u001b[0;32m   5874\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   5875\u001b[0m     keyarr, indexer, new_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[1;32m-> 5877\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_if_missing(keyarr, indexer, axis_name)\n\u001b[0;32m   5879\u001b[0m keyarr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtake(indexer)\n\u001b[0;32m   5880\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Index):\n\u001b[0;32m   5881\u001b[0m     \u001b[38;5;66;03m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:5938\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[1;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[0;32m   5936\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m use_interval_msg:\n\u001b[0;32m   5937\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[1;32m-> 5938\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNone of [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m] are in the [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   5940\u001b[0m not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[38;5;241m.\u001b[39mnonzero()[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39munique())\n\u001b[0;32m   5941\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnot_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not in index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
            "\u001b[1;31mKeyError\u001b[0m: \"None of [Index(['not applicable', 'not applicable', 'Alert Triggered',\\n       'Alert Triggered', 'Alert Triggered', 'not applicable', 'Not Triggered',\\n       'Alert Triggered', 'Alert Triggered', 'Alert Triggered',\\n       ...\\n       'not applicable', 'Alert Triggered', 'not applicable',\\n       'Alert Triggered', 'Alert Triggered', 'not applicable', 'Not Triggered',\\n       'not applicable', 'Alert Triggered', 'Alert Triggered'],\\n      dtype='object', length=40000)] are in the [columns]\""
          ]
        }
      ],
      "source": [
        "cyber_sec_subset[cyber_sec_subset['Alerts/Warnings'].fillna('Not Triggered')]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "affaf57e",
      "metadata": {
        "id": "affaf57e"
      },
      "outputs": [],
      "source": [
        "mask = ((cyber_sec_subset['Severity Level'] =='Low') | (cyber_sec_subset ['Severity Level'] =='Medium') | (cyber_sec_subset ['Severity Level']=='High'))\n",
        "cyber_sec_subset.loc[mask,'Alerts/Warnings'] = cyber_sec_subset.loc[mask,'Alerts/Warnings'].fillna('Not Triggered ')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2e5b7bca",
      "metadata": {
        "id": "2e5b7bca",
        "outputId": "f434c804-7ae2-4ed4-a113-25194fb382f5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Alerts/Warnings\n",
              "Alert Triggered    19933\n",
              "not applicable     13367\n",
              "Not Triggered       6700\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 82,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['Alerts/Warnings'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3e129e47",
      "metadata": {
        "id": "3e129e47",
        "outputId": "6933fed9-a9e3-4cae-a46e-3976ff61acb3"
      },
      "outputs": [
        {
          "ename": "KeyError",
          "evalue": "\"None of [Index(['Low', 'Low', 'Low', 'Medium', 'Low', 'Medium', 'High', 'High', 'High',\\n       'Medium',\\n       ...\\n       'Medium', 'Low', 'Low', 'High', 'High', 'Medium', 'High', 'Low', 'Low',\\n       'Medium'],\\n      dtype='object', length=40000)] are in the [index]\"",
          "output_type": "error",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "Cell \u001b[1;32mIn[93], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m mask \u001b[38;5;241m=\u001b[39m (cyber_sec_subset[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeverity Level\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m----> 2\u001b[0m cyber_sec_subset\u001b[38;5;241m.\u001b[39mloc[mask,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAlerts/Warnings\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m cyber_sec_subset\u001b[38;5;241m.\u001b[39mloc[mask,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAlerts/Warnings\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mfillna(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNot Triggered\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m      3\u001b[0m cyber_sec_subset[cyber_sec_subset[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSeverity Level\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLow\u001b[39m\u001b[38;5;124m'\u001b[39m]\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1097\u001b[0m, in \u001b[0;36m_LocationIndexer.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1095\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_scalar_access(key):\n\u001b[0;32m   1096\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39m_get_value(\u001b[38;5;241m*\u001b[39mkey, takeable\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_takeable)\n\u001b[1;32m-> 1097\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_tuple(key)\n\u001b[0;32m   1098\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1099\u001b[0m     \u001b[38;5;66;03m# we by definition only have the 0th axis\u001b[39;00m\n\u001b[0;32m   1100\u001b[0m     axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxis \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1280\u001b[0m, in \u001b[0;36m_LocIndexer._getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1278\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m suppress(IndexingError):\n\u001b[0;32m   1279\u001b[0m     tup \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_expand_ellipsis(tup)\n\u001b[1;32m-> 1280\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_lowerdim(tup)\n\u001b[0;32m   1282\u001b[0m \u001b[38;5;66;03m# no multi-index, so validate all of the indexers\u001b[39;00m\n\u001b[0;32m   1283\u001b[0m tup \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_tuple_indexer(tup)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1024\u001b[0m, in \u001b[0;36m_LocationIndexer._getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1022\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m section\n\u001b[0;32m   1023\u001b[0m         \u001b[38;5;66;03m# This is an elided recursive call to iloc/loc\u001b[39;00m\n\u001b[1;32m-> 1024\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(section, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname)[new_key]\n\u001b[0;32m   1026\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m IndexingError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnot applicable\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1103\u001b[0m, in \u001b[0;36m_LocationIndexer.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1100\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxis \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m   1102\u001b[0m maybe_callable \u001b[38;5;241m=\u001b[39m com\u001b[38;5;241m.\u001b[39mapply_if_callable(key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj)\n\u001b[1;32m-> 1103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_axis(maybe_callable, axis\u001b[38;5;241m=\u001b[39maxis)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1332\u001b[0m, in \u001b[0;36m_LocIndexer._getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1329\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(key, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mndim\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m key\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m   1330\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot index with multidimensional key\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m-> 1332\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_iterable(key, axis\u001b[38;5;241m=\u001b[39maxis)\n\u001b[0;32m   1334\u001b[0m \u001b[38;5;66;03m# nested tuple slicing\u001b[39;00m\n\u001b[0;32m   1335\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_nested_tuple(key, labels):\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1272\u001b[0m, in \u001b[0;36m_LocIndexer._getitem_iterable\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1269\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_key(key, axis)\n\u001b[0;32m   1271\u001b[0m \u001b[38;5;66;03m# A collection of keys\u001b[39;00m\n\u001b[1;32m-> 1272\u001b[0m keyarr, indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_listlike_indexer(key, axis)\n\u001b[0;32m   1273\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39m_reindex_with_indexers(\n\u001b[0;32m   1274\u001b[0m     {axis: [keyarr, indexer]}, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, allow_dups\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m   1275\u001b[0m )\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1462\u001b[0m, in \u001b[0;36m_LocIndexer._get_listlike_indexer\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1459\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39m_get_axis(axis)\n\u001b[0;32m   1460\u001b[0m axis_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39m_get_axis_name(axis)\n\u001b[1;32m-> 1462\u001b[0m keyarr, indexer \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39m_get_indexer_strict(key, axis_name)\n\u001b[0;32m   1464\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m keyarr, indexer\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:5877\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[1;34m(self, key, axis_name)\u001b[0m\n\u001b[0;32m   5874\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   5875\u001b[0m     keyarr, indexer, new_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[1;32m-> 5877\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_if_missing(keyarr, indexer, axis_name)\n\u001b[0;32m   5879\u001b[0m keyarr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtake(indexer)\n\u001b[0;32m   5880\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Index):\n\u001b[0;32m   5881\u001b[0m     \u001b[38;5;66;03m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:5938\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[1;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[0;32m   5936\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m use_interval_msg:\n\u001b[0;32m   5937\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[1;32m-> 5938\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNone of [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m] are in the [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   5940\u001b[0m not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[38;5;241m.\u001b[39mnonzero()[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39munique())\n\u001b[0;32m   5941\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnot_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not in index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
            "\u001b[1;31mKeyError\u001b[0m: \"None of [Index(['Low', 'Low', 'Low', 'Medium', 'Low', 'Medium', 'High', 'High', 'High',\\n       'Medium',\\n       ...\\n       'Medium', 'Low', 'Low', 'High', 'High', 'Medium', 'High', 'Low', 'Low',\\n       'Medium'],\\n      dtype='object', length=40000)] are in the [index]\""
          ]
        }
      ],
      "source": [
        "mask = (cyber_sec_subset['Severity Level'])\n",
        "cyber_sec_subset.loc[mask,'Alerts/Warnings'] = cyber_sec_subset.loc[mask,'Alerts/Warnings'].fillna('Not Triggered')\n",
        "cyber_sec_subset[cyber_sec_subset['Severity Level'] =='Low']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "849c7680",
      "metadata": {
        "id": "849c7680",
        "outputId": "858d077d-f748-441d-a108-0da1177ea8ac"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\THRIVE\\AppData\\Local\\Temp\\ipykernel_1360\\3718852730.py:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  cyber_sec_subset['Alerts/Warnings'] = cyber_sec_subset.groupby('Severity Level')['Alerts/Warnings'].transform(lambda x: x.fillna('Not Triggered'))\n"
          ]
        }
      ],
      "source": [
        "cyber_sec_subset['Alerts/Warnings'] = cyber_sec_subset.groupby('Severity Level')['Alerts/Warnings'].transform(lambda x: x.fillna('Not Triggered'))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "35db8c09",
      "metadata": {
        "id": "35db8c09"
      },
      "outputs": [],
      "source": [
        "mask = ((cyber_sec_subset['Severity Level'] == 'Low')|(cyber_sec_subset['Severity Level'] == 'Medium')| (cyber_sec_subset['Severity Level'] == 'High'))\n",
        "cyber_sec_subset = cyber_sec_subset.reset_index(drop=True)  # Resetting the index\n",
        "\n",
        "cyber_sec_subset.loc[mask, 'Alerts/Warnings'] = cyber_sec_subset.loc[mask, 'Alerts/Warnings'].fillna('Not Triggered')\n",
        "\n",
        "result_low_severity = cyber_sec_subset[mask]\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "978d76d2",
      "metadata": {
        "id": "978d76d2",
        "outputId": "6ed70518-b698-4626-c2fc-914b2943c204"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2023-05-30 06:33:58</td>\n",
              "      <td>103.216.15.12</td>\n",
              "      <td>84.9.164.252</td>\n",
              "      <td>31225</td>\n",
              "      <td>17616</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>503</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>28.67</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-08-26 07:08:30</td>\n",
              "      <td>78.199.217.198</td>\n",
              "      <td>66.191.137.154</td>\n",
              "      <td>17245</td>\n",
              "      <td>48166</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1174</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.50</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2022-11-13 08:23:25</td>\n",
              "      <td>63.79.210.48</td>\n",
              "      <td>198.219.82.17</td>\n",
              "      <td>16811</td>\n",
              "      <td>53600</td>\n",
              "      <td>UDP</td>\n",
              "      <td>306</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>87.42</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2023-07-02 10:38:46</td>\n",
              "      <td>163.42.196.10</td>\n",
              "      <td>101.228.192.255</td>\n",
              "      <td>20018</td>\n",
              "      <td>32534</td>\n",
              "      <td>UDP</td>\n",
              "      <td>385</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15.79</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2023-07-16 13:11:07</td>\n",
              "      <td>71.166.185.76</td>\n",
              "      <td>189.243.174.238</td>\n",
              "      <td>6131</td>\n",
              "      <td>26646</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1462</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.52</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39995</th>\n",
              "      <td>2023-05-26 14:08:42</td>\n",
              "      <td>26.36.109.26</td>\n",
              "      <td>121.100.75.240</td>\n",
              "      <td>31005</td>\n",
              "      <td>6764</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1428</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>39.28</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39996</th>\n",
              "      <td>2023-03-27 00:38:27</td>\n",
              "      <td>17.21.163.81</td>\n",
              "      <td>196.108.134.78</td>\n",
              "      <td>2553</td>\n",
              "      <td>28091</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1184</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>27.25</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39997</th>\n",
              "      <td>2022-03-31 01:45:49</td>\n",
              "      <td>162.35.217.57</td>\n",
              "      <td>98.107.0.15</td>\n",
              "      <td>22505</td>\n",
              "      <td>25152</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1043</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>31.01</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39998</th>\n",
              "      <td>2023-09-22 18:32:38</td>\n",
              "      <td>208.72.233.205</td>\n",
              "      <td>173.79.112.252</td>\n",
              "      <td>20013</td>\n",
              "      <td>2703</td>\n",
              "      <td>UDP</td>\n",
              "      <td>483</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>97.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39999</th>\n",
              "      <td>2023-10-10 11:59:52</td>\n",
              "      <td>14.102.21.108</td>\n",
              "      <td>109.198.45.7</td>\n",
              "      <td>50137</td>\n",
              "      <td>55575</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1175</td>\n",
              "      <td>NaN</td>\n",
              "      <td>34.63</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>40000 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "0      2023-05-30 06:33:58     103.216.15.12           84.9.164.252   \n",
              "1      2020-08-26 07:08:30    78.199.217.198         66.191.137.154   \n",
              "2      2022-11-13 08:23:25      63.79.210.48          198.219.82.17   \n",
              "3      2023-07-02 10:38:46     163.42.196.10        101.228.192.255   \n",
              "4      2023-07-16 13:11:07     71.166.185.76        189.243.174.238   \n",
              "...                    ...               ...                    ...   \n",
              "39995  2023-05-26 14:08:42      26.36.109.26         121.100.75.240   \n",
              "39996  2023-03-27 00:38:27      17.21.163.81         196.108.134.78   \n",
              "39997  2022-03-31 01:45:49     162.35.217.57            98.107.0.15   \n",
              "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
              "39999  2023-10-10 11:59:52     14.102.21.108           109.198.45.7   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "0            31225             17616     ICMP            503   \n",
              "1            17245             48166     ICMP           1174   \n",
              "2            16811             53600      UDP            306   \n",
              "3            20018             32534      UDP            385   \n",
              "4             6131             26646      TCP           1462   \n",
              "...            ...               ...      ...            ...   \n",
              "39995        31005              6764      UDP           1428   \n",
              "39996         2553             28091      UDP           1184   \n",
              "39997        22505             25152      UDP           1043   \n",
              "39998        20013              2703      UDP            483   \n",
              "39999        50137             55575     ICMP           1175   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "0           IoC Detected           28.67    Not Triggered     Malware   \n",
              "1           IoC Detected           51.50    Not Triggered     Malware   \n",
              "2           IoC Detected           87.42  Alert Triggered        DDoS   \n",
              "3                    NaN           15.79  Alert Triggered     Malware   \n",
              "4                    NaN            0.52  Alert Triggered        DDoS   \n",
              "...                  ...             ...              ...         ...   \n",
              "39995       IoC Detected           39.28    Not Triggered        DDoS   \n",
              "39996       IoC Detected           27.25    Not Triggered        DDoS   \n",
              "39997       IoC Detected           31.01    Not Triggered        DDoS   \n",
              "39998       IoC Detected           97.85  Alert Triggered     Malware   \n",
              "39999                NaN           34.63  Alert Triggered   Intrusion   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "0      Known Pattern B            Low       Segment A      Log Data   \n",
              "1      Known Pattern A            Low       Segment B      Log Data   \n",
              "2      Known Pattern B            Low       Segment C      Log Data   \n",
              "3      Known Pattern B         Medium       Segment B           NaN   \n",
              "4      Known Pattern B            Low       Segment C           NaN   \n",
              "...                ...            ...             ...           ...   \n",
              "39995  Known Pattern A         Medium       Segment A      Log Data   \n",
              "39996  Known Pattern A           High       Segment C      Log Data   \n",
              "39997  Known Pattern B            Low       Segment C      Log Data   \n",
              "39998  Known Pattern B            Low       Segment B      Log Data   \n",
              "39999  Known Pattern B         Medium       Segment A      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "0                NaN     Server  \n",
              "1                NaN   Firewall  \n",
              "2         Alert Data   Firewall  \n",
              "3         Alert Data   Firewall  \n",
              "4         Alert Data   Firewall  \n",
              "...              ...        ...  \n",
              "39995     Alert Data   Firewall  \n",
              "39996            NaN   Firewall  \n",
              "39997     Alert Data     Server  \n",
              "39998            NaN     Server  \n",
              "39999     Alert Data   Firewall  \n",
              "\n",
              "[40000 rows x 17 columns]"
            ]
          },
          "execution_count": 96,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "result_low_severity"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3739259f",
      "metadata": {
        "id": "3739259f",
        "outputId": "28c27ab0-4c93-46d0-c9ab-467ecc595187"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Alerts/Warnings\n",
              "Not Triggered      20067\n",
              "Alert Triggered    19933\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 97,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['Alerts/Warnings'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1ecbd62a",
      "metadata": {
        "id": "1ecbd62a",
        "outputId": "5fd2a902-f973-4508-c219-128f87fb210e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Malware Indicators\n",
              "IoC Detected    20000\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 98,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['Malware Indicators'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5cbbe419",
      "metadata": {
        "id": "5cbbe419",
        "outputId": "f2854505-c198-4b8f-b3b0-7d5f67076df5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Attack Type\n",
              "DDoS         13428\n",
              "Malware      13307\n",
              "Intrusion    13265\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 99,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['Attack Type'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "84868ce8",
      "metadata": {
        "id": "84868ce8",
        "outputId": "15ed9512-87d3-4b45-b7cf-bf21bb4afc65"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2023-05-30 06:33:58</td>\n",
              "      <td>103.216.15.12</td>\n",
              "      <td>84.9.164.252</td>\n",
              "      <td>31225</td>\n",
              "      <td>17616</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>503</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>28.67</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-08-26 07:08:30</td>\n",
              "      <td>78.199.217.198</td>\n",
              "      <td>66.191.137.154</td>\n",
              "      <td>17245</td>\n",
              "      <td>48166</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1174</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.50</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2023-07-02 10:38:46</td>\n",
              "      <td>163.42.196.10</td>\n",
              "      <td>101.228.192.255</td>\n",
              "      <td>20018</td>\n",
              "      <td>32534</td>\n",
              "      <td>UDP</td>\n",
              "      <td>385</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>15.79</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2022-10-28 13:14:27</td>\n",
              "      <td>198.102.5.160</td>\n",
              "      <td>147.190.155.133</td>\n",
              "      <td>17430</td>\n",
              "      <td>52805</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1423</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>5.76</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2021-08-15 22:29:04</td>\n",
              "      <td>114.109.149.113</td>\n",
              "      <td>160.88.194.172</td>\n",
              "      <td>37918</td>\n",
              "      <td>50039</td>\n",
              "      <td>UDP</td>\n",
              "      <td>224</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>16.51</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39987</th>\n",
              "      <td>2022-11-05 11:34:58</td>\n",
              "      <td>19.154.37.195</td>\n",
              "      <td>163.191.169.236</td>\n",
              "      <td>21994</td>\n",
              "      <td>29359</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>248</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>4.45</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39988</th>\n",
              "      <td>2021-02-09 03:53:42</td>\n",
              "      <td>160.10.82.152</td>\n",
              "      <td>1.179.113.201</td>\n",
              "      <td>31591</td>\n",
              "      <td>35141</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1318</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>19.41</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39989</th>\n",
              "      <td>2020-02-25 12:10:40</td>\n",
              "      <td>109.15.148.90</td>\n",
              "      <td>136.251.191.39</td>\n",
              "      <td>22088</td>\n",
              "      <td>11285</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1002</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>90.55</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39992</th>\n",
              "      <td>2021-08-13 18:57:13</td>\n",
              "      <td>163.227.253.64</td>\n",
              "      <td>98.219.251.81</td>\n",
              "      <td>4492</td>\n",
              "      <td>20181</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1010</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>11.28</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39998</th>\n",
              "      <td>2023-09-22 18:32:38</td>\n",
              "      <td>208.72.233.205</td>\n",
              "      <td>173.79.112.252</td>\n",
              "      <td>20013</td>\n",
              "      <td>2703</td>\n",
              "      <td>UDP</td>\n",
              "      <td>483</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>97.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>13307 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "0      2023-05-30 06:33:58     103.216.15.12           84.9.164.252   \n",
              "1      2020-08-26 07:08:30    78.199.217.198         66.191.137.154   \n",
              "3      2023-07-02 10:38:46     163.42.196.10        101.228.192.255   \n",
              "5      2022-10-28 13:14:27     198.102.5.160        147.190.155.133   \n",
              "9      2021-08-15 22:29:04   114.109.149.113         160.88.194.172   \n",
              "...                    ...               ...                    ...   \n",
              "39987  2022-11-05 11:34:58     19.154.37.195        163.191.169.236   \n",
              "39988  2021-02-09 03:53:42     160.10.82.152          1.179.113.201   \n",
              "39989  2020-02-25 12:10:40     109.15.148.90         136.251.191.39   \n",
              "39992  2021-08-13 18:57:13    163.227.253.64          98.219.251.81   \n",
              "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "0            31225             17616     ICMP            503   \n",
              "1            17245             48166     ICMP           1174   \n",
              "3            20018             32534      UDP            385   \n",
              "5            17430             52805      UDP           1423   \n",
              "9            37918             50039      UDP            224   \n",
              "...            ...               ...      ...            ...   \n",
              "39987        21994             29359     ICMP            248   \n",
              "39988        31591             35141     ICMP           1318   \n",
              "39989        22088             11285      UDP           1002   \n",
              "39992         4492             20181      TCP           1010   \n",
              "39998        20013              2703      UDP            483   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "0           IoC Detected           28.67    Not Triggered     Malware   \n",
              "1           IoC Detected           51.50    Not Triggered     Malware   \n",
              "3           Not Detected           15.79  Alert Triggered     Malware   \n",
              "5           Not Detected            5.76    Not Triggered     Malware   \n",
              "9           Not Detected           16.51  Alert Triggered     Malware   \n",
              "...                  ...             ...              ...         ...   \n",
              "39987       IoC Detected            4.45    Not Triggered     Malware   \n",
              "39988       IoC Detected           19.41    Not Triggered     Malware   \n",
              "39989       Not Detected           90.55    Not Triggered     Malware   \n",
              "39992       IoC Detected           11.28    Not Triggered     Malware   \n",
              "39998       IoC Detected           97.85  Alert Triggered     Malware   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "0      Known Pattern B            Low       Segment A      Log Data   \n",
              "1      Known Pattern A            Low       Segment B      Log Data   \n",
              "3      Known Pattern B         Medium       Segment B           NaN   \n",
              "5      Known Pattern A         Medium       Segment C           NaN   \n",
              "9      Known Pattern B         Medium       Segment A           NaN   \n",
              "...                ...            ...             ...           ...   \n",
              "39987  Known Pattern B            Low       Segment B      Log Data   \n",
              "39988  Known Pattern B            Low       Segment A      Log Data   \n",
              "39989  Known Pattern B         Medium       Segment A      Log Data   \n",
              "39992  Known Pattern B            Low       Segment B           NaN   \n",
              "39998  Known Pattern B            Low       Segment B      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "0                NaN     Server  \n",
              "1                NaN   Firewall  \n",
              "3         Alert Data   Firewall  \n",
              "5                NaN     Server  \n",
              "9                NaN     Server  \n",
              "...              ...        ...  \n",
              "39987     Alert Data     Server  \n",
              "39988            NaN     Server  \n",
              "39989            NaN   Firewall  \n",
              "39992            NaN     Server  \n",
              "39998            NaN     Server  \n",
              "\n",
              "[13307 rows x 17 columns]"
            ]
          },
          "execution_count": 100,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "mask = (cyber_sec_subset['Attack Type'] =='Malware')\n",
        "cyber_sec_subset.loc[mask,'Malware Indicators'] = cyber_sec_subset.loc[mask,'Malware Indicators'].fillna('Not Detected')\n",
        "cyber_sec_subset[cyber_sec_subset['Attack Type'] =='Malware']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "84069f60",
      "metadata": {
        "id": "84069f60",
        "outputId": "af850c13-5702-4690-9fbd-0e96889e69ed"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
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              "        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>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2023-02-12 07:13:17</td>\n",
              "      <td>11.48.99.245</td>\n",
              "      <td>178.157.14.116</td>\n",
              "      <td>34489</td>\n",
              "      <td>20396</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1022</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>54.05</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2023-06-27 11:02:56</td>\n",
              "      <td>49.32.208.167</td>\n",
              "      <td>72.202.237.9</td>\n",
              "      <td>56296</td>\n",
              "      <td>20857</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1281</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>56.34</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>2020-09-30 21:35:31</td>\n",
              "      <td>57.91.207.84</td>\n",
              "      <td>98.96.110.38</td>\n",
              "      <td>53471</td>\n",
              "      <td>38048</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>64</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>74.20</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>2023-09-15 20:35:21</td>\n",
              "      <td>130.163.192.252</td>\n",
              "      <td>12.192.2.112</td>\n",
              "      <td>24912</td>\n",
              "      <td>21176</td>\n",
              "      <td>TCP</td>\n",
              "      <td>425</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>91.56</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>2023-10-06 02:37:35</td>\n",
              "      <td>128.47.86.24</td>\n",
              "      <td>9.149.23.14</td>\n",
              "      <td>23021</td>\n",
              "      <td>31279</td>\n",
              "      <td>UDP</td>\n",
              "      <td>433</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>89.86</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39985</th>\n",
              "      <td>2022-04-08 08:44:40</td>\n",
              "      <td>66.33.24.5</td>\n",
              "      <td>160.140.249.175</td>\n",
              "      <td>44916</td>\n",
              "      <td>11275</td>\n",
              "      <td>TCP</td>\n",
              "      <td>798</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>40.43</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39991</th>\n",
              "      <td>2020-11-14 05:41:54</td>\n",
              "      <td>66.200.132.243</td>\n",
              "      <td>88.211.51.78</td>\n",
              "      <td>8125</td>\n",
              "      <td>25130</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>81</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>34.13</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39993</th>\n",
              "      <td>2022-09-07 00:49:00</td>\n",
              "      <td>214.124.216.123</td>\n",
              "      <td>182.116.16.113</td>\n",
              "      <td>56538</td>\n",
              "      <td>63148</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1478</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>87.59</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39994</th>\n",
              "      <td>2023-06-06 10:49:11</td>\n",
              "      <td>148.186.164.130</td>\n",
              "      <td>191.150.79.23</td>\n",
              "      <td>36782</td>\n",
              "      <td>9565</td>\n",
              "      <td>UDP</td>\n",
              "      <td>156</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>60.48</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39999</th>\n",
              "      <td>2023-10-10 11:59:52</td>\n",
              "      <td>14.102.21.108</td>\n",
              "      <td>109.198.45.7</td>\n",
              "      <td>50137</td>\n",
              "      <td>55575</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1175</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>34.63</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>13265 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "7      2023-02-12 07:13:17      11.48.99.245         178.157.14.116   \n",
              "8      2023-06-27 11:02:56     49.32.208.167           72.202.237.9   \n",
              "12     2020-09-30 21:35:31      57.91.207.84           98.96.110.38   \n",
              "15     2023-09-15 20:35:21   130.163.192.252           12.192.2.112   \n",
              "25     2023-10-06 02:37:35      128.47.86.24            9.149.23.14   \n",
              "...                    ...               ...                    ...   \n",
              "39985  2022-04-08 08:44:40        66.33.24.5        160.140.249.175   \n",
              "39991  2020-11-14 05:41:54    66.200.132.243           88.211.51.78   \n",
              "39993  2022-09-07 00:49:00   214.124.216.123         182.116.16.113   \n",
              "39994  2023-06-06 10:49:11   148.186.164.130          191.150.79.23   \n",
              "39999  2023-10-10 11:59:52     14.102.21.108           109.198.45.7   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "7            34489             20396     ICMP           1022   \n",
              "8            56296             20857      TCP           1281   \n",
              "12           53471             38048     ICMP             64   \n",
              "15           24912             21176      TCP            425   \n",
              "25           23021             31279      UDP            433   \n",
              "...            ...               ...      ...            ...   \n",
              "39985        44916             11275      TCP            798   \n",
              "39991         8125             25130     ICMP             81   \n",
              "39993        56538             63148     ICMP           1478   \n",
              "39994        36782              9565      UDP            156   \n",
              "39999        50137             55575     ICMP           1175   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "7           IoC Detected           54.05  Alert Triggered   Intrusion   \n",
              "8           IoC Detected           56.34  Alert Triggered   Intrusion   \n",
              "12        Not Applicable           74.20  Alert Triggered   Intrusion   \n",
              "15        Not Applicable           91.56  Alert Triggered   Intrusion   \n",
              "25        Not Applicable           89.86  Alert Triggered   Intrusion   \n",
              "...                  ...             ...              ...         ...   \n",
              "39985       IoC Detected           40.43  Alert Triggered   Intrusion   \n",
              "39991       IoC Detected           34.13  Alert Triggered   Intrusion   \n",
              "39993       IoC Detected           87.59  Alert Triggered   Intrusion   \n",
              "39994     Not Applicable           60.48  Alert Triggered   Intrusion   \n",
              "39999     Not Applicable           34.63  Alert Triggered   Intrusion   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "7      Known Pattern A           High       Segment A      Log Data   \n",
              "8      Known Pattern A           High       Segment B      Log Data   \n",
              "12     Known Pattern A         Medium       Segment B      Log Data   \n",
              "15     Known Pattern B         Medium       Segment C      Log Data   \n",
              "25     Known Pattern A            Low       Segment C      Log Data   \n",
              "...                ...            ...             ...           ...   \n",
              "39985  Known Pattern A         Medium       Segment A           NaN   \n",
              "39991  Known Pattern A            Low       Segment A      Log Data   \n",
              "39993  Known Pattern A           High       Segment C      Log Data   \n",
              "39994  Known Pattern A           High       Segment B      Log Data   \n",
              "39999  Known Pattern B         Medium       Segment A      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "7         Alert Data   Firewall  \n",
              "8         Alert Data     Server  \n",
              "12        Alert Data     Server  \n",
              "15               NaN   Firewall  \n",
              "25        Alert Data   Firewall  \n",
              "...              ...        ...  \n",
              "39985     Alert Data     Server  \n",
              "39991     Alert Data   Firewall  \n",
              "39993     Alert Data     Server  \n",
              "39994            NaN   Firewall  \n",
              "39999     Alert Data   Firewall  \n",
              "\n",
              "[13265 rows x 17 columns]"
            ]
          },
          "execution_count": 102,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "mask = ((cyber_sec_subset['Attack Type'] =='DDoS') |(cyber_sec_subset['Attack Type'] =='Intrusion') )\n",
        "cyber_sec_subset.loc[mask,'Malware Indicators'] = cyber_sec_subset.loc[mask,'Malware Indicators'].fillna('Not Applicable')\n",
        "cyber_sec_subset[cyber_sec_subset['Attack Type'] =='Intrusion']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "d6d89d18",
      "metadata": {
        "id": "d6d89d18",
        "outputId": "4bd73001-c784-4581-a116-cd1113db9bda"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                     0\n",
              "Source IP Address             0\n",
              "Destination IP Address        0\n",
              "Source Port                   0\n",
              "Destination Port              0\n",
              "Protocol                      0\n",
              "Packet Length                 0\n",
              "Malware Indicators            0\n",
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              "Alerts/Warnings               0\n",
              "Attack Type                   0\n",
              "Attack Signature              0\n",
              "Severity Level                0\n",
              "Network Segment               0\n",
              "Firewall Logs             19961\n",
              "IDS/IPS Alerts            20050\n",
              "Log Source                    0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 103,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset.isna().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "0ef17f82",
      "metadata": {
        "id": "0ef17f82",
        "outputId": "b1553b9d-506a-4a63-9b11-b45dd5a8d55f"
      },
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
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              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2023-07-02 10:38:46</td>\n",
              "      <td>163.42.196.10</td>\n",
              "      <td>101.228.192.255</td>\n",
              "      <td>20018</td>\n",
              "      <td>32534</td>\n",
              "      <td>UDP</td>\n",
              "      <td>385</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>15.79</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2023-07-16 13:11:07</td>\n",
              "      <td>71.166.185.76</td>\n",
              "      <td>189.243.174.238</td>\n",
              "      <td>6131</td>\n",
              "      <td>26646</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1462</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>0.52</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2022-10-28 13:14:27</td>\n",
              "      <td>198.102.5.160</td>\n",
              "      <td>147.190.155.133</td>\n",
              "      <td>17430</td>\n",
              "      <td>52805</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1423</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>5.76</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2021-08-15 22:29:04</td>\n",
              "      <td>114.109.149.113</td>\n",
              "      <td>160.88.194.172</td>\n",
              "      <td>37918</td>\n",
              "      <td>50039</td>\n",
              "      <td>UDP</td>\n",
              "      <td>224</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>16.51</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>2022-07-20 13:28:50</td>\n",
              "      <td>177.21.83.200</td>\n",
              "      <td>196.218.124.169</td>\n",
              "      <td>35538</td>\n",
              "      <td>35006</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>661</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>24.91</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39984</th>\n",
              "      <td>2023-09-16 07:57:45</td>\n",
              "      <td>168.119.246.120</td>\n",
              "      <td>106.225.9.156</td>\n",
              "      <td>57237</td>\n",
              "      <td>46882</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>708</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>54.60</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39985</th>\n",
              "      <td>2022-04-08 08:44:40</td>\n",
              "      <td>66.33.24.5</td>\n",
              "      <td>160.140.249.175</td>\n",
              "      <td>44916</td>\n",
              "      <td>11275</td>\n",
              "      <td>TCP</td>\n",
              "      <td>798</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>40.43</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39986</th>\n",
              "      <td>2023-01-09 02:03:32</td>\n",
              "      <td>45.144.27.57</td>\n",
              "      <td>29.82.15.40</td>\n",
              "      <td>39932</td>\n",
              "      <td>51961</td>\n",
              "      <td>TCP</td>\n",
              "      <td>895</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>65.36</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39990</th>\n",
              "      <td>2022-03-17 12:32:16</td>\n",
              "      <td>149.46.211.219</td>\n",
              "      <td>62.75.28.249</td>\n",
              "      <td>58709</td>\n",
              "      <td>2951</td>\n",
              "      <td>TCP</td>\n",
              "      <td>227</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>96.07</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39992</th>\n",
              "      <td>2021-08-13 18:57:13</td>\n",
              "      <td>163.227.253.64</td>\n",
              "      <td>98.219.251.81</td>\n",
              "      <td>4492</td>\n",
              "      <td>20181</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1010</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>11.28</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>19961 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "3      2023-07-02 10:38:46     163.42.196.10        101.228.192.255   \n",
              "4      2023-07-16 13:11:07     71.166.185.76        189.243.174.238   \n",
              "5      2022-10-28 13:14:27     198.102.5.160        147.190.155.133   \n",
              "9      2021-08-15 22:29:04   114.109.149.113         160.88.194.172   \n",
              "10     2022-07-20 13:28:50     177.21.83.200        196.218.124.169   \n",
              "...                    ...               ...                    ...   \n",
              "39984  2023-09-16 07:57:45   168.119.246.120          106.225.9.156   \n",
              "39985  2022-04-08 08:44:40        66.33.24.5        160.140.249.175   \n",
              "39986  2023-01-09 02:03:32      45.144.27.57            29.82.15.40   \n",
              "39990  2022-03-17 12:32:16    149.46.211.219           62.75.28.249   \n",
              "39992  2021-08-13 18:57:13    163.227.253.64          98.219.251.81   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "3            20018             32534      UDP            385   \n",
              "4             6131             26646      TCP           1462   \n",
              "5            17430             52805      UDP           1423   \n",
              "9            37918             50039      UDP            224   \n",
              "10           35538             35006     ICMP            661   \n",
              "...            ...               ...      ...            ...   \n",
              "39984        57237             46882     ICMP            708   \n",
              "39985        44916             11275      TCP            798   \n",
              "39986        39932             51961      TCP            895   \n",
              "39990        58709              2951      TCP            227   \n",
              "39992         4492             20181      TCP           1010   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "3           Not Detected           15.79  Alert Triggered     Malware   \n",
              "4         Not Applicable            0.52  Alert Triggered        DDoS   \n",
              "5           Not Detected            5.76    Not Triggered     Malware   \n",
              "9           Not Detected           16.51  Alert Triggered     Malware   \n",
              "10          Not Detected           24.91  Alert Triggered     Malware   \n",
              "...                  ...             ...              ...         ...   \n",
              "39984       IoC Detected           54.60  Alert Triggered   Intrusion   \n",
              "39985       IoC Detected           40.43  Alert Triggered   Intrusion   \n",
              "39986       Not Detected           65.36    Not Triggered     Malware   \n",
              "39990     Not Applicable           96.07    Not Triggered        DDoS   \n",
              "39992       IoC Detected           11.28    Not Triggered     Malware   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "3      Known Pattern B         Medium       Segment B           NaN   \n",
              "4      Known Pattern B            Low       Segment C           NaN   \n",
              "5      Known Pattern A         Medium       Segment C           NaN   \n",
              "9      Known Pattern B         Medium       Segment A           NaN   \n",
              "10     Known Pattern B         Medium       Segment B           NaN   \n",
              "...                ...            ...             ...           ...   \n",
              "39984  Known Pattern B            Low       Segment A           NaN   \n",
              "39985  Known Pattern A         Medium       Segment A           NaN   \n",
              "39986  Known Pattern A            Low       Segment C           NaN   \n",
              "39990  Known Pattern A         Medium       Segment C           NaN   \n",
              "39992  Known Pattern B            Low       Segment B           NaN   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "3         Alert Data   Firewall  \n",
              "4         Alert Data   Firewall  \n",
              "5                NaN     Server  \n",
              "9                NaN     Server  \n",
              "10               NaN     Server  \n",
              "...              ...        ...  \n",
              "39984            NaN   Firewall  \n",
              "39985     Alert Data     Server  \n",
              "39986     Alert Data     Server  \n",
              "39990     Alert Data   Firewall  \n",
              "39992            NaN     Server  \n",
              "\n",
              "[19961 rows x 17 columns]"
            ]
          },
          "execution_count": 104,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset[cyber_sec_subset ['Firewall Logs'].isna()]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a8cbad42",
      "metadata": {
        "id": "a8cbad42",
        "outputId": "1283db71-57a1-4ee2-c480-4ac57e61e55c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Firewall Logs\n",
              "Log Data    20039\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 105,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['Firewall Logs'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "fa7c356f",
      "metadata": {
        "id": "fa7c356f",
        "outputId": "f426177a-7845-4e9f-d311-d24ff962787f"
      },
      "outputs": [
        {
          "data": {
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2023-05-30 06:33:58</td>\n",
              "      <td>103.216.15.12</td>\n",
              "      <td>84.9.164.252</td>\n",
              "      <td>31225</td>\n",
              "      <td>17616</td>\n",
              "      <td>ICMP</td>\n",
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              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-08-26 07:08:30</td>\n",
              "      <td>78.199.217.198</td>\n",
              "      <td>66.191.137.154</td>\n",
              "      <td>17245</td>\n",
              "      <td>48166</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1174</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.50</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2022-10-28 13:14:27</td>\n",
              "      <td>198.102.5.160</td>\n",
              "      <td>147.190.155.133</td>\n",
              "      <td>17430</td>\n",
              "      <td>52805</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1423</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>5.76</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2022-05-16 17:55:43</td>\n",
              "      <td>97.253.103.59</td>\n",
              "      <td>77.16.101.53</td>\n",
              "      <td>26562</td>\n",
              "      <td>17416</td>\n",
              "      <td>TCP</td>\n",
              "      <td>379</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>31.55</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2021-08-15 22:29:04</td>\n",
              "      <td>114.109.149.113</td>\n",
              "      <td>160.88.194.172</td>\n",
              "      <td>37918</td>\n",
              "      <td>50039</td>\n",
              "      <td>UDP</td>\n",
              "      <td>224</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>16.51</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39989</th>\n",
              "      <td>2020-02-25 12:10:40</td>\n",
              "      <td>109.15.148.90</td>\n",
              "      <td>136.251.191.39</td>\n",
              "      <td>22088</td>\n",
              "      <td>11285</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1002</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>90.55</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39992</th>\n",
              "      <td>2021-08-13 18:57:13</td>\n",
              "      <td>163.227.253.64</td>\n",
              "      <td>98.219.251.81</td>\n",
              "      <td>4492</td>\n",
              "      <td>20181</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1010</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>11.28</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39994</th>\n",
              "      <td>2023-06-06 10:49:11</td>\n",
              "      <td>148.186.164.130</td>\n",
              "      <td>191.150.79.23</td>\n",
              "      <td>36782</td>\n",
              "      <td>9565</td>\n",
              "      <td>UDP</td>\n",
              "      <td>156</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>60.48</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39996</th>\n",
              "      <td>2023-03-27 00:38:27</td>\n",
              "      <td>17.21.163.81</td>\n",
              "      <td>196.108.134.78</td>\n",
              "      <td>2553</td>\n",
              "      <td>28091</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1184</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>27.25</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39998</th>\n",
              "      <td>2023-09-22 18:32:38</td>\n",
              "      <td>208.72.233.205</td>\n",
              "      <td>173.79.112.252</td>\n",
              "      <td>20013</td>\n",
              "      <td>2703</td>\n",
              "      <td>UDP</td>\n",
              "      <td>483</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>97.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>20050 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "0      2023-05-30 06:33:58     103.216.15.12           84.9.164.252   \n",
              "1      2020-08-26 07:08:30    78.199.217.198         66.191.137.154   \n",
              "5      2022-10-28 13:14:27     198.102.5.160        147.190.155.133   \n",
              "6      2022-05-16 17:55:43     97.253.103.59           77.16.101.53   \n",
              "9      2021-08-15 22:29:04   114.109.149.113         160.88.194.172   \n",
              "...                    ...               ...                    ...   \n",
              "39989  2020-02-25 12:10:40     109.15.148.90         136.251.191.39   \n",
              "39992  2021-08-13 18:57:13    163.227.253.64          98.219.251.81   \n",
              "39994  2023-06-06 10:49:11   148.186.164.130          191.150.79.23   \n",
              "39996  2023-03-27 00:38:27      17.21.163.81         196.108.134.78   \n",
              "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "0            31225             17616     ICMP            503   \n",
              "1            17245             48166     ICMP           1174   \n",
              "5            17430             52805      UDP           1423   \n",
              "6            26562             17416      TCP            379   \n",
              "9            37918             50039      UDP            224   \n",
              "...            ...               ...      ...            ...   \n",
              "39989        22088             11285      UDP           1002   \n",
              "39992         4492             20181      TCP           1010   \n",
              "39994        36782              9565      UDP            156   \n",
              "39996         2553             28091      UDP           1184   \n",
              "39998        20013              2703      UDP            483   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "0           IoC Detected           28.67    Not Triggered     Malware   \n",
              "1           IoC Detected           51.50    Not Triggered     Malware   \n",
              "5           Not Detected            5.76    Not Triggered     Malware   \n",
              "6         Not Applicable           31.55    Not Triggered        DDoS   \n",
              "9           Not Detected           16.51  Alert Triggered     Malware   \n",
              "...                  ...             ...              ...         ...   \n",
              "39989       Not Detected           90.55    Not Triggered     Malware   \n",
              "39992       IoC Detected           11.28    Not Triggered     Malware   \n",
              "39994     Not Applicable           60.48  Alert Triggered   Intrusion   \n",
              "39996       IoC Detected           27.25    Not Triggered        DDoS   \n",
              "39998       IoC Detected           97.85  Alert Triggered     Malware   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "0      Known Pattern B            Low       Segment A      Log Data   \n",
              "1      Known Pattern A            Low       Segment B      Log Data   \n",
              "5      Known Pattern A         Medium       Segment C           NaN   \n",
              "6      Known Pattern B           High       Segment A      Log Data   \n",
              "9      Known Pattern B         Medium       Segment A           NaN   \n",
              "...                ...            ...             ...           ...   \n",
              "39989  Known Pattern B         Medium       Segment A      Log Data   \n",
              "39992  Known Pattern B            Low       Segment B           NaN   \n",
              "39994  Known Pattern A           High       Segment B      Log Data   \n",
              "39996  Known Pattern A           High       Segment C      Log Data   \n",
              "39998  Known Pattern B            Low       Segment B      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "0                NaN     Server  \n",
              "1                NaN   Firewall  \n",
              "5                NaN     Server  \n",
              "6                NaN     Server  \n",
              "9                NaN     Server  \n",
              "...              ...        ...  \n",
              "39989            NaN   Firewall  \n",
              "39992            NaN     Server  \n",
              "39994            NaN   Firewall  \n",
              "39996            NaN   Firewall  \n",
              "39998            NaN     Server  \n",
              "\n",
              "[20050 rows x 17 columns]"
            ]
          },
          "execution_count": 106,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset[cyber_sec_subset ['IDS/IPS Alerts'].isna()]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "fbe248fc",
      "metadata": {
        "id": "fbe248fc",
        "outputId": "e0427017-4292-4bad-8e06-703320877f0e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "IDS/IPS Alerts\n",
              "Alert Data    19950\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 107,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['IDS/IPS Alerts'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "c3de0f9c",
      "metadata": {
        "id": "c3de0f9c"
      },
      "outputs": [],
      "source": [
        "IDS_IPS_Alerts_fillna = cyber_sec_subset['IDS/IPS Alerts'].fillna('none')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ef149e4d",
      "metadata": {
        "id": "ef149e4d",
        "outputId": "ce5c6def-1175-49e7-9e46-6c442c6385e3"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0              none\n",
              "1              none\n",
              "2        Alert Data\n",
              "3        Alert Data\n",
              "4        Alert Data\n",
              "            ...    \n",
              "39995    Alert Data\n",
              "39996          none\n",
              "39997    Alert Data\n",
              "39998          none\n",
              "39999    Alert Data\n",
              "Name: IDS/IPS Alerts, Length: 40000, dtype: object"
            ]
          },
          "execution_count": 109,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "IDS_IPS_Alerts_fillna"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4698c1a2",
      "metadata": {
        "id": "4698c1a2"
      },
      "outputs": [],
      "source": [
        "cyber_sec_subset['Firewall Logs'] = cyber_sec_subset['Firewall Logs'].fillna('none')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "ea096425",
      "metadata": {
        "id": "ea096425",
        "outputId": "fdc06610-b70f-4bff-9ad9-558b6e688671"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                     0\n",
              "Source IP Address             0\n",
              "Destination IP Address        0\n",
              "Source Port                   0\n",
              "Destination Port              0\n",
              "Protocol                      0\n",
              "Packet Length                 0\n",
              "Malware Indicators            0\n",
              "Anomaly Scores                0\n",
              "Alerts/Warnings               0\n",
              "Attack Type                   0\n",
              "Attack Signature              0\n",
              "Severity Level                0\n",
              "Network Segment               0\n",
              "Firewall Logs             19961\n",
              "IDS/IPS Alerts            20050\n",
              "Log Source                    0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 111,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset.isna().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "34df6a3e",
      "metadata": {
        "id": "34df6a3e",
        "outputId": "08e39dcc-23d9-4508-99fa-1565109f62a7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "IDS/IPS Alerts\n",
              "Alert Data    19950\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 112,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['IDS/IPS Alerts'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1571c4e0",
      "metadata": {
        "id": "1571c4e0",
        "outputId": "931a8fbe-dd6c-420b-bea8-76a4ee82b4f7"
      },
      "outputs": [
        {
          "ename": "KeyError",
          "evalue": "'Firewall Logs'",
          "output_type": "error",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "Cell \u001b[1;32mIn[113], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m cyber_sec_subset\u001b[38;5;241m.\u001b[39mloc[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFirewall Logs\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m cyber_sec_subset\u001b[38;5;241m.\u001b[39mloc[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFirewall Logs\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mfillna(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnone\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1103\u001b[0m, in \u001b[0;36m_LocationIndexer.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1100\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxis \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m   1102\u001b[0m maybe_callable \u001b[38;5;241m=\u001b[39m com\u001b[38;5;241m.\u001b[39mapply_if_callable(key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj)\n\u001b[1;32m-> 1103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_axis(maybe_callable, axis\u001b[38;5;241m=\u001b[39maxis)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1343\u001b[0m, in \u001b[0;36m_LocIndexer._getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1341\u001b[0m \u001b[38;5;66;03m# fall thru to straight lookup\u001b[39;00m\n\u001b[0;32m   1342\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_key(key, axis)\n\u001b[1;32m-> 1343\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_label(key, axis\u001b[38;5;241m=\u001b[39maxis)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1293\u001b[0m, in \u001b[0;36m_LocIndexer._get_label\u001b[1;34m(self, label, axis)\u001b[0m\n\u001b[0;32m   1291\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_label\u001b[39m(\u001b[38;5;28mself\u001b[39m, label, axis: AxisInt):\n\u001b[0;32m   1292\u001b[0m     \u001b[38;5;66;03m# GH#5567 this will fail if the label is not present in the axis.\u001b[39;00m\n\u001b[1;32m-> 1293\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39mxs(label, axis\u001b[38;5;241m=\u001b[39maxis)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\generic.py:4095\u001b[0m, in \u001b[0;36mNDFrame.xs\u001b[1;34m(self, key, axis, level, drop_level)\u001b[0m\n\u001b[0;32m   4093\u001b[0m             new_index \u001b[38;5;241m=\u001b[39m index[loc]\n\u001b[0;32m   4094\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 4095\u001b[0m     loc \u001b[38;5;241m=\u001b[39m index\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m   4097\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(loc, np\u001b[38;5;241m.\u001b[39mndarray):\n\u001b[0;32m   4098\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m loc\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m==\u001b[39m np\u001b[38;5;241m.\u001b[39mbool_:\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\range.py:349\u001b[0m, in \u001b[0;36mRangeIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m    347\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m    348\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Hashable):\n\u001b[1;32m--> 349\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key)\n\u001b[0;32m    350\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n\u001b[0;32m    351\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key)\n",
            "\u001b[1;31mKeyError\u001b[0m: 'Firewall Logs'"
          ]
        }
      ],
      "source": [
        "cyber_sec_subset.loc['Firewall Logs'] = cyber_sec_subset.loc['Firewall Logs'].fillna('none')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b7a4765a",
      "metadata": {
        "id": "b7a4765a",
        "outputId": "ae441660-f131-4309-90a8-6f9c5c635fef"
      },
      "outputs": [
        {
          "ename": "KeyError",
          "evalue": "'Firewall Logs'",
          "output_type": "error",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "Cell \u001b[1;32mIn[114], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m cyber_sec_subset\u001b[38;5;241m.\u001b[39mloc[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFirewall Logs\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mfillna(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnone\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1103\u001b[0m, in \u001b[0;36m_LocationIndexer.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1100\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxis \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m   1102\u001b[0m maybe_callable \u001b[38;5;241m=\u001b[39m com\u001b[38;5;241m.\u001b[39mapply_if_callable(key, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj)\n\u001b[1;32m-> 1103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_axis(maybe_callable, axis\u001b[38;5;241m=\u001b[39maxis)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1343\u001b[0m, in \u001b[0;36m_LocIndexer._getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1341\u001b[0m \u001b[38;5;66;03m# fall thru to straight lookup\u001b[39;00m\n\u001b[0;32m   1342\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_key(key, axis)\n\u001b[1;32m-> 1343\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_label(key, axis\u001b[38;5;241m=\u001b[39maxis)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexing.py:1293\u001b[0m, in \u001b[0;36m_LocIndexer._get_label\u001b[1;34m(self, label, axis)\u001b[0m\n\u001b[0;32m   1291\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_label\u001b[39m(\u001b[38;5;28mself\u001b[39m, label, axis: AxisInt):\n\u001b[0;32m   1292\u001b[0m     \u001b[38;5;66;03m# GH#5567 this will fail if the label is not present in the axis.\u001b[39;00m\n\u001b[1;32m-> 1293\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39mxs(label, axis\u001b[38;5;241m=\u001b[39maxis)\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\generic.py:4095\u001b[0m, in \u001b[0;36mNDFrame.xs\u001b[1;34m(self, key, axis, level, drop_level)\u001b[0m\n\u001b[0;32m   4093\u001b[0m             new_index \u001b[38;5;241m=\u001b[39m index[loc]\n\u001b[0;32m   4094\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 4095\u001b[0m     loc \u001b[38;5;241m=\u001b[39m index\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m   4097\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(loc, np\u001b[38;5;241m.\u001b[39mndarray):\n\u001b[0;32m   4098\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m loc\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m==\u001b[39m np\u001b[38;5;241m.\u001b[39mbool_:\n",
            "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\range.py:349\u001b[0m, in \u001b[0;36mRangeIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m    347\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m    348\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Hashable):\n\u001b[1;32m--> 349\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key)\n\u001b[0;32m    350\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n\u001b[0;32m    351\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key)\n",
            "\u001b[1;31mKeyError\u001b[0m: 'Firewall Logs'"
          ]
        }
      ],
      "source": [
        "cyber_sec_subset.loc['Firewall Logs'].fillna('none')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8e6fdcc0",
      "metadata": {
        "id": "8e6fdcc0",
        "outputId": "3a483eb4-6219-4f09-f825-700718dbcf15"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "IDS/IPS Alerts\n",
              "Alert Data    19950\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 115,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "col = cyber_sec_subset['IDS/IPS Alerts'].value_counts()\n",
        "col"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "dc45da9d",
      "metadata": {
        "id": "dc45da9d"
      },
      "outputs": [],
      "source": [
        "cyber_sec_subset['Firewall Logs'] = cyber_sec_subset['Firewall Logs'].fillna('none')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "8cfff64c",
      "metadata": {
        "id": "8cfff64c",
        "outputId": "81c4c50d-d2f4-463d-9bce-c95416514fcc"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                     0\n",
              "Source IP Address             0\n",
              "Destination IP Address        0\n",
              "Source Port                   0\n",
              "Destination Port              0\n",
              "Protocol                      0\n",
              "Packet Length                 0\n",
              "Malware Indicators            0\n",
              "Anomaly Scores                0\n",
              "Alerts/Warnings               0\n",
              "Attack Type                   0\n",
              "Attack Signature              0\n",
              "Severity Level                0\n",
              "Network Segment               0\n",
              "Firewall Logs                 0\n",
              "IDS/IPS Alerts            20050\n",
              "Log Source                    0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 118,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset.isna().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "100bda4f",
      "metadata": {
        "id": "100bda4f"
      },
      "outputs": [],
      "source": [
        "cyber_sec_subset['IDS/IPS Alerts'] = cyber_sec_subset['IDS/IPS Alerts'].fillna('none')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2d3e28db",
      "metadata": {
        "id": "2d3e28db",
        "outputId": "1136f5e1-10a5-4701-d2b6-696692b599ad"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                 0\n",
              "Source IP Address         0\n",
              "Destination IP Address    0\n",
              "Source Port               0\n",
              "Destination Port          0\n",
              "Protocol                  0\n",
              "Packet Length             0\n",
              "Malware Indicators        0\n",
              "Anomaly Scores            0\n",
              "Alerts/Warnings           0\n",
              "Attack Type               0\n",
              "Attack Signature          0\n",
              "Severity Level            0\n",
              "Network Segment           0\n",
              "Firewall Logs             0\n",
              "IDS/IPS Alerts            0\n",
              "Log Source                0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 120,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset.isna().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b0aa4936",
      "metadata": {
        "id": "b0aa4936",
        "outputId": "44787e6f-de97-4b6c-b09b-e9ca6e339656"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2023-05-30 06:33:58</td>\n",
              "      <td>103.216.15.12</td>\n",
              "      <td>84.9.164.252</td>\n",
              "      <td>31225</td>\n",
              "      <td>17616</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>503</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>28.67</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-08-26 07:08:30</td>\n",
              "      <td>78.199.217.198</td>\n",
              "      <td>66.191.137.154</td>\n",
              "      <td>17245</td>\n",
              "      <td>48166</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1174</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.50</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2022-11-13 08:23:25</td>\n",
              "      <td>63.79.210.48</td>\n",
              "      <td>198.219.82.17</td>\n",
              "      <td>16811</td>\n",
              "      <td>53600</td>\n",
              "      <td>UDP</td>\n",
              "      <td>306</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>87.42</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2023-07-02 10:38:46</td>\n",
              "      <td>163.42.196.10</td>\n",
              "      <td>101.228.192.255</td>\n",
              "      <td>20018</td>\n",
              "      <td>32534</td>\n",
              "      <td>UDP</td>\n",
              "      <td>385</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>15.79</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2023-07-16 13:11:07</td>\n",
              "      <td>71.166.185.76</td>\n",
              "      <td>189.243.174.238</td>\n",
              "      <td>6131</td>\n",
              "      <td>26646</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1462</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>0.52</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39995</th>\n",
              "      <td>2023-05-26 14:08:42</td>\n",
              "      <td>26.36.109.26</td>\n",
              "      <td>121.100.75.240</td>\n",
              "      <td>31005</td>\n",
              "      <td>6764</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1428</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>39.28</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39996</th>\n",
              "      <td>2023-03-27 00:38:27</td>\n",
              "      <td>17.21.163.81</td>\n",
              "      <td>196.108.134.78</td>\n",
              "      <td>2553</td>\n",
              "      <td>28091</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1184</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>27.25</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39997</th>\n",
              "      <td>2022-03-31 01:45:49</td>\n",
              "      <td>162.35.217.57</td>\n",
              "      <td>98.107.0.15</td>\n",
              "      <td>22505</td>\n",
              "      <td>25152</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1043</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>31.01</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39998</th>\n",
              "      <td>2023-09-22 18:32:38</td>\n",
              "      <td>208.72.233.205</td>\n",
              "      <td>173.79.112.252</td>\n",
              "      <td>20013</td>\n",
              "      <td>2703</td>\n",
              "      <td>UDP</td>\n",
              "      <td>483</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>97.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39999</th>\n",
              "      <td>2023-10-10 11:59:52</td>\n",
              "      <td>14.102.21.108</td>\n",
              "      <td>109.198.45.7</td>\n",
              "      <td>50137</td>\n",
              "      <td>55575</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1175</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>34.63</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>40000 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "0      2023-05-30 06:33:58     103.216.15.12           84.9.164.252   \n",
              "1      2020-08-26 07:08:30    78.199.217.198         66.191.137.154   \n",
              "2      2022-11-13 08:23:25      63.79.210.48          198.219.82.17   \n",
              "3      2023-07-02 10:38:46     163.42.196.10        101.228.192.255   \n",
              "4      2023-07-16 13:11:07     71.166.185.76        189.243.174.238   \n",
              "...                    ...               ...                    ...   \n",
              "39995  2023-05-26 14:08:42      26.36.109.26         121.100.75.240   \n",
              "39996  2023-03-27 00:38:27      17.21.163.81         196.108.134.78   \n",
              "39997  2022-03-31 01:45:49     162.35.217.57            98.107.0.15   \n",
              "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
              "39999  2023-10-10 11:59:52     14.102.21.108           109.198.45.7   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "0            31225             17616     ICMP            503   \n",
              "1            17245             48166     ICMP           1174   \n",
              "2            16811             53600      UDP            306   \n",
              "3            20018             32534      UDP            385   \n",
              "4             6131             26646      TCP           1462   \n",
              "...            ...               ...      ...            ...   \n",
              "39995        31005              6764      UDP           1428   \n",
              "39996         2553             28091      UDP           1184   \n",
              "39997        22505             25152      UDP           1043   \n",
              "39998        20013              2703      UDP            483   \n",
              "39999        50137             55575     ICMP           1175   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "0           IoC Detected           28.67    Not Triggered     Malware   \n",
              "1           IoC Detected           51.50    Not Triggered     Malware   \n",
              "2           IoC Detected           87.42  Alert Triggered        DDoS   \n",
              "3           Not Detected           15.79  Alert Triggered     Malware   \n",
              "4         Not Applicable            0.52  Alert Triggered        DDoS   \n",
              "...                  ...             ...              ...         ...   \n",
              "39995       IoC Detected           39.28    Not Triggered        DDoS   \n",
              "39996       IoC Detected           27.25    Not Triggered        DDoS   \n",
              "39997       IoC Detected           31.01    Not Triggered        DDoS   \n",
              "39998       IoC Detected           97.85  Alert Triggered     Malware   \n",
              "39999     Not Applicable           34.63  Alert Triggered   Intrusion   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "0      Known Pattern B            Low       Segment A      Log Data   \n",
              "1      Known Pattern A            Low       Segment B      Log Data   \n",
              "2      Known Pattern B            Low       Segment C      Log Data   \n",
              "3      Known Pattern B         Medium       Segment B          none   \n",
              "4      Known Pattern B            Low       Segment C          none   \n",
              "...                ...            ...             ...           ...   \n",
              "39995  Known Pattern A         Medium       Segment A      Log Data   \n",
              "39996  Known Pattern A           High       Segment C      Log Data   \n",
              "39997  Known Pattern B            Low       Segment C      Log Data   \n",
              "39998  Known Pattern B            Low       Segment B      Log Data   \n",
              "39999  Known Pattern B         Medium       Segment A      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "0               none     Server  \n",
              "1               none   Firewall  \n",
              "2         Alert Data   Firewall  \n",
              "3         Alert Data   Firewall  \n",
              "4         Alert Data   Firewall  \n",
              "...              ...        ...  \n",
              "39995     Alert Data   Firewall  \n",
              "39996           none   Firewall  \n",
              "39997     Alert Data     Server  \n",
              "39998           none     Server  \n",
              "39999     Alert Data   Firewall  \n",
              "\n",
              "[40000 rows x 17 columns]"
            ]
          },
          "execution_count": 121,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "91c7d6eb",
      "metadata": {
        "id": "91c7d6eb",
        "outputId": "0bccb5f1-e571-43eb-de7d-df3947ff220a"
      },
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
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              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
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              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2023-05-30 06:33:58</td>\n",
              "      <td>103.216.15.12</td>\n",
              "      <td>84.9.164.252</td>\n",
              "      <td>31225</td>\n",
              "      <td>17616</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>503</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>28.67</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-08-26 07:08:30</td>\n",
              "      <td>78.199.217.198</td>\n",
              "      <td>66.191.137.154</td>\n",
              "      <td>17245</td>\n",
              "      <td>48166</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1174</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.50</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2022-11-13 08:23:25</td>\n",
              "      <td>63.79.210.48</td>\n",
              "      <td>198.219.82.17</td>\n",
              "      <td>16811</td>\n",
              "      <td>53600</td>\n",
              "      <td>UDP</td>\n",
              "      <td>306</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>87.42</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2023-07-02 10:38:46</td>\n",
              "      <td>163.42.196.10</td>\n",
              "      <td>101.228.192.255</td>\n",
              "      <td>20018</td>\n",
              "      <td>32534</td>\n",
              "      <td>UDP</td>\n",
              "      <td>385</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>15.79</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2022-10-28 13:14:27</td>\n",
              "      <td>198.102.5.160</td>\n",
              "      <td>147.190.155.133</td>\n",
              "      <td>17430</td>\n",
              "      <td>52805</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1423</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>5.76</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>none</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39995</th>\n",
              "      <td>2023-05-26 14:08:42</td>\n",
              "      <td>26.36.109.26</td>\n",
              "      <td>121.100.75.240</td>\n",
              "      <td>31005</td>\n",
              "      <td>6764</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1428</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>39.28</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39996</th>\n",
              "      <td>2023-03-27 00:38:27</td>\n",
              "      <td>17.21.163.81</td>\n",
              "      <td>196.108.134.78</td>\n",
              "      <td>2553</td>\n",
              "      <td>28091</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1184</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>27.25</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39997</th>\n",
              "      <td>2022-03-31 01:45:49</td>\n",
              "      <td>162.35.217.57</td>\n",
              "      <td>98.107.0.15</td>\n",
              "      <td>22505</td>\n",
              "      <td>25152</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1043</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>31.01</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39998</th>\n",
              "      <td>2023-09-22 18:32:38</td>\n",
              "      <td>208.72.233.205</td>\n",
              "      <td>173.79.112.252</td>\n",
              "      <td>20013</td>\n",
              "      <td>2703</td>\n",
              "      <td>UDP</td>\n",
              "      <td>483</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>97.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
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              "    <tr>\n",
              "      <th>39999</th>\n",
              "      <td>2023-10-10 11:59:52</td>\n",
              "      <td>14.102.21.108</td>\n",
              "      <td>109.198.45.7</td>\n",
              "      <td>50137</td>\n",
              "      <td>55575</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1175</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>34.63</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>39576 rows × 17 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "0      2023-05-30 06:33:58     103.216.15.12           84.9.164.252   \n",
              "1      2020-08-26 07:08:30    78.199.217.198         66.191.137.154   \n",
              "2      2022-11-13 08:23:25      63.79.210.48          198.219.82.17   \n",
              "3      2023-07-02 10:38:46     163.42.196.10        101.228.192.255   \n",
              "5      2022-10-28 13:14:27     198.102.5.160        147.190.155.133   \n",
              "...                    ...               ...                    ...   \n",
              "39995  2023-05-26 14:08:42      26.36.109.26         121.100.75.240   \n",
              "39996  2023-03-27 00:38:27      17.21.163.81         196.108.134.78   \n",
              "39997  2022-03-31 01:45:49     162.35.217.57            98.107.0.15   \n",
              "39998  2023-09-22 18:32:38    208.72.233.205         173.79.112.252   \n",
              "39999  2023-10-10 11:59:52     14.102.21.108           109.198.45.7   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "0            31225             17616     ICMP            503   \n",
              "1            17245             48166     ICMP           1174   \n",
              "2            16811             53600      UDP            306   \n",
              "3            20018             32534      UDP            385   \n",
              "5            17430             52805      UDP           1423   \n",
              "...            ...               ...      ...            ...   \n",
              "39995        31005              6764      UDP           1428   \n",
              "39996         2553             28091      UDP           1184   \n",
              "39997        22505             25152      UDP           1043   \n",
              "39998        20013              2703      UDP            483   \n",
              "39999        50137             55575     ICMP           1175   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "0           IoC Detected           28.67    Not Triggered     Malware   \n",
              "1           IoC Detected           51.50    Not Triggered     Malware   \n",
              "2           IoC Detected           87.42  Alert Triggered        DDoS   \n",
              "3           Not Detected           15.79  Alert Triggered     Malware   \n",
              "5           Not Detected            5.76    Not Triggered     Malware   \n",
              "...                  ...             ...              ...         ...   \n",
              "39995       IoC Detected           39.28    Not Triggered        DDoS   \n",
              "39996       IoC Detected           27.25    Not Triggered        DDoS   \n",
              "39997       IoC Detected           31.01    Not Triggered        DDoS   \n",
              "39998       IoC Detected           97.85  Alert Triggered     Malware   \n",
              "39999     Not Applicable           34.63  Alert Triggered   Intrusion   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "0      Known Pattern B            Low       Segment A      Log Data   \n",
              "1      Known Pattern A            Low       Segment B      Log Data   \n",
              "2      Known Pattern B            Low       Segment C      Log Data   \n",
              "3      Known Pattern B         Medium       Segment B          none   \n",
              "5      Known Pattern A         Medium       Segment C          none   \n",
              "...                ...            ...             ...           ...   \n",
              "39995  Known Pattern A         Medium       Segment A      Log Data   \n",
              "39996  Known Pattern A           High       Segment C      Log Data   \n",
              "39997  Known Pattern B            Low       Segment C      Log Data   \n",
              "39998  Known Pattern B            Low       Segment B      Log Data   \n",
              "39999  Known Pattern B         Medium       Segment A      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "0               none     Server  \n",
              "1               none   Firewall  \n",
              "2         Alert Data   Firewall  \n",
              "3         Alert Data   Firewall  \n",
              "5               none     Server  \n",
              "...              ...        ...  \n",
              "39995     Alert Data   Firewall  \n",
              "39996           none   Firewall  \n",
              "39997     Alert Data     Server  \n",
              "39998           none     Server  \n",
              "39999     Alert Data   Firewall  \n",
              "\n",
              "[39576 rows x 17 columns]"
            ]
          },
          "execution_count": 128,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "anomaly = cyber_sec_subset[cyber_sec_subset['Anomaly Scores'] > 1]\n",
        "anomaly"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "30f6c25c",
      "metadata": {
        "id": "30f6c25c",
        "outputId": "cbcf6dae-48e0-42bc-b92b-31845eaefe10"
      },
      "outputs": [
        {
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              "      <th>4200</th>\n",
              "      <td>2021-03-25 23:19:05</td>\n",
              "      <td>45.202.119.218</td>\n",
              "      <td>124.82.222.143</td>\n",
              "      <td>55198</td>\n",
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              "      <td>Medium</td>\n",
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              "      <td>none</td>\n",
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              "    <tr>\n",
              "      <th>14866</th>\n",
              "      <td>2020-08-06 03:30:57</td>\n",
              "      <td>84.134.233.76</td>\n",
              "      <td>123.195.163.242</td>\n",
              "      <td>55842</td>\n",
              "      <td>18560</td>\n",
              "      <td>TCP</td>\n",
              "      <td>378</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>none</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15572</th>\n",
              "      <td>2023-08-01 00:53:16</td>\n",
              "      <td>189.95.168.238</td>\n",
              "      <td>131.171.104.40</td>\n",
              "      <td>19513</td>\n",
              "      <td>19163</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>168</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29948</th>\n",
              "      <td>2022-09-25 15:21:49</td>\n",
              "      <td>123.138.55.67</td>\n",
              "      <td>193.193.137.245</td>\n",
              "      <td>35359</td>\n",
              "      <td>64764</td>\n",
              "      <td>UDP</td>\n",
              "      <td>244</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "4200   2021-03-25 23:19:05    45.202.119.218         124.82.222.143   \n",
              "14866  2020-08-06 03:30:57     84.134.233.76        123.195.163.242   \n",
              "15572  2023-08-01 00:53:16    189.95.168.238         131.171.104.40   \n",
              "29948  2022-09-25 15:21:49     123.138.55.67        193.193.137.245   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "4200         55198             54153      UDP            823   \n",
              "14866        55842             18560      TCP            378   \n",
              "15572        19513             19163     ICMP            168   \n",
              "29948        35359             64764      UDP            244   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "4200      Not Applicable             0.0  Alert Triggered   Intrusion   \n",
              "14866     Not Applicable             0.0  Alert Triggered   Intrusion   \n",
              "15572       IoC Detected             0.0    Not Triggered        DDoS   \n",
              "29948       IoC Detected             0.0  Alert Triggered   Intrusion   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "4200   Known Pattern B         Medium       Segment A          none   \n",
              "14866  Known Pattern B         Medium       Segment A          none   \n",
              "15572  Known Pattern A         Medium       Segment B          none   \n",
              "29948  Known Pattern B         Medium       Segment A      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "4200      Alert Data     Server  \n",
              "14866           none   Firewall  \n",
              "15572     Alert Data     Server  \n",
              "29948           none   Firewall  "
            ]
          },
          "execution_count": 159,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "anomaly = cyber_sec_subset[cyber_sec_subset['Anomaly Scores'] == 0]\n",
        "anomaly"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "6e7cb5ca",
      "metadata": {
        "id": "6e7cb5ca",
        "outputId": "cd858e66-3bdc-41dc-958c-f19c3af49985"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Source IP Address</th>\n",
              "      <th>Destination IP Address</th>\n",
              "      <th>Source Port</th>\n",
              "      <th>Destination Port</th>\n",
              "      <th>Protocol</th>\n",
              "      <th>Packet Length</th>\n",
              "      <th>Malware Indicators</th>\n",
              "      <th>Anomaly Scores</th>\n",
              "      <th>Alerts/Warnings</th>\n",
              "      <th>Attack Type</th>\n",
              "      <th>Attack Signature</th>\n",
              "      <th>Severity Level</th>\n",
              "      <th>Network Segment</th>\n",
              "      <th>Firewall Logs</th>\n",
              "      <th>IDS/IPS Alerts</th>\n",
              "      <th>Log Source</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>784</th>\n",
              "      <td>2022-02-01 20:44:55</td>\n",
              "      <td>147.186.45.174</td>\n",
              "      <td>170.201.186.62</td>\n",
              "      <td>41942</td>\n",
              "      <td>43446</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>22.24</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3864</th>\n",
              "      <td>2023-10-05 08:40:42</td>\n",
              "      <td>175.213.52.16</td>\n",
              "      <td>71.52.107.88</td>\n",
              "      <td>45548</td>\n",
              "      <td>26000</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>62.51</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4876</th>\n",
              "      <td>2020-08-31 21:19:19</td>\n",
              "      <td>21.219.2.221</td>\n",
              "      <td>93.47.147.100</td>\n",
              "      <td>1176</td>\n",
              "      <td>46740</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>56.79</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5621</th>\n",
              "      <td>2022-07-21 03:34:35</td>\n",
              "      <td>211.180.180.240</td>\n",
              "      <td>214.137.121.86</td>\n",
              "      <td>21812</td>\n",
              "      <td>41700</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>11.20</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5946</th>\n",
              "      <td>2022-06-21 02:57:32</td>\n",
              "      <td>20.222.1.137</td>\n",
              "      <td>71.237.182.185</td>\n",
              "      <td>29140</td>\n",
              "      <td>22576</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>46.80</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>none</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7022</th>\n",
              "      <td>2023-03-24 02:39:14</td>\n",
              "      <td>180.16.96.56</td>\n",
              "      <td>136.52.207.105</td>\n",
              "      <td>15236</td>\n",
              "      <td>31233</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>26.67</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>none</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7903</th>\n",
              "      <td>2021-06-27 05:21:06</td>\n",
              "      <td>36.126.117.146</td>\n",
              "      <td>195.41.151.31</td>\n",
              "      <td>4779</td>\n",
              "      <td>39437</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>60.86</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11116</th>\n",
              "      <td>2021-03-17 22:40:05</td>\n",
              "      <td>59.163.53.131</td>\n",
              "      <td>87.225.192.25</td>\n",
              "      <td>24748</td>\n",
              "      <td>19939</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>42.19</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16006</th>\n",
              "      <td>2021-07-22 17:39:25</td>\n",
              "      <td>158.180.54.240</td>\n",
              "      <td>160.140.33.163</td>\n",
              "      <td>41735</td>\n",
              "      <td>59894</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>36.84</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17497</th>\n",
              "      <td>2022-06-28 15:10:22</td>\n",
              "      <td>122.50.68.32</td>\n",
              "      <td>29.172.157.186</td>\n",
              "      <td>23718</td>\n",
              "      <td>42117</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>99.90</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17840</th>\n",
              "      <td>2023-01-30 16:18:21</td>\n",
              "      <td>6.127.158.73</td>\n",
              "      <td>114.118.69.126</td>\n",
              "      <td>18259</td>\n",
              "      <td>28504</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>3.92</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17993</th>\n",
              "      <td>2021-03-08 02:53:45</td>\n",
              "      <td>16.251.171.241</td>\n",
              "      <td>60.14.138.200</td>\n",
              "      <td>62198</td>\n",
              "      <td>18149</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>53.68</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20442</th>\n",
              "      <td>2022-07-31 19:59:22</td>\n",
              "      <td>96.40.133.250</td>\n",
              "      <td>65.134.102.236</td>\n",
              "      <td>14999</td>\n",
              "      <td>12463</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>28.26</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20467</th>\n",
              "      <td>2020-04-30 17:24:36</td>\n",
              "      <td>190.252.118.38</td>\n",
              "      <td>38.78.180.42</td>\n",
              "      <td>19589</td>\n",
              "      <td>55535</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>46.77</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21131</th>\n",
              "      <td>2022-01-29 19:21:21</td>\n",
              "      <td>117.125.149.125</td>\n",
              "      <td>219.227.119.127</td>\n",
              "      <td>20423</td>\n",
              "      <td>14549</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>1.40</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21989</th>\n",
              "      <td>2023-09-12 16:10:46</td>\n",
              "      <td>183.193.215.136</td>\n",
              "      <td>62.140.39.242</td>\n",
              "      <td>7484</td>\n",
              "      <td>19007</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>16.43</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22349</th>\n",
              "      <td>2022-10-16 13:18:31</td>\n",
              "      <td>27.148.239.152</td>\n",
              "      <td>156.182.154.172</td>\n",
              "      <td>4237</td>\n",
              "      <td>60501</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>93.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23597</th>\n",
              "      <td>2022-06-07 20:16:53</td>\n",
              "      <td>211.122.184.156</td>\n",
              "      <td>171.168.167.192</td>\n",
              "      <td>21178</td>\n",
              "      <td>25619</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>50.73</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>none</td>\n",
              "      <td>none</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23677</th>\n",
              "      <td>2020-01-13 01:42:02</td>\n",
              "      <td>149.147.221.145</td>\n",
              "      <td>76.160.62.232</td>\n",
              "      <td>7364</td>\n",
              "      <td>42684</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>41.68</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>none</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26025</th>\n",
              "      <td>2022-12-10 15:16:00</td>\n",
              "      <td>143.47.6.78</td>\n",
              "      <td>109.171.234.183</td>\n",
              "      <td>30037</td>\n",
              "      <td>61909</td>\n",
              "      <td>UDP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>70.85</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26378</th>\n",
              "      <td>2021-11-28 15:55:25</td>\n",
              "      <td>118.184.136.100</td>\n",
              "      <td>61.20.57.12</td>\n",
              "      <td>46846</td>\n",
              "      <td>16271</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Detected</td>\n",
              "      <td>77.72</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Firewall</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27954</th>\n",
              "      <td>2020-05-17 22:39:19</td>\n",
              "      <td>78.60.130.115</td>\n",
              "      <td>200.236.4.205</td>\n",
              "      <td>13142</td>\n",
              "      <td>48996</td>\n",
              "      <td>TCP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>85.25</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>High</td>\n",
              "      <td>Segment C</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31314</th>\n",
              "      <td>2021-10-09 17:09:30</td>\n",
              "      <td>208.119.65.10</td>\n",
              "      <td>145.157.183.97</td>\n",
              "      <td>39510</td>\n",
              "      <td>52390</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>56.17</td>\n",
              "      <td>Alert Triggered</td>\n",
              "      <td>Intrusion</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>none</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34025</th>\n",
              "      <td>2023-08-12 09:07:00</td>\n",
              "      <td>163.5.149.41</td>\n",
              "      <td>184.143.64.41</td>\n",
              "      <td>5846</td>\n",
              "      <td>37248</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1500</td>\n",
              "      <td>IoC Detected</td>\n",
              "      <td>51.10</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>Malware</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Low</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34731</th>\n",
              "      <td>2020-05-08 14:53:01</td>\n",
              "      <td>162.117.8.232</td>\n",
              "      <td>80.153.77.64</td>\n",
              "      <td>42097</td>\n",
              "      <td>22175</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>98.54</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern B</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment B</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>none</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35052</th>\n",
              "      <td>2021-07-29 22:10:17</td>\n",
              "      <td>63.64.12.90</td>\n",
              "      <td>214.72.112.92</td>\n",
              "      <td>42090</td>\n",
              "      <td>57364</td>\n",
              "      <td>ICMP</td>\n",
              "      <td>1500</td>\n",
              "      <td>Not Applicable</td>\n",
              "      <td>62.35</td>\n",
              "      <td>Not Triggered</td>\n",
              "      <td>DDoS</td>\n",
              "      <td>Known Pattern A</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Segment A</td>\n",
              "      <td>Log Data</td>\n",
              "      <td>Alert Data</td>\n",
              "      <td>Server</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Timestamp Source IP Address Destination IP Address  \\\n",
              "784    2022-02-01 20:44:55    147.186.45.174         170.201.186.62   \n",
              "3864   2023-10-05 08:40:42     175.213.52.16           71.52.107.88   \n",
              "4876   2020-08-31 21:19:19      21.219.2.221          93.47.147.100   \n",
              "5621   2022-07-21 03:34:35   211.180.180.240         214.137.121.86   \n",
              "5946   2022-06-21 02:57:32      20.222.1.137         71.237.182.185   \n",
              "7022   2023-03-24 02:39:14      180.16.96.56         136.52.207.105   \n",
              "7903   2021-06-27 05:21:06    36.126.117.146          195.41.151.31   \n",
              "11116  2021-03-17 22:40:05     59.163.53.131          87.225.192.25   \n",
              "16006  2021-07-22 17:39:25    158.180.54.240         160.140.33.163   \n",
              "17497  2022-06-28 15:10:22      122.50.68.32         29.172.157.186   \n",
              "17840  2023-01-30 16:18:21      6.127.158.73         114.118.69.126   \n",
              "17993  2021-03-08 02:53:45    16.251.171.241          60.14.138.200   \n",
              "20442  2022-07-31 19:59:22     96.40.133.250         65.134.102.236   \n",
              "20467  2020-04-30 17:24:36    190.252.118.38           38.78.180.42   \n",
              "21131  2022-01-29 19:21:21   117.125.149.125        219.227.119.127   \n",
              "21989  2023-09-12 16:10:46   183.193.215.136          62.140.39.242   \n",
              "22349  2022-10-16 13:18:31    27.148.239.152        156.182.154.172   \n",
              "23597  2022-06-07 20:16:53   211.122.184.156        171.168.167.192   \n",
              "23677  2020-01-13 01:42:02   149.147.221.145          76.160.62.232   \n",
              "26025  2022-12-10 15:16:00       143.47.6.78        109.171.234.183   \n",
              "26378  2021-11-28 15:55:25   118.184.136.100            61.20.57.12   \n",
              "27954  2020-05-17 22:39:19     78.60.130.115          200.236.4.205   \n",
              "31314  2021-10-09 17:09:30     208.119.65.10         145.157.183.97   \n",
              "34025  2023-08-12 09:07:00      163.5.149.41          184.143.64.41   \n",
              "34731  2020-05-08 14:53:01     162.117.8.232           80.153.77.64   \n",
              "35052  2021-07-29 22:10:17       63.64.12.90          214.72.112.92   \n",
              "\n",
              "       Source Port  Destination Port Protocol  Packet Length  \\\n",
              "784          41942             43446      TCP           1500   \n",
              "3864         45548             26000      TCP           1500   \n",
              "4876          1176             46740     ICMP           1500   \n",
              "5621         21812             41700      UDP           1500   \n",
              "5946         29140             22576      TCP           1500   \n",
              "7022         15236             31233      TCP           1500   \n",
              "7903          4779             39437      TCP           1500   \n",
              "11116        24748             19939      TCP           1500   \n",
              "16006        41735             59894      TCP           1500   \n",
              "17497        23718             42117      TCP           1500   \n",
              "17840        18259             28504     ICMP           1500   \n",
              "17993        62198             18149     ICMP           1500   \n",
              "20442        14999             12463      UDP           1500   \n",
              "20467        19589             55535      UDP           1500   \n",
              "21131        20423             14549      UDP           1500   \n",
              "21989         7484             19007      TCP           1500   \n",
              "22349         4237             60501      TCP           1500   \n",
              "23597        21178             25619      UDP           1500   \n",
              "23677         7364             42684      UDP           1500   \n",
              "26025        30037             61909      UDP           1500   \n",
              "26378        46846             16271      TCP           1500   \n",
              "27954        13142             48996      TCP           1500   \n",
              "31314        39510             52390     ICMP           1500   \n",
              "34025         5846             37248     ICMP           1500   \n",
              "34731        42097             22175     ICMP           1500   \n",
              "35052        42090             57364     ICMP           1500   \n",
              "\n",
              "      Malware Indicators  Anomaly Scores  Alerts/Warnings Attack Type  \\\n",
              "784         IoC Detected           22.24  Alert Triggered     Malware   \n",
              "3864      Not Applicable           62.51  Alert Triggered   Intrusion   \n",
              "4876        IoC Detected           56.79  Alert Triggered   Intrusion   \n",
              "5621        IoC Detected           11.20    Not Triggered   Intrusion   \n",
              "5946        IoC Detected           46.80    Not Triggered   Intrusion   \n",
              "7022        IoC Detected           26.67  Alert Triggered        DDoS   \n",
              "7903      Not Applicable           60.86    Not Triggered        DDoS   \n",
              "11116     Not Applicable           42.19  Alert Triggered        DDoS   \n",
              "16006       IoC Detected           36.84    Not Triggered        DDoS   \n",
              "17497     Not Applicable           99.90    Not Triggered        DDoS   \n",
              "17840       Not Detected            3.92    Not Triggered     Malware   \n",
              "17993       IoC Detected           53.68  Alert Triggered     Malware   \n",
              "20442       IoC Detected           28.26    Not Triggered        DDoS   \n",
              "20467       IoC Detected           46.77  Alert Triggered        DDoS   \n",
              "21131     Not Applicable            1.40  Alert Triggered   Intrusion   \n",
              "21989     Not Applicable           16.43  Alert Triggered   Intrusion   \n",
              "22349       IoC Detected           93.85  Alert Triggered     Malware   \n",
              "23597       IoC Detected           50.73    Not Triggered        DDoS   \n",
              "23677       IoC Detected           41.68    Not Triggered        DDoS   \n",
              "26025     Not Applicable           70.85  Alert Triggered        DDoS   \n",
              "26378       Not Detected           77.72  Alert Triggered     Malware   \n",
              "27954     Not Applicable           85.25  Alert Triggered        DDoS   \n",
              "31314     Not Applicable           56.17  Alert Triggered   Intrusion   \n",
              "34025       IoC Detected           51.10    Not Triggered     Malware   \n",
              "34731     Not Applicable           98.54    Not Triggered        DDoS   \n",
              "35052     Not Applicable           62.35    Not Triggered        DDoS   \n",
              "\n",
              "      Attack Signature Severity Level Network Segment Firewall Logs  \\\n",
              "784    Known Pattern A            Low       Segment C      Log Data   \n",
              "3864   Known Pattern B         Medium       Segment A      Log Data   \n",
              "4876   Known Pattern A           High       Segment B          none   \n",
              "5621   Known Pattern A         Medium       Segment B          none   \n",
              "5946   Known Pattern B            Low       Segment C          none   \n",
              "7022   Known Pattern A            Low       Segment A          none   \n",
              "7903   Known Pattern B            Low       Segment B      Log Data   \n",
              "11116  Known Pattern A           High       Segment B          none   \n",
              "16006  Known Pattern B            Low       Segment B      Log Data   \n",
              "17497  Known Pattern A            Low       Segment A          none   \n",
              "17840  Known Pattern A            Low       Segment B          none   \n",
              "17993  Known Pattern A         Medium       Segment A          none   \n",
              "20442  Known Pattern B            Low       Segment A      Log Data   \n",
              "20467  Known Pattern B            Low       Segment A          none   \n",
              "21131  Known Pattern A         Medium       Segment C          none   \n",
              "21989  Known Pattern A            Low       Segment C      Log Data   \n",
              "22349  Known Pattern B           High       Segment B      Log Data   \n",
              "23597  Known Pattern A           High       Segment C          none   \n",
              "23677  Known Pattern A         Medium       Segment A          none   \n",
              "26025  Known Pattern A            Low       Segment C      Log Data   \n",
              "26378  Known Pattern A           High       Segment B          none   \n",
              "27954  Known Pattern A           High       Segment C      Log Data   \n",
              "31314  Known Pattern A         Medium       Segment B          none   \n",
              "34025  Known Pattern B            Low       Segment B      Log Data   \n",
              "34731  Known Pattern B         Medium       Segment B      Log Data   \n",
              "35052  Known Pattern A         Medium       Segment A      Log Data   \n",
              "\n",
              "      IDS/IPS Alerts Log Source  \n",
              "784             none   Firewall  \n",
              "3864            none   Firewall  \n",
              "4876            none     Server  \n",
              "5621      Alert Data     Server  \n",
              "5946            none     Server  \n",
              "7022            none   Firewall  \n",
              "7903            none     Server  \n",
              "11116     Alert Data     Server  \n",
              "16006           none   Firewall  \n",
              "17497     Alert Data   Firewall  \n",
              "17840     Alert Data     Server  \n",
              "17993     Alert Data   Firewall  \n",
              "20442           none   Firewall  \n",
              "20467     Alert Data     Server  \n",
              "21131     Alert Data   Firewall  \n",
              "21989           none     Server  \n",
              "22349     Alert Data   Firewall  \n",
              "23597           none   Firewall  \n",
              "23677           none     Server  \n",
              "26025     Alert Data     Server  \n",
              "26378     Alert Data   Firewall  \n",
              "27954           none     Server  \n",
              "31314     Alert Data     Server  \n",
              "34025     Alert Data     Server  \n",
              "34731           none     Server  \n",
              "35052     Alert Data     Server  "
            ]
          },
          "execution_count": 142,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "anomaly = cyber_sec_subset[cyber_sec_subset['Packet Length'] >= 1500]\n",
        "anomaly"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "f13cf21b",
      "metadata": {
        "id": "f13cf21b"
      },
      "outputs": [],
      "source": [
        "attack_severity_High = cyber_sec_subset[cyber_sec_subset['Severity Level']=='High']\n",
        "attack_severity_Low_Medium = cyber_sec_subset[(cyber_sec_subset['Severity Level']=='Low')|(cyber_sec_subset['Severity Level']=='Medium')]\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5439e47b",
      "metadata": {
        "id": "5439e47b",
        "outputId": "9c5fc02f-1625-488e-a478-58a44e81b8c6"
      },
      "outputs": [
        {
          "data": {
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "      <th>mean</th>\n",
              "      <th>std</th>\n",
              "      <th>min</th>\n",
              "      <th>25%</th>\n",
              "      <th>50%</th>\n",
              "      <th>75%</th>\n",
              "      <th>max</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Severity Level</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Low</th>\n",
              "      <td>13183.0</td>\n",
              "      <td>50.235696</td>\n",
              "      <td>28.800334</td>\n",
              "      <td>0.01</td>\n",
              "      <td>25.565</td>\n",
              "      <td>50.30</td>\n",
              "      <td>75.215</td>\n",
              "      <td>100.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Medium</th>\n",
              "      <td>13435.0</td>\n",
              "      <td>49.808101</td>\n",
              "      <td>28.899285</td>\n",
              "      <td>0.00</td>\n",
              "      <td>24.610</td>\n",
              "      <td>50.16</td>\n",
              "      <td>74.500</td>\n",
              "      <td>99.99</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  count       mean        std   min     25%    50%     75%  \\\n",
              "Severity Level                                                               \n",
              "Low             13183.0  50.235696  28.800334  0.01  25.565  50.30  75.215   \n",
              "Medium          13435.0  49.808101  28.899285  0.00  24.610  50.16  74.500   \n",
              "\n",
              "                   max  \n",
              "Severity Level          \n",
              "Low             100.00  \n",
              "Medium           99.99  "
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "attack_severity_Low_Medium.groupby('Severity Level')['Anomaly Scores'].describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b135c41b",
      "metadata": {
        "id": "b135c41b",
        "outputId": "8e23ad57-9755-442b-93d3-1467c15d8e2d"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Timestamp                 0\n",
              "Source IP Address         0\n",
              "Destination IP Address    0\n",
              "Source Port               0\n",
              "Destination Port          0\n",
              "Protocol                  0\n",
              "Packet Length             0\n",
              "Malware Indicators        0\n",
              "Anomaly Scores            0\n",
              "Alerts/Warnings           0\n",
              "Attack Type               0\n",
              "Attack Signature          0\n",
              "Severity Level            0\n",
              "Network Segment           0\n",
              "Firewall Logs             0\n",
              "IDS/IPS Alerts            0\n",
              "Log Source                0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "cyber_sec_subset.isna().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "fff302c0",
      "metadata": {
        "id": "fff302c0"
      },
      "outputs": [],
      "source": [
        "cyber_sec_subset.to_csv(\"C:\\\\Users\\\\THRIVE\\\\Desktop\\\\data python anal\\\\ new cybersec_subset.csv\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5774d4a3",
      "metadata": {
        "id": "5774d4a3"
      },
      "outputs": [],
      "source": [
        "cyber_sec_subset.to_csv(\"C:\\\\Users\\\\THRIVE\\\\Desktop\\\\data python anal\\\\ new cybersec_subset2.csv\", index =False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "9bec2b5a",
      "metadata": {
        "id": "9bec2b5a"
      },
      "outputs": [],
      "source": []
    }
  ],
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