cisa-kev-analyzer.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "17e5e00e-0e47-412a-a9a0-d977fae555ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "from pprint import pprint\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f5549e62-ec2e-4785-bf75-8280f5b57b50",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['title', 'catalogVersion', 'dateReleased', 'count', 'vulnerabilities'])\n",
      "date released: 2023-08-09T09:49:53.0210Z\n",
      "count: 983\n",
      "catalog version: data[\"catalogVersion\"]\n"
     ]
    }
   ],
   "source": [
    "with open(\"cisa-kev.json\") as json_file:\n",
    "    data = json.load(json_file)\n",
    "\n",
    "print(data.keys())\n",
    "print(f'date released: {data[\"dateReleased\"]}')\n",
    "print(f'count: {data[\"count\"]}')\n",
    "print(f'catalog version: data[\"catalogVersion\"]')\n",
    "      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3d4f4e81-634c-4179-8369-af8a4712d723",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              cveID vendorProject                         product  \\\n",
      "0    CVE-2021-27104     Accellion                             FTA   \n",
      "1    CVE-2021-27102     Accellion                             FTA   \n",
      "2    CVE-2021-27101     Accellion                             FTA   \n",
      "3    CVE-2021-27103     Accellion                             FTA   \n",
      "4    CVE-2021-21017         Adobe              Acrobat and Reader   \n",
      "..              ...           ...                             ...   \n",
      "978  CVE-2023-38606         Apple               Multiple Products   \n",
      "979  CVE-2023-37580        Zimbra             Collaboration (ZCS)   \n",
      "980  CVE-2023-35081        Ivanti  Endpoint Manager Mobile (EPMM)   \n",
      "981  CVE-2017-18368         Zyxel              P660HN-T1A Routers   \n",
      "982  CVE-2023-38180     Microsoft     .NET Core and Visual Studio   \n",
      "\n",
      "                                     vulnerabilityName   dateAdded  \\\n",
      "0     Accellion FTA OS Command Injection Vulnerability  2021-11-03   \n",
      "1     Accellion FTA OS Command Injection Vulnerability  2021-11-03   \n",
      "2            Accellion FTA SQL Injection Vulnerability  2021-11-03   \n",
      "3    Accellion FTA Server-Side Request Forgery (SSR...  2021-11-03   \n",
      "4    Adobe Acrobat and Reader Heap-based Buffer Ove...  2021-11-03   \n",
      "..                                                 ...         ...   \n",
      "978  Apple Multiple Products Kernel Unspecified Vul...  2023-07-26   \n",
      "979  Zimbra Collaboration (ZCS) Cross-Site Scriptin...  2023-07-27   \n",
      "980  Ivanti Endpoint Manager Mobile (EPMM) Path Tra...  2023-07-31   \n",
      "981  Zyxel P660HN-T1A Routers Command Injection Vul...  2023-08-07   \n",
      "982  Microsoft .NET Core and Visual Studio Denial o...  2023-08-09   \n",
      "\n",
      "                                      shortDescription  \\\n",
      "0    Accellion FTA contains an OS command injection...   \n",
      "1    Accellion FTA contains an OS command injection...   \n",
      "2    Accellion FTA contains a SQL injection vulnera...   \n",
      "3    Accellion FTA contains a server-side request f...   \n",
      "4    Acrobat Acrobat and Reader contain a heap-base...   \n",
      "..                                                 ...   \n",
      "978  Apple iOS, iPadOS, macOS, tvOS, and watchOS co...   \n",
      "979  Zimbra Collaboration Suite (ZCS) contains a cr...   \n",
      "980  Ivanti Endpoint Manager Mobile (EPMM) contains...   \n",
      "981  Zyxel P660HN-T1A routers contain a command inj...   \n",
      "982  Microsoft .NET Core and Visual Studio contain ...   \n",
      "\n",
      "                                        requiredAction     dueDate  \\\n",
      "0               Apply updates per vendor instructions.  2021-11-17   \n",
      "1               Apply updates per vendor instructions.  2021-11-17   \n",
      "2               Apply updates per vendor instructions.  2021-11-17   \n",
      "3               Apply updates per vendor instructions.  2021-11-17   \n",
      "4               Apply updates per vendor instructions.  2021-11-17   \n",
      "..                                                 ...         ...   \n",
      "978  Apply mitigations per vendor instructions or d...  2023-08-16   \n",
      "979  Apply mitigations per vendor instructions or d...  2023-08-17   \n",
      "980  Apply mitigations per vendor instructions or d...  2023-08-21   \n",
      "981  Apply mitigations per vendor instructions or d...  2023-08-28   \n",
      "982  Apply mitigations per vendor instructions or d...  2023-08-30   \n",
      "\n",
      "                                                 notes  \n",
      "0                                                       \n",
      "1                                                       \n",
      "2                                                       \n",
      "3                                                       \n",
      "4                                                       \n",
      "..                                                 ...  \n",
      "978  https://support.apple.com/en-us/HT213841, http...  \n",
      "979       https://wiki.zimbra.com/wiki/Security_Center  \n",
      "980  https://forums.ivanti.com/s/article/CVE-2023-3...  \n",
      "981  https://www.zyxel.com/global/en/support/securi...  \n",
      "982  https://msrc.microsoft.com/update-guide/en-US/...  \n",
      "\n",
      "[983 rows x 9 columns]\n"
     ]
    }
   ],
   "source": [
    "vulns = pd.DataFrame.from_dict(data[\"vulnerabilities\"])\n",
    "\n",
    "pprint(vulns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14305e79-35cb-4bff-91ed-98c33475d318",
   "metadata": {},
   "source": [
    "# Search for a specific Product"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f9428045-b495-4549-8092-87b5a2fe797e",
   "metadata": {},
   "outputs": [],
   "source": [
    "search_input = \"MOVEit\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "189ca04f-a290-4cac-a2f5-0c23758eadcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "filtered_df = vulns[(vulns[\"cveID\"] == search_input) | (vulns[\"vendorProject\"] == search_input) | (vulns[\"product\"].str.contains(search_input))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "686e4023-63f6-4560-9911-40511cc3e83d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              cveID vendorProject          product  \\\n",
      "941  CVE-2023-34362      Progress  MOVEit Transfer   \n",
      "\n",
      "                                     vulnerabilityName   dateAdded  \\\n",
      "941  Progress MOVEit Transfer SQL Injection Vulnera...  2023-06-02   \n",
      "\n",
      "                                      shortDescription  \\\n",
      "941  Progress MOVEit Transfer contains a SQL inject...   \n",
      "\n",
      "                             requiredAction     dueDate  \\\n",
      "941  Apply updates per vendor instructions.  2023-06-23   \n",
      "\n",
      "                                                 notes  \n",
      "941  This CVE has a CISA AA located here: https://w...  \n"
     ]
    }
   ],
   "source": [
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3f3bd016-ef38-4cc6-9182-27aa10132788",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              cveID vendorProject          product  \\\n",
      "941  CVE-2023-34362      Progress  MOVEit Transfer   \n",
      "\n",
      "                             requiredAction  \n",
      "941  Apply updates per vendor instructions.  \n"
     ]
    }
   ],
   "source": [
    "df_original_case = vulns.copy()\n",
    "\n",
    "# Get the original case of the filtered records\n",
    "filtered_df_original_case = df_original_case.loc[filtered_df.index]\n",
    "\n",
    "# Set the display option to show all rows\n",
    "pd.options.display.max_rows = None\n",
    "\n",
    "# Print the filtered records with the original case\n",
    "print(filtered_df_original_case[[\"cveID\", \"vendorProject\", \"product\", \"requiredAction\"]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df26f75e-753b-43b4-beb5-c96f480225b4",
   "metadata": {},
   "source": [
    "# Quick stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "24417b85-5c13-4311-b3bb-b7537e81624a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year\n",
       "2021    311\n",
       "2022    557\n",
       "2023    114\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the dateAdded column to a datetimelike value\n",
    "vulns[\"dateAdded\"] = pd.to_datetime(vulns[\"dateAdded\"])\n",
    "\n",
    "# Extract the year from the date column\n",
    "vulns[\"year\"] = vulns[\"dateAdded\"].dt.year\n",
    "\n",
    "# Group the DataFrame by year\n",
    "year_stats = vulns[\"year\"].value_counts().sort_index(ascending=True)\n",
    "\n",
    "# Print \n",
    "year_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fbf9f731-b983-4408-9821-80400cae6978",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert the dateAdded column to a datetimelike value\n",
    "vulns[\"dateAdded\"] = pd.to_datetime(vulns[\"dateAdded\"])\n",
    "\n",
    "# Extract the year from the date column\n",
    "vulns[\"year\"] = vulns[\"dateAdded\"].dt.year\n",
    "\n",
    "# Plotting the density chart for all years with different colors\n",
    "# Convert the dateAdded column to a datetimelike value\n",
    "vulns[\"dateAdded\"] = pd.to_datetime(vulns[\"dateAdded\"])\n",
    "\n",
    "# Extract the year from the date column\n",
    "vulns[\"year\"] = vulns[\"dateAdded\"].dt.year\n",
    "\n",
    "# Plotting the density chart for all years with different colors\n",
    "plt.figure(figsize=(10, 6))  # Adjust the figure size if needed\n",
    "sns.kdeplot(data=vulns, x=\"dateAdded\", hue=\"year\", fill=True, palette=\"tab10\", linewidth=2)\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Density')\n",
    "plt.title('Density of Vulnerabilities for Each Year')\n",
    "plt.grid(True)\n",
    "plt.gca().xaxis.set_major_locator(mdates.YearLocator())  # Set x-axis ticks as years\n",
    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y'))  # Format x-axis as years\n",
    "plt.xticks(rotation=45)  # Rotate x-axis labels for better visibility\n",
    "plt.tight_layout()  # Adjust layout for better readability\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b29e531-b36e-4bda-950f-325e98d64d67",
   "metadata": {},
   "source": [
    "# Get KEV entries from today"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fc7c8c66-a1f5-4727-a240-2f1e6f4cd693",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              cveID vendorProject                         product  \\\n",
      "980  CVE-2023-35081        Ivanti  Endpoint Manager Mobile (EPMM)   \n",
      "\n",
      "                                     vulnerabilityName  dateAdded  \\\n",
      "980  Ivanti Endpoint Manager Mobile (EPMM) Path Tra... 2023-07-31   \n",
      "\n",
      "                                      shortDescription  \\\n",
      "980  Ivanti Endpoint Manager Mobile (EPMM) contains...   \n",
      "\n",
      "                                        requiredAction     dueDate  \\\n",
      "980  Apply mitigations per vendor instructions or d...  2023-08-21   \n",
      "\n",
      "                                                 notes  year  \n",
      "980  https://forums.ivanti.com/s/article/CVE-2023-3...  2023  \n"
     ]
    }
   ],
   "source": [
    "test_date = datetime.strptime(\"2023-07-31\", '%Y-%m-%d')\n",
    "\n",
    "filtered_df = vulns.loc[vulns['dateAdded'] == test_date]\n",
    "\n",
    "print(filtered_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ea31a508-74ba-4426-b833-af7874839da5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cveID</th>\n",
       "      <th>vendorProject</th>\n",
       "      <th>product</th>\n",
       "      <th>vulnerabilityName</th>\n",
       "      <th>dateAdded</th>\n",
       "      <th>shortDescription</th>\n",
       "      <th>requiredAction</th>\n",
       "      <th>dueDate</th>\n",
       "      <th>notes</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [cveID, vendorProject, product, vulnerabilityName, dateAdded, shortDescription, requiredAction, dueDate, notes, year]\n",
       "Index: []"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today = datetime.today().strftime('%Y-%m-%d')\n",
    "\n",
    "filtered_df = vulns.loc[vulns['dateAdded'] == today]\n",
    "\n",
    "filtered_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ad2d276-8776-4f6d-976f-50c56907c44d",
   "metadata": {},
   "source": [
    "# Overview of Vendors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "94d2bb54-7acb-4f30-9fcd-cf54e9a4c983",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pivot_table = vulns.pivot_table(index='vendorProject', columns='product', aggfunc='size', fill_value=0)\n",
    "\n",
    "# Create the heatmap using Seaborn\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(pivot_table, annot=True, fmt='d', cmap='YlGnBu')\n",
    "\n",
    "# Customize plot labels and title\n",
    "plt.xlabel('Product')\n",
    "plt.ylabel('Vendor Project')\n",
    "plt.title('CVEs by Vendor and Product')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a5bc8da8-d121-40ff-9941-9088b457e7d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vendor_counts = vulns['vendorProject'].value_counts()\n",
    "\n",
    "# Select the top 25 vendors\n",
    "top_25_vendors = vendor_counts.head(25)\n",
    "\n",
    "# Create a horizontal bar chart for the top 25 vendors using Matplotlib\n",
    "plt.figure(figsize=(8, 10))\n",
    "top_25_vendors.sort_values().plot(kind='barh', color='skyblue')\n",
    "\n",
    "# Customize plot labels and title\n",
    "plt.xlabel('Number of CVEs')\n",
    "plt.ylabel('Vendor')\n",
    "plt.title('Top 25 Vendors by CVEs')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db7fa888-afc2-418e-9ba0-33aee757b978",
   "metadata": {},
   "source": [
    "# CVE/KE list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0716c4a3-5bf6-4922-8c89-eb05bb3149ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract year from cveID\n",
    "vulns['cveYear'] = vulns['cveID'].str.extract(r'CVE-(\\d{4})')\n",
    "\n",
    "# Count occurrences of each year\n",
    "year_counts = vulns['cveYear'].value_counts().sort_index()\n",
    "\n",
    "# Create a bar plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(year_counts.index, year_counts.values)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Vulnerabilities')\n",
    "plt.title('Distribution of exploited Vulnerabilities by Year')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "193860e0-2692-4ec7-bb72-0cfef984a0f0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}