CVE2022.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2022\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:20.369359Z",
     "iopub.status.busy": "2025-02-07T04:25:20.369191Z",
     "iopub.status.idle": "2025-02-07T04:25:21.013800Z",
     "shell.execute_reply": "2025-02-07T04:25:21.013167Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    let is_dark_theme = function () {\n",
       "        // Jupyter Lab\n",
       "        if ('jpThemeLight' in document.body.dataset)\n",
       "            return (document.body.dataset.jpThemeLight === \"false\");\n",
       "\n",
       "        // VS Code\n",
       "        if ('vscodeThemeKind' in document.body.dataset)\n",
       "            return document.body.dataset.vscodeThemeKind.includes('dark');\n",
       "\n",
       "        // Jupyter Book\n",
       "        if ('theme' in document.documentElement.dataset)\n",
       "            return document.documentElement.dataset.theme.includes('dark');\n",
       "\n",
       "        // Default\n",
       "        return window.matchMedia('(prefers-color-scheme: dark)').matches;\n",
       "    }\n",
       "\n",
       "    if (is_dark_theme()) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:21.015858Z",
     "iopub.status.busy": "2025-02-07T04:25:21.015465Z",
     "iopub.status.idle": "2025-02-07T04:25:44.774095Z",
     "shell.execute_reply": "2025-02-07T04:25:44.773515Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "row_accumulator = []\n",
    "for filename in glob.glob('nvd.jsonl'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data:\n",
    "            cve = entry['cve']['id']\n",
    "            try:\n",
    "                assigner = entry['cve']['sourceIdentifier']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['cve']['published']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['cve']['metrics']['cvssMetricV31'][0]['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['cve']['metrics']['cvssMetricV31'][0]['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['weaknesses'][0]['description'][0]['value']\n",
    "            except KeyError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['descriptions'][0]['value']\n",
    "            except IndexError:\n",
    "                description = ''\n",
    "            new_row = {\n",
    "                'CVE': cve,\n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner\n",
    "            }\n",
    "            if not description.startswith('rejected reason'): \n",
    "                row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "\n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2022-01-01') & (nvd['Published']  < '2023-01-01'))\n",
    "nvd = nvd.loc[thisyear]\n",
    "nvd = nvd.sort_values(by=['Published'])\n",
    "nvd = nvd.reset_index(drop=True)\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = nvd['BaseScore'].replace(0, np.nan);\n",
    "nvdcount = nvd['Published'].count()\n",
    "nvdunique = nvd['Published'].nunique()\n",
    "startdate = date(2022, 1, 1)\n",
    "enddate  = date(2023, 1, 1)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:44.776363Z",
     "iopub.status.busy": "2025-02-07T04:25:44.775938Z",
     "iopub.status.idle": "2025-02-07T04:25:44.782669Z",
     "shell.execute_reply": "2025-02-07T04:25:44.782223Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **26431**<br />Average CVEs Per Day: **72.41**<br />Average CVSS Score: **7.01**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:44.784416Z",
     "iopub.status.busy": "2025-02-07T04:25:44.784112Z",
     "iopub.status.idle": "2025-02-07T04:25:44.794068Z",
     "shell.execute_reply": "2025-02-07T04:25:44.793482Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:44.795914Z",
     "iopub.status.busy": "2025-02-07T04:25:44.795736Z",
     "iopub.status.idle": "2025-02-07T04:25:45.519472Z",
     "shell.execute_reply": "2025-02-07T04:25:45.518825Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:45.521720Z",
     "iopub.status.busy": "2025-02-07T04:25:45.521283Z",
     "iopub.status.idle": "2025-02-07T04:25:45.720974Z",
     "shell.execute_reply": "2025-02-07T04:25:45.720354Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:45.723074Z",
     "iopub.status.busy": "2025-02-07T04:25:45.722645Z",
     "iopub.status.idle": "2025-02-07T04:25:45.954257Z",
     "shell.execute_reply": "2025-02-07T04:25:45.953672Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:45.956292Z",
     "iopub.status.busy": "2025-02-07T04:25:45.955904Z",
     "iopub.status.idle": "2025-02-07T04:25:46.238948Z",
     "shell.execute_reply": "2025-02-07T04:25:46.238357Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:46.240727Z",
     "iopub.status.busy": "2025-02-07T04:25:46.240548Z",
     "iopub.status.idle": "2025-02-07T04:25:46.366116Z",
     "shell.execute_reply": "2025-02-07T04:25:46.365511Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:46.368485Z",
     "iopub.status.busy": "2025-02-07T04:25:46.367883Z",
     "iopub.status.idle": "2025-02-07T04:25:46.595582Z",
     "shell.execute_reply": "2025-02-07T04:25:46.594974Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:46.597407Z",
     "iopub.status.busy": "2025-02-07T04:25:46.597223Z",
     "iopub.status.idle": "2025-02-07T04:25:46.820272Z",
     "shell.execute_reply": "2025-02-07T04:25:46.819608Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_cwe = nvd['CWE'].value_counts()\n",
    "nvd_cwe = nvd_cwe.reset_index()\n",
    "nvd_cwe.columns = ['CWE', 'CVEs']\n",
    "nvd_cwe_graph = nvd_cwe[nvd_cwe.CVEs > 100].head(25)\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.barh(\"CWE\", \"CVEs\", data = nvd_cwe_graph, color=\"#001d82\");\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"CWE\") ;\n",
    "plt.title(\"Most Common CWE in CVE Records\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:46.822235Z",
     "iopub.status.busy": "2025-02-07T04:25:46.821952Z",
     "iopub.status.idle": "2025-02-07T04:25:46.833058Z",
     "shell.execute_reply": "2025-02-07T04:25:46.832587Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_0ed93c9b_e80f_4a3c_b956_919f505c3f38\" class=\"display nowrap\" data-quarto-disable-processing=\"true\" style=\"table-layout:auto;width:auto\">\n",
       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead><tbody><tr>\n",
       "<td style=\"vertical-align:middle; text-align:left\">\n",
       "<a href=https://mwouts.github.io/itables/><svg class=\"main-svg\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n",
       "width=\"64\" viewBox=\"0 0 500 400\" style=\"font-family: 'Droid Sans', sans-serif;\">\n",
       "    <g style=\"fill:#d9d7fc\">\n",
       "        <path d=\"M100,400H500V357H100Z\" />\n",
       "        <path d=\"M100,300H400V257H100Z\" />\n",
       "        <path d=\"M0,200H400V157H0Z\" />\n",
       "        <path d=\"M100,100H500V57H100Z\" />\n",
       "        <path d=\"M100,350H500V307H100Z\" />\n",
       "        <path d=\"M100,250H400V207H100Z\" />\n",
       "        <path d=\"M0,150H400V107H0Z\" />\n",
       "        <path d=\"M100,50H500V7H100Z\" />\n",
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[\"security@xen.org\", 57, 0.0], [\"help@fluidattacks.com\", 54, 0.0], [\"cna@cyber.gov.il\", 53, 0.0], [\"security@golang.org\", 52, 0.0], [\"hp-security-alert@hp.com\", 46, 0.0], [\"cve@jetbrains.com\", 46, 0.0], [\"security@joomla.org\", 43, 0.0], [\"security@sierrawireless.com\", 43, 0.0], [\"Mitsubishielectric.Psirt@yd.MitsubishiElectric.co.jp\", 40, 0.0], [\"security@synology.com\", 39, 0.0], [\"security@atlassian.com\", 37, 0.0], [\"vuln@krcert.or.kr\", 36, 0.0], [\"security@tibco.com\", 33, 0.0], [\"vulnreport@tenable.com\", 33, 0.0], [\"reefs@jfrog.com\", 32, 0.0], [\"prodsec@splunk.com\", 31, 0.0], [\"psirt@esri.com\", 31, 0.0], [\"cret@cert.org\", 30, 0.0], [\"security@zoom.us\", 29, 0.0], [\"security-alert@sophos.com\", 29, 0.0], [\"trellixpsirt@trellix.com\", 28, 0.0], [\"meissner@suse.de\", 28, 0.0], [\"psirt@lenovo.com\", 27, 0.0], [\"cve-notifications-us@f-secure.com\", 26, 0.0], [\"security@opentext.com\", 25, 0.0], [\"sirt@brocade.com\", 25, 0.0], 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[\"hirt@hitachi.co.jp\", 16, 0.0], [\"vdp@themissinglink.com.au\", 16, 0.0], [\"cve-requests@bitdefender.com\", 15, 0.0], [\"responsible-disclosure@pingidentity.com\", 15, 0.0], [\"security@zabbix.com\", 14, 0.0], [\"security@otrs.com\", 14, 0.0], [\"productsecurity@jci.com\", 14, 0.0], [\"openssl-security@openssl.org\", 14, 0.0], [\"security-officer@isc.org\", 13, 0.0], [\"secure@symantec.com\", 13, 0.0], [\"csirt@divd.nl\", 13, 0.0], [\"vulnerabilities@zephyrproject.org\", 13, 0.0], [\"psirt@zte.com.cn\", 13, 0.0], [\"psirt@bosch.com\", 13, 0.0], [\"vulnerability@ncsc.ch\", 13, 0.0], [\"bressers@elastic.co\", 12, 0.0], [\"security@eset.com\", 12, 0.0], [\"cna@cloudflare.com\", 12, 0.0], [\"mlhess@drupal.org\", 12, 0.0], [\"psirt@arista.com\", 11, 0.0], [\"vuln@ca.com\", 11, 0.0], [\"secure@citrix.com\", 11, 0.0], [\"product-cna@github.com\", 11, 0.0], [\"cve_disclosure@tech.gov.sg\", 11, 0.0], [\"security@m-files.com\", 10, 0.0], [\"emo@eclipse.org\", 10, 0.0], 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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "abdad40c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:46.834841Z",
     "iopub.status.busy": "2025-02-07T04:25:46.834507Z",
     "iopub.status.idle": "2025-02-07T04:25:46.840689Z",
     "shell.execute_reply": "2025-02-07T04:25:46.840246Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
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       "        // Define the table data\n",
       "        const data = [[\"CWE-79\", 3012], [\"NVD-CWE-noinfo\", 2963], [\"CWE-787\", 1764], [\"CWE-89\", 1686], [\"Missing_Data\", 1517], [\"CWE-125\", 757], [\"CWE-416\", 684], [\"CWE-20\", 680], [\"CWE-22\", 672], [\"CWE-352\", 636], [\"CWE-78\", 514], [\"NVD-CWE-Other\", 485], [\"CWE-120\", 445], [\"CWE-434\", 439], [\"CWE-200\", 419], [\"CWE-862\", 412], [\"CWE-476\", 359], [\"CWE-287\", 322], [\"CWE-119\", 275], [\"CWE-284\", 268], [\"CWE-400\", 227], [\"CWE-362\", 214], [\"CWE-190\", 210], [\"CWE-918\", 204], [\"CWE-269\", 204], [\"CWE-77\", 204], [\"CWE-863\", 202], [\"CWE-707\", 188], [\"CWE-122\", 183], [\"CWE-306\", 172], [\"CWE-798\", 169], [\"CWE-94\", 168], [\"CWE-502\", 163], [\"CWE-276\", 158], [\"CWE-121\", 158], [\"CWE-617\", 142], [\"CWE-770\", 140], [\"CWE-601\", 134], [\"CWE-611\", 121], [\"CWE-522\", 117], [\"CWE-639\", 112], [\"CWE-427\", 111], [\"CWE-401\", 103], [\"CWE-74\", 103], [\"CWE-732\", 102], [\"CWE-295\", 94], [\"CWE-203\", 91], [\"CWE-532\", 90], [\"CWE-285\", 87], [\"CWE-1321\", 85], [\"CWE-668\", 84], [\"CWE-59\", 81], [\"CWE-319\", 79], [\"CWE-404\", 78], [\"CWE-367\", 70], [\"CWE-80\", 69], [\"CWE-312\", 67], [\"CWE-345\", 66], [\"CWE-129\", 64], [\"CWE-755\", 61], [\"CWE-415\", 60], [\"CWE-1333\", 59], [\"CWE-327\", 58], [\"CWE-552\", 58], [\"CWE-754\", 57], [\"CWE-1021\", 54], [\"CWE-835\", 53], [\"CWE-347\", 52], [\"CWE-843\", 47], [\"CWE-613\", 47], [\"CWE-307\", 46], [\"CWE-209\", 43], [\"CWE-264\", 42], [\"CWE-428\", 42], [\"CWE-330\", 41], [\"CWE-88\", 41], [\"CWE-665\", 40], [\"CWE-674\", 39], [\"CWE-1284\", 38], [\"CWE-116\", 38], [\"CWE-281\", 37], [\"CWE-1236\", 37], [\"CWE-908\", 36], [\"CWE-384\", 36], [\"CWE-824\", 36], [\"CWE-294\", 36], [\"CWE-23\", 35], [\"CWE-290\", 35], [\"CWE-667\", 35], [\"CWE-425\", 34], [\"CWE-326\", 33], [\"CWE-311\", 32], [\"CWE-521\", 31], [\"CWE-126\", 31], [\"CWE-369\", 31], [\"CWE-444\", 31], [\"CWE-788\", 31], [\"CWE-134\", 29], [\"CWE-288\", 29], [\"CWE-346\", 28], [\"CWE-266\", 27], [\"CWE-191\", 24], [\"CWE-250\", 24], [\"CWE-610\", 23], [\"CWE-321\", 22], [\"CWE-459\", 22], [\"CWE-252\", 22], [\"CWE-131\", 21], [\"CWE-682\", 20], [\"CWE-354\", 20], [\"CWE-829\", 19], [\"CWE-494\", 19], [\"CWE-704\", 19], [\"CWE-426\", 19], [\"CWE-73\", 18], [\"CWE-212\", 18], [\"CWE-256\", 17], [\"CWE-193\", 17], [\"CWE-280\", 17], [\"CWE-640\", 17], [\"CWE-399\", 15], [\"CWE-840\", 15], [\"CWE-489\", 15], [\"CWE-922\", 15], [\"CWE-1188\", 14], [\"CWE-697\", 14], [\"CWE-130\", 14], [\"CWE-703\", 14], [\"CWE-331\", 14], [\"CWE-359\", 13], [\"CWE-377\", 13], [\"CWE-91\", 12], [\"CWE-772\", 12], [\"CWE-248\", 12], [\"CWE-670\", 11], [\"CWE-789\", 11], [\"CWE-305\", 11], [\"CWE-338\", 11], [\"CWE-916\", 10], [\"CWE-457\", 10], [\"CWE-614\", 10], [\"CWE-776\", 9], [\"CWE-241\", 9], [\"CWE-664\", 9], [\"CWE-672\", 9], [\"CWE-913\", 8], [\"CWE-823\", 8], [\"CWE-681\", 8], [\"CWE-213\", 8], [\"CWE-693\", 8], [\"CWE-565\", 8], [\"CWE-648\", 8], [\"CWE-259\", 7], [\"CWE-706\", 7], [\"CWE-909\", 7], [\"CWE-204\", 7], [\"CWE-763\", 7], [\"CWE-275\", 7], [\"CWE-912\", 7], [\"CWE-208\", 7], [\"CWE-436\", 6], [\"CWE-669\", 6], [\"CWE-497\", 6], [\"CWE-406\", 6], [\"CWE-310\", 6], [\"CWE-16\", 6], [\"CWE-1336\", 6], [\"CWE-917\", 5], [\"CWE-822\", 5], [\"CWE-1220\", 5], [\"CWE-358\", 5], [\"CWE-201\", 5], [\"CWE-451\", 5], [\"CWE-470\", 5], [\"CWE-690\", 5], [\"CWE-113\", 5], [\"CWE-123\", 5], [\"CWE-680\", 5], [\"CWE-335\", 5], [\"CWE-1286\", 4], [\"CWE-117\", 4], [\"CWE-192\", 4], [\"CWE-99\", 4], [\"CWE-115\", 4], [\"CWE-538\", 4], [\"CWE-274\", 4], [\"CWE-548\", 4], [\"CWE-95\", 4], [\"CWE-257\", 4], [\"CWE-927\", 4], [\"CWE-325\", 4], [\"CWE-202\", 4], [\"CWE-303\", 4], [\"CWE-1022\", 4], [\"CWE-304\", 4], [\"CWE-1287\", 4], [\"CWE-620\", 4], [\"CWE-302\", 4], [\"CWE-1285\", 4], [\"CWE-915\", 4], [\"CWE-471\", 4], [\"CWE-779\", 4], [\"CWE-385\", 4], [\"CWE-602\", 4], [\"CWE-282\", 3], [\"CWE-549\", 3], [\"CWE-410\", 3], [\"CWE-273\", 3], [\"CWE-911\", 3], [\"CWE-842\", 3], [\"CWE-561\", 3], [\"CWE-36\", 3], [\"CWE-778\", 3], [\"CWE-24\", 3], [\"CWE-75\", 3], [\"CWE-472\", 3], [\"CWE-141\", 3], [\"CWE-1004\", 3], [\"CWE-334\", 3], [\"CWE-453\", 3], [\"CWE-612\", 3], [\"CWE-316\", 3], [\"CWE-662\", 3], [\"CWE-229\", 3], [\"CWE-379\", 3], [\"CWE-255\", 3], [\"CWE-324\", 3], [\"CWE-424\", 3], [\"CWE-124\", 3], [\"CWE-924\", 3], [\"CWE-407\", 3], [\"CWE-184\", 3], [\"CWE-598\", 3], [\"CWE-603\", 3], [\"CWE-197\", 3], [\"CWE-657\", 3], [\"CWE-841\", 3], [\"CWE-158\", 3], [\"CWE-233\", 3], [\"CWE-691\", 3], [\"CWE-757\", 2], [\"CWE-223\", 2], [\"CWE-112\", 2], [\"CWE-676\", 2], [\"CWE-37\", 2], [\"CWE-150\", 2], [\"CWE-378\", 2], [\"CWE-219\", 2], [\"CWE-178\", 2], [\"CWE-460\", 2], [\"CWE-254\", 2], [\"CWE-93\", 2], [\"CWE-807\", 2], [\"CWE-815\", 2], [\"CWE-114\", 2], [\"CWE-25\", 2], [\"CWE-261\", 2], [\"CWE-228\", 2], [\"CWE-501\", 2], [\"CWE-328\", 2], [\"CWE-180\", 2], [\"CWE-1125\", 2], [\"CWE-356\", 2], [\"CWE-342\", 2], [\"CWE-749\", 2], [\"CWE-440\", 2], [\"CWE-244\", 2], [\"CWE-35\", 2], [\"CWE-189\", 2], [\"CWE-644\", 2], [\"CWE-441\", 2], [\"CWE-940\", 2], [\"CWE-923\", 2], [\"CWE-138\", 2], [\"CWE-1221\", 2], [\"CWE-297\", 2], [\"CWE-590\", 2], [\"CWE-348\", 2], [\"CWE-98\", 2], [\"CWE-597\", 2], [\"CWE-1038\", 2], [\"CWE-786\", 2], [\"CWE-41\", 1], [\"CWE-834\", 1], [\"CWE-1289\", 1], [\"CWE-479\", 1], [\"CWE-337\", 1], [\"CWE-183\", 1], [\"CWE-696\", 1], [\"CWE-268\", 1], [\"CWE-921\", 1], [\"CWE-710\", 1], [\"CWE-215\", 1], [\"CWE-456\", 1], [\"CWE-296\", 1], [\"CWE-1258\", 1], [\"CWE-524\", 1], [\"CWE-128\", 1], [\"CWE-805\", 1], [\"CWE-1190\", 1], [\"CWE-642\", 1], [\"CWE-391\", 1], [\"CWE-87\", 1], [\"CWE-344\", 1], [\"CWE-226\", 1], [\"CWE-85\", 1], [\"CWE-1108\", 1], [\"CWE-1059\", 1], [\"CWE-277\", 1], [\"CWE-357\", 1], [\"CWE-146\", 1], [\"CWE-689\", 1], [\"CWE-196\", 1], [\"CWE-650\", 1], [\"CWE-606\", 1], [\"CWE-96\", 1], [\"CWE-926\", 1], [\"CWE-1319\", 1], [\"CWE-83\", 1], [\"CWE-234\", 1], [\"CWE-1390\", 1], [\"CWE-1173\", 1], [\"CWE-1250\", 1], [\"CWE-271\", 1], [\"CWE-15\", 1], [\"CWE-84\", 1], [\"CWE-833\", 1], [\"CWE-65\", 1], [\"CWE-253\", 1], [\"CWE-405\", 1], [\"CWE-1327\", 1], [\"CWE-176\", 1], [\"CWE-477\", 1], [\"CWE-1118\", 1], [\"CWE-1283\", 1], [\"CWE-194\", 1], [\"CWE-523\", 1], [\"CWE-187\", 1], [\"CWE-804\", 1], [\"CWE-1291\", 1], [\"CWE-368\", 1], [\"CWE-939\", 1], [\"CWE-402\", 1], [\"CWE-286\", 1], [\"CWE-448\", 1], [\"CWE-1244\", 1], [\"CWE-262\", 1], [\"CWE-480\", 1], [\"CWE-177\", 1], [\"CWE-942\", 1], [\"CWE-283\", 1], [\"CWE-300\", 1], [\"CWE-671\", 1], [\"CWE-821\", 1], [\"CWE-420\", 1], [\"CWE-643\", 1], [\"CWE-759\", 1], [\"CWE-413\", 1], [\"CWE-641\", 1], [\"CWE-408\", 1], [\"CWE-1083\", 1], [\"CWE-571\", 1], [\"CWE-708\", 1], [\"CWE-1218\", 1], [\"CWE-232\", 1], [\"CWE-236\", 1], [\"CWE-684\", 1], [\"CWE-1077\", 1], [\"CWE-336\", 1], [\"CWE-363\", 1], [\"CWE-395\", 1], [\"CWE-409\", 1], [\"CWE-29\", 1], [\"CWE-353\", 1], [\"CWE-242\", 1], [\"CWE-317\", 1], [\"CWE-1352\", 1], [\"CWE-791\", 1], [\"CWE-214\", 1], [\"CWE-836\", 1], [\"CWE-179\", 1], [\"CWE-419\", 1], [\"CWE-1247\", 1], [\"CWE-450\", 1], [\"CWE-366\", 1], [\"CWE-1320\", 1], [\"CWE-1299\", 1], [\"CWE-1026\", 1], [\"CWE-118\", 1], [\"CWE-756\", 1], [\"CWE-267\", 1], [\"CWE-90\", 1], [\"CWE-562\", 1], [\"CWE-455\", 1], [\"CWE-61\", 1], [\"CWE-341\", 1], [\"CWE-941\", 1], [\"CWE-235\", 1]];\n",
       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": [], \"warn_on_selected_rows_not_rendered\": true};\n",
       "        dt_args[\"data\"] = data;\n",
       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:46.842331Z",
     "iopub.status.busy": "2025-02-07T04:25:46.842121Z",
     "iopub.status.idle": "2025-02-07T04:25:47.006387Z",
     "shell.execute_reply": "2025-02-07T04:25:47.005778Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t0\n",
      "CVE-2003:\t3\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t1\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t1\n",
      "CVE-2008:\t1\n",
      "CVE-2009:\t2\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t4\n",
      "CVE-2012:\t3\n",
      "CVE-2013:\t37\n",
      "CVE-2014:\t49\n",
      "CVE-2015:\t40\n",
      "CVE-2016:\t41\n",
      "CVE-2017:\t163\n",
      "CVE-2018:\t42\n",
      "CVE-2019:\t250\n",
      "CVE-2020:\t900\n",
      "CVE-2021:\t4757\n",
      "CVE-2022:\t20136\n"
     ]
    }
   ],
   "source": [
    "print(\"CVE-1999:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-1999-')]))\n",
    "print(\"CVE-2000:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2000-')]))\n",
    "print(\"CVE-2001:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2001-')]))\n",
    "print(\"CVE-2002:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2002-')]))\n",
    "print(\"CVE-2003:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2003-')]))\n",
    "print(\"CVE-2004:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2004-')]))\n",
    "print(\"CVE-2005:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2005-')]))\n",
    "print(\"CVE-2006:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2006-')]))\n",
    "print(\"CVE-2007:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2007-')]))\n",
    "print(\"CVE-2008:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2008-')]))\n",
    "print(\"CVE-2009:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2009-')]))\n",
    "print(\"CVE-2010:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2010-')]))\n",
    "print(\"CVE-2011:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2011-')]))\n",
    "print(\"CVE-2012:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2012-')]))\n",
    "print(\"CVE-2013:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2013-')]))\n",
    "print(\"CVE-2014:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2014-')]))\n",
    "print(\"CVE-2015:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2015-')]))\n",
    "print(\"CVE-2016:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2016-')]))\n",
    "print(\"CVE-2017:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2017-')]))\n",
    "print(\"CVE-2018:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2018-')]))\n",
    "print(\"CVE-2019:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2019-')]))\n",
    "print(\"CVE-2020:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2020-')]))\n",
    "print(\"CVE-2021:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2021-')]))\n",
    "print(\"CVE-2022:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2022-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-07T04:25:47.008337Z",
     "iopub.status.busy": "2025-02-07T04:25:47.008012Z",
     "iopub.status.idle": "2025-02-07T04:25:47.011898Z",
     "shell.execute_reply": "2025-02-07T04:25:47.011471Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-02-07 04:25:47.009026**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
   ]
  }
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