CVE2024.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2024\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-19T16:24:13.725499Z",
     "iopub.status.busy": "2025-01-19T16:24:13.725324Z",
     "iopub.status.idle": "2025-01-19T16:24:14.358050Z",
     "shell.execute_reply": "2025-01-19T16:24:14.357429Z"
    },
    "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": "2025-01-19T16:24:14.360434Z",
     "iopub.status.busy": "2025-01-19T16:24:14.360208Z",
     "iopub.status.idle": "2025-01-19T16:24:37.269646Z",
     "shell.execute_reply": "2025-01-19T16:24:37.269081Z"
    },
    "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'] > '2024-01-01') & (nvd['Published']  < '2025-01-01'))\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(2024, 1, 1)\n",
    "enddate  = date.today()\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-19T16:24:37.271748Z",
     "iopub.status.busy": "2025-01-19T16:24:37.271553Z",
     "iopub.status.idle": "2025-01-19T16:24:37.279906Z",
     "shell.execute_reply": "2025-01-19T16:24:37.279413Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **40704**<br />Average CVEs Per Day: **106.0**<br />Average CVSS Score: **6.67**"
      ],
      "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": "2025-01-19T16:24:37.281715Z",
     "iopub.status.busy": "2025-01-19T16:24:37.281442Z",
     "iopub.status.idle": "2025-01-19T16:24:37.292974Z",
     "shell.execute_reply": "2025-01-19T16:24:37.292539Z"
    },
    "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": "2025-01-19T16:24:37.294844Z",
     "iopub.status.busy": "2025-01-19T16:24:37.294485Z",
     "iopub.status.idle": "2025-01-19T16:24:38.086998Z",
     "shell.execute_reply": "2025-01-19T16:24:38.086405Z"
    },
    "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": "2025-01-19T16:24:38.088876Z",
     "iopub.status.busy": "2025-01-19T16:24:38.088525Z",
     "iopub.status.idle": "2025-01-19T16:24:38.285995Z",
     "shell.execute_reply": "2025-01-19T16:24:38.285409Z"
    },
    "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": "2025-01-19T16:24:38.288098Z",
     "iopub.status.busy": "2025-01-19T16:24:38.287745Z",
     "iopub.status.idle": "2025-01-19T16:24:38.531757Z",
     "shell.execute_reply": "2025-01-19T16:24:38.531238Z"
    },
    "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": "2025-01-19T16:24:38.533789Z",
     "iopub.status.busy": "2025-01-19T16:24:38.533419Z",
     "iopub.status.idle": "2025-01-19T16:24:38.801451Z",
     "shell.execute_reply": "2025-01-19T16:24:38.800809Z"
    },
    "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": "2025-01-19T16:24:38.803742Z",
     "iopub.status.busy": "2025-01-19T16:24:38.803288Z",
     "iopub.status.idle": "2025-01-19T16:24:38.947609Z",
     "shell.execute_reply": "2025-01-19T16:24:38.947025Z"
    },
    "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": "2025-01-19T16:24:38.949545Z",
     "iopub.status.busy": "2025-01-19T16:24:38.949190Z",
     "iopub.status.idle": "2025-01-19T16:24:39.170107Z",
     "shell.execute_reply": "2025-01-19T16:24:39.169546Z"
    },
    "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['Assigner'].replace('416baaa9-dc9f-4396-8d5f-8c081fb06d67','cve@kernel.org',inplace=True)\n",
    "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"
   ]
  },
  {
   "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": "2025-01-19T16:24:39.172035Z",
     "iopub.status.busy": "2025-01-19T16:24:39.171682Z",
     "iopub.status.idle": "2025-01-19T16:24:39.392339Z",
     "shell.execute_reply": "2025-01-19T16:24:39.391869Z"
    },
    "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 > 10].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"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-19T16:24:39.394320Z",
     "iopub.status.busy": "2025-01-19T16:24:39.393970Z",
     "iopub.status.idle": "2025-01-19T16:24:39.406533Z",
     "shell.execute_reply": "2025-01-19T16:24:39.406085Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "<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",
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       "        </g>\n",
       "    </g>\n",
       "</svg>\n",
       "</a>\n",
       "Loading ITables v2.2.4 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</tr></tbody>\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.css\" rel=\"stylesheet\">\n",
       "<script type=\"module\">\n",
       "    import {DataTable, jQuery as $} from 'https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.js';\n",
       "\n",
       "    document.querySelectorAll(\"#itables_d4beab72_5c27_4432_8a43_243fbc52efc8:not(.dataTable)\").forEach(table => {\n",
       "        if (!(table instanceof HTMLTableElement))\n",
       "            return;\n",
       "\n",
       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 6111, 15.0], [\"audit@patchstack.com\", 4570, 11.0], [\"cve@kernel.org\", 4443, 11.0], [\"security@wordfence.com\", 3640, 9.0], [\"cna@vuldb.com\", 2938, 7.0], [\"security-advisories@github.com\", 2139, 5.0], [\"zdi-disclosures@trendmicro.com\", 1286, 3.0], [\"secure@microsoft.com\", 1095, 3.0], [\"contact@wpscan.com\", 773, 2.0], [\"psirt@adobe.com\", 760, 2.0], [\"product-security@apple.com\", 598, 1.0], [\"psirt@us.ibm.com\", 504, 1.0], [\"secure@intel.com\", 394, 1.0], [\"security@huntr.dev\", 375, 1.0], [\"secalert_us@oracle.com\", 370, 1.0], [\"ykramarz@cisco.com\", 362, 1.0], [\"cve-coordination@incibe.es\", 327, 1.0], [\"secalert@redhat.com\", 319, 1.0], [\"productcert@siemens.com\", 296, 1.0], [\"vultures@jpcert.or.jp\", 283, 1.0], [\"security@apache.org\", 262, 1.0], [\"talos-cna@cisco.com\", 261, 1.0], [\"chrome-cve-admin@google.com\", 261, 1.0], [\"security@android.com\", 259, 1.0], [\"product-security@qualcomm.com\", 259, 1.0], [\"security_alert@emc.com\", 258, 1.0], [\"ics-cert@hq.dhs.gov\", 258, 1.0], [\"psirt@huawei.com\", 223, 1.0], [\"mobile.security@samsung.com\", 222, 1.0], [\"security@mozilla.org\", 202, 0.0], [\"support@hackerone.com\", 187, 0.0], [\"twcert@cert.org.tw\", 171, 0.0], [\"cve@gitlab.com\", 170, 0.0], [\"dsap-vuln-management@google.com\", 162, 0.0], [\"security@mediatek.com\", 153, 0.0], [\"security@qnapsecurity.com.tw\", 146, 0.0], [\"cna@sap.com\", 142, 0.0], [\"sirt@juniper.net\", 132, 0.0], [\"iletisim@usom.gov.tr\", 123, 0.0], [\"psirt@fortinet.com\", 121, 0.0], [\"prodsec@nozominetworks.com\", 109, 0.0], [\"psirt@lenovo.com\", 108, 0.0], [\"security-alert@hpe.com\", 106, 0.0], [\"security@opentext.com\", 104, 0.0], [\"cve@jetbrains.com\", 103, 0.0], [\"psirt@autodesk.com\", 102, 0.0], [\"responsibledisclosure@mattermost.com\", 95, 0.0], [\"info@cert.vde.com\", 91, 0.0], [\"security@vmware.com\", 90, 0.0], [\"security@progress.com\", 89, 0.0], [\"f5sirt@f5.com\", 87, 0.0], [\"psirt@hcl.com\", 86, 0.0], [\"cvd@cert.pl\", 86, 0.0], [\"vdisclose@cert-in.org.in\", 77, 0.0], [\"report@snyk.io\", 76, 0.0], [\"psirt@nvidia.com\", 75, 0.0], [\"cna@cyber.gov.il\", 73, 0.0], [\"patrick@puiterwijk.org\", 72, 0.0], [\"PSIRT@rockwellautomation.com\", 72, 0.0], [\"psirt@paloaltonetworks.com\", 71, 0.0], [\"3c1d8aa1-5a33-4ea4-8992-aadd6440af75\", 68, 0.0], [\"security@ubuntu.com\", 66, 0.0], [\"security@trendmicro.com\", 63, 0.0], [\"scy@openharmony.io\", 61, 0.0], [\"0fc0942c-577d-436f-ae8e-945763c79b02\", 54, 0.0], [\"cybersecurity@ch.abb.com\", 53, 0.0], [\"security@unisoc.com\", 52, 0.0], [\"psirt@amd.com\", 51, 0.0], [\"cybersecurity@se.com\", 49, 0.0], [\"jenkinsci-cert@googlegroups.com\", 49, 0.0], [\"help@fluidattacks.com\", 49, 0.0], [\"security@synology.com\", 47, 0.0], [\"vulnreport@tenable.com\", 45, 0.0], [\"ecc0f906-8666-484c-bcf8-c3b7520a72f0\", 44, 0.0], [\"psirt@solarwinds.com\", 44, 0.0], [\"prodsec@splunk.com\", 41, 0.0], [\"secteam@freebsd.org\", 41, 0.0], [\"551230f0-3615-47bd-b7cc-93e92e730bbf\", 40, 0.0], [\"cve@asrg.io\", 40, 0.0], [\"security@liferay.com\", 40, 0.0], [\"product-cna@github.com\", 40, 0.0], [\"6f8de1f0-f67e-45a6-b68f-98777fdb759c\", 39, 0.0], [\"security@zoom.us\", 39, 0.0], [\"disclosure@vulncheck.com\", 38, 0.0], [\"hp-security-alert@hp.com\", 38, 0.0], [\"security@zyxel.com.tw\", 37, 0.0], [\"cve-coordination@google.com\", 36, 0.0], [\"sirt@brocade.com\", 36, 0.0], [\"security@checkmk.com\", 35, 0.0], [\"security@acronis.com\", 33, 0.0], [\"disclosures@exodusintel.com\", 32, 0.0], [\"security@golang.org\", 30, 0.0], [\"cybersecurity@hitachienergy.com\", 29, 0.0], [\"psirt@bosch.com\", 29, 0.0], [\"psirt@esri.com\", 28, 0.0], [\"reefs@jfrog.com\", 28, 0.0], [\"security@devolutions.net\", 28, 0.0], [\"office@cyberdanube.com\", 28, 0.0], [\"security@open-xchange.com\", 27, 0.0], [\"3DS.Information-Security@3ds.com\", 26, 0.0], [\"product-security@silabs.com\", 25, 0.0], [\"security@ni.com\", 25, 0.0], [\"security@atlassian.com\", 25, 0.0], [\"security@hashicorp.com\", 24, 0.0], [\"vulnerability@ncsc.ch\", 24, 0.0], [\"security@zabbix.com\", 24, 0.0], [\"cret@cert.org\", 24, 0.0], [\"meissner@suse.de\", 24, 0.0], [\"cve@rapid7.com\", 24, 0.0], [\"security@xen.org\", 23, 0.0], [\"cve-requests@bitdefender.com\", 23, 0.0], [\"secure@citrix.com\", 22, 0.0], [\"Mitsubishielectric.Psirt@yd.MitsubishiElectric.co.jp\", 22, 0.0], [\"emo@eclipse.org\", 22, 0.0], [\"bressers@elastic.co\", 21, 0.0], [\"trellixpsirt@trellix.com\", 21, 0.0], [\"9119a7d8-5eab-497f-8521-727c672e3725\", 21, 0.0], [\"security@joomla.org\", 21, 0.0], [\"PSIRT@sonicwall.com\", 21, 0.0], [\"vulnerabilities@zephyrproject.org\", 20, 0.0], [\"cve@zscaler.com\", 20, 0.0], [\"arm-security@arm.com\", 19, 0.0], [\"psirt@honeywell.com\", 19, 0.0], [\"product-security@axis.com\", 19, 0.0], [\"paddle-security@baidu.com\", 18, 0.0], [\"cna@mongodb.com\", 18, 0.0], [\"productsecurity@jci.com\", 17, 0.0], [\"ff5b8ace-8b95-4078-9743-eac1ca5451de\", 17, 0.0], [\"psirt-info@cyber.jp.nec.com\", 17, 0.0], [\"security@puppet.com\", 17, 0.0], [\"security@php.net\", 17, 0.0], [\"psirt@zte.com.cn\", 17, 0.0], [\"hirt@hitachi.co.jp\", 17, 0.0], [\"df4dee71-de3a-4139-9588-11b62fe6c0ff\", 17, 0.0], [\"f86ef6dc-4d3a-42ad-8f28-e6d5547a5007\", 16, 0.0], [\"security@openanolis.org\", 16, 0.0], [\"cna@python.org\", 15, 0.0], [\"psirt@moxa.com\", 15, 0.0], [\"biossecurity@ami.com\", 15, 0.0], [\"infosec@edk2.groups.io\", 14, 0.0], [\"disclosures@gallagher.com\", 14, 0.0], [\"security@grafana.com\", 14, 0.0], [\"csirt@divd.nl\", 13, 0.0], [\"security@mautic.org\", 13, 0.0], [\"SecurityResponse@netmotionsoftware.com\", 13, 0.0], [\"ART@zuso.ai\", 13, 0.0], [\"vulnerability@kaspersky.com\", 13, 0.0], [\"secure@symantec.com\", 12, 0.0], [\"430a6cef-dc26-47e3-9fa8-52fb7f19644e\", 12, 0.0], [\"productsecurity@baxter.com\", 12, 0.0], [\"eb41dac7-0af8-4f84-9f6d-0272772514f4\", 12, 0.0], [\"security@m-files.com\", 12, 0.0], [\"facts@wolfssl.com\", 12, 0.0], [\"responsible-disclosure@pingidentity.com\", 12, 0.0], [\"3836d913-7555-4dd0-a509-f5667fdf5fe4\", 12, 0.0], [\"2fdefc65-d750-4b8d-96ee-6e2c0c42dbfe\", 11, 0.0], [\"dc3f6da9-85b5-4a73-84a2-2ec90b40fca5\", 11, 0.0], [\"2499f714-1537-4658-8207-48ae4bb9eae9\", 11, 0.0], [\"security-alert@netapp.com\", 11, 0.0], [\"security@pandorafms.com\", 11, 0.0], [\"ot-cert@dragos.com\", 11, 0.0], [\"security@tibco.com\", 10, 0.0], [\"3f572a00-62e2-4423-959a-7ea25eff1638\", 10, 0.0], [\"13061848-ea10-403d-bd75-c83a022c2891\", 10, 0.0], [\"security-officer@isc.org\", 10, 0.0], [\"securities@openeuler.org\", 10, 0.0], [\"security@eset.com\", 10, 0.0], [\"xpdf@xpdfreader.com\", 10, 0.0], [\"fc9afe74-3f80-4fb7-a313-e6f036a89882\", 10, 0.0], [\"cert@ncsc.nl\", 10, 0.0], [\"ff89ba41-3aa1-4d27-914a-91399e9639e5\", 10, 0.0], [\"security@otrs.com\", 9, 0.0], [\"psirt@sick.de\", 9, 0.0], [\"367425dc-4d06-4041-9650-c2dc6aaa27ce\", 9, 0.0], [\"907edf6c-bf03-423e-ab1a-8da27e1aa1ea\", 9, 0.0], [\"security@pega.com\", 9, 0.0], [\"f946a70c-00eb-42ce-8e9b-634d1f7b5a6f\", 9, 0.0], [\"security@vivo.com\", 9, 0.0], [\"171caf72-b841-4e04-a68e-93493aff2b94\", 9, 0.0], [\"security@openvpn.net\", 9, 0.0], [\"mlhess@drupal.org\", 9, 0.0], [\"openssl-security@openssl.org\", 9, 0.0], [\"security@octopus.com\", 9, 0.0], [\"36c7be3b-2937-45df-85ea-ca7133ea542c\", 9, 0.0], [\"5fea7123-217b-4b2d-ada8-8892719b43cd\", 8, 0.0], [\"bbf0bd87-ece2-41be-b873-96928ee8fab9\", 8, 0.0], [\"hsrc@hikvision.com\", 8, 0.0], [\"product.security@lge.com\", 8, 0.0], [\"cve@navercorp.com\", 8, 0.0], [\"f98c90f0-e9bd-4fa7-911b-51993f3571fd\", 8, 0.0], [\"vuln@krcert.or.kr\", 8, 0.0], [\"5d1c2695-1a31-4499-88ae-e847036fd7e3\", 7, 0.0], [\"80f39f49-2521-4ee7-9e17-af5d55e8032f\", 7, 0.0], [\"jordan@liggitt.net\", 7, 0.0], [\"psirt@sailpoint.com\", 7, 0.0], [\"psirt@teamviewer.com\", 7, 0.0], [\"CybersecurityCOE@eaton.com\", 7, 0.0], [\"security@xiaomi.com\", 7, 0.0], [\"PSIRT@samsung.com\", 7, 0.0], [\"secure@blackberry.com\", 7, 0.0], [\"cybersecurity@dahuatech.com\", 7, 0.0], [\"psirt@purestorage.com\", 7, 0.0], [\"c4f26cc8-17ff-4c99-b5e2-38fc1793eacc\", 7, 0.0], [\"security@hypr.com\", 6, 0.0], [\"productsecurity@carrier.com\", 6, 0.0], [\"psirt@servicenow.com\", 6, 0.0], [\"41c37e40-543d-43a2-b660-2fee83ea851a\", 6, 0.0], [\"10b61619-3869-496c-8a1e-f291b0e71e3f\", 6, 0.0], [\"cve@takeonme.org\", 6, 0.0], [\"psirt@wdc.com\", 6, 0.0], [\"security@nortonlifelock.com\", 6, 0.0], [\"disclosure@synopsys.com\", 6, 0.0], [\"103e4ec9-0a87-450b-af77-479448ddef11\", 6, 0.0], [\"psirt@okta.com\", 6, 0.0], [\"security@docker.com\", 5, 0.0], [\"2505284f-8ffb-486c-bf60-e19c1097a90b\", 5, 0.0], [\"security@documentfoundation.org\", 5, 0.0], [\"zowe-security@lists.openmainframeproject.org\", 5, 0.0], [\"security@yugabyte.com\", 5, 0.0], [\"research@onekey.com\", 5, 0.0], [\"3ff69d7a-14f2-4f67-a097-88dee7810d18\", 5, 0.0], [\"68630edc-a58c-4cbd-9b01-0e130455c8ae\", 5, 0.0], [\"sep@nlnetlabs.nl\", 5, 0.0], [\"security.vulnerabilities@hitachivantara.com\", 5, 0.0], [\"85b1779b-6ecd-4f52-bcc5-73eac4659dcf\", 5, 0.0], [\"info@appcheck-ng.com\", 5, 0.0], [\"cve-assign@fb.com\", 5, 0.0], [\"vdp@themissinglink.com.au\", 5, 0.0], [\"cve-coordination@palantir.com\", 5, 0.0], [\"securityalerts@avaya.com\", 5, 0.0], [\"mandiant-cve@google.com\", 4, 0.0], [\"security-alert@sophos.com\", 4, 0.0], [\"cna@cloudflare.com\", 4, 0.0], [\"7bc73191-a2b6-4c63-9918-753964601853\", 4, 0.0], [\"a341c0d1-ebf7-493f-a84e-38cf86618674\", 4, 0.0], [\"info@starlabs.sg\", 4, 0.0], [\"cve-coordination@logitech.com\", 4, 0.0], [\"security@dotcms.com\", 4, 0.0], [\"6b35d637-e00f-4228-858c-b20ad6e1d07b\", 4, 0.0], [\"596c5446-0ce5-4ba2-aa66-48b3b757a647\", 4, 0.0], [\"psirt@forcepoint.com\", 4, 0.0], [\"security@snowsoftware.com\", 4, 0.0], [\"psirt@thalesgroup.com\", 4, 0.0], [\"cve@checkpoint.com\", 4, 0.0], [\"7168b535-132a-4efe-a076-338f829b2eb9\", 4, 0.0], [\"VulnerabilityReporting@secomea.com\", 4, 0.0], [\"security-report@netflix.com\", 4, 0.0], [\"b48c3b8f-639e-4c16-8725-497bc411dad0\", 3, 0.0], [\"a5532a13-c4dd-4202-bef1-e0b8f2f8d12b\", 3, 0.0], [\"security@sierrawireless.com\", 3, 0.0], [\"68870bb1-d075-4169-957d-e580b18692b9\", 3, 0.0], [\"psirt@arista.com\", 3, 0.0], [\"security@proofpoint.com\", 3, 0.0], [\"security@oppo.com\", 3, 0.0], [\"769c9ae7-73c3-4e47-ae19-903170fc3eb8\", 3, 0.0], [\"dl_cve@linecorp.com\", 3, 0.0], [\"1e3a9e0f-5156-4bf8-b8a3-cc311bfc0f4a\", 3, 0.0], [\"22d9ba52-f336-4b0d-bf1f-0efbdcc3c1de\", 3, 0.0], [\"security@tcpdump.org\", 3, 0.0], [\"bugreport@qualys.com\", 3, 0.0], [\"psirt@netskope.com\", 2, 0.0], [\"655498c3-6ec5-4f0b-aea6-853b334d05a6\", 2, 0.0], [\"a6d3dc9e-0591-4a13-bce7-0f5b31ff6158\", 2, 0.0], [\"product-security@gg.jp.panasonic.com\", 2, 0.0], [\"security@temporal.io\", 2, 0.0], [\"PSIRT@synaptics.com\", 2, 0.0], [\"b7efe717-a805-47cf-8e9a-921fca0ce0ce\", 2, 0.0], [\"4586e0a2-224d-4f8a-9cb4-8882b208c0b3\", 2, 0.0], [\"cf45122d-9d50-442a-9b23-e05cde9943d8\", 2, 0.0], [\"1443cd92-d354-46d2-9290-d812316ca43a\", 2, 0.0], [\"87c8e6ad-f0f5-4ca8-89e2-89f26d6ed932\", 2, 0.0], [\"8a9629cb-c5e7-4d2a-a894-111e8039b7ea\", 2, 0.0], [\"57dba5dd-1a03-47f6-8b36-e84e47d335d8\", 2, 0.0], [\"d42dc95b-23f1-4e06-9076-20753a0fb0df\", 2, 0.0], [\"67325c3f-c596-46c5-a235-e1a1e73abe4e\", 2, 0.0], [\"15c01472-ff32-4bec-916d-912e60a9fe4c\", 2, 0.0], [\"cve_disclosure@tech.gov.sg\", 2, 0.0], [\"security@genetec.com\", 1, 0.0], [\"browser-security@yandex-team.ru\", 1, 0.0], [\"33c584b5-0579-4c06-b2a0-8d8329fcab9c\", 1, 0.0], [\"9947ef80-c5d5-474a-bbab-97341a59000e\", 1, 0.0], [\"a14582b7-06f4-4d66-8e82-3d7ba3739e88\", 1, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 1, 0.0], [\"54bf65a7-a193-42d2-b1ba-8e150d3c35e1\", 1, 0.0], [\"security@selinc.com\", 1, 0.0], [\"psirt@forgerock.com\", 1, 0.0], [\"36106deb-8e95-420b-a0a0-e70af5d245df\", 1, 0.0], [\"security.vulnerabilities@algosec.com\", 1, 0.0], [\"7bd90cf1-1651-495e-9ae8-9415fb3c9feb\", 1, 0.0], [\"info@cybellum.com\", 1, 0.0], [\"security@knime.com\", 1, 0.0], [\"security@baicells.com\", 1, 0.0], [\"psirt@tigera.io\", 1, 0.0], [\"20be33e2-bf35-4d13-8fad-18bd2f3e3659\", 1, 0.0], [\"incident@nbu.gov.sk\", 1, 0.0], [\"56c94bcb-ac34-4d7f-b660-d297a6b7ff82\", 1, 0.0], [\"db4dfee8-a97e-4877-bfae-eba6d14a2166\", 1, 0.0], [\"001d69cf-3fc9-4203-93fb-9865b54e05b2\", 1, 0.0], [\"cybersecurity@bd.com\", 1, 0.0], [\"96148269-fe82-4198-b1bf-3a73ce8bc92e\", 1, 0.0], [\"cb7ba516-3b07-4c98-b0c2-715220f1a8f6\", 1, 0.0], [\"security@1e.com\", 1, 0.0], [\"88ee5874-cf24-4952-aea0-31affedb7ff2\", 1, 0.0], [\"sec@hillstonenet.com\", 1, 0.0], [\"1d66c9f9-fff2-411a-aa19-ca6312fa25e9\", 1, 0.0], [\"0a72a055-908d-47f5-a16a-1f09049c16c6\", 1, 0.0]];\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_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8af1def8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-19T16:24:39.408205Z",
     "iopub.status.busy": "2025-01-19T16:24:39.407931Z",
     "iopub.status.idle": "2025-01-19T16:24:39.414506Z",
     "shell.execute_reply": "2025-01-19T16:24:39.414062Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
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       "      \n",
       "      <th>CWE</th>\n",
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       "                <polyline points=\"-30,30 -60,0 -30,-30\" />\n",
       "                <polyline points=\"0,30 -30,0 0,-30\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(425 250) rotate(180)\">\n",
       "                <polyline points=\"-30,30 -60,0 -30,-30\" />\n",
       "                <polyline points=\"0,30 -30,0 0,-30\" />\n",
       "            </g>\n",
       "        </g>\n",
       "    </g>\n",
       "</svg>\n",
       "</a>\n",
       "Loading ITables v2.2.4 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</tr></tbody>\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.css\" rel=\"stylesheet\">\n",
       "<script type=\"module\">\n",
       "    import {DataTable, jQuery as $} from 'https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.js';\n",
       "\n",
       "    document.querySelectorAll(\"#itables_20942294_cfca_4e8c_a368_78fb1b220213:not(.dataTable)\").forEach(table => {\n",
       "        if (!(table instanceof HTMLTableElement))\n",
       "            return;\n",
       "\n",
       "        // Define the table data\n",
       "        const data = [[\"CWE-79\", 6374], [\"Missing_Data\", 4469], [\"CWE-89\", 2396], [\"NVD-CWE-noinfo\", 1906], [\"CWE-862\", 1595], [\"CWE-352\", 1228], [\"CWE-416\", 1126], [\"CWE-125\", 1005], [\"CWE-787\", 993], [\"CWE-476\", 956], [\"CWE-22\", 896], [\"CWE-121\", 800], [\"CWE-78\", 710], [\"CWE-200\", 686], [\"CWE-434\", 666], [\"CWE-20\", 664], [\"CWE-120\", 596], [\"CWE-284\", 551], [\"CWE-94\", 516], [\"CWE-122\", 480], [\"CWE-77\", 440], [\"CWE-502\", 371], [\"CWE-269\", 346], [\"CWE-918\", 325], [\"CWE-400\", 322], [\"CWE-74\", 305], [\"CWE-401\", 288], [\"CWE-863\", 285], [\"CWE-287\", 267], [\"CWE-119\", 255], [\"CWE-190\", 240], [\"CWE-639\", 240], [\"CWE-276\", 220], [\"NVD-CWE-Other\", 208], [\"CWE-770\", 195], [\"CWE-306\", 190], [\"CWE-532\", 172], [\"CWE-427\", 165], [\"CWE-601\", 162], [\"CWE-362\", 162], [\"CWE-798\", 152], [\"CWE-667\", 152], [\"CWE-59\", 136], [\"CWE-285\", 133], [\"CWE-611\", 109], [\"CWE-732\", 109], [\"CWE-295\", 108], [\"CWE-290\", 104], [\"CWE-415\", 103], [\"CWE-288\", 100], [\"CWE-129\", 99], [\"CWE-126\", 97], [\"CWE-266\", 97], [\"CWE-843\", 96], [\"CWE-522\", 96], [\"CWE-908\", 92], [\"CWE-754\", 90], [\"CWE-80\", 86], [\"CWE-367\", 86], [\"CWE-404\", 82], [\"CWE-312\", 82], [\"CWE-203\", 79], [\"CWE-347\", 76], [\"CWE-319\", 75], [\"CWE-835\", 73], [\"CWE-307\", 73], [\"CWE-23\", 72], [\"CWE-1333\", 70], [\"CWE-922\", 70], [\"CWE-73\", 68], [\"CWE-693\", 67], [\"CWE-327\", 66], [\"CWE-209\", 64], [\"CWE-613\", 64], [\"CWE-1321\", 62], [\"CWE-250\", 61], [\"CWE-98\", 57], [\"CWE-191\", 57], [\"CWE-755\", 57], [\"CWE-281\", 54], [\"CWE-822\", 53], [\"CWE-552\", 51], [\"CWE-345\", 48], [\"CWE-346\", 45], [\"CWE-256\", 45], [\"CWE-369\", 45], [\"CWE-259\", 44], [\"CWE-426\", 44], [\"CWE-497\", 41], [\"CWE-326\", 39], [\"CWE-35\", 38], [\"CWE-749\", 38], [\"CWE-457\", 37], [\"CWE-321\", 36], [\"CWE-617\", 35], [\"CWE-1021\", 33], [\"CWE-384\", 33], [\"CWE-444\", 32], [\"CWE-359\", 31], [\"CWE-311\", 31], [\"CWE-640\", 31], [\"CWE-280\", 31], [\"CWE-668\", 31], [\"CWE-88\", 31], [\"CWE-521\", 30], [\"CWE-248\", 30], [\"CWE-1284\", 29], [\"CWE-665\", 29], [\"CWE-36\", 28], [\"CWE-29\", 27], [\"CWE-204\", 27], [\"CWE-824\", 27], [\"CWE-95\", 26], [\"CWE-134\", 26], [\"CWE-674\", 26], [\"CWE-1336\", 25], [\"CWE-116\", 25], [\"CWE-197\", 25], [\"CWE-294\", 25], [\"CWE-201\", 25], [\"CWE-305\", 24], [\"CWE-193\", 24], [\"CWE-264\", 24], [\"CWE-428\", 24], [\"CWE-208\", 23], [\"CWE-1188\", 23], [\"CWE-459\", 22], [\"CWE-92\", 22], [\"CWE-24\", 22], [\"CWE-670\", 22], [\"CWE-1392\", 22], [\"CWE-823\", 21], [\"CWE-703\", 21], [\"CWE-1236\", 20], [\"CWE-131\", 20], [\"CWE-354\", 20], [\"CWE-425\", 20], [\"CWE-117\", 20], [\"CWE-330\", 20], [\"CWE-1287\", 19], [\"CWE-252\", 19], [\"CWE-61\", 19], [\"CWE-303\", 19], [\"CWE-451\", 18], [\"CWE-772\", 17], [\"CWE-591\", 16], [\"CWE-338\", 16], [\"CWE-602\", 15], [\"CWE-130\", 15], [\"CWE-829\", 15], [\"CWE-942\", 15], [\"CWE-1390\", 14], [\"CWE-277\", 14], [\"CWE-840\", 14], [\"CWE-494\", 14], [\"CWE-789\", 13], [\"CWE-1286\", 13], [\"CWE-799\", 13], [\"CWE-912\", 13], [\"CWE-407\", 12], [\"CWE-261\", 12], [\"CWE-16\", 12], [\"CWE-610\", 12], [\"CWE-940\", 12], [\"CWE-489\", 12], [\"CWE-1391\", 12], [\"CWE-257\", 11], [\"CWE-690\", 11], [\"CWE-1220\", 11], [\"CWE-331\", 11], [\"CWE-470\", 11], [\"CWE-682\", 10], [\"CWE-91\", 10], [\"CWE-15\", 10], [\"CWE-348\", 10], [\"CWE-472\", 10], [\"CWE-614\", 10], [\"CWE-436\", 10], [\"CWE-75\", 10], [\"CWE-923\", 10], [\"CWE-644\", 9], [\"CWE-328\", 9], [\"CWE-488\", 9], [\"CWE-916\", 9], [\"CWE-184\", 9], [\"CWE-395\", 9], [\"CWE-212\", 9], [\"CWE-99\", 9], [\"CWE-620\", 9], [\"CWE-267\", 9], [\"CWE-706\", 9], [\"CWE-704\", 9], [\"CWE-525\", 9], [\"CWE-680\", 9], [\"CWE-302\", 9], [\"CWE-93\", 9], [\"CWE-788\", 8], [\"CWE-538\", 8], [\"CWE-565\", 8], [\"CWE-357\", 8], [\"CWE-123\", 8], [\"CWE-440\", 8], [\"CWE-282\", 8], [\"CWE-763\", 8], [\"CWE-926\", 8], [\"CWE-1285\", 8], [\"CWE-405\", 8], [\"CWE-917\", 8], [\"CWE-316\", 8], [\"CWE-26\", 8], [\"CWE-697\", 8], [\"CWE-691\", 7], [\"CWE-31\", 7], [\"CWE-776\", 7], [\"CWE-270\", 7], [\"CWE-76\", 7], [\"CWE-233\", 7], [\"CWE-324\", 7], [\"CWE-598\", 7], [\"CWE-672\", 7], [\"CWE-653\", 7], [\"CWE-927\", 7], [\"CWE-648\", 7], [\"CWE-272\", 7], [\"CWE-150\", 7], [\"CWE-698\", 7], [\"CWE-297\", 7], [\"CWE-548\", 7], [\"CWE-540\", 7], [\"CWE-358\", 7], [\"CWE-313\", 7], [\"CWE-27\", 7], [\"CWE-323\", 6], [\"CWE-821\", 6], [\"CWE-684\", 6], [\"CWE-202\", 6], [\"CWE-229\", 6], [\"CWE-924\", 6], [\"CWE-790\", 6], [\"CWE-378\", 6], [\"CWE-170\", 6], [\"CWE-1327\", 6], [\"CWE-409\", 6], [\"CWE-1394\", 6], [\"CWE-1295\", 6], [\"CWE-1288\", 6], [\"CWE-524\", 6], [\"CWE-286\", 6], [\"CWE-96\", 6], [\"CWE-825\", 6], [\"CWE-915\", 6], [\"CWE-300\", 6], [\"CWE-406\", 5], [\"CWE-701\", 5], [\"CWE-113\", 5], [\"CWE-273\", 5], [\"CWE-213\", 5], [\"CWE-650\", 5], [\"CWE-335\", 5], [\"CWE-274\", 5], [\"CWE-349\", 5], [\"CWE-178\", 5], [\"CWE-310\", 5], [\"CWE-501\", 5], [\"CWE-1263\", 5], [\"CWE-385\", 5], [\"CWE-230\", 5], [\"CWE-834\", 5], [\"CWE-155\", 5], [\"CWE-530\", 5], [\"CWE-681\", 5], [\"CWE-453\", 4], [\"CWE-183\", 4], [\"CWE-41\", 4], [\"CWE-399\", 4], [\"CWE-646\", 4], [\"CWE-841\", 4], [\"CWE-805\", 4], [\"CWE-1191\", 4], [\"CWE-778\", 4], [\"CWE-226\", 4], [\"CWE-1242\", 4], [\"CWE-90\", 4], [\"CWE-390\", 4], [\"CWE-1393\", 4], [\"CWE-669\", 4], [\"CWE-449\", 4], [\"CWE-350\", 4], [\"CWE-308\", 4], [\"CWE-258\", 4], [\"CWE-118\", 4], [\"CWE-379\", 4], [\"CWE-25\", 4], [\"CWE-340\", 4], [\"CWE-696\", 4], [\"CWE-791\", 4], [\"CWE-391\", 4], [\"CWE-782\", 4], [\"CWE-424\", 4], [\"CWE-377\", 4], [\"CWE-279\", 4], [\"CWE-241\", 4], [\"CWE-606\", 4], [\"CWE-939\", 4], [\"CWE-228\", 4], [\"CWE-1230\", 4], [\"CWE-420\", 4], [\"CWE-943\", 4], [\"CWE-1004\", 4], [\"CWE-140\", 4], [\"CWE-268\", 3], [\"CWE-176\", 3], [\"CWE-124\", 3], [\"CWE-214\", 3], [\"CWE-838\", 3], [\"CWE-185\", 3], [\"CWE-779\", 3], [\"CWE-1357\", 3], [\"CWE-636\", 3], [\"CWE-1326\", 3], [\"CWE-219\", 3], [\"CWE-616\", 3], [\"CWE-315\", 3], [\"CWE-1240\", 3], [\"CWE-291\", 3], [\"CWE-1386\", 3], [\"CWE-97\", 3], [\"CWE-643\", 3], [\"CWE-253\", 3], [\"CWE-664\", 3], [\"CWE-283\", 3], [\"CWE-419\", 3], [\"CWE-87\", 3], [\"CWE-662\", 3], [\"CWE-1385\", 3], [\"CWE-603\", 3], [\"CWE-833\", 3], [\"CWE-523\", 3], [\"CWE-913\", 3], [\"CWE-138\", 3], [\"CWE-322\", 3], [\"CWE-909\", 3], [\"CWE-676\", 3], [\"CWE-1259\", 3], [\"CWE-460\", 3], [\"CWE-707\", 3], [\"CWE-356\", 3], [\"CWE-353\", 3], [\"CWE-231\", 3], [\"CWE-304\", 3], [\"CWE-547\", 3], [\"CWE-402\", 3], [\"CWE-807\", 3], [\"CWE-1289\", 3], [\"CWE-215\", 3], [\"CWE-599\", 3], [\"CWE-708\", 3], [\"CWE-592\", 2], [\"CWE-341\", 2], [\"CWE-114\", 2], [\"CWE-1258\", 2], [\"CWE-642\", 2], [\"CWE-1299\", 2], [\"CWE-687\", 2], [\"CWE-447\", 2], [\"CWE-1189\", 2], [\"CWE-830\", 2], [\"CWE-762\", 2], [\"CWE-561\", 2], [\"CWE-1107\", 2], [\"CWE-820\", 2], [\"CWE-195\", 2], [\"CWE-526\", 2], [\"CWE-506\", 2], [\"CWE-334\", 2], [\"CWE-783\", 2], [\"CWE-468\", 2], [\"CWE-115\", 2], [\"CWE-271\", 2], [\"CWE-1325\", 2], [\"CWE-757\", 2], [\"CWE-320\", 2], [\"CWE-187\", 2], [\"CWE-32\", 2], [\"CWE-317\", 2], [\"CWE-255\", 2], [\"CWE-914\", 2], [\"CWE-325\", 2], [\"CWE-767\", 2], [\"CWE-146\", 2], [\"CWE-622\", 2], [\"CWE-421\", 2], [\"CWE-86\", 2], [\"CWE-645\", 2], [\"CWE-410\", 2], [\"CWE-612\", 2], [\"CWE-466\", 2], [\"CWE-1269\", 2], [\"CWE-475\", 2], [\"CWE-278\", 2], [\"CWE-364\", 2], [\"CWE-649\", 2], [\"CWE-1245\", 2], [\"CWE-67\", 2], [\"CWE-911\", 2], [\"CWE-804\", 2], [\"CWE-921\", 2], [\"CWE-463\", 2], [\"CWE-1332\", 2], [\"CWE-351\", 2], [\"CWE-1275\", 2], [\"CWE-549\", 2], [\"CWE-625\", 2], [\"CWE-456\", 2], [\"CWE-158\", 2], [\"CWE-1104\", 2], [\"CWE-1076\", 1], [\"CWE-564\", 1], [\"CWE-1319\", 1], [\"CWE-292\", 1], [\"CWE-1125\", 1], [\"CWE-1300\", 1], [\"CWE-403\", 1], [\"CWE-1329\", 1], [\"CWE-605\", 1], [\"CWE-657\", 1], [\"CWE-1223\", 1], [\"CWE-265\", 1], [\"CWE-249\", 1], [\"CWE-828\", 1], [\"CWE-275\", 1], [\"CWE-465\", 1], [\"CWE-242\", 1], [\"CWE-826\", 1], [\"CWE-177\", 1], [\"CWE-173\", 1], [\"CWE-925\", 1], [\"CWE-66\", 1], [\"CWE-528\", 1], [\"CWE-371\", 1], [\"CWE-842\", 1], [\"CWE-235\", 1], [\"CWE-337\", 1], [\"CWE-539\", 1], [\"CWE-147\", 1], [\"CWE-527\", 1], [\"CWE-441\", 1], [\"CWE-172\", 1], [\"CWE-784\", 1], [\"CWE-394\", 1], [\"CWE-1250\", 1], [\"CWE-615\", 1], [\"CWE-1025\", 1], [\"CWE-1057\", 1], [\"CWE-199\", 1], [\"CWE-127\", 1], [\"CWE-764\", 1], [\"CWE-550\", 1], [\"CWE-83\", 1], [\"CWE-182\", 1], [\"CWE-1342\", 1], [\"CWE-1303\", 1], [\"CWE-1270\", 1], [\"CWE-692\", 1], [\"CWE-386\", 1], [\"CWE-570\", 1], [\"CWE-686\", 1], [\"CWE-57\", 1], [\"CWE-656\", 1], [\"CWE-544\", 1], [\"CWE-566\", 1], [\"CWE-786\", 1], [\"CWE-641\", 1], [\"CWE-366\", 1], [\"CWE-1247\", 1], [\"CWE-1335\", 1], [\"CWE-1264\", 1], [\"CWE-920\", 1], [\"CWE-431\", 1], [\"CWE-141\", 1], [\"CWE-627\", 1], [\"CWE-360\", 1], [\"CWE-289\", 1], [\"CWE-1050\", 1], [\"CWE-1051\", 1], [\"CWE-414\", 1], [\"CWE-372\", 1], [\"CWE-1281\", 1], [\"CWE-1298\", 1], [\"CWE-1260\", 1], [\"CWE-1255\", 1], [\"CWE-205\", 1], [\"CWE-1283\", 1], [\"CWE-563\", 1], [\"CWE-1262\", 1], [\"CWE-179\", 1], [\"CWE-624\", 1], [\"CWE-832\", 1], [\"CWE-473\", 1], [\"CWE-1246\", 1], [\"CWE-154\", 1], [\"CWE-166\", 1], [\"CWE-1304\", 1], [\"CWE-1389\", 1], [\"CWE-491\", 1], [\"CWE-556\", 1], [\"CWE-21\", 1], [\"CWE-40\", 1], [\"CWE-760\", 1], [\"CWE-81\", 1], [\"CWE-237\", 1], [\"CWE-702\", 1], [\"CWE-1251\", 1], [\"CWE-128\", 1], [\"CWE-600\", 1], [\"CWE-84\", 1], [\"CWE-69\", 1], [\"CWE-562\", 1], [\"CWE-837\", 1], [\"CWE-1037\", 1], [\"CWE-765\", 1], [\"CWE-393\", 1], [\"CWE-694\", 1], [\"CWE-11\", 1], [\"CWE-260\", 1], [\"CWE-1022\", 1], [\"CWE-638\", 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": "2025-01-19T16:24:39.416291Z",
     "iopub.status.busy": "2025-01-19T16:24:39.416029Z",
     "iopub.status.idle": "2025-01-19T16:24:39.669341Z",
     "shell.execute_reply": "2025-01-19T16:24:39.668799Z"
    },
    "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:\t0\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t1\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t0\n",
      "CVE-2008:\t0\n",
      "CVE-2009:\t0\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t2\n",
      "CVE-2012:\t2\n",
      "CVE-2013:\t0\n",
      "CVE-2014:\t3\n",
      "CVE-2015:\t7\n",
      "CVE-2016:\t10\n",
      "CVE-2017:\t33\n",
      "CVE-2018:\t113\n",
      "CVE-2019:\t48\n",
      "CVE-2020:\t154\n",
      "CVE-2021:\t986\n",
      "CVE-2022:\t827\n",
      "CVE-2023:\t5398\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-2024:\t33119\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-')]))\n",
    "print(\"CVE-2023:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2023-')]))\n",
    "print(\"CVE-2024:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2024-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-19T16:24:39.671252Z",
     "iopub.status.busy": "2025-01-19T16:24:39.670818Z",
     "iopub.status.idle": "2025-01-19T16:24:39.674928Z",
     "shell.execute_reply": "2025-01-19T16:24:39.674381Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
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