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": "2024-10-17T12:36:11.552892Z",
     "iopub.status.busy": "2024-10-17T12:36:11.552718Z",
     "iopub.status.idle": "2024-10-17T12:36:12.198037Z",
     "shell.execute_reply": "2024-10-17T12:36:12.197504Z"
    },
    "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": "2024-10-17T12:36:12.200116Z",
     "iopub.status.busy": "2024-10-17T12:36:12.199775Z",
     "iopub.status.idle": "2024-10-17T12:36:32.175971Z",
     "shell.execute_reply": "2024-10-17T12:36:32.175338Z"
    },
    "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": "2024-10-17T12:36:32.178296Z",
     "iopub.status.busy": "2024-10-17T12:36:32.177918Z",
     "iopub.status.idle": "2024-10-17T12:36:32.185264Z",
     "shell.execute_reply": "2024-10-17T12:36:32.184695Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **26431**<br />Average CVEs Per Day: **72.41**<br />Average CVSS Score: **7.19**"
      ],
      "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": "2024-10-17T12:36:32.187037Z",
     "iopub.status.busy": "2024-10-17T12:36:32.186736Z",
     "iopub.status.idle": "2024-10-17T12:36:32.196407Z",
     "shell.execute_reply": "2024-10-17T12:36:32.195821Z"
    },
    "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": "2024-10-17T12:36:32.198378Z",
     "iopub.status.busy": "2024-10-17T12:36:32.198059Z",
     "iopub.status.idle": "2024-10-17T12:36:32.882630Z",
     "shell.execute_reply": "2024-10-17T12:36:32.882021Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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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": "2024-10-17T12:36:32.884549Z",
     "iopub.status.busy": "2024-10-17T12:36:32.884366Z",
     "iopub.status.idle": "2024-10-17T12:36:33.086022Z",
     "shell.execute_reply": "2024-10-17T12:36:33.085453Z"
    },
    "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": "2024-10-17T12:36:33.088056Z",
     "iopub.status.busy": "2024-10-17T12:36:33.087837Z",
     "iopub.status.idle": "2024-10-17T12:36:33.319131Z",
     "shell.execute_reply": "2024-10-17T12:36:33.318592Z"
    },
    "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": "2024-10-17T12:36:33.321025Z",
     "iopub.status.busy": "2024-10-17T12:36:33.320824Z",
     "iopub.status.idle": "2024-10-17T12:36:33.619448Z",
     "shell.execute_reply": "2024-10-17T12:36:33.618869Z"
    },
    "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": "2024-10-17T12:36:33.621611Z",
     "iopub.status.busy": "2024-10-17T12:36:33.621142Z",
     "iopub.status.idle": "2024-10-17T12:36:33.758449Z",
     "shell.execute_reply": "2024-10-17T12:36:33.757840Z"
    },
    "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": "2024-10-17T12:36:33.760311Z",
     "iopub.status.busy": "2024-10-17T12:36:33.760115Z",
     "iopub.status.idle": "2024-10-17T12:36:33.984148Z",
     "shell.execute_reply": "2024-10-17T12:36:33.983632Z"
    },
    "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": "2024-10-17T12:36:33.986175Z",
     "iopub.status.busy": "2024-10-17T12:36:33.985820Z",
     "iopub.status.idle": "2024-10-17T12:36:34.205699Z",
     "shell.execute_reply": "2024-10-17T12:36:34.205174Z"
    },
    "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": "2024-10-17T12:36:34.207834Z",
     "iopub.status.busy": "2024-10-17T12:36:34.207469Z",
     "iopub.status.idle": "2024-10-17T12:36:34.218423Z",
     "shell.execute_reply": "2024-10-17T12:36:34.217987Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_23c493ff_dd5e_4a1c_ad0a_a0549494db09\" 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",
       "<div style=\"float:left; margin-right: 10px;\">\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",
       "    </g>\n",
       "    <g style=\"fill:#1a1366;stroke:#1a1366;\">\n",
       "   <rect x=\"100\" y=\"7\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "      <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;500\"\n",
       "      dur=\"5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"0\" y=\"107\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"3.5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "    <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"0;0;400\"\n",
       "      dur=\"3.5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"100\" y=\"207\" width=\"300\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;300;0\"\n",
       "      dur=\"3s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "    <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;400\"\n",
       "      dur=\"3s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"100\" y=\"307\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"4s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "      <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;500\"\n",
       "      dur=\"4s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <g style=\"fill:transparent;stroke-width:8; stroke-linejoin:round\" rx=\"5\">\n",
       "            <g transform=\"translate(45 50) rotate(-45)\">\n",
       "                <circle r=\"33\" cx=\"0\" cy=\"0\" />\n",
       "                <rect x=\"-8\" y=\"32\" width=\"16\" height=\"30\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(450 152)\">\n",
       "                <polyline points=\"-15,-20 -35,-20 -35,40 25,40 25,20\" />\n",
       "                <rect x=\"-15\" y=\"-40\" width=\"60\" height=\"60\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(50 352)\">\n",
       "                <polygon points=\"-35,-5 0,-40 35,-5\" />\n",
       "                <polygon points=\"-35,10 0,45 35,10\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(75 250)\">\n",
       "                <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",
       "</div>\n",
       "<div>\n",
       "Loading ITables v2.2.2 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</div>\n",
       "</tr></tbody>\n",
       "\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_23c493ff_dd5e_4a1c_ad0a_a0549494db09:not(.dataTable)\").forEach(table => {\n",
       "        if (!(table instanceof HTMLTableElement))\n",
       "            return;\n",
       "\n",
       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 7782, 29.0], [\"security-advisories@github.com\", 1621, 6.0], [\"contact@wpscan.com\", 1146, 4.0], [\"secure@microsoft.com\", 933, 4.0], [\"cna@vuldb.com\", 900, 3.0], [\"security@huntr.dev\", 875, 3.0], [\"secalert@redhat.com\", 798, 3.0], [\"security@android.com\", 707, 3.0], [\"ics-cert@hq.dhs.gov\", 493, 2.0], [\"psirt@adobe.com\", 460, 2.0], [\"secalert_us@oracle.com\", 416, 2.0], [\"psirt@us.ibm.com\", 412, 2.0], [\"talos-cna@cisco.com\", 410, 2.0], [\"jenkinsci-cert@googlegroups.com\", 391, 1.0], [\"mobile.security@samsung.com\", 384, 1.0], [\"audit@patchstack.com\", 382, 1.0], [\"product-security@apple.com\", 371, 1.0], [\"chrome-cve-admin@google.com\", 358, 1.0], [\"cna@sap.com\", 320, 1.0], [\"psirt@huawei.com\", 316, 1.0], [\"ykramarz@cisco.com\", 316, 1.0], [\"zdi-disclosures@trendmicro.com\", 298, 1.0], [\"productcert@siemens.com\", 297, 1.0], [\"product-security@qualcomm.com\", 246, 1.0], [\"secure@intel.com\", 239, 1.0], [\"security@mediatek.com\", 237, 1.0], [\"security@apache.org\", 227, 1.0], [\"vultures@jpcert.or.jp\", 218, 1.0], [\"report@snyk.io\", 194, 1.0], [\"f5sirt@f5.com\", 187, 1.0], [\"security_alert@emc.com\", 187, 1.0], [\"cve@gitlab.com\", 183, 1.0], [\"security@mozilla.org\", 176, 1.0], [\"security@wordfence.com\", 171, 1.0], [\"info@cert.vde.com\", 165, 1.0], [\"psirt@amd.com\", 154, 1.0], [\"security-alert@hpe.com\", 149, 1.0], [\"psirt@fortinet.com\", 106, 0.0], [\"cybersecurity@se.com\", 105, 0.0], [\"sirt@juniper.net\", 99, 0.0], [\"security@vmware.com\", 98, 0.0], [\"psirt@nvidia.com\", 91, 0.0], [\"twcert@cert.org.tw\", 89, 0.0], [\"security@unisoc.com\", 88, 0.0], [\"support@hackerone.com\", 86, 0.0], [\"psirt@autodesk.com\", 73, 0.0], [\"cve-coordination@google.com\", 69, 0.0], [\"psirt@paloaltonetworks.com\", 65, 0.0], [\"psirt@hcl.com\", 63, 0.0], [\"security@trendmicro.com\", 60, 0.0], [\"vulnerabilitylab@mend.io\", 60, 0.0], [\"patrick@puiterwijk.org\", 59, 0.0], [\"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], [\"responsibledisclosure@mattermost.com\", 25, 0.0], [\"cve-coordination@incibe.es\", 24, 0.0], [\"psirt@solarwinds.com\", 24, 0.0], [\"security@octopus.com\", 24, 0.0], [\"cve@rapid7.com\", 24, 0.0], [\"psirt@wdc.com\", 23, 0.0], [\"security-alert@netapp.com\", 23, 0.0], [\"cve-assign@fb.com\", 23, 0.0], [\"security@qnapsecurity.com.tw\", 22, 0.0], [\"psirt@sick.de\", 22, 0.0], [\"security@acronis.com\", 21, 0.0], [\"security@zyxel.com.tw\", 21, 0.0], [\"cybersecurity@ch.abb.com\", 20, 0.0], [\"iletisim@usom.gov.tr\", 20, 0.0], [\"PSIRT@sonicwall.com\", 20, 0.0], [\"security@debian.org\", 19, 0.0], [\"security@xiaomi.com\", 18, 0.0], [\"VulnerabilityReporting@secomea.com\", 18, 0.0], [\"PSIRT@rockwellautomation.com\", 18, 0.0], [\"securities@openeuler.org\", 17, 0.0], [\"disclosure@synopsys.com\", 17, 0.0], [\"cybersecurity@hitachienergy.com\", 17, 0.0], [\"cybersecurity@dahuatech.com\", 17, 0.0], [\"prodsec@nozominetworks.com\", 16, 0.0], [\"scy@openharmony.io\", 16, 0.0], [\"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], [\"security@bluespice.com\", 10, 0.0], [\"security@pandorafms.com\", 10, 0.0], [\"security@pivotal.io\", 10, 0.0], [\"secure@blackberry.com\", 9, 0.0], [\"security@fidelissecurity.com\", 9, 0.0], [\"cve@checkpoint.com\", 9, 0.0], [\"productsecurity@carrier.com\", 8, 0.0], [\"secteam@freebsd.org\", 8, 0.0], [\"security@devolutions.net\", 8, 0.0], [\"cve@forums.swift.org\", 7, 0.0], [\"cve@navercorp.com\", 7, 0.0], [\"CybersecurityCOE@eaton.com\", 7, 0.0], [\"security@php.net\", 7, 0.0], [\"cve-coordination@palantir.com\", 6, 0.0], [\"product-security@silabs.com\", 6, 0.0], [\"security@pega.com\", 6, 0.0], [\"product-security@axis.com\", 6, 0.0], [\"cybersecurity@bd.com\", 6, 0.0], [\"psirt-info@cyber.jp.nec.com\", 6, 0.0], [\"security@openanolis.org\", 6, 0.0], [\"security@ubuntu.com\", 6, 0.0], [\"product.security@lge.com\", 6, 0.0], [\"security.vulnerabilities@hitachivantara.com\", 6, 0.0], [\"jordan@liggitt.net\", 5, 0.0], [\"psirt@mirantis.com\", 5, 0.0], [\"disclose@cybersecurityworks.com\", 5, 0.0], [\"browser-security@yandex-team.ru\", 5, 0.0], [\"security@craftersoftware.com\", 5, 0.0], [\"vdisclose@cert-in.org.in\", 5, 0.0], [\"security@documentfoundation.org\", 5, 0.0], [\"psirt@forgerock.com\", 4, 0.0], [\"productsecurity@baxter.com\", 4, 0.0], [\"security@hypr.com\", 4, 0.0], [\"security@openvpn.net\", 4, 0.0], [\"security@puppet.com\", 4, 0.0], [\"cna@mongodb.com\", 4, 0.0], [\"sep@nlnetlabs.nl\", 4, 0.0], [\"security@nortonlifelock.com\", 4, 0.0], [\"infosec@edk2.groups.io\", 3, 0.0], [\"security@proofpoint.com\", 3, 0.0], [\"psirt@thalesgroup.com\", 3, 0.0], [\"info@appcheck-ng.com\", 3, 0.0], [\"dl_cve@linecorp.com\", 3, 0.0], [\"hsrc@hikvision.com\", 3, 0.0], [\"psirt@okta.com\", 3, 0.0], [\"psirt@forcepoint.com\", 3, 0.0], [\"vulnerability@kaspersky.com\", 3, 0.0], [\"securityalerts@avaya.com\", 3, 0.0], [\"security@hashicorp.com\", 3, 0.0], [\"disclosures@gallagher.com\", 2, 0.0], [\"security@snowsoftware.com\", 2, 0.0], [\"cve@profelis.com.tr\", 2, 0.0], [\"security@oppo.com\", 2, 0.0], [\"security@knime.com\", 2, 0.0], [\"GEPowerCVD@ge.com\", 2, 0.0], [\"cve-coordination@logitech.com\", 2, 0.0], [\"PSIRT@synaptics.com\", 2, 0.0], [\"security@mautic.org\", 2, 0.0], [\"security@salesforce.com\", 2, 0.0], [\"openbmc-security@lists.ozlabs.org\", 2, 0.0], [\"paddle-security@baidu.com\", 2, 0.0], [\"security@tcpdump.org\", 1, 0.0], [\"security-report@netflix.com\", 1, 0.0], [\"psirt@tigera.io\", 1, 0.0], [\"security@vaadin.com\", 1, 0.0], [\"psirt@teamviewer.com\", 1, 0.0], [\"security@asustor.com\", 1, 0.0], [\"security@yugabyte.com\", 1, 0.0], [\"info@cybellum.com\", 1, 0.0], [\"psirt@netskope.com\", 1, 0.0], [\"larry0@me.com\", 1, 0.0], [\"research@onekey.com\", 1, 0.0], [\"security@medtronic.com\", 1, 0.0], [\"ART@zuso.ai\", 1, 0.0], [\"15c01472-ff32-4bec-916d-912e60a9fe4c\", 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": "abdad40c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:36:34.220304Z",
     "iopub.status.busy": "2024-10-17T12:36:34.219935Z",
     "iopub.status.idle": "2024-10-17T12:36:34.225879Z",
     "shell.execute_reply": "2024-10-17T12:36:34.225441Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_594dd877_be07_48b6_8d9c_c01c825993d1\" 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>CWE</th>\n",
       "      <th>CVEs</th>\n",
       "    </tr>\n",
       "  </thead><tbody><tr>\n",
       "<td style=\"vertical-align:middle; text-align:left\">\n",
       "<div style=\"float:left; margin-right: 10px;\">\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",
       "    </g>\n",
       "    <g style=\"fill:#1a1366;stroke:#1a1366;\">\n",
       "   <rect x=\"100\" y=\"7\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "      <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;500\"\n",
       "      dur=\"5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"0\" y=\"107\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"3.5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "    <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"0;0;400\"\n",
       "      dur=\"3.5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"100\" y=\"207\" width=\"300\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;300;0\"\n",
       "      dur=\"3s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "    <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;400\"\n",
       "      dur=\"3s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"100\" y=\"307\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"4s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "      <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;500\"\n",
       "      dur=\"4s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <g style=\"fill:transparent;stroke-width:8; stroke-linejoin:round\" rx=\"5\">\n",
       "            <g transform=\"translate(45 50) rotate(-45)\">\n",
       "                <circle r=\"33\" cx=\"0\" cy=\"0\" />\n",
       "                <rect x=\"-8\" y=\"32\" width=\"16\" height=\"30\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(450 152)\">\n",
       "                <polyline points=\"-15,-20 -35,-20 -35,40 25,40 25,20\" />\n",
       "                <rect x=\"-15\" y=\"-40\" width=\"60\" height=\"60\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(50 352)\">\n",
       "                <polygon points=\"-35,-5 0,-40 35,-5\" />\n",
       "                <polygon points=\"-35,10 0,45 35,10\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(75 250)\">\n",
       "                <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",
       "</div>\n",
       "<div>\n",
       "Loading ITables v2.2.2 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</div>\n",
       "</tr></tbody>\n",
       "\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_594dd877_be07_48b6_8d9c_c01c825993d1:not(.dataTable)\").forEach(table => {\n",
       "        if (!(table instanceof HTMLTableElement))\n",
       "            return;\n",
       "\n",
       "        // Define the table data\n",
       "        const data = [[\"NVD-CWE-noinfo\", 3278], [\"CWE-79\", 3163], [\"CWE-787\", 2073], [\"CWE-89\", 1722], [\"Missing_Data\", 1517], [\"NVD-CWE-Other\", 972], [\"CWE-125\", 787], [\"CWE-22\", 720], [\"CWE-416\", 687], [\"CWE-352\", 684], [\"CWE-78\", 550], [\"CWE-20\", 545], [\"CWE-434\", 458], [\"CWE-862\", 433], [\"CWE-120\", 407], [\"CWE-476\", 369], [\"CWE-287\", 337], [\"CWE-863\", 228], [\"CWE-190\", 226], [\"CWE-362\", 225], [\"CWE-119\", 206], [\"CWE-918\", 205], [\"CWE-77\", 195], [\"CWE-269\", 194], [\"CWE-798\", 194], [\"CWE-306\", 192], [\"CWE-276\", 180], [\"CWE-200\", 177], [\"CWE-770\", 175], [\"CWE-502\", 169], [\"CWE-617\", 144], [\"CWE-522\", 144], [\"CWE-601\", 143], [\"CWE-94\", 140], [\"CWE-400\", 138], [\"CWE-668\", 128], [\"CWE-639\", 125], [\"CWE-611\", 124], [\"CWE-732\", 122], [\"CWE-401\", 119], [\"CWE-427\", 118], [\"CWE-532\", 113], [\"CWE-295\", 108], [\"CWE-203\", 103], [\"CWE-1321\", 96], [\"CWE-755\", 92], [\"CWE-59\", 90], [\"CWE-319\", 87], [\"CWE-74\", 85], [\"CWE-122\", 83], [\"CWE-312\", 78], [\"CWE-1333\", 76], [\"CWE-345\", 69], [\"CWE-1284\", 69], [\"CWE-552\", 68], [\"CWE-367\", 67], [\"CWE-404\", 67], [\"CWE-415\", 65], [\"CWE-129\", 65], [\"CWE-1021\", 58], [\"CWE-754\", 58], [\"CWE-835\", 56], [\"CWE-116\", 56], [\"CWE-327\", 56], [\"CWE-307\", 54], [\"CWE-330\", 54], [\"CWE-347\", 52], [\"CWE-707\", 52], [\"CWE-843\", 50], [\"CWE-613\", 49], [\"CWE-209\", 49], [\"CWE-674\", 46], [\"CWE-908\", 42], [\"CWE-428\", 41], [\"CWE-326\", 41], [\"CWE-88\", 41], [\"CWE-665\", 41], [\"CWE-1236\", 39], [\"CWE-425\", 39], [\"CWE-290\", 39], [\"CWE-824\", 38], [\"CWE-121\", 37], [\"CWE-667\", 37], [\"CWE-311\", 37], [\"CWE-384\", 37], [\"CWE-281\", 36], [\"CWE-294\", 36], [\"CWE-610\", 36], [\"CWE-444\", 33], [\"CWE-369\", 32], [\"CWE-521\", 32], [\"CWE-134\", 31], [\"CWE-284\", 30], [\"CWE-346\", 30], [\"CWE-252\", 28], [\"CWE-212\", 28], [\"CWE-191\", 25], [\"CWE-682\", 23], [\"CWE-354\", 21], [\"CWE-704\", 21], [\"CWE-697\", 21], [\"CWE-426\", 21], [\"CWE-459\", 20], [\"CWE-131\", 19], [\"CWE-494\", 18], [\"CWE-829\", 18], [\"CWE-922\", 18], [\"CWE-193\", 18], [\"CWE-640\", 17], [\"CWE-285\", 16], [\"CWE-1188\", 16], [\"CWE-681\", 15], [\"CWE-772\", 15], [\"CWE-338\", 14], [\"CWE-565\", 11], [\"CWE-91\", 11], [\"CWE-670\", 11], [\"CWE-331\", 11], [\"CWE-917\", 11], [\"CWE-672\", 10], [\"CWE-916\", 10], [\"CWE-776\", 10], [\"CWE-763\", 10], [\"CWE-913\", 9], [\"CWE-669\", 9], [\"CWE-909\", 8], [\"CWE-706\", 8], [\"CWE-335\", 8], [\"CWE-436\", 7], [\"CWE-126\", 7], [\"CWE-250\", 7], [\"CWE-662\", 6], [\"CWE-359\", 6], [\"CWE-73\", 5], [\"CWE-823\", 5], [\"CWE-789\", 5], [\"CWE-788\", 5], [\"CWE-266\", 5], [\"CWE-377\", 4], [\"CWE-822\", 4], [\"CWE-407\", 4], [\"CWE-457\", 4], [\"CWE-834\", 4], [\"CWE-204\", 3], [\"CWE-497\", 3], [\"CWE-1287\", 3], [\"CWE-178\", 3], [\"CWE-470\", 3], [\"CWE-648\", 3], [\"CWE-406\", 3], [\"CWE-273\", 3], [\"CWE-248\", 3], [\"CWE-123\", 2], [\"CWE-241\", 2], [\"CWE-305\", 2], [\"CWE-912\", 2], [\"CWE-264\", 2], [\"CWE-99\", 2], [\"CWE-130\", 2], [\"CWE-288\", 2], [\"CWE-842\", 2], [\"CWE-1022\", 2], [\"CWE-440\", 2], [\"CWE-940\", 2], [\"CWE-1220\", 2], [\"CWE-95\", 2], [\"CWE-189\", 2], [\"CWE-489\", 2], [\"CWE-321\", 2], [\"CWE-256\", 2], [\"CWE-80\", 2], [\"CWE-93\", 2], [\"CWE-924\", 2], [\"CWE-693\", 1], [\"CWE-391\", 1], [\"CWE-228\", 1], [\"CWE-643\", 1], [\"CWE-759\", 1], [\"CWE-911\", 1], [\"CWE-112\", 1], [\"CWE-201\", 1], [\"CWE-208\", 1], [\"CWE-358\", 1], [\"CWE-324\", 1], [\"CWE-456\", 1], [\"CWE-538\", 1], [\"CWE-363\", 1], [\"CWE-840\", 1], [\"CWE-451\", 1], [\"CWE-548\", 1], [\"CWE-671\", 1], [\"CWE-194\", 1], [\"CWE-523\", 1], [\"CWE-424\", 1], [\"CWE-24\", 1], [\"CWE-304\", 1], [\"CWE-395\", 1], [\"CWE-571\", 1], [\"CWE-282\", 1], [\"CWE-214\", 1], [\"CWE-620\", 1], [\"CWE-378\", 1], [\"CWE-23\", 1], [\"CWE-603\", 1], [\"CWE-187\", 1], [\"CWE-405\", 1], [\"CWE-1336\", 1], [\"CWE-35\", 1], [\"CWE-115\", 1], [\"CWE-602\", 1], [\"CWE-117\", 1], [\"CWE-1320\", 1], [\"CWE-923\", 1], [\"CWE-124\", 1], [\"CWE-1258\", 1], [\"CWE-1288\", 1], [\"CWE-141\", 1], [\"CWE-146\", 1], [\"CWE-690\", 1], [\"CWE-1108\", 1], [\"CWE-833\", 1], [\"CWE-524\", 1], [\"CWE-460\", 1], [\"CWE-1026\", 1], [\"CWE-1077\", 1], [\"CWE-274\", 1], [\"CWE-113\", 1], [\"CWE-664\", 1], [\"CWE-98\", 1], [\"CWE-1286\", 1], [\"CWE-257\", 1], [\"CWE-562\", 1], [\"CWE-597\", 1], [\"CWE-75\", 1], [\"CWE-455\", 1], [\"CWE-1004\", 1], [\"CWE-941\", 1], [\"CWE-229\", 1], [\"CWE-280\", 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": "2024-10-17T12:36:34.227772Z",
     "iopub.status.busy": "2024-10-17T12:36:34.227441Z",
     "iopub.status.idle": "2024-10-17T12:36:34.389634Z",
     "shell.execute_reply": "2024-10-17T12:36:34.389108Z"
    },
    "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": "2024-10-17T12:36:34.391504Z",
     "iopub.status.busy": "2024-10-17T12:36:34.391150Z",
     "iopub.status.idle": "2024-10-17T12:36:34.395110Z",
     "shell.execute_reply": "2024-10-17T12:36:34.394529Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-10-17 12:36:34.392186**"
      ],
      "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()}**\")"
   ]
  }
 ],
 "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": "3.11.10"
  },
  "vscode": {
   "interpreter": {
    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}