CVECNA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# CNA Data\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:48:04.137763Z",
     "iopub.status.busy": "2025-01-28T12:48:04.137179Z",
     "iopub.status.idle": "2025-01-28T12:48:04.857581Z",
     "shell.execute_reply": "2025-01-28T12:48:04.857023Z"
    },
    "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": "2025-01-28T12:48:04.859802Z",
     "iopub.status.busy": "2025-01-28T12:48:04.859481Z",
     "iopub.status.idle": "2025-01-28T12:48:30.345843Z",
     "shell.execute_reply": "2025-01-28T12:48:30.345275Z"
    },
    "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",
    "\n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\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(2000, 1, 1)\n",
    "enddate  = date.today()\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Assigner Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:48:30.347919Z",
     "iopub.status.busy": "2025-01-28T12:48:30.347736Z",
     "iopub.status.idle": "2025-01-28T12:48:30.739626Z",
     "shell.execute_reply": "2025-01-28T12:48:30.738990Z"
    },
    "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_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": "code",
   "execution_count": 4,
   "id": "bd16e9ab",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:48:30.741920Z",
     "iopub.status.busy": "2025-01-28T12:48:30.741516Z",
     "iopub.status.idle": "2025-01-28T12:48:30.964127Z",
     "shell.execute_reply": "2025-01-28T12:48:30.963497Z"
    },
    "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_graph = nvd_frequency[nvd_frequency.CVEs > 100].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_graph, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") \n",
    "plt.title(\"Top 20 CNAs Including Mitre\");\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## Top CVE Assigners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:48:30.965949Z",
     "iopub.status.busy": "2025-01-28T12:48:30.965768Z",
     "iopub.status.idle": "2025-01-28T12:48:30.980098Z",
     "shell.execute_reply": "2025-01-28T12:48:30.979628Z"
    },
    "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",
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       "</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",
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       "<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_57cb75b8_4d01_4431_ba19_8e782b22fc48:not(.dataTable)\").forEach(table => {\n",
       "        if (!(table instanceof HTMLTableElement))\n",
       "            return;\n",
       "\n",
       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 108614, 39.0], [\"secalert@redhat.com\", 11648, 4.0], [\"secure@microsoft.com\", 11372, 4.0], [\"secalert_us@oracle.com\", 8133, 3.0], [\"audit@patchstack.com\", 8129, 3.0], [\"security-advisories@github.com\", 7399, 3.0], [\"product-security@apple.com\", 7256, 3.0], [\"psirt@us.ibm.com\", 7082, 3.0], [\"psirt@adobe.com\", 6189, 2.0], [\"cna@vuldb.com\", 5990, 2.0], [\"psirt@cisco.com\", 5943, 2.0], [\"security@wordfence.com\", 5263, 2.0], [\"security@android.com\", 4853, 2.0], [\"cve@kernel.org\", 4662, 2.0], [\"contact@wpscan.com\", 3646, 1.0], [\"secure@intel.com\", 3596, 1.0], [\"chrome-cve-admin@google.com\", 3411, 1.0], [\"product-security@qualcomm.com\", 3351, 1.0], [\"cret@cert.org\", 3248, 1.0], [\"ics-cert@hq.dhs.gov\", 3179, 1.0], [\"vultures@jpcert.or.jp\", 2792, 1.0], [\"zdi-disclosures@trendmicro.com\", 2724, 1.0], [\"talos-cna@cisco.com\", 2339, 1.0], [\"security@mozilla.org\", 2087, 1.0], [\"security@huntr.dev\", 2034, 1.0], [\"psirt@huawei.com\", 2012, 1.0], [\"security_alert@emc.com\", 1860, 1.0], [\"security@apache.org\", 1607, 1.0], [\"productcert@siemens.com\", 1505, 1.0], [\"support@hackerone.com\", 1481, 1.0], [\"security-alert@hpe.com\", 1376, 0.0], [\"jenkinsci-cert@googlegroups.com\", 1364, 0.0], [\"cna@sap.com\", 1325, 0.0], [\"mobile.security@samsung.com\", 1041, 0.0], [\"hp-security-alert@hp.com\", 920, 0.0], [\"sirt@juniper.net\", 875, 0.0], [\"cve@gitlab.com\", 870, 0.0], [\"report@snyk.io\", 813, 0.0], [\"f5sirt@f5.com\", 804, 0.0], [\"security@mediatek.com\", 799, 0.0], [\"security@debian.org\", 788, 0.0], [\"psirt@fortinet.com\", 751, 0.0], [\"psirt@nvidia.com\", 682, 0.0], [\"cybersecurity@se.com\", 655, 0.0], [\"security@vmware.com\", 654, 0.0], [\"twcert@cert.org.tw\", 640, 0.0], [\"security@opentext.com\", 636, 0.0], [\"security@unisoc.com\", 604, 0.0], [\"psirt@lenovo.com\", 575, 0.0], [\"cve-coordination@incibe.es\", 558, 0.0], [\"security@atlassian.com\", 517, 0.0], [\"vulnreport@tenable.com\", 501, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 499, 0.0], [\"info@cert.vde.com\", 482, 0.0], [\"security@trendmicro.com\", 445, 0.0], [\"security@ubuntu.com\", 438, 0.0], [\"psirt@amd.com\", 433, 0.0], [\"trellixpsirt@trellix.com\", 385, 0.0], [\"secure@symantec.com\", 351, 0.0], [\"security@qnapsecurity.com.tw\", 345, 0.0], [\"psirt@paloaltonetworks.com\", 333, 0.0], [\"iletisim@usom.gov.tr\", 329, 0.0], [\"help@fluidattacks.com\", 319, 0.0], [\"psirt@hcl.com\", 280, 0.0], [\"security@synology.com\", 252, 0.0], [\"psirt@autodesk.com\", 247, 0.0], [\"cve@rapid7.com\", 244, 0.0], [\"cve-coordination@google.com\", 237, 0.0], [\"patrick@puiterwijk.org\", 231, 0.0], [\"responsibledisclosure@mattermost.com\", 224, 0.0], [\"cna@cyber.gov.il\", 219, 0.0], [\"cve@jetbrains.com\", 208, 0.0], [\"secteam@freebsd.org\", 202, 0.0], [\"dsap-vuln-management@google.com\", 202, 0.0], [\"vuln@krcert.or.kr\", 196, 0.0], [\"vulnerabilitylab@mend.io\", 196, 0.0], [\"bressers@elastic.co\", 189, 0.0], [\"josh@bress.net\", 174, 0.0], [\"cybersecurity@ch.abb.com\", 173, 0.0], [\"security@tibco.com\", 172, 0.0], [\"psirt@zte.com.cn\", 171, 0.0], [\"security-alert@netapp.com\", 168, 0.0], [\"security@pivotal.io\", 160, 0.0], [\"cve-assign@fb.com\", 156, 0.0], [\"security@zoom.us\", 153, 0.0], [\"PSIRT@sonicwall.com\", 151, 0.0], [\"vulnerability@kaspersky.com\", 150, 0.0], [\"psirt@solarwinds.com\", 147, 0.0], [\"meissner@suse.de\", 145, 0.0], [\"prodsec@nozominetworks.com\", 144, 0.0], [\"sirt@brocade.com\", 144, 0.0], [\"emo@eclipse.org\", 141, 0.0], [\"cve-requests@bitdefender.com\", 138, 0.0], [\"mlhess@drupal.org\", 136, 0.0], [\"security@joomla.org\", 133, 0.0], [\"PSIRT@rockwellautomation.com\", 132, 0.0], [\"vulnerabilities@zephyrproject.org\", 131, 0.0], [\"security@acronis.com\", 130, 0.0], [\"security@zyxel.com.tw\", 128, 0.0], [\"security@golang.org\", 128, 0.0], [\"security-officer@isc.org\", 123, 0.0], [\"openssl-security@openssl.org\", 122, 0.0], [\"CybersecurityCOE@eaton.com\", 120, 0.0], [\"security@xen.org\", 120, 0.0], [\"Mitsubishielectric.Psirt@yd.MitsubishiElectric.co.jp\", 115, 0.0], [\"security@progress.com\", 114, 0.0], [\"prodsec@splunk.com\", 109, 0.0], [\"psirt@bosch.com\", 102, 0.0], [\"scy@openharmony.io\", 98, 0.0], [\"cvd@cert.pl\", 98, 0.0], [\"psirt@esri.com\", 95, 0.0], [\"cve@checkpoint.com\", 94, 0.0], [\"vdisclose@cert-in.org.in\", 93, 0.0], [\"disclosures@gallagher.com\", 93, 0.0], [\"product-cna@github.com\", 92, 0.0], [\"3c1d8aa1-5a33-4ea4-8992-aadd6440af75\", 90, 0.0], [\"jordan@liggitt.net\", 89, 0.0], [\"psirt@sick.de\", 88, 0.0], [\"reefs@jfrog.com\", 87, 0.0], [\"vulnerability@ncsc.ch\", 86, 0.0], [\"larry0@me.com\", 84, 0.0], [\"cybersecurity@hitachienergy.com\", 83, 0.0], [\"psirt@forcepoint.com\", 81, 0.0], [\"product-security@silabs.com\", 81, 0.0], [\"security@puppet.com\", 79, 0.0], [\"security@odoo.com\", 79, 0.0], [\"security@otrs.com\", 70, 0.0], [\"productsecurity@jci.com\", 69, 0.0], [\"csirt@divd.nl\", 69, 0.0], [\"bc94ec7e-8909-4cbb-83df-d2fc9330fa88\", 68, 0.0], [\"vuln@ca.com\", 68, 0.0], [\"securityalerts@avaya.com\", 67, 0.0], [\"security@devolutions.net\", 67, 0.0], [\"security@php.net\", 66, 0.0], [\"security@liferay.com\", 66, 0.0], [\"security@checkmk.com\", 66, 0.0], [\"securities@openeuler.org\", 66, 0.0], [\"cna@mongodb.com\", 63, 0.0], [\"secure@blackberry.com\", 61, 0.0], [\"security@open-xchange.com\", 61, 0.0], [\"security@hashicorp.com\", 57, 0.0], [\"security@octopus.com\", 56, 0.0], [\"security@zabbix.com\", 56, 0.0], [\"security@sierrawireless.com\", 56, 0.0], [\"security@teradici.com\", 56, 0.0], [\"vdp@themissinglink.com.au\", 55, 0.0], [\"cve@asrg.io\", 55, 0.0], [\"0fc0942c-577d-436f-ae8e-945763c79b02\", 54, 0.0], [\"cna@cloudflare.com\", 53, 0.0], [\"hirt@hitachi.co.jp\", 52, 0.0], [\"secure@citrix.com\", 50, 0.0], [\"cybersecurity@dahuatech.com\", 50, 0.0], [\"disclosure@vulncheck.com\", 50, 0.0], [\"psirt@moxa.com\", 49, 0.0], [\"security-alert@sophos.com\", 49, 0.0], [\"security@xiaomi.com\", 48, 0.0], [\"psirt-info@cyber.jp.nec.com\", 48, 0.0], [\"psirt@wdc.com\", 47, 0.0], [\"disclosure@synopsys.com\", 47, 0.0], [\"9119a7d8-5eab-497f-8521-727c672e3725\", 46, 0.0], [\"product-security@axis.com\", 46, 0.0], [\"cve-notifications-us@f-secure.com\", 46, 0.0], [\"psirt@arista.com\", 45, 0.0], [\"ecc0f906-8666-484c-bcf8-c3b7520a72f0\", 44, 0.0], [\"security@m-files.com\", 44, 0.0], [\"info@starlabs.sg\", 44, 0.0], [\"3836d913-7555-4dd0-a509-f5667fdf5fe4\", 42, 0.0], [\"VulnerabilityReporting@secomea.com\", 42, 0.0], [\"551230f0-3615-47bd-b7cc-93e92e730bbf\", 42, 0.0], [\"cve@zscaler.com\", 41, 0.0], [\"security@selinc.com\", 41, 0.0], [\"responsible-disclosure@pingidentity.com\", 41, 0.0], [\"security@pandorafms.com\", 40, 0.0], [\"6f8de1f0-f67e-45a6-b68f-98777fdb759c\", 39, 0.0], [\"3DS.Information-Security@3ds.com\", 39, 0.0], [\"cve-coordination@palantir.com\", 39, 0.0], [\"biossecurity@ami.com\", 38, 0.0], [\"sec@hillstonenet.com\", 37, 0.0], [\"psirt@honeywell.com\", 37, 0.0], [\"disclosures@exodusintel.com\", 37, 0.0], [\"office@cyberdanube.com\", 36, 0.0], [\"arm-security@arm.com\", 35, 0.0], [\"paddle-security@baidu.com\", 33, 0.0], [\"security@documentfoundation.org\", 32, 0.0], [\"security.vulnerabilities@hitachivantara.com\", 31, 0.0], [\"security@openvpn.net\", 30, 0.0], [\"browser-security@yandex-team.ru\", 29, 0.0], [\"security@ni.com\", 29, 0.0], [\"security@pega.com\", 29, 0.0], [\"cve@aliasrobotics.com\", 29, 0.0], [\"cert@ncsc.nl\", 28, 0.0], [\"security@eset.com\", 27, 0.0], [\"product.security@lge.com\", 27, 0.0], [\"cve@navercorp.com\", 26, 0.0], [\"contact@securifera.com\", 25, 0.0], [\"security@grafana.com\", 25, 0.0], [\"vulnerability@cspcert.ph\", 25, 0.0], [\"security-report@netflix.com\", 24, 0.0], [\"security@vaadin.com\", 24, 0.0], [\"security@proofpoint.com\", 23, 0.0], [\"xpdf@xpdfreader.com\", 23, 0.0], [\"cybersecurity@bd.com\", 22, 0.0], [\"f98c90f0-e9bd-4fa7-911b-51993f3571fd\", 22, 0.0], [\"ART@zuso.ai\", 22, 0.0], [\"cert@airbus.com\", 22, 0.0], [\"security@openanolis.org\", 22, 0.0], [\"infosec@edk2.groups.io\", 22, 0.0], [\"security@mautic.org\", 21, 0.0], [\"hsrc@hikvision.com\", 20, 0.0], [\"security@oppo.com\", 19, 0.0], [\"sep@nlnetlabs.nl\", 19, 0.0], [\"cve-request@iojs.org\", 18, 0.0], [\"df4dee71-de3a-4139-9588-11b62fe6c0ff\", 18, 0.0], [\"cve_disclosure@tech.gov.sg\", 18, 0.0], [\"ff5b8ace-8b95-4078-9743-eac1ca5451de\", 17, 0.0], [\"cna@python.org\", 17, 0.0], [\"security@craftersoftware.com\", 17, 0.0], [\"f86ef6dc-4d3a-42ad-8f28-e6d5547a5007\", 17, 0.0], [\"security@nortonlifelock.com\", 17, 0.0], [\"productsecurity@baxter.com\", 16, 0.0], [\"ot-cert@dragos.com\", 16, 0.0], [\"367425dc-4d06-4041-9650-c2dc6aaa27ce\", 16, 0.0], [\"security@vivo.com\", 16, 0.0], [\"SecurityResponse@netmotionsoftware.com\", 15, 0.0], [\"security@hypr.com\", 15, 0.0], [\"security@marklogic.com\", 15, 0.0], [\"psirt@servicenow.com\", 15, 0.0], [\"security@docker.com\", 15, 0.0], [\"c4f26cc8-17ff-4c99-b5e2-38fc1793eacc\", 14, 0.0], [\"office@obdev.at\", 14, 0.0], [\"productsecurity@carrier.com\", 14, 0.0], [\"security@yugabyte.com\", 14, 0.0], [\"security@opennms.com\", 14, 0.0], [\"10b61619-3869-496c-8a1e-f291b0e71e3f\", 13, 0.0], [\"info@appcheck-ng.com\", 13, 0.0], [\"ff89ba41-3aa1-4d27-914a-91399e9639e5\", 13, 0.0], [\"psirt@purestorage.com\", 13, 0.0], [\"eb41dac7-0af8-4f84-9f6d-0272772514f4\", 13, 0.0], [\"facts@wolfssl.com\", 13, 0.0], [\"security@fidelissecurity.com\", 13, 0.0], [\"fc9afe74-3f80-4fb7-a313-e6f036a89882\", 12, 0.0], [\"2fdefc65-d750-4b8d-96ee-6e2c0c42dbfe\", 12, 0.0], [\"cve@takeonme.org\", 12, 0.0], [\"security@snowsoftware.com\", 12, 0.0], [\"psirt@okta.com\", 12, 0.0], [\"dl_cve@linecorp.com\", 12, 0.0], [\"security@salesforce.com\", 12, 0.0], [\"430a6cef-dc26-47e3-9fa8-52fb7f19644e\", 12, 0.0], [\"research@onekey.com\", 12, 0.0], [\"product-security@gg.jp.panasonic.com\", 12, 0.0], [\"disclose@cybersecurityworks.com\", 11, 0.0], [\"psirt@thalesgroup.com\", 11, 0.0], [\"vuln@vdoo.com\", 11, 0.0], [\"security@knime.com\", 11, 0.0], [\"dc3f6da9-85b5-4a73-84a2-2ec90b40fca5\", 11, 0.0], [\"security@bluespice.com\", 11, 0.0], [\"2499f714-1537-4658-8207-48ae4bb9eae9\", 11, 0.0], [\"security@asustor.com\", 10, 0.0], [\"psirt@forgerock.com\", 10, 0.0], [\"cve@forums.swift.org\", 10, 0.0], [\"13061848-ea10-403d-bd75-c83a022c2891\", 10, 0.0], [\"psirt@sailpoint.com\", 10, 0.0], [\"PSIRT@samsung.com\", 10, 0.0], [\"907edf6c-bf03-423e-ab1a-8da27e1aa1ea\", 10, 0.0], [\"3f572a00-62e2-4423-959a-7ea25eff1638\", 10, 0.0], [\"psirt@teamviewer.com\", 9, 0.0], [\"security@search-guard.com\", 9, 0.0], [\"f946a70c-00eb-42ce-8e9b-634d1f7b5a6f\", 9, 0.0], [\"36c7be3b-2937-45df-85ea-ca7133ea542c\", 9, 0.0], [\"171caf72-b841-4e04-a68e-93493aff2b94\", 9, 0.0], [\"bugreport@qualys.com\", 9, 0.0], [\"5d1c2695-1a31-4499-88ae-e847036fd7e3\", 8, 0.0], [\"bbf0bd87-ece2-41be-b873-96928ee8fab9\", 8, 0.0], [\"68630edc-a58c-4cbd-9b01-0e130455c8ae\", 8, 0.0], [\"5fea7123-217b-4b2d-ada8-8892719b43cd\", 8, 0.0], [\"mandiant-cve@google.com\", 8, 0.0], [\"security@tcpdump.org\", 8, 0.0], [\"sirt@silver-peak.com\", 8, 0.0], [\"22d9ba52-f336-4b0d-bf1f-0efbdcc3c1de\", 7, 0.0], [\"80f39f49-2521-4ee7-9e17-af5d55e8032f\", 7, 0.0], [\"7bc73191-a2b6-4c63-9918-753964601853\", 7, 0.0], [\"zowe-security@lists.openmainframeproject.org\", 7, 0.0], [\"security@1e.com\", 7, 0.0], [\"a87f365f-9d39-4848-9b3a-58c7cae69cab\", 7, 0.0], [\"psirt@netskope.com\", 6, 0.0], [\"support@shopbeat.co.za\", 6, 0.0], [\"103e4ec9-0a87-450b-af77-479448ddef11\", 6, 0.0], [\"85b1779b-6ecd-4f52-bcc5-73eac4659dcf\", 6, 0.0], [\"security@360.cn\", 6, 0.0], [\"security@duo.com\", 6, 0.0], [\"cve-coordination@logitech.com\", 6, 0.0], [\"psirt@tigera.io\", 6, 0.0], [\"41c37e40-543d-43a2-b660-2fee83ea851a\", 6, 0.0], [\"3ff69d7a-14f2-4f67-a097-88dee7810d18\", 6, 0.0], [\"a341c0d1-ebf7-493f-a84e-38cf86618674\", 6, 0.0], [\"ed10eef1-636d-4fbe-9993-6890dfa878f8\", 6, 0.0], [\"2505284f-8ffb-486c-bf60-e19c1097a90b\", 5, 0.0], [\"7168b535-132a-4efe-a076-338f829b2eb9\", 5, 0.0], [\"psirt@mirantis.com\", 5, 0.0], [\"PSIRT@synaptics.com\", 5, 0.0], [\"54bf65a7-a193-42d2-b1ba-8e150d3c35e1\", 5, 0.0], [\"security@baicells.com\", 5, 0.0], [\"6b35d637-e00f-4228-858c-b20ad6e1d07b\", 5, 0.0], [\"769c9ae7-73c3-4e47-ae19-903170fc3eb8\", 5, 0.0], [\"security@dotcms.com\", 5, 0.0], [\"46fe6300-5254-4a98-9594-a9567bec8179\", 5, 0.0], [\"15c01472-ff32-4bec-916d-912e60a9fe4c\", 4, 0.0], [\"security@opera.com\", 4, 0.0], [\"596c5446-0ce5-4ba2-aa66-48b3b757a647\", 4, 0.0], [\"8a9629cb-c5e7-4d2a-a894-111e8039b7ea\", 4, 0.0], [\"0a72a055-908d-47f5-a16a-1f09049c16c6\", 4, 0.0], [\"1e3a9e0f-5156-4bf8-b8a3-cc311bfc0f4a\", 3, 0.0], [\"disclosures@halborn.com\", 3, 0.0], [\"security@42gears.com\", 3, 0.0], [\"security@temporal.io\", 3, 0.0], [\"GEPowerCVD@ge.com\", 3, 0.0], [\"b48c3b8f-639e-4c16-8725-497bc411dad0\", 3, 0.0], [\"a5532a13-c4dd-4202-bef1-e0b8f2f8d12b\", 3, 0.0], [\"68870bb1-d075-4169-957d-e580b18692b9\", 3, 0.0], [\"security@medtronic.com\", 3, 0.0], [\"1443cd92-d354-46d2-9290-d812316ca43a\", 2, 0.0], [\"cves@blacklanternsecurity.com\", 2, 0.0], [\"a2826606-91e7-4eb6-899e-8484bd4575d5\", 2, 0.0], [\"a6d3dc9e-0591-4a13-bce7-0f5b31ff6158\", 2, 0.0], [\"cf45122d-9d50-442a-9b23-e05cde9943d8\", 2, 0.0], [\"a14582b7-06f4-4d66-8e82-3d7ba3739e88\", 2, 0.0], [\"655498c3-6ec5-4f0b-aea6-853b334d05a6\", 2, 0.0], [\"info@cybellum.com\", 2, 0.0], [\"security@replicated.com\", 2, 0.0], [\"cve@profelis.com.tr\", 2, 0.0], [\"4586e0a2-224d-4f8a-9cb4-8882b208c0b3\", 2, 0.0], [\"openbmc-security@lists.ozlabs.org\", 2, 0.0], [\"96148269-fe82-4198-b1bf-3a73ce8bc92e\", 2, 0.0], [\"87c8e6ad-f0f5-4ca8-89e2-89f26d6ed932\", 2, 0.0], [\"b7efe717-a805-47cf-8e9a-921fca0ce0ce\", 2, 0.0], [\"bba440f9-ef23-4224-aa62-7ac0935d18d1\", 2, 0.0], [\"security.vulnerabilities@algosec.com\", 2, 0.0], [\"d42dc95b-23f1-4e06-9076-20753a0fb0df\", 2, 0.0], [\"security@genetec.com\", 2, 0.0], [\"incident@nbu.gov.sk\", 2, 0.0], [\"67325c3f-c596-46c5-a235-e1a1e73abe4e\", 2, 0.0], [\"57dba5dd-1a03-47f6-8b36-e84e47d335d8\", 2, 0.0], [\"alibaba-cna@list.alibaba-inc.com\", 1, 0.0], [\"1d66c9f9-fff2-411a-aa19-ca6312fa25e9\", 1, 0.0], [\"secure@ea.com\", 1, 0.0], [\"security@deepsurface.com\", 1, 0.0], [\"9947ef80-c5d5-474a-bbab-97341a59000e\", 1, 0.0], [\"33c584b5-0579-4c06-b2a0-8d8329fcab9c\", 1, 0.0], [\"security@mimsoftware.com\", 1, 0.0], [\"info@greenrocketsecurity.com\", 1, 0.0], [\"security@illumio.com\", 1, 0.0], [\"security@opencloudos.tech\", 1, 0.0], [\"productsecurity@bbraun.com\", 1, 0.0], [\"7bd90cf1-1651-495e-9ae8-9415fb3c9feb\", 1, 0.0], [\"96d4e157-0bf0-48b3-8efd-382c68caf4e0\", 1, 0.0], [\"36106deb-8e95-420b-a0a0-e70af5d245df\", 1, 0.0], [\"56c94bcb-ac34-4d7f-b660-d297a6b7ff82\", 1, 0.0], [\"20be33e2-bf35-4d13-8fad-18bd2f3e3659\", 1, 0.0], [\"cb7ba516-3b07-4c98-b0c2-715220f1a8f6\", 1, 0.0], [\"88ee5874-cf24-4952-aea0-31affedb7ff2\", 1, 0.0], [\"001d69cf-3fc9-4203-93fb-9865b54e05b2\", 1, 0.0], [\"db4dfee8-a97e-4877-bfae-eba6d14a2166\", 1, 0.0], [\"3ad20294-822c-4ebc-9301-f9a7cf62d46e\", 1, 0.0], [\"5cdcf916-2b10-4ec8-bfc1-d054821e439e\", 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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:48:30.981809Z",
     "iopub.status.busy": "2025-01-28T12:48:30.981633Z",
     "iopub.status.idle": "2025-01-28T12:48:30.986191Z",
     "shell.execute_reply": "2025-01-28T12:48:30.985638Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-01-28 12:48:30.982461**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
   ]
  }
 ],
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