{
 "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": "2024-10-22T00:29:04.657757Z",
     "iopub.status.busy": "2024-10-22T00:29:04.657585Z",
     "iopub.status.idle": "2024-10-22T00:29:05.284601Z",
     "shell.execute_reply": "2024-10-22T00:29:05.284111Z"
    },
    "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": "2024-10-22T00:29:05.286823Z",
     "iopub.status.busy": "2024-10-22T00:29:05.286408Z",
     "iopub.status.idle": "2024-10-22T00:29:26.380704Z",
     "shell.execute_reply": "2024-10-22T00:29:26.380195Z"
    },
    "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",
    "            try:\n",
    "                cve_tag = entry['cve']['cveTags'][0]['tags'] \n",
    "            except IndexError:\n",
    "                cve_tag = np.nan   \n",
    "            try: \n",
    "                vulnStatus = entry['cve']['vulnStatus']\n",
    "            except IndexError:\n",
    "                vulnStatus = ''  \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",
    "                'Tag' : cve_tag,\n",
    "                'Status': vulnStatus \n",
    "            }\n",
    "            row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "\n",
    "nvd = nvd[~nvd.Status.str.contains('Rejected')]\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": "2024-10-22T00:29:26.382996Z",
     "iopub.status.busy": "2024-10-22T00:29:26.382696Z",
     "iopub.status.idle": "2024-10-22T00:29:26.730901Z",
     "shell.execute_reply": "2024-10-22T00:29:26.730251Z"
    },
    "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": "2024-10-22T00:29:26.732954Z",
     "iopub.status.busy": "2024-10-22T00:29:26.732598Z",
     "iopub.status.idle": "2024-10-22T00:29:26.945923Z",
     "shell.execute_reply": "2024-10-22T00:29:26.945323Z"
    },
    "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": "2024-10-22T00:29:26.948119Z",
     "iopub.status.busy": "2024-10-22T00:29:26.947758Z",
     "iopub.status.idle": "2024-10-22T00:29:26.961705Z",
     "shell.execute_reply": "2024-10-22T00:29:26.961144Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_7ffd0c5b_3ba1_4697_93b6_ea3101ee1bd9\" 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_7ffd0c5b_3ba1_4697_93b6_ea3101ee1bd9:not(.dataTable)\").forEach(table => {\n",
       "        if (!(table instanceof HTMLTableElement))\n",
       "            return;\n",
       "\n",
       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 105491, 42.0], [\"secalert@redhat.com\", 10336, 4.0], [\"secure@microsoft.com\", 10104, 4.0], [\"secalert_us@oracle.com\", 7926, 3.0], [\"security-advisories@github.com\", 6307, 3.0], [\"psirt@us.ibm.com\", 5874, 2.0], [\"psirt@adobe.com\", 5704, 2.0], [\"product-security@apple.com\", 5657, 2.0], [\"ykramarz@cisco.com\", 5630, 2.0], [\"audit@patchstack.com\", 5537, 2.0], [\"cna@vuldb.com\", 5146, 2.0], [\"security@android.com\", 4579, 2.0], [\"security@wordfence.com\", 3841, 2.0], [\"cve@kernel.org\", 3541, 1.0], [\"contact@wpscan.com\", 3524, 1.0], [\"chrome-cve-admin@google.com\", 3255, 1.0], [\"ics-cert@hq.dhs.gov\", 3019, 1.0], [\"cret@cert.org\", 2907, 1.0], [\"vultures@jpcert.or.jp\", 2652, 1.0], [\"product-security@qualcomm.com\", 2605, 1.0], [\"zdi-disclosures@trendmicro.com\", 2378, 1.0], [\"talos-cna@cisco.com\", 2122, 1.0], [\"security@mozilla.org\", 1947, 1.0], [\"security@huntr.dev\", 1911, 1.0], [\"psirt@huawei.com\", 1778, 1.0], [\"secure@intel.com\", 1729, 1.0], [\"security_alert@emc.com\", 1645, 1.0], [\"security@apache.org\", 1494, 1.0], [\"productcert@siemens.com\", 1418, 1.0], [\"support@hackerone.com\", 1407, 1.0], [\"jenkinsci-cert@googlegroups.com\", 1349, 1.0], [\"cna@sap.com\", 1159, 0.0], [\"security-alert@hpe.com\", 1133, 0.0], [\"mobile.security@samsung.com\", 980, 0.0], [\"hp-security-alert@hp.com\", 848, 0.0], [\"cve@gitlab.com\", 827, 0.0], [\"report@snyk.io\", 781, 0.0], [\"sirt@juniper.net\", 761, 0.0], [\"security@mediatek.com\", 680, 0.0], [\"psirt@fortinet.com\", 663, 0.0], [\"f5sirt@f5.com\", 655, 0.0], [\"security@debian.org\", 633, 0.0], [\"cybersecurity@se.com\", 626, 0.0], [\"psirt@nvidia.com\", 608, 0.0], [\"security@unisoc.com\", 604, 0.0], [\"twcert@cert.org.tw\", 586, 0.0], [\"security@opentext.com\", 538, 0.0], [\"cve-coordination@incibe.es\", 527, 0.0], [\"security@vmware.com\", 525, 0.0], [\"vulnreport@tenable.com\", 497, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 492, 0.0], [\"security@trendmicro.com\", 427, 0.0], [\"psirt@lenovo.com\", 411, 0.0], [\"info@cert.vde.com\", 384, 0.0], [\"security@atlassian.com\", 379, 0.0], [\"security@ubuntu.com\", 369, 0.0], [\"trellixpsirt@trellix.com\", 321, 0.0], [\"secure@symantec.com\", 305, 0.0], [\"security@qnapsecurity.com.tw\", 296, 0.0], [\"iletisim@usom.gov.tr\", 293, 0.0], [\"psirt@paloaltonetworks.com\", 257, 0.0], [\"psirt@amd.com\", 253, 0.0], [\"help@fluidattacks.com\", 250, 0.0], [\"psirt@hcl.com\", 249, 0.0], [\"security@synology.com\", 234, 0.0], [\"psirt@autodesk.com\", 205, 0.0], [\"cna@cyber.gov.il\", 203, 0.0], [\"responsibledisclosure@mattermost.com\", 198, 0.0], [\"cve@rapid7.com\", 197, 0.0], [\"patrick@puiterwijk.org\", 192, 0.0], [\"cve-coordination@google.com\", 188, 0.0], [\"vuln@krcert.or.kr\", 184, 0.0], [\"cve@jetbrains.com\", 176, 0.0], [\"security@tibco.com\", 166, 0.0], [\"secteam@freebsd.org\", 161, 0.0], [\"dsap-vuln-management@google.com\", 159, 0.0], [\"josh@bress.net\", 157, 0.0], [\"cve-assign@fb.com\", 155, 0.0], [\"bressers@elastic.co\", 152, 0.0], [\"vulnerabilitylab@mend.io\", 150, 0.0], [\"vulnerability@kaspersky.com\", 149, 0.0], [\"security@zoom.us\", 147, 0.0], [\"psirt@solarwinds.com\", 145, 0.0], [\"cybersecurity@ch.abb.com\", 142, 0.0], [\"PSIRT@sonicwall.com\", 136, 0.0], [\"meissner@suse.de\", 136, 0.0], [\"sirt@brocade.com\", 136, 0.0], [\"emo@eclipse.org\", 134, 0.0], [\"psirt@zte.com.cn\", 133, 0.0], [\"security@zyxel.com.tw\", 119, 0.0], [\"security@acronis.com\", 119, 0.0], [\"security-alert@netapp.com\", 118, 0.0], [\"security@golang.org\", 112, 0.0], [\"prodsec@nozominetworks.com\", 112, 0.0], [\"security@xen.org\", 111, 0.0], [\"PSIRT@rockwellautomation.com\", 105, 0.0], [\"prodsec@splunk.com\", 103, 0.0], [\"psirt@bosch.com\", 101, 0.0], [\"Mitsubishielectric.Psirt@yd.MitsubishiElectric.co.jp\", 100, 0.0], [\"vulnerabilities@zephyrproject.org\", 99, 0.0], [\"security@joomla.org\", 97, 0.0], [\"security@progress.com\", 94, 0.0], [\"cve-requests@bitdefender.com\", 92, 0.0], [\"psirt@esri.com\", 91, 0.0], [\"scy@openharmony.io\", 87, 0.0], [\"cve@checkpoint.com\", 86, 0.0], [\"security-officer@isc.org\", 86, 0.0], [\"product-cna@github.com\", 86, 0.0], [\"reefs@jfrog.com\", 85, 0.0], [\"cvd@cert.pl\", 82, 0.0], [\"vdisclose@cert-in.org.in\", 80, 0.0], [\"cybersecurity@hitachienergy.com\", 79, 0.0], [\"jordan@liggitt.net\", 76, 0.0], [\"openssl-security@openssl.org\", 74, 0.0], [\"security@puppet.com\", 70, 0.0], [\"vuln@ca.com\", 68, 0.0], [\"larry0@me.com\", 67, 0.0], [\"security@otrs.com\", 66, 0.0], [\"productsecurity@jci.com\", 66, 0.0], [\"psirt@sick.de\", 65, 0.0], [\"vulnerability@ncsc.ch\", 64, 0.0], [\"security@checkmk.com\", 63, 0.0], [\"cna@mongodb.com\", 61, 0.0], [\"security@open-xchange.com\", 61, 0.0], [\"security@php.net\", 61, 0.0], [\"security@liferay.com\", 59, 0.0], [\"product-security@silabs.com\", 58, 0.0], [\"security@devolutions.net\", 58, 0.0], [\"security@pivotal.io\", 58, 0.0], [\"vdp@themissinglink.com.au\", 55, 0.0], [\"security@octopus.com\", 55, 0.0], [\"mlhess@drupal.org\", 53, 0.0], [\"csirt@divd.nl\", 53, 0.0], [\"security@xiaomi.com\", 48, 0.0], [\"security@hashicorp.com\", 48, 0.0], [\"disclosures@gallagher.com\", 48, 0.0], [\"psirt@wdc.com\", 47, 0.0], [\"secure@blackberry.com\", 47, 0.0], [\"secure@citrix.com\", 46, 0.0], [\"cve-notifications-us@f-secure.com\", 46, 0.0], [\"disclosure@vulncheck.com\", 46, 0.0], [\"0fc0942c-577d-436f-ae8e-945763c79b02\", 45, 0.0], [\"cna@cloudflare.com\", 45, 0.0], [\"hirt@hitachi.co.jp\", 45, 0.0], [\"psirt@moxa.com\", 44, 0.0], [\"disclosure@synopsys.com\", 43, 0.0], [\"ecc0f906-8666-484c-bcf8-c3b7520a72f0\", 43, 0.0], [\"psirt-info@cyber.jp.nec.com\", 42, 0.0], [\"securityalerts@avaya.com\", 42, 0.0], [\"security@zabbix.com\", 42, 0.0], [\"cybersecurity@dahuatech.com\", 42, 0.0], [\"security@selinc.com\", 41, 0.0], [\"VulnerabilityReporting@secomea.com\", 41, 0.0], [\"cve@asrg.io\", 41, 0.0], [\"cve@zscaler.com\", 41, 0.0], [\"6f8de1f0-f67e-45a6-b68f-98777fdb759c\", 39, 0.0], [\"responsible-disclosure@pingidentity.com\", 39, 0.0], [\"securities@openeuler.org\", 38, 0.0], [\"security@m-files.com\", 38, 0.0], [\"security@pandorafms.com\", 37, 0.0], [\"disclosures@exodusintel.com\", 37, 0.0], [\"cve-coordination@palantir.com\", 37, 0.0], [\"psirt@honeywell.com\", 36, 0.0], [\"security-alert@sophos.com\", 35, 0.0], [\"3DS.Information-Security@3ds.com\", 34, 0.0], [\"info@starlabs.sg\", 34, 0.0], [\"psirt@arista.com\", 32, 0.0], [\"security@odoo.com\", 32, 0.0], [\"product-security@axis.com\", 32, 0.0], [\"biossecurity@ami.com\", 32, 0.0], [\"3836d913-7555-4dd0-a509-f5667fdf5fe4\", 30, 0.0], [\"cve@aliasrobotics.com\", 29, 0.0], [\"9119a7d8-5eab-497f-8521-727c672e3725\", 29, 0.0], [\"security@documentfoundation.org\", 29, 0.0], [\"arm-security@arm.com\", 28, 0.0], [\"security.vulnerabilities@hitachivantara.com\", 28, 0.0], [\"office@cyberdanube.com\", 28, 0.0], [\"cert@ncsc.nl\", 28, 0.0], [\"product.security@lge.com\", 27, 0.0], [\"browser-security@yandex-team.ru\", 27, 0.0], [\"CybersecurityCOE@eaton.com\", 26, 0.0], [\"security@openvpn.net\", 26, 0.0], [\"3c1d8aa1-5a33-4ea4-8992-aadd6440af75\", 26, 0.0], [\"paddle-security@baidu.com\", 25, 0.0], [\"security@pega.com\", 25, 0.0], [\"cve@navercorp.com\", 25, 0.0], [\"contact@securifera.com\", 25, 0.0], [\"security@ni.com\", 24, 0.0], [\"psirt@forcepoint.com\", 23, 0.0], [\"security@vaadin.com\", 23, 0.0], [\"security@grafana.com\", 23, 0.0], [\"security@mautic.org\", 21, 0.0], [\"cybersecurity@bd.com\", 21, 0.0], [\"infosec@edk2.groups.io\", 21, 0.0], [\"hsrc@hikvision.com\", 20, 0.0], [\"security@teradici.com\", 20, 0.0], [\"551230f0-3615-47bd-b7cc-93e92e730bbf\", 20, 0.0], [\"security@eset.com\", 20, 0.0], [\"security@openanolis.org\", 19, 0.0], [\"security@proofpoint.com\", 19, 0.0], [\"f98c90f0-e9bd-4fa7-911b-51993f3571fd\", 19, 0.0], [\"cve-request@iojs.org\", 18, 0.0], [\"sep@nlnetlabs.nl\", 18, 0.0], [\"cve_disclosure@tech.gov.sg\", 18, 0.0], [\"ff5b8ace-8b95-4078-9743-eac1ca5451de\", 17, 0.0], [\"security@nortonlifelock.com\", 17, 0.0], [\"security@oppo.com\", 17, 0.0], [\"ART@zuso.ai\", 17, 0.0], [\"security@craftersoftware.com\", 16, 0.0], [\"xpdf@xpdfreader.com\", 15, 0.0], [\"df4dee71-de3a-4139-9588-11b62fe6c0ff\", 15, 0.0], [\"security@docker.com\", 14, 0.0], [\"security@opennms.com\", 14, 0.0], [\"ot-cert@dragos.com\", 14, 0.0], [\"SecurityResponse@netmotionsoftware.com\", 14, 0.0], [\"security-report@netflix.com\", 14, 0.0], [\"info@appcheck-ng.com\", 13, 0.0], [\"security@hypr.com\", 13, 0.0], [\"facts@wolfssl.com\", 13, 0.0], [\"security@fidelissecurity.com\", 13, 0.0], [\"cna@python.org\", 13, 0.0], [\"psirt@purestorage.com\", 13, 0.0], [\"security@salesforce.com\", 12, 0.0], [\"product-security@gg.jp.panasonic.com\", 12, 0.0], [\"eb41dac7-0af8-4f84-9f6d-0272772514f4\", 12, 0.0], [\"f86ef6dc-4d3a-42ad-8f28-e6d5547a5007\", 12, 0.0], [\"dl_cve@linecorp.com\", 12, 0.0], [\"cve@takeonme.org\", 12, 0.0], [\"productsecurity@carrier.com\", 12, 0.0], [\"security@bluespice.com\", 11, 0.0], [\"bc94ec7e-8909-4cbb-83df-d2fc9330fa88\", 11, 0.0], [\"dc3f6da9-85b5-4a73-84a2-2ec90b40fca5\", 11, 0.0], [\"psirt@thalesgroup.com\", 11, 0.0], [\"psirt@servicenow.com\", 11, 0.0], [\"vuln@vdoo.com\", 11, 0.0], [\"430a6cef-dc26-47e3-9fa8-52fb7f19644e\", 11, 0.0], [\"disclose@cybersecurityworks.com\", 11, 0.0], [\"security@snowsoftware.com\", 10, 0.0], [\"security@yugabyte.com\", 10, 0.0], [\"security@sierrawireless.com\", 10, 0.0], [\"research@onekey.com\", 10, 0.0], [\"security@asustor.com\", 10, 0.0], [\"psirt@okta.com\", 9, 0.0], [\"cve@forums.swift.org\", 9, 0.0], [\"f946a70c-00eb-42ce-8e9b-634d1f7b5a6f\", 9, 0.0], [\"2499f714-1537-4658-8207-48ae4bb9eae9\", 9, 0.0], [\"PSIRT@samsung.com\", 9, 0.0], [\"security@search-guard.com\", 9, 0.0], [\"171caf72-b841-4e04-a68e-93493aff2b94\", 9, 0.0], [\"psirt@forgerock.com\", 9, 0.0], [\"bugreport@qualys.com\", 9, 0.0], [\"psirt@sailpoint.com\", 9, 0.0], [\"productsecurity@baxter.com\", 8, 0.0], [\"36c7be3b-2937-45df-85ea-ca7133ea542c\", 8, 0.0], [\"bbf0bd87-ece2-41be-b873-96928ee8fab9\", 8, 0.0], [\"psirt@teamviewer.com\", 8, 0.0], [\"security@tcpdump.org\", 8, 0.0], [\"sirt@silver-peak.com\", 8, 0.0], [\"68630edc-a58c-4cbd-9b01-0e130455c8ae\", 8, 0.0], [\"security@1e.com\", 7, 0.0], [\"13061848-ea10-403d-bd75-c83a022c2891\", 7, 0.0], [\"a87f365f-9d39-4848-9b3a-58c7cae69cab\", 7, 0.0], [\"907edf6c-bf03-423e-ab1a-8da27e1aa1ea\", 7, 0.0], [\"c4f26cc8-17ff-4c99-b5e2-38fc1793eacc\", 7, 0.0], [\"zowe-security@lists.openmainframeproject.org\", 7, 0.0], [\"office@obdev.at\", 6, 0.0], [\"security@360.cn\", 6, 0.0], [\"cve-coordination@logitech.com\", 6, 0.0], [\"5d1c2695-1a31-4499-88ae-e847036fd7e3\", 6, 0.0], [\"security@duo.com\", 6, 0.0], [\"ed10eef1-636d-4fbe-9993-6890dfa878f8\", 6, 0.0], [\"mandiant-cve@google.com\", 6, 0.0], [\"support@shopbeat.co.za\", 6, 0.0], [\"security@knime.com\", 6, 0.0], [\"fc9afe74-3f80-4fb7-a313-e6f036a89882\", 6, 0.0], [\"10b61619-3869-496c-8a1e-f291b0e71e3f\", 6, 0.0], [\"cert@airbus.com\", 6, 0.0], [\"3ff69d7a-14f2-4f67-a097-88dee7810d18\", 5, 0.0], [\"security@baicells.com\", 5, 0.0], [\"80f39f49-2521-4ee7-9e17-af5d55e8032f\", 5, 0.0], [\"security@dotcms.com\", 5, 0.0], [\"psirt@mirantis.com\", 5, 0.0], [\"2505284f-8ffb-486c-bf60-e19c1097a90b\", 5, 0.0], [\"psirt@netskope.com\", 5, 0.0], [\"46fe6300-5254-4a98-9594-a9567bec8179\", 5, 0.0], [\"7168b535-132a-4efe-a076-338f829b2eb9\", 5, 0.0], [\"22d9ba52-f336-4b0d-bf1f-0efbdcc3c1de\", 5, 0.0], [\"security@vivo.com\", 4, 0.0], [\"41c37e40-543d-43a2-b660-2fee83ea851a\", 4, 0.0], [\"psirt@tigera.io\", 4, 0.0], [\"769c9ae7-73c3-4e47-ae19-903170fc3eb8\", 4, 0.0], [\"6b35d637-e00f-4228-858c-b20ad6e1d07b\", 4, 0.0], [\"PSIRT@synaptics.com\", 4, 0.0], [\"596c5446-0ce5-4ba2-aa66-48b3b757a647\", 4, 0.0], [\"7bc73191-a2b6-4c63-9918-753964601853\", 4, 0.0], [\"a341c0d1-ebf7-493f-a84e-38cf86618674\", 4, 0.0], [\"security@opera.com\", 4, 0.0], [\"0a72a055-908d-47f5-a16a-1f09049c16c6\", 3, 0.0], [\"1e3a9e0f-5156-4bf8-b8a3-cc311bfc0f4a\", 3, 0.0], [\"a5532a13-c4dd-4202-bef1-e0b8f2f8d12b\", 3, 0.0], [\"68870bb1-d075-4169-957d-e580b18692b9\", 3, 0.0], [\"85b1779b-6ecd-4f52-bcc5-73eac4659dcf\", 3, 0.0], [\"security@medtronic.com\", 3, 0.0], [\"GEPowerCVD@ge.com\", 3, 0.0], [\"disclosures@halborn.com\", 3, 0.0], [\"security@temporal.io\", 3, 0.0], [\"security@42gears.com\", 3, 0.0], [\"103e4ec9-0a87-450b-af77-479448ddef11\", 3, 0.0], [\"cve@profelis.com.tr\", 2, 0.0], [\"b48c3b8f-639e-4c16-8725-497bc411dad0\", 2, 0.0], [\"655498c3-6ec5-4f0b-aea6-853b334d05a6\", 2, 0.0], [\"4586e0a2-224d-4f8a-9cb4-8882b208c0b3\", 2, 0.0], [\"sec@hillstonenet.com\", 2, 0.0], [\"a2826606-91e7-4eb6-899e-8484bd4575d5\", 2, 0.0], [\"cves@blacklanternsecurity.com\", 2, 0.0], [\"incident@nbu.gov.sk\", 2, 0.0], [\"info@cybellum.com\", 2, 0.0], [\"openbmc-security@lists.ozlabs.org\", 2, 0.0], [\"57dba5dd-1a03-47f6-8b36-e84e47d335d8\", 2, 0.0], [\"d42dc95b-23f1-4e06-9076-20753a0fb0df\", 2, 0.0], [\"8a9629cb-c5e7-4d2a-a894-111e8039b7ea\", 2, 0.0], [\"security.vulnerabilities@algosec.com\", 2, 0.0], [\"cb7ba516-3b07-4c98-b0c2-715220f1a8f6\", 1, 0.0], [\"88ee5874-cf24-4952-aea0-31affedb7ff2\", 1, 0.0], [\"security@deepsurface.com\", 1, 0.0], [\"security@replicated.com\", 1, 0.0], [\"alibaba-cna@list.alibaba-inc.com\", 1, 0.0], [\"20be33e2-bf35-4d13-8fad-18bd2f3e3659\", 1, 0.0], [\"a6d3dc9e-0591-4a13-bce7-0f5b31ff6158\", 1, 0.0], [\"67325c3f-c596-46c5-a235-e1a1e73abe4e\", 1, 0.0], [\"secure@ea.com\", 1, 0.0], [\"productsecurity@bbraun.com\", 1, 0.0], [\"info@greenrocketsecurity.com\", 1, 0.0], [\"2fdefc65-d750-4b8d-96ee-6e2c0c42dbfe\", 1, 0.0], [\"security@opencloudos.tech\", 1, 0.0], [\"security@genetec.com\", 1, 0.0], [\"96d4e157-0bf0-48b3-8efd-382c68caf4e0\", 1, 0.0], [\"vulnerability@cspcert.ph\", 1, 0.0], [\"security@mimsoftware.com\", 1, 0.0], [\"security@illumio.com\", 1, 0.0], [\"7bd90cf1-1651-495e-9ae8-9415fb3c9feb\", 1, 0.0], [\"36106deb-8e95-420b-a0a0-e70af5d245df\", 1, 0.0], [\"1d66c9f9-fff2-411a-aa19-ca6312fa25e9\", 1, 0.0], [\"56c94bcb-ac34-4d7f-b660-d297a6b7ff82\", 1, 0.0], [\"9947ef80-c5d5-474a-bbab-97341a59000e\", 1, 0.0], [\"33c584b5-0579-4c06-b2a0-8d8329fcab9c\", 1, 0.0], [\"cf45122d-9d50-442a-9b23-e05cde9943d8\", 1, 0.0], [\"367425dc-4d06-4041-9650-c2dc6aaa27ce\", 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": "2024-10-22T00:29:26.963593Z",
     "iopub.status.busy": "2024-10-22T00:29:26.963274Z",
     "iopub.status.idle": "2024-10-22T00:29:26.967239Z",
     "shell.execute_reply": "2024-10-22T00:29:26.966656Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-10-22 00:29:26.964194**"
      ],
      "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()}**\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}