{
 "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": "2024-05-02T04:14:52.382567Z",
     "iopub.status.busy": "2024-05-02T04:14:52.382392Z",
     "iopub.status.idle": "2024-05-02T04:14:53.017298Z",
     "shell.execute_reply": "2024-05-02T04:14:53.016702Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    if (document.body.dataset.jpThemeLight == \"false\" || // Jupyter Lab\n",
       "        document.body.dataset.vscodeThemeKind == \"vscode-dark\" || // VS Code\n",
       "        document.documentElement.dataset.theme == \"dark\" || // Jupyter Book\n",
       "        window.matchMedia('(prefers-color-scheme: dark)').matches) {\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": "2024-05-02T04:14:53.019619Z",
     "iopub.status.busy": "2024-05-02T04:14:53.019370Z",
     "iopub.status.idle": "2024-05-02T04:15:12.564873Z",
     "shell.execute_reply": "2024-05-02T04:15:12.564211Z"
    },
    "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": "2024-05-02T04:15:12.567779Z",
     "iopub.status.busy": "2024-05-02T04:15:12.567428Z",
     "iopub.status.idle": "2024-05-02T04:15:12.925043Z",
     "shell.execute_reply": "2024-05-02T04:15:12.924448Z"
    },
    "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": "2024-05-02T04:15:12.927416Z",
     "iopub.status.busy": "2024-05-02T04:15:12.927055Z",
     "iopub.status.idle": "2024-05-02T04:15:13.162356Z",
     "shell.execute_reply": "2024-05-02T04:15:13.161720Z"
    },
    "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": "2024-05-02T04:15:13.164802Z",
     "iopub.status.busy": "2024-05-02T04:15:13.164434Z",
     "iopub.status.idle": "2024-05-02T04:15:13.178417Z",
     "shell.execute_reply": "2024-05-02T04:15:13.177853Z"
    },
    "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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1.0], [\"zdi-disclosures@trendmicro.com\", 1522, 1.0], [\"security@apache.org\", 1440, 1.0], [\"jenkinsci-cert@googlegroups.com\", 1333, 1.0], [\"support@hackerone.com\", 1331, 1.0], [\"security-alert@hpe.com\", 1301, 1.0], [\"productcert@siemens.com\", 1275, 1.0], [\"cna@sap.com\", 1206, 0.0], [\"cve@kernel.org\", 1072, 0.0], [\"hp-security-alert@hp.com\", 893, 0.0], [\"mobile.security@samsung.com\", 872, 0.0], [\"sirt@juniper.net\", 793, 0.0], [\"security@debian.org\", 788, 0.0], [\"f5sirt@f5.com\", 773, 0.0], [\"report@snyk.io\", 763, 0.0], [\"cve@gitlab.com\", 737, 0.0], [\"security@mediatek.com\", 704, 0.0], [\"psirt@nvidia.com\", 632, 0.0], [\"psirt@fortinet.com\", 616, 0.0], [\"cybersecurity@se.com\", 607, 0.0], [\"security@vmware.com\", 591, 0.0], [\"security@unisoc.com\", 590, 0.0], [\"security@opentext.com\", 555, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 499, 0.0], [\"psirt@lenovo.com\", 489, 0.0], [\"twcert@cert.org.tw\", 487, 0.0], [\"vulnreport@tenable.com\", 471, 0.0], 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[\"psirt@purestorage.com\", 6, 0.0], [\"df4dee71-de3a-4139-9588-11b62fe6c0ff\", 6, 0.0], [\"security@duo.com\", 6, 0.0], [\"psirt@sailpoint.com\", 6, 0.0], [\"mandiant-cve@google.com\", 5, 0.0], [\"psirt@mirantis.com\", 5, 0.0], [\"551230f0-3615-47bd-b7cc-93e92e730bbf\", 5, 0.0], [\"fc9afe74-3f80-4fb7-a313-e6f036a89882\", 5, 0.0], [\"2499f714-1537-4658-8207-48ae4bb9eae9\", 5, 0.0], [\"46fe6300-5254-4a98-9594-a9567bec8179\", 5, 0.0], [\"PSIRT@synaptics.com\", 4, 0.0], [\"0fc0942c-577d-436f-ae8e-945763c79b02\", 4, 0.0], [\"security@baicells.com\", 4, 0.0], [\"psirt@netskope.com\", 4, 0.0], [\"cna@python.org\", 4, 0.0], [\"psirt@teamviewer.com\", 4, 0.0], [\"7bc73191-a2b6-4c63-9918-753964601853\", 4, 0.0], [\"security@opera.com\", 4, 0.0], [\"security@vivo.com\", 4, 0.0], [\"cve-coordination@logitech.com\", 4, 0.0], [\"productsecurity@baxter.com\", 4, 0.0], [\"PSIRT@samsung.com\", 3, 0.0], [\"security@dotcms.com\", 3, 0.0], [\"0a72a055-908d-47f5-a16a-1f09049c16c6\", 3, 0.0], [\"security@temporal.io\", 3, 0.0], [\"13061848-ea10-403d-bd75-c83a022c2891\", 3, 0.0], [\"security@42gears.com\", 3, 0.0], [\"disclosures@halborn.com\", 3, 0.0], [\"security@medtronic.com\", 3, 0.0], [\"41c37e40-543d-43a2-b660-2fee83ea851a\", 3, 0.0], [\"GEPowerCVD@ge.com\", 3, 0.0], [\"cves@blacklanternsecurity.com\", 2, 0.0], [\"openbmc-security@lists.ozlabs.org\", 2, 0.0], [\"15c01472-ff32-4bec-916d-912e60a9fe4c\", 2, 0.0], [\"info@cybellum.com\", 2, 0.0], [\"6b35d637-e00f-4228-858c-b20ad6e1d07b\", 2, 0.0], [\"zowe-security@lists.openmainframeproject.org\", 2, 0.0], [\"SecurityResponse@netmotionsoftware.com\", 2, 0.0], [\"a2826606-91e7-4eb6-899e-8484bd4575d5\", 2, 0.0], [\"57dba5dd-1a03-47f6-8b36-e84e47d335d8\", 2, 0.0], [\"22d9ba52-f336-4b0d-bf1f-0efbdcc3c1de\", 2, 0.0], [\"d42dc95b-23f1-4e06-9076-20753a0fb0df\", 2, 0.0], [\"cve@profelis.com.tr\", 2, 0.0], [\"8a9629cb-c5e7-4d2a-a894-111e8039b7ea\", 2, 0.0], [\"security.vulnerabilities@algosec.com\", 2, 0.0], [\"907edf6c-bf03-423e-ab1a-8da27e1aa1ea\", 1, 0.0], [\"85b1779b-6ecd-4f52-bcc5-73eac4659dcf\", 1, 0.0], [\"68870bb1-d075-4169-957d-e580b18692b9\", 1, 0.0], [\"7bd90cf1-1651-495e-9ae8-9415fb3c9feb\", 1, 0.0], [\"103e4ec9-0a87-450b-af77-479448ddef11\", 1, 0.0], [\"security@opencloudos.tech\", 1, 0.0], [\"36106deb-8e95-420b-a0a0-e70af5d245df\", 1, 0.0], [\"7168b535-132a-4efe-a076-338f829b2eb9\", 1, 0.0], [\"96d4e157-0bf0-48b3-8efd-382c68caf4e0\", 1, 0.0], [\"769c9ae7-73c3-4e47-ae19-903170fc3eb8\", 1, 0.0], [\"security@illumio.com\", 1, 0.0], [\"security@mimsoftware.com\", 1, 0.0], [\"info@greenrocketsecurity.com\", 1, 0.0], [\"incident@nbu.gov.sk\", 1, 0.0], [\"secure@ea.com\", 1, 0.0], [\"2fdefc65-d750-4b8d-96ee-6e2c0c42dbfe\", 1, 0.0], [\"security@deepsurface.com\", 1, 0.0], [\"security@genetec.com\", 1, 0.0], [\"security@replicated.com\", 1, 0.0], [\"alibaba-cna@list.alibaba-inc.com\", 1, 0.0], [\"productsecurity@bbraun.com\", 1, 0.0], [\"3ff69d7a-14f2-4f67-a097-88dee7810d18\", 1, 0.0]];\n",
       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": [], \"warn_on_dom\": true};\n",
       "        dt_args[\"data\"] = data;\n",
       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
       "    });\n",
       "</script>\n"
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   ],
   "source": [
    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "cell_type": "code",
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   "id": "20ee3a71",
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2024-05-02T04:15:13.180432Z",
     "iopub.status.idle": "2024-05-02T04:15:13.184577Z",
     "shell.execute_reply": "2024-05-02T04:15:13.184100Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-05-02 04:15:13.181449**"
      ],
      "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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