{
 "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": "2024-07-27T04:14:45.026332Z",
     "iopub.status.busy": "2024-07-27T04:14:45.026153Z",
     "iopub.status.idle": "2024-07-27T04:14:45.649652Z",
     "shell.execute_reply": "2024-07-27T04:14:45.649127Z"
    },
    "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": "2024-07-27T04:14:45.652198Z",
     "iopub.status.busy": "2024-07-27T04:14:45.651735Z",
     "iopub.status.idle": "2024-07-27T04:15:05.179410Z",
     "shell.execute_reply": "2024-07-27T04:15:05.178775Z"
    },
    "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": "2024-07-27T04:15:05.181998Z",
     "iopub.status.busy": "2024-07-27T04:15:05.181808Z",
     "iopub.status.idle": "2024-07-27T04:15:05.529657Z",
     "shell.execute_reply": "2024-07-27T04:15:05.529027Z"
    },
    "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": "2024-07-27T04:15:05.531935Z",
     "iopub.status.busy": "2024-07-27T04:15:05.531754Z",
     "iopub.status.idle": "2024-07-27T04:15:05.740130Z",
     "shell.execute_reply": "2024-07-27T04:15:05.739578Z"
    },
    "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": "2024-07-27T04:15:05.742322Z",
     "iopub.status.busy": "2024-07-27T04:15:05.742134Z",
     "iopub.status.idle": "2024-07-27T04:15:05.756556Z",
     "shell.execute_reply": "2024-07-27T04:15:05.756006Z"
    },
    "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",
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[\"68630edc-a58c-4cbd-9b01-0e130455c8ae\", 8, 0.0], [\"cna@python.org\", 8, 0.0], [\"psirt@okta.com\", 8, 0.0], [\"sirt@silver-peak.com\", 8, 0.0], [\"a87f365f-9d39-4848-9b3a-58c7cae69cab\", 7, 0.0], [\"2499f714-1537-4658-8207-48ae4bb9eae9\", 7, 0.0], [\"psirt@purestorage.com\", 7, 0.0], [\"PSIRT@samsung.com\", 7, 0.0], [\"13061848-ea10-403d-bd75-c83a022c2891\", 7, 0.0], [\"security@360.cn\", 6, 0.0], [\"security@tcpdump.org\", 6, 0.0], [\"psirt@tigera.io\", 6, 0.0], [\"productsecurity@baxter.com\", 6, 0.0], [\"support@shopbeat.co.za\", 6, 0.0], [\"security@duo.com\", 6, 0.0], [\"ed10eef1-636d-4fbe-9993-6890dfa878f8\", 6, 0.0], [\"fc9afe74-3f80-4fb7-a313-e6f036a89882\", 6, 0.0], [\"security@1e.com\", 6, 0.0], [\"facts@wolfssl.com\", 6, 0.0], [\"psirt@mirantis.com\", 5, 0.0], [\"3ff69d7a-14f2-4f67-a097-88dee7810d18\", 5, 0.0], [\"46fe6300-5254-4a98-9594-a9567bec8179\", 5, 0.0], [\"security@dotcms.com\", 5, 0.0], [\"mandiant-cve@google.com\", 5, 0.0], 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       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": []};\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",
   "execution_count": 6,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:15:05.758773Z",
     "iopub.status.busy": "2024-07-27T04:15:05.758434Z",
     "iopub.status.idle": "2024-07-27T04:15:05.762759Z",
     "shell.execute_reply": "2024-07-27T04:15:05.762169Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-07-27 04:15:05.759396**"
      ],
      "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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