{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2023\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:22:56.958820Z",
     "iopub.status.busy": "2024-10-22T00:22:56.958627Z",
     "iopub.status.idle": "2024-10-22T00:22:57.614791Z",
     "shell.execute_reply": "2024-10-22T00:22:57.614225Z"
    },
    "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": "2024-10-22T00:22:57.616994Z",
     "iopub.status.busy": "2024-10-22T00:22:57.616457Z",
     "iopub.status.idle": "2024-10-22T00:23:17.960734Z",
     "shell.execute_reply": "2024-10-22T00:23:17.960170Z"
    },
    "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",
    "thisyear = ((nvd['Published'] > '2023-01-01') & (nvd['Published']  < '2024-01-01'))\n",
    "nvd = nvd.loc[thisyear]\n",
    "nvd = nvd.sort_values(by=['Published'])\n",
    "nvd = nvd.reset_index(drop=True)\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = nvd['BaseScore'].replace(0, np.nan);\n",
    "nvdcount = nvd['Published'].count()\n",
    "nvdunique = nvd['Published'].nunique()\n",
    "startdate = date(2023, 1, 1)\n",
    "enddate  = date(2024, 1, 1)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:17.963074Z",
     "iopub.status.busy": "2024-10-22T00:23:17.962563Z",
     "iopub.status.idle": "2024-10-22T00:23:17.970437Z",
     "shell.execute_reply": "2024-10-22T00:23:17.969969Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **28819**<br />Average CVEs Per Day: **78.96**<br />Average CVSS Score: **7.12**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:17.972144Z",
     "iopub.status.busy": "2024-10-22T00:23:17.971958Z",
     "iopub.status.idle": "2024-10-22T00:23:17.982335Z",
     "shell.execute_reply": "2024-10-22T00:23:17.981884Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:17.984428Z",
     "iopub.status.busy": "2024-10-22T00:23:17.984015Z",
     "iopub.status.idle": "2024-10-22T00:23:18.752504Z",
     "shell.execute_reply": "2024-10-22T00:23:18.751917Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:18.754328Z",
     "iopub.status.busy": "2024-10-22T00:23:18.754148Z",
     "iopub.status.idle": "2024-10-22T00:23:18.950485Z",
     "shell.execute_reply": "2024-10-22T00:23:18.949983Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:18.952533Z",
     "iopub.status.busy": "2024-10-22T00:23:18.952172Z",
     "iopub.status.idle": "2024-10-22T00:23:19.191220Z",
     "shell.execute_reply": "2024-10-22T00:23:19.190588Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:19.193031Z",
     "iopub.status.busy": "2024-10-22T00:23:19.192832Z",
     "iopub.status.idle": "2024-10-22T00:23:19.476131Z",
     "shell.execute_reply": "2024-10-22T00:23:19.475552Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:19.477918Z",
     "iopub.status.busy": "2024-10-22T00:23:19.477742Z",
     "iopub.status.idle": "2024-10-22T00:23:19.608678Z",
     "shell.execute_reply": "2024-10-22T00:23:19.608142Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:19.610488Z",
     "iopub.status.busy": "2024-10-22T00:23:19.610304Z",
     "iopub.status.idle": "2024-10-22T00:23:19.825486Z",
     "shell.execute_reply": "2024-10-22T00:23:19.824951Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:19.827468Z",
     "iopub.status.busy": "2024-10-22T00:23:19.827279Z",
     "iopub.status.idle": "2024-10-22T00:23:20.043473Z",
     "shell.execute_reply": "2024-10-22T00:23:20.042963Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_cwe = nvd['CWE'].value_counts()\n",
    "nvd_cwe = nvd_cwe.reset_index()\n",
    "nvd_cwe.columns = ['CWE', 'CVEs']\n",
    "nvd_cwe_graph = nvd_cwe[nvd_cwe.CVEs > 10].head(25)\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.barh(\"CWE\", \"CVEs\", data = nvd_cwe_graph, color=\"#001d82\");\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"CWE\") ;\n",
    "plt.title(\"Most Common CWE in CVE Records\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:20.045263Z",
     "iopub.status.busy": "2024-10-22T00:23:20.045084Z",
     "iopub.status.idle": "2024-10-22T00:23:20.057142Z",
     "shell.execute_reply": "2024-10-22T00:23:20.056679Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      \n",
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       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
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[\"cve@takeonme.org\", 6, 0.0], [\"ed10eef1-636d-4fbe-9993-6890dfa878f8\", 6, 0.0], [\"support@shopbeat.co.za\", 6, 0.0], [\"xpdf@xpdfreader.com\", 5, 0.0], [\"secure@blackberry.com\", 5, 0.0], [\"paddle-security@baidu.com\", 5, 0.0], [\"ot-cert@dragos.com\", 5, 0.0], [\"disclosures@exodusintel.com\", 5, 0.0], [\"sep@nlnetlabs.nl\", 4, 0.0], [\"security@baicells.com\", 4, 0.0], [\"security@eset.com\", 4, 0.0], [\"psirt@forcepoint.com\", 4, 0.0], [\"VulnerabilityReporting@secomea.com\", 4, 0.0], [\"cve@checkpoint.com\", 4, 0.0], [\"security@documentfoundation.org\", 4, 0.0], [\"psirt@forgerock.com\", 4, 0.0], [\"68630edc-a58c-4cbd-9b01-0e130455c8ae\", 3, 0.0], [\"security@knime.com\", 3, 0.0], [\"psirt@sailpoint.com\", 3, 0.0], [\"psirt@okta.com\", 3, 0.0], [\"security@ni.com\", 3, 0.0], [\"CybersecurityCOE@eaton.com\", 3, 0.0], [\"security@oppo.com\", 3, 0.0], [\"security@openvpn.net\", 3, 0.0], [\"disclosures@halborn.com\", 3, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 3, 0.0], 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    "### Top CWEs"
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   "id": "8af1def8",
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     "shell.execute_reply": "2024-10-22T00:23:20.064354Z"
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       "\n",
       "        // Define the table data\n",
       "        const data = [[\"CWE-79\", 4502], [\"NVD-CWE-noinfo\", 4137], [\"CWE-89\", 1980], [\"CWE-787\", 1885], [\"Missing_Data\", 1151], [\"CWE-352\", 1148], [\"CWE-125\", 882], [\"NVD-CWE-Other\", 773], [\"CWE-22\", 725], [\"CWE-862\", 712], [\"CWE-416\", 529], [\"CWE-120\", 514], [\"CWE-434\", 507], [\"CWE-78\", 507], [\"CWE-77\", 450], [\"CWE-20\", 397], [\"CWE-287\", 330], [\"CWE-863\", 295], [\"CWE-94\", 258], [\"CWE-476\", 238], [\"CWE-502\", 223], [\"CWE-400\", 220], [\"CWE-918\", 215], [\"CWE-190\", 201], [\"CWE-269\", 184], [\"CWE-668\", 180], [\"CWE-601\", 179], [\"CWE-798\", 172], [\"CWE-306\", 168], [\"CWE-732\", 149], [\"CWE-362\", 149], [\"CWE-119\", 143], [\"CWE-74\", 143], [\"CWE-770\", 138], [\"CWE-532\", 134], [\"CWE-427\", 133], [\"CWE-276\", 127], [\"CWE-611\", 127], [\"CWE-200\", 120], [\"CWE-312\", 120], [\"CWE-522\", 119], [\"CWE-639\", 114], [\"CWE-295\", 112], [\"CWE-203\", 105], [\"CWE-284\", 99], [\"CWE-121\", 98], [\"CWE-319\", 98], [\"CWE-307\", 86], [\"CWE-367\", 86], [\"CWE-1333\", 84], [\"CWE-843\", 79], [\"CWE-401\", 78], [\"CWE-755\", 71], [\"CWE-59\", 67], [\"CWE-617\", 67], [\"CWE-345\", 65], [\"CWE-209\", 65], [\"CWE-613\", 63], [\"CWE-404\", 60], [\"CWE-835\", 59], [\"CWE-326\", 56], [\"CWE-327\", 56], [\"CWE-552\", 55], [\"CWE-754\", 54], [\"CWE-1236\", 54], [\"CWE-347\", 54], [\"CWE-415\", 51], [\"CWE-311\", 46], [\"CWE-824\", 44], [\"CWE-426\", 41], [\"CWE-1321\", 40], [\"CWE-330\", 39], [\"CWE-116\", 39], [\"CWE-697\", 38], [\"CWE-665\", 37], [\"CWE-122\", 37], [\"CWE-129\", 36], [\"CWE-384\", 35], [\"CWE-1021\", 33], [\"CWE-290\", 33], [\"CWE-428\", 32], [\"CWE-369\", 30], [\"CWE-610\", 30], [\"CWE-667\", 30], [\"CWE-346\", 30], [\"CWE-281\", 29], [\"CWE-521\", 29], [\"CWE-444\", 28], [\"CWE-294\", 28], [\"CWE-640\", 26], [\"CWE-134\", 25], [\"CWE-908\", 24], [\"CWE-674\", 22], [\"CWE-354\", 22], [\"CWE-922\", 21], [\"CWE-285\", 21], [\"CWE-494\", 20], [\"CWE-1284\", 19], [\"CWE-670\", 18], [\"CWE-1188\", 18], [\"CWE-436\", 18], [\"CWE-829\", 18], [\"CWE-191\", 17], [\"CWE-88\", 16], [\"CWE-459\", 15], [\"CWE-252\", 15], [\"CWE-425\", 13], [\"CWE-662\", 13], [\"CWE-338\", 13], [\"CWE-916\", 12], [\"CWE-913\", 11], [\"CWE-131\", 11], [\"CWE-834\", 10], [\"CWE-763\", 10], [\"CWE-704\", 10], [\"CWE-91\", 10], [\"CWE-331\", 10], [\"CWE-682\", 10], [\"CWE-80\", 9], [\"CWE-917\", 9], [\"CWE-193\", 9], [\"CWE-29\", 9], [\"CWE-24\", 9], [\"CWE-749\", 8], [\"CWE-256\", 8], [\"CWE-924\", 7], [\"CWE-565\", 6], [\"CWE-407\", 6], [\"CWE-212\", 6], [\"CWE-321\", 6], [\"CWE-776\", 5], [\"CWE-681\", 5], [\"CWE-470\", 5], [\"CWE-117\", 5], [\"CWE-73\", 5], [\"CWE-706\", 5], [\"CWE-305\", 5], [\"CWE-772\", 5], [\"CWE-912\", 5], [\"CWE-36\", 5], [\"CWE-669\", 5], [\"CWE-359\", 5], [\"CWE-259\", 5], [\"CWE-208\", 5], [\"CWE-288\", 4], [\"CWE-1320\", 4], [\"CWE-840\", 4], [\"CWE-703\", 4], [\"CWE-289\", 4], [\"CWE-23\", 4], [\"CWE-267\", 4], [\"CWE-275\", 4], [\"CWE-15\", 4], [\"CWE-457\", 4], [\"CWE-90\", 3], [\"CWE-648\", 3], [\"CWE-693\", 3], [\"CWE-614\", 3], [\"CWE-672\", 3], [\"CWE-940\", 3], [\"CWE-942\", 3], [\"CWE-248\", 3], [\"CWE-204\", 3], [\"CWE-150\", 3], [\"CWE-523\", 3], [\"CWE-1263\", 3], [\"CWE-178\", 3], [\"CWE-308\", 2], [\"CWE-1220\", 2], [\"CWE-420\", 2], [\"CWE-325\", 2], [\"CWE-250\", 2], [\"CWE-1288\", 2], [\"CWE-273\", 2], [\"CWE-1274\", 2], [\"CWE-1336\", 2], [\"CWE-1386\", 2], [\"CWE-335\", 2], [\"CWE-379\", 2], [\"CWE-328\", 2], [\"CWE-280\", 2], [\"CWE-113\", 2], [\"CWE-130\", 2], [\"CWE-272\", 2], [\"CWE-1270\", 2], [\"CWE-223\", 2], [\"CWE-126\", 2], [\"CWE-98\", 2], [\"CWE-841\", 2], [\"CWE-366\", 2], [\"CWE-1392\", 2], [\"CWE-497\", 2], [\"CWE-266\", 2], [\"CWE-201\", 2], [\"CWE-268\", 2], [\"CWE-242\", 1], [\"CWE-550\", 1], [\"CWE-1049\", 1], [\"CWE-149\", 1], [\"CWE-316\", 1], [\"CWE-641\", 1], [\"CWE-231\", 1], [\"CWE-265\", 1], [\"CWE-1282\", 1], [\"CWE-313\", 1], [\"CWE-167\", 1], [\"CWE-261\", 1], [\"CWE-760\", 1], [\"CWE-35\", 1], [\"CWE-114\", 1], [\"CWE-337\", 1], [\"CWE-692\", 1], [\"CWE-202\", 1], [\"CWE-547\", 1], [\"CWE-911\", 1], [\"CWE-76\", 1], [\"CWE-1103\", 1], [\"CWE-833\", 1], [\"CWE-590\", 1], [\"CWE-788\", 1], [\"CWE-115\", 1], [\"CWE-1385\", 1], [\"CWE-830\", 1], [\"CWE-260\", 1], [\"CWE-377\", 1], [\"CWE-544\", 1], [\"CWE-539\", 1], [\"CWE-789\", 1], [\"CWE-378\", 1], [\"CWE-758\", 1], [\"CWE-691\", 1], [\"CWE-823\", 1], [\"CWE-664\", 1], [\"CWE-1230\", 1], [\"CWE-263\", 1], [\"CWE-95\", 1], [\"CWE-28\", 1], [\"CWE-323\", 1], [\"CWE-75\", 1], [\"CWE-353\", 1], [\"CWE-87\", 1], [\"CWE-526\", 1], [\"CWE-1391\", 1], [\"CWE-471\", 1], [\"CWE-264\", 1], [\"CWE-213\", 1], [\"CWE-277\", 1], [\"CWE-799\", 1], [\"CWE-253\", 1], [\"CWE-644\", 1], [\"CWE-1287\", 1], [\"CWE-271\", 1], [\"CWE-297\", 1], [\"CWE-1285\", 1], [\"CWE-393\", 1], [\"CWE-372\", 1], [\"CWE-232\", 1], [\"CWE-1286\", 1], [\"CWE-278\", 1], [\"CWE-839\", 1], [\"CWE-822\", 1], [\"CWE-258\", 1], [\"CWE-303\", 1], [\"CWE-540\", 1], [\"CWE-636\", 1], [\"CWE-915\", 1], [\"CWE-612\", 1], [\"CWE-645\", 1], [\"CWE-524\", 1], [\"CWE-836\", 1], [\"CWE-1241\", 1], [\"CWE-291\", 1], [\"CWE-1077\", 1], [\"CWE-93\", 1], [\"CWE-402\", 1], [\"CWE-349\", 1], [\"CWE-112\", 1], [\"CWE-567\", 1], [\"CWE-197\", 1], [\"CWE-538\", 1], [\"CWE-837\", 1], [\"CWE-825\", 1], [\"CWE-1018\", 1], [\"CWE-1393\", 1], [\"CWE-620\", 1]];\n",
       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": [], \"warn_on_selected_rows_not_rendered\": true};\n",
       "        dt_args[\"data\"] = data;\n",
       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:20.066734Z",
     "iopub.status.busy": "2024-10-22T00:23:20.066241Z",
     "iopub.status.idle": "2024-10-22T00:23:20.248532Z",
     "shell.execute_reply": "2024-10-22T00:23:20.248000Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t0\n",
      "CVE-2003:\t0\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t1\n",
      "CVE-2006:\t2\n",
      "CVE-2007:\t3\n",
      "CVE-2008:\t3\n",
      "CVE-2009:\t5\n",
      "CVE-2010:\t8\n",
      "CVE-2011:\t4\n",
      "CVE-2012:\t18\n",
      "CVE-2013:\t26\n",
      "CVE-2014:\t79\n",
      "CVE-2015:\t136\n",
      "CVE-2016:\t32\n",
      "CVE-2017:\t114\n",
      "CVE-2018:\t55\n",
      "CVE-2019:\t49\n",
      "CVE-2020:\t422\n",
      "CVE-2021:\t666\n",
      "CVE-2022:\t3859\n",
      "CVE-2023:\t23337\n"
     ]
    }
   ],
   "source": [
    "print(\"CVE-1999:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-1999-')]))\n",
    "print(\"CVE-2000:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2000-')]))\n",
    "print(\"CVE-2001:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2001-')]))\n",
    "print(\"CVE-2002:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2002-')]))\n",
    "print(\"CVE-2003:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2003-')]))\n",
    "print(\"CVE-2004:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2004-')]))\n",
    "print(\"CVE-2005:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2005-')]))\n",
    "print(\"CVE-2006:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2006-')]))\n",
    "print(\"CVE-2007:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2007-')]))\n",
    "print(\"CVE-2008:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2008-')]))\n",
    "print(\"CVE-2009:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2009-')]))\n",
    "print(\"CVE-2010:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2010-')]))\n",
    "print(\"CVE-2011:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2011-')]))\n",
    "print(\"CVE-2012:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2012-')]))\n",
    "print(\"CVE-2013:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2013-')]))\n",
    "print(\"CVE-2014:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2014-')]))\n",
    "print(\"CVE-2015:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2015-')]))\n",
    "print(\"CVE-2016:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2016-')]))\n",
    "print(\"CVE-2017:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2017-')]))\n",
    "print(\"CVE-2018:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2018-')]))\n",
    "print(\"CVE-2019:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2019-')]))\n",
    "print(\"CVE-2020:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2020-')]))\n",
    "print(\"CVE-2021:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2021-')]))\n",
    "print(\"CVE-2022:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2022-')]))\n",
    "print(\"CVE-2023:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2023-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:23:20.250363Z",
     "iopub.status.busy": "2024-10-22T00:23:20.250180Z",
     "iopub.status.idle": "2024-10-22T00:23:20.254310Z",
     "shell.execute_reply": "2024-10-22T00:23:20.253842Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-10-22 00:23:20.251079**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
   ]
  }
 ],
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