{
 "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": "2024-07-27T04:09:09.767831Z",
     "iopub.status.busy": "2024-07-27T04:09:09.767343Z",
     "iopub.status.idle": "2024-07-27T04:09:10.386005Z",
     "shell.execute_reply": "2024-07-27T04:09:10.385386Z"
    },
    "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": "2024-07-27T04:09:10.388343Z",
     "iopub.status.busy": "2024-07-27T04:09:10.388019Z",
     "iopub.status.idle": "2024-07-27T04:09:29.533553Z",
     "shell.execute_reply": "2024-07-27T04:09:29.532997Z"
    },
    "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",
    "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": "2024-07-27T04:09:29.536317Z",
     "iopub.status.busy": "2024-07-27T04:09:29.535834Z",
     "iopub.status.idle": "2024-07-27T04:09:29.542784Z",
     "shell.execute_reply": "2024-07-27T04:09:29.542207Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **30949**<br />Average CVEs Per Day: **84.79**<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": "2024-07-27T04:09:29.545028Z",
     "iopub.status.busy": "2024-07-27T04:09:29.544687Z",
     "iopub.status.idle": "2024-07-27T04:09:29.554736Z",
     "shell.execute_reply": "2024-07-27T04:09:29.554283Z"
    },
    "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": "2024-07-27T04:09:29.557042Z",
     "iopub.status.busy": "2024-07-27T04:09:29.556666Z",
     "iopub.status.idle": "2024-07-27T04:09:30.265797Z",
     "shell.execute_reply": "2024-07-27T04:09:30.265189Z"
    },
    "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": "2024-07-27T04:09:30.267955Z",
     "iopub.status.busy": "2024-07-27T04:09:30.267777Z",
     "iopub.status.idle": "2024-07-27T04:09:30.486774Z",
     "shell.execute_reply": "2024-07-27T04:09:30.486208Z"
    },
    "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": "2024-07-27T04:09:30.488886Z",
     "iopub.status.busy": "2024-07-27T04:09:30.488703Z",
     "iopub.status.idle": "2024-07-27T04:09:30.757473Z",
     "shell.execute_reply": "2024-07-27T04:09:30.756985Z"
    },
    "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": "2024-07-27T04:09:30.759540Z",
     "iopub.status.busy": "2024-07-27T04:09:30.759349Z",
     "iopub.status.idle": "2024-07-27T04:09:31.072335Z",
     "shell.execute_reply": "2024-07-27T04:09:31.071782Z"
    },
    "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": "2024-07-27T04:09:31.082680Z",
     "iopub.status.busy": "2024-07-27T04:09:31.082322Z",
     "iopub.status.idle": "2024-07-27T04:09:31.209367Z",
     "shell.execute_reply": "2024-07-27T04:09:31.208874Z"
    },
    "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": "2024-07-27T04:09:31.211790Z",
     "iopub.status.busy": "2024-07-27T04:09:31.211364Z",
     "iopub.status.idle": "2024-07-27T04:09:31.422243Z",
     "shell.execute_reply": "2024-07-27T04:09:31.421630Z"
    },
    "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": "2024-07-27T04:09:31.424875Z",
     "iopub.status.busy": "2024-07-27T04:09:31.424358Z",
     "iopub.status.idle": "2024-07-27T04:09:31.636342Z",
     "shell.execute_reply": "2024-07-27T04:09:31.635817Z"
    },
    "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": "2024-07-27T04:09:31.638644Z",
     "iopub.status.busy": "2024-07-27T04:09:31.638287Z",
     "iopub.status.idle": "2024-07-27T04:09:31.650169Z",
     "shell.execute_reply": "2024-07-27T04:09:31.649694Z"
    },
    "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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    "### Top CWEs"
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   "id": "8af1def8",
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     "shell.execute_reply": "2024-07-27T04:09:31.657217Z"
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       "        const data = [[\"CWE-79\", 4503], [\"NVD-CWE-noinfo\", 4157], [\"Missing_Data\", 3277], [\"CWE-89\", 1981], [\"CWE-787\", 1885], [\"CWE-352\", 1148], [\"CWE-125\", 882], [\"NVD-CWE-Other\", 772], [\"CWE-22\", 723], [\"CWE-862\", 711], [\"CWE-416\", 527], [\"CWE-120\", 515], [\"CWE-434\", 506], [\"CWE-78\", 504], [\"CWE-77\", 451], [\"CWE-20\", 405], [\"CWE-287\", 338], [\"CWE-863\", 288], [\"CWE-94\", 258], [\"CWE-476\", 240], [\"CWE-400\", 232], [\"CWE-502\", 222], [\"CWE-918\", 214], [\"CWE-190\", 200], [\"CWE-269\", 193], [\"CWE-668\", 182], [\"CWE-601\", 178], [\"CWE-798\", 174], [\"CWE-306\", 163], [\"CWE-362\", 149], [\"CWE-732\", 146], [\"CWE-74\", 144], [\"CWE-119\", 142], [\"CWE-532\", 135], [\"CWE-770\", 134], [\"CWE-427\", 133], [\"CWE-276\", 127], [\"CWE-200\", 127], [\"CWE-611\", 126], [\"CWE-522\", 120], [\"CWE-312\", 119], [\"CWE-639\", 115], [\"CWE-295\", 111], [\"CWE-203\", 105], [\"CWE-284\", 101], [\"CWE-319\", 96], [\"CWE-121\", 95], [\"CWE-307\", 86], [\"CWE-367\", 85], [\"CWE-1333\", 82], [\"CWE-843\", 79], [\"CWE-401\", 78], [\"CWE-755\", 71], [\"CWE-345\", 68], [\"CWE-59\", 68], [\"CWE-617\", 67], [\"CWE-209\", 64], [\"CWE-613\", 63], [\"CWE-404\", 59], [\"CWE-835\", 58], [\"CWE-326\", 56], [\"CWE-552\", 55], [\"CWE-347\", 54], [\"CWE-754\", 54], [\"CWE-1236\", 54], [\"CWE-327\", 54], [\"CWE-415\", 51], [\"CWE-311\", 48], [\"CWE-824\", 44], [\"CWE-426\", 41], [\"CWE-1321\", 40], [\"CWE-116\", 40], [\"CWE-330\", 39], [\"CWE-665\", 38], [\"CWE-697\", 38], [\"CWE-122\", 37], [\"CWE-129\", 36], [\"CWE-384\", 35], [\"CWE-1021\", 33], [\"CWE-290\", 33], [\"CWE-428\", 32], [\"CWE-667\", 30], [\"CWE-369\", 30], [\"CWE-346\", 30], [\"CWE-610\", 29], [\"CWE-281\", 29], [\"CWE-521\", 29], [\"CWE-294\", 28], [\"CWE-444\", 28], [\"CWE-640\", 25], [\"CWE-134\", 25], [\"CWE-908\", 24], [\"CWE-285\", 22], [\"CWE-674\", 22], [\"CWE-354\", 22], [\"CWE-922\", 21], [\"CWE-494\", 20], [\"CWE-1284\", 19], [\"CWE-1188\", 18], [\"CWE-436\", 18], [\"CWE-670\", 18], [\"CWE-829\", 18], [\"CWE-191\", 17], [\"CWE-88\", 16], [\"CWE-459\", 15], [\"CWE-252\", 15], [\"CWE-338\", 13], [\"CWE-425\", 13], [\"CWE-662\", 12], [\"CWE-916\", 12], [\"CWE-131\", 11], [\"CWE-913\", 11], [\"CWE-704\", 10], [\"CWE-91\", 10], [\"CWE-763\", 10], [\"CWE-682\", 10], [\"CWE-331\", 10], [\"CWE-834\", 10], [\"CWE-193\", 9], [\"CWE-24\", 9], [\"CWE-80\", 9], [\"CWE-917\", 9], [\"CWE-29\", 9], [\"CWE-256\", 8], [\"CWE-924\", 7], [\"CWE-212\", 6], [\"CWE-407\", 6], [\"CWE-565\", 6], [\"CWE-470\", 5], [\"CWE-776\", 5], [\"CWE-73\", 5], [\"CWE-117\", 5], [\"CWE-36\", 5], [\"CWE-669\", 5], [\"CWE-912\", 5], [\"CWE-259\", 5], [\"CWE-305\", 5], [\"CWE-681\", 5], [\"CWE-706\", 5], [\"CWE-208\", 5], [\"CWE-703\", 4], [\"CWE-840\", 4], [\"CWE-749\", 4], [\"CWE-457\", 4], [\"CWE-289\", 4], [\"CWE-772\", 4], [\"CWE-321\", 4], [\"CWE-15\", 4], [\"CWE-275\", 4], [\"CWE-288\", 4], [\"CWE-23\", 4], [\"CWE-1320\", 4], [\"CWE-90\", 3], [\"CWE-150\", 3], [\"CWE-204\", 3], [\"CWE-614\", 3], [\"CWE-267\", 3], [\"CWE-178\", 3], [\"CWE-672\", 3], [\"CWE-1263\", 3], [\"CWE-248\", 3], [\"CWE-693\", 3], [\"CWE-942\", 3], [\"CWE-359\", 3], [\"CWE-1220\", 2], [\"CWE-366\", 2], [\"CWE-308\", 2], [\"CWE-335\", 2], [\"CWE-379\", 2], [\"CWE-328\", 2], [\"CWE-280\", 2], [\"CWE-1274\", 2], [\"CWE-113\", 2], [\"CWE-273\", 2], [\"CWE-1336\", 2], [\"CWE-201\", 2], [\"CWE-420\", 2], [\"CWE-325\", 2], [\"CWE-272\", 2], [\"CWE-523\", 2], [\"CWE-98\", 2], [\"CWE-250\", 2], [\"CWE-130\", 2], [\"CWE-1386\", 2], [\"CWE-126\", 2], [\"CWE-268\", 2], [\"CWE-841\", 2], [\"CWE-261\", 1], [\"CWE-35\", 1], [\"CWE-760\", 1], [\"CWE-497\", 1], [\"CWE-1018\", 1], [\"CWE-641\", 1], [\"CWE-825\", 1], [\"CWE-837\", 1], [\"CWE-538\", 1], [\"CWE-197\", 1], [\"CWE-1282\", 1], [\"CWE-313\", 1], [\"CWE-349\", 1], [\"CWE-402\", 1], [\"CWE-93\", 1], [\"CWE-337\", 1], [\"CWE-112\", 1], [\"CWE-231\", 1], [\"CWE-567\", 1], [\"CWE-788\", 1], [\"CWE-202\", 1], [\"CWE-76\", 1], [\"CWE-1103\", 1], [\"CWE-539\", 1], [\"CWE-823\", 1], [\"CWE-691\", 1], [\"CWE-758\", 1], [\"CWE-95\", 1], [\"CWE-833\", 1], [\"CWE-263\", 1], [\"CWE-28\", 1], [\"CWE-590\", 1], [\"CWE-1230\", 1], [\"CWE-323\", 1], [\"CWE-911\", 1], [\"CWE-664\", 1], [\"CWE-547\", 1], [\"CWE-75\", 1], [\"CWE-692\", 1], [\"CWE-115\", 1], [\"CWE-167\", 1], [\"CWE-1385\", 1], [\"CWE-297\", 1], [\"CWE-353\", 1], [\"CWE-253\", 1], [\"CWE-526\", 1], [\"CWE-644\", 1], [\"CWE-471\", 1], [\"CWE-1270\", 1], [\"CWE-260\", 1], [\"CWE-544\", 1], [\"CWE-830\", 1], [\"CWE-377\", 1], [\"CWE-378\", 1], [\"CWE-789\", 1], [\"CWE-393\", 1], [\"CWE-1285\", 1], [\"CWE-232\", 1], [\"CWE-372\", 1], [\"CWE-1286\", 1], [\"CWE-799\", 1], [\"CWE-264\", 1], [\"CWE-87\", 1], [\"CWE-1390\", 1], [\"CWE-303\", 1], [\"CWE-540\", 1], [\"CWE-636\", 1], [\"CWE-822\", 1], [\"CWE-266\", 1], [\"CWE-278\", 1], [\"CWE-839\", 1], [\"CWE-836\", 1], [\"CWE-645\", 1], [\"CWE-612\", 1], [\"CWE-915\", 1], [\"CWE-114\", 1], [\"CWE-1392\", 1], [\"CWE-1077\", 1], [\"CWE-1241\", 1], [\"CWE-242\", 1], [\"CWE-316\", 1], [\"CWE-550\", 1], [\"CWE-149\", 1], [\"CWE-1049\", 1], [\"CWE-265\", 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\": []};\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": "2024-07-27T04:09:31.659867Z",
     "iopub.status.busy": "2024-07-27T04:09:31.659538Z",
     "iopub.status.idle": "2024-07-27T04:09:31.852509Z",
     "shell.execute_reply": "2024-07-27T04:09:31.851878Z"
    },
    "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:\t5\n",
      "CVE-2009:\t15\n",
      "CVE-2010:\t25\n",
      "CVE-2011:\t28\n",
      "CVE-2012:\t53\n",
      "CVE-2013:\t101\n",
      "CVE-2014:\t84\n",
      "CVE-2015:\t140\n",
      "CVE-2016:\t33\n",
      "CVE-2017:\t286\n",
      "CVE-2018:\t587\n",
      "CVE-2019:\t209\n",
      "CVE-2020:\t564\n",
      "CVE-2021:\t801\n",
      "CVE-2022:\t4324\n",
      "CVE-2023:\t23686\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": "2024-07-27T04:09:31.854748Z",
     "iopub.status.busy": "2024-07-27T04:09:31.854390Z",
     "iopub.status.idle": "2024-07-27T04:09:31.858501Z",
     "shell.execute_reply": "2024-07-27T04:09:31.857928Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-07-27 04:09:31.855450**"
      ],
      "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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