{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2024\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-13T12:11:06.184106Z",
     "iopub.status.busy": "2024-05-13T12:11:06.183751Z",
     "iopub.status.idle": "2024-05-13T12:11:06.816925Z",
     "shell.execute_reply": "2024-05-13T12:11:06.816383Z"
    },
    "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": "2024-05-13T12:11:06.819361Z",
     "iopub.status.busy": "2024-05-13T12:11:06.818926Z",
     "iopub.status.idle": "2024-05-13T12:11:26.560149Z",
     "shell.execute_reply": "2024-05-13T12:11:26.559596Z"
    },
    "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'] > '2024-01-01') & (nvd['Published']  < '2025-01-01'))\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(2024, 1, 1)\n",
    "enddate  = date.today()\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-13T12:11:26.562779Z",
     "iopub.status.busy": "2024-05-13T12:11:26.562388Z",
     "iopub.status.idle": "2024-05-13T12:11:26.567716Z",
     "shell.execute_reply": "2024-05-13T12:11:26.567162Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **14487**<br />Average CVEs Per Day: **108.92**<br />Average CVSS Score: **6.71**"
      ],
      "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": "2024-05-13T12:11:26.569713Z",
     "iopub.status.busy": "2024-05-13T12:11:26.569540Z",
     "iopub.status.idle": "2024-05-13T12:11:26.577620Z",
     "shell.execute_reply": "2024-05-13T12:11:26.577060Z"
    },
    "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": "2024-05-13T12:11:26.579850Z",
     "iopub.status.busy": "2024-05-13T12:11:26.579675Z",
     "iopub.status.idle": "2024-05-13T12:11:27.095705Z",
     "shell.execute_reply": "2024-05-13T12:11:27.095086Z"
    },
    "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": "2024-05-13T12:11:27.097847Z",
     "iopub.status.busy": "2024-05-13T12:11:27.097664Z",
     "iopub.status.idle": "2024-05-13T12:11:27.264184Z",
     "shell.execute_reply": "2024-05-13T12:11:27.263607Z"
    },
    "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": "2024-05-13T12:11:27.266639Z",
     "iopub.status.busy": "2024-05-13T12:11:27.266283Z",
     "iopub.status.idle": "2024-05-13T12:11:27.510562Z",
     "shell.execute_reply": "2024-05-13T12:11:27.510004Z"
    },
    "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": "2024-05-13T12:11:27.512998Z",
     "iopub.status.busy": "2024-05-13T12:11:27.512628Z",
     "iopub.status.idle": "2024-05-13T12:11:27.780538Z",
     "shell.execute_reply": "2024-05-13T12:11:27.779974Z"
    },
    "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": "2024-05-13T12:11:27.783033Z",
     "iopub.status.busy": "2024-05-13T12:11:27.782670Z",
     "iopub.status.idle": "2024-05-13T12:11:27.969615Z",
     "shell.execute_reply": "2024-05-13T12:11:27.969096Z"
    },
    "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": "2024-05-13T12:11:27.972007Z",
     "iopub.status.busy": "2024-05-13T12:11:27.971664Z",
     "iopub.status.idle": "2024-05-13T12:11:28.239529Z",
     "shell.execute_reply": "2024-05-13T12:11:28.238912Z"
    },
    "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[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": "2024-05-13T12:11:28.241734Z",
     "iopub.status.busy": "2024-05-13T12:11:28.241542Z",
     "iopub.status.idle": "2024-05-13T12:11:28.507206Z",
     "shell.execute_reply": "2024-05-13T12:11:28.506665Z"
    },
    "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": "2024-05-13T12:11:28.509724Z",
     "iopub.status.busy": "2024-05-13T12:11:28.509320Z",
     "iopub.status.idle": "2024-05-13T12:11:28.520962Z",
     "shell.execute_reply": "2024-05-13T12:11:28.520539Z"
    },
    "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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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8af1def8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-13T12:11:28.522958Z",
     "iopub.status.busy": "2024-05-13T12:11:28.522785Z",
     "iopub.status.idle": "2024-05-13T12:11:28.528982Z",
     "shell.execute_reply": "2024-05-13T12:11:28.528482Z"
    },
    "tags": [
     "remove-input"
    ]
   },
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       "        // Define the table data\n",
       "        const data = [[\"Missing_Data\", 4965], [\"CWE-79\", 1610], [\"NVD-CWE-noinfo\", 658], [\"CWE-89\", 655], [\"CWE-352\", 440], [\"CWE-787\", 386], [\"CWE-121\", 360], [\"CWE-416\", 296], [\"CWE-862\", 287], [\"CWE-125\", 264], [\"CWE-78\", 264], [\"CWE-22\", 238], [\"CWE-434\", 198], [\"CWE-20\", 179], [\"CWE-200\", 163], [\"CWE-284\", 123], [\"CWE-502\", 120], [\"CWE-120\", 112], [\"CWE-476\", 111], [\"CWE-122\", 109], [\"CWE-400\", 109], [\"CWE-918\", 106], [\"NVD-CWE-Other\", 104], [\"CWE-287\", 94], [\"CWE-119\", 92], [\"CWE-77\", 90], [\"CWE-190\", 89], [\"CWE-94\", 82], [\"CWE-269\", 77], [\"CWE-532\", 72], [\"CWE-863\", 63], [\"CWE-798\", 54], [\"CWE-639\", 52], [\"CWE-601\", 50], [\"CWE-306\", 48], [\"CWE-770\", 44], [\"CWE-74\", 43], [\"CWE-404\", 39], [\"CWE-59\", 38], [\"CWE-611\", 38], [\"CWE-362\", 37], [\"CWE-427\", 36], [\"CWE-276\", 33], [\"CWE-203\", 31], [\"CWE-285\", 29], [\"CWE-295\", 29], [\"CWE-401\", 28], [\"CWE-749\", 27], [\"CWE-732\", 26], [\"CWE-522\", 26], [\"CWE-755\", 26], [\"CWE-668\", 24], [\"CWE-327\", 24], [\"CWE-613\", 23], [\"CWE-346\", 22], [\"CWE-290\", 22], [\"CWE-307\", 20], [\"CWE-126\", 20], [\"CWE-367\", 20], [\"CWE-754\", 20], [\"CWE-843\", 19], [\"CWE-319\", 18], [\"CWE-835\", 18], [\"CWE-129\", 18], [\"CWE-457\", 16], [\"CWE-311\", 16], [\"CWE-347\", 15], [\"CWE-415\", 15], [\"CWE-552\", 14], [\"CWE-824\", 14], [\"CWE-693\", 14], [\"CWE-116\", 14], [\"CWE-384\", 14], [\"CWE-1333\", 14], [\"CWE-191\", 14], [\"CWE-326\", 13], [\"CWE-426\", 13], [\"CWE-822\", 13], [\"CWE-73\", 12], [\"CWE-428\", 12], [\"CWE-209\", 12], [\"CWE-23\", 12], [\"CWE-521\", 11], [\"CWE-674\", 11], [\"CWE-24\", 11], [\"CWE-312\", 10], [\"CWE-281\", 10], [\"CWE-640\", 10], [\"CWE-665\", 10], [\"CWE-321\", 10], [\"CWE-256\", 10], [\"CWE-131\", 9], [\"CWE-88\", 9], [\"CWE-667\", 9], [\"CWE-117\", 9], [\"CWE-1236\", 9], [\"CWE-204\", 9], [\"CWE-345\", 9], [\"CWE-369\", 9], [\"CWE-610\", 9], [\"CWE-80\", 8], [\"CWE-436\", 8], [\"CWE-926\", 8], [\"CWE-1021\", 8], [\"CWE-134\", 8], [\"CWE-908\", 8], [\"CWE-1321\", 8], [\"CWE-444\", 8], [\"CWE-197\", 7], [\"CWE-927\", 7], [\"CWE-330\", 7], [\"CWE-698\", 7], [\"CWE-617\", 7], [\"CWE-303\", 7], [\"CWE-95\", 7], [\"CWE-248\", 6], [\"CWE-259\", 6], [\"CWE-922\", 6], [\"CWE-354\", 6], [\"CWE-1188\", 6], [\"CWE-92\", 6], [\"CWE-459\", 5], [\"CWE-288\", 5], [\"CWE-494\", 5], [\"CWE-280\", 5], [\"CWE-530\", 5], [\"CWE-788\", 5], [\"CWE-201\", 5], [\"CWE-829\", 5], [\"CWE-305\", 5], [\"CWE-497\", 4], [\"CWE-916\", 4], [\"CWE-1336\", 4], [\"CWE-772\", 4], [\"CWE-36\", 4], [\"CWE-35\", 4], [\"CWE-250\", 4], [\"CWE-823\", 4], [\"CWE-294\", 4], [\"CWE-266\", 4], [\"CWE-1392\", 4], [\"CWE-672\", 4], [\"CWE-425\", 4], [\"CWE-697\", 4], [\"CWE-130\", 4], [\"CWE-257\", 4], [\"CWE-338\", 4], [\"CWE-300\", 4], [\"CWE-264\", 4], [\"CWE-193\", 3], [\"CWE-1220\", 3], [\"CWE-1286\", 3], [\"CWE-591\", 3], [\"CWE-704\", 3], [\"CWE-614\", 3], [\"CWE-252\", 3], [\"CWE-1288\", 3], [\"CWE-409\", 3], [\"CWE-272\", 3], [\"CWE-208\", 3], [\"CWE-840\", 3], [\"CWE-470\", 3], [\"CWE-706\", 3], [\"CWE-61\", 3], [\"CWE-15\", 3], [\"CWE-681\", 3], [\"CWE-390\", 3], [\"CWE-91\", 3], [\"CWE-29\", 3], [\"CWE-184\", 3], [\"CWE-1287\", 3], [\"CWE-27\", 2], [\"CWE-1385\", 2], [\"CWE-472\", 2], [\"CWE-540\", 2], [\"CWE-385\", 2], [\"CWE-501\", 2], [\"CWE-778\", 2], [\"CWE-283\", 2], [\"CWE-526\", 2], [\"CWE-524\", 2], [\"CWE-93\", 2], [\"CWE-821\", 2], [\"CWE-703\", 2], [\"CWE-565\", 2], [\"CWE-115\", 2], [\"CWE-643\", 2], [\"CWE-359\", 2], [\"CWE-915\", 2], [\"CWE-789\", 2], [\"CWE-942\", 2], [\"CWE-680\", 2], [\"CWE-912\", 2], [\"CWE-696\", 2], [\"CWE-1284\", 2], [\"CWE-440\", 2], [\"CWE-598\", 2], [\"CWE-183\", 2], [\"CWE-622\", 2], [\"CWE-468\", 2], [\"CWE-150\", 2], [\"CWE-302\", 2], [\"CWE-1332\", 2], [\"CWE-170\", 2], [\"CWE-776\", 2], [\"CWE-1269\", 2], [\"CWE-1394\", 2], [\"CWE-923\", 2], [\"CWE-466\", 2], [\"CWE-274\", 2], [\"CWE-940\", 2], [\"CWE-488\", 2], [\"CWE-834\", 2], [\"CWE-451\", 2], [\"CWE-233\", 2], [\"CWE-335\", 2], [\"CWE-525\", 2], [\"CWE-25\", 2], [\"CWE-178\", 2], [\"CWE-261\", 2], [\"CWE-460\", 2], [\"CWE-98\", 2], [\"CWE-670\", 2], [\"CWE-644\", 2], [\"CWE-913\", 2], [\"CWE-253\", 2], [\"CWE-407\", 2], [\"CWE-917\", 2], [\"CWE-825\", 2], [\"CWE-805\", 2], [\"CWE-662\", 2], [\"CWE-1295\", 1], [\"CWE-1275\", 1], [\"CWE-282\", 1], [\"CWE-331\", 1], [\"CWE-76\", 1], [\"CWE-215\", 1], [\"CWE-406\", 1], [\"CWE-599\", 1], [\"CWE-360\", 1], [\"CWE-219\", 1], [\"CWE-548\", 1], [\"CWE-1107\", 1], [\"CWE-1357\", 1], [\"CWE-538\", 1], [\"CWE-310\", 1], [\"CWE-921\", 1], [\"CWE-350\", 1], [\"CWE-185\", 1], [\"CWE-391\", 1], [\"CWE-138\", 1], [\"CWE-313\", 1], [\"CWE-241\", 1], [\"CWE-456\", 1], [\"CWE-909\", 1], [\"CWE-625\", 1], [\"CWE-123\", 1], [\"CWE-475\", 1], [\"CWE-1393\", 1], [\"CWE-1327\", 1], [\"CWE-349\", 1], [\"CWE-297\", 1], [\"CWE-561\", 1], [\"CWE-358\", 1], [\"CWE-141\", 1], [\"CWE-686\", 1], [\"CWE-273\", 1], [\"CWE-226\", 1], [\"CWE-99\", 1], [\"CWE-1263\", 1], [\"CWE-1390\", 1], [\"CWE-653\", 1], [\"CWE-820\", 1], [\"CWE-838\", 1], [\"CWE-570\", 1], [\"CWE-402\", 1], [\"CWE-650\", 1], [\"CWE-764\", 1], [\"CWE-1303\", 1], [\"CWE-1191\", 1], [\"CWE-1342\", 1], [\"CWE-419\", 1], [\"CWE-612\", 1], [\"CWE-87\", 1], [\"CWE-127\", 1], [\"CWE-441\", 1], [\"CWE-399\", 1], [\"CWE-41\", 1], [\"CWE-394\", 1], [\"CWE-410\", 1], [\"CWE-26\", 1], [\"CWE-465\", 1], [\"CWE-308\", 1], [\"CWE-646\", 1], [\"CWE-378\", 1], [\"CWE-550\", 1], [\"CWE-645\", 1], [\"CWE-16\", 1], [\"CWE-682\", 1], [\"CWE-182\", 1], [\"CWE-1242\", 1], [\"CWE-316\", 1], [\"CWE-1391\", 1], [\"CWE-275\", 1], [\"CWE-506\", 1], [\"CWE-489\", 1], [\"CWE-783\", 1], [\"CWE-828\", 1], [\"CWE-762\", 1], [\"CWE-763\", 1], [\"CWE-213\", 1], [\"CWE-214\", 1], [\"CWE-348\", 1], [\"CWE-648\", 1], [\"CWE-1076\", 1], [\"CWE-265\", 1], [\"CWE-277\", 1], [\"CWE-669\", 1], [\"CWE-124\", 1], [\"CWE-405\", 1], [\"CWE-421\", 1], [\"CWE-924\", 1], [\"CWE-249\", 1]];\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"
      ],
      "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": "2024-05-13T12:11:28.531279Z",
     "iopub.status.busy": "2024-05-13T12:11:28.530969Z",
     "iopub.status.idle": "2024-05-13T12:11:28.629868Z",
     "shell.execute_reply": "2024-05-13T12:11:28.629304Z"
    },
    "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:\t0\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t0\n",
      "CVE-2008:\t0\n",
      "CVE-2009:\t0\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t2\n",
      "CVE-2012:\t0\n",
      "CVE-2013:\t0\n",
      "CVE-2014:\t2\n",
      "CVE-2015:\t6\n",
      "CVE-2016:\t3\n",
      "CVE-2017:\t4\n",
      "CVE-2018:\t7\n",
      "CVE-2019:\t11\n",
      "CVE-2020:\t45\n",
      "CVE-2021:\t468\n",
      "CVE-2022:\t262\n",
      "CVE-2023:\t3929\n",
      "CVE-2024:\t9747\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-')]))\n",
    "print(\"CVE-2024:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2024-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-13T12:11:28.631975Z",
     "iopub.status.busy": "2024-05-13T12:11:28.631794Z",
     "iopub.status.idle": "2024-05-13T12:11:28.635585Z",
     "shell.execute_reply": "2024-05-13T12:11:28.635125Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-05-13 12:11:28.632665**"
      ],
      "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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