{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2022\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:21:49.146332Z",
     "iopub.status.busy": "2024-06-16T12:21:49.145859Z",
     "iopub.status.idle": "2024-06-16T12:21:49.691102Z",
     "shell.execute_reply": "2024-06-16T12:21:49.690500Z"
    },
    "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": "2024-06-16T12:21:49.693421Z",
     "iopub.status.busy": "2024-06-16T12:21:49.693108Z",
     "iopub.status.idle": "2024-06-16T12:22:34.896911Z",
     "shell.execute_reply": "2024-06-16T12:22:34.896354Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "\n",
    "row_accumulator = []\n",
    "for filename in glob.glob('nvdcve-1.1-*.json'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data['CVE_Items']:\n",
    "            cve = entry['cve']['CVE_data_meta']['ID']\n",
    "            try:\n",
    "                assigner = entry['cve']['CVE_data_meta']['ASSIGNER']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['publishedDate']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['impact']['baseMetricV3']['cvssV3']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['impact']['baseMetricV3']['cvssV3']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['impact']['baseMetricV3']['cvssV3']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['impact']['baseMetricV3']['cvssV3']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['impact']['baseMetricV3']['cvssV3']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['impact']['baseMetricV3']['cvssV3']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['impact']['baseMetricV3']['cvssV3']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['impact']['baseMetricV3']['cvssV3']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['impact']['baseMetricV3']['cvssV3']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['impact']['baseMetricV3']['cvssV3']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['impact']['baseMetricV3']['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['impact']['baseMetricV3']['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['problemtype']['problemtype_data'][0]['description'][0]['value']\n",
    "            except IndexError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['description']['description_data'][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('** REJECT **'): # disputed, rejected and other non issues start with '**'\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'] > '2022-01-01') & (nvd['Published']  < '2023-01-01'))\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(2022, 1, 1)\n",
    "enddate  = date(2023, 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": "2024-06-16T12:22:34.899396Z",
     "iopub.status.busy": "2024-06-16T12:22:34.899206Z",
     "iopub.status.idle": "2024-06-16T12:22:34.905488Z",
     "shell.execute_reply": "2024-06-16T12:22:34.904958Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **26431**<br />Average CVEs Per Day: **72.41**<br />Average CVSS Score: **7.19**"
      ],
      "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": "2024-06-16T12:22:34.907570Z",
     "iopub.status.busy": "2024-06-16T12:22:34.907393Z",
     "iopub.status.idle": "2024-06-16T12:22:34.917245Z",
     "shell.execute_reply": "2024-06-16T12:22:34.916827Z"
    },
    "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": "2024-06-16T12:22:34.919340Z",
     "iopub.status.busy": "2024-06-16T12:22:34.919011Z",
     "iopub.status.idle": "2024-06-16T12:22:35.868508Z",
     "shell.execute_reply": "2024-06-16T12:22:35.867906Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 2 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": "2024-06-16T12:22:35.870859Z",
     "iopub.status.busy": "2024-06-16T12:22:35.870567Z",
     "iopub.status.idle": "2024-06-16T12:22:36.034776Z",
     "shell.execute_reply": "2024-06-16T12:22:36.034256Z"
    },
    "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": "2024-06-16T12:22:36.037086Z",
     "iopub.status.busy": "2024-06-16T12:22:36.036668Z",
     "iopub.status.idle": "2024-06-16T12:22:36.335285Z",
     "shell.execute_reply": "2024-06-16T12:22:36.334697Z"
    },
    "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": "2024-06-16T12:22:36.337646Z",
     "iopub.status.busy": "2024-06-16T12:22:36.337325Z",
     "iopub.status.idle": "2024-06-16T12:22:36.700407Z",
     "shell.execute_reply": "2024-06-16T12:22:36.699835Z"
    },
    "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": "2024-06-16T12:22:36.702719Z",
     "iopub.status.busy": "2024-06-16T12:22:36.702379Z",
     "iopub.status.idle": "2024-06-16T12:22:36.864547Z",
     "shell.execute_reply": "2024-06-16T12:22:36.864048Z"
    },
    "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": "2024-06-16T12:22:36.866822Z",
     "iopub.status.busy": "2024-06-16T12:22:36.866479Z",
     "iopub.status.idle": "2024-06-16T12:22:37.087377Z",
     "shell.execute_reply": "2024-06-16T12:22:37.086909Z"
    },
    "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",
    "\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": "2024-06-16T12:22:37.089492Z",
     "iopub.status.busy": "2024-06-16T12:22:37.089305Z",
     "iopub.status.idle": "2024-06-16T12:22:37.333924Z",
     "shell.execute_reply": "2024-06-16T12:22:37.333346Z"
    },
    "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 > 100].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"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:22:37.336066Z",
     "iopub.status.busy": "2024-06-16T12:22:37.335891Z",
     "iopub.status.idle": "2024-06-16T12:22:37.346710Z",
     "shell.execute_reply": "2024-06-16T12:22:37.346248Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_0ee72786_b5d0_400b_bf36_6beac2756f66\" class=\"display nowrap\" data-quarto-disable-processing=\"true\" style=\"table-layout:auto;width:auto\">\n",
       "<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",
       "<td style=\"vertical-align:middle; text-align:left\">\n",
       "<div style=\"float:left; margin-right: 10px;\">\n",
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       "        <path d=\"M0,150H400V107H0Z\" />\n",
       "        <path d=\"M100,50H500V7H100Z\" />\n",
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   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
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   "id": "abdad40c",
   "metadata": {
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     "iopub.status.idle": "2024-06-16T12:22:37.354318Z",
     "shell.execute_reply": "2024-06-16T12:22:37.353881Z"
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     "remove-input"
    ]
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       "        const data = [[\"NVD-CWE-noinfo\", 3276], [\"CWE-79\", 3171], [\"CWE-787\", 2085], [\"CWE-89\", 1722], [\"Missing_Data\", 1517], [\"NVD-CWE-Other\", 976], [\"CWE-125\", 786], [\"CWE-22\", 719], [\"CWE-352\", 687], [\"CWE-416\", 687], [\"CWE-78\", 550], [\"CWE-20\", 545], [\"CWE-434\", 456], [\"CWE-862\", 431], [\"CWE-120\", 403], [\"CWE-476\", 370], [\"CWE-287\", 340], [\"CWE-362\", 228], [\"CWE-863\", 228], [\"CWE-190\", 223], [\"CWE-918\", 206], [\"CWE-119\", 206], [\"CWE-798\", 195], [\"CWE-269\", 194], [\"CWE-77\", 194], [\"CWE-306\", 192], [\"CWE-276\", 180], [\"CWE-200\", 178], [\"CWE-770\", 175], [\"CWE-502\", 168], [\"CWE-617\", 144], [\"CWE-522\", 144], [\"CWE-601\", 142], [\"CWE-94\", 142], [\"CWE-400\", 138], [\"CWE-668\", 129], [\"CWE-639\", 125], [\"CWE-611\", 124], [\"CWE-732\", 121], [\"CWE-401\", 120], [\"CWE-427\", 119], [\"CWE-532\", 114], [\"CWE-295\", 108], [\"CWE-203\", 103], [\"CWE-1321\", 94], [\"CWE-755\", 91], [\"CWE-59\", 91], [\"CWE-319\", 88], [\"CWE-74\", 85], [\"CWE-122\", 80], [\"CWE-312\", 77], [\"CWE-1333\", 76], [\"CWE-345\", 70], [\"CWE-1284\", 68], [\"CWE-552\", 68], [\"CWE-404\", 67], [\"CWE-129\", 65], [\"CWE-367\", 65], [\"CWE-415\", 64], [\"CWE-1021\", 58], [\"CWE-754\", 58], [\"CWE-835\", 56], [\"CWE-116\", 56], [\"CWE-327\", 55], [\"CWE-307\", 53], [\"CWE-330\", 53], [\"CWE-707\", 52], [\"CWE-347\", 52], [\"CWE-613\", 51], [\"CWE-843\", 50], [\"CWE-209\", 48], [\"CWE-674\", 46], [\"CWE-908\", 42], [\"CWE-665\", 41], [\"CWE-326\", 41], [\"CWE-88\", 41], [\"CWE-428\", 41], [\"CWE-290\", 39], [\"CWE-1236\", 39], [\"CWE-425\", 38], [\"CWE-824\", 38], [\"CWE-667\", 37], [\"CWE-121\", 37], [\"CWE-610\", 36], [\"CWE-281\", 36], [\"CWE-311\", 36], [\"CWE-384\", 36], [\"CWE-294\", 36], [\"CWE-521\", 32], [\"CWE-369\", 32], [\"CWE-444\", 31], [\"CWE-134\", 31], [\"CWE-284\", 30], [\"CWE-346\", 30], [\"CWE-212\", 28], [\"CWE-252\", 27], [\"CWE-191\", 25], [\"CWE-682\", 23], [\"CWE-704\", 21], [\"CWE-426\", 21], [\"CWE-354\", 21], [\"CWE-697\", 21], [\"CWE-459\", 20], [\"CWE-131\", 19], [\"CWE-494\", 18], [\"CWE-640\", 18], [\"CWE-829\", 18], [\"CWE-193\", 18], [\"CWE-922\", 18], [\"CWE-1188\", 16], [\"CWE-285\", 16], [\"CWE-772\", 15], [\"CWE-681\", 15], [\"CWE-338\", 14], [\"CWE-565\", 11], [\"CWE-331\", 11], [\"CWE-670\", 11], [\"CWE-917\", 11], [\"CWE-91\", 11], [\"CWE-916\", 10], [\"CWE-672\", 10], [\"CWE-776\", 10], [\"CWE-763\", 10], [\"CWE-669\", 9], [\"CWE-913\", 9], [\"CWE-706\", 8], [\"CWE-335\", 8], [\"CWE-909\", 8], [\"CWE-250\", 7], [\"CWE-436\", 7], [\"CWE-126\", 7], [\"CWE-359\", 6], [\"CWE-662\", 6], [\"CWE-788\", 5], [\"CWE-266\", 5], [\"CWE-789\", 5], [\"CWE-73\", 5], [\"CWE-823\", 5], [\"CWE-834\", 4], [\"CWE-822\", 4], [\"CWE-457\", 4], [\"CWE-377\", 4], [\"CWE-407\", 4], [\"CWE-178\", 3], [\"CWE-406\", 3], [\"CWE-204\", 3], [\"CWE-273\", 3], [\"CWE-648\", 3], [\"CWE-99\", 3], [\"CWE-130\", 2], [\"CWE-264\", 2], [\"CWE-842\", 2], [\"CWE-123\", 2], [\"CWE-80\", 2], [\"CWE-1022\", 2], [\"CWE-241\", 2], [\"CWE-256\", 2], [\"CWE-95\", 2], [\"CWE-248\", 2], [\"CWE-189\", 2], [\"CWE-440\", 2], [\"CWE-497\", 2], [\"CWE-489\", 2], [\"CWE-93\", 2], [\"CWE-940\", 2], [\"CWE-1220\", 2], [\"CWE-321\", 2], [\"CWE-912\", 2], [\"CWE-470\", 2], [\"CWE-305\", 2], [\"CWE-924\", 2], [\"CWE-141\", 1], [\"CWE-229\", 1], [\"CWE-146\", 1], [\"CWE-941\", 1], [\"CWE-1287\", 1], [\"CWE-1258\", 1], [\"CWE-1004\", 1], [\"CWE-524\", 1], [\"CWE-460\", 1], [\"CWE-35\", 1], [\"CWE-124\", 1], [\"CWE-690\", 1], [\"CWE-257\", 1], [\"CWE-75\", 1], [\"CWE-455\", 1], [\"CWE-562\", 1], [\"CWE-1108\", 1], [\"CWE-833\", 1], [\"CWE-1077\", 1], [\"CWE-1026\", 1], [\"CWE-274\", 1], [\"CWE-597\", 1], [\"CWE-113\", 1], [\"CWE-98\", 1], [\"CWE-1286\", 1], [\"CWE-664\", 1], [\"CWE-115\", 1], [\"CWE-194\", 1], [\"CWE-602\", 1], [\"CWE-117\", 1], [\"CWE-405\", 1], [\"CWE-643\", 1], [\"CWE-759\", 1], [\"CWE-911\", 1], [\"CWE-112\", 1], [\"CWE-201\", 1], [\"CWE-693\", 1], [\"CWE-391\", 1], [\"CWE-363\", 1], [\"CWE-456\", 1], [\"CWE-208\", 1], [\"CWE-358\", 1], [\"CWE-840\", 1], [\"CWE-538\", 1], [\"CWE-451\", 1], [\"CWE-1336\", 1], [\"CWE-228\", 1], [\"CWE-23\", 1], [\"CWE-288\", 1], [\"CWE-923\", 1], [\"CWE-1320\", 1], [\"CWE-214\", 1], [\"CWE-620\", 1], [\"CWE-395\", 1], [\"CWE-304\", 1], [\"CWE-571\", 1], [\"CWE-548\", 1], [\"CWE-24\", 1], [\"CWE-424\", 1], [\"CWE-523\", 1], [\"CWE-187\", 1], [\"CWE-603\", 1], [\"CWE-671\", 1], [\"CWE-280\", 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": "2024-06-16T12:22:37.356461Z",
     "iopub.status.busy": "2024-06-16T12:22:37.356152Z",
     "iopub.status.idle": "2024-06-16T12:22:37.520257Z",
     "shell.execute_reply": "2024-06-16T12:22:37.519581Z"
    },
    "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:\t3\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t1\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t1\n",
      "CVE-2008:\t1\n",
      "CVE-2009:\t2\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t4\n",
      "CVE-2012:\t3\n",
      "CVE-2013:\t37\n",
      "CVE-2014:\t49\n",
      "CVE-2015:\t40\n",
      "CVE-2016:\t41\n",
      "CVE-2017:\t163\n",
      "CVE-2018:\t42\n",
      "CVE-2019:\t250\n",
      "CVE-2020:\t900\n",
      "CVE-2021:\t4757\n",
      "CVE-2022:\t20136\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-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:22:37.522533Z",
     "iopub.status.busy": "2024-06-16T12:22:37.522181Z",
     "iopub.status.idle": "2024-06-16T12:22:37.526019Z",
     "shell.execute_reply": "2024-06-16T12:22:37.525530Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-06-16 12:22:37.523224**"
      ],
      "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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