{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2021\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:20:59.175572Z",
     "iopub.status.busy": "2024-06-16T12:20:59.175413Z",
     "iopub.status.idle": "2024-06-16T12:20:59.711905Z",
     "shell.execute_reply": "2024-06-16T12:20:59.711335Z"
    },
    "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": "2024-06-16T12:20:59.714503Z",
     "iopub.status.busy": "2024-06-16T12:20:59.713985Z",
     "iopub.status.idle": "2024-06-16T12:21:44.052959Z",
     "shell.execute_reply": "2024-06-16T12:21:44.052460Z"
    },
    "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'] > '2021-01-01') & (nvd['Published']  < '2022-01-01'))\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(2021, 1, 1)\n",
    "enddate  = date(2021, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:21:44.055630Z",
     "iopub.status.busy": "2024-06-16T12:21:44.055245Z",
     "iopub.status.idle": "2024-06-16T12:21:44.060964Z",
     "shell.execute_reply": "2024-06-16T12:21:44.060453Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **21950**<br />Average CVEs Per Day: **60.3**<br />Average CVSS Score: **7.09**"
      ],
      "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": "2024-06-16T12:21:44.063215Z",
     "iopub.status.busy": "2024-06-16T12:21:44.062886Z",
     "iopub.status.idle": "2024-06-16T12:21:44.072245Z",
     "shell.execute_reply": "2024-06-16T12:21:44.071810Z"
    },
    "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": "2024-06-16T12:21:44.074350Z",
     "iopub.status.busy": "2024-06-16T12:21:44.074026Z",
     "iopub.status.idle": "2024-06-16T12:21:45.037829Z",
     "shell.execute_reply": "2024-06-16T12:21:45.037256Z"
    },
    "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": "2024-06-16T12:21:45.040105Z",
     "iopub.status.busy": "2024-06-16T12:21:45.039886Z",
     "iopub.status.idle": "2024-06-16T12:21:45.227830Z",
     "shell.execute_reply": "2024-06-16T12:21:45.227382Z"
    },
    "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": "2024-06-16T12:21:45.230133Z",
     "iopub.status.busy": "2024-06-16T12:21:45.229797Z",
     "iopub.status.idle": "2024-06-16T12:21:45.522274Z",
     "shell.execute_reply": "2024-06-16T12:21:45.521737Z"
    },
    "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": "2024-06-16T12:21:45.524656Z",
     "iopub.status.busy": "2024-06-16T12:21:45.524311Z",
     "iopub.status.idle": "2024-06-16T12:21:45.849700Z",
     "shell.execute_reply": "2024-06-16T12:21:45.849158Z"
    },
    "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": "2024-06-16T12:21:45.851843Z",
     "iopub.status.busy": "2024-06-16T12:21:45.851534Z",
     "iopub.status.idle": "2024-06-16T12:21:46.005843Z",
     "shell.execute_reply": "2024-06-16T12:21:46.005328Z"
    },
    "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": "2024-06-16T12:21:46.008104Z",
     "iopub.status.busy": "2024-06-16T12:21:46.007800Z",
     "iopub.status.idle": "2024-06-16T12:21:46.250932Z",
     "shell.execute_reply": "2024-06-16T12:21:46.250470Z"
    },
    "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": "2024-06-16T12:21:46.253020Z",
     "iopub.status.busy": "2024-06-16T12:21:46.252839Z",
     "iopub.status.idle": "2024-06-16T12:21:46.495675Z",
     "shell.execute_reply": "2024-06-16T12:21:46.495106Z"
    },
    "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\");"
   ]
  },
  {
   "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": "2024-06-16T12:21:46.498011Z",
     "iopub.status.busy": "2024-06-16T12:21:46.497686Z",
     "iopub.status.idle": "2024-06-16T12:21:46.507682Z",
     "shell.execute_reply": "2024-06-16T12:21:46.507269Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_d71b5f2b_d8ce_4397_8130_5994e71a750d\" 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",
       "<a href=https://mwouts.github.io/itables/><svg class=\"main-svg\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n",
       "width=\"64\" viewBox=\"0 0 500 400\" style=\"font-family: 'Droid Sans', sans-serif;\">\n",
       "    <g style=\"fill:#d9d7fc\">\n",
       "        <path d=\"M100,400H500V357H100Z\" />\n",
       "        <path d=\"M100,300H400V257H100Z\" />\n",
       "        <path d=\"M0,200H400V157H0Z\" />\n",
       "        <path d=\"M100,100H500V57H100Z\" />\n",
       "        <path d=\"M100,350H500V307H100Z\" />\n",
       "        <path d=\"M100,250H400V207H100Z\" />\n",
       "        <path d=\"M0,150H400V107H0Z\" />\n",
       "        <path d=\"M100,50H500V7H100Z\" />\n",
       "    </g>\n",
       "    <g style=\"fill:#1a1366;stroke:#1a1366;\">\n",
       "   <rect x=\"100\" y=\"7\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "      <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;500\"\n",
       "      dur=\"5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"0\" y=\"107\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"3.5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "    <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"0;0;400\"\n",
       "      dur=\"3.5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"100\" y=\"207\" width=\"300\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;300;0\"\n",
       "      dur=\"3s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "    <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;400\"\n",
       "      dur=\"3s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"100\" y=\"307\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"4s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "      <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;500\"\n",
       "      dur=\"4s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <g style=\"fill:transparent;stroke-width:8; stroke-linejoin:round\" rx=\"5\">\n",
       "            <g transform=\"translate(45 50) rotate(-45)\">\n",
       "                <circle r=\"33\" cx=\"0\" cy=\"0\" />\n",
       "                <rect x=\"-8\" y=\"32\" width=\"16\" height=\"30\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(450 152)\">\n",
       "                <polyline points=\"-15,-20 -35,-20 -35,40 25,40 25,20\" />\n",
       "                <rect x=\"-15\" y=\"-40\" width=\"60\" height=\"60\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(50 352)\">\n",
       "                <polygon points=\"-35,-5 0,-40 35,-5\" />\n",
       "                <polygon points=\"-35,10 0,45 35,10\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(75 250)\">\n",
       "                <polyline points=\"-30,30 -60,0 -30,-30\" />\n",
       "                <polyline points=\"0,30 -30,0 0,-30\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(425 250) rotate(180)\">\n",
       "                <polyline points=\"-30,30 -60,0 -30,-30\" />\n",
       "                <polyline points=\"0,30 -30,0 0,-30\" />\n",
       "            </g>\n",
       "        </g>\n",
       "    </g>\n",
       "</svg>\n",
       "</a>\n",
       "</div>\n",
       "<div>\n",
       "Loading ITables v2.1.1 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</div>\n",
       "</tr></tbody>\n",
       "\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.10/dt_bundle.css\" rel=\"stylesheet\">\n",
       "<script type=\"module\">\n",
       "    import {DataTable, jQuery as $} from 'https://www.unpkg.com/dt_for_itables@2.0.10/dt_bundle.js';\n",
       "\n",
       "    document.querySelectorAll(\"#itables_d71b5f2b_d8ce_4397_8130_5994e71a750d:not(.dataTable)\").forEach(table => {\n",
       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 6516, 30.0], [\"security-advisories@github.com\", 1067, 5.0], [\"secure@microsoft.com\", 871, 4.0], [\"security.cna@qualcomm.com\", 833, 4.0], [\"contact@wpscan.com\", 747, 3.0], [\"product-security@apple.com\", 710, 3.0], [\"psirt@us.ibm.com\", 698, 3.0], [\"psirt@cisco.com\", 586, 3.0], [\"secalert_us@oracle.com\", 586, 3.0], [\"secalert@redhat.com\", 553, 3.0], [\"security@android.com\", 532, 2.0], [\"psirt@adobe.com\", 431, 2.0], [\"secure@intel.com\", 409, 2.0], [\"chrome-cve-admin@google.com\", 382, 2.0], [\"psirt@huawei.com\", 327, 1.0], [\"ics-cert@hq.dhs.gov\", 308, 1.0], [\"productcert@siemens.com\", 300, 1.0], [\"talos-cna@cisco.com\", 273, 1.0], [\"vultures@jpcert.or.jp\", 242, 1.0], [\"zdi-disclosures@trendmicro.com\", 218, 1.0], [\"mobile.security@samsung.com\", 198, 1.0], [\"cna@sap.com\", 198, 1.0], [\"security@apache.org\", 189, 1.0], [\"report@snyk.io\", 188, 1.0], [\"security-alert@hpe.com\", 183, 1.0], [\"cve@gitlab.com\", 181, 1.0], [\"secure@dell.com\", 177, 1.0], [\"security@huntr.dev\", 169, 1.0], [\"cve@cert.org.tw\", 165, 1.0], [\"cve-request@wordfence.com\", 155, 1.0], [\"security@mozilla.org\", 148, 1.0], [\"support@hackerone.com\", 137, 1.0], [\"sirt@juniper.net\", 134, 1.0], [\"psirt@fortinet.com\", 126, 1.0], [\"psirt@nvidia.com\", 121, 1.0], [\"vulnerabilitylab@mend.io\", 119, 1.0], [\"vulnreport@tenable.com\", 112, 1.0], [\"psirt@amd.com\", 111, 1.0], [\"jenkinsci-cert@googlegroups.com\", 103, 0.0], [\"CybersecurityCOE@eaton.com\", 98, 0.0], [\"psirt@lenovo.com\", 96, 0.0], [\"security@pivotal.io\", 92, 0.0], [\"info@cert.vde.com\", 89, 0.0], [\"security@vmware.com\", 87, 0.0], [\"cybersecurity@schneider-electric.com\", 87, 0.0], [\"f5sirt@f5.com\", 82, 0.0], [\"security@trendmicro.com\", 73, 0.0], [\"security@atlassian.com\", 71, 0.0], [\"psirt@zte.com.cn\", 60, 0.0], [\"cve-requests@bitdefender.com\", 60, 0.0], [\"security@qnap.com\", 54, 0.0], [\"trellixpsirt@trellix.com\", 53, 0.0], [\"vuln@krcert.or.kr\", 50, 0.0], [\"security@teradici.com\", 48, 0.0], [\"psirt@paloaltonetworks.com\", 37, 0.0], [\"security@opentext.com\", 37, 0.0], [\"security-alert@netapp.com\", 33, 0.0], [\"psirt@solarwinds.com\", 33, 0.0], [\"security@eclipse.org\", 33, 0.0], [\"security@synology.com\", 33, 0.0], [\"PSIRT@sonicwall.com\", 32, 0.0], [\"vulnerabilities@zephyrproject.org\", 32, 0.0], [\"security@tibco.com\", 31, 0.0], [\"security@ubuntu.com\", 31, 0.0], [\"audit@patchstack.com\", 30, 0.0], [\"securities@openeuler.org\", 29, 0.0], [\"cve-assign@fb.com\", 28, 0.0], [\"cve@rapid7.com\", 28, 0.0], [\"psirt@bosch.com\", 27, 0.0], [\"Mitsubishielectric.Psirt@yd.MitsubishiElectric.co.jp\", 26, 0.0], [\"patrick@puiterwijk.org\", 25, 0.0], [\"psirt@autodesk.com\", 25, 0.0], [\"disclosures@gallagher.com\", 24, 0.0], [\"security@xen.org\", 24, 0.0], [\"security@joomla.org\", 24, 0.0], [\"security@suse.com\", 23, 0.0], [\"psirt@esri.com\", 22, 0.0], [\"security@zoom.us\", 21, 0.0], [\"security@vaadin.com\", 21, 0.0], [\"secteam@freebsd.org\", 21, 0.0], [\"security@elastic.co\", 20, 0.0], [\"cve-notifications-us@f-secure.com\", 20, 0.0], [\"sec@hillstonenet.com\", 20, 0.0], [\"cve-coordination@incibe.es\", 20, 0.0], [\"security@google.com\", 18, 0.0], [\"security@otrs.com\", 18, 0.0], [\"vulnerability@ncsc.ch\", 17, 0.0], [\"security@jfrog.com\", 17, 0.0], [\"sirt@brocade.com\", 16, 0.0], [\"VulnerabilityReporting@secomea.com\", 16, 0.0], [\"securityalerts@avaya.com\", 15, 0.0], [\"productsecurity@jci.com\", 15, 0.0], [\"hp-security-alert@hp.com\", 14, 0.0], [\"cna@mongodb.com\", 14, 0.0], [\"openssl-security@openssl.org\", 14, 0.0], [\"security@xiaomi.com\", 13, 0.0], [\"security@debian.org\", 13, 0.0], [\"vulnerability@kaspersky.com\", 12, 0.0], [\"psirt@hcl.com\", 12, 0.0], [\"security-officer@isc.org\", 12, 0.0], [\"security@kubernetes.io\", 12, 0.0], [\"product-cna@github.com\", 11, 0.0], [\"psirt-info@cyber.jp.nec.com\", 10, 0.0], [\"security@perforce.com\", 9, 0.0], [\"secure@blackberry.com\", 9, 0.0], [\"cert@cert.org\", 9, 0.0], [\"cybersecurity@hitachi-powergrids.com\", 9, 0.0], [\"cna@cyber.gov.il\", 9, 0.0], [\"security@zyxel.com.tw\", 9, 0.0], [\"security@openvpn.net\", 9, 0.0], [\"cna@cloudflare.com\", 8, 0.0], [\"security-alert@sophos.com\", 8, 0.0], [\"security@octopus.com\", 8, 0.0], [\"vuln@vdoo.com\", 8, 0.0], [\"security@drupal.org\", 7, 0.0], [\"security@craftersoftware.com\", 7, 0.0], [\"cybersecurity@ch.abb.com\", 7, 0.0], [\"psirt@arista.com\", 7, 0.0], [\"security@acronis.com\", 7, 0.0], [\"cve@checkpoint.com\", 7, 0.0], [\"disclosure@synopsys.com\", 7, 0.0], [\"security@php.net\", 7, 0.0], [\"security@mautic.org\", 6, 0.0], [\"disclose@cybersecurityworks.com\", 6, 0.0], [\"cve@usom.gov.tr\", 5, 0.0], [\"infosec@edk2.groups.io\", 5, 0.0], [\"responsibledisclosure@mattermost.com\", 5, 0.0], [\"security@salesforce.com\", 5, 0.0], [\"dl_cve@linecorp.com\", 5, 0.0], [\"responsible-disclosure@pingidentity.com\", 4, 0.0], [\"product-security@axis.com\", 4, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 4, 0.0], [\"sep@nlnetlabs.nl\", 4, 0.0], [\"cve@zscaler.com\", 4, 0.0], [\"psirt@sick.de\", 4, 0.0], [\"security@documentfoundation.org\", 4, 0.0], [\"security@fidelissecurity.com\", 4, 0.0], [\"cve_disclosure@tech.gov.sg\", 3, 0.0], [\"info@appcheck-ng.com\", 3, 0.0], [\"security@snowsoftware.com\", 3, 0.0], [\"security@oppo.com\", 3, 0.0], [\"psirt@thalesgroup.com\", 3, 0.0], [\"cve@navercorp.com\", 3, 0.0], [\"browser-security@yandex-team.ru\", 3, 0.0], [\"security@pega.com\", 2, 0.0], [\"security-report@netflix.com\", 2, 0.0], [\"vuln@ca.com\", 2, 0.0], [\"secure@symantec.com\", 2, 0.0], [\"prodsec@nozominetworks.com\", 2, 0.0], [\"psirt@forcepoint.com\", 2, 0.0], [\"security@vivo.com\", 2, 0.0], [\"SecurityResponse@netmotionsoftware.com\", 2, 0.0], [\"cybersecurity@dahuatech.com\", 2, 0.0], [\"hsrc@hikvision.com\", 1, 0.0], [\"security@devolutions.net\", 1, 0.0], [\"cert@airbus.com\", 1, 0.0], [\"security@deepsurface.com\", 1, 0.0], [\"alibaba-cna@list.alibaba-inc.com\", 1, 0.0], [\"security@eset.com\", 1, 0.0], [\"security@opera.com\", 1, 0.0], [\"security@360.cn\", 1, 0.0], [\"security@replicated.com\", 1, 0.0]];\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_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "83de26a8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:21:46.509669Z",
     "iopub.status.busy": "2024-06-16T12:21:46.509408Z",
     "iopub.status.idle": "2024-06-16T12:21:46.515601Z",
     "shell.execute_reply": "2024-06-16T12:21:46.515035Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_390a9627_78e2_4d20_9eb6_c332c63af160\" 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>CWE</th>\n",
       "      <th>CVEs</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",
       "<a href=https://mwouts.github.io/itables/><svg class=\"main-svg\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n",
       "width=\"64\" viewBox=\"0 0 500 400\" style=\"font-family: 'Droid Sans', sans-serif;\">\n",
       "    <g style=\"fill:#d9d7fc\">\n",
       "        <path d=\"M100,400H500V357H100Z\" />\n",
       "        <path d=\"M100,300H400V257H100Z\" />\n",
       "        <path d=\"M0,200H400V157H0Z\" />\n",
       "        <path d=\"M100,100H500V57H100Z\" />\n",
       "        <path d=\"M100,350H500V307H100Z\" />\n",
       "        <path d=\"M100,250H400V207H100Z\" />\n",
       "        <path d=\"M0,150H400V107H0Z\" />\n",
       "        <path d=\"M100,50H500V7H100Z\" />\n",
       "    </g>\n",
       "    <g style=\"fill:#1a1366;stroke:#1a1366;\">\n",
       "   <rect x=\"100\" y=\"7\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "      <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;500\"\n",
       "      dur=\"5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"0\" y=\"107\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"3.5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "    <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"0;0;400\"\n",
       "      dur=\"3.5s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"100\" y=\"207\" width=\"300\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;300;0\"\n",
       "      dur=\"3s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "    <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;400\"\n",
       "      dur=\"3s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <rect x=\"100\" y=\"307\" width=\"400\" height=\"43\">\n",
       "    <animate\n",
       "      attributeName=\"width\"\n",
       "      values=\"0;400;0\"\n",
       "      dur=\"4s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "      <animate\n",
       "      attributeName=\"x\"\n",
       "      values=\"100;100;500\"\n",
       "      dur=\"4s\"\n",
       "      repeatCount=\"indefinite\" />\n",
       "  </rect>\n",
       "        <g style=\"fill:transparent;stroke-width:8; stroke-linejoin:round\" rx=\"5\">\n",
       "            <g transform=\"translate(45 50) rotate(-45)\">\n",
       "                <circle r=\"33\" cx=\"0\" cy=\"0\" />\n",
       "                <rect x=\"-8\" y=\"32\" width=\"16\" height=\"30\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(450 152)\">\n",
       "                <polyline points=\"-15,-20 -35,-20 -35,40 25,40 25,20\" />\n",
       "                <rect x=\"-15\" y=\"-40\" width=\"60\" height=\"60\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(50 352)\">\n",
       "                <polygon points=\"-35,-5 0,-40 35,-5\" />\n",
       "                <polygon points=\"-35,10 0,45 35,10\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(75 250)\">\n",
       "                <polyline points=\"-30,30 -60,0 -30,-30\" />\n",
       "                <polyline points=\"0,30 -30,0 0,-30\" />\n",
       "            </g>\n",
       "\n",
       "            <g transform=\"translate(425 250) rotate(180)\">\n",
       "                <polyline points=\"-30,30 -60,0 -30,-30\" />\n",
       "                <polyline points=\"0,30 -30,0 0,-30\" />\n",
       "            </g>\n",
       "        </g>\n",
       "    </g>\n",
       "</svg>\n",
       "</a>\n",
       "</div>\n",
       "<div>\n",
       "Loading ITables v2.1.1 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</div>\n",
       "</tr></tbody>\n",
       "\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.10/dt_bundle.css\" rel=\"stylesheet\">\n",
       "<script type=\"module\">\n",
       "    import {DataTable, jQuery as $} from 'https://www.unpkg.com/dt_for_itables@2.0.10/dt_bundle.js';\n",
       "\n",
       "    document.querySelectorAll(\"#itables_390a9627_78e2_4d20_9eb6_c332c63af160:not(.dataTable)\").forEach(table => {\n",
       "        // Define the table data\n",
       "        const data = [[\"NVD-CWE-noinfo\", 2772], [\"CWE-79\", 2631], [\"Missing_Data\", 1822], [\"CWE-787\", 1499], [\"NVD-CWE-Other\", 772], [\"CWE-89\", 728], [\"CWE-125\", 697], [\"CWE-22\", 529], [\"CWE-416\", 512], [\"CWE-20\", 472], [\"CWE-352\", 465], [\"CWE-78\", 460], [\"CWE-120\", 378], [\"CWE-476\", 354], [\"CWE-269\", 297], [\"CWE-287\", 282], [\"CWE-77\", 274], [\"CWE-863\", 265], [\"CWE-434\", 262], [\"CWE-862\", 229], [\"CWE-119\", 228], [\"CWE-190\", 212], [\"CWE-502\", 210], [\"CWE-200\", 182], [\"CWE-918\", 176], [\"CWE-400\", 168], [\"CWE-798\", 165], [\"CWE-362\", 160], [\"CWE-276\", 149], [\"CWE-732\", 147], [\"CWE-306\", 144], [\"CWE-74\", 139], [\"CWE-601\", 127], [\"CWE-94\", 127], [\"CWE-427\", 121], [\"CWE-295\", 121], [\"CWE-312\", 120], [\"CWE-611\", 117], [\"CWE-522\", 112], [\"CWE-401\", 102], [\"CWE-770\", 101], [\"CWE-668\", 100], [\"CWE-59\", 93], [\"CWE-203\", 85], [\"CWE-319\", 83], [\"CWE-532\", 82], [\"CWE-755\", 79], [\"CWE-369\", 78], [\"CWE-617\", 75], [\"CWE-415\", 74], [\"CWE-327\", 74], [\"CWE-835\", 73], [\"CWE-843\", 71], [\"CWE-639\", 70], [\"CWE-209\", 70], [\"CWE-908\", 67], [\"CWE-121\", 67], [\"CWE-347\", 66], [\"CWE-1021\", 65], [\"CWE-1321\", 64], [\"CWE-754\", 54], [\"CWE-613\", 52], [\"CWE-307\", 49], [\"CWE-345\", 46], [\"CWE-330\", 45], [\"CWE-122\", 44], [\"CWE-326\", 43], [\"CWE-444\", 42], [\"CWE-290\", 39], [\"CWE-824\", 38], [\"CWE-665\", 38], [\"CWE-129\", 38], [\"CWE-552\", 38], [\"CWE-674\", 36], [\"CWE-346\", 35], [\"CWE-191\", 31], [\"CWE-922\", 30], [\"CWE-1236\", 28], [\"CWE-116\", 28], [\"CWE-610\", 28], [\"CWE-281\", 28], [\"CWE-829\", 26], [\"CWE-1333\", 25], [\"CWE-88\", 25], [\"CWE-697\", 24], [\"CWE-367\", 23], [\"CWE-426\", 21], [\"CWE-384\", 21], [\"CWE-681\", 20], [\"CWE-909\", 20], [\"CWE-252\", 20], [\"CWE-1188\", 20], [\"CWE-640\", 19], [\"CWE-425\", 18], [\"CWE-428\", 18], [\"CWE-521\", 17], [\"CWE-916\", 17], [\"CWE-404\", 17], [\"CWE-667\", 16], [\"CWE-1284\", 16], [\"CWE-772\", 16], [\"CWE-459\", 15], [\"CWE-294\", 15], [\"CWE-338\", 14], [\"CWE-91\", 14], [\"CWE-763\", 14], [\"CWE-311\", 14], [\"CWE-134\", 14], [\"CWE-131\", 13], [\"CWE-670\", 13], [\"CWE-834\", 13], [\"CWE-706\", 12], [\"CWE-354\", 12], [\"CWE-212\", 10], [\"CWE-913\", 10], [\"CWE-266\", 10], [\"CWE-682\", 10], [\"CWE-669\", 9], [\"CWE-494\", 9], [\"CWE-704\", 8], [\"CWE-377\", 8], [\"CWE-331\", 8], [\"CWE-776\", 8], [\"CWE-662\", 8], [\"CWE-822\", 7], [\"CWE-472\", 7], [\"CWE-284\", 7], [\"CWE-288\", 6], [\"CWE-379\", 6], [\"CWE-321\", 6], [\"CWE-178\", 6], [\"CWE-436\", 6], [\"CWE-799\", 6], [\"CWE-170\", 5], [\"CWE-193\", 5], [\"CWE-788\", 5], [\"CWE-917\", 5], [\"CWE-123\", 5], [\"CWE-250\", 4], [\"CWE-201\", 4], [\"CWE-184\", 4], [\"CWE-378\", 4], [\"CWE-335\", 4], [\"CWE-924\", 3], [\"CWE-497\", 3], [\"CWE-693\", 3], [\"CWE-471\", 3], [\"CWE-489\", 3], [\"CWE-565\", 3], [\"CWE-259\", 3], [\"CWE-548\", 3], [\"CWE-805\", 2], [\"CWE-359\", 2], [\"CWE-789\", 2], [\"CWE-93\", 2], [\"CWE-23\", 2], [\"CWE-248\", 2], [\"CWE-407\", 2], [\"CWE-457\", 2], [\"CWE-73\", 2], [\"CWE-657\", 2], [\"CWE-385\", 2], [\"CWE-358\", 2], [\"CWE-708\", 2], [\"CWE-126\", 2], [\"CWE-470\", 2], [\"CWE-202\", 2], [\"CWE-285\", 2], [\"CWE-353\", 2], [\"CWE-680\", 1], [\"CWE-525\", 1], [\"CWE-304\", 1], [\"CWE-95\", 1], [\"CWE-807\", 1], [\"CWE-267\", 1], [\"CWE-15\", 1], [\"CWE-620\", 1], [\"CWE-283\", 1], [\"CWE-598\", 1], [\"CWE-124\", 1], [\"CWE-194\", 1], [\"CWE-277\", 1], [\"CWE-1329\", 1], [\"CWE-1004\", 1], [\"CWE-757\", 1], [\"CWE-315\", 1], [\"CWE-1278\", 1], [\"CWE-350\", 1], [\"CWE-61\", 1], [\"CWE-240\", 1], [\"CWE-273\", 1], [\"CWE-242\", 1], [\"CWE-75\", 1], [\"CWE-80\", 1], [\"CWE-778\", 1], [\"CWE-302\", 1], [\"CWE-271\", 1], [\"CWE-538\", 1], [\"CWE-1076\", 1], [\"CWE-305\", 1], [\"CWE-507\", 1], [\"CWE-644\", 1], [\"CWE-112\", 1], [\"CWE-406\", 1], [\"CWE-573\", 1], [\"CWE-405\", 1], [\"CWE-64\", 1], [\"CWE-527\", 1], [\"CWE-782\", 1], [\"CWE-710\", 1], [\"CWE-540\", 1], [\"CWE-36\", 1], [\"CWE-539\", 1], [\"CWE-567\", 1], [\"CWE-297\", 1], [\"CWE-228\", 1], [\"CWE-90\", 1], [\"CWE-364\", 1], [\"CWE-270\", 1], [\"CWE-257\", 1], [\"CWE-649\", 1], [\"CWE-672\", 1], [\"CWE-912\", 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": "2024-06-16T12:21:46.517779Z",
     "iopub.status.busy": "2024-06-16T12:21:46.517527Z",
     "iopub.status.idle": "2024-06-16T12:21:46.651461Z",
     "shell.execute_reply": "2024-06-16T12:21:46.650881Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t2\n",
      "CVE-2003:\t0\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t3\n",
      "CVE-2006:\t5\n",
      "CVE-2007:\t4\n",
      "CVE-2008:\t10\n",
      "CVE-2009:\t22\n",
      "CVE-2010:\t17\n",
      "CVE-2011:\t14\n",
      "CVE-2012:\t12\n",
      "CVE-2013:\t13\n",
      "CVE-2014:\t1\n",
      "CVE-2015:\t43\n",
      "CVE-2016:\t127\n",
      "CVE-2017:\t134\n",
      "CVE-2018:\t215\n",
      "CVE-2019:\t309\n",
      "CVE-2020:\t4580\n",
      "CVE-2021:\t16439\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-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:21:46.653798Z",
     "iopub.status.busy": "2024-06-16T12:21:46.653616Z",
     "iopub.status.idle": "2024-06-16T12:21:46.657693Z",
     "shell.execute_reply": "2024-06-16T12:21:46.657266Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-06-16 12:21:46.654469**"
      ],
      "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()}**\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  },
  "vscode": {
   "interpreter": {
    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}