{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cafd22b6",
   "metadata": {},
   "source": [
    "# 2016-2000\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:16:50.130854Z",
     "iopub.status.busy": "2024-06-16T12:16:50.130685Z",
     "iopub.status.idle": "2024-06-16T12:16:50.666612Z",
     "shell.execute_reply": "2024-06-16T12:16:50.666044Z"
    },
    "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",
    "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": "2024-06-16T12:16:50.668887Z",
     "iopub.status.busy": "2024-06-16T12:16:50.668645Z",
     "iopub.status.idle": "2024-06-16T12:17:35.240486Z",
     "shell.execute_reply": "2024-06-16T12:17:35.239919Z"
    },
    "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'] > '2000-01-01') & (nvd['Published']  < '2017-01-01'))\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(2000, 1, 1)\n",
    "enddate  = date(2016, 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": "2024-06-16T12:17:35.242986Z",
     "iopub.status.busy": "2024-06-16T12:17:35.242659Z",
     "iopub.status.idle": "2024-06-16T12:17:35.253121Z",
     "shell.execute_reply": "2024-06-16T12:17:35.252601Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **79237**<br />Average CVEs Per Day: **12.76**<br />Average CVSS Score: **7.28**"
      ],
      "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": "2024-06-16T12:17:35.255145Z",
     "iopub.status.busy": "2024-06-16T12:17:35.254970Z",
     "iopub.status.idle": "2024-06-16T12:17:35.271869Z",
     "shell.execute_reply": "2024-06-16T12:17:35.271439Z"
    },
    "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 Per Year Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:17:35.274115Z",
     "iopub.status.busy": "2024-06-16T12:17:35.273722Z",
     "iopub.status.idle": "2024-06-16T12:17:35.491859Z",
     "shell.execute_reply": "2024-06-16T12:17:35.491283Z"
    },
    "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 = Year_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Year')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "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": "2024-06-16T12:17:35.494156Z",
     "iopub.status.busy": "2024-06-16T12:17:35.493842Z",
     "iopub.status.idle": "2024-06-16T12:17:35.708577Z",
     "shell.execute_reply": "2024-06-16T12:17:35.707993Z"
    },
    "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": "2024-06-16T12:17:35.710873Z",
     "iopub.status.busy": "2024-06-16T12:17:35.710557Z",
     "iopub.status.idle": "2024-06-16T12:17:35.959685Z",
     "shell.execute_reply": "2024-06-16T12:17:35.959083Z"
    },
    "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": "2024-06-16T12:17:35.962056Z",
     "iopub.status.busy": "2024-06-16T12:17:35.961621Z",
     "iopub.status.idle": "2024-06-16T12:17:36.264342Z",
     "shell.execute_reply": "2024-06-16T12:17:36.263746Z"
    },
    "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": "2024-06-16T12:17:36.266427Z",
     "iopub.status.busy": "2024-06-16T12:17:36.266250Z",
     "iopub.status.idle": "2024-06-16T12:17:36.398780Z",
     "shell.execute_reply": "2024-06-16T12:17:36.398317Z"
    },
    "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": "2024-06-16T12:17:36.401023Z",
     "iopub.status.busy": "2024-06-16T12:17:36.400687Z",
     "iopub.status.idle": "2024-06-16T12:17:36.623364Z",
     "shell.execute_reply": "2024-06-16T12:17:36.622881Z"
    },
    "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": "2024-06-16T12:17:36.625586Z",
     "iopub.status.busy": "2024-06-16T12:17:36.625250Z",
     "iopub.status.idle": "2024-06-16T12:17:36.853711Z",
     "shell.execute_reply": "2024-06-16T12:17:36.853172Z"
    },
    "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": "2024-06-16T12:17:36.855995Z",
     "iopub.status.busy": "2024-06-16T12:17:36.855655Z",
     "iopub.status.idle": "2024-06-16T12:17:36.863090Z",
     "shell.execute_reply": "2024-06-16T12:17:36.862668Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_c51cb159_aff4_416e_a464_d60f1ddc8512\" 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_c51cb159_aff4_416e_a464_d60f1ddc8512:not(.dataTable)\").forEach(table => {\n",
       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 50416, 64.0], [\"secalert@redhat.com\", 6533, 8.0], [\"secalert_us@oracle.com\", 3267, 4.0], [\"secure@microsoft.com\", 2885, 4.0], [\"cert@cert.org\", 2435, 3.0], [\"psirt@cisco.com\", 2215, 3.0], [\"product-security@apple.com\", 2104, 3.0], [\"psirt@adobe.com\", 1850, 2.0], [\"psirt@us.ibm.com\", 1671, 2.0], [\"chrome-cve-admin@google.com\", 1044, 1.0], [\"vultures@jpcert.or.jp\", 711, 1.0], [\"hp-security-alert@hp.com\", 646, 1.0], [\"security@android.com\", 608, 1.0], [\"security@mozilla.org\", 596, 1.0], [\"ics-cert@hq.dhs.gov\", 560, 1.0], [\"security@debian.org\", 422, 1.0], [\"PSIRT-CNA@flexerasoftware.com\", 422, 1.0], [\"secure@dell.com\", 337, 0.0], [\"security@ubuntu.com\", 157, 0.0], [\"secure@symantec.com\", 126, 0.0], [\"security@opentext.com\", 76, 0.0], [\"psirt@nvidia.com\", 40, 0.0], [\"secteam@freebsd.org\", 36, 0.0], [\"talos-cna@cisco.com\", 15, 0.0], [\"product-security@silabs.com\", 12, 0.0], [\"security@vmware.com\", 8, 0.0], [\"productcert@siemens.com\", 7, 0.0], [\"browser-security@yandex-team.ru\", 6, 0.0], [\"security-alert@hpe.com\", 6, 0.0], [\"secure@intel.com\", 5, 0.0], [\"psirt@huawei.com\", 5, 0.0], [\"larry0@me.com\", 3, 0.0], [\"psirt@lenovo.com\", 3, 0.0], [\"secure@blackberry.com\", 2, 0.0], [\"support@hackerone.com\", 2, 0.0], [\"zdi-disclosures@trendmicro.com\", 2, 0.0], [\"https://obdev.at/go/cna\", 1, 0.0], [\"security@apache.org\", 1, 0.0], [\"cve@rapid7.com\", 1, 0.0], [\"sirt@brocade.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": "03a397e2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:17:36.865283Z",
     "iopub.status.busy": "2024-06-16T12:17:36.864966Z",
     "iopub.status.idle": "2024-06-16T12:17:36.870413Z",
     "shell.execute_reply": "2024-06-16T12:17:36.869968Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_76d5b828_98c1_4c30_b48b_721d6677ac0b\" 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_76d5b828_98c1_4c30_b48b_721d6677ac0b:not(.dataTable)\").forEach(table => {\n",
       "        // Define the table data\n",
       "        const data = [[\"NVD-CWE-Other\", 24006], [\"CWE-119\", 7136], [\"CWE-79\", 6842], [\"NVD-CWE-noinfo\", 6636], [\"CWE-264\", 4793], [\"CWE-89\", 4244], [\"CWE-20\", 3942], [\"CWE-200\", 3029], [\"CWE-399\", 2403], [\"CWE-310\", 2224], [\"CWE-94\", 2055], [\"CWE-22\", 1940], [\"CWE-352\", 1208], [\"CWE-189\", 1170], [\"CWE-287\", 1019], [\"Missing_Data\", 831], [\"CWE-255\", 626], [\"CWE-284\", 533], [\"CWE-59\", 444], [\"CWE-416\", 413], [\"CWE-362\", 390], [\"CWE-787\", 312], [\"CWE-254\", 244], [\"CWE-16\", 235], [\"CWE-78\", 217], [\"CWE-476\", 183], [\"CWE-190\", 169], [\"CWE-134\", 169], [\"CWE-17\", 154], [\"CWE-125\", 146], [\"CWE-19\", 134], [\"CWE-120\", 92], [\"CWE-77\", 85], [\"CWE-400\", 83], [\"CWE-269\", 51], [\"CWE-74\", 37], [\"CWE-295\", 37], [\"CWE-908\", 32], [\"CWE-611\", 32], [\"CWE-193\", 31], [\"CWE-772\", 31], [\"CWE-415\", 29], [\"CWE-798\", 26], [\"CWE-667\", 25], [\"CWE-426\", 25], [\"CWE-434\", 25], [\"CWE-835\", 25], [\"CWE-732\", 24], [\"CWE-863\", 24], [\"CWE-345\", 24], [\"CWE-601\", 23], [\"CWE-88\", 22], [\"CWE-502\", 22], [\"CWE-312\", 22], [\"CWE-326\", 22], [\"CWE-203\", 22], [\"CWE-824\", 20], [\"CWE-369\", 20], [\"CWE-401\", 20], [\"CWE-191\", 20], [\"CWE-704\", 18], [\"CWE-276\", 16], [\"CWE-843\", 15], [\"CWE-178\", 15], [\"CWE-131\", 15], [\"CWE-346\", 14], [\"CWE-327\", 14], [\"CWE-522\", 13], [\"CWE-330\", 13], [\"CWE-285\", 13], [\"CWE-770\", 13], [\"CWE-665\", 12], [\"CWE-425\", 12], [\"CWE-319\", 11], [\"CWE-129\", 10], [\"CWE-918\", 10], [\"CWE-909\", 10], [\"CWE-532\", 10], [\"CWE-668\", 9], [\"CWE-306\", 9], [\"CWE-459\", 9], [\"CWE-862\", 9], [\"CWE-1021\", 8], [\"CWE-388\", 8], [\"CWE-681\", 7], [\"CWE-617\", 7], [\"CWE-347\", 6], [\"CWE-916\", 5], [\"CWE-113\", 5], [\"CWE-252\", 5], [\"CWE-776\", 5], [\"CWE-428\", 4], [\"CWE-281\", 4], [\"CWE-307\", 4], [\"CWE-384\", 4], [\"CWE-18\", 4], [\"CWE-199\", 4], [\"CWE-172\", 4], [\"CWE-331\", 4], [\"CWE-338\", 4], [\"CWE-93\", 4], [\"CWE-494\", 4], [\"CWE-275\", 4], [\"CWE-640\", 3], [\"CWE-367\", 3], [\"CWE-552\", 3], [\"CWE-674\", 3], [\"CWE-669\", 3], [\"CWE-444\", 3], [\"CWE-829\", 3], [\"CWE-427\", 2], [\"CWE-212\", 2], [\"CWE-21\", 2], [\"CWE-297\", 2], [\"CWE-763\", 2], [\"CWE-332\", 2], [\"CWE-682\", 2], [\"CWE-404\", 2], [\"CWE-697\", 2], [\"CWE-209\", 2], [\"CWE-565\", 2], [\"CWE-91\", 2], [\"CWE-273\", 2], [\"CWE-1284\", 2], [\"CWE-755\", 2], [\"CWE-834\", 1], [\"CWE-470\", 1], [\"CWE-320\", 1], [\"CWE-693\", 1], [\"CWE-311\", 1], [\"CWE-294\", 1], [\"CWE-361\", 1], [\"CWE-613\", 1], [\"CWE-754\", 1], [\"CWE-116\", 1], [\"CWE-521\", 1], [\"CWE-913\", 1], [\"CWE-290\", 1], [\"CWE-775\", 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": "a79bb81d-6c28-4790-980c-ed4dcfaeade9",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "### CVEs By Year Published"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a6fe65a3-4607-4388-ab0b-6df705e5ba50",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:17:36.872485Z",
     "iopub.status.busy": "2024-06-16T12:17:36.872164Z",
     "iopub.status.idle": "2024-06-16T12:17:36.877943Z",
     "shell.execute_reply": "2024-06-16T12:17:36.877514Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_b842ddac_7544_4c3f_8d53_cc8f108c3dd6\" class=\"display nowrap\" data-quarto-disable-processing=\"true\" style=\"table-layout:auto;width:auto\">\n",
       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Published</th>\n",
       "      <th></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_b842ddac_7544_4c3f_8d53_cc8f108c3dd6:not(.dataTable)\").forEach(table => {\n",
       "        // Define the table data\n",
       "        const data = [[\"2000\", 1020], [\"2001\", 1679], [\"2002\", 2170], [\"2003\", 1548], [\"2004\", 2479], [\"2005\", 5010], [\"2006\", 6659], [\"2007\", 6596], [\"2008\", 5664], [\"2009\", 5778], [\"2010\", 4667], [\"2011\", 4172], [\"2012\", 5351], [\"2013\", 5324], [\"2014\", 8008], [\"2015\", 6595], [\"2016\", 6517]];\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": [
    "yg_df = pd.DataFrame(Year_Graph)\n",
    "yg_df.columns = ['Count']\n",
    "yg_df.reset_index()\n",
    "show(yg_df, 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": 15,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:17:36.880053Z",
     "iopub.status.busy": "2024-06-16T12:17:36.879738Z",
     "iopub.status.idle": "2024-06-16T12:17:37.541052Z",
     "shell.execute_reply": "2024-06-16T12:17:37.540463Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t53\n",
      "CVE-2000:\t1151\n",
      "CVE-2001:\t1539\n",
      "CVE-2002:\t2371\n",
      "CVE-2003:\t1519\n",
      "CVE-2004:\t2671\n",
      "CVE-2005:\t4686\n",
      "CVE-2006:\t7047\n",
      "CVE-2007:\t6510\n",
      "CVE-2008:\t7034\n",
      "CVE-2009:\t4888\n",
      "CVE-2010:\t4951\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-2011:\t4441\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-2012:\t5200\n",
      "CVE-2013:\t5713\n",
      "CVE-2014:\t7474\n",
      "CVE-2015:\t6402\n",
      "CVE-2016:\t5587\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-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:17:37.543282Z",
     "iopub.status.busy": "2024-06-16T12:17:37.543098Z",
     "iopub.status.idle": "2024-06-16T12:17:37.547090Z",
     "shell.execute_reply": "2024-06-16T12:17:37.546553Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-06-16 12:17:37.543943**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 16,
     "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
}