CVE2016.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cafd22b6",
   "metadata": {},
   "source": [
    "# 2016-2000\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-04T12:35:50.774486Z",
     "iopub.status.busy": "2025-03-04T12:35:50.774313Z",
     "iopub.status.idle": "2025-03-04T12:35:51.417348Z",
     "shell.execute_reply": "2025-03-04T12:35:51.416845Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    let is_dark_theme = function () {\n",
       "        // Jupyter Lab\n",
       "        if ('jpThemeLight' in document.body.dataset)\n",
       "            return (document.body.dataset.jpThemeLight === \"false\");\n",
       "\n",
       "        // VS Code\n",
       "        if ('vscodeThemeKind' in document.body.dataset)\n",
       "            return document.body.dataset.vscodeThemeKind.includes('dark');\n",
       "\n",
       "        // Jupyter Book\n",
       "        if ('theme' in document.documentElement.dataset)\n",
       "            return document.documentElement.dataset.theme.includes('dark');\n",
       "\n",
       "        // Default\n",
       "        return window.matchMedia('(prefers-color-scheme: dark)').matches;\n",
       "    }\n",
       "\n",
       "    if (is_dark_theme()) {\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": "2025-03-04T12:35:51.419374Z",
     "iopub.status.busy": "2025-03-04T12:35:51.418996Z",
     "iopub.status.idle": "2025-03-04T12:36:15.197275Z",
     "shell.execute_reply": "2025-03-04T12:36:15.196595Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "row_accumulator = []\n",
    "for filename in glob.glob('nvd.jsonl'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data:\n",
    "            cve = entry['cve']['id']\n",
    "            try:\n",
    "                assigner = entry['cve']['sourceIdentifier']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['cve']['published']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['cve']['metrics']['cvssMetricV31'][0]['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['cve']['metrics']['cvssMetricV31'][0]['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['weaknesses'][0]['description'][0]['value']\n",
    "            except KeyError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['descriptions'][0]['value']\n",
    "            except IndexError:\n",
    "                description = '' \n",
    "            try: \n",
    "                vulnStatus = entry['cve']['vulnStatus']\n",
    "            except IndexError:\n",
    "                vulnStatus = ''  \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",
    "                'Status': vulnStatus \n",
    "            }\n",
    "            row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "\n",
    "nvd = nvd[~nvd.Status.str.contains('Rejected')]\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": "2025-03-04T12:36:15.199646Z",
     "iopub.status.busy": "2025-03-04T12:36:15.199362Z",
     "iopub.status.idle": "2025-03-04T12:36:15.213326Z",
     "shell.execute_reply": "2025-03-04T12:36:15.212741Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **78384**<br />Average CVEs Per Day: **12.62**<br />Average CVSS Score: **7.76**"
      ],
      "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": "2025-03-04T12:36:15.215271Z",
     "iopub.status.busy": "2025-03-04T12:36:15.214924Z",
     "iopub.status.idle": "2025-03-04T12:36:15.232315Z",
     "shell.execute_reply": "2025-03-04T12:36:15.231750Z"
    },
    "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": "2025-03-04T12:36:15.234392Z",
     "iopub.status.busy": "2025-03-04T12:36:15.234061Z",
     "iopub.status.idle": "2025-03-04T12:36:15.512352Z",
     "shell.execute_reply": "2025-03-04T12:36:15.511807Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
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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": "2025-03-04T12:36:15.514170Z",
     "iopub.status.busy": "2025-03-04T12:36:15.513984Z",
     "iopub.status.idle": "2025-03-04T12:36:15.698486Z",
     "shell.execute_reply": "2025-03-04T12:36:15.697930Z"
    },
    "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": "2025-03-04T12:36:15.700484Z",
     "iopub.status.busy": "2025-03-04T12:36:15.700140Z",
     "iopub.status.idle": "2025-03-04T12:36:15.883882Z",
     "shell.execute_reply": "2025-03-04T12:36:15.883286Z"
    },
    "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": "2025-03-04T12:36:15.885841Z",
     "iopub.status.busy": "2025-03-04T12:36:15.885504Z",
     "iopub.status.idle": "2025-03-04T12:36:16.090257Z",
     "shell.execute_reply": "2025-03-04T12:36:16.089641Z"
    },
    "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": "2025-03-04T12:36:16.092184Z",
     "iopub.status.busy": "2025-03-04T12:36:16.091854Z",
     "iopub.status.idle": "2025-03-04T12:36:16.237170Z",
     "shell.execute_reply": "2025-03-04T12:36:16.236536Z"
    },
    "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": "2025-03-04T12:36:16.239149Z",
     "iopub.status.busy": "2025-03-04T12:36:16.238957Z",
     "iopub.status.idle": "2025-03-04T12:36:16.485520Z",
     "shell.execute_reply": "2025-03-04T12:36:16.484956Z"
    },
    "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": "2025-03-04T12:36:16.487501Z",
     "iopub.status.busy": "2025-03-04T12:36:16.487151Z",
     "iopub.status.idle": "2025-03-04T12:36:16.715299Z",
     "shell.execute_reply": "2025-03-04T12:36:16.714688Z"
    },
    "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": "2025-03-04T12:36:16.717237Z",
     "iopub.status.busy": "2025-03-04T12:36:16.716934Z",
     "iopub.status.idle": "2025-03-04T12:36:16.724480Z",
     "shell.execute_reply": "2025-03-04T12:36:16.724026Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
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    "### Top CWEs"
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     },
     "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": "2025-03-04T12:36:16.740775Z",
     "iopub.status.busy": "2025-03-04T12:36:16.740579Z",
     "iopub.status.idle": "2025-03-04T12:36:17.099248Z",
     "shell.execute_reply": "2025-03-04T12:36:17.098705Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t53\n",
      "CVE-2000:\t1150\n",
      "CVE-2001:\t1536\n",
      "CVE-2002:\t2352\n",
      "CVE-2003:\t1499\n",
      "CVE-2004:\t2641\n",
      "CVE-2005:\t4614\n",
      "CVE-2006:\t6982\n",
      "CVE-2007:\t6437\n",
      "CVE-2008:\t6987\n",
      "CVE-2009:\t4856\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-2010:\t4918\n",
      "CVE-2011:\t4375\n",
      "CVE-2012:\t5119\n",
      "CVE-2013:\t5593\n",
      "CVE-2014:\t7388\n",
      "CVE-2015:\t6345\n",
      "CVE-2016:\t5539\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": "2025-03-04T12:36:17.101017Z",
     "iopub.status.busy": "2025-03-04T12:36:17.100839Z",
     "iopub.status.idle": "2025-03-04T12:36:17.104816Z",
     "shell.execute_reply": "2025-03-04T12:36:17.104350Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-03-04 12:36:17.101699**"
      ],
      "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()}**\")"
   ]
  }
 ],
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