{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2020\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:20:09.000673Z",
     "iopub.status.busy": "2024-06-16T12:20:09.000217Z",
     "iopub.status.idle": "2024-06-16T12:20:09.542127Z",
     "shell.execute_reply": "2024-06-16T12:20:09.541577Z"
    },
    "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": "2024-06-16T12:20:09.544555Z",
     "iopub.status.busy": "2024-06-16T12:20:09.544156Z",
     "iopub.status.idle": "2024-06-16T12:20:54.096193Z",
     "shell.execute_reply": "2024-06-16T12:20:54.095623Z"
    },
    "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'] > '2020-01-01') & (nvd['Published']  < '2021-01-01'))\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(2020, 1, 1)\n",
    "enddate  = date(2020, 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": "2024-06-16T12:20:54.098788Z",
     "iopub.status.busy": "2024-06-16T12:20:54.098435Z",
     "iopub.status.idle": "2024-06-16T12:20:54.104901Z",
     "shell.execute_reply": "2024-06-16T12:20:54.104345Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **19222**<br />Average CVEs Per Day: **52.66**<br />Average CVSS Score: **7.14**"
      ],
      "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": "2024-06-16T12:20:54.107127Z",
     "iopub.status.busy": "2024-06-16T12:20:54.106820Z",
     "iopub.status.idle": "2024-06-16T12:20:54.115400Z",
     "shell.execute_reply": "2024-06-16T12:20:54.114947Z"
    },
    "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": "2024-06-16T12:20:54.117357Z",
     "iopub.status.busy": "2024-06-16T12:20:54.117183Z",
     "iopub.status.idle": "2024-06-16T12:20:55.071852Z",
     "shell.execute_reply": "2024-06-16T12:20:55.071246Z"
    },
    "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": "2024-06-16T12:20:55.074307Z",
     "iopub.status.busy": "2024-06-16T12:20:55.073884Z",
     "iopub.status.idle": "2024-06-16T12:20:55.255820Z",
     "shell.execute_reply": "2024-06-16T12:20:55.255245Z"
    },
    "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": "2024-06-16T12:20:55.258193Z",
     "iopub.status.busy": "2024-06-16T12:20:55.257911Z",
     "iopub.status.idle": "2024-06-16T12:20:55.552637Z",
     "shell.execute_reply": "2024-06-16T12:20:55.552073Z"
    },
    "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": "2024-06-16T12:20:55.554935Z",
     "iopub.status.busy": "2024-06-16T12:20:55.554534Z",
     "iopub.status.idle": "2024-06-16T12:20:55.877997Z",
     "shell.execute_reply": "2024-06-16T12:20:55.877466Z"
    },
    "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": "2024-06-16T12:20:55.880079Z",
     "iopub.status.busy": "2024-06-16T12:20:55.879904Z",
     "iopub.status.idle": "2024-06-16T12:20:56.050642Z",
     "shell.execute_reply": "2024-06-16T12:20:56.050087Z"
    },
    "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": "2024-06-16T12:20:56.052857Z",
     "iopub.status.busy": "2024-06-16T12:20:56.052679Z",
     "iopub.status.idle": "2024-06-16T12:20:56.296813Z",
     "shell.execute_reply": "2024-06-16T12:20:56.296281Z"
    },
    "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": "2024-06-16T12:20:56.299019Z",
     "iopub.status.busy": "2024-06-16T12:20:56.298671Z",
     "iopub.status.idle": "2024-06-16T12:20:56.546858Z",
     "shell.execute_reply": "2024-06-16T12:20:56.546318Z"
    },
    "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": "2024-06-16T12:20:56.549239Z",
     "iopub.status.busy": "2024-06-16T12:20:56.548908Z",
     "iopub.status.idle": "2024-06-16T12:20:56.558277Z",
     "shell.execute_reply": "2024-06-16T12:20:56.557784Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_d75b9206_d593_4e5c_a61c_2edaa9c38a9b\" 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",
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       "        <path d=\"M100,250H400V207H100Z\" />\n",
       "        <path d=\"M0,150H400V107H0Z\" />\n",
       "        <path d=\"M100,50H500V7H100Z\" />\n",
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       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
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   "source": [
    "### Top CWEs"
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     "shell.execute_reply": "2024-06-16T12:20:56.565066Z"
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       "      \n",
       "      <th>CWE</th>\n",
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       "<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",
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    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
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  },
  {
   "cell_type": "code",
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    "execution": {
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     "iopub.status.busy": "2024-06-16T12:20:56.567278Z",
     "iopub.status.idle": "2024-06-16T12:20:56.684108Z",
     "shell.execute_reply": "2024-06-16T12:20:56.683620Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t6\n",
      "CVE-2000:\t5\n",
      "CVE-2001:\t5\n",
      "CVE-2002:\t3\n",
      "CVE-2003:\t3\n",
      "CVE-2004:\t4\n",
      "CVE-2005:\t4\n",
      "CVE-2006:\t2\n",
      "CVE-2007:\t7\n",
      "CVE-2008:\t7\n",
      "CVE-2009:\t14\n",
      "CVE-2010:\t14\n",
      "CVE-2011:\t77\n",
      "CVE-2012:\t164\n",
      "CVE-2013:\t266\n",
      "CVE-2014:\t223\n",
      "CVE-2015:\t151\n",
      "CVE-2016:\t118\n",
      "CVE-2017:\t450\n",
      "CVE-2018:\t493\n",
      "CVE-2019:\t2829\n",
      "CVE-2020:\t14377\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-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:20:56.686256Z",
     "iopub.status.busy": "2024-06-16T12:20:56.685921Z",
     "iopub.status.idle": "2024-06-16T12:20:56.689676Z",
     "shell.execute_reply": "2024-06-16T12:20:56.689238Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-06-16 12:20:56.686909**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
   ]
  }
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