CVE2020.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2020\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:21:02.440595Z",
     "iopub.status.busy": "2025-01-31T20:21:02.440199Z",
     "iopub.status.idle": "2025-01-31T20:21:03.091239Z",
     "shell.execute_reply": "2025-01-31T20:21:03.090621Z"
    },
    "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",
    "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": "2025-01-31T20:21:03.093280Z",
     "iopub.status.busy": "2025-01-31T20:21:03.093019Z",
     "iopub.status.idle": "2025-01-31T20:21:27.522076Z",
     "shell.execute_reply": "2025-01-31T20:21:27.521548Z"
    },
    "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",
    "            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('rejected reason'): \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": "2025-01-31T20:21:27.524286Z",
     "iopub.status.busy": "2025-01-31T20:21:27.524089Z",
     "iopub.status.idle": "2025-01-31T20:21:27.531142Z",
     "shell.execute_reply": "2025-01-31T20:21:27.530583Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **19222**<br />Average CVEs Per Day: **52.66**<br />Average CVSS Score: **7.11**"
      ],
      "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": "2025-01-31T20:21:27.533068Z",
     "iopub.status.busy": "2025-01-31T20:21:27.532714Z",
     "iopub.status.idle": "2025-01-31T20:21:27.541598Z",
     "shell.execute_reply": "2025-01-31T20:21:27.541000Z"
    },
    "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": "2025-01-31T20:21:27.543550Z",
     "iopub.status.busy": "2025-01-31T20:21:27.543221Z",
     "iopub.status.idle": "2025-01-31T20:21:28.185318Z",
     "shell.execute_reply": "2025-01-31T20:21:28.184690Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 1 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": "2025-01-31T20:21:28.187337Z",
     "iopub.status.busy": "2025-01-31T20:21:28.187000Z",
     "iopub.status.idle": "2025-01-31T20:21:28.381746Z",
     "shell.execute_reply": "2025-01-31T20:21:28.381157Z"
    },
    "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": "2025-01-31T20:21:28.383788Z",
     "iopub.status.busy": "2025-01-31T20:21:28.383416Z",
     "iopub.status.idle": "2025-01-31T20:21:28.630774Z",
     "shell.execute_reply": "2025-01-31T20:21:28.630143Z"
    },
    "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": "2025-01-31T20:21:28.632765Z",
     "iopub.status.busy": "2025-01-31T20:21:28.632404Z",
     "iopub.status.idle": "2025-01-31T20:21:28.890588Z",
     "shell.execute_reply": "2025-01-31T20:21:28.889937Z"
    },
    "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": "2025-01-31T20:21:28.892324Z",
     "iopub.status.busy": "2025-01-31T20:21:28.892146Z",
     "iopub.status.idle": "2025-01-31T20:21:29.022943Z",
     "shell.execute_reply": "2025-01-31T20:21:29.022311Z"
    },
    "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": "2025-01-31T20:21:29.024990Z",
     "iopub.status.busy": "2025-01-31T20:21:29.024644Z",
     "iopub.status.idle": "2025-01-31T20:21:29.250513Z",
     "shell.execute_reply": "2025-01-31T20:21:29.249889Z"
    },
    "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": "2025-01-31T20:21:29.252307Z",
     "iopub.status.busy": "2025-01-31T20:21:29.252127Z",
     "iopub.status.idle": "2025-01-31T20:21:29.493278Z",
     "shell.execute_reply": "2025-01-31T20:21:29.492712Z"
    },
    "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": "2025-01-31T20:21:29.495520Z",
     "iopub.status.busy": "2025-01-31T20:21:29.495101Z",
     "iopub.status.idle": "2025-01-31T20:21:29.507589Z",
     "shell.execute_reply": "2025-01-31T20:21:29.506975Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_cdb917d1_c519_43fd_8b0d_1cbecc791320\" 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",
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   "id": "0aa62111",
   "metadata": {},
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    "### Top CWEs"
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   "execution_count": 13,
   "id": "c54abbca",
   "metadata": {
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     "shell.execute_reply": "2025-01-31T20:21:29.514971Z"
    },
    "tags": [
     "remove-input"
    ]
   },
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[\"CWE-115\", 4], [\"CWE-93\", 4], [\"CWE-303\", 4], [\"CWE-757\", 4], [\"CWE-371\", 4], [\"CWE-310\", 4], [\"CWE-912\", 4], [\"CWE-267\", 4], [\"CWE-681\", 4], [\"CWE-789\", 4], [\"CWE-489\", 4], [\"CWE-185\", 4], [\"CWE-338\", 3], [\"CWE-123\", 3], [\"CWE-707\", 3], [\"CWE-548\", 3], [\"CWE-703\", 3], [\"CWE-114\", 3], [\"CWE-19\", 3], [\"CWE-158\", 3], [\"CWE-300\", 3], [\"CWE-99\", 3], [\"CWE-280\", 3], [\"CWE-358\", 3], [\"CWE-822\", 3], [\"CWE-662\", 3], [\"CWE-297\", 3], [\"CWE-805\", 3], [\"CWE-840\", 3], [\"CWE-61\", 3], [\"CWE-501\", 3], [\"CWE-440\", 3], [\"CWE-834\", 3], [\"CWE-388\", 3], [\"CWE-656\", 3], [\"CWE-159\", 3], [\"CWE-213\", 2], [\"CWE-657\", 2], [\"CWE-356\", 2], [\"CWE-341\", 2], [\"CWE-90\", 2], [\"CWE-626\", 2], [\"CWE-497\", 2], [\"CWE-394\", 2], [\"CWE-184\", 2], [\"CWE-603\", 2], [\"CWE-710\", 2], [\"CWE-208\", 2], [\"CWE-98\", 2], [\"CWE-335\", 2], [\"CWE-261\", 2], [\"CWE-1004\", 2], [\"CWE-130\", 2], [\"CWE-183\", 2], [\"CWE-299\", 2], [\"CWE-96\", 2], [\"CWE-823\", 2], [\"CWE-270\", 2], [\"CWE-126\", 2], [\"CWE-838\", 2], [\"CWE-325\", 2], [\"CWE-924\", 2], [\"CWE-379\", 2], [\"CWE-614\", 2], [\"CWE-378\", 2], [\"CWE-602\", 2], [\"CWE-195\", 2], [\"CWE-257\", 2], [\"CWE-349\", 2], [\"CWE-118\", 2], [\"CWE-170\", 2], [\"CWE-648\", 2], [\"CWE-778\", 2], [\"CWE-644\", 1], [\"CWE-477\", 1], [\"CWE-807\", 1], [\"CWE-941\", 1], [\"CWE-943\", 1], [\"CWE-296\", 1], [\"CWE-547\", 1], [\"CWE-592\", 1], [\"CWE-313\", 1], [\"CWE-472\", 1], [\"CWE-393\", 1], [\"CWE-357\", 1], [\"CWE-642\", 1], [\"CWE-112\", 1], [\"CWE-412\", 1], [\"CWE-215\", 1], [\"CWE-413\", 1], [\"CWE-359\", 1], [\"CWE-760\", 1], [\"CWE-334\", 1], [\"CWE-839\", 1], [\"CWE-475\", 1], [\"CWE-620\", 1], [\"CWE-406\", 1], [\"CWE-523\", 1], [\"CWE-910\", 1], [\"CWE-127\", 1], [\"CWE-189\", 1], [\"CWE-391\", 1], [\"CWE-226\", 1], [\"CWE-544\", 1], [\"CWE-467\", 1], [\"CWE-87\", 1], [\"CWE-84\", 1], [\"CWE-350\", 1], [\"CWE-17\", 1], [\"CWE-351\", 1], [\"CWE-204\", 1], [\"CWE-915\", 1], [\"CWE-538\", 1], [\"CWE-277\", 1], [\"CWE-598\", 1], [\"CWE-684\", 1], [\"CWE-182\", 1], [\"CWE-534\", 1], [\"CWE-329\", 1], [\"CWE-366\", 1], [\"CWE-260\", 1], [\"CWE-12\", 1], [\"CWE-470\", 1], [\"CWE-323\", 1], [\"CWE-1050\", 1], [\"CWE-155\", 1], [\"CWE-625\", 1], [\"CWE-690\", 1], [\"CWE-435\", 1], [\"CWE-939\", 1], [\"CWE-368\", 1], [\"CWE-302\", 1], [\"CWE-65\", 1], [\"CWE-784\", 1], [\"CWE-1103\", 1], [\"CWE-1244\", 1], [\"CWE-239\", 1], [\"CWE-506\", 1], [\"CWE-1088\", 1], [\"CWE-24\", 1], [\"CWE-1173\", 1], [\"CWE-420\", 1], [\"CWE-178\", 1], [\"CWE-279\", 1], [\"CWE-441\", 1], [\"CWE-460\", 1], [\"CWE-83\", 1], [\"CWE-759\", 1], [\"CWE-197\", 1], [\"CWE-214\", 1], [\"CWE-342\", 1], [\"CWE-1286\", 1], [\"CWE-265\", 1], [\"CWE-799\", 1], [\"CWE-340\", 1], [\"CWE-408\", 1], [\"CWE-767\", 1], [\"CWE-794\", 1], [\"CWE-320\", 1], [\"CWE-176\", 1], [\"CWE-253\", 1], [\"CWE-216\", 1], [\"CWE-385\", 1], [\"CWE-1284\", 1], [\"CWE-35\", 1], [\"CWE-590\", 1], [\"CWE-733\", 1], [\"CWE-920\", 1], [\"CWE-315\", 1]];\n",
       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": [], \"warn_on_selected_rows_not_rendered\": true};\n",
       "        dt_args[\"data\"] = data;\n",
       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
       "    });\n",
       "</script>\n"
      ],
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       "<IPython.core.display.HTML object>"
      ]
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   ],
   "source": [
    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
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     "hide-input"
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   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
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    "execution": {
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     "shell.execute_reply": "2025-01-31T20:21:29.637275Z"
    },
    "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",
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    "execution": {
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     "iopub.status.idle": "2025-01-31T20:21:29.644032Z",
     "shell.execute_reply": "2025-01-31T20:21:29.643513Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-01-31 20:21:29.640704**"
      ],
      "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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