{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2018\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:18:29.884089Z",
     "iopub.status.busy": "2024-06-16T12:18:29.883928Z",
     "iopub.status.idle": "2024-06-16T12:18:30.426016Z",
     "shell.execute_reply": "2024-06-16T12:18:30.425449Z"
    },
    "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": "2024-06-16T12:18:30.428660Z",
     "iopub.status.busy": "2024-06-16T12:18:30.428161Z",
     "iopub.status.idle": "2024-06-16T12:19:14.438351Z",
     "shell.execute_reply": "2024-06-16T12:19:14.437788Z"
    },
    "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'] > '2018-01-01') & (nvd['Published']  < '2019-01-01'))\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(2018, 1, 1)\n",
    "enddate  = date(2018, 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": "2024-06-16T12:19:14.440973Z",
     "iopub.status.busy": "2024-06-16T12:19:14.440587Z",
     "iopub.status.idle": "2024-06-16T12:19:14.446859Z",
     "shell.execute_reply": "2024-06-16T12:19:14.446306Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18154**<br />Average CVEs Per Day: **49.87**<br />Average CVSS Score: **7.35**"
      ],
      "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": "2024-06-16T12:19:14.449062Z",
     "iopub.status.busy": "2024-06-16T12:19:14.448730Z",
     "iopub.status.idle": "2024-06-16T12:19:14.457510Z",
     "shell.execute_reply": "2024-06-16T12:19:14.457044Z"
    },
    "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": "2024-06-16T12:19:14.459719Z",
     "iopub.status.busy": "2024-06-16T12:19:14.459394Z",
     "iopub.status.idle": "2024-06-16T12:19:15.415927Z",
     "shell.execute_reply": "2024-06-16T12:19:15.415365Z"
    },
    "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": "2024-06-16T12:19:15.418169Z",
     "iopub.status.busy": "2024-06-16T12:19:15.417955Z",
     "iopub.status.idle": "2024-06-16T12:19:15.602134Z",
     "shell.execute_reply": "2024-06-16T12:19:15.601598Z"
    },
    "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": "2024-06-16T12:19:15.604319Z",
     "iopub.status.busy": "2024-06-16T12:19:15.603974Z",
     "iopub.status.idle": "2024-06-16T12:19:15.912658Z",
     "shell.execute_reply": "2024-06-16T12:19:15.912018Z"
    },
    "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": "2024-06-16T12:19:15.914764Z",
     "iopub.status.busy": "2024-06-16T12:19:15.914578Z",
     "iopub.status.idle": "2024-06-16T12:19:16.205042Z",
     "shell.execute_reply": "2024-06-16T12:19:16.204527Z"
    },
    "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": "2024-06-16T12:19:16.207339Z",
     "iopub.status.busy": "2024-06-16T12:19:16.207001Z",
     "iopub.status.idle": "2024-06-16T12:19:16.339256Z",
     "shell.execute_reply": "2024-06-16T12:19:16.338817Z"
    },
    "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": "2024-06-16T12:19:16.341527Z",
     "iopub.status.busy": "2024-06-16T12:19:16.341170Z",
     "iopub.status.idle": "2024-06-16T12:19:16.554300Z",
     "shell.execute_reply": "2024-06-16T12:19:16.553782Z"
    },
    "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\");"
   ]
  },
  {
   "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": "2024-06-16T12:19:16.556677Z",
     "iopub.status.busy": "2024-06-16T12:19:16.556230Z",
     "iopub.status.idle": "2024-06-16T12:19:16.810478Z",
     "shell.execute_reply": "2024-06-16T12:19:16.809946Z"
    },
    "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": "2024-06-16T12:19:16.812877Z",
     "iopub.status.busy": "2024-06-16T12:19:16.812436Z",
     "iopub.status.idle": "2024-06-16T12:19:16.820543Z",
     "shell.execute_reply": "2024-06-16T12:19:16.820005Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "<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",
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       "</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",
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       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.10/dt_bundle.css\" rel=\"stylesheet\">\n",
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       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 7411, 41.0], [\"secure@intel.com\", 1026, 6.0], [\"psirt@us.ibm.com\", 943, 5.0], [\"secalert_us@oracle.com\", 707, 4.0], [\"secure@microsoft.com\", 704, 4.0], [\"security.cna@qualcomm.com\", 670, 4.0], [\"secalert@redhat.com\", 580, 3.0], [\"support@hackerone.com\", 536, 3.0], [\"psirt@cisco.com\", 464, 3.0], [\"psirt@adobe.com\", 388, 2.0], [\"security@mozilla.org\", 350, 2.0], [\"ics-cert@hq.dhs.gov\", 338, 2.0], [\"talos-cna@cisco.com\", 336, 2.0], [\"security@android.com\", 287, 2.0], [\"security-alert@hpe.com\", 258, 1.0], [\"zdi-disclosures@trendmicro.com\", 246, 1.0], [\"chrome-cve-admin@google.com\", 245, 1.0], [\"secure@dell.com\", 241, 1.0], [\"psirt@huawei.com\", 226, 1.0], [\"product-security@apple.com\", 177, 1.0], [\"security@apache.org\", 175, 1.0], [\"vultures@jpcert.or.jp\", 172, 1.0], [\"cna@sap.com\", 130, 1.0], [\"security@opentext.com\", 122, 1.0], [\"cert@cert.org\", 111, 1.0], [\"f5sirt@f5.com\", 107, 1.0], [\"cybersecurity@schneider-electric.com\", 90, 0.0], [\"security@atlassian.com\", 74, 0.0], [\"security@trendmicro.com\", 67, 0.0], [\"productcert@siemens.com\", 66, 0.0], [\"sirt@juniper.net\", 60, 0.0], [\"security@debian.org\", 56, 0.0], [\"psirt@lenovo.com\", 54, 0.0], [\"vulnreport@tenable.com\", 52, 0.0], [\"vulnerability@kaspersky.com\", 50, 0.0], [\"trellixpsirt@trellix.com\", 47, 0.0], [\"psirt@nvidia.com\", 38, 0.0], [\"security@vmware.com\", 35, 0.0], [\"secure@symantec.com\", 31, 0.0], [\"security@synology.com\", 30, 0.0], [\"security@qnap.com\", 29, 0.0], [\"vuln@ca.com\", 27, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 25, 0.0], [\"psirt@paloaltonetworks.com\", 24, 0.0], [\"secteam@freebsd.org\", 22, 0.0], [\"security@tibco.com\", 22, 0.0], [\"security@elastic.co\", 19, 0.0], [\"psirt@zte.com.cn\", 18, 0.0], [\"security@perforce.com\", 18, 0.0], [\"psirt@fortinet.com\", 17, 0.0], [\"openssl-security@openssl.org\", 17, 0.0], [\"security@eclipse.org\", 16, 0.0], [\"security-alert@netapp.com\", 16, 0.0], [\"larry0@me.com\", 15, 0.0], [\"security@ubuntu.com\", 15, 0.0], [\"sirt@brocade.com\", 14, 0.0], [\"cve-request@iojs.org\", 14, 0.0], [\"cve-assign@fb.com\", 14, 0.0], [\"hp-security-alert@hp.com\", 13, 0.0], [\"cve@checkpoint.com\", 12, 0.0], [\"security@drupal.org\", 10, 0.0], [\"report@snyk.io\", 10, 0.0], [\"security@marklogic.com\", 10, 0.0], [\"security-report@netflix.com\", 10, 0.0], [\"vuln@krcert.or.kr\", 9, 0.0], [\"cve@rapid7.com\", 8, 0.0], [\"securityalerts@avaya.com\", 6, 0.0], [\"secure@blackberry.com\", 6, 0.0], [\"security@kubernetes.io\", 6, 0.0], [\"browser-security@yandex-team.ru\", 3, 0.0], [\"cve@navercorp.com\", 2, 0.0], [\"hsrc@hikvision.com\", 2, 0.0], [\"patrick@puiterwijk.org\", 1, 0.0], [\"PSIRT@sonicwall.com\", 1, 0.0], [\"cybersecurity@dahuatech.com\", 1, 0.0], [\"vulnerability@cspcert.ph\", 1, 0.0], [\"https://obdev.at/go/cna\", 1, 0.0]];\n",
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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d41f70e4",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2024-06-16T12:19:16.827271Z"
    },
    "tags": [
     "remove-input"
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   "outputs": [
    {
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       "<thead>\n",
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       "      \n",
       "      <th>CWE</th>\n",
       "      <th>CVEs</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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       "</tr></tbody>\n",
       "\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.10/dt_bundle.css\" rel=\"stylesheet\">\n",
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       "        const data = [[\"NVD-CWE-noinfo\", 2003], [\"CWE-79\", 2001], [\"Missing_Data\", 1643], [\"CWE-20\", 1176], [\"CWE-200\", 1030], [\"CWE-119\", 989], [\"CWE-787\", 837], [\"CWE-125\", 736], [\"CWE-190\", 667], [\"CWE-22\", 535], [\"CWE-89\", 502], [\"CWE-352\", 451], [\"CWE-416\", 392], [\"CWE-476\", 328], [\"CWE-78\", 325], [\"CWE-287\", 285], [\"CWE-732\", 214], [\"CWE-611\", 186], [\"CWE-310\", 171], [\"CWE-400\", 167], [\"CWE-434\", 166], [\"CWE-94\", 156], [\"CWE-798\", 142], [\"CWE-295\", 125], [\"CWE-502\", 119], [\"CWE-772\", 114], [\"CWE-522\", 112], [\"CWE-269\", 112], [\"CWE-835\", 105], [\"CWE-863\", 105], [\"CWE-362\", 103], [\"CWE-704\", 93], [\"CWE-264\", 88], [\"CWE-601\", 84], [\"CWE-426\", 76], [\"CWE-415\", 67], [\"CWE-918\", 67], [\"CWE-532\", 64], [\"CWE-862\", 58], [\"CWE-120\", 48], [\"CWE-384\", 48], [\"CWE-59\", 47], [\"CWE-284\", 46], [\"CWE-77\", 45], [\"CWE-74\", 44], [\"CWE-306\", 43], [\"CWE-319\", 42], [\"CWE-404\", 42], [\"CWE-347\", 41], [\"CWE-326\", 41], [\"CWE-770\", 36], [\"CWE-665\", 30], [\"CWE-327\", 29], [\"CWE-129\", 28], [\"CWE-369\", 28], [\"CWE-255\", 27], [\"CWE-617\", 26], [\"CWE-668\", 25], [\"CWE-311\", 25], [\"CWE-640\", 24], [\"CWE-427\", 24], [\"CWE-134\", 21], [\"CWE-693\", 19], [\"CWE-1236\", 19], [\"CWE-254\", 18], [\"CWE-203\", 18], [\"CWE-674\", 18], [\"CWE-312\", 17], [\"CWE-425\", 17], [\"NVD-CWE-Other\", 17], [\"CWE-824\", 17], [\"CWE-275\", 17], [\"CWE-338\", 17], [\"CWE-755\", 16], [\"CWE-428\", 16], [\"CWE-1188\", 16], [\"CWE-399\", 15], [\"CWE-191\", 15], [\"CWE-330\", 15], [\"CWE-346\", 15], [\"CWE-521\", 15], [\"CWE-276\", 14], [\"CWE-88\", 14], [\"CWE-908\", 12], [\"CWE-345\", 12], [\"CWE-613\", 12], [\"CWE-320\", 11], [\"CWE-290\", 11], [\"CWE-388\", 11], [\"CWE-444\", 10], [\"CWE-358\", 10], [\"CWE-834\", 10], [\"CWE-307\", 10], [\"CWE-829\", 9], [\"CWE-843\", 9], [\"CWE-1021\", 9], [\"CWE-19\", 9], [\"CWE-639\", 8], [\"CWE-118\", 8], [\"CWE-285\", 8], [\"CWE-91\", 8], [\"CWE-122\", 7], [\"CWE-682\", 7], [\"CWE-93\", 7], [\"CWE-209\", 7], [\"CWE-754\", 7], [\"CWE-193\", 7], [\"CWE-552\", 7], [\"CWE-459\", 7], [\"CWE-113\", 6], [\"CWE-185\", 6], [\"CWE-417\", 6], [\"CWE-331\", 6], [\"CWE-116\", 6], [\"CWE-294\", 6], [\"CWE-123\", 5], [\"CWE-121\", 5], [\"CWE-367\", 5], [\"CWE-184\", 5], [\"CWE-916\", 5], [\"CWE-252\", 4], [\"CWE-172\", 4], [\"CWE-401\", 4], [\"CWE-385\", 4], [\"CWE-281\", 4], [\"CWE-17\", 3], [\"CWE-16\", 3], [\"CWE-909\", 3], [\"CWE-667\", 3], [\"CWE-538\", 3], [\"CWE-917\", 3], [\"CWE-670\", 3], [\"CWE-354\", 3], [\"CWE-1321\", 3], [\"CWE-90\", 3], [\"CWE-763\", 3], [\"CWE-470\", 3], [\"CWE-749\", 3], [\"CWE-681\", 2], [\"CWE-361\", 2], [\"CWE-436\", 2], [\"CWE-441\", 2], [\"CWE-592\", 2], [\"CWE-250\", 2], [\"CWE-494\", 2], [\"CWE-565\", 2], [\"CWE-642\", 2], [\"CWE-189\", 2], [\"CWE-924\", 2], [\"CWE-178\", 2], [\"CWE-131\", 2], [\"CWE-706\", 2], [\"CWE-273\", 2], [\"CWE-335\", 2], [\"CWE-212\", 1], [\"CWE-321\", 1], [\"CWE-610\", 1], [\"CWE-534\", 1], [\"CWE-297\", 1], [\"CWE-838\", 1], [\"CWE-707\", 1], [\"CWE-117\", 1], [\"CWE-405\", 1], [\"CWE-266\", 1], [\"CWE-920\", 1], [\"CWE-99\", 1], [\"CWE-1333\", 1], [\"CWE-460\", 1], [\"CWE-1187\", 1], [\"CWE-332\", 1], [\"CWE-774\", 1], [\"CWE-288\", 1], [\"CWE-407\", 1], [\"CWE-471\", 1]];\n",
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   "source": [
    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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  },
  {
   "cell_type": "markdown",
   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:19:16.829940Z",
     "iopub.status.busy": "2024-06-16T12:19:16.829682Z",
     "iopub.status.idle": "2024-06-16T12:19:16.930121Z",
     "shell.execute_reply": "2024-06-16T12:19:16.929612Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t0\n",
      "CVE-2003:\t1\n",
      "CVE-2004:\t1\n",
      "CVE-2005:\t0\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t1\n",
      "CVE-2008:\t1\n",
      "CVE-2009:\t8\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t20\n",
      "CVE-2012:\t23\n",
      "CVE-2013:\t54\n",
      "CVE-2014:\t229\n",
      "CVE-2015:\t274\n",
      "CVE-2016:\t683\n",
      "CVE-2017:\t4141\n",
      "CVE-2018:\t12717\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-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:19:16.932266Z",
     "iopub.status.busy": "2024-06-16T12:19:16.931917Z",
     "iopub.status.idle": "2024-06-16T12:19:16.935674Z",
     "shell.execute_reply": "2024-06-16T12:19:16.935186Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-06-16 12:19:16.932926**"
      ],
      "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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