{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2017\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:17:39.932156Z",
     "iopub.status.busy": "2024-06-16T12:17:39.931970Z",
     "iopub.status.idle": "2024-06-16T12:17:40.475086Z",
     "shell.execute_reply": "2024-06-16T12:17:40.474490Z"
    },
    "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": "2024-06-16T12:17:40.477662Z",
     "iopub.status.busy": "2024-06-16T12:17:40.477198Z",
     "iopub.status.idle": "2024-06-16T12:18:24.931284Z",
     "shell.execute_reply": "2024-06-16T12:18:24.930731Z"
    },
    "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'] > '2017-01-01') & (nvd['Published']  < '2018-01-01'))\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(2017, 1, 1)\n",
    "enddate  = date(2017, 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": "2024-06-16T12:18:24.933798Z",
     "iopub.status.busy": "2024-06-16T12:18:24.933446Z",
     "iopub.status.idle": "2024-06-16T12:18:24.938899Z",
     "shell.execute_reply": "2024-06-16T12:18:24.938395Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18113**<br />Average CVEs Per Day: **49.76**<br />Average CVSS Score: **7.25**"
      ],
      "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": "2024-06-16T12:18:24.940998Z",
     "iopub.status.busy": "2024-06-16T12:18:24.940676Z",
     "iopub.status.idle": "2024-06-16T12:18:24.949214Z",
     "shell.execute_reply": "2024-06-16T12:18:24.948791Z"
    },
    "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": "2024-06-16T12:18:24.951291Z",
     "iopub.status.busy": "2024-06-16T12:18:24.950963Z",
     "iopub.status.idle": "2024-06-16T12:18:25.857838Z",
     "shell.execute_reply": "2024-06-16T12:18:25.857221Z"
    },
    "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": "2024-06-16T12:18:25.859968Z",
     "iopub.status.busy": "2024-06-16T12:18:25.859784Z",
     "iopub.status.idle": "2024-06-16T12:18:26.062733Z",
     "shell.execute_reply": "2024-06-16T12:18:26.062149Z"
    },
    "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": "2024-06-16T12:18:26.064920Z",
     "iopub.status.busy": "2024-06-16T12:18:26.064737Z",
     "iopub.status.idle": "2024-06-16T12:18:26.363180Z",
     "shell.execute_reply": "2024-06-16T12:18:26.362690Z"
    },
    "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": "2024-06-16T12:18:26.365301Z",
     "iopub.status.busy": "2024-06-16T12:18:26.365116Z",
     "iopub.status.idle": "2024-06-16T12:18:26.663166Z",
     "shell.execute_reply": "2024-06-16T12:18:26.662618Z"
    },
    "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": "2024-06-16T12:18:26.665450Z",
     "iopub.status.busy": "2024-06-16T12:18:26.665106Z",
     "iopub.status.idle": "2024-06-16T12:18:26.794299Z",
     "shell.execute_reply": "2024-06-16T12:18:26.793739Z"
    },
    "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": "2024-06-16T12:18:26.796669Z",
     "iopub.status.busy": "2024-06-16T12:18:26.796315Z",
     "iopub.status.idle": "2024-06-16T12:18:27.041277Z",
     "shell.execute_reply": "2024-06-16T12:18:27.040769Z"
    },
    "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",
    "\n",
    "\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": "2024-06-16T12:18:27.043553Z",
     "iopub.status.busy": "2024-06-16T12:18:27.043217Z",
     "iopub.status.idle": "2024-06-16T12:18:27.281645Z",
     "shell.execute_reply": "2024-06-16T12:18:27.281140Z"
    },
    "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": "2024-06-16T12:18:27.283872Z",
     "iopub.status.busy": "2024-06-16T12:18:27.283558Z",
     "iopub.status.idle": "2024-06-16T12:18:27.291960Z",
     "shell.execute_reply": "2024-06-16T12:18:27.291508Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_a92394b2_c649_4822_a7cb_9ba2332ede61\" 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=\"M0,200H400V157H0Z\" />\n",
       "        <path d=\"M100,100H500V57H100Z\" />\n",
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       "        <path d=\"M0,150H400V107H0Z\" />\n",
       "        <path d=\"M100,50H500V7H100Z\" />\n",
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       "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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       "        const data = [[\"cve@mitre.org\", 6768, 37.0], [\"secure@microsoft.com\", 1475, 8.0], [\"product-security@apple.com\", 1073, 6.0], [\"secalert_us@oracle.com\", 979, 5.0], [\"secalert@redhat.com\", 908, 5.0], [\"security@android.com\", 762, 4.0], [\"psirt@us.ibm.com\", 718, 4.0], [\"psirt@cisco.com\", 598, 3.0], [\"vultures@jpcert.or.jp\", 468, 3.0], [\"cert@cert.org\", 460, 3.0], [\"psirt@adobe.com\", 431, 2.0], [\"ics-cert@hq.dhs.gov\", 364, 2.0], [\"security.cna@qualcomm.com\", 297, 2.0], [\"psirt@huawei.com\", 246, 1.0], [\"security@debian.org\", 207, 1.0], [\"chrome-cve-admin@google.com\", 186, 1.0], [\"secure@dell.com\", 167, 1.0], [\"security@apache.org\", 163, 1.0], [\"talos-cna@cisco.com\", 140, 1.0], [\"security@opentext.com\", 139, 1.0], [\"psirt@nvidia.com\", 105, 1.0], [\"sirt@juniper.net\", 97, 1.0], [\"secure@intel.com\", 91, 1.0], [\"secure@symantec.com\", 78, 0.0], [\"security-alert@hpe.com\", 75, 0.0], [\"psirt@lenovo.com\", 73, 0.0], [\"security@vmware.com\", 73, 0.0], [\"support@hackerone.com\", 66, 0.0], [\"hp-security-alert@hp.com\", 66, 0.0], [\"zdi-disclosures@trendmicro.com\", 63, 0.0], [\"trellixpsirt@trellix.com\", 57, 0.0], [\"product-security@silabs.com\", 56, 0.0], [\"f5sirt@f5.com\", 51, 0.0], [\"larry0@me.com\", 51, 0.0], [\"security@mozilla.org\", 49, 0.0], [\"psirt@fortinet.com\", 46, 0.0], [\"security@synology.com\", 46, 0.0], [\"cve@rapid7.com\", 44, 0.0], [\"security@ubuntu.com\", 43, 0.0], [\"productcert@siemens.com\", 41, 0.0], [\"security@trendmicro.com\", 34, 0.0], [\"security@elastic.co\", 25, 0.0], [\"security@atlassian.com\", 19, 0.0], [\"cybersecurity@schneider-electric.com\", 17, 0.0], [\"security-officer@isc.org\", 15, 0.0], [\"cve@checkpoint.com\", 15, 0.0], [\"secure@blackberry.com\", 13, 0.0], [\"security@perforce.com\", 13, 0.0], [\"security@qnap.com\", 13, 0.0], [\"cna@sap.com\", 12, 0.0], [\"openssl-security@openssl.org\", 11, 0.0], [\"security@tibco.com\", 10, 0.0], [\"vuln@krcert.or.kr\", 10, 0.0], [\"secteam@freebsd.org\", 9, 0.0], [\"vulnerability@kaspersky.com\", 9, 0.0], [\"sirt@brocade.com\", 9, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 8, 0.0], [\"security@marklogic.com\", 5, 0.0], [\"vulnreport@tenable.com\", 5, 0.0], [\"joshbressers@example.com\", 5, 0.0], [\"https://obdev.at/go/cna\", 5, 0.0], [\"browser-security@yandex-team.ru\", 4, 0.0], [\"security@drupal.org\", 4, 0.0], [\"psirt@zte.com.cn\", 4, 0.0], [\"security-alert@netapp.com\", 4, 0.0], [\"patrick@puiterwijk.org\", 3, 0.0], [\"cybersecurity@dahuatech.com\", 3, 0.0], [\"security@eclipse.org\", 2, 0.0], [\"vuln@ca.com\", 2, 0.0], [\"cve-request@iojs.org\", 2, 0.0], [\"netgear@example.com\", 1, 0.0], [\"security@kubernetes.io\", 1, 0.0], [\"security@duo.com\", 1, 0.0]];\n",
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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
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   "id": "710b1f6e",
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     "shell.execute_reply": "2024-06-16T12:18:27.298653Z"
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    "tags": [
     "remove-input"
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   "outputs": [
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       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \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",
       "</div>\n",
       "</tr></tbody>\n",
       "\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.10/dt_bundle.css\" rel=\"stylesheet\">\n",
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       "        // Define the table data\n",
       "        const data = [[\"Missing_Data\", 3470], [\"CWE-119\", 2116], [\"NVD-CWE-noinfo\", 1684], [\"CWE-79\", 1473], [\"CWE-200\", 1297], [\"CWE-20\", 954], [\"CWE-125\", 682], [\"CWE-89\", 504], [\"CWE-476\", 339], [\"CWE-352\", 314], [\"CWE-264\", 291], [\"CWE-416\", 272], [\"CWE-22\", 270], [\"CWE-284\", 262], [\"CWE-787\", 239], [\"CWE-287\", 228], [\"CWE-190\", 211], [\"CWE-295\", 175], [\"CWE-772\", 166], [\"CWE-78\", 155], [\"CWE-426\", 138], [\"CWE-400\", 134], [\"CWE-611\", 106], [\"CWE-362\", 100], [\"CWE-77\", 100], [\"CWE-798\", 94], [\"CWE-269\", 94], [\"CWE-601\", 93], [\"CWE-434\", 90], [\"CWE-835\", 90], [\"CWE-94\", 88], [\"CWE-732\", 83], [\"CWE-254\", 81], [\"CWE-399\", 73], [\"CWE-502\", 68], [\"CWE-74\", 66], [\"CWE-369\", 52], [\"CWE-415\", 45], [\"CWE-255\", 45], [\"CWE-862\", 42], [\"CWE-918\", 42], [\"CWE-326\", 42], [\"CWE-427\", 39], [\"CWE-617\", 38], [\"CWE-770\", 38], [\"CWE-120\", 35], [\"CWE-522\", 35], [\"CWE-704\", 34], [\"CWE-59\", 34], [\"CWE-19\", 33], [\"CWE-384\", 33], [\"CWE-306\", 31], [\"CWE-532\", 30], [\"CWE-834\", 28], [\"CWE-863\", 28], [\"CWE-327\", 27], [\"CWE-319\", 26], [\"CWE-310\", 26], [\"NVD-CWE-Other\", 25], [\"CWE-275\", 25], [\"CWE-276\", 24], [\"CWE-330\", 22], [\"CWE-665\", 22], [\"CWE-281\", 22], [\"CWE-129\", 20], [\"CWE-189\", 20], [\"CWE-1188\", 19], [\"CWE-640\", 18], [\"CWE-134\", 18], [\"CWE-668\", 18], [\"CWE-345\", 17], [\"CWE-191\", 17], [\"CWE-311\", 16], [\"CWE-674\", 16], [\"CWE-347\", 16], [\"CWE-682\", 15], [\"CWE-404\", 14], [\"CWE-639\", 14], [\"CWE-755\", 13], [\"CWE-613\", 13], [\"CWE-203\", 12], [\"CWE-754\", 12], [\"CWE-401\", 12], [\"CWE-428\", 11], [\"CWE-552\", 11], [\"CWE-93\", 10], [\"CWE-521\", 10], [\"CWE-320\", 10], [\"CWE-346\", 10], [\"CWE-843\", 9], [\"CWE-285\", 9], [\"CWE-388\", 9], [\"CWE-307\", 8], [\"CWE-358\", 7], [\"CWE-331\", 7], [\"CWE-290\", 7], [\"CWE-425\", 7], [\"CWE-1021\", 7], [\"CWE-417\", 6], [\"CWE-91\", 6], [\"CWE-252\", 6], [\"CWE-116\", 6], [\"CWE-90\", 6], [\"CWE-444\", 5], [\"CWE-312\", 5], [\"CWE-354\", 5], [\"CWE-367\", 5], [\"CWE-113\", 5], [\"CWE-338\", 5], [\"CWE-922\", 4], [\"CWE-494\", 4], [\"CWE-361\", 4], [\"CWE-908\", 4], [\"CWE-118\", 4], [\"CWE-824\", 3], [\"CWE-300\", 3], [\"CWE-335\", 3], [\"CWE-565\", 3], [\"CWE-131\", 3], [\"CWE-209\", 3], [\"CWE-297\", 2], [\"CWE-829\", 2], [\"CWE-184\", 2], [\"CWE-407\", 2], [\"CWE-17\", 2], [\"CWE-1333\", 2], [\"CWE-193\", 2], [\"CWE-459\", 2], [\"CWE-88\", 2], [\"CWE-294\", 2], [\"CWE-123\", 2], [\"CWE-610\", 2], [\"CWE-672\", 2], [\"CWE-332\", 2], [\"CWE-1\", 2], [\"CWE-769\", 2], [\"CWE-920\", 1], [\"CWE-749\", 1], [\"CWE-943\", 1], [\"CWE-121\", 1], [\"CWE-895\", 1], [\"CWE-693\", 1], [\"CWE-377\", 1], [\"CWE-669\", 1], [\"CWE-763\", 1], [\"CWE-16\", 1], [\"CWE-441\", 1], [\"CWE-909\", 1], [\"CWE-664\", 1], [\"CWE-99\", 1], [\"CWE-662\", 1], [\"CWE-697\", 1], [\"CWE-913\", 1], [\"CWE-273\", 1], [\"CWE-776\", 1], [\"CWE-18\", 1], [\"CWE-534\", 1], [\"CWE-1187\", 1], [\"CWE-670\", 1], [\"CWE-199\", 1], [\"CWE-178\", 1], [\"CWE-538\", 1], [\"CWE-916\", 1], [\"CWE-681\", 1]];\n",
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    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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  {
   "cell_type": "markdown",
   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
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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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     "remove-input"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t11\n",
      "CVE-2002:\t13\n",
      "CVE-2003:\t27\n",
      "CVE-2004:\t30\n",
      "CVE-2005:\t63\n",
      "CVE-2006:\t80\n",
      "CVE-2007:\t45\n",
      "CVE-2008:\t112\n",
      "CVE-2009:\t67\n",
      "CVE-2010:\t121\n",
      "CVE-2011:\t160\n",
      "CVE-2012:\t326\n",
      "CVE-2013:\t389\n",
      "CVE-2014:\t788\n",
      "CVE-2015:\t1337\n",
      "CVE-2016:\t3585\n",
      "CVE-2017:\t10959\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"
   ]
  },
  {
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     "shell.execute_reply": "2024-06-16T12:18:27.401452Z"
    },
    "tags": [
     "remove-input"
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   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-06-16 12:18:27.399114**"
      ],
      "text/plain": [
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      ]
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     "execution_count": 15,
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    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
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