CVE2017.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2017\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:19:27.636076Z",
     "iopub.status.busy": "2025-01-31T20:19:27.635689Z",
     "iopub.status.idle": "2025-01-31T20:19:28.300527Z",
     "shell.execute_reply": "2025-01-31T20:19:28.300018Z"
    },
    "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": "2025-01-31T20:19:28.302555Z",
     "iopub.status.busy": "2025-01-31T20:19:28.302334Z",
     "iopub.status.idle": "2025-01-31T20:19:52.055094Z",
     "shell.execute_reply": "2025-01-31T20:19:52.054525Z"
    },
    "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'] > '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": "2025-01-31T20:19:52.057177Z",
     "iopub.status.busy": "2025-01-31T20:19:52.056993Z",
     "iopub.status.idle": "2025-01-31T20:19:52.062363Z",
     "shell.execute_reply": "2025-01-31T20:19:52.061779Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18113**<br />Average CVEs Per Day: **49.76**<br />Average CVSS Score: **7.49**"
      ],
      "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": "2025-01-31T20:19:52.064204Z",
     "iopub.status.busy": "2025-01-31T20:19:52.063867Z",
     "iopub.status.idle": "2025-01-31T20:19:52.072366Z",
     "shell.execute_reply": "2025-01-31T20:19:52.071948Z"
    },
    "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": "2025-01-31T20:19:52.074142Z",
     "iopub.status.busy": "2025-01-31T20:19:52.073807Z",
     "iopub.status.idle": "2025-01-31T20:19:52.760010Z",
     "shell.execute_reply": "2025-01-31T20:19:52.759410Z"
    },
    "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": "2025-01-31T20:19:52.762107Z",
     "iopub.status.busy": "2025-01-31T20:19:52.761761Z",
     "iopub.status.idle": "2025-01-31T20:19:53.001452Z",
     "shell.execute_reply": "2025-01-31T20:19:53.000943Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2bauYmBj16dNHkjR69GidffbZ6tatmzZs2KBJkyYpMzNT3333nSQpNzfXreCU5Lqdm5t7wjF2u11lZWVq1apVrUyTJ0/WxIkTXbdrruQcMmQIV3ICAIxyOKr10EP/lCTNm5evhIRDZgN5SHX10Ykly5bZ9PnntxpOAwAAAMDT7Ha7V89vvOS84IILlJqaqsLCQn3zzTd66KGHtHTpUvXp00dPPPGEa1zfvn3VtWtX3XjjjcrKytJ5553ntUwhISEKCQmpdX9wcLCCg4O99rwAAJzM0qV7VFh4dEmVykpLkk+tOnPavv9+D++1AAAAQADy9ud844tetWjRQr169dLll1+uKVOm6JJLLtH7779f59gBAwZIkrZv3y5JioiIUF5entuYmtsREREnHBMaGlrnVZwAAPiyuLgMSYG1q/qxcnKKVVXlNB0DAAAAgJ8xXnL+ktPpdNv051ipqamSpK5du0qSIiMjtXHjRh04cMA1JjExUaGhoa4p75GRkVq8eLHbeRITE93W/QQAwB9YlqXY2MyffjYcxkssS/r2282mYwAAAADwM0ZLzsmTJ2vZsmXKzs7Wxo0bNXnyZCUnJ+v+++9XVlaW/vznP2vdunXKzs7W7NmzNWbMGA0ePFj9+vWTJA0bNkx9+vTRgw8+qLS0NCUkJOi1117TuHHjXNPNn3rqKe3YsUMvv/yyMjIy9MEHHyg6OloTJkww+dIBAGiwH3/M0d693l3HxhfMmLHRdAQAAAAAfsbompwHDhzQmDFjlJOTo7CwMPXr108JCQm66aabtGfPHi1atEj//Oc/VVJSou7du2vkyJF67bXXXI9v1qyZ5s6dq7FjxyoyMlJt2rTRQw89pDfffNM1pmfPnoqPj9eECRP0/vvv66yzztLUqVM1fPhwEy8ZAIBTFhubYTpCo1i5cp/pCAAAAAD8jM2yAnXCm+fY7XaFhYUpPz+f3dUBAMb06/ehNm48cPKBAaC09FW1asUGRAAAAECgqOnXCgsLFRoa6vHz+9yanAAAoLasrMNNpuCUpK++2mQ6AgAAAAA/QskJAIAfiIvLNB2hUUVHp5uOAAAAAMCPUHICAOAHatbjtNkMB2kkq1ezLicAAACA+qPkBADAxx08WKIfftgjSWoqK2kfOVKuoqIK0zEAAAAA+AlKTgAAfNzcuVvldDaRdvMYUVFppiMAAAAA8BOUnAAA+LjY2KPrcTaVqeo1vv12s+kIAAAAAPwEJScAAD6spKRSCxdmSWo6U9Vr/PhjrukIAAAAAPwEJScAAD4sMXGHysurTMcwwm6vUH5+iekYAAAAAPwAJScAAD6sqe2q/kuffppqOgIAAAAAP0DJCQCAj6qqcmrOnK2Smt5U9RpxcRmmIwAAAADwA5ScAAD4qOXLd+vw4TLTMYxKS8szHQEAAACAH6DkBADAR9VcxdhUp6pLUkmJQ3v3FpqOAQAAAMDHUXICAOCDLMtSbGzmTz8bDmPY1KnrTUcAAAAA4OMoOQEA8EEbNuQpO7vAdAyfMHfuVtMRAAAAAPg4Sk4AAHxQza7qkNLTD5qOAAAAAMDHUXICAOCD4uIyTUfwGeXlVcrKOmw6BgAAAAAfRskJAICP2bWrQOvX55qO4VM+/nid6QgAAAAAfBglJwAAPoarOGubP3+76QgAAAAAfBglJwAAPqZmPU6bzXAQH5KZech0BAAAAAA+jJITAAAfcvhwmZYt2yVJsizDYXxIZWW1Nm7MMx0DAAAAgI+i5AQAwIfEx29VdTXtZl0++eRH0xEAAAAA+ChKTgAAfEhs7NH1OJmqXltiYpbpCAAAAAB8FCUnAAA+oqzMoQULjm6ww1T12rZvP2I6AgAAAAAfRckJAICPWLx4p0pLHaZj+KyqKqdWrtxjOgYAAAAAH0TJCQCAj2BX9ZP79NNU0xEAAAAA+CBKTgAAfEB1tVOzZx9dj5Op6se3ZMlO0xEAAAAA+CBKTgAAfMDKlXt18GCp6Rg+b+fOAjmdTtMxAAAAAPgYSk4AAHwAU9Xrx+m0lJSUbToGAAAAAB9DyQkAgGGWZSkmJuOnnw2H8QPTpqWajgAAAADAx1ByAgBg2ObNB5WVdcR0DL+xbNku0xEAAAAA+BhKTgAADIuLyzQdwa/s2WNnXU4AAAAAbig5AQAwrGY9TtSPZUlz524zHQMAAACAD6HkBADAoL177VqzZr/pGH7n8883mI4AAAAAwIdQcgIAYNDs2UxVPxU//LDbdAQAAAAAPoSSEwAAg2rW47TZDAfxMzk5xXI4qk3HAAAAAOAjKDkBADCkoKBcS5bslHR0nUk0zDffbDYdAQAAAICPoOQEAMCQ+fO3qaqKXcJP1YwZG01HAAAAAOAjKDkBADAkNpap6qdj1ap9piMAAAAA8BGUnAAAGFBRUaX587dJYqr6qTp4sFRlZQ7TMQAAAAD4AEpOAAAMSErKVlFRpekYfu/LL5myDgAAAICSEwAAI2JjMyQxVf10RUenm44AAAAAwAdQcgIA0MicTktxcUfX42Sq+ulZu3a/6QgAAAAAfAAlJwAAjWzNmn3KzS02HSMgHDlSLru9wnQMAAAAAIZRcgIA0MiYqu5Z06almo4AAAAAwDBKTgAAGllsLFPVPem777aYjgAAAADAMEpOAAAaUWZmvjIy8k3HCCg//phjOgIAAAAAwyg5AQBoRDUbDsFziooqlZ9fYjoGAAAAAIMoOQEAaEQ163HCs6ZOXW86AgAAAACDKDkBAGgkOTlFWrlyr+kYASkujvIYAAAAaMooOQEAaCRz5mxlsyEv2bDhgOkIAAAAAAyi5AQAoJHUrMdpsxkOEoBKSx3as6fQdAwAAAAAhlByAgDQCIqKKrRo0Q5J4mpOL/nkkx9NRwAAAABgCCUnAACNYMGC7aqsrDYdI6DFx281HQEAAACAIZScAAA0gthYpqp72+bNB01HAAAAAGAIJScAAF7mcFS7rjJkqrr3lJdXa+vWfNMxAAAAABhAyQkAgJctXbpLhYUVpmM0CZ98st50BAAAAAAGUHICAOBlsbEZkpiq3hgWLNhuOgIAAAAAAyg5AQDwIsuyFBeX+dPPhsM0AZmZTFcHAAAAmiJKTgAAvOjHH3O0d6/ddIwmw+FwKi0t13QMAAAAAI3MaMn54Ycfql+/fgoNDVVoaKgiIyM1f/581/Hy8nKNGzdOnTp1Utu2bTVy5Ejl5eW5nWP37t0aMWKEWrdurS5duuill15SVVWV25jk5GT1799fISEh6tWrl6ZNm9YYLw8AANdUdTSeTz750XQEAAAAAI3MaMl51lln6a9//avWrVuntWvX6oYbbtAdd9yh9PR0SdKECRM0Z84czZo1S0uXLtX+/ft19913ux5fXV2tESNGqLKyUitWrFBUVJSmTZum119/3TVm586dGjFihIYMGaLU1FSNHz9ejz32mBISEhr99QIAmp7Y2EzTEZqcRYt2mI4AAAAAoJHZLMu3Vgjr2LGj/va3v+mee+5R586dNWPGDN1zzz2SpIyMDPXu3VspKSkaOHCg5s+fr9tuu0379+9XeHi4JOmjjz7SpEmTdPDgQbVo0UKTJk1SfHy8Nm3a5HqOUaNGqaCgQAsWLKhXJrvdrrCwMOXn56tTp06ef9EAgICUlXVYvXr9r+kYTU7z5kFyOP5gOgYAAACAY9T0a4WFhQoNDfX4+Zt7/IynqLq6WrNmzVJJSYkiIyO1bt06ORwODR061DXmwgsvVI8ePVwlZ0pKivr27esqOCVp+PDhGjt2rNLT03XZZZcpJSXF7Rw1Y8aPH3/cLBUVFaqoqHDdttuPrqXmcDjkcDg89IoBAIHuu+82S5KCgqSQEJbB9jbLslRebqmqyqnvv9+hgQO7m44EAAAA4Cfe7tSMl5wbN25UZGSkysvL1bZtW8XExKhPnz5KTU1VixYt1L59e7fx4eHhys09uqFAbm6uW8FZc7zm2InG2O12lZWVqVWrVrUyTZkyRW+88Uat+5OSktS6detTfq0AgKZl2rRtkqRHHjlTt93W2XCapuHll7dq69ZSffvtUh0+3NF0HAAAAAA/KS0t9er5jZecF1xwgVJTU1VYWKhvvvlGDz30kJYuXWo00+TJkzVx4kTXbbvdru7du2vIkCFMVwcA1MuBAyXKyEiTJH3++X59+WWO4URNg8PhlCTNnWvX3/72gOE0AAAAAGrUzJT2FuMlZ4sWLdSrVy9J0uWXX641a9bo/fff129+8xtVVlaqoKDA7WrOvLw8RURESJIiIiK0evVqt/PV7L5+7Jhf7siel5en0NDQOq/ilKSQkBCFhITUuj84OFjBwcGn9kIBAE1KQsJOOZ1Hl72uqLAk+dQS2AFv585CNWvWTEFBLBMAAAAA+AJvd2o+98nf6XSqoqJCl19+uYKDg7V48WLXsczMTO3evVuRkZGSpMjISG3cuFEHDhxwjUlMTFRoaKj69OnjGnPsOWrG1JwDAABviIs7uqu6zWY4SBPldFpavHin6RgAAAAAGonRKzknT56sW265RT169FBRUZFmzJih5ORkJSQkKCwsTI8++qgmTpyojh07KjQ0VM8++6wiIyM1cOBASdKwYcPUp08fPfjgg3rnnXeUm5ur1157TePGjXNdifnUU0/p3//+t15++WU98sgjWrJkiaKjoxUfH2/ypQMAAlhJSaUWLsySJFlcwGnMtGmpuumm80zHAAAAANAIjJacBw4c0JgxY5STk6OwsDD169dPCQkJuummmyRJ7733noKCgjRy5EhVVFRo+PDh+uCDD1yPb9asmebOnauxY8cqMjJSbdq00UMPPaQ333zTNaZnz56Kj4/XhAkT9P777+uss87S1KlTNXz48EZ/vQCApmHhwiyVl1eZjtHkff/9btMRAAAAADQSm2VxjcnJ2O12hYWFKT8/n42HAAAn9dBDsZo+PU02G1dymmSzSQ7HH9Ssmc+tzgMAAAA0OTX9WmFhoUJDQz1+fj71AwDgQVVVTs2du1USBadpliXNnp1pOgYAAACARkDJCQCABy1fvluHD5eZjoGffPnlBtMRAAAAADQCSk4AADwoNjZDEruq+4offthrOgIAAACARkDJCQCAh1iWpbi4zJ9+NhwGkqTc3GI5HNWmYwAAAADwMkpOAAA8ZMOGPGVnF5iOgV+Ijk43HQEAAACAl1FyAgDgITVT1eFbvvpqk+kIAAAAALyMkhMAAA+JjWUnb1+0atU+0xEAAAAAeBklJwAAHrBrV4FSU3NNx0Ad8vNLVVrqMB0DAAAAgBdRcgIA4AE1Gw7BN33xxQbTEQAAAAB4ESUnAAAeULMep81mOAjqNGsWmw8BAAAAgYySEwCA03T4cJmWLdslSbIsw2FQp7Vrc0xHAAAAAOBFlJwAAJym+Pitqq6m3fRlBQXlKigoMx0DAAAAgJdQcgIAcJpqdlVnqrpvmzYtzXQEAAAAAF5CyQkAwGkoK3NowYLtkpiq7uu++26L6QgAAAAAvISSEwCA07Bo0Q6VljpMx0A9pKbmmo4AAAAAwEsoOQEAOA1xcUxV9xdFRZU6cKDEdAwAAAAAXkDJCQDAKaqudmr27KMlJ1PV/cPUqT+ajgAAAADACyg5AQA4RSkpe3XwYKnpGGiAmlIaAAAAQGCh5AQA4BTFxmZIYqq6P9m48YDpCAAAAAC8gJITAIBTYFmWq+Rkqrr/KC11aNeuAtMxAAAAAHgYJScAAKdg8+aDyso6YjoGTsEnn7AuJwAAABBoKDkBADgFNVdxwv/Mm7fNdAQAAAAAHkbJCQDAKYiNZQMbf7V580HTEQAAAAB4GCUnAAANtHevXWvX7jcdA6eooqJaGRn5pmMAAAAA8CBKTgAAGmj2bK7i9HesywkAAAAEFkpOAAAaqGY9TpvNcBCcsoSE7aYjAAAAAPAgSk4AABqgoKBcSUnZkiTLMpsFp27r1kOmIwAAAADwIEpOAAAaYP78baqqcpqOgdPkcDj14485pmMAAAAA8BBKTgAAGqBmV3Wmqvu/qVNZlxMAAAAIFJScAADUU0VFlebN2yaJqeqBYPHiHaYjAAAAAPAQSk4AAOppyZKdKi6uNB0DHpKVdUQWbTUAAAAQECg5AQCop7g4pqoHkupqS8uX7zYdAwAAAIAHUHICAFAPTqflKjm5+C9wfPZZqukIAAAAADyAkhMAgHpYvXqfcnOLTceAhyUnZ5uOAAAAAMADKDkBAKiH2NgMSUxVDzS7dhXK6XSajgEAAADgNFFyAgBQD0xVD0xOp6WFC9llHQAAAPB3lJwAAJxERka+MjLyTceAl0yfnmY6AgAAAIDTRMkJAMBJxMVlmI4AL/r++12mIwAAAAA4TZScAACcRGxspukI8KJ9+4pUXc26nAAAAIA/o+QEAOAEcnKKtGrVXtMx4EWW9fPGUgAAAAD8EyUnAAAnMGfOVjYbagK+/HKj6QgAAAAATgMlJwAAJ1BzhZ/NZjgIvGrFij2mIwAAAAA4DZScAAAcR1FRhRYv3ilJXM0Z4PLySlRRUWU6BgAAAIBTRMkJAMBxLFiwXZWV1aZjoJHMnJluOgIAAACAU0TJCQDAcdTsqs5U9aZh5sxNpiMAAAAAOEWUnAAA1KGyslrx8VslMVW9qVi1ap/pCAAAAABOESUnAAB1WLo0W4WFFaZjoBEdOlSmkpJK0zEAAAAAnAJKTgAA6hAXx1T1pujzzzeYjgAAAADgFFByAgDwC5ZlKTY246efDYdBo/rmm82mIwAAAAA4BZScAAD8wrp1Odq3r8h0DBiwdu1+0xEAAAAAnAJKTgAAfqHmKk40PYWFFTpypMx0DAAAAAANRMkJAMAv1KzHiabp00/Xm44AAAAAoIEoOQEAOMb27Ye1adMB0zFgEFfyAgAAAP6HkhMAgGPExVFwNXWpqXmmIwAAAABoIEpOAACOUTNV3WYzHATGFBdXKjeXjacAAAAAf0LJCQDATw4cKNEPP+yRJFmW4TAwaupU1uUEAAAA/AklJwAAP5k7d6ucTtpNSHPmsPkUAAAA4E8oOQEA+EnNhjNMVcfGjWw+BQAAAPgTSk4AACSVlFQqMXGHJKaqQyorq1J2doHpGAAAAADqiZITAABJCxdmqby8ynQM+JCPP15nOgIAAACAejJack6ZMkVXXnml2rVrpy5duujOO+9UZqb7GljXX3+9bDab25+nnnrKbczu3bs1YsQItW7dWl26dNFLL72kqir3L6rJycnq37+/QkJC1KtXL02bNs3bLw8A4EdiY9lVHe7mz99mOgIAAACAejJaci5dulTjxo3TypUrlZiYKIfDoWHDhqmkpMRt3OOPP66cnBzXn3feecd1rLq6WiNGjFBlZaVWrFihqKgoTZs2Ta+//rprzM6dOzVixAgNGTJEqampGj9+vB577DElJCQ02msFAPiuqiqn5s7dKomp6vjZli35piMAAAAAqCebZfnO17mDBw+qS5cuWrp0qQYPHizp6JWcl156qf75z3/W+Zj58+frtttu0/79+xUeHi5J+uijjzRp0iQdPHhQLVq00KRJkxQfH69Nmza5Hjdq1CgVFBRowYIFJ81lt9sVFham/Px8derU6fRfKADApyQnZ2vIkCjTMeCD0tPHqk+fLqZjAAAAAH6vpl8rLCxUaGiox8/f3ONnPA2FhYWSpI4dO7rd/+WXX+qLL75QRESEfv3rX+sPf/iDWrduLUlKSUlR3759XQWnJA0fPlxjx45Venq6LrvsMqWkpGjo0KFu5xw+fLjGjx9fZ46KigpVVFS4btvtdkmSw+GQw+E47dcJAPAt3323WZLUvLlNwcHMV4dUXu6UZUmffLJO77wz9OQPAAAAAHBC3u7UfKbkdDqdGj9+vK655hpdfPHFrvtHjx6ts88+W926ddOGDRs0adIkZWZm6rvvvpMk5ebmuhWckly3c3NzTzjGbrerrKxMrVq1cjs2ZcoUvfHGG7UyJiUlucpVAEBgsCxLX399tOR86aVzNGBAmOFE8AVTp+7V3Ln5yszcoXnz5pmOAwAAAPi90tJSr57fZ0rOcePGadOmTVq+fLnb/U888YTr5759+6pr16668cYblZWVpfPOO88rWSZPnqyJEye6btvtdnXv3l1DhgxhujoABJjU1DwdPJgmSXrvvWzZ2HkIkqqrj67ms3jxYcXFPXGS0QAAAABOpmamtLf4RMn5zDPPaO7cuVq2bJnOOuusE44dMGCAJGn79u0677zzFBERodWrV7uNycvLkyRFRES4/rfmvmPHhIaG1rqKU5JCQkIUEhJS6/7g4GAFBwfX/4UBAHzevHnbXT+Xl1uSfGapaviAykqnUlMP6MorzzQdBQAAAPBr3u7UjO6ublmWnnnmGcXExGjJkiXq2bPnSR+TmpoqSerataskKTIyUhs3btSBAwdcYxITExUaGqo+ffq4xixevNjtPImJiYqMjPTQKwEA+KvY2EzTEeDjPv10vekIAAAAAE7CaMk5btw4ffHFF5oxY4batWun3Nxc5ebmqqysTJKUlZWlP//5z1q3bp2ys7M1e/ZsjRkzRoMHD1a/fv0kScOGDVOfPn304IMPKi0tTQkJCXrttdc0btw419WYTz31lHbs2KGXX35ZGRkZ+uCDDxQdHa0JEyYYe+0AAPOyswuUmpprOgZ83OLFO01HAAAAAHASRkvODz/8UIWFhbr++uvVtWtX15+ZM2dKklq0aKFFixZp2LBhuvDCC/XCCy9o5MiRmjNnjusczZo109y5c9WsWTNFRkbqgQce0JgxY/Tmm2+6xvTs2VPx8fFKTEzUJZdcon/84x+aOnWqhg8f3uivGQDgO+LiMkxHgB/YseOILItlDAAAAABfZrP41H5SdrtdYWFhys/PZ+MhAAggN9wQpaSkbNlsEu+GOJHk5Id03XXnmI4BAAAA+K2afq2wsFChoaEeP7/RKzkBADDl0KFSLVu2SxIFJ07us89STUcAAAAAcAKUnACAJik+fpuqq2k3UT9Ll2abjgAAAADgBCg5AQBNUmzs0fU4bTbDQeAXdu8ulNPpNB0DAAAAwHFQcgIAmpyyMocSErIkMVUd9eN0SgsWZJmOAQAAAOA4PFJyFhQUeOI0AAA0ikWLdqi01GE6BvzM9OlppiMAAAAAOI4Gl5xvv/22Zs6c6bp93333qVOnTjrzzDOVlsaHfwCA72OqOk7F8uW7TUcAAAAAcBwNLjk/+ugjde/eXZKUmJioxMREzZ8/X7fccoteeukljwcEAMCTqqudmjNnqySmqqNh9u8vUlUV63ICAAAAvqh5Qx+Qm5vrKjnnzp2r++67T8OGDdM555yjAQMGeDwgAACelJKyVwcPlpqOAT9kWVJMzBbde+9FpqMAAAAA+IUGX8nZoUMH7dmzR5K0YMECDR06VJJkWZaqq6s9mw4AAA9jqjpOx4wZG01HAAAAAFCHBl/Jeffdd2v06NE6//zzdejQId1yyy2SpPXr16tXr14eDwgAgKdYluUqOZmqjlOxYsVe0xEAAAAA1KHBJed7772nc845R3v27NE777yjtm3bSpJycnL09NNPezwgAACekp5+UFlZR0zHgB87cKBEFRVVCglp8EcoAAAAAF7U4E/owcHBevHFF2vdP2HCBI8EAgDAW+LiMkxHQAD4+utNeuihS03HAAAAAHCMeq/J+fTTT6u4uNh1+6uvvlJJSYnrdkFBgW699VbPpgMAwINiYzNNR0AA+PrrTaYjAAAAAPiFepec//nPf1Ra+vNutE8++aTy8vJctysqKpSQkODZdAAAeMiePYVau3a/6RgIAGvW8P8jAAAAwNfUu+S0frFDwy9vAwDgy2bP5ipOeMahQ2UqLq4wHQMAAADAMepdcgIA4M/i4o6WnDab4SAICNOnbzAdAQAAAMAxKDkBAAGvoKBcSUnZkiQmIsATvvlms+kIAAAAAI7RoN3VX3/9dbVu3VqSVFlZqf/5n/9RWFiYJLmt1wkAgC+ZN2+bqqqcpmMggPz4Y47pCAAAAACOUe+Sc/DgwcrM/Hk9s6uvvlo7duyoNQYAAF8TG5sh6ehUda7khCcUFlbo8OEydezYynQUAAAAAGpAyZmcnOzFGAAAeEdFRZXmz98uiYITnvXf//6ol166xnQMAAAAAGrAmpwvvviiMjIyvJkFAACPW7Jkp4qLK03HQACKjc08+SAAAAAAjaLeJWdcXJwuuugiXX311fr0009VUlLizVwAAHjEsVPVAU9KS8s1HQEAAADAT+pdcm7btk1JSUn61a9+peeff14RERF65JFHtGLFCm/mAwDglDmdlmbP3iqJqerwvJISh/bvLzIdAwAAAIAaUHJKRzcWmjZtmnJzc/X+++9r27ZtGjRokHr37q2///3vysvL81ZOAAAabPXqfcrNLTYdAwFs6tR1piMAAAAAUANLzhpt2rTRI488ou+//15bt27V3XffrSlTpqhHjx6ezgcAwCljqjq8bc6craYjAAAAANAplpw1SkpK9P3332vp0qU6cuSIzj33XE/lAgDgtNWUnExVh7ekpx80HQEAAACATrHkXL58uR555BF17dpVzz33nH71q1/p+++/15YtWzydDwCAU5KRka/MzEOmYyDAlZVVaceOw6ZjAAAAAE1evUvOnJwc/fWvf9WFF16owYMHKyMjQ++++65ycnL06aef6pprrvFmTgAAGiQuLsN0BDQRn3zyo+kIAAAAQJPXvL4Du3fvrk6dOunBBx/Uo48+qt69e3szFwAApyU2NtN0BDQR8+Zt15QpQ03HAAAAAJq0epec0dHRuv3229W8eb0fAgCAETk5RVq5cq/pGGgiMjLyTUcAAAAAmrx6T1cfOHCgXnnlFdnt9lrHCgsL9dJLLykvL8+j4QAAOBXseI3GVFlZrU2bDpiOAQAAADRp9S453333XdntdoWGhtY6FhYWpqKiIr377rseDQcAwKmo2VXdZjMcBE3GJ5+sMx0BAAAAaNLqXXIuWLBAY8aMOe7xMWPGaO7cuR4JBQDAqbLbK7R48U5JkmUZDoMmIzFxh+kIAAAAQJNW75Jz586d6tGjx3GPn3XWWcrOzvZEJgAATtmCBdtVWVltOgaamG3bDpuOAAAAADRp9S45W7VqdcISMzs7W61atfJEJgAATllc3NFd1ZmqjsZUVeXU6tX7TMcAAAAAmqx6l5wDBgzQ559/ftzj06dP11VXXeWRUAAAnIrKymrFxx/ddIip6mhs//3vj6YjAAAAAE1W8/oOfPHFF3XTTTcpLCxML730ksLDwyVJeXl5eueddzRt2jQtXLjQa0EBADiZpUuzVVhYYToGmqglS7JNRwAAAACarHqXnEOGDNH//d//6fnnn9d7772n0NBQ2Ww2FRYWKjg4WP/7v/+rG264wZtZAQA4oWN3VedKTjS2HTuOyLIs2VgrAQAAAGh09S45JenJJ5/UbbfdpujoaG3fvl2WZelXv/qV7rnnHp111lneyggAwElZluVaj5OCEyY4nZaSk7M1ZEhP01EAAACAJqdBJacknXnmmZowYYI3sgAAcMrWrcvRvn1FpmOgiZs2LZWSEwAAADCg3hsPAQDgy2qmqgMmJSfvMh0BAAAAaJIoOQEAAYGSE75gz55COZ1O0zEAAACAJoeSEwDg97ZvP6z09IOmYwCyLGnevG2mYwAAAABNDiUnAMDvxcVxFSd8x/TpG0xHAAAAAJqcBpecr7/+upKSklReXu6NPAAANFhs7NFd1W02w0EAST/8sNt0BAAAAKDJaXDJmZKSol//+tdq3769rr32Wr322mtatGiRysrKvJEPAIATOnCgxFUqWZbhMICknJxiORzVpmMAAAAATUqDS87ExEQVFBRo8eLFuvXWW7V27Vrdfffdat++vQYNGuSNjAAAHNfcuVspN+FTLEv67rstpmMAAAAATUrzU3pQ8+a65ppr1LlzZ3Xs2FHt2rVTbGysMjJYEw0A0LhqdlW32biSE75jxoyN+s1vLjYdAwAAAGgyGnwl58cff6zRo0frzDPP1NVXX60FCxZo0KBBWrt2rQ4eZGdbAEDjKS6u1MKFWZIoOOFbUlL2mo4AAAAANCkNvpLzqaeeUufOnfXCCy/o6aefVtu2bb2RCwCAk1q4MEsVFax9CN9z8GCpysocatUq2HQUAAAAoElo8JWc3333ne6//359/fXX6ty5s66++mq9+uqrWrhwoUpLS72REQCAOsXFsas6fNeMGRtNRwAAAACaDJtlnfoEv8LCQn3//feaNWuWvvrqKwUFBam8vNyT+XyC3W5XWFiY8vPz1alTJ9NxAACSqqqc6tLlbzpyJPDedxAYhg8/TwsWPGA6BgAAAOATavq1wsJChYaGevz8p7Tx0KFDh7R06VIlJycrOTlZ6enp6tChg6699lpP5wMAoE7ff7+LghM+bfXqfaYjAAAAAE1Gg0vOvn37asuWLerQoYMGDx6sxx9/XNddd5369evnjXwAANSJXdXh644cKVdRUYXatQsxHQUAAAAIeKe08dB1112niy++2Bt5AAA4KcuyXOtxUnDCl02blqpnnx1gOgYAAAAQ8Bq88dC4ceN08cUXq7KyUpmZmaqqqvJGLgAAjistLU+7dhWajgGc1HffbTEdAQAAAGgSGlxylpWV6dFHH1Xr1q110UUXaffu3ZKkZ599Vn/96189HhAAgF+qmaoO+Loff8w1HQEAAABoEhpccr7yyitKS0tTcnKyWrZs6bp/6NChmjlzpkfDAQBQF0pO+Au7vUL5+SWmYwAAAAABr8ElZ2xsrP79739r0KBBstlsrvsvuugiZWVleTQcAAC/lJ1doLS0PNMxgHr79NNU0xEAAACAgNfgkvPgwYPq0qVLrftLSkrcSs/6mDJliq688kq1a9dOXbp00Z133qnMzEy3MeXl5Ro3bpw6deqktm3bauTIkcrLc/9yu3v3bo0YMUKtW7dWly5d9NJLL9VaKzQ5OVn9+/dXSEiIevXqpWnTpjUoKwDAN8TFcRUn/AtXHgMAAADe1+CS84orrlB8fLzrdk2xOXXqVEVGRjboXEuXLtW4ceO0cuVKJSYmyuFwaNiwYSop+Xla14QJEzRnzhzNmjVLS5cu1f79+3X33Xe7jldXV2vEiBGqrKzUihUrFBUVpWnTpun11193jdm5c6dGjBihIUOGKDU1VePHj9djjz2mhISEhr58AIBhsbFH/zKsgX+vBhizYQNXHgMAAADeZrMsy2rIA5YvX65bbrlFDzzwgKZNm6Ynn3xSmzdv1ooVK7R06VJdfvnlpxym5irRpUuXavDgwSosLFTnzp01Y8YM3XPPPZKkjIwM9e7dWykpKRo4cKDmz5+v2267Tfv371d4eLgk6aOPPtKkSZN08OBBtWjRQpMmTVJ8fLw2bdrkeq5Ro0apoKBACxYsOGkuu92usLAw5efnq1OnTqf8+gAAp+fQoVJ16fJ3OZ0NeusCjNuzZ7zOOivMdAwAAADAmJp+rbCwUKGhoR4/f/OGPmDQoEFKTU3VX//6V/Xt21cLFy5U//79lZKSor59+55WmMLCQklSx44dJUnr1q2Tw+HQ0KFDXWMuvPBC9ejRw1Vy1jxvTcEpScOHD9fYsWOVnp6uyy67TCkpKW7nqBkzfvz4OnNUVFSooqLCddtut0uSHA6HHA7Hab1GAMCpi4vLkNNpyWaTWrZs8GQEoNGVlztlWdInn6zVa68NNh0HAAAAMMbbnVqDS05JOu+88/TJJ594NIjT6dT48eN1zTXX6OKLL5Yk5ebmqkWLFmrfvr3b2PDwcOXm5rrGHFtw1hyvOXaiMXa7XWVlZWrVqpXbsSlTpuiNN96olTEpKUmtW7c+9RcJADgtn3yyU5J0333h+u1vuxpOA5zcv/+9W4sWHdaGDZmaN6/YdBwAAADAmNLSUq+e/5RKTm8YN26cNm3apOXLl5uOosmTJ2vixImu23a7Xd27d9eQIUOYrg4AhpSWOvTb374nSYqNPaDZsw8aTgScXFXV0aUVFi48oujoxw2nAQAAAMypmSntLfUuOYOCgk66e7rNZqu1q3l9PPPMM5o7d66WLVums846y3V/RESEKisrVVBQ4HY1Z15eniIiIlxjVq9e7Xa+mt3Xjx3zyx3Z8/LyFBoaWusqTkkKCQlRSEhIrfuDg4MVHBzc4NcHADh9S5fuUFnZ0feYigpLEutywn+UllZp164i9erV0XQUAAAAwAhvd2r1LjljYmKOeywlJUX/+te/5HQ6G/TklmXp2WefVUxMjJKTk9WzZ0+345dffrmCg4O1ePFijRw5UpKUmZmp3bt3u3Zyj4yM1P/8z//owIED6tKliyQpMTFRoaGh6tOnj2vMvHnz3M6dmJjY4N3gAQDmxMVlSDq6q3rDtswDfMMnn6zT22/fZDoGAAAAEJAavLv6sTIzM/XKK69ozpw5uv/++/Xmm2/q7LPPrvfjn376ac2YMUNxcXG64IILXPeHhYW5rrAcO3as5s2bp2nTpik0NFTPPvusJGnFihWSpOrqal166aXq1q2b3nnnHeXm5urBBx/UY489prfeekuStHPnTl188cUaN26cHnnkES1ZskTPPfec4uPjNXz48JPmZHd1ADCrutqpiIh/KD/fu2u4AN7Ut28Xbdgw1nQMAAAAwAhv765+SlvT7t+/X48//rj69u2rqqoqpaamKioqqkEFpyR9+OGHKiws1PXXX6+uXbu6/sycOdM15r333tNtt92mkSNHavDgwYqIiNB3333nOt6sWTPNnTtXzZo1U2RkpB544AGNGTNGb775pmtMz549FR8fr8TERF1yySX6xz/+oalTp9ar4AQAmLdixR4KTvi9zMx80xEAAACAgNWgKzkLCwv11ltv6X//93916aWX6u2339a1117rzXw+gSs5AcCsF15I0LvvrmSqOvzehg1PqW/fcNMxAAAAgEbnM1dyvvPOOzr33HM1d+5cffXVV1qxYkWTKDgBAGZZlqW4uMyffjYcBjhNn3zyo+kIAAAAQECq95WcQUFBatWqlYYOHapmzZodd9yxU8kDBVdyAoA5mzYdUN++H5qOAXjEhRd20pYtz5iOAQAAADQ6b1/JWe/d1ceMGSObzebxAAAAnEhsbIbpCIDHbN9+xHQEAAAAICDVu+ScNm2aF2MAAFA3Sk4Ekqoqp1JS9igysrvpKAAAAEBAOaXd1QEAaAx79hRq3boc0zEAj/r00/WmIwAAAAABh5ITAOCzZs/ONB0B8LikpGzTEQAAAICAQ8kJAPBZsbFHS06WhEYg2bmzQE6n03QMAAAAIKBQcgIAfFJBQbmSk7MlSZZlNgvgSU6nxdWcAAAAgIdRcgIAfNK8edtUVcXVbghM06almo4AAAAABBRKTgCAT6rZVZ2p6ghES5fuMh0BAAAACCiUnAAAn1NRUaX587dLYqo6AtPevXZVV3OlMgAAAOAplJwAAJ+zZMlOFRdXmo4BeI1lSXPnbjUdAwAAAAgYlJwAAJ/DVHU0BV98scF0BAAAACBgUHICAHyK02kpLi5TElPVEdh++GGP6QgAAABAwKDkBAD4lFWr9iovr8R0DMDrcnKK5XBUm44BAAAABARKTgCAT6m5ipOp6mgKZs3abDoCAAAAEBAoOQEAPqVmPU6mqqMp+OqrjaYjAAAAAAGBkhMA4DMyMvKVmXnIdAyg0axcuc90BAAAACAgUHICAHxGzVWcQFORn1+qsjKH6RgAAACA36PkBAD4jJr1OIGm5MsvmbIOAAAAnC5KTgCAT8jJKdLKlXtNxwAaXXR0uukIAAAAgN+j5AQA+ITZs7mKE03T2rX7TUcAAAAA/B4lJwDAJ8TGHi05bTbDQYBGduRIuez2CtMxAAAAAL9GyQkAMM5ur9CSJTslSZZlOAxgwGefrTcdAQAAAPBrlJwAAOMWLNiuyspq0zEAY777LsN0BAAAAMCvUXICAIyLjT1a8DBVHU3V+vU5piMAAAAAfo2SEwBgVGVlteLjt0liqjqarqKiSh04UGI6BgAAAOC3KDkBAEYtXZrNpiuApP/+90fTEQAAAAC/RckJADCKqerAUbNnZ5qOAAAAAPgtSk4AgDFOp6W4uKPFDlPV0dRt2HDAdAQAAADAb1FyAgCMWbduv/btKzIdA/AJpaUO7dlTaDoGAAAA4JcoOQEAxtRcxQngqE8+YV1OAAAA4FRQcgIAjKlZjxPAUfHxW01HAAAAAPwSJScAwIht2w4pPf2g6RiAT9m8mf8mAAAAgFNByQkAMIKp6kBt5eXV2ro133QMAAAAwO9QcgIAjKgpOW02w0EAH8O6nAAAAEDDUXICABrdgQMl+uGH3ZIkyzIcBvAxCxZkmY4AAAAA+B1KTgBAo5szJ5NyEziOzEymqwMAAAANRckJAGh0sbFMVQeOx+FwKi0t13QMAAAAwK9QcgIAGlVxcaUSE49Ox+VqTqBurMsJAAAANAwlJwCgUS1cmKWKimrTMQCflpi4w3QEAAAAwK9QcgIAGlVsbIYkpqoDJ5KVddh0BAAAAMCvUHICABqNw1GtuXO3SmKqOnAi1dWWli/fbToGAAAA4DcoOQEAjWb58t06cqTcdAzAL3z22XrTEQAAAAC/QckJAGg0TFUH6i85Odt0BAAAAMBvUHICABqFZVmKjc386WfDYQA/kJ1dKKfTaToGAAAA4BcoOQEAjSI1NVe7dxeajgH4DafT0qJF7LIOAAAA1AclJwCgUcTFZZqOAPidqKg00xEAAAAAv0DJCQBoFDXrcQKov2XL2GEdAAAAqA9KTgCA123dekhpaXmmYwB+Z98+u6qrWZcTAAAAOJnmpgMAAAJPdbVTa9fuV0JClhISsrRq1V7TkQC/ZFnS7NmZuuuu3qajAAAAAD6NkhMA4BF799qVkLBdCxfu0KJFO3T4cFmtMTYbO6sDDfXFFxsoOQEAAICToOQEAJySsjKHli3b5bpac/Pmgyd9DAUn0HArVnAlNAAAAHAylJwAgHqxLEvp6QddV2suW7ZL5eVVtcZxtSbgWbm5xaqsrFaLFs1MRwFwGnJyipSWlqeBA89S+/YtTccBACDgUHICAI7r0KFSLVq0QwkJWVq4MEv79hXVGvPLUpOCE/C86OhNeuCBS0zHANBA27YdUmxshmJiMrRy5V5ZlhQS0kz3399Xzz47QJdeGmE6IgAAAcNmWXwdPRm73a6wsDDl5+erU6dOpuMAgNdUVTm1cuVeLVx4dAr6mjX76iwtuVoTaFwjRpyvuXNHm44B4CQsy9L69bmKidmimJgMpaefeCmX/v27auLEgbrnnj4KCeH6EwBAYKvp1woLCxUaGurx81Ny1gMlJ4BAlp1doISE7UpIyNLixTtlt1fUGkOpCZh1xhmtdfDgS6ZjAKhDVZVTy5fvVkzMFsXGZmr37sJaY072PhoWFqKxY6/QU09dobPPbu+9sAAAGETJ6QMoOQEEkuLiSi1dmu3aMGjr1kO1xlBqAr6nuHiy2rRpYToGAB3dfC8xcYdiYzM0e3amDh0q88h5bTbp5pt76fnnB+imm85TUJDNI+cFAMAXeLvkZE4EAAQ4y7KUlpbnulpz+fLdcjictcYdW2xScAK+54svNujJJ68wHQNosgoKyhUfv1UxMRlasGC7Skocbsc98ReEliXNn79d8+dvV/fuoRo/fqB+97tL1aFDq9M7MQAATQBXctYDV3IC8DcHDpQoMTHLtWFQXl5JrTFcrQn4l6FDeyoxcYzpGECTsn9/keLijm4clJSUraoq978kbIz30hYtmum3v71Yzz57lS6/vJt3nwwAAC/y9pWcQR4/YwMsW7ZMv/71r9WtWzfZbDbFxsa6HX/44Ydls9nc/tx8881uYw4fPqz7779foaGhat++vR599FEVFxe7jdmwYYOuvfZatWzZUt27d9c777zj7ZcGAI2qsrJaycnZmjx5kfr3/4/Cw/+uBx6I0eefb6iz4JQoOAF/s3ZtjukIQJOwdeshvfPOD4qM/K/OPPNdPf30PCUm7nAVnLZjZpA3xntpZWW1oqLSdMUVn+iyy/6j6dPTVF5e5f0nBgDAzxidrl5SUqJLLrlEjzzyiO6+++46x9x888367LPPXLdDQkLcjt9///3KyclRYmKiHA6Hfve73+mJJ57QjBkzJB1tiYcNG6ahQ4fqo48+0saNG/XII4+offv2euKJJ7z34gDAy7ZvP+yagp6UlK3i4spaY7haEwgcBQXlKigoU/v2TFsFPMmyLP34Y45iYo5esbl5c+0d0X1lSZfU1Fw99FCsnn12vp588nKNHXuFevbsYC4QAAA+xGemq9tsNsXExOjOO+903ffwww+roKCg1hWeNbZs2aI+ffpozZo1uuKKo2tULViwQLfeeqv27t2rbt266cMPP9Tvf/975ebmqkWLo4v1v/LKK4qNjVVGRka9sjFdHYAvsNsrtGTJTiUkbNfChTu0Y8eRWmMoNYHA9t57wzV+/EDTMQC/V1Xl1Pff71JsbMYp74juC2w26aabztX48QM1fHgvNioCAPi0Jr/xUHJysrp06aIOHTrohhtu0F/+8hdX0ZiSkqL27du7Ck5JGjp0qIKCgrRq1SrdddddSklJ0eDBg10FpyQNHz5cb7/9to4cOaIOHWr/zWdFRYUqKipct+12uyTJ4XDI4XDUGg8A3uB0Wlq/PlcLF+5QYuIOrVy5r9ZaYEFBUvPmNtls+ukPX26AQFRZ6VR1tRQTs1njxl1uOg7gl8rKHFq0aKfi4rYqPn5brR3RmzWTgoJsatbMt99PLcuS0ylVVR3934ULd2jhwh0688x2euaZK/Xww/3UqVNr0zEBAKjF252aT5ecN998s+6++2717NlTWVlZevXVV3XLLbcoJSVFzZo1U25urrp06eL2mObNm6tjx47Kzc2VJOXm5qpnz55uY8LDw13H6io5p0yZojfeeKPW/UlJSWrdmg8MALzn8GGH1q+3KzW1SKmpRSoqqnY73q1biC69tJ0uu6ydLr64rVq1amYoKYDGtHDhIX3wwR7l5x/WvHnzTMcB/EZxcZXWrrVr5cpCrV9fpIqKn/+ysF27ZrryyjANHBimSy5pp5AQo9sVnJJ9+8qVkHBIixcf1r59RZo8eYn++MckDRrUQbfccobOP5/vLgAA31FaWurV8/t0yTlq1CjXz3379lW/fv103nnnKTk5WTfeeKPXnnfy5MmaOHGi67bdblf37t01ZMgQpqsD8Kjy8ir98MMeJSYevQpj06ba64DVXFkSFCQdOeJQUtJhJSUdNpAWgClO59E5s5s3l+iKK65Tly5tDCcCfNf+/UWaM2er4uK2Kjl5l9ssCJvt5xkQDodTKSkFSkkpMBfWQyzLUnCwTdXVliorLS1ZclhLlhzWxRd31vjxA3Tvvb3VqlWw6ZgAgCauZqa0t/h0yflL5557rs444wxt375dN954oyIiInTgwAG3MVVVVTp8+LAiIiIkSREREcrLy3MbU3O7ZswvhYSE1NrgSJKCg4MVHMyHAwCnzrIsZWTkKyEhSwsXZik5OVtlZbV3SD12HbDqaqm6umZRMB9fHAyA102btkG///1g0zEAn7J16yHFxGxRTEyGVq3aV+t4zfuqZUkOx7HvpYH9vrpp00E99thcTZiwUI8/frmefvoKnXdeR9OxAABNlLc7Nb8qOffu3atDhw6pa9eukqTIyEgVFBRo3bp1uvzyo+tTLVmyRE6nUwMGDHCN+f3vfy+Hw+H6h5mYmKgLLrigzqnqAOBpR46UafHina6d0Pfsqf23V7/c3MDXNzoAYM6cOVspOdHkWZaldetyFBOzRbGxmT69I7ovKCqq1Lvvpui991J0ww09NX78QN1ySy81a+Z/U/QBADgeo7urFxcXa/v27ZKkyy67TO+++66GDBmijh07qmPHjnrjjTc0cuRIRUREKCsrSy+//LKKioq0ceNG15WWt9xyi/Ly8vTRRx/J4XDod7/7na644grNmDFDklRYWKgLLrhAw4YN06RJk7Rp0yY98sgjeu+99/TEE0/UKye7qwNoiKoqp9as2aeEhCwlJGRp9ep9rqmmx/KHXVsB+J7WrYNVUvKq6RhAo6vZET0mJkOxsRl1/qUh6q9r17Z67rkBeuyx/jrjDNbuBAB4n7d3VzdaciYnJ2vIkCG17n/ooYf04Ycf6s4779T69etVUFCgbt26adiwYfrzn//s2jhIkg4fPqxnnnlGc+bMUVBQkEaOHKl//etfatu2rWvMhg0bNG7cOK1Zs0ZnnHGGnn32WU2aNKneOSk5AZzMnj2FrlJz0aIdKigorzWGUhOAp2RnP6+zz25vOgbgdWVlDi1cmKWYmAzNmbNVhw+XnfxBaJDmzYN077199NxzAzRgwJk+vbM8AMC/BXTJ6S8oOQH8UmmpQ0uXZmvhwqPF5pYt+bXGUGoC8Jbf//5a/eUvN5iOAXjFkSNlio/fppiYDC1YsF2lpQ6347y/es9FF3XWhAkD9dvf9lXr1uxFAADwLEpOH0DJCcCyLG3adMB1teb33+9SRUV1rXF88QLQGC67LEI//vik6RiAx+zbZ1dcXKZiYjKUnJzttiO6xPtrY2vTJliPPdZf48ZdqfPP5/sPAMAzKDl9ACUn0DTl55cqMTHLtRN6Tk5xrTF86QJgQkhIM5WXv2Y6BnBaMjPzXetrnmhHdJh1/fXnaMKEgRox4nw2KoJfKimp1IoVe5SUlK3ly3erU6fWeuaZK3XDDT1ZngFoZJScPoCSE2gaHI5qrVy513W15rp1+/lyBcBnbdkyThdeeIbpGEC9HbsjekxMBku9+Jnw8DaujYq6dGljOg5wXKWlDq1YsUfJydlKSsrW6tX7al0dLkkXXNBJr756rUaNulgtWjQzkBRoeig5fQAlJxC4duw4ooSE7UpIyNKSJTtVVFRZawxfuAD4ookTB+of/xhuOgZwQlVVTi1btksxMVsUG5upvXvZEd3fNW8epJEje+u55wYoMvIsroSDcWVlDqWk7HWVmqtW7ZXDUbvUPN5n+o4dW2nixIF66qkr1KlT60ZIDDRdlJw+gJITCBzFxZVKStrpulpz+/bDtcZQagLwBxdd1FmbNj1tOgZQS2np0R3RY2PZET3Q9e59hiZMGKjRo/uqTZsWpuOgiSgvr9LKlT+XmitX7lVl5emvld+iRTM9/PAleuGFq/WrX/G9H/AGSk4fQMkJ+C+n01Jqaq5rF/QfftjdoL/ZBQBfFRwcpMrKP5iOAUg6uiP63LlbFROToYSELHZEb2Jatw7Wo49epnHjrtQFF7CMBjyroqJKq1btU1LSTiUn71JKyh6vbgBqs0nDh/fSK69co8GDz+ZqZcCDKDl9ACUn4F/y8opdpWZi4g4dOFBSawxftgAEgrVrH9fll3czHQNN1L59dsXGZig2NpMd0eEyeHAPjR8/UL/+9QVq3pyNitBwlZXVWr3651JzxYo9Ki+vqjWuMX7H9OnTWa++Okj33XeRgoNZtxM4XZScPoCSE/BtFRVV+uGHPa5iMzU113QkAGgUY8deoQ8+GGE6BpqQmh3RY2IytHo1O6Lj+Lp0aa1nnrlKTzxxucLD25qOAx9WWVmtNWv2KTk5W8nJu/TDD7tVVmam1DyeM85orRdfjNQTT1yuDh1amQkBBABKTh9AyQn4FsuytG3bYdeGQcnJ2SopcdQaxxctAIHu/PM7auvWZ03HQACzLEtr1+53FZsZGeyIjoZp1symu+66UM89N0CDBvVg6i/kcFRr7dr9rjU1f/hhT60lLiTf/N0SEtJMjz7aXxMnDtR553U0HQfwO5ScPoCSEzCvsLBcS5b8vGFQdnZBrTG++EEIALypWTObHI4/UBrAoxyOai1btss1FZ0d0eEpv/pVJ02YMFAPPNBPbduyUVFTUVXl1Lp1P5eay5fvrvMCBX9is0m33nq+XnllkK65pjvvw0A9UXL6AEpOwAyHo1oJCVmKikrT7NmZHtk1EQACzbJlD+vaa882HQN+rmZH9JiYDM2Zk6kjR8rdjvN+C09q1aq5fve7y/TMM1eqd+/OpuPAw6qqnFq/PkdJSdlKTs7W99/vVnFxpelYXtOvXxdNnnyt7rmnD+vQAidByekDKDmBxpWWlquoqDR9+eXGWpsG8SULANw9/PCl+uyzO0zHgB86fPjYHdG311oDj/dcNIZrrumuCRMG6vbbL2BjFz9VXe1UamquW6lpt1eYjtXowsPb6MUXr9bjj/dXWFhL03EAn0TJ6QMoOQHvy8sr1owZGxUVlaa0tDy3Y3zJAoDjO+ec9tq583nTMeAnanZEj4nJUHJytqqr3d9gec+FKWec0VrPPHOlnnjicnXt2s50HJxAdbVTaWl5P20UlK1ly3apsLDplZrH07Jlcz3xRH+NHz9QPXt2MB0H8CmUnD6AkhPwjvLyKs2Zk6np0zdo/vxttb5oAQBOLijIJofjNQUFMUUOdcvIyFdMzBbFxGRozZr9tY5TbMKXBAXZdOedF+i55wZo8OCzWevQBzidljZsyHOtqbls2S4VFJSf/IFNnM0m3X77BXrllUEaOPAs03EAn0DJ6QMoOQHPsSxLq1btU1RUqr7+Or3WByS+aAFAw82bN1q33HK+6RjwEZZlac2a/a4rNtkRHf6qV6+OmjBhoB58sJ/atQsxHafJcDotbdp0wFVqLl2aXWud3hr8Lqmf/v0jNHnytbrzzgtZtxNNGiWnD6DkBE7fnj2F+vzzDZo+PU2ZmYfcjvHhCABOz6hRF+urr0aajgGDanZEj4nJUGxshvbtKzIdCfCYli2b6+GHL9Ezz1yliy7qYjpOwHE6LW3efNCt1Dx0qKzOsXxuPz1du7bVyy9fo0cfvYziHk0SJacPoOQETk1JSaW+/XaLpk9P05IlO90+EPEBCQA856yz2mnPnommY6CRlZY6lJCwXTExGZo7dys7oqNJiIw8S+PHD9Rdd13IRkWnyLIsbdmSr6SknUpO3qXk5Gzl55fWOZbfI97RqlVzjR17pZ5/foB69AgzHQdoNJScPoCSE6g/p9PS0qXZiopK0zffbFZJicN0JAAIeDab5HD8Qc2aMQUu0LEjOnBUp06t9PTTV+rJJy/XmWd6/otyILEsS5mZh9xKzQMHSuocy++QxhUUZNNdd12oSZOu0ZVXnmk6DuB1lJw+gJITOLlt2w5p+vQ0ff75Bu3aVeh2LChIcjoNBQOAJuKbb+7VyJF9TMeAFxw8WKKYmAxFR6ezIzrwC0FBNt122680fvwAXX/9OWxUpKOl5tath1zTz5OTs5WXR6np6668spsmTx6k22+/gL+0RMCi5PQBlJxA3QoKyhUdna6oqDStWLHH7RgfmACgcd1114X67rvfmI4BDzl0qNRVbC5ZspNiE6iHc8/t4NqoKCyspek4jcayLG3fftit1MzJKa5zLL87fN+ZZ7bTpEnX6He/u0xt27YwHQfwKEpOH0DJCfysqsqphQuzNH16mmJjM1RRUW06EgBAUnh4G+Xmvmg6Bk7DkSNlio3NUHT0Zi1atENVVe7TICgngPoJCWmmMWMu0bPPXqW+fcNNx/E4y7K0Y8cRt1LzeJuN8XvDf7VpE6ynn75Szz03QGedxZIMCAyUnD6AkhOQNm7MU1RUmr78cqNyc93/ZpgPTwDgG8rLf6+QkOamY6ABCgvLFReXqejodC1cmCWHg2IT8KSrrjpTEyYM1N1391aLFv65UZFlWcrOLnAVmsnJ2dqzx17nWH5nBJ6gIJvuuaePJk26Rv37dzUdBzgtlJw+gJITTdXBgyWaMWOjoqLStH59rtsxPkABgO+JirpTY8ZcYjoGTsJur9Ds2UeLzYSELFVWus+K4D0W8LwOHVq6Nirq3t33d7PetevnUjMpKVu7dxfWOY7fF01LZORZmjx5kEaM+JWCglh/Fv6HktMHUHKiKamoqFJ8/DZFRaVp3rxttabKAQB81y239NK8efebjoE6FBVVaO7crYqO3qz587fVWu4lKMgmp5OP5YC32WzSiBG/0vPPD9CNN/b0mY2Kdu8udJt+np1dUOc4Sk1IUo8eoXrllUF66KFL1bp1sOk4QL1RcvoASk4EOsuytGbNfk2fnqavvtqkw4fL3I7zYQoA/EOnTq2Un/+y6Rj4SUlJpeLjtyk6Ol3x8dtUXl7ldpz3V8Csc85pr/HjB+ihhy5V+/aNu1HR3r32n0rNnUpO3qUdO47UOY7fEziRdu1a6JlnrtKzz16lrl3bmY4DnBQlpw+g5ESg2rfPrs8/36Dp09O0ZUu+2zE+UAGAfyounqw2bdiN1ZTSUofmz9+mmTPTNXfuVpWVUWwCvi4kpJnuv7+vnntugC65JMIrz7F/f5Fbqbl9++E6x/E7AqeiWTObRo26WC+9dLXX/j8MeAIlpw+g5EQgKS11KCZmi6Ki0rRo0Q63D1F8qAIA//fBB7dq7NgrTcdoUsrLq7RgwXbNnJmuOXMyVVLicDvO+yvgPy6/vKsmTozUyJG9T2sjt5ycItcmQcnJu7R166E6x/H7AZ42aFAPTZ48SDff3It1O+FzKDl9ACUn/J3TaWn58t2KikrVrFmbVVRU6XacD1cAEDhuuKGnFi8eYzpGwKuoqFJCQpaio9M1e3Ym761AgAkLC9HYsVdo7Ngr1aPHyTcqyssrdpWaSUnZysyk1IRZPXu21yuvDNKDD/ZTq1as2wnfQMnpAyg54a+ysg67pqPv3FngdowPWAAQmMLCQlRQ8IrpGAGpsrJaiYlZio7erNjYDNntFW7HeW8FAo/NJt18cy+NHz9QQ4ee67oy7sCBEi1d+nOp+culn459PL8XYFJoaIief36Axo27UuHhbU3HQRNHyekDKDnhTwoLyzVr1mZFRaVp+fLdbsf4kAUATcPhwy+rQ4dWpmMEBIejWosX79TMmemKjc1QQUG523HeW4Gmo0ePMA0bdq5SUvYqPf1gnWP4nQBf1bx5kEaP7quXXrpaF1/cxXQcNFGUnD6AkhO+rrraqUWLdigqKk0xMRm1dm8FADQtf//7TXrhhat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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": "2025-01-31T20:19:53.003369Z",
     "iopub.status.busy": "2025-01-31T20:19:53.003079Z",
     "iopub.status.idle": "2025-01-31T20:19:53.244837Z",
     "shell.execute_reply": "2025-01-31T20:19:53.244226Z"
    },
    "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": "2025-01-31T20:19:53.247008Z",
     "iopub.status.busy": "2025-01-31T20:19:53.246644Z",
     "iopub.status.idle": "2025-01-31T20:19:53.496967Z",
     "shell.execute_reply": "2025-01-31T20:19:53.496430Z"
    },
    "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": "2025-01-31T20:19:53.498997Z",
     "iopub.status.busy": "2025-01-31T20:19:53.498543Z",
     "iopub.status.idle": "2025-01-31T20:19:53.632491Z",
     "shell.execute_reply": "2025-01-31T20:19:53.631888Z"
    },
    "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": "2025-01-31T20:19:53.634356Z",
     "iopub.status.busy": "2025-01-31T20:19:53.634155Z",
     "iopub.status.idle": "2025-01-31T20:19:53.862601Z",
     "shell.execute_reply": "2025-01-31T20:19:53.861940Z"
    },
    "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": "2025-01-31T20:19:53.864851Z",
     "iopub.status.busy": "2025-01-31T20:19:53.864394Z",
     "iopub.status.idle": "2025-01-31T20:19:54.089861Z",
     "shell.execute_reply": "2025-01-31T20:19:54.089263Z"
    },
    "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": "2025-01-31T20:19:54.092026Z",
     "iopub.status.busy": "2025-01-31T20:19:54.091598Z",
     "iopub.status.idle": "2025-01-31T20:19:54.100077Z",
     "shell.execute_reply": "2025-01-31T20:19:54.099538Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
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       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.css\" rel=\"stylesheet\">\n",
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       "\n",
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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
   "cell_type": "code",
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   "id": "710b1f6e",
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     "shell.execute_reply": "2025-01-31T20:19:54.107181Z"
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     "remove-input"
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       "      <th>CWE</th>\n",
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       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\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"
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   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:19:54.109478Z",
     "iopub.status.busy": "2025-01-31T20:19:54.109179Z",
     "iopub.status.idle": "2025-01-31T20:19:54.201245Z",
     "shell.execute_reply": "2025-01-31T20:19:54.200737Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2025-01-31T20:19:54.206172Z"
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   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-01-31 20:19:54.203754**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
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     "output_type": "execute_result"
    }
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