{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2020\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-29T00:22:19.212133Z",
     "iopub.status.busy": "2024-10-29T00:22:19.211976Z",
     "iopub.status.idle": "2024-10-29T00:22:19.839812Z",
     "shell.execute_reply": "2024-10-29T00:22:19.839286Z"
    },
    "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": "2024-10-29T00:22:19.841797Z",
     "iopub.status.busy": "2024-10-29T00:22:19.841469Z",
     "iopub.status.idle": "2024-10-29T00:22:39.445287Z",
     "shell.execute_reply": "2024-10-29T00:22:39.444662Z"
    },
    "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",
    "            try:\n",
    "                cve_tag = entry['cve']['cveTags'][0]['tags'] \n",
    "            except IndexError:\n",
    "                cve_tag = np.nan   \n",
    "            try: \n",
    "                vulnStatus = entry['cve']['vulnStatus']\n",
    "            except IndexError:\n",
    "                vulnStatus = ''  \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",
    "                'Tag' : cve_tag,\n",
    "                'Status': vulnStatus \n",
    "            }\n",
    "            row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "\n",
    "nvd = nvd[~nvd.Status.str.contains('Rejected')]\n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2020-01-01') & (nvd['Published']  < '2021-01-01'))\n",
    "nvd = nvd.loc[thisyear]\n",
    "nvd = nvd.sort_values(by=['Published'])\n",
    "nvd = nvd.reset_index(drop=True)\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = nvd['BaseScore'].replace(0, np.nan);\n",
    "nvdcount = nvd['Published'].count()\n",
    "nvdunique = nvd['Published'].nunique()\n",
    "startdate = date(2020, 1, 1)\n",
    "enddate  = date(2020, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-29T00:22:39.447417Z",
     "iopub.status.busy": "2024-10-29T00:22:39.447228Z",
     "iopub.status.idle": "2024-10-29T00:22:39.452633Z",
     "shell.execute_reply": "2024-10-29T00:22:39.452178Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18322**<br />Average CVEs Per Day: **50.2**<br />Average CVSS Score: **7.14**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-29T00:22:39.454280Z",
     "iopub.status.busy": "2024-10-29T00:22:39.454113Z",
     "iopub.status.idle": "2024-10-29T00:22:39.462799Z",
     "shell.execute_reply": "2024-10-29T00:22:39.462335Z"
    },
    "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": "2024-10-29T00:22:39.464595Z",
     "iopub.status.busy": "2024-10-29T00:22:39.464253Z",
     "iopub.status.idle": "2024-10-29T00:22:40.072767Z",
     "shell.execute_reply": "2024-10-29T00:22:40.072165Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-29T00:22:40.074765Z",
     "iopub.status.busy": "2024-10-29T00:22:40.074313Z",
     "iopub.status.idle": "2024-10-29T00:22:40.267037Z",
     "shell.execute_reply": "2024-10-29T00:22:40.266435Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TQKGWkpKpFi2mauPGk6ajoIAMHrzRdAQAAAAAgIdRcgIotNLSstSy5XStXXvcdBQUoF27TislJdN0DAAAAACAB1FyAiiUMjKcevbZmQoJOWI6CgqYZUn9+q01HQMAAAAA4EGUnAAKncxMl154YZaWLj1oOgoMmTRpq+kIAAAAAAAPouQEUKhkZbnUuvUvWrx4v+koMOj48SQdP55oOgYAAAAAwEMoOQEUGi6XW23bztPcuXskSQEBhgPBqJ49Q0xHAAAAAAB4CCUngELB7bbUvv0CzZixU1J2wWlZhkPBqF9/3WM6AgAAAADAQyg5Afg9y7L03nuLNGnSNklSYCAFJ6SEhAxt3HjSdAwAAAAAgAdQcgLwa5Zl6eOPf9eYMX9Kyh7B6XYbDgWf8c03oaYjAAAAAAA8gJITgN+yLEudOgVr6NBNkrhFHedatuyQLP5SAAAAAIDtUXIC8Ftff71SP/4YJomCE+fncLj066+7TccAAAAAAFwmSk4Afunbb1fpu+9WS6LgxIX98MM60xEAAAAAAJeJkhOA3/nhh7X6+uuVkqTAwAAKTlzQpk2RyspymY4BAAAAALgMlJwA/MrgwRvUufMySdmrqLvdNJy4MLfb0tChG03HAAAAAABcBkpOAH5j1KjN+u9/l0hiFXXkz8iR4aYjAAAAAAAuAyUnAL8wceJWvffeYknMwYn827cvTvHx6aZjAF41e/YujRq1WS4XV4AAAADgfyg5AdjetGk79Oab8yVRcOLSffvtKtMRAK8JD4/USy/9ovfeW6wmTaYoPT3LdCQAAADAoyg5AdjanDkRatt2riyLghOXZ9q0naYjAF5hWZY6dQrO+XnFisO6//7Rio1NM5gKAAAA8CxKTgC2tXDhXrVuPUcul0XBicsWFZWi/fvjTMcAPG7JkgNaufJIrsd2745VzZrDdfDgGTOhAAAAAA+j5ARgS0uWHNALL8yW0+mm4ITH9OgRYjoC4FEul1udOy+TlD3a/e9On07V3XeP1IYNJwwkAwAAADyLkhOA7axYcVjPPjtTmZkuSRSc8JxFi/aZjgB4VFDQdu3ceVrS+T8r09KyVL/+eM2Zs7uAkwEAAACeRckJwFZWrz6qli2nKyPDaToK/FBycqZCQ4+YjgF4RHp6lr76aoWkc0dx/p3LZemFF2ZpwIB1BZQMAAAA8DxKTgC2sX79CbVoMU1paawKDO/p3ZtV1uEfBg3aoJMnkyXlbcR7p07Bev/9RXK7GR4PAAAA+6HkBGALf/55Ss2aTVFKSqbpKPBzq1YdlcUcCLC52Ng09emzRtKFR3H+r5Ejw9WixVQ5HIyWBwAAgL1QcgLweWvWHFPjxkFKTHSYjoJCICvLraCg7aZjAJfl229XKSkp+zMzv539H38c1L//PUbx8eleSAYAAAB4ByUnAJ82ffoONWw4WWfO8GUbBefnn8NMRwAu2cGDZzR8+KbL2seOHadVs+ZwHT2a4JlQAAAAgJdRcgLwSZZlqXfvULVp82vOKupAQdm2LZrFrWBb3bqtUFaW+7L3c+pUimrVGqHw8EgPpAIAAAC8i5ITgM9xOJx644356t49RFL+5pMDPMGyxErTsKWNG09q5sxdHttfSkqm6tYdp4UL93psnwAAAIA3UHIC8ClnzqSrSZMpmjx5m6TsgpM1YGDCuHFbTEcA8sWyLHXuHCzJsxeHnE63nnlmhoYM2ei5nQIAAAAeRskJwGccOHBGdeuO1apVRyVRcMKsI0cSFBWVbDoGkGeLF+9XaGj256enPzstS/r449/VseMSWXwwAwAAwAdRcgLwCWvWHFPdumO1f/+ZnMf4Hg3TevUKNR0ByBOn060uXZZJ8u4UHwMHblCrVjOYKxkAAAA+h5ITgHFTp25Xw4aTFRfHCurwLbNnR5iOAOTJpElbFRERI8n7F4gWLNinhx4ap8TEDO8eCAAAAMgHSk4AxliWpW++CdVrr81lVBB8UlxcurZvjzYdA7ig1NTMAl+oLTz8lO66a4ROnEgqmAMCAAAAF0HJCcAIh8Opdu3mqUePEEmsoA7f1bNniOkIwAUNHLhekZHZ88cW5DQfx48nqWbN4dq2LargDgoAAAD8A0pOAAUuLi5NTZpMUVDQdkksMATf9scfB0xHAP7R6dOp6tdvrSQzF4uSkhz697/H8P8JAAAAjKPkBFCg9u+PU71641hBHbaRlubUb7/tNx0DOK/evUOVnJwpydxnaVaWW82bT9Xo0eFmAgAAAACi5ARQgFavPqq6dcexgjpsp0+fNaYjAOfYvz9OI0f6RrFoWdK77y5Sly7LZPHBDgAAAAMoOQEUiClTtqtRoyCdOcMK6rCfsLDjcrncpmMAuXTtukJOp2/9vezff61eeukXZWWxmBwAAAAKFiUnAK+yLEu9eoXo9ddZQR325XJZGjPmT9MxgBzr15/QL79EmI5xXr/8EqFHHpmg5GSH6SgAAAAoRCg5AXiNw+FU27bz1LNnqCRWUIe9DRmy0XQEQFL2xaNOnYIl+e7n6oYNJ1W79kidOpVsOgoAAAAKCUpOAF4RF5emxo2DNGUKK6jDP+zeHcPINPiEhQv3ac2aY5J8+3P18OEE1aw5XLt2nTYdBQAAAIUAJScAjzu7gvrq1dlfwik44Q8sS+rblwWIYJbT6VaXLssk+e4ozr+Lj8/Q/feP1ooVh01HAQAAgJ+j5ATgUatWsYI6/NekSdtMR0AhN378Fu3ZEyvJPp+tDodLjRsHadKkraajAAAAwI9RcgLwmOwV1Cezgjr81smTyTpyJMF0DBRSKSmZ6tEjRJI9RnH+ndtt6Y035qt795Wy7NLOAgAAwFYoOQFcNsuy1LNn9grqWVlu03EAr+rZM8R0BBRSP/0UpqioFEn2GcX5v3r3XqXXX58rl4vfFQAAAPAsSk4Al8XhcOr11+eqVy9WUEfhMG/eHtMRUAhFR6eof/+1kuz/OTt16g498cQkpaVlmY4CAAAAP0LJCeCSnV1BferUHZJYYAiFQ2KiQxs2nDAdA4VMr16hSk3NLgX94XN29epjuueekTp9OtV0FAAAAPgJSk4Al2TfvjjVrcsK6iiczo5cBgrC3r2xGj063HQMj9u//4xq1BimffviTEcBAACAH6DkBJBvq1YdVb1643TgACuoo3BaseIwi6egwHz55XK5XP759y0uLl21a4/UmjXHTEcBAACAzVFyAsiXoKBtrKCOQs/hcGn27F2mY6AQWLfuuObO9e95YDMynHrssYmaPn2n6SgAAACwMUrOfGCUAQozy7LUo8dKtW07jxXUAUkDBoSZjgA/Z1mWOnUKlmT/xYYuxu221KbNHH3//WrTUQAAAGBTlJz50KrVLL388i+KjU0zHQUoUBkZTr322lx9880qSf7/ZRvIi/DwU8rMdJmOAT82b94erVt3XFLhmRKkW7cVevPN+XK7C8kbBgAAgMdQcubTrFm7dPvtAzV+/BbmY0OhEBubvYL6tGmsoA78ndttaciQDaZjwE9lZbn0xRfLJRW+C0sTJmxV48ZBSk/PMh0FAAAANkLJmQ/Fi2d/y0hNzVL79gv04INjtGdPrOFUgPdkr6A+NmeqBgpOILeRI/1vxWv4hrFj/8xZdbwwfu6uWHFY998/mrtnAAAAkGeUnPkQGJh7KMXmzadUs+ZwffHFMmVkOA2lArwjNPSI6tYdq4MH43MeK4xftIELOXDgDItwweOSkx3q2TNUUuEbxfl3u3fHqmbN4Tp0KP7iGwMAAKDQo+S8TG63pX791qpKlcFavvyQ6TiAR0yevE2NGwcpPj7DdBTA5/XuHWo6AvzMgAHrdPp0qiQuLp0+naq77hqhDRtOmI4CAAAAH0fJ6SGRkclq1ChIzz8/K+eLCWA3lmWpe/eVateOFdSBvJo+fafpCPAjp04la8CAMEmFexTn36WlZal+/fH69dfdpqMAAADAh1Fyetivv+5WpUqDNHp0OCuDwlYyMpx69dVf1bs3K6gD+REdnaq9e5mfGZ7Rs2eI0tKyF9wp7KM4/87lsvT887P0449hpqMAAADAR1FyekFaWpbefXeRHnhgtCIiYkzHAS4qNjZNjRpNzhmRxgJDQP706BFiOgL8wO7dMRo7dovpGD7t88+X6v33F3EhGQAAAOeg5PSiLVuidNddI9SpU7DS07NMxwHOa+/eWNWtO1Zr1x6XRMEJXIrFi/ebjgA/8OWXyynv8mDkyHC1aDFVDgeLPgIAAOAvlJxe5nZbGjBgnSpXHqSlSw+ajgPkEhJyRPXqjWMFdeAypaRkavnyw6ZjwMZWrz6q+fP3mo5hG3/8cVAPPjhG8fHppqMAAADAR1ByFpCoqFQ1bTpFrVrNUFRUiuk4gCZP3qYmTVhBHfCU775bZToCbMqyLHXqFCyJ+ZDzY/v206pVa7iOHk0wHQUAAAA+gJKzgM2fv1eVKw/SiBGbuCUNRliWpa+/XpGzgjpfqAHPWLPmmFwut+kYsKE5c3Zrw4aTkhhNn1+RkSmqVWuEwsMjTUcBAACAYZScBqSnO/XBB7/p3ntHaceOaNNxUIhkZDjVps2v+vbb1ZKYfxPwpKwst4KCtpmOAZvJzHTpyy+XS2IU56VKSclU3brjtGjRPtNRAAAAYBAlp0Hbt0frnntG6dNP/1BaGgsTwbtiYlLVsOFkzZjBCuqAtwwcuMF0BNjM6NHhOnDgjCQ+ky+H0+nW009P19ChG01HAQAAgCGUnIa53ZZ+/nm9KlUapN9/Z3VeeEf2CurjtG7d8ZzH+DINeN727dFKS8s0HQM2kZTkUK9eoZIYxekJliV99NHv6thxiSx+yQEAABQ6lJw+4vTpVLVoMU0tW07TqVPJpuPAj5xdQf3QofiLbwzgsliWNGDAOtMxYBP9+69VbGyaJC48edLAgRvUqtUMZWa6TEcBAABAAQqwuNR9UUlJSSpdurRKluyqjIziXj9eyZJF1b9/Y33wwQMqUoQeGpdu0qStevvthcrKYjEUoKDcdltpHTnyiekY8HEnTybpjjuGKD3daTqK37r//pu0fHlblS5d0nQUAH7Asiz167dWM2bs1DXXlNB1112ha6/N/vP3f87++cqcf77qqmIKYLg+AEj6q19LTExUqVKlPL5/Ss48KOiS86xatW7QlCnPqXbt8gV2TPgHt9tS9+4r9d13LDAEmHDy5KeqUOEa0zHgw956a4HGjdtiOobfu/XW0lq79k3dcovnT6IBFC5ffbUi59w6P4oVC1TZstlF6HXXXUk5CqBQo+T0AaZKTim7nPrwwwfVp09DXXVVwR4b9pSR4dQbb8zTzJm7JFFwAia88859GjWqpekY8FG7dp3W3XePlNvNh3NBKFWqhFavfkN3381FYwCX5vvvV6tbtxWS/vnc+mwf6anz7guVo/9bkFKOArALSk4fYLLkPOv666/U+PFPq2XLO40cH/YQE5OqZ56ZobCwE5IoOAFTrr32CsXFdTYdAz6qZcvpWrRon+kYhUqxYoFatKiNmjSpYjoKAJsZOHC9Onb8Q5IUGBjg8QtUlKMAChNKTh/gCyXnWc2bV9WYMS11883cdoXc9uyJ1ZNPTmOBIcBHbNnyru65h5FjyC0k5IieeGKS6RiFUkCANHLkU3rnnftNRwFgE6NGbdZ77y2W5J2C83JQjgKwI0pOH+BLJacklShRRH37NtJHHz3IwkSQJK1ceVjPPTdLCQkZpqMA+H/PPHOn5s1rbToGfIjbbalOnbHavDmSkfYGdelSX336NORLOYALCgrapnbt5smy/OvuKMpRACZRcvoAXys5z6pe/XpNnfqc7r33JtNRYNDEidkrqDudrKAO+JIrriiq1NSunMAjx8yZO9W69RzTMSDphRdqaNq051SsWBHTUQD4oNmzd6l16zlyuy2/Kjgvh7fL0XML0fMvykQ5CtgbJacP8NWSU8r+ZfP++w+oX7/Guvpq38oG73K7LX399Qp9//0aSf51hRnwFwsXttZTTzGXMiSHw6nq1Yfp8OEEn7vlsbCqU+dmLVvWlvMnALksWrRPzz47U06nm/NrD6AcBfB3lJw+wJdLzrOuu+4KjR37tFq1qmY6CgpAenqW/vOf+aygDvi4hx6qqLVr3zQdAz5g0KD1+uSTP0zHwP+oVKmM1q59UzfddI3pKAB8wLJlh/TUU9PkcLg4vzbMm+XoY4/dpj59GqlMmZKe2TmAPKPk9AF2KDnPatKkssaOfVoVK5Y2HQVewgrqgH0UKRKgjIxuKlqUW2ILs4SEDFWtOlhxcel8ZvugsmVLas2a/6hGjRtNRwFg0OrVR9Ws2VSlpWWZjoLLkNdy9NprS2rWrBfVsGFl74cCkMPbJSer1viZpUsPqWrVIfrxx3XM0eiHdu+OUZ06Y3MKTokvy4Avc7ksjRoVbjoGDOvXb43i4tIl8Znti+LjM3TffaO1cuVh01EAGLJx40k9+eQ0Ck4/YFl5+1175kyGGjUK0vvvL1JGhtP7wQAUCEpOP5SZ6dLnnwerZs3h2rw50nQceMiKFYdVr944HT6cYDoKgHwYNmyT6Qgw6PjxRA0cuMF0DFyEw+FSo0ZBmjx5q+koAArYtm1RatZsipKTM01HgQEjR4brzjuHasuWU6ajAPAASk4/tm9fnB58cIzefXeRkpIcpuPgMkyYsEVNm05RYiL/HQG72b07VomJGaZjwJAePUIYIWITbreldu3mq0ePlWI2J6Bw2L07Ro0bByk+nt/ThdmxY4l64IEx6tUrRC4Xd0MCdkbJ6ecsSxo9Oly33z5Qc+ZEcNJuM263pa5dl+vNNxfkrPAIwH769FljOgIM2LEjWhMnbjUdA/n0zTer9Prrc/miC/i5gwfPqFGjIMXEpJmOAh/gdlvq2TNU9903WocOxZuOA+ASUXIWEvHxGXrhhdlq2HCyjh5NMB0HeZCenqVXXpmTU46wWAVgX0FB20xHgAFduizjc9umpk7doSeemMT8fICfOnYsUQ0bTlZkZLLpKPAx27dHq3r1YRo9ejMDhAAbouQsZFauPKI77hiifv3WsjCRDzt9OlUNGkzWrFm7JFFwAnYXGZmiw4cZFVCYLF9+SL//fsB0DFyG1auP6Z57Rur06VTTUQB40KlTyf8/8CPRdBT4qMxMl959d7EaNZrM7wDAZig5C6GsLLe++GKZqlcfqg0bTlz8BShQu3fHqG7dsVq/nhXUAX/So0eI6QgoIG63pc6dl0kS04zY3P79Z1Sz5jDt2xdnOgoAD4iJSVWjRkE6cOCM6SiwgRUrjqhKlcGaP3+P6SgA8oiSsxA7cCBedeuOU/v2C1gUw0csX36IFdQBPzV//l7TEVBAZszYqT//zF6llYtU9hcbm6577hmpNWuOmY4C4DIkJGSoadMpioiIMR0FNpKSkqlWrWaqTZs5Sk5mEVjgcv32236v7p+SExo/fotuv32QZs3axbwjBo0fv0XNmk1lBXXATyUlObR2LSWJv3M4nOradbkkKTCQYZz+Ij3dqccem6gZM3aajgLgEiQnO9S8+VRt2RJlOgpsavr0nbrjjiGcywGX6OjRBD399HS98sovXj0OJSckZV/ZfPnlX/T445OYN66AnV1BvX17VlAH/N0336wyHQFeNmzYppx53txuLhz6E7fb+v8FAVebjgIgH9LSstSy5fRcU0EBlyI6OlWPPDJBn376hzIzXabjALaQmelSv35rVL36MC1cuM/rxwuwGLp3UUlJSSpdurRKluyqjIzipuN4XbFigerZ83F16vSQihUrYjqOX0tPz1K7dvM0e3aEJBYYAvxd8eJFlJHRTQFczfBL8fHpqlJlsOLjM/g893NvvnmPxox5mtG6gI9zOJx6+ukZWrr0oOko8DNVq5bVvHmtVbPmjaajAD5r1aqjev/9xf8zTUiGpL5KTExUqVKlPH5MRnLiHFlZbnXrtkLVqg1TWNhx03H81tkV1Ck4gcIjM9OlmTO53dVf9e27RvHx2XNc83nu38aP36rGjYOUnp5lOgqAf5CV5dLLL/9CwQmvOHAgXrVrj9QPP6zjzg3gf8TEpOo//5mvxx6bmFNwFtQYD6Ml56pVq9SyZUtVqFBBAQEBmjdvXq7n33jjDQUEBOT606xZs1zbnDlzRq+++qpKlSqlMmXKqH379kpJScm1zfbt2/XII4+oZMmSqlixovr37+/tt+YXDh2K10MPjdcbb8xTfHy66Th+JSIiRnXqsII6UBgNGBBmOgK84NixRA0atMF0DBSgFSsO6/77RysuLs10FAD/w+Vy6/XX5+Ys+scNFPAGl8tS587Bqlt3rI4fTzQdBzDO7bY0Zky47rxzqCZO3Crpr8/fguo7jJacqampql27toYNG/aP2zRr1kynTp3K+TN9+vRcz7/66qvatWuXgoODtWjRIq1atUrvvPNOzvNJSUlq0qSJbrvtNoWHh+uHH35Qz549NXr0aK+9L38zadI23X77IE2btoOFiTxg2bJDeuihcTpyJMF0FAAGbNkSJYfDaToGPOzrr1fK4WB+rsJm9+5Y1aw5XIcOMZ854CvcbktvvbVQM2fuksTdUvC+TZsi9a9/DdWUKdv4voxCa9u2KD388Hi9886inDubpIL//PWZOTkDAgI0d+5ctWrVKuexN954QwkJCeeM8Dxr9+7dqlGjhjZt2qQHHnhAkrRkyRK1aNFCJ06cUIUKFTRixAh169ZNUVFRKl48ez7NL774QvPmzdOePXvylK2wzcl5IfXrV9SkSa1Upcq1pqPY0rhxf+q99xbL6XSbjgLAoH79Gqlz5/qmY8BDtm6N0n33jeJLdCF25ZXFtHJlWz344C2mowCFmmVZ+vDD3zR8+GZJUmCg5Oa0GwWoRYs7FBT0rK699grTUYACkZzsUI8eIRo8eINcruyT4QtfXPLunJxFPb5HDwsJCdGNN96osmXLqkGDBvr222913XXXSZLCwsJUpkyZnIJTkho1aqTAwEBt2LBBzz77rMLCwvToo4/mFJyS1LRpU/Xr10/x8fEqW7bsOcd0OBxyOBw5PyclJUmSrrgiUAEBhW8aU8uy5HRKTqeltWuPq1q1Yeratb46d35IxYuzMFFeuN2Wvv46RD/8kH2batGiASpaVCw+AhQymZluuVzS2LHh6tjxQdNx4CGdOy+VZWV/thcrxud6YWJZlhwOS2lpWapff7ymTXtOrVrdaToWUChZlqUvv1yRU3CWKBHA4mAoEH//vvzbb/tVpcogTZnSSk2aVDEdDfAay7I0d+5effZZsE6eTJYkFSkiFSsWcMGew7IClZHxj09fNp8uOZs1a6bnnntOlSpV0sGDB9W1a1c1b95cYWFhKlKkiKKionTjjblXMytatKiuvfZaRUVFSZKioqJUqVKlXNuUK1cu57nzlZx9+vRRr169znl82LAauvLKKz319mzn5MkMjRx5Qjt2pOibb1ZrwoRNev/9W1SjxtWmo/k0h8OtQYOOad26BEnSyy+XU+vW5Sk4gUJo//40deq0T0ePJmjOnIW64gouFNndli1JCg4+rKJFAzR0aDWVL1/CdCQUsPR0l/r3P6ItW5LVuvUcvf32LWre/HrTsYBCZ/r0U5o5M1qS1KFDRTVufJ3hRChsDhxI088/H9XJkw499dRMtWhxvdq1q6ASJQrfQCn4t6goh0aPPqE//8wuN8uVK653371F99138ZGZaWlpatPGe9l8uuRs3bp1zj/fdddduvvuu1WlShWFhISoYcOGXjvul19+qU8//TTn56SkJFWsWFEdOkQU+tvVLctSsWIBcjotHT+eoa5dD6hNm1r66afGDMk/j+joFD3//C/auDFBUvYV5QULYrRgQYzZYACMsCxLAQFSZqaldetK6Mcfm5iOhMvgdlvq3n2cpOzbcjp23Gs4EUyxLEtFikgulzRq1AkFBNyogQObMooMKCA//BCmmTO3SpJKlAjU+PEnNX78SbOhUCj9/ffBb7/Fats2h3755QXdf/9NpqMBl83hcOrHH9erb991ysjIXmOgePEAJSZm6YcfjuRpH5blxWGc8vGS839VrlxZ119/vQ4cOKCGDRuqfPnyOn36dK5tnE6nzpw5o/Lly0uSypcvr+jo6FzbnP357Db/q0SJEipR4tyRGOnpbmVkMKnL/5o2bacWLtynoUNb6PXX72aE4v+LiIjRk09Oy7XAkMNhSWLSNgDSjBkRGjz4SdMxcBmCgrZp+/bs85CsLEtZWXy+I9vIkX/qyJEkzZv3skqUsNXpNmA7Q4ZsULduKyVJgYEBcjj4vgbfcfJksh56aIK6dn1EPXs+rqJFGdUJe1qx4rA++GCx9u6Ny/V4ZubZ89+8ngd79zPaVv+HnThxQnFxcbrppuyrIPXq1VNCQoLCw8NztlmxYoXcbrfq1KmTs82qVauUlZWVs01wcLDuvPPO896qjkuTnJypdu3m6aGHxmv//riLv8DPLVt2SPXqsYI6gH8WE5OmiIjTF98QPikjw6lu3VZIEqP1cF5LlhzQgw+OUXx8uukogN8aN+5PffzxEknZI+rdbi42wfdYlvTdd6tVu/ZIvivDdqKjU/Taa7+qYcPJOQWnL49rM1pypqSkaOvWrdq6dask6fDhw9q6dauOHTumlJQUderUSevXr9eRI0e0fPlyPfPMM6pataqaNm0qSapevbqaNWumt99+Wxs3btTatWv14YcfqnXr1qpQoYIkqU2bNipevLjat2+vXbt2aebMmRo0aFCu29HhOevXn1D16sPUvftKORxO03GMGDv2TzVvPlVJSY6LbwygUOvZM9R0BFyiIUM26Pjx7IUJ+VKNf7J9+2nVqjVCR48mmI4C+J1p03bo7bcXSrrYSr6Ab4iIiFHNmsM1bNhGWfyFhY9zudwaPnyT7rxzqKZO3SHpr3LTl//6BlgG/+8KCQnRE088cc7j7dq104gRI9SqVStt2bJFCQkJqlChgpo0aaLevXvnLBwkSWfOnNGHH36ohQsXKjAwUM8//7wGDx6sq6/+azGc7du3q0OHDtq0aZOuv/56ffTRR+rSpUuecyYlJal06dIqWbJroZ+TMz8qViyloKBn9dhjt5uOUiDcbktduy5Xv35rJXGyBeDirrqqmFJSupqOgXw6cyZdVaoMVkJCBp/1yJOrry6u0NB2uu++CqajAH5h7tzdevHF2XK5LD6HYUuPPHKrZs58QTfddI3pKMA5wsMj9f77i7VpU6QX9p4hqa8SExNVqtTFFyrKL6Mlp11Qcl6e1q1raujQFrruOv9dmT49PUtt287TL79ESKLgBJB3S5e+psaNq5iOgXz4/POl+vHHMNMxYDNFiwZq7tyX9dRT/zIdBbC133/fr2eemaGsLDfn3LC1q64qpokTW+mFF2qYjgJIkhITM/T11ys1bNimnDuVPP85692S01ZzcsKeZszYpdtvH6QJE7b65bD86OgUPf74JApOAJfku+9Wm46AfDhyJEFDhmw0HQM25HS69fTT0zVsGH9/gEu1cuVhPffcLGVlZS9cwTk37Cw1NUsvvjhbL744S4mJ3l1xGrgQy7I0Y8ZOVas2TEOGbJTbbdni1vTzoeREgUhJydSbb85XnTpjtXdvrOk4HrNr12nVqTNWGzeezHnMbh8CAMxau/a4XC5WgrWLr75aocxMl+kYsCnLkj788Hd17LjELy/8At60bt1xtWw5XRkZhXPef/ivX37ZrapVhygk5LDpKCiE9u+PU5MmU/TKK3MUFZWS87hdT1MoOVGgNm2KVM2aw9Wt23Lbn6AEBx/UQw+N19GjiaajALAxp9OtCRO2mo6BPPjzz1M5E68Dl2PgwA169tmZFOZAHoWHR6p586lKTc0yHQXwitjYND3xxGR9/PHvhXYBXxSsjAynevRYqVq1RmjZskOSpEA/aAj94C3AblwuS99/v0ZVqw7WypX2vFo1Zkw4K6gD8JjBgzeYjoCLsCxLnToFS/prZUngcsyfv1cPPTSOcwngInbsiFaTJlP4fwWFwpAhG1Wt2jBt3x5tOgr82NKlB3XXXSP0zTercl1wdfvBzWWUnDDm5MlkNWgwWS+9NFsxMamm4+SJ222pS5dgvfPOopzVHAHgcu3ceVqpqZmmY+AC/vjjoFasyL4wZ9fbd+B7wsNP6a67RujkySTTUQCftHdvrBo3DtKZM+mmowAF5siRBN177yh9991qpjSCR0VGJuvll39R06ZTdODAGUn+d/GekhPGzZ4doUqVBmns2D99en6qtLQsvfTSbPXvv04SCwwB8BzLkvr3X2s6Bv6By+VW586M4oR3HDuWqJo1h2v79ijTUQCfcvhwvBo2nKzoaHsMhgA8ye229NVXK/Tvf4/RkSMJpuPA5pxOtwYNWq9q1YZq1qxdkmTbhYUuhpITPiE1NUtvv71Q//73GO3eHWM6zjmiolL0xBOTNGfObkkUnAA8b+LEraYj4B8EBW3Xjh2nJfHZD+9ITHTo3/8eo6VLD5qOAviEEyeS1LDhZJ08mWw6CmDUli1RqlZtqMaP3+LTA4LguzZsOKEHHxyjTz75Q8nJf9055q9/nSg54VPCw0+pVq0R6tIlWOnpvjGx+K5dp1W3LiuoA/CuY8eSdOIEC5n5mvT0LH399UpJ/jEZO3xXZqZbzZpN0dix4aajAEZFR6eoYcPJOnw4wXQUwCc4HC61b79AzZpNUWxsmuk4sIn4+HS9//4i1as3Tlu2ZN8tUhjuSOJ0HT7H7bbUv/86VakyOGeVL1NYQR1AQerVK9R0BPyPwYM36MSJ7PkS/WEydvg2y5LefnuRvvxyGSN2UCjFxaWpUaMg7dsXZzoK4HOWLj2kKlUGa/HifaajwIdZlqWgoG2qVm2YRo4Ml2X5763p50PJCZ916lSKGjcO0nPPzVR0dEqBH3/0aFZQB1Cwzk6JAd8QG5um779fI6lwXPmG7+jbd61efvkXOZ006yg8EhMz1LTpFO3cedp0FMBnJSU59NRT09Wu3VwWrcQ5du+OUYMGk9W27TydPv3XfMaFodw8i5ITPm/u3D2qVGmQRo3aLLfb+/93ut2WOncO1rvvsoI6gIIVH5+hP/+MNB0D/++771blXOgqTCeH8A2zZ0fokUfGKyWFL7HwfykpmWrRYprCw0+ZjgLYwuTJ21W16hCtX3/CdBT4gLS0LHXtuly1a49USMgRSVJgYOEsMig5YQvp6U69995i3X//KK9e3U1Ly9KLL87WDz9kr6AeGBjAF1sABapnT25Z9wWHDsVr2LBNpmOgkFu//qTuvnuEoqIK/o4WoKCkp2fpmWdmaN2646ajALYSFZWihx4ap86dg5WV5TIdB4YsXrxPNWsOV58+a5SV9dcdIAUxQMwXUXLCVrZujVbt2iP1+edLlZbm2YWJoqJS9PjjE/Xrr3+toF5YPxgAmBMcfIi5+HxAt24rcp0oAqYcPpygGjWGKSKCW3jhfxwOp55/fpZWrDhsOgpgS5Yl/fDDOtWqNUJ79sSajoMCdPx4op57bqaeemq6jhxJkMT0ShIlJ2zI7bb0449hqlx5kJYsOeCRfe7ceVp16ozVpk1/3SZKxwDAhIwMpxYs2Gs6RqG2adNJzZix03QMIEd8fIbuu2+0Vq6kCIL/cDrdatPmV/3+u2fO54HCbN++ON1113ANHBjGQB0/l5Xl0oAB61S9+jDNnbtHUuFaWOhiKDlhW9HRqWrefKqefnq6Tp1KvuT9LF16UPXrj9exY6ygDsA39O271nSEQsuyLHXqFCyJq+HwLQ6HS40aBWnkyM2M9obtuVxutWs3L9cdVAAuj9NpqWPHpXr44fE6eTLJdBx4wbp1x3X//aPVqVOwUlP/urOV04K/UHLC9hYu3KfKlQdr2LBN+b5qNWrUZrVowQrqAHzLpk0n5XQyt5IJv/22X6GhRyVxwgjf43Zbev/9xapXb5z27YszHQe4JG63pffeW6Rp03ZIyi44+bwFPCcs7ITuuGOIpk/fYToKPCQuLk1vvbVA9euP144d2dPXcHHo/Cg54RcyMpz68MPfdM89I7V9e/RFt3e7LX3++VK9995iVlAH4HNcLkvDh282HaPQcbnc6tJlmSROHOHbNmw4qRo1hunrr1fI4XCajgPkmWVZ+uSTJRo7doskKTCQghPwhvR0p9q0+VWtWs1QfHy66Ti4RG63pQkTtujOO4dq3Ljsz01uTb8wSk74lR07Tuuee0bqv/9dotTUzPNuk5aWpRdemKUffwyTxMkVAN80fDgrexe0SZO2adeuGEn8XoDvc7ksffvtalWtOkQhIUdMxwEuyrIsffnlcg0ZslHS2UU+DYcC/Nz8+XtVpcpgLVt20HQU5NPOnaf12GMT9eabCxQX91dRzTnqhVFywu9YljR48AZVqjRIixfvy/Xc2RXU/z5BLydXAHzR3r1xSkjgyntBSUvL0tdfr5TEKE7Yy4kTSXriiUlq3foXxcammY4D/KNvv12lfv2y55zmFnWg4MTHZ6hx4yl6771FSk/PuvgLYFRqaqY6dw7WvfeO0po1xyRJgYGcnOYVJSf8VkxMmp56arqefHKaIiOTWUEdgO18991q0xEKjYED1ysyMnsRO343wI5mztyl228fqPHjt7AwEXzOjz+uU/fuIZIoOAFTRo0KV7VqQ7VlyynTUfAP5s/fo+rVh+mHH9bJ6fxrNFZ+1x4pzAIszoIuKikpSaVLl1bJkl2VkVHcdBxcghIliqh48SJKTj7/LewA4ItuuulqRUZ+ZjqG34uJSVWVKoOVnJzJl2/4hQceuElBQc+pWrXrTUcBNHz4JnXo8Juk7NFIfFkHzAoMDNDXXz+qr79+VEWKMO7NFxw5kqCPP/5dCxf+dSeq/56TZkjqq8TERJUqVcrje+dvNAoFh8NFwQnAdk6dStHBg2dMx/B7vXuvyvkd4Z8nkyhsNm8+pZo1h6tr1+XKyGBhIpgzceLWnIIze5ooPmQB09xuS716heree0fp0KF403EKtcxMl/r2XaMaNYblFJwsLHR5KDkBAPBhPXqEmI7g1w4cOKMRI1jJHv7H7bbUp88aVakyWMuXHzIdB4XQzJk71b79Akn+PCIJsK8dO06rWrWhGjVqM9OcGBAaekT33jtKX365XOnpf12Q5D/F5aHkBADAhy1YsNd0BL/WtevyXHMeAf4mMjJZjRoF6cUXZykmJtV0HBQSCxbs1WuvzZXbbVFwAj4sK8ut995brIYNJys6OsV0nELh9OlUtWs3T48/PkkRETGSWPTSkyg5AQDwYcnJmVq9+qjpGH5pw4YTmj07wnQMoED88stu3X77II0Z8ye3DMOrli49qBdfnC2n003BCdjEypVHVLXqEM2bt8d0FL/ldlsaPTp78afJk7dJ4tZ0b6DkBADAx/Xuvcp0BL9jWZY6dQqWxNVzFB5paVl6552FeuCB0TmjRwBPCg09olatZigz0yWJL+6AnaSkZOrZZ2fqlVfmKDnZYTqOX9m6NUr164/Xu+8uUnx8Rs7jfEZ6HiUnAAA+LjT0CHMledjChfu0evUxSZxgovDZsiVKd901Qp07Bys9Pct0HPiJ9etP6KmnpueaWw6A/cyYsVNVqw7W2rXHTEexveRkhzp2XKL77x+t9etPSOLiurdRcgIA4OMyM92aNm2H6Rh+w+l064svlkniRBOFl9tt6Ycf1qlKlcFauvSg6TiwuS1bTql586lKSck0HQWAB5w+naZHHpmgjh2X5IzMRt5ZlqVffolQtWrDNHDghlzTxHBx3bsoOQEAsIGffgozHcFvTJiwRbt3x0riRBM4dSpFTZtO0bPPzmTRCVySiIgYNWkyRQkJGRffGIBtWJY0cOAG1agxTLt2nTYdxzYOHjyjFi2m6cUXZysyMtl0nEKHkhMAABvYsiVKDge3AF6u1NRMde8eIolRnMDfzZu3R5UqDdLIkZtZmAh5tn9/nBo2nKzY2DTTUQB4ycGD8apde6T691/L74cLcDic6t07VLVqjdCSJQckca5pAiUnAAA2YFmM5vSEn34KU1RU9mg1RnECuaWnO/X++4t1332jtGNHtOk48HFHjyaoYcPJOZ+pAPyXy2WpS5dlqlNnrI4dSzQdx+csX35Id989Ut27hygj469BCZxrFjxKTgAAbGLs2D9NR7C16OgU9e+/ThJX1oEL2bYtWvfcM0qffbZUaWksTIRzRUYmq0GDyTp+PMl0FAAFaPPmSN1551AFBW1jUUxJUVEpevXVX9WoUZD27YuTxDmmaZScAADYxKFDCTp9OtV0DNv65pvQnEUxOC8HLszttvTTT2GqXHmQfv99v+k48CGnT6eqYcPJOnQo3nQUAAZkZDjVtu08PfXUNJ05k246jhEul1vDhm1UtWpDcxYHPVtuco5pFiUnAAA28s03oaYj2NLevbEaNSrcdAzAdqKjU9WixTS1bDlNp06xgEJhd+ZMupo0CdKePbGmowAw7LffDqhy5UFasqRwXQjbvDlSdeuO04cf/q7EREfO45SbvoGSEwAAG5k5c5fpCLbUtesKuVycfQKXatGi/apcebCGDt3IwhOFVFKSQ82aTdG2bczXCiBbYqJDzZtP05tvzvf76U0SEzP04Ye/6cEHx2jz5khJ3Jruiyg5AQCwkdjYNO3cedp0DFtZt+64fv11t+kYgO1lZDj10Ue/q3btkdq2Lcp0HBSg1NRMPfXUNG3aFGk6CgAfNGHCVt1xxxBt2nTSdBSPsyxL06fvULVqwzRs2CZZFrem+zJKTgAAbKZHj5WmI9iGZVnq1ClYElfbAU/ZufO07r13lD7++HelpmaajgMvy8hwqlWrmVq9+pjpKAB8WGRksurUGatu3ZbL6XSbjuMR+/bFqXHjILVp86uiolJyHqfc9F2UnAAA2MySJQdNR7CN+fP3at2645I4IQU8ybKkIUM2qlKlQVq4cK/pOPCSzEyXXnxxtpYtO2Q6CgAbsCzp++/XqHbtkTmrjdtRenqWundfqbvuGqHlyw9LkgIDuVpuB5ScAADYTFpaFqsd50FWlktduiyTxChOwFtiYtL09NMz1KLFVJ08mWQ6DjzI6XTrtdd+1aJF+0xHAWAzERExqlVruIYO3SjLZleZlyw5oLvuGqHevVcpM9OV8zjzUdsDJScAADbUp88a0xF83rhxW3JGEdjs/Bqwnd9/P6AqVQZr4MD1crn84zbFwszttvTmm/M1e3aEJC4UAci/rCy3Pvrodz366ESdOpVsOs5FnTyZpJdemq3mzafq4MF4SXz22RElJwAANhQWdoIi4QKSkx3q0SNEEieoQEFxOFzq2PEP3XXXCG3Zcsp0HFwiy7L0wQeLFRS0XVL2ZygXigBcqjVrjumOO4bkXDTxNU6nWwMHrle1asPOubDDZ5/9UHICAGBDTqdbY8f+aTqGz/rxxzCdPp0qiRNUoKDt3h2r++8frQ4dFislhYWJ7MSyLH322VKNGhUuiYITgGekpmbppZdm64UXZikxMcN0nBwbNpzQv/89Rh07/pHr9xWfe/ZFyQkAgE0NGbLRdASfdOpUsgYMWCeJUZyAKZYlDR++WbffPlDz5u0xHQd51L37Sv3883pJFJwAPG/OnN2qUmWwQkIOG80RH5+u995bpHr1xmnr1ihJnDP6C0pOAABsKiIihlFS59GrV6hSU7Mk8QUdMC0uLl3PPjtTTZtO0fHjiabj4AK+/361vv12tSQKTgDeExeXrieemKwPP/xNDoezQI9tWZYmT96mO+8cqlGjwmVZ3Jrubyg5AQCwKcuS+vVjAaK/2707htv4AR+0dOlBVa06RD/+uE5OJ/MJ+5qBA9erW7cVkqTAQL7sA/C+YcM2qVq1Ydq+PbpAjrd7d4waNJisdu3mKSYmLedxPu/8CyUnAAA2NnHiNtMRfMqXXy6Xy8XZKuCLMjNd+vzzYNWqNVybN0eajoP/N3p0uDp2/EOSFBgYIDcdNIACcuRIgu69d5S++2611xbUTEvLUteuy1W79kiFhByRlP1ZB/9EyQkAgI2dOJHELaD/b82aY5o/f6/pGAAuYu/eOD344Bi9994iJSU5TMcp1IKCtum99xZJyr5l0+3mIhGAguV2W/rqqxV64IExOnIkwaP7XrRon2rWHK4+fdYoK+uvEpXPOv9FyQkAgM317BliOoJxlmWpU6dgSUwcD9iBZUmjRoWrUqVBmjMnQhb3Cxa4X36J0BtvzM+Zk47/BABM2ro1StWqDdW4cVsu+3fCsWOJevbZmWrZcnpOccr5YeFAyQkAgM39+isrF//6626tX39CEl/UATs5cyZdL7wwW40aBeno0QTTcQqNxYv36ZVX5sjttig4AfgMh8Olt95aoKZNpygmJjXfr8/KcmnAgHWqUWOY5s3LPj9mYaHChZITAACbS0jI0MaNJ03HMCYry6Uvvlguiav0gF2tWHFYd9wxRP36rWVhIi9btuyQnn9+lpxONwUnAJ8UHHxIVasO1qJFeZ+GaO3aY7rvvtHq1ClYqalZOY/zGVe4UHICAOAHvvkm1HQEY0aPDteBA2ckcSIL2FlWlltffLFMNWoMK9QXbrxpzZpjeuaZGXI4XJL4zATgu5KSMtWy5Qy1bTtXKSmZ/7hdbGya2refr4cfnqCdO09L4qJ3YUbJCQCAH1i27FChnNMuKcmhXr2yC15OaAH/sH//GdWpM1ZvvbVAiYkZpuP4jU2bTqpFi6lKS8u6+MYA4COCgrbrjjuG5ExLdJbbbWncuD9VrdpQjR+/VRK3poOSEwAAv+BwuPTrr7tNxyhwP/ywVjExaZI4oQX8zbhxW3T77YM0a9auQnkRx5O2b49W06ZTlJz8z6OhAMBXRUWl6KGHxqlTp6XKynJpx45oPfroBL311kLFxaXnbMevCgRYnDFcVFJSkkqXLq2SJbsqI6O46TgAAJxXnTo3a/36t0zHKDCRkcmqWnWw0tOdzCsH+LnHHrtNEye20u23lzEdxXb27InVo49OyLkgBAB2dsstpXTqVLJcruwTP84B7SZDUl8lJiaqVKlSHt+7R0ZyJiQkeGI3AADgMmzaFKmsLJfpGAWmR4+VSk93SuLkFvB3oaFH9a9/DdH3368uVJ9zl+vgwTNq2HAyBScAv3HiRFJOwSlxDojc8l1y9uvXTzNnzsz5+aWXXtJ1112nm2++Wdu2bfNoOAAAkHdut6WhQzeajlEgIiJicuZfAlA4ZGW51a3bClWrNkxhYcdNx/F5x48nqmHDyYqMTDYdBQCAApHvknPkyJGqWLGiJCk4OFjBwcH6/fff1bx5c3Xq1MnjAQEAQN6NHLnZdIQC8cUXy+R2c+keKIwOHYrXQw+N1xtvzFN8fPrFX1AInTqVrAYNJuvo0UTTUQAAKDD5LjmjoqJySs5FixbppZdeUpMmTdS5c2dt2rTJ4wEBAEDe7dt3RmfO+PeX/tDQI1q4cJ/pGAAMmzRpmypVGqTp03ewMNHfxMamqVGjIB04cMZ0FAAAClS+S86yZcvq+PHs20OWLFmiRo0aSZIsy5LLxfw4AACY9u23q0xH8BrLstSpU7Ck7InmARRuiYkOtWnzqx55ZIIOHqTUS0jIUJMmQYqIiDEdBQCAApfvkvO5555TmzZt1LhxY8XFxal58+aSpC1btqhq1aoeDwgAAPJn2rQdpiN4zezZEdq0KVISE80D+MvatcdVrdow9e4dqszMwjnwIjnZoebNp2rLlijTUQAAMCLfJefPP/+sDz/8UDVq1FBwcLCuvvpqSdKpU6f0wQcfeDwgAADIn+joVO3fH2c6hsdlZrr05ZfLJUmBgQzjBJCb0+lW9+4huvPOoVqz5pjpOAUqLS1LLVtO1/r1J0xHAQDAmACLCWwuKikpSaVLl1bJkl2VkVHcdBwAAC6qdetamj79edMxPGrw4A3673+XmI4BwCZee+0uDRrUXNdee4XpKF7lcDj1zDMz9McfB01HAQDgIjIk9VViYqJKlSrl8b3neSTnBx98oJSUlJyfp0+frtTU1JyfExIS1KJFC8+mAwAAl2TxYv9amCcxMUPffBM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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": "2024-10-29T00:22:40.268847Z",
     "iopub.status.busy": "2024-10-29T00:22:40.268656Z",
     "iopub.status.idle": "2024-10-29T00:22:40.497380Z",
     "shell.execute_reply": "2024-10-29T00:22:40.496857Z"
    },
    "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": "2024-10-29T00:22:40.499424Z",
     "iopub.status.busy": "2024-10-29T00:22:40.498975Z",
     "iopub.status.idle": "2024-10-29T00:22:40.750764Z",
     "shell.execute_reply": "2024-10-29T00:22:40.750178Z"
    },
    "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": "2024-10-29T00:22:40.752833Z",
     "iopub.status.busy": "2024-10-29T00:22:40.752432Z",
     "iopub.status.idle": "2024-10-29T00:22:40.897532Z",
     "shell.execute_reply": "2024-10-29T00:22:40.897001Z"
    },
    "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": "2024-10-29T00:22:40.899390Z",
     "iopub.status.busy": "2024-10-29T00:22:40.899101Z",
     "iopub.status.idle": "2024-10-29T00:22:41.117931Z",
     "shell.execute_reply": "2024-10-29T00:22:41.117411Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-29T00:22:41.119681Z",
     "iopub.status.busy": "2024-10-29T00:22:41.119507Z",
     "iopub.status.idle": "2024-10-29T00:22:41.341213Z",
     "shell.execute_reply": "2024-10-29T00:22:41.340701Z"
    },
    "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": "2024-10-29T00:22:41.343249Z",
     "iopub.status.busy": "2024-10-29T00:22:41.342824Z",
     "iopub.status.idle": "2024-10-29T00:22:41.352137Z",
     "shell.execute_reply": "2024-10-29T00:22:41.351672Z"
    },
    "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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    "### Top CWEs"
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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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       "Loading ITables v2.2.2 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
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       "\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",
    "\n",
    "\n",
    "### CVEs By Identifier"
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  },
  {
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   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
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     "remove-input"
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t1\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t0\n",
      "CVE-2003:\t0\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t1\n",
      "CVE-2006:\t1\n",
      "CVE-2007:\t3\n",
      "CVE-2008:\t1\n",
      "CVE-2009:\t8\n",
      "CVE-2010:\t8\n",
      "CVE-2011:\t71\n",
      "CVE-2012:\t133\n",
      "CVE-2013:\t250\n",
      "CVE-2014:\t214\n",
      "CVE-2015:\t133\n",
      "CVE-2016:\t105\n",
      "CVE-2017:\t310\n",
      "CVE-2018:\t388\n",
      "CVE-2019:\t2432\n",
      "CVE-2020:\t14263\n"
     ]
    }
   ],
   "source": [
    "print(\"CVE-1999:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-1999-')]))\n",
    "print(\"CVE-2000:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2000-')]))\n",
    "print(\"CVE-2001:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2001-')]))\n",
    "print(\"CVE-2002:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2002-')]))\n",
    "print(\"CVE-2003:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2003-')]))\n",
    "print(\"CVE-2004:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2004-')]))\n",
    "print(\"CVE-2005:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2005-')]))\n",
    "print(\"CVE-2006:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2006-')]))\n",
    "print(\"CVE-2007:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2007-')]))\n",
    "print(\"CVE-2008:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2008-')]))\n",
    "print(\"CVE-2009:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2009-')]))\n",
    "print(\"CVE-2010:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2010-')]))\n",
    "print(\"CVE-2011:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2011-')]))\n",
    "print(\"CVE-2012:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2012-')]))\n",
    "print(\"CVE-2013:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2013-')]))\n",
    "print(\"CVE-2014:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2014-')]))\n",
    "print(\"CVE-2015:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2015-')]))\n",
    "print(\"CVE-2016:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2016-')]))\n",
    "print(\"CVE-2017:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2017-')]))\n",
    "print(\"CVE-2018:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2018-')]))\n",
    "print(\"CVE-2019:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2019-')]))\n",
    "print(\"CVE-2020:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2020-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-29T00:22:41.475970Z",
     "iopub.status.busy": "2024-10-29T00:22:41.475640Z",
     "iopub.status.idle": "2024-10-29T00:22:41.479680Z",
     "shell.execute_reply": "2024-10-29T00:22:41.479118Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-10-29 00:22:41.476677**"
      ],
      "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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