{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2021\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T08:09:37.144294Z",
     "iopub.status.busy": "2024-07-27T08:09:37.144117Z",
     "iopub.status.idle": "2024-07-27T08:09:37.780920Z",
     "shell.execute_reply": "2024-07-27T08:09:37.780306Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    if (document.body.dataset.jpThemeLight == \"false\" || // Jupyter Lab\n",
       "        document.body.dataset.vscodeThemeKind == \"vscode-dark\" || // VS Code\n",
       "        document.documentElement.dataset.theme == \"dark\" || // Jupyter Book\n",
       "        window.matchMedia('(prefers-color-scheme: dark)').matches) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T08:09:37.783484Z",
     "iopub.status.busy": "2024-07-27T08:09:37.783119Z",
     "iopub.status.idle": "2024-07-27T08:09:57.194688Z",
     "shell.execute_reply": "2024-07-27T08:09:57.194124Z"
    },
    "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'] > '2021-01-01') & (nvd['Published']  < '2022-01-01'))\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(2021, 1, 1)\n",
    "enddate  = date(2021, 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": "2024-07-27T08:09:57.197110Z",
     "iopub.status.busy": "2024-07-27T08:09:57.196928Z",
     "iopub.status.idle": "2024-07-27T08:09:57.203457Z",
     "shell.execute_reply": "2024-07-27T08:09:57.202887Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **21950**<br />Average CVEs Per Day: **60.3**<br />Average CVSS Score: **7.09**"
      ],
      "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": "2024-07-27T08:09:57.205828Z",
     "iopub.status.busy": "2024-07-27T08:09:57.205425Z",
     "iopub.status.idle": "2024-07-27T08:09:57.214449Z",
     "shell.execute_reply": "2024-07-27T08:09:57.213872Z"
    },
    "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": "2024-07-27T08:09:57.216790Z",
     "iopub.status.busy": "2024-07-27T08:09:57.216474Z",
     "iopub.status.idle": "2024-07-27T08:09:57.860143Z",
     "shell.execute_reply": "2024-07-27T08:09:57.859545Z"
    },
    "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": "2024-07-27T08:09:57.862426Z",
     "iopub.status.busy": "2024-07-27T08:09:57.862090Z",
     "iopub.status.idle": "2024-07-27T08:09:58.082931Z",
     "shell.execute_reply": "2024-07-27T08:09:58.082260Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T08:09:58.085324Z",
     "iopub.status.busy": "2024-07-27T08:09:58.084979Z",
     "iopub.status.idle": "2024-07-27T08:09:58.352136Z",
     "shell.execute_reply": "2024-07-27T08:09:58.351547Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dg1cTDnoBAADgHb9L2yX5nmnaFYKeAAAABkm3RKi62tyr7AAAAHCe35PbJaXVlskrBD0BAAAMYmdsFhSk9nsmH3ACAADAeXamZ6rHjU6qqyPTEwAAAElIt0y9oSHo8EoAAABgMhPK2+vrQ34voVMEPQEAAAySbtCzpSXs8EoAAABgMjvoaVn+raGx0dwL7wQ9AQAADGIHPVM9eA2HYy6sBgAAAKYqK/N/kGVTE5meAAAASEK6mZ6xmKVIhMAnAABAvjChvN3kaiOCngAAAAZJN+gpMcEdAAAgn5gwvb25maAnAAAAklBZmX7gcvPmegdXAgAAAJOZkOkZCBD0BAAAQBIyyfTcsKHGwZUAAADAVM3NITU2+t9PMxiM+r2EThH0BAAAMERzcyijvkhkegIAAOSH8nL/hxhJUjhM0BMAAADdyCTLU5K2bm1waCUAAAAwmQml7ZIUiVh+L6FTBD0BAAAMkWnQ05SDXwAAALjLlOO+WIygJwAAALqRadCzstKMMicAAAC4y57cXlDg80IkBYMRv5fQIYKeAAAAhrAnt6d78Fpd3ergagAAAGAqUzI9JRkxUKkjBD0BAAAMkWmmZ11dwKGVAAAAwGR20NMyoLq8vt7MY1CCngAAAIawg57pHryaepUdAAAAziorM6etUaYX7t1C0BMAAMAQmR4wBgJm9lMCAACAs0wqb6+oaPF7CR0i6AkAAGCITIOe4XDUoZUAAADAZCYFPU0dpknQEwAAwBCZBj0ti2xPIN+89tpX+sMfRmbtRY+6uoBaWsJ+LwMAsoplWUYFPauryfQEAABAF+zp7ZmoqDDnABiAuyzL0p13TtRbby3RkCEL/V5Oyiorm3XQQYM1cODrfi8FALJKfX1QoZA5F7uqq1v9XkKHCHoCAAAYwLIsR5rAb9pUl/liAGSF4uJG1dbGJ+ZOmLDe59Wkbt68YtXVBbRoUZlWrKjwezkAkDVMyvKU4ln7JiLoCQAAYIC6uoAikVjG29m0qdaB1QDIBsuWlSf+e926Gh9Xkp7Vq6sS/z18+EofVwIA2YWgZ3IIegIAABjAiSxPSSoqqndkOwDMt3Tp10HP4uJGH1eSnrZBz2nTNvu4EgDILqYFPRsagn4voUMEPQEAAAzgVNAzGwMfANKzbNnXJeHNzSFZluXjalK3Zk114r8pbweA5NlBz4ICnxfyPwQ9AQAA0Cmngp6lpWZd+QfgnrZBT8uSNm7MrvYWbTM9q6pasi5oCwB+MS3Ts7k57PcSOkTQEwAAwAD25PZMr9hXVWU+AR6A+cLhqFatqmz3s8mTN/m0mtTV1LQmPvekeNB23rxiH1cEANmjvDx+sdyUa0XNzSG/l9Ahgp4AAAAGcCrTs6am1ZHtADDbmjXVCofbDz+bO3erT6tJ3Zo1Vdv97OOPV/mwEgDIPqZlera0kOkJAACATthBz0yv2NfXm9lTCYCz2g4xsq1YUdnBPc3UtrTdNnNmkQ8rAYDsY1rQMxCI+L2EDhH0BAAAMIBTmZ5NTQQ9gXywbFk86NmjzRnd5s11/iwmDfYQo7YtPToKhAIAtmda0DMYjPq9hA4R9AQAADCAU0HPQMDMg04AzrKHGMXaVLhXV2dPews7wNk2u722NqBIhM8wAOhKNBpz7LjRKeGwmZ/dBD0BAAAM4NTBayQSYwIykAc6Km8Ph2NqajJzmMS2OsvqnDZts8crAYDsUlXVoljMrGO9aNSs9dgIegIAABig7RTjTDU3m9lMHoAz6uoC2rKlocPbZs0yvy9mOBzVhg21Hd42cuRqj1cDANnFntxukljMMvKiO0HPPPDyy/N1zz2TjPwDBAAA8ezM6mrngp6lpY2ObQuAeZYvr+j0thkzzA96btxYq0gk1uFts2dv8Xg1AJBdTOvnaTNxmJEjQc+6ujonNgMXNDYGddNNn+vf/56lESO4agoAgImqq1syntreVmcZVAByQ0el7bZFi0o9XEl6uhpYtG5djYcrAYDsYwc92w6CM4GJ7VVSDno+9thj+uCDDxL//u1vf6u99tpL+++/v5YsWeLo4pC5OXO2JnorfPopQU8AAEzkdDP6wsI6R7cHwCz25PaOTnjXrzf/okdHk9ttjY0hBYPmZQsBgClMzfSsqwv4vYTtpBz0HDJkiA444ABJ0sSJEzVx4kR9/vnnOvPMM/W3v/3N8QUWFxfr8ssv11577aUdd9xRRx99tBYsWJC43bIs3X///dp3332144476rTTTtO6devabaOmpkaDBg1Sv379tPvuu+uaa65RU5OZfyROmzHj60bgS5Z0fkUYAAD4x+mg55Yt9Y5uD4BZli6Nl7d3lCFeUtJxr0+TdDS5va3PP1/X8Q0AgETQ07QOhuXl5sXZUg56lpWVJYKeo0eP1m9/+1udfvrpuvPOOzV//nxHF1dbW6uTTz5ZvXv31ueff66VK1fqqaee0h577JG4z+OPP67nnntOQ4YM0dy5c7XzzjvrjDPOUCDwdYR50KBBWrFihSZOnKjRo0dr+vTpuu666xxdq6mmT/+6p8/mzXX+LQQAAHTK6aBncTE9PYFcZVlWlz09m5rCxvfytzM9OzN6NEFPAOiMqZmeFRXO9ad3Sq9Uf2GPPfbQli1bdMABB2jcuHF66KGHJMW/fKPRqKOLe+yxx3TAAQfojTfeSPzsoIMOSvy3ZVl69tlnde+99+rXv/61JOntt99W//79NXLkSF166aVatWqVxo0bp/nz5+u4446TJD3//PM666yz9OSTT2q//fbbbr/BYFDBYDDx74aG+NXScDiscDh7pqEGgxHNnbs18e+GhqBCoZAKTGv84DP7Nc2m1zZX8Nz7h+feXzz/uSvd17asLB6k7NWrQL17p/89HQzGFItJlZVNeff3xfvKXzz/3tm8uV4NDfFzlb59CxLH9pZlKRCIBztXr67QoYfu6cj+nH5tLcvSqlWVkqQ+fQrUo8fXn3mhUEzRqDR//lb+lsT7Ktfx+von2597+7ixd+8C9erlf3yntTU+mK6ysrHb59Tr5zzloOeFF16oyy67TN/+9rdVXV2tM888U5K0aNEiHXrooY4u7rPPPtMZZ5yhiy++WNOmTdP++++vG264Qddee60kadOmTSorK9Npp52W+J3ddttNxx9/vObMmaNLL71Uc+bM0e67754IeErSaaedph49emju3Lm64IILttvvo48+qgcffHC7n0+ZMkU77bSTo4/RTStXNikYjGqnnXqopSV+EvTxx6O10049/V6akSZOnOj3EvIWz71/eO79xfOfu1J9befMiQ8eOf30vXTddd9Ie78vvlikiRNrtPvuzRo7dmza28lmvK/8xfPvvnnz4u0rDjywrwYPPqzdbVdcsUwNDVGNG/eFDj7Y2fMWp17b+vqIamsDKiiQ3n77aPXp83Xx4ZQpNRo8uEjhcEvefoZ1hPdVbuP19U+2Pvfr18dbF95338E65phdfV6N9Mc/rlBVVViNjRs0dmzXw/RaWrzNBk056PnMM8/oW9/6lrZs2aLHH39cu+yyiySptLRUN9xwg6OL27hxo15++WXdfvvt+vvf/6758+fr5ptv1g477KArr7xSZWVlkqT+/fu3+73+/fsnbisrK9M+++zT7vZevXppzz33TNxnW/fcc49uv/32xL8bGhp0wAEH6JRTTtFee+3l5EN01dKlsyStVzAYS/yspGQf3Xzz8f4tykDhcFgTJ07UL3/5S/Xu3dvv5eQVnnv/8Nz7i+c/d6X72o4aNVZSuSZMqNaUKelPLg6H49/58+cH9eabZ6W9nWzE+8pfPP/eiR/jb1JxcVC/+93SdrfZx/3LlvXVX/7izGeA06/trFlbJC2XJP3hD8vb3RaLxTNVV61q1s9+dpp23nmHjPeXzXhf5TZeX/9k+3N/1VXxIdUPP7yxXba8XwKB+HdPefkeuuWWX3R53+rqrtubOC3loGfv3r11xx13bPfz2267zZEFtRWLxXTcccfpkUcekSR9//vf1/LlyzVkyBBdeeWVju/P1qdPH/Xp02e7n/fu3Tur3hCzZxdLktp2HZgzp0R//Wv2PAYvZdvrm0t47v3Dc+8vnv/cleprW1XVKkmKRCxFIpn34qutDebt3xbvK3/x/LtvxYr4EKCuPi9WrKhy/HVw6rVdv75OUnwAh10S2ZHRozfo8suPyXh/uYD3VW7j9fVPNj73wWA8Wz7+35Ykc3o419SEun0+vX6+kx5kdMMNN7SbeP7ee++pufnrpvt1dXU66yxnMwr23XdfHXHEEe1+dvjhh6uoKD6cZ8CAAZKk8vL2U8nLy8sTtw0YMEAVFe0bfUciEdXU1CTuk4ui0ZhmzSra7ucrVlT6sBoAANAVpwcZtbRkZ48qAN1btqzzIUa2zZvrPVhJetasiQdtuxszMG7ceg9WAwDZxeljRifV1we6v5PHkg56/uc//2lXe3/99de3CzYGg0GNHz/e0cWdfPLJWrNmTbufrV27VgceeKCk+FCjAQMGaPLkyYnbGxoaNHfuXJ144omSpBNPPFF1dXVauHBh4j5ffPGFYrGYjj8+d8u8lywpV2NjaLufb9li7gEQAAD5yukD2GAw4uj2AJghGIwkgoZdqa5u9WA16Vm9Ol7a2N2A+fnzSzxYDQBkF1Mnt0tKDNkzSdLl7dY230rb/tsNt912m0466SQ98sgj+u1vf6t58+bplVde0SuvvCJJKigo0K233qqHHnpI3/72t3XQQQfpvvvu03777afzzz9fUjwz9Fe/+pWuvfZaDRkyROFwWH/5y1906aWXdji5PVdMn765w583N4cVjcbUs2fS8W4AAOCyykpnm7pHo5ZiMcuIPk8AnLNqVZWi0e7PwyKRmJqaQtplF/N6Yq5e3X3QVpI2b65zdyEAkIVKS80NejY2mhf0NDry9aMf/UgjRozQe++9p6OOOkr/+te/9Oyzz2rQoEGJ+9x555266aabdN111+lHP/qRmpqaNG7cOPXt2zdxn6FDh+qwww7TL37xC5111lkaOHBgInCaq2bMiJe2d1Q2Mm9escerAQAAnQkEIq5cGTexxAhAZpYtK+/+Tv8zY0bHSRB+CgYj2rSpNsn7RlVVZW4ZJwD4YcGCeBZ8dy1C/NDUZF57pZQHGXntnHPO0TnnnNPp7QUFBfrnP/+pf/7zn53eZ88999SwYcPcWJ6RLMtKZHp2lJA7YcJGnXjiAR6vCgAAdKSy0p2T+i1b6rXHHju6sm0A/li6NB70LCjovjx85swinXnmtz1YVfI2bKhNKlPV9vHHq3T99ce5uCIAyC7TpnUe6/GbiT3lUwp63n///dppp50kSaFQSA8//LB22203SWrX7xP+Wr26SlVVnb8ec+du9XA1AACgK241pN+4sVbHHJO7QxuBfGQPMUrmZHfRojKXV5O6ZEvbbePHbyDoCQD/09oa1pdfmhvPyeqg509/+tN2Q4VOOukkbdy4cbv7wH92aXtnUj3YAAAA7nEr6FlYyPBCINckM7ndtn59jYsrSU/bye3JBG4XLzYvcAsAfpk7t1ihUNTvZXQqEDBvkGbSQc+pU6e6uAw4yS5t7+xgorS00eMVAQCAzthBz2SDAMnaupWgJ5BLqqtbVFKS/HF8Kvf1SrKT221btza4uBoAyC7TphVKcv6Y0SmhkHlBz6QHGd1xxx1avXq1m2uBQ+xMz87eBIFAVIGAeWnHAADkI6cnt9tKSsyd7gkgdalkeUpSc3NYsZhZZ8V2pmeywuEYgU8A+J+pU83t5ynFP7NNk3TQ89NPP9WRRx6pk046Sa+//rqam5mkZ6LNm+tUVNR9Zofd/BYAAPjLzvR0+gDWrbJ5AP6whxilYu1ac9paWZaVVput4cNXuLAaAMguwWDE6H6ekhSNZnHQc926dZoyZYq+853v6JZbbtGAAQN09dVXa/bs2W6uDynqrp+nbfLkTS6vBAAAJMOt4GR1NUMmgVyybFnqQc8pUwqdX0iaysubVV8fTPn3Jk3a2P2dACDHzZtXbGTPzLZisfgFLpMkHfSU4oOK3nzzTZWVlWnw4MFat26dBg4cqMMPP1xPPvmkystT/yKGs9r28+zKggUlHqwGAAB0x62gZ11dwJXtAvBHquXtUnzohSlSLW23pZPhCgC5ZurUQkndx3r81tpqVmA2paCnbeedd9bVV1+tGTNmaO3atbrwwgv16KOP6pvf/KbT60OKuuvnaVu7ttqD1QAAgO64FfRsaEg9owqAmWIxS8uXpx70XLmy0oXVpCed0nZJKi2lPzEA2C0KDUuk3E5jo1nHn2kFPW3Nzc2aMWOGpk2bptraWh188MFOrQtpqKhoTvpggj5fAACYwa3v5JYWs660A0jfpk21am5OfRDp5s3d9/r3in2ekmqWUjRqafVqc4K3AOC1UCiq2bO3+L2MpNTWmlVplFbQc+bMmbr66qu177776uabb9Z3vvMdzZgxQ6tWrXJ6fUjBjBnJDycKh2Oqq2t1cTUAAKA7lmW5Nr09FIq6sl0A3kuntF2SamrMOd5fsyZeaZZOltJHH3GeCSB/zZ9fbFzZeGcqKszKzk866FlaWqp///vfOuyww/TTn/5Uq1ev1tNPP63S0lK9/vrrOvnkk91cJ5Jgl7b3SPJVnTBhg4urAQAA3WlqCrnWlD4WsxSJmDdFE0Dq7L6WqWZJRiIxY0oN0y1vl8wayAQAXrNL27NBRYVZgzSTDnoecMABeuaZZ3TOOedoxYoVmj17tv74xz9ql112cXN9SIE9xCiW5PmN3QgXAAD4w+12M0xwB3KDnemZTpakfY7gp0AgosLCurR/f8WK9DJdASAXZFPQs6rKrGPPXsne8cMPP9R5552nXr2S/hV4qL4+oCVLUptsuGhRmUurAQAAyXA76FlUVK/+/blADWS7TCaYz5xZpLPP/o6Dq0ndunXVGQ3fqKholmVZKjB9bDEAOCwcjmrWrCK/l5E004KeSWd6nnDCCbr77rvV0NCw3W319fX629/+pvLy9L+MkZnZs7coFkvtSGLDhlqXVgMAAJLhdtCT73og+7W2hrV+fU3av794sf+JDpmUtkvxDNevvip1aDUAkD0WLixNa5CdX0zqJS2lEPR8+umn1dDQoH79+m1322677abGxkY9/fTTji4OybP7eaZy8dO0P0YAAPKNHfR0K3lp8+Y6dzYMwDMrV1amnNzQ1vr1/l/8sIcYZfJZ98knDDMCkH+mTSv0ewkpqa01K86UdNBz3LhxuuKKKzq9/YorrtDo0aMdWRRSZ/fqSaVsJBq1tHXr9pm7AADAG25NbrfxPQ9kv0xK2yWptLTRoZWkz870zKTEPZt62gGAU6ZOza7PvoYGM4bn2ZIOem7atEnf/OY3O739G9/4hgoLC51YE1LU2hrW/Pklaf3u+PHrHV4NAABIlp3pmUkgoCtlZU3ubBiAZ+whRulmSTY3hzPKFHWCnemZiVWrMiuRB4BsE4nENHNm9vTzlKT6+iwNeu64445dBjULCwu14447OrEmpGjevGKFQtG0fteEaY4AAOQrt3t6VlSY1UweQOrsTM9MLo5k2lMzE5ZlObL/2tpWRaMxB1YEANlh0aJSNTWF/F5GSkxbb9JBz+OPP17vvPNOp7e//fbb+vGPf+zIopAaO3CZztXfpUsrHF4NAABIlttBz5oagp5AtrMzPTMxZcomB1aSnpKSRkdOgi1LWZfxBACZmDq10O8lpCxrg5533HGH3njjDd1xxx3tprSXl5frr3/9q958803dcccdriwSXbOHGKVz9bew0P/G5gAA5Cu3g551dWaVGAFITXl5kyOfE3PnFjuwmvQ4UdpuGzFitWPbAgDT2b2M3Rp46YaWFrMmzfdK9o6nnHKKXnzxRd1yyy165pln1K9fPxUUFKi+vl69e/fW888/r1NPPdXNtaIDkUhMs2dvSfv36+uDsixLBdn0LgIAIEe4HfRsbCToCWQzJ7I8JX/7Ydql7QUFmfcvzuS8BwCySTQayyjBzS9ZG/SUpOuvv17nnHOOPvzwQ61fv16WZek73/mOfvOb3+gb3/iGW2tEFxYtKlVzc/p/VJYVPxA5/PC9HVwVAADoTixmqarK3fLz1taIq9uHcxYtKlVVVYt++ctD/F4KDLJsWbzCLtOA4ebNdc4sKA1O9hN1MmsUAEy2eHGZcZPQkxEImHXsmVLQU5L2339/3XbbbW6sBWlwYhDRuHEbCHoCAOCx+FAOdy/dh8PpDTqEtyzL0plnDlV5ebPeeecCXX75MX4vCYaw++9nmuVTWxtwYDXpsQOVTmQqNTQEFQ5H1bt3z8w3BgAGs0vbs026Q7bdknRPT5jJTnfOpDp99mwaggMA4DW3S9uleJAhGDTriju2t3Vrg8rL438Pf/zjZ6qtbfV5RTCFnemZqUgk5lvGkNOT4ydM2ODo9gDARNnYz1OSwuGY30toh6BnFovFLEd6PKxYUenQigAAQLK8CHp6uR+kb+XKr4/FgsGozjvvPR9XY57q6hbdfPPnev/95YrFsqixWYai0Zijx+lOVIilqqUlrKKieke3+dlnaxzdHgCYJhqNJT6zs6mfpxRfu0kIemaxVasqVVOTeSbAli0NDqwGAACkwqtg5KZNtZ7sB+nbdsjMzJlb9PbbS3xajXnee2+5nn9+nn73u4/13e++oE8/XS0r284C07B+fY2jvdFmzvS+umvtWud7cPo5iR4AvLBsWYXq6vxrS5IJy5JR39EEPbOYU1drm5pCxkXjAQDIdXbQ0+2ypU2b6tzdATLWNtPTdt11oyhz/5+2gfv162t0/vkf6OijX9b48euNOrFymlOT222LF5c5ur1kOF3aLsX/BgAgl02bVuj3EjKSybBtp6Uc9Lz//vs1ZcoUBQLZGXXOJdOnZ97P07ZgQUnmGwEAAEmrrHR3crtt82ZnS0vhvI6CnsFgVOef/74PqzFPUdH2VUkrVlTqV78aqh//+DVfyra90HZyuxP8CBauWRMPejp5cae5OayWlpBzG0TWKiqqV1lZk9/LABw3dWp29vO0NTaaM3U+5aDnnDlzdO6552r33XfXT37yE917772aNGmSWlu5Eu0ly7I0Y4ZzPR7Gj6chOAAAXrIzPd1OVCsupo2NySzL6jDoKcUvcA8dutTjFZln8+a6Tm9bsKBEP/vZm/rpT9/QvHm5Vfbs1OR2W2mp98Gh1audm9ze1qhRa53dILJOTU2rvve9ITrmmJcViZg1LRrIRCxmZW0/T5tJlSopBz0nTpyouro6TZ48WWeddZYWLFigCy+8ULvvvrsGDhzoxhrRgU2b6lRc3OjY9ubO3erYtgAAQPe86ulJFozZKiqaVVvbeQXVH/84SnV15pw8+CGZQTgzZhTp+ONf0xlnvKslS7wv43aDU5PbbS0tYc8HQblR3i5JY8asc2W7yB4zZmxWXV1AlZUtev/9FX4vB3DMihUVjsxu8VN5uTlDNNPq6dmrVy+dfPLJuuiii3TBBRfojDPOUCwW0+rVq51eHzphZ3k6xa0DEgAA0DGvgp5eldEjPZ1ledoCgYjOP/8Dj1ZjnkAgktLJ04QJG3Tssf/RBRd8kNXHt01NIW3Y4PwQspUrne0T2pVYzHJlkJEkzZ9Pa658N2vWlsR/jxy5yseVAM6aOrXQ7yVkzKtj3GSkHPR85ZVXdNlll2n//ffXSSedpHHjxmngwIFasGCBKiu7PmiDc+x0Z6d6PJSUkAUCAICXvDog7CqLEP6zg55dHdNNm7ZZ7723zKMVmWXr1vTaM4wcuVpHHPGiBg36uN0gpGyxYoU7wckpUwpd2W5Htm5tUEuLO8MsCgvrXNkussfMmUWJ/543jyA4cse0adndz1OSqqrMyVTtleov/OlPf9Lee++tv/71r7rhhhu0yy67uLEudGPGjPiHvFM9HgKBiAKBsPr27e3MBgEAQJe8CnrW1RH0NFl3mZ62q6/+TGeeeah2331Hl1dklq76eXbHsqRhw5br/fdX6KqrjtWDD/5c++/fz7G1ucnpye02L4ND9hAjNwQCEdXWtmqPPfLr/YC41tZwu0G8xcWNsixLBdkcJQIU7/NtBz2ztZ+nJFVXm1NllHKm5yeffKJBgwbp/fff1957762TTjpJf//73zVhwgS1tJjzwHJZWVmT1q1zfvqiHUgFAADuCoejnmVgNjUx5dhkq1bFA0PdndwEAhFdcEH+lbkn08+zO7GYpf/+d5G+9a3Buvnmz40qu+vM0qXOTm63rVrlXWWe3V7ArTjUiBG0VstXCxaUKByOJf4di1maM4cZFch+K1dWqqoq++NqJvUkTTnoef755+vpp5/WV199pbKyMv39739XcXGxzjnnHO25555urBHbcLqfp23SpI2ubBcAALTn5QFtMBjxbF9IXbKZnpI0depmvf/+chdXYx476OlE4CwSien55+fpm998RnffPcmo6bLbsjM9nc702bw58yBystzuqTpu3HpXtw9z2f08234uDBuWny1AkFvsLM9sZ9IAxpTL2yWpurpa06ZN09SpUzV16lStWLFCe+yxh37yk584vT50oG0/TycPhGgIDgCAN7zMNAuHY5T9Gaq6uiXlCadXXfWpzjzzUO22W1+XVmUWO+jp5DFvMBjVY4/N0nPPzdVdd52s228/Ubvu2se5HWTIsqxEpqfTvAz0rlkTH2LkVonmV1+VurNhGM/u59n2bytXgkXIb237eWZzeXtdXdDvJSSknOl59NFHq3///rr++utVXFysa6+9VosWLVJVVZVGjBjhxhqxjenTne3naVu3zp3pigAAoD2vy2vdGiaCzNil7akIBCK68ML8KXN3MzOxtTWiBx6Ypv33f1pPPDFLkUis+1/yQGlpk2ulgdGo5VkGjtuZnlu2pDfkCtktFrPaTW63rV/vfPs3wEuWZSUmt2dzwFOSGhuzOOj5pz/9SYsXL1ZlZaU+/vhj3XTTTTrmmGPcWBs6UFvbqmXL3Lnym2qmAQAASI8d9PQq+bK0tNGbHSEl6fZX/OKLQn3wQX6UuTvR07M7jY0h3XnnJN188+eu7ysZbh3r2+yqMTc1NgZVXOzu504oFOWzLQ+tWlXZ4YC+QCCi4mIC4chea9ZUZ0XP6WQ0NprTTz7loOeNN96oo446SqFQSGvWrFEkQp8oL82atcW1qH84HFN9PRNeAQBwm9cHtRs31nq6PyTH7ueZTvD7qqs+zfnjNsuyPAl62v7730WyDEivcWuIkc0uDXbT2rXeVJANH77Sk/3AHF39/b777lIPVwI4y87yzAXNzVkc9GxtbdU111yjnXbaSUceeaSKiuIfOjfddJP+/e9/O75AtGcPMXLrIGjiRIYZAQDgtspKbydzbtpU5+n+kJyVK5Ob3N6R1taILrroQ4dXZJbKyhYFg1HP9hcKRfXpp/5PBHdriJFtyRJ3M0kl90vbbQxizT8dDTGyff45w62Qvdr288x2JrVVSjnoeffdd2vJkiWaOnWq+vb9uoH6aaedpg8+yJ/+Qn5xq5+nbcqUTe5sGAAAJNiZnl4llRUVUfJnolQmt3dk8uRNGj58hUOrMc/mzXWe7/Opp770fJ/bcmuIkW39evczv+0hRj1SPttMzeLFZe7uAMbpaIiRze33DuAWy7I0bVrh//7b37U4IauDniNHjtQLL7yggQMHtpsCeuSRR2rDhg2OLg7ttbSEtWCBuxPWFy3iwAEAALd5Xd5eUkLQ0zQNDUFt3Zr563LllSPV0JCbZe5elrbb5s7d6muJezgcTWvAVSrKyppc3b70daZnzOXZUPT0zC8lJY1dVi7U1gYUDNJ+D9ln3boalZa6/9nslUDAuyqN7qQc9KysrNQ+++yz3c+bm5vbBUHhvC+/3Or6VMkNG8zr+dXYGFQ4bM6bBgCATHkd9GRYoXmcKv/N5TJ3O+jp5SlGOBzT++/7NyRq3boahULuHve2tIQVi7kb2PWqvD0SsehZnEdmzeq+H+2IEf63qABSZWd55gq3v8dSkXLQ87jjjtOYMWMS/7YDna+99ppOPPFE51aG7bjdz1OSqqu97THWnfXra7Tvvk/pnHPe83spAAA4xuugZ1WVWd/vyLy0va1Jkzbpo49yb6DL5s3xoKfXiZeDB8/1dodteFWeu2JFhWvbjkZjWreuxrXtb+uDD/wLUsNbXfXztH3yySqPVgM4J5f6eUpyPVkvFSkHPR955BH9/e9/15///GdFIhENHjxYp59+ut544w09/PDDbqwR/+N2P09JikYto0rgPvhguZqbw5owYYNKSihfAQDkBq+DnrW1rZ7uD93LZHJ7R668cqQaG4PObMwQfpS3S9KCBSWKRv05YVu2zN3J7bYvvih0bdtFRfUKBLwrMZ4ypdCzfcFfXfXztM2dW+zRagBnWJaVmNyeC/08Jfn2HdqRlIOeAwcO1OLFixWJRHT00UdrwoQJ2meffTRnzhz98Ic/dGONUDw9eM6cLZ7sa9w4c6bejRmzLvHfr732lY8rAQDAGS0tYTU3e9vgvb4+t4JhucDu2+jUCU5LS1i/+c1wZzZmCL+CntGopbfeWuLLvt2e3G6bP9+9wJA9xMgry5e7l7UKczQ1hZIaXLV1a4OvfXmBVG3cWKvi4txK8LIsud5GJVlpzdM75JBD9Oqrr2revHlauXKl3n33XR199NFOrw1tfPVVqVpbvbliOn36Zk/2052qqhZ9+eXWxL9Hj17r42oAAHBGZaX3/TW9DrKie06Wt9smTNigjz/OndJOv4KekvTii/N82a9X5e2rVjn/92ez+3l6VaZZXt5MkCsPzJ27VdFo969zLGa5PvwXcJJd2p5rmptDfi9BUppBT3jPy0Dk0qVmXC0dP359u6vcXMUFAOQCr0vbJTHN1jAtLWFt2uTO8JUrrhihpiYzTjQy0dISVmWlf71oFy8uVyTi7SCG+vpAoo+p24qK3GtnZQc9vYpDxmJWoi0Aclcy/TxtQ4cuc3k1gHPs0vZc6edpa2w041gk6aBnjx491LNnzy7/16tXLzfXmtdmzOh+Up1TCgvrPNtXV+zSdvvN39oace0EAQAAr/gR9IxGLTKhDLJmTZVrAaF4mXv2T3PfssW/LE8pHkh75ZWFnu7Tywv8bvb59bq8XZKGD8+dDGd0LJl+njY7iARkAzvTM9cO00wZkp10lHLEiBGd3jZnzhw999xzisXMaVaaS2IxK/Eh74W6uoAsy1KBj5caotFYordo2zf/K68s1KOPnubTqgAAyJwd9Cwo8PYAt74+qN137+vdDtEpu5+nW8aP36CRI1fp/PMPd3U/bvKztN02ZMhC3XDDjz3bn93P0wvRqKXa2lbtsceOjm/bzvT00vTphZ7vE96JRGKaM2dr93f8Hz8C70A6CgvrjPi+c0N5ebNM6IKZdKbnr3/96+3+d9hhh+nNN9/Uk08+qYsvvlhr1qxxc615a/nyCtXVBTzbn2VJa9f6+0Xx5ZdbVVu7/WP+/HNzhiwBAJAOPzI9pfhwB5jB7ufZw8VGU5dfPsKYflrpsE8C/Sz3W768QqGQdyXuXk1ut7nRR66+PqCysibHt9sdN3rkwhzLlpWn1LYjEIj48ncIpCqXs5L96GHfkbQOtUpKSnTttdfq6KOPViQS0eLFi/XWW2/pwAMPdHp9kD+Dhfye4L5tabvN7cwIAADcZgc9vS5j2riRFjGmsAM0bhZJNTdn9zR3r3pbdsWypOefn+vZ/uy++l59NrhRSeZXhl11dSstPHKY3c8zFe++u9SFlQDOsi8+5Vo/T0m+9uVuK6WgZ319ve666y4deuihWrFihSZPnqxRo0bpqKOOcmt90Nf9PL18I6TzxeKksWPjQc9tj11CoahWrGCgEQAge/l1EGhKz254l5U2btx6ffppdlZi2Zmefsex/vvfRZ7sx7K8H8bjxqR4P0rbpfjfyezZ/p6/wD12gD6V82H7fBIw2bRphZL8/65zQ02Ne72jU5F00PPxxx/XwQcfrNGjR+u9997T7Nmz9ZOf/MTNtUHxAyA709PLN4Kfk9K3bm3QkiWdH4S99tpXHq4GAABn+VXe7vdgGMSFQlGtX1/j2f4GDfo4K8vcTelxtnp1lVpbw67vZ8uWBtXXB13fT1tu/B2uWRMPerrZuqEzI0YwzCgXWZaV0hAjmxtBfcBJRUX12rSpzu9luCbrgp533323AoGADj30UL311lu68MILO/wfnLV+fY0v/Ui2bPGv71d3V+UmTNjg0UoyN2HCBh166HM53asDAJAav4KepaX0NzPBunXVika9u5Ld3BzWb3/7kWf7c4opQU/Lkp5++kvX9+N1lqckV84xVq+Ol7f7Md925kwyPXNRUVG9iosbU/696upWT3vyAqmyszxzlZdzabqSdNDziiuu0G9/+1vtueee2m233Tr9H5xll7Z7rakppGjUh6MVfR307Kx8Ye1a77IjMvXEE7O1YUOtrrpqpN9LAXLKvfd+oTPPHKp3313qSQYO4CS/gp7l5WY0lM93fgxcGTt2nT77LHvK3GMxy9cL8Nt6883Fru/DntzuZTur1taI48f7fpW3S19nmSK3ZNJ7dtSo7PncQ/7J5X6eUnywnQl6JXvHN99808VloDN2aXtBgfd9HhYsKNXxx+/v6T6DwYgmTdooqfPHG4nENH9+sX70I2/XlqqmplDi6s3mzfWKxWLq4UetD5BjFi8u08MPz5AU71f35z+P0dVXH6vrrz9ORxyxt8+rA7pmWZZvQc+qKoKeJrCHMnp9bDdo0CcqK/urdt55B+92mqby8iajMrTWr69RY2NQu+7ax7V92KW4Xh/vL19eoe99b4Aj24pEYp62bthWXV1QkUhUvXr19G0NcJ49ayKdz8yPPlqliy46woVVAZmzq0FzsZ+nJDU0mNFahwiM4exMTz/eCBMnel9GPn36ZjU3d5+15VVT+UxMmrRR4XD86rllSePGZU9ZPmCyZ55pX2bY1BTSc8/N05FHvqTjj39V77yzhOxPGKu+Ppj4bvCaKWVG+c7O9PT62K6pKaRLLsmOMndTStvbevzx2a5u38709NqUKZsc21ZhYZ3vwepJk5x7PDBDOv08bV9+udXh1QDOKC5u0IYNtX4vw1VNTd72qe4MQU+DFRc3aONG/94IfnxJjBnTdWm7bfJk8w9oxoxZ2+7fQ4cu9WklQO4oKWnUe+8t6/T2efNKdMUVI7XPPk/qlls+14oV/g1ly1VNTSG9+eZitbQQWE5HZaV/2ZYNDWYcfOY7P8rbbWPGrFNtrRmDBbpiYtDz3XfdO44LhaK+lYXPn1/i2LZMKC+nnDm31NUFMhqwywA/mMoubc9lySSzeYGgp8H86udp8+Pgyw56dnclb9OmWlkG54FblqWxY9e3+xnN1YHMPf/83KSy5Ozsz6OOelk//vGrevttsj+d8v/+32RdddWnuv760X4vJSv5VdouSS0tEd/2jbhIJKY1a6p9XUM2ZMJt3hwPVJjU56ywsE41NS2ubHv16ipFIv5kgNvtFpxgnzv4+brNns3xdi6ZM2dLRlnx0ailr75yLrAPOMUubTfpe85pBD3Rrbb9PP2QzpS8TKxbV510H6Bo1Eo8PyZasqRcJSXtn7+tWxsU82OUJZAjmppCGjJkYcq/N39+ia68cqT23vsJ3XTT2IwyBvKdZVn69NN4Fk02DUUxiZ9BT7/LThG/aOv36zBvnvnlnnamp2nXt//971mubNePye02J7Nq7aCnn6/b+vW5XS6ab9r280zX0KGdVwgBfrEzPU37nnOSKQknBD0N5mc/T0kKBCIKBr3LCrGzPJP1xhuL3VmIA7YtbZfik0inTCn0fjFAjnjzzcUZ9SRsbg7rhRfm6+ijX9aPfvSK3nqLEu1UrVlTncjAamgIKhwmiJYqO+jpxwXNWMzyLZsMcX6Wttuy4cKPieXtkvTee8td2a49xMiPeZdO9vr1O4tZil8gDQTIas8VmfTztH3xhfnZ7cgvpaWNWrvW/89LtwWDZpwnEPQ0VHV1ixEHpV6W2Cfbz9NmT0Y30bal7bZ33qGvJ5COaDSWGGDkRLBowYJS/eEPn2qffcj+TMXnn7e/OMWJROr8zPSU5Fp5LpJjBz39LGfbuLHOv50nyb64YpqtWxtUXt7k+HbtIUZ+FARFo5Zjnwt+9SXdVkfJB8g+oVBU8+YVZ7ydfAguIbvkQz9PyZwKI4KehrKvavlt0iRvJo43NYUSQcxkr+Rt3lxvZLl4dXVLp0OgZszIjw84wGmffbYmMdjNyez3ttmfxx33CgN6uvH55+0v6IwaxYllquygp19VHKZm0OWLlSv9L/8tK3M+aOc0k/9OH3lkhuPb9Gtyu23q1MyPT2tqWlVZacZFFYKeuWHRolK1tmaetdvSEvF1iCCwLTvukcv9PCUZUxFG0NNQdoalH2UubTk50bErkyZtTGo4SVuWJY0b501QNhXjx29QLNbx2UxhYb3RA5gAUz311BxJ7h4cLFxYqquuimd/3njjWG3aRF+wtpqbQ9tdme7sAg8653dQYMMG/q79tGqV/+XtTU0hv5fQpaamkGpqzJ0wP3z4Ske3V1vbqq1bGxzdZqpmzco82cKEye22uXMZXJML7H6eTqCvJ0ySD/08JXUaE/EaQU9D2UN6/E5kXLs2ucFCmRo7NrXSdtvbby9xYTWZ6apMPxazHP0CB/LB3LlbE+8bLw4OmpvDeuml+Tr22P8Y04DbBFOnFm5XprJunTffEbnE7/J2U8uG80EsZjk6KTuTdfj9d9iVLVvM/hstLW1ydI1+Z3lK8QGcmTKltF0SFy1zhF356MQF71RnRwBuKS9vMuJYwAuWFW9R5jeCngZqagrpq69K/V6GJLnSt2hblmUlgp6pBjRMaQNgi0ZjGjcuXv7Z2WN5663F3i0IyAFeZHl2pKEhqCefnO3tTg1mf7a1fR0aGoKKRMwoXckWfgeb/M4oy2dFRfXGtM9wIrPPLdkQmH/oIedK3O0hRn5yIgPcHmJkQrlma2tEDQ1Bv5eBDFiW5egF78WLyzLfCOAAO7ktX5hQXULQ00Bz5mxRNGpGKnA4HFNDg3NTHTuyZEm5iosb0/rdkpJGoybRzp1b3G1JVr40LgacUFhYp48/XiXJnxKQt99m+JjN7ue57evgRC+4fOJ30LOsLL3vW2TOhMnttrlzMx8O4ha7n6cJwbPOjBixyrFtLVsWD3r6+XidSHKwMz1NKdd08jWC99avr3H0+7KqqoWLtDCCHQsw+TvOSSZcgCLoaSC7n6cpb4SJEze6un07yzMdlmXWQY3dOL2r184exgKge4MHf+lrP5j162uMuELpt3XrqjvNBBo1ao3Hq8le0WhMVVX+9vSsqDBj0Eg+svt5mnB8t3y5/yXVnTF5iJGtsrJFGzY4097DLm/3M1jY2hrJuATRpPJ2afvBe8gubrQDGz2aAVfw39SphZLMuUDktupq/487CXoayE55NuWNMGVKoavbz7THyrBh5jSmth9LV69dNGpp/nxzMywAU9TVBfTaa4v8XoaefpoSd7u0vSNz5jDMKFnV1a2+f7ebPCAm19mZnn7/DUhmX4C1g54mPE9deeih6RlvIxazjOjpKWVWZh8OR40bkmZKqzCkx8l+nraPPjInUQb5qaqqRStWmFP14QW/K5wkgp7GCQYjxpUcLVrk3kFDdXVLxtN/TTnhLi5uSLoR/BtvLHZ3MUAOeO21r4zIsqTE/euMmY5OPtatq/Z4NdmrstL/A7+6Ondb1qBzK1eakwlXUmJum4Ns6OkpSZ99lnmW++bNdUZ8z0mZJTls3FhrVLspKXv+jtAxO+jp5MWPOXMYJgt/5Vs/T8mMCiOCnoZZsKBEgUDE72W04+aV2/HjN2Rculpe3qxg0P/nLJUy/SlTNrm4EiD7hcNRDR48V5L/paAbNtSqsdH/fjR+aW0NJ06GOzr5qKtjmFGyTLjabUJvpXxkWZZRPT0bG80ItHUkG8rbJammJpDxa2rCECPbggXpJ12YVtouSaFQ1IjPXKSusrI5MRjLSdny2YLcZZe2+31u46WqKv8/hwl6GsbE6L+b/cfscvBM3/jvv7/cgdVkZuzYzjOhtrV+vVklQIBphg9fmZgybUKJoz1BPh9Nn76524txJn53mciEE/DWVv8vEuaj0tImowLOsZhlRJ+tbUWjscRnfzbItMTdLm034QR41ar0A5cmTW5v66OPVvq9BKRh9mx3MjIjESsxOAzwgz3EyIRzG6/U1PhfYUTQ0zD2ECOTRKOWSkqcPwCNRmOJPnGZvvE/+GCFAytKXzAY0cSJGyQl91gikZiWLClzeVVAdrIsKxFk7NHDjDOod9/N3xL3rkrbbZ99xnCAZNhBTz8DA+EwWbl+MCnL02ZiqWdZWZNxZdJdyWQYp2TGECPbli3pH+ubNrndNmHCBr+XgDTYQ4zc+K7M5+M5+KumpjUvg+4m9JIn6GmQaDTmyqQ6J4wf7/xBw9y5xY69CebN87cP6vTpm9XcHE7pd+jrCXRs+vTNiQEEfk5ub2vDhlo1NPh/pdIPyVycMjF4YiITMj0tS0a0hMk3dtDTpEy4L780q4e8lH19GOvrg1q8OP3e9yaVt2fS79eNUmQnLF5MgkE2cqOfp23yZFqMwR/Tp2827sKQF0zoJU/Q0yBLl5YbVfrUlhuli2PGxDODnDgBqK5uVVOTf8+dfaU/lccyadJGl1YDZDc7y9Ok4IAkPfFE/pW4b9pUm9TJ7Nq1NR6sJvvZQU+/D3orK80ra851Jk1ut5mYcZKNPfceemhGWr8XCES0dq05wcJo1EqrpZVlWVq1yrxMZkkqLjZ3YBc61toa1oIFJa5t38T+s8gP06YVSpJ65FkErr6eoCfaMLknWrJTyVNh98B06gTAzwnLdm/SVB7LunUECYBtrV1brVGj4hdETAoOSNKwYflXEmWXtnenri6gaDR7SlL9YkqwcdMm+kp7LZN+iW5xc1Bluuygp2kXvbqSbjXUypWVxlQz2OwhG6moqmpRba3/J7UdiURifN5lmQULShQOu3c80dwcVk2NGd/FyC92P89Ynh0uNzT4PziRoKdB7H6eJh7oFRbWObq94uIGx0tO/GpWvm5ddVoBzFAoauyVccAvzzxjbjblxo11Rlyt9JJd2p7M95KJPalNY0J5uxT/W4a3TOzpWVJiXhacHfQ07aJXV5qaQvryy60p/56JmbbpDJAxtbTd9vHHq/xeAlLgZj9P29Chy9zbONCB2trWvG230dRE0BP/Y1lWItPTxAO9urqALAcXlmnj947YPQC9lsljef31RQ6uBMhuVVUtevPNJX4vo0tPPDHb7yV4JhiM6Isv4r2vkvn4/+yzNS6vKPuZEvQsKqrzewl5pbKyOa2yYbeZ2FIp23p62h5+OPUSd5Mmt9vSGbJperkw7aSyi5v9PG12hR7glZkzi4yM8XihuZmgJ/5n7dpqY8reOmJZ0vr1zpVj26XtTh7o1dcHfZkOZn9xpvNYJk7kQAywDRmyQIGA2QNW8ik7YMaMopQGtDHMqHumBD3pc+ctE7M8pXgPR9Oy17Oxp6ekxAWiVNhDjEw6EU6n5cGaNfGgp0nB27ZMzKhFx2IxK61s41T5lSiD/GWXtpv6OemmlpbUhj27gaCnIUzu52lLtrdbd4LBiCZOjPc/cvpA7403vM2cbGoKJT7E0nkspl8dB7wSCET0wgvz/F5GtwoL64yYQuiFVErbJfNLHP0WDEZUX29GZl1ZWZPfS8grJvbztKVTlu2mbA16trSEE0MqkmVnepqkvDz1CzOrV8c/+00K3rZVVmbGxSZ0b9WqSk/6w1ZVtdCHHJ6y+yWb+jnpptZW/xNaCHoaYvp0c/t52mbNcqZfW6rZQ6kYMWK1K9vtzOTJGxUKRdP+/WAwqg0bGGgEDBu2LK2TLT888cQsv5fgCftCV7IHaLW1AeOGcpjEpGoOk9aSD+xMTxOP8UzK0G5oCGb1RaVHH52Z9H0rK5uNvPgQCEQUiaQWDDL9An4sZmnFCvMCzNie3c/TbZblXDIP0J36+oAWLcrPfp5S/KK/3wh6GmLGDHP7edqWL3emPGvMmPhkZjcO/t2YMt+VTErbbfT1RL6zLEtPPx0fYGRiUGBbw4blfol7UVF9WiW5Tl0cy0WVleYE9f1oBZPP7PeSicd4dom1CbI1y9NmV/4kw8QsT1sqwzaCwUhWTEf/+GN/hp0iNXY/Ty+OBYcPX+H+TgDFg/n5nBSQSYKYUwh6GqCoqD4rGrc7dTBqBwrdOPhvagqprMybXmWWZSWGGGXyWMaN2+DQioDsNGHCBq1YYW5QYFuFhfWqqcntTDm7tD1Vn37KMKPOmNLPU5JxfRxznak9PSVp/XpzAlbZHvQMBCL6/PPkBqTYfSZNvNBnl2EmY8OGWkWj5n9xT5lifhsxfJ3p6cWx4OzZZrX2QO6yP1NN/Lz3QqrVA24g6GkAO8vTdE1NoYyvUqxbV61169wt53711a9c3b5t6dJyR4ZBrFpl7skQ4IWnnsqeLE/b44/n9hR3u+wr1dfEiwEE2coOeprwd97U5P8kzXxRVxdQaal5Zcy2khJzhlrZQU8T3iPpeuKJ5L4bTBxiZFuwoCTp+5pe2m6jvN18paWN2rjRu4swhYV1nu0L+S2T+R+5wIQLYwQ9DWAPMcqGg7yFC5M/EOqInRnpplGj1rq+D8m5x9LaGlFRUZ0j2wKyzdKl5Zo4caOk7DoYeP/95X4vwTWhUFSTJ6f3mthTfLE9kzI9AwH/+yvlC9MvbJrUQ3Pz5jq/l5CxWbO2yErig9Pk8vZUApmmT263VVW1JPW6wD9e9fO0RSIx4z+fkf0aG4MZx09ygd/ZngQ9DbBgQamk7DjhnzAhs1JsJ3pgdmf5cm8OJO3H4oTXX1/s2LaAbPLMM19KMv+EaVubN+duifvs2VvU2JheJiDDjDpnUtDT74PPfGJyabsUz8Boagr6vQxJUlFRg6TsOB7uTCgU1ciRXQ/VjEZjiZYuJtqypSHp+5o+ud1mWdL8+QQeTGb38+zhYXTi7beXeLcz5KVZs7YYkenoN78rjAh6GmDLluzpYfTll+n3P2lqCnmS3t3a6n5T9erqFs2Z41wvmGR7QAG5pLS0UUOHLpVk/glTRx57LDenuNufR+kEoi3LrGnQHXnooek688yhamz0NtBTUREPkpvwt25ZUnMzJe5eMHlyu+3LL4v9XoKk7O/pabMH83Vm48ZatbSEPVpN6lLJ/s2m7P6PPmKYkcnsoGfMw2tykydv8m5nyEvTphVKMvsYwAsNDf5WlRD09FkwGFFlZfZkC9lXdNMxefJGz6Z3vfLKQle3P2HCBkezmZYvN/eKP+CWF16Yp3A4ezPOcrXE3R6ulm5wzuRhRq2tYT300HSNG7de/+//feHpvk2a3i5JZWXm9pnMJatWxYNCJgS7O+PkRdxM5ErQ88svixXrInJjcmm7JMViVlKfV5ZlZU1PT+nroBrM09QU0uLFZZ7v1/58BtyS7/08bVVVrb7un6Cnz0xqIJ+M4uLkS162ZffA9OJKR7qTh5PldJl+S0tYpaXZ9bcAZKK5OaQhQ9y9OOG2oqIGVVVlz0WrZBQXNyQGbKTL675cqZg9e4uCwfjFt+HDV3i6b5PK2yVpwwZ3hwoizvTydklautT7YMO2IpFYRseYJolEYl1eFLM/Y03O/Elmgnt5ebPq681ojZCMZcsqaO1hqLlzt/pSAtzUFFJ9vTl9jZFbmptDtNX4n/Jyfy+0E/T02dat2XWA19oaUTCY+gAEy7I0duz6//2306va3sqV7l25i0ZjiaCqk4/ljTcWO7cxwHBvvbVENTX+XvVzQq6VuDtxwcjkcse2pWxlZc2eHoSZFvTctKnO7yXkvKamkDZvNj97cf16/wPgJSWNOdX3bPDgeZ3eZmd6mpz5k8zFK5M/6zvS1BTS9deP8nsZ6ID99+bHhYBhw5Z5v1Pkhdmzt3Ch5X/8rmwm6OmzbAt6StKMGamXhyxdWu7pYw2Folq50p3yoXnzilVd7XywZvRob6bOA5LU0BDU7Nl1vvQVi0ZjWTvAaFsffJBbJe52aXsmr0tNTauxU3K37d/1xBOzPdmvZVnGBT1TGVaC9GRL6e/Wrf5XmuRKabtt4cISRaMdn+wuW5ZZNr0Xksn4z5a/77Zef32xxozheNs0dusBPw4dRo3i7wHusEvbs/1cxwlVVf4eAxP09JkdCMymN8OkSRtT/h27tN1Lr776lSvbdWsCvek9npA7otGYzjvvAz3+eKGOOmqIFi70tvRi9Oi1icwiQ2NjSduypUEVFbnRGzESiWnixMz6edq/O2+eGYNR2qqrC2jBgvZ/614NtmhuDqu1NfUqCTeVlBD0dNuqVeaXtkupDa5xS64FPaNRS2++uf1k6ObmkBGZtd3ZuLH7gaB20DObzmEk6Te/GW5cj+V8FonEfO0r/NVXpb7tG7nNbhOS7ec6TnAjYSwVBD19Vlwcv7qeTW+GbU8ak2EHCr00YcIGV7ZrB3Cdfs2amkK+XwVBfnjmmS81e3b8AHPr1kb96Eev6oEHpnaaleK0p56KT7bNthOlzuRKifuXX251rD/byJGrHdmOk6ZNK9xuAN3mzfVqaHC/J51pWZ5SvLwf7rL7efYw/Gg7EomppSXk6xo2b66TlDvfC5L00kvbl7ivXFmZFcf85eXdfz6sWRMfbpoNj6etQCCiX/zibWMrEvLNsmXlamry7/OnoqLZs+Nfr1iWpebmkLZsqc+5C0rZoqUlbGQCgF9qa/29uNrL170jK8vb165NbYJ7dXWLL1fw1q1z/kp6SUmjFi1yr+H/m28u1h13nOza9oGVKyt1773xqdVXXrmf3nmnRLGY9OCD0/Tpp2s0YsQl+ta3dndt//PnFydaZOTK+caHH67UU0+d4fcyMvb5519nsWf62pg4JfeLL+Kl7ds+vmef/VL33/8zV/dtYlZRrg3hMpHdX7yLQd7GmD+/RD/72bd82799Yp4r3wuStHhxuSKRqHr16pn4WaaD4rwSCEQUicTUq1fnEftsLG+3LVtWobvvnqTHHvul30vJe34PP7QsaeLEjfrVrw71dR0dsSxLjY0h1dS0bve/6uqW//13oMPbQ6FoYjvnnvsdvffeRdp55x18fDT5Zc6cLQqHs+DL3yN+V5QQ9PRZNgY9Ux38MGHChu2ya7wQDsc0f36xfvSj/R3bpttl+p99tpagJ1wTicT0hz+MVDAYVc+e0vnn760PPihVIBB/fy5eXKbDDntB//nPObriiu+pwIWUm6ef/rqXZ66c3G7dGi9x32efXfxeSkY+/9y5AW2rVpl3Mmz389z28Q0btsz1oKeJmZ5+X3XPB9lS3i7FT9D8DXpm3/Fwd2IxS//5z0LdeOOPEz+zWxllw3fgV1+V6Mc//kaHtwUCERUW1nm7IIc9/vhsnXvudzRw4IF+LyWv2RdJ/XxPfPjhCl+CnsFgRK++ulDjx2/V8OGfqa4uuF3w0okBb6NGrdWRR76kKVOu1EEH7eHAytGdzi605yunKsnSZXjBTe7LxqBnKBRTQ0PyJ0tu9cBMxn//u8jR7dlBT7cey5Il2ZEBgOz0+OOzNH9+vD1F794FKigo2C6wGQxG9Yc/fKrzzntftbXO9l8pKqrX8OErJOXeAcCjj870ewkZKStrcjSL3bRhRmVlTVqxouMA1Nq11QoG3e23aQc9TSrdTeV7HKkLBCLasKH7voimWLzY3+OPXC3BHDJkYbt/Z8Pkdps9hKMj69ZVZ8Vj6M7ZZ7+nxkZ/T8bzmWVZvg4xss2a5U91yq23jtNNN43X6NFVGjp0ucaMWac5c7ZqzZpqVVa2dBrwLChI/Xhi8+Z6HXnkSxo3br0DK0d3pkwplJQdn/Ve8PtzlqCnjyKRmEpLs3MAxrYTcDsTjcYSH65+vOntqyxOCAYjmjgxPsTJrcfS0BBUXZ2/jX6Rm5YuLdcDD0yVZB8sdX20NHr0Wh166POaMsW599DgwV86csXaRMOHezMQxy3jxzt7EGxZSgTYTdDVd4FlSUOGLHB1/yZmejY1hf1eQk5bu7balyqXdKXaushJlmUlenrmmhUrKhIXVSzLyprydqnrHv7ZXNreVkNDUGedNczvZfgqFIr69v4rKqpPzLfw06ZNdZ7vc/LkjYmLIuec83/q1Sv5KKZlpXcu2toa0ZlnDtWDD04z6sJ0rmlsDNLPcxt+9u2VCHr6qry8KasOiNuyr150Z968Yl+ndW3cWOvYh/qMGUWevGHffnv7aZ9AJkKhqK68cmSit0yyb4mamladeurbuummsRlnwjU0BPXqq19ltA2TFRc3ptz6wyR2abuTmYgjR65ybmMZmjw5fsGqs8f3xhuLXd2/HfQ06RzD7ezWfGcPMcoWxcX+VR7V1wfV2OjvCZFbLEt64YX4QKPy8uas6qXbVWDTHmJkUvZ6umbOLNKTT872exm+qK1t1Q9/+IoOPvg5vfnmYs/373c/T1s4HPP0wk9jY1DXXPOZpHjl1R//+A317u3dm+mBB6bqzDOHqrk5Nz93/TZjRlHOJnmkq7nZ3wvtBD19lI2l7baFC5PL4PGztF2SolFL06d3Xp6TCrdL220jR65xdwfIOw8/PF2LF6dfuvzCC/N15JEvZXQS/9prX+XsSa0tW0vco9GYJkzYIMnZoNzMmWaczFiW1Wk/T9uyZRWuTm+tqDAv0BGNWmR6uMju55ktQSE/e7zmamm77bXX4q2WsinLU5K2bOn8PMUOiObKR8hdd01KtB7IF4FAROef/4GWL69QLGbpj3/8TOvWeZvx3bafp9/eece7pJO77pqkzZvjn3s9e3ZzZ5eMH79BRxzxkjZuzJ42LNnCrpIz4e/aFC0tZHrmrWwOeibbp8oOFPp5UOTUlUs7gOv2Y3FzOjzyz8KFJXr44RmSMvvy3bChVscc87KeeWZOyoGSSCSmwYPnZrwG09n9SrPNvHnFrgQ8TCl/3LSpLnFy0ZlYzNK77y51bQ0mTm+X4hnYcIc9uT1bgkLhcEyBgD+ZGLke9FyzpkotLWEtWxYPembL92BXgyfsTM9cEYtZOu20txUI5EcGfCxm6corR7ZLDIlGLZ1yylsKh6Nd/Kaz7ExPEz4n7RZmbvvii016+eWvW+q4MTQ0WUVF8T6fn3/u7qDefPPFF4WSzPi7NkVrq7+frVkV9Pz3v/+tgoIC3XrrrYmfBQIB3Xjjjdprr720yy676KKLLlJ5efsrqUVFRTr77LO10047aZ999tHf/vY3RSL+f6nZQc9sOfhpK5nynJKSRiMCeFOnFma8jfXrazwre6irC6ipiRNRZC4YjOjKK0cmSiwy/fKNRi3dfvsE/eQnb6isLPlS7o8/Xpk4qc3lA4CSkiaVlvrfmypVdt9lp7+LqqpajMgktEvbu/Of/yzs/k5pMrGnp+RvSXOuy7bydkn66qtSX/Zr9xPMxuPhZFiW9Mwzc7IukzAWszps22JZljEXtZxUUdGsSy75yO9leOKOOyboww/jF2rbvu+Kixt15ZUjPVlDXV0gcSHABF58Zjc1hRJl7aZ83gUCEZ111jA98MBUI47Zsl1NTasWLfLnu9RkwaB3F1M6kjVBz/nz5+s///mPjjnmmHY/v+222zRq1CgNHz5c06ZNU0lJiS688MLE7dFoVGeffbZCoZBmz56tt956S2+++abuv/9+rx/CdrI50zMatbo9ubezPP1WVNSgWCyzskWvH4ubGUfIH//4x9ROJ1ZnYtasLTr00Oc0YsTqbu9rWZaeemqOJKlH1nzjpO+RR7KvxN3u5+n0sa5l+RdEacsube/uBGPBghLXDvhNDXquX09ZmxvC4aivg4HS5Vd/vVzP9JTiVUd2eXs2xRU66uFfUtLo+1AKt3z22Rq98cYiv5fhqmeemaNnnvlSUvx7cdu/x/feW+5J5cqXX2416r3Q2BhyfcL03XdPUmFhnSTzPgcefHCafvWroTn73vbK9OmbjXttTeBlBnlHevm69yQ1NTVp0KBBevXVV/XQQw8lfl5fX6///ve/GjZsmE499VRJ0htvvKHDDz9cX375pU444QRNmDBBK1eu1KRJk9S/f38de+yx+te//qW77rpLDzzwgHbYYYft9hcMBhUMfv2h19AQD06Gw2GFw86V/mzZYvfyKPC0eXEmLMtSIBB/J48bt1aXX35Mp/cdPTrem3KHHQrUs6f3j89eayxmaezYNTrjjEM7vJ/9mnb12nr1WILBmGIxaeTI1brmmmNd248pknnukZ65c4v1xBPxxvx9+vTYLuC444492v1/smIxS6GQpebmsC688ANdeukReumls7TLLtt/lkrxfk32FO8ddijwtYzHTeFwTJGI9MknK/X006clcX8z/vYrK5sTE3r79nXu9QkEYrIsaeTIlTrmmL0d2WY6YjErMbm9d++OP7/t74pwOKYRI1bq3HO/k9E+t31tYzFLlZXx6ggnn+NMtLbGLwQWFtb4/jfoJFPeV6tXVykSiT/HprzmXbGPPRYvLs3ouUv3+beDANl0PJysaDT+nblhQ6122CHevK9PnwL16GH247Q/w2fP3qyLLvpuu9d2xYqvy/T79s2dq5n29/h1143WwIHf0Le+tbvfS5Lk7Ofa8OErdfvtEyR1fE4TCsUUjUq///0IHX/8vtp3310z3mdnpk37+rs5lcnlTmt7bjts2FJdffWxruxn6tRCvfjifEntPwPSPR53imVZikalcNjShAkbdOSRL2r8+EE65JA9fFmPl9w4Zpg0Kd4j3++/a1PY34HRqNXuefb6OC0rgp433nijzj77bJ122mntgp4LFy5UOBzWaad9fYJ52GGH6Zvf/KbmzJmjE044QXPmzNHRRx+t/v37J+5zxhln6M9//rNWrFih73//+9vt79FHH9WDDz643c+nTJminXbaybHHtWxZvI/Krbd+UwMHZs8Hy913r9Pq1c1avnyZxo7d2uF9wuGYxo+PZw898si3deihzj1vqbj33vVavrxJY8bMVjS6tsv7Tpw4scOfBwLRxJXup5/+rr7xjb5OLzPhs88q9PrrJaqsrNTYsWNd249pOnvukZ5gMKbbblujWMzSz362h2677cBO7/v660elvP1wOKahQ0v16aeVev/9lZo2bb1uu+1Afec7O29330cfjR/Unn76XrrhhgNS3le2KCpq1c03r1FFRbM+/PAz7bJLcl+vfv/tT5tWI8uSvvWtvnr22cMc2+5TTxVqxow6bdq0UWPH+pflWFjYqsrKFvXp00PvvnuUevfu+KTikUc2at68Bg0fPlM9e653ZN/2a9vYGEkEwN555+hO1+Clm29eraKigOrqNmjs2OwquU2G3++rOXPqJEmHHrqjnnzyu76uJRkvvrhFEydWKxqtcuTYI9Xnf+nS+PHw7bcfqJNO2j3j/ZskFrN0/fUrVVkZVjAYVd++PTRs2NHGBz3tz/D6+uJ2fxMTJ07U2LHx0vbjjuun//f/DvZriY4Lh2O65551Wr++Veef/5b+9a9DfUna6Eymn2vLlzfpgQfiAZmzzvo/XXvt/ttdkAkGY7rzzrXavDmg8857U//4x8Gu/a2OGhWvorv22m/o9NP3cmUfyXrooY1asKBB8+Yt1oAByQ3rTUVra1S33hpPoDnjjL305z9vfzyczvG4k1atatLjjxeqqKhBxx33iv761wP1gx/083VNXnHymGHUqHgV3G235d73WTqWLWvUffdtUP/+vdt9l7S0eDvgs8AyvHnD+++/r4cffljz589X37599fOf/1zHHnusnn32WQ0bNkxXXXVVu6xMSfrxj3+sU045RY899piuu+46bd68WePHj0/c3tLSop133lljx47VmWeeud0+O8r0POCAA1RaWqq99nLuQ/k733lJhYV1vmVCpsu+CnjccQM0e/bVHd7niy826Ve/ek+Sv1kO4bClSMTSAQfsqg0bburkPmFNnDhRv/zlL9W7d+/tbh81aq0uuugjFRTEr8y5+VhiMUvBYPwtWV//N+244/brySXdPfdIzx13TNRzz8WvJnf2/ttxxx56/fWjdPXVyxNZX6mKX7WzZFnxjI+77z5Z9933E/XqFQ/qrFtXo6OOGiLLyo7MlkzZmTE33vhDPfPMGV3e15S//Suv/FTvvbfC8e8h+7O3f/+dtGXLrY5tN1WDB8/T3/42ST17Sjvs0HmwMRKJ/y3vtFMv1dXdmdE+t31tV6+u0jHHvCLJv0yObdmZfZdffqRef/3Xfi/HMaa8rx55ZKYeeGB61mR62O/XfffdRZs335zBdtJ7/g866HkVFzfm7PeEnUEoZU92pP038a1v7aa1a29s99reeecUvfjigqz5+05F2+PwP/zhe3rllbN9XpEzn2srVlTqlFPeVl1dUD17xrPQOjufafsc3HjjcXrmmdPTXntnQqGo9t77KbW2Rox439t/7/vtt4sKC9P/DOzMrbeO10svLezwXNKJ43GnWFb8tbejQ/feO1D33fcT46sV0uX0MUN5eZMOOOA5SdlR5eGFtp8nzc13qXfveMVDdXW19t13X9XX16tfP/eD60Znem7ZskW33HKLJk6cqL593cuu21afPn3Up0+f7X7eu3dvxw6iYzFLJSXxnpihkCXJ6NhzhzZurOv0+Rg//useavGSAX8f39atjSoo6JkIxnSks9d3woRNif/28rF89NEaXX319pnIucjJ91a+mz59s55/Ph7wTOb919oac+Qgy7KkRx+dpdGj12nkyEt18MF76MUXFyQOnOJfeNn3OZeOjz9eoxdeOCep+/r5tx+LWZo4Mf755tb3UEVFi3r16uXbgd+0aUWSpFhMSf2dt7RENGdOiX76086zo5Nlv7Z1dV/3x/L7hGZbZWWtnv79LV9eoT//eYz+8Y+f6bTT3MsQ8/s7Zc2aGknxE+lwOHs+96qqWhx53lJ5/sPhaOJ4OF++J0z7HOhKWVlTu9eyd+/eWrcu3gs42/6+U/Xmm0t0wQWH6bzznKuCyES6n2vFxQ0699wPVFcXT+iJRvW/AZfdv3YvvrhA559/uOOf1199VZ6Y5mzS+760tEk9e/ZUDweb0E+bVqiXXooPSrSszo/LnToed9JDD83U3Lkl+uSTSzptY5ULnDpmmDWrOPHfJsQ/TBMIWNppp/jz7PUxmtGXGhcuXKiKigr94Ac/UK9evdSrVy9NmzZNzz33nHr16qX+/fsrFAqprq6u3e+Vl5drwIABkqQBAwZsN83d/rd9Hz9UVbUoFPK3oWumamsDnQ59GDMmXrJgSh6xZUkjRqxK4/cs3x7Lxx+nvl7kt6amkP7wh5GJzEs/3n/LllXo8MNf1ODBX+qNNxZ7vwADlJU1ZcVU7IULS1RV5W55iWVJS5aUubqPzkQiMU2bVphYR7Keemq2o+swdYiRJFVXe1te9OSTszVzZpHOOWeY6wMj/LRqVXZOtg6HY54fmxYXNxpzrOiFbHusgUB0uwEUuTi5vTOXXPKxKiq2n2CfLerrAzrrrGEZDc89//z3VVvb6uCq/Bua1h3L6nh4V7qam0O6+mqzprWnauLEjTriiBe1fn2N30sxnv23k62vtdsaGgK+7dvooOcvfvELLVu2TIsXL07877jjjtOgQYMS/927d29Nnjw58Ttr1qxRUVGRTjzxREnSiSeeqGXLlqmi4uueVRMnTlS/fv10xBFHeP6YbNlwQtwdy5I2btx+8uv69TVGTi0dNmxZyr+zbFlFRgcKmZg/v7j7O6FLhnfvcNxdd03Upk11kvw9sQqForr11vGJq/j56JFHZvi9hG7ZU9vd9sknqz3Zz7bmzy9WY2PqU0idPOGRvg56mngQXFfn3QFoNBrT2LHxi4jBYFRXXfWpZ/v2UjQay+qg0OLF3l6k2Ly5ztP9IXULF5Ym/rulJayionofV+OtQCCiX/zi7aw8ngyForroog+1dGl593fuQnNzWGec8a6jz8HMmfEqDBO/F99/f7lj27rnnsmJc+Us/BNK2LKlQUcd9ZJGj+56Pka+swdnZvNr7aaKCm8vtLdldNBz11131VFHHdXufzvvvLP22msvHXXUUdptt910zTXX6Pbbb9eUKVO0cOFCXXXVVTrxxBN1wgknSJJOP/10HXHEEfr973+vJUuWaPz48br33nt14403dljC7hW/AmlOs7Mg27JPakwzZ07HQ5e64udjqazM/mxgP23cWKsDDnhGp5zypqJRs8pF3DB58ka99NICv5exHRMPaL2QDZna48Z5E/ScMWOzJ/vZ1uTJm7q/UwcaG0NavLi0+zsmyeRMz/p677It588vSUyxl+LvkTVrzLtAmqnCwjoFAtl7wWfWrCJP95dPAbRsZWfMS9LatfmX7bV8eaXuumuS38tISSxm6eqrP037e3Bb8+eX6F//mu7ItizLSmR6mhgcsgOymZo2rVDPPz/PkW2ZIBiM6txz39O9936RlRcB3LZ1a4PWrcu/z8dU+Jk1b3TQMxnPPPOMzjnnHF100UX66U9/qgEDBuiTTz5J3N6zZ0+NHj1aPXv21IknnqjLL79cV1xxhf75z3/6uOqvg57ZHhDoqDzBDoSa9tjKy5sVDKZ2ItJRUNdLH3200tf9Z6tgMKJLLvlIxcWNmjp1s26++XO/l+SqhoagseUz+XpcVF7erC1bzD2Zr6lp1dy53mSTr1zpT9ZbJid7jz/uXIm7HfQ08b3Q0hL2bF92hkjbz6iLL/7Qs/17ZeXKSr+XkJFFi7zN9LSDnqZ9d+FrCxd+Pc16zZrszWLOxBNPzNbMmf5cwEvH3/8+WUOHxivcnHpvPfDA1HZ/C+lav77G6IuBGzfWZbyN5uaQrrnGzOPyTD388Az98pfv5HSLmnRMmeLMBYZc5nZLra5kXdBz6tSpevbZZxP/7tu3r1588UXV1NSoublZn3zyyXa9Og888ECNHTtWLS0tqqys1JNPPqlevfyd4ZQrmZ4rVlS0+3dzc0hTpxZKMvME7/33VyR935qaVs2e7W/PmQ8/TH69+Npdd03SggVfH5i99NKCdv/ONbffPj5x4mji+y5fPfywuSXuEyZsUCzmzR9LVVWL51kBLS3hjD6/x4/f4Nha/Czn6Y6X1QR20LPtn8KyZRX65BPzs6JTYffzzNYTXa+DWnx3mW/16q8zsu1Mz2z9+87EWWcNU0OD+YGeF1+cp8cemyXJ2f7uliWdfvq7GV8sM7Wfpy0UinbYvi0V/+//faENG7K/rL0zkydv0hFHvKR163KvWiNdX3xRKCk/PxuTVVXlbG/gVGRd0DNXFBfHJ1Vm+wfhtmVJkydvMrok+4MPku/T4mVQoDNz56Zekp/vRo5crcGD50pq/8Vz9tnDtmvGnwvGjl2n//53kd/LQAdGjPCnl2Uy7NJ2Lw7OYjFLy5Zl1lMsVbNnb8nou6implUbNzpTplRZaW5GSyxmedL+o6ioXkuWdPw3cO21o3KqBYmd6Zmtx3dbtnh7UX7zZnMz4hHX9m/CbkmRrX/fmWhsDOnMM4caXdo7YsQq3XRTvLqpR48Cx1+nmppWnX/++xltw+R+nra3316S9u/OmLFZzz0318HVmGnr1gYdffTLGjVqjd9L8Z1lWfTzTILXwzPbIujpk1zJ9GxsDLULDNo9ME39Ips3L/lyThPK9MvLmxWJ5F6gzi2FhXWJ4RjbXt2uqGjWn/40xqeVuaO2tlXXXjtKkrnvuXxWUdFs5JCOWMxKBD29OjjzepjR5MkbJWX2vrAzZTJlchmfFD+JdduYMZ0PP6ipadU//jHV9TV4JdvL26urvc3EoKen+dpmN+ZiH95UzJ69RU884Vz7EyfNnr1Fl132iSwr/t3nVuLGxIkb9eKL6feqNLmfp23ChPSqPVpawrrqqk8Tr0GuCwajOu+89/XWW+kHiXPBpk11fJclobaW6e15J1eCnpK0aFF84INlWYlAoalfZNXVrWpu7n6abzQa8zwo0BHLkj79lCtoyQiForr00o8S04g7et1ef32R7y0LnHTzzeNUUpIbWeO5ysQp7osXl6m83NtAnNfDjOx+npm8Lz77zJnPXtODnl4cqI8e3fVFxMcem6X6ev8Ohp1iWVaivD1bhUJRz6oiLMviRDELxGKWysubFItZDOpQfCJ3phPRnbZmTZXOPfe9xBA1t48Jb7llXFqlzVVVLVq92vzPyBUr0rt49f/+3+ScLmvvzDXXfJoVr6tb7CxPdM0+R/cDQU8fWJaVU0FP+2rYsmUVWfG4krkaNX9+ia/Ndtt6//3kS/Lz2T33TEpqMMt5571ndAuGZI0cuVrvvrvU72WgGyaWuHs1tb2tdE8g0lFXF9DChZlPXy8ra1Z5eWaTJiORmOeZc6nKtHdZd5qbQ4nM285OAiORmAYN+qTjG7PI1q0Namrq/sKq6ZYvr+j+Tg6orQ2oudm7YVpI37RpRaquDns6/MxUsZil0057OxFg9FtZWZN+9auhnmTt26JRSz//+VspXyDJlsSDhoZgUkkybc2cWdRhe618EP97eFOtrfn5+WAHPfPtdU+Vnz2RCXr6oL4+mFMHeXPmxPtO2qXtpvv44+6HJtileCZ8eNnPLzo3atQaPf30l5K6f82qq1t11VUj3V+Ui6qqWnT99aMlmfE3is5VVraosLDO72W08/nn3gc9Kyu9G2Y0dWqhY2V9Tz6ZWRmjKRfPuuJ2T8UvvtikYLD7E+MxY9Zp6VJvJ4c7LdtL222zZhV5sh8T23+gY3PnblVxsflDfLxSWdmiiy8e7vcy1NgY1FlnDfXlOKOkpFFXXDEipd/Jhn6etlSGyW5b1p5PWZ628vJmXXjhh34vw3OWZWnKlML//be/azEdQc88U1xsfjZkKuxSLru03XQLF3Y/xXvsWP9L220lJY05NeTBaUVF9bryypGSkj/QGDZsuaZMyd5ShBtuGJMomTXhbxRde/jh6X4vIaGuLqA5c7zPtIjFLM+yPe2swh4OHOEMH74yo983vbRdcr/dzqhRyV9E/O1vP3J1LW6zg57ZcELflYULvQk+U9qePeLVXPHSxGz/+3bK6NFr9frr/g2SDIejuvji4Vq0yL+LRe+/vyKlIbHZ0M/Tlkp7sXvv/ULr18dbP2TDY3PLuHHr9eyzX/q9DE+tXl2lsrLMqoLyhZ+VMAQ9fZANJeCpKC5uUE1Na9aULNTXB1Vb23kJSGlpo776KvPSSKdYVvZk0XotHI738bQbI6dyoHHBBR8YU5qUig8+WJ5xIAbeMqkv76RJGxWN+nNE/skn3WfZO+GLLwolSTEHrhVt3lyf0ZVpkye32+y+wG6wLEujR6/93393f/81a6o1bNgy19bjtmyf3G5bs8ab3mx20JMgmvk2baoj07MD118/Wps2udsipCOWZenaa0dp/Pj0Bu446YorRqikpPtz29bWsObPT36grN/mz+8+SUaKZ8bbgT4+y6S//nWClizJ7qqNVNDPM3l+tkch6OkDO+iZKx+Mra0RjRmz1rUpgW7o6sqsiQHGbD4JdNO9936Rdvl/fX1QgwZ97PCK3FVW1qQbbhgrKXc+P/JBZWWLLydFHfn8864Hyrhp+nT3hxmVljY6XmKcSdZCNmR6uhmYXbSoTKWlqWVA3HDDGEUi2VndkO1DjGxeZWCS6Zk9KiqaVVyc+gXmXBeJxPTzn7/l+WfW/fdPScwo8Pt4MBSK6ZRT3ur2PHDBghKFw9nz2V5a2qhYN1dPW1spa99WLGbp1FPfyon+1smwS9v9fh9mA4KeeSbXgp6S9MIL8yRlz2PqariIXdpu0mOxy0HwtbFj1+nxx+P99tJ9rT75ZHUiCGQ6y7J0/fWjE43qObDKLg895H+Ju2VZGjduw//+2/v9e1He7sYV90wuOtlBT5O+T7bl5qAlO8szFfX1Qd1110QXVuMuy7JypqenV71o7X6yfJ+Zr7U1SqZnJ4qK6vXHP37m2f5eeWWhHnpohiRzAm1r19bo5ps/7/I+9rmMyd+HbVmWNGNG1/2N77tvitato6x9WzU1AZ111lDPern7JRajn2cqWlv9q7Ak6OkDO+jpROmdKebNi5cAZMsbfsmS8g5/HgpFNXGif0GBzmzd2tDt1cZ8snVrQ6J5eqYHfJdc8lHKExr98O67S/XZZ+aUSSM1n32WevDHacuWVbhaytydiopm1w+AJ092foLm2rXVCgbTO1DLhkzPurqAa9tOJ+gpSYMHz1V1tflDoNoqL29OtFrJdsFg1JNe4mR6Zpfq6twZwuq0t95aot///hM98cQsjRixSsuWlbuS1TR69Fr9+c9jJJkT8LS9+OJ8TZq0sdPb7SFGJq25O++913m/0tmzt+jpp+dIyp5ArpdmzCjSww/P8HsZrlq2rDyRjILupXss7QSCnj4oLvbvpBNxTU0hlZVt/zrMnFmkxkbzAmCWJU2aRM8QKV5K9LvffZzITsr04KmxMaRLLjF7eEZxcYNuuil+Bb1HD46sslFVVYs2bKjxdQ1+ZzXHYpZWrXIvE86yrETQ08mTKsuShgxZkNbvZsPAMbemaZaVNSXdE21b0ail3/0uu9qP5EqWp82Lx0PQE7nk3XeX6c47J+nCCz/UMccM0c47P6IBA57Uz372hq655lM9+ugMDR++QosXl6mxMfXP3fnzS3TJJR8pFrOMC3jazj//fdXUbH/BKhazsmb2Q1szZnTcloey9uTcf/8UX4ZneoV+nqnxs70FQU8f5NogI1u2XeV69dWvtvvZmDHJT5n12rvvLvV7CUa4//4piavFThkzZp1Gjuy85YGfLMvSH/84SvX18QPkbOqdi/b8vuJtl7b76ZNP3HufbdhQ61oQ5Y03Fqf1exUV5mcrulVuZH+fpmvixI1asCB7hl7YAX0Tjx/S4fT37LaCwUjK/V7hvx6cOXar7WdAeXmzpk8v0uuvL9bf//6Ffvvbj/T97/9H/fr9W3vv/YROPvl1/eEPI/XQQ9P1/vvLtWBBSYfZ96WlQf361x8kskdNDbI1N4d1xhnvblfVsWpVZVZmwq9f33E/9vvvn6K1a6slmftamMCypF/9aqjq67PvtU+GPTgzV7733eZnv/Zevu05j+Vq0DPbPvRHj16r++77WbufjRkTz4Qy8bF011cmH4wfv16PPjpTUvzA28mK/0GDPlFZ2V+16659nNuoA/7730UaN26938uAA/xsT9DQEHQ9iJGMadM269573dm2m1fcly2rUDQaU8+eqZ3xZ8P09nA46sp2R4/+emhWut+pl1zykTZsuMXBVbkn1zI9v/qq1NXt5+qxcK7r2bOAi6/d6Orzru3nYVVVi6qqWjrMgNx99776znf20re/vacOPnh3vfrqBlVVmVeJ1pEFC0r14IPT9MADP0/8LFtnE4RCUW3eXKcDD9w98bM5c7bo6ae/ntZu4jmjSRoagjrttLc1b961Ksih6GAkEksM6ORvIDl+fndwvc5jzc2hrLzSlYuWLato9+8NG2q1Zk21T6vpXlFRfc43hO5KSUmjfv/7r/t4Ot3itKUlrAsv/MDZjWZo8+Y63X77eElcRcwF1dWtWrfOn8+YyZM3GjERe8WKiu7vlCY3+nnaYjErrWz7bOjpaVnxEzsnBQIRR/pjb9xYp//+d5FDq3LXypXxye258jW9erW7k+gpbc9OufL37ZfuAqK2urqA5s0r1tChy/Svf81QWVkoq44D//nPaVqw4Ov2JvZF12x6DLZ33lmS+G+7rN3kFgMmWrCgVPfcM8nvZTjqq69KXWsPlMv86utJ0NNj9PM0R2trRIWFdYl/m55NF4tZiStK+SYSiemyyz5WZWW8VNStg4xJkzbp/fc7b1rupVjM0tVXf5boMcuBVW7wq8Td/nzz+4SjvNydIGAsZiUyPd16r/znPwtT/p1sCHpKzmekTptWqOZmZ4Z43HrrONeyUZ2Ua5me9mR1txD0zE6Ut7uns++unj2lk07aXTvskD0RQ8uSTj/9ncSgUDvTMxuPZceP/7o10D/+MTWRIJONj8VPjz02O6d6YObSY/FSU5M/Get8dXmsuJhyHpO8+urXJ7F2vzu/gwJdefvtJd3fKQf985/TNG2aNwHfq676VLW1/k7ia2kJ67rrRvGFmoPSnWadCcuy9Pnn6//3357vvp1YzNKaNc5nkC1bVq6qKnf7Zy5YUJJStn1ra9jIwXgdaXsB0An237kT36dNTSHdeuu4zDfkourqlqwJcCfLvsjoFjvoafIxF7bH6+W9HXbooTvv/FbWDbKsrQ3o/PPfV2lpozZu7Lg3ZjawKwO//HKrnnqKae2ZOPfc91RVlRvflVOmFPq9hKxkz6jwGkFPj9HDyCxjx8Z7jgUCUU2dan5fDq8CfyaZNGmjHnpouiRvDjICgYjOO+9993fUiWXLynXcca8kSjo5sMot1dWtrgT9urJqVZW2bDHnu+eTT1Y5vk27tN1N4XBMo0YlH7R2O2jkJCdPSC3LSjxPTn2fDhmyUGVl5lbKrFrl7XvaC4FARNGoey0x7ExSk4+58LUePaRjj92VYxKkZNKkTbruulF+LyMj9fVB1da2UtbugJaWsH7+87eyvi9wKBTVjBn5d07uhIoKfwYYEvT0mB305KDBDPaJytKlTQoGzS+fczobx3SlpY0aNOgTWZa3zcJnzizSm28u9mZn/2NZll56ab5+9KNX251Ac2CVe7wucf/883We7q87U6cWOr5NN/t5tvXcc3OTvm82BT2dLDVesaLS8dLoWMzSJZd85Og2nZRrpe22detqXNs25e3ZpU+fHnrggUNyahAJvGEPtcvm1gjnnDMs0eeY4/LMrFhRqZtv/tzvZWRk7tytam31pzdltquo8OfYOIs/frKTHfTkA9MMwWBUq1dX6auvsiMYHY1a+vLLrX4vwxPRaEyDBn2SKBn0+j1z/fWjPSvBqKlp1YUXfqgbbxybFcF3ZGbMGG9L3O3SdlM+35Yvd3aYUTgc9WyCZioTaLOp3NnJKhS3WjhMn16UGIZhGjvoacp7zCkzZrj3fBP0BPKL0wNIvTR7dvzcK9c+4/3y4ovzfWn35BS7tJ2/h9Q53UM+WQQ9PbZ1q7nlWfnq9dcXa8GC7AlGe52B6JeHHprua7+UUCiqs88e5vp+pk/frO99b4hGjlwtiS/QfFBTE0g0wndbU1MoEbgw5fPN6WFG8+eXeNYYPRCIJD1Qzs70zIb3dFmZc+VGbp7IXHbZxyn1VfWKnZ1v4NIysnBhSfd3SoNlWQQ9AWQVytqd9ZvffKjS0uyMi7g9ODOXVVX5MzeDoKfHGGRkng8+WKmqKmemzHrBy0DgtGmFeu65udq8uc6zfUrSlCmb9OCD0yT5GzCYN69EL78835VtRyIxPfDAVJ1yylvtsqz4As0Pjz02y5P9TJmySaGQWdnD0aildeucC/pOnrxRknefFU89NTup+2VTebtTa62qatGcOe5VI2zZ0qCXXnLnMzkTuVrevmqVO4+rqqqF0kAAWYXjc2cFg1H95CdvKBLJrhTg1tawq8c5ua6mhvL2vMAgI/OUlsYzXHr29HkhSfJiAmIsZiUCcrfcMk7f+tZgnXDCaxoyZIHrE5LLy5t02WXe9/HszC23jHM0C0qKl/WdeupbevDBaYmm6MgvY8eu92Q/ppW2///27js8qir/4/hnEkoogoIURYrogrIIiCjFXRUQYQV/oiiI7AIi7qrBRVBXsdBWZXWtrAVXKe5Ks4AUKWIoSpPeMRQJCemkEtJn7u+P7IyMCSSTzMy9M/N+PY+PZObOnTNn2r2fOed7nL76ynuLGTnrefrrs6KiPzw5p/CY/RlWEenp3vnlfdWqYz5foOCZZ9aooMA6gVl2dkHQHtt5uzarE6M8AQDHj2do9OilZjfDI5s3x1luMEEgycjIN+V+CT39qLDQ7vVpffCesDCLpQLnUVzs0K5diT7bf1parvr3n6cpUza4naz/+GO8HnvsGzVt+ob69ftM8+fv19mz3p1Sarc79Mc/LnaFjFYIC4qKHOrX7zOvTalcvPiwOnWa4ZpybIVgF/6Xnp6v9HTfjjA3DMMVelrtNeatxYxyc/3/i/uZM4Xas6f8z2CzirVXRmamdw5Cnau2+zJkz8sr1uOPf+O7O/CQc3GLYOSrurSEngAASfr0071asOCA2c2oMOfUdqsNJggUWVmEnkEvISEw61aEikBaVXD27N0+2e+OHQm64YZ/a9Wq848Os9sNrV59XA8+uEgNG76uoUO/1DffHFFRUdV/9Zo2baO+++7nKu/H2/buTdbbb2+t0j7y8or0+OPf6N57P3f7lctqYRT8Z8uWTJ/u/8iRNMXE+PY+Kstbixlt3Bhryi/ur79e/hR3s4q1V4Y3aqIWFdld3x2+/lybPXuP4uKsEZwF69R2qSRg9sXIXecIUk4aAQDDhy/2eym1ynLO9uH8rXKysgpMud8AinkCX7BOfwoGzZtHBMxIT+mXX5m8xTAM/fvfO3XzzbPcprOV94FeUGDXggUHNWDAfF166T/12GPfaOPG2EqdJG3YEKNJk9ZLsuaJ0N/+tqbSJ9kHD6boxhs/1ocf7pBkzccH//v00wT17z9f06f/qCNH0ry+QItzlKcVeatkhL/reTqtXl1+3wbSSM/8/KpPF9+4MVbZ2f45mDUMafDgL/xyX+UJ1pXbnXxRUoeRngAAp6Iih37/+9mWnzZ+5kyBtm2LN7sZAe3MGULPoMciRtZks0n339/E7GZ45OjRdK/tKze3SKNGLdVf/rK8Sl822dkFmjFjh37/+9lq1uwtPfvsGu3fn1yh26amntWDDy5y1be04q9ndruhvn09m+ZuGIY++miHunT5WAcP/nJibMXHB/+y2aTCQkNr1pzQ2LGr1Lbte2rR4h099tg3Wro02isj7y40YttsdrvhlTBl7doYSf5/T6Wn5+vEiQu3P5AWMvLGQgLOVdv99XrbujXeFXqbyRl6Buvn+g8/nPT6Pp2hZ7D2GQDAM3Fx2Ro27Cuzm3FBP/wQK7udL66qyMkxZ/FoQk8/co70tOIJaCiLiAjTLbdcYnYzPFJU5PDK9NDjx9PVo8dMzZmzR5L36pomJeXo9dc3q0OHGWrb9j1Nm/bDeafZOhyGHnpomav8g5VPgg4fPq1p0zZWaNuMjDzdf/8XevTRb9xGUVn58cF/ata06d1326patV/ec6dOZWvGjB26++4FuuSS13TbbXP0z39u0v79yR6PAs3NLXLVzbTqa+6rrw5V6fYZGXnauTPBS63x3D/+sem81xmGEVDT2w2j5DVTFcuXH3Xty1/+9KfFXh8h7anDh4O3pqdUUvbG2xjpCQD4tS+/PKyZM3eZ3YzzWreOep5VlZvr3fVAKorQ04+coadVT0ARWKpa13PZsmjdcMO/tXfvL6MxfVG768iRND3//FpdeeW76tr1Y33wwXa3MGDx4hR9+635o3Uq6qWX1pU7wmvjxlh17DjDtUJ1IJVOgH/YbDa1bFlL1auX/dooLnZow4aT+tvfvlOHDjPUtOmbevjhpfryy0MVWnRmw4YYFRRYe5pQRVdBP5/162NM/T5dujT6vNfl5Tks3/+/VpWSA0eOpOnIkTQvtqZiEhNz9OabW/x+v065uUXlfh8EukOHvB/q+mpVeABAYPvLX5YrOtqaPyaaNbsomOTmVr2cUmUQevrRqVMsZATvWbOmckGh3e7QCy9E6f/+b4Hfiwlv25agyMgVatr0Td1xx3/1+uubNXduySrIgfKrmcNh6I47/lvm6CK73aG//32Dbr11juList1uA1RFSspZzZq1W/ff/4UaNnxd3bp9opdf/l47dyaU+fpy1vO08vtq//6qjVaPijL3F/ekpBwlJ5cdFGZlmXNQVxVVKTfgnNpuhpdeWmvayIHo6NNBf/Lj7cUl8vKKfLYqPAAgsNnthm69dY5Xao17U3p6nnbvTjS7GQEvL4/p7UGPhYzgTZUZVZOaelZ9+36mV18tmaJtVljgcBhas+ZnvfjiejkcUrVqtoA6cTx2LMO16JLTqVPZ6t37P5o4cb2rNingCw6HoR9/jNdLL61Tly4f69JLX9cf/7hIc+fuc42idoaeVn5fJSZW7YdAZ+hp5mN8442yV3EPxNCzKiMW/V3P81z5+XY98sgy/9+xgnvldidvB5QcCwMALiQ5+azuvXeh2c1w8/33Jy19TB0ozJoFRejpRyxkBG8qKLDr6NGKB59bt55S587/dhsdZfaHd1iYdO21dVStmrntqIxXXvlBR46UTL9YsuQndew4Qxs2lCz4YIW+RejIyMjX3Ln79cc/LlaTJm+oQ4cPdeyY9xY78xW73ah00BYfn62ffjJ/+tMXX5RdlzQz05xfsqsiNrZyxyiZmfn64YdYSeZ97s2ff0DHj/v/Ne+s5xkWxEfTZ88WebVuKvU8AQDlWbnymN5990ezm+Gydm3J+XMwf9/7Q1ERoWdQs9sdroVaAG+ZNav8up6GYej997fplltmu42wsEIoV7NmmKZN+41sATgssmSa+2d64okVGjhwodLT81zXWaFvEZoMo+rTxv3JWffWU1WtB+otJ09mKTu7dJmQ7OySg7pA+mhLSKhc6Pntt8e9svp7VRiGdP/9X/j9fp0jPR3mPnyfO99ChJXhrOcZSO8NAID/jR+/Wnv3JpndDEm/hJ7B/n3va3a7OSfJhJ5+kpx81rQnGcFr9erjF7z+7NlC/fGPizVmzEoVFfEp7W0nT2bpvfe2S+IEDqgM50qYnjK7nue53nlna6nLsrICb6RncnLlpjEvW2be1PZz7d6dpFWrLvyd6G2hML1dKlmcz1ucIz3Nfr0AAKzN4TDUq9d/TKsD6ZScnKODB0Pj+97XHA7Dq7NHKorQ00+oYQRfcE6tK8uRI2nq2vUTzZu3XxIriPsS09mByqnMqFTDMBQV9fP//u3tFnnO+Rl7LmdNTyu0r6JSU3M9vo3d7tCKFUclWeOxjh69zG8LxxUW2gOijIQ37NiR4LV9OUNPRssAAMqTnp6nP//ZnLrdTuvXx5h6/8HGjLqehJ5+Qj1P+EJ+fnGZ084WLTqsLl3+7farFCuI+44VTvaBQJSYWPbq5xdy7Fi64uKs85165EiaCgrcFy4KxIWMMjLyyt/oV7ZuPeVW2sNsKSm52rCh8gsyeeLo0bSQmcHjzRGt1PQEAHhi7tz9Xi2z4ilnSSVmKHjHmTOly0L5GqGnnzhHevJmgbedW9ezuNihZ575VoMGfa4zZwpNbBUAlK+42KHY2EyPbuOc2m4VhiHNmLHD7bLMzMALPbOyPD8INXPV9vP5z38S/HJAHSpT2yXpxIlMr+3LWdMTAICKMAxpyBD/1+12ctbzZJCLd1TmeLOqCD39hOnt8JWVK49JkpKSctS793/0xhtbJFnrJBQAzsfTxYysVM/TafbsPW5/B+JIz7NnPf+hbPly60xtl0peExkZxerRY45On/Z8ur4nnKGnlV6HvpKU5PmI7LI4HIbi4gg9AQCe2bYtwRU++tOpU9k6ejQ0Stn4S3Kyd44pPEHo6SenTpWs3G6VEwMEj0OHUvXDDyd1/fUf6fvvT0qixiSAwOHJQazDYbgWP7LSZ9z+/Smy238pUpidHXihZ36+Z22OicnUgQOe12T1perVbapdO0zR0Wlq1+59/fTT+eteV9WhQyX7ttLr0Fdyc4u8svBAaupZU2p5AQAC35/+tNjvi+BUdsFNnF9KSuUWzqwKQk8/YaQnfCU3t0g9e37qNhIjFE7CAASHffsqHpzt25estDTr1JB0cjgMzZ273/XvQAw97XbPVtR0Tm23kvBwm/7xj9/IZitZmKljxxlavfqYT+7r8OHQmd5uGFJ8/Jkq74d6ngCAykpIOKPp03/0632uXRsjKTRmdfhLaiqhZ9BiISP4kt1u8GEMICAlJFQ8THGu2m5Fzrqe6el5AbsydXZ2xessWbGepyS1aFFLNWuWNKqw0K4//GGu10+Siosdio5O8+o+rW7jxtgq74N6ngCAqpgwIarU4pG+YhgG9Tx9wIzBC4SefmAYBiM94VNhYTY+jAEEpOJiR4Xr/FltEaNz7diRIMMwTJm24y0V/YE2J6fQtZqpFb97bOcksYYhjR27SqNHL3UrQVAVP/+cocLC0JqmvW1bfJX34RzpabWgHAAQGPLyihUZucIv93XiRCYzFHwgPZ3QMyilpeVRwwg+5XBY8KwTACpo0aLyFzMqLLS76hZbUVGRQ8uWHVFqaskCOoEY7Bw/nlGh7b777ueAC/1mztyt226b45WV3UNp5XangwerXr+Vk0cAQFXNnr3Ho1lClWXGwkmhICMj3+/3SejpB4zyBADg/CoygnPbtnidPVvkh9ZU3vTpP7pGegZi6BkTk1mh7aw6tb08GzfG6brrPqzyCuLOep6B9vir4sSJzCrvwzm93YqjgwEAgcHhMDRkyBc+vx9n6BlK3/X+kJVF6BmUCD0BADi/ffuSy90mEA4+N22K0+nTJSM9w8Is3NDzqMjxisNhuELPQAyvTp7MUrt2H2jbtlOV3kcordzudO5iiZXFSE8AgDds3BinTZvifLZ/wzAsXcYnkGVlVX3GjacIPf3AWSPLyidqAACYpSLTlJyjQa188JmfX6yoqBhJgfmdX5HnYefOBCUnB27dUqmkJmmPHrM0f/7+St0+FKe35+QUyqjim4/QEwDgLcOGfVXl76Xz+emn0175sQ+lnTlT6Pf7JPT0A0Z6AgBwfkVFjgsuonP2bKG2bPHdL/re9M03RyXJZwfivlSRMNM5yjPQ2e2GHnxwkV54Icqj58rhMFzT20OJYVRttGdubpFrFDQAAFV18mSWPvlkl0/2TT1P3zl7ltAzKJ06VTJyIgDPfwAA8IsLLWa0cWOsioq8s/K2r9ntJV/2tgAc6pmWVn4otXz5UT+0xH9efXWjBg5cqIKC4gptHxubpby8im0bbKoylZBRngAAbxs//lsVFXl/YUXn1PYAPJSzPDPq8xN6+gEjPQEAuLALLWbkvC6QDj4Dqa1O5a2oGR+frV27Ev3UGv9ZujRaXbr8u0IjEUNxarvTtm3xlb4toScAwNtycgo1fvy3Xt2nw0E9T1/KyyP0DEqEngAAXNjevedfzCgQ6nkGg+zsCxeXX7EiuEZ5nuvAgVRde+37+umn0xfczhl6BmKoXVUHDqRU+rbO0DMU+w0A4DsffrhdqaneqzW+f3+y0tPzvLY/uDNjtgyhpx9cqE4ZAAA4/3dlenqedu8OvNGFgRju5OZe+Nf3ZctK6nkG4mOriNOnc9Wx4wytXn3svNs4Q89QDOB//jmj0rdlpCcAwBecNbq9hXqevlVYSOgZdLKzC0xZoQoAgEBSVOQoc6GU9etjAjJgCsRgsLDw/HWx8vKK9N13P0sK7sCvsNCuP/xhrt59d2uZ1x8+fOGRoMGsKgsZnTxZEnoG82sHAGCO7777Wbt2JXhlX2vXxkgKzOO4QGBGjX5CTx9jajsAABVT1mJGUVElQVugHHxWr27T6NHNAnIhI7vdkN1e9sHounUxIbOAj2FITz65WqNHL3XrD8MwQrqmZ1V+xGekJwDAl4YM+arK+yguduj7709K4kc6XznfcaYvEXr6GKEnAAAV4xxJeK5Aq+dZrZpNAwY0MrsZlZaRUXYdq+XLg3tqe1lmztytW2+dozNnSmqdJiScKbfuaTBzOAylpFSubhqhJwDAl44dS9fcufuqtI9duxJD+nveHxyOkh+R/YnQ08ecoWconSQAAFAZe/Ykuf0dH5+t6Og0k1oTmpzTkM9lGIYr9AyU8NlbNm2KU/v2HyouLiukR3k6bd4c5/FtHA5DcXGEngAA34qMXKHi4sqPJKSep3/k5/t35hChp4+xiBEAABXz69kRzlGe8J+yFqvZty9ZcXGhezwTG5uldu0+0Lx5+yWF9g/Z27ad8vg2SUk5ptTwAgCElqysAr3wQlSlb79uXYz3GoPzysnx75o3hJ4+5jyBC7WREQAAeKqoyKHk5F8WS3H+4h7KIZO/lTXS0znKM5Tl5BRqzpy9kkL7mG7//hSPb8PUdgCAv7z11tbzluq5kMJCu3744aQPWoRf83cJAUJPHzt16ozZTQAAIGA4FzMyDCPg6nkGg7JqkS9fftSElsCKjh8vPRK4PISeAAB/KS52aPjwxR7f7scfT4XMgo1mO326cvXBK4vQ08dYyAgAgIpzLmZ09Gg636EmSEx0/7E2JeWsfvzR8ynNCE6/fn1UhDP0ZMQ2AMAfli8/qoMHPZuZ4JzazneV750+7flI3Kog9PQxTtgAAKi4vXuTJUlRUaVXcofvpaTkuv29cuVRRtrCJTvb8zpcJ09mSmLENgDAfwYP/sKj7Z0llfiu8r20NELPoJGXV6T0dP8+oQAABDLngjnOqe384u5faWnuoadzajvPA6SSldjT03PL3/AcsbEMAAAA+NehQ6ddJZPKk5dXpC1bmNXiL/7OyAg9fSg+nnqeAAB4orDQruTkHNc0I35x96/MzHzXvwsL7Vq9+pgkngf8YsuWeI+2p6YnAMAMjzyyTA5H+QcwmzfHqbDQ7ocWQXI/1vQHQk8fYmo7AACee+ONzcyUMMmZM79MX/7++5NufwOStHVrnEfbO6e3AwDgT+npeZo6dUO52zmntjOrxT8IPYMIoScAAJ779NO9ZjchZOXlFbn+vXz5EUmcBMDdvn3JFd72zJkCZWT49+QGAACnV1/9QWfOFFxwG2YX+Vdl6oNXBaGnDzlDT04WAACouNTUkpqBfH/6X1FRyfQuwzC0bNmR//3bzBbBao4fz6jwts4avQAAmKGoyKFRo5ac9/ozZwq0bZtnZVtQNTk5hJ5BIz6+5ECPkwUAADzH96f/ORwlwWd0dJp+/rni4RZCR0JCxWvWU88TAGC2r746rCNH0sq8buPGONntHHD6U3kjb72N0NOHTp1iISMAABBYTp/O1bJl0WY3AxaVnV3xkxVnPU9GbQMAzGIY0pAhX5Z53YYNJyXxPeVPZ88Wlb+RFxF6+hA1PQEAqBwOPs1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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": "2024-07-27T08:09:58.354541Z",
     "iopub.status.busy": "2024-07-27T08:09:58.354137Z",
     "iopub.status.idle": "2024-07-27T08:09:58.653890Z",
     "shell.execute_reply": "2024-07-27T08:09:58.653327Z"
    },
    "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": "2024-07-27T08:09:58.656273Z",
     "iopub.status.busy": "2024-07-27T08:09:58.655913Z",
     "iopub.status.idle": "2024-07-27T08:09:58.791562Z",
     "shell.execute_reply": "2024-07-27T08:09:58.791040Z"
    },
    "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": "2024-07-27T08:09:58.793970Z",
     "iopub.status.busy": "2024-07-27T08:09:58.793609Z",
     "iopub.status.idle": "2024-07-27T08:09:59.006493Z",
     "shell.execute_reply": "2024-07-27T08:09:59.005917Z"
    },
    "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": "2024-07-27T08:09:59.008696Z",
     "iopub.status.busy": "2024-07-27T08:09:59.008516Z",
     "iopub.status.idle": "2024-07-27T08:09:59.223397Z",
     "shell.execute_reply": "2024-07-27T08:09:59.222867Z"
    },
    "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": "2024-07-27T08:09:59.225589Z",
     "iopub.status.busy": "2024-07-27T08:09:59.225406Z",
     "iopub.status.idle": "2024-07-27T08:09:59.235217Z",
     "shell.execute_reply": "2024-07-27T08:09:59.234734Z"
    },
    "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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[\"secteam@freebsd.org\", 21, 0.0], [\"security@vaadin.com\", 21, 0.0], [\"security@zoom.us\", 21, 0.0], [\"cve-coordination@incibe.es\", 20, 0.0], [\"cve-notifications-us@f-secure.com\", 20, 0.0], [\"sec@hillstonenet.com\", 20, 0.0], [\"bressers@elastic.co\", 20, 0.0], [\"security@otrs.com\", 18, 0.0], [\"cve-coordination@google.com\", 18, 0.0], [\"vulnerability@ncsc.ch\", 17, 0.0], [\"reefs@jfrog.com\", 17, 0.0], [\"sirt@brocade.com\", 16, 0.0], [\"VulnerabilityReporting@secomea.com\", 16, 0.0], [\"productsecurity@jci.com\", 15, 0.0], [\"securityalerts@avaya.com\", 15, 0.0], [\"openssl-security@openssl.org\", 14, 0.0], [\"cna@mongodb.com\", 14, 0.0], [\"hp-security-alert@hp.com\", 14, 0.0], [\"security@debian.org\", 13, 0.0], [\"security@xiaomi.com\", 13, 0.0], [\"psirt@hcl.com\", 12, 0.0], [\"jordan@liggitt.net\", 12, 0.0], [\"security-officer@isc.org\", 12, 0.0], [\"vulnerability@kaspersky.com\", 12, 0.0], [\"product-cna@github.com\", 11, 0.0], [\"psirt-info@cyber.jp.nec.com\", 10, 0.0], [\"cybersecurity@hitachienergy.com\", 9, 0.0], [\"security@zyxel.com.tw\", 9, 0.0], [\"security@puppet.com\", 9, 0.0], [\"security@openvpn.net\", 9, 0.0], [\"secure@blackberry.com\", 9, 0.0], [\"cna@cyber.gov.il\", 9, 0.0], [\"cret@cert.org\", 9, 0.0], [\"security@octopus.com\", 8, 0.0], [\"security-alert@sophos.com\", 8, 0.0], [\"vuln@vdoo.com\", 8, 0.0], [\"cna@cloudflare.com\", 8, 0.0], [\"security@php.net\", 7, 0.0], [\"cve@checkpoint.com\", 7, 0.0], [\"disclosure@synopsys.com\", 7, 0.0], [\"security@acronis.com\", 7, 0.0], [\"security@craftersoftware.com\", 7, 0.0], [\"psirt@arista.com\", 7, 0.0], [\"mlhess@drupal.org\", 7, 0.0], [\"cybersecurity@ch.abb.com\", 7, 0.0], [\"security@mautic.org\", 6, 0.0], [\"disclose@cybersecurityworks.com\", 6, 0.0], [\"security@salesforce.com\", 5, 0.0], [\"iletisim@usom.gov.tr\", 5, 0.0], [\"responsibledisclosure@mattermost.com\", 5, 0.0], [\"dl_cve@linecorp.com\", 5, 0.0], [\"infosec@edk2.groups.io\", 5, 0.0], 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    }
   ],
   "source": [
    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "83de26a8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T08:09:59.237277Z",
     "iopub.status.busy": "2024-07-27T08:09:59.237095Z",
     "iopub.status.idle": "2024-07-27T08:09:59.243287Z",
     "shell.execute_reply": "2024-07-27T08:09:59.242803Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
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       "        const data = [[\"NVD-CWE-noinfo\", 2773], [\"CWE-79\", 2618], [\"Missing_Data\", 1822], [\"CWE-787\", 1447], [\"NVD-CWE-Other\", 773], [\"CWE-89\", 727], [\"CWE-125\", 713], [\"CWE-22\", 529], [\"CWE-416\", 525], [\"CWE-352\", 462], [\"CWE-78\", 459], [\"CWE-20\", 458], [\"CWE-120\", 387], [\"CWE-476\", 355], [\"CWE-269\", 296], [\"CWE-287\", 282], [\"CWE-434\", 279], [\"CWE-77\", 273], [\"CWE-863\", 266], [\"CWE-862\", 229], [\"CWE-190\", 228], [\"CWE-119\", 227], [\"CWE-502\", 200], [\"CWE-200\", 182], [\"CWE-918\", 173], [\"CWE-400\", 168], [\"CWE-798\", 158], [\"CWE-362\", 151], [\"CWE-276\", 149], [\"CWE-732\", 148], [\"CWE-306\", 144], [\"CWE-74\", 141], [\"CWE-601\", 129], [\"CWE-427\", 122], [\"CWE-295\", 122], [\"CWE-94\", 121], [\"CWE-312\", 121], [\"CWE-522\", 117], [\"CWE-611\", 117], [\"CWE-401\", 103], [\"CWE-770\", 101], [\"CWE-668\", 100], [\"CWE-59\", 91], [\"CWE-203\", 87], [\"CWE-319\", 85], [\"CWE-532\", 81], [\"CWE-755\", 80], [\"CWE-369\", 78], [\"CWE-617\", 76], [\"CWE-327\", 75], [\"CWE-415\", 74], [\"CWE-835\", 73], [\"CWE-843\", 71], [\"CWE-209\", 70], [\"CWE-639\", 70], [\"CWE-908\", 67], [\"CWE-121\", 67], [\"CWE-347\", 67], [\"CWE-1021\", 66], [\"CWE-1321\", 66], [\"CWE-754\", 54], [\"CWE-613\", 53], [\"CWE-307\", 49], [\"CWE-122\", 45], [\"CWE-330\", 45], [\"CWE-345\", 45], [\"CWE-444\", 42], [\"CWE-326\", 41], [\"CWE-129\", 40], [\"CWE-290\", 39], [\"CWE-665\", 38], [\"CWE-824\", 38], [\"CWE-552\", 37], [\"CWE-674\", 36], [\"CWE-346\", 35], [\"CWE-116\", 34], [\"CWE-191\", 31], [\"CWE-922\", 30], [\"CWE-1236\", 28], [\"CWE-610\", 28], [\"CWE-281\", 28], [\"CWE-367\", 26], [\"CWE-88\", 26], [\"CWE-829\", 26], [\"CWE-1333\", 25], [\"CWE-697\", 24], [\"CWE-384\", 21], [\"CWE-681\", 21], [\"CWE-252\", 20], [\"CWE-1188\", 20], [\"CWE-426\", 20], [\"CWE-909\", 20], [\"CWE-640\", 19], [\"CWE-428\", 18], [\"CWE-425\", 18], [\"CWE-521\", 18], [\"CWE-404\", 17], [\"CWE-916\", 17], [\"CWE-1284\", 16], [\"CWE-662\", 16], [\"CWE-772\", 16], [\"CWE-667\", 16], [\"CWE-294\", 15], [\"CWE-459\", 15], [\"CWE-763\", 14], [\"CWE-91\", 14], [\"CWE-338\", 14], [\"CWE-134\", 14], [\"CWE-131\", 14], [\"CWE-311\", 14], [\"CWE-670\", 13], [\"CWE-834\", 13], [\"CWE-706\", 12], [\"CWE-354\", 12], [\"CWE-266\", 10], [\"CWE-212\", 10], [\"CWE-913\", 10], [\"CWE-494\", 9], [\"CWE-682\", 9], [\"CWE-669\", 9], [\"CWE-331\", 9], [\"CWE-704\", 8], [\"CWE-284\", 8], [\"CWE-377\", 8], [\"CWE-776\", 8], [\"CWE-822\", 7], [\"CWE-472\", 7], [\"CWE-288\", 6], [\"CWE-321\", 6], [\"CWE-799\", 6], [\"CWE-379\", 6], [\"CWE-178\", 6], [\"CWE-193\", 6], [\"CWE-436\", 5], [\"CWE-788\", 5], [\"CWE-170\", 5], [\"CWE-917\", 5], [\"CWE-123\", 5], [\"CWE-184\", 4], [\"CWE-250\", 4], [\"CWE-335\", 4], [\"CWE-378\", 4], [\"CWE-201\", 4], [\"CWE-23\", 3], [\"CWE-565\", 3], [\"CWE-489\", 3], [\"CWE-497\", 3], [\"CWE-924\", 3], [\"CWE-259\", 3], [\"CWE-693\", 3], [\"CWE-471\", 3], [\"CWE-548\", 3], [\"CWE-385\", 2], [\"CWE-708\", 2], [\"CWE-93\", 2], [\"CWE-359\", 2], [\"CWE-126\", 2], [\"CWE-470\", 2], [\"CWE-285\", 2], [\"CWE-789\", 2], [\"CWE-358\", 2], [\"CWE-457\", 2], [\"CWE-657\", 2], [\"CWE-202\", 2], [\"CWE-407\", 2], [\"CWE-277\", 2], [\"CWE-353\", 2], [\"CWE-73\", 2], [\"CWE-248\", 2], [\"CWE-805\", 2], [\"CWE-538\", 1], [\"CWE-507\", 1], [\"CWE-441\", 1], [\"CWE-271\", 1], [\"CWE-1076\", 1], [\"CWE-305\", 1], [\"CWE-644\", 1], [\"CWE-64\", 1], [\"CWE-405\", 1], [\"CWE-573\", 1], [\"CWE-112\", 1], [\"CWE-115\", 1], [\"CWE-406\", 1], [\"CWE-567\", 1], [\"CWE-539\", 1], [\"CWE-257\", 1], [\"CWE-270\", 1], [\"CWE-540\", 1], [\"CWE-36\", 1], [\"CWE-80\", 1], [\"CWE-527\", 1], [\"CWE-302\", 1], [\"CWE-297\", 1], [\"CWE-672\", 1], [\"CWE-649\", 1], [\"CWE-710\", 1], [\"CWE-228\", 1], [\"CWE-90\", 1], [\"CWE-364\", 1], [\"CWE-807\", 1], [\"CWE-778\", 1], [\"CWE-323\", 1], [\"CWE-283\", 1], [\"CWE-598\", 1], [\"CWE-680\", 1], [\"CWE-75\", 1], [\"CWE-267\", 1], [\"CWE-620\", 1], [\"CWE-95\", 1], [\"CWE-315\", 1], [\"CWE-1004\", 1], [\"CWE-350\", 1], [\"CWE-61\", 1], [\"CWE-124\", 1], [\"CWE-1278\", 1], [\"CWE-1329\", 1], [\"CWE-194\", 1], [\"CWE-15\", 1], [\"CWE-304\", 1], [\"CWE-242\", 1], [\"CWE-240\", 1], [\"CWE-525\", 1], [\"CWE-273\", 1], [\"CWE-757\", 1], [\"CWE-912\", 1]];\n",
       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": []};\n",
       "        dt_args[\"data\"] = data;\n",
       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T08:09:59.245674Z",
     "iopub.status.busy": "2024-07-27T08:09:59.245245Z",
     "iopub.status.idle": "2024-07-27T08:09:59.380325Z",
     "shell.execute_reply": "2024-07-27T08:09:59.379767Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t2\n",
      "CVE-2003:\t0\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t3\n",
      "CVE-2006:\t5\n",
      "CVE-2007:\t4\n",
      "CVE-2008:\t10\n",
      "CVE-2009:\t22\n",
      "CVE-2010:\t17\n",
      "CVE-2011:\t14\n",
      "CVE-2012:\t12\n",
      "CVE-2013:\t13\n",
      "CVE-2014:\t1\n",
      "CVE-2015:\t43\n",
      "CVE-2016:\t127\n",
      "CVE-2017:\t134\n",
      "CVE-2018:\t215\n",
      "CVE-2019:\t309\n",
      "CVE-2020:\t4580\n",
      "CVE-2021:\t16439\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-')]))\n",
    "print(\"CVE-2021:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2021-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T08:09:59.382467Z",
     "iopub.status.busy": "2024-07-27T08:09:59.382278Z",
     "iopub.status.idle": "2024-07-27T08:09:59.386609Z",
     "shell.execute_reply": "2024-07-27T08:09:59.386140Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-07-27 08:09:59.383204**"
      ],
      "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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