CVE2019.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2019\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:21.169877Z",
     "iopub.status.busy": "2025-01-28T12:34:21.169684Z",
     "iopub.status.idle": "2025-01-28T12:34:21.841879Z",
     "shell.execute_reply": "2025-01-28T12:34:21.841284Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    let is_dark_theme = function () {\n",
       "        // Jupyter Lab\n",
       "        if ('jpThemeLight' in document.body.dataset)\n",
       "            return (document.body.dataset.jpThemeLight === \"false\");\n",
       "\n",
       "        // VS Code\n",
       "        if ('vscodeThemeKind' in document.body.dataset)\n",
       "            return document.body.dataset.vscodeThemeKind.includes('dark');\n",
       "\n",
       "        // Jupyter Book\n",
       "        if ('theme' in document.documentElement.dataset)\n",
       "            return document.documentElement.dataset.theme.includes('dark');\n",
       "\n",
       "        // Default\n",
       "        return window.matchMedia('(prefers-color-scheme: dark)').matches;\n",
       "    }\n",
       "\n",
       "    if (is_dark_theme()) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:21.844092Z",
     "iopub.status.busy": "2025-01-28T12:34:21.843853Z",
     "iopub.status.idle": "2025-01-28T12:34:46.033294Z",
     "shell.execute_reply": "2025-01-28T12:34:46.032632Z"
    },
    "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'] > '2019-01-01') & (nvd['Published']  < '2020-01-01'))\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(2019, 1, 1)\n",
    "enddate  = date(2019, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:46.035708Z",
     "iopub.status.busy": "2025-01-28T12:34:46.035292Z",
     "iopub.status.idle": "2025-01-28T12:34:46.042077Z",
     "shell.execute_reply": "2025-01-28T12:34:46.041612Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18938**<br />Average CVEs Per Day: **52.03**<br />Average CVSS Score: **7.15**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:46.044090Z",
     "iopub.status.busy": "2025-01-28T12:34:46.043757Z",
     "iopub.status.idle": "2025-01-28T12:34:46.052727Z",
     "shell.execute_reply": "2025-01-28T12:34:46.052091Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:46.055103Z",
     "iopub.status.busy": "2025-01-28T12:34:46.054696Z",
     "iopub.status.idle": "2025-01-28T12:34:46.766692Z",
     "shell.execute_reply": "2025-01-28T12:34:46.766103Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:46.768879Z",
     "iopub.status.busy": "2025-01-28T12:34:46.768504Z",
     "iopub.status.idle": "2025-01-28T12:34:46.988897Z",
     "shell.execute_reply": "2025-01-28T12:34:46.988351Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AAPCYpCSHWrWaqu3bY82OgkK0c2ecunX7XWPGPGx2FAC4YoZh6NChs7kKzZ074+R0XripvNAoTZiHkhMAAACARyQnZ6hNm+navPmU2VFggq+/3qJmzWrqqafqmh0FAPIlOTlDmzZF5yo1ExLSL3gt0859HyUnAAAAgKuWmpqpRx6ZofXrT5gdBSZ68cWfdeBAN1WvXtbsKACQi8tl6MCBhP+to5lTau7eHX/RovLvpSaFpu+j5AQAAABwVdLTs/TYYz9q9eoos6PAZJmZLjVsOEGHDr2twMBiZscBUIQlJTm0ceOfozQ3bjypc+ccF7yWUZr+gZITAAAAwBVzOLL15JMztXz5UbOjwEecOGHXc8/N0pw5L5gdBUAR4XIZ2rv3tHvKeXj4Se3de5pRmkUMJScAAACAK5KZ6dSzz87SokWHzY4CHzN37n59+eUmdet2j9lRAPihs2fTtXHjn+tobtwYLbs944LXMkqz6KDkBAAAAFBgWVlOvfDCz5o//4AkdphFXu++u1ANG96gO+8MMzsKAItxuQydPp2q6OhknTxpV3S0XdHRyYqKStLmzdHavz/hos9llGbRRckJAAAAoECys116+eXZmj17nyQKTlyYy2WoSZNJiop6VyEhQWbHAeAjMjKyderU+fIyWdHR9r/8Oed4TEyysrJcl70XozTxV5ScAAAAAPLN6XTp3/+eq5kzIyVRcOLSEhMdatFisjZseE02m83sOAC8yDAMJSY63MXl30dhni8yz5xJK/C9z3/6oNDEpVByAgAAAMgXl8tQ587zNHXqTkkUnMifTZtOqVevpRo+vIXZUQBcIafTpdjYlIuOvDxfZKalZRX43hcrMP+KrzXID0pOAAAAAJdlGIa6dl2gH36IkCQFBEiuy88kBCRJI0asV9OmNfTQQ7XNjgLgb9LSsi458jI62q7Y2BQ5nQVrGvNTXubnPJBflJwAAAAALskwDL377kKNG7dVUs4PrhScKKgnnvhRR4++o2uvLWN2FKBIMAxDCQnpfxt5mXsUZnS0XefOOQp8b0ZfwheZWnKuXr1aI0aM0NatWxUTE6PZs2friSeecJ+/2Jotw4cPV8+ePSVJN954o6KionKdHzJkiP7zn/+4H+/cuVNdu3bV5s2bValSJXXr1k0ffPCB598QAAAA4GcMw1DPnks0evQmSUxRx5XLyHDqgQcmaP/+t1S8eIDZcQBLy8pyKiYm5aIjL8//MyPDWeB75+fzPF8H4ItMLTlTU1N1xx136NVXX9VTTz2V53xMTEyux3/88Yc6duyop59+OtfxgQMHqlOnTu7HZcr8+ZtBu92uli1bqnnz5ho3bpx27dqlV199VWXLllXnzp09/I4AAAAA/2EYhvr2Xa7//jdcEgUnrt6RI+fUvv1sTZ/+9OUvBoqo5OSMS468PHnSrvj41AJ/Pmb6OPydqSVn69at1bp164ueDwsLy/V47ty5atKkiWrWrJnreJkyZfJce960adOUmZmpH374QYGBgbr11lsVERGhkSNHUnICAAAAlzBo0GoNHrxWEgUnPGfGjN1q1qymOnb8h9lRgELlchmKj0+94PqXf32cnJxZ4HszfRyw0JqccXFxWrBggSZNmpTn3NChQzVo0CDdcMMNatu2rbp3767ixXPeWnh4uBo1aqTAwED39a1atdKwYcN07tw5lStXLs/9MjIylJGR4X5st9slSVlZWcrKKvhOYQAAAIDVDB++Xv36rZQkBQbaVKzYhZeSAgoiK8ul7GypS5d5+r//C1PduhXNjgR4hMORrVOnknXqVLJOnkx2//nPEZjJiolJUXZ2/hc0ttmkgACbAgJyRtbbbDbZbHJ/5FzD52ZYh2EEyFHwJWDzzTIl56RJk1SmTJk809rffvtt3XXXXSpfvrzWr1+v3r17KyYmRiNHjpQkxcbGqkaNGrmeU6VKFfe5C5WcQ4YM0YABA/IcX7FihUqVKuWptwQAAAD4pLlz4zVhwilJ0ssvX6unn65iciL4i+xsQx9/fEh79qTq0Ucna/jwmxQcXMzsWMBFGYah1FSnEhKy3B9nz2b95XGmzp7Nkt2ev7UvbTapbNniqlChhCpUCFSFCiVUvnyJ/z0u4X5csiR/L+B/0tLS1Lat9+5vmZLzhx9+ULt27RQcHJzreI8ePdx/vv322xUYGKguXbpoyJAhCgoKuqLX6t27d6772u12VatWTU2aNFGFChWu7A0AAAAAFvD111s0YUKEJCkwMEA//xynn3+OMzcU/Irxvzmzx487NHZskhYvbsdoNJgiO9uluLjU/42+tP9v5GWKoqPtuUZhpqdn5/ue50dZBgTY/jLaUrn+7HC4FB2doejojIvfCPBDhuHFYZyySMm5Zs0a7d+/XzNnzrzstffee6+ys7N17Ngx1alTR2FhYYqLy/1N2fnHF1vHMygo6IIFaYkSJVSiRIkreAcAAACA7xs/fqvefXexpJwfxDMz8z+tErgSq1Yd15Ah69WvX2Ozo8DPJSSkaezYLdq2Lca9/mVsbIpcroItVHm5tS8NI+fj0vdlcUwUVd79vsISJef333+vu+++W3fcccdlr42IiFBAQIAqV64sSWrQoIE+/PBDZWVluQvKJUuWqE6dOhecqg4AAAAURRMmbFeXLvMlsckQClf//qvUuPGNevDBG82OAj+UkJCmkSPDNXr0JqWkXHpDHzbvAawtwMwXT0lJUUREhCIiIiRJR48eVUREhI4fP+6+xm63a9asWXrttdfyPD88PFxffPGFduzYoSNHjmjatGnq3r27XnrpJXeB2bZtWwUGBqpjx46KjIzUzJkzNWrUqFzT0QEAAICibNq0nerY8TdJFJwwR5s203X6dKrZMeBHzpxJU+/eS3XjjaM0ePDayxac0p+jMAFYk80wzPsrvHLlSjVp0iTP8VdeeUUTJ06UJI0fP17vvvuuYmJiFBoamuu6bdu26c0339S+ffuUkZGhGjVq6OWXX1aPHj1yTTffuXOnunbtqs2bN6tixYrq1q2bevXqle+cdrtdoaGhOnPmDGtyAgAAwK/MmhWpF174RS6XQcEJU9WtW1G7dr2hYsVMHYsDizt9OlX//W+4vvpqk1JTs8yOAyAXh6ShSkpKUkhIiMfvbmrJaRWUnAAAAPBHs2fv1bPPzpLTScEJ39Cx4z/03XePmR0DFnT6dKo++2y9xozZTLkJ+CzvlpyWWJMTAAAAgGfNn39Azz//MwUnfMr3329Xs2Y19eKLt5kdBRYRH/9nuZmWRrkJFGWUnAAAAEARs2jRIT399E/KynJRcMLntG8/W//3f9eqdm1m0eHi4uJSNGLEeo0du4VyE4AkSk4AAACgSFm+/KieeGKmMjOdkig44Xuys11q1Giijhx5R8HB/MiK3GJjUzRixDqNHbtF6enZZscB4ENY0RkAAAAoItasidKjj86Qw0ExAN8WE5OiJ5/80ewY8CGxsSnq0WORatYcpZEjN1BwAsiDkhMAAAAoAsLDT6hNm+lM64RlLFx4WCNGrDM7BkwWE5Os7t0XqkaNUfr8c8pNABfH2H8AAADAz23eHK2HHpqmlJRMs6MABdKr11I1alRd9957vdlRUMhOnUrWsGFrNX78NkafA8gXSk4AAADAj23fHqOWLafKbs8wOwpQYIYhtWgxRcePd1fZssFmx0EhiI62a9iwdRo/fqsyMpxmxwFgIUxXBwAAAPzUrl1xatFiihITHWZHAa5YcnKmmjSZJJeLXbL8WXS0Xd26/a5atUbryy83UXACKDBKTgAAAMAP7d17Ws2bT1FCQrrZUYCrFhERq+7dF5odA15w8qRdb731u2rWHK2vvtpMuQngijFdHQAAAPAzBw4kqGnTyYqPTzU7CuAxo0dvUtOmNfT447eYHQUecOJEkoYOXavvvtuuzEyKTQBXj5ITAAAA8CNHjpxT06aTFBubYnYUwOOee+5nHTzYTTfcEGp2FFyh48dzys3vv6fcBOBZlJwAAACAn4iKSlTTppMUHZ1sdhTAKzIznWrYcIIOHuymwMBiZsdBAURFJWrIkLX64YftyspymR0HgB9iTU4AAADAD5w8aVfTppMVFZVkdhTAq44fT9KLL/5sdgzkU1RUorp0maebbvpS33yzlYITgNdQcgIAAAAWFxOTrGbNJuvIkXNmRwEKxa+/7tPXX282OwYu4dixRHXuPE+1a3+p8eO3UW4C8DqmqwMAAAAWFh+fqmbNJuvAgQSzowCFqlu3P3T//dV0xx1hZkfBXxw9ek6DB6/RxIk7lJ1NsQmg8DCSEwAAALCohIQ0NW8+WXv3njE7ClDoXC5DTZpMUnJyhtlRoJxNzzp2nKubb/5K3323nYITQKGj5AQAAAAs6Ny5dLVoMUW7dsWbHQUwzblzDrVsOVWGYZgdpcg6fPisXn11rm6++Uv98EME5SYA01ByAgAAABaTlORQq1ZTtX17rNlRANNt2HBSffosMztGkXPo0Fn9+99zVafOV5owIUJOJ0UzAHOxJicAAABgIcnJGWrTZro2bz5ldhTAZwwduk5Nmtyoli1rmx3F7x08mKBPP12jqVN3UmwC8CmM5AQAAAAsIjU1U488MkPr158wOwrgcx5/fKZiY5PNjuG3DhxIUPv2s3XLLWM0adIOCk4APoeSEwAAALCA9PQsPfbYj1q9OsrsKIBPcjiy1bDhRNaE9LD9+8/o5Zdnq27dMZoyZadcLspNAL6JkrMAWMwaAAAAZnA4svXUUz9p+fKjZkcBfFrOOpFzzI7hF/btO6OXXvpV9ep9ralTKTcB+D5KzgJYuPCw2REAAABQxKSlZemxx2Zo4cJDZkcBLGHq1F2aOHG72TEsa+/e02rX7lfVqzdG06btotwEYBmUnAXQrdtCPsEDAACg0ORsMjRNS5YcMTsKYCmvvTZP+/adMTuGpezZc1ovvviLbr31a02fvktMZARgNZScBZCY6NDIkeFmxwAAAEARkJTkUKtWU7VqFWtwAgXldBpq1GiC0tKyzI7i8yIj4/XCCz/rttu+1o8/7qbcBGBZlJwFNGDAKjmdLGQNAAAA70lISFOzZpMVHn7S7CiAZZ0+naZHHpnO3goXsXt3vJ5//mfVrz9WM2dGUm4CsLziZgewmpSUTA0atEr9+zcxOwpQZJw+naoHH5yo+PhU3XxzBd10UwXddFN51a6d83HTTeUVGhpsdkwAADwiPj5VLVpM0c6dcWZHASxvxYpj+uSTNfroo0ZmR/EZu3bFadCg1Zo1a4/ZUQDAo2wGv9a6LLvdrtDQUBUr1ltOZ5CCg4vLbv+PSpQoZnY0oEjo3n2hvvhi4yWvKVcuWHXqVHSXn3/+s4LKlqUABQBYw6lTyWrefLL27mUtQcBTbDZp1aoOatiwutlRTLVzZ5wGDlylX37Za3YUAEWWQ9JQJSUlKSQkxON3p+TMh/MlZ1BQb2VkBEmS3n+/gUaMaGlyMsD/HT+epJtu+lKZmc4852w25WtaTblywbrppgq6+eYKql27nG66qYJ7FGj58iW9kBoAgII7fjxJzZpN1qFDZ82OAvid0qVL6Nixd1SxYmmzoxS6HTtiNXDgav3665/lZn6/jwYAz6LkNN35kjM4uI8cjkBJUmBgMSUm9lLJkiVMTgf4t9de+03ff7+9wM/L7zduZcsG/aUAzT0KtEKFUleQGACAgjt69JyaNp2sY8cSzY4C+K1bb62kHTteV7FiRWNrioiIWA0cuEqzZ+9zH6PcBGAuSk7TXajklKTXX79bY8c+YmIywL/t339G9ep9LZfLs5+m8vvNXWhokHv9z79Of88pQEvKZrN5NBcAoGg6cCBBTZtOUnR0stlRAL/XufNd+uabR82O4VXbt8do4MDVmjOHchOAr6HkNN3FSs7ixQN07twHuuaaIBPTAf7ruedmFfqC6Pn9BrBMmcCLboJUsWIpClAAQL5ERsarWbPJiotLNTsKUGTMnPmMnnvuVrNjeNy2bTEaOHCV5s7d7z5GuQnAt1Bymu5iJackvfzy7Zo8+UmTkgH+a9u2GN1993izY+SS328Sr7kmUDfdVN49Bf6vo0ArVaIABQDkiIiIVYsWU3TmTJrZUYAipUSJAO3f/5Zq1ChndhSP2Lr1lAYMWKV58w64j1FuAvBNlJymu1TJGRBg05kzPVWuHJuXAJ700ENTtWjRYct8g5bfnKVLl/hfAVoxzyZIVaqUpgAFgCJi8+ZotWw5VYmJDrOjAEVS1apldOTI2woKKm52lCu2ZUtOuTl/PuUmAKvwbslp3c/oPsLlMtSp0zz9/PNzZkcB/MaqVce0aNFhSdb5Ju1SOf/6zWZqapYiIuIUERGX57pSpUqodu3y/5sGn3sTpLCwayhAAcBPrFt3XK1bT1NycqbZUYAi69SpZD311EwtWNDO7CgFtnlztAYMWKUFCw66j53/ftMq3zsDgDcwkjMfLjWSU8r5ghIT856qVLnGhHSAfzEMQw88MEHr158oEr+Jzu97LFmyeJ4C9PwU+GuvpQAFAKtYseKoHn10hlJTs8yOAkDSZ5+10Hvv/cvsGPmyaVNOufn773nLTQCwBqarm+5yJacktW5dW7//br3fAgK+Zv78A3r00Rlmx/AJ+f2mNTj4zwL0r1Pgb7qpvK69towCAihAAcAXLFp0SE88MVMOR7bZUQD8j80mbdz4mv7v/64zO8pFbdhwUgMGrNLChYfcxyg3AVgTJafp8lNy2mzS0aPvqHr1soUbDvAjLpehf/zjG+3cGcc3bpdRkAK0Vq1yeTZBql27vK67LoQCFAAKyW+/7dezz85SZqbT7CgA/iYkJEhRUe+qbNlgs6PkEh5+QgMGrHIv4yRRbgKwOtbktATDkDp0mKsVK14xOwpgWT/+uFs7d+asVck3b5eW3zVAHY5sRUaeVmTk6TzXBQUVU82a5VSnTs4mSOenv9euXV7XX08BCgCe8vPPe/Tii78oO9tldhQAF2C3Z6hZs0nasqWzTywBtH59Trm5eHHecpPvkQHg4hjJmQ/5Gcl53oEDb+mmmyoUUjLAf2RlOVW37hgdPnxOAQGSi58DvSK/v/0PDMwpQC+0CdL114eoWLEA74cFAD8wbdpOtW8/Ry6XwQgswMe9++69+vzzh0x7/XXrjmvAgFVasuSI+xifNwD4F0ZyWkr79rMVHv6a2TEAy/nhh+06fPicJApOb8rvCNDMTKf27TujffvO5LkuMLCYatQoe8FNkKpVowAFgPO+/36bOnWaJ8OgqACs4IsvNqpZs5p65JGbC/V11649rv79V2rZsqPuY4zcBICCYyRnPhRkJKckRUR00R13hBVCMsA/pKdnqXbtL3XqVDI/BPqo/P53KVEi4H8FaMU8myDdcEMoBSiAIuPrrzera9ffJVFwAlYSGFhMR468reuu8/wIo79bvTpKAwas0vLlectNAPBPjOS0nA4d5mj79tfNjgFYxldfbdKpU8mS+KbOV+X3v0tWlksHDpzVgQNn85wLDCymf//7Tg0f3kIhIUEeTggAvmPkyHC9995iSRQWgNVkZjr1wAM/6MCBbipRophXXmPVqmMaMGCVVqw45j7GyE0AuHoMqfGCiIg4hYefMDsGYAlJSQ4NHbpOUs43d/BfmZlOffPNVtWo8YVmz95rdhwA8IpPP11NwQlY3LFjSWrb9heP33flymNq0mSSGjee5C44z3//y+cKALh6lJxe8uqrv5kdAbCEzz5br7Nn0yXxzV1RcfasQ0899ZNat57qHsELAFZnGIY++mi5+vZdIUkKCODrGmBlP/+8V+PGbbnq+xiGoRUrjqpx44lq0mSSVq48JolyEwC8gZLTS/btO6Ply49c/kKgCIuLS9Hnn28wOwZMsnDhYdWqNVpjxmyWy8V3+ACsyzAMffDBEn3yyRpJOQUnm+gB1te16+/auTPuip5rGIaWLz+qBx+cqKZNJ2vVqihJlJsA4E2UnF7UqdM8syMAPm3IkLVKTc0yOwZM5HBk6623ftfdd3+jPXtOmx0HAArM5TL09tt/6LPPwiXlFBgUnIB/cLkMNWkySSkpmfl+jmEYWrbsiBo1mqhmzSZrzZrjkig3AaAwUHJ60ZEjifrtt/1mxwB8UlRUosaOvfopQPAPERFxql9/rPr0WaaMjGyz4wBAvrhchrp0maevvtosiTU4AX909my6HnpoqozL/OU2DENLlhxWw4YT1Lz5FK1dS7kJAIWNktPLunZdYHYEwCcNGLBKmZlOs2PAh7hchoYMWavatb/UmjVRZscBgEvKznapQ4c5+u677ZIoOAF/tm7dCX300YoLnjMMQ4sXH9YDD0xQy5ZTtW5dzga0lJsAUPgoOb3s5MlkzZixy+wYgE/Zu/e0Jk3aYXYM+KiTJ+1q1Gii2refrcREh9lxACCPrCyn2rb9RVOm7JREwQkUBZ9+ukbLlv2554JhGFq06JD+9a8f1KrVVK1fT7kJAGaj5CwE77676LLTG4Ci5KOPVrDRDC5rypSduvHGLzRrViSfQwH4jIyMbD377CzNmrVHEgUnUJQ8+ugMxcWlaOHCQ2rQ4Hs99NA0bdhwUhLlJgD4AkrOQhAfn+qeygQUdVu2nNIvv+w1OwYsIikpQ88997OaN5+iEyeSzI4DoIhLT8/SE0/M1Ny5OWuuU3ACRUt6erZuvHGUWreepo0boyVRbgKAL6HkLCS9ei1hJBIg6cMPl0v68xtCID+WLz+q2rW/1BdfbJDTybbFAApfamqmHnlkhhYuPCSJghMoqhyOnA0SKTcBwPdQchaSc+cc+vzzDWbHAEy1cuUxLV58WBLfEKLgMjOd6t59ke68c5x27YozOw6AIsRuz1CrVlO1fPlR9zG+jgFFG58DAMD3UHIWov79VzICCUWWYRjq3XuZJEZx4urs3n1ad975jd5/f7HS07PMjgPAz507l64WLaa4d0wGAACAb6LkLETJyZkaPHiN2TEAU8ybd8C9MDu/+cbVcrkM/fe/4apde7RWrDh6+ScAwBU4cyZNTZtO1qZN0WZHAQAAwGVQchayIUPWKivLaXYMoFA5nS7W4oRXnDqVoqZNJ+vFF39WQkKa2XEA+JHY2BQ1bjxRERGxZkcBAABAPlByFrL09Gz17bvc7BhAofrxx93avTteEqM44R0//hipGjVGafr0XWzyBuCqRUfb9eCDExUZedrsKAAAAMgnSk4TjBq1UQ4H68ihaMjMdOrjj1dKkgICGMYJ70lOzlS7dr+qceNJOnYs0ew4ACwqKipRjRpN1IEDCWZHAQAAQAFQcpogI8Op999fYnYMoFB8//02HTlyTlLOOoqAt61eHaWbb/5SI0asV3Y2m70ByL9Dh86qYcMJ7q9bAAAAsA5KTpN8881WpaZmmh0D8Kq0tCwNGrRaEmtxonBlZbn0wQdLVL/+WG3fHmN2HAAWsG/fGTVqNEEnTtjNjgIAAIArYGrJuXr1aj366KOqWrWqbDab5syZk+t8hw4dZLPZcn089NBDua45e/as2rVrp5CQEJUtW1YdO3ZUSkpKrmt27typhg0bKjg4WNWqVdPw4cO9/dYuKzvbpbfe+sPsGIBXffnlRsXE5Px9ZJlEmGHfvjO6++7xeuedhUpLY5kQABe2a1ecHnxwovtrFgAAAKzH1JIzNTVVd9xxh8aMGXPRax566CHFxMS4P2bMmJHrfLt27RQZGaklS5Zo/vz5Wr16tTp37uw+b7fb1bJlS1WvXl1bt27ViBEj1L9/f40fP95r7yu/pkzZocREh9kxAK9ITHRo2LB1khjFCXMZhjR69EbVrDlKixcfNjsOAB+zdespNW48SfHxqWZHAQAAwFUobuaLt27dWq1bt77kNUFBQQoLC7vgub1792rhwoXavHmz/vnPf0qSvvzyS7Vp00afffaZqlatqmnTpikzM1M//PCDAgMDdeuttyoiIkIjR47MVYb+VUZGhjIyMtyP7facaUslSwbIZrv6XtgwDGVkGHI6DXXp8pumTn3yqu8J+Jphw9bo3DmHbDYpKChnJDZgBqfTUFaWobi4VLVqNVVPPllHX331kCpVKm12NAAm27gxWo888qOSkjL4egUAAOBlhhEghxfH+placubHypUrVblyZZUrV05NmzbVJ598ogoVKkiSwsPDVbZsWXfBKUnNmzdXQECANm7cqCeffFLh4eFq1KiRAgMD3de0atVKw4YN07lz51SuXLk8rzlkyBANGDAgz/ExY+qpVKlSHnlfa9ac03//G6X58/dr5szfVKaMz/+nAPItMTFLX3yxV5LUq9eNuu++suYGQpGXnu7UtGkxWrDgjGbP3q+lSw/p1VevU+PG5Sg0gCIqMjJFgwYdkcPhUt26pfXRRzVVqlQxs2MBAAD4rbS0NLVt6737+3Sz9tBDD+mpp55SjRo1dPjwYfXp00etW7dWeHi4ihUrptjYWFWuXDnXc4oXL67y5csrNjZWkhQbG6saNWrkuqZKlSrucxcqOXv37q0ePXq4H9vtdlWrVk1du+6RwxGY5/orYRiGbDYpLc2lmTMd+vXX5zxyX8AXdO++WA6HSzab9MUXUbLZjpsdCZAkBQbalJlpKDnZqVGjjmvjRqcmTHhMtWrl/VoAwH8tW3ZUn3wySw6HSwEB0tGjaerYMdLsWAAAAH7NMLy7ZKNPl5wvvPCC+8/169fX7bffrlq1amnlypVq1qyZ1143KChIQUFBeY6np7vkcLg8/noLFhxSXFy6rr8+xOP3BgrbsWOJGj9+m6SctRAdDkMSuw7BN23YEK369b/RgAGN1bPnv1SiBKO4AH/3++8H9dRTPykjwylJcrn4WgUAAFA4PN+p/ZWpGw8VVM2aNVWxYkUdOnRIkhQWFqb4+Phc12RnZ+vs2bPudTzDwsIUFxeX65rzjy+21mdhMwypQ4c5ZscAPKJ//5XKyvLuJy7Ak7KzXfrww+WqV2+Mtmw5ZXYcAF40e/ZePfHEj+6CEwAAAP7DUiXnyZMnlZCQoGuvvVaS1KBBAyUmJmrr1q3ua5YvXy6Xy6V7773Xfc3q1auVlZXlvmbJkiWqU6fOBaeqm2XZsqM6eDDB7BjAVdmz57SmTNlpdgzgihw6dE733POt3nxzgVJSMs2OA8DDfvxxt559dpaysnKWUwEAAIB/MbXkTElJUUREhCIiIiRJR48eVUREhI4fP66UlBT17NlTGzZs0LFjx7Rs2TI9/vjjql27tlq1aiVJqlu3rh566CF16tRJmzZt0rp16/TWW2/phRdeUNWqVSVJbdu2VWBgoDp27KjIyEjNnDlTo0aNyrXmpq/o0GGu2RGAq/LRRyvkcjHdD9ZlGNLYsVtUo8YoLVhwwOw4ADxk0qQItWv3q5zOnDXRDb5UAQAA+B2bYZj3bd7KlSvVpEmTPMdfeeUVjR07Vk888YS2b9+uxMREVa1aVS1bttSgQYPcGwdJ0tmzZ/XWW29p3rx5CggI0NNPP63Ro0frmmuucV+zc+dOde3aVZs3b1bFihXVrVs39erVK9857Xa7QkNDFRzcx2MbD13Mrl1v6LbbKl/+QsDHbN4crXvu+c7sGIBHPfbYzRo//lFVqXLN5S8G4JPGj9+qLl3mSxIFJwAAgKkckoYqKSlJISGe35fG1JLTKgqz5LzrrjBt3drFq68BeEOLFlO0dOkRfoCE3ylVqoRGjXpIHTv+QzbmuAKWMnr0Rr3zzkJJFJwAAADm827Jaak1OYuCbdtitWlTtNkxgAJZvvyoli49IokfIOF/0tKy1KnTPN1773c6cIC1kwGrGD58HQUnAABAEULJ6YP+/W/W5oR1GIahPn2WSRIbOcCvbd58SvXqjdGAASuVmcnOzICvMgxDAweuUq9eSyVRcAIAABQVlJw+aM+e01q58pjZMYB8+e23/dq4MWf0MT9Ewt85nYb691+lW275Shs2nDQ7DoC/Of+Lt379VkqSAgL42gQAAFBUUHL6qE6dfjM7AnBZTqdLH364XBKjOFG0HD2aqAYNvtdrr/0muz3D7DgAlFNw9uixSEOHrpOU83XJ5TI5FAAAAAoNJaePOnTonH7//YDZMYBLmj59lyIjT0tipAyKpu+/364aNUZp7tx9ZkcBijSXy9Cbby7QF19slCQFBNj4ugQAAFDEUHL6sNdfX2B2BOCiMjOd7umAjOJEUXb2bLqeeGKm2rSZppiYZLPjAEWO0+lSx46/ady4rZLOj+Ck4QQAAChqKDl92IkTds2cudvsGMAFffvtVh09miiJUZyAJP3xxyHVrDlaX3+9mYIFKCTZ2S69/PJsTZwYIYlNhgAAAIoySk4f9847C2Xw3Tp8TGpqpgYNWi2JUZzAXzkc2era9Xf985/jtXfvabPjAH4tM9Op55//WTNm5PxCmE2GAAAAijZKTh8XF5eqCRO2mx0DyOXLLzcpLi5VEj9QAheyfXus6tcfq759lysjI9vsOIDfcTiy9dRTM/Xrr3slsckQAAAAKDktoWfPpYzmhM84dy5dw4b9uXMtgAtzOg19+uka3XTTl1q79rjZcQC/kZaWpccem6EFCw5KYoo6AAAAclByWsDZs+n68stNZscAJEkjRqxXYqJDEj9UAvlx4oRdDRtOUIcOc9x/dwBcmeTkDLVpM01LlhxxH+NrEQAAACRKTsv46KMVbGQB08XGpmjUqI1mxwAsadKkHapRY5R+/nkPo/OBK5CU5FCrVlO1alWU2VEAAADggyg5LcJuz9DQoWvNjoEi7tNPVystLcvsGIBlJSY69Oyzs9Sy5RSdPGk3Ow5gGQkJaWrWbLLCw0+aHQUAAAA+ipLTQj79dI2ys1lVH+Y4evScvvlmq9kxAL+wdOlR1a49WqNGbZTTyed14FLi41PVtOlkbd0aY3YUAAAA+DBKTgtJS8vSxx+vMDsGiqj+/VcpK4syBvCUjAyn3n13of7xj2+0a1ec2XEAn3TqVLIaN56onTv5OwIAAIBLo+S0mJEjw5WRkW12DBQxkZHxmjJlh9kxAL+0a1e87rzzG33wwRI5HHx+B847fjxJDz44UXv3njE7CgAAACyAktNiMjKc+uCDJWbHQBHTt+8Kdq8FvMjlMjRixHrVqjVaK1ceMzsOYLqjR8/pwQcn6tChs2ZHAQAAgEVQclrQ2LFblJaWaXYMFBEbN57UnDn7zI4BFAmnTiWrSZNJatfuF509m252HMAUBw4kqGHDCTp2LNHsKAAAALAQSk4Lyspy6e23F5odA0XEhx8ulyTZbCYHAYqQ6dN3q0aNLzRjxi4ZDKNGERIZGa9GjSYoOjrZ7CgAAACwGEpOi5o4MUJ2e4bZMeDnli07omXLjkoS09WBQma3Z6pt21/VpMkkRUUlmh0H8LqIiFg1bjxJcXGpZkcBAACABVFyWpTTaahLl/lmx4AfMwxDffowihMw26pVUbr55q/02Wfr5XS6zI4DeMXmzdFq0mSSzpxJMzsKAAAALIqS08J++ilSZ84w2gHeMWfOPm3aFC2JUZyA2TIznerZc4nq1x+riIhYs+MAHrVu3XE1azZZiYkOs6MAAADAwig5LczlMtSx429mx4Afcjpd6tt3hSRGcQK+ZO/eM7rrrm/UvftCpaVlmR0HuGorVhxVq1ZTlZzMhooAAAC4OpScFjdv3gGdOmU3Owb8zLRpu7Rnz2lJjOIEfI1hSF98sVG1ao3SkiWHzY4DXLFFiw6pTZvpSk2lsAcAAMDVo+S0OMOQOnSYa3YM+JHMTKf69VspiVGcgC+LjU1Vy5ZT9eyzP7GOISznt9/267HHfpTDkW12FAAAAPgJSk4/sGTJER05cs7sGPAT48dv1bFjiZIYxQlYwc8/71WNGqM0efIOGfylhQX8/PMePf30T8rMdJodBQAAAH6EktNPvPLKHLMjwA+kpmbqk09WS2IUJ2AlKSmZeuWVOWrYcAK/9IJPmzZtp55//mdlZ7v4OgMAAACPouT0E2vXHteePfFmx4DFjRq1UXFxqZIYxQlY0bp1J1SnzlcaMmSNsrNdZscBcvn++216+eXZcrkM2Wx8nQEAAIBnUXL6EUZz4mqcPZuu4cPXSWIUJ2Bl2dku9emzXPXqjdHWrafMjgNIkr7+erNee22eDEMUnAAAAPAKSk4/smVLDD/Q4oqNGLFOSUkZkvjhE/AHBw+e1f/937d6663flZKSaXYcFGEjR4ara9ffJVFwAgAAwHsoOf0MO63jSsTEJGvUqI1mxwDgYYYhjRmzWTVrjtLvvx8wOw6KoE8/Xa333lssiYITAAAA3kXJ6Wd2747XmjVRZseAxXzyyWqlp2ebHQOAl5w+naaHH56hJ574UfHxqWbHQRFgGIY++mi5+vZdIUkKCLBRcAIAAMCrKDn9UMeOv5kdARZy5Mg5jR+/zewYAArB3Ln7VaPGKH3//TYZNE7wEsMw9MEHS/TJJ2sk5RScLhf/vwEAAMC7KDn90MGDZ7Vw4SGzY8Ai+vVbyS7MQBGSlpal116bp/vu+04HDyaYHQd+xuUy9Pbbf+izz8IlUXACAACg8FBy+qnXX59vdgRYwO7d8Zo2bafZMQCYYNOmU6pbd4wGDlylrCyn2XHgB1wuQ126zNNXX22WlLMGJwUnAAAACgslp5+KikrSL7/sMTsGfFzfvstZIw0owpxOQ/36rdQtt4zRxo0nzY4DC8vOdqlDhzn67rvtkthkCAAAAIWPktOPvfXWH6y5hovasOGk5s7db3YMAD7gyJFzuu++79W58zwlJ2eYHQcWk5XlVNu2v2jKlJyZARScAAAAMAMlpx+LjU3R5Mk7zI4BH2QYhvr0WSYp54dRAJCkb7/dphtvHKXffttndhRYREZGtp59dpZmzcqZPULBCQAAALNQcvq5995bzGhO5LF06RGtWHFMEj+MAsjt7Nl0Pf74TD3yyHTFxCSbHQc+LD09S088MdM9K4CCEwAAAGai5PRzCQnp+vrrLWbHgA/JGcW5XBKjOAFc3IIFB1Wz5miNG7eFzWOQR2pqph55ZIYWLjwkiYITAAAA5qPkLAI+/HAZP6DCbfbsfdqy5ZQkfiAFcGkOR7beeGOB/vnP8dq374zZceAj7PYMtWo1VcuXH3Uf4+sJAAAAzEbJWQQkJWVoxIh1ZseAD3A6Xerbl1GcAApm+/ZY3Xbb1/rggyVaseKooqPtLIVSRJ07l64WLaZo3boTZkcBAAAAcrEZ/JRyWXa7XaGhoQoO7iOHI9DsOFekdOkSSkz8j4oXp9cuyiZOjNC//z3X7BgA/EDJksV1880VdMstFXXzzRVUp04F3XxzzkdoaLDZ8eAFZ86kqUWLKYqIiDU7CgAAACzJIWmokpKSFBIS4vG7F/f4HeGTUlOzNHDgSg0c2NTsKDBJRka2+vVbKYm10wBcvfT0bO3YEacdO+LynKtYsZRuuaWi6tTJXX7WqlVegYHFTEiLqxUbm6LmzScrMvK02VEAAACAC2IkZz74w0hOSQoOLq6kpP/wA2YRNXr0Rr3zzkKzYwDwU/n55UlAgE033BCqunUr5io/69SpqOuuKyMb62j4pOhou5o2nawDBxLMjgIAAABL8+5ITkrOfPCXklOSune/TyNHtjI7BgpZSkqmatUarfj4VEZxAvBJwcHFddNN5VW3biXdfHN51alT0V2Cli3L9HezREUlqmnTyTpy5JzZUQAAAGB5TFeHB3311SZ9+mlTlSxZwuwoKESjRm1QfHyqJApOAL7J4cjWrl3x2rUrPs+5ChVK/mX6e8W/TH8vp6AgvpXxlkOHzqpp00k6ccJudhQAAADgshjJmQ/+NJJTkjp3vkvffPOo2TFQSM6eTVfNmqOUlJTBKE4AlpHf6e/VqoX8b/p7xb9Mf6+g664LUUAA09+v1L59Z9S06STFxKSYHQUAAAB+g5Gc8LAffojQZ5+1VJkyQWZHQSEYNmytkpIyJFFwArCOS32+Ol+AulyGoqKSFBWVpIULD+e6Jji4uGrXLq+6dXOXnzffXEHlypX0cnpr27UrTs2bT3HPAAAAAACsgJKzCMrOdumNNxZo6tSnzI4CLzt1KlmjR28yOwYAeFR+fmHjcGRr9+547d6dd/p7uXLBqlu3krv0PP/PWrXKKzi4aH9rtHXrKbVsOVVnz6abHQUAAAAoEKar54O/TVeXcqb4xce/rwoVSpkdBV70xhvzNW7cVrNjAIDp8jP93WaTqlULdY/+/OsO8NWqhfr99PcNG07qoYemukf/AwAAAJ7FdHV4gctlqFOnefr11+fNjgIvOXz4rL77brvZMQDAJ+Rn+rthSMePJ+n48SQtWpR7+ntQUDHVrl3evQHSn1PgK6p8eetPf1+9OkoPPzxdKSmZZkcBAAAArgglZxE2Z84+xcQk69pry5gdBV7Qr99KZWe7zI4BAD4vP3NaMjKciow8rcjI03nOlS0brFtuqahbbqmom28u7y4/a9e2xvT3pUuP6LHHZig9PdvsKAAAAMAV8/3vvOE1hiH9+99ztXDhS2ZHgYft2hWn6dN3mR0DAPzWX6e/JyY6tGHDSW3YcDLPNdddF6J69SrmGvl5880VdMMNvjH9/fffD+qpp2YqI8NpdhQAAADgqlByFnGLFx/WsWPndOON5cyOAg/68MPl7KQOAF6U3+nvJ0/adfKkXYsXH8l1TWDgxaa/Vyi09bJnz96r55//WVlZjPoHAACA9VFyFnGGIXXoMFcrV3YwOwo8ZP36E5o374DZMQCgyMrPL5kyM53as+e09uy50PT3INWpc376+5/lZ+3a5VWyZAmPZPzxx9166aVf5XTyGzEAAAD4B0pOaNWqKO3ff0Z16lQ0OwqukmEY6tNnmaT87SQMAPANuae/Z2jjxmht3Bid57rrriujevUq5So/z09/L1YsIF+vNWlShF599Te5XAZfKwAAAOA3KDkhSWrffrY2buxkdgxcpSVLjmjVqihJ/NAKAFaSn+nvkhQdnazo6GQtWZJ3+nutWuXcoz//OgW+YsVSstly1v8cP36runSZn+e+AAAAgNVRckKStGnTKW3fHqt//CPM7Ci4QoziBAD/lN/p73v3ntHevWfynAsNzZn+fu2112ju3P2S+DoBAAAA/5O/eU0oEjp0mG12BFyFX37Zq61bYyTxgysAFHW2v2zcnpSUoU2boik4AQAA4NdMLTlXr16tRx99VFWrVpXNZtOcOXPc57KystSrVy/Vr19fpUuXVtWqVdW+fXudOnUq1z1uvPFG2Wy2XB9Dhw7Ndc3OnTvVsGFDBQcHq1q1aho+fHhhvD3L2bkzXuvXnzA7Bq5AdrZLffsul5T7B1sAQNF0qRKTghMAAAD+yNSSMzU1VXfccYfGjBmT51xaWpq2bdumjz76SNu2bdOvv/6q/fv367HHHstz7cCBAxUTE+P+6Natm/uc3W5Xy5YtVb16dW3dulUjRoxQ//79NX78eK++N6t69dW5ZkfAFZg8eYf270+QxA+vAAAAAACg6DF1Tc7WrVurdevWFzwXGhqqJUuW5Dr21Vdf6Z577tHx48d1ww03uI+XKVNGYWEXXkty2rRpyszM1A8//KDAwEDdeuutioiI0MiRI9W5c2fPvRk/sX9/gpYuPaLmzWuaHQX5lJGRrf79V0piCiIAAAAAACiaLLXxUFJSkmw2m8qWLZvr+NChQzVo0CDdcMMNatu2rbp3767ixXPeWnh4uBo1aqTAwED39a1atdKwYcN07tw5lStXLs/rZGRkKCMjw/3YbrdLkkqWDJDN5r/LmGZmuuR0Sp07/6b9+7uaHQf5NGbMJp04kfP/aFCQzb2DLgAAAAAAgK8wjAA5HN67v2VKTofDoV69eunFF19USEiI+/jbb7+tu+66S+XLl9f69evVu3dvxcTEaOTIkZKk2NhY1ahRI9e9qlSp4j53oZJzyJAhGjBgQJ7jY8bUU6lSpTz5tnxKTEyGunbdq6NHkzRy5CzdcktpsyPhMtLTnRo4cK8k6c03q6llywomJwIAAAAAAMgrLS1Nbdt67/6WKDmzsrL03HPPyTAMjR07Nte5Hj16uP98++23KzAwUF26dNGQIUMUFBR0Ra/Xu3fvXPe12+2qVq2aunbdI4cj8BLPtL7zgwC//DJGR4++bW4YXNann65VUlK2bDbphx9OasKEaLMjAQAAAAAA5GEYXhzGKQuUnOcLzqioKC1fvjzXKM4Luffee5Wdna1jx46pTp06CgsLU1xcXK5rzj++2DqeQUFBFyxI09NdcjhcV/hOrCU6OkUzZ+7VSy/dbnYUXERCQpo+/3yj+7HDYUhiQU4AAAAAAOCLvNup+fQCk+cLzoMHD2rp0qWqUOHyU3EjIiIUEBCgypUrS5IaNGig1atXKysry33NkiVLVKdOnQtOVcefevRYJINdbHzWsGHrZLfnrB3LfyYAAAAAAFCUmVpypqSkKCIiQhEREZKko0ePKiIiQsePH1dWVpaeeeYZbdmyRdOmTZPT6VRsbKxiY2OVmZkpKWdToS+++EI7duzQkSNHNG3aNHXv3l0vvfSSu8Bs27atAgMD1bFjR0VGRmrmzJkaNWpUrunouLDTp9P0zTdbzY6BC4iOtuvLLzeZHQMAAAAAAMAn2AwTh+qtXLlSTZo0yXP8lVdeUf/+/fNsGHTeihUr1LhxY23btk1vvvmm9u3bp4yMDNWoUUMvv/yyevTokWu6+c6dO9W1a1dt3rxZFStWVLdu3dSrV69857Tb7QoNDVVwcB+/X5Pz78qWDVZCwgcKCGDHbl/y+uvzKaABAAAAAICFOCQNVVJS0mWXo7wSppacVlGUS05J+uyzFnrvvX+ZHQP/c+jQWdWtO0bZ2UVjfVgAAAAAAOAPvFty+vSanPAN/fuvktNJoeYrPv54BQUnAAAAAADAX1By4rJSUjI1aNBqs2NA0o4dsZoxY7fZMQAAAAAAAHwKJSfyZfjwdcrKcpodo8jr23eFJMnGEqkAAAAAAABulJzIl/T0bPXps8zsGEXaunXHNX/+AUkSK+kCAAAAAAD8iZIT+TZ69Calp2eZHaNIMgxDffosl8QoTgAAAAAAgL+j5ES+ZWY69d57i82OUSQtWnRYq1dHSWIUJwAAAAAAwN9RcqJAvv12m1JSMsyOUaS4XIZ7qQBGcQIAAAAAAORFyYkCyc52qWvX382OUaT88ssebd8eK4lRnAAAAAAAABdCyYkCmzp1lxITHWbHKBKys1366KOcHdUDAhjGCQAAAAAAcCEeKTkTExM9cRtYhMtl6LXXfjM7RpEwaVKE9u9PkJTz7x0AAAAAAAB5FbjkHDZsmGbOnOl+/Nxzz6lChQq67rrrtGPHDo+Gg+/69de9iotLMTuGX3M4stW//ypJrMUJAAAAAABwKQUuOceNG6dq1apJkpYsWaIlS5bojz/+UOvWrdWzZ0+PB4RvMgzp1Vfnmh3Dr40du1knT9olsRYnAAAAAADApRQv6BNiY2PdJef8+fP13HPPqWXLlrrxxht17733ejwgfNcffxxSVFSiqlcva3YUv5OcnKHBg9dKyhnFSckJAAAAAABwcQUeyVmuXDmdOHFCkrRw4UI1b95ckmQYhpxOp2fTwacZhvTvfzOa0xs+/3yDzpxJk0TBCQAAAAAAcDkFHsn51FNPqW3btrrpppuUkJCg1q1bS5K2b9+u2rVrezwgfNuKFcd08GCCbrqpgtlR/MaZM2n67LP1khjFCQAAAAAAkB8FHsn5+eef66233lK9evW0ZMkSXXPNNZKkmJgYvfnmmx4PCN/Xvv1ssyP4laFD1yo5OVMSBScAAAAAAEB+2AyDGuVy7Ha7QkNDFRzcRw5HoNlxfFJERBfdcUeY2TEs7+RJu2rXHq2MDJZ+AAAAAAAA/sQhaaiSkpIUEhLi8bvneyTnm2++qZSUFPfjGTNmKDU11f04MTFRbdq08Ww6WEaHDqzN6QkDB66i4AQAAAAAACigfJec33zzjdLS0tyPu3Tpori4OPfjjIwMLVq0yLPpYBkREbHasOGk2TEs7eDBBP3ww3azYwAAAAAAAFhOvkvOv89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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:46.990733Z",
     "iopub.status.busy": "2025-01-28T12:34:46.990547Z",
     "iopub.status.idle": "2025-01-28T12:34:47.247715Z",
     "shell.execute_reply": "2025-01-28T12:34:47.247141Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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REREREZGlMKhJRERERERERERElsKgJhEREREREREREVkKg5pERERERERERERkKQxqEhERERERERERkaUwqElERERERERERESWwqAmERERERERERERWQqDmkRERERERERERGQpDGoSERERERERERGRpTCoSURERERERERERJbCoCYRERERERERERFZCoOaREREREREREREZCkMahIREREREREREZGlMKhJRERERERERERElsKgJhEREREREREREVkKg5pERERERERERERkKQxqEpEhQiEFjY2dopdBRERERERERDbEoCYRGeKOO5Zh8uSXsXNnteilEBEREREREZHNMKhJRIbIzKyFoqh49dXtopdCRERERERERDbDoCYRGaKjww8AaGpiCToRERERERER6YtBTSIyRFub99v/+wSvhIiIiIiIiIjshkFNIjKE2x3O1NQyNomIiIiIiIiI9MKgJhHpLhAIwecLATgQ3CQiIiIiIiIi0guDmkSku+7ZmZ2dAYErISIiIiIiIiI7YlCTiHTX3n6gj6bXGxS4EiIiIiIiIiKyIwY1iUh3HR0Hgpp+f0jgSoiIiIiIiIjIjhjUJCLddS8/DwYVgSshIiIiIiIiIjtiUJOIdNc9U1NRVKiqKnA1RERERERERGQ3DGoSke6699QEOCyIiIiIiIiIiPTFoCYR6a57+TkAtLV5Ba2EiIiIiIiIiOyIQU0i0l338nMAqK93C1oJEREREREREdkRg5pEpLvemZq1tQxqEhEREREREZF+GNQkIt31ztSsq2NQk4iIiIiIiIj0w6AmEemu96CghoZOQSshIiIiIiIiIjtiUJOIdNe7/LyxsUvQSoiIiIiIiIjIjhjUJCLd9Q5qNjd7BK2EiIiIiIiIiOyIQU0i0l3vnpoMahIRERERERGRnhjUJCLd9e6p2dbmFbQSIiIiIiIiIrIjBjWJSHe9y8/b2/0D3JKIiIiIiIiIKHYMahKR7nqXn7vdDGoSERERERERkX4Y1CQi3fUuP2dQk4iIiIiIiIj0xKAmEelKUVR0dgZ6/MzjCQxwayIiIiIiIiKi2DGoSUS66i8r0+cLCVgJEREREREREdkVg5pEpKve/TQBIBBgUJOIiIiIiIiI9MOgJhHpqvfkcwAIhVQBKyEiIiIiIiIiu2JQk4h01XtIkMbvZ7YmEREREREREemDQU0i0lV/5efAwMFOIiIiIiIiIqJYMahJRLrqr/wcAFyuLpNXQkRERERERER2xaAmEelKy9RMSur589raDgGrISIiIiIiIiI7YlCTiHQ1UJl5ba3b5JUQERERERERkV0xqElEuhqo/Ly+nkFNIiIiIiIiItIHg5pEpKuBBgU1NLCnJhERERERERHpg0FNItKVlqmpqj1/zkFBRERERERERKQXBjWJSFcDlZ83N3tMXgkRERERERER2RWDmkSkq4EGBbW2ek1eCRERERERERHZFYOaRKSrgXpqDhTsJCIiIiIiIiKKFYOaRKSrgcrPB/o5EREREREREVGsGNQkIl0NlKnpdjOoSURERERERET6EBrU/M53voOkpKQ+/82aNQsA4PV6MWvWLEyYMAGHHHIIZs6cifr6+h6PUVFRgRkzZmD06NGYOHEiHnjgAQSDQRH/HCLCwGXmXV0Bk1dCRERERERERHYlNKi5c+dO1NbWRv5LSUkBAFx33XUAgHvvvRfLli3D559/jk2bNqGmpgbXXntt5P6hUAgzZsyA3+9HamoqFi5ciAULFuCxxx4T8u8hooGDml4vLzYQERERERERkT6EBjWPPPJITJ48OfLf8uXLcdJJJ+GnP/0p2tra8O6772L27Nm45JJLcO6552L+/PlITU1Feno6AGDt2rUoKCjAhx9+iLPPPhtXXnklnnrqKcydOxd+P0tdicymquqAZeZ+f8jk1RARERERERGRXQ0XvQCN3+/Hhx9+iPvuuw9JSUnIyMhAIBDApZdeGrnNKaecguOOOw5paWmYOnUq0tLScOaZZ2LSpEmR21xxxRW48847kZ+fj3POOaff5/L5fPD5DmSTtbe3AwACgQACAZbImknb3tzu5jNi23s8AYRCKgBg1KhwO4lQSIXfr0JRVL7OJuJnSxxue3G47e2Nr6843PbicNvbG19fcbjtxeG2tzezX1dpgppfffUVWltb8b//+78AgLq6Ohx00EEYP358j9tNmjQJdXV1kdt0D2hqv9d+N5Bnn30WTzzxRJ+fb9iwAaNHj07gX0Hx0loPkPn03PatrQd2YB9/fBaSk5NQVNSJv/+9GIcfPhwrV67U7bkoOvxsicNtLw63vb3x9RWH214cbnt74+srDre9ONz29tTV1WXq80kT1Hz33Xdx5ZVX4uijjzb8uR5++GHcd999kb+3t7fj2GOPxcUXX4wJEyYY/vx0QCAQQEpKCi677DKMGDFC9HIcxYhtX1LSDCAfAHDTTbkAAEUJZ242NgZw4YWXYuzYg3R5LhocP1vicNuLw21vb3x9xeG2F4fb3t74+orDbS8Ot729uVwuU59PiqDm/v378c0332Dx4sWRn02ePBl+vx+tra09sjXr6+sxefLkyG127NjR47G06ejabfozcuRIjBw5ss/PR4wYwQ+VINz24ui57b1eJfJnj0fp83u3O4DDDx+jy3NRdPjZEofbXhxue3vj6ysOt7043Pb2xtdXHG57cbjt7cns11TooCDN/PnzMXHiRMyYMSPys3PPPRcjRozAunXrIj8rLCxERUUFpk2bBgCYNm0acnNz0dDQELlNSkoKxo0bh9NOO828fwARAQA6OgYf0FVf32nSSoiIiIiIiIjIzoRnaiqKgvnz5+P3v/89hg8/sJxDDz0Uf/jDH3Dffffh8MMPx7hx43D33Xdj2rRpmDp1KgDg8ssvx2mnnYZbbrkFL7zwAurq6vDII49g1qxZ/WZiEpGx2tt9g/6+pqbDpJUQERERERERkZ0JD2p+8803qKiowO23397nd6+88gqSk5Mxc+ZM+Hw+XHHFFXjjjTcivx82bBiWL1+OO++8E9OmTcOYMWPw+9//Hk8++aSZ/wQi+lZHRziomZQEqGrf39fVuU1eERERERERERHZkfCg5uWXXw61v+gHgFGjRmHu3LmYO3fugPc//vjjOVGZSBJDlZ83NrL8nIiIiIiIiIgSJ0VPTSKyBy1TcyCNjV0mrYSIiIiIiIiI7IxBTSLSzVA9NZubPSathIiIiIiIiIjsjEFNItKNVn4+QEcJNDd7TVwNEREREREREdkVg5pEpJuhys/b2hjUJCIiIiIiIqLEMahJRLoZalDQUL8nIiIiIiIiIooGg5pEpJuhgpZuN4OaRERERERERJQ4BjWJSDdDDQrq7GRQk4iIiIiIiIgSx6AmEelmqJ6aHk/QpJUQERERERERkZ0xqElEuhmq/NznY1CTiIiIiIiIiBLHoCYR6Wao8vNgUDFpJURERERERERkZwxqEpFuhio/D4VUk1ZCRERERERERHbGoCYR6SIQCMHnCw15O6+XJehERERERERElBgGNYlIF0P109QMVaJORERERERERDQUBjWJSBdDlZ5rGhs7DV4JEREREREREdkdg5pEpItoMzBra90Gr4SIiIiIiIiI7I5BTSLSRbTl57W1HQavhIiIiIiIiIjsjkFNItJFtOXn9fUsPyciIiIiIiKixDCoSUS6iDZTs6mpy+CVEBEREREREZHdMahJRLrQemomJQ1+OwY1iYiIiIiIiChRDGoSkS6iLT9vafEYvBIiIiIiIiIisjsGNYlIF9GWn7e0eA1eCRERERERERHZHYOaRKQLLVNTVQe/nVamTkREREREREQULwY1iUgX0QYr3e7oMjqJiIiIiIiIiAbCoCYR6SLa8nMGNYmIiIiIiIgoUQxqEpEuog1qejwBg1dCRERERERERHbHoCYR6SLa6edeb9DglRARERERERGR3TGoSUS6iDZTMxBQDF4JEREREREREdkdg5pEpItoBwUFgwxqEhEREREREVFiGNQkIl1EW36uqkAoxMAmEREREREREcWPQU0i0kW0mZpA9KXqRERERERERET9YVCTiBKmKCo6O6Ofat7S4jFwNURERERERERkdwxqElHC3O7YMi9ra90GrYSIiIiIiIiInIBBTSJKWLT9NDW1tR0GrYSIiIiIiIiInIBBTSJKWKw9MuvqmKlJRERERERERPFjUJOIEhZrpmZjY5dBKyEiIiIiIiIiJ2BQk4gSFsvkcwBoauo0aCVERERERERE5AQMahJRwmItP29u5vRzIiIiIiIiIoofg5pElDCt/DwpKbrbt7TEltlJRERERERERNQdg5pElLBYMzXb2rwGrYSIiIiIiIiInIBBTSJKWKw9NWMNghIRERERERERdcegJhElLNbp552dDGoSERERERERUfwY1CSihGmZl6oa3e3dbgY1iYiIiIiIiCh+DGoSUcJiLSf3eoMGrYSIiIiIiIiInIBBTSJKWKw9NX2+kEErISIiIiIiIiInYFCTiBIWa0/NYFAxaCVERERERERE5AQMahJRwmItP1cUFWq0DTiJiIiIiIiIiHphUJOIEhZrpiYAeDzsq0lERERERERE8WFQk4gSFmumJgC0tXkNWAkREREREREROQGDmkSUsHgClA0NnQashIiIiIiIiIicgEFNIkqIqqpwu2PP1Kyp6TBgNURERERERETkBAxqElFCvN4gQqHYh/7U17sNWA0REREREREROQGDmkSUkHj6aQJAfT3Lz4mIiIiIiIgoPgxqElFC2ttjn3wOAI2NXTqvhIiIiIiIiIicgkFNIkpIR0d8QU2Xi0FNIiIiIiIiIooPg5pElJB4y89bWmKfmE5EREREREREBDCoSUQJijdTs7WVQU0iIiIiIiIiig+DmkSUEK2nZlJSfPcjIiIiIiIiIooVg5pElJB4y8/d7vjuR0RERERERETEoCYRJSTe8nMGNYmIiIiIiIgoXgxqElFC4s3U9HiCOq+EiIiIiIiIiJyCQU0iSojWG1NVY7ufz8egJhERERERERHFh0FNIkpIvOXngUBI55UQERERERERkVMwqElECYm3/DwUijG1k4iIiIiIiIjoWwxqElFC4g1qqiqzNYmIiIiIiIgoPgxqElFCtJ6aZt+XiIiIiIiIiJyLQU0iSki8PTUBoKXFo+NKiIiIiIiIiMgpGNQkooTEW34OADU1bh1XQkREREREREROITyoWV1djZtvvhkTJkzAwQcfjDPPPBO7du2K/F5VVTz22GM46qijcPDBB+PSSy9FcXFxj8dobm7GTTfdhHHjxmH8+PH4wx/+ALebwRIiMyRSQl5b26HjSoiIiIiIiIjIKYQGNVtaWnDBBRdgxIgRWLVqFQoKCvDyyy/jsMMOi9zmhRdewGuvvYZ58+Zh+/btGDNmDK644gp4vd7IbW666Sbk5+cjJSUFy5cvx+bNm/GnP/1JxD+JyHHc7vgzNevrO3VcCRERERERERE5xXCRT/7888/j2GOPxfz58yM/O+GEEyJ/VlUV//nPf/DII4/gmmuuAQC8//77mDRpEr766ivccMMN2LNnD1avXo2dO3fiRz/6EQBgzpw5uOqqq/DSSy/h6KOPNvcfReQggUAIXm8w7vs3NjKoSURERERERESxExrUXLp0Ka644gpcd9112LRpE6ZMmYK77roLd9xxBwCgrKwMdXV1uPTSSyP3OfTQQ3HeeechLS0NN9xwA9LS0jB+/PhIQBMALr30UiQnJ2P79u349a9/3ed5fT4ffL4DJbPt7e0AgEAggEAgYNQ/l/qhbW9ud/Ppse2bmw8M+hk1KglJSUlR3c/rVaCqgMvVydfeIPxsicNtLw63vb3x9RWH214cbnt74+srDre9ONz29mb26yo0qLlv3z68+eabuO+++/CPf/wDO3fuxF//+lccdNBB+P3vf4+6ujoAwKRJk3rcb9KkSZHf1dXVYeLEiT1+P3z4cBx++OGR2/T27LPP4oknnujz8w0bNmD06NF6/NMoRikpKaKX4FiJbPuGhnDp+YgRSfj00x9Efb9HHy1Bbq4bo0a5sHLlyrifn4bGz5Y43PbicNvbG19fcbjtxeG2tze+vuJw24vDbW9PXV1dpj6f0KCmoij40Y9+hGeeeQYAcM455yAvLw/z5s3D73//e8Oe9+GHH8Z9990X+Xt7ezuOPfZYXHzxxZgwYYJhz0t9BQIBpKSk4LLLLsOIESNEL8dR9Nj2eXkNAAoQCKj43e92R30/n08BABQUDMPzz18V13PT4PjZEofbXhxue3vj6ysOt7043Pb2xtdXHG57cbjt7c3lcpn6fEKDmkcddRROO+20Hj879dRT8eWXXwIAJk+eDACor6/HUUcdFblNfX09zj777MhtGhoaejxGMBhEc3Nz5P69jRw5EiNHjuzz8xEjRvBDJQi3vTiJbHuPR+n3z9FqbfXxdTcYP1vicNuLw21vb3x9xeG2F4fb3t74+orDbS8Ot709mf2aCp1+fsEFF6CwsLDHz4qKinD88ccDCA8Nmjx5MtatWxf5fXt7O7Zv345p06YBAKZNm4bW1lZkZGREbrN+/XooioLzzjvPhH8FkXN1dPiGvpGB9yciIiIiIiIiZxKaqXnvvffi/PPPxzPPPIPrr78eO3bswNtvv423334bAJCUlIS//e1vePrpp/Hd734XJ5xwAh599FEcffTR+NWvfgUgnNn5i1/8AnfccQfmzZuHQCCAv/zlL7jhhhs4+ZzIYB0d/oTu73azOTQRERERERERxU5oUPPHP/4xlixZgocffhhPPvkkTjjhBPznP//BTTfdFLnN3//+d3R2duJPf/oTWltbMX36dKxevRqjRo2K3Oajjz7CX/7yF/z85z9HcnIyZs6ciddee03EP4nIUbRMy6QkQFVjv39XF4OaRERERERERBQ7oUFNALj66qtx9dVXD/j7pKQkPPnkk3jyyScHvM3hhx+Ojz/+2IjlEdEg2tsTKx/3ehnUJCIiIiIiIqLYCe2pSUTWlmj5ud8f0mklREREREREROQkDGoSUdy08vN4Ss8BIBiM845ERERERERE5GgMahJR3BLN1FQUFWq8EVEiIiIiIiIiciwGNYkobon21AQAtzuxwCgREREREREROQ+DmkQUt0QzNQGgrc2rw0qIiIiIiIiIyEkY1CSiuGk9NRNRX9+pw0qIiIiIiIiIyEkY1CSiuOmRqVlT06HDSoiIiIiIiIisS1VV3Hvvajz++EbRS7GM4aIXQETWpUdPzfp6tw4rISIiIiIiIrKuffta8J//bAcA3HHHDzFlyjjBK5IfMzWJKG56lJ83NHTpsBIiIiIiIiIi68rPb4z8OS2tUuBKrINBTSKKmx6Zmo2N7KlJREREREREzlZQcCCoWVjYLHAl1sGgJhHFRVFUdHYGEn4cl8ujw2qIiIiIiIiIrKt7ULOsjEHNaDCoSURxcbsTHxIEAC0tDGoSERERERGRs3UvP6+sbBe4EutgUJOI4qJHP00AaGvT53GIiIiIiIiIrEhRVOzZcyCoWVfHNm3RYFCTiOLS0aFPpqYefTmJiIiIiIiIrGr//lZ4PMHI310uDtSNBoOaRBQXvTI19SpjJyIiIiIiIrKi7qXnANDW5hW0EmthUJOI4qJXpmZnJ4OaRERERERE5FzdhwQB6JG1SQNjUJOI4qJX2Th31kRERERERORkvTM1QyEVwaAiaDXWwaAmEcVFKz9PSkrscXy+kA6rISIiIiIiIrKm3pmaAFBTwwnoQ2FQk4jiolf5eSDAoCYRERERERE5U+/J55qCgiYBq7EWBjWJKC56DQoKhVRdHoeIiIiIiMjuAoEQnn9+K3btqhG9FNJJRUUbOjsDfX6+dy+DmkNhUJOI4qJXT00A8PnYV5OIiIiIiGgob72VgYceWodrrvlU9FJIJ/2VngNAaWmzySuxHgY1iSguWvm5qkOipZ4BUiIiIiIiIjtSVRXz5u0CANTUdHCQjE1oQc3e8yoqKthTcygMahJRXPTqqQkATU1duj0WERER6Wvr1gpkZ3eIXgYRkeNt21bZY0p2SYlL4GpIL70nn2tqa/ndOxQGNYkoLnr11ATCVxmJiIhIPm1tXlx11ad4+ul9qKhoE70cIiJHe+utjB5/37mTfTXtQMvU7F0F2djI5J+hMKhJRHHRs2S8rs6t22MRERGRftatK4PXG0QwqOKrr/aKXg6RaVpbvTjzzDfx97+niF4KEYBwddvnn+f3+Nnu3fWCVkN6UVV1wJ6aLS0ek1djPQxqElFc9Cw/b2jo1O2xiIiISD+rVhVH/pyX1/9JF5Edbd1agby8Brz8cir7FpIUFi7Mhs8X6vGzoiIOkrG6ysp2uN39n1t3dfWdiE49MahJRHHRs/ycQU0iIiL5qKqK1atLI38vLW0RuBoic+3f3woAUJQDfyYSRVXVSOl592EyfG9a30BZmgAQCChQ9ZjMa2MMahJRXPTM1HS5mFZPREQkm4KCRlRVHZi82v3PRHa3f/+BHrKZmbUCV0IEbNhQjuLicFZm9xgX23hZ30CTzzUuF/tqDoZBTSKKS1ubV7fHam5mUJOIiEg2q1eX9Ph7UxO/r8k5ugc1c3MbBK6ECJg3bxeAvoGv1lb9zslIjPz88P5loITMwkK2GBgMg5pEFDNVVQfs+xEPfhkTERHJZ9WqcFBz2LDw39nbi5yke1lvUZFL3ELI8err3ViyJDyorXfgy+cLQVFYnmxlBQVNg/5+zx5eVBkMg5pEFDOvN4hQSL8vTz0nqRMREVHi3G4/tmypAAAMGxZODQqFVJbBkWN0z9Rk30IS6b33sgYdVlVZ2Tbg70hug00+1xQXs5/1YBjUJKKY6dlP04jHIyIiosRs3FgOvz88ZTc5OfwfAOzYUS1wVUTm8HqDPXoV1taybyGJoSgq3n47E8DAPRd37aoxcUWkp+rqjiETfPbvZ1BzMAxqElHM9M6s7OxkUJOIiEgmWj/NpCQgKSkJRx55EACePJMz9M5841BLEmXt2lKUl7cCGLjnYk5OnXkLIl0NlaUJhAOfNDAGNYkoZh0degc12aOLiIhIFqqqRvppaifREyeGg5r5+UOfgBFZXffSc4D9ZEmcgQYEdbdnz+A9GUle2pCgwV7fhga2fRkMg5pEFDO9y8V9vqCuj0dERETxKylpxr59PcvdJk0KBzXLylgGR/bXu4emoqgMbJLpqqrasWxZEYCBszQBRDI5yXq0TM3BXt/mZmaKD4ZBTSKKmd6ZmlrPLiIiIhJPKz3vTgtqsgyuJ1VVsW1bBbxeXqC1Ey1Ts3v2VEEBJxCTud59NzOqyebs+WpdQ00+BwC3m0N1B8OgJhHFTMvUHCxNPhaDTfMjIiIic61eXQqg5/e8Vn7O3oI9vftuFqZPn4/bbvta9FJIR1pQs3v2VFYW+xaSeYJBBf/9b2ZUt2UmnzWpqhopPx+Mz8cEoMEwqElEMdN7UJCqIqqrkERERGQsrzeIDRvKAPQM6EyaNDLye3WwOjmH+frrQgDAF18UCF4J6al3+TnAfrJkrhUriqLOjOd+2Zpqa91oaxv6vFpVAbebg3UHwqAmEcVM7/Jzox6TiIiIYrN58354PH1LqbVMTSDc542AUEjB5s37AYSzqnburBa8ItJL70FBQLjXLJFZ3norA0B0lXGqCjQ2dhq8ItJbNJPPNfv2cf8zEAY1iShmeg8KAoDWVq/uj0lERESx0fpp9j6RPuyw4ZE/p6dXmbkkaWVn1/WoXpk/P1vcYkg3oZDSb+C+spLBfDJHWVlLZF8cbQJmRkatgSsiI0Qz+VwTSwDUaRjUJKKYaVmVelY51NWxwTUREZFoA51IJyUlRU68srPZWxAANm4s7/H39evLxCyEdFVT09Fvv/f6eh6rkjn++9/MmM+z2PPVeqKZfK4pKmKm5kAY1CSimOndUxMAams5TZWIiEik/ftbsWfPwJNYtaBmNNNanWDjxv09/l5a2iJoJaSn/krPAaCtjVVFZDy/P4T33suK+X7M5LOeWL5Ly8r4/TIQBjWJKGZGlJ/X1bEPDBERkUhaluZAtKAmT6569tPUsK+mPfQ3JAgAvN4Qh7GQ4b7+ei/q62M/L9q3j/tlK4l28rmGvawHxqAmEcXMiKBmQwODmkRERCKtXl0KYOD+Xknf/qK2lmW4vftpathX0/q0TM3+PgeNjV0mr4acZt686AcEdVdTw6o3K6mv70RLS/TZ30wAGhiDmkQUMyMmlTc18SCRiIhIFL8/hHXr9gEYuL9X8rdnDhzu17efpmbdOvbVtDotU7O/zwH7yZKRiopckd68sSYFu1weA1ZERom1XYDLxXPlgTCoSUQxM6KnJr+IiYiIxElNrRyyEkPLHPL7QwiF+g5ScZLe/TQ1LAG1voF6agJATg6DmmSct9/OiPu+XV36V9KRcWKZfA4Yc/5tFwxqElHMjCg/b2lhUJOIiEgUrZ/mYCdY3X/n5KE4/fXT1ASDCnbsqDJ5RaSnwYKagw3SIkqE1xtMqH2FogDt7cyit4pYMzU9nqBBK7E+BjWJKGZGXCniREkiIiJxtKBmtCWP6emVBq5GbgP109TMn59j4mpIT6qqDjgoCADKygb+HVEivvyyAM3NiSV5ZGUxk9gqtMnn0X7nKooKvz9k4Iqsi0FNIoqZ261/pqYR2Z9EREQ0tJqaDuTk1A95u6RuqZpZWUPf3q4G6qep0XrikfU0NXUNmhFVXc0JxGQMbUBQcnKME4K6ycys1Ws5ZKBYJ59rqqoGziJ3MgY1iSgmgUAIXq/+6e9GBEqJiIhoaGvWlMR8n8JC55bhav00ByrVZ19N6xqs9BzgYEsyRn5+A7ZurQAQzshL5HFIfo2NXXHNk9CyO6knBjWJKCZGZVR2dgYMeVwiIiIa3OrVpQCiH1gAYNASXTvr3k9zoLJB9tW0rqHe16wsIiO89Vb8A4K6KynhBRUriDf47OSLiYNhUJOIYtLRYczkNSOyP4mIiGhwwaCClJRwUDPa3l4AUFfXadCK5DZUP00N+2pak5apOVCAPxhUEAwqJq6I7K6rK4D339dnf1Fd3aHL45CxtCFBsVxIBJw9oG8wDGoSUUyMukLt8zGoSUREZLYdO6rR0hL7sD4jhgZawVD9NDXsq2lNWqbmYAF+thcgPX32WR7a2vTZnzY2OvNik9XEOvlcU1nJnpr9YVCTiGJi1EkMr3oTERGZT5t6HmvGSDCoOPKC5FD9NDUMfFnTUD01AQ5jIX1pA4Ji3Qf3hzMKrCE/PxzUjKU6AgBqa90GrMb6GNQkopgYVX4eCqlQY92zExERUUK0oGY8X8FOG0oRDA7dT7P7bbdvZ19Nq4kmqJmbW2/CSsgJsrJqsWNHNYD49sG9hUIqW3pZQLyZmo2NHFTWHwY1iSgmRjZI55cwERGReRobO7FrV03c99++vVrH1cgv2n6amgULso1bDBkimgFYxcXNxi+EHEEbEKRHlqYmL89ZF5usprGxM+7gZGtr7K1inIBBTSKKiZapqeeXr0avfjJEREQ0tLVrSxPKDtq921kZa9H209SsXx/b7Umsjg5fVP1lowl8Eg2lo8OHjz7KBaBPlqZm5874L1SR8eLN0gTCQ6WoLwY1iSgmRmZqNjUxpZ6IiMgsq1eHp57He6GyqMil42rkpwU1o91e7KtpLdGUngNAXR372lHiPvoo15AemHl5zrrYZDWJBDWDQQWKwnZtvTGoSYNSVRWBQEj0MkgiRk47ralpN+yxiYiI6ABFUbFmTfz9NAGgstI539vBoIItWyoARL+92FfTWqLNwHS5PMYuhGxPVVXMm7cLgP7VbyUlbI8gMy2oGe/r3tTECfe9MahJAwoEQpgx42NMmvQSams7RC+HJKGVnxsx04cT3YiIiMyRlVWb8NCB+nrnnFzF2k9Tw76a1qFlag4VbPB4WAJKidmxoxo5OeGMSr3PqZx0scmK4p18rtmzp0nH1dgDg5o0oIcfXodVq0rQ0uLFK6+ki14OScLI8vOGBuecHBEREYm0alVJwo9hROmkrGLtp6lhX03riDZTU1EOXOQnise8efoPCNI46WKTFSVSfg4Ae/Ykdn87YlCT+rV48R68/HJa5O/l5ewJRGFGBjUTzRghIiKi6KxenXhQU1FUxwR3Yu2nqWFfTevQMjWjyaDKz+eEaYpPS4sHn32WB8CYyjcjW4VRYlyuroSDziUl/E7pjUFN6qO42IXbbvu6x894xYc0Rn5RulwMahIRERmtpcWDtDR9ej1mZ9fp8jgyi6efZvf7sq+mNUQ7KAgAsrM5jIXi88EHu+HxBA17/GBQ4UwMSSWapQlEn1HuJAxqUg9dXQHMnLmoT+CqqYkNsSnMyIyMlhavYY9NREREYevWlek2QXXnzhpdHkdm8fbT1LCvpjXEEizQ+uIRxcLIAUHdFRdzWJCM9Ahq1tRw1klvDGpShKqquOuuFcjN7VtO0drKYBOFGVl+zvcZERGR8VatKgagz0l1bq79M9bi7aepYV9N+fl8wZgGVpaWMmhEsdu6tSIy6MWI0nPNzp3Vxj04xS3RyecA0NDAysbeGNSkiHfeycTChTn9/s4p/ZJoaEa+F9ra+D4jIiIykqqqWL269Ns/J/54TsgIirefpoZ9NeUX68ToqipOmKbYGTkgqLvdu+1/scmKEp18DgDNzayg7U1oUPPxxx9HUlJSj/9OOeWUyO+9Xi9mzZqFCRMm4JBDDsHMmTNRX9/zA1pRUYEZM2Zg9OjRmDhxIh544AEEg8b1qLCrzMxa3H33KgBAcj/vCq+X25TCjOyp6aQpqkRERCLk5TXoWr5m9+BOIv00uz8G+2rKLdY+dfX10Wd1EgFAU1MXvviiAICxWZoAUFTkMvYJKC56lJ93dvJ8uTfhmZqnn346amtrI/9t3bo18rt7770Xy5Ytw+eff45NmzahpqYG1157beT3oVAIM2bMgN/vR2pqKhYuXIgFCxbgscceE/FPsayWFg9mzlwEny/cUFhR+t4mEFCgGr33JUswMqjJnTQREZGx9Jh63l1Tk71L4RLtp6lhX025aUOCos2gY3URxWrBgmz4/eYM8KmoiH7oFZmjpcUTU4uLgfj9IcZlehkufAHDh2Py5Ml9ft7W1oZ3330XH3/8MS655BIAwPz583HqqaciPT0dU6dOxdq1a1FQUIBvvvkGkyZNwtlnn42nnnoKDz74IB5//HEcdNBBZv9zLEdRVNx661coL28d8rYdHX6MGzfS+EWRtBRFRWdnwLDH7+oy7rGJiIgIWLVK36Cm3b+7E+2nqWFfTblpmZpJSdFl0fl84cBCktF1xGQLiqLirbcOlJ4bHZOqq2MmsWz0yNIEwu8dxmV6Eh7ULC4uxtFHH41Ro0Zh2rRpePbZZ3HcccchIyMDgUAAl156aeS2p5xyCo477jikpaVh6tSpSEtLw5lnnolJkyZFbnPFFVfgzjvvRH5+Ps4555x+n9Pn88HnO3B1rb09XDYTCAQQCNj7wKy3F15IxfLlRQCAkSOTkJzc84tZVVV4veG9bkVFM77//SN0fX5tezttu8sgnm3fvZ/mqFFJuh3IBYMqAgEVfn+I7wWd8LMlDre9ONz29sbXN3EdHT5s3Roupe7vuG8gBx+c3OP/QPgk3edToapAfX07Dj/8YP0XLIENG8oAAAcdlIRhw2I/7gmFVPj9KsrKWuJ67/J9bw6t72lychJGjhz4de5+blRV1YrJkw9J6Hn5+opj5rZft64MJSXh/sMjR+p3DtWbtr9pb/dJ/Z5y4vs+N7cOADBsGHDQQbEXTHff9xQWNuDss/smBsrC7NdVaFDzvPPOw4IFC/D9738ftbW1eOKJJ3DhhRciLy8PdXV1OOiggzB+/Pge95k0aRLq6sJviLq6uh4BTe332u8G8uyzz+KJJ57o8/MNGzZg9OjRCf6rrCM3twP/+le4UfysWcfisssm9LmNqqr4zW9yEAoB27dvRWmpMdmvKSkphjwuDS2Wbe9yhcvDk5OBTz45S7cv5PT0Vjz3XDmOOWYEVq5cqctjUhg/W+Jw24vDbW9vfH3jt2NHGwIBBZMnH4R5806L+f7vvXdG5M+hkIrrrsuBogDLl6/BEUfYr0IqFFKxceM+AMBzz30XJ54Y+3mC2x3ErbfmIRBQ8MEHX2HChPi2E9/3xsrKCr/Od999HH7608MGvF33931Kyjdxv5698fUVx4xt/8IL4YsjV111BP70p2MMe56iok78/e/FGD062RLnVE56369YEe6rPGPGkbj99ilxPcYNN+yG16tg16401NTIm6nZ1WVuWxqhQc0rr7wy8uezzjoL5513Ho4//ngsWrQIBx9s3NXehx9+GPfdd1/k7+3t7Tj22GNx8cUXY8KEvoE9O6qp6cCf/vQuFAUYPjwJ775bhffeq+73tqFvW390dByNW2/9ia7rCAQCSElJwWWXXYYRI0bo+tg0uHi2/d69TQAKoCjAjTfm6raWUCh81am42IOrrrpKt8d1Mn62xOG2F4fb3t74+iZu5crwUEiXK4Df/W531Pc7+OBkvPfeGbj99jx4PAear2sllDU1R+DWW6frulYZZGTUoqsrBwDwj38Ux30xV9tOO3eOwmuv/SKm+/J9b4577pkLAJg7twLz5lUOelvt9WxomIhbbjk/oefl6yuOWdu+ttaNHTvC+9t161zYsKHZsOfSei02NwdwxhkX4LjjDjXsuRLhxPf9669/AqAJq1Y1ISUlvkFOPl/4+7eu7gj88Y8X6rg6fblc5g6qEl5+3t348ePxve99DyUlJbjsssvg9/vR2traI1uzvr4+0oNz8uTJ2LFjR4/H0Kaj99enUzNy5EiMHNk3sj1ixAhHfKgCgRBuvvlrNDSEI+jBoIrwwPjBm3tUVLgN2z5O2fYyimXbe70HTmS6n9ToRVFUJCUNw/DhwmeY2QY/W+Jw24vDbW9vfH3jo6oq1q4NZwsFAuG2L7HyeJR+v//z8122fE22bj0wsTxc9pdYI7z16/fHvZ34vjdOKKSguroDAOD3R/8679nTrNtrwtdXHKO3/Qcf5CIYDO83fb7E9yPRysiox0kn6ds6Tm9Oet/v2dMEIP7v3+7Kytqk3m5mr02qyIHb7UZpaSmOOuoonHvuuRgxYgTWrVsX+X1hYSEqKiowbdo0AMC0adOQm5uLhoaGyG1SUlIwbtw4nHZa7CU1TvHww+si/ZRiUVPTbsBqyEo6OoyfTt69bycRERHpo6jIFdVgyHiUlbUY8riiaUOC9Gp/V1pqXIYWxa+mpiMSdIpFeTknTNPgQiEF//1vppDnzskZuB0fmau11Ru5cKKHqirGZboTGtS8//77sWnTJpSXlyM1NRW//vWvMWzYMPzud7/DoYceij/84Q+47777sGHDBmRkZOC2227DtGnTMHXqVADA5ZdfjtNOOw233HILcnJysGbNGjzyyCOYNWtWv5mYBCxevAcvv5wGIPYDtLq6TgNWRFbS3m58wLGlxWv4cxARETnN6tX6Tj3vTs+TNVkEgwq2bAknAeg1qTgUUpGeXjX0DclU+/fHF5ysqbHf+570tWZNadzvr0QVFppbAkwD27NHn8nnmvp6xmW6E1p+XlVVhd/97ndwuVw48sgjMX36dKSnp+PII48EALzyyitITk7GzJkz4fP5cMUVV+CNN96I3H/YsGFYvnw57rzzTkybNg1jxozB73//ezz55JOi/klSKy524bbbvgYQDmjGeoDmcpnb8JXko2VRxvP+iVZNTTtOPHHgBu1EREQUu1WrwkFNI77DXS6Pvg8ogezsOkMu5s6fn4WpU40bFEKx27+/Na77NTUxsECDmzdvFwBjz50GYlRmPsWuoEDfoGZzM+My3QkNan766aeD/n7UqFGYO3cu5s6dO+Btjj/+eEtM9hKtqyuAmTMXRQ7O4tmpMoOOzCg/r611G/4cRERETuLxBLBp034AxpxYe71BqKoa9yAdGWml53rbsMGYx6X4aZl0sQae3G7jj4vJuior27BiRTEA8wOaAM+pZJKfHw5q6hXcNqN60kqk6qlJxlBVFXfdtQK5uQ1D33gQZgS0SG5m9LtsaOBVbyIiIj1t2rQfXm/Q0OewW48vvftpavbts2f/USvTMjVjDTYEgyr8/pD+CyJbeOedTCiKgGjmt5qb7ZdBb1VapqZewW2vl/ud7hjUdIB33snEwoU5CT+OxxPQYTVkZWYEthnUJCIi0pfWT9PIREo79YoMBhVs3mxMZmsopCItrVLfB6WEJNLzkEFq6k8wqOCdd7KErsHnC2fQk3h6l58rigqfz9gLlVbCoKbNZWbW4u67VwEAkpMTO5INBhXuGB0ukfYF0WpsZI8QIiIiPWn9NI38/s7Ots+k3aysWkMv5C5YkG3YY1PsEglqZmTU6LgSsouvvtorfJCUqgL19SxBF6293YfKSv0rGSoqxAygkhGDmjbW0uLBzJmL4POF05MTTX9XVaCzk9maTmZGpmZLC0sliIiI9LJvXwuKioyfgltQ0GT4c5jFqH6aGvbVlIeqqnEPCgKAvLzE2nuRPc2ZswOAsdnx0di1q1bsAkj3yecarU8nMahpW4qi4tZbv9J96ll1tb36JVFszOipyYFURERE+lmzpsSU5ykrs08Z7saN4dJzowISLFmWR1NTFzye+Ms4i4uNv2BA1pKTU2dY+4pYZWUxqCma3qXnmsJC+1xITBSDmjb1wgvbsHx5ke6PW1LSrPtjknWYkanZ1sagJhERkV5Wry4FYHzGkF0m7QaDCrZsMTYgwb6a8kik9FyP+5P9yJKlCQB79zLwJVr3yed62revVd8HtDAGNW1ow4Yy/POf6wFwYiPpS+upaSQzAqdERERO4PMFsW7dPgDGZwy1ttrjoqTR/TQ17Ksph0RKzwGgro4DLukAl6sLH32UC0B8libAwJcM9J58rqms5AUVDYOaNlNT04EbbvgSiqIiKUn/Dw8b0jqbGeXnbjeDmkRERHrYtq3StH7ofn8IoZBiynMZyeh+mhr21ZSDlmkZbyJIczN7wdMB77yTCa9XnqnUoocVkXHl53V19qiO0AODmjYSCITw299+gYaG8BVDI64OVVVxx+hkZmQucBgVERGRPlavDvfTNKsMsrTU+hU9RvfT1LD6SQ5apma8500eD49bKSwYVPDGG7sAyFF6DoQzR0kct9tvWIuKpia+thoGNW3k4YfXYevWCkOfo76eVwSczIzyc5mubhIREVmZFtQ0qwwyPd3afSLN6KepYV9NOSQacFBV9oOnsGXLCiNVjTKUngNAVxeD7iIZNfkcsE/LFz0wqGkTixfvwcsvpwEw9soQrwg4l6qqppSf+/0hw5+DiIjI7qqq2pGb22Dqc2Zl1Zv6fHozq5+mhn01xdMjiyovz9zPGcnptdfkGRCkUVWgtZUtEkTRhgQZweNhIpCGQU0bKC524bbbvgYAQ/podscrAs7l9QYRChl/2TEYtH4/LiIiItHWrCkx/TkLC609adesfpoa9tUUL9FBQQCQnV2X+ELI0nJz6yP7D1myNDVZWXx/iqL10zQi0B0MKrboY60HBjUtrqsrgJkzF0XKgo3eiZpRfkxyMitzQVFUqLIdDRAREVnM6tWlAMzNGtIjQCSSWf00NeyrKVZHhw8tLYknbBg1CISsY86cHaKXMKCMjFrRS3Asoyafa+rrO415YIthUNPCVFXFXXetMLW0iGnOzmVG6bmG/V+IiIjiFwwqSEkJBzXNvE5YV2fdEywz+2lq2FdTLL0GeJSUMDjtZM3NHnz44W7RyxgQg+7iGFl+Dhjbs9NKGNS0sHfeycTChTmmPmcgwH6HTmVmli7bHBAREcUvPb0KbW3mV9dYuaLH7H6aGvbVFEevzOLq6nZdHoes6b33sqRO/CktbRa9BEfq7PSjvLzV0OfYu9faLV/0wqCmRWVm1uLuu1cBAJKTzasrUlVm0TmVmQf6DQ3WzfQgIiISTZt6bvbAimBQgc8n78n9YMzup6lhX01xtEzNRD8nPG51rlBIwdy5OwHINSCou+rqDtFLcCQzAo7MEg9jUNOCWlo8mDlzEXy+cNakopjbf7CmhlcjncjM8vPaWn75EhERxUsLaopoUZ2fb81J0Gb309Swr6Y4emVqisiKJjksX14UycaTdSRAY2OX6CU4ktGl54D1+1jrhUFNi1EUFbfe+pXhqcyD4RUBZ9IyNc042LdyTy4iGlggEMIXXxSgpcUjeilEtlVf7xY6GGL79mphzx0vEf00NeyrKY6WqZnoa+73h0xPMiE5vPZaeECQrFmaAOB2m99Wgw70Mk02MOJWU8NEIIBBTct5/vmtWL68SOgaeEXZmczsk1Vf7zbtuYjIPA8++A2uu+5z/O//fiV6KUS2tXZtqdDnz8mpF/r88RDVT1PDvppi6DUoCGBwwYny8xuwfn0ZAHmzNIFwUlRnJwObZtOCmopi3HM0NTELF2BQ01I2bCjDI49sACD2apCeBwBkHWaWn3MHTWQ/paXNeP31cEbD+vXlYhdDZGOrV4eDmqKOFYuLXWKeOAGi+mlq2FdTDD1LN7OzxWVHkxjaMY0V5OVZsy2IlZlRft7czMongEFNy6ip6cANN3wJRVGRlCT2ahAn/DmTmRkMLhd30ER2889/rkcgEL5c7fFw4ByREUIhBWvWiOunCQCVldY7TtT6aYrCKijz+XxB1NbqVxlkxQxlil9Liwfvv79b9DKitmtXjeglOEpXVwBlZcbv1zs7eTwNMKhpCYFACL/97ReRyXqi09vr6lga7ERapqYZ7z/22yOylx07qvHZZ/mRv4dCKkIhA+txiBwqI6NW+IXB+npr9cXu3k9TFPbVNJ/ewXczJh2TPObPz0ZXl3UCSszUNFdhYZMp58x+fwiq6OCQBBjUtICHH16HrVsrRC8jgqXBzmRmpmZrq9e05yIiY6mqivvvX9vn57xARqQ/beq5SFYbSiG6n6aGfTXNpffU4PJytudyilBIiZSeyzwgqLuSkmbRS3AUM0rPNTxvZlBTeosX78HLL6cBkGen2dLCD44TmTkoSIaTCyLSx7JlRdiype+FuT17zDvgI3IKGYKaiqKa2oc7UaL7aWrYV9Nc2owAvc6vOCjIOVauLEZZWSsA8RWU0bJiWxArM2PyucaKfaz1xqCmxIqLXbjttq8BQHgfze7MDG6RPMwMNDKoSWQPwaCCBx/8BkDfE8fCQh6EEempudmD7durRS8DAJCdXSd6CVGTJZjIvprm0jI19QpqulysZHOK116zVpYmgEgbOzKHGZPPDzwXW18wqCmprq4AZs5cFAkgyhLQBGCp/iGkHzOzLjo7GdQksoN33smM9Bnr/T3GE3gifaWklEJR5Dhg3LnTGkMpwv005WjxFAqpSE1lX02zaJmaegUdrNZ2geKzZ08jvvlmHwC5zs+HwoQRc5lZfs5MTQY1paSqKu66awVyc+Vs6BsIhEQvgQQw88vQ4wma9lxEZIyODh/+9a+NAPrPZtBOKIlIH6tXlwKQI3soN9cak6AzM2ulCkaxr6Z59P4OCoVU+Hw8frU7rZem1QSDCvx+nsObweMJmHrhvry81bTnkhWDmhJ6551MLFyYI3oZA1JVwOvll7bTmNl2gO8vIut76aXUSLlTf9kM7D9GpB9VVSP9NGXIHioutsZQCln6aWpkW4+d6T0oCLDO+57i09bmlfocfSiFhSxTNkNhocvUqonqah5PM6gpmczMWtx99yoAQHKyBJfaB1BXxw+P05gZ1GQ2MJG11dR04KWXBh9y19jI/mNEetm9ux51dW7Ry4ioqrLGUArZgohsy2GOUEgxZHBKZmat7o9J8pg/PxudndZtw2aVtiBWp/XTNAv7pTKoKZWWFg9mzlwEny8c0JGlL1J/Skp40OU0ZpZnyfzeJ6KhPf74xkj/5YGyxpqbPSauiMjeVq0SP/W8u6Ym+S9ayNRPU8O+muaorXUjGNR/gkdenpytwyhxiqJGSs9laPERD6u0BbE6MyefA4DLxeNpBjUloSgqbr31K8v0RCgtZXmFkwQCIVNLwlWV2ZpEVpWf34B3380a8nYcCEakH9mCmlYYKilbP00N+2oaz4jSc4ADO+xs1apilJaGk3pkaPERj6Iinr+bQRsSZMbkc8DcYb6yYlBTEs8/vxXLlxeJXkbUrBJ8JX2ImJjX1sYdNJEVPfjgN1FlW7NhPZE+mpq6sHWrXBmHqgq4XHJna8pWeq6RdV12YtSguooKDsCzqzlzrJ2lCfD9aRazy8+1Kl8nY1BTAhs2lOGRRzYAsM6Okg1pnUXEFSDZT4aIqK8NG8qwYkVxVLdVVXPbWhDZ1dKlhVK2bdmxo1r0EgYla/CQfTWNp2Vq6n3eVV/P3nZ2VFjYhDVrSgFYN0sTAOrr5em7bFc+XxAlJeZmxCqKCo9H/uoIIzGoKVh1dTtuuOFLKIqKpCTr7ChlakZPxhORqcn3GJG1KIqKBx5IARD9iSJP3okSt3jxHgDyXRjftUveoRQy9tPUsK+m8bRMTb3Pu1pavPo+IElB66VpdayCM57Zk881RrXUsAoGNQUKBEL47W+/iEysskpAE7BGA3jSj4hMzdpaBjWJrOTTT/OQkRGe/Brt91lBAYcqECWivd2HlJR9AOQ7jtT6islI1n6aGvbVNJZR5edOz5ayo/Z2HxYsyBG9DF34/SGEQiY1enQos0vPNTJ/35qBQU2BHnroG2zbZs0rsS0tnLLlJO3t5gc16+rY4oDIKny+IP7xj3UAgOTk6NPFiovZtJ4oEStXFkvbn7asTN5MbFlLzzWyr8/qjMpqUlWgtZXnSHayYEG21BdAYsW5GMbSgppmV04UFjp7SBmDmoJ8+WUBZs9OByBfuVA0mL7uLCLKz5kNTGQdr7++I5L5EkvZTVlZq0ErInIGWUvPAbn7r8seNGRrDuOoqmpYpiYA5OTUG/bYZC5FUSOl5zLuY+Oxc6fcvY6tTsuYNLtywunfGQxqClBU5MJtt30NAJbqo9ldVxfLK5xEKz838wu9qYlXuomsoLnZg6ef3gIg9n1EVVW7ASsicgaPJ4CVK8ODuWQ8lnS55Pwel7mfpoZ9NY3jcnkMPY+RKagZDCrYubOaiQJxWrOmJFJRIuM+Nh4yvT/tSFT5eWWlsyfbM6hpsq6uAH7zm0WRzDer7iBlLXUiY4jI1OT0czJKZmYt5s/PgmrVHbBknnlmC1pbw8MRYt2knBRLFL+UlH3o7JT3IrPXG5RyPyt7P00N+2oaw+iBGqKCGv2ZM2c7fvKTdzBx4os488w3cf/9a7FyZbEl3v8ymDPHXlmaAMuUjeT3h1BcLGb7Ov14ergeD9La2orx48fr8VC2pqoq7rprBXJzrT8YQVXDPdRGjtTlLUSSE9FTs62NEyTJGDffvBh79jThsMNG4Ve/OlX0ciytrKwlctAfD168IIpf99JzCWOHAMLZ2Mcee6joZfQge+m5xirrtBojS88BoLRUnjLQ1atLAYT3D3l5DcjLa8DLL6dh2LAk/PjHU3DZZSfi5z8/AVOnHsNzul6KilxYtaoEgLz713g4fUq2kYqKXAiFxLxZnJ6NHXOm5vPPP4/PPvss8vfrr78eEyZMwJQpU5CTY4/JYEZ5551MLFxon22kTW0n+9PKz838Um9r41Vk0p/HE8DevU0AgE8/zRe8Guv75z/XJ5S5z/7MRPEJBEJYurQQgNwn3OnpVaKX0IdVgoVO75FmFC2oY1T2XXW1HG1VVFXFrl01/f4uFFKRnl6Fp57ajJ/9bCEOPfQ5XHrp+3j++a3YubOaE7IBzJ0b/wVbmdXWukUvwbZEZmk7/Xg65qDmvHnzcOyxxwIAUlJSkJKSglWrVuHKK6/EAw88oPsC7SIzsxZ3370KAJBsk6L/khJOrXUKEeXnWiCVSE9FRa5IAID7sMTs2lWDTz7JS+gxPB55S2eJZLZxYzlaWuSvaMjOrhO9hB6s0E9Tw76axjA6U1OWpI+yslY0N0fX19bnC2HdujI89NA6/OQn72D8+OdxzTWfYM6c7SgoaJSyjYSROjp8mD8/W/QyDNHSImevYzsQNfkc4PF0zHnmdXV1kaDm8uXLcf311+Pyyy/Hd77zHZx33nm6L9AOWlo8mDlzEXy+cDaLYpOLXyUlzbj44hNEL4NMICKo2dnJTE3S3549TZE/yzyZV3aqquKBB1IAJFb6GgqpCIUUDBtmk6t9RCaxQuk5ABQUNA19IxNZpZ+mZsGCbPz4x78QvQxb0YKaRn1uZLkon8iUa7fbj6VLi7B0aREA4IgjRkdK1X/+8xPxne+M12mVclq4MEfIuY8ZvN4QVFVFkp0ahUpC1ORzIHw8HQwqGD7cmcfTMf+rDzvsMFRWhq8arl69GpdeeimA8AlOKMThMb0piopbb/0K5eWtopeiO6OvdJI8RBygyTz8gKxrz54DpSHRZjBQXytWFEdKOBM9eKurYykUUSxCIQVLluwFIHdAEwj33ZWJVUrPNRs2lItegu0Y3VPQ71ekKN/euTNceq5HhWBTUxc++SQPf/zjMpxwwqs47rhX8Mc/LsWnn+ZJk5mqF0VR8frr9hsQ1B1L0I0hekhYba1zkzVi3s1de+21uPHGG3HZZZfB5XLhyiuvBABkZWXh5JNP1n2BVrdwYTaWLy8SvQxDVFXJ0TOGjCdiUJDXGzT9Ocn+umdq+v0hBIPiTzysJhhU8OCD3wDQ54C/e6CZiIaWnl5lmUmnsp08Wy2oKVtQ2A7MSMqQ4RxJC2oaUSFYWdmOd9/Nwu9+9yWmTJmNdev26f8kgqSklEYmhMt+0SheiWTxUv/8/hCKisROlhcdVBUp5qDmK6+8gr/85S847bTTkJKSgkMOOQQAUFtbi7vuukv3BVqd1gvHjld6mF3jHCJKMBIZPkI0kO5BTQAoLJSrNNIK5s/Pihw46XHAr508EFF0upeey661VZ6+n1bqp6nRBrqQPtxuvylVGllZtYY/x2BCIQUZGf0PCdJbMKjg0Uc3mPJcZpgzx95ZmoB8vY7toKSkWXiihDYI1Yli7qk5YsQI3H///X1+fu+99+qyILvRrlDb8UpPU1OX6CWQSUSUn8tQukP2Egwqfa6ipqZW4vTTJwpakfW43X489thGAPr18uOEX6LoqaqKxYutUXoOhC9QytI312r9NDUffLAbM2aIXoU9GF16rtm9ux6/+tWppjxXf/bubTK1jVNxsT0GL5aUNGPlymIA1ti/xsvJwS+jyJAl6eTj6aiPMO666y643Qcy8z755BN0dh4ofWltbcVVV12l7+pswM7ZjOxH5xwiMjUVJdzXhkgvZWUtfTKAs7J4tToWs2enRb7X9DrgZ39mouhlZ9dZrk97aakcJ1pWKz3XbNpkrexSmZn1fSO6AkErPTdLc7PHFhPS587dYetgpqasrFX0EmwnP78BgNgMXycfT0cd1HzrrbfQ1XUgM+/Pf/4z6uvrI3/3+XxYs2aNvquzAdl6CemprU2O6X5kvLY2MeVjVsyoIHn1Lj0HWH4ei7o6N154YRsAfQ/aamqc29icKFZa6bmVpKdXil4CAOsO3XFy9o3etExNowMP5eVigwu7doWDmmYFWBRFtfz71O324733skUvwxQ87tJfQUH4fEJkUJyDgqLQ++qLHa7GGC0UUlBfb9+gZmcnA05OoCiqsEnkooKpZE/aQJruB/lOvqoZq8cf3xjZF+h5CNDYyFYmRNHSSs+tJCurfugbGSwQCGHrVmtmPAaDKhobecytB7O+80UHF7RMTTNP11esKDbvyQzw/vs5QgajiuBysdpSbzKUnzv5eFp8gxsba2rqQihk3+BvIMCeh04gMnht5/YNRiovb8X06QuwaZO1r5rrTcvU7H6Q39BgjQnCou3Z04h33sk05LHZyoQoOnv3Nklx4hQrGTLirdpPU5OXx+MhPWhBTaODfS6XuOCC3x8SMghmy5b9pj+nXlRVxeuv239AkMbjEZOsYleBQEiK77mWFuceTzOoaSA7l54D4Qy+QIATqu1ORD9NTU2NvT9DRpk3bxd27KjBu+9WMaO6m/7Kz618kmumhx5aZ9hFOr5HiaKzZIn1Ss8B84azDMaq/TQ1DGrqw6z3oqgKJwDIza3v0z/cnOdtMP059bJ+fXm/F77tSlV5QVlPpaUtUiR7idzviBbT9PPHHnsMo0ePBgD4/X78+9//xqGHHgoAPfptUpgTsswaGjoxZco40csgA4ksxbBz+wYjrVpVAgBobw/hn//cgLlzrxa8IvFUVY2Un/f8OdDU1IkjjhgjYFXWsHnzfixdWmjY44s4+SKyIiuWngNAXZ34jPiNG62bRQYwqKkXs8rPQyEVXm8Qo0bFdKqtC7OHBGkqK9uFPK8eXn99F4BwlqYTgpoAkJFRg8suO0n0MmxBlgqKQECBqqpIckK6cS9RZ2pedNFFKCwsRFZWFrKysnD++edj3759kb8XFhbioosuMnKtlqP1U7Hz+8rqTaFpaB0d4oKaLA2OXXV1O3bvPtC/bP78HE6RR7gp+kBZx9u3V5u8GutQVRX3378WgHHfZarKjFmioVRUtEWGf1iN6D51Vu6nqamv9yM9vUr0MizN7w+Z2uty714x5ag7d4aPacw+/+zqCsDvD5r7pDqoq/Nh5cpwP1CnBDQBICurVvQSbEOGyecap2bgRn35aOPGjQYuw57sXn4OAMXFzbjwwuNFL4MMJLL8vKmJGeCxWr06nKWZlASMHj0MnZ1BvPJKGv7v/84XvDKx+is912zfXo0ZM75n4mqsY9GifFMGDpSWNuMHP5hs3BMQWZxVS88BIBhU4PMFMXKk+VlrAJCRYe1+mlr22Acf7MaFF54gejmWVVnZZmrQKjOzFmefbf73moghQZotWyrw85+faP4TJ2DlyiZHBTM12rRuSpwMk881hYUunH/+aNHLMF3UmZr3338/9u61ZtmLKNrVQBne4EaRoU8SGUtkpqbIRutWpZWejxiRhF/8YgIA4LnntolckhT6m3yuyc+Xo2xENj5fEA8/vA4AkJxs7OXn/loDENEBWum5DJkg8dAyWUTQsrCsKvnbszVWFSTGrNJzjYhji85Ov9BjmrVrS4U9dzw6O/1Yt65Z9DKEKC115r/bCLKUnwPOPZ6OOqj59ddf4/TTT8f555+P9957D52dLAsdigw9hIxWVWXd/ikUHa1sTMSJVEuL1/wntbBAIISUlH0Awq/XjBlHAghnvFo5y0cPg2Vq8sCuf2++uQtlZa0AYHgLg+JivgZEA6mvd0cmC1v1QrnIgNzXXxvXE9gM2kWlqirzSqftSEvEMOt4tqTEZc4TdZOdXSe05dCOHdYKvH/8cR46O0OWvViUiOpq7k/0EAwqwlpN9Mepx9NRBzWLi4uxYcMGfO9738M999yDyZMn4/bbb0dqaqqR67M0M/u2iOKEEnunE1l+3tbGoGYs0tKqegShDz98BIYNC//uwQe/Ebgy8QaballTY/99daxaW7146qnNAMw5AdSCp0TU19dfF1o2mKnJyakf+kYGKCtr6dFn2oq0fXBbm9jepFZndqZmRYW5zweIGxKkKSw0P5CbiDfeyAAQrm5yGrb40se+fS1SDbwsL28VvQQhog5qAuFhQQsWLEBdXR1effVVFBcXY/r06Tj11FPx0ksvob7e2gcNenNCwI87RPsTWX7e3m7dHlgirFoVLrFLSkJk8t3w4eH/Fxc3O7op+GDlGK2tDJ739swzWyLNxs0IpjDrn2hgixeHM+2tnE1UXCwm2LF0qbWzNIEDr3sopKKx0f5VYEbRgppmXSCorzf/tdKCmqL2FY2N1jkvrKnpQH5+I5KTD7R4cJLOzoDoJdiCTKXngHMTNeL6CI8ZMwa33347tmzZgqKiIlx77bV49tlncdxxx+m9PstSVdURmZpOnbDlJCIzNTs7GdSMhdZPs/sBe/deiH/5y0qzlySFlhbPoCcXgYAi1VVW0fbvb8Vrr2039TlFnPwRWUFrqxfr1pUBsG7pOQBUVoq5cLF0aREAaweEk5IOZJJt2WLtKe4imT0HQMQFU23yuah9RTCooK7OGue/GRnhAPAxx4yKJAI4iaKocLuZ/Z0omSafA0BDgzOPpxO6LtHZ2YktW7Zg06ZNaGlpwYknWmvamZE6OvzweIKil2E4ZjjZn1bOLOIAycrTSs1WU9MxZHlfamoV6ursn0He22D9NDV5eeKGWMjmkUc2wOczN8jLoWBE/Vu+vAjBoCJ6GQkTceGipcWDTZvKAVg7IJyUlISjjhoJAEhLqxS8Gusyu/zc6w1CNfGN19rqlaKfnnaBXXYZGeHqpZNOOljwSsTZvZvHvomSafI54NyEs7iCmlu3bsXtt9+Oo446Cn/961/xve99D1u2bMGePc4eRNGdE7I0AaauO4HITE0nXBjQy+rV0R1E3n2387I1o5kEyBPFsIKCRnz44W7Tn5e94oj6Z4fSc0DMRcqVK4sRCklyppmgo48OBzVzcxmEiIeiqKisNDeoqarmBhh27RLbT1OzcWO56CVE5UBQc7TglYijZatS/LRMTVmIPG8XKeqgZm1tLZ577jmccsopuOiii7B3717Mnj0btbW1eO+993DBBRcYuU7LcUI/TQAs2XQAkT01fT4GNaOlBTWHOvFdsmQvvF5nXYzQMjUH2zbZ2XUmrUZuW7eKKW30eJz1niSKRmenP7JvlyULJF6Kopp+PKFNPbd6QBgApkwJBzX37WsRvBJrqq3tQCBgfsZzTo55xxZa6bno97tVjqcyM5mpmZ8vVz9IqwmF5Jp8Djj33DnqoOaxxx6LV155BVdffTXy8/ORmpqKP/7xjzjkkEOMXJ9lOSVTU1FUW5RF0cBEXvHheys6waCClJR9AIY+8Q2FVPzzn+tNWJU8Bpt8rikqstbETqNowzzMPikKhVSEQvy8E3W3Zk2prSoWzAx2+HxB2wSEgQOZmk45v9Cb2aXnmqHaAulJGxIk+v1eXi5mW8eirs4dGajyne84N6gpaoCbXZSVtZrermkoqurMmRRRBzUXLVqE6upqvPTSSzj11FONXJMtaJmaoq+WmaGpyZkNaZ1CZKamXcrGjJaeXhVTf9u33sowtc+TaNGUn1dUcPo2gEg/LhFvDyv0ew2FFPb6JdPYpfRcowVdzLBxY7mtyvC0npqdnQFHfX/rxewhQZpoenrrRZby8/Z2HxRF7veoVnadlAQcfPAwwasRp6qKF0kSIVvpucaJGf1RBzWnTp2Khx56CO3tfU/82tra8MADD6C+3ryrUbKzwsmZXkpLnffBcRJtUJAoXq99slSMsmpVMYDoT3w7OwN4442dBq5IHh5PAOXlrUPerrGRF2cACB0yEE3wWbS7716FI454IVLmR2QUvz+EZcvCk7vtEsPKzTXvPMFOpefAgUxNVQXKynjcHSstU9Ps94NZwYX6ejcqK+W5OCt7r0atn+bw4TbZQcTJqZOy9VJQED5ule17RluXk0Qd1Jw9ezba29sxbty4Pr879NBD0dHRgdmzZ+u6OCvTMjXtciA6mJISHlzZmehMB9FBVSvQJk3Gsr95+uktBq1GLoWFrqi2S1cXs18URUVpqbigZmGh/GVQKSn74POF8Pe/p4heCtnc+vVltvv+M+uiiaqqWLq08Ns/m/KUhjv00OGRP2/atF/gSqxJy9Q0+/1QXW1OJpyZWdDRkH0CuhbUdDq3217fMWaTbfK5xokttaIOaq5evRq33nrrgL+/9dZbsXz58rgX8txzzyEpKQl/+9vfIj/zer2YNWsWJkyYgEMOOQQzZ87skw1aUVGBGTNmYPTo0Zg4cSIeeOABBIPiM7uc1PNm/34GNe1M9EkV2xsMrq7Ojays2PuU1dW5IxmedhZt9p+qOmu/3Z/KyjahvYFkv0DWfXpuPJ85oljYrfQcAKqrzckky8ysNS2YZJakpKTIe2HHDmtlir/wwjb87/9+JXS4qKiemmZlwskyJEiTllYpegmD0oYEybK9RAkGVccOltGDrOXnZWWtopdguqiDmmVlZTjuuOMG/P0xxxyD8vLyuBaxc+dOvPXWWzjrrLN6/Pzee+/FsmXL8Pnnn2PTpk2oqanBtddeG/l9KBTCjBkz4Pf7kZqaioULF2LBggV47LHH4lqHnpwy/RwAKivtdeBIB6iqKrx/XE2Ncz5L8dAGIcTj//5vrY4rkVMspSHp6VUGr0ZuIkvPAUQChrJqbOyMBH3b2nzCL/iQfYVCCr76ai8A+TJAEtHY2GXK82il53aT/O1Zm5UmFgeDCh55ZD0WLszBa6+lC1uHqKCmWX3pZRkSpDGzl2isGho6UVUVvsCSHHUkxL5kfq1kFgop0m472Y+njRD1R/nggw8eNGhZXl6Ogw+OfXqY2+3GTTfdhP/+97847LDDIj9va2vDu+++i9mzZ+OSSy7Bueeei/nz5yM1NRXp6eEvxbVr16KgoAAffvghzj77bFx55ZV46qmnMHfuXPj9YgMxTuqpWVfHoKZdeb1B4RPInfRZiodW4hPP1eY9e5qkvcqol2gmn2tkK98ym6jJ5xptEqmsKip6HiR++OFuQSshu9u2rdK0AKCZuroCpjyPXYOaSd/unKPpEy2L0tJmBALh48h3380SsgZVVYUNCgoEFIRCxh5Hq6oq3fGLzMk93ft9Jjk9VRPArl3WyvyWxf79bdLOfaivd16V4/ChbxJ23nnn4YMPPsBFF13U7+/ff/99/OQnP4l5AbNmzcKMGTNw6aWX4umnn478PCMjA4FAAJdeemnkZ6eccgqOO+44pKWlYerUqUhLS8OZZ56JSZMmRW5zxRVX4M4770R+fj7OOeecfp/T5/PB5ztw5UwbfhQIBBAIJH7A5fMF0dzsAQCMGpVk2x2m368gFAqXB8e73bT76bHdKTbRbPvm5gM7RbPfyx5P+CCwvr6d748BBIMK1q4NBzVHjEjCsGEHXp+DD07u8f/efD4FigL85S8rsHbtzcYvVhAtU/Ogg3pun+60bbFnT6Mu7zWr7tcKC8MB4OHDk0xtnh8IKAgGAZerK+FtZuS237evZybrV1/twR13nK3789DArPrZitUXX+QDCH8WR4yQ4xhyqO+UwSiKCp9PhaqGv9MPPzz2JIholZW1YvfucKsquxyDa9t85MgkBIMqmpoS31eaZffuA606ioqa0dXlxYgR5k6bdrm60NkZ3l5mvSdUVYXXG76aum+fC9/5zvgBb5vofq28vBVNTeGLIKLf89pn3e8PoaXFjUMOGSlsLQPZsSNclTN8eFJC+zWr83oVqCqQl1cvZH9i9e/znJwDLQxGjZLj/RMIqAgGVTQ3i/+OMPv5ow5q3n///bjssstw6KGH4oEHHogEEuvr6/HCCy9gwYIFWLs2tlLGTz/9FJmZmdi5s+8U3rq6Ohx00EEYP358j59PmjQJdXV1kdt0D2hqv9d+N5Bnn30WTzzxRJ+fb9iwAaNHj47p39CfhoZwlujw4Un45JOzbHFA1Z+FC2uwZEkDjjjCj5UrVyb0WCkpHLogymDbvrY2HPwfNSoZn3561oC3M8Jf/rIHVVU+eDzlWLnSeQ2Po7FnjxutrT6MHTsMCxac0W/Q7r33zuj3vhkZ7XjqqX3Yvr0Kn3++DGPGmHuSYYZQSI1kH86ZcwomTer/4Pqdd6qwfHkTkpNbE96XdWe1/dq2bfsAALffPgVXXnmEac+7bFkj3n23Gkceqei2/Y3Y9mvXhrOak5MBRQFcriZd3y8UPat9tmKhqio++aQAAPD3v38HP/nJoYJX1NNA3ymDCYVUXH99DkIhYPnyNTjiiIMMWFnYsmXhC1mnnz4G//73dw17HhGefPJk/N//FeGgg2CZfc/XXx+YhaAoKl577Uuceuohpq6htDQc8Bs/fjgWLIj9/RsPVVVx/fW7EQio2LBhw4DHH93Fu1/btq0VAHDiiQdj9uzvx/UYegmFVNx4Yy58PgWffLICU6aMErqe/qxaVQYAuOWWo3DNNRMBxLdfs7pnny3D9u1t8HhqhO5PrPp9/tVX4X3b9Onj8X//9x2xi/nWunUuzJlTiYkTk4R/R3R1mVttEnVQ8+KLL8bcuXNxzz334JVXXsG4ceOQlJSEtrY2jBgxAnPmzMEll1wS9RNXVlbinnvuQUpKCkaNMneH9/DDD+O+++6L/L29vR3HHnssLr74YkyYMCHhx9++vRpAQWTHbleBQPgK5M6dXVi8+Ko4HyOAlJQUXHbZZRgxYoSey6MhRLPts7PrAeyB16vgd78zt9TS6w1nalZUjMWDD8b3/rK79PSNAErg8Si4+eae+5qDD07Ge++dgdtvz4tkvXanqiqSksIZsStWKFiw4H/MWbSJCgtdCAZzAAD33LN3wAtMwWB4X7Z1awc++yzx95pV92t///s8AMD8+dV4/33zStm07Z+R0YGrrkps+xu57devTwFQEynPz8zswMUXX4aDD7bOa2x1Vv1sxSIjoxZNTeH91uzZ5dJcGB/qO2Uoyrd3qak5ArfeOl3n1R3w6qsfAQCKi7tMP24xirbtn366FADQ1hbEMceci7POmjTEPcVbtGgpgAOTppcu9eD//u96U9ewZMleAEVobw+a+p7Qvtuqq4/AbbddOODtEt2vbdmyHkA5Kiu9Urzn/f7whz03dzTuuOMXglfT1913vw4A+OijWnz9dUNC+zUr016ntDQ/Xn/d/PMsq3+ff/HFMgC1SE9vk+JzB4QvKgBAbq474ePpRLlc5iYkRR3UBIA///nPuPrqq7Fo0SKUlJRAVVV873vfw29+8xscc8wxMT1xRkYGGhoa8MMf/jDys1AohM2bN+P111/HmjVr4Pf70dra2iNbs76+HpMnTwYATJ48GTt27OjxuNp0dO02/Rk5ciRGjux7xWzEiBG6fKiamrwAwj3cnLCDbG/3J7zd9Nr2FLvBtr3HE+r2ZzHvZZfLy/fGANauDV9tDgbVyMFzbx6PMuRr9/nne/Dee7/CyJExfSVIr6SkNfLncBnY4I01W1p8ur7XrLRfCwaVyLREv3/obWUEny+k2/YyYttXVYV7hIW6DfD98stC3HZb/61uyDhW+mzFaunSYgDhkrZo9ltmi+Y7ZTD5+S7DXruWFg82b64AIG4/ZiStnBkAtm6txrnnxnbuJUJhYc8T2127ajF8+HBTg/XV1eF9t6jzsqKi5qje8/Hu1zIzw9WJgYAaSTiRQWZmnXT76cbGTlRWhtvO+f1q5P2Q6H7NymprO4W+Tlb9Ptd69sv2uQO0CyrJprf66M7s1zTmBgBTpkzBvffei7lz5+KNN97A3/72t5gDmgDw85//HLm5ucjOzo7896Mf/Qg33XRT5M8jRozAunXrIvcpLCxERUUFpk2bBgCYNm0acnNz0dBwYNBFSkoKxo0bh9NOOy3mNemltjY87ECSi+uG8/tDQ9+ILMmsqY2DaW31il6ClOrq3MjMrB36hlEIBBQ8+eQmXR5LJnv2RD/5HAgH9jwea/b2SVRFRVtkmIMoqgq43WKH/A2m96AgAPjyyz0CVkJ2papq5D0lyxRjve3b12LYY69cWRzJVLG77sNOZKUoKvbu7TkdOBBQsHp1ianr0Cafi/pMlZcbN4lYUVRkZOhzLKi30lLjPuvx0uu42U7a2nieFatgUIn07JdVdbXcwzf1Jqyr6dixY3HGGWf0+G/MmDGYMGECzjjjDBx66KH4wx/+gPvuuw8bNmxARkYGbrvtNkybNg1Tp04FAFx++eU47bTTcMsttyAnJwdr1qzBI488glmzZvWbiWkWmSe+GSEUUg2f7EdidHSEAwwiA/RtbeIDqzJas0bfk4I5c3ZAtdlZdCyTzzXhlgvOo/UeFa20tHnoGwnS3/TcHTs4NZT0U1DQiKIiOT6LRqmpMe5ES5t67oSkAu37TWaVlW2RAT3dzZmzo59bG0cLaoqiJbsYoajIhfZ2OY+Tm5s90h1XagFgJ+wjohUe1sjz+Fjk5TXA45Fz8rkmP79h6BvZiByjmgbwyiuv4Oqrr8bMmTNx0UUXYfLkyVi8eHHk98OGDcPy5csxbNgwTJs2DTfffDNuvfVWPPnkkwJXfeDLS7L9uKFcLnObwZI5ZMjUlDlzS6RVq8JBTb0OzDo6/HjvvSx9HkwS8Zz0bd9eZcBK5FdcHA4mij7Q17JrZePxBNDY2Pd7rrGxC4EAqxVIH4sX2z/z1+XyGPK4Pl8wkgHohOPvykqxgbpoDPQdvHnzflPX0d8FKTM1NxvzngeAnTvlvbCmqpDuIo0W1HTCPiIWRmbQ25EVLmjv3SvXZ89oUjVQ27hxY4+/jxo1CnPnzsXcuXMHvM/xxx8vfLpTb07L1ATCO8OJE82dZkjGk+Hqb2cng5q9BYMK1q4NDwzQ88DsX//aiD/84YdD39ACVLVv2Vs0srPrDFiN/GTJ1NSCq7LRenD158svC3DDDWeauBqyq8WL94peguG83uC3g+r0vYKycWN5pLrECYwMlOmlewuY7scqnZ0B7N5db9qgI9GZmv1lq+pl585wG4Le21gWK1YU4/vfP0L0MiKs0LZBhF27qvG97yU+LNkptAQIWT93ALBvn5zH00aROlPTqurqnBfUlLFvCiVOhhOEri5n9jgczM6d1Whp0b8HTnV1BzZuLNf9cUWoqmqPK8tXluCe2bRgouiDM21YkWz666epWbSowMSVkF3t29fimIsqVVUDXySIl5NKz4FwyajsPaAHawHz4ovbTFmD2+0XHgBWFNWwY1ktqCn6u3sgW7dWiF5ChMvVJTzALaucHGeVKidqxw65P3cAUFGh//eszGIOaj722GPYsGEDvF42lR2IEzM1y8tbRS+BDKCVn4vcaXu9LO3sTe/S8+7uuWe1/g8qQLz9xgbLyLMzWTIkjQh26EELavb3mUtPd2bLAtLXkiX2Lz3X6P2ZUVUVS5cWfvtnXR9aarKXQA42SGPNmlJT1iC69FxjRGuVQCAk/YWQvDx5gmUcEjSwwkL5e/TKoqPDZ4l+lXV1HBQ0qLS0NPzP//wPxo8fjwsvvBCPPPIIvvnmG3g88pdBmCEUUlBf77ygplMDAXYnQ6Ym+9X1pQU1jTh52727HiUl1s9WjHXyuaapyXn9gQOBEMrK5Mi2r6/vFL2Efg0W1Kyrc3NYHiVMKz13Qqah3oGYzMxax016BYAtW+TJgutNVdVBLy42NnYZOkBHI0tmnhEBtfz8Rni9cg8rkelCJYcEDUyW4L8VZGTUWuLiWX994O0s5qBmSkoKWltbsW7dOlx11VXYtWsXrr32WowfPx7Tp083Yo2W0tTUhVDIAu90nZlxYELmk6GnJify9dTQ0Ildu4ztCXTXXXL1KY5HPJPPAcDjCUo3rdNo5eWt0nxvyTp0TgtqKv3sjlQVWLGiyOQVkZ3U1nYgNbUSgDMyDQsK9M0K0krPnSYrS97Ms8bGriHLvl96KdXwdWjBGtGBrMGyVuMl85AgjccThM8nR+CVQ4IG5sTWefHSMuRF71OGYkSbMpnF1VNz+PDhuOCCCzBz5kz8+te/xhVXXAFFUbB3r/0bnA/FqTuFhgY5s2soMTJkaqoqmAXVzZo1JYY/xzff7ENrq7Wz7+MtPwecd8ValtJzAGhrE38hpT+D9dQEgE8+yTNpJWRHX33lrONnvTPDnRrUlGnf3Vs05dZmDMaSJVOzpET/16r7kCCZydKrnUOCBua0AFgitKCm7MFxp82kiDmo+fbbb+PGG2/ElClTcP7552P16tWYPn06du3ahcZG/a9CWY0T+2kCgMtl7QAI9U/rqSmaDMFVWRjZT1OjqsB996017glMkEj/qrQ0Z/VI1IYjyXBiJOvgi6GCmtu2VZq0ErIjJ5WeA/oeK5eVtWD37nrdHs9KZCrt7S2azMTy8lbDT7y1oKboAIQRQztkHxKkSUkxp3/qYFpaPNIOIpSBzxeCokj+RpLE9u3yZ0gD4UpHJ72mMQc1/9//+39Yt24d7rnnHpSXl2PJkiW455578IMf/ABJTjkaG4RWhu20TdHWxis8diRLMLGlhUFzIJyxqjXXN/og9qOPci3bz9Tl6kqol8yuXfKW9BlBlsnnABAKqdJlZquqOmRQs7q6HUp/telEQ2hu9mDDhjIAcnwGzdDaqt8xozYgyIlkaBE0EK1aYqjzoTfe2GnoOmSpvNC7os3jCSA31xrBfG1StEgcEjS06mp5L5LIoqamQ+qLSb01NTmnkjbmoObixYtx00034dNPP8WRRx6J888/H//4xz+wdu1adHXJ2QvLTE7N1HS75cyuocTIkqnpxOFb/dm5s2bIHlV68ftDePbZraY8l94SKT0P399ZVQeylTDK1qO5sbELPt/gAX5FAdavLzNpRWQny5YVStPT1ix+f0i3ixdLl4b72TotmQAIXwRqbpbz3CvavtYffJBj6DpkKT/Xu6VPdnadZfYbMhxjcEjQ0Izu128HVuhj211hofUHv0Yr5qDmr371K8yePRuZmZmoq6vDP/7xD1RXV+Pqq6/G4YcfbsQaLUXrqemUq+0aWZpAk75k6W9XU8OgJgCsWlUMwLyDsldeSbfk0JxEg5Ll5a36LMQijOj1lYi9e/UdIpKoobI0NR9+mGvwSsiOnFZ6riktTbyvZkuLB5s2lQNw3nG3RtYJ6NF+D+fnNxqW5e73h6S5SOb1hnQ9ntJKz62gsVF8thiHBA0tJ8fczN/WVi/Wr2+G32+dqjCrDAnSJJrkYSVxDQpyuVxYvHgxHn30UfzjH//Ahx9+iHHjxuHKK6/Ue32W49RMzVBIdVTfBqdwu+UoP3fqAK7etH6aZh2UtbZ68ckn1gvURFv2NhAn7cf9/pB0QVzZrixHG9SUNbhA8nK7/ZHhb0472U5PT7wP7cqVxZbJVjOKjD2g29q8qK6OLpgYCqn49NN8Q9ZRWdkm1eeqqUm/rFqrDAkCwq+x6NJmDgkamtlVSrffvgyvvVaBBx5IMfV5E6H105RpvzIYrWe+E8Qc1DzzzDMxadIk/PnPf0Z1dTXuuOMOZGVloampCUuWLDFijZYiyxVBEVwuOUtgKD7BoAKvV44MXL17EVlRY2OnkNKQf/xjvenPmahoy94GIkvbBTOUlbVId0GqpETfyciJ0oKaQ5087t/fasnMZhJn1ariIVsb2FVWVuJZQdrUcysEdoxidnZVNGLNtn/rrQxD1iFL6bkmK6tOt8fSjget8pWzcmWxsOdubfXqkhlud2YOUsrLa8Dy5eH3xKJFBaY9byIURbVUhjQg3z7QSHENCsrOzkZjYyO+/PJL3H333TjrrLOMWJslOSnDpzdZmnGTPmQK7DBgDqxZUyrk4HX//jakplorAy3Rq82hkAq3W573v5Fk6HXVW2WlXAdh0WZqhkIqUlM5BZ2i59TScwAoLEysLM7nC2L1amdmuXZXWirfPjzWksft243JNpXtvGT3bn0C0O3tvoQ/P2bbtGm/sOfOyuKQoGiYGcN48cXUyJ9dLi88HvlncxQVuaQeztYf0RnSZoo5qDlr1iycccYZ8Pv9KCwsRDAoRyaXDFRVdXSmpmzZNZQYmXbcLhenn2ul5yJOfv/619XmP2mcOjv9ulyZdMoEdK00RaagSk2NXN+j2vspmsDJ++8bO/SC7MPrDWL58vCQGycG5RINOG3cWI6ODjla5IgkYzKFdmEx2u8Vny+ELVv0D3pp+25Zvt/0Ku/NyKix3D4jJ0e/LNVYcUhQdMwaRFpR0YaPPw63tho+PPyiLFpkTAsKPRl18cVIjY3OSQqKOajp8Xjwhz/8AaNHj8bpp5+OiopwBs/dd9+N5557TvcFWklHhx8ej3ODvGVlDGraiUwnCy0tXtFLECoUUoT2XcvIqJUu42EgevVj1JqB252WqSnTCZJsB2HRZmoCwMaN4rJRyFq++WafNH2rRairS6ytDEvPwzo7/dK1vSgoiL0FzOzZabqvI5YLUmbQq7zXSv00NSLLYDkkKDoeT8CUfcns2WkIBhUkJwNnnXUIAGDx4j2GP2+irDYkCDAvUN2b1xs0vV9/zEHNhx56CDk5Odi4cSNGjRoV+fmll16Kzz77TNfFWY2TszQBoKrKOSnOTiBT+Xl7u7ODmrt21QjPVp01a6XQ54+WXpkQIrMKzCRj+bmog7CBxBLU3LePF/coOtpJnJVOkPSUSDWIqqpYurTw2z/rtSJrUtXY9lFmiOd7eMOGct3XIdvF2GiHJw1FC2pa6b3f0eFHKGTMlPuhcEhQdFTV+Mo4l6sL//1vJoBwlubpp4eDmtoAHpnt2GG9z52oC6fr15fhRz96x9TnjDmo+dVXX+H111/H9OnTkdTtSOz0009HaWmprouzGhlLQMwkW8kgJUamTM32dnnWIoJWei56DVbIKtJ6eSXH/O3WU0mJfME+I8g4GbGzU573mccTiGlQWTCoIDvbGa0LKH7BoBLJNLTSCZKegkEFPl981U2ZmbW6BYjsYPNmeTLEvd5gXBmJbW0+3b+PZBuS0dioz9DLnTvlDwD1R0QFTFubV8qLt7LKzDQ2ADx37k50dYX7ZyYnA6edNgZAeCCsqKB3NLzeoCWTHfx+MYMIV60yfzBYzKd9jY2NmDhxYp+fd3Z29ghyOpHTMzXr6zmh2k5k6qkpU5BDBBmCmoqi4oEH1opexpC0oKaS4LGREzLPvd6gdBk+gLiDsP7E8z6YPz9b/4WQrWzevF+6jGQR8vMb4rqfFhCmMJl6vRUVuaAo8UXquw8PSZSiqNINndMjWaCxsVO6YG20tMFeZsrOtl4gSqTMTOMuynZ2+vHaa9sjf09KSsLJJ48GEL64p/WYllF2dh0CAXmDrgNRVfMrL1VVxcqV5n/WYw5q/uhHP8KKFSsif9cCme+88w6mTZum38osqK4unKnp1NguD9DtRdsJyvB+dnJQs6mpS5qr8gsW5Eh9JRXQr/xcdLm/Gfbta5EyS0xVxZXM9BZP0HfdujIDVkJ24vTSc028JYcMavaUl6fP954eCgriX4ueQY3a2g7pghDBoIJgMLE1aaXnVpSebn7wnUOCYqP1wzXCe+9l9Tm2HjEiOVJZ9emn8g4LsnKffbMrz4qKXEJaMQ2P9Q7PPPMMrrzyShQUFCAYDOLVV19FQUEBUlNTsWnTJiPWaBlOLz9vbXV230O7kan83MkDuNauLZUm8OT1BvHyy2n4+98vEL2UfgUCId3KjHy+EBRFRXKyfY+EZSw915SWNuMHP5gsehmRoGZSUvRlwix1o8EoioolS/YCcG7puSYnpz7m+5SVtWD37tjvZ2d6DaDRQ/fJ57G+v2tr3Whu9uDwww9OeB2yZjOWlbXgu9+dEPf9d+06MCTIavsPrZLGTFpQk6JjVDAqEAjh5ZfDw8B6v3eTk8PVVamplYY8tx60C3BW/NwVFDTinHOOMu35tOpCs7dVzJma06dPR3Z2NoLBIM4880ysXbsWEydORFpaGs4991wj1mgZWlDTam92vciSWUP6kGlQkEzlqGbr/uUggxde2CZ6CQMqLW1JOAui5+PZOzilBd9keW91p1fGbaLiydT0+0MoLDT/5I2sYceOavYg/1Y8F1a0AUF0QCx9f42mBa7iPRd65RV9pqDLNiRIk5WVWJDNikOCNFpFo5m0IUFW3F4iGPXd9Nln+ZELDb1fCy15oKqq3ZTp6/HQMjUlXd6giorMTWBYuTLcT3PYMHNPLuIapXDSSSfhv//9L3bs2IGCggJ8+OGHOPPMM/Vem+U4vaem1+vcbDo70npqyrADl62EyCyKomLNmnBQU4bXAQiXZX/5ZYHoZfRL70CYzFeN9aAFFGR5b3VXVCRHQFkLasa6jd57L8uA1ZAdsPT8gMrK2HvWLl0aLlHm9jvA6w1K0xom0Wy8RYv0KUHVAiiyvU92746vjywQ7lUnSzuieAQCiqlVfR0dPtMDOlbX2Nil+2OqqhpJiOhviKf2M0VRpRp6pmlu9lh6eGh5uXlZ652dfmzaFH4NEx3YGiuTn87eRFyBkkkopMbdHJzkI1P5uaKo0l69M1JGRo0hBxiJevDBb0QvoV/ayZReJzF2L1uSuUy6vLxV9BIAABUV8Q2MWrt2n84rITtQVTUS1HTgV1ofsQ6YbGnxYNOmcgDcfr3FO3RJT8GgknAQqbi4WZfqHC1TU7b3SSLbp6qq3fJDWc0cFpSVVSfd6y87bTK5nlatKkFubnj/1N8Qz+6Dpj/8cLfuz58oK/fTBICqKvOCmuvXl0X232ZfUIo6qJmcnIxhw4YN+t/w4TG36LQVp/fUBNhX005kCmoCzuyrKcPU8/6UlrYgM1O+ZvXagAK9DmL37rV3CbHMQU1Zps/HOx3e7u8dik9ubgNKS81voC+rWNsWrVxZjFCIUYr+bNlSIXoJ2LevJeGApKoC77yTmfBaZO2pGe93CmDtIUGa9evNG6Rn5CRvu1IUVff2Y889txVAdEGuzZvF78d604KasmV9R8vMCyFa6XlSUs9gtRmijkIuWbJkwN+lpaXhtddeg9Jf+N0hfL4gp38jfGVUjwbfJJ5MPTUBoK3Ni9GjR4hehqlkDWoCwKxZq5CW9gfRy+hB7yb0sp4U6aGrKyBN4LA/MmSjqKoa9wmo1xtEeXkrvvOd8fouiixNy9KkMO0EeuzYkVHdXpt6bsVhDUaTIeClVwuY+fOzcNddP07oMWT9/k4kAUYrPbfy+9/MQGP3yedW3V4i5OTUYfr043V5rLS0ysgFl2heAxFTs4di5X6aAPpMnDeKqqqR81YR2yrqTM1rrrmmz3+nnHIKFixYgJdeegnXXXcdCgud27zb6aXnGiv3nKCetJ6asmhqkq8M20guVxe2b68SvYwBpadXoaZGnqCYoqi6Z8fZeb8u+xAkl0v8572pqSuhXtHz57OvJvXEoGZf0Q5O8fmCkdJVq55cGknEZOmB1pBogk52dn1CLYdUVZV2UFBzc/zfbVYeEqQxM2jFIUHx0bP10vPPh3tpRrtPCAYV5OTU6fb8iVJVNTL53KrMOp/fs6dJ6MWkuHpq1tTU4I477sCZZ56JYDCI7OxsLFy4EMcfr09U34pYeh5WVtYqegmkE9nKz6urnTWIa+3aUukPxP72tzWilxBRWdmmey+gWEsjrUTm0nMgnJktWiJlgoC5vcNIfsXFrkhfMTpg167oTqA3biyX7rhEJonur/SQ6ORzTTCoYNmyorjv39zsQWen/r0B9dDVFd+FMkVRsWuX+GzcRLW2ek3pke92+9kGJk55efp8TxUUNEay62N5yRcuzNHl+fVQXt5q+aQaswY5a6XnosQU1Gxra8ODDz6Ik08+Gfn5+Vi3bh2WLVuGM844w6j1WYadM3piUVkp/qCK9CFb+XldnbOCmloKv8w9XGQK2hiRpaIoqm37BGuTz2V9f8nQQzfRIEFenj6lmBTmdvvxz39uQFmZNVv9LFmyV/QSpJSbWx/V7bqXnlNfMmS3a32t9fD66zvivq+spedA+LjC7Y79+Lq0tBltbXIdl8dDVfV9nwwkO5tDguKlV9/nF19Mjet+69bJM2jR6kOCgPA+x+cz/pha9Hlr1EHNF154ASeeeCKWL1+OTz75BKmpqbjwwguNXJul1NaGAy5OP9iqqXFW4MnOZMuIaGgQf8BuFkVRLVFm19Hhl6bES+vlpfc+2A4HNP3RMjVlfX+FQipCIbF9urWgZrzvqa6uAOrrecFTL88/vxUvvpiGOXPkGyQQjU8/zQPA48TeoskaV1UVS5fGnvHjJIGAAq9XXHaiqurbAmbbtsq47yvLcclACgpi304y9EzVixkZXRwSFD89+q1XVrbho4/im2ReWOhK+Pn1opWeJ8dV2yyPykpj24V1dPiwZct+AOK+o6N+iR566CF4vV6cfPLJWLhwIa699tp+/3Mqlp+HyTDcgfQhW0/NxkbnvLcyM2vR2GiNIO6cOfFnU+hJr7K33uwe1JSZdrFQFD2yfd57LzvxhRACgRDeeSfco3TfPg+++UaeTI5o5ObWIysr3CeMQbmeqquHPtnKzKx1XAuaeOzYIS7wVVXVrmvLlq6uQNzl1tq+W9YLCPEE3LQhQVYPrgDA1q3xB6yj1X1IEMWmoSHx861XXklHIBDfhWmfL4Ty8taE16AH7RzA6rOwCwqMbX2zbl1Z3K+3XqLeNd566624/vrrcfjhh+PQQw8d8D+n0k6+nH6wataELTJWuDxGrkxNq/c0icWqVWL7ksQikb5XejJqSEK0pZFWo5Wfy0x0PywtUzOR7/UVK+T4fFjd0qWFPdr8PPPMVoGriZ1MPcJkE80FPK30nAa3dau4LGYjvoNffjktrvvJn6kZe/m1lqlp9eAKYHyABeCQoEQkev7X3OzB229nJPQYCxZkJ3R/PQQCIdtk/O7da+wxv5Z9LfIiwvBob7hgwQIDl2F9dXXOySIbjF37zzlNZ6dcAU0AaGlxzntL60tiBSUlzVAUBcmC0we08nO96dVbSCZut98S1QV797pw6aUnCXt+PQZv7N5tz6C42d56K3yClJwcPqlPS6tGIBDCiBHDBK9saMGggg8/jK8MzwmiGfDGoGZ0srPFnYBrgbqkJP0CSSkppXHdT8vUlDWgVVoaW6VEMKjYJrgCAFVVxmZdd3b6DbvQ7QShkAqvN4hRo6IOE/Xwxhs7Ex7UtXp1CR5//GcJPUai8vIapOjvrod9+4w7l1FVNRLUFLnPtUESuxxEl8nJIp7m1yQf2fppAnJMQzZDc7Mn0sPFChRFFX7C2djYaViWuB69hWRTUiJ/6TkgPqCsR1Czo8OPlhZWMCSipKQZKSnhcvMRI5IwduwwhEKqNK0vhrJ2bSlb8wxCVQcfclNW1sKLA1ES2YtOu7Co50mty+WJawCpzIOCgNj72xUUNNomuAKEpzF7PMb1f83JqYeiSBrRtoh4s2m7ugJ49dXtABLL2tNrAnsi7NR+yshBznl5DVK0h2FQUydWyHoxg9cbEr0E0oFsk88B+Xp8GmXt2lLLHYy9+26W0Oc38oq8HTOErVB6Dhh7EDYUrzeoWyCKpceJ6V7GlpychIsuOgxAOBvECrTXn73dBjbYyaM2IIiGZnQG3GCM+h5+6aXYJyjLXn4ea89CrZ+mnWzYUGbYY2ul5xS/eAdTzZ+fFWkXlsgFjs7OgPC2Y9r3kh2+u42MU5kx+CsaDGrqIBRSOOH0W8GgAlXWeg+KmowBRBmzR42gTT230pdoIlNK9WBU6TkA+P0hBIM2aGLVjTYkSPb3WDQDRIyiZ4YugzLx8/mCmD8/u8fPLr74cADhTN66OvHZAYNpafHg66/3ApC3FFYGgw2EWbo03JdW9v2VDERWtBgV1Pzqq9j2n52dfun7+8faqksLMNnpM7B2rXHD3jIzw0PZ7LS9zBZPpmQwqOCll8J9cPXY9u+/L/aCsFY1Z4fvbiMDxCtXytEyjUFNHbhcHoRCNnjH66StTb6AGMVGxgBiov1ZrEBR1EhQ00pfoq2t3h5DPMymnUwZdQBrZNBUBC2oKft7rKlJ3ImpHqXnGm3qNcVu8eI9fQ7GTzrp4Mhn/bHHNpq/qBgsWpQPn48VLEPJz+9/H9vS4sGmTeUA5N9fySAUUoW0u2hs7DTspLmioi2m1layl54D4enOsSSAaEF/O30G4p1sHw0OCUqcdpwYi0WL8iNTy/XY9suWibsg3NHhi2ugl6yMmnnS1ubFtm3iBtR1x6CmDthPsyeRJYOkDxnLz6MZJmB12dl1lu29NneuuP52WlDTqAPY9PQqYx5YEKuUnzc3iw9q6hEob231st90nA4MCDrwQiQlJWHYsPDfP/+8QMi6osXS8+gMNMRg5cpiJg3ESMQEdKOHssTSP1f20nNNtBV+Pl/Qlj1l4wmaRcPjCdgqGCVKrBd2VVXF889vA9Dz+zoR2dni3vcZGbW2Coob1ZM3JWWfNN/RDGrqgP00ezLqi4rMo2VqynQi5vPZp0n6QFatkqMvSTyWLNkr7LmNzqS009RRwDr76M5OcRnjemZqAsBHH+Xp+nhOsGdPIzZt2g8AffoMD/92KGtrqxepqXJkCfRWVORCWlr4goidTo6MUFPTf3KANoROpmMR2aWmmt8Oxujv4I8+yo36tlqmpuzvmezs6DL4c3LqEQjYqwUOYFw5bE5OvTRBFiuLte/r6tUlkeC7XnMBWlu9wo4Dt28Pf3fLvh+JVjCoIBTSfz+inbfKsJ0Y1NSBlqkpwwsqg7IysRNrKXEy9tS040Fdb6tWydGXJB579zZBUcx/jdxuf8yTRGMlcqKs3trbfTEfrIri94sr29WCmnoFo5Ys2aPPAzmIlqXZn6RuB1z/+tdGE1YTuw8+4ICoaPXXA9HnC1qyHYtoIrL6jG8B0xT1CblVMjVzcqJ7new4JAgIB76MeK04JEgfsZ4Halmaeu8DPv00X98HjNKOHfZrYaD3sb+qqpF+mjJsJwY1dcBMzZ70znAh88lYfm7EFSaZtLR4Ilk9VhQKqUhJMa7x+0D27jW27A2w1z7NKqXnQPggSdS+SO/XPCPDXtm+RvN4AlFPjd+4cb903w+KouL993eLXoZleL3BPj0GN24sl7K/t+xKS81PLNDKfY06sVUUFR9+GF22ppapKcNJ9mCiPXax45AgjRFTk7XKGjtuLzMFAkrUQzLT06siVRV6f+4WLxZzQVibfG4nercJyc6uEzpPoTcGNXWgvaCyf4GaZaAyIrIOGU8kVBUIBOw7cCElZZ9uJRuiDJZZZRQzhvhYtc9pf6xSeq4pLRWzXr2Dmk1NXY5ooaGXRYvyo25sHwwqePfdLINXFJtNm8ptdTHEDFVVPTPuWXoeHxHH4Eb31ASAt9+O7vjCCoOCAKCsrDWq22lBTTueY27evF/3x9QuINpxe5mtpCS64y+jsjQBYwdKDaSmpqPP95Ed6H2+JFt1IYOaOmCmZk92CgA4lZYdJdtBgYzBVr1oXw5WPoEz4gB1KNrJVLKB32YiezvqTcvUtMr7zIxM3N5UVTUkILVokZgyKiuaNy8cwIj2ffqf/6QbuJrYcUBQ7LoPZFNVFUuXFn77Z1Ersia32x/TZO1EdXT4TAkARBvcsEr5eTTB544OnykXbkXZvbtB18fzeoPIz7fv9jJbNNmKe/c24euvwz31jdjtNDR0mp7QYscsTUD/LH4jMq0TwaCmDjj9vKf+eiORtbS3yxnEaW42prG4aIqi2qJ3mMvlMf010oKaRrbzVFWgsdEeF2u0TE2rvM+KiszP1HS5PIZMipR9UrcscnLqIgGuaN+ne/Y0obVVjmMPt9uPL74Iv9ZW+ZzJoPvglMzMWlRX89g6HqraN+vVSGZdePL7Q1i3bvAWN35/yDLVYtEcU2Rm2msCc296Xzzcvbs+6pJpGlpu7tB9X198cZvh71HtApdZtKCm3S5K6vl5k7FlGoOaOmCmZk/RloyRvGTsqQnY97OWkyNXX5JEvPnmLlOfz6wshu5ZRFZmtfLz8vJW05/TqLJhu17915vWxiLWE4onn9xswGpit3jxHnR2BkQvw3IKCg4Ex7TSc4qP1t/ODFo/TTO8+ur2QX9fVdVumSCg2z30PkLLTrVbcEXjdvsRDOqXhcchQfoqKhq8B3tVVTs++MD43tGffWZulcv27eFjNavsS6JVXa3fxa61a0ula5nGoGaCVFW1TTBCL7IGxCh6spZ5W+UKfKxk60uSiC++MK+pt98firrnT6K0vlZWZ6VBQYC5GUcao4Ka9fXml1FZjdvtx4cfhk+SYj2h0O4nGkvP41NWdqA0jkHNxGzfbt5FODNawGg2biwf9PdWKT0Hwr2Ah/o+sMtxx2D0zPbS+mly36uP8vLBj4X+8590BALGZ8aamVSgKCp27rTnBejGRv0q6bSp5zJ91hjUTFBHhx9dXbwi350RZXtkLlkD0w0N9igB7s1OQc38fH17JA2mpKQZoZA5Vwrz8sz7dxmlpcVjufYgIno0ayfGRhysmV1GZTWffJIb90W1xsYu7N5dN/QNDVRR0YYNG8oA2C/Lw2haJUZZWQt27x667JEGZub3lRktYDQdHf5BM0OtMiRIM1SPOzsPCdJorZf0oE0+t/P2MlN9/cBJWy0tHtOGg1ZXd0AxYwcDoLCwSdrEnkQ1N+tz/C9ryzQGNRPEfpp9BYOKqU3KSX/t7QxqmqW11Yu0tErRy9BNIKBg8+ZyU57LzAb6+/bp22BbBKuVngOAy2V+H10jp1Z/+mmeYY9tdaqqRtpXxBtQfuSRDTquKHYffJAj1UG+lWitixj4T5yZbTvMHmTz0kupA/7OyAtSRtCCcP1xubpscdwxFK3UN1E+X9AWF59lMlg7uTfe2Am325zgn6Ko2LCh3JTn0uv9KCO92uJkZtZKeT7OoGaC7NrjL1F2vcrhFLK+fk1N9hsUlJJSalq2oVm0ycVG0zJEzDiBsUPrA6uVngNAW5v5PZorKsIl70YEp2RrrC6TXbtqkJUVzrSMd9uvXVsq7KKqqqqR0nOKnd8fQiikYOnSIgDWCUzJyKwMd58vqPtE3aEMNnFXy9S0yoWFwQaxRDvt3eoKC/UZNJWb22BKKbST+HyhfvsmejyBSH9bs/bTH32Ua8rz2HVIEBD+jtXj+Ei2qecaBjUTxH6a/RPRB430I2umZkuLtUpno6GVntvpC3T9+jJTnkcLappxAmOHAWhapqaV3msi2pkYmalZU2NeGZXVxDsgqDufL2T6UAHN9u3VlsyGlklmZi02bSoHYJ3AlIw8nqApQxyKilymD4uor+8cMEvIauXng+0vtNJzK31fx0OvADyHBBmjv+OhBQuyI/0ZzdpPb9lSYcrzaEFNu37/6JEoIGvLNAY1E6SVn9v9SydWZg3vIP2pqmpaSUGsWlqsH1jqTlXl7EuSqPr6TlPeQ2aWvQUCCvx+aw950U6grPReC4VUhELmBgGNDGqqKrBmTalhj29Vra1efPJJuDQ/0ffnCy9s02FFsVu4MBsAjwcTMWfODttVLohixvejdmHRbLNnp/X7cysNCgIG/65xQj9NIHxspUebGQ4JMsauXT3LsYNBBS++GG4BYea2Li83PiPc4wkgJ8fe/ZxLShLbjk1NXaYOoosFg5oJYvl5/5zQB8auvN4ggkE5M4na2uTMII1XTk69bfchb79tbAm6oqjYu9fcEyrRQ0gSZcXyc8Dc3tU+X9DwCgyzyqis5MMPd+s2dDE7uw5dXeZemPN6g/j003CGqN2DEEZasmQvAAYm9KBlvBpJC5ya/Xp98UVBn58piorKSmtViQ32XWPXCcz90SPzi0OCjNE7yPfFFwUoK2sFYO62DgZVw7Nxs7PrpD3/1Uuiw1zDLX50WozOGNRMkBaQkPUFFqWiolX0EihOsvbTBCBtBmm89Jz6KJvPPjN2IEpFRZvppcnp6dY9yVBV1bKlsWYGr81onbJtmzllVFahqqoupecHHg949tmtiT9QDJYtK7RFiwrRtO94HlMnTsv0M5KZLWC627evBV5vz4sgdXVuy1VTDDSNuKamw7YXvPuzYUNiLYv8/hByczkkyAjdj79UVcXzz4crIZIFRJDef3+3oY+vlZ7bWaLnAVo/TRkvPDKomSBOP+9fdTW3i1V1dMibDWm3oKasfUn0YHQJh9kTVwEgJ8e6mZoul8eyQZc9e8zLMDWy9PzAc7QLG2Yjo9TUysjUWr02y3vvZevzQFHSBgTJeKBPzmRGaXhBgfnfw0B4P6FdCNFYrfQcwIDZ6U7K0gQQGRAXr7y8BssFtK2ivLw18ue1a0uRnR1+rUS0Bl+/fp+hj69NPrfz93giZfyhkCJ1yzQGNRPEQUH9M2vyIulP5kzNzk59yhNl0NbmtXXGls8XMnR6p5mTzzWFhdYs3wasW3oOmNvOxIygpqKo2Lx5v+HPYxXz5umXpampqekwrbd3fb1b6gN9q7HzCaWZjN6XhUIKiorEfa9oFxI0VhsSBIT3F+3tfS82OmVIkEYrZ44XhwQZp3vGsJalKep9aXS1kd2HBAFAVVX8SWe7dtXA5ZJ3YC+DmglyUnlALPRo+kxiyJyp6fWaV268dGkhnn12CxYsyMaaNSXYvbsejY2duk36/OabfbYfiDB37k7DHlvLEDHz4MOMgJdRrFp6DgCVleZtd+01Nvqg/f33c4a+kQO4XF34/HNjelE++uh6fR9wAB99lGv7fbmZ7HxCaSajj8PLylrh84nLjtu9ux5Kt3QxLVPTaoHAvLy+2a5OGRKkaWvzJlS9wCFBxtFaJOzYUY0NG8oBiHtf+nwhlJQYcyHF5epCaan954E0NMSfdCZz6TkADBe9ACvz+YID9kNxOrtNqXaS9nZ5g5p+vzlBzbKyFvzqV5/2+8U9fHgyJk4cgylTxuKoo8biqKMO+fa/sT3+P2nSIRg+fODrRlrpeVKSfQ9cv/nGuCnPIqauNjZa92KNlqmZnCymbCgR1dXmDX/QgppGfyY3b7ZvlnYsFi7MMSwwsmxZkSGP21v30nO77svJevx+BT5fECNHGnOqJ6IFTHehkIolS/Zi5szTABzI1LTaZzArqxY//vHkyN9VVTW0ykVGqgrk5tbjrLMmD33jfmhBTau99lbg9QZ79NIU/T23YEEOnn76Et0f1wn9NAEklGm5cqXcFSkMaiaApecDk7mEmQanvXaiv7j6Ewyas6Cvvy6M/Nt7b4dgUEFNTQdqagZP4U9KAiZMGI2jjx6Lo48+EPycPDkc+NSCmrJtYz1VVXXA6w1i1Ch9v2pUVRVyQuXxBKCqKpJkvUw5CC1T02oBTQBoajLv4mFFhTkB1LIy+2cEDKX3gCC994WdnQGsXFmMq676rr4P3E12dh127w73D7bzvpysKSOjFueff6whj61VS4g8Vpw7d2efoKbVFBT0vEC7b1+LIxNmVqwojiuoGQiEIvtg0p+qAmlpVViyZE/k7yKtWVNqaFBTxnNfPcVbjVlf75b+YguDmglgUHNgHo99eh86jczl54qimhJU+uqrvQBi+3LTlqTdXlWBpqYuNDV1OfqAa/78LNx55491fcyGhk4h2eCqGh4Od/TR40x/7kRZufzczBM8s1oMhEIqduyowk9+cowpzyejjRvLIz35jDqJePrpzYYGNRcuzDbssYkStWXLfsOCmqImn3eXnl4V+bMVBwUBwL59Pb+bzZhaL6PU1Mq47pef38ghQQZ74IG10gT6jBpOtmOHM1o+xFsZs2aNcZV3emFPzQSwn+bAAgGF010tSvYsW6OHBblcXdiyJVwaGstbWFWju31S0oEAqAUT/mL28ce5uj+miNJzTWpq1dA3koyqqqYNTTFCZ6c5+yRVVU3tm9p70IXTGDEgqLft26sRCBhzwhsIhPDRR/rv34j0kplZa9hji/we1ng8QaSnV0JVVctmalZW9qwO0CafJzvsDL13xmq0OCTIeDId93Z1BdDQoG/8RVVVbN8uz7/RSIqixpV41r1lmqwctsvUV21tuPxU5hdYJDtNqnYSmXtqAkBrq7FZW8uXF+k2DKg/3YOfToj7a72O9CSyl5fs5Rf9aWzskv5zPRizsjCamz3o6jLve0truu9E9fVuU8rZFEXFK6+kGfLYa9aUWrrPLtlfYaExQzVEtYDpz+zZ6Whp8cLtlvuC/EB6D+7YtSt8zGTFVjGJiLd3NocEOc+CBfpeEC4ra5V6qrfeYs1qDwYVrFkjf8s0BjUTwEzNwZk53IH0o5Wfy7rjqq+Pf3JbNL7+uhAAD5D04vEEkZ/foOtjahkiIl6jggJ9/y1m0IYEWZWqmtMWw+xMHytnzyZq/vxsBALmnLVrGaF66z4giEhGVVXGHIdXV3dIU9XzzTf7LFt6DvRMJAiFFMdmHvp8obguKnJIkPOsWKHvEECnDAnSxFrCv317lSUGQDOomQCtpyZ3pP1z8gmblclyoDoQI3vZejyBSN8Qfq718/rrO3R9PJG9vMrKrFfiZuV+mprSUuP/DWaWngPhNi15ec7rt6soKt5+2/jSc01ZWavuF1mbmz1YujR8AYzfFSSr1lZjTkRlydIEgJYWL7Zti68fowx8vlCkOmjvXpejq9xSUvbFdPtAIIScnDqDVkOyysnR97ip+5AgJ4g1g98KpecAg5oJYabm4Pbt43RXK5I9qGnk5+6bb/aZWn7qFKtX69tgWuQJldZ2xEq0TE3ZD0gGY0b/Ni2oaeZ2mj8/27wnk0RKSinKyloBmBcQfPTRDbo+3mef5XE4BUkvFFINaT0islqiP7Nnh1tMyLKeWNXXh49rjWjXYyXffBPbseKePU1xDz4h62pr8+lavbN9ezio6ZQLlGVlscVnVq4sBiD/9mFQMwFWPLk1k5XLQZxM9t57vfsP6an71HPSz/79rQgG9Sk1bW/3obpa3L63rU3uz0d/tExN2Q9IBmNGtqnZmZpA7JkpdmDGgKDeFi/eo+vjsfScrGLr1grdH1O7sCjLd4p2kcSqtMwzrWe3U/crsQZ1nVqqT/oNIQ0EQoYOVJNRRUX0lSu1tR3IyrJGNjSDmglgpubgqqu5fazIjN51iWhsNCaoGQopWLYs3KdFlgN1u1BV4KOPduvyWHv3ip24GgwqcU0OFMkO5efl5a2GP4cW1DTz819UZO1+p7Gqrm7HsmXml223tfmweXO5Lo9VWNjkuMwOsq7UVP2DmvFOqjaaVT+PubnhXt3akCCr/jsSFWvbMg4Jcq6vvirU5XHy8hrg9QZ1eSyriKWN2+rVJQauRF8MasYpFFIi5QLUP24fa5K9/Ly52ZgJdWlpVZxka6D339dnWqEMvbyysqxzVVdVVcsPCgKAykrjsyhFZGr6fCFH9Z9+990shEJiztgff3yTLo+jZWkSWYHe/ecAOb6H7aSw0IVAQMHu3dYbRKinWCdQc0iQc2lZzYnSLlA6SSyfs5UrrdFPE2BQM24ul0fYgblVNDUxQGRFsmdqGjWBjaXnxtqxQ58DEK2XV7LAb6/0dOscBNXVuW0xeKChwfjvExFBTQCYPz9LyPOaLRhU8N//Zgp7/i1bKhAKJdYGIxRS8MEH+mSdE5mhpETf/vYuVxcvAOusvLwV+/d7Hd+nV1HUqOcxBIMKhwQ5WFNTly6fF6cNCQKiHyAXCISQkmKd4blCg5pvvvkmzjrrLIwbNw7jxo3DtGnTsGrVqsjvvV4vZs2ahQkTJuCQQw7BzJkzUV/f84pjRUUFZsyYgdGjR2PixIl44IEHEAwan0bMfppDM2rqIhlL9p6BRryvVFWNBDWtsOO2Irfbj337Es9I04Kaij4tOuOye7d1DqTtUHoOhE+kjeTzBYW1lNF7kJasVq4sRlWVvlPIYxEMKpGp6/HasKFc6L+BKFY1Nfq+X80Y2uY0tbVulJQwUAwAK1YURXW7vXub4PE4q2yYelqyJPFe2VpQ00nnftG20EpLq5I+JtCd0KDmMcccg+eeew4ZGRnYtWsXLrnkElxzzTXIz88HANx7771YtmwZPv/8c2zatAk1NTW49tprI/cPhUKYMWMG/H4/UlNTsXDhQixYsACPPfaY4WtnP82hyT5whvrndstdfm5EeXxBQSNKS/XNZqC+5szZkfBjyFD2VlRknUChHUrPAaCtzdiLZCKHT8nwnjbDW2+ZPyCot1df3Z7Q/TkgiKymo8MPVccz9oICZ+yvzNTU1IXi4nBQ0+n7li1bousByyFB9Pnn+Qndv73d58j9WSikRlW1ok09t8o+SWhQ83/+539w1VVX4bvf/S6+973v4d///jcOOeQQpKeno62tDe+++y5mz56NSy65BOeeey7mz5+P1NRUpKenAwDWrl2LgoICfPjhhzj77LNx5ZVX4qmnnsLcuXPh9xsbmNEyNa3yQotgtWEaFM5kkb1hshHl8V9/rU/DaRrcihXFCd3f5wtKEXy2UqaWlqlp9e8qozMyRJWeA+F/mxk9Q0UqL2/FqlXhz7/IjIjCQlfcfZk7OnyRKepOyuoga1NVfRMxtIswVv9OkYnbHYhkajp936INTRoKhwRRoq2gMjJqHPt5i6bieNWqcD9Nq2yj4aIXoAmFQvj888/R2dmJadOmISMjA4FAAJdeemnkNqeccgqOO+44pKWlYerUqUhLS8OZZ56JSZMmRW5zxRVX4M4770R+fj7OOeecfp/L5/PB5zsQGGlvD5+gBgIBBALRBeKqq8P3GT48CcOHc4/aXSikwu9XEQwqQ25P7ffRbnfST3/bvqXlwMneqFFJSJLoaCEQUBEMqvB6/bq/X7QShoMOSsKwYfL8mxNx8MHJPf4vkrZPKC1tgc/nQ3KcDTELChqgKOFvVxHvz2BQRSCgwuXqGvQ9KNN+rbAwXCpo1e8qRVHh86kIhVR4PD4MHz74eyfeba+1Rhg2DDjoIPM+M16vAlUF5s/PxMMPTzftec02b95OqGq4F+7IkfFv33j3a6oafh+pKvD44+vx8suXx/zcixbloasrgKQkYORIub4fzSDTd4rTxLPtVVWF1xv+vty4cR+uu+40XdaiZTZZ9TtFJtr3WyCgoLIyXI0g27G3WbTjq6qqtqi+v7VBMYm+D7lfEyfeba+dU9TWuhM6p0hLqwQQfg+NGGH/z1z374S8vHpMmjR6wNtWVbVj9+5wy8d490mjRiXDa2InQuFBzdzcXEybNg1erxeHHHIIlixZgtNOOw3Z2dk46KCDMH78+B63nzRpEurqwv3M6urqegQ0td9rvxvIs88+iyeeeKLPzzds2IDRowd+gbtLT68CAPzyl0filluOjuo+TlFZ6cXdd+/F6NHDsHLlyqjuk5KSYvCqaCDdt31DQzjDecSIJHz66Q9ELalfK1c24u23q3H88cOjfl9Fw+XyY9euWiQlAW+9dRoOO2yEbo8tg/feO0P0EhAIKLj55jz4fArefHMJTjjh4LgeZ9u2VgDAd787Gi+++D0dVxidwsJOPPhgMUaPTorqPSjDfi0raz8A4KGHTsC5544TvJrYNTcHcPvt+UhOBlatWhX1RYdYt/26deFjhp/97HDcffdxMa8zXv/5z35s3NiC3NxCrFxpnQzgWASDKt56K1wmdv/938H5549P+DHj2a8tWlSHjz+uw8aNe7FyZeyZv//5Tzhr4cYbj8J1100a4tb2JcN3ilPFuu3vu68Q+/Z5kJ+fgzFjynVZw/9v787DoyrP/49/kgAJiKCgLCqLaEUpCuKC0VYFQVDwK1arIgqK6E+FVqVqS+sCtNaqdUNRrApoBcQFAZVFZFX2fTesSYCshCxkn8yc3x/TGTMkIZPMcuaceb+uy0tm5syZZ56TOct97ud+Nm92BwLGjTtPXbo0Dco6o1VhYYXuvXeHJHed8NNPb6ApU6Lz93XgQLFGj96jmBiXvvvuu5MGUZxOQ5s2uYOar7/eWe3aJQT8+ezXzFPXvi8rc2nIkO2qqDA0ZcoctW0bX6/P/eabg5Kke+9tq0GDWtVrHVZz//07lJdXod27N6qsrOaapIsWuUtXde7cRC+/XL/rreLiYt1zT73eWi+mBzU7d+6sLVu2KD8/X19++aWGDRum5cuXh/Qzx4wZo9GjR3sfFxQUqF27durVq5datmzp1zo++WSWpKOaOzdb8+ZRNLsyT+2ewkKnLrzwKnXq1KLGZR0OhxYtWqS+ffuqYUN7BZMiXXV9v2NHlqRdcjgMDR4cWTO8VlS4/662bCnSzTffHLT1uuu87VJMjPTYY4EXnY4UjRvHavLkrho+fIdKSkycVed/HA53G77/3qE5c26v1zo2bfpRUrKSk0tM+fv07NuOHnWoa9er1b79adUuFyn7NZfLUFaW+4LplVcOKjbWeneiPX3ucklNm/5avXp1POny9e37b76ZJylDK1bkatWqvPo3uI48+7WFC3M1ffqDIf2szMxCvfHGWiUkNNDo0VepWbP6XQjU1Vdf7VZenrsW5YQJKXr7bf9qplUnkP2aJ8t7+/ZCnXVWD3Xv3sbv9yYn52nHji2SpC+/zNCsWZknf4MNRdoxJZrUt+/Ly93LrltnaOzYwM+bCgvLlZ29RZI0fvz+qMwoDKYTa50WFTkj7tw7XDx9cfy4U02bdtV113Wocdldu7JVVuY+pjz9dFJAf4fs18wTjOP5mjUN9MEH9du3jRz5tiRp+vR0zZxpnQlAA1Fa6u7n5OTmGjWqb43LTZnypSTp4MH6X28lJIR3jg7Tg5qNGjXS+eefL0m67LLLtH79er311lu66667VF5erry8PJ9szczMTLVp4z4RbdOmjdat8514wjM7umeZ6sTHxys+vurJfMOGDf2+CMrMLJLkHhLrcFik2IAJDh48rs6da89oqEvfI7gq971nZycpYg/uZWXOoP6tfPPNLzVDIvU7B6KkxBVR32vVqiP13n579rjraUbCfnft2gydd96ZJ13G7P3a4cMF3lqUZWWGJGsfq5KScnXjjb/ya9m69v3hw+76Qmb9bR0/Xq68vHKdeeYpQV93cbFDr7++Wi+/vNI7EdzEiRv05pv9NXRot5AHuz/8cIskd+0z99CnwPs30P3a2LE/6rvv/E8h+OyzXd5/2+G3FIhIO6ZEk/r2/f79eUE5Fu3f/8ukGsH6LeMXdj0PrasffkhWnz7n1/j6tm3B/ztkv2aeQPr+xx8P12vfduRIgXeCyPLy6NuXpaYW1Nhv5eVOLV6c/L9/179vDCO8v6eIKyDhcrlUVlamyy67TA0bNtTixYu9ryUlJSk1NVWJiYmSpMTERG3fvl1ZWb8UFV60aJGaNWumLl2CUzumJhkZzH7ujwMHzJ/UA/4LxcziweZ0Bu/Ak59fqqVL3cMPrFII2ery88uUlla/YbaRNEu0FWbetMvM5x6hPJ6YOVGQx8cfbwnq+pxOl6ZM2axf/eptPffcUm9AU3L/Dh94YI66dZuk9esDK7Z/Mnv35mjx4sjbx/7wwwG/Z4Q2DEOffBKd2VOwB08iRqAi6RhsRyS+uq1bd/JjEpMEwSMlJa9e76vtb8zu0tJqniho5cpUn/NFqzA1qDlmzBitWLFCycnJ2r59u8aMGaNly5ZpyJAhat68uR588EGNHj1aS5cu1caNG/XAAw8oMTFRV111lSTpxhtvVJcuXXTfffdp69atWrhwoZ599lmNHDmy2kzMYDEMI6gzCdpZfXc2MEcoZhYPhbKy4MyEPH/+Pu+waITP22+vq32hEzidLiUlRU6QzjNZQiTzzHxuF6mpeSFZr2EYERHUnDt3T9DW9f33+3Xppe9r+PC53pPX6i4Ad+zI0pVXfqh77vlKmZnBP6/5z382Bn2dwVBe7tS0adv9WnbVqkPat89evyVEl+Jih3e4ZiB273aX26rnvByoBf3qVtu5nieoGUk3ymAOp9PQunWH6/w+T1AzWgPjR48W1/javHl7JVmvb0zdfWZlZWno0KHq3LmzbrjhBq1fv14LFy5U377uMf5vvPGGBg4cqNtvv13XXnut2rRpo1mzZnnfHxcXp2+//VZxcXFKTEzUvffeq6FDh2r8+PEhbffx4+UqLjZ/Vlsr8KR2wxoKCtxBzUjfkXnaGag5c5IkRf73tRtPv9dFSkq+SkuDE8wOhuRk84NgtfFkatrl7/tkd5YDcexYiYqKzD+me2aaDHQd/fp9qn79PtX27e5RLJ7tf7ILwBkzdqhjx7f06qurVF7uDLgdkvvm05QpW4KyrlB49dVVfi338cfu2m12+R0hOiUlBV7/3xPUdHEvOOhat25EjdL/ycqqObPY6XRp8+b0MLYGkc5zjK6Ldevco62iNTB+7FjN05LPm/dLWTYrMbWm5kcffXTS1xMSEjRx4kRNnDixxmU6dOgQ1JmQ/ZGeTqDOXwzTtxYrDD+XpJyckoBrz5WXO713o6y247a6PXty5HK5FFuHtIRIG/ZmhX2bJ1PTLn/fR4+WhGS9kZClKbmHhOfnl6p587rP5HrkSIGee26ppk7d4t3eMTHube/v9i8trdAzzyzSO++s03/+M1D9+tVc08wfX321Wzk5odlmwbB9e6YKC8vVtGmjGpcpKXFo5kz3zO12+R0hOq1YkaKLLjp5HejaWGGEglV1736qVqygZJckVVS4lJVVpFatqp7n7917LCJuQiJyLFuWUqflnU5XSMvuWEFRUfXX+ykpeZbdz5PoXg8MPfffydKbEXmsMvw8GDcWli1LDlrGJ+rG6TQ0f/6+Or3HkyESKYkMVvit2G34+bFj9g5qStKnn9atduPx42V67rkl+tWv3taUKe6Apj+ZmSeTmpqv/v2nqW/f/2r//vr/DU2atEFS5A6pNAzpn//88aTLzJmTxHECtrB+fWB1oMvLnQHtD1Cz+PgYPfjg2WY3I6J4kg5OZIV65givupaHSUrKsUwST6g4HK5q64rX9doskkToqWZks0KGTqTIza05vRmRx7OTj/SMlGAENWfP/llS5ATJos0HH2yq0/KeTM1I+dt0Og0VFkZusMPlMmx3AVrTneVAeYKakbAv+Prrn/1arqLCpffeW6/zz39b//jHj95Z7qXg/UZ++OGAOnd+R888s6jOReN37crWjz+mSorsoapTp2456euffMLQc9hDoNk3e/fmBHWiRvwiNjZGjRpxSV7ZsmXJ1T7PJEE4UXm5s07lNaJ9kiCP6hIFPEFNK/6+2IPWgyegYsUNHm75+QQ1rcQqGSmBzuTpchneuo6REiSLNp6Ah788mZqRJNDMl1A6dChfZWXBqY0YKYJV6/FEkZSpuXlzxklfNwxDc+cm6eKL39Njj83z1h4L1fmI02no1VdXqX37NzRt2ja/Zwx///0NoWlQkKWnF2rPnur3Lenpx7Vw4X5JHCdgfSkpge3nIvEYDPvasqX6YyGTBKE6td2grGztWvfEQtEex9mzx3dCrrKyCv3wwwFJ1vx9EdSsB4af+69y9ggin1XS8bOzAytrsHFjWsgmHYF/jh0r8bs8hWEYEXlBFcl3e+029Fxyn2SFYth/amqBd/1mO3aspMaJCDdsSFOvXh/r1ls/088/+5ZjCHXbc3NLde+9X+uyy/5T6yQNxcWOehXuN8vf/rak2uenTdselBmjgUgQaDkoT6ZntAcCEB7JyXlVnnO5DCYJQrW+/36/38tG+yRBHifOVbBiRYqlJ8ImqFkPnqBmtP8Y/OFw2CtTyO6sUCdQCvzk3DP0HOZ69911fi2XmVmkvLzIy/oOxmzVoWK3mc89QjGkPpIyNSXps892+DxOTs7TkCGzdMUVH2j5cndB/HAFM0+0eXOGevT4j+6/f7ays6vPmP/8853Kz7fGsURyz/R5YgaqYRjMeg5bKS93qqys/okGnhuLXPsgHPLzy6rcVNq7l1qIqJ6/iQ8lJY6IPncPp717fScms/LQc4mgZr1QU9N/huGeURXWYJWThUAnDPEMPYe5Zs3yL7gcaTOfe0RyNmQkty0Qu3YFP2M30oKaX321S5KUl1eqZ55ZpM6d39H06dslmRfMPNHHH29Vx45v6q231qiiwrdopmeCIKucGBcXOzR37h6f5zZvztCOHVmSzO9rIFgCyXKL1OMw7OvEv9dNm8jSRPVKSiqUllZQ63KbN2dUOWeJVsnJvkFNz+RcVj3nIahZD8GYpCSaZGTQX1ZhlZqagdRq3bfvmHbu5OQ8Evi7HSJt5nOPI0dqP4EyiyeoadWTk5rUdZbL2pSXOyPumL5u3RG99dYanXfeBL366iqfWqKRtD2Liyv0xBMLdcEFb2vJkoOS3HXQ1q51l2WIpLbW5sRZ0D/+eIukyNvnAIGoay1rD6fTpaSknNoXBIJo/nzfGdA99TRjiV6gGv6UvYnkslHhduTIL+e+Bw7kWn4fz26hHqipWTd2zRiyI6sMPw9kaOOcOQw9jxQVFS5vMORkIjVDJCcnsIzhUPIMP7eb6upsBeLIkYKIC74dPVqiJ55YGHBGergcPJinG274RAMGTNOLL7qDg1YLBm7YkOYdmlte7tT06e4SAJH2twEEor6ZbsnJeYy6QtitWnXY57EnqOki0Q7V+O67vbUu4wlqWu0cJRQ8E01KVW8gWBFBzToqK6uwzIVGpNi/P7f2hRARrDL8PJB2zp7tHnrOAS0y+DNLsmfIcaQFGMrKnHI6I+/suqLCpQMH7LnfPXQouEPFI23oeWVW20fNm7dPX37pHjofab/V2rhchl57bZUk98l9oHWbgUhU30ycSJyoD/ZX+Ya2y2Uw/BwntX177bUyrTiSJFQqx7PmzbN2PU2JoGadZWZWXxgfNUtJyTO7CfCTVYafFxXVL6iZlVWkVasOSeKAFimWLUupdZlIzdSUQjNxTaBSU/PlcEResDUYsrKCG2yK5KAm+6jw+s9/NkkSEwTBtg4dql/JFM8xmN8Ewikt7ZeRkfv3H7PMNQrMUVBQftLyZEePFtv2hn99eBKESkocWrrUPWrOyuedBDXrKNJqb1lB5ZoN4bZyZaqSkrjD7A+Xy1BhoTUyNYuLHfV637ff7qkymyLMlZVVpIKCmk9C8vNLI7rkx8qVh8xuQhV2HXouSUePBvfGoieoycU6UlLytWVLur791j1pkJVP7oHq5OXVrx45M5/DDOXlTm9ZLLI04Y9p07bV+Nr69dTTrMxTcmf58hSVlFi/vAhBzTqK5IvrSGXWbPH79x/TdddN1aWXvq+sLLZbbeqb/WiG+tZ2mj3bXU+TAEZkef/9jTW+FunD3jZvzjC7CVV46hjb8e882JkanqAmF+uQpEGDZto2yxmoqHDVax+6a1fkjpaAvX3//X5JTBIE/3hKjFXHM/TcjufG9WEY7iQhz6znVu8Xdg115MnUtPqGDyezalMtW5Ysp9NQSUmF7rvva1PaYCVWqacpyWc2YH8VFZVr0aIDkghgRJrPP99Z42uRPPRcisz22TlTM9h3k1NTI3cGe4RfSgqZu7A3TwkefxmGEfE3F2Ffixe7h8UySRD8cbKMXs8kQVwD/uLgwVzNn++up2n1fiGoWUdkatadWRMrVR4W+v33B7RzZ5Yp7bAKq8x8Lqlek7N8//1+Zu+MUNu21fzb9FxMRWqQwRMEiSSeTE2rn6BUx+k0VFERvKsaaj6jOnb87QCSuyxTXaSnF1LLEKbZuDFdhsEkQfBPTk6Jd1h1ZYZheIOa+MXChfu1b1/kzQ1QHwQ168gzlJoTXv+ZdTJ04t3owYO/MqUdVmGlk1aXS3WujTlnDrOeR6rycqfWrj1c7WuRXssrEieP8wQ17SojIzh1mg3DiOiJggAg2LZtq32G4MoicTQCosf+/cd04EBuvevBIvp8+eWuKs8dOJCrnBxzkqwiWXV9ZVUENeuITM26q++kLoE4erRYSUm+QzC3b8/SwoX7wt4Wq7DS8HOpbpmlFRUuffMNkz9EsnffXV/t85F+QRVpk2s5HE4dPGjv2R2DNRQyN7dURUXhPz4BgFnqetPLU0+TG8IwQ25uiTZsSDO7GbCQ6gJ1ZGlWz9Mvdti/E9SsI2Y/r7v61D8M1OrV1dcMGj58jgyiWtWy0vBzyT0rtr9Wrkw1rQwC/PPDDweqPFdaWqGDB/PC35g6cLkM5eZGzt9WcnKenE577+N+/jk4NUPJ0gQQbdLS6nYdQz1NmMnlkrfmH5MEwR+eCYEqs1PwLpg81wt2CI2we6gjMjXrzjBUbX2LUPIMPT9x55WWVqhJkzaEtS1W4cnUtMoOPyPD/2G/zHoe+dLSClVc7Jv1uGdPTp3LDJihpqHzZrD70HPJPYwoGAhqAog2dR2VE+klYGB/s2btlsQkQfBPRkZhlbkXPIFO9mP2RVCzDlwuQ5mZBDXrI9x151atcgcZqtt5PfPMD0GdaMIurJapmZbm36zFhmFo9uyk//07lC1CoCZP3uLzONKHnnusXx85Q6M8M5/bOYAfrMl9PEFNO/cVAFTmchl1qktsleMw7Mtq5bFgLsOQFiz4pdycw+FkoqmTsMs5MEHNOjh6tNj2w/pCJZwza5WXO09aO6OwsFx//evisLXHKqw0UZDkf6bm9u1ZSk7OC21jEBQzZmz3eRzpM597bN9e8+zt4Wbnmc89glUGhkxNANFo+fIUv5Y7dqwkIifDA4CTmTFjh/ff27dnqaws/KXwrMIu1wsENeuAepr1t39/+IKaW7ZkqLT05MPd33hjjeUyE0PNandCs7P9O9H2DD1H5Nu0KcPnsVWGvYVz/1abaBh+fvRocGqYeoKakf73BQDBtGaNfyVTyNIEYEUrV/4yt0YklYhC6BDUrAPqadZfSkr4MmI89TRPpqLCpREj5oahNdbhCfJa5QI/O7vYr+XmzEkKcUsQLKWlFdq2LdP72CoXVEeORM4NL8/wczsL1qRfZGoCiEb+ji5gkiBEikgfsYPIkpqa750YeN06d4ko/obsjaBmHWRkuIOa/Cjq7vBh/+ofBoPn7kxt2+mLL3ZxUVuJ1TI1/QlspKbmU0fFYt55Z50kyel0ac8eawTocnNLzW6CJHfpjXDeQDJLUVFw9lXs/wFEo4MH8/xaznNjkesemM0qCReIDC6X4U1y8pSk42/I3ghq1gHDz+vPExAONcP4ZSdW287LMKTBg78MQ6uswWo1Nf0JJM2dS5am1SxcuF+S+6LLKjVwysudETH52IEDuZaYLT5Q5eVO7x34+nI4nEpL45gOIPr4e05ulRIwAHCiTz/dpoKCMsuM+kJgCGrWgWf4OQf3uvO3/mGgUlPz63ShumrVYa1bR60NyXqZmvn5tQc1PfU0yTKwjkOH8lVeXmG5k5BIaG80DD2X3MfgwsLA9ldHjhznWA4gKhUXO/y6AbZrl/nHNQCoj2XLkrVhQxrnelGCoGYdUFOz/sI1PLNyYWB/DRkyKwQtsR6rTZxUW2Zpbm6Jd4ZPDmjWYRjSf/+7zTIzn3v4U8s31DyTBFmlzwIR6ORMDD0HEM327Tv5PrSoqDwqypkAsKf9+3O9Q8+j4bw42hHUrAOGn9dffn54AmaewEJddl779uXqiy92hqhF1mG1TM2iIsdJX583b29EDAlG3X366TbLDXvbvDmj9oVCzJOpaZU+C8SuXYFNYEFQE0A0W748+aSvJyVFR+Y/AHtyOFzeEXvRcF4c7Qhq1kG46kLaUbAmdqiNv/U0T/Too99FRS26k7FaTc3a/qZmz3bX0+TunPWsX58WEcO56yISLgA9mZrRoLYso9p4gprsHwBEI8+MwDWx2jEYAE60du0Rs5uAMCGo6SfDMBh+HgCHI/QZc8ePl2nr1sx6vTcnp0SvvroyyC2yFqsFNUtKKmp8rbS0QgsW7JPE3TkrKipyaNu2+v2WzZKammd2E6IqqOnv7L018QQ12T8AiEa11cv0vB7LlSIAIMJxqPLT8ePlKi4++XBX1MzlMlReHtqZjNetOxJQtuXYsctVVlZzoMzODMMIeOKNcDvZtlqy5KDlvg98nSxoHYmysopN/fzS0godOhQ9Q6oPHw7su1IrDkA0S0nJO+nrnhIwLqr4AAAiHEFNP1FPM3BZWaGdAb0+9TQrKy2t0OOPLwhii6yjrMxpufqTJ2vvnDnMeo7wKioql2Fi2t+BA7lRlXUYaBCZmpoAotnRoyffh3qCmgBgZVwLRgeCmn6inmbgAp2ttjaemc8DubD/4INNOno0tMHXSGS1oeeS5HQa1QaRXC5Dc+fukcTQUquz0omIYUjZ2eZla3omCYoWgeynDcMgqAkgqpWVOeVwVD+CqrzcGXDdYgCIBFwLRgeCmn6inmbg9u/PDdm6XS5Dq1cfDsp67rtvduANspjjx60X1JTc2bUnWrfuCDchYIo1awLfB9WXp56mlQLBgQjkRkxeXinlKQBEvc2b06t9ft++Y5YbvQMAiF4ENf3kGX4eLReMoVBb/Z5A7NqVHbRswwUL9unnn6Nr1sfjx615gV/dNp89m6HndmG1u6vr15s3y6InU9NqfVZfgdRcJUsTAKQff0yt9nlmPgcAWAlBTT+RqRm4w4cLQrbulSurPzGrr8GDvwrq+iKdVTM1qxvu6wlqRktwB5Fj584s0z47mmY+l9zlJ+qbSURQEwCkjRurz9T01NPk5jAAwAoIavrJM5yVQEn9hTIwvGqVe9hnsE7AtmzJ1A8/7A/OyizAijU1paoTeP3881ElJUVXbUFEjv3780z77GgLakpSRkb9JvDzBDW5YAcQzZKSqp8MyBPU5JoHAGAFBDX9RKZm4LKzQzcBjydTM5gnYA88MMfU2YzDyTP83GoX+SfWzvTMeg6YIS2tfkG2QBUXO0KaCR+pdu2q3+y8ZGoCgHToUPXHjV27GH4OALAOgpp+OjEjDHV37FhpSNabmVkYkkmIDh8+rg8/3BT09UYiqw4/z8z0DZTPmZNkUksAKT8/NPu42uzfH31ZmpLqnZWdmuq+kI+Se1YAUK3c3KrHLJfLqDGDEwCASERQ009kagYuVBf8wZj1vCZPPbUoKmaAtOpEQVlZvwQ1MzIKTZ19GnA4XCovd4b9c6Nx6LkkHThQv5tZZGoCgFRR4VJRke/5X0pKXkATsQEAEG4ENf1QVlahY8dKzG6G5RUVOUKyXs/Q89gQ/DUXFJTp+eeXBn/FEcaqmZqVf5fffJNE5hVMt21bRtg/0zPzudXKRwQqJSWvXu8jqAkAbqtWHfJ57KmnCQCAVRDU9MOJQ1xRP6HKYPJMEuQKUULlv/+9SoWF1gz6+cszUZDVgoKVg5qzZ7uHnkdbYAeRJZSZ4zXxZGpa7fcbqPqUhXE4nKbVPgWASLNypW9Q01NPk3MpAIBVENT0A/U0g8PlMuRwBDewWVZWoQ0b0oK6zhM5HC499NA3If0Ms1l1+HlenrukwfHjZVq8+ICk6AvsILJs2ZIZ9s+M1uHnR4/WfQRFWtpxuVzsJABAkrZs8R1dsHu3O6jJuRQAwCoIavqBeprBc/RocVDXt3Fjelhq2M2cuVOHD9t3yKJVg5qeDNOFC/errCz8tQyBE+3ZU7/JawLhGX4ebepTFoah5wDwixNvijH8HABgNQQ1/eDJ1GQoRuDqO7FDTU6sBRQqhiHdc8+ssHyWGaxaU7Ow0B2MnT37Z0n8RmG+Q4fCGzQrLCyP2htvJ05w4Q+CmgDwiyNHCrz/NgyDoCYAwHIIavohIyM6LxhDYd8+awY1JenHH1NDPtTdLJ6MR6spLCyXw+HUd9/tlcRwKZgvOzu42ei12bcvOoeeS+46zUYdf/SeoCY3QADAd6RORkaht6wPAABWQVDTD54sGAImgUtJCV5Q0zCMKgXOQ23IEHtma1p1+HlxsUMrVqRwEo6IUVLiqHOgLRDROvRcch+TPdna/kpJyfe+FwCinctlKCvLPSEqWZoAACsiqOmHaB3aFwqHDgVv0qUDB3K9J2LhsmdPjmbN2hXWzwwHqw4/Lyur0Jw5zHqOyGEYUlpa+I4Znnpo0fr3v39/3TJVGX4OAL5WrEiR9MskQdF6PAEAWBNBTT8w+3nwBLMvwzn0vLJHHvkurJlY4WDV4efl5S5vPU2bbRJY2Lp1R8L2WZ6gZrT+/e/aVbfMIoKaAOBrzRr3+TSZmgAAKyKo6QdqagZPdnbwMis9Q8/DfUc5O7tYr7++OrwfGmJWHX5eUeHSoUMFtS8IhNGmTelh+6xoHn4u1a2mqGEY3uHnAAC3bduyJP0S1IzWm2QAAGsiqFkLl8tQZmZ4hzjb2bFjJUFblydT04yTr+eeW6rycmf4PzgEKipcKi2tMLsZgG3UNXswEJ5MzWh18KD/dZrz88vqXIMTAOzuwAH3fnTXrmyTWwIAQN0R1KzF0aPFqqhwmd0M28jLC84w5/z8Uu3YkRWUddVHSUmFnnhigWmfH0xWracJRKrk5LywfE5BQVnY6wpHmsOH/c/UZug5AFTlmfWckWkAACsiqFkL6mkGV1FRcLJk1qw5bPrwmP/8Z2NQM0/NYtWh50CkCtfkctE+9FxSnUZSENQEgKqKihzatcu8RAEAAAJBULMWzHweXMEasu0Zem7mDI1Op6GhQ782rwFBYtVJgoBIlZ8fnt9UtA89l6ScnGK/l/UENZnZFwB8LV2abHYTAACoF4KatfAMxeAiKDicTkNOZ+DD+VetOizJ/GLm3323V3v2WDtbyuo15vhtItI4HC4ZYdg5eTI1o/k3UJebMmRqAkD1Zs9OkhTdxxMAgDUR1KwFw8+D7+hR/zNrqlNR4dKaNYeD1JrA/fa3UzRp0gbl55ea3ZR6sfrwc7MD20B1CgpCP5GYJ1Mzmn8DJSX+T3LmCWpGc38BQHU2b06XxP4RAGA9BDVr4Rl+zkE+eOoyW211duzIiqjswqysIj366Hdq1erfuu++r/XTT6lhydIKFqsHNYFIlJkZ+iHoDD93Z//7O5kfmZoAUD2n0zrnrQAAVEZQsxbU1Ay+/fsDC2p66mlGmvJypz79dJt++9sp6tRpgv7971WWmJnYM/s5Q46A4ElPD/3NAiYKcsvI8G9EBUFNAAAAwF4IatbCU1MTwZOcnBfQ+1euNH+SoNokJ+fp6acX6ayzXtOtt36m+fP3BqWWaCiQqQkEX6gzNXNzS5STUxLSz7CKXbuO1rpMRYVLR45QTgYAAACwE4KataCmZvAFmi3jydS0wghvp9PQ3LlJuvnm6TrrrNf1/PNLAw7qBhtBTSD4MjND+7ti6PkvkpJqz1hNSzsul8sCBw0AAAAAfiOoeRKGYTD8PAQC6dO0tOMRFxT0V1ZWkf7+9xXq1Okt9er1sb74YqfKyvyf5CJUPEFNKwSJAavIyAhtpiZDz39x4EDtAV6GngPAyUXyCCgAAGrSwOwGRLLjx8tVXOwwuxm2E0idyUitp1kXhiEtW5asZcuS1bx5vB54oLtGjOihX/+6lSntKSwM/YQmQLTJyCgPaWagJ1MzJoYbEikptQcsU1LyQt8QALCwaD+WAACsiUzNk6CeZmgcO1b/OnCeoKZd7ibn55fpzTfXqmvX93T55f/R5Mmbwz6ze0EBw8+BYMvJceippxbp0KHQZAh6gppchPpXJsaTqWmXYwcAAAAAgponRT3N0MjPL633ez2TBNnxQn7jxnQ9+OBcnXnmqxoxYq7WrTsiIwxflJqaQHB5AmfvvLNBHTu+pVtv/UzLliUH9ffM8PNfZGcX17qMJ6hpx2MHAAAAEK0Iap4E9TRDo7CwfkP6S0oc2rQpPcitiTylpRX66KPN6tnzQ1144UStXXs4pJ/H8HMguOLjY/TMMx0VGyu5XO7Jwnr1+lgXXPCOJk3aEHA2tmEYTBRUSW5u7TfKUlMLwtASAAAAAOFEUPMkPJmaDFcLrvpOjrNhQ5oqKlxBbk1k27MnR717f6K8vPoP2a8NmZpAcMXExOjqq09TfLzvIXbfvmN69NHv1Lr1v/X44wvqnW2Zk1OivLz6Z7zbjT9BYiYKAgAAAOyHoOZJkKkZGk6nUa8JNDxDz6MtyFxc7NCtt34WsvUXFJCpCYRTcbFDEyas1QUXvKMbbvhE8+btrdM+kaHnvhwOZ61D+wlqAgAAAPZDUPMkPBMFUYMr+HJyaq+BdiLPJEHRuD1WrEjVp59uC8m6ydQEzLNkyUENGDBd7du/oddfX63c3Nqzshl67sswTp6tmZ9fys0bAAAAwIZMDWq+9NJLuuKKK3TqqaeqVatWGjRokJKSknyWKS0t1ciRI9WyZUs1bdpUt99+uzIzM32WSU1N1YABA9SkSRO1atVKTz/9tCoq6jfEuTIyNUMnJSWvTssbhuENakarESPm+hXwqCuCmoD5jhw5rj/96Xu1afOaHnxwjrZty6xxWU+mZiy3Jb327as50EuWJgAAAGBPpl4SLV++XCNHjtSaNWu0aNEiORwO3XjjjSoqKvIu8+STT+qbb77RF198oeXLlystLU2/+93vvK87nU4NGDBA5eXlWrVqlT7++GNNnTpVzz//fMDtY/bz0Nm3L7dOy+/Zk6OcnNDVlbSCsjKn/u//gjsM3eUyVFREUBOIFOXlTk2evEXduk1Sz54f6osvdsrhcPos48nUdEVXieGT2r37aI2vEdQEAAAA7MnUoOaCBQt0//3369e//rW6deumqVOnKjU1VRs3bpQk5efn66OPPtLrr7+u3r1767LLLtOUKVO0atUqrVmzRpL0/fffa9euXfr000/VvXt33XTTTfr73/+uiRMnqrw8sGANmZqhc/Bg3YKa0Z6l6fHTT6n65JMtQVtfWZkrKofzA1awbt0R3XnnlzrrrNc1fvxyb0kUhp9XdbI6o56gZrTVYwYAAADsroHZDagsP9994dGiRQtJ0saNG+VwONSnTx/vMhdeeKHat2+v1atX66qrrtLq1at18cUXq3Xr1t5l+vXrp0cffVQ7d+7UpZdeWuVzysrKVFb2S32tgoICSZLD4ZDD4fjfMhU6dsydGZiQEKMYroaCorTUHUQ7fDjPp789/6/JTz+lSpIaNYpRXFx0bguHw6WKCun//b9v1a/fuWrRokmA63OopOSXVC/+zu2lceNYn/8jfILR94ZhqKLCkNMpHT1arBdeWKbx45frd7+7UHv2uLMS4+NjFBsb3b/ZsjKXXC4pOTm3xmOK5yZagwYxatAguvvL6tivmYe+Nw99b29sX/PQ9+ah7+0tISFWpaXh+7yICWq6XC498cQTuuaaa9S1a1dJUkZGhho1aqTTTjvNZ9nWrVsrIyPDu0zlgKbndc9r1XnppZc0bty4Ks8vXbpUTZq4A0XZ2e4szwYNYjRjxiUEe4Jk/Pj92rTpuOLisjVv3jzv84sWLTrp+77/frck6amnOurKK5uHtI2RqqzMpSefTFJaWpkGD/5Yjz/eIeB1lpS4h7U2aRKr6dMvCXh9iDyTJ3c1uwlRKxh973C4tGpVnubNO6qkpGJ98YV7XxgTI/33vxerUaPoPhl85ZWDWrUqXw0a5NR4TFm7NkWSNGRIWw0a1CrsbUTwsV8zD31vHvre3ti+5qHvzUPf21NxcbHuuSd8nxcxQc2RI0dqx44d+umnn0L+WWPGjNHo0aO9jwsKCtSuXTv16tVLLVu2lOQe9iftktNp6J57toe8TdGivNydGbhpk0uvvXazHA6HFi1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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:47.249929Z",
     "iopub.status.busy": "2025-01-28T12:34:47.249459Z",
     "iopub.status.idle": "2025-01-28T12:34:47.534835Z",
     "shell.execute_reply": "2025-01-28T12:34:47.534242Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:47.537054Z",
     "iopub.status.busy": "2025-01-28T12:34:47.536675Z",
     "iopub.status.idle": "2025-01-28T12:34:47.672176Z",
     "shell.execute_reply": "2025-01-28T12:34:47.671578Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:47.674426Z",
     "iopub.status.busy": "2025-01-28T12:34:47.673986Z",
     "iopub.status.idle": "2025-01-28T12:34:47.903262Z",
     "shell.execute_reply": "2025-01-28T12:34:47.902757Z"
    },
    "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": "2025-01-28T12:34:47.905378Z",
     "iopub.status.busy": "2025-01-28T12:34:47.905004Z",
     "iopub.status.idle": "2025-01-28T12:34:48.127319Z",
     "shell.execute_reply": "2025-01-28T12:34:48.126788Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_cwe = nvd['CWE'].value_counts()\n",
    "nvd_cwe = nvd_cwe.reset_index()\n",
    "nvd_cwe.columns = ['CWE', 'CVEs']\n",
    "nvd_cwe_graph = nvd_cwe[nvd_cwe.CVEs > 100].head(25)\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.barh(\"CWE\", \"CVEs\", data = nvd_cwe_graph, color=\"#001d82\");\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"CWE\") ;\n",
    "plt.title(\"Most Common CWE in CVE Records\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:48.129430Z",
     "iopub.status.busy": "2025-01-28T12:34:48.129074Z",
     "iopub.status.idle": "2025-01-28T12:34:48.138277Z",
     "shell.execute_reply": "2025-01-28T12:34:48.137726Z"
    },
    "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",
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       "Loading ITables v2.2.4 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
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       "    import {DataTable, jQuery as $} from 'https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.js';\n",
       "\n",
       "    document.querySelectorAll(\"#itables_950406b4_4d42_4bc7_894a_e8a04f37cf8a:not(.dataTable)\").forEach(table => {\n",
       "        if (!(table instanceof HTMLTableElement))\n",
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       "\n",
       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 7798, 41.0], [\"psirt@us.ibm.com\", 1061, 6.0], [\"secure@microsoft.com\", 845, 4.0], [\"psirt@adobe.com\", 832, 4.0], [\"secalert@redhat.com\", 638, 3.0], [\"secalert_us@oracle.com\", 613, 3.0], [\"psirt@cisco.com\", 573, 3.0], [\"product-security@apple.com\", 501, 3.0], [\"security@android.com\", 482, 3.0], [\"chrome-cve-admin@google.com\", 358, 2.0], [\"secure@intel.com\", 351, 2.0], [\"product-security@qualcomm.com\", 348, 2.0], [\"jenkinsci-cert@googlegroups.com\", 339, 2.0], [\"talos-cna@cisco.com\", 262, 1.0], [\"ics-cert@hq.dhs.gov\", 228, 1.0], [\"psirt@huawei.com\", 200, 1.0], [\"vultures@jpcert.or.jp\", 195, 1.0], [\"josh@bress.net\", 174, 1.0], [\"sirt@juniper.net\", 164, 1.0], [\"zdi-disclosures@trendmicro.com\", 155, 1.0], [\"productcert@siemens.com\", 152, 1.0], [\"security@apache.org\", 150, 1.0], [\"security@mozilla.org\", 147, 1.0], [\"security-alert@hpe.com\", 141, 1.0], [\"cna@sap.com\", 123, 1.0], [\"security_alert@emc.com\", 119, 1.0], [\"security@vmware.com\", 118, 1.0], [\"f5sirt@f5.com\", 116, 1.0], [\"support@hackerone.com\", 99, 1.0], [\"cret@cert.org\", 86, 0.0], [\"vulnreport@tenable.com\", 85, 0.0], [\"cybersecurity@se.com\", 83, 0.0], [\"security@opentext.com\", 73, 0.0], [\"security@atlassian.com\", 69, 0.0], [\"trellixpsirt@trellix.com\", 54, 0.0], [\"psirt@lenovo.com\", 54, 0.0], [\"security@debian.org\", 51, 0.0], [\"vulnerability@kaspersky.com\", 48, 0.0], [\"psirt@nvidia.com\", 47, 0.0], [\"psirt@forcepoint.com\", 42, 0.0], [\"bressers@elastic.co\", 41, 0.0], [\"secure@symantec.com\", 41, 0.0], [\"psirt@fortinet.com\", 40, 0.0], [\"cve-assign@fb.com\", 39, 0.0], [\"security-officer@isc.org\", 38, 0.0], [\"emo@eclipse.org\", 35, 0.0], [\"psirt@paloaltonetworks.com\", 35, 0.0], [\"security@tibco.com\", 35, 0.0], [\"report@snyk.io\", 31, 0.0], [\"vuln@krcert.or.kr\", 29, 0.0], [\"security@synology.com\", 28, 0.0], [\"twcert@cert.org.tw\", 28, 0.0], [\"cve@checkpoint.com\", 27, 0.0], [\"security@trendmicro.com\", 27, 0.0], [\"security@ubuntu.com\", 27, 0.0], [\"security-advisories@github.com\", 27, 0.0], [\"hp-security-alert@hp.com\", 25, 0.0], [\"psirt@zte.com.cn\", 25, 0.0], [\"security-alert@netapp.com\", 25, 0.0], [\"vulnerability@cspcert.ph\", 24, 0.0], [\"secteam@freebsd.org\", 23, 0.0], [\"security@pivotal.io\", 23, 0.0], [\"cve@rapid7.com\", 21, 0.0], [\"cert@airbus.com\", 20, 0.0], [\"securityalerts@avaya.com\", 19, 0.0], [\"PSIRT@sonicwall.com\", 16, 0.0], [\"security@php.net\", 16, 0.0], [\"security@qnapsecurity.com.tw\", 14, 0.0], [\"cybersecurity@dahuatech.com\", 14, 0.0], [\"openssl-security@openssl.org\", 11, 0.0], [\"vuln@ca.com\", 11, 0.0], [\"jordan@liggitt.net\", 11, 0.0], [\"larry0@me.com\", 11, 0.0], [\"mlhess@drupal.org\", 10, 0.0], [\"security@search-guard.com\", 9, 0.0], [\"sirt@brocade.com\", 9, 0.0], [\"security@documentfoundation.org\", 9, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 9, 0.0], [\"psirt@bosch.com\", 9, 0.0], [\"psirt@autodesk.com\", 9, 0.0], [\"browser-security@yandex-team.ru\", 7, 0.0], [\"office@obdev.at\", 6, 0.0], [\"security@duo.com\", 5, 0.0], [\"security@puppet.com\", 5, 0.0], [\"meissner@suse.de\", 5, 0.0], [\"productsecurity@jci.com\", 4, 0.0], [\"cybersecurity@ch.abb.com\", 4, 0.0], [\"security@odoo.com\", 4, 0.0], [\"secure@blackberry.com\", 3, 0.0], [\"cna@mongodb.com\", 3, 0.0], [\"vulnerabilities@zephyrproject.org\", 3, 0.0], [\"patrick@puiterwijk.org\", 2, 0.0], [\"cve-request@iojs.org\", 2, 0.0], [\"psirt@hcl.com\", 2, 0.0], [\"cve@navercorp.com\", 2, 0.0], [\"security@salesforce.com\", 2, 0.0], [\"security-report@netflix.com\", 1, 0.0], [\"security@tcpdump.org\", 1, 0.0], [\"security@360.cn\", 1, 0.0], [\"security@opera.com\", 1, 0.0]];\n",
       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": [], \"warn_on_selected_rows_not_rendered\": true};\n",
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       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
       "    });\n",
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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": "9ac246fc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-28T12:34:48.140252Z",
     "iopub.status.busy": "2025-01-28T12:34:48.139814Z",
     "iopub.status.idle": "2025-01-28T12:34:48.145888Z",
     "shell.execute_reply": "2025-01-28T12:34:48.145354Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
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       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>CWE</th>\n",
       "      <th>CVEs</th>\n",
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   ],
   "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",
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    "execution": {
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     "iopub.status.idle": "2025-01-28T12:34:48.261428Z",
     "shell.execute_reply": "2025-01-28T12:34:48.260823Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t3\n",
      "CVE-2003:\t0\n",
      "CVE-2004:\t1\n",
      "CVE-2005:\t8\n",
      "CVE-2006:\t6\n",
      "CVE-2007:\t9\n",
      "CVE-2008:\t6\n",
      "CVE-2009:\t24\n",
      "CVE-2010:\t86\n",
      "CVE-2011:\t115\n",
      "CVE-2012:\t110\n",
      "CVE-2013:\t207\n",
      "CVE-2014:\t131\n",
      "CVE-2015:\t354\n",
      "CVE-2016:\t371\n",
      "CVE-2017:\t844\n",
      "CVE-2018:\t3290\n",
      "CVE-2019:\t13373\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
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     "iopub.execute_input": "2025-01-28T12:34:48.263426Z",
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     "shell.execute_reply": "2025-01-28T12:34:48.266636Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-01-28 12:34:48.264195**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
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