{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2023\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:22:40.013952Z",
     "iopub.status.busy": "2024-06-16T12:22:40.013796Z",
     "iopub.status.idle": "2024-06-16T12:22:40.553518Z",
     "shell.execute_reply": "2024-06-16T12:22:40.553001Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    if (document.body.dataset.jpThemeLight == \"false\" || // Jupyter Lab\n",
       "        document.body.dataset.vscodeThemeKind == \"vscode-dark\" || // VS Code\n",
       "        document.documentElement.dataset.theme == \"dark\" || // Jupyter Book\n",
       "        window.matchMedia('(prefers-color-scheme: dark)').matches) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:22:40.556036Z",
     "iopub.status.busy": "2024-06-16T12:22:40.555832Z",
     "iopub.status.idle": "2024-06-16T12:23:24.470087Z",
     "shell.execute_reply": "2024-06-16T12:23:24.469460Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "\n",
    "row_accumulator = []\n",
    "for filename in glob.glob('nvdcve-1.1-*.json'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data['CVE_Items']:\n",
    "            cve = entry['cve']['CVE_data_meta']['ID']\n",
    "            try:\n",
    "                assigner = entry['cve']['CVE_data_meta']['ASSIGNER']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['publishedDate']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['impact']['baseMetricV3']['cvssV3']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['impact']['baseMetricV3']['cvssV3']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['impact']['baseMetricV3']['cvssV3']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['impact']['baseMetricV3']['cvssV3']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['impact']['baseMetricV3']['cvssV3']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['impact']['baseMetricV3']['cvssV3']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['impact']['baseMetricV3']['cvssV3']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['impact']['baseMetricV3']['cvssV3']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['impact']['baseMetricV3']['cvssV3']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['impact']['baseMetricV3']['cvssV3']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['impact']['baseMetricV3']['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['impact']['baseMetricV3']['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['problemtype']['problemtype_data'][0]['description'][0]['value']\n",
    "            except IndexError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['description']['description_data'][0]['value']\n",
    "            except IndexError:\n",
    "                description = ''\n",
    "            new_row = { \n",
    "                'CVE': cve, \n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner\n",
    "            }\n",
    "            if not description.startswith('** REJECT **'): # disputed, rejected and other non issues start with '**'\n",
    "                row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "    \n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2023-01-01') & (nvd['Published']  < '2024-01-01'))\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(2023, 1, 1)\n",
    "enddate  = date.today()\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:24.472746Z",
     "iopub.status.busy": "2024-06-16T12:23:24.472554Z",
     "iopub.status.idle": "2024-06-16T12:23:24.479688Z",
     "shell.execute_reply": "2024-06-16T12:23:24.479183Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **30949**<br />Average CVEs Per Day: **58.17**<br />Average CVSS Score: **7.12**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:24.481916Z",
     "iopub.status.busy": "2024-06-16T12:23:24.481586Z",
     "iopub.status.idle": "2024-06-16T12:23:24.492242Z",
     "shell.execute_reply": "2024-06-16T12:23:24.491815Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:24.494361Z",
     "iopub.status.busy": "2024-06-16T12:23:24.494037Z",
     "iopub.status.idle": "2024-06-16T12:23:25.499288Z",
     "shell.execute_reply": "2024-06-16T12:23:25.498725Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WHTBhIBrqjtrXqm6miyODepf2tanzMhT3/Gxv4mhArdYWTk39e+n9Vt6miyODWudSVRzqXAFndfPOJdMGA6jVXTJfqwaZMBAN9Trt6+JQ51LHal+rVIGmC0RDra6e+Vql+teEkSgCAnTqFS1MW6/QO9ZfMV0cGdR/al8Xh99KrS6b+VqlMv3orwEBOufCMcWgTrpV+7o4lDPU97WvVaoA0wWioVbXyXxdHOrsAf6619KSJo4G1GrLzNfFqhw23HRxZFCv0L4udu0rn5swEI2Ad3Ty8ivF4Fyo15Zqujgy6LevPDZdIBpqtVvma5VlLglfkICLOvnnvonLYU20r1WqQ6YLREOvvafY1SnOmi4QjQcPikFhR7xwDkBeulAUg9NbgUmnCyGEEEIIIYQQQgghhBBCCCGEEEIYnQV565TwX+64UAz6BgshhBBCCCGEEEIIIYQQQgghhBDi/xsLlFEsnrfkt9PFSy+9hEqlyraMHj0agMTEREaPHk2JEiVwcHDgzTffJCJCf6aF+/fv07VrV+zs7HB3d2fChAmkpqYW6P8ohBBCCCGEEEIIIYQQQgghhBBCCGFURTXSxblz50hLS8t8f+XKFTp06EDv3r0BGDduHHv27GHr1q04OzvzwQcf0KtXL06dOgVAWloaXbt2xdPTk9OnTxMWFsagQYOwtLRk1qxZ+YpFOl0IIYQQQgghhBBCCCGEEEIIIYQQwugyRrJ4nozxJWJjY/U+t7a2xtraOlv6UqVK6b2fM2cOlSpVonXr1sTExLBy5Uo2btxI27ZtAVi9ejXVq1fnr7/+omnTphw4cIBr165x6NAhPDw8qFu3LjNmzGDixIlMmzYNKyurPP8fZXoRIYQQQgghhBBCCCGEEEIIIYQQQhidRT4WgHLlyuHs7Jy5zJ49+7n7SE5OZv369bz77ruoVCouXLhASkoK7du3z0xTrVo1ypcvz5kzZwA4c+YMtWvXxsPDIzNNp06diI2N5erVq/n+PwohhBBCCCGEEEIIIYQQQgghhBBCGJUFeRvpIkXzb0hICE5OTpmfGxrlIqsdO3YQHR3NkCFDAAgPD8fKygoXFxe9dB4eHoSHh2em0e1wkbE+Y11+SKcLIYQQQgghhBBCCCGEEEIIIYQQQhid7igWz0sH4OTkpNfpIi9WrlxJly5d8PLyym94RiHTiwghhBBCCCGEEEIIIYQQQgghhBDC6CzzsRREcHAwhw4d4r333sv8zNPTk+TkZKKjo/XSRkRE4OnpmZkmIiIi2/qMdfkhnS6EEEIIIYQQQgghhBBCCCGEEEIIYXRF3eli9erVuLu707Vr18zPGjRogKWlJYcPH8787MaNG9y/f59mzZoB0KxZMy5fvszDhw8z0xw8eBAnJydq1KiRrxhkehEhhBBCCCGEEEIIIYQQQgghhBBCGF1+pxfJj/T0dFavXs3gwYOxsNBuwdnZmWHDhjF+/Hjc3NxwcnLiww8/pFmzZjRt2hSAjh07UqNGDQYOHMi3335LeHg4U6ZMYfTo0VhbW+crDhnpopi7e9catdo227J4sdLX5+hRq2zrli4taD+g53NwgHnfwr3rkPAITh2Bhg2069UJhpdPxhZNPF5eZvzyixNRUaVISHAnIMCNBg20B5S9vYpFixwJCSlJQoI7V6+WYORI2yKJxcwMvvoKgoIgIQFu34YpU/TTqNWGl08+Kfz+WzWHXZsh9AaoY6F71+xppk+GBzchIQIO7gSfSvrrXV1h/c8Q8y88uQ8/LwZ7+wLGUwd2zYTQLaA+At1b6K+fOhgC10D8Hni8Ew7OhcbVtOtbv6x8z9DSsGoB4mkEu5ZB6ElQ34Lu7fXX9+wI+1dD1N/K+perZ9+Gd3nYtgQenoWYf2DzAnAvkf9YnmfixPKo1W2YN88n87Phw0tz9GhdYmJaola3wdnZeH3mPraw5Zi1Mw9s3QiydWOTlSOVVebZ0jU2s2C3tRPhtiUItXXDz9oZGwPbswJO2bgQZ1eS2ga2kxetmsCutRB6EdQPoHvn7GmmT4AH/0DCHTi4GXwq6q+v7A07VkPkFYi5ASd2QJvmBQonGwcHmDcP7t2FhKdw6iQ0bKhdP3UqBF6D+Dh4/AgOHoDGjY2zb0O8vMz55RcPoqK8SUioREBAeRo00C8QTJ/uxoMHFUlIqMTBg2Xw8THOtWKSK/xdHmJ9IMIbtntBlVw2vbcMqKtAd51zi5sZ7CsDod6Q6AP3K8Iid3AsglLKxIllUKtbMG+eNsMcPVoLtbqF3rJ0aaVctlJweblWAEyfDg8eKGkOHgQfn+xpXlQ8q1dnv27t22ec/bdqDLtWQeg5UN+H7h311/fsDPvXQ5S/sv5lA52Lf5oNt09Awk14+A/s+BmqGunnGzWqDP7+TYiJaUNMTBtOn25I587aE7+3ty3bttXh4cNXiIlpw+bNtXF3tzLKvidVhL+bQGxbiGgD2+tCFTvtelcLWFgNrreAhHYQ3AoWVAUnnctDHQfYWBvuv6KkudYcxpQvWDytasKuKRC6GtS7oHuTnNMu9VXSfNRN+1nrWspnhpaGRsjfeT22MmNcquTljz4q/L6h+Oflu3cdUKudsi2LF9vg6goLF9pw/bo9CQmOBAc7sGCBNfmcNjNfTP57NYJdKyD0DKiDoHsH/fU9O8H+tRB1QVlvqFwI0LQeHF4P8Vcgxh+O/wo2+auPG1Sc6lyjRpXH378FMTEdiInpwOnTTencuaRemqZNXTh8uDHx8Uqa48ebYGNjnIt4q6qwaxyELgD1OuheX3/96uHK57rLvix1q8qesGMsRC6BmGVwYgq0yeE3fW48xazOldXUqSVRq6vrLYGB3nppmja15fDh8sTHVyUmpgrHj1fAxkZlnAAMUOrsrkRFlSYhoQwBAR40aKAtLK5e7YpaXVZv2bevZC5bzLvidqy3ehl2zYbQbaD+E7q31F8/dSgE/gLx++HxHjj4AzTOISYrS/hnpbKdl41UTnzeb6Vr6VIX1OqyfPSRg3F2bsDduxao1ZbZlsWLlfOLhwesW2dOWJgF8fEWXLhgQa9exsnLrarDrokQugzUW6F7I/31q0crn+su+yZr11coBT/7QtASSNgAtxfBtD5gWcBqvDHKGcP7wdHNEHNVSeNsxOv81KkeqNV19JbAwCqZ63/6qQy3b1clIaEWDx/WYMeOClStaoQLZi6KU539eXnZ2xu2bTPn4UMLYmIs2LzZHHf3ookFikEdsDLs+gBC54J6BXSvmz1NNU/YORqiF0D8Yvh7MpRz067/aQDcngkJS+DhD7BjNFTN3+jfBk2d6oZaXVlvCQyskLnew8Ocdes8CAurSHx8JS5cKEevXsY7D7Z6CXYNhNBJoJ4F3bNcA9SzDC+ftNJP91pV+MsXEqbD4y9g+4ACxlPIttQKZZTPDS1vGWjnyy9Tt8VndfeuM2q1W7Zl8WKlIj98uDVHjzoSE+OKWu2Gs3PRlb8yODjAvO/h3m1IiIVTf+qfC1evBHWK/rJvd+H3O8kL/q4JsQ0hoj5srwxVsjQi//QS3H4ZEhrBw/qwowpU1UnjZgH7qkJoPUhsBPfrwqIK4FiwpuZsntfe4+Fhxbp1NQkLa0V8/KtcuNCYXr2Md3Iu7vUKXRMnlkatbsK8efoNSk2bOnD4cDXi4xsSE9OQ48erG6VeMWTIEFQqFaNGjcq2bvTo0ahUKoYMGVLo/YgXz4K8jXJRkCLzoUOHuH//Pu+++262dfPmzeP111/nzTff5JVXXsHT05Nt27Zlrjc3N2f37t2Ym5vTrFkzBgwYwKBBg/jqq6/yHYd0uijmGjVKwtPzWebSvn0SAFu3pmWmWb48VS/Np5+mFFk8P/8IHdrCwGFQuxEcOAyHdoOXl7Les6L+MnQkpKfD7zuMH4uLi4pTp9xISYEuXZ5Qo0YUH38cz5Mn6sw0P/zgQOfOVgwYEEP16lHMn5/A4sWOvPGG8St3EyeCry988AFUr668//RT+PBDbRpPT/1l6FDN3+f3wu/f3h78r8Dojw2v/3QsjBkJo8ZCk7bwNAH2bwPdjlobfoaa1aBDD3i9D7zSApYvLGA8NuB/B0bn8P2bIfDBQqj9HrT8CO6Fw4FvoaSzsv70VfB8U39ZsQeCHsD5GwWIxxb8r8Po6TmvP3kBJs41vN7OFg6sBjXQdiC06Ks0dP2xDFRGLCM3bOjIyJGl8feP19+/nTl+fo+ZNeu+8Xam0cLckhWpibRNjKFbYgyWKhU7rJ3QubdHYzMLtlk7cSQthTaJ0bRJjGFZ6jPSDWxvhqU9YWpDa/LO3g78r8Lozw2v/3Q0jHkXRk2CJq9r8vNG/fy8ey1YmEPb3tCgM/hfg93rwKNUoUID4OcV0KE9DBwEtevAgYNw6KD2XHjzJnzwobKuZSu4FwwH9kNJ47Qf63FxMePUqXKac2EoNWoE8/HHUTx5ov0NPv3UlTFjXBg16iFNmoTw9Gk6+/eXwdq68Jm3tR0siYam96HDv0rB6EBZsDOw6bEuyjGUVTqwMx66hUKVezAkHNrbwU9Gbmhq2NCBkSM98fd/mm3d8uXheHr+nbl8+uk94+5cIy/Xik8/hTFjYNQoaNIEnj6F/fv18/eLjAeUBjbd69c77xhn//Z2yrE5OoebrfZ2cPIcTJyd8zYuXIahH0P1ttBpoHJOPrBeaYAprH//TWLSpNs0aHCWhg3/5siRJ+zc+TI1athjZ2fGgQP1UKuhbdsLtGhxDisrFX/88bJRrgutXWFJCDQ9Cx3Og6UKDjQAO00Dg5cNeFnDJzeh1mkYchU6l4SVNbXbaOAED5NhwGWoeRpm3oXZlWF0ufzHY28N/ndh9LLc0/VoCk2rQugj/c9PXwfPQfrLiv0QFA7nb+c/nqzympcBevSApk0hNLTw+81Q3PNyo0ZP8fSMy1zat1fOg1u3puDlZYaXl4pPPkmiVq14hgx5RufOFqxcWTQdlaGY/F6BMHpqDutt4eR5mPhNzttoWg/81sCBk9C4JzTqAYvXQbqhC10+Fac617//JjJp0k0aNDhFw4anOHLkETt3NqBGDeUGQ9OmLvj5NeTAgSgaNz5Do0anWbw4mPTCFQUz2VuD/30YvS7nNPv8wfND7fLOj/rrd48HCzNoOwcafKlsb/d48HAuQDzFrM5lyJUriXh63sxcWrYMzlzXtKktfn7lOHDgKY0b36VRo3ssXvzYaL9XVkqd3V1TTo2iRo1wPv44Wq+cCrBvXyKeng8yl3feeZTDFvOnuB3rmXXkeYbX3wyBD+ZD7SHQcrSmjvy9to6s61tfeGCcPxOQ998KoEcPG5o2tSI0NM3AloynUaNUPD1TMpf27VMB2LpV+eOvW2dO1arQrVsatWunsm1bOlu2mFO3buH3bW8N/sEwemXOafb9A57Dtcs787XrqpUBMxWMXAY1x8G4tTCqA8wqYBnaGOUMO1vwOw6zlhQshudRzj3XMpeWLe9krrtw4RlDh/5L9eo36NTpLiqVigMHKhqljJOT4lRnzy0v29nBgQMWmjpFKi1apGJlBX/8YW7UtiZdJq8DWoP/vzB6o+H13qXg5ES4Hg5tvoM602HGbkjUae6+EAxD10D1L6HTfFABB8Yqx11hXbmShKdnUObSsmVI5rp16zyoWtWKbt0eULt2MNu2xbNliyd16xqnsm5vBf7hMHqX4fWes/SXob9pyoBXtGl61YRfesPqC/DyQmixDDb6FzCeQralhoSBZzP95csFEBcP+/4sWEy6TN0Wn1WjRrF4ej7JXNq3jwVg69ZkAOzswM8vhVmznhl/5zn4eRl0aAcDh0DteppzoZ/2XAiwzw88y2qXdwrYSUdXa0dYEgFNr0KH65r2jGpgp3Pev/AUhgZBdX/odF1zHFfT3rBMV8POJ9DtJlTxhyFB0N5Z6axhDLm19wCsW1eTqlXt6NbNn9q1/2Lbtki2bKlN3bqORtn/f6FeAdCwoT0jR7pna0tt2tQBP7+qHDgQQ+PGV2nU6AqLF0cYrV5Rrlw5fv31V5490x4viYmJbNy4kfLlC/g0kTA5i3ws+dWxY0fUajVVqlTJts7GxoYlS5bw+PFjnj59yrZt2/D01O+tWaFCBfbu3UtCQgKRkZF89913eiNm5JVML1LMRUXpv580yZzbt9M5flx79kpIgIiIoo/Fxgbe7AHd+8CJU8pn02fCG6+B73D4Ynr2OLq/DkePw917xo9n4kR7QkLSePfd2MzP7t1L1kvTvLkVa9cmcvy4UjJfseIZI0fa0rixBX/8kWTUeJo3h507Ye9e5X1wsFIh0e0pn+3v0x2OHoW7dwu/f7+DypKTse/D13Nhlya+QSMh4jb0eB02/w7VqkCXDtCwNVz4R0nz4QTY+xt8MhnCwvMZz9/KkpNNR/Tfj18K73WFOt5w5B9ISYWIJ9r1FubQvTks2p6/ODLj+VNZcrJ+p/JvhTKG17doAC+VgXrdlcoBwOBP4ckFaNsMDp8uWFy67O3N2bChOsOH32TKlAp66xYs+BeA1q1dCr+jLHolxeq9H5UUx127EtQzs+BUutIYMMfSnp9SE/khVVvQuZWWvZGtg5kl7cwt6Z8URyfbgj/t7XdUWXIy9j34egHs2q+8HzQGIvyhR2fYvBNKuEGVSjDsY7gcqKSZNBNGD4Fa1SAissChKefCN6F7DzhxQvls+nR443WlsvfFF7Bpk/53xo+H94ZBnTpw5Ei2TRbKxImuhISk8u672hPMvXupemnGjnXh668fs2uXUkAeNCiCiIiK9Ohhz+bN+h188qtLlptgQyIgshI0sIETOvXIl63hY1doeB/Cs/TMjk6Hn2K07++nwo/RMMG1UKHpsbc3Y8OGKgwffpspU7LfcU5ISCcioug6LWbIy7Vi7Fj4+mvYpWloGTRIuX706AGbN7/4eACSkoqmrOF3TFlysl7T6bhC2ZzTrNBprAv+F6bMhYAD8FI5CArO+Xt5sXu3fkFsypQ7+PqWpWlTZ8qUseall2ypV+8scXHK+XDw4Ks8edKGtm3dOHz4caH23eWi/vshVyDyVaUjxYkncDUe3tJpPAt6BpNvw/raYK6CNDWsfqC/jbvPoJkz9PJQOnTkh99FZcmNlxssGgGdpsKeL/XXpaRCRLT2vYW5MlrGoj35iyMnec3LXl6waBF06gR7jLRvKP55OSpK/+7gpEkWmjqFknffekt7wg4KSmPy5CTWr7fF3BwMXO4LzeS/13Flycn6Hcq/OZULAeZNgYVr4JuftJ/dNEKZvrjVuXbvfqj3fsqUW/j6lqdpUxeuXYtn3rzqLFwYzDffBGWmuXkze+fGgvILUJbcJKVCRIzhdSUcoIonDPsZLmvOe5O2wOj2UKtszt/LMZ5iVucyJDUVIiIMH7jz5nmwcOETvvlGe7f+5s1kg2mNYeJER02dXVuxu3cve2xJSWoiIozf86O4Het+Z5UlJ5sO6b8fvxjeex3qVIIjOtfgzk2gYyN4cwq81rRgsWSV19/Ky8uMRYtc6NQpij17iuDutI7s7WEqbt9Wc/y4ck1r3lyFr28a584p72fOTGfcODMaNFBx6VLhesD5XVKW3CSl6JdtdO2/pCwZ7j6E77zAtyNM+KUA8RwrfDljgaYDSWsj5ZmsUlPVRESkGly3YoW2XBwcnMKUKeEEBFThpZesCAoy/jmouNXZc8vLHTqoeOklqFcvjbg4Zf3gwWk8eWJB27YqDh82Qm/OLExeB7yiLDmZ2QP2XoaJOjfFg7K04aw4oX0d/Aim7ICAafBSyexp8yu362jz5rb4+j7k3DmlTXnmzCeMG+dKgwbWXLpU+HZmv5vKkpOILM033WvA0btwV3PqNjeDBa/DhH2w6oI2XaB+cS7v8RSyLTU9HSKy5P+eHWDLPuUGcmGZui0+q+x1Litu307j+HHl3LhggZJHWrd+MbfkbGzgzV7QvRecOKl8Nn2G5lw4Er7QdEotimO9S5YHJocEQWQDaGAPJzTnuhU6x2pwMkwJgYA68JI1BCVBdBr8pJN37yfDjxEwobRxYsytvefatac0b+6Mr+91zp1T2s1nzrzLuHHlaNDAkUuX4gq9//9CvUJpS63E8OF3mTJF/0CfN68CCxdG8M03YZmf3byZWPidatSvX587d+6wbds2+vfvD8C2bdsoX748FStqRy9OSkpiwoQJ/Prrr8TGxtKwYUPmzZtHo0bKMGXHjh3j1Vdf5dChQ0ycOJFr165Rt25dVq9eTdWqBRhOXRRKxkgWeUn3XyUjXfyHWFrCgAHmrFqlX/Dr39+cyEgbLl+2ZtYsC2yL6KE0CwtlScxy7nz2DFo2y57e3R26doaVa4smnm7drDl/PoUtW5yJiCjFxYtuvPee/n/+9OlkunWzxstLyept2lhSpYo5Bw4Yv1J3+jS0aweVKyvv69SBli1zHn7P3R26doWVuTw5YSwVX4LSnnDomPaz2Fg4ex6aaQqizRrDkyfaizTAoaNKAblJQ4qUpQWMeB2i45Unfwzp1hxKOMFqv6KNJSfWVsrwc0k6WScxWfn7tGyQ8/fyY8mSyuzZ84jDh588P3ERctI8TvFYrVQWSqKikbklkep0Dlk7c8fWjX3WzjQz068klELFIisHhifH88zgeAbGUbE8lPaAQzqV7Ng4OPsPNNP8Fo8ew/XbMKi38kSPuTmMHKh0trjwnIb758n1XNgie3pLSxgxAqKjwb+ATxfkpls3e86fT2TLFk8iIipy8WI53ntPO1ZsxYoWlC5twaFD2hptbGw6Z88m0qyZoQliCsdZU7J4rHOpslXBRk8Y/RByaLvQU9ocejnAcSN2/l+ypBJ79jzh8GHDd1f69y9FZGRjLl+uy6xZFbC1LZoi0vOuFRUrQunScEin0T02Fs6ehWYGrrVFHU+GNm2USvj16/Djj+Dmlm1TxYKdLQztA0H3IeTB89Pnh5kZ9O3rgb29OWfOxGBtbYZarSYpSXuTKDExnfR0NS1buhh350DGrFKPc+kb5GwBsalKh4vc0uS2jYJSqeCX8TB3O1zLQ4eObo2hhCOsPvT8tHmRl7ysUsEvv8DcuXDtmnH2W1SKMi8rdQpLVq3KuTzs7KwiNlZdJB0u4L//e5UqoTz9/vARnNoK4X/DsU3Qwghl5uJW59KlnAdLY29vwZkz0ZQqZUXTpi48fJjMqVNNCQ9vy7FjTWjRwoi9JvOgTTWIWAzXv4EfB4Obzijfj+Lh+gMY1BLsrJSbESNfVTpbXDByY3txqXNVrmxFaKgPd+5UYv16L8qVUy4gpUqZ07SpLQ8fpnLqVAXCwytz7Fh5WrQoulFtunWz5fz5ZLZscSMiojQXL7rz3nvZxzxu08aaiIjSXL/uwY8/uuDmVjyaqoryWH8eSwsY0Q2i4/TryO6usGICDPwaEoz4HElefivlvOzG3LnxXLtm+OZ6UVGuXWasWqUtd50+raZvXzNcXZXY+vZVYWMDx44VXV1UV5uaEPEzXF8APw7XP/cY4mwHjwvX371Yq1zZmtDQ6ty5U5X168tRrpzh5nI7OxVDh7oSFJRESEjRdHovbnX2rPvSzcvW1pq2Jp3jOTFR09bUsmiGuijOdUCVCrrWgZsR4DcWIr6Hvz4zPAVJBjsrGNpC6WwRUrh+7wBUrmxJaGhF7tx5ifXrPTKvowCnTz+jb19HXF3NNOcdB2xsVBw79uJGLsjg7gBdq8LK89rP6ntBWWdlhICLH8CDSbB3MNT0eOHhGVS/JtSrASu3Gmd7xbktXjnWrVi1yrgPfeZHXs+FbVpDRChcvwI/Li6aY91ZM2Ln4xyKD3ZmMLQUBCVCSA7V1NKW0MsNjhe+v0M2Wdt7AE6fjqFvXw9cXS00x7sHNjbmHDtW9O32xaVesWTJS+zZE83hw/oPbJYqZUHTpg48fJjCqVM1CA+vz7Fj1WnRwrjTzr377rusXr068/2qVasYOnSoXppPP/2U33//nbVr13Lx4kV8fHzo1KkTjx/rXxAmT57M999/z/nz57GwsDA4BYUoekU50kVxUTxqsiJPevQwx8UF1qzRXp02bkxjwIBkXn01idmzUxk40IL16wv+dHlu4uPh9F/wxSTlhpCZGfR/G5o1US4CWQ3uD3FxsG1nkYSDt7c5vr523LqVRqdOT1i69BkLFzoyaJD2JuKHH8Zx7VoqoaGlSE52x8/PldGj4zhxwvgVuzlz4NdflcpIcjL88w/Mnw8bcxgub/Bgzd9nm+H1xuSpGaI/IkvP5oiH2nWeHvAwS+/jtDR4/ERZVxS6NoW4PZDoB+Pegg4T4FGs4bTDXoP95yE0yvD6ovbXJXj6DL6ZALY2ys2Q7yYqhdfSRpgCoW9fd+rXd+Czz4qgq3U+qIBvrBw4k5ZCoFq501LRTCkZf25px5rURHomxnApPZU/rJ2ppNJeRn6ydmRlaiL/pBdtA1xmfs7y9EJEpHYdQPu+UK8WxN2CxLswfgR07g/R+XyiMav4eKVi98UUnXNhf+WGeGmd3tZdu0JcLCQ+g3FjoUNHeGTEIYAzeHtb4uvrzK1bKXTq9IClS2NYuLAUgwYpw915eirFlKxPakREpGWuMxYVML8UnHwGV3UqSfNKwelE2PWcB183esJTH3hQCWLT4T0j9bTv27ck9evb89ln9wzvd2MkAwbc5NVXrzB7digDB5Zi/frsQ5EZw/OuFRkjm2V9yiAiQrvuRcYD4OenjLbRrp0yXGfr1kojRlEOB5xfvgMhLhCe3oAubaBDf0gx0qW+Vi174uLakJTUlp9+qkbPnv4EBj7lr79iePo0nW++qYytrRl2dmZ8910VLCzMKF3auGUxFTC/GpzUjHBhSAlL+MIblv+b83aaOUNfz9zTFNTENyE1DRb+kbf0wzrA/n+yT0NSUHnJyxMnKk+uLTTycJvGVJR5OUOPHha4uKhYs8bwhkuUUPHFF9YsX150o//8138vb82ASdM+ghWbofMQuHgVDv8CPi8VbtvFrc4FUKuWA3FxHUhK6sRPP9WkZ8+LBAbG4+2tTEY3bZoPK1aE0LnzeS5ejOHw4cb4+Ng9Z6vG4RcAg5ZDuzkwcTO0rgb7PtYfXrz9N1CvAsQth8SVML4zdP4Ooo3whKWu4lDnOnv2GUOGPKBz5xB8fcOpWNGSEydewsHBDG9v5QbotGklWbEims6d73PxYiKHD5fHx6doniXy9rbA19eBW7dS6dQpiqVLn7JwoQuDBmnzh59fIoMGPaZdu0gmToyhdWtr9u0rWSzKGUV5rOekazOI84PEQzCuN3T4GB7p1F/WfAY/7YILBZhyMzd5+a0mTnTUnJdffM+BHj1UmvYwbaeLPn3SsLSEx48tSUqyYNkyc3r2TONODg9yGJPfPzBoMbT7Ciauh9Y1YN/knMvHlTzhwy6wLJcnWv/Lzp5NYMiQEDp3vouvbygVK1px4kQlHBy0fxBf3xLExdXk6dPadOniSIcOd0lJKZoOMsWtzq4ra17+6y81T5/CN9+YYWurTD/w3XdmWFio9GI1puJcB3R3BEcbmNRFGQ2j43zY/g9s84VXslTRfdtA3CJ4ugS61IIO8yClkB2Gz55NZMiQCDp3DsXX96HmOloWBwelYNGnT7jmvFOJpCQfli1zp2fPMO7cKfpRM7MaXA/ikmDbVe1n3pqb5dPawddH4fV18CQRjr0HrkXXxzLPhvWGa7fhzD/PT5sXxbktvkcPK02dy3SdLuLj4fQZ+GKyzrmwHzRrqq1X+O2HQUOhXSeY+Dm0bgX7dhv3WFcB8yvAyTi4mqV/kq87xDWEp42gi4syFUnWS8PGSvC0ITyoD7Fp8F4QRpNTew9Anz6XsbQ04/FjZf2yZdXp2dOfO3eKvpNVcahX9O3rpmlLzf5Ujbe3cv9t2rQyrFjxkM6dr3Px4lMOH66Oj4/x5kYeMGAAJ0+eJDg4mODgYE6dOsWAAdr5b54+fcrSpUuZO3cuXbp0oUaNGqxYsQJbW1tWZuldNXPmTFq3bk2NGjWYNGkSp0+fJjFrjyRR5CzQjnaR2/Jf7nTxX479f86wYebs25dOmHbEHlas0JYmr1xJIyxMzZEj1nh7qwgKMn7lZeAwWPUTPLijNIJevASbtkCDetnTvjsINmzW761tTGZmcP58CpMnKxX+S5dSqVXLglGjbFm3TjlhfvihHU2bWvLGG08IDk7nlVcsWbLEkQcP0jl82LijXfTpo1Ti+vWDq1ehbl2loPfgAawzMAfxu+/Chg1F9/f5Lzh6CeoOV+aoHd4VtnwJTUZDZLR+ujIloVND6POVKaJURD2G3mNg6XQYM0jpNbppN1y4QqHnKitb1poFC3zo0MFf74lpU/jB0p7qKnM6Jmlb9jLK2atSE1mfpmTYgJSntDG3ZKCFDdNSEhhlYYMjKr5PLfqCZ14tmaUUPlv1hGeJ8N478McaaPQahBdwaMUMAwfBqpXwIFRzLryoDE/aQGfUk6NHoW49ZU7Y4cNhy2Zo0hQiCznUZVZmZirOn09k8mSldejSpSRq1bJm1Chn1q0rgu7fuVjiDrWsQWfKU96wh7Z2UC8PQ+OPi4Tpj6CKFcwuCT+UUkbHKIyyZa1YsKAiHTpcJSnJ8HVxxQptD4crVxIIC0vmyJFaeHvbEBRk3AJ4fq8VRS0v8ehOaXLlCgQEQFCQ8uSTsYfeLagNO+DgCaUT3CcjYcuP0KKXca6xN24kULfuWZydLXjrLXfWrq1J69YXCAx8Su/eASxdWo0xY8qRnq5m06YILlyINdoclhmWVIdaDtAyh2m7HM1hT3249hSm5XCjoaYD7KwH0+/AQSM3JtevBB+9AfXH5S19mRLQqR70+dZ4MTwvL9evDx99pPxbnBVlXs4wbJgV+/alEhaW/Zzo6Ah79thx7Vo606YVXSH1v/57ZTRCLtsEa35TXl+6Bu2aw7u94fMc5rXOq+JU5wK4ceMpdeue0pwHPVm7tg6tW5/V/h2WhbBmjTLf2KVLsbRrV4J33y3L55/nMj62kWzWmarhyr8QEAJB30Ob6nBEM0LKksHwMBZazYRnyfBeG/hjHDSaCuGF7Ixb3Pj5aXu4Xr6cxNmzzwgO9qFPH0cCA5X677Jl0axZo/zHL116SLt29rz7rguff27kQioZdfZkJk+O1ewvRVNnt2fdOqXXy+bN2vrDlSupBASkEBRUmjZtrDlyxLSV5aI+1g05+g/UHaapI78BW6ZDk5FKHfnDN8HRDmavN/5+n/db1a9vyUcfOVC//guY29aAYcPM2LdPrdceNmOGGS4u0K5dKlFRanr0MGPLFnNatUrlSi5TFxjDZp3pRa/ch4BgCFoCbWrAkSz79nIDv8mw9Qz8fLho4zIVPz9tvfPyZaUTRnBwdfr0cWbVKuWJ4A0bnnDwYBylS1vyySel2LKlPC1a3MmxjlZYxanOritrXo6Kgt6901i61JwxY8yUtqZNai5cUBu9TpGhONcBMzpN7rwE8zUj4vmHQPNKMKo1/KlTtNhwFg5eg9LO8ElH2DISWsxRph0rKD8/bY/My5eTOXs2keDgl+jTx5FVq2KZMaMELi7mtGv3L1FRafTo4cCWLZ60avUvV64U3XRdhrzbEDb46/9/M/5+M49pO2MM/Q3+nQS9a8PyXKaBLmo21tDvDZixxHjbLM5t8cOGWbNvX4rBOteLNHAIrFoBD+5rzoX/wKbN2nrF5i3atFeuQMBlCLqpjH5xJJdpn/NjyUtQyw5aGhi9cMMjOBgDpa3gk9KwpTK0uAq6l4Zx92F6KFSxgdnl4IcKMPqecWLLrb1nxoxKuLhY0K7dBaKiUujRoxRbttSmVavzXLlivOkUiyOlLfUlOnQINHid1tYDH7JmjdLz49Kl+7Rr58y777rz+ef5nM82B6VKlaJr166sWbMGtVpN165dKVlSO73dnTt3SElJoUUL7dAtlpaWNG7cmMDAQL1t1alTJ/N1aU2vxocPH1K+fHmjxCryJq+jWPyXOy78l2P/n1K+vIr27c3o1Sv3AtzZs0qJ3MenaDpdBN2FNp2UntdOThAeDr+ug6B7+ulaNodqVaHvIKOHkCksLJ1r1/S7MAcGpvLmm0pvOhsbmDXLgZ49o9m7V/m7Xb6cSt26lnzyiZ3RO13Mnav0sM2omFy5AhUqwGefZS/otWwJ1apB375GDSFHGTeYPdwhXKeNxMMdLl3WpIkA9yxTspqbg5ur/neMKSER7jxQlrOBcHMdDOsCc7LMrTm0szICxq7Thrfzohw8CT7toISrUlCNiYOw0xBUyHJEgwaOeHhYcfGiduwvCwsVr7zizAcflMHa+niRVbZ1fWdpT2dzKzonxfBArd1huOb19XT94+1GehplNSNdtDazpLGZBY9sS+il+dPGhS1pSYxMNt7TUJn5uZR+5wmPUnBJU6ls2xJebw+u1SFOs+vRl6HDKzC4D3yzuHAxBAVBm1eznAs3KZ9nSEiAO3eU5exZuHkDhg1TzhPGFBaWyrVr+uezwMBk3nxTGdItPFypgXt4mBMerv0NPTzMjTLnaIZF7vC6PbwSAqE6lf62dlDJEqJ99NP/7gUnnsGrOk/cR6Qpy40UZXqSk+VhxiMI1896+dKggYPm+Kqb+ZlyfDnxwQelsbY+ne34OntWaTT08TF+p4vnXSvCNXMuenhoX2e8v3TJqKHkKR5D7t5VGiJ9fIpPp4vYOGW5fQ/++geeXIaeneDXXYXfdkqKOvNJhosX42jUyImPPirHqFHXOXjwMT4+pylRwpLUVDUxMamEhbUiKMh4HdAWVYPXS8Er5yDUwCHrYA5+DSAuFXpeglQDxb/q9nC4gTLCxcwiGFCpVU1wd4b7Og8SWJjD90Nh7BtQcbh++qHt4VEc7DJio9/z8nKrVspwsvfv68RoAd9/D2PHKlP7FAdFmZcho05hTq9e2fOogwP4+dkRF6emZ88EUotw4Kr/+u8Vpil/XLul/3ngbSjvVfjtF6c6F2ScB5WbEBcvxtKokTMffVSBOXOUgs+1a/rlvMDAp5Qvb5rHKe9GQmQs+HgonS7a1oDX64LrKIjTXNJHr4UONWFwK/hmt/H2XRzrXDEx6dy8mYyPjxVHjii/4bVr+heTwMBkypcvmpEuwsLSsk1DodTZcx4J5e7dNCIj0/DxsTB5p4uiPtYNSUiEO6HKcvYa3NwIw7rCnA3Qtj40qwlJWabmOr8cNhyCIbMKvt/n/VatWlnj7m7G/fvaR+8tLFR8/70zY8c6ULGiESYOz0H58tC+vYpevbSVAm9v+PBDc2rWTMmcgiogIJ1WrVSMHm2Gr++LfZjh7kPNucdTv9NFaVc4OhVO34ARy15oSCalnHuS9J52jY1NJzY2mdu3k/nrrwSePKlJz57O/PprdJHEUJzq7BkM5WWAgwfV+PikUqKEpq0pBsLCLPRiNabiXAeMioeUVLgWpv95YDi0zNKmEPtMWW4/hL+C4MkC6FkffjViHUPJyyn4+Fji7W3Jhx+6ULNmcGYbTEDAY1q1smX0aBd8fQv5xEg+tHwJqpWCvlnaT8M0/Z+u6YSSnAZBj6G88wsLz6C3OoOdDazbYbxtFte2+PLlzWjf3oJevUw/p1RQELRpl+VcuEGpbxiid6wbodPFogrwugu8EgihBm7FxKYpy+0k+CsenjSAnm7wq86DIhEpynIjUZme5GRNmBEK4UYYYCan9p5vvw3mww/LUbPmGa5dUzpYBATE06qVC6NHl8PX93rhd54LU9crGjSwx8PDkosXa2d+prSlOvLBB55UrarMxXXtmn67QmDgM8qXN+7Ir++++y4ffPABAEuWFLzXlqWltr6j0kytnv4ibrgIPRkjWeQl3X9VMRiwUeTF0KHmPHwIe/bkfiKoW1f5SYu6F2VCgnKRdnGBTu1hZ5bGqmGD4fxFpXdkUTl1KpmqVc31PqtSxZzgYKXyYmmpwspKle1mWlqaukiGw7Ozyz7iQVqa4eG4hg2D8+eVnuIvwt17EBYO7VprP3N0VOb3OqOpjJz5G1xdoX5dbZq2rZX4z57nhTAzA2sD1+WhnWHdQWXY8uLg0ROlw8WrTcG9BOwq5NMqhw8/oVatc9Stez5zOXculg0bIqhb9/wL63DxhrkVryfFEKzW32GwOp0H6WlUNtM/3nzMzAnRpJ2Q8pRmidE01yxvJilPSA1OjmN6inHHbr57H8IioF1L7WeODtCkHpy5oLy307TzZ/3bpav1h5suLL1zYSfYmctNMTMzZb5WYzt1KpGqVfUPnCpVLAkOVmofd++mEhaWSrt22sZtR0czmjSx4cwZ43QoWOQOPR2g7b9wL8tNujmPoU4w1NVZQBnVYmgubbMZv5N1IX+vw4djqFXrH+rWvZS5nDsXx4YNkdSte8ng8VW3rjJ/dViY8Z9Ued614u5dCAtThnHN4OgITZrAmTNGDydf164MZcpAiRLoPWlYnKhUymLoemIMZmYqrK31/0CPHqUQE5PKq6+64u5uxa5dxnk8blE16OkObc/DPQP9OBzN4UADSE6Hbv+AocGSatjD0Yaw9gFMuW2UsLL55SjUGQN1P9IuoY9g7nboNC17+qHtYN1R417Xn5eXf/lFmeO3bl3tEhqqNNR16mS8OIypKPLy0KFWPHyoZs8e/ZO1oyMcOGBHcjJ065ZQ5E9//dd/r3v/Qmg4VPXW/7xKRQgONd5+ikOdy5CM8+C9e88IDU2kalV7vfVVqtgTHGya0c/KuEIJBwiLVt7baY6f9CzVY2OXCaF41rns7VVUqmRFWFgq9+6lEBqaQtWq+gXSKlWsMsuNxqbU2fWf9alSxYLg4Jx7dZUpY06JEmaEhZm+8veijvXcmOlcB8YsgJffVUbCqDsMXpuofN53OkxeUbj9PO+3+uWXBOrUiaBuXe0SGprG3LlxdOpUtHOADh1qpmkP0x7IdpqqjeFriZEP7jwo46Z/7gFlhItj0+BCEAz9EdSmfdj5hbK3N9OcewyfWzLLOIWt7OVBcaizZzCUl3U9eqR0uHj1VRXu7rBrV9E0BhXnOmBKGpy7B1WzDI1fxQOCcxmtT6VSpjCwNvLjpcp11JKwsFTs7DJu0un/fkXVzpybYQ3g/L8QkKVN5UIoJKZAVZ0bsRZm8JIrBEe/0BCzGdYbdh1RRhI2luLaFj90qLWmzvXip53Jid65sCPszGFaUGMe64sqKB0o2gbCvTzUL1WaJbdLg7HaCnPcvqaeY2enZKLsx/uLmWrX1PUKpS01gLp1L2cu587Fs2HDI+rWvUxQUBKhoclUrarf0b5KFRuCg43bmNC5c2eSk5NJSUmhU5bGgEqVKmFlZcWpU6cyP0tJSeHcuXPUqFHDqHEI47DIx/Jf9V+O/X+GSqV0uli7NpU0nXYHb28V/fqZs3dvGo8eQZ06KubNs+T48TQuXy6a2lzH9ko8N26CTyWYOwuu34TVOr1HHR2hdy/4+LMiCSHTvHkJnD7txmef2bFlSxKNG1syYoQdI0YoN3vj4tQcO5bM3LmOPHsWS3BwGq1bWzFokC3jxxt/yP0//oDJk5Un8q5ehXr1YPx4WLVKP52jI/TuDR9/bNz929uDj05jUMWX4OXayjxeIf/C/B9hygS4dQfuBsOMKfAgDHZoGm+v34R9B2HFQhg1DiwtYPF38OvvykU+3/HYgE8ZnXhKw8uV4HGcMmrF5P7KyBVhj6GkE4zuoUwjsvW4/nba1gNvL/h5T/5j0IvHDnwq6MRTFl6uDo+jISQMXJ2Vp5W8NPOiVdU8QRkeCRGaNqQhb0LgHYh8DM3qwoIpMG813CzkU8Px8Wlcvao/LNnTp+k8epSa+bmHhxWenlb4+CiFmdq17YmLS+P+/USePCnco6g/WNrT28Kat5NiiVOrcUcpucaiJuOW/ILUZ3xuacfl9FQup6fSz8KGKipzBqYqKf7N0lHjKco56G56mt6oGXllbwc+Ok+xViwHL9fU/F6hMP9nmPIR3LqrdMKY8Sk8iIAdfkr6MxfgSQysXQBfzVOmFxneX9nOHiMM6dqxo+ZceEPp/T33W2UOydWrlUrf5Mmwa5dSSSlZEkaPViouW7cWft9ZzZv3hNOny/HZZ65s2RJP48Y2jBjhzIgR2kcb5s+PZsoUN27dSuHu3RRmzCjBgwdp7NhR+OHwlrhDP0fo/gDi0sFD0zcnJh0S1drRK7K6n6LtoNHFXvneuUSIT4ea1jC3JJx8Brm0yeeJcnzpd/zRHl8JeHvb0K9fSfbufcKjR6nUqWPPvHkvcfx4DJcvG3myd/J2rZg/H6ZMgVu3lE4YM2Yow2Pu2GH0cJ4bj709TJ0Kv/+uVNArVYJvv4Xbt2H//sLv395Of070iuXg5RqaY/2B5txcBrw0jW5VKyn/hkdCRCRULA9934ADf0LkIyhbGia9rxzze43wVMasWZXYt+8R9+8n4uhoTr9+nrRp40qnTsoktEOGlCYw8CmRkSk0a+bMggVVmDfvPjdvFj7vLKkO/Tyh+yVlFAsPzQ2XmFRITNd2uLAzhwGXwckCnDTfjUyGdJQpRY40hP1R8EOwdhtpaojKZ/uPvQ346MwrXdEDXq6oXNdDopR/daWkQng03MxyU6ptHfD2hJ8P5G//z/O8vPz4sbLoxZii5OubRpgBobjnZcioU1iydm2KXp0io8OFnZ2KAQMScHJS4aTJTJGRRTO0dbH4vXTLheU05cIYnd/LS+f30pSxdcuFc1fA9LHgf12ZbmBwL6hWCd4aXfj4ilOda9asKuzbF6lzHvSiTRs3OnU6B8DcuXeZPt0Hf/84Ll2KZfDgMlSrZs9bbxlnsm57a2XUigwVS8HL5eHxU3gcD1N7wu/nlGlCKrnDt32VJ173azqinLkNT57C2hHw1Q54lgLD2yjb2XOpAPEUszpXVnPnuvPHH/EEB6fg5WXB9OklSUtTs2lTrGb9I6ZPL4W/fyKXLiUyeLAL1apZ8dZb0YXfuQHz5sVx+rQ7n33myJYtCTRubMWIEfaMGKFMN2Bvr2LqVCd+//0Z4eFpVKpkwbffOnP7dir79xe+c3BxO9btbQ3UkX3gcaymjjwQdp2CsEfK9CKje2rqyJrrQEiWh6jjNX2b7oRCaCH7ez7vt3r8OJ3Hj/UvCCkpasLD07l5s+iGRlKuXWasXZuud+26fh1u3VKzbJk5n3ySzqNHyvQiHTqoeP31wnfYsbdRRq3IUNEdXn5JOe88joepveH3v5SyTiUP+HYg3A6H/ZeU9BkdLoIj4ZNfoJSTdlsR0QWIp5DlDFBGhvQspd1O7WrKqJD3Q5W6c2HMnVuaP/6IJTg4GS8vS6ZP9yAtDTZtiqZiRSv69nXmwIF4IiNTKVvWkkmT3Hn2LJ29e2MLt+NcFKc6O+SclwGGDFERGKiUu5o1U7FggTnz5qUbpcxjiMnrgNbg4659X7EkvFxOubaHPIa5B2DzCPjzFhy9Dp1rwRt1oM132vR9G8GBqxAZD2VdYVJn5Rq/t5AdUefOLckffzzVuY6W0FxH44mOTuPWrWSWLfPgk08iefQonR497OnQwY7XX39QuB1r2FuBj84AshXd4OXS8DgBQjTHqaO1MlXIx3uzfz8uCX76G6a3V9IHR8OEVsq6rQX42xijLRWgUnl4pRG89l7+Y8iNqdviDVGOdSvWrk3Kdqx7eKjw9DTDx0dpOKtd25y4ODX376fz5EkR3cvpkKVe8Q1cvwGr12iO9S/g9+2aY90bvp2jOdYLWV9f8hL0KwHdb2raCjWPrcekKm2FFa2hbwk4EA2RqVDWCiZ5wbN02ButpO3irHzv3FOIT4OadjC3PJyMg2AjPCOVW3vP9esJ3LqVwLJl1fnkk1s8eqRML9Khgxuvv36p8DuneNcr4uPTuXpVvxO90paakvn53LlhTJ9eBn//BC5desrgwaWoVs2Wt966ZWiTBWZubp45VYi5uf4Dofb29vj6+jJhwgTc3NwoX7483377LQkJCQwbNsyocQjjsCBvo1j8lzsu/Jdj/5/Rvr0ZFSqYsWqV/tUkOVlZN3asBfb2EBKi5vff0/j666Kr8Do7weyvoGwZ5QLw+w6YPA294Yff7q1czDdtyWkrxnH+fCo9e0Yze7YDX37pwN27aYwdG8fGjdrGmbffjmH2bAc2bHDGzc2M4OA0Jk+O56efjP/k1YcfKjfGfvxRGQ75wQNYtgy++ko/3dtva/4+mwxvp6Aa1oNjOgXuebOVf9dsgKG+8O185WK+fCG4OMPJM9D5Tf157Pq/p1ycD+9Segr/vgvGfFrAeKrCsXk68byviccPRs2DauVhcCelw8WjWDh3A1p9BNfu6W9n2Gtw6grcKOQUHg1rwbENOvFM1sSzDYZOhG7tYM032vWbFyj/TlsI0xcpr6tWhNkfg5sz3AuFmUuVThcvwqhRXkyb9lLm+xMnlMn3hgy5ztq1hStJDbdUOnL42bjo7zMpjg1pSgb5MTURG1TMsbTHVWXGlfRUuifFcLcAHSryouHLcOx37ft505V/12yGoePg2yVK5W/5t+DiBCfPQef+2vz86DF07gczJ8GRLWBpCVdvQPehEGBgDsH8cnaG2bOgbFnlptDv25SKXmqqMpRbtaow+Del8ebRIzh3Dlq9QubQt8Z0/nwSPXuGMXt2Cb780o27d1MZOzaSjRu1d0C//fYJ9vYqli93x8XFjJMnE+ncOdQo8+e+76L8e7yc/udDwmFtHtvQnqXDcDeYV0rprR6SCtvilVEyilpycjrt27swdqwX9vbmhIQk8fvvj/j663+f/+UCyMu14ttvNefr5cpTCCdPQufORTPv6PPiSUtTnjYfPFiJ5cEDOHAAvvhCKYcUVsM6cEynvDBvqvLvmq0w9GPo1gHW/KBdv1kzkuC0eTB9HiQmQatGMPZdpcEnIgr+PAvNeyo3rgvL3d2KdetqUrq0NTExqQQExNGp0z8cOqRkzqpV7Zk92wc3N0vu3XvGzJn3mDfv/nO2mjfva46p4430Px9yRRm1or4TNHVRPrvTSj/NS39CcCK85QHuVjDQS1ky3HsGFU/kL56GPnBMZ9jyeZoGszWHYeiCvG9nWAc4FQg3jPyEcF7LYUWluOdlgPbtzTV1Cv0eN/Xrm9O0qVItvHPHUW/dSy/FERxs/AZAk/9eteGYTll83hTl3zW/wdBPoVt7WDNXu36zpiw4bQFM1+T3BauVuannTQY3F/APhA6DIMgIp4DiVOdSzoN1KF3ahpiYFM158ByHDikZc8GCe9jYmDFvXjXc3Czx94+jQ4dzBAUZp+Niw4pw7HPt+3n9lX/XnADfNVCnHAxuCS528OAJHLgCX/wOyZq/1aN46PwdzHwLjnwGluZwNRS6z4eAAtQviludK6uyZS3YtMmLEiXMiYxM4+TJBJo2vUdUlNLqv2DBE83v5YGbmzn+/ol06HCfoKCieRLz/PkUevZ8xOzZznz5pZOmnBrDxo1KfTwtTU2dOpYMHmyHi4sZDx6kceBAIl98EWucckYxO9YbVoVjC3Xi+VATzz4Y9T1UqwCDOysdLh7Fwrnr0OrD7HXkovC838pU2rdXUaGCilWr9Oudqanw2mupzJljzh9/mOPgoNwkGjw4jX37Cn/daugNx6Zr388bovy75hj4roA65WFwa3CxhweP4UAAfPGr9tzToQ5ULq0soVmmFVH1LkA8hSxnAIwaANPGadOc+E35d8h4WPtb/mPSVbasJZs2ldece1I1557bREWlYWmpolUre8aOLYmrqzkREan8+edTmje/Q2Rk0Y1oU5zq7JBzXgaoWlXF7NlmuLnBvXswc2Y68+YV3ZCnJq8DVoBjE7Tv52mme1hzGoauhh3/wKj18FkXWPg23IiAN5fCKc2ofYkp0KoyjG0PrnYQEat00Gg+ByIL+Yydch31pEQJM811NJGmTf/NvI6+9toD5swpyR9/eOHgYMbt2ykMHhzBvn1GKveUgWM6UzPO66r8u+YCDNW0kb1dRxkNYJO/4W1M2Aep6fBLH7C1gLMh0PZniC5AX0ZjtKUCvPsW/BsOB07mP4bcmLot3pD27S2oUMGcVauyN+CMGmXDtGnakQFOnFB65A0ZEs/atcYfaRU058Kvdc6F22HyF8q50MIC6tSGwQN1jvVD8MXUwh/r72s6AR7PMtjAkDuwNkp5kKSVI4z1BFdzZfqQP+Og+TWlEwbAMzUMd4d5tmBtBiFJsO0JzDFOH6fntve89to/zJlTmT/+eBkHBwtu305g8OCr7NtnnAp6ca9XPM+CBeHY2KiYN688bm4W+Psn0KFDIEFBxm+8dMp4KsSAOXPmkJ6ezsCBA4mLi6Nhw4bs378fV1dXo8chCu9/YXoRlVr9vzTAnemFhYWxfPlyRowYgZeXi6nDQa3WXuhVOU+r+sKodcqoKlURTGqbT2q19rEq1YsfoTIb3aNVlfO15oUJOHWZbdu20atXL+p8VPv5Xyhiap15JVWVTRdHBrVOx06V6pjJ4gBQq9tkvnZMKNrhX/Pi9J0wbd7pVAzyjk6BXVUMJt7S7cuiUhm3h3BBqNXaA0pVRE/b5EdAks65p07RPR2VV2p1i8zXxe5aYeJ49GIpb7o4MgTs0c07xaGc0T7ztcrIIz8UhLqj9rWqm+niyKDWGf7Z1HkZint+rvD8LxQxtVpbODX176X3W3nnnO5FUevMyV4c6lwBZ3XzTtF0MswPtbpL5mvVIBMGoqHWGVGkONS51DpFHZUq0HSBaKjV1TNfq1Smzz8BAU+0+bm7aesVesf6K6aLI4P6T+3r4vBbqdVlM1+rVKYfcj0g4Lo273xVDOqkOiMsFIdyhlqnY5FK9YLmxs2FWl0n83VxqLMH+OteS6uZOhzUat256k0YCFnKYcNzTveiqHWmXyp27Suf55LwBQl4Rycv9yoG50K9tlTTxZFBv33lBTwZ9BxqtVvma1UxuCsZcFEn/ySYuBzWRPtapTpkukA09Np7il2d4qzpAtF48KB85n3S0qVLP/8L4j8tNjYWZ2dnbgGOz00NcUBlICYmJtdON8WRjHQhhBBCCCGEEEIIIYQQQgghhBBCCKOzMAfLPHSos1ADRTcgWpGSThdCCCGEEEIIIYQQQgghhBBCCCGEMDoLC7CQThdCCCGEEEIIIYQQQgghhBBCCCGEEPljaw22eeh0kaIGkoo8nCIhnS6EEEIIIYQQQgghhBBCCCGEEEIIYXSW5mBplod06UUfS1GRThdCCCGEEEIIIYQQQgghhBBCCCGEMD5zIA+dLsjDaBjFlXS6EEIIIYQQQgghhBBCCCGEEEIIIYTxWZC3Thcy0oUQQgghhBBCCCGEEEIIIYQQQgghhA7pdCGEEEIIIYQQQgghhBBCCCGEEEIIUQDS6UIIIYQQQgghhBBCCCGEEEIIIYQQogDMAHNTB1G0pNOFEEIIIYQQQgghhBBCCCGEEEIIIYzPgrx1ulAVdSBFRzpdCCGEEEIIIYQQQgghhBBCCCGEEML4pNOFKEpqta2pQ9CjTjB1BPrUag9Th6BHrTZ1BPrUsaaOAC5f1r5WHzFdHIaob5k6An1qdRtTh5Apzq6kqUPgMmGZr9UPTBiIAepiNmeYWl3Z1CHoUVcxdQRZzj3qFqYLxIBid60oRvGo75s6gqx5p73pAjFA3dHUEehT7zJ1BPqKU16G4pifnUwXiAHF6fdSB5k6An3Foc6ln3e6mC4QA9TrTB2BvuJQ59KlVlc3dQgAhISEEB0dTUCAqSOB+/e1J+TidLyr/zR1BPrU6rKmDkGPWm1p6hD0z4VbTReHIcWhnKFLra5j6hD0FIc6u/611PT5WVexKoetMHUE+opd+8osU0eQJS8Xu7ZUU0egT612M3UIetQppo4gS/5pYro4sip27T3Frk5h+h8rLCzs+YnE/z/myPQiQgghhBBCCCGEEEKEhISwatUqU4eRjYuLi6lDEEIIIYQQQgiRExnpQgghhBBCCCGEEEIIiI6OBqBhw4aUL1/etMFouLi4UK5cOVOHIYQQQgghhBAiJ+b8v++V8P/8v1e8qVSPTR2C3rBYqm9MGIiGeqL2taqU6eLIoI7UvlapvjVdIBpq9aeZr1WqsyaMRBEQYJf5WqUy/ZhmukM6qpabMBAN9Qjta1PnZ728PMZ0cWQIGK59rXrNdHFkUO/Vvlb1M10cGdQbta9VKtOPQac7bL2qmwkD0QiYqX2tam66ODKoT2tfqy6aLo4M6vra16rhOad7EXSHk1WZmS6ODAH+2tfFrhx2P9WEkSjU5bVVA9W7JgxEQ63zIHVxyD+6Q1mrOpgujgwBP2hfq3qbLo4MukOzm/rcrHdeVv1rukA0dIf1VxWDJzZ0p4RQqSJMF4iG7rSS5bhtwkgUIfhkvlYNMmEgGrpTrqjsck73ogRoqqHly5enTp0ypg0G/Wup9WPTlpuT3HTKzMXgt9Kdzkj1Q87pXhT1eO1rlcr0c9MEBGhPyKpGJgxEQ31O+7rYlcNUgaYLREN3eiWVaroJI1EEBPTKfF0cyoXqg9rXqgdJpgsEUHtZZ75WvW/CQDTUP2pfF4e8o1ZPzXytqmHCQDQCNmtfq4rBdCfqz7WvR7LAdIFoLOOjzNcq1T3TBaKhVr+U+Vqlema6QDT06hVtTRcH6E99XuzKPd6miyOD7jR8xaEO+KCYTTcuXpC8Ti9SzKaXyo9i0HwphBBCCCGEEEIIIYQQQgghhBBCiP93LPKx5FNoaCgDBgygRIkS2NraUrt2bc6fP5+5Xq1W8+WXX1K6dGlsbW1p3749t27d0tvG48eP6d+/P05OTri4uDBs2DDi4+PzFYd0uhBCCCGEEEIIIYQQQgghhBBCCCGE8RVRp4snT57QokULLC0t2bdvH9euXeP777/H1dU1M823337LwoUL+emnnzh79iz29vZ06tSJxMTEzDT9+/fn6tWrHDx4kN27d/Pnn38yYsQIQ7vM9b8ohBBCCCGEEEIIIYQQQgghhBBCCGFc+exQERurP32ktbU11tbW2dJ98803lCtXjtWrV2d+VrFixczXarWa+fPnM2XKFLp37w7AunXr8PDwYMeOHbz99tsEBgbi5+fHuXPnaNiwIQCLFi3itdde47vvvsPLyytPMctIF0IIIYQQQgghhBBCCCGEEEIIIYQwPjPAPA+LpudCuXLlcHZ2zlxmz55tcLO7du2iYcOG9O7dG3d3d+rVq8eKFSsy19+9e5fw8HDat2+f+ZmzszNNmjThzJkzAJw5cwYXF5fMDhcA7du3x8zMjLNnz+b5vygjXQghhBBCCCGEEEIIIYQQQgghhBDC+PI60oVa+SckJAQnJ6fMjw2NcgEQFBTE0qVLGT9+PJ9//jnnzp1jzJgxWFlZMXjwYMLDwwHw8PDQ+56Hh0fmuvDwcNzd3fXDtbDAzc0tM01eSKcLIYQQQgghhBBCCCGEEEIIIYQQQhhfPjtdODk56XW6yEl6ejoNGzZk1qxZANSrV48rV67w008/MXjw4ILHWwAyvYgQQgghhBBCCCGEEEIIIYQQQgghjC8vU4tkLPlQunRpatSoofdZ9erVuX//PgCenp4ARERE6KWJiIjIXOfp6cnDhw/11qempvL48ePMNHkhnS6EEEIIIYQQQgghhBBCCCGEEEIIYXwW+VjyoUWLFty4cUPvs5s3b1KhQgUAKlasiKenJ4cPH85cHxsby9mzZ2nWrBkAzZo1Izo6mgsXLmSmOXLkCOnp6TRp0iRf/0UhhBBCCCGEEEIIIYQQQgghhBBCCOMyJ2+9EtLzt9lx48bRvHlzZs2aRZ8+ffj7779Zvnw5y5cvB0ClUjF27Fi+/vprKleuTMWKFfniiy/w8vKiR48egDIyRufOnRk+fDg//fQTKSkpfPDBB7z99tt4eXnlORbpdCGEEEIIIYQQQgghhBBCCCGEEEII48vr1CH5nF6kUaNGbN++nc8++4yvvvqKihUrMn/+fPr375+Z5tNPP+Xp06eMGDGC6OhoWrZsiZ+fHzY2NplpNmzYwAcffEC7du0wMzPjzTffZOHChfmKRaYXKea8vFT88os9UVEuJCS4EhDgRIMG2hzn7q5i9Wp7QkNdePrUlX37HPDxMd7P2qos7HoTQt8H9UToXll/vb0lLGoPIe9Dwni4OgxG1tWur+CkfM/Q8lbVfMbSDHath9DLoI6E7l2yp5k+ER5cgYT7cPA38PHOnua1DvCXn5Lm8S3YvjZ/ceSHmZmKr75qSVDQCBISxnH79nCmTGlWdDvMxcSJpVGrmzBvXvnMzzw8LFm3rhJhYfWIj2/IhQu16NXLtUj2f/euBWq1ZbZl8WIzKlTA4Dq12pK33lIZZf+tPGFXJwjtD+oR0L2C/np3W1jdWln/9F3Y1wV8nPTTeDvCtg7wcCDEDIHN7ZTvFSieQubn1s2V7xlaGtYtQDyVYNcICJ0B6oXQvXb2NNU8YOdwiP4G4ufC3x9DOZ3s4uEI6wZC2NfK+gsToNfL+Y8FoFUt2DUVQn8B9V7onsths/QDJc1H3fU/3/klBK+BZzvgwXpY9wmUditgPNVg1ycQugTUG6F7Q/31q0cqn+su+ybqp7m7IHuaiW8ULB697d51QK12yrYsXmyTLe3evXao1U507268PpetasKuKRC6GtS7oHsuo20t9VXSfNQt+7rXGsJfcyFhKzzeCNs/L2A8dWHXtxC6E9Snofsr+uunDoPATRB/GB77wcEF0FhnyrcKnvDzZxD0GyQchdtbYdowsCzAn2ySB/xdFWJfhojasN0bqljrp/mpHNyuCQl14WFt2OENVa2zb2uwG/hXh2d1lW0tLpf/eABaVYZdH0DoXFCvgO51s6ep5gk7R0P0AohfDH9PhnI6x85PA+D2TEhYAg9/gB2joWrep7bLlYMDzJsH9+5CwlM4dRIaao43CwuYMwcC/CE+DkL/hbVroHRp4+zbkLt3nVGr3bItixfbAWBtDYsX2xEV5UJcnCu//eaAu7txrluTnFT87WFObFlzIsqYs72kGVWy5MOj7uaoy1voLUtd9cuBC1zNOO9pTmI5c/7xzGetRUerKrBrDIT+AOpV0L1e9jTVSsPODyF6McQvhb+/0M871haweABELYS4H+G398HdKft2Ciq3/AMwdSoEXlPyz+NHcPAANG5snH23qg27voLQX0F9ELo3118/dSAEroT4XfB4Gxz8BhpX009TzwcOzIEn2yHqd1g2Fuyzn8rzFk912DURQpeBeit0b6S/fvVo5XPdZd9k7foKpeBnXwhaAgkb4PYimNanYOdCKF7n5px4eZnxyy+uREWVJiGhDAEBHjRoYGkw7dKlLqjVZfnoIwfjBaBhZgZffQVBQZCQALdvw5Qp+ml69oT9+yEqCtRqeLmA5a28Uv42TkRFlSIhwZ2AADcaNND/41erZs7OnS5ER5ciPt6dv/92o1y5wtdLR+PKbsoSiDf/8BI/44k32t+lLBaE4GNw6Yo9AL1xzDFNiXy25rSqCrvGQegCUK+D7vX1168ernyuu+z7RLu+dbXs6zOWhhUL/GfS4+AA876Fe9ch4RGcOgING2jXu7vD6mUQegeeRsG+neBTyTj7zup519Hhw605etSRmBhX1Go3nJ2Ncw0FmGBjxSkne6JcHQlxcWCrgy1VzPTz5AFHO5LcnPSWxXb6J94G5mb4OdoR4eJIuIsjux3tqG1unDaX5/1W9vaw6AcIuaWsv3oBRr5nlF0D0KoM7OoOoSNAPR66Z8kH7nawupOy/umHsK8X+LjopxleG472hpjRyjacDZRjC2rqVA/U6jp6S2BgFQBcXc1ZuNCL69erkpBQi+DgaixY4IWTk3F+m1b1YNcPELoX1Oege2vtOgtzmPMBBGyC+D+VNGunQemS+tuoXB52fAeRByHmKJxYAW0aUCDGKIcNbw1HP4WYJco2nAvYlmHI1KklUaur6y2BgdoGjKNHy2dbv3SpkSoQeTBpUkv+/vs9YmMnERHxCdu396VKlRJFtr/iVC6c5GDO3yUtifW0IsLDiu2uFlQx1z/XHi1hidrLWm9Z6my4kOWmghAPK9Re1hT0lN3KB3b5QugsUP8I3Q2UY6p5ws5REP09xM+Dvyfqtz8dHat8V3dZ+k7B4nmeF5l/WjWAXUsg9Bior0H3dtp1FhYwZzwE7ID480qatbOhdCn9bXw+Ek5tgKcX4MlfhYynHOzqDaEfgvpz6F5Ff729JSzqCCEfQMIEuDoCRmY5Px3tr3xXd1nauWDxvEJtvqA/8xnFfEYxkT7UpILBtB/SnWV8xMtoz0X22DCG7nzDMBYzmtm8y9u0wQarggVkgJeXOb/8UpKoqHIkJJQnIMCLBg2U7SttGq4EBHgRH1+e0NCyrF1bktKlC15Pz83du9ao1bbZlsWLlbL00aNW2dYtXWq4/lMQrerArpkQugXUR6B7C/31UwdD4BqI3wOPd8LBudnPhZXLwo4ZELkdYv6AEwugTd0CxlPIco+rDSx8Fa4PgYQxEPweLHgVnAqYfVo1gl0rIPQMqIOgewf99T07wf61EHVBWf9y9dy3t3eV4e0U1PPqgPb2KhYtciQkpCQJCe5cvVqCkSMLX7hQqVS5LtOmTSv0PoQJFdH0IgCvv/46ly9fJjExkcDAQIYPH663XqVS8dVXXxEeHk5iYiKHDh2iShX9C5ubmxsbN24kLi6OmJgYVq1ahYND/tp9ZKSLYszFRcWpU04cPZpKly5xREaqqVzZjCdP1JlpduxwJCVFTffuccTGqhk/3oZDhxypUSOGhITCx2BvBf4PYVUAbO+Vff0PbaFtBRjwB9yLgY4V4ceO8CAe/rgNIXHguVj/OyNehgmNYV9QPmOxA/+rsGqj4Y4Sn34IY4bD4A/g7n2YMQn2b4YaLSEpSUnT63VY8QN8PhOOnFAKO7Wec8EqjIkTm+DrW5fBg/dy9WoUDRt6snr1a8TEJLFo0cWi23EWDRvaM3KkO/7+T/U+X7euEi4u5nTrdpOoqFT69SvBli2VadjwCpcuGSED6WjUKBVznTJkrVoqDh2yYOtWNSEh4OmZopd+xAgzJkwwY98+NcZgbwn+j2DVDdjeMfv6HR0hJR26H4DYZBhfBw51hRpbISEV7CzgQFdlG213K9+Z0Qj+6ARNd0B+oyxsfj59Djxr6n9nxiRo1wrOX8pnMGiO9VBY9RdsN9CQ510STo6FlWdg6j6ITYSanpCo87OtGwguttBtOUQ9hX4NYMtQaPgdXPo3n/HYgP9dWHUAtn+Rc7oezaBpVQiNyr7uaADM2gxhT6BMCfhuGPz2ObT4JHva58ZjDf7BsOoYbB9vOM2+SzB0mfZ9Umr2NF9shRVHtO/jEvMfS1aNGj3NcmyZceiQPVu36h9TY8daoVYb53jSZW+t+a0O5d5RokdTzW/1KPu6Xs1gxQfw+S9wJEBpyKxVPnu6PMVjA/63YdVu2D4n+/qb9+GD7yHoAdhaw7i+cGA++PSBqGioVkG54TXyW7j9L9TyhhWTwN4WJizOvr3ctHaAJZFwLgEsVDDLCw74QI1ASNAMk3YhATY8gfvJ4GYO00rDgcpQ8Yp2JLVx7vCxO0wIhbNPwd4cXipgpc7eGvz/hVWnYPv72dd7l4KTE2HlSZi6S3Ose+kf6xeCYcNZuP8Y3Oxh2htwYCxU/AzSC5nFfl4BtWrBwEHw4AEMGACHDkKNmhAfD/XrwYyvwd8fXF1hwXzYtRMaGenGeVaNGsVmOb7MOXTIia1bkwGYN8+Orl0t6d07npgYNYsX27NtmwMtW8YVet+trVUsiU/nXLIaC2CWixkH3M2pEZZGgs7feXl8Ol9Ga8fdSzDwG6yKT6eJtYo6lgW/mWVvDf4hsOokbP8g+3rvUnDyM1h5AqbuhNhnULOMft6Z9w50rQO9f4SYZ7C4P2wbDS1nFzgsPbnlnwcP4OZN+OBD5Wa2rS2MGwcH9oNPZeXmdWHY24B/EKzaD9unZV9/81/4YDEEhWnOPW8qDek+gyEqBkqXgEPfwObjSjonO5j/PqyZAL1nFCCejOvWUdg+wXCaff/A0B+175N0fqtqZcBMBSOXwe1w5Zy8YqSy3Qm/FCCeYnRuNkSpd7lz9GgSXbpEERmZTuXKFjx5kn1Myx49bGja1IrQ0LTC79iAiRPB1xcGD4arV5WOQ6tXQ0wMLFqkpLG3h5MnYcsW+PnnIgkjk/K3cePo0WS6dHmi87fRnmy8vc05edKNlSufMXVqPLGxamrWtCAxsfDljqbYsJYY/EnCHJhICTbgRVvu8ww1D0ilPnf1vtMPJ0bhylGU+swfxHMM/brND7hjjRmPyN/vaG8N/vdh1Z+w/SPDafb5w1Cd30X32Dp9Czw/1E8/401oVwPO6/83CuznH6FWDRg4DB6EwYB34NBuqNFAORfu2AwpKdC9D8TGwvgxcGgP1KiPUdoQdD3vOmpnB35+Kfj5pTBnjp1R9/2KhQU/JSZzPi0NC2CGrTW7He2oGxOvlxtWJiYz/VlS5vsEnfKyPfCHox27U1IZ8zQRcxV8qdlOpeh4DBT38+V5v9UP30Db1jDgXbgXDB3bw4/zlbR/7CnkztHUkSNh1VXYbqBT9I5umjryTk0duQEcegtqrFHqyKDUk/3uKcucVoWPKasrVxJp317beJSaqvw+Xl4WeHlZ8sknD7h2LYkKFSz56aeyeHlZ0Lv3/ULv194W/G/Cql2wfa7+OjsbqF8NZqwE/1vg6ggLPoZd30Ojwdp0u3+AWyHQ1heeJcHYd2D3PKjUEyIM1IlyjccI5TA7K/C7oixz3srf/vNC+a20f/vULAfI8uVP+PLLyMz3CYYKrUWkdesKLFlyjnPnHmBhYcasWW05cGAANWr8SEJCyvM3kE/FqVzY2sqMJU/TOJeiqVM4mXOghCU1IpP16xRP0/gyTvuj5fTzrHSxICAlnbK6J/d8srfS1ElPw/aR2dd7l4ST4zXtT7s1ddLS+vkZYPlJ+HK39n1CcoFDytWLzD/2duB/A1Ztg+2L9NfZ2UD9GjDjJ/C/Dq5OsOBzpZNGoz7adFaWsHU/nPGHYQba8vMVj6XmvoA/bDdw3vihvea+wC6d+wKdNfcFbmnTLf8HvvxT+76gf7Zo4tnOKR4SDUAzqvM+b/A1GwnjcWa6dtQz2E6rRs0lgtjJGeJ4hjsuvEMb7GnLSvwKFpQOFxczTp0qzdGjz+jSJSJbncLOTkX9+lbMmBGNv38yrq7mLFjgxq5d7jRqFFbo/WfVqFGSgfZCa7Zu1ZZ/ly9P5csvtT+IMcuC9jbgfwdW7YPtX2VffzMEPliY5Vz4LfgMVM6FALtnwq1QaPux5lr6pvJZpQEQ8SSf8RSy3ONlD14O8MmfcO2R8rDxT+2Vz3vvzr6958ZjB/6BsGorbP/JwHpbOHketuyBnw3UoXWNfTf/9yZyk5c64A8/ONC2rRUDBsRw714aHTta8+OPjjx4kM4ffyTlsvXchYVpj4XNmzfz5ZdfcuPGjczP8nsDXBQzee1Qkc/pRYoT6XRRjE2caENISDrvvqu9UX7vnja3Va5sRrNmFtSsGcO1a8rF0tc3gfBwF955x5qVKwt+csvgF6QsOWleBtZegeMhyvsV/spIF41LK50u0tUQoX+fn55VYMsNeJrPApbfYWXJydiR8PUPsEtTRho0GiKuQY8usHkHmJvDgpkwYTqs2qD9XuDN/MWRH82bl2Hnztvs3av8EYODY3nnneo0blyEj+VmYW9vxoYNlRg+/C5TppTJEp8Dvr73OHdO+ZFmznzAuHGeNGhgb/ROF1lvZkyapOL2bTXHjysX64gI/fU9e5qxZYuap1nyT0H5hSiLIZWdoZkH1NwK1zQFNt8TED4Q3qkEK29ACw94yQHq/Q5xmrw7+Cg8GQJty8Dh0HzGU8j8nJICEQ+16S0soHtnWFTAhne/QGXJycyusPcaTNyl/Swoy2/avCL4boFzmnaWmQdg3KvQoFz+O134nVeW3HiVgEW+0GkK7Jmeff38HdrX9x/CnK2w4wvlhn5qPu+T+PkrS26SUiEiJvc0cc+enya/oqL0i9WTJllw+3Y6x49r/5Mvv2zGxx9b0bDhU8LDjddrHcDvorLkxssNFo2ATlNhz5f668zNYMFwmLAGVh3Ufh6Yw/H63Hj+UpacbDqo/378QnivG9SpBEcuwP6zypLh7gP4biP49sz/jb0ud/TfDwmGyDrQwA5OxCufrdBpcA0GpoRBQHWlU0VQMriYw9de8MYdOKJzH//ys/zFkiGjoTUnM3vA3ssw8XftZ0GR+mlWnNCJ+RFM2QEB0+ClktnT5oeNDbz5JnTvASc0+5g+Hd54XbkB+cUX0LGT/nc++BDO/Q3lykFIAfNMbrIfX1bcvp3G8eOpODmpGDbMmn794jl6VGmgHDo0nuvXXWjSxJyzZwt3Q7ZLpH4NY8ijdCLLWtDACk7oFPES0iEil8rIR5oGnlLmKuoU4vD3u6wsOZnZC/YGwMSt2s9084OTLQxrBf2WwdHrymdDV8H1WdDEG87mszNuVnnJP5s26X9n/Hh4bxjUqQNHjmTbZL74nVOWnGw6mmXfP8F7XaCONxz5B15vAilpMHqRMnIBwKj5cHkFVPKCOw/yGc8lZclNUgpERBtet/+SsmS4+xC+8wLfjgXrdFGczs2GTJzoSEhIGu++q225u3cv+zHs5WXGokUudOoUxZ49JbOtN4bmzWHnTti7V3kfHAzvvKM/Ksv69cq/FQw/2GdUEyfaa/42sZmf3bunf1dj5kwH9u5NYuLE+MzPgoKM0yllIPoN0OOJwB9v6mDNWRJJByKzdJzojAO7iSdB0/SYiJpEnTRumNEcOybwkPzyC1CW3ORWJkxJ019nYa6MlrHooOH0+WVjA2/2UDpUnDilfDZ9JrzxGvgOh3UboFkTqNkArmnK/r5jIPwuvNMHVq4xThwZcruOAixYoFzQWrc2ftPUG/H69dn3niYS6upIfQtzTupUBhJQE5FDx+Sq5maUMDPjq2dJ/KvpWfr1syQuOjtQwUzFnUL0Nn3eb/XFdGjeBNZugOOa69qKVTByGDRuaJxOFxmdJQyp7ALNvKDmWuXGAoDvIQgfBe9Ug5Wa8uSCf5R/W5ctfDyGpKaqiYjI3r3l6tUk3norOPN9UFAykyeHs359OczNIa2QpyC/08piSOxT6Jil48MHc+HcWijnASERUMIZqlSAYV/D5dtKmkmLYXRvqFUp/50uClsOA1igOc+0zueos3mVmgoRETn/4RMS1LmuL0pdumzQez9kyE4iIyfQoEFpTpwofCedrIpTubDLY/3G1yHRqUR6WtPAUsWJZO05LEGtzrVOATDKzgwXMxVfxaXymk3BO134XVOWnMzsBnuvwsTt2s+ytj+B0skiIjb758b2IvOP3wllMSQ2HjpmeUjqg6/h3BYoVxpCNEWmaZqy8eAeRojnefcFysLay3Bc82dYcUkZ6aKxl36ni4SU7PcHCiIgS0fbnZyhNXXwpnRmp4uylKQD9ZjFr8xF/ynnBJL4E+3J9DFxHCOAjhRwGKIsJk50JiQklXff1Z7k793TXsNiY9V07KjbAJ7KBx884tw5L8qVMyckxLjnyOxt8eaa9kKdhzYSsrfJG4vf38qSk01Z6uDjl8J7XbXnwhJOUKUcDPsOLmvy4aQVMLoH1KqY/04XhS33XH0Eb/2h/U5QDEw+Ceu7gLkK0vJZLPQ7riw5Wb9D+bdCmZzTgDICxsfDoGF3CM/l750feakDNm9uxdq1iRw/rlxnVqx4xsiRtjRubFGoTheentqRsJydnVGpVJmfTZs2jR07dnDp0qXMNPPnz2f+/Pncu3cv87Off/6Z77//nrt37/LSSy8xZswY3n/fwJNn4sX7H+h0IdOLFGPdullx/nwaW7Y4EBHhwsWLTrz3nnasRmtr5WlF3SeI1GpISlLTsuWL6U9zOhS6+Si9/ADalIcqrnAgh6d06ntAPQ9Y+ZyGqvyqWAFKe8AhnV6zsXFw9iI00wynXL8OlPWC9HS4eESZtmHvr1CzmuFtGsPp06G0a1eBypWVMfDq1ClFy5Zl2bfPSI8x5cGSJS+xZ080hw9nr4mcPh1P375uuLqao1JB375u2NiYcexY0dZaLC1hwAAzVq0yfPasXx/q1VOxcuWLObtaa86EiTptOWogKQ1aaq7z1ubazzIkpikdi1pqywJGkZf8nFW3zlDCDVZvMry+MFQq6FoTbj4EP1+ImAl/jc8+Bcnpu9C3HrjaKd/pWx9sLODYLcPbLWxMv3wCc3+Ha3mo47o6QP9X4XRg/jtc5FWb6hCxFK5/Bz++C24GOt5O6gZRy+DiLPjkdaXDgTEpx5Ylq1ZpC8K2trBxoy2jRycSEfHinibKoFLBL+Nh7na4ZuCmeP1KULak5tw8Hx6sgb1ToWYBR7rID0sLGNEdouOUJ7Bz4uwAj41wWnTWtEs9zuGxSDszGOoGQUkQomkb6+CoFNbKWMK1GhBSCzZXhLLG7TsDaI71OnAzAvzGQsT38NdnhqcgyYzZCoa2UBp1Qx7nnC4vLCyUJTHLCDDPnkHLFoa/4+ys5J3o6MLtOy+U48uKVauUymODBuZYWak4dEj7g964kU5wcBrNmhm/HOasOV88znJp7G+vIrKMOZc9zZnlbIat8UZmzzOVCrq+rMk74yFiPvw1RX/o6wYVwMoCDuk0sN4Ih+AoaGaEYe3zm38sLWHECCXv+D+nU52xWVrAiNcgOl558gfA2hKSU7QN6wDPNKfylrWKJo42NSHiZ7i+AH4cbvi6pcvZDh7H557GGF70uRmgWzdbzp9PZssWNyIiSnPxojvvvWevl0algl9+cWPu3HiuXSvs8+05O30a2rWDypppHevUgZYtYd++Ittlrrp1s+b8+RS2bHEmIqIUFy+68d572mFjVSro2tWKmzfT8PNzISKiFH/95Ub37kacY0CHk2Y6kOgcWmFqY00trPmVnDPHWzjxjHT2UjQZuk01iFgM17+BHwfnfmx1qwclHGD1nzmnyY9cz4XNlGmxQH+9Wg1Jycr6opT1OvqiZQyD/zhLB4u3rSwJdXHgopM9M2yt0R0U+WZaOlHp6QyxtsISsAGGWlsSmJbGvUIO7/W83wrg9Fno1hW8vJT3bV6BKj5w4FChdp0n1pqijME68nMa/42pcmVrQkOrc+dOVdavL0e5cjkXgp2dzYmNTS90h4uCcHbQlEk1p5VHMXD9Hgzqqjydbm4OI3spnS0u5PKwQ0HkpRz2IlSubEVoqA937lRi/XovypXTLw/37+9EZGRlLl+uyKxZpbA1RaFVw1kzD87jxwXsyW5EL7pcmHkuzFqnsDUn0sOKy6UsmeVonq1OUd1CxZeOFgyKTinS+yAqFXStpWl/+gAivoG/JhiegqR/I4j8Fi5PgVndwbYI6siGFKf84+yoOfe8gM4nhpz+F7pV1rkvUAGquMGBLB01+teCyLFweTjMagO2Rqguq1DRkCpYYUGQppOuJRYMozObOEYsz3+Y0Bl76uHDLfL5JF0OlDpFElu2lCIiohwXL5bmvfdyr2Q5O5uRnq4mOrpo28CVcpg5q1bpXyT79zcnMtKGy5etmTXLAlsjTj2Vr/gsYMTr+ufCR7Fw/T4M6qi5lprByDcg4jFcMPJDtAUt9zhbK6Ni5LfDhbHY2sDG+TB6KkQUcvROXc+rAwKcPp1Mt27WeHkpjVVt2lhSpYo5Bw4U0bBDebRhwwa+/PJLZs6cSWBgILNmzeKLL75g7VoDQ42LF88MMM/D8h/uufAfDv3/P29vM3x9rbl1K41OneJYujSJhQvtGDRIGVP8+vU0goPTmD3bFhcXFZaW8OmnNpQrZ07p0i/mp/3wEFyLgtDRkPwJ+PWG0QfhRA5PtQ+ro6Q/Y5yyTCZPd+XfiCw9+SMiteu8NU+CTZugjCDwej94Eg3HdoCri3HjyTBnzl/8+msg16+/R3Lyx/zzzxDmzz/Pxo25dOk2or593ahf357PPjP8+G+fPrewtFTx+HFDkpIasWxZRXr2vMWdO0XbENajhwoXF1izxnCBctgwM65dU3PmzIspsVyPhuA4mN0YXKzA0gw+fRnKOUBpzSi3fz2Ep6nwTROwNVeGUf2uKViYadMYS17yc1bD+sP+oxBq/NHocHcARxuY1F4ZDaPjj7A9ALYNg1d8tOn6rAZLc3g8B5J+gGV9oedKuGPEQl+Gib2VzhMLd+aebs5QiN8Gj7dA+VLQ3cBwdsbgFwCDlkK7WTDxV2W+7n0TlaHZMyzcD28vgle/hmWH4fPu8G0/48bRo4cFLi4q1qzRPs0yb54Np0+nsWtX0d0gys3ENzW/1R+G13trOi1Newe+3gyvz4An8XBsltJZpih0bQ5xhyDxGIx7GzqMVRpGDalUBj58C5Y9J689jwqYXxZOxsPVLI3rviUh7mV4Whe6OEOHW5CiOf15WyuFtc89YWwIvBWkTENysDIUYqYIg9wdNcd6F2U0jI7zYfs/sM0XXskyd6tvG4hbBE+XQJda0GGe8jRWYcTHKzcbv5gCpUsrUwn07w/Nminvs7K2hm/mKKMXxBV+No/n6tHDSnN8KddIT08zkpLUxMToX6siItR4ehq3HKYC5ruacTJRzVWdh9U2Pk1nwKN0Xn2YxuzYdAbaq1hf4sUX7zPzzmvKU5gdv4ftF5WpQzLyjqezMrJCTJa2yYhYZV1h5TX/dO0KcbGQ+AzGjYUOHeFRPp82LaiuTSBuFyTuUYZO7TBRaUgCOHIJPN3gk95Kg5OLA8wZpqwr7ZbjJgvM7x8YtBjafQUT10PrGrBvsvJ3M6SSJ3zYBZYZ6Wl8Q0xxbs7g7W2Br68Dt26l0qlTFEuXPmXhQhcGDdIW8iZOdCQ1FRYuLNqeJ3PmwK+/wvXrkJwM//wD8+fDxo1FutsceXub4+trp6mTPmHp0mcsXOjIoEHKxPLu7mY4OpoxaZI9fn7JdOz4hO3bE9m2zZlXXjHu3Q8VMJWS/M0zbmC4Me9tnLhJMhfIeQ63vjixk3gSjToIr8IvAAYth3ZzYOJmTZnwY/0yoa5hrWH/ZQjN55N6OYmPh9N/wReTdM6FbyujW5T2hOs3IPg+zP4KXFyUBvhPx0O5ssr6opT1OvoiqYDv7Gw4lZLKtTRtHXRzcgpDnz6jY1wC3yYm0c/akjUO2gbleKBDXAL9rCyJcXXksasjHS0t6BaXkM+JabJ73m8F8OF4ZUSS0NuQHAN+O2H0OO3IGEXp+mMIjoXZLcHFWlNHbgTlHKG0/fO/bwxnzyYwZEgInTvfxdc3lIoVrThxohIODtkvViVKmPPFF+4sX/6CLuo6rK3gmw9g0wGI03mSu/1oqFcF4o5D4kkY3w86j1E6FRpTXsphRe3s2WcMGfKAzp1D8PUNp2JFS06ceCnzt9q4MZYBAx7w6qv3mT37EQMHOrN+vdeLCS4LlQrmz+/MyZP3uXq1EMP0FZIpyoUqYL6zBSeT0rmaqr0GbnyWxoDoFF59lMLs+DQG2pmz3kV7V9wK2ORqwYTYVIz8IH42mfm5ozIaRsdFsN0ftg2HVypr0208BwPWwKvzYfZ+GNgY1g8t2tig+OQf0Jx7xsOmvfrnnhfpwwOa+wJjIHki+PWF0fvhhE4z9MarMGAnvLoBZp+GgbVgffeC79OLEizAlyV8QH/a8hN7Mke56MMrBBGGP7kPoziMzizifb7lPRJJZh3G6c3o7W2Jr68Tt26l0KlTBEuXxrFwoRuDBhm+cFpbq/jmG1c2bXpKXFzRtoH36GGuaYvXtg1u3JjGgAHJvPpqErNnpzJwoAXr1xdwLtsC6toU4vZAoh+Mews6TNCeCwHafwL1fCBuNyTuh/FvQedJ2k6OxlKQck8JG/iiKSzPZSSqojZvCpy+CLuM3CH3eXVAgA8/jOPatVRCQ0uRnOyOn58ro0fHceKE8aftyo+pU6fy/fff06tXLypWrEivXr0YN24cy5Yte/6XRdGzyMfyH/UfDv3/PzMzOH8+lcmTldbpS5fSqFXLnFGjbFi3LpnUVOjVK56VK+158sSV1FQ1hw6lsHdvMqoX1GH8wwbQ1Ave+E25ML1SDpZ0UOZuOxysn9bGAvrVgBk5DNFY1DIakWfOg22aebaGjoF//aF3N1i+zvj77NOnGv3716Bfvz+4ejWKunXdmT+/HQ8exLNu3VXj71BH2bJWLFjwEh06BJKUZLjgNmNGWVxcLGjXLpCoqFR69HBlyxYfWrW6xpUrRddje9gwM/btUxNmoIOAjQ3062fGjBkvbgyhVDX0OggrX1GmC0lNh0OhsPe+UikFiEqE3gdhaSsYU0sZ4WLTHbgQqbw2pTKlodOr0Oe956ctiIxG4p2XYf4x5bV/qDKdyKgW8KfmKdQZr4GLLbRbDFHx0KMObBkCrRbAFSN2BqnvAx91g/pjnp927u+w8gBUcIep/WDdx/D6NOPFkmHzGe3rKyEQcB+C5kObGnBEc6jP26tNczkEklNh2TD47FfltTEMG2bFvn2phIUpmfKNNyxo29acevVMUwOvXwk+egPqj8s5TUb+mrkVtmn+jkMXwL+roXcLWL7f+HEdvQh1B0NJFxjeDbbMgCbDITLLDQ+vkuA3D7YegZ93GdxUni0pB7VsoKWB3vgbHsPBOChtCZ+4wxZvaHEDktRKhwsrMxgToqQBeOcehNeGVx3ggBEbbTOP9UswX1Nh8w+B5pVgVGv4Uyf2DWfh4DUo7QyfdIQtI6HFHGVI9cIYOAhWrYQHocoQxRcvKp0qGmQZ7dPCArZsVhq9fF/QCIHDhlmzb19K5vH1Ii1xNaOWpYqWWYZkXvFUG8uVFDVhaekc8TDH2yKdoBfYzyqjjLXzH5ivuSmfmXde1c87RSkv+efoUahbD0qWhOHDlXzUpClEvoA206P+UHcUlHSG4V1gyxRoMgYio+FaMAz+Fn4YBbOHKcOiL9wB4Y+LppyxWac8fuU+BARD0BLNdSvLFERebuA3GbaegZ9zmRqtsExxbs6g1LuSmTxZaeG7dCmFWrUsGDXKnnXrEqhf35KPPnKgfv0iGntXR58+Soehfv3g6lWoW1fpdPHgAawrgvrK8yh/mxQmT1ZaNi9dStX8bWxZty5Re/zvTGT+fOWJQn//VJo3t2LUKDv+/NN486rNpBRVsaIXhnv426CiOw4sJOceDPWxoQpWjKVofsvNOtPgXPkXAkIg6HtlRLQjWfrdl3GFTrWhjxGmyNE1cBis+gke3NGcCy/Bpi3QoJ7yvtc7sHIpPHmgvD90FPbup8jbEEx5HV1oZ0MNc3PaxuqXiVcmaRuFr6alE57+jP1O9nibJRKUrsYGWGZvy+nUVAYmJmOOinG2VuxwsKN57NNcuvbkTW6/FcCHvtC0MbzxltJZ5pWWsGQePAiDw0dz3XShpaZDr12wsiM8Ga2pI9+HvXe1deSi5uenLehevqx0wggOrk6fPs6sWqU9zh0dzdizpyLXriUybVrRn6d1WZjDltmaMmmW+daXfAoPn0Cr4co89O/1gD9+gEaDIdyIfUOKQznMz097bF2+nMTZs88IDvahTx9HVq2KYcWK6Mz1V64kERaWypEjFfD2fkhQ0Iu9ObNkSVdq1XKnZctVL3S/WZmiXLjE2YJaFma0jNLvuLgiQdv+diVVTVhaCkdKWuEdm0pQGsx2MicwVc2GZ0XfTpdZJw2A+ZqpB/z/hebeMKol/KkZSXWFTuezKw8gLAaOjAXvkoanIjGW4pJ/LCxgyw+ac4+B6XZflA8bQtMy8MYWCI6BV8rDkk6a+wL3lDQrLmnTX4mEsHg40h+8XSAoOv/7jOAJX7MRW6ypjw9D6MD3/E4pnKlKOWby/J7KW/mT3ZzFAxd60oLevMImCn9hVcrNSUyeHA3ApUvJ1KplxahRjqxbp18GsbCALVtKKb+hb9F3GBw2zJx9+9L12uJXrNC2L1y5kkZYmJojR6zx9lYRFPRiymtHL0Hd4Zpz4f+xd97xURXd4342nYQUAqQBCYTQewfpTVBKBPRVUYGIIogKIgq8WEAUVF6NNBFRqoKAIIL0kiC9CqF3QgxJSEgnpN/fH3eT3U02IWWTjb/veT6fIbt35t572Dt35szMmXMGwPqPocN4tS0EWDQB7sdD1wmqx5/Xnoatn0O7cWqbaCqKq/c42sC2IWookhlHjRQoBwb1hl5PQKuBpr/248aAAG+/bU/HjtYMGhRHaGg23bpZs2iRI/fuZbNvn3m8XTx8+JCbN28yevRoXn9dF14oMzMTZ2cT7PYRSk9RDSrME5HOJIjRRQUmIiKbS5cMa9fly1kMG6azODxzJotWrRJxctJgY6PGTD12zIlTp8p+pt3OCmZ3gyGbYLvWgPR8NLR0g8nt8xtdPNsA7K1hVSGx5EtKpDYcr3t1iNQbY7tXh7Pa+0Voj1/SG3Cmp8OtUPAuo/ijc+f24IsvjrNunRq8/MKFGHx8nJk2rWOZG120aeOAu7s1Z87oYkBYWWno1s2Rt97yoEGDc7z9tgdNmoRw6ZJqYBESkkLXro6MH+/OuHF3ykQub2/o00fD0KHGW85nn9Vgbw+rVpVv4KYzMdBqEzhZg42lamRx7Bk4pbcIsycc/H6FqraqoUZCOkS8DLdumlaWotRnfQJehAexsGWnaeXIIeahuoP9UqTh8ctR0MVX/exbDd7uDk1m68qF3IOudWF8Vxi33nTydG0Cbi5wV88rmJUlfP0aTHwG6ujtbniQqKbr4XD5LvyzGjo2hGNXTCePMW7fh+hE8HPXGV3k5fgNdddK7epwzQRGKd7eGvr0sWToUJ3BVK9eltSta0F8vKNB2Y0bK3HwYBY9ez7e3WJp6NoE3Jzh7k+6Y1aW8HUATBwEdV6HCO18qX6YmPRMuBWpeicpC1JS4Wa4mo5fhGvrYPRA+GK1roxnNQhaCEfOw5gvS3e/BTVhoDN0uwbhRuYUE7MhMQ1upMGxhxDXHIa4wK9xEKEtf0lvVj8mU03eJt6AEJMMGZlwKU99vBwJXfwMjyU+UtON+3DsFsTNgyGt4ddSxo+8dQt69AR7e3BygshI+HWtejyHHIMLHx/o1bt8vFx4e1vQp48VQ4fqtlNERmZja6vB2Vlj4O3C3V1DZKTp+rAFVSwYWElDt6gswh8z6DiujcvsZ6XhVmb5LWrFJGnrTp740pcjoIt2R1pkguoq2bmSobcLdyc1zxQUpf6kpMDNm2o6fhyuXYXRo1XvAmVNSqoag/vmPTh+Ga6tgNH94Ytf1fy1QWpyc4GHqao700nD4FYZeLHKS26/5WFodOFZBYI+gSNXYUwZbwwp77ZZn4iIrHwhQy5fzmTYMNXTRdeutri5WXD3rs5tipWVhq+/dmbixMrUqZNHSSoFc+eq9XHdOvX7hQtqezdtmnmMLoyPSTMZNkx1rR0Tk01GhmK0TJcupvN0MYtq9MaeZwknsoAZmKepTCUs+K2Q0CIv4sQF0jhP+XhbuB2tpxPmMboI6AYPkmHL36a9563b0KNfnrZwFdy6o+af+RtadVTz1DkEOHYATp0xrRz6GOtHy4tv7e14ytqKPkkPCVcK7xtPaOMQ1rW04FZ2Fi/YWONjoaFbos4vyojkR0RVcWSQjRUbSmk5XdizsrOD2TNhyAuwXTvOO38BWjaHyRPL3ugC4Mx9aPUzONlox8iP4NiLcKp87RpySUjI5tq1NPz8dOGLKle2YOfOOiQlZTFkSCiZ5Wh0mmNw4eMBvd403Gneqx0M7AJVeuuOj/8S+raHkQPhSxN6uC6KHlbeqM8qHT8/4wOW48dVZdDPz6ZcjS4WLHiKgQPr0a3bCsLDy2EQUQjlrRcucLZioJ0F3WLSCX/MUOV4ht6YIkuhl60Fzaw0POupPs/czUkeNnyenMWMJNOtjMQka+efjI1JCwlJePyO+tevetkZXVSU+pNjcOHjBb0CzOflws5KDRUy5DfYrp0XPR8NLd1hcged0UVejmvbKr8qJTO6yCKbaNQB5F3uUxt3etGSDDKpjjOBjDUoP5YBXOce37Ax91giKSSSQhRxPCSND3iObRwvUkiSwlDHFIZt2uXLGbljihxyDC58fKzo1SuyzL1cqPOFFgwdWvhC+PHjauPg51d+Rhf52sJVMPop+GIt9GoFAztCFX9I0j6a8fOgbxsY2Q++NHGI7aLqPZWtYedQSEqHIVtUAw1z0OsJqOsN8WcNj2/8Dg6ehJ6l8K78uDGgnR3Mnl2ZIUPi2b5drVfnz2fSsqU1kyfbl5nRhYWFBUoefT4jQ/fOJSerY42lS5fSoUMHg3KWlpZlIpNQTHLChxSl3L8UMbqowBw+nEmDBoa1q359S0JD8yuziYlahdjPgrZtLfnoo7JdSAPVzZKNJfli+WUpxt2njm4OW26oHZapuR2qGlX07grntBPFjpWhQ2tYvFz9fvqcGi+1gR8c1u5AsrKC2rUg1Hj0jVJjb29Ndh4z9KysbCwK8i9rQvbtS6Bp0xCDY8uX+3LlSipffnkPe3t1O0R++ZQylS8gwIL792HbNuPK2+jRFmzZohBThpbphZGYAWSAnxO0rQYfncxf5oF2jranF7hVgi2h+cuUhqLUZ30CXoRV6ymzCaaMLDh5Fxq4Gx6vXx1CtVbF9to59by7LrKyC3anXFJW74e9Zw2P7ZqlHl9eiNvznB1AtuUQ57OGqxqfOyK+4DIta6u/z30Txd4MCLDh/n2Fbdt0FeGLL9L58UfDAd+FC5V59900tm4t+8mt1UFGntVM9fhy7W7p0zcgNR0a1ITD2vjGVpZQ2x1Cy8lbp4WF6pozBy/tot7pqxDwuWEs3eKyoKZqQNHjOtwpwphDg7pbxVb73hzWTqA0sNMZbFSxhGpWEGriMUxGFpy8Y+Rdd4fQQjZeaDSq3LYm1CpTUtTk4gL9+sEHU9TjOQYX9epBz14Qa8KdDYUREGCrfb90783p01mkpyv07m3Fpk3q8fr1LfDxseToUdM0yAuqWDCkkoYe97O4U4S5zJba9i2inAOK5tadPK7p63vo6s7pUNWgqndj2HRal+9TDY6a2HixoPpjDAsLNVSNObDQGO+T7serfwP6qe3jntNlL4uxfsvLVTW4OH0LAr4rXVtYEsqybc7L4cPpNGhg2IjVr29FaKj6Lq9encLevYZ72nftqs7q1Q9Zvty04y57ezU2tz5ZWQWHfilr1N+m4DFpRgacPJlR5HFrSZhFNfpTmecIJ4yC29cXcGIPD4ktINq8PRoGUpkvKL/wAzWqFKwTBnSFVYfUMGxlgUFb2Ac++NAwP1Grg/rVhbat4aMyCsMHxvvR8uBbezsG21jxZGIKd4qwPbyFlVqPI7Rl7TXqfIf+mTnfTflKGntW1taqUYzR9qC8XE1oSdTqnH4u0NYdPjKT91IHBwvq1rVh9Wq1Hjk6WrBrVx3S0hQGD75ToIfPsiDH4KKeN/QcC7F5DEjttd638z6/7ALmy0pDUfSw8sbBQaN9VsYta1u2VH+giIjys5JZsOAphgxpSI8eK7lzJ77c7ltUylIvXOBsxRA7C3rEZBRxTKFW0ght2WGxGVTSc4fUzlrD8irWdI3J4KaJxx0ZWXAy1MiY1E03/2RUZu1muggTza/kpaLUnxyDi3o+0HNU/ranPMldF8g7D/iYdq6l9tlGmMgOU4MGKyzZyjEOYbjr6RNeZj1/EcLtAs/P6c+tTbDCd/hwKg0aGL7I+mMK0Blc1KtnTc+ekcTGlv2KfUCApXYuvvB7tWyp/hrm8EqWg/4YsDz7Un0K03scbWDXUEjLgsF/qH/NxReL4cd1hscu7IR3P4OtpfRQ+bgxoLW1BhsbjRE9VSnTcWv16tWJjIxEURQ02n7p7Nmzufnu7u54eXlx69YtXnrppbITRCg54ulCMCeBgakcOeLEtGl2rF+fTvv2VowZY8uYMToT1meftSY6WuHu3WyaNbNk3jx7Nm/OYM8e0wxcHKxVy9Mc6jhDCzeIfQRhSRB8F+b2gEcZaniR7rVgRBOYtN/wOnVd1NAjT28ohSwO4FdHTxZvaNEUYuMgLBy+XQIfToLrt+D2XZg1Fe5FwuYdavmkZPh+Jcz8QC0fGgbvv6XmbTCRa+K8bN16g+nTO3H3biIXL8bQqpU7kya1Y9mysg/2lZyczcWLhhYuDx9m8+BBBhcvPsLKSsP166ksWVKHyZPv8uCBGl6kb19nBg68WiYyaTSq0cXKldlkGWk469aFbt00PP206VtVByvw0/MiVccJWlSF2FQIewjP1oHoVLibDM1cYd4TsDlU9W6Rw6j6cDkeoh9BJ3e1TOB5uFaCQU5p63MOvbqCb2348efiy2Agj426IyBXnqrQogbEpkBYHMzdB+tGqaFEgq5D/0YwqCn0WKCWvxIF1+/Dkudh8mZ4kALPNIO+DWDgDyWQxw789EK81nGHFr4QmwRh0epffTKyIDIOrmmfV/sG0K4eHLoEcclQ1xNmvQI37sHRyyWQx1bd/ZsrT3Vo4QOxyWr6ZBhsPAGR8VDXHb4aDjeiYJfW7qljPehQF4IuQVIqdKoHgS/Dz4cg3gS7EtR3y5qVKzMM3q2oKIWoqPyDpbt3s7lzxzSDKAc78NNt/FWfVR3ts4ox8qwy1d8p51klPYLvd8LMF9VnGxoN7w9R8zYcKoE8lcBPz3tRHU9oUQ9iE+FBAkwfCVsOQcQD1X3h+GFQo5rqph7URb3gRRAaCZMXQHUX3bWiirnAv6gWDK8C/rcgKQvctVpXQhakKlDHBp6vArsTIToTatrAVHd4lA3btZNF19NgczzMqwlj7kJiFsypAVdSIagEm2scbMHPTe/3qQYtakHsQwiLhbm7Yd0Y1W1r0BXo3xQGNYce/9OVf74d7L4I0clQswpM7a/qAdtN0LU9+aRan69eBT8/mPsVXLkCy5erkxO/bYDWrWHgILC0BHfthE1srLrwVxao75cNK1emGbxfiYkKP/2Uxjff2BMb+5DERIUFC+w5ciSD48dL348tqmLBcAcN/tFZJGWDu3bgmqCo9cfXCobba9j+SOFBNjS30RDoYsGBVIXzer9FXSuorAEPC6ikgRbaOaBLGVCcn+yxdWcnrBururDOrTstoMdXavnER/DTQfjmefWcxEew4CU4cgOOFx5yt8gUVn/s7WH6dNiyBSIi1PAi48dDjRqwoRT6aQ4OduBXQ/e9jge0qKtte5Jg+nDYclSv7RmsbXv+0p0z3h+OXITkR+runbmvw9SfIKEE/YSDXZ5+yw1a1Nbrt56Djcf0+q1X4EYk7DqrlvdyheAZaps8eTVUd9JdKyq+BPJUoLbZGIGBSRw54sa0aY6sX59C+/Y2jBnjwJgxqjum2NjsfBOiGRkKkZHZXLtm2gWjrVvVunr3rhpepFUrmDQJlul5sa5SRfUe56XVlRo0UP9GRkKUiXegBwamcOSIK9Om2bN+fRrt21szZow9Y8boVjXmzk1h3Tpn/vorg6CgdPr3t2HQIFt69Cg4zEdR+Zzq+FOZ14jgIdlU106IJ5FNqt5SeG2s6YAdIyl4C/AgKmMF/E7Jd6c62KpeK3KoUx1aeKvtWmwyfDIENp5UPfjUdYOvnle9Qu3K00f2agy+bvDjgRKLUiBP9tG2hddUg4q5s+HKNViu9ZTy7BCIjoG7YdCsKcybC5u3wp4yCh9UUD8KqncoDw8L/PzU59qsmSVJSer8Rlxc6XTV+fZ2PG9jzbPJKSQpCu7aidkERSEV8LXQ8LyNNTszMolVFJpZWjLX3o6/MjK5kKW+7/sysphjr2G+vR3fpaphXN+3syFTgQMZpe/rC3tWmZkQ/BfM/RwePVLDi3TvCiOGw6Sppb41oJ3vcdF9r+MMLaprx8hJ8Gw9dex7NwmaVYN5PWDzTdijt+nA3R48HHTXaVZN3fl5NwniShl/Ze5cT7ZuTSQ0NB0vL2tmznQnKwvWro3H0dGC3bvrYG9vwcsvh+LkZImTtq+Kjs7MtwhQXBwqgV8t3fc6XtCivrrAGREDv30JrRvCwHe1OmlVtVxsgjreORoCcUmwcgZ8+qMaXuT1Z9TrbDts7I6PkaeUehio3sU8nHXXaVZTHZvejYW4Uo5J5851Y+vWZEJDM/DysmLmzGpkZSmsXZuIr681w4c7s317Mg8eZNG8uS2Bge4cOPCQ8+fLx+vQokVPM3x4M/z9fyUpKQ13dwcAEhLSSE01veFHRdILFzlbMbySBf6xGWpbmDOmyEZtCy1heCVLtqdl8yBbobmVBYHOVhxIy+a81nPerSzQNz+rpr3G5UyFhBI01Q62RuafamrrcxzM3QPrRmvnn65B/8YwqBn0+FYt71sNhreD7RfgwUNoXgMCn4UD1+F8uNFbloryrD8O9uDnrftepwa0aKhte6Lht2+hdSMY+Ka27ammlotN0I2Ha3mCqzN4e6plWjRUj9+4Cw+LaStc4LpAKoQlQnAozO0NjzLV8CLdvWFEU5ik1Sl8XWB4E9UTxoNH0NwNAvvAgbuqV4zi8gxPcJE7xJKELTa0pwH1qcl8Nud6r8hLLEk80HpBa0ptnLDnDlGkkY4nVRlGF25wjwel0A9zCAxM5MgRT6ZNc2b9+oe0b2/LmDGOjBmjWsBZWcFvv7nRurUNAwdGYWmpwd1d1YFiY7PKZE5D1cMsWbky00AP8/XVMHy4Jdu3Z/HgATRvriEw0JoDB7I4f96E84X6baGnti1MUr0ST38JthyBiFio5gTjn9G2hVr9+OhFdU535VT4dJUaXuT1AWqbuu1YCeQppd7jaAO7h4G9Fby8Q/WI4aQ1EIl+VPzwTw724OejJ08taNFIfZ/D7kEVZ/D2Ai/t2KOB1tt0ZDRExehSXu7egzvGozEWmceNAZOSFIKD05k715FHjxIJDc2ie3cbRoyoxKRJZecJqEePHkRHR/PVV1/x7LPPsnPnTnbs2IGTk27CYubMmbzzzjs4OzvTv39/0tLSOHXqFHFxcUyaNKnMZBOKiCVFs0ooR+91pkaMLiowp05lMWRIMnPmVOLjjytx+3Y2EyemsGaNbmurp6cF33xjh7u7BRER2axalc6sWaZzJdHWA4L1XBEF9lb/rjgPAdvhhS0wpzv8Mghc7VTDi+kH4fuzhtd5tTn8kwS7CzYsfbwsLSD4Dz1ZPtPK8isEvA1fLVA7qx++ARcnOHQc+j8PaXpjuPdnqJMXqxdBpUpw/DT0GgrxZWQZ/Pbb+5g1qwvffdcXNzd77t1LZsmSs3z6qZm2huiRmanw9NNX+OILb7ZubUDlyhbcuJHKyJG32LGjbH6QPn00+PhoWLbM+AzIq69a8M8/sHu36S1q21aH4EG674Gd1L8rrkLAAfC0h286gXsliEiBVddhVh4Xuw1cYE57cLWFO0nw+d+q0UWJ5DFBfQYY/RIcPgFXb5RMjlx5vCH4HT15hmrlOQ4Bv8DmEBi7Hqb1gfnD4Op9GLYMDmsXyjKz4ekl8MUg2DoGKtvCjRgY+QvsuJT/fo+Vpx4E67kNDxyjlWcPBAQ+/vyUNBjaGWa+rCr5EbGw8zR89qu607rY8vhC8Ed68ryilecAjFsGzb1hZFdwcYB7cbD7PHy0XnevtAx4oRPMGKbuXrl9HwJ3wDfbiy+LMfr0scTHx4Jly8p39yBAWz8Inq37Hvia+nfFPgiYV7RrvL9c3eW5ehJUsoHj16DX9JIZpLRtqC7M5cozQSvPNhg7Fxr6wMin1cmtBwlw8gp0fRMuafunvu2hXi01hecxyNM8UTxZ3tROJB2ob3h81B1YGasunHetDBPdVO8VUZnwVzI8cVU1wshhxB0IrAnb6qq7Kw8kQ/8bJdM/2/pA8Pu674HPq39XHIGA5bD5bxj7M0x7Cua/AFejYNhiOKxtY1IzoGs9mNgHqthDVKJqoPHEFxBtgnGVszPMmQ01a6qGFBs3qYuPmZmqe31/f7XcubOG5/XoCQfKYOEKoE8fK3x8LFm2LP+k8LvvppCdbc/GjZWxtdWwa1cGb75pGv+ubzqqs5kH3A3V9VEPslj5UCFdgT52Fkx0BAcLCMuEjY8UPksw7GN/dLWkh51uG8hZT/V6tcMzKc4m9La1IVjPY0Tgi+rfFYcgYBlsPgNjV8G0ATB/OFyNhGGL4PB13TnvrlUnIja+qbaFuy7Am6sxGYXVH0tLaNgARv6mGlw8eAAnT0LXbnCpBP1UXtrWh+Cvdd8Dx6l/V+yGsd9Cw1owsq86mfQgCU5eha7vqjG7c2jfAGaOgMp2cCUM3pgHP+8toTy+EKwX3zlwlFaeYBi3VNtvddf2W7GwOwQ+0usj+zaHep5qCs8TVkTzXAnkqUBtszFOncpgyJAHzJnjzMcfO3H7diYTJyawZk0ZuOh7DG+/DbNmwXffgZsb3LsHS5bAp3peCAYPhhUrdN9zQpHMmAEzTRzX+9SpTIYMiWfOnMp8/HFlbt/OYuLEJNas0a2mbt6cxtixiUyb5sD8+Y5cvZrJsGEJHD5cer1kBKrV9AYM40FOIooNepPjz+NIBJkcKMQt9As4sYOHJBbgCaMotK0Dwf/VfQ/UbqBacRDGrYDmtWBkF3Cx1+qEF+Cjjfn1z9Hd4fA1uFoG4YOcnWDOp1CzhmrQvXEzTJ+h84rn6QHffAnubhARCavWwKw5ppcjh8L60bFj7Zgxo1Lu94MH1QnTUaOSWbmydC693rBTZ8H3OjkYHH8t+RGr0zNIB3pZW/G2nQ0OGg3/ZGfze3oGcx7p5Lyanc3QpBSmV7LlgJMD2cC5rCwGJaUQaQJ3O497Vi+MVPN/WQ6uVVTDi+kz4Pulpb41oO7eDP6P7ntgD/XviosQsAs8K8M3PVTDioiHsOoSzMqzyDG2BczopPt+UKtbjtoJK0vZv9asac3atd5UrWpJdHQmhw6l0LHjDWJisuje3YGOHdVne/NmQ4Pzate+TGho6dqfto0gWK//C9TO0a/4E2b8AP7d1e/n1hie1+MNOHBG7cv6vwOfj4P936lhJS/eAv/JEHKdYmMKPWxsT5jhr/t+cJr6d9RPsLIEhiD61Kxpxdq1XtpnlaV9VneIicnCzk5Dnz72TJxYBQcHC8LCMtm4MYnPPis/96ZvvtkOgAMHRhkcHzVqMytXnjP5/SqSXvimg7qge6CaYaiXUXEZrHyUrY4pbC2YWNkSBw2EZSlsTM3iMxOGDMlLW28Iflf3PfBZ9e+KoxCwGjafg7FrYVo/mP+cdky6FA5rveOlZ0GfhjCxp2rAERYHG8/CZzvy3coklGf9adsEgvXCDwVqjexW/A4zFoF/L/X7ud8Nz+sxEg5oPfV++haMGqLLO7spf5kiy+MJwS/rydNXK08IBPwJL2yGOT3gF3+9dYED8L12PjU9C/rUgYnt1M1eYYmw8Qp8VsI2xxF7RtEPZ+x5RDrhxDCfzVzm7uNPBtLJpAtNeI5uWGFJHEn8zU12UswfpgBOnUpnyJD7zJlThY8/duH27QwmToxlzRp1jqBGDSv8/dVQI+fO1TA4t0ePSA4cKKW1ohH69LHQzhca6lXp6WrexIlWODhAWJjCxo1ZfPaZ6VY62zaAYL053MA31b8rdsLYQGjorYYJqeakGmGcvApdJ8ClO2q5B4nQfwp8Phr2f63tS++A/0cQUoKNG6XVe1q7QUftprObow2vXftHtf4XS55mEKwXIiVQ65VuxW8Q8AEM7gMr5ury12k3Ps6YBzOLON9aUooyBnzhhQTmzKnML7844+pqQWhoFtOnJ/P992U3hm7UqBHfffcds2fPZtasWQwbNozJkyfzww+6HZ+vvfYa9vb2zJ07l/fffx8HBweaNWvGxIkTy0wuoRgU1dPFv9hyQaPkDYIjlCkRERH88MMPjBkzBi8vM/ky1kNRXHM/a0wYF7mkKHqDSE31gsuVF4qe1a1G81XBBcsJRfkg97NGc9yMkqiEhNizadMmhg4dSvPmDR9/QhmjKDoXbpoSeFcwNcoY3Wdz12eDuvxOweXKi5DXz+vqzpRm5hYHRc/4QVOKmHemQtGbvNNoysg/ZjFQFJ3FsGawGQXREvK5Xv15owLUHz07Ok0ZxkMvKkpr3WfN6+aTA0DRWxTQmMk1vj4h5/TqTvMajz+hjDHQw+6a34xb8daNajSvmlEQLYrezv6KUH8UvXVaTV/zyZFDyDd69fnTCtAW6nkMMYUhRGkwaJc1pdzmYwIURWcwoOed22yEhOi3hW6PP6GMURSd64halNKS2ASE4Zf7WTPCjIJoUVbpPmvsCy5XXoQcr7h9qW2sefXmNFc9nbkCPCtFzwZJ84355MhB0dtcqNGEFFywnAgJ0ejq8qsVoB/VW/OrcHqYpgTuIk2MojTK/azRmNjCsASEhAzV1Z9JFaD+6IVa1dwrHw8iBaHozXdr3jSjIFqU73SfK0LdUZRPcj9rGptREC0h6/T69a0VoC7rGbe+QRmvLBeBJUzI/azR3DGfIFoUpXbuZ42m/A3E8xISckNXfyaYt/4oep7XK5ze42s+OXJQ9AxVNBoTu0csAffuZeeuk3p6ej7+BOFfTWJiIs7OziTMBCe7IpRPBedPICEhwcCTyb+Bf7G9iCAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIFZb/A54u/sWiC4IgCIIgCIIgCIIgCIIgCIIgCIIgCIJQYRGjC0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhBJgAVgWsdy/FDG6EARBEARBEARBEARBEARBEARBEARBEATB9IinC0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhBIgRheCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAglwJKihRcpSpkKihhdCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIJgesTThSAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIQgmwpGhWCeLpQhAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQQ/xdCEIgiAIgiAIgiAIgiAIgiAIgiAIgiAIglACLCmaFwvxdCEIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgqCHeLoQyhJFcTW3CAYoU8wtgSFKtLklMERRPjC3CACEhYURHx9PSIi9uUXh7t27uZ8VxdqMkuRHGWNuCQypCPU5t+68bm5J8tSd7WYUxAjKGnNLYIiiOJlbBAOULeaWAM6f131WjphPDmMorc0tgSHKUnNLoEPJNrcEeepORdPDvCuWWq4sM7cEhlSE+qOPssfcEuSpzxvMJ4cxKlLbrCg1zS2CAYpibgnytoXu5hPECGH4mVsEA5RV5pbAECXF3BJU7L40zbXi6M0V4Vnpo0wytwSGKEpzc4vAeb3KrJw0oyBGqHB6mNLI3CIYoCifmFsEw/pTAfRCfRQvW3OLkIvynbklMKQi1B3Qm59bZ25J8szP/deMghhhCRPMLYIBilLb3CIYoCiVzC2CoV6433xy5KXC6T23zC2BIRVhDBgREWFuEQRzIEYXgiBUJMLCwli2rIKNvgEXFxdziyA8Bqk7giAIgiAIgiAIgiAIgmA+ZH5OEARB+D+LBUULHWJR1oKUHWJ0IQj/IuLj4wFo27Yt3t7e5hVGi4uLC7Vq1TK3GMJjkLojCIIgCIIgCIIgCIIgCOZD5ucEQRCE/7OIpwuhLNFUAGsdfVfNmgrgdkn5RvdZ86b55MhB3w2eRjPTfIJoCQkZCoC3tzfNxzczszSg/KX7rNFEmU8QLfqusTQVINqJkqH7rBlqPjkAQrTV19vbm+afVoC6o+cGXaM5bD5BtChK59zPGk2sGSVR0XfVrPnBjIJo0Q/XozluPjly0I+upOllPjly0HehqKluPjly0A9npGlsPjkAlEu6zxXh3QoJ0X3WaMwnRw76YQY0m8wnRw6KXl+l0dwxmxw56LtvrXB68xPmkyOHkCW6z5rZ5pMjB313xBozuyZW9H4PTQV4uRS9l8vcOiHo9EIAjSaj4ILlhH6YQk0FcLOtPK/7XOHaQs118wmixbAvrWBjQDNH4NQPKWJuWSCPPBXtWdUzoyBaQvS6B00FCMGpHxawIrzriqJ7SJoKEEJROaP73JOd5hNEy3xq5H6ucGNAL/PJAaDc033WaBLNJ4gW/ZCtIzB//M336Qho5+emVID5Ob2QvxWuLmsemU8QLfohPDSvmlEQLfrhpzSay+YTRIuhXmheefRDYWmeM6MgWgzmviuA3qPoqRaaCjDounevm7lFEMxBGRldzJgxg5kzDddvGzRowJUrVwBITU3lvffe49dffyUtLY1+/frx3Xff4e6uG5/cvXuXcePGERQUROXKlRk5ciRz5szByqp4wojRhSAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIpseSooUXKUqZPDRp0oS9e/fmftc3lnj33XfZtm0bGzZswNnZmbfeeouhQ4dy+LC6GTgrK4sBAwbg4eHBkSNHiIiIYMSIEVhbWzN7dvF2OVUIo4vMzEwiIiJITk5GURQcHR2pWrUq9vYVYGuAIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAjFp5ieLhITDT1m2draYmtra/wUKys8PDzyHU9ISOCnn35izZo19Oqlusxevnw5jRo14tixY3Ts2JHdu3dz6dIl9u7di7u7Oy1btmTWrFlMmTKFGTNmYGNjU6z/okmIiIjg8uXLxMXF8ejRI+zs7PDw8KBJkyZUqVLF6DkJCQkEBQVx8eJFsrKyDPI0Gg21a9fmiSeeoG7duqYSUxAEQRAEQRAEQRAEQRAEQRAEQRAEQRCE8sAWsCtCuUz1T61atQwOf/LJJ8yYMcPoKdevX8fLyws7Ozs6derEnDlz8Pb25vTp02RkZNCnT5/csg0bNsTb25ujR4/SsWNHjh49SrNmzQzCjfTr149x48Zx8eJFWrVqVeT/YqmNLpKTk9m6dSvXr+ePN3jp0iWCgoJo3749Tz75JBq94Nk3btxgw4YNZGRkoOgHtNaiKAq3bt3i9u3btG7dmgEDBhicLwiCIAiCIAiCIAiCIAiCIAiCIAiCIAhCBaaY4UXCwsJwcnLKPVyQl4sOHTqwYsUKGjRoQEREBDNnzqRr165cuHCByMhIbGxscHFxMTjH3d2dyMhIACIjIw0MLnLyc/KKQ6mMLh49esSKFSuIjY01ajgBqvHE8ePHefjwIUOHDs0Vct26dWRmquYqBRlTKIqCoiicOXMGjUbDgAEDSiOuIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAjlRTHDizg5ORkYXRTEU089lfu5efPmdOjQAR8fH9avX0+lSpVKJmsJsSjNyX/++ScPHjwAVMOJgpKiKFy4cIELFy4AsGXLFjIzM3PzQWdgkZP0r6koCqdPn+bSpUulEVcQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhPLCEp3hRWGpKN4wCsHFxYX69etz48YNPDw8SE9PJz4+3qBMVFQUHh4eAHh4eBAVFZUvPyevOJTY6OLevXtcunSpQKOJvMYTiqJw8OBBbt26RURERL7z8mLs/H379pGdnV1SkQVBEARBEARBEARBEARBEARBEARBEARBKC8si5FKQXJyMjdv3sTT05M2bdpgbW3Nvn37cvOvXr3K3bt36dSpEwCdOnXi/Pnz3L9/P7fMnj17cHJyonHjxsW6d4mNLs6ePZv7uaDQInnzoqOj2b9/f748Y94xjJ0fFxfHtWvXSiqyIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAjlRVG8XBQ1BIkekydP5sCBA9y5c4cjR44wZMgQLC0tefHFF3F2dmb06NFMmjSJoKAgTp8+TUBAAJ06daJjx44APPnkkzRu3JhXXnmFc+fOsWvXLj788EPGjx+Pra1tsf+LJeLatWsGxhE5GDuWYzihKAr37t3L9VyhX17fuEI/rEheLl++TMOGDUsqtiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAI5UFRDSqKabnwzz//8OKLL/LgwQOqV69Oly5dOHbsGNWrVwcgMDAQCwsLhg0bRlpaGv369eO7777LPd/S0pI///yTcePG0alTJxwcHBg5ciSffvpp8QQpvugqycnJJCQk5DOMKMhQIud4QcYWFhYW1KtXj+rVq5OWlsbNmzeJi4vLV15RFG7cuFESkQVBEARBEARBEARBEARBEARBEARBEIT/owQHB9OzZ0/i4uJwcXExtzj/dygjo4tff/210Hw7OzsWLVrEokWLCizj4+PD9u3bi3djI5QovEhMTIzBd33vFj4+Przyyiu89dZbPP/887i5uRkYXOiHD1EUBXt7e0aPHs2LL75Inz59GDBgAG+99RZt2rTJZ6gB8OjRI5KTk0si9r+SypUhMBDu3IaUh3D4ELRtq8sfMgR27YSYaFCyoUUL096/qy9sGQ3hn4DyDfg3NcxXvjGeJvfUlaliDz+/BAmzIe5z+PF5cLApgSx+sGUchM8G5TvwN/J/begBf4yF+K8hORBOTIFaVXT5QRPVc/XT4heLL0tRmTq1CydOvEZi4lSioibz++/PU79+1TK5V9cWsGUOhG8C5S/w72KY/0kAXF4Nybsgdhvs+QbaNzIsc3udeq5+mvKS6WT08rJg9WonYmKqk5LiRkiIK23a6FpQBwcNCxY4EhZWjZQUNy5erMobb1QynQB5qFwZAr+GOzcgJREO/2X4fumzeBEoGTDhHdPcu2tj2DINwn8EZRP4ty+47OI31DITBhoer+cJm6dC9ApI+BkOfg49mhq9xOPlaQRbpkD4ElA2gH87w/zl49Xj+mnHdF2+T3X4cRzcWgQpv8CNBTDjP2BdYn9KBTNlSg0UpTOBgXVyjwUFNUVROhukxYvrmv7mwO3bziiKa760cKE9AK+/bktQkCMJCVVQFFecnfN7gCoNU1vCiWcgcRREvQK/Pwn1nQ3L2FrCws4QMwKSAuC3vuCW51Wq5QB/9oeHr6rX+aoDWJZA1KlecKIJJLaFqNbwez2ob2dY5vvacKMFpLSD+61hc31ooFfG1Qp2NIDwVpDaDu62hAU+4FiC+G1dm8OWzyF8PSj7wb+zYf4nI+HyCkjeBrF/wJ650D6PA616NWHzLIj+HRK2wsF50KNl8WUB6NoJtvwM4edBiQb/p/KXmTkF7l2AlLuw5zfw89XldX9CPc9YalsCmbq2gS2LIDwYlEvg31uXZ2UFX0yCkM2QfEots3IOeFY3vMZ/34DDv8DD0xB3rPgyPA4vLw2rVzsQE+NCSkoVQkKcaNNGVxnc3DQsX+5AeLgLDx9WYceOyvj5lThiXoFYWMCnn8KtW5CSAjduwIcfGpZRFONp8uTS339qfTjRExIHQdTT8HtHqF/ZsMzrtSGoKyQMAmUoOFsb5vvYw4+t4VY/SPGHG0/CjEZgbaJmycvLktWrqxETU4uUFG9CQrxo00ZV8qys4IsvqhAS4kVysjfh4TVZubIanp6lDMxYCIXpzao8EHIOkpMg/B9YuQI8PU1z764tYctXEP4HKEfAv5th/iej4fJaSN4HsTthzzxorxcW0scDfpwGt36DlCC4sQFmjC55P9q1Fmx5DsLfBuW/4F/fMN/BGhY8CWFvQcr7cHEMvNGq4Ottf974dYosT23Y8gqETwVlNvjn0UGV2cbT5K5qfvc6BZdpW6NkMukzdmwdzp3rTULCIBISBnHkSHf693fPzbe1tWDhwhbExAwgKWkwv/3WATe34rmYLIzH6YXL31KP66cdHxmWqVIZfp6o6oRxq+HHN8EhT39cEm7ftkJRrPOlhQvVdtfXFzZtsuT+fSsSEqxYt84SN7fS3zeHqY3gRF9IHApR/vB7Z6jvaFjmdV8I6gkJQ0F5Pn9bCFDFBn7uqJaJGwI/tgMHE+mpFakt/OQTVxSlnkG6fNknN9/X15pNmzy5f78OCQm+rFvngZtb2bXL8PgxoKK4G02TJ9uXiTyVK0PgV3DnCqQ8gMP7oW0bXb6bGyxfAuE34WEM7PgD/MpmWPFYWZQU42nyxLKR53HPCqBhQ0v++MOF+PjqJCe7ceKEK7VqlV4P69oOtiyB8EOgXAf/Pob5Q56EXcsh5oSa36JR/mu4V4NVcyHiCCSfg9ObYWi/EspTD7a8BeFzQVkK/i3zl2noAX+Mh/h5kLwQTkyHWq5qXhV7mP8iXJkFKYsg9AuY9wI4mXB6Q2173ImJ8SUlpS4hId60aWPYN82c6cq9e3VISanLnj018PMz0kCWgK6tYcu3EL4LlDPg30OXZ2UFX7wDIesg+bBaZuWn4FlNV6Z7G/U8Y6lt8cJmAzCYWvxIZ/6kD3/Sh4V0pD26Gw6kJoG050/6EER/HIzM5DtizXSa8yd92Epv3qcpdiUMKF7hxoAdYMtKCD8Dyj3w72+YP+Qp2LUWYi6o+S2a5L+GrS0snK2WSboOvy0Ft2r5y5WE27croyhO+dLChaoi8/33dty4UZmUFEfu36/M5s2VaNDANOO/XjTiM4ayhJEsYSQfM5jm1MzNH0UX5vI8PxLAQl5mIn3xRDcBUxlbJtOfeQznJ14lkBd5hSewo2TvWtemsOUTCF8Nynbw71Rw2cVvqWUm+BvPt7GCvxeoZVr4Gi/zWHlKWZdzeLovHNuplom9Dr+vLJk8ebl92xZFqZQvLVyo/v5BQTb58hYvNk07CNC1Pmx5B8K/AWUZ+BsZTzX0hD/ehviFkLwYTnyk6ysAbK1g4csQMx+SvoPf3gQ3J9PI98kn1VCURgbp8mXDB9SxYyX27fMmObkBCQn1OXDABzs7085jFlWeoCDvfPmLF3uY7P4Vae7bFHqPrzdsWgT3j0PC37BuHriZaNlp6tRGnDjRl8TEoURF+fP7752pn2cQ5uvrwKZNnbl/35+EhKGsW9fJJGPk77//HkdHRzIzM3OPJScnY21tTY8ePQzKBgcHo9FouHnzZqnvK5QPigUolkVIpp/mLTdKJHp8fHzuZ32jCA8PD1555RV8fX2pWrUqDRs2ZNSoUTg6OuYrm2NQMXDgQLy8vAyFsrBgwIABeHl55ZbTJzo6uiRi/yv5cSn07QOvjIBmzWH3Hti7B3J+MgcHOHQYpkwtm/s72MC5ezB+k/F8j08MU8BayM6Gjed0ZX55CZp4QN/vYeCP0M0XfvhPCWX5B8avM57vWw0OTYIrUdAjEJp/DrO2Q2qGYbkfDoHHVF364Pfiy1JUunf3YdGik3Ts+BN9+67G2tqC3btfxt7edApeDg52cO4mjA80nn8tDN76FpqNgi7j4U4k7P4aquVZrP3oR/B4RpcWbDSNfC4uGg4fdiUjA556Ko7GjWN4771k4uJ0RlXffFOZ/v1tePnlBBo1iuHbb1NYuNCRQYNMN6mtz49LoG9veGUUNGulfb926t6vHJ7xh44dIDzcdPd2sIVzd2D80sLLPdMBOtaH8Af58/6cDlaW0OsTaPO+er0//wvuLiWUJxTG/1RwmR1/g8fruvTit7q8hjXAQgNvLIEm78K7K2FsX5htYqOmtm0r88YbHpw79zBf3g8/ROLhcSI3ffDBHdPeXEu7dol4eMTlpj59EgHYsCEdAHt72Lkzg9mzH5XJ/bt7wqJL0PEP6LsNrC1g99Ngr6fkB3aCQT7w3F7ovhW87GFTX12+hQa2PQU2FvDEHzAyGEbVh08LMDoqVB5HWBQFHS9C3yvqYu7uhmCvp2GcfggBt6DROeh3BTSoZXKKZCvwRxwMvgb1z8GoW9DHWTXWKC65beF84/nXwuCt+dDsNegyQdsWfmXYFv75ufbdeg/ajFWv9+fn4F7F+DULlccezl2E8VOM53/wNrzzOoydDB36w8MU2LVOndQCOHISPJoYpqWr4dYdOHW2hPJchfGz8ufZ20HrxjDre2j9LAx9BxrUUY009LGxhg27YHEB/XFpUPsKJ21fkUTjxgm8916KQV+xebMjvr4W+Psn0apVAqGh2ezd64i9iddmpkyBcePgrbegUSP1+wcfwNtv68p4eBimgACtHmSCvrN7dVh0EzoGQ9/D2ne9C9jrzf3aW8LOKJh91fg1Gjpq2+a/ockeePc8jK0Ds41MpBYXFxcLDh/2JCND4amnomjc+B7vvRdLXFy2Kpu9htatbZg1K57Wre8xdGg0DRpYs2WLCVdj81CY3mxvD61bwazPoHUbGDoMGjSALX+Y5t4OdnDuBoz/2nj+tbvw1tfQ7BXoMg7uRMDub6Gai5rf0Ec19HnjK2jyErw7D8YOgdljSyiPNZy7D+N3Gc//pg/094WXt0CjH+DbE7CwHwyql7/sxHaqMVFpcLCBc5EwfovxfI/ZhingN+27dEHNP3I3f5mlJ+FWLJwygX72zz+PmDr1Am3a7Kdt2yD274/mjz860bixOo4NDGzOoEGePPfcCbp3/wsvLzs2bepY+htrKYpeuOMMeLyqSy9+Y5j/y0RoUgv6zoSBn0O3xvBDCeuPPu3aZeLhkZGb+vRRJ782bFCwt4fdu61QFOjVK5POnTOxsYGtWy0xEnW0RHSvDouuQ8e90PeAti3snqcttIKdETD7UsHX+aUjNHGCvsEw8CB0qw4/lEDvyUtFbAsvXEjDw+NWburSJSxXlt27vbTPK5zOnf/BxkbD1q1eJnteeSnKGNDDI9ogBQQkkJ2tsHFjWpnI9ON30LcXvDIamrWD3ftg75+6MeDmdeBbB/z/A606Qehd2LsNk+sZRZHFo45hCnhD2zZuNr0sRXlWvr6WHDrkypUrmfToEUfz5g+YNeshqaml7CQAh0pw7gqMn1lw/qHTMGVuwddYNVfVXQePhWYDYdNuWD8PWpZgEd/BVjv/tMZ4vm91ODQFrkRCj/9B85kw60/d/JOXC3g5w+QN0HQGjFoB/ZvCTyOLL4sx1LanlvZ5hdO4cSjvvReT2/YAfPBBFd55x4WxY+/ToUMYDx9ms2tXDWxtS//CO9jBuWsw/ov8efZ20LohzPoRWg+HoZOhgY9qpJHDkXPg0dcwLd0Et/6BU4W05QURTSpLucobHGEsR/ibB3xGa2qjWizbYskJovmFghdlptOc2lTmfU4yjdM0pwqTKZnSXCHHgBdh/H8Lzj90AqbMLvgagTNgUF947g3oPhS83GFTIfNHxaFdu4d4eCTlpj591PmeDRvUF+r06SwCAh7RqFEy/fqloNHA7t32WJhgQSaWh6znJB/zO5+wmUvcYyJPUgN18H+HGH7kAFPZwFx2ABo+4Gk0qO9RNgpnCOVbdvMB61nKAZpQgwC6FHLXgnGwg3O3Yfx3hZd7phN0bADhMQWX+Wo03IstkRg6eUpZlwGGDoTVi2D5WmjRAzoPgDUFrDMUl3bt0vDweJSb+vRRdYcNG7Jyy/zwQ6ZBmQ8+yCjocsXGwRbOhcH4n43n+1aHQ9O0fcVX0PxjmLXVcK0i8EUY1AKe+w66f6n2H5vGm0xELlxIxcPjWm7q0iU0N69jx0rs3FmL3bsf0r79bdq1u8PChbFkZxdywTKUB+CHH+IM8j/44L7J7l2R5r5Lq/fYV4Ldy0EBer0CnZ9X5+q2LsEken337tVZtOg6HTvupW/fA9o1re7Yawdh9vaW7N7dQzuuCKZz533Y2FiwdWvXUt+/Z8+eJCcnc+rUqdxjBw8exMPDg+PHj5Oampp7PCgoCG9vb+rWLSMLacHkZFkVPf1bKZHo6enp+Y5pNBq6du2KpaWhFXClSpVo164d+/fvN/ByAeDs7EyjRkbMtLTX69ixI5s25e+FExMTSyL2vw47Oxg2DPyfgYMH1WMzZ8KggeoiwEcfwc/aTt3Hp8DLlIqdV9RUEFFJht/9m0LQDbitVeoausFTjaDtN3D6H/XY27/D9tdg8haIKMaj3HlJTQXx+WDYfhGm6BlR3DKifKakQ1Q5VaGnnvrF4PuoUX8QHf0+bdp4cvDgXZPea+dxNRXE2r2G3ycthNcGQvO6sP+M7njSI4gqpVJujClTHAgLy+LVV3U//p07hm3JE0/YsHJlKgcOqNrn0qWPeOONSrRvb8XWraaddLOzg2FDwX8oHDykHps5S/t+vQEffaIe8/KCBd9CvwGwzUQLMwA7/1ZTYXi5woLXoN+nsG26YV5VR6jvBaMXwXmtfjp1NYx/Cpp6Q1R8MeU5q6bCSMso+Lq7zqoph9v34X9eMO5JeH918WQpCAcHC375pT6vv36DDz+slS8/JSWbqCjTDZ4KIibGcFJx6lQbbtzI4sABdRFi3jy1rnbvXjbawVM7DL+PCoboEdCmGhyMBCdrGN0Ahu+HoHtqmYBguPI8dHCD4/fhyZrQ2AX6bIP7j+DcA/joFHzZAWachoxiDLCeyrPYO+oWRLeBNg5wUNtHLNWzlQxNhw/DIKQ51LaFW2kQnwXf642j7qbDd1Hwfgl2oO88oaaCWLvf8PukxfDaAGjuC/v/hqpOUL8WjP4fnL+llpm6FMY/A03rQFRcMeXZp6aCmPgGfPYNbNmpfh8xHqIuwTNPwbrNkJEBUXq/jZWVujNpwY/FkyNXnoNqMkZiMjz5muGxtz6Dk+uhlieERajHZixU/458pmQyFMaUKXaEhWXz6qs6w6o7d3QVsl49Czp1sqJJkwQuXVInUsaNSyEy0oUXX7Tlp59M11c88QT88QfkeJYLDYUXX4T2ejvQo6IMz/H3h6AguH279Pd/6rDh91GnIHogtHGBg1pDvHnaeePuBewy2xWlphxup8D/KsM4X3j/QunkmzLFmbCwTF59VWcVeOeObidCYqLCk0/q/0CZvPXWA06e9KJWLUvCwrIwJUXRm5/Ms9v1rbfh5AmoVQvCwkp3/53H1FQQa/cYfp80H14brNXDTsOu42rK4fY9+N8aGDcE3l9YAnluqakgnqgJK8/DAa06uvSs6umivRdsva4r18IN3usAbZdD5ITiy5ErzzU1FURUHkeG/o0h6Dbc1ra5GVmGZawsVG8ZC46WXCZ9/vwz0uD7hx9eYtw4Xzp2dOWffx4xenRthg8/QVCQ2qEFBJzmypUn6dChCsePF7NjMEJR9MLC9LCGNeCp1tD2fTitbRfe/gm2T4fJKyGiFCLmcXLJ1KkabtxQOHBAoW9fDbVrQ6tWWSRp+/yRI7OIi7OiVy8N+/aVfiH2qb8Mv486AdHPQBtXOKjVL+Zp61b3PJ6ZcmjoCE95QtvdcFr7W7x9BrZ3g8lnISLV+HlFoaK1hQCZmRAVlf+6nTtXonZta1q1CiMpSe1bR46MIi7Ol169KrFvn+kNhosyBoyKMlQ8/f1tCQpK5/Zt0/82dnYw7BnVoOKgtp+d+TkMehrGvQ6rfoFOHaBJG7h0Wc0f9w5E3oYX/wM/rSg/WT6aaUTPGAhBB+D2HdPJkUNRntXnn1dm+/Y0pkzRNci3bpnmOe38S00F8bN2LO5TiHejJ1rBuE/gZIj6/fPv4N1R0KYJnC3mQv7OC2oqiM+fge3nYYqeoe0tvTHPxXvw7PeGedN/h59Hg6UFZJVyQWvKlCratkdXSfTbHoCJE1347LNYtmxR9eoRI6KIiqrDM884sG5d6TwI7zyiJmMkJsOTbxoee+tLOPkz1PKAsEjIyIQovY0lVlaqt4wFhXuGLpCjGG7O+4nrDKYWjXHmDslsRJ00aYGrsdPxxoEOVOcNjnAN9R2Yz2W+oA2LucoDijfGqHBjwCA1FcTP2nrsU9N4vpMjjH4Rho+HIG17FTAJrvwFHVrD8TPGzysq+edYrLhxI5sDB9T2ZelS3TxPaKjChx+mERJSmdq1Ndy6VTpd4yyGc7O/cYpeNKIuboQTRzC6SfEYktnIKT5nGNWpzH2SSCGd/VzOLfOAZPZxiadpXiJ5dp5SU2F4VYUF46Dfh7CtgAXb/m3hyVYw7HN4up3xMkWSp5R12dIS5n0O78+EZXpT5JcLGRcUh/x6qqW27uga2ZSU/P2pqdh5Xk0F8flQ2B4CUzbojun3FU6VYHRXGL4EgrRVLWAZXJkNHXzheCHjuaJSkF4IEBjozvz5cXz5pa5BvnYt/7qfKSlMHoCUFKXQ/NJQkea+S6v3dG4DtWtAK39I0nbpIz+AuNPQqxPsK6CPLipP5RmEjRp1gujoZ2jTxpWDB6Pp3LkatWvb06rVLpKSVP1j5MgTxMUNoVcvd/btK/lL16BBAzw9PQkODqZjR3WjQ3BwMP7+/uzfv59jx47lerzICRGSnZ3Nl19+yQ8//EBkZCT169fno48+4tlnn8297vbt25k4cSJhYWF07NiRkSNNZAkrFIuiGlT8m40uSmQTaszoAijQosjX19BtUY73irzHi3q9gu7//xtWVmpKzTMJ9OgRdOls/Bxz4lYZBjSGn/QWuzrVhrgUncEFwN5r6q7mDiY0FNFoYEBTuHYfdr4FUV/CsfeNhyB5qR1EfwXnP4TZ/lDJ9E4nCsTZWTX1jY0tmx3wRcXaCsYMhvgkdQe3PlOHQ8xWOPMjTH5BVZBNweDBtpw6lcH69c5ERVXnzBlXXnvN0LfmkSPpDB5si5eX2jT16GFN/fqW7N5t+ne+KO+XRgOrV8Dcb+BSCXZblAaNBlZPgLmb4ZKRhaAHSXDlHxjRA+xt1YmbN/qpiuHpm/nLm4IeTSDqR7gyD757HVwrF17e2R5iTRgNatGiumzbFse+fQlG8196qTrR0e05f74ls2f7UKlS2fuhsraGl1+2YdmystmJVxScteGaYrUitKkONpawV2/n79UECE2CTlpP6Z3c4HysanCRw65/1Gs1KYE3BwN5tG1GbKbxfHsLCKgOt1IhrIBX29MahrrCgSTj+abC2grGDIT4ZF1b+CARrtyFEU+qu7QsLeCNQaox2mkTTQzkUMcHPN1hr95YJjFJnbTqVMDEyOD+UNVV3SVSHjg7qjsq48vJWHHwYBtOncpi/frKREW5cOaME6+9ptsmk7MzT39HpaJAWppCly6m1ciPHIHevaGedud/8+bQpQvs2GG8vJsbDBgAP5lox1dectzlx5bStszZGmJN0K0OHlyJU6fSWL++OlFRtThzxpPXXiu8Y3B2tiA7WyE+3vRbZ0qiNzs7a+t3vMnFKRRrKxjjr9XDbhRczrkyxJbRu3fkHxhcD7y0j6yHD9R3hd16E3uVrGDNM6q3jKj8DqbKDLfKMKAB/FTIhPPgRlDVHpafNv39LSzg+edr4uBgydGjsbRpUwUbGwv27tXNkF69mkxoaAqdOpVN2EBj9GgKUcvhygL4boyhHtapAcQlG+qAe89px1wlDAljDFXvsWDZMvUdtrXNaYN1ZVJT1feqS5eycZ2Q2xYWox3rVA3i0nUGFwB7o7S/TykfYUVrCwHq1bMmPLwON2/W5uef3alVS+0fbW01uX1mDqmpivZ5lU1Ix6KMAfVxc7NgwABbfvqpFJYwhVBoX9FJtzNXP19RIC1dzS9PWfLi5gYD+sNPJnLJnpfHPSuNBgYMsOHatSx27nQhKqo6x4654u9fNl4pS8KRv+H5AVDFWZX3+QFgZwvBhWxOKQkaDQxoDteiYOdEiPoajk0zHoJEH+dKkJhaeoMLgMGDHTh1KpX16z2IiqrDmTO1eO01nT/6OnWs8PS0Yu/elNxjiYnZHD+eSqdOJog9VUycK2t1rgLGd4O7QVVnWF6AR6ziYAH0xAM7rLhIfJHOaYILSWTkGlwAnOYBCgqN9EJJmIJ/wxgwL22ag40N7NUz3r96A0L/gU5tCj6vJKi6hjXLlhnv6O3tISDAmlu3sgkLK71xpz4aNHTAF1usuUH+BUMbrOhKfe6TyAOMK8cu2NOW2lwhwqSy5cqogdWTYe5GuFTAXj43F1j6DrzyNaSU4VRVUepy6+ZQ00t9/8/sV8OQbP8VmjQ0fs3SoNYdS5YtM1ywf+klS6Kj7Th/3pbZs62oVDYqTz40GhjQQttXTIKob+HYh4YhSNr4qGFg9urNOV+NhNAY6GSijfv16tkQHu7HzZt1+flnr1y9sHp1Szp2rMT9+5kcPuxDZGQ9goO96dy5bH+gguTJ4aWXnIiOrsf583WYPbs6lSqVkTu2AjD33HdRsbXR6ag5pKZrx2EmbpcBnLWDsFjtIMzW1lI7rtApNampWWRnK3TpUvrYUz179iQoSGctGBQURI8ePejevXvu8UePHnH8+HF69uzJnDlzWLVqFd9//z0XL17k3Xff5eWXX+bAgQMAhIWFMXToUAYNGsTZs2d57bXXmDq1jEIHCIWSaakh09KiCKl8331TUqIVKcWIf1kHBwdsbGyMlnd1NW5JXK1a4S+gvb09dnb5BwNpaeZb3CpPkpPVCf+PPlTjTVtYwEsvQadOpos/bUpGtoOkNNgUojvm4Qj383Q8WdkQm6LmmQo3R3C0g6lPqt4wnlwAv5+DTa9DNz03yWtOwssroOe3MGcXvNIefg4wnRyFodHAt9/259Chu1y8aJ4QOQM6QdJOSN0L7z4Hfd+DB3rr1/M3wgszoecEWLIF/vsKfGUCt8SguiIdN86e69ez6NcvjsWLHzF/viMjRuje8bffTuLSpUzCw6uTnu7Gzp1VGD8+iYMHTe+9IDkZjhyFj6brvV/DoVNH8NSGi5vyvmqBO3+ByW//WKYMgcwsmL+t4DJ9ZkKrOpD0C6Sug0mDoP8siC+DhZGdf8OIhdD7U5jyM3RvrMa1K8idY10PePspWLLHeH5xef75arRu7cC0aXeM5q9ZE83LL1+jZ88LzJkTziuvVOfnn024ylAAzzxjg4uLhhUrzNMvaYBvO8GhSLioXUjwqARpWZCQZ44i6pGaB+Bhr343yE/R5ZVKHh84lAQX81x/nBsktYWH7eApFzUUSUYedWJNXXjYFu61hsQseM0EVv3GGNARkrZB6k5491no+75qbJFDn8nQyg+S/oTUXTDpWeg/VTXOMCUeWs/iUXm6hKhoXV5eRr8Eu4IgvGzmcAywtYEvJ8Ha7ZBUTguuvr4WjBtnq+0rkli8OI358+0ZMULVMa9cySI0NIs5cyrh4qLB2ho++MCOWrUs8fQ0raHVF1/Ar7/ClSuQng5//w3ffgtrCnAzPXIkJCWBESdtpUYDfNscDsXAxVIswtd1gLfrwhITeOLw9bVm3Dgnrl/PoF+/KBYvTmL+fFdGjHAwWt7WVsOXX1Zh7dqHJCWZdoIUiq8329rCl1/A2rXk7tAvawY8AUl7ITUY3n0B+k401MP0qVsD3n4WlpjQy5Y+b++GSzEQ/g6kT4Gdz6vGFQf1DD0D+6rGGVuuF3ydsmBkK+2Y4mLBZUa3hV3XIdyERilNmzqRlDSYtLRn+P77lgwZcozLl5Pw8LAlLS2LhARDfTQqKhUPj/JZbNz5N4yYD70/gSmroXsT2PGRTg/zqAL389SlrGx1AtDDxXRyPPOMBhcXWLFCnVw7dkzh4UP48ksLKlVSF0L+9z8LrKw0ZTJe1QDftoJD0XCxgHfHGB52cD/PwnaWohpueJRy7bGitYXHj6cyalQU/fuHM27cferUsebgwZpUrqzh2LFUHj7M5ssvq1KpkgZ7ew3/+1817fMqm61ERRkD6jNypB1JSQqbNpWN0UVyMhw5Bh9N1esrXlC9W3h6wJWrajiROZ+Ci4u6gPPBJKhVUzdGLC9Z8jLyJa2eUUb9wuOelZubBY6OFkyd6sDOnek8+WQcv/+eyqZNznTrVo47WQrhP++oho2xpyDtIiyZBUPGw03TOhnVzT89pXrDePJb+P1v2DQOuhUwBK1aGT4aCD8Usqu1OKhtj7O27bnH4sUJzJ9fnREj1Ik2Dw/1nc67WzgqKis3r7ywtYEvJ8DanQWPKUY/A7uOQngpvMjXoTLb6cNunmQSTfiYM4QWsDCeF1dsicNwAJ2NQiIZuGLavr6ijwGN4eGmGlgm5NG7CpO5pDzzjJV2jsVQ7xo3zpqkJEcePnTiqaes6Nv3IRkmmiqsSRV+YBTLeJVRdGEee7inZ7DTm0b8wCh+JIDm1OIrtpOFofXUOHqylADm8xKPyGAZBbiXLCVTntPOFRbSF6yYBN9vh9NlrMMXpS77ajdcznhf9YgxcDjExUPwZqjiYlp5nnnGUqun6nYArVmTxcsvp9OzZxpz5mTyyitW/Pyz8fUrU5PbVzytesN48mv4/YwaOiSnr/BwVj0rJOSdn0tU80rL8eOPGDXqHv37hzFuXKRWL6xN5coW+PqqffeMGdVYujSe/v3vcuZMKvv2eePnVzb9emHyAKxZk8jLL9+jZ8+7zJnzgFdecebnn70ec1XTYe657+Jw7Cw8fARfvg+V7NRwI/+bohr0epq4XVbXtFpx6FA0F7WDsGPHHvDwYSZfftmCSpUssbe35H//a4mVlQWenqU33OnZsyeHDx8mMzOTpKQk/v77b7p37063bt0IDg4G4OjRo6SlpdGjRw9mz57NsmXL6NevH76+vowaNYqXX36ZJUuWALB48WLq1q3L119/TYMGDXjppZcYNWpUqeUUik+WlVWR07+VEkluZeQ/bG1dcGNsa2tcQTVmUGGsTF4jC2NGH/+/8soIWPYT3AtXF3/PnFEnh9uUgcVaaXm1PfxyGtIK2N1cllhoDZ/+CIFvta7jz/0DT/jC2C7wl1bRXKrnqvvCPYhIgP0Twbea8VAkpmTRogE0bepGly7LyvZGhRD0N7QcDdWc4fVBsH4mdHgDouPV/MD1urLnb0F6JiyZDNN+gPRSDmYsLODUqQymT1dXLc+ezaRpUyvGjq3EqlXqpNrbb9vTsaM1gwbFERqaTbdu1ixa5Mi9e9ns22d6bxevjIJlS+HeXe379TesXQdtWkHr1jDhbWjd/rGXMTmtfWHCAGg9ufByi15XJ9i7fgiP0uG1PrD1v9DuA4gsvadrA9bpuSW7cBdCQuHWIujRGPbncbvq5Qo7p8OGo/BjIW4Ii0rNmjbMm1eHvn0vGuzM02fpUt0uhAsXUoiISGf//qb4+tpx61bZTNoCjB5ty44dGUREmKdfWtQFmrpCFxPsCDIFi2pDU3voYsQzzC8PYE8CeNrAZE9YXw86XwT9R/ruXZgZDvXtYE4t+MYHxt8xvZxBZ6Hl69q2cACs/xg6jNe1hYsmwP146DpB+249DVs/h3bjILIMwi8VlRqe0K8n/Oe1x5ctLVZWsP4bdXA1rgCXpWWB2ldkMn26Outw9mwWTZtaMnasHatWpZOZCUOHJvPTTw7ExVUhM1Nh794Mtm9PN3k8+v/8R120Hz4cLl6Eli1Vo4t792DVqvzlX30VfvnFcMe3qVjUEpo6QZdSTNR72cHOzrAhHH68U3qZ1GeVxvTp8QCcPZtO06Y2jB3ryKpVhhPcVlawfn11tT6Ne2DkaqahqHqzlRWsX6et328av1ZZEHQGWo6Eai7w+mBYPws6vA7Refpsr2qwMxA27Icfy6h9f7stdKwBg9ZDaAJ084ZF/eBeMuy7A4PqQS8faFVGnlsK49W28Mu5gscUNZygXz34j4l3e169mkTLlvtwdrbm2WdrsHJlW7p3N9HqWClZpz+GydHDFqs7sfYX4tLY1IwebcGOHQoR2kWfmBh47rksFi+25J13LMjOhrVrFU6fVsokFvSiNtDUGbqYQL80FRWtLdy5U7er/fz5dI4fTyU0tDb/+Y8jy5Yl8txzkSxeXJ133nHRPq8kTp9OJTu7bHTZoowB9Xn11Ur88ktqmfSlObwyGpZ9D/duavuKs7B2vToGzMyEoS/CT4sh7p76fW8QbN9lmvjYxZElL6+OgF/WlY2eAY9/VjkLDn/8kcq336r17Ny5TJ54woaxY+35669iWEKVEbMmgosT9B4BMXHwTB9YPw+6vggXTOixLnf+6Sx8qw3jei4MnqgLY7vDX3nu5WgH296GS/dgxlYTyWCh4dSpVKZPV9uSs2fTaNrUlrFjnVm1qpysSYuAlRWs/1I1mhs3x3iZGm7QrxP8Z0rp7hXGQ17jCJWxohseTKU5EzleZMOLikp5jgErAqNH27BjR2a+OZZffslgz54sPD01TJ5sw/r19nTu/NAkbWIECXzIJuyxoR11GEN3ZvNnruHFEW5wgXBcsOcpmjOe3nzGVjLQGTWt4RibOYMHzjxHe4bTkZUcLuCOJaO1H0wYDK3fKbjM24PBsRLMWV9wmfIkp+/4PBA2/al+DngH/jkHzw2GH4yMq0vK6NGW7NiRnaunAixdqntGFy5kERGhsH+/Lb6+pQ9N8zhy+82/4VvtonxuX9Ezf19RFuzcqWv/zp9P4/jxR4SG+vGf/zhy+bI6z75kSTwrVqh9+Nmz9+nd24FXX3Xhv/81/YbRwuRZtiyBpUvjc/MvXEgjIiKT/ft98PW9z61bZR9O2pxz38UlJhaeewcWz4R3RqgeLtb+CacvYPJx2KJFbWja1JkueoOwmJg0nnvuCIsXt+Wdd+qRna2wdu1dTp+ONcm4okePHjx8+JCTJ08SFxdH/fr1qV69Ot27dycgIIDU1FSCg4Px9fUlOTmZlJQU+vbta3CN9PR0WrVSlerLly/ToUMHg/xOnUzsxk4oElmWlmQVwYtFlqUClP17XxaUyOjCmLFEYSE/LAowBzNmvJGXzMz8s22FGXj8/8atW9Cjp7pryMkJIiPh17Xq8YpElzrQ0B2ezxO/KjJJdRGsj6UFuNqreaYiJlmN9Xwpj9X35UjoUog7ruN31L9+1cvW6GLBgqcYOLAe3bqtIDzcfAPglFS4Ga6m45fg2hoYPQC++MV4+eOX1J0itT3gWiljnUdEZHPpkuEui8uXMxk2TDXKsrOD2bMrM2RIPNu3q+3J+fOZtGxpzeTJ9mVidHHrFvTonef9+gVu3YauXVQXrnf13jUrK/j6K5j4NtSpV/B1S0vXxuDmDHd/0Lu3JXw9EiYOhDpjoVczGNgGqoyAJK1F9PgfoG9zGNkDvvy97OQDNW5ddCL4eRgqnp5VIOgTOHIVxiwxzb3atKmMu7sNZ860zD1mZaWhWzcn3nrLE1vbI/kUyuPH1ffMz6/sjC68vS3o08eKoUPN4EcOWNAZBnpDt60QrjePFPkIbC3VUCH63i7cK6l5AJEp0D5P3HN3e11eieTxgYEu0O0yhBt5XROz1HQjDY4lQ1wbGOIKv+qtOURlqOlqqhqe5FATmBUOkSbWsVJS4eY9NR2/DNdWwein4Iu10KsVDOwIVfwhSftbjJ8HfdvAyH7wpQkX+SK1O7ncq0OknvdS9+pw1kgM6YAX4UGsLl5qWZFjcOHjBb0Cys/LBRTUV2QxbJhuN8qZM1m0apWIk5MGGxs1BvCxY06cOmVaq8+5c1VvF+vWqd8vXAAfH5g2Lb/RRZcu0LAhPP+8SUUAYEELGOgB3f6C8BJGJ/O0g6CucOQBjCllzOUcIiKyuHTJ8OW8fDmDYcMM3eXkLDL6+FjRq1dkmezszqEoenOOwYWPD/TqXX5eLiCPHnYRrq2D0QPhCz392bMaBC2EI+dhzJdlI4edFczuAUN+g+3acBTno6GlO0zuoBpd9PKBulUg/j3DczcOVb1h9CxAdywtXWpDw+rwfCFtbUAbeJACWy4XXKYkZGQo3LypNnhnzsTTrl0VJkzwY926f7C1tcTZ2drA24W7ux2RkebxdHU7CqITwM9TNbqIjFN1R30sLVR3uJHxprmntzf06aNh6FDDNnrPHgU/v0yqVlUXjRMSICLCyuTj1QWtYaAXdNtf/LYwMhXc8kxhWGrA1UbNKw0VsS3UJyEhm2vXMnJ3LO7Zk4KfXyhVq1pon1c2ERF1ymwi+3FjQH26dLGmYUMrnn++bBfvb92GHv3y9BWr4NYdNf/M39Cqo5qn6hlw7ACcMlH/WRxZcujyBDRsAM+PML0MOTzuWcXEZJORoRgt06WL+efofL3h7RHQ5Cm4pA3dFXIFuraF8S/DuI9Nd6+YZMjILGD+yc/wWGVb2DkBklJhyHfqDnVTEBGRyaVLhoOuy5fTGTZMnYCLjFT1Ynd3SyIjdTd1d7fk7Nny6busrGD9F+DjCb3eKHhMETBY9fy1pZR2jpko3EMdwF0jkYY4MYzafEMhrrO0xJJGFQx3v1ugwQlrYjHt71VRx4CFEXlf9RLn7GTo7cK9uu7/Ywq8vTX06WPJ0KH5O/rERDVEzo0bcOzYI+LiHBkyxIpffy39GDCLbO5rQ8vcIQZfqvMkTVnBIQAekcEjMogikRvc53tG0IbaHEMX1y2BRyTwiAgSeEgaHzKYzZwhAdOFl+7aRA0dclcvzJSVJXz9Gkx8BuoEQK8W0KkhpOXxhHFqHvwSBKO+MZk4RarLEdrjl/QMDNLT4VYoeNc0nSxq3bFg6NDC546PH1cnD/38yt7oIiZJ21fcMzx+OQK6aOeUIxPA1loNP6Xv7cLdSc0zNapemI6fnw3796vt5aVLhm3c5cvpeHuXT7+uL48xjh9XfxQ/P5tyMbrIS3nOfZeEPYfArzdUraIdhyVBxBG4Vco1HH0WLGjNwIFedOu2n/A8g7A9e6Lw89tG1ao2ZGYqJCRkEBExmFu3Sj9P7ufnR82aNQkKCiIuLo7u3bsD4OXlRa1atThy5AhBQUH06tWL5GT1ftu2baNGjRoG1ynIGYBgPrKxJIvHG11k8+91vFAiP8yOjvnjQpRVyI9Hj/IrJ/8XX5aUFHUA7uIC/frBHxVkV3MOozvAqTAIyaNIHL0DVeyhtZ4i1ctP3RlwPNR098/IgpOh0MDd8Hh9NwgtZFdyS61cEWUYq37BgqcYMqQhvXqt4s6d+LK7UQmw0KiuHguiZT3IyoL7JvCacPhwOg0aWBocq1/fktBQdQLA2lqDjY0m3+J5VpZSoBsvU2Hwfj0Jf2yF1T9D89bQsq0uhYfD3K+h34CylWd1MDSfBC3f06XwBzD3D+j3qVrGXtsM5jUezVYKdntmSmq4qi5SI+J1x7xcIXgGnL4FAd+pseVMwb59CTRt+jctW57NTSdPJvHLL9G0bHnWqAVvy5aqS+eICNMb6+QQEGDL/fsK27aVv+K/oDMMqQ29/oQ7eRYMT0dDehb01tMz6zuDjyMc1Q54j96HZq5QXW8Bom8N1UjjUgne9wU+qgFFr8twpwjqgEabbAvRsXJ2kBVWxlRYWOjaQnvtb5K3XmUrOplMxe1QdRKid1fdMcfK0KE1HD2Zv3zAi7BqvTqYKityDC7q+UCf0RBbzpsWDx/OLLSv0CcxUSEmRsHPz4K2bS354w/Tvu/29vnrQVaW8TZ29Gg4dQpCQvLnlYYFLWCIF/Q6CHdKaBDlZQfBXeF0PAScxmTDlsOHU2nQwHAypn59K0JDdRU0Z5GxXj1r+vSJJDa2DLa+G6EgvTnH4KJePejTF2LN6LkGDNseUD1cBC+E01ch4HPT9aN5sbYAG8v8OkSWXjv3xVFo/iO0/EmXAN7dCwF/lo1cAKPbwKl/ICSy4DIBbWDV35BZxtXJwgJsbS04fTqO9PRsevfWWSvWr18ZHx97jh4tO88thVGjKlR1hAhtn330KlSprHpLy6FXM+2Yy0S76AICLLh/H7ZtM14xHzxQDS569tTg5gZbtpjuAS1oDUNqQK8guFMCQ8CjMVDFBlpX0R3r5ab9fUr5CCtyWwjg4KChbl1rIiIMlYcHD7JJSMimZ89KuLlZsmVL2VhYPm4MqM/o0ZU4dSqDkJDycZ1p0Ff0gT/ytG2JiarBhV9daNs6f355yjJ6pGr0EVKGnm0e96wyMuDkyYwiP8/yJleHz9u3ZZteh8/IgpN3jMw/uUOoXpviaAe731XHZoMXmdYrrNr2GE7m1K9vTWioOja9fTuTiIhMevfWGYA5OlrQoYMdR4+WnSfIHHIMLup5Q5+xhY8pAgbDqj9NP8bRoMG6iNPeF4nHEWvq45R7rDWuaNBwGdMOiCriGPBxnA5RF8p7d9Edq18XfGrC0dOmu09AgI12jqXw/6xGoybbMposUOuOZQF56r9WhdQtjbZUQdcoKav3Q/Px0PItXQqPgbkbod+Hapl3vocWevlPaw3Onv8Cpq8s+NoloSh1+fQ5SE2FBnoGaVZWULsWhJpwYTggwFKrpxauY7VsqT638vBWm9tX5AkZVt9D11ecDlW9TPdubJjvUw2O3sTkqHqhDRERmdy5k0F4eAYNGhius9Wvb5Pbl5Q1+vIYo2VLtXMvKL+sKc+579LwIE41uOjZEdyqwhYTed5YsKA1Q4bUoFevIO4UMgh78CCdhIQMevZ0w83Nji1b7hVYtjj07NmT4OBggoOD6dGjR+7xbt26sWPHDk6cOEHPnj1p3Lgxtra23L17Fz8/P4NUq1YtABo1asSJEycMrn/s2DGTyCkUj0wsi5z+rZTI04Wzc/6gUllZWcTFxVGlShUjZ6johwUpSoiQxMREsrKy0OTx4+jk5FTAGf//8eSTqiJ59Sr4+cHcr9TY4suXq/lVqqi7jry04a0aNFD/RkZCVJTxaxYHBxvwq6b7XscVWnhBbAqExavHHG3huRbwnhFDkCv3YcdlWPofGPubOsm7cCj8erb4hg4OtqpHilxZqkKLmhD7EMLiYO4eWDca/roBQdegf2MY1Ax6fKuW960Gw9vB9gvw4CE0rwGBz8KB63A+vHiyFJVFi55m+PBm+Pv/SlJSGu7u6kJwQkIaqammVRgcKoGf3iJrHU9o4QexifAgEaa/AlsOQ8QD1aX++CFQoxpsCFLLd2wCHRqrrq+TUqBTUwh8C37eA/Em2MgfGJjCkSOuTJtmz/r1abRvb82YMfaMGaNWhKQkheDgdObOdeTRo0RCQ7Po3t2GESMqMWlS2WxDfbKv9v26pk6mzf1SjeO7fIU6oM27GJORoVpvXzPB5LWDnWopm0MdN2hRW429HRaj/jW4d5a6U/GaVm85ehXiHsLKt+HTDfAoDV7vq15nWwkGvYXJE5sMnzwHG4+pMtR1h69egRuRsOusWj5H6QyNhsmrobpeMx0VX3x59ElOzuLiRcPVxocPs3nwIJOLF1Pw9bVj+PBqbN8ex4MHmTRv7kBgYG0OHEjg/PkSrlI+Bo1GnRBYuTKNrDxzjO7uGjw8LPDzU5WDZs0sSUpSuHs3m7i40mvjizrDcD/w3w1JGaoHC1ANJlKzIDEDfroK33SE2FT1+4In4EgkHNfuRNj9D1yKh9U94YPj4GEPn7WDRRchvZjrAItqw/Cq4H8NkrLBXbvukJAJqQrUsYXnq8LueIjOhJo2MNULHmXD9ni17FPO6nknH0JyFjSxh7necCgJQou5ju5gZ6QtrAuxSdq28CXYcgQiYqGaE4x/RtsWHlDLH70Iccmwcip8ukoNL/L6AKjjAdtKoI87OIBfHT15vKFFU4iNg7Bw+HYJfDgJrt+C23dh1lS4Fwmbdxhep1dX8K0NP/5cfBkM5LEHP289eWpAi4bqRGhENPz2LbRuBAPfBEtLcNfqALEJ5MbMreUJrs7g7amWadFQPX7jLjws5SsXGJjKkSNOTJtmx/r16bRvb8WYMbaMGaMb4D37rDXR0eo71ayZJfPm2bN5cwZ79pi2X926FaZPh7t31fAirVrBpEmwLE+UMEdHeO45eO8949cpKYtawvCa4H8MkjLBXTsXkpABqdr31N0WPOzAT+tVrJmTWvZuCsRlaA0uukFoCkw+D9X15lOiSmkvHRiYyJEjnkyb5sz69Q9p396WMWMcGTNGnUGysoLffnOjdWsbBg6MwtJSg7u72i7GxmaZLAazPoXpzVZW8NsGNXzYwEHa+q1dLImNpdTyOFQCPz0j4zqe0KKeVg9LgOkjYcshPT1smLbt0YbF86oGwYsgNBImL4DqLrprRZXAOMTBGvz0hmV1nKGFm9ovhCVCcCjM7Q2PMtXwIt29YURTmKSdoIl6qKa83E2EOyVYe3CwAb+qevK4QgtP7ZhCez1HW3iuGby3veDr9KoLvq7w46niy1AYs2c3YceOSO7efYSjoxXDh9eiR4/q9Ot3mMTETH766Q7ffNOc2Nh0EhMzWbCgBUeOPOD4cdPEc3usHvYfrR4Wp8YO/mqEVg/7Wy1/JRx2nIGlb8LY71VPdQtfh18P6QwzSoOq91iwcmV2Pr1n1CgNly9DdLRCp04a5s2zJDAw2yT6MqghRYZ7g/8hbVuoXVhNyFD1HlCPediBn3ZvSDNnvbYwHa4kwY4IWNoOxp7SjknbwK93IaKUa48VrS2cO7caW7c+JDQ0Ay8vK2bOrEpWlsLatergYtQoJy5fTic6OotOneyYN686gYHxXLtWNpPrjxsD5uDoqOG55+x4772ydz/0ZJ88Y8DZcOUaLNd6sXp2CETHwN0waNYU5s2FzVthTxm4jn6cLKDVM4bCe9NMf399ivKs5s5NYd06Z/76K4OgoHT697dh0CBbevQofUPjYA9+PrrvdWpCi0YQGw9hEVDFGby9wEsbp7yBVr+OjIaoGLhyC67fgSWzYPIX8CBeDS/StzMMHFMCeWzBTy8mep1q0KKWdv4pFubuhnVj1FC2QVegf1MY1Bx6/E8tn2NwYW8DL/8ETnZqAohOym8cUlwCA+M4cqQW06ZVYf36ZNq3t2PMGGfGjNG5Hfj223g+/NCV69czuH07g1mzqnLvXhabN5feyMqhEvjV0n2vUwNa1Ff1nogY+O0raN0QBk7Q6lxaHSA2Qd35nUOv9uBbE37cXDp5XqM+J4gmilTssaQ3XrTElQ9QFYYq2OCKLTVQjVB8cSSFTO6TShIZ3OUhx4nmPZoQyCWs0PAOjQkiggcl8HRRIceA+vLUghZNtO9XOFRxAe8a4KXVjRtoPQZH3oeoaEhMgp/Wwjcz1HMSk2DB53DkFBw3kRcgVdewZuXKDANdo04dDc8/b83u3ZlERyvUrGnB1Kk2PHqksH176cd/z9GOEMJ4QDJ2WNMJPxriyVx2UB1HOuDLBcJJ4hFVcGAgLckgk3OoFgPNqYUzlbhFNGlkUIMqvEAHrhFJDMWfTHWwAz8vvf+/O7TwVeczwqLVv/pkZKn64TXtvHZYnogQydq9rDcj1M1cxZanlHU5KRm+XwkzP1DLh4bB+2+peRtMtKFUrTuWrFyZaVB3fH01DB9uyfbtWTx4AM2bawgMtObAgSzOnzfNSvlj+4qdsG6sGkokt69oAT2+UssnPoKfDsI3z6vnJD6CBS/BkRtw3ARe4+bOdWPr1mQ9vbCaVi9M1OY/YObM6pw7l8rZs6mMHOlCw4Y2PPtsfOlvXkx5fH2tGT7cme3bk3nwIIvmzW0JDHTnwIGHnD9vms3eFWnuu7R6D8CoYXD5JkTHQqeWMO9DCFwO124XTxZjLFrUhuHDvfH3P0RSUibu2kFYQkIGqdpB2KhRdbh8OZHo6FQ6darGvHmtCAy8xrVrptHne/bsyfjx48nIyMj1dAHQvXt33nrrLdLT0+nZsyeOjo5MnjyZd999l+zsbLp06UJCQgKHDx/GycmJkSNHMnbsWL7++mvef/99XnvtNU6fPs2KFStMIqdQPLKwJKsIRrFZlN9GBVNTIqMLV1dXLC0tyc6z/S8qKqpAo4uAgIB8x6pVq2akpI7wcOMr4caMPv5/xdkZ5syGmjXVCeGNm9QFgBwL58GDYcVyXfl1v6p/Z8yEmSaIwd62FgSP130PfEb9u+IEBGjv9UIrVcFZ+7fxa7z0i2posW+sOrDcGALvlCD0QVtvCH5XT5ZntbIchYDVsPkcjF0L0/rB/OfgahQMWwqHtZah6VnQpyFM7KkqRWFxsPEsfLYj361MxptvtgPgwIFRBsdHjdrMypXnTHqvtg0geL7ue+Db6t8VO2Ds19DQB0b2Vyf6HyTCySvQ9W24dEctl5YBL/SCGaPUXZe3IyBwPXxjojiAp05lMmRIPHPmVObjjytz+3YWEycmsWaNbqbzhRcSmDOnMr/84oyrqwWhoVlMn57M99+bzh2fPs7OMOczvffrd5j+UfnsIGhbF4Jn6b4Hvqr+XbEfAhY+/vwHSdB/Fnw+HPbPBGtLuBgG/l9AyJ0SyOMLwXptRuAorTzBMG4pNPeGkd3BxQHuxcLuEPjoV9UiG9SwJvU81RSex7Wa5rniy1Mc0tOz6dPHhYkTvXBwsCQsLI2NGx/w2Wf/lNk9+/SxwsfHkmXL8iv+Y8faMWNGpdzvBw+qWvioUcmsXFn6nfhvNlH/HhhkeHxUMKzULnC8e1Tb3vZVQ43s+gfePKQrm63AwJ2wuAscfQYeZqjnflyCRaw3tRMzBxobHh91E1bGqIvDXR1hogdUsVTDh/yVBE9cUo0wAB4p8LobBFYCWwsIS4NNcfBFCYyj2zaA4EDd98A31b8rdsLYQGjorYYJqeakbQuvQtcJurbwQSL0nwKfj4b9X6sLVxfvgP9HEFKCQW/bFhCs59oz8DOtPL9CwNvw1QJ1sPXDN2oM6kPHof/z+eN1j34JDp+AqzeKL4OBPE0gWG+HS+BUrTy/w4xF4N9L/X4uTz/dYyQc0O5W+fQtGDVEl3d2U/4yJeXUqSyGDElmzpxKfPxxJW7fzmbixBTWrNG9O56eFnzzjR3u7hZERGSzalU6s2aZvp94+22YNQu++04NN3XvHixZAp9+aljuhRe0epAJQ88AvKndsX6gm+HxUadg5V3181hfmNFIl3ewu2GZvm5Qr7Kawp82vI5mU+nkO3UqnSFD7jNnThU+/tiF27czmDgxljVr1In8GjWs8PdXJ7bPnTN08dijRyQHDph+l2VherOPD/j7q+XOnTU8r0dPOHCgdPdu21A1msghcIL6d8U2GDtXq4c9rdXDErR62JtwSTsh0rc91KulpvA8E5CaJ0ogjycEv6wnjza86YoQ1VPFC5thTg/4xR9c7SA0EaYfgO/LwH0+QNsaEPy6njxar2ErTkPARvXzC83V3YNrC1GRR7eFw6Fw1cQhht3cbFm1qi2ennYkJGQQEpJIv36H2btXXbx6990QsrMVNm7siK2tBbt2RfHmm2dNdv/C9MJxP0BzHxjZE1zs4V4c7D4LH63V6WEAL30LC1+DfTNVLz0bj8E7P5lGvj59NPj4aFi2LP/ER4MGGubMscDVFe7cgc8/zyYw0HQTJG9qd0Ye6GV4fNRxWHlH/Ty2Lsxoqss72Dt/mZeOwcLWsK+HVkf6B94pYPxaHCpaW1izphVr13pQtaoF0dFZHDqUSseO/xATo06ONmhgzZw5VXF1teTOnQw+/zyWwMB4k8qgT1HGgAAvvGCn7UvLfge+sxPM+RRq1lAXjTZuhukzdGNATw/45ktwd4OISFi1BmbNMY8sAC88p9UzTDQuL4iiPKvNm9MYOzaRadMcmD/fkatXMxk2LIHDh0tvtNO2KQTrha4KnK7+XbEJAqbA4N6wQi/s1rp56t8Z82HmAvU3e/o1+OJ92LoEKtvDjVAY+QHsKEEf39YHgt/Xk0cbQm7FEQhYDpv/hrE/w7SnYP4L2vmnxXBYq6u39oaOWl3u5mzDa9eeaugRoyScOpXGkCERzJlTlY8/duX27UwmToxmzRrdQsdXX8Xh4KDhhx/ccHGx4NChVPr3DyctrfSLjW0bQ/BS3fdArfHxii0wYwn491C/n1tneF6P1+GA3iaR0f5w+CxcvVM6eapgwzSa44otD8ngFkl8wClOo/7Qg/FmFLqt9vNR47p/wXl2oc49f04IE2jE17QjG4WDRDGfksUyq3BjwBYQvFFPHu3cz4p1EPAuDH4SVnyry1/3vfp3xtcw82v187sztP3nUjXUyK5geNOExmB9+lji42PBsmWG7UlqKnTtasnEiTZUqaIhKkrhr7+yeOKJFKKjS1+XnajEGHrggj2PSCeMWOayg4uE44I9DfCgH01xwJYEHnGVSD5lC0mobWMGmfSgIcPpiDWWxPKQU9zmT0o259u2HgTrtXWBWqOxFXsgIND4OWWJKery+zPUNnr1IqhUCY6fhl5DId5ETmT69LHQ1h3D+bb0dDVv4kQrHBwgLExh48YsPvvMdJO+bWtD8BTd98AX1b8rDkHAMth8BsaugmkDYP5wuBoJwxbB4eu6c95dq3233lRDjey6AG+uxiSoeqEXVataavXCFDp2vJOrF86bF4ednQWBge64ulpy7lwqffveLbNQHoXJY2enoU8feyZOrIKDgwVhYZls3JjEZ5/FmOz+FWnuu7R6D6iGGHPeUzdF3QmHzxerRhem4E3tIOxAnkHYqFHHWakdYDVo4MicOc1wdbXhzp0UPv/8EoGBJrK8RzW6ePToEQ0bNsQ9Z8cMqtFFUlISDRo0wNPTE4BZs2ZRvXp15syZw61bt3BxcaF169b897//BcDb25uNGzfy7rvvsmDBAtq3b8/s2bN59dVXTSavUDSKbnRRDq6vywiNUhSXE0ZYvHgx9+/fR6PRoCgKGo2Gtm3b8vTTTz/+5CKyfft2Tp48mevpQlEUrK2tmTZtWj7vF/8WIiIi+OGHHxgzZgxeNTzNLQ6K3nyYZpL55MhB0Ystp3nTfHLkoHyn+6zRmMCKpZSEhAxl06ZNDB06lObjm5lbHBS9mJsajQlcq5QSRdF1wBrzh5VF0dNRNUPNJwdAyMzzurrzaQWoOxt0nzWaw+YTRIuidM79rNGY2d88oCiuuZ81P5hREC2K3u4wzXHzyZFDiL1efZ5QAerzft1nTfWCy5UXit5ipKZxweXKA+WS7nNFeLdCQsJ1dad5Bag7elp4aY0gTIGi11dpNHfMJkcOilI797OmHEJnPQ4DvbkEhhCmJmSJXlu4tQLU5//qPmv+W3C58kDRW+DSVICXS9F7ucytE0IevbB5Q3OLg6LoFHfNukIKlhPK87rPFa4t1FwvuGA5ERKSqld/3B5/QhljMAa0L6RgOaDoefwytyyQR56KNl6vZ0ZBtIRs0msL51eAflTPiKEivOuKontImtZmFESLomcY2pOd5hNEy/zzNXT1p1cFqD/6Y0CvgsuVB4re5gmNpgzjORcRRdFtRx/B0kJKlg/vn++oqztTKkDd0fMyV+HmMzRlswmvOCiKblOVpgKszyp6njc1mpIZhpmSkJBMPb2wRPu7TYai6HaklPUGwKJgMPddAfQeRU+10FSAQde9e91y10lzjCeE/39JTEzE2dmZcwnuODo9foIvKTGbFs5RJCQk/OsiX5R4+rJmTZ3/3BwDiBs3Sml6q4eiKFy6dMnA4EKj0eDh4fGvNbgQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhP8rqJ4uipb+rZTY6KJ27dqAagyRk+Li4ggNDTWJYNevX+fhQ12cwRxDC29v74JOEQRBEARBEARBEARBEARBEARBEARBEAShgpCFJZlFSP9mo4sS+/xp3LgxNWrUyHfc3t40PhSPHDkCqEYdOWg0Gvz8/Ao6RRAEQRAEQRAEQRAEQRAEQRAEQRAEQRCECkIWVmQVwRdEFtmPLVNRKbHRhaWlJa6uro8vWAIyMzNp1KgRDRsaxpfVaDTi6UIQBEEQBEEQBEEQBEEQBEEQBEEQBEEQ/gVkYVEkLxZZ5SBLWVFio4uyxMrKig4dOphbDEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQSkhWEUOHiNGFIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCHplYklkEo4vMcpClrBCjC0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQTE42VkXydJGNphykKRvE6EIQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBJMj4UUEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBKgBhdmJmMjAxSUlLyHXd2djaDNIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgFJUsLIpodKGUgzRlg8mMLtLT07lw4QLXrl0jOjqa5ORkFEXBycmJGjVq0KRJE+rXr1+sa16+fJnNmzfnO/7xxx+bSGpBEARBEARBEARBEARBEARBEARBEARBEMqCTCzJLILRReb/daOLixcvsmvXLpKTkwFQFN0P8uDBA2JjYzl//jxubm4MGjSIGjVqFPna+tcC0Gg0phC5QqBkm1sCQ5RvzC2BIcp35pbAEEX5xNwicP78+dzPyl9mFMQIiuJubhEMUDLMLYEhyibz3l+v6qBsMJ8cxlCUzuYWwQBFcTW3CAYoY8wtgSFKB3NLkKc+7zefHMZQos0tgSHKJXNLoKMivFvnz4fnflYqmP6uDDW3BIYoSm1zi2BARdGbw8LCiI+PJ2SJuSWBu3fv5n5W/mtGQYygzDa3BDqUCvZymVsnhDz9qGJtPkGMoDxvbgkMqXBtoVLP3CIYjkkr2hgwv6NUs1GRZIEK+Kyum1uCPG3hUvPJYYyK8K7ro5wxtwSGBNHf3CJwHr22sKKNAe+ZWwIdiuJkbhEMWMXr5hbBsO5sN6MgRqhwdVmpZG4RDFCWmVsCQxSlkblFyKMXml+eHCrc3HcF0Hv0USrAoCsiIsLcIghmIAsrsopglvB/OrzI0aNH2bNnj4FxRF7DiJy8qKgoli1bRt++fenYsWOR75FzvbwGGIIgCIIgCIIgCOVBWFgYy5ZVsJk2wMXFxdwiCIIgCIIgCIIgCIIgCEKBZGNZpPAi2aX0dPHFF18wbdo0JkyYwLfffgtAamoq7733Hr/++itpaWn069eP7777Dnd3nXH63bt3GTduHEFBQVSuXJmRI0cyZ84crKyKbkpRKqOLq1evsnv3bqBwDxT6ednZ2ezevZvY2Fiefvrp0txeEARBEARBEAShXIiPjwegbdu2eHt7m1cYLS4uLtSqVcvcYgiCIAiCIAiCIAiCIAhCgWQV0egiqxRGFydPnmTJkiU0b97c4Pi7777Ltm3b2LBhA87Ozrz11lsMHTqUw4cPq/fMymLAgAF4eHhw5MgRIiIiGDFiBNbW1syeXXR3riU2ukhPT2fbtm1A0T1RaDQaNBoNiqJw6tQpMjIy8Pf3L6kI/3o0zR9fpqxRQnSfNZpE8wmiRd/tnEZz2IySqOiHPZjJVDNKojKUl3I/azTHzSiJiqIXZ0BTATwGKnpVWGN+j4EGLko1GvP6EQsxeNcvm08QLfou58z924Ch+1ZNdTMKokXfpaOmAniW1XeDp9H8Yz5BtBjU5wqw7qnoPPyj0Zg/tpG+q3iNJqSQkmWPouiUnYqgZxi2heaTIwd91Vljbz45ctB3hV7hfp8KIE9O/fH29qZ5cx/zCkNevTnYfIJoUZQeuZ81Zo5YoR9mruL1E1HmE0SLQVtYAUI6Km/qPmv6mk+OHJQ9us8aTaz5BNGiH56rIrWFAJpu5pMjB/2wm5onzCcHgHJE97ni6YR3zCeIFv1wPRrzR50j5IDuc0Vom/VDwMysAC/7JwYejc0fX0RRWud+1mgemVESFcNxRQWb0zBz32XQb1WAd13R+znMraMChOi9ThVOT61oz6vCrZ1UsPnUNWYUREtIM91njZn3V+uH69G8aj45ctAPR6MZbD45clC26D5XhPm5exUoFJZQfmRiQWYRjC4yKVmM4eTkZF566SWWLl3KZ599lns8ISGBn376iTVr1tCrVy8Ali9fTqNGjTh27BgdO3Zk9+7dXLp0ib179+Lu7k7Lli2ZNWsWU6ZMYcaMGdjY2BRJBosSSQ6cO3eOpKSkXCOKvAYXOQYW+l4ucsrknHPu3Dn+/PPPkoogCIIgCIIgCIIgCIIgCIIgCIIgCIIgCEIFJQurIieAxMREg5SWllbo9cePH8+AAQPo06ePwfHTp0+TkZFhcLxhw4Z4e3tz9OhRAI4ePUqzZs0Mwo3069ePxMRELl68WOT/Y4mNLv7++2+jx/MaWugf0zfQyPl85swZ9uzZY/RagiAIgiAIgiAIgiAIgiAIgiAIgiAIgiD8O8kJL1KUBFCrVi2cnZ1z05w5cwq89q+//sqZM2eMlomMjMTGxgYXFxeD4+7u7kRGRuaW0Te4yMnPySsqJQovkpaWRmRkpFHjClA9WlhYWGBvb09aWhoZGRm5+cYML44ePYq9vT2dO3fOdy9BEARBEARBEARBEARBEARBEARBEARBEP596BtUFF5ODS8SFhaGk5MutK6tra3R8mFhYUyYMIE9e/ZgZ2dnGmFLSImMLiIiIgyMJvSNLSpVqkTv3r1p2rRp7g8QExPDqVOnOHnypMF5+p/37duHg4MDLVu2NNl/ThAEQRAEQRAEQRAEQRAEQRAEQRAEQRAE85CFJZnFMLpwcnIyMLooiNOnT3P//n1at26tu0ZWFn/99RcLFy5k165dpKenEx8fb+DtIioqCg8PDwA8PDw4ceKEwXWjoqJy84pKicKLxMfH537WN7iws7MjICCANm3aGFicVKtWjf79+/P666/j4uJiYKiRcw1FUdi6dSvXrl0riUiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIFQgsrAqcioOvXv35vz585w9ezY3tW3blpdeein3s7W1Nfv27cs95+rVq9y9e5dOnToB0KlTJ86fP8/9+/dzy+zZswcnJycaN25cZFlK5OkiNTXV4HuOEUWPHj2oXr16ged5eHgQEBDAzz//zP379w08ZWg0GrKzs/ntt9945ZVXqFWrVklEEwRBEARBEARBEARBEARBEARBEARBEAShApCFRRHDi2QV67qOjo40bdrU4JiDgwNVq1bNPT569GgmTZqEq6srTk5OvP3223Tq1ImOHTsC8OSTT9K4cWNeeeUVvvrqKyIjI/nwww8ZP358gWFNjFEiTxfp6elGjzdv3vyx5zo6OjJixAhcXV0BnZeLnM8ZGRmsWbPGwJpEEARBEARBEARBEARBEARBEARBEARBEIR/F1lYFjmZmsDAQAYOHMiwYcPo1q0bHh4ebNq0KTff0tKSP//8E0tLSzp16sTLL7/MiBEj+PTTT4t1nxJ5urCyyn+ag4MD6VKqwQABAABJREFUlSpVKtL5Dg4OvPLKKyxbtozk5OR8Hi9SU1P5+eefadeuXUnEEwRBEARBEARBEARBEARBEARBEARBEATBzBTVoMIURhfBwcEG3+3s7Fi0aBGLFi0q8BwfHx+2b99eqvuWyNOFjY1NvmMajaZY13BxceHll1/Gzs4u93x9jxdJSUn5fhRBEARBEARBEARBEARBEARBEARBEARBEP4dZGFJZhFSWXi6KC9KZHTh4OCQ79jDhw9zjSaKipubG8OHD8fa2hrIb3iRnZ0NUOzrCoIgCIIgCIIgCIIgCIIgCIIgCIIgCP9/EBwcjEajIT4+3tyiCMUkC6sip38rJTK6qFKlSr5jiqIQGRlZ7GvVrFmT//znP1hYqKLkNbz4v0bXNrBlAYTvBSUE/Hvq8qys4IuJELIRko+rZVZ+Dp7VjV/Lxhr+Xq9ep0UD08h3+3ZlFMUpX1q40C5f2e3b7VEUJ/z9y+cFmTKlBorSmcDAOrnHgoKaoiidDdLixXVNcr+2dGAsE5jKDKYyg1cZhx/1DcrUxJsRvM40PmUqMxjFG1gZaTAsseQN3uETvsAdT5PIl5cpUzxRlA4EBnrnHnN3t2bVqrpERLQiObktp083ZejQ/O93Sej6BGxZB+FXQUkE/wH5y8ycDveuQUoU7PkD/PI8mipV4OcfIeEfiLsLPy4EIzZfRZOnHmx5C8LngrIU/FvmL9PQA/4YD/HzIHkhnJgOtVy1stjD/BfhyixIWQShX8C8F8CpaFGVHssnn7iiKPUM0uXLPrn5vr7WbNrkyf37dUhI8GXdOg/c3MrO4u+TT6qhKI0M0uXLvrn5QUHe+fIXL/YoM3m8vCxZvdqdmBhfUlLqEhLiTZs2tgZlZs505d69OqSk1GXPnhr4+Vmb5N5dO8GWnyH8PCjR4P9U/jIzp8C9C5ByF/b8Bn6++cs83ReO7VTLxF6H31eWUJ52sGUJhB8C5Tr49zHMH/Ik7FoOMSfU/BaN8l/D1xs2LYL7xyHhb1g3D9yqlkweY3h5WbB6dRViYjxJSalBSIg7bdoYfx6LF7ugKDWZMKGySe7dtT1sWQbhJ0G5C/5PGuYP6Q+7foaYc2p+i8b5r/H6cAhaBwkX1TLOTiYRDYDbt61QFOt8aeFCC3x8MJqnKNY8+2zZ6ESffOKOojQ3SJcv1zdadvv22ihKc/z9TfiD5KEwPaNKFZg/344rVxxISXEkNLQy8+bZ4lRG4lhYwKefwq1bkJICN27Ahx8allEU42ny5LKRqXJlCPwK7lyBlAdweD+0baPLd3OD5Usg/CY8jIEdRvpWk8sTCHfuqL/R4cPQtq1hmZkz4d49NX/PHvDzKxtZivK8ylOex+nM339vx40blUlJceT+/cps3lyJBg1KNDQrEVOmeKMoPQgM1P0Ar7/uSVBQSxISuqAoPXB2LlsdvnJlCPwa7tyAlEQ4/Ff++pPD4kWgZMCEd0xz74reV6j9qBMxMdVJSXEjJMSVNm10z0NR3I2myZPtS33vrp6w5WkIHwnKm+BfxzDfrRIs76XmP3wddgwEP2ddvo+jep6x9GwJ2qOuzWDLpxD+Kyh7wP+JgssunqCWmTDE8HgVR/h5KiRshrjf4cdJ4JB/+FpivLw0rF7tQEyMCykpVQgJcaJNG52e7uamYflyB8LDXXj4sAo7dlTGz69s3ndz911dW8CWORC+CZS/wL+LYf4nAXB5NSTvgthtsOcbaG9EVwXtfMZP6nValLCt7toStnwF4X+AcgT8u+WRZzRcXgvJ+yB2J+yZB+3zvO9/fAmhm+BRENzbAqs+Bs9qJZMnL4XphQDu7rBqlSUREVYkJ1tx+rQVQ4eW3TyZOuaqRkxMLVJSvAkJ8aJNG9XTrZUVfPFFFUJCvEhO9iY8vCYrV1bD09N0Y9KunWDLGgi/CEos+D+dv8zMaXDvEqSEw55N+cddt8+q5+qnKRNMI9/j2maAhg0t+eMPF+Ljq5Oc7MaJE67UqlX6933C7dt8oij50tMLF2JXpQpPzZ/P+CtX+G9KChNDQ+k/bx62eZTk/vPm8fqpU0xPTeWNv/8utUz6fPKJJ4rS2iBdvqx7mV5/vSpBQfVISGiBorTG2blsdy/evm2LolTKlxYuVMekQUE2+fIWLzbN/IExKtp8D5i376ro7/q/XUf9fg7cOAgp1+D+37D5R2hQwjGhKZ5VDjY28PcB9TotmpZQHhOsm/wxH0J3waOTcG8frCpkbaW4FDaX6uNjnS8vJz37rGOp7z21MZzoB4nPQdRQ+L0r1M9zWVsLWNgWYoZB0nPwWxdw09OJR9YBZbjxVN1wCrZIdG0KWz6B8NWgbAf/TgWXXfyWWmaCv+6Yjxv8OAFuLYOU3+HGTzDjJbAu4TC1a33Y8g6EfwPKMvBvZZi//FX1uH7a8a5hmVbesPs9iFsIMfNhyUhwKMFvA9C1CWz5EMKXg7IF/DsUXHbxOLXMhMH5855uC8fmQsoGiF0Dv/+3ZPLoY875DI1GU2iaMWOGSe4jmIec8CJFSf9WSvQmuLq6GjWIuHbtWomEqFu3LkOG6GZG9A0v/q/hUAnOXYXxs/Pn2dtB60Ywawm0fh6GToIGtWHLfOPX+moS3Is2rXzt2j3EwyMpN/Xp8xCADRsyDMpNnGhTrs+wbdvKvPGGB+fOPcyX98MPkXh4nMhNH3xwxyT3TCSRvezkBxbwAwu5w01eYATVcQNUg4uXeJWbXONHFrKUhZzgCAr5f5e+PE0SiSaRyxht2zrwxhtu+X6fVavq0qCBHYMHX6NZs/Ns2hTL+vX1aNmy9BO2Dg5w7gKMf894/gcT4Z03YOxE6NALHqbArk1gq6eo/PIjNGkIfZ+Bgf+Bbp3hhwLq+2PlsYVz/8D4NcbzfavDoSlwJRJ6/A+az4RZf0Kqtmp7uYCXM0zeAE1nwKgV0L8p/DSyZPIY48KFNDw8buWmLl3CALC317B7txeKAr16hdO58z/Y2GjYutWLsrRNu3AhFQ+P/8feeYdHVawN/LfpPaGlAYFAMPQuBAXpgopUFUXpiuRSBEHKBRUuIiifBlBEVHqTIIhwgdAEBCJIMQQISA8hjYSEVNI2+/0xm+xusikku9nVO7/nOU/OOTN7zptz5sy8M/PO+14v3Dp3jtRJ/+67ZJ30GTMeGEUONzcLTp2qS24uvPBCNE2bRjJtWiLJyfmFeWbMqMbkyW6MH/+Ajh2jyMjI58CB2tjaVv4BOTrAxSswYab+9BmTYPI7MH46dOyrLsvbdMvy4H6wcQWs3QqtusGzL8GWnRWUxx4uXoMJ80tOP3keZi7Rn+5gDwfXggroMRyeHSoGtfeswiDlyc1NwalT7ur3lUjTpnFMm/ZI530VMHCgHQEBNkRHKyt/YzWODnAxAibomWwtSD95FmYuKvkaDvYQchw+LTnEW4V5+uk8PD1zC7devfIA2L5dRVQUOmmenrl89JGStDQV+/cbr00V33pE4da5861ieaZMqUlVNOul6Rne3hZ4eyuYPj2b5s3TGTXqMX37WrF6tYGs34owcyYEBsLEidCkiTieMQMmTdLk8fTU3UaPhvx82LHDKCLxwzfQuwcMHwstnoaDR+Dwf8HbW6Tv2gYNfGHAa9CmE0Teg8N7waHyzbp+eX6A3r1h+HBo0QIOHoTDhzXyzJgBkyfD+PHQsSNkZMCBA7r1o6Eoz/uqSnnK0pnPn1cyevRjmjRJp0+fTBQKOHjQAYsqsLto396Zd9/14uLFdJ3zDg6WhIQk8emn94wvBPDDKujdE4aPghZt4OAhOByiKT8FDBwAAR0hOtpw9zbntkK0o9XV7WgyTZsmMm1aOsnJmkrY0zNBZxs9OoX8fBU7dmRX+v6O1nAxESb8pj991wvQwAUG7Ic22yEyDQ73Bwf14GdUOniu1d0++gPScmB/pP5rliqPHVy8DRO+Kj3fwGchoAlEJxZP2zwLmtWH3rOg31x4riV8N7V4voog3peL+n2l0bRpCtOmZeq8r127nGnQwIIBA9Jo0yaFyMh8Dh92NkrdbOq2y9EOLt6CCUH6069HwcSl0GIUdJ4Ad+Pg4BdQ07V43s8DIeahAeS5CRO+KEGeezDxC2gxHDoHwt1YOLgUarpp8hy9AK99CP5vwJB/Q8Pa8NPCyslVQGl6IQiDC39/6N9fSYsWeezcmU9wsCWtWxvm/tqIPpcXubkqXnghnqZNY5g2LalQh3dwUNC2rQ0LFjyibdsYBg9OwN/fmt273Q0mQ+EYwgz96TMmw+RxMH4adOyt7nf9VLwd//BT8Gys2b76vvKyladubtDAkpMnq3PtWh7duiXTsuVDFizIICur8kr0908/zf95ehZuG3oJy/sr27fj7O2Nk7c3h6ZPZ2Xz5uwaNQq/vn3pv3p1seuErVnDlW3bKi2PPi5ffoynZ3jh1rnzX4VpDg4WhISk8umnT75YryI8/XQ2np6PC7devUT7uH27pt/53Xd5OnlmzMgt6XIGwZzGe0zddpnztw5/fx31/CUYPQ2a9IA+w8U4z8FNVKifYah3BfD5fIipZBVgiHmTo3/Aax+Af38Y8j40rAs/laAnVISSxlKjonJ1znt6XuejjxJIS1Oyf396GVctm67usOI6BByE3r+CtQUc7AEOWvOWQe3g5drw6knoehi8HWBnF036tnvguVN3C4mBY/GQUIFuhqMdXLwDE74pPd/AThDgX1yPb1xXlNt3v4JmgTD1Oxj/InxawbF4R1u4GAUTNpWcZ/8l8Jyi2d5YpUnzcoPD0+HmA+j4CfT9Epp5w7qxlZDnDkxYVXq+gQHq56NHLx7cCTZOhbVHoNV78OxM2HK8YvJoY8rxjNjY2MJt6dKluLi46JybbqxVTpIqQYlFOY0uqm5RkqGpkF2YjY0NNWrU4OFD8aUXGElcvnyZrl27VkiQZs2a8fjxY/bu3Vto0PG/aHgRclJs+khNh+ff1T038VM4uxXqekKUluLStzM830koDy92wWAkJuq+k1mzrLh5M5/jxzUdl1atLJg2zYb27TOIizOepXgBjo4WbN78FO+8c5O5c+sWS8/MzCc+3vCdp+tc1Tn+lYO0J4A6+JDAA/rQjz84xSk0Ld1Dio8C+vEUDWhEMJtoRGODyymeT0PeeecOc+fW1kl75hknAgPvcvasaDgXLoxh6lRP2rVzJCwss1L3DTkktpKY8i/4ZAns3ieOR7wL8TdhYD/YtgMaPwUv9Ib2XeG8ehHGpA9g308wfQ7EPqGiHnJZbCWxcCDsuwQztQYbb2sZLV2JgVe+1U2b8zNsGguWFqAsPp/8xOTlQXx88cnnZ5+1p359a9q0iSItTdxo5Mh4kpMb0KOHPUeOPK78zZ9AngIyM1WlphuKmTOrERWVx5gx8YXn7t7N08kzZYobn3ySxO7doiyPGBFPfLwvAwc6sm1b5TovIUfEVhJT3oVPvoTdIeJ4xASIj4CBL8C2XWBpCcsWwgfzYc1mze+uVsxOkZDfxFYSm34Rf+vV1p/+bDuoXxvaDIA09aMZOQOSz0OPTnAktGJyFTBzpjNRUUrGjEkuPHf3bvFy4u1twVdfudGnTyJ79xpouSAQckxsJbFJbexSr07JeZapxye7BhhKKg2JRZqBWbMU3Lyp4vhx0b7Gx+umDxpkQXCwioziNoUGIy9PRXx8XonprVrZMW1aTdq3v0lcnJ6lNAakLD3jlVc09d3t20rmzMlm0yZ7LC1BaeDq6Jln4JdfYJ+6nYqMhDfegA4dNHmKvq8BA+DoUbhzx7CyANjZwZCBwqDixClxbv5CePlFCHwHNmyGTh2hWTuIUKsogZMh7g688RqsXmcEeYaI//nECbU88+Hll8WE34cfwpQp8MknsHu3SB8xQjyzgQPB0OP95XlfVSlPWWX5++81umlkpIq5c7MJD3eifn0Ft28brw/k6GjJ5s1NeOed68ydW08nbdmy+wB07epmtPsXYGcHQwbDgMFwQt33mb8AXu4Hge/Chx+Lc97e8NVS6PMS7P3FcPc357Zi5kxHdTuqMci+ezdHJ098vK7iOWCALUeP5nDnTuUrwpB7YtNHI1fo5AnNtkKEupkPPA5xo+CNRrD6KuSrIL6IajrIF4JvQUbJTU3J8pwVW2l414CvJkCf2bD3E920xj7wQgdoPwHOq3WvSV/DvoUw/TuIreSk/syZdkRF5TNmjKahvntX834aNbKgUycrmjVLISJCvJ/AwEzi4tx44w1bVq+uvKGMNqZuu0LOiK0kth7WPX7/a3i7H7RsCL9e0Jzv2xGefxqGzIUXK/GNhZwWW4nyFOmvvr8c3u6vlue8OLdUq324FweLN8KuxWBlCXmV/OTK0gufeUZBYKCSs2fF8cKF+UydakG7dgrCwgzbVsyc6aruc2k+Cu0+V2qqiuef1y48eUyc+JCzZ72pW9eSqCgD1D+HxVYSU8bDJ1/A7v3ieEQgxP8FA1+CbVoG7WnpEG/g9QDlqZsXLnRi375sZs7U9D9v3zaMgppZpLA8NWsWSTdvEnlcjDdtf+WVwrTk27f5dc4cBm3ahMLSEpVaSQ55T7gBcKhVC4+WLQ0ilzal9SmWLRODK127Gsa7YVkU/7Ys1XqYpn7OzCxeHxoTcxrvMXXbZc7f+j9BR/1ea7FZ5H2YuwTCD0L9unD7CQ1gDfWu+vaC57vDkJHCC2xFMcS8yVKtCfd7sbB4DexaKjxl5FVAVy1KSd96fn7x84MGORMcnEZGRuXb9BeO6R6POg0JQ6BddTiRAC7WMLYBDAuFo+q6b/RpuNYPOtaAMw8hSym2AmraQg8PGFuKblcaIefEVhreNeCrQOgzF/YWWVx24LzYCrgTB/+3EwJfhA+K2xWWLc8lsZVGdi7El7Autl8ryFUKo42CacvxG+DSAmjoDreesD4KuSC20vCuDl+Ngz4fw96PdNMsLWDZO/DBOlijpdNejXoyOfRhyvEMT0+NJ21XV1cUCoXOOW3Onz/PzJkziYiIoHXr1qxduxZ/f+Hyf9SoUTx69Ihdu3YV5p8yZQphYWEcO3asUjJKKk4eluSVw4tFefKYKxU2F6lTp04xo4iHDx9y48aNCgvTvn17evTogUql+p8MLVIRXJ1Eo/0oTXPOvTp8/zEM/zdkZhnv3tbW8NZb1qxZo+lo2tvDli32TJiQRXx81RjNrFjRkL17kzlyJEVv+ptv1iIhoQOXLrXm00/rYW9veCspBQqa0RJrbIjiHg44UgcfMshgDIFMYw4jGUdddAe3HXHiZYbwM9vIxThW9StW1Gfv3kccOVJcYwgNTWfo0OpUq2aJQgFDh1bHzs6CY8eM53UDwLc+eHnC4WOac6mpcOYcdFIPCHbqAMnJGoMLgMNHRXnvWIJbv4qiUMBLLeF6PIRMgfgv4PRs/SFItHG1h9QswxhcADRqZE10tC+3btVn0yYP6tYVdnG2tgpUKsjO1nxTWVkq8vOhc2fjrPAW8tgQHe3HrVsN2bTJu1CeAt5804WEhEZcuuTLp5/Wwt7eOPV2//6OnDuXRXCwJ/Hxvly4UJe339a4SvX1tcLLy4rDhzWGQqmp+Zw5k0WnTgb0Ha0H33rg5QGHtYwgUtPgzAXo9LQ4btsS6niLsnvhVxGGZN+PwouLKbC1EZ2DbK0xwqwcIV/ndiX/rrz072/PuXM5BAdXJz7eiwsX3Hn7bd24QAoFbNxYnSVL0omIMECv9m+KaEctWLNGfyXSti20aaNg9WoDVTIl0KiRLdHRTbh1y59Nm+pSt67GYNLeXsGWLT5MmBBTqmGGMdCnZxTF1VVBaqrK4AYXAKGh0LMnNGokjlu2hM6dYf9+/fnd3eGll0DPokKDYGUltqwiut3jx9C5k2Y1kXZ6wbfeuRQ3nkaRpzP4+oKXl/B8UUBqKpw5A52MIE9Z76uq5dGmrLLs4ACjR1tz+3Y+UVHG1Z9XrGjE3r0POXIkuezMRqTU8vOs2FcoYOM6WPIlRERUuYgmo39/W86dyyU42JX4+FpcuFCdt98uWd9zd7fgpZdsWb3aiB0/NbbqcQ/twVgVkJ0PnUuIkNi2FrSpJQwyjIFCARtnwpLtEKFnIqFTE0hO0xhcABy+IIxDOhpAF+vf34Zz55QEBzsRH+/GhQsuvP22Znlngdc17ZXuBXp9586GD+Fjbm1XaVhbwbj+YizjopaTLfdq8P0HMPwTyDSsTUrZ8gxQy3NTf55qzvDm8xB6qfIGF8Xur0cvDA1VMXSoBdWqoe6vK7Czg2PHDN9WCB0+m+DgWsTH1+XCBS/efrv0CXJXVwvy81U8emRcXRXU/a6iYwhpcOa8pt9VwKz3IPEmXDgG0ycJI/jKUlbdrFDASy/ZcP26kpAQN+Lja3H6dHUGDDC8Oy0La2tavvUWf65ZU2IeW1dXslNTCw0uqgLRp2jOrVvN2LSpvk6fwpSIb8uSNWt0n8Wbb1qSkGDHpUu2fPqpFfbGG1oBzGu8x9zaLm1M/a3/03RUB3sY/RrcvgdRMYa9dnnflXst+H4pDB8vjJ2qEn3zJtpUc4E3X4TQMMMYXEDZY6kFtG1rR5s2dqxe/cgwNy6Cq7oKTlJ3QdtVBxtLOKy1iPGvVIjMgE4lrIMa4QuZSvjJAJP4+lAoYON0WLIDIsrpbNHVEZIq7xikRLo1hvilcO1T+GY4VNcazrS1ghwlOl5gH6unczo3MrwsCgVsfB+W/AwRet5B24ZQp6Z6vHkpxKyDfR9DMx/DymFO4xlFmTNnDl988QXnzp3DysqKMWPGVOn9JU+OEqtyb39XKjz7XK+e7uRxgZHEyZMlmBuWky5duhAQEFBoeFGwSYpjawOfTYWt+yFNawXsuk/g22A4b2TFb+BAK9zcFKxbpzEWCAqyIzRUye7dVTMxM3RoTdq2dWT27Lt607dsSeCtt67TvftlFi2KZvjwWmzapD9WfUVwx4PZzGcun9CPQWxjI4k8oBrVAehKTy7wB5tZSxwxjOAdqlOj8PcDeJVznCEWA/qi02Lo0Orq56NfO3rttRtYWytISmpPdvbTrFrly6BBN7h1y7ijW55qD6RFLdLjH2jSPD3gQZHVCUolJCWLNEPi7gzOdjDrBeEN4/ml8POfsDMQniuhuNRwgg/7wXeleBx4Es6cyWLUqHj69o0mMPABvr7WnDhRBycnBadPZ5GRkc9nn9XA3l6Bg4OC//u/mlhZKfDyMk4DdObMY0aNiqFv3ygCA+PU8tTHyUk0G1u2pPLWWzF0736PRYseMny4K5s2eZdx1YrRoIE1gYGu3LiRS58+MaxcmcLy5bUYMUIEJ/T0FM+gqMV4fLyyMM1YFJblIqGc4hM0aQ3UzeW8D4RHjH7DIPkRHNsF1dyMKp5eTodBxmP47AOwtxOd8P+bKQYWvAzgHbhBAysCA524cSOPPn0SWbkyg+XL3RgxQuOHdOZMZ/LyYPlyI/aU/gYMHKjAzQ3WrdM/UD12rAURESp+/914nZYzZzIZNSqKvn3vEBgYja+vDSdONCz81oOCvAkNzWT3buMa4+lDn56hTY0aCj780JbvvjOO0eLixfDjj3DtGuTkwJ9/wtKlsKWEMFUjR0JaGuysYOigskhPh9DT8OEsYTxgYQFvvi68W3h5wrW/RDiRRf8BNzfRMZ7xPtStI9KNIk+o8GhRKM+bwoDBy0u4rIfiKwjj4zVphqSs91XV8mhTUlkODLQmLc2ZjAwXXnjBit69M8g1omfroUPdadvWidmzjeCK5QlJT4fQ3+HDOVrlZxh0CtCU15kfiMHP5WWElfin0aCBJYGBDty4oaRPn2RWrnzM8uXOjBih35B05Eg70tJU7NxpfKOLa49EOJFFAeBmK9wWz2gDdZ3AqwR342ObQEQS/G4kj/Izh0JePiz/WX+6Z3V48Ej3nDIfklLBs1rl79+ggQWBgbbq95XGypXZLF/uwIgRNgBcu6YkMlLJokX2uLkpRN08w466dS3x8jL8YgBza7v08VInSAuBrMMw9VXoPQ0eaq2fWDcbvt0N5/8q+RoGlecZSDsMWcdg6uvQe4quPACL/wXpRyDpAPh4woASwg5WBn164WuvKbG2hqQka7KzrVi1ypJBg5TcKh4JrtKIPpeLus8Vz8qVaSxfXp0RIxz15re1VfDZZ9XYujWDtDTjD7AXjAGU1u8CWP4dvP42dO8Pq9bBv6cKl/aVpay62d3dAmdnC2bNciQkJIfnn0/m55+z2LnTleeeM6zxQeOBA7FzcyNs3Tq96fY1avDchx9y4bvvDHrf0jhzJoNRoyLp2/cWgYH31H2Kpwr7FKZk4EBL9belGafcskXJW2/l0L17NosW5TF8uBWbNtkYTQZzG+8xt7ZLG1N/6/8UHTVwOKRdhYy/4IVu0PtNDN7PKO+7WrcCvl0L58MMe/+yKGneBGDxFEg/A0knwccLBrxnmHuWNZaqzdixbkREZPP774b3ZqMAlraDkw/gilqn8bSDbCWkFCkH8VngWYJ919iGsOWursG1IZn5qjBiXV5ObzENvWDSy7Bqn3HkCbkMI36Anktg5nbo6g/7p4KFemry16vg6QLT+4K1Jbg5wGK1oykvPaHyKsvMIerns0d/egN1nTTvDfhkG/RbAMnpcOxTqGZAx1LmMp6hj4ULF9K1a1eaNm3KrFmzCA0NJauo1ZzErMgvV2gRS/L/xp4uKqy9NWrUSG8YkKioKC5dukSLFi0qLFSfPn14/PgxFy9elAYXJWBlBcH/JyzeArVcqE4aBs4OsKgKVqqMHWvD/v15xMaK9//yy1b06GFJmzZG9IGuRZ06Nixb5kvv3ld0LMK1+f57zcj65cuZxMbm8OuvzWnQwI7btytfASeSyLcsxw47mtKcgbzKOr5DgSi35/mDMIQfrDhi8KUhbWjPEQ7QgWewxZaTHK20HPoQz6c+vXtfLfH5LFhQBzc3K3r2vEpiYh4DB1YjONiPLl0iuHzZOCErzJEC5emXMFiqXgF7MQqeaQjju8JvRcJAONvB3kkQEQPzSlB8npSQEI2596VLOZw5k0VkZH1ee82ZNWtSefXVOFaurMXkyW7k58PWrWmcP59Ffr5xBrhCQjTf8aVL2Zw585jISD+1PCl8//2jwvTLl7OJjc3j11/r0aDBA27fNqyGZWGh4Ny5LObMEa5uw8Kyad7clvHjXdmwoQRzdTOiIJ7dwiDY+V+xP3oy3L8Ir/aH7zZUrTyJSfDqZFg5HyaPEBbRW/8L5y+L/cpiYQHnzuUwZ46YpA8Ly6V5cyvGj3dkw4ZM2ra15r33nGjbtgp9uZopY8dasH+/itjY4ml2djBsmAULFhh35WBIiOYbunRJGGFERjbhtddcSUhQ0qOHE23aVNyLWWUoqmdo4+wMe/c6EBGRz7x5xjEUfO01YUQwbBhcuQKtW4uJq5gY2KDnux0zBjZvhmwj2i0OHwtrvoWYW2Kg70IYbA2Gdm3E8eA3YPVKSI4Rx4ePwr4DGC0e9PDhsGaNeCZ5eXDhAmzdCu0M4DXnSXnS91WVlFSWN2/O5dAhJV5eCqZPtyE42IFnn80wShmqU8eWZcv86N37ItnZxl+RXB6Gj4I130PMPXX5+RO2bhPluW1beG8StO1Q5mX+cYh2NJc5c4RhYlhYnrodtWfDhuL9lzFj7Nm8OcuodU8BefkwOARWd4fkseL48H3YFwn6qhk7SxjWCBaU4Va4orRtBO8Ngrb/Ms71y4N4X3nMmSP6TmFhSpo3t2T8eDs2bMgRdfPgdFavdiQ5uRp5eSoOH85l374co9TN5th2FeXon9B6LNR0hXdehuD50PFdSHgEk4aoxzNKibVtcHkuQOuRUNMN3ukPwQug4zuQoOUQaMlmWL0H6nnCx2Ngw0fQz8DhpPXphQsWWODmBj175pGYqGLgQAuCgy3p0iWPy6WEzqwIoixnM2fOIwDCwnJo3tyG8eOd2bBBd4zHygqCg2uJ8ajASsboMTBBWnHjL0VATi6s+hJm/0cYIlWUsurmgj7fL79ksXSp6NtfvJjHM8/YMH68A7/9pt8za0VoM3YsN/bvJ11PJ8LG2Zlhe/eSEBHBsXnzDHbPsggJ0Rhoa/oUzXnttWqsWWPaMjJ2rCX79+frfFvff6+ZQbx8WUlsrIpff7WlQQPjhHkzt/Eec2u7KoKxvnX4Z+iom3fBoRNiYc30dyH4G3h2cNW29wCTxoGzEywKqtr7ljRvUsCSdbD6Z6jnBR+Phw0Lod/Eyt+3rLHUAuzsFAwb5sKCBcXDkBuCFU9Dc1foXErY77IIqAlNXWF4JUMQl0RbP3ivP7SdXL783jUgZAFsPwk/HDCOTNv+0Oxfjobw+3D7M+H94terYh5g5Gr48nVYNEQYci8/DHEpwoueIWnbEN57GdpOLTlPwXzGwu2w83exP3oZ3F8Lrz4L3xnoOZnDeEZJtNQKl+blJVwvPnjwAB8fA7v7kBiMAqOK8uT7u1JhowtHR0eaNWtGUlJSsbQrV67QvHnzShlMDBgwAKVSyf379yt8jX8qVlYQvEQoBj3e1rXW7NEBOrWC7CIDW+e2wuZ9MGquYWTw8VHQq5clgwdrJuZ79LCkYUMLHj1y1sm7Y4c9J04o6d7dsD7E2rVzwsPDhgsXWhees7JS8NxzLkyc6IWtbWixCcQzZ8Tkkp+fYYwu8lGSjOhAxhKNN3UI4FlOcgyABHQnFRN4gAtuAPjSkDr4MBdd7W8cEwknjF/YXinZ2rVzxMPDmgsXNAZQ4vk4M3GiJ/7+F5k0yZNmzcKJiBDvMTw8ky5dnJkwwYPAwLuVun9pxKk9XHi4Q5zWI/JwhzB1bLW4eHAv4t7M0hKqV9P9jSFITIfcPIgoMmZxNQ46++mec7KFkPcgLQsGfWN4t7IFpKTkc/16Ln5+YlXMoUOZ+PlFUqOGBXl5Ij021tfgBg6ly5ODn5/+1R9nzogy5OdnY3CZYmPziIjQ7TVfvZrDkCHCbDcuTqxY8fCwJC5O80I8PCwJCzOupldYlmsVKcu1IEw9EBqrPh+hZbyTkyNiafqUEofTmBw6CX49oUY1MYiQkgaxoXDbAC4DY2OVxUKGXL2ax5AhYglsly62uLtbcO+exg+5lZWCL75wZcoUJ3x9jbQU1szw8YFevRQMHqy/EnnlFQUODrBhQ9VOjopvPRs/P1tatFDQsKENjx4108mzY0c9TpzIoHv320aTQ5+eUYCTE4SEOJCWpmLQoEyDuQEtypIlYsXwNnUs98uXoV49mD27+MRV587QuDEMHWocWQq4fQe69RHuG11cIC4OftwAt++K9At/QpsAkWZjI+JZnz4O58qIE1pheW5Dt25F5PlRnI9Tf8oeHpr9guOwMMPLUtb7qmp5CiitLKeminBYN2/C6dOPSU52ZtAgK3780fCFul07Z7XerInRJvRCVyZOrI2t7XGDGN49CbdvQ7eeRcrPZlHOu3QWYQ/uaVUzVlbwxecwZRL4GsF9q7kQG5tfGD+9ANGOFndR37mzNY0bWzF0qOEm88riQgK0CQYXG7CxgMQsOD0EzumJYfxKQ3Cwgg1G8ljQpTm4u8G9zZpzVpbwxbswZTD4Doe4JJFHG0sLqO4CcQaIsqP/fSkZMkSjM1+4oKRNm1RcXBTqulnF6dMunDtn+G/dHNuuomRmwa1osZ2JgOtbYOxLsHgz9GgLnZpBdpH48ee+g82HYdSnRpbnClzfBmP7weKNmjwPU8R2Iwqu3oX7v0BAczhtIMMHfXphgwYwaZIlzZrlFrqvDw/Pp0sXBRMmWBAYaNhKW+jwuv24q1dzC3X4AgoMLurVs6JHj7gq8XIBmr5Waf0ufZw5L7x/1feB6yWEjSkPZdXNiYn55Oaq9Obp3Nlwni5cfXxo0KsXwYMHF0uzcXLirZAQctLS2DZoEPnGUpLLQUqKkuvXs/DzM3x4lSdB6GEWDB5c+iz8mTPie/LzM47RRVFMPd5jbm2XNqb+1uGfoaOmpont5l04/SckX4JBfeDH3Ya7R3neVY8uItRIdpFhnnO/wubtMGqC4eQpoLR5kwIePhLbjUi4egfuH4KAlnA63LCylDSW+sorzjg4WLBhg+F1+K/aQz9veO4wRGt1QeOyRKhAV2tdbxcedhCnZ93l2w3hzyS4YKSolF2aqfX49ZpzVpbwxdswZSD4jtac96oORxdD6FUYt9w48ujjTgIkpIGfuzC6ANh6RmzuLpCRLUKNvN8HbieUfq0npUszcHeFe1oLq60s4YvRMOVl8H0HYtXvRjs0S04e3I4Dn1qGkcNcxjNKwtpao2MVzEXnqwc2LCwsdJwFAORWtSsOSTGUWJTT6ML03tIqSqX8lA0ZMsRQchRDoVAY9fp/VwoUh0b1oPtYSCrSNk9eDHO/1hx714KDq2DoDDhzyXByjB5tw4MHKvbu1VSiixfn8MMPuhXX5ctOTJ2azZ49hq/QjhxJoXnzP3XOrV3rx7Vrj/nss2i9A8etWwvXmLGxlTR7LgEFFlhixSOSSSWFmui2cDWoxU3EqON+dvMrBwvTnHFhOGP5ia3cp5yBzEpBPB9dbXHt2gZcu5bFZ5/F4OAgKq6ilvNKpQoLC+Oart+5C7Fx0LMrXFSXS2dn6NgeVqqVid//gGrVoG1rsZIXoEdXYZF/xsCr5XKVcPYu+BcJW/KUB0RqLcpwtoMDUyA7D/qvEH+NhaOjgoYNrdm4UfcmDx+Kgt29uz3u7pbs3l01nmWEPDZs3Ki/Q9C6tXCrGhtr+Idy6lQW/v66HZSnnrImMlLUK3fu5BEbm0fPng5cvCi+bWdnCzp2tGPlSuNOQtyJFEYVPbvARXWn0tkJOraFlWvF8fmLIh6ovx+cOiPOWVlB/boQaaS4iOXloVpB7x4A7jVg95HKX/PUqRz8/XXVi6eesiIyUpSNjRszOXxY1+jtwIFabNyYwdq1VRzg04SMHm3Bgwewd6/+Qb2xYy3YvVtFonEWPpSIo6OF+lvPJTg4hR9+0DWuvXzZn6lTY9izx7jhRvTpGSDaigMHHMjOhv79M41qQe/gUNz7i1Kp8V6jzdixcO4chBt4kKYkMjPF5uYGfXrBjCJGtanq1+PXENq3hQ//U4Xy9IEZM+DOHYiNhZ494eJFkc/ZGTp2hJUrDS9DWe+rquUpoKSyXBSFQmwFMbQNzZEjyTRvflbn3Nq1/ly7lslnn0VVucGFNjrl53mYMRt27ITDRdqkA3th42ZYu17vZf4xiHZUdxDiqacsiYwsbqQ3dqw9587lEh5e9RNrqerulJ8rtK8FH/5RPM/YJrD7rjDMMAYbD8Nh3e4gBxaJ82vVK7t+vwrVnIVXjAtqx0092oiVYWeuVV6GU6fyyv2+UlNFm+/nZ0H79pZ8+KHh9R5zbrtKwkIhXIADTF4Gc3/QpHnXhINfwND5wkCjSuSx0MhTUjqArQEjRujTCx3Utg7636fh2wrR59L9p7R1eNAYXDRqZE337nEkJVVd43EnUmsMoaDf5Qwd22n6Xfpo3Vw8sweVnAwpq27OzYWzZ3PLXR9UlNajR5Px4AHX9+7VOW/j7MxbBw6gzM5ma//+KKt6OXsRRJ/Clo0biy/Uq0pGj7ZUf1ull9XWrcWHrc/DnjEw9XiPubVd2pj6W9fmn6KjFvYzDBxBpzzvavIsmKtlMOntCQd3wNCxwlDG0JQ1b6KPgibV0M8HSh5LHTvWjd2700hMNOxKvq/aw6A60O0I3C1SfZxPghwl9PSEneqxyKecoZ4j/F5k3MnRCl7zgdkXDSqeDht/hcNhuucOLBDn12p56PCuIQwuzt+A0UHCyKGqqF0NajhCrJ5y9EA95jK6M2TlwqErhr33xqN6ns98cX6tug46fxOycsC/DpxSG4VYWUJ9D4g0UF1oLuMZFaFWrVpcLuIaLiwsTMdQQ1L15GGJZTmMLvL+Fz1dSIyDoz34aXm/8a0NrfyFkhCbCD99AW2bCJdXlhbgUUPkS0oRK/WjiliOpqt14VtREG0g7wAKBYwebc369bkotXSD+HgV8fHFW7579/K5e9fwLWJ6upIrV3SV/YyMfB4+zOPKlUwaNLBj2LCa7NuXzMOHebRs6UhQUH2OH0/h0qXKdxJ60ocbXCeFR9hiQwtaUx9fNrEGgFB+oxu9iSOWOGJpTVtqUovtCF+pqaQAmlY7BzFymcRD0qj8ZFZ6ej5XruhaIYrnk8uVK4+xslJw40YWq1b5Mn36PR4+FOFFevd2pV+/yi9Hc3QEvwaaY9/60KoFJCVD1H1Y+g3M/QBu3BKK+oK5EBMLu9ThF65dh/2H4PvlMH4qWFvB1/8HP+4QSv0Ty2MrLFML5akJrepCUgZEJcGSg7BtHPx2A45eg77N4eWW0O3/RH5nOzg4FRxs4K3V4GInNhBWr5V1I7ZkSU327MkgMjIXb28r5s+vgVKpYutW4b501CgXrl7NISFBSadOdixbVougoEdcv24cC80lS9zZsyddS56aanlSadDAmmHDXNm3L52HD5W0bGlLUJAHx49ncOmS4Qd3goKSCQ2ty+zZ1QgOTqdDBzvGjXNl3DjNksqlSx8xd251btzI5c6dXBYsqEFMjJJduyo/SOHoCH6+mmNfH2jVXF2Wo2HpKpj7Pty4DXfuwYJZEBMHu/aL/Gnp8O16mD9D5I+Mgg/Ubgu3V2CVgaMD+NXTkqcOtGoCSY8gKhaquYKPN3iry7u/Wva4BIhXd6RGDYGrtyAhCTq1hmVzIWgtXL/z5PIUJSgojdBQd2bPdiY4OJMOHWwYN86RceOEhUdSUn6xAdrcXBVxcflcv175SSNHB/Crrzn2rQutmqqfT4z6+dQGb7WRlX9D8TcuQROL1KMWeNbSXKdFY/Ee70VDsgHseEQ7asH69fk67WgBDRvCc88pePFFI7nS0WLJEi/27EklMjIHb29r5s/3QKmErVsfkZioJD6++Du5dy+Xu3eNZx1ekp7h7AwHDzrg4KDgrbcycXFR4OIi0hISVAafNN6zB+bMgXv3hIv2Nm3g/fdFOA1tnJ3h1Vdh2jTD3l8fz/cSz+ev68KgYsmnor1cq169/MogSEiEe1HQojksWwK79sAhAxhU6ZXnebU8f4Gfn1hhfe0arFUPsi1dCnPnwo0bwuhhwQLh4n7XLsPLUp73VZXyQMll2ddXwdCh1hw8mEdCgoo6dSyYNcuGx49V7NtnnMlzoTfrtokavVmc9/CwwdPTBj8/EdS3RQtH0tKU3LuXRXKy4eV6vneR8vwZXPsL1q4TXpiKOlTMzRWr6K5f13u5J8Kc24qgoExCQ6sze7YDwcHZdOhgzbhxDowbp9s/cHZW8OqrdkybZthQa45WwpCiAF9naFUDkrIhKl14r0h4DPfSoUV1WNYZdt2BQ0UMSRu6wHPe8OJ/KymPHfjV1pLHE1o1hKRUiEqApCL/fm6e8G5xXe0w89o92P8HfD8Vxi9T9ykmwo/HINYAHu+DgrIIDXVh9mw7goNz6NDBinHjbBk3TvO9vfKKNQkJKu7dy6dFC0uWLXNg165cDh0y/Hdl6rbL0b7I+/KCVn7ifT1MhTnDYfcp8exrusKEQVC7JmxXR9yMKuIxJV3dnb0VDdEVGDx2tAc/Lc9yvl7QqpFanhSYMxJ2n9SSZ4hanl9F/g5N4ekmcDIcktOgYW1Y8A7cvA+/G8jLRUl64bVrcOOGilWrLJk+PZ+HD0V4kd69FfTrZ3gdMSgoldBQL2bPdiU4OIMOHWwZN86ZcePEh2JlBT/95E7btjb06xePpaUCDw8xGJqUpDRIDO9i/a56Rfpd38LcaVpjCP9W97vU9gcBT4vJvqMnRH3c6WkIWgibguFRJXX48tTNS5Zksm2bK7/9lsvRozn07WvDyy/b0q2bgZYJKxS0Hj2ai+vXo9IqLDbOzgw/eBBrBwe2vfUWti4u2KqV5MyEBFRqJblaw4bYODnh5OmJlb09Hq1aAZAQEUF+JV/gkiW12bMnRatP4aUePxD/u4eHFZ6e1oWeL1q0sCMtLZ9793JITjZOn0d8W5asX5+n8201aKBg2DBL9u1T8vAhtGypICjImuPHlVy6ZJzZPHMb7zF122XO3zr8vXVUXx8Y+jIc/A0SHkIdL5j1L3icBfsqEN26su8qKhqI1vw+XRR5bt2B6JgKyFPJeZMOLeDpZnDyT0hOhYZ1YcEEuHkPfjeAgUFpY6kFNGxozXPPOfDii4ZdhbWiPQyrDwN+g7Rc4cEChFeLLCWk5sLq2/BlW6HXp+YKI43QBDhTRCce6gNWCthUyTFCRzvw89Yc+3pAqwZCf9erxyuFJ7rr6jLjXQOOLYbIBzB9NdTS6qPEV6BpLW1uICkDPu4PO86LcCEN3eHzV+HmAzigpfNN6AGhNyE9G3o3gyWvwqwdkFKBKO2OduCncQIsno+v+vkkltDPeaR5PmmP4dsQmP+GeJ6RCfDBIJG2/eSTy1MUcxrPqAg9evRgyZIlbNiwgU6dOrFp0yYuX75MmzZtTC3a/zS52KKgbE9ouVShhZWBkUYXZkb7ZnBMa0AkaIb4u+4XmLcSBnQXxxd/0v1dtzFw3EixcovSq5cl9epZsGaNebvjycnJp1cvN6ZM8cbR0ZKoqGx27HjIJ58YJmSNI04M4jWccCabLOKJZRNruI3wY3eGU1hhRR/6YY8D8cSykR9IxrSW/gXk5al48cVrLF7sw549/jg5WXDzZhYjR95m//7K91Lat4Fj+zTHQYvE33WbYXQgfL5UKO/fLQc3Vzj5O/Qdohtf8M23haHFkd1ihc+O3TB5RgXlqQfHPtCSR+1Gd10ojF4Lu/6E8Ztg9guw/HX4Kx6GrIRTareEbX0gQG1EcquIW9v6s3Q9YlSEOnWs2LrVkxo1LEhIUHLyZBYBAfcLrZ79/a1ZtKgG1atbcvduLgsXJhEU9KhyNy1THm9q1LBUy5NJQMBdEhOV2Nkp6NXLgSlTquHoaEFUVB47dqTxySfGWZJ/7lw2gwbFsmhRDT76qDp37uQxZUoCW7ZotM/PP0/G0VHBd9+54+ZmwcmTWfTtG012duUb6Pat4NgvmuMgdUSgdT/C6Enw+VeiY/zdl+DmAifPQN+humX5g3mic75xBdjbC4v+HoMrNiDQvjkc03KjHTRHLc9OGD0T+veEdZ9p0rctE3/nLYf5X4l9f19YNA2qu8LdaFi4UhhdGIJz53IZNOghixa58tFHLur3lcKWLRXogVSA9i3hWLDmOOhj8Xfddhg9Dfr3hnVfatK3rRB/5wXBfHWc0fFvwTytuIkn1G3uqPdhfZH2tyL06qWgXj0Fa9botxIYM8aC+/fh4EHjK5h16lizdauP+lvPU3/rNw2+4uJJKEnPaNvWkoAAobreuqUbyqx+/TQiIw37vCZNEpPy33wjXMjGxMCqVfCfIl4jXn9ddEa3bjXo7fXi6gKL/gN1aouBrh27YM48CkOseHnCl5+JcF2xcbBhCyxYZER5XGHRIqhTRww+7tghJvsK5Pn8c3Vb/51YIXbyJPTta5xYwuV5X1UpD5RclrOyoEsXS6ZMsaFaNQXx8Sp++03JM89kkpBguo7l+PHezJtXv/D4xAkxGDFq1DXWrzd86CdXV1j0iVb5+RnmfIjRQgZpY85txblzeQwa9IhFi5z46CMn7txRMmVKGlu26LqLeP11O3XdY1g3Eu3d4dhAzXFQZ/F33TUY/St4OcCXz4KHPcRmitAhC/T0Q8c0gfvpcLCS48ntn4JjX2jJE6iW5yCMXlK+a7y5WBhaHPlcGErvOAGTV1ROrgLOnVMyaFA6ixbZ89FH9ty5k8+UKZls2aLxrOjlZcGXX9rh4WFBbGw+GzbksGCBcfQiU7dd7f3hmJbb56BJ4u+6/TD+C2hcD0b2FQYOD1Ph7DXoMgki7hpWjkJ5GsMxrXcd9J5anr0wfolanhfV8qSo5fkXRKgnGTKzYHA3mP+2GBiPfQghp+GTdZBjoOGQkvTCvDx48cU8Fi+2ZM8eS5yc4OZNGDlSyf79hm8rzp3LYdCgByxaVI2PPnLjzp1cpkxJYssWMQlbu7YVAwYI9xsXL9bW+W23bnEcP175uqh9azi2R3MctFD8XbcFRk+Ez5er2/Eg9RjCaej7qqYdz86G1wfDvJlixfKdexC0Er78ptKilatu3rUrm/HjU5k925Hly5356688hgxJ4dQpwxSWBr164VavHn8WsaLyatuWOgEBAEy+dUsnbWn9+qRERgLQ/4cfqN+tW2HaeHV8Ne08FUX0KepTo4aVuk+RTkDAXyQmikZ9/PhazJunmVk6ccIfgFGj7rJ+vXHGyHr1slDrYbqebnNyRNqUKVY4OkJUlIodO5R88onxFBBzG+8xddtlzt86/L111Kxs6PI0TBkjDDTiE+G3M/DMIGGE8cTytK7cuzI0lZ03ycyCwb1g/r+EAUdsIoScgk8+MEy7XtpYagFjxrhx/34eBw8a1pPNv54Sf4/30j0/6ndYr9Zrpp5X68JdRKiRA7HwL11niACMbQg77+uGIakI7RvBMa3xyaBx4u+6Q8JrRVn0bgONaosteqNumuLFCshTH47N1JLnDbU8JyFwI7SsCyOfBTcHiHkEB6/Ahz+LkB0FdGgA8weK8OPX4uDdDbDp9yeXBaC9HxzTmmMIelstzxEYvax81/hgrQh9vvF9sLeBM9ehxxx4ZIDi9XcbzyhKnz59+PDDD5kxYwZZWVmMGTOGESNGcOmSAcMBSJ4YJZblDC/y9/V0oVAVDWwjMSqxsbF89913jBs3Du8+XmX/wMiotFyJKhTGdRVeHlQql8J9heKUCSURqFTPFu7PZ5YJJREMvvQmO3fuZPDgwbRsaXo3/CpVx8J9hUspGasIlVYRVrxjOjkKUH2v2VcobphOECA8PEur7Jje3k6lalK4b+pnA6BSaQJvKgwU964yqLRW8inMICaoSusVKRSGMVyrDOHhyZry/FILU4uDSisilEJheoNElUo7pqFpfYarVC0L981BzwgPj9SqC82g7Ghp4QqHkvNVFSot1UJhBl4hdZ6PGcgTHn5Jq/zUK/sHRkZXbz5mOkHUqFTdCvcVJvbYqdKqihU+JeerKnTbCQO5H6wE4eEPNGX5hBnUhf/S7Ct6m06OAlRaLo0VCtMbzKtU1Qv3za4unGAG5ec3zb7iGdPJAaAK1eybn05413SCqFGp6hfuK6qXnK+qCD+u3a67l/0DI6NSaeKdzjeDj/1jLUVMobhgQkkEKlXbwn2FomoM+ksjPPymVvmxM7U4umMaJm67dNotM/jWVVqPw9Q6KkD4hUvmO55hbu+rZcn5qgrduZOrphNEjc546hYTCqImvIVWeZ5p2vKs0lr8qRhjOjkKUGkZCCn6m06OAlRa3pbNYXwuJiajcJ7Uy8v086QS45KamoqrqyujUhZj41K23pSTmsU611mkpKTg4mIGE49PgOln3iQSiUQikUgkEolEIpFIJBKJRCKRSCQSiUQikfzjEJ4uyjZL+Dt7ujCa0YVSqSQ+Pp64uDhiY2NJS0sjKyuL7OxscnJysLGxwdbWFjs7O5ydnfHy8sLT0xMPDw8sLf++D1QikUgkEolEIpFIJBKJRCKRSCQSiUQikUgkEsn/RngRgxtdREVFERYWRkREBNl6AnipdNzTFXeXZ2trS7NmzWjVqhV169Y1tHgSiUQikUgkEolEIpFIJBKJRCKRSCQSiUQikUiqAGl08QQkJSWxd+9e7ty5A+gaVxRFoVCgUqn05snKyuLChQtcuHCB+vXr069fP6pXN4OAYhKJRCKRSCQSiUQikUgkEolEIpFIJBKJRCKRSMpNfjmNLvL/140uTp8+zZEjR1AqlYWGFPq8WGhTWnrBNe7cucPKlSvp0aMHnTp1MoSoEolEIpFIJBKJRCKRSCQSiUQikUgkEolEIpFIqoA8LFGUw6Ai73/Z6OLXX3/l5MmTeo0tSvN2URIKhaLwGiqViry8PA4dOkRGRga9evWqrLgSiUQikUgkEolEIpFIJBKJRCKRSCQSiUQikUiqACWWWJTDLOF/NrxIeHg4J06cANAxlKgM2r/XvmZoaCi1atWiVatWlbq+RCKRSCQSiUQikUgkEolEIpFIJBKJRCKRSCQS4yOMLso2qPg7G11YVPSHjx8/Zv/+/cU8U4DGW0VltqLXU6lUhISE8Pjx48r+zxKJRCKRSCQSiUQikUgkEolEIpFIJBKJRCKRSIyMEstyb39XKmx08fvvv5OVlQUI4wiVSlXMYKKiG+j3nJGdnc3p06cr/M9KJBKJRCKRSCQSiUQikUgkEolEIpFIJBKJRCKpGvKwLPf2d6XC4UXCw8MLDSNA10jC1taWRo0a4e3tjbu7O87Ozjg6OmJtbY2lpSWWlpYolUry8vLIzc0lPT2d9PR04uPjiY6O5ubNm+Tm5hZ6uCi4vkqlIiwsjO7du1fy35ZIJBKJRCKRSCQSiUQikUgkEolEIpFIJBKJRGJM8rFCWQ6zhPyKmy6YnApJnpiYSEpKSqGhRYFBhEKhoEuXLnTp0gVra+tSr1FgfGFra4uTkxMAfn5+AOTk5HD8+HFCQ0N1rg2QlpZGYmIiNWvWrIjoEolEIpFIJBKJRCKRSCQSiUQikUgkEolEIpFIqgAllijK4cXi7xxepEJGF/Hx8TrHBUYRXbt2pWvXrpUWysbGht69e2NpacmJEyd0PGoU3P+fYHShCje1BLqoVC6mFkEHlepZU4ugw8csNrUIXOJS4b5K1dGEkhRHlWpqCXRRfW9qCXRRqRqZ9P6XLmmXnSYmlKQ4pn42RVElmFoCXVQ3TC2BLipVHVOLwKVLyYX7qnsmFEQPKlXpRqdVjUrV0tQiFGIOeoZWVYhWBDuzQJVpagl0MbvnYwby6JYf05dnbVSqbqYWQQdVrqkl0GB+7YSHqUXg0qUHhfuqf5lQED2oDplaAl1UquqmFkEHs6sLfzOdHPpQhZpaAg3mpxPWN7UIAERFRfHo0SPCj5taErh3T9NAmEPdrM3H5vCxa6FStTW1CDqoVPamFqGIXmhmYxpm1HapkkwtgS7moKPqlB1z01PN7X2Z3dyJeYynFralLUwtSZG2dJ8JBSmCao2pJdBFtdvUEuhiDuMZsbEZphZBYgKUWJTT6MLiia67cuVKVq5cyd27dwFo1qwZH330ES+88AIAWVlZTJs2jR9//JHs7Gz69OnDN998g4eHpg9w7949AgMDOXr0KE5OTowcOZJFixZhZfVkZhQVMrpITS0+u6pQKOjUqVNFLlcinTt35tSpU4UhRkq7v0QikUgkEolEIpFIJBKJRCIxP6KiolizxsxmQQA3NzdTiyCRSCQSSbmQbalEIvk7k4cllMPoIu8JPV3UqVOHxYsX06hRI1QqFevXr2fAgAH8+eefNGvWjKlTp7J37162b9+Oq6srEydOZPDgwZw6dQoApVLJSy+9hKenJ6GhocTGxjJixAisra359NNPn0iWChld5OYWNwt1cnLCxsamIpcrERsbG5ycnEhLSyvz/hKJRCKRSCQSiUQikUgkEonE/Hj06BEA7du3x8fHx7TCqHFzc6Nu3bqmFkMikUgkknIh21KJRPJ3RokVinKYJSif0HTh5Zdf1jleuHAhK1eu5PTp09SpU4fVq1ezZcsWevToAcDatWtp0qQJp0+fJiAggIMHDxIREcHhw4fx8PCgdevWLFiwgJkzZzJv3rwnsn2okNGFPncamZmZhWFGDIVKpSIzs7iv5Sd152GuKBR3TS2CjotJhRl4w9N2o68wA4/o2m7MFL1NJ0cB4V9q9s3u+SjOmE4QNdohVxSm95KlE3LF1M8nPNyhcN+A1XSF0XZgpHjRdHIUoO0CT6G4ajpB1Gi7LFR8ZEJB1Kj+o9lXKEwf7yRcu+5xKDlfVaEdFkJhBn1ebRelptY1dPQMb9PJUUD4Ac2+qetlKNJubTChIGpUIzT7CsU20wmiRqUaWrhvDm1XuJnphdphGMxOj1eY1khe262/4stSMlYRqvc1+wqF6f0265RlxX3TCaJGO3SZqdstKNJ2mcH70nYTb3Z6mIm/dSjyvY8oJWMVoNJqy83hXWmHPDCndtTHx4eWLU3vE12nT6owvQ977bCA5vC+dJ/PMZPJUYB2KDVzeD66daG5tRUmFIQiZcfcxi7NIPKKdnglc5BHO6SI+X3r8SVnrCK0w08pFD+YUBJBeLgYQxBtqennyHTGL82oD9iUP00oiSCCNoX7pq6XoUjd/I7p5Cgg5j9l55H888jHEmU5vFjkq/MUjXpha2uLra1tqb9VKpVs376djIwMOnXqxPnz58nNzaVXr16FeRo3boyPjw+///47AQEB/P7777Ro0UIn3EifPn0IDAzkypUrtGnTRt+t9PJkgVHUODo66v1Hrly5UpHLlcjly5fJy8sr1/0lEolEIpFIJBKJRCKRSCQSiUQikUgkEolEIpGYD0q10UV5NoC6devi6upauC1atKjEa1+6dAknJydsbW0ZP348P//8M02bNiUuLg4bG5tiYZA8PDyIi4sDIC4uTsfgoiC9IO1JqJA5XM2aNXWOFQoFKpWK//73vzg6OuLr61uRy+pw+/Zt9u7dq9dzRtH7SyQSiUQikUgkEolEIpFIJBKJRCKRSCQSiUQiMS+EMUXZni4KjC6ioqJwcdG4tC/Ny4W/vz9hYWGkpKTw008/MXLkSI4fP15ifmNRIaMLLy8vbG1tycnJASgMK5Kdnc3GjRvx9fWladOm1K5dm1q1amFpWfZDzMvLIyEhgejoaCIiIrh7967ecCU2NjZ4eXlVRGyJRCKRSCQSiUQikUgkEolEIpFIJBKJRCKRSCRVRB4WqMpldCGCdLi4uOgYXZSGjY0Nfn5+ALRr146zZ8+ybNkyhg4dSk5ODo8ePdLxdhEfH4+npycAnp6e/PHHHzrXi4+PL0x7EipkdGFhYUGTJk0ICwsrNIooMJBQqVTcuXOHO3fuFOa3t7fH0dERa2trrKyssLCwQKlUolQqycnJISMjg6ysLJ17aF9P+2+TJk2wsKhQVBSJRCKRSCQSiUQikUgkEolEIpFIJBKJRCKRSCRVhBIrymOWoKyY6YIO+fn5ZGdn065dO6ytrTly5AhDhgwB4K+//uLevXt06tQJgE6dOrFw4UIePHiAu7s7AIcOHcLFxYWmTZs+0X0rLPkzzzzDxYsXAU14kaL7BWRmZpKZmVmYXkDRfNoU5NPOr1AoeOaZZyoqskQikUgkEolEIpFIJBKJRCKRSCQSiUQikUgkkiriScOLlJfZs2fzwgsv4OPjQ1paGlu2bOHYsWMcOHAAV1dXxo4dy/vvv0/16tVxcXFh0qRJdOrUiYCAAACef/55mjZtyvDhw/n888+Ji4tj7ty5TJgwodSQJvqosNFFrVq16NixI6dPn9bxdgEUCwminVbU0EJf3qLXKvBy0aFDB2rVqlVRkSUSiUQikUgkEolEIpFIJBKJRCKRSCQSiUQikVQR+eU0ush/QqOLBw8eMGLECGJjY3F1daVly5YcOHCA3r17AxAUFISFhQVDhgwhOzubPn368M033xT+3tLSkv/+978EBgbSqVMnHB0dGTlyJP/5z3+eSA6ohNEFQK9evYiLi+Pu3bs6hhfahhX6PFaURGkGGfXq1aNXr16VEVcikUgkEolEIpFIJBKJRCKRSCQSiUQikUgkEkkVkYclFkYwuli9enWp6XZ2dqxYsYIVK1aUmKdevXrs27fvie6rD4vK/NjS0pI33niDRo0a6XimKBpCpLxbAdrXUKlU+Pn58cYbb2Bp+WQPWiKRSCQSiUQikUgkEolEIpFIJBKJRCKRSCQSiWlQYokSq3Jsf19bgEoZXQDY2NgwbNgwXn75Zezs7IoZX2hv+igpn0qlws7Ojn79+vHmm29iY2NTWVElEolEIpFIJBKJRCKRSCQSiUQikUgkEolE8jdHoVCwa9cuU4shKQfC6KJ829+VShtdFNC2bVsmTpxIt27dqFatWqkeLPQZYmjnd3Nzo1u3bkycOJF27doZSsS/Ld7elmzcWJPExLpkZvoQHu5Nu3bCCMXKChYvrkZ4uDfp6T5ER9dh/fqaeHlVvlB2eRp2r4Lok6C6AQOKRHcZ9DwcWAuJf4j0Vk2KX6OBD+xcAQ/OQMqfsG0ZuNeooDztYPdXEH0YVOEwoLsmzcoKFk+B8B2QfkbkWb8QvGrpXuOX5RB5AB6fhZgjsEFPnnLL0wJ2/weifwTVIRjwTMl5V74n8rw3SPd8NWfYNAtSdkHyz/DD++BoV0F5DPB8CrCxhj+DxXVa+VdMnrKYOdMLlaojQUE+OucDApw4cqQx6entSUlpz/HjTbCzKzs8UVl0eQZ2b4Pov0CVCgNeKp5n/hyIuQ6Z8XDoF/BrqJv+7+lw6hBkxEHyvUqLVCL6no2HhzUbNjQkNrYN6entOX++OYMHVzOaDBYW8J//wO3bkJkJN2/C3Lkl51+5ElQqeO89w9y/S3PY/TFEbwTVPhjQqZR7TxR53huge/6XjyByHTzeBTGbYMN08Kpeedk+/rgmKlUTne3q1QY6eQIC7DlyxIf0dH9SUp7i+PF6BinHAF3qwe43IXo6qP4DAxrrpjvawFcvQdQ0yPwQrkyEd9vr5rG1gq9fgsRZkDYHfhoK7o4GEY+PP66OStVIZ7t6tV5heoMG1uzc6cWDB76kpDRg2zZP3N2Nq0g5OUHQ53D3GmQ+hFO/Qnst9cLREb76EqJuiPQr5+Hdtw1z7y4dYPcaiD4Lqnsw4Hnd9EF94cAmSLwo0ls1LX6Nd4bB0W2QckXkcXUxjGwFmErPAOjSEXavh+gLoIqBAX2L55n/AcT8CZm34NA28PPVTW/TAg7+CMlXIfEyrPocHB0MIp4OVd1uzWoOf7wIqW9A/Kvwczd4qsi7t7WArztA4lBIewN+6gruevSIkQ3h4svw+E1xra87VFo8Zs1qwh9/9CY1dTDx8QP4+edneeop58L0evUcUKmG6t1eeaVO5QUoQnnaLZVK/zZ9euXvX5Ze+PFwuLoa0ndD0k449Bl0KFJ/t/GDg4uFTpi4A1ZNqYReaGZ6fFHu3LFCpbIutn39teieNmgAO3da8uCBFSkpVmzbZom7u2HuDdClNuweANHjQPU+DCii87k7wNo+Ij1jEuwfDH5umvRqdrC8O1wbBZmTIfJtWNYdXAy0TsDbW8HGjY4kJrqRmVmN8HAX2rXT1Lvu7grWrnUkOtqNjIxq7N/vhJ+fwbr2euSxYOPGaiQmepGZWZvwcA/atbMuTP/4YxeuXvUgPd2bpCRvDh2qSYcOxls0Ycp2qyh37riiUlUvtn39tWiIbG3h668dSEx0Iy2tGj/95IS7u2F0Qn2UpYd5eFiyYYMHsbG+pKc35Pz5ugwe7GQ0eUr71uvVQ2+aSmXNK68YSG/2h91TIXoZqDbAgLa66WvfEee1t/1abULXxsXTC7b2RfSRiiLKsweJiQ3IzGxIeLgP7drZ6uSZP786MTG+ZGY25NCh2vj5WZdwtYpTnnbU3R3WroXoaMjIgP37wc/P4KKUWx6A+fMhJkbkOXTIePJ8/LEHKlVLne3q1af05t23rz4qVUsGDDCw0q5FeZ9P48bwyy/w6BGkp8Mff0DdukYTq5CZM31QqboRFCReSLVqVixf7se1ax3IzOxCZGQAy5b54eJinLrZ3MoPmFfbbvLxnkqOX9bzhh/mwe39kPkH3NwL8/4F1hUMot6lE+zeAtFXQJUEA14snmf+bIiJgMxoOLQT/BoUzwNgYwN/HhfXadXcNLL8shkiw+FxjMi3YSV4eT65LOWh6LcO8M47Xhw92pqUlM6oVN1wda1UdPsyEXqqC4mJtcjMdCc8vDrt2mnu6eio4KuvnImKqklmpjtXrtTg3XftjSJLly6e7N79PNHRb6BSvc2AAfV00h0drfjqq05ERb1BZuYorlwZwrvvNi7hapWnrPHLo0d9iqWvXGmkwkLZfUAPD9iwwZLYWCvS0604f96KwYMNoxO+gwfbeIqztOQEzfkKX+qjq2/VxIrF1OM3mnOOlvyEP71x1cnTBHt+oCGnaUEoLZhHXRwMMMVqaj2sSyPYPRGil4DqexjQuniexp7wywR4tAzSv4Y/5kBd9Th7NQdY/gZcWwCZKyByMSx7HVwq+KmNGjVK71zyzZs39eaPjY3lhRdeqNjNJFWKNLp4QhwcHOjatSuTJk1izJgx9OrVi+bNm1O9enWsrKz0hhSxsrKievXqNG/enF69ejFmzBgmT55M165dcXAwwoj53ww3NwtOnfIiN1fFCy/E07RpDNOmJZGcnA+Ag4OCtm1tWLDgEW3bxjB4cAL+/tbs3l35UUlHe7h4DSbMLzn95HmYuUR/uoM9HFwLKqDHcHh2qJjM37MKSnB8UrY8f8GET/Xcyw7aNoEFq6DtUBj8PvjXh93LdfMd/QNe+wD8+8OQ96FhXfjpiyeXBcQg+MXbMOGr0vMNfBYCmkB0YvG0zbOgWX3oPQv6zYXnWsJ3UysojwGeTwGfvw8xCRWTozy0b+/Iu++6c/Fihs75gAAnQkL8OXgwhQ4drvD005f5+ut48vMrf09HR7h4GSZM058+YwpMfhfGT4GOPSAjEw7sFAOlBdjYwPZdsLL0EFGVoqRns2FDQ/z97ejf/zotWlxi584kgoMb0bq1cerJmTMhMBAmToQmTcTxjBkwaVLxvAMHQkCAUPoMhaMdXLwDE74pPd/AThDgr//7OhoOry0C/3EwZCE09ISf/m0Y+S5fzsLT83rh1rlzZGFaQIA9ISF1OXgwgw4d7vD003f5+uskg5RjEEYVF+Ngwl796V/2hb5+8NYOaPIVLP1dGFi8rGVAFdRXHL+6DbquAW8X2PmGYeQDuHw5G0/P24Vb585RgGizDh70RqWCHj2iefbZ+9jYKNizx7tC7UJ5+eEb6N0Dho+FFk/DwSNw+L/g7S3Sv/wM+vaGt8ZAkzawdAV8/SW8rMc460lxdICLETChhEEsRwc4eRZmLir5Gg72EHIcPi057FyFMaWeAerncwUmlPBtzpgAk8fA+FnQsZ+6bt6iqZu9PODwj3Dzjkjv+yY084d1Sw0iXiGmaLe6esCKvyBgH/Q+DNYWcLAXOGiNWQU9DS/XhVePQ9cD4O0AO7vpXmdqE1jYBhZfhma/QK9DcCDGAPJ1rcWKFTcICDhM797Hsba24ODBrjg4iI5RVNRjPD1/0dk++ugSaWm57N8fV3kBilCedsvTU3cbPRry82HHjsrfvyy98Pp9mPg1tBgHnafC3XhhYFFTPYbjVQMOfwY3Y6DjJOg7W+iI6z6ooDxmpscX5emn8/D0zC3cevXKA2D7dhUODnDwoJW6rcjj2WfzsLGBPXssDdZWOFrDxQSY8Kv+9F39oYErDPgF2myCyFQ4/Irm+/N2BG8nmP4bNF8Pow5A3/qw+nn913sS3NwUnDrlQm4uvPBCGk2bpjBtWibJyZrFDLt2OdOggQUDBqTRpk0KkZH5HD7sjDG6z0Ied7U8iTRtGse0aY8K2wmA69dzmTjxES1axNO58wPu3lVy8GBNatY0/GSRqdutojz9dCqensmFW69eqQBs354DQFCQAy+/bM2rr6bTtWsq3t4W7NxpPCMHKFkPA9iwwQN/fxv694+hRYtIdu5MJzjYk9atbUu5YsUp7VuPikInzdMzl48+UpKWpmL/flUZVy4fjrZw8R5M2FBynv0XwXOSZntDq/8RekM3zXMSfH8Mbj+Ac3cqL58oz3XV31c0TZtGMm1aos73NWNGNSZPdmP8+Ad07BhFRkY+Bw7UxtbWsMpzedrRXbuEUdyAAdCmDURGwuHDGKXuKY88M2bA5Mkwfjx07CgmIA4c0O3DGxLRB4wo3Dp3vlUsz5QpNVEZpviWSnmeT4MGcPIkXLsG3bpBy5awYAFkZRlXtvbtnXn3XS8uXkwvPOftbYu3ty3Tp9+iefOzjBp1jb59q7N6tXEmG82t/Jhb227y8Z5Kjl829hUTlO/+B5oNgqlLYPyr8GkFjUIKxwtn6E+fMRkmj4Px06Bjb3Wf9Cf9ZeXz+RBTia6OIWQ5ehJeGwP+HWDIKGjoCz+tq7hMJaHvWwdwcLAkJCSJTz814mo1NeLbqq7+tpJp2jSRadPSdb6tL790om9fG956K4UmTRJZujSTr7925uWXDf+xOzpacfHiQyZMCNWb/uWXAfTtW4e33jpGkyY/sXTpZb7++hleftlHb35DUNr4JcB33yXrpM+Y8cBospSmF4IwuPD3h/79lbRokcfOnfkEB1vSunXl790eJ7aSyBtc521uYYWCH/DDXmt6dBH1qI8tE7jNQK5xiEd8iS9NEJYDtbBiDX7cI5vXuc44buGHHQup/PsztR7maAsX78OELfrTG9SCkzPhWhx0+z9oOR8W/BeyckW6txt4u8L07dB8HoxaB32bw+qRFZepb9++xMbG6my+vrpWzzk5os/l6emJrbEUQIlBUeZblnv7u2I0U8O6detSt4j5dH5+PtnZ2eTm5mJtbY2trS0WFsZbkfNPYOZMV6Ki8hgz5mHhubt38wr3U1NVPP98vNYv8pg48SFnz3pTt64lUVHKCt875DexlcSmX8TferX1pz/bDurXhjYDIE2tf42cAcnnoUcnOKJf/yhZnpNi00dqOjz/ru65iZ/C2a1Q1xOi1Arv0k2a9HuxsHgN7FoqLKnz8ngiQs6KrTS8a8BXE6DPbNj7iW5aYx94oQO0nwDnr4tzk76GfQth+ncQ+7D49UqVxwDPB6BvZ3i+kzBKebHLk8lQHhwdLdi8uSHvvHOHuXN1C09QUD2WL4/ns89iC89dv26YEYGQQ2IriSn/gk+WwO594njEuxB/Ewb2g23qyZh56g7hyGEGEakYpT2bZ55xIjDwLmfPigm/hQtjmDrVk3btHAkLyzS4LM88I1bE7FM/j8hIeOMN6FBkdbS3N3z1FfTpA3tLMAKoCCHnxFYa3jXgq0DoMxf26plUWrpLs3/vASzeDrs+BCtLyKt41QiI+iI+Xv9FgoI8WL48mc8+03zE16/nVO6GWoTcEFtJPFMX1ofB8bvi+Pvz8O7T0KEO7PkLXGxhbFsY9hMcVQ8Wj/4Zrk2GjnXgzP3Ky1jS83n2WXvq17emTZso0tLEYPLIkfEkJzegRw97jhx5XPmbF8HODoYMhAGvwYlT4tz8hfDyixD4Dnw4H57pCOs3w/ETIv37NfDuWOjQHvZUslyHHBNbSWzaKf7WK2Xh/zK1oVfXgMrJog9T6hkAIUfFVhJT3oZPlsHuA+J4xGSIvwgD+8K2X6BfL8jNE0YbBQPc42fCpV+hYX24dbdS4gGma7deOKJ7POoUJAyFdtXhxANwsYaxfjDsBBxVt+OjT8G1gdCxJpxJBDcb+KQNvPwr/KrV1l96ZAD5XtBVEkeN+oOEhIG0a1edEycSyM9XER+v+ywGDapDcHAUGRlPqHSVg/K0W/Hxur8ZMACOHoU7Bpg4K0sv3FqknL//Lbz9ArRsAL/+Cf06Qq5SGG0UluWlcOl7aOgNt57QUMbc9PiiJBYxlpw1S8HNmyqOH1fRu7eC+vWhTRslaWnqe49UkpxsRY8eCo4cqfxsVshdsemjkRt08oZm6yFCXTUGHoa48fBGY1h9Ga48hFf2aH5zOwXmnIRNL4ClApSVEHHmTDuiovIZM0Zj5HX3rmYCtlEjCzp1sqJZsxQiIkQdHBiYSVycG2+8Ycvq1dkVv7leeZyJilIyZkyyljy6df/Wrbrt9/vvP+Lttx1p2dKaX381tDymbbeKkpio+7JnzbLh5k0lx4/n4eKiYOxYW4YNS+foUSHj6NHpXLvmRseOlpw5Y1hZCihNT33mGXsCAx9w9qx4LwsXJjN1ajXatbMlLMyw7wpK/9aheL08aJAFwcEqMnRtHCtMSLjYSiM7D+JT9KflKnXTrCyFt4yvSulXPgkzZ1ZTl2fNg9AuzwBTprjxySdJ7N4tHsqIEfHEx/sycKAj27bpTnRVhrLa0UaNoFMnaNYMIiLEucBAiIsT+VYbeGFCedr1KVPgk09g925xPGKEKFMDB8K2bYaVByAvT0V8fMk6TKtWdkybVpP27W8SF6fHfZ0BKc/zWbhQpM+cqTl3+7ZRxcLR0ZLNm5vwzjvXmTtXs8L7ypUMXnnlipYcWcyZc4dNm5pgaalAWZmGUw/mVn7MrW03+XhPJccvD5wSWwF3ouH/6kPga/BBBRbWhRwWW0lMGQ+ffAG794vjEYEQ/xcMfAm27dTk69sLnu8OQ0bCi72fXA5DybJ0pSb/vfuweCns2lSxse+SKOlbB1i2TAwqde3qZpiblcLMmY5qPTW18Nzdu7rjb888Y8P69VkcPy5mh7///jHvvmtPhw5W7Nlj2G8rJOQ+ISElD6o984w769ff4PjxWLUsf/Huu03o0KEWe/YYx0ilNL0QIDNTVWq6ISlLL3zmGQWBgUrOnhXHCxfmM3WqBe3aKQgLq1w78S66hpL/5h6naEFT7DmPqJvb4Mh8oriEGGdfRTwjcacpDlzlMd1wJRcVC7hPgTTzieIXmuBDDPeo+NivqfWwkMtiK4mFA2HfJZiptWDlttaC3Ssx8Mq3umlzfoZNY8HSApQVWJhka2uLp6eu55Vu3brRvHlzrKys2LRpEy1atODo0aMoFAp+/vlnBg4c+OQ3klQpyjxL8vPKNqhQlSOPuVKlFg8WFhbY29vj4uKCvb29NLgoB/3723PuXDbBwbWIj6/LhQtevP126StjXF0tyM9X8eiRgZZVVxBbGzFonK3V3mTliBWFnasgaoyrk7jXozT96dVc4M0XITTMcEqnNgoFbJwJS7ZDRGTx9E5NIDlNY3ABcPgC5Kugo/E8ixWi7/m4V4fvP4bh/4ZMI61+WLGiPnv3PuLIkVSd87VqWREQ4MSDB7mcOtWUuLi2HDvWhGefNe5KMADf+sLV3uFjmnOpqXDmHHQygAv28lLSswEIDU1n6NDqVKsmVnkOHVodOzsLjh0rntcQhIZCz55CqQOxKqZzZ+G6rACFAjZuhCVLNApfVaFQwMbpsGQHRJSjX1LNCd7sDqFXK29wAdCokQ3R0X7cutWQTZu8qVtX2DDWqmVJQIA9Dx7kcepUPeLiGnHsmA/PPmsc14X6CI2C/o3BW+3lv5svPFUDDqo9sLXzBhsrOKw14PZXIkQ+gk4GcjXbqJE10dG+3LpVn02bPAqfj62tQrQL2ZrOUlaWSrQLnY3zjKysxFZ0Rdfjx9BZHbYm9Az0f0nj+aLbc/CUHxwsZbDjn4I56xm+PmpPFic051LT4Myf0EmtR9jaQk4uOisKH6vfdWcD1d/m0m65qj31J6n1qnY1wMYSDmvsPfgrFSLToZPa/W5vL7BQQG0HiOgPUUNg23NQxwgr5lxdhavzpCT9Aw1t21ajTZtqrF5tnNH+8rRb2ri7w0svGX6SqDxYW8G4F+FROlxUj/3YWuspy+pH2bkCrokrS1Xq8dbW8NZbFqxZI+oUW1v1vbXGQLOy1PfubES3SGps1csSsrT6ByogWwmdSzBSAXC1hdScyhlcAPTvb8O5c0qCg52Ij3fjwgUX3n5bs2qnYHV7VpbmRgVta+fOhl9TIdqJHIKDqxMf78WFC+68/XbJMcmsrWHcOEcePcrn4sVcI8ljnu2WKMs2rFkjCm+7dpbY2Cg4fFhTmP76K5/ISCWdOhnP1XZJehhAaOhjhg51plo1C3Wfwgk7OwXHjhne8LUoRb/1orRtC23aKFi9umrHMbo1hviv4dpn8M1IqF5KcerfBmo4wdpSjNqehP79HTl3LovgYE/i4325cKEub7+tCUnh62uFl5cVhw9rjOxTU/M5cyaLTp0qGH+qBMpqRwsWD2rr1AV1defOBhWlXPL4+oKXl1jhWUBqKpw5IyYljEGjRrZERzfh1i1/Nm2qS926mjAv9vYKtmzxYcKEmFINMwxFWc9HoRB6zvXrEBIijAlOnxYGp8ZkxYpG7N37kCNHksvM6+pqRWpqnsENLsD8yo+5te3mPt5TlLLGdwvyJJVgQFcZfOvpGS9MgzPnodPTmnPuteD7pTB8vAgNYAzKK4s21dzgzVch9A/Djn0/ybduTPr3t+XcuVyCg12Jj6/FhQvVeftt3bGl0NAc+ve3xdtbzEN162bNU09ZcvCg4RZHlZfQ0Af0718Pb28HtSxePPWUCwcPGtCVTBFKGr8s4M03XUhIaMSlS758+mkt7O2N398C/XphaKiKoUMtqFYNtZ6qwM4Ojh0zfDvhrJ4WTUEzSPwnGbxANVyxRAG8gBs2KDiLqHxsUJCLCm1pshHyt6Vy40Dmpodpo1DASy3hejyETIH4L+D0bP0hSLRxtYfUrIoZXJTG+vXrsbGx4dSpU3z77bdl/0BiVijzrMq9/V2RVg9mToMG1gQGunDjRi59+sSzcmUay5dXZ8QI/QNdtrYKPvusGlu3ZpCWVgU+DUvhdBhkPIbPPgB7O+Gm+P9miskvL+N4dy3E1gY+mwpb90NakVUyi6eIuIBJJ8HHCwYYKCZhUWYOhbx8WP6z/nTP6vDgke45ZT4kpYJnNePIVEBJz2fdJ/BtMJw3Uodq6NDqtG3ryOzZUcXSGjQQg0bz5tXm++8f0LfvNS5cyODIkSb4+RnXPZSnujzGF/GgFv9Ak2ZsSns2AK+9dgNrawVJSe3Jzn6aVat8GTToBrduGX5FGsDixfDjj8IVaU4O/PknLF0KW7TcjM2cKTpty0sIU2NMZr4qjCeW/1J6vsWjIX0nJAWDTy0Y8J/K3/vMmceMGhVD375RBAbG4etrzYkT9XFysqBBAzHwNm9eTb7//hF9+97jwoUsjhzxMUrsZX1M2gsRDyD6A8j5GEKGw4T/wgm18Zenk1jRl1LECCE+XaRVljNnshg1Kp6+faMJDHygfj51cHJScPp0FhkZ+Xz2WQ3s7RU4OCj4v/+riZWVAi8v4yhT6ekQeho+nCUG1iws4M3XoVNHTVzTSe9DxFWIvgk5KRDyC0yYqvGM8U/GnPWMwrq5SLir+ARN2q8nwbMWTA8UnXY3V1isDlViCF3DXNotBbD0aTj5AK48Euc87cUkcEqROc34LJEG0MBZKPv/bgFTzsErx6G6LRzqLcKVGEw+BSxd2oaTJxO4ckX/aOfYsQ2IiEjh99+f0JVXOSlPu6XNyJGQlgY7d+pPNwYvdYS03ZC1F6YOgd4z4aHalufXMKEbTn9VGGW4OcHisSLNq3rVyVhAVerxAwcqcHODdevEaMzp02KV+2efWWBvL9yl/t//WajbCsPeWx/XkkQ4kUWdwc1WfCsznoa6zuBVgq1BDTv4MAC+u1T5+zdoYEFgoC03bijp0yeNlSuzWb7cgREjhOXVtWtKIiOVLFpkj5ubAmtrmDHDjrp1LfHyMnz3vkEDKwIDnbhxI48+fRJZuTKD5cvdGDFC13rrpZfsSEvzJiurNlOnOtO7dwIPHxp+8tyc262BA21wc1Owbp3Qzz09LcjOVpGSonvf+HgVnp7GGYopTQ8DeO21OKytISmpIdnZfqxa5c6gQbHcumV4A5miFP3WizJ2rAURESp+/73qxjFCwmHEd9BzMczcBl0bw/5pwmBRr4xd4cAliDbQHJMoz67q8hzDypUpLF9eixEjhPW0p6fQj4uuQI2PVxamGYqy2tFr18Sqy0WLwM0Ndd0DdetilLq5LHkKFj4W9ZYSH69JMyRnzmQyalQUffveITAwGl9fG06caIiTk/iWg4K8CQ3NZPdu4yyKKEpZz8fdHZydYdYsYXTx/PPw889C73nuOePINHSoO23bOjF7dtkuxGrUsObDD+vx3XexZeatCOZWfsytbTf38R5tShvfLaBhXZj0Bqz6yfD39/QQf0vrkwKsWwHfroXzYYaX4UllAVj8MaRHQdJt8KkDA940nBxP8q0bmwYNLAkMdFB/W8msXPmY5cudGTFCY5g4aVIaERF5REfXIifHnZCQakyYkMaJE8bXfYoyaVIoERHJREcPIydnDCEhfZkwIZQTJwwffhNKH78E2LIllbfeiqF793ssWvSQ4cNd2bTJ2yiyFEWfXvjaa0q1nmpNdrYVq1ZZMmiQklvFo3lVCgUwizqcJ52baAZH3+cuVij4nZaE0Zp5+DCZO4UeLM6QTk2sGYM71ihwwZKpiOdVi8qN+ZqbHqaNuzM428GsF4Q3jOeXws9/ws5AeO4p/b+p4QQf9oPvKmGo/N///hcnJ6fC7dVXXwWgUaNGfP755/j7++Pv71/GVSTmhjLPAmWeZTm2v6/pwt/XXOR/BAsLOHcumzlzHgEQFpZD8+Y2jB/vzIYNutqmlRUEB9dCoYDAQOMMaD8JiUnw6mRYOR8mjxBWyVv/C+cvY5BY5yVhZQXB/ycmAAI/KZ6+ZB2s/hnqecHH42HDQug30bAytG0E7w2Ctv8y7HUNQUnPZ9IwcHaARUZa8Vmnjg3LltWnd++rOqvcCyhwfLNq1QPWrRP+xsLC7tGzpytjxrjz73/rN0b4J1DWswFYsKAObm5W9Ox5lcTEPAYOrEZwsB9dukRw+bLhV6a99hq8+SYMGwZXrkDr1kLZi4mBDRvESrT33hN/q5q2fvBef2g7uey8S3bA6oNQzx0+HgYbpkG/eZW7f0iIpu69dCmbM2ceExnpx2uvOXP1qlDEV616xLp1YuIxLOwBPXs6MmaMG//+d4LeaxqSSQEQUBde3iy8VzxXD1b0g5g0OGJkd7IAISGaZR2XLuVw5kwWkZH1ee01Z9asSeXVV+NYubIWkye7iXZhaxrnz2eRn2+8AfbhY2HNtxBzSwwcXQiDrcHQro1InxQIAR3g5Vcg8h481xlWBEFMLBwpJfTFP4G/s54BEHEdRk6BLz+GRbNBqYTlayDugfAcVRnMqd1a0RGau0HnkCf7nQXCG8bkP+CQekz7jd8g7lXo7gkHnzBkRYnyrWhH8+audO58RG+6nZ0lw4b5sGCB8ZbJldVuFWXMGNi8WdebgrE5ehFaj4earvDOCxA8FzpOhoRHwivayM/hy/GwaKy6LO+CuKTKl+WKUJV6/NixFuzfryJWXUYTE+HVV5WsXGnJ5MkW6rZCxfnzKqP2IQrIy4fBu2H185A8QRwfvgf77ogBuqI428DeQSIUybzfK39/US/nMWeO0O/CwpQ0b27J+PF2bNiQQ14eDB6czurVjiQnVyMvT8Xhw7ns25eDwggL04Q8OcyZk6qWJ5fmza0YP96RDRs0bf7Ro9m0bh1PzZqWvPOOI8HBNejY8QEJCYZ9aebcbo0da8v+/bnExppu8UNZetiCBTVwc7OkZ8/7JCYqGTjQieBgT7p0uc/ly8Zd8Vn0W9fGzg6GDbNgwYKq9XKx7Yxm//J9CI+C219Atybwa5Emq3Y16NMCXvvacPe3sFBw7lwWc+aI8hkWlk3z5raMH+/Khg2lLOk2AmW1o6LuER6ikpPF8eHDwg22MeqeJ23XjU1IiOZ9XLokjDAiI5vw2muuJCQo6dHDiTZtSokBaWDKej4Feuovv4jzABcvCvfl48fDbwby1lJAnTq2LFvmR+/eF8nOLv07dna2ZO/eFkREZDBv3l3DCqLG3MqPubXt5jzeo01Z47sA3u4QshK2H4IfdujPY2wmjQNnJ1gUZJr762PJV7B6E9SrCx/PgA0rod/rlb/uk3zrVYH4tnKZM0eE2woLy1PrqfZs2CAm0ydNciAgwJqXX04mMjKf556zZsUKZ2Ji8jlypGq9XUya1IyAAHdefvkgkZHpPPecJytWPENMTCZHjhioc65FaeOXa9ak8P33jwrTL1/OJjY2j19/rUeDBg+4fdu4Rin69MIFCyxwc4OePfNITFQxcKAFwcGWdOmSx+VSQl88KR9Sh0bY8Ra67fZkvHDBkjHcIBklPXHlS+oznBvcIIubZPFvIplJbabgTT4qNpFAIrnkUzn939z0MG0KjJF/CYOlag9RF6PgmYYwviv8dl03v7Md7J0EETEwbw8Vpnv37qxcqYmX5OjoyBtvvEG7dlXgQl9iNJR5lij+4eFFjGZ0kan2pWVvb4+igl9+RkYGiUWDPQH16tXTk/ufSWyskogI3Ubu6tVchgzRXVlUMKBUr54VPXrEmdzLRQGHToJfT6hRTTQGKWkQGwq3jTR/bmUFwUuEQUWPt/VbQT98JLYbkXD1Dtw/BAEt4XQZsV6fhC7Nwd0N7m3Wks0SvngXpgwG3+FiEN3dTfd3lhZQ3QXijOSdrbTn06MDdGoF2ed0f3NuK2zeB6PmVu7e7do54uFhzYULLbTkUfDcc85MnOiJv/9FACIidA0Irl59jI+PTeVuXgZxag8XHu4Qp7XSwcMdwgywYrEsyvNsJk3ypFmz8MLnEx6eSZcuzkyY4EFg4F2Dy7RkibCyLYhlevky1KsHs2cLZa9LF7F65p5WaA8rK/jiCxEb1dfX4CIV0qWZ+vtar3VvS/jibZgyEHxHa84/TBXbjWi4eg/ub4SAxnD6muHkSUnJ5/r1HPz8bPj1V9H2RUTozuJdvZqDj4/xPV3YWcGnPWHQj7BPrfReiofWXjD9WWF0EZcuXKe72ul6u/BwEmmGRjyf3EJPH4cOZeLnF0mNGhaiXUjJJzbW16gdutt3oFsfsVraxUXEPPxxA9y+Kwb5P50Pg16HfeoJ7UuXoXVLmD7ln290Yc56RmHdXEuzX3AcpgkJzdafxeZeEzIyhYvF98fBbT2hvZ4Ec2m3vuoA/erAcwcgWstVbdxjsLUEV2tdbxcediINIFb9N0LL+URitth8So4O8GTyfdWWfv28ee65X4mO1m8E+MordXBwsGTDhruGuakeymq3tOncGRo3hqFDjSaOXjKz4FaM2M5chevrYGxfWPyjSN96VGzubpCRJUJavD8EbhtnEWiZVIUe7+MDvXopGDxYdxX3oUMq/PzyqFFDfe8UiI21Mnos+gIuPIA2m8DFRhguJT6G02/AuSIrYp2sIWQwpOXAoN3CQKOyxMbmF8ZzL+DqVSVDhmjqlQsXlLRpk4qLiwIbG0hMVHH6tAvnzhnepb1oJ3Sve/VqXrF2IjNTxa1bSm7dUnLmTA7Xr3swdqwjixcbduLYXNstHx8LevWyYvBgjTIVF5ePra0CV1eFjrcLDw8FcXFVM1GhrYc1aGDNpEluNGsWSUSEmGQID0+iSxd7JkxwIzDwQRlXqzglfesFvPKKAgcH2LDBtBM4dxIgIRX8PIobXYx+Dh6mw+4/DXe/2Ni8wndRwNWrOQwZItzPxcWJb8/Dw5K4OM2z8/CwJCzMsFaD5WlHL1yANm2EPi3qHhGy4ty5kq9rLHni1IuCPTw0+wXHYWGGl6co4tvKxs/PlhYtFDRsaMOjR8108uzYUY8TJzLo3t3wjVdZzycxEXJzi4eFuHrVOG7I27VzxsPDhgsX2heeE3qzKxMn1sbW9jj5+eDkZElISEvS0pQMGnSFvDzj1M3mVn7MrW035/Ee7fuVNb7rVQuO/gChF2HcfOPIUTBG6FGryHhhLQhTTwL36CLCe2QXcVZw7lfYvB1GTag6WQp4mCS2G7fg6nW4fxkCnobTZysnQ3m/9apC/7eVx5AhwvOknR18+qkTgwY9Yt8+0d5eupRH69bWTJ/uUKVGF3Z2lnz6aXsGDTrMvn1RalmSaN26BtOntzCK0UVRtMcv9XHmjOjP+/nZGHWMTp9e2KABTJpkSbNmuYVtV3h4Pl26KJgwwYLAQMMUrDnUoSuujOAG8Wj+x7rY8Ca16M/VQu8Xf/GYdjgxjFrMR7yzvSSzl2RqYMVjtanFSNy5T+XKkrnpYdokpkNuHkQUGZe4Gged/XTPOdlCyHuQlgWDvqlciG9HR0f8/Pz0npf8fcnLs0SRK40uykVKSgrnz5/n+vXrJCYmkq9uYa2srPDy8qJ58+a0bt0aa+vyTzrdunWLXbt2FTv/0UcfGUpss+fUqSz8/XWf2VNPWREZqVG6CwaUGjWypnv3OJKSTG9pWpSHaiOC7gHgXgN2618IWSkKFPJG9aD72PLF8iuw1LM18Jz+xsNwuMhgzIFF4vzaA+L496tQzVl4xbigNqzs0UbIdMaAE8IFlPV8Ji+GuVqrdrxrwcFVMHQGnDGA4cGRIyk0b65r2bJ2bQOuXcvis89iuH07m+joHPz9dWPvPfWUHfv3P6q8AKVw5y7ExkHPrnBR/b86O0PH9rCyCmK9l/VsHBzEMpWingCUShUWJfm+rSQODsVXsiqVmhUzGzfqxj8FOHBAnF+71igiFbLxVzgcVuTeC8T5tYdK/l2B7LYGtn1wdBSDbBs3pnD3bi7R0bn4++uGFnjqKRv27zeCRUMRrC3Bxqr4qmhlvqa+Ox8DOXnQswHsVHdknqoB9dzgdyMYxInnY83GjbqDRQUux7t3t8fd3ZLdu0vwFWpAMjPF5uYGfXrBjLnCJZ+NTQnlvWpCWZoUc9Yz7tyD2Hjo2Rkuqo0snJ2gYxtYqWeF2gO1ne7o1yErGw5VcgWfObRbX3WAQT7Q7QDcLVKFnH8IOUro6QU71QOiT7lAPSf4Xe1U55R6/szfRWOwUc0GatpCpAGqpK++asugQbXp1u0od++W/A2PHduA3btjSEw0nluJstotXXnEwES4AQ1uK4KFQn+bVBB+bnQfyMqBQ+erVKxiGFOPHz3aggcPYO9e/ZMuD9XOCbp3V+DuDrt3V20/J1U9dubnBu094MNQTZqzDRwYLML89P9F/DUEp07l4e+vO8Dw1FOWREYWv0Fqqnhufn4WtG9vyYcfGj6I+KlTOfj76w4bFG0n9GFhoSiMUW9Yecyz3Ro92pYHD1Ts3asZvD1/XklOjoqePa3YuTNXLasF9epZ8vvvhp9E04e2HubgIN6H/j6FceUo61sfO9aC3btV6FlzU6XUribcIcc+Kp42ugtsOFm5weOiiPKsOxjx1FPWREaK8nLnTh6xsXn07OnAxYuiQnJ2tqBjRztWrizHgMcT8CTtaKo6goafH7RvDx9+aFBRyiXPnTsQGyvin18UdrCiD98RtBZFGg1HRwt1HzCX4OAUfvghSSf98mV/pk6NYc8e44QbKev55ObC2bNQ1Ov2U08J9+SG5siRZJo3153NXbvWn2vXMvnssyjy84WHiwMHWpKdraJ//0tGXSVvbuXH3Np2cx7vgfKN73q7C4OL81dh9IfC8N4Y3InUGi9UGzY4O0PHdrBS/Swmz4K5n2rJ5gkHd8DQsXDGgHp8eWTRhyHHvsvzrVclQk8t+duytlZgY6PQU96Nr/sUxdraAhsbSz16WL7RxnaLoj1+qY/WrUVYlthY4+qp+vRCB7X9tP66yTDPZw516IUro7hJdBEjCTvUY+9FPFYoUen1dvgQ8YwGU51s8gmlcobm5qaHaZOrhLN3wd9D9/xTHhCp5UzQ2Q4OTBEhrfuvEH8lkqKolFaolOUwSyhPHjPFIJKfOnWK48ePk5eXh6qIlpObm0tUVBRRUVEcP36cl156iSZNmpT72kWvV1GvGX9XgoJSCQ31YvZsV4KDM+jQwZZx45wZN07UaFZW8NNP7rRta0O/fvFYWirw8BDKRlKSktxKGCU6OoCfllMR3zrQqgkkPYKoWKjmCj7eQtEF8FdbOsclQLx6sGTUELh6CxKSoFNrWDYXgtbC9QqEfXO0Bz8fLXlqQyt/oXzHJsJPX0DbJiJUiKUFeNQQ+ZJShDVehxbwdDM4+Sckp4qYfwsmwM178PvFCshjB361teTxhFYNISkVohIgqUhbm5snvFtcvy+Or92D/X/A91Nh/DIRv/vrifDjMYitgPfbyj6fqCIW2enqft2tKIgusqqvIqSn53Pliu4K2IyMfB4+zC08v2RJLPPn1+bixUzCwjIYObIWjRvb88orlXfT6egIfg00x771oVULSEqGqPuw9BuY+4GwAr8TCQvmitACu/6r+U3dOlC9GvjUBUtL8XuAm7choxLzxWU9GysrBTduZLFqlS/Tp9/j4UMRXqR3b1f69fur4jcuhT17YM4csbLhyhVhSfv++7BmjUhPShKbNrm5YpXI9evFr/ekONqBn1YYQV8PaNVAfFd6vy+l8BBzPVocd/CHpxvByQhIToeGXrBgONyMEQZPlWHJEnf27EknMjIXb28r5s+viVKpYuvWVHX6Q+bPr8XFi1mEhWUxcqQbjRvb8Morjyp3YzWONuBXXXPsWw1aeULSY4hKgWN3YMnz8DhXhBfpWh9GtIb31V4cUrNh9QX4sq/4TWoWfPUShN6DM/crL9+SJTXZsydD6/nUUD8fMcM7apQLV6/mkJCgpFMnO5Ytq0VQ0COuXzeeFf3zvYS7vb+ug19DWPIpXLsOa9Uu+o79BksWwuPHIrxI1y4wYhi8P6vy93Z0AL/6mmPfutCqqbotjVG3pbXBW9158W8o/sYlaGK1etQCz1qa67RoDGnpcC8akis53m5KPQPUz0drpZRvXWjVTP18omHpDzD3PbhxRxhhLJgBMfGwSyvMxoTREHoO0jOg93Ow5EOY9SmkVHKM29Tt1oqOMMwXBhyFtFzhwQKEV4ssJaTmwuqb8GV7SMoWx191gNAHcEath91Ig133YNnTMO60yLOoDVxLhaOVDBu7YkU7hg3zYcCAk6Sl5eGhFjAlJZesLM0AcsOGTjz3XC1efNHAfqyLUFa7VYCzM7z6KkybZtj7l6YXPkyDOcNg9+9Cx6vpChP6Q+2asF3rsUwYAKFXIP0x9G4HS96BWashpQI6hrnp8fpQKMSA2/r1+SiLzDmMGqXg6lVISFDRqZOCZcssCQrKN4iOAeBoLQwpCvB1hVa1ICkLotLglUaQ8BjupUGLmrCsG+y6BYfUE1XONnBwCDhYwVv7hUcMF/VAdsLjyoWECQrKIjTUhdmz7QgOzqFDByvGjbNl3DhNQXjlFWsSElTcu5dPixaWLFvmwK5duRw6ZPiRraCgNEJD3Zk925ng4Ew6dLBh3DhHxo0T1jgODgrmzHFm9+4sYmOV1KxpwYQJTtSubcn27YafKDJ1u6UPUZZtWL8+W6csp6aqWL06my+/dCApKYPUVBVffeVAaGguZ84YcOZei9L0sEePlNy4kcOqVR5Mn57Aw4f5DBzoSO/eDvTrZ7zVlaV96wANG8Jzzyl48UXDPxNHW+G1ogDfWtDKB5IyICkdPh4EO85CXAo0dIfPh8LNB3CgyKKDHk2hgTv8cNyw8gUFJRMaWpfZs6sRHJxOhw52jBvnyrhxGq8jS5c+Yu7c6ty4kcudO7ksWFCDmBglu3YZ1mC5PO3oK69AQoLI06IFLFsGu3bBoVIM340pz9KlMHcu3LghJtEXLBBuuPWs3ao0S5Z4sWdPKpGROXh7WzN/vgdKJWzd+ojERCXx8cXr33v3crl71zh9nPI8nyVLxIrZ336Do0ehb194+WXo1s3w8qSnK7lyRbdMCr05jytXMnB2tuTgwVY4OFjw1luXcXGxwsVF5EtIyDH4RK25lR9za9tNPt5TyfFLb3c4thoiY2H6F1CrmuZa8RUZT3Us0ietB62aq8cLo2HptzB3mtZ44b8hJg527RX5o6KBaM3v09XG7bfuQPQTNq+VlaVDO3i6DZw8DcmPoKGvyHPzNvxeSS8X4n8r/VsH8PCwwdPTBj8/sTihRQtH0tKU3LuXRXKyYctzUFAmoaHVmT3bgeDgbDp0sGbcOAfGjRODAWlpKo4dy2HJEmceP04lMlJJ1642jBhhz/vvGz6Ml6OjFX5+LoXHvr7OtGpVnaSkbKKiMjh2LJYlSzrw+LGSyMg0unb1YsSIRrz//plSrlpxShu/bNDAmmHDXNm3L52HD5W0bGlLUJAHx49ncOmS8RZLlKQXXrsGN26oWLXKkunT83n4UIQX6d1bQb9+ldcRP6QOL1GNidwhAyU11dOiaSjJRsUdsogki3n4sIRoHpFHT9x4Bmf+hcZj1TBq8icZZJLPMzgzndoEEUMalZPR1HqYoy34uWuOfWtCq7pCZ45KgiUHYds4+O0GHL0GfZvDyy2h2/+J/M52cHAqONjAW6vBxU5sAAlppgmZKjFT8izFVp58f1MqbXQREhLCH3/8oWMcUdQwoiAtIyOD7du306FDB/r06VNuA4qCfEUNMP4XOHcuh0GDHrBoUTU++siNO3dymTIliS1bhCJTu7YVAwYIU8CLF2vr/LZbtziOH88qds3y0r45HNMKjxE0R/xdtxNGz4T+PWHdZ5r0bcvE33nLYf5XYt/fFxZNg+qucDcaFq4Ug7UVkqcZHNNqaIJmqOX5BeathAHdxfHFn3R/120MHD8nXDoP7gXz/yUU/NhECDkFn3wAORXoB7d/Co59oSVPoFqegzB6Sfmu8eZiYWhx5HPR+Ow4AZNXPLksUPnnYw4sWxaHnZ2CoCAfqle34uLFTHr3vsrt25VX9tq3gWP7NMdBi8TfdZthdCB8vlR0br5bDm6ucPJ36DtEN9b7f+bAqDc1x2GnxN9uL8Lxk5UWsUTy8lS8+OI1Fi/2Yc8ef5ycLLh5M4uRI2+zf79hVzgVMGmSGHT45hvhVjImBlatgv/8xyi3K0b7RnBMq34JGif+rjsEo8sRJzMzGwY/C/PfEhNhsUkQch4++VF4eagMdepYsXWrNzVqWJKQoOTkyUwCAu6SmCgU7GXLkrGzsyAoyIPq1S25eDGL3r3vGcw1X3tvODZGcxz0gvi77k8Y/TO8vh0W9YLNr0B1e2F4MecIfKvVwZ4aoq5zhopQIwduwr/+i0EQz8eTGjUs1M8ni4CA+4XPx9/fmkWLalC9uiV37+aycGESQUGPDHPzEnB1gUX/gTq1xWDFjl0wZ54wuAB4faRI37xWGFZF3hPp335f+Xu3bwnHgjXHQR+Lv+u2w+hp0L83rPtSk75N3QbMC4L56rI+/i2YN1WT54S6Hh/1PqwvUqc/KabUMwDat4JjWrF3g9RuYddtg9FT4fMVYvL4u8/BzQVOnoW+b+rWzR1aw/xp4OQI127CuzNgUxXF8zVmu/Uv9crE4310z486Betvif2pZ9XfcjewtYADMfCvIuM1I05BUHvY2wPygeNx0PcwVNab87/+Jdw8Hj/eQ1e+UWdYv/5u4fGYMb7cv5/JwYOVtPIog/K2W6+/LgZ6tm417P1L0wvHL4XGdWFkb6jpIowwzv4FXaZChNZq0w7+MH8EONnBtSh4dxlsKrLKsNzymJker49evRTUq6dgzZriMy3+/goWLbKgenW4excWLswnKMhwMzLtPeDYa5rjoG7i77orMPoAeDnBl93AwwFiM2BDBCw4rcnf1h0CvMT+rbG6167/A0RWwujr3Dklgwals2iRPR99ZM+dO/lMmZLJli2a1VheXhZ8+aUdHh4WxMbms2FDDgsW6A/vU1nOnctl0KCHLFrkykcfuXDnTh5TpqSwZYu4n1KponFja0aOdKRmTQsePszn7NkcunR5UCwsiWHkMW27pY9evayoV8+SNWuK1/1Tp2aSn+/Ajh1O2NoqOHAgl3/9y3jevcrSw158MYbFi2uyZ4+3uk+Ry8iR8ezfb3gDmQJK+9YBxoyx4P59OHjQ8OM97X3h2L81x0Hqvty6ExC4DlrWhZGdwc0BYpLh4GX4cEfx/sLYrnDqOvxl4HBP585lM2hQLIsW1eCjj6qrv68EtmzRTAR9/nkyjo4KvvvOHTc3C06ezKJv32iysw37vMrTjnp5wZdfihAMsbHC3fWCBQYV44nk+fxzdR/+O+HJ7uRJYViQbYS5ojp1rNm61UfdB8xT9wFvFn5bVU15ns+uXTB+vHBNvnw5/PUXDBkCp05Vvbxt2zoTECAmIm/dCtBJq1//NJGRhq2bza38mFvbbvLxnkqOX/YOEF4wGtWD6CK6sqJlBeRpDcf2aMmzUC3PFhg9ET5fri4rQerxwtPQ91XjlJXKypKZCYP7wfxZoh8dGw8hR+CTLyCniiJpjB/vzbx59QuPT5xoA8CoUddYv96wfcJz5/IYNOgRixY58dFHTty5o2TKlDS2bNHUKa+/nsKiRU5s3uxK9eoWREYqmTMnnW+/Nfz31b59LY4de6nwOChI1Hfr1l1n9OjfeP31X1m06Gk2b+5G9eq2REamM2fOOb79tpKrw0qgtPFLOzsFvXo5MGVKNRwdLYiKymPHjjQ++cS4bsdK0gvz8uDFF/NYvNiSPXsscXKCmzdh5Egl+/dXXud5g1oAbKCRzvl/E8kuksgDxnObqXizggY4YME9cphNJL+h6dy1wJGJeOGABbfJZh732EPl48SbWg9rXw+OfaA5DlKHYl0XCqPXwq4/YfwmmP0CLH8d/oqHISvh1E2Rr60PBKgXu976VPfa9WfpesSQ/I/zP2B0oVBVwpLhzz//ZPfu3XqNJwouq88AQ6FQ4O/vzyuvvIKlZckPLzw8nJ9//lnH6EKhUPytw4vExsby3XffMW7cOLy9jWc1WF5UqvqF+4pGJeerKlRaC0MroigbGpWW22lFb9PJUUD4l5fYuXMngwcPpuWbLcr+gZHReT4K41jlPgkqVcfCfYVLKRmrCJXWgLupn094uIOm7LQ0g7Kj1fIoXjSdHAWotAxyFArjdHaeBJVK4xFKYQZNnkpLyVcoKr+Cv7KEh2dpynNHMyjPWvMUCp+S81UVKq3YuwrFXZPJAUX0DO+S81UV4Qe02tGWxptgKi867ZaekClVjWqEZl+h2GY6QdSoVEML983B2V14uFb5ed8M6h6tFS1mp8crjOe9qDyoVJrwE4ovS8lYRaje1+wrFEklZ6wiwsOjterCamX/wMioVHUK903dbkGRtssM3pdKpXFxZnZ6WMvGphZH93sfUUrGKkCl1Zabw7tSqTSNg9m1o+bWJ1WYOOYYoFJpBsHM4X3pPp9jJpOjAJWqW+G+OTwf3fJcu+wfGBndtsKEglCk7Jjb2G71kvNVFeHHtcpOVzOoC7VUHfP71g3germSqFQal1kKxQ8mlEQQHt5Rq+4xvft9nfFLM+oDNuXPUnJWDRG0Kdw3db0MRermd0wnRwEx/9HMk3p5eZlaHImRSU1NxdXVFc6ngFM5Ju7SU6GdKykpKbi4mMFE3xNQ4ehVmZmZHDx4UMeoQqVSFW4lnVMoFKhUKv766y9+/PFHlPr8S0okEolEIpFIJBKJRCKRSCQSiUQikUgkEolEIvl7k/cE29+UChtd/Pnnn2RlCVdNRQ0tQBhXaG/a+QoML27dukVwcDD5hg7eJ5FIJBKJRCKRSCQSiUQikUgkEolEIpFIJBKJxLRIo4uSCQsL0xtWpKiRRUnnCwwvbty4wc8//1xRMSQSiUQikUgkEolEIpFIJBKJRCKRSCQSiUQikZgj/wNGFxUK/PT48WMSExMLDScK0DaqcHR0pFq1amRnZ5OcnExeXl6h4UVRjxdXrlzBwcGBF154wTD/lUQikUgkEolEIpFIJBKJRCKRSCQSiUQikUgkEtOSB+SWM9/flAoZXcTExOgcaxtSuLm50a9fPxo2bFiYnpWVRVhYGMePHycrK0uv4cXZs2dxdHTkueeeq9x/JJFIJBKJRCKRSCQSiUQikUgkEolEIpFIJBKJxPQo1Vt58v1NqVB4kdTU1MJ97RAjzs7OjB07VsfgAsDOzo6AgAACAwPx9vYuNLYA3VAjx44d4/z58xURSSKRSCQSiUQikUgkEolEIpFIJBKJRCKRSCQSiTnxPxBepEJGF1lZWTrHBYYTPXv2xMnJqcTfubi4MHLkSHx9fXUML0DjLWPfvn1cvXq1ImJJJBKJRCKRSCQSiUQikUgkEolEIpFIJBKJRCIxF6TRhX5yc4sHXVEoFDRp0qTM39rY2PDGG29Qu3ZtHS8XBdfIz89n586d3L17tyKiSSQSiUQikUgkEolEIpFIJBKJRCKRSCQSiUQiMQek0YV+rK2ti51zdHTExsam3L9/8803qVWrFkAxw4u8vDx+/PFH4uLiKiKeRCKRSCQSiUQikUgkEolEIpFIJBKJRCKRSCQSU6OkfAYXSlMJWHkqZHShz7giPz//ia5hb2/PW2+9hYuLC1Dc8CI7O5vTp08DFJ6XSCQSiUQikUgkEolEIpFIJBKJRCKRSCQSiUTyN0F6utCPs7NzsXOZmZlPbHjh4uLC8OHDcXBwAIobXkhjC4lEIpFIJBKJRCKRSCQSiUQikUgkEolEIpFI/qb8DxhdWFXkR9WqVdN7/v79+/j4+DzRtWrUqMGbb77J+vXrycnJKTS2UCgU/3jDC5WqvqlF0EF1w9QS6KIKN7UEuqgOmVoCuHRJs292z0fV0dQi6KBKNbUEupj6+VzSKjzmVq2q9plaAl1UqiamFkEH1X9MLYEgKiqKR48eEW4Gdc+9e/cK91WZJhRED6p7ZeepSsxJ11DFmFqCIu2oubVbI0wtgS4q1VBTi6CDObRdOuXHDPRCbcxOj1cVD0dpKlTvm1oCgdm2o6o6JpSkOObUbgGoVNVNLYIOKlUjU4tQpF9hPt86gGqDqSXQYA7vShuza0fNQB5tVKqWphZBB/N7Pt1MLYIO5vB8dMuzubUVppZAg9mNXSaZWoIiZccM5NHG/L51D1OLoINK9bapRSiih5nZ+KUZ6YURtDG1CDqYU70MoPre1BJAbKypJZCYhFz1Vp58T8CiRYvYuXMn165dw97enmeeeYbPPvsMf3//wjxZWVlMmzaNH3/8kezsbPr06cM333yDh4emrbl37x6BgYEcPXoUJycnRo4cyaJFi7CyKr8pRYWNLiwsLIoZRFy/fv2JjS4AvLy8eOONN9i0aRNKpfIfb2whkUgkEsnfiaioKNasWWNqMYrh5uZmahEkEolEIikT2Y5KJBKJRCKRSCQSiUQi+Z9Gqd7Kk+8JOH78OBMmTODpp58mLy+Pf//73zz//PNERETg6OgIwNSpU9m7dy/bt2/H1dWViRMnMnjwYE6dOiVuqVTy0ksv4enpSWhoKLGxsYwYMQJra2s+/fTTcstSIaMLKysr3N3diYuL0/FIcfnyZXr27IlCoXjia9arV49XXnmF4ODgQk8X0vBCIpFIJBLT8+jRIwDat29fIeNKY+Dm5kbdunVNLYZEIpFIJGUi21GJRCKRSCQSiUQikUgk/9MoKV/okCc0uggJCdE5XrduHe7u7pw/f57nnnuOlJQUVq9ezZYtW+jRowcAa9eupUmTJpw+fZqAgAAOHjxIREQEhw8fxsPDg9atW7NgwQJmzpzJvHnzsLGxKZcsFTK6AKhduzZxcXE651JTU7l8+TItWrSo0DX9/f3p378/v/zyC8A/3vBCobhgahFQqdoW7isU20woiUDblbVC8bkJJRGoVDMK9xWKr0woiSA8vFvhvkKx0nSCqFGpAgv3FYr9JpREoFK9ULhvDu9LpZpUuK9QrDOdIEB4eLvCffN7Nub2ra8znSBqVKpRhfvm8G2FhwvX4z4+PrRsecbE0ui6dFQofjChJAJdee6bUBKBtqt4hWKnCSUBlWpw4b45tFvh4Z0L982t7snMNH2sHAcHh8J986sLN5tOEDXh4RrX4+Ygj0r1ZuG+QrHQhJIIVKo5hfum/r5023XTP5vw8P5AQTv6hH4yjYBuH9D0z0e37Jhbn9T0bZdun2uPCSURhIfXL9w3v7pwvgklAZXq48J9U9eDYL51IYBC8aUJJRGotOJPmV8f2dyej7mV56smlESgHS7MHL4v3bbUnPqA5taum/5b1x3bNbdvy9zK8ikTSiJQqZ4t3DeHPrs25tdWmPZ71/3WzW2s0NzelenHmmNiWptaBIkpyALK47MhS/xJTU3VOW1ra4utrW2ZP09JSQGgenURAu78+fPk5ubSq1evwjyNGzfGx8eH/2/vzuNjuv7Hj78mu+zWLIgtlmpEREhiSyxpaGkEraIfO6W01eVbWvpBF0V/bYr6dLW2pbRUKVLEUltjq8QS1JLQSCISEkmELPf3xzAyhIRm5l71fj4e95GZuXfmvnPnzDnnnnvuObt37yYoKIjdu3fTrFkzo+lGwsPDGT16NEeOHKFFi/JNW2RRrq1KUbduXaPnN0e32Llz5z/qKNG8eXOeeOIJw2fcHElDCCGEEEIIIYQQQgghhBBCCCGEEA+RwvtYgNq1a+Pi4mJYPvzwwzJ3UVxczLhx42jbti0+Pj4ApKamYmNjc8cUq25ubobBJVJTU406XNxcf3NdeT3wSBfe3t5YWFhQXFxs9PqFCxfYu3cvrVu3ftCPJigoiLy8PLZv3/6vH+1CCCGEEEIIIYQQQgghhBBCCCGE+Fe6z+lFzp07h7Ozs+Hl8oxyMWbMGA4fPsyOHTseLMZ/6IE7XdjZ2REUFGSYn7aktLQ0FEX5RyNUdOrUieLiYpKTkx/4M4QQQgghhBBCCCGEEEIIIYQQQgihkhKjWJS5HeDs7GzU6aIsY8eO5ddff+X333+nVq1b02+7u7tz/fp1Ll++bDTaRVpaGu7u7oZt9uzZY/R5aWlphnXl9cCdLgDCwsL+ydvLVHJ+FSGEEEIIIYQQQgghhBBCCCGEEEI8RAoAy3Judx8UReGll17i559/ZuvWrdSrV89ofcuWLbG2tiYmJobevXsDcPz4cc6ePUtwcDAAwcHBfPDBB1y4cIEaNWoAsHHjRpydnWnatGm5Y/lHnS6EEEIIIYQQQgghhBBCCCGEEEIIIUpVhGHqkDK3uw9jxoxhyZIl/PLLLzg5OZGamgqAi4sLlSpVwsXFhWHDhvHaa69RpUoVnJ2deemllwgODiYoKAiAJ554gqZNm/Kf//yHmTNnkpqayqRJkxgzZky5pjW5STpdCCGEEEIIIYQQQgghhBBCCCGEEKLi3ef0IuX1+eefAxAaGmr0+oIFCxg8eDAAUVFRWFhY0Lt3b65du0Z4eDj/+9//DNtaWlry66+/Mnr0aIKDg3FwcGDQoEG8++679xWLdLoQQgghhBBCCCGEEEIIIYQQQgghRMUronwdKu5zpAtFUcrcxs7Ojrlz5zJ37ty7blOnTh3WrVt3fzu/jXS6EEIIIYQQQgghhBBCCCGEEEIIIUTFKwQsy7ndQ0o6XQghhBBCCCGEEEIIIYQQQgghhBCi4hUAFuXc7iElnS6EEEIIIYQQQgghhBBCCCGEEEIIUfGKKN/UIfc5vYiWlKdPidCI8ePdUBR/oqJqGV6rX9+GlSvrc+FCM7KymrNsWT1q1DBNX5oJEx5jz54wsrN7kZYWwc8/t6VRIyejberXd2DlyrZcuBBBVlYvli0LpkYNW5PEUxoLCx3vvtuO06dHkpf3KidPjmDSpGCz7b99e09Wr+5OcvIQFOUlIiLq33Xbzz8PRVFe4pVXmpswHg9Wr+5GcvJAFGU0ERF1jdYryuhSlzfe8KvwWEaN8iIuri1ZWWFkZYWxa1cQXbtWM9omKMiVmJjW5OTot9m2LRA7O9NkU2V9V5MntyYh4XlyckaRmTmCjRt70rq1m0liAZgwoRl79nQnO3sAaWl9+fnnTjRq5Gy0zYgRjdiypStZWf1RlMG4uNiYLB6tHZ/SODraEBXVicTEF8jLe5WdOwcQEOBu8v2W9V1VrmzD7NmBHDsWSV7e8yQl9WHWrNY4O1ubJJ6yfltbtrRGUboZLZ9//rhJYrmpfXt3Vq9+guTkfijKcCIi6hitr1GjEgsWdCA5uR+5uYNZvz4cb2/nu3zaPzNhQnP27IkgO3sgaWkD+PnnLjRq5GK0ja2tJZ991oaLF5/nypVB/PRTZ2rUqGSSeAA8PS349tvKXLzoQV5eTeLj3WjZ8lb6mDzZmYQEN3JyPMnM9GTjxmq0bm2a3/uoUfWIi+tMVlYPsrJ6sGtXCF273votjxhRly1b2pOV1QNF6YWLi2nS8U1aKrdKo3Y9Q0vKU2598UUwJ0/2Ii/veS5ceI5VqzrRuLHLXT7xn8bzOHv2dCU7+1nS0nrz888d7qinbtnSBUUZYLR8/nnrRyKesowfH4yiTCQqKkyV/YN65frdeHo68e23T3Px4qvk5b1JfPwIWrb0MMu+J0/2QFH8jZaEhKaG9ba2Oj77rDYXL/py5UpzfvrJdOeAZTF32inPOambmx2LFweSkvI0OTm92b//CXr1qnWXT/zntFR2jRpVh7i4ELKyupKV1ZVdu9rStWuNUrddty4QRelBRITpfmdazwtHjQogLm4UWVkTyMqawK5dQ+na1dss+y7NmTMvoChv3rF89lkX1WJSMy9s374mq1dHkJw8EkV5jYiIBndsM3VqG86fH0le3sts3Ngbb29XE8ajtfaeex+fyEhvfvutFxcvjkZRXqN58+omi6U0aqbnyZOroSiPGS0JCcbfV1BQJWJivMjJaUxWViO2bauDnZ3O5LGVxtxlaVnngLa2Fnz2WXMuXnyKK1ee5qefAk3atqu19mZpD7s/kye3R1EmGi0JCS+oEsv48TVRlLZERdUzvLZliw+K0tZo+fzzO8uTfyOtlaNaq8drrb3wXt+XlZUF06e3Jz5+IDk5L5GcPJJFi7ri4eFgkli00Nacnp7O6NGj8fLywtbWFnd3d8LDw9m5c2e53r9w4UJcXV0rNCZRAYrQTx1S1iKdLoSpBQTY88IL1YiLyzO8Zm9vwYYNDVEU6NTpL9q2PY6NjY41axqgM8F5QkhIdebO/YugoE2EhW3D2tqCDRtCsLe3vBGPJRs2hN6IZytt28ZgY2PBmjXtTRJPacaPD2T0aD/Gjt3EY4/NY/z4bbz5ZiAvveRvlv07OFgTF3eRMWO23XO7nj3rExTkTnJyjhniyWDMmO2lrnd3X2i0DBmymeJihRUrTlV4LH//nc+ECSdo2XInAQE72bw5g19+aUnTpo6AvsNFdHQAGzZcpHXr3bRqtYvPPkuiuLjCQwHK/q5OnLjM2LHbaNZsCe3arSAxMZsNGyKoVs3OJPGEhLgzd+4xgoLWEha2AWtrHRs2PIG9/a0GdHt7K6Kjk5k27ZBJYihJa8enNN9805WwsLr85z9radZsARs2JLJpU188PR1Nut+yvitPT3s8PSvxxht78fH5hcGDd9C1a03mzWtrknjK+m0BfPXVWdzdYwzLm28eN0ksNzk4WN3Ie3aVun7Vqi7Ur+9ERMRGWrT4maSkHDZt6maU3iuK/vs6SlDQasLC1t8ou7oa7SsqKogePbx45pkYQkJ+xdPTnpUrTdMY6OqqY+fOGhQUQLduF2naNJXXX7/MpUu3MrsTJwoYO/YyzZql0a7dBRITi9iwoRrVqlV8te3vv68yYcJhWrbcTEDAFjZvTueXX4Jp2lR/4mtvb0l0dBrTppk2zdykpXKrNGrXM7SkPOXW/v0ZDBmyk8ceW0V4+AZ0OtiwIQwLi4qvGIaE1GDu3BMEBf1GWFjMjd96Z0M99aavvvoLd/cVhuXNNw9UeCxajOdeAgI8eOEFf+Li0sy+75LUKtdL4+pqx86dAykoKKZbt2U0bfolr7++iUuXrpothsOHr+LuHm9Y2rW7lQ9HRdWiRw8XnnnmNCEhJ/D0tGblyrtf/DMVNdJOWeekAIsXB9K4sRNPP72DZs2iWbnyb5YvD8bPz9UkMWmp7NLXCxNo2XI7AQHbb9QLWxnVCwHGjauPoigVvv/baT0v/PvvbCZM2ETLll8REPAVmzcn8ssvz9G0qXkvTt/UqtVi3N3nGpYuXZYB8OOP5qmH3U7tvFD/20pnzJjNpa5/881WvPyyH6NGxRAYuITc3AJ++60XtrblmSj6QePRWnvP3Y+Pg4M1O3acZ/z40vMmU1M7PR8+nI+7+wnD0q5dkmFdUFAloqNrs2FDLq1bn6FVq0Q++yzTZO1P96JGWVrWOWBUlC89enjwzDN7CAn5HU9PO1auDDJZPFprb5b2sPt3+PAF3N0/NSzt2i02ewwBAY688II7cXG5d6z76qtU3N33GJY330w0e3xq0Fo5qrV6vNbaC+/1fdnbW+HvX4P33vsDf//v6NVrDY0bV2b16giTxKKFtubevXvz559/smjRIk6cOMHq1asJDQ0lIyOjQvcjzKw8HS5uLg8pmV7kIeDgYMH339dlxIizTJp0q9dq27YO1K1rQ4sWCVy5oj8zGDQokUuXmtOpkxMxMVcqNI5u3X43ej548B7S03vSsmUVtm9Pp23batSta0+LFr9x5UrhjXj2cOlSJJ06uRETY/oTiDZtavLLLydZt+40AElJ2fTr9xitW5vnTozo6CSio5PuuY2npwNz5oQQHv4La9f2MHE8Z4mOPnvX9Wlpxo0lERH12LIlmTNnKjbtAPz66wWj55Mm/cXo0V4EBbly9GgOUVGPMXt2EjNmnDZsc+LEnRXlilLWd7V06Qmj56+9tp3hwx/H17camzf/XeHxdOu20ej54ME7SE/vR8uWVdm+Xf/bmTXrKKCvFJqa1o7P7ezsrOjduxERESvZvl2/v6lTd9KjRwNGj/bjnXd2mGzfZX1XR45cpk+frYb1p09fYeLEA3z3XQcsLXUUFVVsA3dZvy2AvLxi0tKuV+h+7yU6+m+io0tPBw0bOhMc7Mbjj//E0aOXARg9eiepqQPo168B8+ZVbCW9W7ffjJ4PHvw76enP07JlNbZvT8XZ2ZphwxrRv/8WtmxJAWDIkN85duwZAgOrExubXqHxjB/vxLlzRQwdesnwWmKicffdpUuN8+bXXrvM8OEO+Ppas3nztQqN59dfU42eT5p0lNGj6xMUVIWjR68wa5b+glBISLXS3l7htFRulUbteoaWlKfc+vrrW2VFUhJMmvQn8fER1K3ryOnTFV1P3XJbPLtJT+9zI55b+WReXhFpafkVuu+HIZ67cXCw5vvvIxgxYi2TJrVTLQ41y/XSjB8fzLlz2Qwd+qvhtcTELLPGUFiokJZ2Z0uDs7MFw4ZVpX//RLZs0ZfzQ4YkcezY4wQG2hMbm3fHe0xBrbRT1jkpQJs2VRk9ej9792YC8MEHR3n11Ua0bFmFgwcvV3hMWiq7fv3V+Jx70qRjjB5dh6CgyoZ6YfPmzrz+en0CAraTmvpEhcdQktbzwl9/NT6nmTRpM6NHBxAUVIujRyu2DlgeFy8ap5UJEwI5efIS27adM3ssoH5eGB2dSHR04l3XjxvXgvffj2X1an19deDAaNLSRtGzpzfLllX8hX3ttffc+/h8910CAHXqmGZEwbKonZ4LCyEtrfTbJKOi3Jg9+xIzZty6cHPihPnOl29Sqyy91zng339fZdiwuvTvv4ctW/T54JAh+zl27AkCAysTG3uptI/8R7TW3iztYfdPX281XRtuWfTXThoxYsRJJk2qfcd6fZtYgQqRqUtr5ajW6vFaay+81/eVnX2dJ55YYfTa2LGb2bt3ALVrO3HuXMWeV6jd1nz58mW2b9/O1q1bCQkJAaBOnTq0bn1rNLxPPvmEBQsWcPr0aapUqUKPHj2YOXMmjo6ObN26lSFDhgCgu9E7b/LkyUyZMsUk8Yr7UACUp8PkQ5xly0gXD4G5c2uzdm3WHZ0obG0tUBS4du3WBbz8fIXiYmjXzvQ9W28OMZ6Zef1GPJY34rnVNTw/v4jiYoV27cxzsWbXrmQ6d65Dw4aVAfD1rU67drVYv/6MWfZfFp0Ovv02jI8+OsDRo5lqh2OkRo1KPPWUF/PmHTP5viwsoG9fDxwcrNi9+zLVq9sQFOTKhQvX2bkziNTUTmzdGkjbtpVNHkt5WFtbMHKkD5cvXyMu7qJZ9nlz6pDMzIq9wGoKahwfKysLrKwsyM83vhhx9Woh7dqZbvjo0pTnu3JxsSE7u6DCO1zc7vbf1k0DBniSnt6ZQ4faMW1aIypVUq/4v9ljPj//VgOYvuwool070w/Jefv31bJlNWxsLNm06bxhm+PHs0hKukJwcMXH8/TTldi37zrLl1chLc2DAwdqMHz43YcDtLaGkSMduHy5mLg409Y49emnFg4Oluzera0yqjTmLLdu0no9Q01l5YX29lYMGeLN6dNXOHfO9A1yt+qpxvEMGFCX9PTeHDr0FNOm+VGpkmnu4tF6PDfNnduVtWtPEhOTaNb93k5L5TrA0083ZN++FJYv70Va2jgOHBjG8OF+Zo2hYUNbkpN9OHXqcb77ri61a+vTUMuW9tjYWLBp061zw+PHr5GUdI3gYPPd3aiVtHP7OSnArl0Z9O3rReXKNuh00LdvbezsLNm69cLdPsZszH/O5XmjXNdfJKtUyZIlS/wZM+YQaWnmP8/Qal4I+inE+vZ9HAcHa3bvVqeTQ0nW1hY8/3xT5s83/SiHd6OFvPBu6tVzwcPDkU2bbnV4ys6+TmxsKsHB6nSG1XJ7j9rUSM8NG9qQnOzNqVMN+O47T2rX1t93WL26JUFBlbhwoZCdO+uQmtqQrVu9aNvWdNNL3o0WytLbzwFbtqx8o55x62Li8eM5JCXlERxc1SwxabG9+W4e9fawmxo2rExy8sucOvUi330XQe3a5u3sNXduA9auvURMTOkdAwcMqE56emsOHfJj2rQ6qraJaYUWylGt1ePVbi+8Xy4uthQXK1y+bNo6vRptzY6Ojjg6OrJq1SquXSv9/7OwsGD27NkcOXKERYsWsXnzZt58800A2rRpw6effoqzszMpKSmkpKTwxhtvVFh84h8ouo/lISUjXWhc376V8fe3p1WrOxtl/vgjl9zcYmbMqMnbbyej0+mYPt0TKysdHh6m/Wp1Ovj00xbs2JHOkSNZN+LJIDe3kBkzmvP22/HodDB9enOsrCzw8DDPycv06X/g7GzDsWPDKSoqxtLSgokTf2fJkqNm2X9Zxo9vSWGhwuzZcWqHcodBgxpz5UoBK1eeLnvjB+Tj48ju3cHY2VmQk1NEZOQBEhJyCAx0BWDKFG/eeOMYBw9eYeBAT2JiWuPjs52TJ81zx97tnnqqLj/8EI69vTUpKbmEha0iI8P0d2Dpf1+t2bFDP2qCVql1fABycq6za1cy77zThoSETNLScunX7zGCgz05efKyWWKA8n1XVava8s47zfnqK9MNo3q33xbAkiUpJCWd5vz5fHx9nZkxozGNGzvQu/efJovnXo4du0xS0hU+/LAVL7ywg9zcQl591YfatR3x8LA36b7131cQO3akcuSI/uKDu7s9164VkZVl3Ds7Le0q7u4VX3bVr2/F6NGOfPLJFaZNu0KrVjbMnu3K9esKixffyuueesqOH36ogr29jpSUYsLC0snIMM14tz4+zuzeHXoj/RQSGfkHCQnmGTninzBHuXU7rdcz1HKvvHD06MbMnBmAo6M1x45lERa2gYIC047drI8ngB07LhjqqQBLliSSlJTL+fNX8fV1ZcaMFjRu7ETv3qYddltr8dzUt29T/P3dadVqvln2dy9aKddvql+/MqNHt+STT2KZNm0nrVp5Mnv2E1y/XsTixaa/YBQbm8vgwUkcP34NDw8rJk/2YPv2Rvj4JODubs21a8VkZRm3QqSlFeLubp7Te62kndLOSQGefXYXy5YFk5kZSUFBMXl5hURG7uDUKdMO9V8e5jnncmL37nYl6oX7DPXCqKjH2bUrk9WrzT+dkFbzQh+fGuzePQw7Oytycq4TGbmMhATzXDi7l549G+LqasfChYdVi0HtvPBe3N315w1pacZtBWlpubi7m2Z+87Joub1HbeZOz7GxVxk8+DzHj1+/UY5WY/v2uvj4nKZ+ff1FvilTqvHGGxc4eDCfgQNdiInxwsfnNCdPmufWSrXL0rudA/r5udw4PzY+Dmlp+bi725o8Lq22N99O2sNuiY09z+DBazh+PBMPD0cmT27P9u0D8fH5ipwc048g07dvNfz9HWjVqvS8d8mSdJKSrnH+/HV8fR2YMaMOjRtXondv8928oUVql6Naq8drob3wftjaWjJjRnuWLj3GlSum+Z2p2dZsZWXFwoULGTFiBF988QX+/v6EhITw3HPP4evrC8C4ceMM29etW5f333+fUaNG8b///Q8bGxtcXFzQ6XS4u5t+xHBxHwop31AQMr2IMIVatayZNasWYWEnjUazuOnixUKeeeY0n3/uxcsvV6e4GJYuzWT//jyTz0M4d25LfHxcaNcupkQ813jmmV18/nkAL7/ckOJihaVLz7J/fybFxaafLxbg2WebMGBAU/r3X8ORIxfx86vBp5925vz5HBYvPmKWGO7G3786r7zSHH//ZarGcTdDhzbh++//4to103UjO348Fz+/nbi4WNGnjzuLFvkSEhKLxY2M9ssvz7FwYTIABw9m07lzVYYOrcXbb5+4x6eazpYtf+Pn9wPVqtkxYsTjLF/elcDAH0lPN+0ctnPnBuHjU5l27daZdD//lFrH56b//Gct8+d34/z5FyksLObAgTSWLk2gZUvzVabK+q6cnKxZu7YLR49eZsqUgyaL426/rYSEHL7++tadeocP55CSks/mzYHUr2/P6dPm79BUWKjQq9cm5s3rwKVLAyksLGbTpmTWrTtnkvlYS5o7t+2N72uNaXd0DxYWsG/fdSZOzAbg4MECfHysGDXKwajTxZYt1/DzS6NaNUtGjHBg+fKqBAZeID294gv448ev4OcXg4uLNX361GTRogBCQn7XfMcLc5Rbt9NyPUNN98oLv//+NBs3nsfDw5433nic5ctDaNt2vUm/t7lzW92op24wev3rr08aHh8+fJmUlKts3tyF+vUdOX3adI04WosHoFYtJ2bNCiMsbKlZf0P3ooVy/SYLCx379qUwceJWAA4eTMPHpzqjRvmb5UJjdHS24fGhQxAbm0dSkg/PPluZq1dVmHC+BC2lndLOSQHee68Zrq42dO68hYsXr9OzZ02WL29D+/abOXzYvNPE3M4851w5+Pltu1Gue7BokR8hIbvw9nagU6eqtGjxe9kfYgJazAsBjh+/iJ/fF7i42NGnT1MWLepJSMhC1TteDBvmy/r1p0lJUa+zkNp54cNE6+09ajN3eo6OvjWq2qFD14iNvUpSkjfPPutEQoL+4tSXX15m4UJ9mXDw4AU6d3Zg6FBX3n7b9FMLaaEsvds5oNq02t58O2kPuyU6+pTh8aFDF4iNTSYpaSzPPvsY8+ebthNarVo2zJpVj7CwI6VeOwH4+utbHU0PH84jJeU6mzf7UL++HadPqzfN46NOa/V4LbQXlpeVlQXLl3dHp4PRo2PKfsMDUrutuXfv3jz11FNs376dP/74g/Xr1zNz5ky++eYbBg8ezKZNm/jwww85duwY2dnZFBYWkp+fT15eHvb2pr2pT/wDRZSvQ4U2mqkeiHS60LCWLe1xc7PmwIEmhtesrHR06ODI2LHVsbX9k40br+DtfYSqVS0pLISsrCJSUppx+rTphhWaM8ef7t096dBhM8nJxpXJjRvT8PZeS9WqNhQWKmRlFZCS8rRZGksAPvoolOnTY1m2TN9b9fDhi9Sp48JbbwWpfjGkfXtPatSw5+zZwYbXrKws+Pjjdowb50e9eotUi61dOw+aNKlM374by974HygoUDh1Sl/wHjiQTatWLrzySh2mT9ff6XVzTrCbEhJy8fJSr+doXl4hp05lcepUFrGxaZw48R+GDWvK9On7TbbPOXMC6d69Nh06rCc5WZ0RPspLjeNT0unTlwkNXYq9vTXOzjakpubyww9Pc/r0ZbPsv6zvytHRiujoMK5cKSAycguFhaZrDLjbb2vUqDvzvdhY/UmKt7c6nS4ADhzIoEWLn3F2tsbGxpKLF/P544+n2bfPdI3bc+YE3/i+fjX6vlJT87C1tcTFxcao97qbWyVSUyu+wSQlpYijR41rlwkJhfTubXxCkJencOpUEadOFREbe50TJ9wYNsyB6dMrviOEPv3oGyYPHLhMq1aVeeUVb0aNUmc0lPIwV7l1Oy3XM9RSVl6YnV1AdnYBJ09e4Y8/0rl0qR+RkV788INppmSZMyeA7t1r0qHDxjvqqbeLjdXnOd7eTiarq2otnptatvTAzc2RAweGGV6zsrKgQwcvxo4NwNZ2utkbsdUu10tKScnh6FHjMikh4SK9eze5yztMKyuriBMn8vH2tmXjxmxsbS1wcbE0Gu3Czc2K1FTT3w6ilbRzt3PS+vUdeOmlhjz++HqOHtV3XomPv0z79tUYM8ab0aPNU08tjTrnXFm0auXKK6/U5+rVIho0cODy5a5G269YEcD27Rl07LjbZDFpNS8EKCgo5tQp/R2NBw6k0KqVJ6+8EsSoUb+afN934+XlTJcudejVa5VqMYD28sKSUlP1adzNzZ7U1FsX2N3cHDh40PxTCWm5vUdtWkjPWVnFnDhxHW9vGzZv1qedo0eN200TEq7j5WVtlni0UJbe7Rxw2bK/b5wfWxuNduHmZkdqqmmHsNdye/PtHvX2sHvJyrrGiROZeHubfsroli0dcXOz4cABP8Nr+msnzowd64Gt7a47bkyNjdW3qXh7P9qdLtQsR7VWj9dKe2F53OxwUaeOM506/WiyUS5AG23NdnZ2hIWFERYWxjvvvMPw4cOZPHkyoaGhdO/endGjR/PBBx9QpUoVduzYwbBhw7h+/bp0utCy8g4oZp6Bx0xCOl1oWEzMFXx8jIerXrCgDseO5TNjRppRpSEjQ9/g1rGjIzVqWLF6tWl6/s2Z409kZE1CQ7eQmHj3+bgzMq7fiKcGNWrYsXr1+btuW5Hs7a3vODEpKirGwsLEt0+Xw7ffHmfTJuO5YX/7LYJvvz3OggXqDks+bFgT9u27QHx8hln3a2Ghw9bWgsTEqyQn59O4sfHwZY0aObB+venvMigvfbymm194zpxAIiO9CA2NJjFR/eGP75epj8/d5OUVkJdXgKurLeHhdXnzzW0m32dZ35WTkzW//RbGtWvFPP10jNnvXrn52yqNn58TACkp5p/H+3bZ2QVAAd7ezgQEVOOdd0x3AhUZWZfQ0LV3fF/791/k+vUiOnf2ZOXKRAAaNXKhTh0ndu+u+KG3d+68TuPGxtWvRo2sSEq694Uy/XdqnrLMwoK7ph+tUKvc0nI9Qw33W27pdKDTma6smDMngMjI2oSGbrpnPfUmP78qAKSkmKbBRGvxlBQTk4iPz1dGry1Y0J1jxzKYMWO3ancNgjrl+u127jxH48ZVjF5r1KgKSUnqjJLg4GBBgwa2fPutflTD69eL6dzZiZUrL9+IzZY6dWzZvdv09UctpJ17nZPa2+vL2DvzakX1vFrtc67Jk4/zzTdnjdYdPhzKq68eYc2aVJPtX8t5YWnUOqcpaciQZly4kMfatafK3tiEtJYXlnTmTBYpKTl07uxFXJy+zcDJyYbAQHc+/9z803toub1HbVpIzw4OOho0sOHbb7NITCwgObmAxo2Np8po1MiG9evN0w6jhbL0djfPAffvv3SjnlGdlSv1bbmNGjlSp449u3ebrvzSentzWR6l9rCyODhY06BBZb791vQjIsXEZOHjY3yzyIIF3hw7dpUZM5JLHQncz0/f9pySYvqpT7RMrXJUa/V4LbUXluVmh4uGDV3p2PFHMjPN22lIC23NTZs2ZdWqVezfv5/i4mI+/vhjLG4Mob58+XKjbW1sbCgqeoiHS/i3KqJ804s8xF+ddLrQsJycYo4cMc48c3OLycgoMrw+eHAVEhLySU8vJDjYkVmzahEVdYETJyo+g5s7tyX9+3sREbGDK1cKcXOzAyArq4D8/KIb8dQjISGb9PR8goOrMWtWC6KiTnDihHmGKF+z5iQTJwZz9mw2R45cpEULN157rRXz55tn6EsHB2u8vV0Mz+vVc6Z582pkZuZz7lzOHYVhQUExqam5nDhx2UTxWJUST1UyM69x7py+IuHkZM0zzzTg9dd3mSSGm6ZNa8T69emcPZuPk5Ml/ft7EhpahfDwvQB89NEZpk71Ji7uCgcPZjNoUE2aNHGgTx/T3Gl9r+8qIyOfiRNbsXr1aVJS8qhWzY4xY3ypWdOBH388eY9PfXBz5wbRv399IiJibvy+9CN8ZGVdN/y+3Nwq4e5eCW9vfUWmWTNXrlwp5OzZHC5dqtiTBa0dn9I88URddDodx49n4u3tykcfhXLsWCYLFpj2917Wd+XkZM2GDU9gb2/J889vwdnZBmdn/XvT0/MrvAHlXr+t+vXt6d/fg3Xr0snIKMDX14moqMfYti2TQ4dMly/r8x5nw/N69Zxo3rzKjbwnlz596pGens/Zszk0a1aZWbOCWbUqiY0bkys8lrlz29C/fwMiIjZy5UrBHd9XdnYB8+ad4JNPAsnMvEZ29nXmzGnDrl1pxMZWfKevqKgr7NpVg7fecmL58jxat7Zh5EgHRo7U32Fpb69j4kQnVq/OJyWliGrVLBgzxpGaNS358ceKH5lk2rTHWb8+lbNnr+LkZEX//rUJDa1OePhOANzcbHF3t8Pb2xGAZs2cb+Q7eVy6VPHdjrVUbpVG7XqGlpSVF9ar50jfvvXYsOE86en51Kplz4QJzbh6tZB16/42QTyt6N+/LhER22781o3rqfXrO9K/f13WrTtPRsY1fH1diYpqybZtaRw6dPlfH8/tcnKuc+SIcR6Xm1tARsbVO143F7XK9dJERe1h165BvPVWG5YvT6B1a09GjmzByJHmmfrto49qsmZNFklJ1/H0tGbqVA+KihSWLr1EdnYx8+Zl8MknNcnMLCQ7u4g5c2qza1cOsbGmH8FK7bRT1jnpsWPZ/PXXFb78MoA33ogjI+MaPXvWIizMne7dt5skJi2VXdOmNWH9+gslyvWahIZWJTz8D9LSrpGWdmc7wdmzV0lMNE0HB63nhdOmdWb9+r84ezYLJydb+vdvRmhoXcLDvzP5vu9Gp4MhQ3xYtOgwRUXqdYAD9fNC/Tmpq+F5vXouNG9e/Ub7yhU+/fRPJk0K5K+/LnHmTDbvvdeG8+dzWLXKNOek2mvvuffxqVzZDi8vJzw99fX4xo31d52npuaSlmaeEQ/VSs8ffVSDNWtySEoqwNPTiqlTq90oR7NvrM9g6tTqxMXlc/BgPoMGudKkiQ19+lw2S3xql6X3OgfMzi5k3rxEPvnEl8zM62RnFzJnTnN27cogNvaSSeLRWnuztIfdn48+6syaNX+RlJSFp6cjU6d2oKiomKVLTd/hLCeniCNHjPMz/bWTQo4cyaN+fTv696/GunWXyMgoxNfXgaioumzblsWhQ9oeXbgiaK0c1Vo9Xmvthff6vlJScvnpp+74+7vRvfvPWFrqcHPTj+aQmZlPQUHFTkGpdltzRkYGzzzzDEOHDsXX1xcnJyf27dvHzJkziYiIwNvbm4KCAubMmUOPHj3YuXMnX3zxhdFn1K1bl5ycHGJiYmjevDn29vYyAoYWFALl6UNl+kE8TUY6XTzkGje248MPa1KliiWJidf54INUoqJMMwTUiy96A7BtWyej1wcPjmXRosQb8Tjx4YfNqFLFhsTEPD744ChRUSdMEk9pXnophvfea8f//hdGjRr2nD+fw5dfHuTdd81zYSYgoAZbt/YyPI+Kag/AwoUJDBmyySwx3BlPRIl42t6I5xhDhmwB4LnnvNHpYOlS054c1Khhw+LFvnh42JGVVUB8/BXCw/eyaZO+p/ysWYnY2VkQFdWEKlWsiYu7QljYXpNNf3Cv72rUqC00aVKZQYOepFq1SmRkXGXv3gu0b7+Co0czTRLPiy/qh2jdtq2b0euDB+9g0SL9dzNqVGOmTPEzrNu+/ck7tqkoWjs+pXFxseXDDztQq5YTmZn5rFhxgokTf6ew0LRznZf1Xfn7VyUoqDoAp071Ntqmbt2fSEqq2Ltn7vXbqlXLji5dqjFuXF0cHCw5dy6fFStSef99095lFBBQna1bnzI8j4oKAmDhwhMMGfI7Hh72fPJJIG5ulUhJyWPx4pO8955pOli9+GJTALZt6270+uDB21i06C8AXn31D4qLA1mxojO2tpb89lsyL7640yTx7NtXQGRkBh9+6MJ//+vMmTOFjBuXxZIl+osdRUUKTZpYM2iQA9WqWZCRUczevddp3/7CHdOSVIQaNWxZvDigRPrJJjx8J5s26esSo0bVZ8qUxwzbb98eAsDgwftYtOhsqZ/5T2ip3CqN2vUMLSkrL8zPL6J9ezfGjWtK5co2pKXl8/vvqbRps4709Iq/I+PFFxvdiCfstnh2s2jRaa5fL6ZLF3fGjWuCg4MV587lsmLFOd5/3zQNk1qL52GgVrlemn37UoiM/IkPP+zIf//bnjNnLjNu3EaWLDHPNEK1almzdGldqla1Ij29kB07cggKOs7Fi/py4NVX/6a4uBYrVtTH1lbHb79d4cUXKz5P1qKyzkkLCxWefPJ3pk/3Zc2a9jg6WnHyZA6DBsWyfn2KSWLSUtmlL9db4OFhS1ZW4Y1y/Q82bTLdFG73ovW8sEYNBxYvjsTDw5GsrGvEx6cRHv4dmzadNsv+S9OlS13q1HHRRIdOtfPCgAA3tm591vA8KioUgIULjzBkyG/MnLkXBwdrvvoqDFdXW3bsSKZr15UmG2VQe+099z4+Tz9dn4ULb00ntGyZ/nxoypTdTJ1quumESlIrPdeqZcXSpZ5UrWpJenoRO3bkERSUyMWL+rQxa9alG+1PblSpYklcXD5hYWc5ffohHsv6PpR1Dvjqq/EUFyusWBGEra0Fv/2WxosvHjRZPFprb5b2sPtTq5YTS5f2pGrVSqSn57FjxzmCghZy8aL6nRr09QxXxo3zvNEmdo0VKzJ4//2KvwlAi7RWjmqtHq+19sJ7fV9TpuwmIkJ//OLiBhq9LzR0Odu2VWyaVrut2dHRkcDAQKKiojh16hQFBQXUrl2bESNG8Pbbb1OpUiU++eQTZsyYwVtvvUWHDh348MMPGTjw1rFp06YNo0aNom/fvmRkZDB58mSmTJlSYTGKB/QIdLrQKYqibtf5R0xKSgpfffUVI0eOxNPTNI0+90NR/A2PdbplKkaipyh9DY91upkqRqKnKG8aHut0c1SMRC8+PpSVK1fSq1cvfH13qB0OijLa8FinW69iJHqKcuvCjxa+L0V5yfBYp1uoXiBAfHzLEmlnq6qxwO3HRmu/9YXqBXKDogw2PNbCbys+vlaJ9BOrdjgoynDDY53uGxUj0TOOR/2Td0WpZXis061UMRJQlFuNVTrd5ypGohcf365EWlb/t1Uy78nLU79RqmSvf+3lhd+rF8gN8fG+JdJPvNrhoCgDDI91ug9UjERPUSYaHqtdthuX6+ofm/j4p0ukHfUv6BifA6p/fIzTjtbOSdUvu4zPudaoGIlefHxdDeeFU1WMBBRlsuGx2vkgaD0v3Kh2OCjKa4bH2ms/+ETFSPSMj4/W0nOCipHoxccXlkjPq9UO57ayVEvngFor19X/rRu37WrrnFQLZYVxWjbNxe37oShtDY+1cM5+6tQpDZel6v7ejX/rWmsr1Fq5rn7ec/68n+E6qYeHh9rhCBPLzs7GxcUFQrPAyrnsNxRmw1YXsrKycHYux/YaIiNdCCGEEEIIIYQQQgghhBBCCCGEEKLiFVG+kS5MM+COWUinCyGEEEIIIYQQQgghhBBCCCGEEEJUvPJOG/IQTy8inS6EEEIIIYQQQgghhBBCCCGEEEIIUfGk04UQQgghhBBCCCGEEEIIIYQQQgghxAMoBJRybCfTiwghhBBCCCGEEEIIIYQQQgghhBBClFDezhTS6UIIIYQQQgghhBBCCCGEEEIIIYQQogQZ6UIIIYQQQgghhBBCCCGEEEIIIYQQ4gFIpwshhBBCCCGEEEIIIYQQQgghhBBCiAdQCBSXY7vybKNR0ulCCCGEEEIIIYQQQgghhBBCCCGEEBWviPKNdCGdLoQQQgghhBBCCCGEEEIIIYQQQgghSigELMqx3UPc6aI8/54QQgghhBBCCCGEEEIIIYQQQgghxP0pvI/lPvz+++/06NEDT09PdDodq1atMlqvKAr//e9/8fDwoFKlSnTp0oW//vrLaJvMzEwGDBiAs7Mzrq6uDBs2jJycnPv+Fx+ZkS6ysrLIy8tTOwzS09MNjxXFX8VI7qQofdUOwYiivKl2CEYU5SW1Q+DQoUOGx4oyWsVI7qQo3dQOwYgWvq+SFGWwqvs3TjtaOzZa+60PVjsEI1r4bRmnn+EqRnIn7cVTS+0QjChKL7VDMNBCuWWclrWV99jb26sdghHt5YUD1A7htvSjfjwlKcpEtUMwoqXflxaOjXHa0do5oPrHpyTtnZOqX3aVpCg91A5B43nhZLVDMNBSPgja+K0bp53XVIzkTto7R9ba8dFGej537hyXL18mPl7tSODs2bOGx1r4fZWkrXNArZXr6v/WtXxOqr203FbtEIxo75xda2WFdn7v2msr1Np3pX5bc0pKitohCDUUYJKRLnJzc2nevDlDhw6lV68760EzZ85k9uzZLFq0iHr16vHOO+8QHh7O0aNHsbOzA2DAgAGkpKSwceNGCgoKGDJkCCNHjmTJkiX3Fcsj0ekiKyuLuXPnUlBQoHYoAFhbW2uukBZCCCGEEEIIIYQQQgitOXfuHPPnz1c7jDu4urqqHYIQQgghxMOhGFDKsV15timhW7dudOtWemciRVH49NNPmTRpEhEREQAsXrwYNzc3Vq1axXPPPUdCQgLR0dHs3buXgIAAAObMmcOTTz7J//t//w9PT89yx/JIdLrIy8ujoKCAyMhIqlevrnY42Nvb4+LionYYQgghhBBCCCGEEEIIoWmXL18GICAgAC8vL3WDucHV1ZXatWurHYYQQgghxMOhENCVY7sbnS6ys7ONXra1tcXW1va+dnnmzBlSU1Pp0qWL4TUXFxcCAwPZvXs3zz33HLt378bV1dXQ4QKgS5cuWFhYEBsbS2RkZLn390h0uripevXqeHo6qBqDojgbHut036gYiV7JoZZ0upUqRqJXcgg8nW6mipHolRzmTaf7RMVI9OLjwwyPdbqpKkaiV3L4Vp0GznmVW6M7ajD9LFQvECA+vqXhsU43R8VI9EoO6aiF31bJYd60d3zUjyc+PtTwWKc7oF4gN5Qcml0Lx8f4+9qpYiR6JYfg1Om+VzES42HHtVBuxceXrGd8oGIkeiWHb9VeXqi1clT9emp8fEPDY+2lH619X+rmzVqrZxjX4T9XMRK9klNmaGEKzpKjQKqdduD29KO1c3atpWetHZ9lKkZiPKy29tKy1tKOunVUuL2eqv7xMa6Hae23pX49Iz5ef/eil5cXvr7rVY7m9nqPpOeStJ2W1c+bjdtX1P9taTstq9+GYNT2rYFzwPj4pw2PJf0YM047WkvLWqtnqF+Onj/vp3YIQg332eni9s6tkydPZsqUKfe1y9TUVADc3NyMXndzczOsS01NpUaNGkbrraysqFKlimGb8nqkOl0IIYQQQgghhBBCCCGEEEIIIYQQwkwKuK9OF+fOncPZ+dZABvc7yoUaLNQOQAghhBBCCCGEEEIIIYQQQgghhBD/QkX3sQDOzs5Gy4N0unB3dwcgLS3N6PW0tDTDOnd3dy5cuGC0vrCwkMzMTMM25SWdLoQQQgghhBBCCCGEEEIIIYQQQghhGko5lgpUr1493N3diYmJMbyWnZ1NbGwswcHBAAQHB3P58mX2799v2Gbz5s0UFxcTGBh4X/uT6UWEEEIIIYQQQgghhBBCCCGEEEII8dDIycnh5MmThudnzpzh4MGDVKlSBS8vL8aNG8f7779Pw4YNqVevHu+88w6enp707NkTgMcee4yuXbsyYsQIvvjiCwoKChg7dizPPfccnp6e9xWLdLoQQgghhBBCCCGEEEIIIYQQQgghxENj3759dOzY0fD8tddeA2DQoEEsXLiQN998k9zcXEaOHMnly5dp164d0dHR2NnZGd7z/fffM3bsWDp37oyFhQW9e/dm9uzZ9x2LdLoQQgghhBBCCCGEEEIIIYQQQgghxEMjNDQURbn7vCQ6nY53332Xd999967bVKlShSVLlvzjWKTThRBCCCGEEEIIIYQQQgghhBBCCCFMoODGUp7tHk7S6UIIIYQQQgghhBBCCCGEEEIIIYQQJlB4YynPdg8n6XQhhBBCCCGEEEIIIYQQQgghhBBCCBOQkS6EEEIIIYQQQgghhBBCCCGEEEIIIR7Av3+kCwu1A9CaM2ccURTnO5bPPrMD4Isv7Dh50pG8PCcuXHBk1apKNG5susPYvr07q1c/QXJyPxRlOBERdYzWOzhYMWdOMOfO9SMvbzBHjvTmhReamCSWUaPqERfXmaysHmRl9WDXrhC6dnUzrB8xoi5btrQnK6sHitILFxdrk8RxL2fOvICivHnH8tlnXcyy//bta7J6dQTJySNRlNeIiGhgWGdlZcH06e2Jjx9ITs5LJCePZNGirnh4OJglNn18Xqxe/RzJya+hKJOJiGhsun21htXzIXkvKGch4gnj9ZFd4bfv4GKcfn3zpnd+xoj+sGUZZB3Rb+PibLJwAXB0tCEqqhOJiS+Ql/cqO3cOICDA3bQ7vWHChGbs2dOd7OwBpKX15eefO9GokfE/PGJEI7Zs6UpWVn8UZTAuLjYmi6d9e09Wr+5OcvIQFOUlIiLqG61fsKALivKS0bJ+/dMmjOfuv62bpk5tw/nzI8nLe5mNG3vj7e1qwni0dny0E8/kyR4oir/RkpBw6wc+YkRVtmxpSFZWcxTFHxcXS5PEUVJZx2fy5NYkJDxPTs4oMjNHsHFjT1q3drvLp1Ws8eNroihtiYqqZ3htyxYfFKWt0fL553em+YowYcLj7NnTlezsZ0lL683PP3egUSOnO7YLCqpGTExncnL6kpX1LNu2hWFnZ/rvbtSoAOLiRpGVNYGsrAns2jWUrl29Tb7fu5k8uT2KMtFoSUh4wWz7LysvjIz05rffenHx4mgU5TWaN69utthA3XpYWfVUW1sLPvusORcvPsWVK0/z00+B1Khha/K4SvL0dOLbb5/m4sVXyct7k/j4EbRs6WHWGG6ysNDx7rvtOH16JHl5r3Ly5AgmTQo22/7LypdL+vzzUBTlJV55pbkJ49FaPcOD1au7kZw8EEUZTUREXaP1ijK61OWNN/xMFpOWaKneo49HO+fs+ni0k57LOjY1alRiwYIOJCf3Izd3MOvXh+PtbbqTvgkTHmPPnjCys3uRlhbBzz+3vaPeU7++AytXtuXChQiysnqxbFmwycoLrdVRtdSeUd466k3r1nVEUQYQEVHLJPGAto6PPh5t5T23U7t9TkuxaC09a6mc0MejrbJCa/WM26lZjy9PWt6ypQuKMsBo+fzz1maJD8zb9l0WtdsPSqNu27e28kKtpWct5c2jRnkRF9eWrKwwsrLC2LUriK5dqxltExTkSkxMa3Jy9Nts2xaInV3FXSdNT09n9OjReHl5YWtri7u7O+Hh4ezcubPC9iHUUMit0S7utUini3+NVq1ycXe/Yli6dMkF4Mcf9cOZ7N9fxJAhV3nssRzCw/PQ6WDDBnssTHQkHRysiIvLYMyYXaWu/+STILp2rcXzz2/lscd+4tNPD/PZZ23o0cOrwmP5+++rTJhwmJYtNxMQsIXNm9P55ZdgmjbVF0b29pZER6cxbdrxCt93ebVqtRh397mGpUuXZQD8+KN5YnJwsCYuLp0xYzbfsc7e3gp//xq8994f+Pt/R69ea2jcuDKrV0eYJTZ9fDbExaUxZsw60+/LHuKOwphJd1+/Yy+M//Dun2FfCaK3wbS5ponxdt9805WwsLr85z9radZsARs2JLJpU188PR1Nvu+QEHfmzj1GUNBawsI2YG2tY8OGJ7C3vzUgkb29FdHRyUybdsjk8ejT8kXGjNl2123Wr0/C3X2eYenX7zcTx1P6bwvgzTdb8fLLfowaFUNg4BJycwv47bde2Nqa5qKwNo+PduI5fPgq7u7xhqVdu1t5sL29BdHR2Uyblmqy/d+urONz4sRlxo7dRrNmS2jXbgWJidls2BBBtWp2Jo0rIMCRF15wJy4u9451X32Virv7HsPy5puJJokhJKQGc+eeICjoN8LCYrC2tmDDhs7Y29/67QQFVSM6uiMbNqTQunU0rVqt57PPjlNcrJgkppL+/jubCRM20bLlVwQEfMXmzYn88stzNG1q3s4EJR0+fAF3908NS7t2i82277LyQgcHa3bsOM/48dvNFlNJatbDyqqnRkX50qOHB888s4eQkN/x9LRj5cogk8d1k6urHTt3DqSgoJhu3ZbRtOmXvP76Ji5dumq2GEoaPz6Q0aP9GDt2E489No/x47fx5puBvPSSv1n2X55yC6Bnz/oEBbmTnJxjhni0Vs/IYMyY0n/L7u4LjZYhQzZTXKywYsUpk8SjNVqr92jpnF0fj3bSc1nHZtWqLtSv70RExEZatPiZpKQcNm3qZnQOVJFCQqozd+5fBAVtIixs2416T4ih3mNvb8mGDaEoCnTqtJW2bWOwsbFgzZr26HQVH4/W6qhaas8oTx31pnHjmqAopq+Xaun46OPRVt5zO7Xb57QUi9bSs5bKCX082iortFbPuJ2a9fjypuWvvvoLd/cVhuXNNw+YPLabzNn2XR5qth+URt22b23lhVpLz1rKm//+O58JE07QsuVOAgJ2snlzBr/80pKmTfXpJCjIlejoADZsuEjr1rtp1WoXn32WRHFxxcXQu3dv/vzzTxYtWsSJEydYvXo1oaGhZGRkVNxOhArK0+GivFOQaJNML3KbixeNM/MJE6w4ebKYbduKAPj661tfdlKSwqRJ14iPd6RuXR2nT1d8QRAd/TfR0X/fdX2bNjVYtOgvtm1LuRHfcV544TFat67OmjVnKzSWX381vkA2adJRRo+uT1BQFY4evcKsWfpGvpCQaqW93SwuXjRuuJ4wIZCTJy+xbds5s+w/OjqR6OjEUtdlZ1/niSdWGL02duxm9u4dQO3aTpw7d8UM8Z0kOvqkyfcDEL1Vv9zNdyv1f+vco7PqrHn6vyFmuCZiZ2dF796NiIhYyfbt+t/c1Kk76dGjAaNH+/HOOztMuv9u3TYaPR88eAfp6f1o2bIq27enATBr1lFA30HD1KKjk4iOTrrnNteuFZGWlmfyWPTx3P23BTBuXAvefz+W1av1+dDAgdGkpY2iZ09vli2r+IYU7R0fbcVTWKiQllZ6j9RZs9IBCAkx/QndTWUdn6VLTxg9f+217Qwf/ji+vtXYvPnuZfA/4eBgwfffN2LEiJNMmlT7jvV5ecWkpZm+gtmt2xaj54MH7yY9vc+NvOcCAFFRLZk9+zgzZhw1bHfihOnLLIBffzX+biZN2szo0QEEBdXi6NF0s8RwO336vrOjjDmUlRd+910CAHXqmHhoqLtQsx52r3rq339fZdiwuvTvv4ctW/TpZsiQ/Rw79gSBgZWJjb1k8vjGjw/m3Llshg791fBaYmKWyfd7N23a1OSXX06ybt1pAJKSsunX7zFatzbPyBvlKbc8PR2YMyeE8PBfWLu2h4nj0Vo94yzR0Xc/l0tLM/6tRUTUY8uWZM6cMU/erDat1Xu0dM6uj0c76flex6ZhQ2eCg914/PGfOHr0MgCjR+8kNXUA/fo1YN68iv9tdev2u9HzwYP3kJ7ek5Ytq7B9ezpt21ajbl17WrT4jStX9HXZQYP2cOlSJJ06uRETk1ah8Witjqql9ozy1FEBmjevzOuvP0ZAwHpSU3tXaAy309Lx0cejrbzndmq3z2kpFq2lZy2VE/p4tFVWaK2ecTs16/HlTct5eUWkpeWbPJ7SmLPtuzzUbD+4nfpt39rKC7WWnrWUN//66wWj55Mm/cXo0V4EBbly9GgOUVGPMXt2EjNmnDZsc+JExaXzy5cvs337drZu3UpISAgAderUoXVr/SgjiYmJ1KtXjz///BM/Pz/DeypXrsyWLVsIDQ1l69atdOzYkU2bNjF+/HiOHj2Kn58fCxYsoHFj9UbAETK9yCPN2hqef96a+fOvl7re3h6GDLHm9Olizp0zfa/60uzadYGnn66Dp6c9AKGhHjRq5MyGDckm3a+FBfTtWwsHB0t278406b4elLW1Bc8/35T5800/KsCDcnGxpbhY4fLla2qH8sizsrLAysqC/HzjDP3q1ULatTPdEKV3c3PqkMxM7aaN0NCapKUN49ix5/nf/0KpUsW0owLcTb16Lnh4OLJp062Go+zs68TGphIcrM6w7aCd46NGPA0b2pKc7MOpU4/z3Xd1qV3b/NNNPShrawtGjvTh8uVrxMVdNNl+5s5twNq1l4iJKf2i64AB1UlPb82hQ35Mm1aHSpXMU2W7OTXYzbynenVbgoKqceFCPjt3PkFqai+2bu1C27bmH2nCwkJH376P4+Bgze7d5m+svalhw8okJ7/MqVMv8t13EdSurU4HB61Tsx52ez21ZcvK2NhYsGnTrY46x4/nkJSUR3BwVbPE9PTTDdm3L4Xly3uRljaOAweGMXy4n1n2XZpdu5Lp3LkODRtWBsDXtzrt2tVi/fozqsVUkk4H334bxkcfHeDoUXXPNbRaz7ipRo1KPPWUF/PmHVM7FE3RUj1MrXP20mgpPd+8Ky8/v8jwmqLoL2S1a2eead5u1XuuG2LSx3DrNr38/CKKixXatVPv5hIwXx31fpizPeP2OipApUqWLFnSljFj9qp2ce9e1G7v0VLeo6X2OS3EouX0rKVyArRRVpRGzXqGlurxpaVlgAED6pKe3ptDh55i2jQ/KlUy/dSkWqWl9gPttX1rKy/UcnpWM2/Wt6944OBgxe7dl6le3YagIFcuXLjOzp1BpKZ2YuvWQNq2rVxh+3R0dMTR0ZFVq1Zx7do/q0dNnDiRjz/+mH379mFlZcXQoUMrKErxYP7904vISBf30LOnFa6uOhYuNL7TdPRoa2bOtMPRUcexY0WEheVSoNJoJy+9tIuvvmpHcnJ/CgqKKS5WGDFiO9u3m2bYdh8fZ3bvDsXOzoKcnEIiI/8gIUGbd1T17NkQV1c7Fi48rHYopbK1tWTGjPYsXXqMK1dK79gjzCcn5zq7diXzzjttSEjIJC0tl379HiM42JOTJy+bNRadDj79tDU7dqRx5Ih5911e0dFJrFx5ijNnsmnQwIVp04JZv/5pgoN/NMuUAyW5u+sbkW6/yyAtLRd3d9PNoXsvWjo+5o4nNjaXwYOTOH78Gh4eVkye7MH27Y3w8UkgJ6cCx5mrYE89VZcffgjH3t6alJRcwsJWkZFhmhO8vn2r4e/vQKtWcaWuX7IknaSka5w/fx1fXwdmzKhD48aV6N3btBfU9HlPADt2XODIEX1nkPr19SOSTJniyxtvHODgwUsMHFiPmJjO+Pis5eRJ09cBfHxqsHv3MOzsrMjJuU5k5DISEtS52BAbe57Bg9dw/HgmHh6OTJ7cnu3bB+Lj8xU5OVKWl6RGPexu9VQ/PxeuXSsiK8u4wp6Wlo+7u61ZYqtfvzKjR7fkk09imTZtJ61aeTJ79hNcv17E4sXmb/SfPv0PnJ1tOHZsOEVFxVhaWjBx4u8sWXK07DebwfjxLSksVJg9u/R80py0WM8oadCgxly5UsDKlafL3vgRobV6mLnP2e9FS+n52LHLJCVd4cMPW/HCCzvIzS3k1Vd9qF3bEQ8Pe5PvX1/vacGOHemGes8ff2SQm1vIjBnNefvteHQ6mD69OVZWFnh4VDJ5TKUxZx31fpizPaO0OiroR2PbtSud1atNMzLdP6GF9h4t5T1aap9TOxatp2ctlROgfllRGrXrGVqpx98tLS9ZkkhSUi7nz1/F19eVGTNa0LixE717qzMFppq01n6gvbZv7eSFWk/PauTNPj6O7N4dfKN9pYjIyAMkJOQQGOgKwJQp3rzxxjEOHrzCwIGexMS0xsdnOydP/vNRgKysrFi4cCEjRozgiy++wN/fn5CQEJ577jl8fX3v67M++OADw2gZEyZM4KmnniI/Px87O3Vvjnx0XQXK03FJnal4K4J0uriHYcNsWL++kJQU4wrT998XsHFjER4eOt54w4bly+1p2zaXf9jp6oG89NLjBAXVoEePDSQl5dChgztz57bh/Pk8YmLOV/j+jh+/gp9fDC4u1vTpU5NFiwIICfldkx0vhg3zZf3606SkmHYO6AdhZWXB8uXd0elg9OgYtcMRN/znP2uZP78b58+/SGFhMQcOpLF0aQItW5p+Oo+S5s4NwsenMu3aaWP+wdIsW/aX4fHhwxnEx1/k9OlBhIbWNNl0DA8TrR0fc8YTHZ1teHzoEMTG5pGU5MOzz1Zm/nztzru3Zcvf+Pn9QLVqdowY8TjLl3clMPBH0tMrtpJXq5YNs2bVIyzsCNeuld4g8/XXt4auPnw4j5SU62ze7EP9+nacPm26Rva5c1vh4+NCu3YbDK9ZWOgnMP/yy79YuFB/Qe/gwUt07uzO0KENePvtgyaL56bjxy/i5/cFLi529OnTlEWLehISslCVjhfR0acMjw8dukBsbDJJSWN59tnHmD9f/YvDWqJGPexu9VQtsLDQsW9fChMnbgXg4ME0fHyqM2qUvyqdLp59tgkDBjSlf/81HDlyET+/Gnz6aWfOn89h8eIjZo+nJH//6rzySnP8/ZepGsfDYujQJnz//V9cu1ZU9saPCK3Vw8x9zv6wKCxU6NVrE/PmdeDSpYEUFhazaVMy69adQ6cz/f7nzm15o95z63z84sVrPPPMLj7/PICXX25IcbHC0qVn2b8/U5UOO2C+Our9MHd7Rml11B49atKpkxstWqw3+f7vl1bae7SU92ipfU7tWB629Kw2tcuK0qhdz9BKPb60tAzw9de3pvY4fPgyKSlX2by5C/XrO3L6tPp5gDlpsf1AO23f2soLJT3f6fjxXPz8duLiYkWfPu4sWuRLSEgsFjcG4v3yy3MsXKgfPevgwWw6d67K0KG1ePvtE/f41PLr3bs3Tz31FNu3b+ePP/5g/fr1zJw5k2+++YbQ0NByf07JThoeHvpRQS5cuICXl1eFxCnu179/ehHpdHEXXl46unSxpFevO09ks7MhO7uYkyfhjz+ucumSE5GRVvzwg3kTgp2dJdOmBRAZuYl16/TDbB86lImfX1XeeKOZSU6iCgoUTp3Sz8904MBlWrWqzCuveDNq1J8Vvq9/wsvLmS5d6tCr1yq1Q7nDzRPwOnWc6dTpRxnlQkNOn75MaOhS7O2tcXa2ITU1lx9+eJrTpy+bLYY5cwLp3r02HTqsJzlZnfkhH8SZM9mkp1/F29vF7I3Zqan64+TmZk9q6q3549zcHDh48MLd3mZWah4ftePJyirixIl8vL3Nczf5g8rLK+TUqSxOncoiNjaNEyf+w7BhTZk+fX+F7qdlS0fc3Gw4cMDP8JqVlY4OHZwZO9YDW9tdFN82IEhsrL5jo7e36TpdzJkTQPfuNenQYSPJybfqPikp+sdHjxpPg5KQkI2Xl3nuLCooKObUqUsAHDiQQqtWnrzyShCjRv1qlv3fS1bWNU6cyMTbu+KGUfw3UKsedrd66rJlf2Nra4mLi7XRaBdubnakppqn13RKSg5Hjxp3FEpIuEjv3k3Msv/bffRRKNOnx7JsmX4EncOHL1KnjgtvvRWkeqeL9u09qVHDnrNnBxtes7Ky4OOP2zFunB/16i0yazxarme0a+dBkyaV6dt3o6pxaJ2a9TA1ztnvRWvp+cCBDFq0+BlnZ2tsbCy5eDGfP/54mn37TNuxcs4cf7p396RDh81G9R6AjRvT8PZeS9WqNhQWKmRlFZCS8rRqDevmqqOWl7nbM+5WR+3UyZ0GDZy4fPkZo+1XrGjP9u3pdOy4yaRx3Y1W2nu0lPdoqX1O7VgehvSstXIC1Csrysvc9Qwt1OPvlpZLExur/568vZ3+9Repy6KF9gNttH1rKy98GNKzGnmzvn1Fv98DB7Jp1cqFV16pw/Tp+huyjh41/v8TEnLx8qrYkeHs7OwICwsjLCyMd955h+HDhzN58mS2b9ePNKIotzpFF9xlKgJr61tTXutu9NYrvr3hVZjRzelFyrPdw8k8E4Q/hIYMseHCBYW1a+/95ep0+sXW1vzda62tLbCxsbzjjouiomLDnammZmEBtrbaS0ZDhjTjwoU81q49VfbGZnTzBLxhQ1e6dPmJzEz1hwUVd8rLKyA1NRdXV1vCw+vyyy8ny35TBZgzJ5DISC86dYomMfHhOhGpWdOBqlXtSEkxf0eRM2eySEnJoXPnWz1UnZxsCAx0Z/fuFLPHUxo1j09pzBmPg4MFDRrYkpKi0jxcD8jCQmeYP7YixcRk4ePzJ35+Bw3L3r1X+P77dPz8Dt7R4QLAz08/VGBKimkabefMCSAysjadOsWQmJhrtC4xMZfk5DwaNzaed7RRIyeSkoy3NRdTfTcPwsHBmgYNKmvirj0t0Uo97GY9df/+S1y/XkznztUN6xo1cqROHXt27zbPCDw7d56jceMqRq81alSFpKSsu7zDtOztrVU9h7iXb789jq/vEvz8lhqW5OQcPvroT8LDfzF7PFquZwwb1oR9+y4QH6/dkaS0QM16mBbO2UvSanrOzi7g4sV8vL2dCQioxi+/JJlsX3Pm+BMZWZNOnbbcUe8pKSPjOllZBXTsWIMaNexYvVobo5KoWQ8yd3vGveqo06cfwdd3LX5+6wwLwKuvHmDIkN0mjetutNTeo6W8Ryv1QrVjeVjSs1bLCTBvWXE/zF3PULsef6+0XBo/P/050M0bOh5lWmo/UK/tW1t54cOSnrWQN+vroBYkJl4lOTmfxo2NpzVp1MiBpCTTHpemTZuSm5tL9er6tp2UlFv/+8GDB026b1FRCu9jeTjJSBel0OlgyBBrFi0qoKjEKK316uno29eaDRsKSU9XqFXLggkTbLh6VWHdOtMkAgcHK7y9b13oqFfPiebNq5CZeY1z53LZujWFjz5qzdWrRSQlXSEkxIOBAxvy2muxFR7LtGmPs359KmfPXsXJyYr+/WsTGlqd8PCdALi52eLuboe3t37+92bNnLlypZCzZ/O4dMl8F9v0358PixYdpqjIvEOAOjhY4+3tanher54LzZtXJzMzn5SUXH76qTv+/m507/4zlpY63Nz0dwlnZuZTUGD6Hnb6+G41+NerV5nmzd3IzLzKuXPZ93jnA+zLHrzr3nperzY0bwqZl+HceajsAl41wdNNv75xA/3f1HRIS9c/dqsO7tVvfU6zJnAlB84mwyUTXKN44om66HQ6jh/PxNvblY8+CuXYsUwWLDD9sN9z5wbRv399IiJiuHKlEDc3fc/QrKzr5OfrMyI3t0q4u1fC29sJgGbNXG/8xnK4dKliL8bq04qL4Xm9es40b16NzMx8MjOvMXlya1asOElqah4NGrgwc2ZbTp68zG+/meak916/rXPnrvDpp38yaVIgf/11iTNnsnnvvTacP5/DqlWmOWnQ5vHRRjwffVSTNWuySEq6jqenNVOnelBUpLB0qX6kAjc3K9zdrQ0jXzRrZseVK8WcPXudS5dMMzT6vY5PRkY+Eye2YvXq06Sk5FGtmh1jxvhSs6YDP/5Y8eknJ6eII0eMG2Nyc4vJyCjkyJE86te3o3//aqxbd4mMjEJ8fR2IiqrLtm1ZHDpU8Y04c+e2on//ukREbOPKlQLc3PRzGmZlFRjyno8+OsrUqb7ExV3i4MFLDBpUnyZNnOnTx/RzWE6b1pn16//i7NksnJxs6d+/GaGhdQkP/87k+y7NRx91Zs2av0hKysLT05GpUztQVFTM0qXmmT+3rLywcmU7vLyc8PTU18UaN9bfQZOamnvH3J+molY97F711OzsQubNS+STT3zJzLxOdnYhc+Y0Z9euDGJjL5klvqioPezaNYi33mrD8uUJtG7tyciRLRg5Up2pxNasOcnEicGcPZvNkSMXadHCjddea8X8+eaZ6uRe+fK5czl3XKgqKCgmNTWXEycumzAe1xLxqF3PsCrl+FS9cQ6ob6R1crLmmWca8Prru0wSg5Zpqd6jj0c75+z6eLSTnss6Nn361CM9PZ+zZ3No1qwys2YFs2pVEhs3Jld4LKCfUqR/fy8iInbcOOe6s94zeHA9EhKySU/PJzi4GrNmtSAq6gQnTlT8lKpaqqPeise1RDzqtWeUVUdNS8snLe3OTg1nz+aW66LJg9DS8dHHo628pzRqts9pKRatpWctlRP6eLRVVmitnnE7NevxZaXl+vUd6d+/LuvWnScj4xq+vq5ERbVk27Y0Dh26bPL4wLxt32VRu/2gNOq2fWsrL9RaetZS3jxtWiPWr0/n7Nl8nJws6d/fk9DQKoSH7wXgo4/OMHWqN3FxVzh4MJtBg2rSpIkDffpUzGj4GRkZPPPMMwwdOhRfX1+cnJzYt28fM2fOJCIigkqVKhEUFMT06dOpV68eFy5cYNKkSRWyb2FqBZRvpIuH6+bNkqTTRSm6dLGkTh0L5s83/mLz86F9e0vGjbOhcmUdaWkKv/9eRJs2eaSnm6bCHhBQna1bnzI8j4oKAmDhwhMMGfI7zz23mQ8/bMX334dSpYotSUk5TJy4jy++SKjwWGrUsGXx4gA8POzIyiogPj6b8PCdbNqkH8Jo1Kj6TJnymGH77dtDABg8eB+LFp2t8HjupkuXutSp42K2RuOSAgLc2Lr1WcPzqKhQABYuPMKUKbuJiPAGIC5uoNH7QkOXs22b6YegCwjwZOvWwSXiC78R30GGDKnYOwcDfGHr8lvPoybr/y78EYa8Dk+HwcJPbq1fNlf/d0oUTI3SPx71PEx59dY223/S/x38Giz6qULDBcDFxZYPP+xArVpOZGbms2LFCSZO/J3CQtN3iHnxRf3w4tu2dTN6ffDgHSxapK88jRrVmClT/Azrtm9/8o5tKkpAQA22bu1leB4V1R6AhQsTGD16C76+VRk0qAmurracP5/Lhg1neeedP7h+3TTH6l6/rSFDfmPmzL04OFjz1VdhuLrasmNHMl27rjTZ/ObaOz7aiadWLWuWLq1L1apWpKcXsmNHDkFBx7l4Ud85cdSo6kyZ4mHYfvv2xgAMHpzIokWZFR4P3Pv4jBq1hSZNKjNo0JNUq1aJjIyr7N17gfbtV3D0qGniuZfr14vp0sWVceM8cXCw5Ny5a6xYkcH775umjHjxxUYAbNsWZvT64MG7WbRIP2TgrFnHsbOzJCqqJVWq2BIXd4mwsM1mGUqxRg0HFi+OxMPDkaysa8THpxEe/h2bNp02+b5LU6uWE0uX9qRq1Uqkp+exY8c5goIWcvGieTo0lJUXPv10fRYu7GpYv2xZdwCmTNnN1KnmuUtOrXpYWfXUV1+Np7hYYcWKIGxtLfjttzRefPGg2eLbty+FyMif+PDDjvz3v+05c+Yy48ZtZMkSdabyeOmlGN57rx3/+18YNWrYc/58Dl9+eZB33zXPBfx75ctDhph/SHht1jMiSsTT9kY8xxgyZAsAzz3njU4HS5ea5640LdFSvUcfj3bO2fXxaCc9l3VsPDzs+eSTQNzcKpGSksfixSd57z3TTV364ov68/Ft2zoZvT54cCyLFiUC0LixEx9+2IwqVWxITMzjgw+OEhVVMXNT305rdVQttWeUp45qblo6Pvp4tJX3lEbN9jktxaK19KylckIfj7bKCq3VM26nZj2+rLSsb89wZ9y4Jjg4WHHuXC4rVpzj/ffN97szZ9t3WdRuPyiNum3f2soLtZaetZQ316hhw+LFviXaV64QHr6XTZv0IyzOmpWInZ0FUVFNqFLFmri4K4SF7eX06YpJ246OjgQGBhIVFcWpU6coKCigdu3ajBgxgrfffhuA+fPnM2zYMFq2bEnjxo2ZOXMmTzzxRIXsX5hSeUexeHhHutApJSe++ZdKSUnhq6++YuTIkXh6OpT9BhNSlFs9d3W6b1SMRE9Rhhse63QrVYxET1FuVWp1upkqRqKnKG8aHut0n9xjS/OIjw9j5cqV9OrVC19fLXxfkw2PdV732NBMlBJ9e7SXfhaqFwgQH9+yRNrZqmosAIrykuGxFn5bivKa4bFON0fFSPSMj4/68cTHh5ZIP+r3NFUUf8NjLRwf4+9rp4qR6ClKW8Njne57FSMBRRlgeKzTTVUxEr34+F4l0vJqtcNBUSYaHmsvL9RaOap+vSc+vqGG04/Wvi9182at1TOM6/A71A4HRRlteJyXp/7UZ/b29obHaqcduD39aO2cXWvp2Xx3zN+N8fFZpmIkoCh9DY+1l5a1lnbi1Q7ntnqq+sfHuB6mtbxH/XpGfHy3Eulnvdrh3FbvUfecC7SVnrWdltXPm43bVyQt305rbQhGbd+6D1SMRC8+/mlJP3dhnHa0lpa1Vs9QP+2cP+9nuGbr4eFR9hvEQy07OxsXFxfgJ8C+rM2BPKAPWVlZODs7l7m1lshIF0IIIYQQQgghhBBCCCGEEEIIIYQwgX//SBfS6UIIIYQQQgghhBBCCCGEEEIIIYQQJlBwYynPdg8n6XQhhBBCCCGEEEIIIYQQQgghhBBCCBOQThdCCCGEEEIIIYQQQgghhBBCCCGEEA9AphcRQgghhBBCCCGEEEIIIYQQQgghhHgAhZRvFAvpdCGEEEIIIYQQQgghhBBCCCGEEEIIUYKMdCGEEEIIIYQQQgghhBBCCCGEEEII8QAKKF+3hPKMhqFN0ulCCCGEEEIIIYQQQgghhBBCCCGEECYgI10IIYQQQgghhBBCCCGEEEIIIYQQQjyAQso3ioV0uhBCCCGEEEIIIYQQQgghhBBCCCGEKEFGuhBCCCGEEEIIIYQQQgghhBBCCCGEeAAFgGU5t3s46RRFUdQOwtRSUlL46quviIyMpHr16mqHI8QD++uvv9iyZQsdO3akYcOGaocjHiKSdsQ/IelH/FtIWhb/hKQf8aAk7Yh/E0nP4kFJ2hH/hKQf8W8haVn8E5J+xL9Feno6P//8MyNHjsTDw0PtcISJZWdn4+LiArwK2JbjHdeAKLKysnB2djZtcBXskeh0kZWVxdy5cykoeHh7xwghhBBCCCGEEEIIIYQQQgghxMPM2tqaMWPG3LgYL/7N8vPzqVevHqmpqeV+j7u7O2fOnMHOzs6EkVW8R6LTBeg7XuTl5akdhhD/WGFhIVZWMjOQuH+SdsQ/IelH/FtIWhb/hKQf8aAk7Yh/E0nP4kFJ2hH/hKQf8W8haVn8E5J+xL+Fvb29dLh4hOTn53P9+vVyb29jY/PQdbiAR6jThRBCCCGEEEIIIYQQQgghhBBCCCFERbJQOwAhhBBCCCGEEEIIIYQQQgghhBBCiIeRdLoQQgghhBBCCCGEEEIIIYQQQgghhHgA0ulCCCGEEEIIIYQQQgghhBBCCCGEEOIBSKcLIcS/mk6nY9WqVWqHIYQQQgghhLgPUo8XQgghhBBCCCHEw0I6XfzLDR48mJ49e6odhhD/yODBg9HpdHcsJ0+eVDs0oWE3082oUaPuWDdmzBh0Oh2DBw82f2DiobN7924sLS156qmn1A5FiPsi+aCoKHJOISqCpCPxMJP6oHhQ6enpjB49Gi8vL2xtbXF3dyc8PJydO3eqHZp4SJw7d46hQ4fi6emJjY0NderU4ZVXXiEjI6Nc79+6dSs6nY7Lly+bNlAh7uLmeen06dONXl+1ahU6nU6lqMTDoOQ1AWtra9zc3AgLC2P+/PkUFxerHZ4QQtxBOl0IIR4KXbt2JSUlxWipV6+e2mEJjatduzY//PADV69eNbyWn5/PkiVL8PLy+kefXVBQ8E/DEw+JefPm8dJLL/H7779z/vz5f/RZRUVFcmIozMqU+aAQQgjxqKjI+qB4tPTu3Zs///yTRYsWceLECVavXk1oaGi5L5iLR9vp06cJCAjgr7/+YunSpZw8eZIvvviCmJgYgoODyczMVDtEIcrFzs6OGTNmcOnSJbVDEQ+Zm9cEEhMTWb9+PR07duSVV16he/fuFBYWqh2eEEIYkU4Xj5Do6GjatWuHq6srVatWpXv37pw6dcqwPjExEZ1Ox8qVK+nYsSP29vY0b96c3bt3qxi1EHo37wgpuVhaWvLLL7/g7++PnZ0d9evXZ+rUqXdUuFJSUujWrRuVKlWifv36/PTTTyr9F8Lc/P39qV27NitXrjS8tnLlSry8vGjRooXhtfLmj8uWLSMkJAQ7Ozu+//57s/4vQh05OTksW7aM0aNH89RTT7Fw4ULDupt3DK1duxZfX1/s7OwICgri8OHDhm0WLlyIq6srq1evpmnTptja2nL27FkV/hPxqKqofLBTp06MHTvW6LPT09OxsbEhJibG9P+I0Iy6devy6aefGr3m5+fHlClTDM91Oh3ffPMNkZGR2Nvb07BhQ1avXm3eQIWmlScdCaEV96oP3qzrlVTanbvvv/8+NWrUwMnJieHDhzNhwgT8/PxMH7xQ1eXLl9m+fTszZsygY8eO1KlTh9atW/PWW2/x9NNPG7YZPnw41atXx9nZmU6dOhEXF2f4jClTpuDn58eXX35J7dq1sbe359lnnyUrK0utf0uY0ZgxY7CxsWHDhg2EhITg5eVFt27d2LRpE8nJyUycOBGAa9euMX78eGrXro2trS3e3t7MmzePxMREOnbsCEDlypVlpDuhmi5duuDu7s6HH354121WrFjB448/jq2tLXXr1uXjjz82rHv77bcJDAy84z3Nmzfn3XffNUnMQhtuXhOoWbMm/v7+vP322/zyyy+sX7/eUCcrqywFWLNmDa1atcLOzo5q1aoRGRmpwn8jhPi3k04Xj5Dc3Fxee+019u3bR0xMDBYWFkRGRt5xx+3EiRN54403OHjwII0aNaJfv37Sa1Bo0vbt2xk4cCCvvPIKR48e5csvv2ThwoV88MEHRtu988479O7dm7i4OAYMGMBzzz1HQkKCSlELcxs6dCgLFiwwPJ8/fz5Dhgwx2qa8+eOECRN45ZVXSEhIIDw83CzxC3UtX76cJk2a0LhxY55//nnmz5+PoihG2/zf//0fH3/8MXv37qV69er06NHDaCSUvLw8ZsyYwTfffMORI0eoUaOGuf8N8YiriHxw+PDhLFmyhGvXrhne891331GzZk06depknn9EPFSmTp3Ks88+S3x8PE8++SQDBgyQuzGFEA+l8tQH7+X777/ngw8+YMaMGezfvx8vLy8+//xzE0YstMLR0RFHR0dWrVplVIcq6ZlnnuHChQusX7+e/fv34+/vT+fOnY3KzJMnT7J8+XLWrFlDdHQ0f/75Jy+++KK5/g2hkszMTH777TdefPFFKlWqZLTO3d2dAQMGsGzZMhRFYeDAgSxdupTZs2eTkJDAl19+iaOjI7Vr12bFihUAHD9+nJSUFGbNmqXGvyMecZaWlkybNo05c+bw999/37F+//79PPvsszz33HMcOnSIKVOm8M477xguqg8YMIA9e/YY3Rhw5MgR4uPj6d+/v7n+DaERnTp1onnz5oabS8oqS9euXUtkZCRPPvkkf/75JzExMbRu3VrNf0EI8W+liH+1QYMGKREREaWuS09PVwDl0KFDiqIoypkzZxRA+eabbwzbHDlyRAGUhIQEc4QrRKkGDRqkWFpaKg4ODoalT58+SufOnZVp06YZbfvtt98qHh4ehueAMmrUKKNtAgMDldGjR5sldqGem/nfhQsXFFtbWyUxMVFJTExU7OzslPT0dCUiIkIZNGhQqe+9W/746aefmvE/EFrQpk0bw/deUFCgVKtWTdmyZYuiKIqyZcsWBVB++OEHw/YZGRlKpUqVlGXLlimKoigLFixQAOXgwYNmj12IiswHr169qlSuXNmQthVFUXx9fZUpU6aY418RKit5TlGnTh0lKirKaH3z5s2VyZMnG54DyqRJkwzPc3JyFEBZv369GaIVWvUg6ejnn382W3xC3M296oMLFixQXFxcjLb/+eeflZLNbYGBgcqYMWOMtmnbtq3SvHlzU4YtNOKnn35SKleurNjZ2Slt2rRR3nrrLSUuLk5RFEXZvn274uzsrOTn5xu9p0GDBsqXX36pKIqiTJ48WbG0tFT+/vtvw/r169crFhYWSkpKivn+EWF2f/zxxz3Lwk8++UQBlNjYWAVQNm7cWOp2N89bL126ZLpghbiHknXAoKAgZejQoYqiGJeX/fv3V8LCwoze93//939K06ZNDc+bN2+uvPvuu4bnb731lhIYGGji6IWa7nVtq2/fvspjjz1WrrI0ODhYGTBggKnDFUIIRUa6eIT89ddf9OvXj/r16+Ps7EzdunUB7hjm3NfX1/DYw8MDgAsXLpgtTiFK07FjRw4ePGhYZs+eTVxcHO+++67h7hFHR0dGjBhBSkoKeXl5hvcGBwcbfVZwcLCMdPEIqV69umEY4AULFvDUU09RrVo1o23Kmz8GBASYK2yhAcePH2fPnj3069cPACsrK/r27cu8efOMtiuZx1SpUoXGjRsb5TE2NjZGZasQ5lYR+aCdnR3/+c9/mD9/PgAHDhzg8OHDMjyxuKuS+Z6DgwPOzs5yTiGEeOiUtz5Y1mfcfjel3F356Ojduzfnz59n9erVdO3ala1bt+Lv78/ChQuJi4sjJyeHqlWrGrVrnDlzxuhubi8vL2rWrGl4HhwcTHFxMcePH1fjXxJmppQxsk5iYiKWlpaEhISYKSIhHtyMGTNYtGjRHe2yCQkJtG3b1ui1tm3b8tdff1FUVAToR7tYsmQJoP9dLF26lAEDBpgncKE5iqKg0+nKVZYePHiQzp07qxyxEOJRYKV2AMJ8evToQZ06dfj666/x9PSkuLgYHx8frl+/brSdtbW14fHNeUhvH2JfCHNzcHDA29vb6LWcnBymTp1Kr1697tjezs7OXKGJh8DQoUMZO3YsAHPnzr1jfXnzRwcHB7PEK7Rh3rx5FBYW4unpaXhNURRsbW357LPPyv05lSpVumNebyHMrSLyweHDh+Pn58fff//NggUL6NSpE3Xq1DHb/yC0wcLC4o7G/5JTKt1U8pwC9OcVck4hbipvOhJCbWXVByUti/Kws7MjLCyMsLAw3nnnHYYPH87kyZN58cUX8fDwYOvWrXe8x9XV1exxCm3x9vZGp9ORkJBAZGTkHesTEhKoXLnyHVOPCKFlHTp0IDw8nLfeeuu+O/D369eP8ePHc+DAAa5evcq5c+fo27evaQIVmpeQkEC9evXIyckpsyyVfFIIYS7S6eIRkZGRwfHjx/n6669p3749ADt27FA5KiH+GX9/f44fP35HZ4zb/fHHHwwcONDoeYsWLUwdntCQrl27cv36dXQ6HeHh4UbrJH8UpSksLGTx4sV8/PHHPPHEE0brevbsydKlS2nSpAmgz1O8vLwAuHTpEidOnOCxxx4ze8xC3EtF5IPNmjUjICCAr7/+miVLltxX5yPx71G9enVSUlIMz7Ozszlz5oyKEYmHkaQj8TAoT32wTp06XLlyhdzcXEMH7YMHDxpt27hxY/bu3Wt0Trp3716Txy+0q2nTpqxatQp/f39SU1OxsrIyjDJWmrNnz3L+/HlD558//vgDCwsLGjdubKaIhRqqVq1KWFgY//vf/3j11VeNLhqmpqby/fffM3DgQJo1a0ZxcTHbtm2jS5cud3yOjY0NgGG0ACHUNn36dPz8/IzysMcee4ydO3cabbdz504aNWqEpaUlALVq1SIkJITvv/+eq1evEhYWRo0aNcwau9CGzZs3c+jQIV599VVq1apVZlnq6+tLTEwMQ4YMMW+gQohHjnS6eERUrlyZqlWr8tVXX+Hh4cHZs2eZMGGC2mEJ8Y/897//pXv37nh5edGnTx8sLCyIi4vj8OHDvP/++4btfvzxRwICAmjXrh3ff/89e/bsua/hYMXDz9LS0jB04c2TtZskfxSl+fXXX7l06RLDhg3DxcXFaF3v3r2ZN28eH330EQDvvvsuVatWxc3NjYkTJ1KtWjV69uypQtRC3F1F5YPDhw9n7NixODg4lHrHnfj369SpEwsXLqRHjx64urry3//+9440JURZJB2Jh0F56oO//fYb9vb2vP3227z88svExsaycOFCo21feuklRowYQUBAAG3atGHZsmXEx8dTv359M/43Qg0ZGRk888wzDB06FF9fX5ycnNi3bx8zZ84kIiKCLl26EBwcTM+ePZk5cyaNGjXi/PnzrF27lsjISMP0lnZ2dgwaNIj/9//+H9nZ2bz88ss8++yzuLu7q/wfClP77LPPaNOmDeHh4bz//vvUq1ePI0eO8H//93/UrFmTDz74gCpVqjBo0CCGDh3K7Nmzad68OUlJSVy4cIFnn32WOnXqoNPp+PXXX3nyySepVKkSjo6Oav9r4hHWrFkzBgwYwOzZsw2vvf7667Rq1Yr33nuPvn37snv3bj777DP+97//Gb13wIABTJ48mevXrxMVFWXu0IUKrl27RmpqKkVFRaSlpREdHc2HH35I9+7dGThwIBYWFmWWpZMnT6Zz5840aNCA5557jsLCQtatW8f48ePV/veEEP8yFmoHIEyruLgYKysrLCws+OGHH9i/fz8+Pj68+uqrhotFQjyswsPD+fXXX9mwYQOtWrUiKCiIqKioO4Y6nzp1Kj/88AO+vr4sXryYpUuX0rRpU5WiFmpxdnbG2dn5jtclfxSlmTdvHl26dLmjgR30jez79u0jPj4e0N+l8corr9CyZUtSU1NZs2aN4W4iIbSkIvLBfv36YWVlRb9+/WQqr0fIzXMKgLfeeouQkBC6d+/OU089Rc+ePWnQoIHKEYqHgaQj8bApT33w77//5rvvvmPdunU0a9aMpUuXMmXKFKNtBwwYwFtvvcUbb7yBv78/Z86cYfDgwVKOPgIcHR0JDAwkKiqKDh064OPjwzvvvMOIESP47LPP0Ol0rFu3jg4dOjBkyBAaNWrEc889R1JSEm5ubobP8fb2plevXjz55JM88cQT+Pr63nEhUvw7NWzYkH379lG/fn2effZZGjRowMiRI+nYsSO7d++mSpUqAHz++ef06dOHF198kSZNmjBixAhyc3MBqFmzJlOnTmXChAm4ubkZphwUQk3vvvuu0dSD/v7+LF++nB9++AEfHx/++9//8u67794xBUmfPn3IyMggLy9PbnZ5RERHR+Ph4UHdunXp2rUrW7ZsYfbs2fzyyy9YWlqWqywNDQ3lxx9/ZPXq1fj5+dGpUyf27Nmj8n8mhPg30im3Tz4p/lW6du2Kt7e3DP8shBBCVLCtW7fSsWNHLl26JHMui0dGYmIiDRo0YO/evfj7+6sdjjATOacQFUHSkRC3hIWF4e7uzrfffqt2KELjpkyZwqpVq+6YtkYIIYQQQgihLTK9yL/UpUuX2LlzJ1u3bmXUqFFqhyOEEEIIIR5iBQUFZGRkMGnSJIKCgqTDxSNCzilERZB0JB51eXl5fPHFF4SHh2NpacnSpUvZtGkTGzduVDs0IYQQQgghhBAVRDpd/EsNHTqUvXv38vrrrxMREaF2OEIIIYQQ4iG2c+dOOnbsSKNGjfjpp5/UDkeYiZxTiIog6Ug86m4Oe/3BBx+Qn59P48aNWbFiBV26dFE7NCGEEEIIIYQQFUSmFxFCCCGEEEIIIYQQQgghhBBCCCGEeAAWagcghBBCCCGEEEIIIYQQQgghhBBCCPEwkk4XQgghhBBCCCGEEEIIIYQQQgghhBAPQDpdCCGEEEIIIYQQQgghhBBCCCGEEEI8AOl0IYQQQgghhPWFsaEAAAB2SURBVBBCCCGEEEIIIYQQQgjxAKTThRBCCCGEEEIIIYQQQgghhBBCCCHEA5BOF0IIIYQQQgghhBBCCCGEEEIIIYQQD0A6XQghhBBCCCGEEEIIIYQQQgghhBBCPADpdCGEEEIIIYQQQgghhBBCCCGEEEII8QD+P70x5zxVFHyqAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2500x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:25.501486Z",
     "iopub.status.busy": "2024-06-16T12:23:25.501271Z",
     "iopub.status.idle": "2024-06-16T12:23:25.683920Z",
     "shell.execute_reply": "2024-06-16T12:23:25.683442Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:25.686131Z",
     "iopub.status.busy": "2024-06-16T12:23:25.685792Z",
     "iopub.status.idle": "2024-06-16T12:23:25.982186Z",
     "shell.execute_reply": "2024-06-16T12:23:25.981662Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:25.984471Z",
     "iopub.status.busy": "2024-06-16T12:23:25.984113Z",
     "iopub.status.idle": "2024-06-16T12:23:26.320180Z",
     "shell.execute_reply": "2024-06-16T12:23:26.319628Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:26.322526Z",
     "iopub.status.busy": "2024-06-16T12:23:26.322081Z",
     "iopub.status.idle": "2024-06-16T12:23:26.450911Z",
     "shell.execute_reply": "2024-06-16T12:23:26.450479Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:26.453053Z",
     "iopub.status.busy": "2024-06-16T12:23:26.452724Z",
     "iopub.status.idle": "2024-06-16T12:23:26.665604Z",
     "shell.execute_reply": "2024-06-16T12:23:26.665118Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:26.667778Z",
     "iopub.status.busy": "2024-06-16T12:23:26.667600Z",
     "iopub.status.idle": "2024-06-16T12:23:26.911215Z",
     "shell.execute_reply": "2024-06-16T12:23:26.910688Z"
    },
    "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 > 10].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\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:26.913370Z",
     "iopub.status.busy": "2024-06-16T12:23:26.913183Z",
     "iopub.status.idle": "2024-06-16T12:23:26.924932Z",
     "shell.execute_reply": "2024-06-16T12:23:26.924406Z"
    },
    "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",
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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
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  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8af1def8",
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2024-06-16T12:23:26.926701Z",
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     "shell.execute_reply": "2024-06-16T12:23:26.932516Z"
    },
    "tags": [
     "remove-input"
    ]
   },
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       "        // Define the table data\n",
       "        const data = [[\"CWE-79\", 4518], [\"NVD-CWE-noinfo\", 4161], [\"Missing_Data\", 3278], [\"CWE-89\", 1981], [\"CWE-787\", 1898], [\"CWE-352\", 1151], [\"CWE-125\", 883], [\"NVD-CWE-Other\", 768], [\"CWE-22\", 722], [\"CWE-862\", 711], [\"CWE-416\", 525], [\"CWE-120\", 513], [\"CWE-434\", 503], [\"CWE-78\", 502], [\"CWE-77\", 450], [\"CWE-20\", 403], [\"CWE-287\", 340], [\"CWE-863\", 288], [\"CWE-94\", 263], [\"CWE-476\", 241], [\"CWE-400\", 230], [\"CWE-502\", 222], [\"CWE-918\", 217], [\"CWE-190\", 197], [\"CWE-269\", 192], [\"CWE-668\", 184], [\"CWE-601\", 178], [\"CWE-798\", 174], [\"CWE-306\", 162], [\"CWE-362\", 150], [\"CWE-732\", 146], [\"CWE-74\", 144], [\"CWE-119\", 141], [\"CWE-532\", 135], [\"CWE-770\", 134], [\"CWE-427\", 134], [\"CWE-200\", 128], [\"CWE-276\", 127], [\"CWE-611\", 125], [\"CWE-522\", 120], [\"CWE-312\", 119], [\"CWE-639\", 114], [\"CWE-295\", 110], [\"CWE-203\", 104], [\"CWE-284\", 100], [\"CWE-319\", 96], [\"CWE-121\", 95], [\"CWE-307\", 86], [\"CWE-1333\", 81], [\"CWE-367\", 79], [\"CWE-843\", 79], [\"CWE-401\", 78], [\"CWE-755\", 71], [\"CWE-59\", 70], [\"CWE-345\", 68], [\"CWE-617\", 66], [\"CWE-209\", 64], [\"CWE-613\", 63], [\"CWE-404\", 59], [\"CWE-835\", 58], [\"CWE-754\", 56], [\"CWE-326\", 56], [\"CWE-552\", 55], [\"CWE-347\", 55], [\"CWE-1236\", 54], [\"CWE-327\", 54], [\"CWE-415\", 51], [\"CWE-311\", 48], [\"CWE-824\", 44], [\"CWE-426\", 40], [\"CWE-330\", 39], [\"CWE-665\", 39], [\"CWE-697\", 38], [\"CWE-116\", 38], [\"CWE-384\", 36], [\"CWE-129\", 36], [\"CWE-1321\", 35], [\"CWE-122\", 35], [\"CWE-1021\", 33], [\"CWE-290\", 33], [\"CWE-428\", 32], [\"CWE-369\", 31], [\"CWE-667\", 30], [\"CWE-346\", 30], [\"CWE-610\", 29], [\"CWE-521\", 29], [\"CWE-281\", 28], [\"CWE-444\", 28], [\"CWE-294\", 27], [\"CWE-640\", 26], [\"CWE-134\", 24], [\"CWE-908\", 24], [\"CWE-354\", 22], [\"CWE-674\", 22], [\"CWE-285\", 22], [\"CWE-922\", 21], [\"CWE-494\", 20], [\"CWE-1284\", 19], [\"CWE-670\", 18], [\"CWE-436\", 18], [\"CWE-829\", 17], [\"CWE-88\", 16], [\"CWE-1188\", 15], [\"CWE-459\", 15], [\"CWE-191\", 14], [\"CWE-252\", 14], [\"CWE-338\", 13], [\"CWE-425\", 13], [\"CWE-662\", 12], [\"CWE-916\", 12], [\"CWE-91\", 11], [\"CWE-913\", 11], [\"CWE-682\", 11], [\"CWE-834\", 10], [\"CWE-763\", 10], [\"CWE-704\", 10], [\"CWE-131\", 10], [\"CWE-331\", 10], [\"CWE-917\", 9], [\"CWE-80\", 9], [\"CWE-24\", 9], [\"CWE-407\", 9], [\"CWE-29\", 9], [\"CWE-256\", 8], [\"CWE-193\", 8], [\"CWE-924\", 7], [\"CWE-212\", 6], [\"CWE-565\", 6], [\"CWE-470\", 5], [\"CWE-912\", 5], [\"CWE-681\", 5], [\"CWE-706\", 5], [\"CWE-776\", 5], [\"CWE-117\", 5], [\"CWE-36\", 5], [\"CWE-669\", 5], [\"CWE-305\", 5], [\"CWE-73\", 5], [\"CWE-208\", 5], [\"CWE-259\", 5], [\"CWE-772\", 4], [\"CWE-321\", 4], [\"CWE-23\", 4], [\"CWE-703\", 4], [\"CWE-288\", 4], [\"CWE-289\", 4], [\"CWE-749\", 4], [\"CWE-457\", 4], [\"CWE-1320\", 4], [\"CWE-275\", 4], [\"CWE-840\", 4], [\"CWE-90\", 3], [\"CWE-359\", 3], [\"CWE-672\", 3], [\"CWE-614\", 3], [\"CWE-942\", 3], [\"CWE-1263\", 3], [\"CWE-204\", 3], [\"CWE-267\", 3], [\"CWE-15\", 3], [\"CWE-248\", 3], [\"CWE-150\", 3], [\"CWE-178\", 2], [\"CWE-1386\", 2], [\"CWE-328\", 2], [\"CWE-693\", 2], [\"CWE-113\", 2], [\"CWE-473\", 2], [\"CWE-308\", 2], [\"CWE-272\", 2], [\"CWE-366\", 2], [\"CWE-1220\", 2], [\"CWE-98\", 2], [\"CWE-841\", 2], [\"CWE-126\", 2], [\"CWE-250\", 2], [\"CWE-280\", 2], [\"CWE-268\", 2], [\"CWE-130\", 2], [\"CWE-523\", 2], [\"CWE-1274\", 2], [\"CWE-379\", 2], [\"CWE-1336\", 2], [\"CWE-420\", 2], [\"CWE-273\", 2], [\"CWE-201\", 2], [\"CWE-839\", 1], [\"CWE-540\", 1], [\"CWE-303\", 1], [\"CWE-1018\", 1], [\"CWE-1390\", 1], [\"CWE-402\", 1], [\"CWE-93\", 1], [\"CWE-825\", 1], [\"CWE-1285\", 1], [\"CWE-837\", 1], [\"CWE-278\", 1], [\"CWE-822\", 1], [\"CWE-497\", 1], [\"CWE-266\", 1], [\"CWE-636\", 1], [\"CWE-265\", 1], [\"CWE-349\", 1], [\"CWE-1049\", 1], [\"CWE-149\", 1], [\"CWE-316\", 1], [\"CWE-1393\", 1], [\"CWE-197\", 1], [\"CWE-550\", 1], [\"CWE-567\", 1], [\"CWE-538\", 1], [\"CWE-231\", 1], [\"CWE-242\", 1], [\"CWE-114\", 1], [\"CWE-1392\", 1], [\"CWE-1077\", 1], [\"CWE-1241\", 1], [\"CWE-836\", 1], [\"CWE-645\", 1], [\"CWE-612\", 1], [\"CWE-112\", 1], [\"CWE-915\", 1], [\"CWE-167\", 1], [\"CWE-372\", 1], [\"CWE-263\", 1], [\"CWE-833\", 1], [\"CWE-590\", 1], [\"CWE-75\", 1], [\"CWE-325\", 1], [\"CWE-323\", 1], [\"CWE-664\", 1], [\"CWE-547\", 1], [\"CWE-911\", 1], [\"CWE-1103\", 1], [\"CWE-76\", 1], [\"CWE-115\", 1], [\"CWE-788\", 1], [\"CWE-202\", 1], [\"CWE-261\", 1], [\"CWE-335\", 1], [\"CWE-35\", 1], [\"CWE-760\", 1], [\"CWE-313\", 1], [\"CWE-1282\", 1], [\"CWE-641\", 1], [\"CWE-337\", 1], [\"CWE-1230\", 1], [\"CWE-28\", 1], [\"CWE-232\", 1], [\"CWE-95\", 1], [\"CWE-1286\", 1], [\"CWE-799\", 1], [\"CWE-264\", 1], [\"CWE-526\", 1], [\"CWE-87\", 1], [\"CWE-353\", 1], [\"CWE-644\", 1], [\"CWE-471\", 1], [\"CWE-297\", 1], [\"CWE-1270\", 1], [\"CWE-1385\", 1], [\"CWE-830\", 1], [\"CWE-377\", 1], [\"CWE-260\", 1], [\"CWE-544\", 1], [\"CWE-378\", 1], [\"CWE-789\", 1], [\"CWE-539\", 1], [\"CWE-823\", 1], [\"CWE-691\", 1], [\"CWE-758\", 1], [\"CWE-620\", 1]];\n",
       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": []};\n",
       "        dt_args[\"data\"] = data;\n",
       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:26.935001Z",
     "iopub.status.busy": "2024-06-16T12:23:26.934832Z",
     "iopub.status.idle": "2024-06-16T12:23:27.131589Z",
     "shell.execute_reply": "2024-06-16T12:23:27.131009Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t0\n",
      "CVE-2003:\t0\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t1\n",
      "CVE-2006:\t2\n",
      "CVE-2007:\t3\n",
      "CVE-2008:\t5\n",
      "CVE-2009:\t15\n",
      "CVE-2010:\t25\n",
      "CVE-2011:\t28\n",
      "CVE-2012:\t53\n",
      "CVE-2013:\t101\n",
      "CVE-2014:\t84\n",
      "CVE-2015:\t140\n",
      "CVE-2016:\t33\n",
      "CVE-2017:\t286\n",
      "CVE-2018:\t587\n",
      "CVE-2019:\t209\n",
      "CVE-2020:\t564\n",
      "CVE-2021:\t801\n",
      "CVE-2022:\t4324\n",
      "CVE-2023:\t23686\n"
     ]
    }
   ],
   "source": [
    "print(\"CVE-1999:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-1999-')]))\n",
    "print(\"CVE-2000:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2000-')]))\n",
    "print(\"CVE-2001:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2001-')]))\n",
    "print(\"CVE-2002:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2002-')]))\n",
    "print(\"CVE-2003:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2003-')]))\n",
    "print(\"CVE-2004:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2004-')]))\n",
    "print(\"CVE-2005:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2005-')]))\n",
    "print(\"CVE-2006:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2006-')]))\n",
    "print(\"CVE-2007:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2007-')]))\n",
    "print(\"CVE-2008:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2008-')]))\n",
    "print(\"CVE-2009:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2009-')]))\n",
    "print(\"CVE-2010:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2010-')]))\n",
    "print(\"CVE-2011:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2011-')]))\n",
    "print(\"CVE-2012:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2012-')]))\n",
    "print(\"CVE-2013:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2013-')]))\n",
    "print(\"CVE-2014:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2014-')]))\n",
    "print(\"CVE-2015:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2015-')]))\n",
    "print(\"CVE-2016:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2016-')]))\n",
    "print(\"CVE-2017:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2017-')]))\n",
    "print(\"CVE-2018:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2018-')]))\n",
    "print(\"CVE-2019:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2019-')]))\n",
    "print(\"CVE-2020:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2020-')]))\n",
    "print(\"CVE-2021:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2021-')]))\n",
    "print(\"CVE-2022:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2022-')]))\n",
    "print(\"CVE-2023:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2023-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-16T12:23:27.133744Z",
     "iopub.status.busy": "2024-06-16T12:23:27.133438Z",
     "iopub.status.idle": "2024-06-16T12:23:27.137358Z",
     "shell.execute_reply": "2024-06-16T12:23:27.136819Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-06-16 12:23:27.134437**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
   ]
  }
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