{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2018\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:56.016871Z",
     "iopub.status.busy": "2024-07-27T04:06:56.016459Z",
     "iopub.status.idle": "2024-07-27T04:06:56.636404Z",
     "shell.execute_reply": "2024-07-27T04:06:56.635814Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    if (document.body.dataset.jpThemeLight == \"false\" || // Jupyter Lab\n",
       "        document.body.dataset.vscodeThemeKind == \"vscode-dark\" || // VS Code\n",
       "        document.documentElement.dataset.theme == \"dark\" || // Jupyter Book\n",
       "        window.matchMedia('(prefers-color-scheme: dark)').matches) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:56.639008Z",
     "iopub.status.busy": "2024-07-27T04:06:56.638479Z",
     "iopub.status.idle": "2024-07-27T04:07:15.647428Z",
     "shell.execute_reply": "2024-07-27T04:07:15.646874Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "row_accumulator = []\n",
    "for filename in glob.glob('nvd.jsonl'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data:\n",
    "            cve = entry['cve']['id']\n",
    "            try:\n",
    "                assigner = entry['cve']['sourceIdentifier']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['cve']['published']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['cve']['metrics']['cvssMetricV31'][0]['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['cve']['metrics']['cvssMetricV31'][0]['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['weaknesses'][0]['description'][0]['value']\n",
    "            except KeyError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['descriptions'][0]['value']\n",
    "            except IndexError:\n",
    "                description = ''\n",
    "            new_row = {\n",
    "                'CVE': cve,\n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner\n",
    "            }\n",
    "            if not description.startswith('rejected reason'): \n",
    "                row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "        \n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2018-01-01') & (nvd['Published']  < '2019-01-01'))\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(2018, 1, 1)\n",
    "enddate  = date(2018, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:15.649949Z",
     "iopub.status.busy": "2024-07-27T04:07:15.649584Z",
     "iopub.status.idle": "2024-07-27T04:07:15.654789Z",
     "shell.execute_reply": "2024-07-27T04:07:15.654201Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18154**<br />Average CVEs Per Day: **49.87**<br />Average CVSS Score: **7.47**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:15.657108Z",
     "iopub.status.busy": "2024-07-27T04:07:15.656766Z",
     "iopub.status.idle": "2024-07-27T04:07:15.665446Z",
     "shell.execute_reply": "2024-07-27T04:07:15.665015Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:15.667698Z",
     "iopub.status.busy": "2024-07-27T04:07:15.667357Z",
     "iopub.status.idle": "2024-07-27T04:07:16.330892Z",
     "shell.execute_reply": "2024-07-27T04:07:16.330259Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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bXtlu3LJUd18tN14gGrp54VojR3N/2jH+sa6bN5vasfW5ESNRhIUpZYWLiwueLTyMHA2ok4qfWyelGi8QjZyajtrnppX3rDNiJIqwsOZAUd6zz8jR6NYzhvKzESNR/Maz2ucq1UYjRqLQbeOcMGIkCrW6o/a5SrXUiJEowsK6AkXpOcfI0YBa3VD73NjHu1o9SvtcpQozYiQKtbqV9rnp1cN2GjkaUKvHaZ+bXpvU1PLC5cYLREP6NCpmSn0auv0ZptamMGIgGmFhCUBRWt5k3GAAtTpI+9z0+lKN3wY0tXM5YWEuQFH6uWTkaECt7qF9blp5zxUjRqJQq4sHxZheuW78vu87d3oZOwRhBDWAqgyhsDR0IAb0jxp0IYQQQgghhBBCCCGEEEIIIYQQQojqYUHVBiX8nQcu/J1jF0IIIYQQQgghhBBCCCGEEEIIIYSJsqBqs1jkGzoQA5JBF0IIIYQQQgghhBBCCCGEEEIIIYTQO5npQgghhBBCCCGEEEIIIYQQQgghhBDiIVgiM10IIYQQQgghhBBCCCGEEEIIIYQQQjwwmelCCCGEEEIIIYQQQgghhBBCCCGEEOIhWFC1mS7yDB2IAcmgCyGEEEIIIYQQQgghhBBCCCGEEELoncx0IYQQQgghhBBCCCGEEEIIIYQQQgjxECyp2kwXVdnGVMmgCyGEEEIIIYQQQgghhBBCCCGEEELonQy6EEIIIYQQQgghhBBCCCGEEEIIIYR4CP+E24uYGTsAU9OtW102bx5GdPSrqNXvMniwj876oUMbs3PnCBISXketfpfWrV0NGs/HH9dDre6i8wgPb6td7+ZmycqVjYmJaU96eiCnT7dm2LBaBo2pItOmdUGt/pjg4H4G/67p01vz55+DSU19gbi4Mfz2Wx+aNHHSrm/QoAZq9UtlPoYP9zJ4fNOmeaNWP0lwcDPtMjc3K1aubEVMTC/S0/ty+nRnhg1zM3gsSjxNUKuHERzcSrts4sSG7N/fjZSUgajVw3ByMtwYso8/9kat7qPzCA/vVOa227a1Qa3uw+DBtQ0Wz/2mTfNBrR5IcHCLcmLqiFo9kMGD3Q3y/ZMm+RIaOoiUlNGkpIwmJOQp+vevo11vbW3O1193JCHhWdLSxvDrrz1wdbUxSCxQ8f5ycbFg0SJfIiI6kZnZk6iorixc2ARHR3MDxuODWv2kziM8vJt2vbW1GV9/3ZyEhN6kpfXl11/b4upqZZBYJk1qTGjoU6SkjCQlZSQhIU/Qv7+ndv1//9uBq1cHkZk5irt3n2HTpsfx9XU0SCxQ+bE1cWId9u/3JyWlB2p1H5ycDFttqSxvBti//+lS+fLSpV0MFlO3bnXYvHkw0dEvo1b/m8GDG5W77dKlvVGr/82bb7Ytd5tH5elpxapVjUlI6EBmZiBhYW3w96+hXT90aE127mxOQkIH1OoutG5tb7BYqrK/Stq2rR9q9UsMHtzAIPGYWl5oSmnH1I51qPz3+fjjToSHjyM9/XWSkl5l9+5n6NDBMOWoEo/x6vHdOsHmNRB9AdRJMPip8rdd+oWyzZuTdJe//284ugMybsO9648Wz8vWlpxytCfexYF4FwcOOtrRz7LsNLG5hh05NR0ZdN/6nhbmHHCwI8HFgSjnGsyxtUZfJb2p1eMnTWpEaGg/UlKGkZIyjJCQ3vTvr5tWAwNrsXdvD9LTnyElZRgHD/bExsYwdR9TqmsMoxm/8SwvUpy3TSKApQzgZ4aznCG8R1fq4KDzvt94ttSjK/X1Hl9ZbRylXtiahISnSUsbxK+/dsTV1Vrv313E09OSVasakZDQjszM9oSFtcTfXym7LSxUzJtXj7CwlqSnBxAd3ZYVK7zx8DBMu2v69Lb8+eczpKZOIC5uHL/91p8mTZx1tvnvfx/n6tXRZGZO5O7dcWza1B9fX+cyP+9RmZnBJ584ExlZh8zM+ly9WocZM3TrGUOH2rFzpxsJCfVQqxvSurVh6vBQ+bHu5mbDypUdiYkZRHr6M5w+/QTDhtU1WDzXrzdFrW5V6vH11564uJizaJEnERG+ZGb6ERXVlIULPXF0NEw33vTpLfnzzwGkpo4hLm4Uv/3WiyZNdPMVNzdbVq7sRkzMKNLTx3D69ECGDTNOnXDixCbs39+flJTRqNXjcHIyXLopy/39PQ0a2JZqrxY9hg/Xf91n0iQvQkN7k5IykJSUgYSEdKd//+K+JW9vezZuDOTu3adJSRnIunUdDJoPViX9eHs7sHFjT+7efZaUlNGsW9fdYPX4yurN//1vU65e7UxmZk/u3n2cTZta4+trZ5BY7mcKfYWmVM8A47e5unWDzZshOhrUahg8WHf90KGwcyckJCjrW7cu/RnW1vD118o2aWnw66/gqoemRmXluouLNYsWdSUi4jkyMycSFfU8Cxd2wdGxevLEsvpS//vfVly92ovMzKe4e/cJNm1qj69vjQo+Rb9q1LAiOLgXN268QmbmWxw9OoaAAMO1Qe9XWX8PwKxZ9blzpz2ZmYHs3t0CHx9D5YUNUat76DzCwzto1+/f36bU+qVLmxgkFqg87ylp27aeqNVjGDzYkPWwhqjVjUs9vv5aOR/h7W3Jxo0e3L3rRUqKN+vWuePqari+75KMfR7H2Ptq3LhxqFQqJk2aVGrd5MmTUalUjBs3Tm/fJ6qPBcWzXVT0kEEX/0Ps7S0JDb3L5Mm7y11/5Eg006YdrLaYzp/PwN39T+2ja9dz2nUrVzbG19eWQYPCadnyLzZuTGT9el/atDHcCZryBAR48sor/oSGxlbL93Xv7s6SJRcJDNxM377bsbQ0Y9eu/tjZKYfkrVsZuLuv1nl89NFp0tJy2b79lkFjCwhw4pVX6hEamqqzfOXK1vj62jNo0GlatjzCxo1xrF/fljZtDNd4UeJx4ZVXvAgNTdZZbmdnzo4dccyde8mg31/k/Pl03N0PaR9du54qtc2UKfVRq6slHC1lfzUgNDSlzPVTpnijNnBQt29nMH36afz9txAQ8Af79sXw+++9aN7cGYDg4PYMHFiPESMO0L37Djw97di4sadBYypvf3l6WuPpac3UqVfw8zvOuHEX6N+/Fj/80NzA8aTh7r5X++ja9bh2XXBwMwYOdGXEiL/o3v0Enp7WbNzYziBx3L6dyfTpZ/H3305AwHb27Yvj998fp3lzpQP59Okkxo8/TrNmf9Cv3z5UKhW7dvXCzExlkHig4mPLzs6MHTsSmDv3Ec/gVVFleXORb7+N0Mmf3333T4PFpJTt8UyevK/C7YYM8SEw0IPo6HSDxeLsbM7Roy3Jy1Pz5JMXad78L95++wb37uWXiNecI0fSmDYtymBxFKnq/gKYMsXP4PmzqeWFppR2wLSOdaj897l8+R6vvbaPli1X0rXrOm7cSGXXrmd47DFbA8ZjnHq8vT2EnofJ71a83ZCnITAAou+UXmdlBb/8DkuXPXo80YVqZmTl0Cklg84pGRzIK+DXGrY0M9dt/r1hbYWa0gd2S3MzfnewY1dePh1T0nk+PYsBVhbMsdXPCRtTq8ffvp3F9Olh+PvvIiBgF/v23eX337vSvLlSRw8MrMWOHY+za1csHTrspn373Xz99VUKCw2TKZpKXcOHmjxBI65zT2f5Ne6xmBO8znY+4SCg4mN6YIbu9y/iBOPZpH2c4LZe4yuvjRMc3IqBAz0YMeJPunc/hKenDRs3Bur1u4so5XoLTbl+iebNw3j77Zvact3Ozox27eyZPTuadu3OM2zYFXx9bdm82TAd2t27e7JkyXkCAzfSt+8WzbE1QKdcP306nvHj99Os2c/06/eHJv0MMEhdddo0J4KCHHjttSSaNbvDtGn3ePddJ15/vXiQjr29iiNHspk27V4Fn6QflR3rK1d2xNfXgUGDjtCy5Q42brzN+vWdaNPG2SDxtG9/BXf3i9pHnz6RAPzySwqenhZ4eloydeod/PwuM27cLfr3d+CHHwxz8kHJlyMIDNxK3767sLRUsWvXEzppZ+XKrvj6OjJo0F5atvydjRujWL++O23a1NR7PJXVCe3sLNixI5q5c89V/EEGUFZ/z61bWTptVXf3vXz00RXS0vLZvj1e7zEoafk8/v77CAjYz7598fz+eyeaN3fAzs6cXbu6oFar6dXrMF26HMTKyowtWzqhMlCTtLL0Y2dnwa5dfVGroVevHXTpsg0rK3O2bOltsJgqqjefPp3G+PEXadbsGP36/YVKBbt2tcPMwL3kptJXaCr1jCLGbnPZ20NoKEyeXP76I0dg2rTyPyM4GAYOhBEjoHt38PSEjRsfPbbKynVPT3s8Pe2ZOjUEP791jBu3n/796/PDDz0e/csrUV5f6unTyYwff5ZmzfbTr98JzfEVaPDjq8j33/enb9+G/OtfW2nZchm7dt1gz55ReHoafuBHVfp73n23Dm+84cGkSdfo2DGMjIwCdu5sgbW1YY4v5bxSiPbRtetfOuu//faOzvp3371mkDig8rynyJQpTQ3eDw/Qvv0t3N0jtY8+fZS2yi+/pGNnp2LXLk9NuRVNly63sbJSsWWLp8HKrSKmcB7HFPZVvXr1+Pnnn8nKytIuy87OZs2aNdSvr//B/KJ6WDzA4+/q7xy7QezYcZ0dO8rvrP7pp4sANGhg2JPkJeXnq4mLyytzXefOjgQFXePkSaXCOWfObd56yxN//xqcPZtRbTHa21uyevUwJk7cwowZj1fLdz755E6d1+PGHSI+/nn8/R/j8OFYCgvVxMVl6WwzdGgD1q+/TkZGPoZib2/O6tWtmTjxPDNm6I7O7tzZmaCgC5w8qVRI58y5xltvNcTf35GzZ1PL+jg9xRPAxIlnmDGjqc66hQuVilT37o8Z5Lvvp6Tl3HLXt25dg7ffrk9AwJ/ExlZPOlJ+n3ZMnBjKjBmNy4jJkbff9iYg4DCxsU8YLI4//tDthJ4x4y+CgpoSGFib27czmDChMaNHH2L/fmVQ0/jxR4mIGErHjrU5cUL/nThQ/v66cCGD4cPDtK8jI7P44INr/PSTH+bmKgoKDFPZKi8eR0cLJkyoy+jRoezfnwTA+PHniIh4nI4dnTlxIlmvcfzxR7TO6xkzQgkKakxg4GNcvJjCd99d1a6LispgxoxQwsKepmFDeyIjDXNCtqJja+FC5eRU9+4uBvnu+1WWNxfJzMwvlUcbyo4dN9ix40aF23h61mDx4p7067eRrVuHGCyWadPqcutWDi++WJxObtzI0dnmp5+UY7pBA8NdjVakqvurdeuavP12SwICNhEbO8Zg8ZhaXmhKaQdM61iHyn+ftWsjdF7/+98HeemllrRq9Rj79un/xLkx6/E79iiPinh6wOL50G84bP259PqZ85S/Y5979Hi25unWdT/OyuFlays6mpsTXlAIQCtzM960taJzSgY3rXSvkhlhZcm5gkLmZivp7VphAe9n5rC6hi2fZuXwqKWZqdXj//hDdxTMjBnnCApqRGBgLS5eTCU4uC2LFl1h/vziNH35cpre4yiOx/h1DRsseItA/sNJRqA7E9xuijtj48lgDWF8xZO4Yk9sidSRQS7JZOslnvuV18ZR6oUNGT36T/bvV8qF8eNPExHxBB07unDihH5P7E+b5qkp1yO1y0qW66mpBTzxhG5e+NprNzh50o969ay4dav8ttHDePLJrTqvx43bR3z8ePz9a3P4cAwA330Xrl0fFZXGjBknCAsbRcOGDkRG6rdN2rmzNb//nsm2bVma78vnueey6NDBGlCOoZ9+UvotGjQwfPdUZcd65861CAo6zcmTSptizpyLvPVWE/z9a3L2bLLe40lIKNB5PX26A1ev5nDwoPKbDB9ePAA3MjKXDz6I5aef6mFuDgW6b31kTz6pO2Bx3LgjxMc/h79/LQ4fjgOgc2dXgoKOcfJkAgBz5oTx1lvN8fevxdmzSXqNp6I64cWLySxcqJTp3btX39XLUH5/T2EhpepoQ4e6sX59DBkZet5ZwB9/6F7sNGPGRYKCvAkMrEmdOrY0bGhP27b7SEtTysyxY09x795AevWqzd69+q8zV5Z+unRxpWHDGrRtu4W0tDxNTIe5d280vXp5sHdvjN5jqqje/N13xeVsVFQ2M2ZcIywskIYNbYmMNEwb1ZT6Ck2hnlGSsdtcO3Yoj/L89JPyt0E5E/s4OsKECTB6NOzfrywbPx4iIqBjRzhx4uFjq6xcv3AhieHDi+vVkZGpfPDBCX76qY9B++cq6kv97rub2udRUVnMmBFBWFgPGja0IzIy0yDxFLGxseCZZ5owePBGDh9WypFZs44ycGAjgoLa8OGHRwz6/VXp75kyxZNPP73F5s1KufnCC1eIi+vAkCG1WLcuQe8xVdYXn5lZWOF6faos7wFo3dqFt99uRkDAdmJjnzFoPKXrYfZcvZrLwYNZ9O1rR8OGlrRte4u0NKX9PHZsHPfuedOrly179xqyrDD+eRxT2Fft2rXj2rVrbNy4kTFjlH7IjRs3Ur9+fby8ime/zMnJ4Z133uHnn38mNTWVgIAAgoODad++PQAHDhygZ8+e7Nmzh2nTpnHx4kXatGnDsmXL8PX11XvcomJFM1lUZbu/K5np4m+gcWNboqPbc+2aPz/91IR69YqnCAsJSWXUqMdwcbFApYJRox7DxsaMAwfKvmLfUJYseYqtW6+wd2/1XV15v6LpJJOScspc365dLdq2fYwffjDsaMAlS5qzdetd9u5NLLUuJCSZUaM8cHGx1OwvD83+0m8HhW48bdi6NdYgDesH1bixHdHR3bh2rTM//dSCevWKTyja2pqxZo0fkydfqrbKHsCSJS01+6t0xdbW1pw1a9oxefI54uLKTleGYGamYtQoL+ztLTh27C7+/rWwsjJnz57ijohLl1KIikqnUyfD3YKlov11PycnC1JT8w3WoCuOpyfXrnXnp59aU6+eMv2ev78jVlZm7NlTvA8vXcogKiqLTp2cDRYPFO2rBpp9VfoYs7MzZ/x4byIj07h1y3CNywfZV9WtvLx5zJhGxMc/z7lzw5g7NwBb2+qZoq8sKhWsWtWfBQtOcfFi6bxbnwYNqsmpUxmsX+9LXFx7zpxpzUsvVc9tpqqirP2l5IU9mTz5aLUNlAHTyQsrUp1pB0z7WK+MpaUZL7/ckuTkbEJDjV8nqW4qFaxaCgsWw8WIyrfXJzNghJUF9io4nq90LNkCK2vYMiUjm7gyrkyxBrLvW56lVmOrUtHOQv/5tanU46Eo76mnyXsSqV3bmsDAWty9m8PRo72JjR3MgQM96dKlegYtG6uu8TL+nCKGMOIq3M4ac3rhTSzpJKD7/S/jzwqG8jl96Y1+bwtTXhvH399FUy8sXn7pUjpRUZl06qT/23AOGuSiKdd9iItrx5kzfrz0UsVlkpOTOYWFapKT9X8itvR3VXxs2dlZMH58UyIjU7l1S/8n0kJCcujd25bGjZUBFa1aWdK1qw3bt1dffaI89x/rACEhiYwaVR8XFytNe70eNjbmHDhw1+DxWFqqeP55F378sfy+AScnc1JTC/U+4KLs7yqddkJC7jJqlFeJ38dL8/sYdrbT++uExlRRf09J7do50ratIz/8oN8ZfspiZgajRtXF3t6cY8eSsLY2Q61Wk5NTqN0mO7uQwkI1XbtWT9l1f/pRYoKcnOLEm51doInJMG2hqtab7ezMGD/ek8jITG7dMsxAQTC9vsIiptKnUZHqbnM9KH9/Zca6PSUGYF+6BFFR0Knsuyo/tMrKdWUba1JTcw3aP1dRX2pJSvqpT2RkBrduGb7st7Aww8LCjOxs3UHaWVn5dO1quNtUFKmsv8fLyxoPDyv27Ck+b5OaWsCJE2l06uRQ1kc+MuW8UieuXevITz81K5UXjhnjSnx8F86da8/cuV7Y2lbP6cKy8h6l76kLkyefJC7OcPlxWSwt4fnnHfnxR2Wgm7W1SlNuFR9H2dlqCguha1fDzNwJpnUep4gx99WLL77IsmXFU4H++OOPjB8/Xmebd999lw0bNrBixQrOnDmDj48P/fr1IylJtwz94IMP+OKLLzh16hQWFha8+OKLBotblE9muhBGd+JEGuPGXeHSpSw8PKz4+ON6HD7cEj+/s6SnFzBy5CXWrfMlKakjeXmFZGYWMnRoBNeuVV/BNGpUC9q186B9+++q7Tvvp1LBV18FcuRILBculH310oQJvly8eM+gjfRRozxo186J9u1Dylw/cuRfrFvXhqSkPpr9VcDQoX9x7ZphGi6jRtWlXTtn2rffb5DPfxAnTqQwbtwFLl3K1KRlbw4fDsDP7zjp6QUEBzchJCSFzZurr1IxapSnZn8dLnN9cHALQkKS2Ly54s5mffHzc+bYsaexsTEnPT2foUP3ER6eQps2NcnJKSAlRXcwSlxcFu7uhqnoVba/SqpVy5IPP/Ti22+jy/k0fcSTzLhx57h0KQMPD2s+/tiHw4cD8fM7jLu7NTk5haSk6Daq4uJycHc3zAlJZV89UWJfHSI8vPgKlKCgxnz+eVtq1LAkIiKFvn33kZdXWMEnPrwH2VfVrby8ec2aq0RFpXPnTiatWtVk/vwO+Po688wzlVwmbiDTprUnP7+QRYv+qnzjR+TtbUNQkDtffhnN3Lm3ad++BosWeZGbW8jKlcZtVJW3v4KDAwkJucvmzTcreLf+mFJeWJnqTDumfKxX5Omnvfj556exs7MkJiaDvn03kJhYvR0opmDam5BfAIu+qb7vbGFuxiFHe2yAdDWMTM8iolApi/7PzoZjeQVsySt71ojdefm8bmPFSCsLfs3Nx12l4n3NrUXc9Ty1tKnU4/38nDh2rHeJvOco4eGpdOyonKifObMFU6eGcvbsPV54oSF79/bAz28HV68aZhYrY9Y1ulIfb1x4h13lbtMfH16gNbZYcptUZnGAfIq/fw3nOEccOeTTBndeJgAbLNjKlUeOr6I2jlIvLCAlRXemyLi4bIPUC729rQkKcuPLL2OYO/cO7dvbs2hRQ3Jz1axcWfpEhLW1ivnz67N2bSJpaYbNu5VjqwtHjihXwpYUFNSCzz/vpEk/9+jbd4tB6qrz5qXg6GhGREQdCgrA3Bw++CCZNWuqb1bO+5V3rAOMHBnCunWdSEoaqmmv5zN06BGuXTPs7cMAhgxxxNnZnOXLy84Ha9Uy58MPXfn2W8OfcFTSTgeOHInjwoVk7fKRIw+ybl13kpJGl/h99nPtmmFm/imvTmgslfX3lDRhQl0uXkzn2LFkg8Xj5+fIsWM9sLEx0/w+xwkPTyM+PoeMjALmz/fj/fcvoFLBvHl+WFiY4eFhY7B4ipSVfo4fjycjI5/58wN4//3TqFQq5s3z18Sk/3p8VerNQUF1+fxzH2rUsCAiIoO+ff8iL88wJ6lNra8QTKtPozLV2eZ6GO7ukJMDKfdlT3Fxyjp9qahcL1Krlg0ffujPt99e1N8X36eyvlSAoKAGfP55c83xlU7fvscNdnyVlJ6eS0hINB9+2Jnw8CTi4jJ47rlmdOrkydWryQb//sr6e9zdlUEz919sGBeXp12nTydOpDJuXESJvLAhhw+3xc/vJOnpBaxZE0dUVDZ37uTSqpU98+c3wtfXjmeeuaD3WIpUlPcEB/sTEhLP5s2GH7B4vyFDauDsbMby5Uosx49nk5FRyPz5tXj//URNWfoYFhYqPDwMc0rVlM7jgGnsq+eff5733nuPqChl9rejR4/y888/c+DAAQAyMjJYunQpy5cv58knnwTgu+++Y/fu3fzwww+888472s+aM2cO3bt3B2D69Ok8/fTTZGdnY2Nj+LqRKGZB1Wax+DsPXPg7x/6PsGNHsvb5uXOZnDiRRlRUACNH1uLHH+8ye3Z9nJ0t6N37PAkJeQwZUov1633p1u0c588bfgRy3bqOLFzYn759V+mMWK9uS5Z0wc/Pha5dt5S53sbGnNGjGzF79lmDxVC3rg0LFzajb9+TOlcUlDR7dmOcnS3p3ftPEhJyGTLEjfXr29Ct23HOn9dvR07durYsXNiKvn2PlBtPddqxo7hz6Nw5peIXFdWVkSPdiI/PpVevmrRt+whz7j0gZX/50bfvsTJ/n4ED3ejVqxZt2x6qtpguXUqlTZvNODlZMXx4A1as6Eb37tur7ftLqmh//fhj8bS8Dg7mbN3ahosXM5g5M7Ksj9JTPMWd1ufOpXHiRDJRUT0YOdKDrKzqz3uUfbVNs6/qs2JFJ7p3362tfK5efYPdu2Px8LBl6tRmrF/flS5ddhnkWKzqvjKG8vLm774rvlL5/Pl7xMRksm/f03h7OxAZabjp2svSrp0rb77ZjnbtfqqW7zMzg1On0vngA2UAw9mzGfj52TFpkrvRB12Utb8GDqxPr16etG37W7XFYUp5YUWqO+2Y8rFekf37b9GmzU889pgtEye2ZP36AXTsuIb4eONf5Vxd2rWGN1+Bdj2r93svFxTSISUdR5WKYVaWfG9vQ5/UTHzMzehhaU6HlPJPeu7JL+C9rBy+trNlmT3kAHOzcuhmaYG+SzJTqMcDXLqURps2u3BysmT48LqsWNGB7t33a+8//c0311i+XJnV7+zZs/Tu7caLL3rx/vvnDBSPceoatbBjAu2YyX7yKtjbh4gilFhcsGUwTZlKZ95jj/Y9v1DcWXudZGywYAjNHnnQham1cZRyPYMPPlA6HM+ezdSU666lBl1YWKhYv74xKhUEBd0weGxLljyOn19NunbdVGrd6tVX2L37Nh4edkyd2ob165+gS5ff9N6mHznSnjFj7Bk9OoELF3Jp08aKr76qyZ07+axcaZyBF+Ud6+Hhqcye3RJnZyt6996vaa/XYf36znTrto/z5w17sn/ChJps355GTEzpwXAODmZs3erFxYvZzJxp+AsCliwJ1OTL23SWz57dVvP77CQhIZshQ+qzfn0PunXbxvnzyXqPo7w6oTEGXlSlv6eIjY0Zo0d7Mnv21Qq3e1RKWt6rSct1WLEigO7dDxEensaIESdYurQNb7zRiMJCNWvX3ub06XsUFhr+pGdZ6SchIYcRIw6wdGkgb7zRTBPTdU6fTjBITFWpN69eHcPu3Yl4eFgzdWoD1q9vSZcup/RetphaX2ERU+rTqEh1t7lMWUXlOoCDgyVbtz7FxYv3mDnzlEFiqKwvtcjq1dHs3p2gOb4asX69P126HK2W9POvf23lxx+f5M6dV8nPL+TMmTjWrg3H39/wt6Mytf6eHTuKB+ecO5ehOa8UyMiRtfnxx1i++654FtHz5zOIicll3742eHvbEBlpmAslyst7fHwc6NXLjbZtjdP3M2GCI9u3ZxATo9SFExIKGDEilqVLa/PGG84UFsLatWmcPp1tkHLL1No4YBr7qnbt2jz99NMsX74ctVrN008/zWOPFc/ade3aNfLy8ujSpYt2maWlJR06dCA8PFzns1q1aqV97uHhAcDdu3epX7++gf8LUVJVZ7H4Ow9c+DvH/o+UklLA5ctZ+PjY4u1tw+uve9KixRkuXlQ6rsPCMunWzZHJkz0ICrpWyac9On9/D9zcanDmzCvaZRYWZjz+eANee60D1tafGrxRt3hxJwYMqMfjj/9BdHTZA02GD/fCzs6ClSsf/cqq8vj7O+LmZs2ZM521y5TfoiavvVYfX9/DvP56Q1q0OMzFi0qjKSwsjW7dXJg8uQFBQfodRerv74ybmw1nzvS6L57HeO01b6ytN1FoxDI8JSWfy5cz8PGxpWXLGjRqZEtycnedbTZsaMXhw8n07Hla79+v/D7WnDnzuHaZ8vvU4rXXGrJ0aRSNGtmTnNz/vpgCOHw4kZ49j+k9pry8Qu1VQmfOJNK+/WO8+WZz1q27jrW1OU5OVjpXeLu52RIbWz0nrUruryI1apizY0db0tLyGTo0jPx8w3fglI7Hjt27E7C2NsPJyUJntgs3N2tiYw1zWxhlXynH8ZkzSbRvX5M332zKpEl/ApCamkdqah5Xr6Zx/HgC9+6NYOjQevz8c1RFH6sXZe0rY6hK3lzkxAml8enj41jtgy66dauDq6sdN29O1C6zsDDjiy+6M2VKO7y8ftDr98XE5GrL7CLh4Vk884z+pzx/EOXtr169PGnUyJHk5Bd0tt+woTeHD8fRs+fW+z/qkZlyXlhSdaed+5nKsV6ZzMx8rl1L5tq1ZE6ciOHy5fFMmODHvHknjR1atenWCVxrw82w4mUWFvDFbJgyCbzaGOZ784BrhWpAzV9ZOQRYmPO6jRVZqPE2M+Oui+4Utj/XsOVIfgFPpCl5wMLsXBZm5+KhUnFPraahmRlz7OB6gf4qkKZSj4f7y/Z7mrK9CfPmKZ01Fy/q3lM9PDyV+vXtqyme6qtrNMIFZ2z4gn7aZeaY0ZzaPEVjRvILhajJJI9M8oghncsksophdKQuRyh7VqTLJDISPyww05kR40FV1sbp1++opqyw1Jntws3NxiD1wpiYvHLK9Zo6y5QBFz40aGBFr14RBp/lYvHirgwY0IDHH99EdHTpwQ2pqbmkpuZy9WoKx4/Hce/eiwwd6sXPP+v3JPGCBS7Mm5fCunVKDOfP59GggQXvvedstEEX5R3rn38ezuuvN6ZFi+3a4z0sLJlu3R5j8mQfgoL03yYtUr++JX361GDYsNLHb40aZuzY4UVaWgFDh0aRX/YERXqzeHFHTb68XSdf9vZ24PXXm9GixSYuXkwGICzsHt26uTF5cjOCgqqvfTxpkv6/qzKV9fdYW+/U9q8MH+6OnZ05K1cadlBsXp6aa9eU4+jMmWTat3fhzTd9mDTpL3bvvouPzy5q1bIiP19NSkoeMTFPERlp2CtSy0s/ALt338HHZyO1allrYsolJmYUkZGGv01xWfXm1NQCUlOzuHo1i+PHU7h3rwdDh9bm55/1O7DJ1PoKi5hyn0ZJxm5zVUVsLFhbg5OT7mwXbm7KOn2orFyvUcOSHTsGkJaWx9ChO8jPN0yHb2V9qdbWWykshNTUfFJT87l6NYPjx+9x715/hg515+efDX+xQGRkMj16rMXOzhJHRytiYzP4+edBREYmG/y7K+vviY1V+jHc3KyIjS1ZT7Xk7FnD14uUvDCz3D6EEyeU+o+Pj63BBl2Ul/dkZRXQqJEDyckjdLbfsKEbhw/H07On4WbGrV/fgj597Bg2LEZn+e7dmfj4RFGrlhn5+ZCSUkhMjBeRkXnlfNLDM8XzOKayr1588UVee+01AJYsWfLQn2NpWTy/gkqlzN5ZaMyTY/9QllRtpouqbGOqZNDF34y9vRmNGtmwalU8dnbKZVf35w0FBWrtFVmGtnfvdfz8/qOzbNmywUREJDB//tFqGXAxdGhDevTYyo0b5Y/+njDBl82bb5KQYLjprPfuTcTPT3dqtWXLWhIRkcH8+ZEl9pfub2Ko/bV3bzx+frqF3LJl/kREpDF//mWjDrgAsLc3p1EjO1atimX9+ji+/1731hTnz3firbcus2WLYUYCK7/PAZ1ly5a1ISIinfnzr5KQkMs33+g2Js+f78Fbb11gyxbD3rO2iJmZCmtrc06fTiQ3t4DevT3YuFGJqUkTRxo0qFHmPTcNoeT+AmWGi50725KTo2bQoNBqH4VbHM8dTp9OJTe3kN69a7Fxo9JB0qSJPQ0a2Bp0OteSlH1V9oGsUikPa2vzaonl/n1lDFXNm4u0aaM0QGNiqv/E+apV4ezZo3uCaOfOZ1i16iLLlum/g+vo0TR8fXWnrmvSxJaoKMMMEKqKivbXvHmhfP/9JZ1l588/w1tvnWDLlurpcDOlvLCk6k479zOFY/1hKPvzn9UEWbUO9hzUXbbzF1i1Hpatqb44VICVCj7JzOXHHN2Oor+cavBOZg5b80p3IMWolbrrSGtLbhYU8peeBl2YUj2+LEVl+40bGURHZ+LrqztIpUkTB7Zvjynn3YaLpyz6rGuEEceb6F619BodiCaN3winkLLbdyrAkvK/3wsX0sh5pAEXUHkb59atTE29sDYbNyod+02a1KBBAzuOHdP/bRnKLtdtdMr1ogEXjRvb0LNnOElJhj1rvnhxV4YO9aJHj83cuFH5YFZD1lXt7FRl9FdQbf0VVVF0bNnZKWVT2e11/d5W6X7jx9fk7t18tm7VHdzl4GDGzp1emjbXDZ37ihvC4sUdGTq0Pj167CiVL9vZKemjuvozylJUJzSGyvp7SqbzCRPqsnnzXRIScqlOZmaUKicSE5UYevasjaurNZs3G67cqij96MaUo4nJHVdXGzZvvmWwmIpUVm8uzgf1n5hNra+wPKbUp1GSsdtcVXH6NOTmQu/esHGjsqxJE2jQAI7pYYxYZeW6g4MlO3cOICengEGDtht0JurK+lLL6mtWqVSoVOWnL0PJzMwjMzMPZ2dr+vVryLvvHqz8TY+osv6e69dziInJpXdvJ0JDlUEWDg7mdOzowNKlhm/XK3mhLatWlT24rE2bGoAyeKS6FOU9H38cxvff6w7+PX9+AG+9dYYtWww7YHD8eEfu3i1g69ayB74kJioJu2dPW1xdzdm8Wf8DZEz9PA4Yb1/179+f3NxcVCoV/fr101nXqFEjrKysOHr0KA0aNAAgLy+PkydPMmXKFL3HIh6dzHTxD2Rvb4mPj4v2tZeXM61bu5KUlMWtW2m4uNhQv74jnp5KIeTrq1zBEhubQVyc/jPcBQsasmVLElFROXh6WjFrVn0KCmDt2niSkwu4ciWLb75pxNSpN0hMzGfIkJr07evMgAHhlX+4HqSn53Lhgu6JjoyMPBITs0ot17clSzozenQjBg/eTVpaHm5uyijNlJRcsrOLK5iNGjny+OPuPPXUToPGk55ewIULug3LjIwCEhPzuHAhHQsLFVeuZPDNN35MnRpBYmIeQ4a40rfvYwwYoP+rZtLT87lwQbfTJiMjn8TEXO1yNzdr3N1t8PFR0nPLlo6kpeVz82Ym9+7pd9TmggWN2bIlnqiobDw9rZk1y5uCAjVr18aSkJBX6n52ADdvZnPjhmE62JX9pdtYKf59lOVxcaVPgt68mcWNG/o/MTx3bju2b4/m5s0MHBwsGD3amx493OnXbxepqXn88MMVvvyyPUlJOaSm5rF4cUdCQu5qZwjQt4r2l4ODObt2tcPOzoznnw/D0dECR0flffHxuQapCC5Y4KuJJ0sTT2NNXhhDamo+P/xwmy+/bEZSUh6pqfksXtyckJB7nDiRrPdY5s5tw/btdzT7ypLRoxvSo4cb/frtw8urBqNGNWDXrhji47OpW9eO6dNbkJVVwLZt0ZV/+EOoaF+BMoLe3d1KO5K9ZcsamuM8m3v39N/pX1ne7O3twOjRjdi27RaJiTm0alWT4OBADh6M4dy5su9L+qiUst1Z+9rLy4nWrWuTlJTNrVtpJCXp5jN5eQXExmZw+XLZ99R+FMHBdwgJacl779Vl/foEOnSowcsvu/Hyy8WzU7m4WFC/vjWenso9PX19ld8wNjaXuDj95s2V7a+4uCzi4krneTdvpldpQM2DMrW80JTSjqkd61Dx75OYmMUHH3Rk8+ZIYmLSeewxWyZPbkOdOjX45ZfLBozHOPV4e3vw8Sp+7dUAWvtB0j24Fa38LSkvH2LvwuUSfRX16kBNF6hfF8zNlPcDXL0OGQ8Y3mxba3bm5XOrsJAaKhXPWlnS3cKcAWk5xKnVxBWUPnF3q7CQGyU6/P9tY8XOPOUU+RBLC96xsWJMepZebi9iavX4uXNbsn17bImyvT49erjSr5/SObtgwSVmzWpBaGgyZ88mM3ZsQ5o2dWD48KMGisd4dY1s8rmJ7tT9ORSQRg43ScENe7pQn7PEkkoOtbBlGM3JpYAzKIMcAvDEGRsuk0guBbTGnWdozu9EPHJ8VWnj/PDDDb78shVJSbmaemFrQkISOXHCEOV6LCEhzXnvPU/Wr0/UlOuuvPyycuW2hYWKX39tTLt2dgwYcBlzcxVubsp1O0lJ+Xq/v/mSJd0YPboxgwdvJy0tt9Sx5eXlwKhRPuzadUuTfuyZPr2dJv2UPUvJo9iyJYsPPnDi5s18LlzIo21bK/79b0d+/LG4DuHiYkb9+hZ4eion83x9lW6q2NgC4uL0e+KoomM9IiKVK1fS+OabAKZODSUxMYchQ+rSt687AwaUf9/6R6VSwfjxLqxYcY+CEv+ug4MZu3Z5adpcUTg6mpdoc+Xrvc21ZEkgo0d7M3jwXtLS8kulnYiIFK5cSeWbbzoxdeopze9Tn759PRkwQP9Xn1ZUJwRlpjN3d1t8fJQBcS1bOmvqPencu6f/k0WV9fcUadTIjscfr8lTTxlmav8ic+e20KTlLM3vU48ePWrTr59SLo0b14Dw8FTi43Pp1KkmCxe2Ijj4KpcvG+ZWFZWlHyUmH8LDU4iPz6ZTp9osXNiB4OALXL6cWtFHP5SK6s1eXraMGuXGrl2JxMfnUreuDdOnN9TkgwmVf/gDMrW+QjC9Pg1jt7ns7cHHp/i1lxe0bg1JSXDrFri4QP364OmprPf1Vf7GxkJcHKSmwg8/wJdfKu9JTYXFiyEkBE484l2UKyvXHRws2bVrIHZ2Fjz//F4cHS1xdFTqGfHx+r8NQmV9qV5edowa5cmuXfElji8fTfq5q9dYyvPEEw1RqVRcupSEj48zCxb0ICIiiWXLDHNLwJKq0t/z1Vd3mDGjHleuZHP9ejazZ9fnzp1cNm3S/+DgBQsasWVLQonzSg01eeFdvL1tGD3ajW3bEklMzKdVK3uCg304eDCZc+cMM+tGRXlPXFw2cXGlzwHcvJnBjRuGmwVEqYc5smJFqk49DGDcOEfCw3OJjy+gUycbFi6sTXBwMpcv63+mC1M7j2NK+8rc3Fx7qxBzc93Bf/b29gQFBfHOO+9Qs2ZN6tevz+eff05mZiYTJkzQeyzi0VlQtVks/s4DF/7OsRtEQIA7Bw48p30dHKxM6bN8+TnGj9/OoEE+LF/+lHb9unWDAJg58yizZum/061uXSvWrvWlVi0L4uPzOHIklcDAMBISlM7zp566yLx5DdiypRk1aphz9Wo2Y8deYft2/XcomZpXX20OwMGDA3SWjxt3kBUriqcffvHFJty+ncGuXYYdFVmZ/Hw1Tz11innzfNmyxV+zvzIZOzaM7dur/wpdgEmTvJk5s5n29eHDyu09xo07xYoV+u10q1vXmrVrW1KrliXx8bkcOZJMYOBJEhL0X1H5O3J1tWHlym54eNiSkpJLWNg9+vXbxZ49ypUob711ksJCNRs29MTa2oydO+/w6qvHDRZPRfure3cXAgOdALh2rYvO+xo2PEJUlP4HytSta8Pata2pVctKE08SgYHHtFcPvfVWuOb3aav5fRJ49VXDXPXg6mrNypWdNPsqT7Ov9rFnj3K/027dajNlii8uLlbExWVz6NBdOnfeSXy8YWYyqOzYmjSpLjNnemu3P3w4AIBx4y6wYoX+r3SqLG/OzS2kT586TJnih729BbduZbBhww0+/fQvvcdSJCDAjQMHRmpfBwf3AGD58guMH2/YE3n3O3UqnaFDI/jsswZ89FE9rl/PZsqU66xZU1wODBpUk+XLG2tfr1un9OrMnHmTWbP0eyVYVcvS6mJqeaEppR1TO9ah4t9n0qQ9NG1ak7FjW/DYYzYkJmZz8mQs3bqt4+JF/XcoKfEYrx4f0AYObCl+HTxH+bt8DYx/rWqf8cl7MG508euzh5S/PQbCwQcMr7aZih/sbfEwU5GiVnO+oJABaZnsza/6CcwnLC2YZmONtQrCCgoYnp7Fzjz9DOAxtXq8kvd0xMPDRlO2J9Ov30H27FGuAlu48DI2NmYEB7elZk0rQkOT6dv3IJGRhukANLW6Rkm5FNCc2gzEF3ssSSGHC9xlOntIQfn+Agp5ksa8SFsAYklnGX+xG8Pf/hLgrbfCNGVFoKasiOPVV88a5LtOncpg6NArfPZZPT76qA7Xr+cwZUoUa9Yo+VydOpYMHqwMBgsNbanz3h49LnLwoH5vq/bqq8porYMHh+gsHzduHytWXCI7u4Bu3TyYMqUVLi7WxMVlcejQHTp3/o34eP0PLH/99URmz3bhP/+phaurGXfuFPDNN2l88kmydptBg+xYvrz43szr1rkCMHNmMrNmJaNPlR3rTz11iHnzWrFlSzdq1LDg6tV0xo49YdBZbfr0qUGDBlb8+KPu4ON27WwJDFRuYXTtWlOddQ0bhhMVpd929KuvKt9x8OCTOsvHjTvCihVXNf0Zu5k3z58tW3prfp80xo49zPbt+j8RW1mdcNIkX2bObKPd/vDhp3TiNZYXX6zL7dvZ7Nql/5P3JSnlRECJtJxKv35H2bNHOanp61uDzz5rQc2aVty4kcGcOZcIDjbc71JZ+lFicuKzz/w1MaUzZ04YwcEXDRJPRfVmS0sV3bo5M2VKPVxcLImLy+XQoXt07nyK+Pjq758yRl+hqdUzjN3mCgiAAweKXwcHo/l+GD8eBg1SnhdZt075O3MmzJqlPH/rLWUm6g0blFuN7NwJr7766LFVVq63a1ebwEA3AK5dG6OzTcOGPxEVVb23b1XqGTWZMsVbc3zlcOhQIp07HyE+vnpmT3Bysuazzx6nbl0HkpKy2bDhMh98cMhgt1wpqSr9PZ9/Ho29vTnfftsIZ2cLjhxJpX//CwaZzUrJC5tr8sI8jhxJITDwDAkJedjYmNGnjwtTptTF3t6cW7ey2bAhnk8/NdyMphXlPcbSp48dDRpY8uOPpQcA+vpa8tlntahZ05wbN/KYMyeJ4ODk6g9SozrP45javnIsGnlchnnz5lFYWMi//vUv0tLSCAgIYOfOnbi4uJT7HmE8/4Tbi6jUarVh5yc0ATExMXz77be8/PLLeHquMmosavW72ucqlWGujHoQanXxCVOVapYRI1Go1R9rn6tU3xsxEoVa/ZL2uUq1vYItq0dYWF02btzIsGHDaNWq+k+G3U+tHqZ9rlIZ7t5qVaVW99E+V6m2VLBl9VCrB2qfq1TLjRcIEBbmXyLt6PcepQ9Dd18Z/9hSq4s7h1Sq1UaMRKFWFzeWTeHYCgtzK5F+HvFSDT3QzZu/NGIkCrX639rnple2G7cs1d1Xy40XiIZuXrjb2OHcl3aMf6zr5s2mdmx9bsRIFGFhTxann+4tK3+DgalLnJ+zTtL/VaIPKqdmcUeIaeU964wYiSIsrHmJvCfM2OHo1DOG8rMRI1H8xrPa5yrVRiNGotBt45hCvaej9rlKtdSIkSjCwrqWSM8Olb/BwNTqhtrnxj7e1epR2ucqlSkc6620z02vHmaYK/gfhFo9Tvvc9NqkppYXLjdeIBrSp1ExU+rT0O3PMLU2hRED0QgLO1ciLR8xdjio1UHa56bXl2r8NqCpncsJC3MskX4MczHDg1Cre2ifm1beYwrnTYovpjK9ct34fd937vTSnrP18PAwdjjCwFJTU3FycuIKUJUWZBrQGEhJSalw0I0pkpkuhBBCCCGEEEIIIYQQQgghhBBCCKF3FuZgWYUBkBZqQL93mqw2MuhCCCGEEEIIIYQQQgghhBBCCCGEEHpnYQEWMuhCCCGEEEIIIYQQQgghhBBCCCGEEOLB2FqDbRUGXeSpgRyDh2MQMuhCCCGEEEIIIYQQQgghhBBCCCGEEHpnaQ6WZlXYrtDwsRiKDLoQQgghhBBCCCGEEEIIIYQQQgghhP6ZA1UYdEEVZsMwVTLoQgghhBBCCCGEEEIIIYQQQgghhBD6Z0HVBl3ITBdCCCGEEEIIIYQQQgghhBBCCCGEECXIoAshhBBCCCGEEEIIIYQQQgghhBBCiIcggy6EEEIIIYQQQgghhBBCCCGEEEIIIR6CGWBu7CAMSwZdCCGEEEIIIYQQQgghhBBCCCGEEEL/LKjaoAuVoQMxHBl0IYQQQgghhBBCCCGEEEIIIYQQQgj9k0EX/3vU6neNHYKWWt3F2CHoUKs/NnYIOtTql4wdgg61+kljh8C5c+e0z9XqYUaMpDS1uo+xQ9ChVg80dgg61OpxRv1+3bRjavvK+MdWSWr1GGOHoMMU9pdu+jG1vPnfxg5Bh+mV7cbfX7du3SI5OZmwMH9jh8LNmze1z00v7Rj/WC/J9H4f49fhdfLCJCMGUoacmo7GDkGHKeQ9RdTqUcYO4b5y1LTqGb/xrLFD0GF6bZyOxg5Bh1odZOwQ7kvPDY0XSBlM4Xgvola3MnYIOozdHoX708444wVSBtNrk5paXjjO2CFIn8YDMKW6hum1KYwdAZRIyiZRrpdken2pxm8DlmQK/T26eWEP4wVSBtPKexobOwQdplKup6SkkJmZyZ07vYwdCvHx8cYOQRiDOXJ7ESGEEEIIIR7GrVu3+PHHH40dRinOzs7GDkEIIYQQQgghhBBCCINLSUlhyZIl5OXlGTsULUtLS+zs7IwdhqhOMtOFEEIIIYQQDyc5ORmAgIAA6tevb9xgNJydnalXr56xwxBCCCGEEEIIIYQQwuAyMzPJy8tj6NCh1K5d29jhAGBnZ4eTk5OxwxDVyZz/+VEJ/+P/Xmkq1Uajfn/JqYRUqtVGjERRctonlWqLESNRlJzGTOVpxEA01HeKn6tU3xsvEI2wsOLpbVWqE0aMRFFyul2VarnxAtEoOeWl6cVzxXiBAGFhxc9Vqj3GC0Sj5HSgKlW4ESNRqNXNtM9VqqNGjERRcspCleqMESNRhIVZap+r2hkxEA11iZ9EpdpuvEA0Sk4na3p5T5bxAqE476lfvz6tWoVVvHE10K33mFo9bJ0RI1GUnJZdpbphvEA0Sk5bbwrx6JalplZWHDBeIBolp7c1qTaXCfQnhe0rfm56bZzbxgtEQ62uq31ueseWidUzLCvYsJqE6dTDPjdeIBolpx43dtmuW64vN14gGrp1wgNGi6NIWFgt7XPTa5Oa2LFu5P4D0J2a3RT2V1iYm/a56f0+plZ2LTViJLq3zDCF/gy1urgTw9h1VICwMNM6tnTzQuP/PrrnTkytjZxqxEgUum1SU8sLjZueddPyYiNGolCrX9c+N4XzSnfuPA1A7dq18fDwMHI04h+rqrcXMYHbgT2sf9ygCyGEEEIIIYQQQgghhBBCCCGEEEJUAwv+50cl/I//e0IIIYQQQgghhBBCCCGEEEIIIYQwin/AoAszYwcghBBCCCGEEEIIIYQQQgghhBBCiP9BFg/weAAFBQV8+OGHeHl5YWtrS6NGjZg9ezZqdfF9StRqNR999BEeHh7Y2trSp08frlzRvU1TUlISY8aMwdHREWdnZyZMmEB6evoDxSKDLoQQQgghhBBCCCGEEEIIIYQQQgihf2aAeRUeDzhyYf78+SxdupSvv/6a8PBw5s+fz+eff87ixYu123z++ecsWrSI//73v5w4cQJ7e3v69etHdna2dpsxY8Zw4cIFdu/ezR9//MGhQ4d4+eWXHyiW//GJPIQQQgghhBBCCCGEEEIIIYQQQghhFFWdxUIzQUVqaqrOYmtra6ytrUttHhISwuDBg3n66acBaNiwIWvXruXPP/9UPk6t5quvvmLGjBkMHjwYgJUrV+Lm5samTZt49tlnCQ8PZ8eOHZw8eZKAgAAAFi9ezFNPPcX//d//4enpWaV/UWa6EEIIIYQQQgghhBBCCCGEEEIIIYT+PeDtRerVq4eTk5P28dlnn5X5sZ07d2bv3r1cvnwZgNDQUI4cOcKTTz4JwPXr14mNjaVPnz7a9zg5OdGxY0eOHTsGwLFjx3B2dtYOuADo06cPZmZmnDhx4oH+RSGEEEIIIYQQQgghhBBCCCGEEEII/Sq6fUhlCpU/t27dwtHRUbu4rFkuAKZPn05qaipNmzbF3NycgoIC5syZw5gxYwCIjY0FwM3NTed9bm5u2nWxsbG4urrqrLewsKBmzZrabapCBl0IIYQQQgghhBBCCCGEEEIIIYQQQv8e8PYijo6OOoMuyrN+/XpWr17NmjVraNGiBWfPnmXKlCl4enoyduzYRwr5QcmgCyGEEEIIIYQQQgghhBBCCCGEEELonzlVG5VQ+GAf+8477zB9+nSeffZZAFq2bElUVBSfffYZY8eOxd3dHYC4uDg8PDy074uLi6NNmzYAuLu7c/fuXZ3Pzc/PJykpSfv+qjB7sNCFEEIIIYQQQgghhBBCCCGEEEIIIarA/AEeDyAzMxMzM93hDubm5hQWKqM3vLy8cHd3Z+/evdr1qampnDhxgk6dOgHQqVMnkpOTOX36tHabffv2UVhYSMeOHasciwy6qMC0aU1Qq4cRHNxKu2zixIbs39+NlJSBqNXDcHKyNGgMkyY1JjT0KVJSRpKSMpKQkCfo39+zzG23beuJWj2GwYPrGjSmItOm+aBWDyQ4uIV22f79nVCrB+o8li5tqZfv69YRNq+A6DOgvgOD+5e/7dJ5yjZvvlS8rHsnZVlZj4DWjx7f9Omt+fPPwaSmvkBc3Bh++60PTZo46Wyzf//TqNUv6TyWLu3y6F9eDk9PS1atakRCQjsyM9sTFtYSf3/7MrddurQhanVH3nyz6qO2HsT06S35888BpKaOIS5uFL/91osmTXSnBnJzs2Xlym7ExIwiPX0Mp08PZNiwBv+IeMzM4JNPahIZ2ZDMzEZcvdqAGTNqltpu1qya3LnjRWZmI3bvroOPj2HyoI8/9kat7qPzCA9XCiAXFwsWLfIlIqITmZk9iYrqysKFTXB0fMDS8AFcv94ItbpZqcfXXxffhysw0Ja9e+uTnu5LSkoTDh5sgI2NyiDxeHpasWpVYxISOpCZGUhYWBv8/Wto1w8dWpOdO5uTkNABtboLrVuXfdzpLx5LVq1qSEJCKzIz2xAW1gx/fzudbZo2teH3371JTm5Nenpr/vzTl3r1Hj39dGsHm7+C6J2gPgODe+iuV58p+zH1heJt3p8AR5dBxlG4d/CRQ9Lx8cc+qNVP6jzCw7tp11tbm/H1181JSOhNWlpffv21La6uVvoNooRJk3wJDR1ESspoUlJGExLyFP3719GunzixCfv39yclZTRq9TicnPQbS7duZmzebEV0tA1qtS2DB5euCs6aZcGdOzZkZtqwe7cVPj7Fx1GDBiq+/96SyEhrMjNtuHrVmpkzLbDUU1ZUUb3HxcWKRYsCiIgYSGbmKKKihrBwoT+Ojoari5lSPWzSpEaEhvYjJWUYKSnDCAnpTf/+xWW2m5sNK1d2JCZmEOnpz3D69BMMG2a4OqFSbjkTGVmHzMz6XL1ahxkzius9FhYwb54LYWGepKfXJzq6LitWPIaHh2HKisriARg61I6dO91ISKiHWt2Q1q0Nd6xD5WUFwKxZ9blzpz2ZmYHs3t0CHx8bg8Ty8ccNUat76DzCwzvobBMY6Mjeva1JT+9GSkpXDh5sg42NYZqLkyZ5ERram5SUgaSkDCQkpDv9+xeX6d7e9mzcGMjdu0+TkjKQdes64Opa9r07H0a3TrD5J4g+B+p4GPxk+dsuXaBs8+YrZa+3soK/9ivbtPZ7yHhMuJ2jHFuOREa6k5lZh6tX3Zkxw0FnG7W6bpmPqVNrlPOpj8aUjq37TZvmjVr9JMHBzbTLvL3t2LixLXfv9iYlpS/r1rXRW12jW1fY/BtER4E6DwYPKl5nYQHz5kLYX5CerGyzYhmUuLAHgMaNYdMGiI+BlEQ4fAB6dNdLeHTrVpfNm4cRHf0qavW7DB7sUyI+M+bN605Y2HjS06cQHf0qK1Y8hYeHYdINmFa5DlVrk3p7O7BxY0/u3n2WlJTRrFvXHVdX45QV+/e3KbV+6dImBolFice02qQlVfexfr+/U/8BwH//25SrVzuTmdmTu3cfZ9Om1vj62lXwiY/m+vWGqNWNSz2+/ro2AN7elmzc6MHdu16kpHizbp07rq6GSzsff1wPtbqLziM8vK12vZubJStXNiYmpj3p6YGcPt2aYcNqGSye6dPb8uefz5CaOoG4uHH89lt/mjRx1tnmv/99nKtXR5OZOZG7d8exaVN/fH2dy/y8R1VZf4arqwXLljUgOtqPjIw2bN/eCB8f/dULK1LWuQGlD6E1CQlPk5Y2iF9/7ajXempJppYPGrsOXzqe8tvIDRrYoVaPKvMxfLjhyvYaNSA42JobN2qQmenA0aN2BATotqmaNjXj999tSU52ID3dgT//tKdePf33X0pZUbFu3TzZvHkA0dHjUatfZ/Bgb531rq62LFvWh+jo8WRkTGL79kH4+DiV82mPpirnlQACA13Zu/cp0tPHkpLyAgcPPo2NTfXUfaqLSqWq8DFz5kxjhygehcUDPB7AwIEDmTNnDlu3buXGjRv89ttvfPnllwwdOhRQ0tWUKVP49NNP2bx5M+fOneOFF17A09OTIUOGANCsWTP69+/PxIkT+fPPPzl69CivvfYazz77LJ6eZbcZyyKDLsoREODCK694ERqarLPczs6cHTvimDv3UrXEcft2JtOnn8XffzsBAdvZty+O339/nObNdTPdKVOaolarqyUmgIAAJ155pQGhoSml1n37bRTu7ru0j3ffDdfLd9rbQegFmPx+xdsN6Q+B/hAdo7s85BS4t9Z9fLcaIqPgVOijx9e9uztLllwkMHAzfftux9LSjF27+mNnp5tDfPttBO7uq7WPd9/989G/vAzOzuYcPdqCvDw1Tz55iebNw3j77Zvcu5dfatshQ1wIDKxBdHSuQWKBot8ngsDArfTtuwtLSxW7dj2h8/usXNkVX19HBg3aS8uWv7NxYxTr13enTZvSFcL/tXimTXMhKMiZ1167S7NmUUyblsi777rw+uvFx/q777rwxhvOTJp0l44db5GRUcjOnXWwtjbMwILz59Nxdz+kfXTtegoAT09rPD2tmTr1Cn5+xxk37gL9+9fihx+aGyQOgPbtb+Dufln76NMnCoBffkkDlAEXO3bUY9euDDp0uE779jf4+uskCh9wKqqqUI6tlppj6yLNm//F22/f0Dm27O3NOXIkjWnTovQfQJnxNNHEc5XmzS/y9tu3deLx9rbiyJEmRETk0KPHZVq1Cmf27Fiysx+93LC3gdDLMHle2evd++o+xs+EwkLYUDywFCtL+GUPLP31kcMp0/nzabi779U+unY9rl0XHNyMgQNdGTHiL7p3P4GnpzUbN7YzTCDA7dsZTJ9+Gn//LQQE/MG+fTH8/nsvmjd3BsDOzoIdO6KZO/ecQb7f3h5CQwuZPLns/P7ddy144w0LJk3KpWPHHDIyYOdOK6w1/SRNm6owM4NXXsmjRYsc3norj0mTLJg7Vz93rKuo3uPpaYunpy1Tp57Bz28r48Ydo39/T374IVAv3/2g8ZRUHfWw27ezmD49DH//XQQE7GLfvrv8/ntXmjdXTs6sXNkRX18HBg06QsuWO9i48Tbr13eiTRtng8QzbZoTQUEOvPZaEs2a3WHatHu8+64Tr7+unIy1s1PRrp0Vs2cn067dHYYNi8fX15LNm12NEg+Avb2KI0eymTbtnkFiKKkqZcW779bhjTc8mDTpGh07hpGRUcDOnS0MWK5n4O4eon107fqXdl1goCM7drRi1657dOhwmvbtT/P119EUFhomXSvp+Tz+/vsICNjPvn3x/P57J5o3d8DOzpxdu7qgVqvp1eswXbocxMrKjC1bOqHS00+jbVdMq3i7IU9BYEDpdkVJn38Md2L1FI8JtnOmTXMgKMie115LplmzWKZNS+Hddx14/fXiE+Pu7nd0HuPHJ1FYqGbDhqxH+/IymOKxVURpI9cjNDRVu0xJz+1Rq6FXrxN06XJMk5799ZKe7e0hNAwmv1F6nZ0dtGsLs+dAuw4wbCT4NlEGaZT0xyZlgEavJ8C/o/J5f/wObm6lP/PB47MkNPQukyfvLiM+C9q1c2P27BDatVvJsGG/4etbk82bhz36F5fDlMp1qLxNamdnwa5dfTXpZwddumzDysqcLVt66y0/vF9FZQXAt9/e0Vn/7rvXDBOINh7TaZMWMcaxfr+/U/8BwOnTaYwff5FmzY7Rr99fqFSwa1c7zAzUK92+/S3c3SO1jz59bgPwyy/p2Nmp2LXLU7OvounS5TZWViq2bPE02HEFRcfWn9pH167F7b2VKxvj62vLoEHhtGz5Fxs3JrJ+vS9t2hjm4o3u3T1ZsuQ8gYEb6dt3i6b/coBOf9jp0/GMH7+fZs1+pl+/P1CpVOzaNQAzM/3+SFXpz9i0yRtvbysGD46kbdtwoqJy2bPHBzs7w57WKO/cQHBwKwYO9GDEiD/p3v0Qnp42bNxouDapKeWDxq7Dlx1P2W3kW7eycHf/Xefx0UfnSEvLY/v2R6y8V+D7723p29eCf/0ri5Yt09m1q4A9e+zx9FR+BG9vFUeO2BERUUiPHhm0apXO7Nk5ZGfrPxYpKyqm1FMTmDy57Ku/Nm16Gm9vRwYP3krbtj8TFZXGnj1DSp3r0YeqnFcKDHRlx47+7Np1mw4dfqd9+9/5+uuLBmuzG0tMTIz28dVXX+Ho6KizbOrUqcYOUTwKAw26WLx4McOHD+fVV1+lWbNmTJ06lVdeeYXZs2drt3n33Xd5/fXXefnll2nfvj3p6ens2LEDG5viAe2rV6+madOm9O7dm6eeeoquXbvy7bffPvC/KO5jb2/O6tUBTJx4hhkzmuqsW7hQaVB27/5YtcTyxx/ROq9nzAglKKgxgYGPcfGiMuChdWsX3n67GQEB24mNfcbgMSm/TzsmTgxlxozGpdZnZhYQF5ej9+/dsV95VMTTHRZ/Cv1Gw9ZVuuvy8iAuvvi1hQUM7geLf9RPfE8+uVPn9bhxh4iPfx5//8c4fLi4MpeZmU9cnP47IO83bZont27l8OKLkdplN26U3i+enpYsXtyQfv0i2LrV12DxPPmkbkfbuHFHiI9/Dn//Whw+HAdA586uBAUd4+TJBADmzAnjrbea4+9fi7Nnk/6n4+nc2Zbff09n27ZMAKKi0nnuOQc6dLABlGN9yhRnPv00ic2bMwB44YU44uK8GDLEnnXr0vUaD0B+vpq4uNInZi9cyGD48DDt68jILD744Bo//eSHubmKggL9V/YSEgp0Xk+f7sDVq7kcPKj8XsHBbixadI/58xO121y+bJhBRNOm1dUcW1e1y+4/tn76SclsGjQw/NUX06a5cetWHi++WDzA48YN3f99zhxPtm1LYdq04jIlMlI/v8+OEOVRnrhE3deDu8P+U3C9RPE287/K37ED9RJSKeWlZUdHCyZMqMvo0aHs368c0+PHnyMi4nE6dnTmxIlkvcfyxx+3dV7PmPEXQUFNCQyszcWLySxceBFQGlyGsGNHITt2lD8aacoUCz79NJ/Nm5VtXnghl7g4G4YMMWfdugJ27ixk587i91+/rub//i+foCBz3nmn9KC+B1VRvefHH68xfPhh7brIyHQ++CCUn37qbLC8x5TqYX/8cee+WM4RFNSIwMBaXLyYSufOtQgKOs3Jk0panjPnIm+91QR//5qcPZus93g6d7bm998z2bZNqdNEReXz3HNZdOhgDaSRmqrmiSfiSrwjn9deS+TkSU/q1TPn1q2CMj/XUPEA/PSTUn42aGD4JlBVyoopUzz59NNbbN6s7LMXXrhCXFwHhgypxbp1CXqPqby8ECA42IdFi24zf/5N7bLLlw1XX/3jD92OzhkzLhIU5E1gYE3q1LGlYUN72rbdR1qakq+MHXuKe/cG0qtXbfbujS/rIx/Ijr3KoyKe7rD4M+g3ErauKXub/r3hiR7wzHh4qs8jxGPC7ZzOna34/fdstm1TeoKjorJ47jlbOnQovgIuLk63XBk82Jb9+3O4fl2/xzmY5rEFRW3k1kyceJ4ZMxppl3fp4kLDhra0bXu0RHoO4969PvTqVYu9exPL+8gq2bFTeZQlNRWeuG8Wl9fehJPHoF49uHULatWCJk1gwstwTnP+b/r7MDkI/FpAXFzpz32g+HZcZ8eO6+XEl8sTT6zXje+1PZw8+QL16jlw61bao315GUypXIfK26RdurjSsGEN2rbdQlpaHgBjxx7m3r3R9Orlwd69FYwIe0gVlRUAmZmFFa6vrniM0SYF4x3r9/s79R8AfPdd8bEXFZXNjBnXCAsLpGFDWyIj9V/fKN1/YK/pP8iib187Gja0pG3bW6SlKeXX2LFx3LvnTa9etuzda5j6j/L75JW5rnNnR4KCrnHypLJf5sy5zVtveeLvX4OzZzP0HsuTT27VeT1u3D7i48fj71+bw4eVfOW774ovoIuKSmPGjBOEhY2iYUMHIiNT0ZfK+jMaN7amU6catGhxkYsXlbpIUNAtYmNb8txzLvzwg36PrSLlnRtQ+hAaMnr0n+zfr1S+xo8/TUTEE3Ts6MKJE/of3G1K+aCx6/Cl46m4jRwXpzuSYejQuqxff4uMjEfvuyiLjQ0884wFgwdncfiwkg/NmpXDwIEWBAVZ8eGHOcyZY8O2bflMm1Zcf42MNEw8UlZUbMeOKHbsKPtiucaNnenUyYMWLVZz8aLSpggK2k9s7ASee64JP/xwUa+xVOW8UnBwIIsWXWD+/OLj/vLl0hdE/925uxf3hzo5OaFSqbTLZs6cyaZNmzh79qx2m6+++oqvvvqKGzduaJd9//33fPHFF1y/fp2GDRvyxhtv8Oqrr1bXvyAqUtUBFQ94Ia2Dg4M2LZRHpVLxySef8Mknn5S7Tc2aNVmzppwOoCqSmS7KsGRJG7ZujTVIZeBRmJmpGDWqAfb2Fhw7psRma2vOmjVdmDz5ZKmKhKEsWdKSrVvvsndv2R1WY8bUIT6+H+fOdWfu3KbY2lbPFEcqFaxaBAuWwsXLlW8/6Amo5QLL1hkmnqIp4ZOSdDsBx4xpRHz885w7N4y5cwMM9vsMGuTCqVMZrF/vQ1xcO86c8eOll2rrbKNSwapVjViw4A4XLxp+IEhJZf0+ISF3GTXKCxcXK1QqGDXKCxsbcw4cMNwIZFOJJyQki9697WjcWOnAbtXKiq5dbdi+XakYe3lZ4OFhwZ49mdr3pKYWcuJENp06GWZ62caN7YiO7sa1a5356acW1KtX/gACJycLUlPzDda5VZKlJTz/vCM//pgMQO3a5gQG2nL3bj5HjzYgNrYxBw7Up0sXW4N8/6BBNTXHli9xce05c6Y1L72kh0sBHzoeJ008XsTFteTMmaa89FLxVKQqFTz9tBOXL+ewY4cPcXEtOX7cl8GDDTMlXkVca8LTXeGHTdX7vUpa7sm1a9356afW1KunHDP+/o5YWZmxZ09xeXbpUgZRUVl06uRs8LiUct1LU67fNfj3VcbLS4WHh4o9e4o7KVNT4cSJQjp1Kr/K6OQESfodhwaUXe8p/d2WpKbmVUveYyr1sOJY6mliUToaQ0ISGTWqfokyq56mzDJM2goJyaF3b1saN1ZaS61aWWrKrfLrE05OZhQWqklO1v80RA8TjyFVVlZ4eVnj4WHFnj3FnSSpqQWcOJFGp04OZX3kI2vc2Jbo6E5cu9aRn35qpi3Xa9e2JDDQkbt38zh6tC2xsZ05cKANXbpUTzlhZgajRtXF3t6cY8eSsLY2Q61Wk5NTnE6yswspLFTTtWv1DHxXqWDVf2DBErhYzgSHrrXhuy/hX69CpoGTmTHbOSEhufTubX3fsWXN9u1l53murmY8/bQNP/yg/5NEYJrHFsCSJc01bWTdkz8Vp2cXg8VTHidHZcax5GTldWIiRETAC/9SZsYwN4dXJiqDLU6fqfbwcHKy1pQT+r+I436mVK4Xub9NqqQfyMkprptlZxdo0o9h2h/llRVFxoxxJT6+C+fOtWfuXC9sbQ3brWhqbVJTOdb/zv0HdnZmjB/vSWRkJrduGf44K+4/UAYKWFurNMdVcTrJzlZTWAhduxqmDwGKjq32XLvmz08/NaFeveJbz4SEpDJq1GO4uFho6vGPYWNjxoED1XMyrbz+yyJ2dhaMH9+UyMhUbt3S70nYyvoziq62z84uPraK9l/Xroa7HVV55wb8/V00fQjFyy9dSicqKpNOnQxzSxhTyweLmFodvqw2cknt2rnQtq0LP/wQWca79cPCAiwsVKVmlc3KUtO1q7mmf86Cy5cL2bHDjri4Ghw/bs/gwYa5KEDKiodnba2cr8nOLh4QU1Qn69q16rcZeFj358u1a9sQGOjK3btZHD06kNjYMRw48DRduhivP9pUrV69mo8++og5c+YQHh7O3Llz+fDDD1mxYoWxQxOgjEgwr8LjbzxyQWa6uM+oUXVp186Z9u0rudSoGvn5OXPs2BPY2JiTnp7P0KGHCA9XGgvBwf6EhMSzefPtSj5FP0aN8qRdOyfatz9c5vo1a6KJisrizp1sWrVyZP78Zvj61uCZZ06Vub0+TZsM+QWw6IeqbT/hOdh5oOLpgh+WSgVffRXIkSOxXLhQPMp5zZqrREWlc+dOJq1a1WT+/A74+jrzzDN79B6Dt7c1QUFufPllDHPn3qF9e3sWLWpIbq6alSuVE4zTpnmSnw+LFj3iJUwPSPl9OnDkSBwXLiRrl48ceZB167qTlDSavLxCMjPzGTp0P9eu6f8qJ1OLZ968ezg6mhER0YCCAqXD84MPElmzRvkud3clu46L071iIy6uQLtOn06cSGHcuAtcupSJh4cVH3/szeHDAfj5HSc9XTeGWrUs+fBDL779NrqcT9OvIUMccHY2Z/lypQPC21tpPMyc+RhTp97l7NlsXnjBib176+PnF8nVq2VfTfKwvL1tCApy58svo5k79zbt29dg0SIvcnMLWbmy+gfrKcd6bb788i5z58bSvr0dixbV0xzrSbi6WuDgYM706W7MmBHDtGnR9O/vyMaN3vTseYVDh/Q/cr08YwdCWiZs3FdtX8mJE8mMG3eOS5cy8PCw5uOPfTh8OBA/v8O4u1uTk1NISoruVQVxcTm4uxtulhKlXH+6RLm+j/Bw449Od3dXOrTi4nQ7COLi1LiXM/FGo0YqXn/dgqlT9XecVVTvKalWLWs+/LAl3357tYxP0R9Tqof5+Tlx7FjvErEc1cYycmQI69Z1IilpaIky6wjXrhnmGJ83L0VTbtUpUW4ls2ZN2Sdara1VzJ/vwtq1GaSl6b8T8EHjMbTKygp3d6UT5f6rfOLi8rTr9OnEiVTGjYsoUa435PDhtvj5ncTbWznBMHNmQ6ZOvcbZs+m88IIbe/e2xs/vJFevGmZEgZ+fI8eO9cDGxkyTno8THp5GfHwOGRkFzJ/vx/vvX0Clgnnz/LCwMMPDwzCdf/eb9gZKHbmCWSSXL4b/roDTodCgnoHjMWI7Z968NBwdVUREuJU4tlJZs6bsdDF2rB1paWo2bjRMujG1Ywtg1CgPTRu59NRfx48na9KzL++/fwmVSsW8eU006bl67kdfxNoa5n8Ga9dBWonmTJ/+sGkDpN1TBmTcvQv9BxQPzKi++MyZP787a9eGk5ZmuJkUTKlcL6msNunx4/FkZOQzf34A779/WpN+/DXpR/8nhysqK9LTC1izJo6oqGzu3MmlVSt75s9vhK+vHc88c0HvsSjxmFab1JSO9b9j/0FQUF0+/9yHGjUsiIjIoG/fv8jLM/yJ4SFDauDsbMby5cpxfvx4NhkZhcyfX4v330/U1DMew8JChYeHYbrJT5xIY9y4K1y6lKX5fepx+HBL/PzOkp5ewMiRl1i3zpekpI6aenwhQ4dGcO2a4U80KnlPF44cieHCBd2R9EFBLfj8807UqGFJRMQ9+vbdQl6efgdPV9afERGRTVRUDp99VodXXrlJRkYhb73lSr16Vnh4WFb+BQ+honMDSh9CASkpuu3fuLhsg/QhmFo+CKZXh6+ojVzShAneXLyYUuaADH1JT4eQkHw+/NCa8PAs4uLUPPecJZ06mXP1aiGuriocHFRMn27NjBk5TJuWT//+FmzcaEvPnpkcOqTfWeKkrHh4ERH3iIpK5bPPOvPKK/vJyMjjrbfaUK+eAx4edgb97rLOK3l7K4PHZ85sx9SpJzh7NokXXvBh796n8PPbwNWr+puB6O/u448/5osvvmDYMOWWhV5eXly8eJFvvvmGsWPHGjk6UeWZLvQ/aWa1kUEXJdSta8vCha3o2/eIzqhMY7t0KZU2bbbh5GTF8OH1WbGiE92778bHx4Fevdxo23Z7tcRRt64NCxf60bfvsXJ/n+++K56S+Pz5NGJistm3rzPe3nZERmaW+R59aNcS3nwJ2vWr2vZ1PKBfDxj5imHiWbKkC35+LnTtukVn+XffFV8qd/78PWJiMtm372m8vR2IjNTviXwzMzh1KoMPPlA6jM6ezcTPz45Jk1xZuTKBdu3sePNNN9q1O6/X762KJUsCNb/PNp3ls2e3xdnZit69d5KQkM2QIfVZv74H3bpt4/z55P/peEaOrMGYMQ6MHh3LhQu5tGljzVdf1ebOnXxWrjTsoJOy7NhR3Ag5d07pgIuK6srIkW78+GPx9H0ODuZs3dqGixczmDnTcKPFS5owwZnt29OJiVFOlBfdU/Sbb5K1AzHOnr1L7972vPiiM++/r9+BEMqxlc4HH9zUfFeG5thyN8qgCyWeTD744I4mniz8/GyZNOkxVq5M0v4+v/+ewldfKVe8h4Zm0bmzPZMmPVatgy5eHASrt0NO9c1IzI4dxbNYnDuXxokTyURF9WDkSA+ysoxTg1PK9c2acr0BK1Z0o3v37SYx8OJBeHrCjh1W/PJLAd9/r7/fsrx6T8mOEwcHC7Zu7cHFiynMnBlWwacZLp7qrocpsaTRps0unJwsGT68LitWdKB79/2Eh6cye3ZLTZm1n4SEXIYMqcP69Z3p1m0f58/rP22NHGnPmDH2jB6doCm3rPjqq5qackt3oIOFBaxfXxuVCoKCDNPJ9SDxVAdTKyt27CjuRD93LoMTJ9KIigpk5MjahIcrdfRvvrnD8uWxmnjT6d3bhRdfdOf998u+NcCjUtLzXk16rsOKFQF0736I8PA0Row4wdKlbXjjjUYUFqpZu/Y2p0/fq5b71bZrBW++DO16lb/N6xPBoQZ89pXBwzF6O2fkSFvGjLFj9OgkLlzI0xxbTty5U8DKlaXbdy++aM/q1ZnkGGiiAlM7tpQ2cjP69j1ZZhs5ISGXESPOsnRpC954o4EmPcdw+nQKhdXY5WBhAevXKp24QZN11y1ZpAy06NYTsrLgpRdhy2/QvhPEGn7CQU18ZqxfPxiVSkVQ0C6DfpcpleslldUmTUjIYcSIAyxdGsgbbzTTpJ/rnD6dYJD8sKKy4scfY/nuu+KRXOfPZxATk8u+fW3w9rYhMlL/J4dNqU1qasf637H/YPXqGHbvTsTDw5qpUxuwfn1LunQ5ZfD+1wkTHNm+PYOYGKW9kpBQwIgRsSxdWps33nCmsBDWrk3j9Olsg9UzduxI1j4/dy5Tc2wFMHJkLX788S6zZ9fH2dmC3r3Pk5CQx5AhtVi/3pdu3c5x/rzh+lIBlix5HD+/mnTtuqnUutWrr7B79208POyYOrUN69c/QZcuv+nMvvOoKuvPyM+HYcMi+eGHBty715r8fDV79qSybVsKKpXewtAytXMDppQPFjG1OnxFbeQiNjbmjB5dn9mz9XtLiLL8619Z/PijLXfuOJCfr+bMmULWrs3D398cM82V27//ns9XXykdY6GhuXTubM6kSVYcOqTfQctSVjy8/PxChg3bxg8/9ObevZfJzy9kz55bbNt2A5UhMp8SyjqvVNz3HcHy5VcAOHs2kd696/Dii014/33DX/D8d5CRkcG1a9eYMGECEydO1C7Pz8/Hyan6Z3wWZZBBF/8s/v7OuLnZcOZMcQ+bhYUZjz/+GK+95o219aZq7RgpkpdXqL1K8cyZJNq3r8mbbzYlK6uARo0cSE4eobP9hg3dOHw4np499Tt7gvL7WHPmzOPaZcrvU4vXXmuItfXWUr/PiRPJAPj42Bt00EW3juD6GNw8WbzMwgK++BimTASvjrrbjx8FifdgswH6cxYv7sSAAfV4/PE/iI6u+H8+cULpGPTxcdT7oIuYmLxStwwJD8/imWdqAtCtmyOurpbcvNlWu97CQsUXX9RnyhR3vLzO6jWeIosXd9T8Ptt1fh9vbwdef70ZLVps4uLFZADCwu7RrZsbkyc3Iyjo2P90PAsWPMa8efe098s7fz6XBg0seO+9mqxcmUZsrDLAwM3NnNjY4lLHzc2cs2cNP/1uSko+ly9n4ONTfEVVjRrm7NjRlrS0fIYODSM/3/AnQurXt6BPH3uGDSu++qxo8MXFi7q/Q3h4LvXr6//Kh5iY3HKOLcNMJVl5PHnae5sWx5PNM884A5CQkE9enrrMbQw5Hef9uraFpl4wanq1fWWZitOyHbt3J2BtbYaTk4XObBdubtbExhruuFLKdSXPP3MmkfbtH+PNN5szaZJh8rmqio1VjmE3N5X2edHrs2d1j28PD9i/35qQkEJeflm/s8mUV++ZNOlPAGrUsGDHjl6kpeUxdOhBg+c9plIPKx3LPU0sTfj883Bef70xLVps5+JFpXMpLCyZbt0eY/JkH4KCTus9lgULXJg3L4V165QBDefP52nKLWedQQ5FAy4aNLCgV69Yg8xy8SDxVJfKyorYWKWTzc3NitjY4mPIzc3SIPfuvp+SF2bi42PLvn3JAFy8qFtvDQ/PpH59w12Vlpen5to15X89cyaZ9u1dePNNHyZN+ovdu+/i47OLWrWsyM9Xk5KSR0zMU0RGGv7q826dNO2Ks8XLLCzgi1kw5WXw8odeXaFTAOTcdyHhqd2wegOMe02P8Ri5nbNggRPz5qWxbp2Sns+fz6dBA3Pee8+h1KCLrl2taNrUklGjDHDPKQ1TO7b8/R01beTO2mVKG7kmr71WH2vrnezenYCPz0Fq1bLUpOd8YmJ6ERlpgCkXy1A04KJBA+jVV3eWi149YcDT4FK7ePnk16Fvbxj7L5i/oDriM2P9+kE0aOBIr14/G3SWCzCtcr1IeW1SgN277+Djs5Fataw16SeXmJhRREYaZkBcSSXLirKcOKHUOXx8bA0y6KLseIzTJjW1Y/3v2H+QmlpAamoWV69mcfx4Cvfu9WDo0Nr8/LPhZl5V+g/sGDZMdx/s3p2Jj08UtWqZkZ8PKSmFxMR4ERmp33ZNeVJSCrh8OQsfH1u8vW14/XVPWrQ4oy3fwsIy6dbNkcmTPQgKumawOBYv7sqAAQ14/PFNREeXLiNTU3NJTc3l6tUUjh+P4969Fxk61Iuff9bfTIOV9WcAnDmTRdu2ETg6mmFlZUZCQj7Hj/ty6pT++5krOzfQr99RrK3NcXKy1Jntws3NxqB9CEVMoW/O1Orw5bWRJ00qPgk9fHhd7OzMWbnyhsHiKBIZqaZHj0zs7MDRUelb+flnWyIjC0lIUGv653TPJoaHF9K1q/5vPy5lxaM5cyaetm1/xtHRSpP3ZHP8+AhOnTLc7YHLO68UE6M8LzpHUSQ8PJn69auvb9fYzMyU2xiVlJdXnBenpytp/bvvvqNjR92Gsrm5/o8x8RCKbh9Sle3+pmTQRQl798bj56fbkF62zJ+IiDTmz79slAEXZTEzU2FtbcbHH4fx/fe6Fd3z5wfw1ltn2LJF/5UZ5fc5oLNs2bI2RESkM3/+1TJ/nzZtHAGIiTFsA3zVBthz3x1Pdq5Rlpd1L+Pxo2Dlr8q0wfq0eHEnhg5tSI8eW7lxo/Krx9u0UToHY2L0P/3u0aNp+PrqdpQ3aWJDVJRSaVq1KkHnXscAO3c2ZdWqBJYtM8xVYosXd2To0Pr06LGj1O9jZ6fkpPePfi4oUGtHAv8vx2NnZ1bqGCooQPtd16/nExOTT+/edoSGKh2RDg5mdOxow9Klhr863t7enEaN7Fi1Klbz3ebs3NmWnBw1gwaFVtuI4/Hjnbl7t4CtW4v3140beURH5+HrqzuVY5MmVmzfrv9ZHMo+tmy1x1Z1O3o0o4x4rImKUtJJXp6akyczyvh9bLTbVIcJg+HURQi7Um1fWabitHyH06dTyc0tpHfvWmzcqDTgmjSxp0EDW44dS662mJRy3fi1yevX1cTEqOnd25zQUKWAdHCAjh3NWLq0uBHj6akMuDh9upDx4/NQG3i8VVG9R4nHgp07e5GTU8igQQeNcvWRsephFcViZ6dU6csuswxzFYadnarCcguKB1w0bmxJz56xJCUZbn9VJZ7qVFlZcf16DjExufTu7URoqNJp6eBgTseODixdavhLy5W80JZVq+K4cSOb6OgcfH11T6o1aWLL9u2GO3l+PzMztMd6kcREpZzq2bM2rq7WbN5s+JPUq9bDnoO6y3auh1W/wLI1yus33ocZnxWv93SHXb/AqIlwQs9jnIzdznmQY2vCBHtOncolLMxwJ61M7djauzcRPz/dHbRsWUsiIjKYPz9S57dLTFR+l549a+LqasXmzYbrsC1SNOCisQ/07AtJ9x3SdprZke/fx4WF1ZN/Fg24aNzYhZ49fyYpqfrv2W3scr2iNmlJiYlKGu/Z0x1XVxs2b75lsJiKlCwrytKmjdLJHxNTPW0KY7ZJTe1Y/7v1H9xPpVIe95f7+jZ+vKOm/6DsQXeJicqP2LOnLa6u5mzeXD0Dde3tzWjUyIZVq+Kxs1N+g9L703B9YaAMuBg61IsePTZz40blF4EV7zP9tlsr688oKTW1ECjEx8eagAA7PvzwTqltHlVl5wZu3crU9CHUZuPGO5p4a9CggZ1Bb1tRxFT65koylTp8cTyqUvFMmODN5s13SEiovn67zEzIzFTj7Az9+lnw7rvZ5OXByZMF+PrqxtekiRlRUfrvWJGyQj9SU5XfxsfHiYAAVz788LhBvqei80o3bqQTHZ2Br6/ubA1NmjiyfXv13xbPWGrXrk1sbCxqtVo748jZs2e1693c3PD09CQyMpIxY8YYKUpRIZnp4p8lPT2fCxd073+UkZFPYmKudrmbmzXu7jb4+CiNy5YtHUlLy+fmzUzu3dN/59LcuW3Yvv0ON29m4OBgyejRDenRw41+/fYRF5dNXFzpTombNzO4cUP/DYX09AIuXNCtiBf/Pml4e9sxenQdtm27S2JiLq1aORIc3IKDBxM5d+7RZ3GwtwMfr+LXXvWgdQtISoZb0ZB0T3f7vHyIvQuX7xsU3qsreDeA79c8ckg6lizpzOjRjRg8eDdpaXm4uSkd1ykpuWRnF+Dt7cDo0Y3Ytu0WiYk5tGpVk+DgQA4ejOHcOf13aAcHxxIS0pz33vNk/fpEOnSowcsvu/Lyy8oVMUlJ+SQl6fbG5uWpiY3N4/Jl/Xd2LVkSyOjR3gwevJe0tPxSv09ERApXrqTyzTedmDr1FImJOQwZUp++fT0ZMED/VxWZWjxbtmTwwQcu3LyZx4ULubRta82//+3Mjz8W50lffZXMjBk1uXIlj+vX85g9uxZ37hSwaZP+j/cFCxqzZUs8UVHZeHpaM2uWNwUFataujcXBwZxdu9phZ2fG88+H4ehogaMyvor4+FyDDVBTqZRBFytWJFNwX8G7YEEis2bVJjQ0m7Nnsxk71pmmTa0YPjxZ73EEB98hJKQl771Xl/XrEzTHlhsvv1yc2bi4WFC/vjWensq9w4tOZMXG5hIXp9+yIjj4LiEhvrz3nhvr1yfToYMdL7/8GC+/XHy7pwUL4li3zotDh9LZvz+d/v0dGTjQiR49Lj/y99vbgk+Je9l71YHWTSApFW5p2k0O9jCiL7z9ZdmfUc8dajpCfXcwN1PeD3D1FmQ84pi0BQt8NWk5S5OWG1NQAGvXxpCams8PP9zmyy+bkZSUR2pqPosXNyck5J52piZ9mzu3Hdu3R2vKdQtGj/amRw93+vVTLkl2c7PF3d0WHx/lfo0tWzpr6hnp3Lv36B3a9vbg41N8Et7LS0Xr1iqSkuDWLTVffZXPjBkWXLlSyPXrambPtuTOHTWbNikHnacnHDhgTVSUmqlT86hdu/iz4/Rw4UFF9R4HBwt27eqNnZ05zz9/CEdHSxwdldls4uNzDDJlqSnVw+bObcn27bElYqlPjx6u9Ot3kIiIVK5cSeObbwKYOjVUU2bVpW9fdwYMOFz5hz+ELVuy+OADJ27ezOfChTzatrXi3/925Mcflc4BCwv49VdX2rWzYsCAOMzNVbi5KZ20SUkF5Om52lxZPAAuLmbUr2+Bp6cSh6+v0hSKjS0odR/bR1WVsuKrr+4wY0Y9rlzJ5vr1bGbPrs+dO7ls2qT/DtsFCxqxZUsCUVE5eHpaMWtWQ025flez/hazZjUkNDSDs2fTGTvWjaZN7Rg+/ILeYwGYO7eFJj1nafLCevToUZt+/Y4CMG5cA8LDU4mPz6VTp5osXNiK4OCrXL6sn8GU9vb3tSvqQ2s/pT1RZrsiT7ddceu+GS7SNYf8tRsQ/RB9yqbcztmyJZsPPnDg5s0CzbFlyb//XYMff9S9utTBQcWIEba8/bZhO2hN7dhS2si66TIjo4DExDzt8nHj6hAenqFJz84sXNiM4OAbXL786GWFUq4Xv/bygtatlcEVMTHw6zpo1xYGDFHu4+3mpmyXlKSk62PH4d49WPEjfDJHub3IxAnK52zVw1027O0t8fFxKRGfM61bu5KUlEVMTAa//jqYdu3cGDBgA+bmZri52WviyyIvT/+NClMq16HyNinAuHE+hIenEB+fTadOtVm4sAPBwRe4fFn/9+6uqKzw9rZh9Gg3tm1LJDExn1at7AkO9uHgwWTOnTPM72NKbVJjH+v3+zv1H3h52TJqlBu7diUSH59L3bo2TJ/ekKysArZtS6j8wx+S0n/gyIoVqaX6D8aNcyQ8PJf4+AI6dbJh4cLaBAcnc/myYQYNLljQkC1bkkocW/U1bdJ4kpMLuHIli2++acTUqTdITMxnyJCa9O3rzIAB4QaJZ8mSbowe3ZjBg7eTlpZbKu/x8nJg1Cgfdu26RXx8NnXr2jN9ejvNPrtZyac/mKr0Zwwf7kx8fD43b+bSsqUtCxfWZdOmZHbv1v/tEapybuCHH27w5ZetSErK1fQhtCYkJJETJ+6V9ZGPxJTyQTB+Hb50POW3kYs0alSDxx+vzVNPHTJIDPd74glzVCq4dKkQHx8zFiywISKigGXLlPxlwYJc1q2z5dChAvbvz6d/fwsGDrSgRw/9z9wiZUXFlHpq8SAGLy9HWrd+jKSkbG7dSmf4cB/i47O4eTONli1rsXDh42zaFMnu3fof+FrZeSWABQvCmDXLn9DQRM6eTWLs2MY0berM8OF79R6PqerRowfx8fF8/vnnDB8+nB07drB9+3YcizI/YNasWbzxxhs4OTnRv39/cnJyOHXqFPfu3ePf//63EaMXgDKDRVVGJej5YvnqJIMuHtCkSd7MnNlM+/rw4e4AjBt3ihUr9FvxBHB1tWblyk54eNiSkpJHWNg9+vXbx5491XRz1QeQm1tInz61mTLFG3t7c27dymLDhhg+/VQ/lzUHtIYDG4pfB89S/i5fB+PfqvrnTHgOjp6ES/qbDQ+AV19tDsDBgwN0lo8bd5AVK65ofp86TJnih729BbduZbBhww0+/fQv/QaicepUBkOHXuGzz+rx0Ud1uH49hylTolizxvAjr8vy6qtNATh48Emd5ePGHWHFiqvk56t56qndzJvnz5YtvalRw4KrV9MYO/Yw27dHl/WR/1PxvP76XWbPrsV//uOKq6s5d+7k8803qXzySfH++vzze9jbq/j2W1ecnc04ciSb/v2jycnR/4nGunWtWbu2JbVqWRIfn8uRI8kEBp4kISGP7t1dCAxUKqXXrnXReV/DhkeIijLMFWp9+tjToIElP/5YujN/4cJ72NiYERzsRs2a5oSGZtO3702DTA966lQ6Q4dG8NlnDfjoo3pcv57NlCnXWbOmeIaYQYNqsnx5Y+3rdet8AZg58yazZum3cn7qVCZDh17js8/q8NFHHly/nsuUKbdZs6a4wb9pUwqTJt3ivffcWLSoHpcuZfPMM5EcPfrojaiA5nDgu+LXwW8rf5dvhvEzlefP9gMVsHZn2Z/xySQYN6j49dmflb89JsLBR7xiuG5dG9aubU2tWlaatJxEYOAxEhKUAQxvvRVOYaGaDRvaYm1txs6dCbz6qmFOMgK4utqwcmU3TbmeqynXd7Fnj3KWbtIkX2bObKPd/vDhp4DivOlRBQSYceBA8awnwcHKwKDly/MZPz6Pzz/Px94evv3WCmdnOHKkkP79c8nRXBDSt685jRub0bgxREfrXhWvUj36rE0V1Xu6d3clMPAxAK5dG6zzvoYNNxEVpf9OAVOqhylppyMeHjaaWJLp1+8ge/Yoo12eeuoQ8+a1YsuWbpoyK52xY0+wfbthrip6/fVEZs924T//qYWrqxl37hTwzTdpfPJJMgB16lgweLByCXVoaB2d9/boEcvBg/otKyqLB2DQIDuWL39M+3rdOlcAZs5MZtasZPSpKmXF559HY29vzrffNsLZ2YIjR1Lp3/+CAcv15ppyPY8jR1IIDDxDQoJSTi5ceFtTjjaiZk1LQkPT6ds3zGDTxSvHVkCJ9JxKv35H2bNHGQTi61uDzz5rQc2aVty4kcGcOZcIDtZf5T2gNRz4vfh18KfK3+U/w/jX9fY1DxaPibZzXn89mdmzHfnPf5w1ddQCvvkmg08+0T0h8eyzdqhUsHatYe89b2rHVlX4+trz2We+1KxpyY0bWcyZc43g4Bt6+ewAfzhQop81+P+Uv8tXwsxPYLCmfhV6X32qR284eAgSE6H/AJjzCezbBZaWcOEiDB4GYWF6iC/AnQMHniuOL1iZrn358nPMnHmUwYOV+nJo6Hjd+Hqs5eBB/Xdom1K5DpW3SQF8fZ347DN/TX6Yzpw5YQQHG+ae9BWVFTY2ZvTp48KUKXU1/T3ZbNgQz6efRhkkluJ4TKtNWhFDHuv3+zv1H1haqujWzZkpU+rh4mJJXFwuhw7do3PnU8THG25mpD597DT9B6UHKPn6WvLZZ7WoWdOcGzfymDMnieDgZIPFUreuFWvX+lKrloXm2EolMDCMhATljMJTT11k3rwGbNnSjBo1zLl6NZuxY6+wfbv+T+IDvPqqHwAHDw7RWT5u3D5WrLhEdnYB3bp5MGVKK1xcrImLy+LQoTt07vwb8fH6nam3Kv0ZHh6WfPllXdzcLIiJyWPlyiRmzzZev/hbb4Vp+hACNX0Icbz66lmDfJep5YPGrsOXjqfiNjLAiy96cft2Jrt2VU+acXJS8dlnNtStqyIpSc2GDfl88EG2dha6TZvymTQpm/fes2LRIhsuXSrkmWeyOHpU/5d1S1lRsYAAVw4cGKZ9HRzcDYDly8MZP34PHh52fPllV9zc7IiJyWDlyghmzz5Z3sc9ksrOKwEsXHgBGxtzgoMDqVnTmtDQJPr23a73W9absmbNmvGf//yHuXPnMnv2bJ555hmmTp3Kt99+q93mpZdews7OjgULFvDOO+9gb29Py5YtmTJlivECF8WqOtPF33jkgkp9/01w/gfFxMTw7bff8vLLL+Ppadz7pavVxRm5SrXaiJEo1OriaXZUqi1GjEShVg/UPld5GjEQDXWJmepUqu+NF4hGWFhHNm7cyLBhw2jVyrAdmlWhVhffG0ulWm68QDTU6nHa56YXj3HvqRAWll0i7VT/ffDup1b30T5XqQxz9caDUKuLB9OpVEeNGIlCrS5uMKtUZ4wYiSIszLI4/YxtaexwUJf4SVQqPVyG+YjU6uKOctPLe/R/+6oHERZ2tUTeo4ezN49It95javWwMu4TUM3U6lHa5yrVDeMFoqFWN9Q+N4V4wsLSSqRn/V9h/KB0y4oDxgtEQ63uoX2uUm00XiDc1+aqXcGG1SRs37nitNPPBMpRnTaO8aejVavrap+bXj3MxOoZlkYMRCPsTIn03MoUfp93tc+NXbbrluvLjReIhm6d8IDR4igSFlbLhNukppCWS7YpjHxPRkCtLr6IQKXS/2yfDyoszK1E+rGp/A0Gpvv7mFrZtdSIkYBaHaR9bgr9GWp1O+1zY9dRAcLCGptwXmj830f33ImptZGN3wYMC4sy4bzQuGWFblpebMRIFGp18Wh+UzivdOfO09pzpB4eHsYOR/zDpKam4uTkRMoscKxC1pWaDU4fQ0pKis5MJn8Hf+PxIkIIIYQQQgghhBBCCCGEEEIIIYQwWf+AmS7+xqELIYQQQgghhBBCCCGEEEIIIYQQwmTJoAshhBBCCCGEEEIIIYQQQgghhBBCiIdgBphXcbu/KRl0IYQQQgghhBBCCCGEEEIIIYQQQgj9k5kuhBBCCCGEEEIIIYQQQgghhBBCCCEeggy6EEIIIYQQ/8/efYdHUe2PH39veiGFlkYPgdBbAoSa0ASVDsIVvRLEQkS9oFxBAQWRJr+vochF8IqAChcURBASQm+BSJEESEILhJBGQnpv8/tjNrvZdMhudr33vJ5nHnZnJrsfZmdOmzPnCIIgCIIgCIIgCIIgCIIgCILwDIyp3fQitdnHQIlOF4IgCIIgCIIgCIIgCIIgCIIgCIIgCIIgaJ8Y6UIQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBOEZGFO7XglipAtBEARBEARBEARBEARBEARBEARBEARBEIQyxEgXgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIz8CY2o1iIUa6EARBEARBEARBEARBEARBEARBEARBEARBKEOMdPHfR5Im6jsEFUl6Rd8haJCkMfoOQYMUp+8INEnSG/oOgevXr6teS1JfPUZSkST56jsEDYYXTzu9fr/muTNcj5FUJEkd9R2CBkkaoO8QNEhSL32HoHn+XNVjIJWQpOf1HYIGw0t7LPX6/WVOHQMs9xhaPFP1HYIGSWqt7xA0GEI8mnmpoeUVPvoOQYNB1bmS9B1BubTQ4Oo4zfUdggbDu7YMo5wRExNDWloaYQZQDnv48KHqtSR9pMdIKjKkvN3wyoQ++g7BwOukhnGtl9J3+0F5hvB7aZ4/hnZ8DC3v8tN3CCqG0J5RliGUUQ07LdT/8SnL8OrItvoOoVwbi6GlhYZzPkvSe/oOQYMh3FeKj4/XdwiCIDpdCIIgCIIgCIIgCIIgCPoRExPD1q1b9R1GBfb29voOQRAEQRAEQRAEQfirMKJ2U4cY6ToQ3RGdLgRBEARBEARBEARBEAxQWloaAJ6enrRs2VK/wSjZ29vTokULfYchCIIgCIIgCIIg/FWIkS7++ygUGXr9/rLDUCkUhXqMRCZJpqrXCsVyPUYik6SFqtcKxTE9RiIrOyyWQrFPj5HIwsLUw4YpFOf1GIms7BCKCsVuPUYiKzvsnEJxUI+RyMpO2aNQbNNfIEBYmIfqtb5jAc3hdhVW+oujlJSjfm1wx0dxSm9xlAoLa6x6reimx0CUpDD1a4Xikf4CUSo7NLtipx4DUZKmqV/rOy0MC2uteq1QhOgvEKWyU3MZXjlsm/4CUdJMe37SXyBKZYeJN4Tjo5mX/luPkcjKDlFqeOVC/aY9hlQGg/Lnzld6jEQmSR+oXuu7fgzl6sir9RiIkjRf/doQ0sKwMLnw1bJlS7p1s9BzNJpDWSsUm/QYiazsMPoKhR4DASRJ/drw8olT+gtESaNOYQDxlJ1yRaHQ/9w9ZadhMLzjo/9yfFiYuuHAENrnyk7DoO+0B8qlP//SXxwA0jvq14aQj2rWKfR/7mi27RpY26UBzFYh3VG/Nrxys6GdP9v0F4iSZhvCA73FAZpTkhresdF/WhgXN1TfIQiC6HQhCIIgCIIgCIIgCIIgCIIgCIIgCIIgCILwTIyp3fQitdnHQBlMp4vMzEwyMzMBsLa2xsbGBiOjv/DELYIgCIIgCIIgCIIgCIIgCIIgCIIgCILwv0yMdFF7xcXFPHjwgNTUVPLy8rCysqJZs2Y4OjpW+Tf5+fmcP3+e0NBQVYeLUqampri6utKrVy/atTOAsa0EQRAEQRAEQRAEQRAEQRAEQRAEQRAEQag9c6A2M2YW6ToQ3alzpwtJkjh37hzBwcHk5+dX2N6sWTNefPFFnJycNNbHx8eza9cusrKykMpOPKdUUFDArVu3uHXrFm5ubkyaNAlzc/O6hisIgiAIgiAIgiAIgiAIgiAIgiAIgiAIQn34H5hepE7zd5SUlLBr1y5OnjxJXl4ekiRVWB49esTWrVuJiopS/V1KSgrbt28nMzMTSZJQKBSVLqWfcffuXX744QcKCgrq/B8WBEEQBEEQBEEQBEEQBEEQBEEQBEEQBKEemDzF8hdVp04Xx44d486dO9V2nFAoFBQWFvLLL7+QnZ0NwP79+8nPz1dtByp01gA0Ol/ExcVx7NixOv53BUEQBEEQBEEQBEEQBEEQBEEQBEEQBEGoF8bUrsPF/+JIFykpKfzxxx/VdpwoO21IXl4ep0+f5t69e8TExFT4m/LKd76QJIkrV66QlJT0rCELgiAIgiAIgiAIgiAIgiAIgiAIgiAIglBfjJ9i+Yt65k4Xly9fpri4GKjYcaJsR4zS95IkERYWxqVLl1Traxoho3Sfsvtfu3btWUMWBEEQBEEQBEEQBEEQBEEQBEEQBEEQBKG+iOlFqhYREaHRsQIq72wB6s4V+fn53L59W9UJo6YRMirruHHz5s1nDVkQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhPryP9Dp4plCz8rKIi0tTdURAjQ7WBgZGWFubk5ubq5qW2kni7KjW0iShKWlJV5eXri6umJlZUVeXh4PHz7k4sWLpKenV+igkZGRQVZWFg0aNNDG/18QBEEQBEEQBEEQBEEQBEEQBEEQBEH4L3fq1CmGDBlCamoq9vb2+g7nf0dtO1T8hTtdPNNIF48fP1a9LtuBwtzcnEmTJvHJJ5/w0UcfMWfOHNzd3TU6TZTtnNGgQQPefPNNBg8eTPPmzWnUqBEuLi54eXkxa9YsHBwcNP62VGJi4rP+f2vUoAH4+5vz4EEDcnJsOH/eCk9PzcPUoYMRv/1mSVqaDVlZNvzxhzUtWiiq+MSnM2iQggMHjImNNUGSTBk3ruLnLl1qRFycCTk5Jhw9aoybW8XPeeEFBRcvGpOTY0JKigm//qq7SXBcXGz44YexJCfPJSfnI8LC3sTDw1ln31fqs89ckaThGktERD8AGjY0Yf16dyIj+5GTM4To6IGsW9ceW1vdHYdZs9oQGjqM9PQxpKePITjYm1GjHFXbXV2t2bfPi8ePXyQ9fQy7d/fBwcFcZ/EAuLiY8cMP7UhO7kNOjhdhYT3w8NDssLR0aUvi4nqTk+PF0aOdcXOz0Ekss2a1JTR0JOnpE0lPn0hw8DBGjXJSbXd0tGDHjr7Ex48lK2sSV648x8SJzXUSS2Xmz3dDksbg799Zte7kyX5I0hiNZdOmrjr5/gULuvLHH6PJyHiFxMSp/PrrUNq3t9XYx9HRkh07BhEfP5WsrFe4cmUMEye20kk8s2a5Exo6lvT0aaSnTyM4+AVGjWqm2m5ubszXX/clOflvZGa+wi+/+ODgoL1zZ9AAOPALxN4DKQfGjdHc/tlCiPgTspIgJRaO/g59emvu89vPEH0LclMgLgp2/BuctZA06fvYlPfZZ62RJB+NJSKij8Y+Xl62HD/enaysQaSnD+T06R5YWDzzYFcaBnnAgQ0QewykMBg3pOI+HdrAb+sh7TxkhcAfO6GFU8X9AA7/q+rPeRZGRvD557ZERTmRk9OMu3edWLTIRmMfa2sFGzbYExMj73PzpiNvv21d5+9e0An+GAkZL0HiRPh1ELTX/GocLWBHP4ifAFlT4MoomNhCc59POsP5EZA9BVIn1zmsKuk7HSzl4mLKDz+0JTm5Fzk5vQkL64qHh/r3+OyzZkREdCMry5OUFA+OHu1Anz51/71AO+Ww+/flvy27zJ9f9+vN8PKJdoSGvkB6+hTS06cQHPwco0a5ANCwoRnr13sSGTmGnJypREePZ906D2xtTXUSixxP9Wnzm2+25+TJUaSnT0OSfLGzM9NZLAALFnTnjz/GkZHxGomJr/Drr8Np395Otb1VqwZI0huVLpMnt9F6PJ991gJJGqCxRET0VG13dbVg374OPH7ch/T0vuze7Y6Dg+5+r7IqS3vKOny4L5I0hnHjqsg4tMDQzp9Bg5px4MA4YmPfQpI+YNy4thX26dChEb/9No60tNlkZb3HH39Mo0ULm0o+re5qqiNbW8OGDRbExMjbb9605u23tXP+LPCCP16DjDmQ+C78OgHaN9Lc5+TLIM3XXDY9p97eyAICXoLYdyDvQ3joBxuGg40Wfsbq0kKAb77pw927Y8nJmcrjx5PYv38w7u621Xxi3dy/3xpJaldh+frrpgC4upqyb58zjx+3IT3dld27nXBw0F0decGCnvzxxyQyMmaSmOjLr7+Oon17e419vvlmMHfvTiMn500eP/Zl//5RuLvbV/p5T2vQIDhwAGJjQZJg3DjN7RMmwJEjkJwsb+/eveJnvPkmnDwJ6enyPnZ2Ffd5VjXlFQAnT75YIZ/YtGmA9oIoQ9/1iqeN5+TJHhW2b9rUXiexQGkZtTXJyd3IyelBWFhHPDysVNsdHEz4/vtWxMZ2ITu7BwEBbXFz002bT3XHplUriwrbSpfJk5vqJB7Qbxm+JvPnt0eSJuLv3021ztzciK+/7k5y8otkZo7ll1/6aq2NThtpj7k5fP21vE9mJvzyCzg4PH0sC3rBH5Mh4w1I9IVfR0G5ZBgAL0c4Phay3oT0N+D0eLAokz389jxE/x1y34K46bBjGDhbVfycZ1FTXnry5HAk6RWNZdOmPtV8ovbU97lTczz1W2cf1BsObIbYcyDdgXHDNbd/v1peX3YJ+E5zn3atYf8mSAqB9D/h7C7w6auV8OQYayg3f//9SCTpA40lIGCi9gKoRmXnz5tvtubkyUGkp49BkiZiZ6e7Oldt2hBcXW3Yt28Ijx//jfT0aeze7a2zNky5fc6eqKhm5OS05O7dZixapFnumTDBiiNHHElOboEktaZ7d93VuwytfdfQ6hX68s0332BjY0NRUZFqXVZWFqampvj4+Gjse+rUKRQKBffu3avnKIVnJRmBZFyLRTfVi3rxTKGnp6drvC/tGDFixAi6dOmCsbFcKrOzs+Oll16iYcOGle7v7e1dYVspCwsLRo4cWem2jIyMZwm7Vv79b0tGjDDh73/PpWvXLIKCijl2zBoXF7nR3dVVwblzVkRGluDjk023blksW5ZPXp52vt/aGkJDJWbPLq50+0cfGfH++0bMmlVM375FZGfDkSMmmJcp202cqOCHH4z5/nuJ7t2LGDCgiJ07S7QTYDn29hacP/8ahYUlPP/8bjp12syHHx4jNTVXJ99X3o0bWTg5nVEtAwdeBsDFxRwXF3PmzbtDly4X8fW9yahRjfnuu046i+XRo1wWLLiBh8cJPD1PcuJEEr/91o9OnWywsjImKGgAkiQxdOhZBgw4jZmZEQcP9kOhnf46FdjbG3P+fFcKCyWefz6cTp3+5MMPH5Caqs6wPvqoGe+/78ysWffo2zeM7OxijhzpjLm59oOSj08YHh5BeHoGceLEY377bSCdOsmFgx07+uLubsPYsefo2jWQffsesWdPP3r0sNd6LOV5etrx9tutCA1Nr7Bty5ZonJyCVMtHH0XoJAZvbyc2bozEy+sQI0YEYWqqICjoOays1N36duwYiLu7LWPHHqdr19/Yty+aPXu86dGjUTWf/GwePcpmwYIreHgcxNPzd06ciOe334bSqZM9AP7+vRkzpgUvvXQKb+9AXFys2LdPS3fJUaaF12H23Mq3374D734AXXvDwOHw4CEEHYAmTdT7nDwNU14F9+4w6WVo6wq//FT32PR9bCpz40Y2Tk7BqmXgwD9V27y8bAkM7EZQUCp9+lyhd+8rfP11LCUlkla+29oSQm/B7BWVb3dtDue2Q+R98JkJ3SbBsi2QV1Bx3zmvyo1O2jR/vg1+fta8+24aHTsmMH9+Oh99ZMN776k7oH31lR2jRlnw6qupdOyYwNq1WXz9tT1jxtStMuXtABtvg1cQjDgBpkYQNBSsyjRe7egH7rYw9gx0PQT7YmDPAOhRpnhkZgQ/P4RNd+oUTrUMIR2E0ryrszLvukWnTmF8+OFDjbzr9u083n33AV27XmfgwHAePMgnKKgDTZrUvRu0NsphAIsXF+PkVKhaNmyoeznM8PKJHBYsuIaHRwCengGcOJHIb78NplMnO1xcLHFxsWTevKt06XIIX98LjBrlwnffeWk9DnU81afNVlYmBAbGsmLFdZ3FUJb8e4Xj5XWAESMCMDU1IiholOr3ionJxsnpJ43l00+vkJlZQEBAjE5ikvOKP1TLwIHysbCyMiIoqBOSBEOH3mDAgOuYmSk4eLCjzsqppapLewDmzHFVjayoS4Z2/lhbmxIamsTs2Scq3e7qase5c1OJjEzBx2cP3brtYNmyi+TlFVW6f13VVEf+6isLRo0y4dVXc+nYMYu1awv4+msLxoype7rs3QI2XgWvH2HEbjA1hqApYFWufXrLNXD6Wr18dEq9rUSC3+7A2H3Q/lvwPQzDW8M3lTc3PJXq0kKAK1dSmDHjIh07/s7IkSdQKBQEBQ3FyEg3F1fv3jE4OUWpluHDHwHw889ZWFkpCApyUV7rsQwY8Eh5rbvo7Fr39nZh48YbeHntY8SIg8q0cLRG3nXlShIzZpykY8f/MHLk78pjNForx0jO12H27Kq3nzsH8+dX/RlWVhAYCCuqKOvWRU15RaktWyI18ouPPvpD+8Eo6bNe8bTxAGzZEqex/aOPdNPoLpdR2yvLqHfp1CmcDz98pFFG3b/fFVdXM8aNi6Jnzwiiows4dswNKyvdtBpXdWxiYvI01js5BfPpp/fJzCwiICBFJ7HouwxfHU/Phrz9dhtCQ9M01vv7d2PMGGdeeukPvL3P4OJiwb592imraiPt8feHMWPgpZfA2xtcXGDfvqePxdsFNl4Hr70w4qAyHx0DZZMZL0cIHA1BMdDnF+j9C3x9Xc4/S52MhSlB4L4TJh2Btnbwy6inj6cyNeWlAFu23MHJaa9q+eijq9r58mro49ypPp76r7NbW0JoJMxeWvU+AafBqZ96eblcO97vW8DEBIa+Bh7j5c/7fQs4Nqn0454+xhrKzQABAfdxcvpGtbz88iHtfHk1qjp/rKyMCQxMZMWKWzqPoaY2BCsrE4KCRijLhoEMGHAYMzNjDh4cppOy4fz5dvj52fDuuyl07BjH/PmpfPSRHe+9p+44bm2t4Ny5PObPT9V+AOUYWvuuodUr9GXIkCFkZWVx+fJl1bqzZ8/i5ORESEgIeWVuxJ48eZKWLVvStm3FhxQEw1RsUvvlr+qZQs/Pz690ffdKuuYaGxvTpUsXzp49W2HEivbtq++B3qZNG0xNTTV6NQEUFFRyp0YLLCxg0iQTxo3L5exZubF96dJ8xowxwc/PjMWL81m+3ILDh4uYP199DKKitNe4FRgoERhYdYV1zhwjvviihAMH5H1ee62YxEQTxo9XsHu3hLExrFtnzD//WczWrerPiYjQTSV4/vx+xMRk8Prrv6vWPXhQeaOpLhQVSSQmVjwfbt7MZvLkMNX7qKhcFi68x48/dsHYWEFxsfaPx++/J2i8X7QoHD8/V7y8GtGsmSWtW1vTs+cJMjPl82X69Mukpo5h6NCmHD+epPV45s9vTkxMPq+/fle17sEDzWt3zhwXvvgihgMH5Ir3a6/dITGxD+PHN2b37mStxvP773Ea7xctuo6fX1u8vBoTHp5B//6N8fO7wqVLcizLl4czd257PDwace1amlZjKcva2piffurFm2+GsmhRuwrbc3KKSUysPM3TpuefP6rx3tf3HElJL+Ph0ZizZ+XRffr3d8DP7wKXLsm/zfLlYcyd2wkPj8Zcu6bdxpPff3+k8X7Roj/x8+uAl1dTHj3KZubMdkybdoaTJ+XzfsaM80RGTqBv36aEhNT9fA4Mkpeq7Nqj+f6D+fCGL3TrAidOyevWfq3e/jAGVv0f7N8tV/aK6pBs6/vYVKaqtBDA39+N9esfsXr1Q9W627e11zEu8Jy8VGX5e3D4LMz3V6+LelRxv+7u8OF08PwbJJzUWnj072/Gb7/lcfiwXCiPjs7l5Zct6dPHtMw+5mzfns3p0/K1/u232bz9tjV9+phx8OCz96p8/pTme9+LkDQJPBrBWeWp0L8J+F2CS0/k98tvwtwO8j7XlHXMJcp7fNO1//A7YDjpIMD8+S7KvCtKta583rVr1xON9x988JA33nCgWzcrTpyoW8fcupbDSmVmgrYHZjO8fCJW4/2iRaH4+bXDy6sJW7feY/Lks6ptUVFZLFwYyo8/9tdhOazqtDk8PI1168IBueGpPjz//BGN976+Z0hKehUPjyacPZtASYlEYqJmWjxhQiv27LlPdrZubpzLeUVhhfUDBtjSurUFPXuGkpkp14GmT79Dampfhg614/hx3ZTta0p7une35cMPXfH0PEtCwnOVfIL2GNr5Exj4gMDAB1VuX758AIcP32f+/LLXmW5+p9rUkfv3N2b79gJOn5a3f/ttIW+/bUafPsYcPFi38/n5nzXf+x6CpPfBwxHOlvnZcoogMbvyz0jLh2+uqd8/zIB//Qn/1MJDstWlheHh6Xz7rbouFh2dzaJFoYSFvUjr1tZERWXVPYBykpM1Ow0uWGDN3bsFnD6dy4gRVrRubUrPnjFkZsqdAadPTyQ11ZWhQy05flz7D048/7zmTQ1f3xMkJc3Aw6MpZ8/GA/Dtt+obQ9HRmSxaFEJY2FRat7YhKqqu+bq8VOXHH+V/W1UzKNS6dfK/3t51CqVSNeUVpXJyiirkGbqiz3rF08YDkJNTUu12bZk/35GYmEJefz1ate7BA/X3tmtnTr9+DejcOZzwcLn+4OcXQ0JCV15+uSHfffekwmfWVVXHpqSECusnTGjCnj1JZGdX3rG4rvRdhq+KXNbw5M03r7JoUQfVeltbE2bObM20aX9w8qRcMZsx4wqRkc/Rt29DQkLqdrOvrmmPrS3MnAnTpskj7cjxQWQk9O0LISG1j+X53zXf+x6HpNfBoykok2H8B8D667C6TJ+m22maf7dW3cTKwyxYdRX2Pw8mRlBUx/7lNeWlUFon1dITj7Wgr3On+njqv84eeEZeqpNfAIlVNCE3bgjt28DMT+C6so/Bgv8Hs1+FLu2r/runirGGcjNAfn4xiYk5df+yWqrq/AFYt07uHOjtraVeJ9WoqQ1hwAAHWrduQM+eB8nMlOuJ06efJTV1GkOHOnP8eLxW4+nf35zffsvh8GG57BAdXcTLL+fSp485kAnAjz/KBfpWrXR/x9XQ2ncNrV6hL+7u7jg7O3Pq1Cm8vOQObadOnWLcuHGcOHGCixcvqka8KJ0ipKSkhNWrV7NlyxYSEhJo3749ixcvZvJk9XDBhw8fZs6cOcTExODl5cX06dP18d/7n1fbDhV/5U4Xz9TdurCwYmNdgwYNVCNclFfVnDgNGjSodH0phUKBtXXFoeZ01enCxARMTBTk5Wk2BOfmSgwcaIxCAS++aMLt2yUEBlqRmNiAixetGTeufs6ANm3A2VnBsWPq0mxGBoSESPTrJ3do6dVLQfPmCkpK4OpVE+LiTDh82JjOlY/WW2djx7bj8uV49uyZSGLiHK5enckbb/TQzZdVol07K2JjB3HvXn9+/LEzLVpUPZybnZ0JGRlFOmnoL8/ICKZObY61tTEXLqRgbm6EJEnk56t/u7y8EkpKJAYO1E0ha+zYRly+nM2ePe4kJvbm6tXuvPGGerqTNm3McXY249gxdQNtRkYxISGZ9Ounm6GJSxkZKZg6tQXW1iZcuCBXvIODnzB1aksaNjRDoYCpU1tgYWHMqVOPa/i0utm4sSuHDj3m+PHKS/qvvNKMpKSRXL/uzYoVHbC01N3wu2WVDludkqKuNAUHP2bq1DZljlEb5TFKqOpjtEL+vdoof6/HeHg0xszMmGPH1IXvW7fSiY7Ool8/3Q1XWhVTU3jrdUhLk0fHqEzDhvDKVAi+WLcOF+UZyrFp186S2Nh+3LvXlx9/7KhKC5s2NcXLy5bHjws5f74nCQn9OXWqBwMGaHFc5GooFPDiYLgdDYGbIPEUXPyp4tQhlhawcxXMXg6JWm6PDA4uYNgwc9q1k/Pqbt1MGTjQnICAvDL75DN2rCUuLnKxyMfHnPbtTQgK0m6jTumokSllijHByTC1FTQ0AwXyawtjOKW7mdQqMKR0cOzYhsq8y43ExF5cvdqFN96o+toxNVXw1ltNSUsrIjRUt40otSmHlVqwwIjkZBOuXjVh3jwjqigi14nh5ROtlGlh5Y0PdnamZGQU1lM5TDNtNgSV/V5l9erVmJ49m/Ddd7p74knOK3pz754HP/7YnhYt5JjMzRVIEpWUU2HgQN0NV1pd2mNpaczOnb2YPft6vXX6KmWI509Zcp3Uldu3UwkMnEhi4iwuXny50ilItKGmOjJAcHAxY8eaqka+8PExpn17I4KCtN+ByE5Z3Uspl0W/0gmS3oPrr8OKwWBZTRXduQFMbA+ntTyoTE1poZWVMTNmuBIVlUlMjO4b/k1N4dVXbdm6Vb6Zqb7W1b9lXp6kvNYtdR4P1JwWWlmZMGNGB6KiMoiJ+e9pPK6tqo7PK6+0JSnpVa5fn8iKFZ46LYsZWr2iqnhKvfKKA0lJA7h+vTcrVrTB0lI3o0qMHWunLKO2ITGxK1evduCNNxqrtpeOFpqXp85LS6+3gQOrb/t8VjUdm1K9ejWgZ08bvvtOuzfPyjLUMvzGjT04dCihwoNOHh4NMTMz4tgx9fpbt7KIjs6hX7/G5T+m3nl4gJkZHDumXnfrFkRHQ79+dfvs0hnSSpOZppbg5QSPc+H8REjwhVPjYEA1/UwbmsMr7SE4oe4dLsqrKi995ZXWJCVN4vr1F1mxoofO2+YM7dwxpDp7eT59IfEiRB6Bfy2FRvbqbU9SIfIevDYerCzB2Bje/pvc2eLKjXoLER+f5iQmziIy0pd//WsYjRrpbooIqPr80bfy5Qz5foXcKaVUXl6x8n6FY6WfURfBwfkMG2ZZrn3OgoCA+ulYWh1Dad/VjMdw6hX1bciQIZw8qX4i7+TJk/j4+ODt7a1an5ubS0hICEOGDGHlypXs2LGDb775hps3bzJ37lxeffVVTp8+DUBMTAwTJ05kzJgxXLt2jTfeeIMFCxbo5f/2v67IWEGRsVEtlr/uCC7P1Fugss4VVY1+AfIFUJmCggIsLKrP5CrrYFFV5466ysqC4OAiFi82JyIil8REiZdfNqVfP2Pu3i3BwUGBjY2CBQvMWbQon/nzixg1yoR9+ywZMiSHM2d002O8lJOTfKKVf3IyMVG9zdVVXrdkiTEffFDMgwcSH35ozKlTJrRvX0Sqljvcuro2xM/Pg6++CmHFivP07u3C+vXPUVBQzI4duh1+NyQkHV/fm9y6lYOzsxmffebK2bOedOlykawszd+icWNTFi9uw5YtsVV8mnZ06WLLhQs+WFgYkZVVxIQJF4mIyCQpKZ/s7GJWr+7CJ5/cRKGAVau6YGJihLOzbgp6rq4W+Pk58dVXsaxY8YjevRuwfn0bCgpK2LEjCScnuaBV/gmIxMRC1TZt69LFjgsXhmFhYaw8PueJiJAbAadMCWb37n6kpEygsLCEnJwiJkw4x717umtsmzrVhV697Ojd+2yl23fujCU6Ope4uDy6dbNl9eqOuLs3YNKky5Xury0KBaxd24dz5xK5eTNNtX7KlNPs3u1NSsq0MsfoJPfuZeokji5d7Llw4cUyv9cJIiLS6dGjEfn5xaSnlz93cnFyqp8GW4AXn4f/bJeH/I1PgBFj4Em5G/arlsG7s+ThOy+EwOhJ2vluQzo2ISEZ+PpGlkkLW3P2bE+6dLmEq6v8nUuWtGbevHtcu5bFa685cvx4d7p0ucTdu7qt2Dg0AhtrWDATFm2A+Wth1ADY5w9DZsKZK/J+/v+E4FA4cEr7MaxalYmtrYLISEeKi+VK/sKFGezcqf6/v/deGlu2NCQ21oXCQvnmw5tvpnL2rPY6eSqAtR5w7jHcLPMw8pRzsHsgpEyGwhL5Sd0JZ0CHSZ8GQ0sHXV3N8fNz5Kuv4lmxIo7eva1Zv741BQUSO3aoG5hefNGe//xHHq45Pr6QESMiefJEN6MDlKpNOQxg/foSrl6VSEmR6N/fiJUrjXB2hg8/1F6LpGHlE8+VSQvPqPL1sho3Nmfx4q5s2XK3kk/RdjwV02Z9k38vL86dS+DmzcoL4zNnuhMenqqzm/whIZn4+t7h1q1cZV7RgrNnu9KlyzUuXsxUllNb88kn0cpyaitMTBQ4O+umTFhT2uPv35ng4BQOHKi/HmiGev6U5+BghY2NGQsW9GHRovPMn3+WUaNas2/fWIYM+ZkzZyoZTqoOaqojA7z3Xh5btlgQG2tTJh/NU42MoS0KYO0wOPcIbpa557AzHKIzIC4TujnAah9wbwST9mv+/c4xMK6dPDXJgTvwRoB24qopLfTza8eXX/akQQNTIiPTGTHiBIWFupn+s6zx4xtgb2/Etm1yLBcv5pGdXcLq1Y355JMnymu9ifJa1/2DJHJaOIBz5+K5eVNz9CU/v858+WU/5TFKZcSIg/VyjAxJVXnFzp13iY7OIi4uh27dGrF6dR/c3e2ZNOlYNZ/2bAytXlFdPFlZxezcmUh0dB5xcQV062bN6tVtcXe3YtKkm1qPRS6jNuWrrx6zYkUCvXtbsX59C2UZNYXIyDyio/NZubIZb7/9kOzsEubOdaBFCzOcnU1r/oKnVNOxKWvmTGfCw7O5cEF3UzUbYhl+6tTm9OplT+/eFYdRdHIyV9bbNR8qTEzMw8mp6oe56ouTE+TnQ7nZvZX1jmf/XAWwdiCci4fSZNhV2b92SW+YFwzXkuE1dzg+Drr8B+6WiWGVF7zbFaxN4UICjNbiDA3V5aU7dz4gOjqbuLhcunWzZ/Xqnri72zBpUuXlyLoytHPH0OrsZQWegX1H4P4jaNsSVnwIAf+GflPkUXcAhvvC/n9B5jV53eMnMGompOkuSdKMMfAB+/bd4f79DNq2tWPFioEEBEykX79dOpkeq7rzR58qa0O4eDGJ7OwiVq/25JNPrqBQKFi1ykN5v0L7bZirVqVja2tEZGSzMu1zaezcWcVwdfXAkNp31fEYXr2ivg0ZMoQ5c+ZQVFREbm4uf/75J97e3hQWFvLNN98AcOHCBfLz8/Hx8aFTp04cO3aMfsqeia6urpw7d47Nmzfj7e3Npk2baNu2Lf/3f/8HyKNpXL9+ndWrV+vt//i/qtjEhGKTmjtUFJtIQMXBH/4KnqlmbWZWsfGtsLCQpKQkmjat2NMrLi6uwjqA2NjYaufbSU1NJScnp8K0JOblJ87Wor//PZetWy2Ji7OhqEji6tUSdu0qxMPDGCNlh/nffiti7Vo5wQ0NLaB/f2NmzTLjzBlD6JUn/7t8eTH79skFhxkzinn0yISXXjJiyxbtJsJGRgouX45n4cJTAFy7lkiXLk2ZNauXzjtdBAaq765evy5XOqOjBzJliiNbt6rPORsbYw4d6kF4eDZLlkRV9lFac+tWJj16HMfOzpTJk5uxfbsn3t5niIjI5KWXQti0qQfvv9+WkhKJXbseceVKqs7mPzUygsuXs1i4UB7689q1bLp0sWLWLCd27NBPT1v5+AQpj09ztm/vg7f3SSIiMli2rCv29mYMG3aS5OQCxo9vxp49/Rk06AQ3bmi/wbt5cwvWrevCiBEXNJ7sLOvbb9XDpt64kUl8fB4nTvTH1dWKqChdPo3hRZcuDRk48LDG+mXLeiqP0RGSk/MYP74le/b4MGjQYW7cSNN6HLduZdCjxwHs7MyYPLkV27cPwttbS63TWnDyNPTwgiaN4c3XYc8P0Ncbksqc3mvWwnfboVVL+OwT2PFvGD2x7t9tSMcmMFDdaH39ejYhIZlER3sxZUpTIiLk83Tz5ji2bZOfdL92LYthwxry+utOfPLJfZ3Gpso3T8Ja5RCqobegfw+YNUXudDHGB4b2gZ5TdBPDlCmWvPKKFdOmpXDzZiE9epixdq0dcXHF7NghH5/33muAl5cZY8YkEx1dzODBZmzcaE9cXDHHj2vnCeuNvaGLHQzUHN2RZd3A3hSGHYfkfBjfHPYMhEFHQQdJnwZDTAflvCubhQvlm4bXruUo8y4HjQbbkycz6NHjOk2amPLmm03Zs8eNvn1vkpSk244XteHvrz6W16+XUFAgsXmzMR9/XIK2BmszrHzisDItbMn27f3w9j6q0ShgY2PCoUM+hIens2RJWDWfpq14KqbN+r5xvnHjAOXvdbDS7RYWxkyb1pZly67pLIbAwDTV6+vXc5R5hSdTpjRm69bHvPTSLTZtcuX9950pKYFdu5K4ciVLJ+XUmtKeMWMcGTq0MT171jCWsZYZ6vlTXumcvb/9do+1a+X5zENDk+jf34VZs7ppvdMFVF9HBnjvPTO8vIwZMyaH6OgSBg82ZuNGC+LiSjh+XHsdLzY+B12awsCfNNd/G6p+fSMZ4rPgxMvgag9Raeptc0/A0vPQvhGs9IavhsLscvnys6gpLfzppwccPZqAs7Ml8+Z1ZM+egQwYEFRl3qstM2faEhCQTXy8/BskJxfz0ksJbNrUlPfft1de65lcuZKnszppWRs3DqZLl0YMHLi/wraffrrD0aOPcHa2Yt68HuzZ8xwDBvyq8eTlf7uq8opvv1WPgHTjRirx8TmcOPEirq42REVpt1OlodUrqotn69YEvv1W/fTpjRvZxMcXcOJED1xdLYiK0u6IdXIZNYeFC+W2pmvXcunSxZJZs5qwY0cKRUUwcWIU333XitTU7hQVSRw7lsHhw+koam5Xfmo1HZtSFhZGTJvmyLJlD7QfRBmGVoZv3tySdeu6MWLEOZ2ntX8lGwdDl0Yw8Ff1OmWxgs03YVuk/PpaMgxrDq93hE8uqvddcw2+i4BWNvBZb9gxXHsdL6rLS8sOqX/jRhrx8bmcODEcV9cGWh9S39DOHUOss5e1u8zvf+M2hN2CqBPy6BcnLsjrN34md7QY9DLk5sEbU+DgZug9ERLqoXl69+6y+WgyYWHJREXNxMenOSdOaHfYM0M7f8qqrA0hOTmfl146xaZNXrz/fkfl/Yr7XLmSrJOy4ZQp1rzyijXTpiVz82aBsn2uEXFxRezYoZ+OF4bUvquOx/DqFfXNx8eH7OxsLl26RGpqKu3bt6dp06Z4e3szY8YM8vLyOHXqFK6urmRlZZGTk8OIESM0PqOgoICePXsCEBERQd++fTW296vr0FHCMyk2Nqa4FqNYFBv/j3W6sLSsvDfX0aNHefnllzU6STx69IiIiIgKHScAzp07h6ura6XbAM6erbwHZ1Xfrw1RURI+PjlYWYGtrYKEBIn//MeSqKgSkpMlCgslwsM1K/4RESWqoVV1KSFBzuwcHSGhzCjRjo5w7Zq8LV5Z5wwPV28vKJD/Xy1baj+m+PgswsM1hzaLiEhm0qQOVfyF7qSnF3H7djZuburzo0EDYwIDe5KZWcSECWEUFem2MamwUOLePbmQcPVqGr17N+Qf/3Bj1qw/OXr0MW5uQTRubEZRkUR6eiHx8S8QFaX9hlGA+PgCwsM1OwJFROQyaZI83F1Cgnznx9HRjIQEdQLm6GjKtWu6KegUFpaoRq64ejWV3r0b8Y9/tOfLLyN47712dO4cQHi4XIgIC0tj0KAmzJ7thp/fFa3H4uFhj6OjOVevDlatMzExYvDgxrz7bmvMzQ+pemWXCglJA8DNzVpnFZcNG/oyenQLBg8OIDZW/R2urja8915HOnfeT3i4HEdYWCqDBjkye3ZH/PwuaD0W+feSG/KuXn1C795N+Mc/OrF7933MzY2xszPT6PHr6GhJQkL9dT7LyYF7UfIScgluh8HM6bDq/6n3efJEXu7chYhb8OgOePWBi3/U7bsN+djIaWEObm6WnDiRBkB4uOb5GhGRQ8uWuh1OESA5FQoLIfye5vqIKBgol3sZ2gfatoC085r77P0Kzl6VR8SoizVr7Fi1KpPdu+Xjf+NGEa1aGfPxxzbs2JGDhQWsWGHHhAlPOHxYbpy9fl3unDFvno1WOl1s8ITRLjD4GMSWOQ1cG8B77tD5ECinqiUsDQY5wOz24Hepzl9dLUNMB+PjC6vIuxpprMvJKeHevXzu3csnJCSL27e7M3OmA6tWVd7RVxtqUw6rTEiIhKmpgtat4fbtusdhePlEab6eoszXOzBrlpzINmhgQmDgUDIzC5kw4XQ9lMMqT5tnzdL+/722Nmzop/y9ftf4vcqaPLkNVlYm7Nhxp97iSk8v5vbtXFW5+ejRNNzcrtK4sYmynFpMfHxvoqK0P7VHTWnPpk3RtG1rTVraKI2/27vXk7NnnzBkiG5+T0M8fyqTnJxLYWEx4eGaw3tFRKQwcKCLTr6zujqynI+aM2FCLocPyzfNrl8voUcPY+bNM+f4ce3kFRuGw+i2MHgnxNZwnzlEWSd2a6jZ6SIxW15upUBKLpx7FZYFQ0Idqz41pYUZGYVkZBRy924mFy8mk5r6EhMmtOA//4mu2xdXo2VLE4YPt2LiRM3pBI4ezcHNLZrGjY0oKoL09BLi49sQFaXbBq0NGwYyenQrBg/eT2xsxQOekVFARkYBd++mc/FiIqmprzNhQhv+8x/djpBkKGqTV5QqnUPczc1W650uyjOkekX5eCoTEiK3Jbi5WWq904VcRtX8zIiIPCZNsle9v3o1l549I7G1NcLMzIjk5CIuXnTn8mXdD/td1bGZPLkpVlZG7Nih25GjDK0ML5c1LLh6dahqnVzWaMK777oycuR5Zb3dVGPEAkdHCxIS6ndas8okJIC5OdjZaY52Ub4e8jQ2DILRrWHwr1A2GY5Xvg4vNxhbRCq0LDczzpM8ebmTLm9/NB28HOGiFk6vmvLSskJC5HZoNzcbrXe6MLRzxxDr7NW5HwNJKeDWSu50MbQfjB4CDT0hU/lTzV4CIwbA9Amweku9hifHeD+dpKQc3Nzstd7poqbzx9x8f4Xfqz5U1YYAcPRoHG5u+2jc2FxZDywgPn4qUVHa70y5Zk1DVq1KZ/duOeG5caOQVq1M+Phje711ujC09l1DrFfog5ubG82bN+fkyZOkpqbi7e0NgIuLCy1atCA4OJiTJ08ydOhQsrLk43Xo0CGaNWum8Tm6fHhfeDYlGFNMzZ0uStD9QwG68kydLsqOZiFJEgqFAkmSuHv3Lv/+97/p3LkzFhYWJCQkcO3aNY19FAqF6nV0dDR79uxh1KhR2Nmp54HMzc3l5MmT/Pnnnxp/V8rBwaEO/+XaycmBnBwJe3sYOdKEjz7Ko7AQLl0qxt1dc47I9u2NiI7W/Ulw/z7Ex0sMG2ZEaKicQ9vYQN++CjZtkt9fuSKRlyfh7g7nlTewTEygdWsF0dHaz9XPn4/B3V2zEtW+fSOio+v/iTBra2PatrXihx/kGoiNjTFHjvQkP19i7NhQvfT4MzKS50cr68kTOaMeMqQpDg7mHDigm3k1z5/PxN1ds/GjfXtLoqPlSsD9+/nExxcwbJgdoaFywcbGxpi+fW3YtEm3c7+XMjJSYG5uhJWVnBSV70VbXCypnubTtuPHk+jS5ZTGuu+/70FkZBarV9+ttBDco4c87mJ8vHYbcEpt2NCXCRNa4uMTyIMHmhVHKyu5Y1flx0gn4VQg/17GXLnyhIKCYoYNc2bfPrlQ1769La1aNah0nrn6Il9v1WxXnkq6KG8Z0rGR00JLfvghkQcP8oiNzcfdXbPxrX17SwICUqr4BO0pLIJLN8G9teb69q0gWpn0rfoO/r1Pc/uNfTB3DRw8XfcYrKwUFa7n4mL1KBympgrMzCrbRzvX1gZPmNAcfI7Dg3J1SOVlTfkHCIol9fmqS4aYDlaed1mo8q6qyNe/bg9abcphlenRQ0FxscRjLcwa8dfIJ+Qvs7Ex4ciRoeTnlzB27Gk9lcPktFlfNmzox4QJrfHxOVTh9ypr5kx3Dhx4SHKybq6rylhbG9G2rQU//KCZN5UO8T1kiB0ODqYcOKD9vKKmtCc5uYDNmzUbjW7c8GHu3JscPFg/ZVTQ//lTlcLCEi5dSsTdvaHG+vbtGxIdrdsbsJXVkU1NqSIfRWtpz4bhMKE9+OyCB7WoZvZQNhfEV3MfRlUu1MFPXDYtLE+hkBddn1szZtjy+HExhw5V3oD95In8gw0ZYomDgzEHDuiuoXvDhoFMmNAGH58DPHhQ8zlaX8fIUNQ2ryjVo4f8EEV8vO47dBtSvaJ8PJXp0UO+Qxwfr70pAkudP59dSRnVnOjoit+VkVEClODmZo6npxWLF+uuU3Cpqo7NzJnOHDjwhORk3XasMrQyvFzW0JyC5/vvPYiMzGT16tvExORQUFDCsGFN2bcvThlvA1q1suLChSeVfWS9unJFfoBu2DDYp6wrt28PrVrBhWfoC7phEExoAz6/Qflk+EEmxGaBu73m+vZ2EPCQKukyH4Xq89IePeR2aF2kg4Z27hhinb06zZygsT3EK+u+Vsoso3ycJSXaKyc+rWbNGtC4sSXx8dov+9R0/uirw0VVbQhlPXkip9dDhjjh4GDBgQPa7ZACNbfPGQJDat9Vx6PfeoW+DBkyhFOnTpGamso///lP1frBgwcTEBDAH3/8gZ+fH506dcLc3JyHDx+qOmeU17FjRw4cOKCx7uLFi5XuK+hWEcYU1aLTRdH/WqeLxo0bY2JiQnFxsapTBMgdMOLi4oiPV99ELt/hovy6W7ducevWLRo3boyVlRX5+fkkJSVpfGbZDhcmJiY0btz4mf/DNXnuOWMUCrh1qwQ3NyPWrLEgMrKY77+XKyhr1hSwe7clZ84Uc/JkEaNGmTBmjAk+PtrpOWptDW5u6vdt2ijo3l0iJQViYmDt2hIWLTLizh2J+/clli0zJi4O9u+Xj1dmJnzzTQlLlxoTE1NMdLTEP/8pJ7w//6z9E9Xf/w+Cg6fz8cf92bMngj59XHjrrZ689dbhmv+4jtasacfBg0lER+fh4mLO0qWuFBdL7NqVgI2NMUFBvbCyMuLVV8OwtTXBVjlPYVJSgU4KOStWdCYgIIGHD3OxsTFh2rQW+Pg0ZeRIufeLr28rIiIySEoqoF+/Rqxb1w1//7vcvq3dXtml/P3jCA7uyscfN2fPnmT69GnAW2858tZb6kfO166NY9GiFty5k8f9+3ksW9aSuLgC9u/XfkVhxYquyuOTjY2NKdOmtcTHx4GRI08TGZnBnTuZbN7sybx5oTx5ks/48c0ZMcKJ0aN1M0djVlYxN29q1jazs4t48qSAmzczcXW1Ytq0Zhw+/JgnTwro1s0Wf//OnD79hOvXtd+gvXGjF9OmuTJu3HEyM4twdJRrJunpBeTlFRMZmc6dOxls3tyPefMuK49RS0aMcGH0aO3P57tiRS8CAmKVv5cJ06a54uPjxMiRQWRkFPLdd3f46qvepKTkk5FRyIYNfQkOfqx68qqurK3BrczsU21aQfdukJICT1Jg4Xw48DvEJ0CTJjD7bWjmAj8rGyT69IbeHnAuGFJToa0rLPsU7t6DCyF1i03fx6a8NWvacvBgMtHR+bi4mLF0aWtlWvhYuT2GpUtbExqazbVrWUyf7kiHDlZMnqyduY6tLcGtzEhKbZpBd3dISYeYBFizDXavgTNX4eQfMGoAjPEGH+UIFolP5KW8h/HwILbu8R08mMfChTY8fFjMzZuF9OxpygcfNGDrVjnfzsyUOHUqnzVr7MjNlYiOLsLb25zXXrPmgw/S6vTdGz1hWmsYdwYyC8FR2Q6ZXgh5xRCZAXcyYXMfmPcnPFFOLzLCCUaX6XDSwgoamUFLazBWQHd7ef3dLMiuw0i8hpYOAvj7JxAc3ImPP3Zhz54nyrzLgbfekp+ysLIyYuFCFw4cSCM+voAmTUyYPduRZs3M+Pnnujf417Uc5uWloG9fBSdPlpCZCf36KfD3N+bHHyXS0uoWm+HlEz0ICIgrk6+3xsfHkZEjT2BjY0JQ0DCsrIx59dUz2NqaYmsrz2eelJSvk6FKq0ubQX4ixcnJEjc3GwC6drUnM7OIhw+zSE3V/s2ZjRv7M21aW8aNO0pmZmGF36tU27a2DB7sxAsvHNF6DGWtWdOagwdTyuQVLSkulqcRAfD1dSAiIoekpCL69bNh3bo2+PvHcfu29huza0p7ABITK96kefgwlwcPdHOT0dDOH2trU9zc7FXv27Sxo3v3pqSk5BETk8maNZfZvftFzpyJ5eTJGEaNas2YMa74+OzReixQfR25qAhOnSpizRpzZT5agre3Ca+9ZsoHH9S9sX/jCJjWCcbtg8wCcLSW16fnQ16RPIXItE5w+B48yYVuDuA/FE4/hOvKotfzrvLfXYqHrALo3ATWDIFzjyC6jvOJV5cWtmnTgKlTWxEUFE9SUh7Nm1uxYEFncnOLOXxYC4WcKigUcqeL7dszKC43O4evry0REQUkJRXTr58F69Y1xd8/jdu3dXNDduPGQUyb1o5x4wLIzCyokBa2aWPD1KluBAXFKI+RNQsW9FIeo2ru9tVSxXwdundHla83bAgtW4KLcpAYd3f534QESFTeu3Z0BCcn9ed07Sq3uzx8KNcz6qKmvMLV1YZp09py+HAMT57k061bI/z9vTh9Op7r17Xf0UHf9YqnicfV1YJp0xw5fPgJT54U0a2bNf7+bpw+ncb169q/kebv/5jgYHc+/tiRPXvS6NPHirfeasJbb6nP08mT7UlKKuLhwwK6drVk3brm7N+fxtGj2i831/RbAbRta8ngwXa88IJup/4F/Zfhy8vKKuLmTc0EXl3WkNd/990DvvqqGykpBWRkFLFhQ3eCg58QElLHC5u6pz0ZGfDdd/DVV/LfZGTAhg0QHAwhT9mesXEwTGsH4wKU+ajyJnh6gVwnBXnakKW9ITRZnlpkegfo0BAmK4unfRygtwOci4fUfGhrB8v6wN10uKCF/rDV5aWurg2YNq01hw/HKdNBe/z9PTh9OpHr19Pq/uXl6PvcqRiPfuvs1lbyqBWl2jSH7h0hJU1u8/nsPdh7RJ4mpG1L+PIjuBsNR87J+1/4E1LTYfuX8PnX8vQib06VP+fQqTqHJ8dYTbk5JSWPzz7rx969d0hIyKZtWzu+/HIwd++mceSI9kcGqM354+hojpOTBW5uckfBrl1tlfWKHFJTtVseq6kNAcDX142IiHSSkvLo168p69b1wd//Jrdv17GQXImDB3NZuNCOhw+LlO1zZnzwgS1bt6rvjTRsaETLlia4uMj3s9zd5duXCQnFJCZqd9o5Q2vfNcR6hT4NGTKE2bNnU1hYqNGZwtvbm3fffZeCggKGDBmCjY0N8+bNY+7cuZSUlDBw4EDS09M5f/48tra2TJ8+nVmzZvF///d//POf/+SNN97gypUrbNu2TX//uf9hxRhTTM09rYp5+hu4sbGxzJ8/n4CAAHJycnBzc+P777/H09MTkPsafPbZZ3z77bekpaUxYMAANm3aRLt27VSfkZKSwnvvvcfBgwcxMjJi0qRJrFu3jgYNGlT1tRU8U6cLY2Nj3NzciIyM1OgQUdqRorTDROm6smxtbUlXjo1WtsNGcnKyxvvy20s7X7Rt27bK6Ui0wc5OwcqVFjRvriAlRWLv3iIWLsyjSHlTY//+ImbNyuPjj81Yv96CW7dKmDQpl/PntZPoe3oqOHVK/bP4+xsDxmzbVsKMGcV8+WUJ1tawZYsx9vZw7pzEqFFF5Jdpl/znP0soKoIffjDG0lIe1nro0KI6N/ZX5vLleCZM+IWVK4fw6aeDuH8/jTlzjrJzp24q3WU1b27Orl1dadzYlKSkAs6dS8PL6xLJyYV4ezfEy0sePeXevQEaf9e69Tmio7Xf29fBwZwdOzxxdrYgPb2QsLAMRo48z7FjcqXX3b0BK1d2plEjMx48yGb58lv4++tuuNTLl7OYMCGSlStb8emnLbh/P485c+6zc6e6YPDll7FYWxuzZUtb7O1NOHcug1GjbpKfr/2bIQ4OFuzY0bfM8Ulj5MjTHDsmt2a98MIZVq3qxsGDg2jQwIS7d7OYPj2EgADdjARSk4KCEoYPb8qcOa5YWxsTE5PL3r3xfPGFbob+fucdeUqe06ef11jv63uO7dvvUlQk8cILR1m1yoODB4cpj1Em06efJSBA+4Ur+fcahLOzJenpBYSFpTJyZBDHjsm/x9y5lygpkdi7dwjm5kYcORLHO+9or4eoZy84Veb+k/+X8r/bfoBZ70OH9jB9FzRpLHfCuHQFBo2A8Ah5v5wcmDgWli6UGzziEyDwKHyxWn5ipC70fWzKk9PCTsq0sJBz59Lx8rqqeppp3bpHWFgY4e/flkaNTAkNzWLEiDCtDbnr2RlObVW/9/9I/nfbbzBjMew/AbOWwcczYf18uPUAJn0A5//UytfX6L330li2zJZ//cseBwdj4uKK2bw5m88/V1cg//a3J6xcacdPPzWiUSMjoqOLWLgwnW++qVuD7Tvt5X9PD9dc73sBtt+HIgleOAWrusPBwdDAFO5mwvQLEFDmgbjPu4Gvq/r9tRfkf32OwWktjJ5QlfpOB0GeC3rChDusXNmCTz9txv37+cyZE83OnXLPnOJiiQ4dLJk+vSlNmpjw5EkRly5lM2hQeIUhjZ9FXcth+fkSf/ubEUuWmGBuLo+O4e9fwldf1b23p+HlE+bs2NFPmRYWKtPCExw7loC3twNeXk0AuHdvnMbftW69n+ho7d8MqSltnjXLnSVLeqj2P3tWvpBKj5+2vfNOJwBOnx6tsd7X9zTbt6uvoddfb8+jR9kEBelmurlSzZubsWuXO40bmyjzigy8vMJITpYrOe7ulqxc2YpGjUx48CCf5csf4e+v+ydzDYWhnT+eno6cOjVF9d7f3weAbdtuMmPGEfbvv8usWcf4+OM+rF8/hFu3Upg06SDnz+vmN6upjvy3v+WycqU5P/1kSaNG8giLCxfm8803dW84fqeX/O/paZrrfQ/B9htQUAzDW8EcT7A2hZgM2HsbvghW75tbBG92lztjmBtDTCbsuw2rtFA8qy4tdHa2ZNCgpsyZ407DhmYkJuZx5sxj+vc/QlKS7oavHz7cilatTNm6tWJjubu7KStXNqZRI2MePChk+fIU/P3TdBbLO+90AeD06fEa6319T7B9+y3y8ooZNMiZOXO60bChOYmJuZw5E0f//r+SlKSNfB1OnVK/9/eX/922DWbMgLFj5deldu+W/12yBJYulV/PmiW/L1U6C66vL2zfXrf4asor5LJYM+bM6YK1tQkxMdns3fuAL77QTUFa3/WKp4nHwsKI4cMbMmdOc2U5NY+9e5P44gvdDK99+XIOEybcY+XKZnz6qTP37xcwZ84jdu5U32R1djblq6+a4+hoQnx8ITt2pLBsmW5GaKrptwJ4/XUnHj3KJyhI9yOR6LsM/yzmzg1T1tu9lPX2RN5555pWPlsbac/cufJoAHv3yqN1HjkC77zz9LEok2HKJcP4Hoftt+TX68LAwhj8B0Ijcwh9AiMOQJQyG8kpgomusLQPWJtAfA4EPoQvgqBACw+1VZeXNm9uxfDhTsyZ06FMOhjDF1/ovjNRVXR57jwtXdfZPbvAqZ/U7/0Xyv9u2wd+n0I3d3maEHsbiHsMQedg8Vp1u9uTVBg1E5Z/ACd2gKkp3LwD4/wgLFIrIVZbbvbzO063bk2YPr0T9vbmxMVlERQUzeLFwRQUaPcGfm3NmuXKkiUdVe/PnpVvJvv6Xmb79rp3OC2rpjYEAHd3O1au9FDer8hi+fIw/P3DK3yWNrz33hOWLWvIv/7VGAcHI2X7XCaff56m2mfsWCu2bWuier97tzyE3ZIlaSxdmoY2GVr7riHWK/RpyJAh5Obm0qFDBxwdHVXrvb29yczMxN3dHWdnZwCWLVtG06ZNWblyJVFRUdjb29OrVy8++eQTAFq2bMnevXuZO3cuGzZsoE+fPqxYsYLXX39dL/+3/2W173TxdH0AUlNTGTBgAEOGDCEgIICmTZty584dGjZUjxD65Zdfsn79erZv306bNm1YvHgxI0eOJDw8HAsL+UnJV155hfj4eI4ePUphYSEzZszgrbfeYufOnbWORSGV7eXwFG7evMkvv/xSaUeJykiShLGxMX//+9/Ztm1bpdOGlH5O2RExSt+X7vvSSy/RsWPHil9Qjfj4eLZs2cJbb72Fi4v1U/2ttkmSreq1QqHb4f1qQ5JMVa8ViuV6jEQmSQtVrxUK7T+V+bQkSX2nTKHYV82e9SMsrB379u1j4sSJdOum/R6nT0uS1B1aFIrdeoxEJklTVa8VioN6jEQmSWNUrxWKbfoLBAgL8yhz7lzRaywAkuSreq2w0l8cpaQygxXp+7eCcsdHcUpvcZQKC2usPn9e6arvcJDC1K8VCt3eqKwNSWqueq2ofRlMZ6QyN6b0nRaGhbUuk/bU73yylZGkvqrXhlcO26a/QJQ0056fqt6xnkjSK6rXhnB8NPPSOg6bpAWS9IbqtUJxXo+RyDTLhfpNewypDAblz52j+g4HSfpA9VqhMIQ6RZk68mo9BqIkzVe/NoS0MCysW5nzx6LmP9AxSVI/CaRQbNJjJDJJ8lO91uHzObVStnVNofi3/gJR0swnTukvECWNOkU3/U/hIEk+qtcKxVX9BaIkSb1Urw3h99I8Pvov94SFWZU5f3TXCby2JGmi6rW+0x4ol/78S39xAEhlOocYQj6qWacwtLbdB/oOR7Pc3K6aHeuJVObyVii+0l8gSprlZkM7fwysfVfxQG9xAEhSa9VrQ6gDGlr7SlzcUNU90tLOCoJQXzIyMrCzsyM03REb25o7XWRmlNDdLpGYmBhsbdXtBebm5phXMnf8ggULOH/+PGdLe8iXI0kSLi4ufPjhh8ybNw+A9PR0HB0d2bZtG3/729+IiIigU6dOXLp0STU6RmBgIC+88AKPHj3CpXSIsho884xJnTt3Vl2c5TtOlF1K1ykUCjw8PGjVqhXt2rXTmGKklEKhqLbDhaOjIx06dHjWkAVBEARBEARBEARBEARBEARBEARBEARBqCfySBe1WwBatGiBnZ2dalm5cmWln3vgwAE8PT156aWXcHBwoGfPnnz77beq7ffv3ychIYHhw9UP2dvZ2dG3b18uXLgAwIULF7C3t1d1uAAYPnw4RkZGhDzF/G7P3OkCYNy4capeJaUdJsovpRo2bMiwYcMAeO655zA1NVX9XfmOGuVHvAB5SpPRo0frdGoRQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRC0oxhjimqxlHa6iImJIT09XbV8/PHHlX5uVFQUmzZtol27dhw5cgQ/Pz/ef/99tivng0xIkKf8KztVTen70m0JCQk4ODhobDcxMaFRo0aqfWqjTp0uHB0dmTZtGra2thqdJUqVrnN0dOS1117DzMwMgCZNmjBhwgSMjOSvr67DRum0JC+99BLNmjWrS7iCIAiCIAiCIAiCIAiCIAiCIAiCIAiCINSTYkxqvQDY2tpqLJVNLQJQUlJCr169WLFiBT179uStt97izTff5JtvvqnP/x6AMvI6aNGiBe+88w5Xr14lMjKSJ0+ekJOTg7m5OU5OTnTp0oUePXqoOliU6tixI76+vhw6dKjKXiIKhQI3NzdGjRpF48aN6xqqIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAj1pBgj1SgW1e/3dJydnenUqZPGuo4dO7J3714AnJycAEhMTMTZ2Vm1T2JiIj169FDt8/jxY43PKCoqIiUlRfX3tVHnThcAZmZmeHl54eXl9VR/17x5c95++21iY2OJjo4mLS2NkpISrKysaNiwIW5ubtjY2GgjREEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQ6lFxmalDqt/v6QwYMIBbt25prLt9+zatWrUCoE2bNjg5OXH8+HFVJ4uMjAxCQkLw8/MDoF+/fqSlpXHlyhU8PDwAOHHiBCUlJfTt27fWsWil00VdNWvWTEwdIgiCIAiCIAiCIAiCIAiCIAiCIAiCIAj/RYowpqgWnS6KnvJz586dS//+/VmxYgVTpkzhjz/+YMuWLWzZsgWQZ9WYM2cOX3zxBe3ataNNmzYsXrwYFxcXxo8fD8gjY4waNUo1LUlhYSHvvvsuf/vb33Bxcal1LAbR6UIQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhP8uJZjUaqSLEhRP9bm9e/fm119/5eOPP+bzzz+nTZs2rF27lldeeUW1z0cffUR2djZvvfUWaWlpDBw4kMDAQCwsLFT7/PTTT7z77rsMGzYMIyMjJk2axPr1658qFtHpQhAEQRAEQRAEQRAEQRAEQRAEQRAEQRAErdPV9CIAo0ePZvTo0VVuVygUfP7553z++edV7tOoUSN27tz5DN+uJjpdCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIKgdbrsdGEoRKcLQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRC0rhijWna6kOohGt0w6E4XYWFh7N+/v8L6Tz/9tP6DEQRBEARBEARBEARBEARBEARBEARBEASh1oowpqgWnS6KRKcL3ZEkzYOrUCjq+Hm2dfp7bZIkU32HoEGSFuo7BA2SNFzfIQAQExNDWloaYWHt9B0KDx8+VL2WpAF6jKQiSZqq7xA0SNIYfYcAlD1/PPQah+a546u/QCoh5eg7Ak0Gd3wkH32HwPXr11WvpTA9BlIJSWqu7xA0SNP0HYEmfaeFGueO1FePkVRkeOUwX32HoEGSXtF3CBoM4fhons9v6DGSigyvXGgY5TAwxHPnAz1GUpEh1Y8BpPn6jkCTIaSFmueP/uukZUmSn75D0CAZUNuc4eUTPvoOody57KO/QCohSb30HYIGwzs++i/Ha54/E/UYSUWGlPYASO/oOwI1Q8hHwZDbdg2nzAwg3dF3BJoMr9ys/7RHMy301V8glZCk1voOQcXwjo3+08L4+Hh9hyAIFGNCcS26JYjpRXSstKNF+Q4YgqBrMTExbN26Vd9hVGBvb6/vEIRaMMTzR5w7giAIgiAIgiAIgiAIwv8CQ2ybA9E+JwiCIPzvKcG4VtOLlIiRLgThv1NaWhoAnp6etGzZUr/BKNnb29OiRQt9hyHUgqGdP+LcEQRBEARBEARBEARBEP5XGFrbHIj2OUEQBOF/U3EtO10Ui04Xfx0KhX7HySo7HKhCEaDHSGSS9LzqtcIAhp+T/qV+rVDs018gSqXDzrVs2ZJu3a7oORrNobEUigj9BaIkSR1VrxVx+XqMRCa5mKteG8L1FRYmT3sgnz+Jeo2l7HQ9CkWIHiORlR2e1PDi0f/8GZLUTfVaoTiox0hkYWGtVa8VilN6i6NU2eF26zjrmFaUHYhLof/RJpHKZJ8KxW79BQKEhXVSvVYovtJjJLKyw5MaQj6hUQ5rpMdAlKQU9WvDu9Zz9ReIUliZ7EHxif7iKCWtUL82vLxLv+X4skP/KhSb9BiJLCxsoOq1wgBm85Ay1K8Vip/0F4hS2eF2DS5tNoByaliYleq1vq8tKH99GVrert94NGPRfxm+7LD1hpCvh4U1Vr1WKI7pMRKZZh25UI+RyMpOfWd454/+r/WwsBGq1wrFNv0FoqTZPqf/46OZ/ug379JsX1mux0hkYWFjAUNt29VvfR00p4s2vHLGl3qMRCZJH6leG0LarNk+l1H1jvWk7FSF+i7Ha5ThDa7Opf+0MC7udX2HIAgUYURRLTpdFFFSD9Hoxv9cpwtBEARBEARBEARBEARBEARBEARBEARBEHSvGBOKa9EtQYx0IQiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCUEbtpxf5Hxzp4vPPP9dmHNWSJAmFIYwfLgiCIAiCIAiCIAiCIAiCIAiCIAiCIAhCrYhOF9WQpL/u8B6CIAiCIAiCIAiCIAiCIAiCIAiCIAiCIOhWMcYUiU4XVauP0SdE5w5BEARBEARBEARBEARBEARBEARBEARB+OspxoTiWnRLKOav2y+gTp0uQHSKEARBEARBEARBEARBEARBEARBEARBEAShomKMajm9SHE9RKMbde50IQiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCUF4xxrXsdFHzPoZKq50udDHdiBhJQxAEQRAEQRAEQRAEQRAEQRAEQRAEQRD+ekSni6ckOkgIgiAIgiAIgiAIgiAIgiAIgiAIgiAIggByZ4oi0emicqamphQVFaFQKJAkCYVCQbt27ejYsaPWgnv06BFXrlzRyQgagiAIgiAIgiAIgiAIgiAIgiAIgiAIguE7deoUQ4YMITU1FXt7e32HIzyFYkworkW3hGJK6iEa3TB61j90dnauMLKFJEn06NFDa0vLli3r/B98Wvfvt0aS2lVYvv66KQCOjsbs2OFIfHwbsrLacuVKCyZObFAvsc2f74okPY+/v7pji6urFfv29eTx42Gkp49g9+4eODiYaeX7FoyEP+ZDxleQuBp+fRvaO6i3N7SC9VMg8jPIWQvRX8C6l8DWQr1PI2sImA2xKyBvHTxcDhumgI1Fha+rs/nz2yNJE/H37ybH19CU9eu7Exk5gpyccURHj2Ldum7Y2mp1gBeVBQu68scfo8nIeIXExKn8+utQ2re31djH0dGSHTsGER8/laysV7hyZQwTJ7bSSTz377dFkjpWWL7+2rHCvocPt0CSOjJunPbO5VlWRoQ2NSXdyYx0JzOCm5gyyrzyJOdwI1MkF3PGWWhub2EMvzcyIdvJjERHM760NdZZH7fKri9HRzN27OhGfPxQsrJGcOVKfyZOrHj8tOGzz1yRpOEaS0REP9X2b77pwN27/cnJGcLjx4PZv7877u5WOomllIuLKT/80Jbk5F7k5PQmLKwrHh7Wle67aVNrJKkv//iH0399LAD373dAkrpVWL7+2gUAc3MFX3/tQnJyJzIzO/PLL61wcNBN2lPe/PluSNIY/P07a6z38mrI8eP9yMp6nvT0UZw+3R8Li2cuBlTps89aI0k+GktERB8AWrWyqLCtdJk8ualWvn/QIDhwAGJjQZJg3DjN7RMmwJEjkJwsb+/eXXN7w4awfj1ERkJODkRHw7p1YKuZnNfagonwx5eQ8RMkfg+/zof2Lpr7mJvC129C8nbI/Al++Sc42Gnu06IJ/L4QsnfJn/Pla2CshZ9v1qy2hIaOJD19IunpEwkOHsaoUZrXjpdXY44f9yEraxLp6RM5fXoIFha6SY0HDWrGgQPjiI19C0n6gHHj2mps/+yzfkRE+JKV9R4pKe9w9Ogk+vTR3bX+2WduSNLzGktExCDVdnNzI77+uhPJycPIzBzBL7/01Fo5bFA/OLATYm+ClALjXigX23yIuAhZMZASBUf3QR8PzX16doOgfZB6H5LvwmZ/sK486Xxq1V3rACdP9qiwfdOm9tr5cmDQICMOHDAjNtYCSbJk3LiKF8TSpSbExVmQk2PB0aNmuLlpduT+5BMTzp83IzvbgtTUuhVOF3jDH+9AxmeQ+An8+iq0b6K5zzfj4e6HkLMUHi+E/a+Ce7mkz7MZHJsJqYshZTEE+kI3LZziNeVbb77ZiJMnXUlP74wkdcPOTvv5Q1XKl+HleFpz8uQg0tPHIEkTsbMz1WkMCxb05I8/JpGRMZPERF9+/XUU7dvba+zz5psdOXlyLOnpM5EkP+zstHOtAwzqDwd2Q+wtkDJg3Iua2z/7GCIuQ1Y8pETD0d+gj6fmPvevy39bdpk/t+6xzZrVjtDQF0hPn0J6+hSCg59j1CiXSvc9fHgIkvQK48Y1r/sX11J915ErU1051cREwapVLQgL60pWliexsT3Zvt0VZ2fdntOl9H191ZSvl7Vp0zAk6QP+8Y+eeovn++9HIkkfaCwBARN1Fk9Z+i7Dg/7L8RXj0V8dedAgBQcOGBMba4IkmTJuXMWHwZYuNSIuzoScHBOOHjXGza3yzzIzgz//lD+nfN1DW6o6f0odPtwXSRrDuHG6KzfX5nrv0KERv/02jrS02WRlvccff0yjRQsbrcdSm/Y5V1cb9u0bwuPHfyM9fRq7d3vj4KCDxkoM69iUMuS86/792UjSwgrL11+P1Pl3G9q5U1N93dHRgh07+hIfP5asrElcufIcEyfWZzlMv23xAIMGNefAgYnExr6DJH3EuHHqxNjExIhVq7wJC5tBVtYcYmPfYfv2F3B2rq97OfrP2xs0AH9/cx48aEBOjg3nz1vh6an5XR06GPHbb5akpdmQlWXDH39Y06KFbh+C1kc7fF3rXN4DK9a3ShfPXloLUx3PZ4MqpIMREW9r/4sMjEKhqHZZsmSJvkMU6qB0epHaLH9Vz5yaN2vWTPW6dLSL2NhYrQSlT717x+DkFKVahg9/BMDPP2cBsGOHI+7uZowdG0fXrtHs25fFnj1O9OhhrtO4PD3tePvtFoSGZqjWWVkZExTUG0mCoUNDGDDgAmZmRhw86IE2BgfxdoONp8FrDYxYD6bGEPQeWCnbq1zs5GXePujyBfjugFGd4LtX1Z9RUgK/hcHYb6D9Unmf4R3gm5frHl9Znp4NefvtNoSGpqnWubhY4uJiwbx51+nS5Ri+vlcYNcqR777zqPqD6sDb24mNGyPx8jrEiBFBmJoqCAp6DisrdcFyx46BuLvbMnbscbp2/Y19+6LZs8ebHj0aaT2e3r0f4OR0W7UMHx4NwM8/Z2rsN2dOI3QxM9CjYliQUYxHUiGeSYWcyC/ht0YmdDLRPDnnWBsjUTEAI+BQI1PMFAr6JxcyPa0IX0tjPrfRfoJb2fUFsGNHd9zdrRk79gpdu55j375E9uzpSY8ez3j3tQY3bmTh5HRGtQwceFm17cqVTGbMCKdjxwuMHPknCgUEBfXCSEf3ROztjTl/vjOFhRLPP3+LTp3C+PDDh6SmFlXYd/z4hnh5NSA2tuC/PpZSvXvfwckpXLUMHx4FwM8/pwPg7+/CmDG2vPRSNN7eUbi4mLBvn246WJUln8utCA1N11jv5dWQwMC+BAUl0afPWXr3PsvXX9+nREedRm/cyMbJKVi1DBz4JwAxMXka652cgvn00/tkZhYREJCile+2tobQUJg9u+rt587B/PmVb3dxkZd586BLF/D1hVGj4Lvvni0e786wMQC8FsCIpWBqAkGfgVWZYoP/DBjjCS+tAe/F4NII9pWJz8gIDi0EMxPo/zFMXw++Q+BzLeSljx7lsmBBGB4eQXh6BnHixGN++20gnTrJ6ZyXV2MCAwcTFJRAnz5H6d37KF9/fZeSEt1MKWdtbUpoaBKzZ5+odPvt26m8++4JunbdwcCBu3nwIIOgoEk0aWKpk3gAbtzIxMnpuGoZOPCiapu/f0fGjHHgpZf+xNs7BBcXc/bt005t29oaQm/A7I8q3377Lrw7H7oOhIEvwIMYCNoLTRrL252d4NivcDcK+o6AUS9B5w6wbaNWwgOqvtZLbdkSp7H9o4/uae275Wu9hNmzK0/vP/rIhPffN2HWrAL69s0nOxuOHDHDvMy1Z2YGP/9czKZNFfOTp+XdBjZeBK9NMGIrmBpB0AywKtM2fSUWZuyFjv4w8nvkvHwGGCmLRtZmEDgDHqZB300wcDNkFsCRGWBSx/y+pnzLysqIwMBMVqx4XLcvekqVleHleIwJDExkxYpb9RKHt7cLGzfewMtrHyNGHMTU1IigoNEa5XgrK1MCA2NYseKq1r9fdb1/WPn223fh3XnQtR8MHAkPHkLQr+rrvdTiL8DJTb1s2Fz32B49ymHBgmt4eATg6RnAiROJ/PbbYDp10uwdOGdOh3qfblQfdeTyaiqnWlkZ0auXNcuWxdKr1w0mTryDu7slBw5orxNaVQzh+qopXy81frwbXl7OxMZm6T2egID7ODl9o1pefvmQTmMCwynDg37L8ZXHo586slzOkJg9u7jS7R99ZMT77xsxa1YxffsWKcsZJhrljFJffmlEXJzu0seqzp9Sc+a41kv6XNP15epqx7lzU4mMTMHHZw/duu1g2bKL5OXVvRxWXk3tc1ZWJgQFjVDmFYEMGHAYMzNjDh4cppO8wpCODRh23gXQu/f3ODmtVS3Dh/8EwM8/R+j8uw3t3Kmpvr5jR1/c3W0YO/YcXbsGsm/fI/bs6UePHvbaD6YcQ2iLh9Lr6zGzZx+tsM3KyoRevRxZtiyYXr12MHHir7i7N+LAAd13qDSUvP3f/7ZkxAgT/v73XLp2zSIoqJhjx6xxcZFPWFdXBefOWREZWYKPTzbdumWxbFk+eXm6iQf01w5f1zpXcIhmXcvJDb7dBlH34bL2q4gA3LjxWCM9HDhwh26+yIDEx8erlrVr12Jra6uxbt68efoOUaiDYoxq2emi/h4E0rZn7mZYttNFqdzcXFJTU2nYsGGdgtKn5GTNCtWCBdbcvVvA6dO5APTvb4mf32MuXcoHYPnyVObObYiHhznXruXrJCZra2N++qk7b755g0WL1L2hBwxoSOvWlvTseZ7MTLlgPH16GKmpwxk6tDHHjz+p0/c+X65R3ncHJH0JHi3h7F24GQ+Tv1Vvj0qGhQfgR1/56dviEkjLhW/Oqvd5mAL/OgP/HFGn0DTIx8eTN9+8yqJFHVTrb97MYPLkEHV8UdksXBjOjz96YmysoLhYu5XO55/XLNz5+p4jKellPDwac/ZsIgD9+zvg53eBS5eSAVi+PIy5czvh4dGYa9e021BR8Vy2UZ7LOap13bub8+GHjfD0vE9CgnYrT7/na5YWF2UW42dtjJeZgvAi+dh3N1HwYQNjPJMKSHDS7EzxnLkRnUwUDE8s4HEJhBZJLM4sYrWtCUsyiynUUpxVXV8A/fvb4+d3k0uX5ALy8uX3mDu3NR4etly7llHZx9VJUZFEYmLlN4++/VbdqS06Oo9Fi+4RFuZF69aWREXlaj2W+fNdiInJ5/XXo1TrHjyomMa5uJiyYUNrRo6M5NAhd63HYWixlKr8+srn9OlsbG2NmDmzIdOmxXDyZDYAM2Y8IjLSnb59rQgJyansI+tMPpd78eaboSxa1E5jm79/Z9avv8/q1XdV627fztZJHFD1uVxSQoX1EyY0Yc+eJLKzK2/QfFqBgfJSlR9/lP9tVUUfmJs3YfJk9fuoKFi4UP47Y2Mofsown1+m+d53AyRtA4+2cDYcbK1g5jCYthZO3pD3mfE1RG6Avu0h5DY81x06NYfhS+BxOoQ+gMW7YPXfYcluKKxDW9zvv8dpvF+06Dp+fm3x8mpMeHgG/v49Wb/+DqtXR6r2uX07s/zHaE1g4AMCAx9UuX3XrkiN9x98cJo33uhKt25NOHEiRicxVXU+29qaMHNmc6ZNC+XkSTkPnzHjOpGRg+nb156QkLQ6fW/gMXmpyq69mu8/WARv/B26dYYTZ2D0SCgshNn/RNW5ctYHcP08tG0D9+7XKTyg+nwLICenpNrtdREYWEJgYNUtU3PmmPDFF0UcOCDv89prBSQmWjB+vDG7d8sX8pIlpeXnunfofH6b5nvfvZC0EDyawdkH8rpvL6m3R6fBoqMQ9j60bghRKdChKTS2gk+PwSNl29zS43D9H9DKHu7VoahYXb4FsG6dXDb19tbSUCi1UFUZXo7nnjKeJpX9qdY9/7zmTVVf3xMkJc3Aw6MpZ8/GK2MKU8ZU+SgPdRF4VF6qsutnzfcffAJvTIduXeDEafX6zCxI1HK/md9/13ywYtGiUPz82uHl1YTwcPlE7d69IR9+2BFPzwASEiZpN4Aq6KuOXF5N5dSMjGKee04z73r33QdcutSFFi3MiInRTRppKNdXTfk6gItLAzZsGMLIkfs4dGi83uPJzy8mMVE35fXKGFIZHvRbjn+aeEC3deTAQInAwKrbjObMMeKLL0o4cEDe57XXiklMNGH8eAW7d6v/btQoBc89Z8SkSUW88IL2G4+rO38Aune35cMPXfH0PEtCwnNa//6yarq+li8fwOHD95k/X91IGBVVeUeRuqqpfW7AAAdat25Az54HycyUW5emTz9Lauo0hg515vjxeK3GY0jHBgw37yqVnKyZBi9Y0J+7d1M4ffqhTr8XDO/cqam+3r9/Y/z8rnDpklxRWL48nLlz2+Ph0Yhr19K0GktZhtIWDxAYeJ/AwMortxkZBTz33B6Nde++e4xLl16jRQsbYmJ007ZhKHm7hQVMmmTCuHG5nD0r59VLl+YzZowJfn5mLF6cz/LlFhw+XMT8+eo0ICpKNx2+QL/t8HWtcxUWata1TEzk0TK00dG9KnI5SLdlP0Pj5KQezcfOzg6FQqGxrqwrV64wf/58wsPD6dGjB99//z3u7vI9AV9fX9LS0ti/f79q/zlz5nDt2jVOnTqly/+CUI0ijCmqxSgWtdnHUGllpIuyHj169MzBGBpTU3j1VVu2blUn6sHBuUydakPDhkYoFDB1agMsLBScOqX9m56lNm7sxKFDjys0EJmbGyFJEvllbm7n5ZVQUiIxcKD2O77YKR8iTakmnbezhIw8ucNFZZztYGIPOH1He3Ft3NiDQ4cSOH48qcZ97exMycgo0kkhr+J3yUOCpKSoCy3BwY+ZOrUNDRuaKc+fNlhYGHPqVIJOY1Gfy2mqdZaWCnbubMbs2QkkJuqukQTkhGaqhRHWCrhQIB97SwXsbGjC7PQiEis5X/qZKbheJPG4zLYj+SXYGSnobKK97uNVXV8AwcFpTJ3qTMOGpsrfyxkLCyNOndLNkzzt2lkRGzuIe/f68+OPnWnRovIRdKysjJgxw4WoqBxiYnTT9Xjs2IZcvpzNnj1uJCb24urVLrzxhuawsQoF/PBDW9asiSM8XHdpoCHFUhlTUwWvvtqQrVvl88LDwxIzMyOOHVNX3m7dyic6uoB+/XQ3JczGjV2V53KyxvqmTc3w8mrI48f5nD8/gISE5zh1qj8DBmh/hJ1S7dpZEhvbj3v3+vLjjx2rPJd79WpAz542fPeddhsmtM3ODjIynr7DRaWfpTwFUpQPcnq4gpkpHAtV73MrFqKToJ+yL1w/d7j+UO5wUerINbCzhs4t6h5TKSMjBVOntsDa2oQLF57QtKk5Xl6NlefOMBISxnHq1BAGDKifm6A1MTU14q23upKWlkdoaM1lgGclp81DuHfPmx9/7E6LFvLQsR4etsprXX3N3bqVTXR0Lv362essnsqYmsJb0yEtXX5yA8DcDAoK0RjNKleZZQz00s731nStv/KKA0lJA7h+vTcrVrTB0rJ+eqq3aaPA2VnBsWPqizYjA0JCSujXr35isFMeipQqsiQrU5jRS+5sEaO8tm8lQXI2zPSUR5izMJFfhz+GB2nai618vqUvT1OGr2+VleMNhakpvOULaWkQel1z24K5kPwArp6Fee/LnQW1Sc4nWinzCfl3s7Q0ZufOAcyefYnERB0+EleOodSRa1NOLc/OzpiSEom0NN3VwQz5+ipLLsOPYs2ay4SHa7dDzLPy8WlOYuIsIiN9+de/htGokW6GjC9lSGV4MLxyvCHVkUu1aYOynKFOZ+RyhkS/fuq2CgcH+PZbY/7+92JydNSPp6rzB0rT517Mnn2dxET95mcKBbz4oiu3b6cSGDiRxMRZXLz4crVTDmlT+XxdzivkTlal8vKKlXmFbqaUrYo+jo2h5l2VMTU14tVXu7B1a2jNO+uAIZ075evrAMHBT5g6tWWZduYWynZm3Y5eZ6ht8bVhZ2euPJd1ly4aSt5uYiJPF5SXp3nsc3MlBg40VqY/Jty+XUJgoBWJiQ24eNGaceN0Nx2MIbXDV6e6OlepsS9A40bw/Y+6i6Ndu4bExr7PvXvv8OOP42jRQjejb/9VLVy4kP/7v//j8uXLmJiY8Prrr+s7JKEGxZjUevmreuZWR3t7e6zLTAqtUI6h9d8wxUip8eMbYG9vxLZt6k4XU6YkYGoKKSltyc93Y/NmByZMiOfePW09d69p6lRnevWy4+OPb1fYdvFiGtnZxaxe7Y6lpRFWVsb8v//njomJEc7O2p3uRKGAtZPhnHKEi8o0tobFz8OW8xW37ZwB2WshbqXcKeMNLWVGU6c2p1cvez7++GaN+zZubMbixR3YskULj3bWQKGAtWv7cO5cIjdvpqnWT5lyGlNTI1JSppGf/xqbN/djwoST3Lunu6eGAcaPt8He3pht29R37Pz9HQkOzuXAAd0N4drFREGmkxn5zmZ8Y2/ChJQiIpSjXPjbmhBcIHEgr/IeOk5GCsr3BSntnOFkrJ1OF9VdXwBTpvyJqamClJTh5OePZPPmzkyY8Cf37mm/xSQkJB1f35uMGvUnfn6RtGljydmznjRooG4t9/NrTmamD9nZQ3n++caMGPEnhYW6qbS4uprj5+fInTt5jBwZyaZNiaxf35rXXlPfbJ0/34WiIli/PlEnMRhiLJUZP95WeX2lAuDkZEp+fgnp6ZrndmJiEU5OuikwTJ3qojyXKw636eoq3+VfssSdb799yKhRF7l6NZ3jx71wc9P+E80hIRn4+kYyalQYfn63adPGgrNne2qcy6VmznQmPDybCxe0P3KMtjRuDIsXw5Ytdf8shQLWvg7nIuCm8iEdp4aQXwjp5ZKVxDR5G4CTvfy+/PbSbXXVpYsdmZkTyc+fzDffeDJhwnkiIjJwdZXnOV2ypDPffhvFqFGnuXo1lePHfXBzq585UCvz4ottyMx8l7y8fzB3rgcjRuzlyRPdNK6HhKTh63udUaMu4+d3U5k2e9GggTFOTubKa13zKZDExHycnHQ77VypF5+DzIeQFw9zZ8GIifBE2R5x4iw4OcC89+QGA3s7WPWZvM1ZC+2BNV3rO3cm8uqrEQwZco2VK6P5+9+d+PHHjjV8qnY4OcnlhMREzTwyMVGiigcktEqhgLWj4dwDuFkuW/LrC5mfQfZSeN5dnoqkUFneySoAn3/Dqz0gdylkLYFR7eVRNKrq0Pwsyudb+vA0Zfj6JpfjB3DuXDw3b+q3Y0pZL46CzDjIS4K5s2HEePX1DrD+G/jbDBjyImz+Hj75EL5cVuXHPZUuXezJzJxCfv7f+OabPkyYcIaICDnv9vf3IDg4iQMH6u/hC0OpI0PtyqllmZsrWL26Jbt2PSEzUzc3rgz5+ipv/vzeFBWVsH79nzXvXA8CAx/w2muBDBv2C/Pnn8XbuzkBARMxMtJO/bM8QyrDg+GV4w2tjlxKXc7QXJ+YqN4GsG2bMd98U8KVK7qJp7rzB+SnqYODUzhwoP7ryOU5OFhhY2PGggV9CAx8wHPP7eXXX++yb99YBg9urtPvrqx97uLFJLKzi1i92hNLS2OsrEz4f/+vtzKv0N20hZXRx7ExxLyrKuPHu2Nvb8G2bWH1+r1gOOdOVfV1gClTgpXtlhPIz3+JzZs9mTDhHPfu6a6t11Db4mvD3NyY1au92bUrgsxM3YzYYkh5e1YWBAcXsXixOc7OCoyM4JVXTOnXzxhnZwUODgpsbBQsWGBOYGARzz2Xw6+/FrJvnyWDB2v/KXNDaoevSk11rrJmvgZHjkNsXOXb6yokJA5f34OMGvUf/PwCadPGnrNnX6NBAzPdfOFf0PLly/H29qZTp04sWLCA4OBg8nQ5N45QZyW1mlrEmJK/8EgXdbr707x5c27d0pwHVBedLup7bthSM2faEhCQTXy8ukC5bFlj7O2NGTbsEcnJxYwf34A9e5wYNOgRN25oN7Nu3tyCdes6MmLEJY0ndUolJxfw0kvX2LSpM++/34qSEoldu+K5ciVd6/OAbZwKXVxg4P9Vvt3GAg69A+EJsOT3itvn7oWlh6G9A6wcB19Nhtn/qVtMzZtbsm5dN0aMOFfp8dGIz8aEQ4f6Ex6ewZIlup8DcONGL7p0acjAgYc11i9b1hN7ezOGDTtCcnIe48e3ZM8eHwYNOsyNG2k6i2fmTHsCArKIj5dvDI0Z04ChQ63p2TOqhr+sm1tFEj2SCrAzUjDZwojt9iZ4PynEzVjBUHMFPZN001mpNmq6vgCWLWuHvb0pw4b9QXJyAePHO7JnTw8GDbrIjRvarcAEBqp7+F6/Ljd4RUcPZMoUR7ZulUtvP/0Uz9GjT3B2NmfevFbs2dOVAQMu13j+PwsjI7h8OZuFC+UG9GvXcujSxYpZsxzYsSOZXr2s+Mc/HOnV64bWv9uQY6nMzJmNCAjIVF1f9U0+l7swYsSFSs+F0kbizZuj2bZNnn7h2rWbDBvWhNdfb8Enn0RW+Ju6CAxU10auX88mJCST6Ggvpkxpytat6lF9LCyMmDbNkWXLHmj1+7XJxgYOHYLwcFiypO6ft/FN6NISBi6s+2dp061bmfToEYSdnSmTJzdn+/Y+eHufVM2HvXnzPbZtkxtJrl27xrBhjrz+ehs++aSK7v46dvJkDD16/EiTJpa8+WZX9uwZTd++O0lK0v4oN4GB6idTrl/PJCQkjehoH6ZMcSY3t34bHCtz8hz08JbnGH3zNdizFfqOgKRkCI+E6e/AV1/AysXySC3rt0BCIlopJ9Z0rX/7rbqX7o0b2cTHF3DiRA9cXS2IivrvrgRvHAtdHGFgJcOM/nQNjt4FZxuYNwj2vAwDNkN+kTyyxXcT4Xw0vPwfebq+eYPg0HTovRG0Na23/vOt2pfh9WHjxsF06dKIgQP36zsUDSfPQI+Byut9OuzZBn2Hytc7gH+ZqSGv34SCAti8Dj5eIr+ui1u3MujR4zB2dmZMntyS7dv74e19FDc3G4YOdaRnz4C6fcFTMKQ6MtRcTi3LxETBnj3tUCjAz++B9oPB8K+vsnr1cuAf/+hFr146fDzwKe3erW7funEjmbCwZKKiZuLj01zr05gZWhkeDK8cb2h15Kfx3ntG2NjAypW6iaOm82fMGEeGDm1Mz55ndPL9T6v0fP7tt3usXStPfB8amkT//i7MmtWNM2d013Gvsva55OR8XnrpFJs2efH++x2VecV9rlxJpqSkftug9XFsDC3vqs7Mmd0JCLhHfLzuOhFUxVDOnarq6xERGSxb1lXZznxS2W7ZjD17+jNo0Alu3ND+FDWG3BZfExMTI/bsGYdCocDPL0gn32GIefvf/57L1q2WxMXZUFQkcfVqCbt2FeLhYaxq8/nttyLWrpUrDKGhBfTvb8ysWWacOaO9NhZDa4evSk11rlLNXGDkMJgyXXexBAbeU72+fv0xISGxREe/y5QpHfU2+o+h6datm+q1s7MzAI8fP6Zly5b6CkmoQWmnitrs91dVp04X/fv3p3Xr1pofaKK9p3jbtm3L9Ok6TLmq0bKlCcOHWzFxorrB2NXVlPfes6dz52jCw+WMKCwshUGDLJk92x4/P+0O3eXhYYujozlXr/ZXrTMxMWLw4Ea8+25LzM2PcPRoMm5up2nc2JSiIon09CLi44cSFaW9IR43TIHRXWHwVxCbVnF7A3MIfBcy82HCZiiqJN9MzJCXW4mQkgPnPoRlhyGhDg9FeHjY4+howdWrQ1Xr5OPThHffdcXcfD8lJdCggQmBgQPIzCxiwoSLFBXptgK1YUNfRo9uweDBAcTGqntiurra8N57HenceT/h4WkAhIWlMmiQI7Nnd8TP74JO4pHPZWsmTlRX1IYOtaZtW1PS0tw19t27tzlnz+YwZIh25kksBO4VA8USVwuL6W1mxD+sjcmVJNoaK0hz0uyZubehCWcLJIY8KSShRKKPmeYTRY7KwmCCFoakq+n6cnc/y3vvtaZz57OEh8sFu7CwTAYNasjs2a3w89Ptk2Pp6UXcvp2Nm5u6p3xGRjEZGbncvZvLxYvppKb6MGFCU/7zH+0/uRIfX1hhmo6IiFwmTZKHvBs0yBYHB1MePuyp2m5iouD//q8lc+Y40abNtf/KWMpr2dKU4cMbMHFitGpdQkIh5uZG2NkZaYx24ehoQkKC9m9wyWmhOVevDlatk8/lxrz7bmvc3U8CEB6uOaJOREQmLVvq/ike+VzO0TiXASZPboqVlRE7duj/yavKNGgAgYGQmQkTJkBRHX+6DW/AaE8YvAhiy4yimJAK5qbytCNlR7twtJe3ASSkQZ9yUzQ72qu31VVhYYnqSZirV1Pp3bsR//hHe1atkhtGwsM1M+uIiAxattTNE5a1kZNTxL17ady7l0ZISDy3b89g5swurFp1SeffrU6brTh6NFl5rZtojHbh6GhOQkL9DOGckwP37stLyGW4fQlmvgqr1srbd+2VF4emkJ0jTzXywTsQFV3txz6Tqq71UiEh8nnk5map804XCQlyOcHRUaF6Xfr+2jUdlwPHwGh3GPwtxFZSzs3Il5e7T+BiDKQuhgmd4D9hMK07tG4I/b5RTwszbbe8z7hOsFsLD/hVlm/Vt9qW4fVhw4aBjB7disGD9xMba1hz5+bkwL0oeQm5BLf/lJ+uWvVV5fuHXJZHuWndEm7frXyf2tLMJ1KU+UQHcnOLadvWhrS0lzT237t3EGfPJjFkyLG6fXElDKWOXKqmcqo6RgV79rjRqpUZQ4dG6uxJYUO+vsobNKgZDg5WPHz4pmqdiYkR//d/3syZ04s2bb7TY3Sy+/fTSUrKwc3NXuudLgy9DA+GV47Xdx25lLqcAQllZop1dERVzhg6VEG/fgry8zXbSC9fNuGnnyR8feuWBtR0/mzaFE3bttakpY3S+Lu9ez05e/YJQ4bopv2pKsnJuRQWFleYRigiIoWBA1109r1Vtc8BHD0ah5vbPho3NlfmFQXEx08lKqp+n8jXjxTcSAAAtRlJREFUx7ExtLyrKi1b2jJ8eBsmTtxbr98LhnXuVFVf//LLCN57rx2dOweo6uxhYWkMGtSE2bPd8PO7ovVYDLUtviZyh4uxtGply9Ch/9HZKBeGmLdHRUn4+ORgZQW2tnL9+D//sSQqqoTkZInCQonwcM1rOyKihIEDtXvD09Db4UvVts4141V5BIwDhyv/HF1IT8/n9u0U3Ny0P2XiX5WpqanqdelMDCXKyo6RkVGFh/kLC/X3ALAgK8aolp0u6mdqYF2oUw+Jli1b6rTXkLW1tcYUJvVpxgxbHj8u5tAhdWOblVXphat5sRYXS6qegdp0/PgTunQ5q7Hu+++7EhmZzerVURqNJU+eyAnGkCGNcHAw48AB7XQA2TAFJvQAH394UMkUqzYWcORd+em8sZvkf2tSOjKneR375xw/nkSXLpoNed9/70FkZCarV9+mpETuVXvkyADy80sYO7byXqbatGFDXyZMaImPTyAPHmj2wLSykhOT+jp/Ss2YYa88l9XxrFqVzL//naax340brsydm8jBg7rrOWoEmCvgs8xi/p2j+VvccDBjbkYxB/Pkgt6FAomFDRQ0NYIk5a4jzI1IL5EI10Jhvabry8pK/lHq+/cqZW1tTNu2VvzwQ0Kl2xUKeTE3100w589n4u6uOX9x+/YWREfLNxJ/+CGZY8c0e80fOdKBH35I5vvvtTt3tCHFUt6MGY14/LiIQ4fUd9auXMmloKCEYcMasG9fhjJec1q1MuPCBe0PiSenhac01n3/fQ8iI7NYvfouUVE5xMbm4u6uOR1E+/YNCAjQ7TyfUHouW/LDD5oNnzNnOnPgwBOSkw2vwGtjA0eOQH4+jB0r/1sXG96ACX3B51N4UO6QX4mCgkIY1g32XZTXtXeBVk3hgnLExQu3YOEkaGoHScpTfUR3SM+GcO22/wPy0xfm5kY8eJBNbGwO7u42Gtvbt7chIEC383c/DTne+pnrT502x3HlSobyWm/Mvn3y+d2+vTWtWlly4UJavcRTnpERmFcyev5jZVI44xXIy4OjJ7X/3VVd66V69JDToPh43TRwlXX/vkR8vMSwYcaEhsqFUxsb6NvXiE2bdJfmbBgjd6Dw+Tc8qMXMHQrlUnr6WpnJo5CUbRcokeT32hrZvrJ8q77VpgyvDxs2DGTChDb4+BzgwQPdTv2nDVVd76V6dJNHuHmcXPU+z/7dcj7x2Wdh/Pvfmj06btwYzdy5Vzl4UDdPLRtCHbmsmsqpoL5p1a6dBUOGRJCSortRZgz1+qrMDz9EcOyYZmf/I0cm8cMP4Xz/vWFMjdKsWQMaN7YkPl77nbAMvQwPhleO13cdudT9+yjLGUaEhsoXlVzOULBpk/z+/feLWbRI/TcuLgqCgkyYOrWYkBBttGdUf/4kJxewebNmB8sbN3yYO/cmBw9Wfvx0qbCwhEuXEnF317xR1L59Q6KjdZPnVtc+V9aTJ3J6PWSIEw4OFhw4oIMKVjX0cWwMLe+qyowZ3Xn8OIdDh+7U6/ca+rlTWg6zspIrEZW3W+pmWixDbIuvSWmHi3btGjJkyH9ISdHdAwCGnLfn5EBOjoS9PYwcacJHH+VRWAiXLhXj7q6Zb7Zvb0R0tHY7yhh6O3xVqqpzzXgFduyq+wNaT8Pa2pS2bRvyww/6GXX2r6Zp06bcuKE5Kva1a9c0OmoI9a8IY4xr0emi6H91pIv/VgqF3Oli+/YMist09IuMLODOnQI2b3Zk3rwknjwpYfx4a0aMsGL0aO1P3pSVVczNm5qFu+zsYp48KVSt9/VtRkRENklJBfTrZ8+6dR3x93/A7dt1bxTY+DeY5gnjNsujWDjayuvTcyGvUO5wEfSe3ED86jawtZQXgKRMuZH4+c7gaAOXoiErHzq7wJoJcO4uRNdxiuSsrCJu3tRsMM7OLuLJkwJu3szAxsaEoKCBWFkZ8+qrF7G1NcHWVj7lk5LytT8Fy0Yvpk1zZdy442RmFuHoKB+M9PQC8vKKiYxM586dDDZv7se8eZd58iSf8eNbMmKEC6NHa/8pMCg9l+3Zvj1N41xOTCwmMbFiD/WHDwt58EA7DScrbIwJyC/hYbGEjULBNEsjfMwUjEwpIrEEEisZdu9hscQDZVhB+SWEF0n8YG/KRxlFOBnDFzYmbMwuRhu3a2q6vkxMFNy5k83mzV2YNy+SJ08KGT/egREjmjB6tPZ7i69Z046DB5OIjs7DxcWcpUtdKS6W2LUrgTZtLJk61ZGgoCckJRXQvLkFCxa0Jje3mMOHddCSDvj7JxAc3ImPP3Zhz54n9OnTgLfecuCtt+Se+ykpRRUq3YWFEgkJhdy+rd0KjCHFUpZ8fTVk+/ZUjesrI6OE775L5auvXEhJKSYjo4QNG1wIDs4mJET7nS7kc1mzMUadFsrr16y5x9Kl7oSGZnDtWjrTp7egQ4cGTJ58WevxrFnTloMHk4mOzsfFxYylS1srz2V1BbJtW0sGD7bjhRe0X1GwtgY3N/X7Nm2ge3dISYGYGGjYEFq2BBflQ0PuygF/EhLkeZhtbCAoCKys4NVXwdZWXgCSkp5+WoaNb8G0QTBuJWTmqkeoSM+BvALIyIHvjsNXMyAlS36/4Q0IjoQQZaeLoFAIfwQ/vA8f/QBO9vDFNNgYCAV1rOCtWNGVgIAEHj7MxsbGlGnTWuLj48DIkacBWLPmFkuXdiY0NI1r19KYPr01HTrYMHny+bp9cRWsrU1xc7NXvW/Txo7u3ZuSkpLHkye5LFzYlwMHooiPz6JJE0tmz+5Bs2YN+PnnyucEras1a9yVaXOuMm1uR3Ex7NoVT0ZGEd9994ivvupISkohGRlFbNjQieDgVEJC0ur83dbW4NZG/b5NK+jeBVJS4UkqLPwADgRCfII89OXsN6CZM/z8m/pvZr8BwX9AVjaM8IE1S2HB55Cuhfvt1V3rrq4WTJvmyOHDT3jypIhu3azx93fj9Ok0rl/Xzo0r+VpXNya2aaOge3eF8lqXWLu2iEWLTLhzp4T79yWWLTMlLk5i/351gt2ihYJGjaBlSwXGxtC9u/x5d+9KZD9lmBvHyiNVjPtRWW5WtqOl58nTgrRpCFO7QdAdSMqG5nawwBtyi+CwcjT7o3dhzSj5szZckDtaLPCWR5E7qYUZ4arKt0AejcnJyQQ3N7lFqWtXCzIzS3j4sJDUVO0+1VhTGV6OxxwnJwvc3Boo47ElM7OIhw9zSE3V/k2+jRsHMW1aO8aNCyAzs6BCOV6OyRInJyvc3OyUMTUmM7OAhw+zSE2tW+88a2twc1W/b9MaundVXu8psHAeHAgoc72/qbzef5X39+oDfT3l4XAzs6BfH/BfCT/uhrS0OoXGihU9CAiIK5NPtMbHx5GRI0+QmJhHYmLFstbDh9k8eKCbkUL0XUcur6ZyqomJgl9+aUevXlaMHn0bY2MFjo5yQ19KShGFhdpt0Da066u6fD0mJrPCjY/CwmISErK5fbsWPde0HE9KSh6ffdaPvXvvkJCQTdu2dnz55WDu3k3jyBHtjw5kaGV4+fv0W46vGI/+6sgV6xQKuneXVHWKtWtLWLTIiDt3JGU5w5i4ONi/X76mY8rde83KktffuyehjVmZa3P+JCZWzJsePszlwQPtT8kHNV/va9ZcZvfuFzlzJpaTJ2MYNao1Y8a44uOzR+ux1NQ+B+Dr60ZERDpJSXn069eUdev64O9/k9u3td8x1ZCODRhe3lUZudzane3bwyjWwmi3tWVo50519fXIyAzu3Mlk82ZP5s0LVbYzN2fECCdGjz5b84c/A0Nri4fS60vdaalNG3u6d3cgJSWX+PhsfvllHL16OTJ69F6MjY1wdJQf8E1JyaWwULsBGWLe/txzxigUcOtWCW5uRqxZY0FkZDHff1+ojKeA3bstOXOmmJMnixg1yoQxY0zw8dFu+6UhtMPXtc5Vaqg3uLaBf2/XSlhVWrNmGAcP3iE6Oh0XlwYsXTqY4uISdu0K1+0X/5cYOnQoa9asYceOHfTr148ff/yRGzdu0LNnz5r/WNCZQsxRUM3TI6r99DtCUl2ITheVGD7cilatTNm6VbMQUVQEL7wQx6pVTTh40IUGDYy4e7eQ6dMTCQjQ/o202nB3t2blSncaNTLlwYNcli+/h7//A6189jvKkbBOz9Vc77sDtl+EXi3AS3kz4N7nmvu0XiR3qsgthDcHgv9k+Sm+mFTYdw1W6WbqNA29etnj5SUPjXfv3kjN+FoHEh2t3d/snXc6AHD69PMa6319z7F9+12KiiReeOEoq1Z5cPDgMBo0MOHu3UymTz9LQIAWat2VGD7cWnkua38ev5o4GCnYYW+KszGkl0BYkcTIlEKO5dcuwSwBRqcUssnOhAtNTMmWYHtuMZ/W03CG8u91mVWr3Dl40IMGDYy5ezeH6dPDCAjQ/ugJzZubs2tXVxo3NiUpqYBz59Lw8rpEcnIhpqYKBg2yZ86cFjRsaEpiYgFnzqTSv/9lkpJ083TR5cvZTJhwh5UrW/Dpp824fz+fOXOi2bmzkiFvdMyQYilr+PAGtGplxtatFXuQzZ0bR0mJM3v3tsLc3IgjRzJ55x3dXOe1sW7dfSwsjPH370yjRqaEhmYwYsRFoqK0n3fJ53In5blcyLlz6Xh5XdV4Eu7115149CifoKA69r6rhKcnnDqlfu/vL/+7bRvMmCGPXLFtm3r77t3yv0uWwNKl0KsXeHnJ6+6pp08EoHVriH7KNvd3lCP6nv5Cc73vBtiuHG1g7vdyR8W9/5SnGjlyDd7Zot63pARGr4BNb8GFlZCdB9tPwae7ni6Wyjg4WLBjR1+cnS1ITy8kLCyNkSNPc+yY/ETjunW3sbAwwt+/J40amREamsaIEaeJitLNzTRPT0dOnZqieu/v7wPAtm03mTXrGB06NGL69M40aWLBkyd5XLqUwKBBuysMx6stzZtbsGtXdxo3NlOmzSl4eV0gOVnu/jd3bgQlJRJ79/ZUXuvJvPOOdp7O9ewBpw6q3/svl//dthNmfQgd2sH0v8mNAU9S4NKfMOhFCC8zDWyfXrB0ATSwhsg78PYH8KOW2m6ru9YtLIwYPrwhc+Y0x9ramJiYPPbuTeKLL7R308rT04hTp9QVNX9/ecqybduKmDGjkC+/LMLaGrZsMcPeHs6dK2HUqAKNkWs+/9wEX191dejaNfmJPx+ffE6ffroGuHeU6cbpNzXX+/4C26/KHS8GtYY5A6ChBSRmwZkH0P8buRMGwK0kGPMDfDYULsyS04U/42HUNkjQwoOO1eVbs2Y1ZskSR9X7s2flO02+vjFs366bm5/VmTXLlSVLOpaJx1sZz2W2b9fONHhlvfNOFwBOnx6vsd7X9wTbt99SxtSZJUt6l4lpfIV9npVnTzhVZmha/5Xyv9t+gllzoEN7mD6tzPV+FQaNUl/v+fnwt0mwZIH8JNb9aPDfCF99XaewAHBwMGfHjn44O1sq84lURo48wbFj9f+kdG3pso5cXk3l1GbNTBk3Tr4REBraVeNvfXzCOX26/kdVqc/rq7p8fcaMI1r9rrrG4+d3nG7dmjB9eifs7c2Ji8siKCiaxYuDKSio3yH1S9VnGR70X46vPB791JE9PRWcOqUuI/j7GwPGbNtWwowZxXz5ZYmynGGsLGdIjBpVVOcR8v7Karre9++/y6xZx/j44z6sXz+EW7dSmDTpIOfPa/8htpra5wDc3e1YudKDRo3MePAgi+XLw/D3182NLEM6NvDXyLuGD29Dq1Z2bN0aqvPvKsvQzp2a6usvvHCGVau6cfDgIGU7cxbTp4fobWTK+m6LB/D0dOLUqZdV7/395alPtm27zpIl5xk3Tp6rNTR0hsbf+fjs4vTp+h3ZBuo/b7ezU7BypQXNmytISZHYu7eIhQvzVCM07N9fxKxZeXz8sRnr11tw61YJkyblcv58/ZZ96qMdvq51rlIzX4PzF+GWjgfhad7chl27xtO4sSVJSTmcOxeDl9c2kpP1cx/yr2bkyJEsXryYjz76iLy8PF5//XVee+01rl8XI4XoUzHGtZxe5K870oVCKj+xzX+h+Ph4tmzZwltvvYWLi+6mTqgNSVJPyq5QBOgxEpkkqQuRinf0GIiS9C/1a4Vin/4CUQoLa8e+ffuYOHEi3bppf3SDpyVJvqrXCkWE/gJRkiR1Y50iTv+tC5KL+uaLIVxfYWHNy5w/9TvfbXmSNFz1WqEI0WMkMknqq3ptePGE6TESmSR1U71WKA5Ws2f9CAtrXeZc1m9nFwBJ8lG9Vuhm1MynUrYkpZiovzhKSWWyT4Vit/4CAcLCOpU5d47qNRYASfpA9doQ8gmNclijanasJ1KZ+ycKxSm9xVFK81rXzVOZTyMs7K76fN7VteY/0DFphfq14eVd+i3HS5I6MVYoNukxEllY2ED1uTPAAM6dMs8WKBQ/6S8QJUl6RfXa4NJmAyinhoVZlclL63eI9cpoXl9fVbNn/dDM2/Ubj2Ys+i/DS9IY1WtDyNfDwhobTP0YyteR9T/loSSVnZfc0M4f/V/rYWEjDLh9Tv/HRzP90W/epdm+slyPkcjCwsYa8Lmj3/o6gCRNVb3WdxkeypczvtRjJDJJ+kj12hDSZs32uVb6DgdJslW91nc5XqMMb1vNjvVEs86l/7QwLu511T1SZ2dnfYcj/I/JyMjAzs4O3/RVmNla1Lh/QUYe2+wWkJ6ejq2tAVzQT0GMdCEIgiAIgiAIgiAIgiAIgiAIgiAIgiAI/5+9+46Potof///adNJpafSOGGoCJNTQDArSlSsWmnoTwSsoX0FBgcsVEH8fIyB69YoUC4JXpAiJoQsEkSIJkNATCCEJCSGd9P39sWmbQkLY3Rmu7+fjsQ92Zyc7b2bOzDlz5j1nhMHpRrqoOS3hUR7pQpIuhBBCCCGEEEIIIYQQQgghhBBCCGFwf4XHixgt6aKwsJDExEQSEhKIj48nIyODnJwccnNzycvLw8rKCmtra2xsbHBwcMDd3R03NzdcXV0xN390V6gQQgghhBBCCCGEEEIIIYQQQgghJOmiTmJjYzlz5gyRkZHk5uZW+l5b7sHnmioexG5tbc3jjz9O165dadasmaHDE0IIIYQQQgghhBBCCCGEEEIIIYQJFNUy6aJIki4gJSWFXbt2ER0dDegnV1Sk0WjQarVVzpOTk8Pp06c5ffo0LVu2ZOTIkTRo0MBQYQohhBBCCCGEEEIIIYQQQgghhBDCBAowR1OLhIqCv3rSxe+//86+ffsoLCwsTaSoahSL8u73fclvREdH8/nnnzN48GB8fX0NEaoQQgghhBBCCCGEEEIIIYQQQgghTKAQc8xqkZbwl368yP79+zly5EiVyRb3G+2iOhqNpvQ3tFotBQUF7Nmzh6ysLIYOHfqw4QohhBBCCCGEEEIIIYQQQgghhBDCBHRJFzUnVPxlky4iIiI4fPgwgF6ixMMo//flfzMsLIzGjRvTtWvXh/p9IYQQQgghhBBCCCGEEEIIIYQQQhjfXyHpwqyuf3jv3j2Cg4MrjUwBZaNVPMyr4u9ptVpCQkK4d+/ew/6fhRBCCCGEEEIIIYQQQgghhBBCCGFkBZjX+vWoqnPSxbFjx8jJyQF0yRFarbZSwkRdX1D1yBm5ubn8/vvvdf7PCiGEEEIIIYQQQgghhBBCCCGEEMI0irCgsBavood7SIei6hx5REREaWIE6CdJWFtb065dOzw8PHBxccHBwQE7OzssLS0xNzfH3NycwsJCCgoKyM/PJzMzk8zMTBITE4mLi+PKlSvk5+eXjnBR8vtarZYzZ84waNCgh/xvCyGEEEIIIYQQQgghhBBCCCGEEMKYCjFH8z/+eJE6JV0kJyeTlpZWmmhRkhCh0Wjo378//fv3x9LS8r6/UZJ8YW1tjb29PQBt27YFIC8vj0OHDhEWFqb32wAZGRkkJyfTqFGjuoSOVtuuTn9nDFrtk0qHoEf7mdIR6NNqxykdAmfPni19r9VOUS6QKmi1jykdgh6th7XSIehRw/6lX36GKhiJPq22t9Ih6FFfPF2UDkGPVvu00iFUKMt+ygVShXIDYqmCdqvSEejTaicqunz9svOmgpFUpoZ6ojxtitIR6FPLvh4bG0tqaioREUpHAjdu3Ch9r12qYCBVUF/dpXw7voRWG6h0CPrHwnQFA6mCVvu80iHoUd2xWQXtVP26VD37FqixbldPPGpow5enhnpdrefHAFrt/fswTU195Uf5fUvd/XPKr5/y1FB3ldBq5ysdgsrLjrLn6xWpr53xttIh6FHDsVm/PDsqGEllamrHq++cS/ljYXx8vNIhCEEhZrVMuqjzQzoUV6eki8TERL3PJUkRAwcOZODAgQ8dlJWVFcOGDcPc3JzDhw/rjahRsvy6Jl0IIYQQQggh1C82Npavv/5a6TAqcXZ2VjoEIYQQQgghhBBCCCEeGQWYQy2SLgoecqSL5cuX88477/DGG2/wySefAJCTk8Nbb73FDz/8QG5uLv7+/nz22We4urqW/t2NGzcIDAzkwIED2NvbM3nyZJYtW4aFRe1TKeqUdJGeXjlVTKPR4OvrW5efq1a/fv04evRo6SNG7rd8IYQQQgghxP+O1NRUALy9vWnevLmywRRzdnamWbNmSochhBBCCCGEEEIIIcQjoxALNLVISyisW+oCACdOnOCLL76gSxf9EWFnz57Nrl27+PHHH3FycmLmzJmMGzeOo0eP6pZZWMiIESNwc3MjLCyM+Ph4XnrpJSwtLVm6tPbD3dYp8vz8/ErT7O3tsbKyqsvPVcvKygp7e3syMjJqXH5taX572KgejnZA2fsKA3goonw+i0bznXKBFCs/vK1Gc1C5QIpFRDQsfa/RnFYwEh2ttkfpe43msoKR6JR/XI9G85WCkehotS+XvtdojioYiU5ERNkwbxrNTgUj0R8CT23HnsUqCGhhuYA0mvXKBVKs/JCXGo3yY+pHRJRtI43mcwUj0Sk/VLxGo/zzPMoPwanRbFYwEp3yQ5QqXZ4jIrxK36tv3ait3lqvXCDF9I89ytZbABERLQFo3rw5Xbq0UDYY9Idv1WiUTwLXj0dt7Xhl9y/9fUv5Y09ERKfS9+orOzcVjERHq21a+l6jgiflaMs1vTSaKOUCKRahF4/yx2b984r1ygVSTL/uUvZYqH8cVNtx+WMFI9GJiBhW+l6jOa5gJDrlH8GgvrKstvWjfDwREbal7zUqGFG//ND1KujSqNC/q+w5strOj/XbYeuVC6SYmuotqFhXqK1/Rfm6q/zjg9RXng8qF0ix8o8vU3r/0t+31isWRwn9eO4pF0ixW7eUjkAIKMKcwlqMYlFUx5EuMjMzef755/nPf/7Dv/71r9LpaWlprF27lu+//57BgwcDsG7dOh577DF+//13fHx8CA0NJTIykr179+Lq6kq3bt1YsmQJc+fOZdGiRbXOf6jTg1GqGkojOzu70ogUD0ur1ZKdnV2r5QshhBBCCCGEEEIIIYQQQgghhBBCPQqLky5q8wLdUy/Kv3Jzc+/7+zNmzGDEiBEMHTpUb/qpU6fIz8/Xm96xY0eaN2/OsWPHADh27BidO3fWe9yIv78/6enpnD9/vtb/xzolXdjZ2VWaVlhY+EALro1z585RUFBQq+ULIYQQQgghhBBCCCGEEEIIIYQQQj0eNOmiWbNmODk5lb6WLVtW7W//8MMPnD59usp5EhISsLKywtnZWW+6q6srCQkJpfOUT7go+b7ku9qq05ARjRo10vus0WjQarX88ssv2NnZ0apVq7r8rJ5r166xa9cuNFWM0VZx+UIIIYQQQgghhBBCCCGEEEIIIYRQlwLM0Nbi0SGFxeNFxMbG4uhY9lw5a2vrKuePjY3ljTfeYM+ePdjY2Bgm2DqqU9KFu7s71tbW5OXlAbrHgGg0GnJzc/nmm29o1aoVnTp1okmTJjRu3Bhz85pXYkFBAUlJScTFxREZGUlMTEzp75ZnZWWFu7t7XcIWQgghhBBCCCGEEEIIIYQQQgghhIkUYkFt0hIKi+dxdHTUS7qozqlTp7h9+zY9evQo+43CQn777Tc+/fRTfv31V/Ly8khNTdUb7SIxMRE3NzcA3Nzc+OOPP/R+NzExsfS72qpT0oWZmRmPPfYYZ86cKU2KKEmQ0Gq1REdHEx0dXTp/vXr1sLOzw9LSEgsLC8zMzCgsLKSwsJC8vDyysrLIycnRW0b53yv/72OPPYaZWZ2eiiKEEEIIIYQQQgghhBBCCCGEEEIIE9E9NqQ2I13UPE95Q4YM4ezZs3rTpk6dSseOHZk7dy7NmjXD0tKSffv2MX78eAAuXrzIjRs38PX1BcDX15cPPviA27dv4+LiAsCePXtwdHSkU6dOtY6lTkkXAH369CE8PBwoe7xIxfclsrOzyc7OLv2+RMX5yiuZr/z8Go2GPn361DVkIYQQQgghhBBCCCGEEEIIIYQQQphIUS2TLooeMOnCwcEBT09PvWl2dnY0bNiwdPr06dN58803adCgAY6Ojrz++uv4+vri4+MDwBNPPEGnTp148cUXWbFiBQkJCSxYsIAZM2ZU+1iTqtQ56aJx48b07t2b33//XW+0C6DSI0HKf1cx0aKqeSv+VskoF7169aJx48Z1DVkIIYQQQgghhBBCCCGEEEIIIYQQJlKAOWZGSLqojaCgIMzMzBg/fjy5ubn4+/vz2WeflX5vbm7OL7/8QmBgIL6+vtjZ2TF58mT++c9/PtBy6px0ATB06FASEhKIiYnRS7won1hR1YgV1blfQkaLFi0YOnTow4QrhBBCCCGEEEIIIYQQQgghhBBCCBMpxBxtLdISDJF0cfDgQb3PNjY2rFmzhjVr1lT7Ny1atGD37t0PtVyzh/ljc3NznnvuOdq1a6c3MkXFR4jU9lWi/G9otVratm3Lc889h7m54bNbhBBCCCGEEEIIIYQQQgghhBBCPDo0Gg3btm1TOgxRC4WY1/r1qHqopAsAKysrJk2axNNPP42NjU2l5Ivyr6pUN59Wq8XGxoaRI0fy/PPPY2Vl9bChVhLgDuE9IK2P7hXWDYbXL/veWgOftoVkX8joC/99DFwsK//OZFfd79zrB4k+ur+pq/79YccOiIsDrRZGj9b/fuxY+PVXSE7Wfd+1a+XfcHWFjRshPh4yM+HUKRg3ru4xlRcQ0I7w8KdIS3uWtLRnCQt7guHDPQCoX9+KVau8uXDhabKzJ3L9+hhWrvTC0bGKlWYACxe2RKv103tFRfXSm8fHx5F9+7qSmdmftLR+HDrUDRubhy721fLwsOSbb1qSnNyF7OxuREQ8hpeXrd48HTvasH17a1JTu5KZ2ZU//uhAs2aGX0fR0S3RattVen36qe4RPa1bW7J1qzu3b7ciLa01mze74eJivIPZvHld+eOP0aSnv0Ri4vP8/PNQ2rd3qjSfj48L+/Y9RWbmZNLSXuLQoRHY2BgnLg8PK775ph3Jyb3IzvYhIqIbXl72pd+PHduAX3/tRHJyL7TavnTtameUOCqaO7ctWu3TBAU9rjfdx6c++/b5kpn5JGlpwzl0qI/BynNNxx6AxYvh1i3IzoY9e6BthWNd9+4QGgp37+qOUV98AXZ1XGVW9vb4BwXxRkwM72ZnM+3oUTy8vUu/X6jVVvnqM2dO2f/p3XeZdvQo72ZlMffu3boFUoV58zrzxx8jSU9/nsTEifz882Dat3fUm6d1awe2bh3E7dt/Iy1tEps3D8TFxcZgMZQXHd0RrbZLpdenn3pQv745q1Z5cOFCB7KzPbl+vSMrV3rg6Gi84+C8ed3544/xpKdPJzFxCj//PJz27Z1Lv69f35pVq/px4cJzZGe/wvXrL7ByZV8cHQ1fz1dl7tz2aLXjCArqUhyPJatWdeXChWFkZ4/m+vXhrFzZBUfHhxoMrFoBAW0ID/cnLW0caWnjCAsbwvDhbnrz+Pg0ZN8+PzIzx5OWNo5DhwYZ7TgYENCB8PBRpKVNIi1tEmFhTzF8eJPS762tzfn0094kJ/+NjIzn+e9//YxWlnXxqGv91KbuOnBgBFrty3qvzz/va/BYatpWr7zSngMHhpOWNgmtdgpOTqbZp0ooUXdVZG8PQUHWxMTYk53twNGjtnh7ly1Lq3Ws8jVnjnHWVU3xAHTsaMb27fVITXUgM9OBP/6wo1mzmkcIfFD3a8MDHDgwFK32eb3X55/3us8vPpya9q0WLewr7VclrwkTWhk8nvsde1q0sEWrnVjla8KEpgaPBdRVdszM4J//dOTaNTeys5tw5YobCxY46M2j1Tat8jVnjn01v1p7/b1gx2qI2wvaCBg9qPI8HVvB9lWQehQyj8Mf30Mzt8rzAez+rPrfqYvo6DZotY9Ven36qWvpPD4+9di3rzmZmR1IS2vPoUMtsLEx/LaqSlXH5n//uwtXrgwmO/spbt9+gm3betKhw8Nvq6rUpt3s6lqPjRv7Ex8/kczM5zl16mnGjWthlHjU1J9RUzwV7d49CK32eUaPNs5xB6B//ybs2DGauLhX0WrfZPToNnrfL1zoS1TUFDIzXycl5TX27BlPr17V7GwGoOtfaUNycg+ys3sSEdEZL6+yE8x161qj1fbWewUHdzBKLGpsh9W0fhYubEJUVBcyM71JSfFiz56O9OplvD6N+8VjYaFh+fJmRER0JjPTm7i47mzY0Bp3d8PsX/37wI7NEHcRtOkweoT+9wvfgaiTkBkPKddhz3bo5V31b1lZwZ9HdL/TtXMd4zFA3255u3dX30/zsJQ+PwZ1nQNKvVVTPK0IDx9CWtrTpKU9TVjYQIYPL2vztG5tx9atPty+PYK0tKfZvLkXLi7WRosH1FV31VSWXV1t2LixN/Hxo8jMHM+pU08wbpzx6vX7XTtp0cKm0nclrwkTGhslHvXtX8rW7f37m7FjhxVxcTZotfUYPbpyP8nixRbcumVDdrYNe/ZY0bat/jlE/frw7beWpKXZcPeuDV99ZVnnvng1mTJlSpXXja9cuVLl/PHx8Tz55JMmjlLUhSRdPIAePXowc+ZM/Pz8qF+//n1HsKgqEaP8/M7Ozvj5+TFz5ky8vLwMFWIlN3NhXjR4nQbvP2F/Kmx/HDoVXyMPagNPN4BnomBgOHhYw9ZO+r8xuwl80BKWx8LjJ2HoWfg1pe4x2dlBeDjMmFH990eOwNy51f/Gxo3QoQOMGgWdO8PWrbBlC3TrVve4Sty8mc28eWfw8grG2zuY/fsT2b59AJ06OeHhUQ8Pj3rMmXMaT89dTJlyjOHDPVi71ufhF1yNc+eycHMLK3316/dn6Xc+Po6EhHQhNPQuvXqdomfPU3z6aRxFRdr7/GLdOTubc/Roe/LztTz55BU6dYrkrbducvduQek8rVtbceRIey5cyMXP7xJdukSxZEkCOTmGj6lnz1jc3K6VvoYOvQnAjz9mYmurITTUA60WBg+Oo2/fm1hZadi504NaPAmoTgYOdGPNmkh8fHYwbFgwlpZmhIYOx9a27MTNx8eFkJDhhIbepFev7fTsuZ1PP400yjbTba/Oxdsrkk6d/uStt2L0tpednTlHjmQwd+51gy+/Ot7eTvz97y0ID0/Tm+7jU5+QkN6EhibRq9dhevY8zKefRlNUZJjl1nTseftt+Mc/ICAAeveGrCxdJ4F18bmTuzvs3QtXrui+Hz4cHn8c1q+vWzxPf/UVrYcN4+cXX+Tzzp25GhrKi3v34uChO7n8/9zc9F7bp05FW1RE5E8/lf6GuZUVkT/+yMnPP69bENXQleUL+PjsYtiwUCwtNYSGPlFalm1tLQgNHVa8f4XQt+9urKzM2blziFH2r549L+PmFln6Gjr0GgA//piGh4cFHh6WzJlzC0/PS0yZEsvw4Q6sXWu8k7qBAz1Ys+YcPj5bGTZsZ/G+PrJ0/Xh42OHhYcecOWF4em5mypQDDB/enLVr/YwWUwlv7/r8/e+tCA9PLZ2mq7tsmDPnLJ6ee5ky5RTDh7uydq1x2h83b95j3rwIvLxC8fYOZf/+22zf3o9OnXQnmj4+DQkJGUBoaAK9eu2hZ889fPrpFaPVXTdvZjFv3im8vHbi7f0L+/fHs337YDp1cgYgKKgnTz/djGeeOcjAgSF4eNiydauBrlRVGY+61k9t6i6AL7+8gJvbd6Wvt9/+w+Cx1LStbG0tCAmJY+nSswZfdk2Uqrsq+uqregwbZsGLL96jc+dMQkML2bvXDg8P3cHXzS1D7zV16j2KirT89FO+IvG0bq3hyBFbLlwows8viy5dMlmyJJecHMPHcr82fIkvv7yMm9tPpa+33z5t+ECK1bRvxcZm6e1Tbm7f8f77p8jIyCM4ONbg8dzv2BMbew83t+16r/ffP0tGRj7BwQkGjwXUVXbmznUgMNCOmTNTeeyxBObOTePttx14/fWyi/Rubrf0XlOnphTvW/ceevl29SD8IsxYWvX3rZvCkQ1wIRr8pkOX8bDkS8jJqzzvrBd0F60MqWfPGNzcLpW+hg7VnTf8+GMGoEu4CAlpRmhoFr16RdOzZwyffppitONgedUdm0+dSmXq1DM89tgB/P2Po9FAaKgPZkbIh6up3QywcWM/OnRwZNSofXTuvJ2tW6+zZctAunVrYPB41NafUZtjM8CsWR0rPY7XGOzsLAkPT2LGjP1Vfn/p0l1mztxP584b6ddvMzEx6YSGjqdRo3oGj0V3vv548fn6RTp1iuCtt27ona8DBAen4uZ2uvT13HNVd8Y/LLW1w2qzfi5dymHmzBg6dz5Lv36RxMTkEhrakUaNDH/xvKZ4bG3N6NHDjiVL4ujR4xzjxl2mQ4d67NjR3iDLt7OD8HMw462qv790BWbOgc6+0M8fYm5A6M/QqGHleVcsgVsPWb0bom+3xKxZhq+7Sqjh/BjUdQ4o9VZN8dxj3rxzeHntx9v7APv3J7F9uy+dOjlga2tOaGhftFotgwcfpm/fQ1hZmbFzp6/R+ppBXXVXTWV548bedOjgwKhRR+jcOYStW2+yZYsv3bo5GzyWEtVdO4mNzdGb7uYWxvvvR5ORUUBw8ENc3LoP9e1fytbturqiiBkzqjhxAd5+24J//MOCgIA8evfOLe6Ltyrtiwf47jsrHn/cjGHDchk5Mo8BA8z48kvjJV6Z0vDhw4mPj9d7tWqlfwNGXp5u3bm5uWFtbdwEL2EYhUXmtX49qgza0ra1tWXgwIEMHDiQ2NhYbty4QUJCAvHx8aSnp5OfX7lD09LSEkdHR9zd3XFzc6N58+Y0a9bMkGFV65cK9ceCGAh0Bx9HXULGdDeYdAEOpOq+n3oRLvSE3g5wPAOcLeBfLeHp87qEjRJns+oeU0iI7lWdb7/V/dviPgl+ffpAYCCcOKH7/MEHMHs2eHnBmTN1jw3gl1/i9D4vWBBOYGA7fHwa8fXXV5kw4XDpd9euZTJ/fjjfftsHc3MNhYWGbwwXFGhJTKy6YgoKasuqVTf58MMbpdMuXXr4jr/qzJ3rSmxsPtOmlV2gj4nRj+2DDzzYvTuNuXPL1uO1a1XH/7CSkwv1Ps+bZ8eVK3kcOnSPYcNsadnSku7dY8nI0PX4TZ6cyN27rRk8uB779hl+PT355K96n6dM+Y2kpBfw8mrE4cO6M9qgIB9WrTrPhx9GlM536ZJ+J6GhzJ3blNjYXKZNK+uUiYnJ1Zvn22+TAGjRwjSVtp2dOd9914NXXglnwYJ2et8FBT3OqlXRfPhhWbyXLj3EwaaCmo49s2bBv/6lu1sD4KWXIDERxoyBzZth5EjIz9d1KpR0CAQEwNmz0KYNXL1a+1gsbGzoNH48P4wezY3DumPKocWLaf/003gHBnLgvffISkzU+5sOo0cTfeAAqdHRpdMOLloEQNfJk2u/8Fp48sk9ep+nTDlCUtJzeHk15PDhRPr2daFlS3u6d99JRoau3ps8+TB3705i8GB39u2LN2g8lfd1B65cyeXQIV35mDCh7Jh07Voe8+cn8O23zTA3h0L9PzWIJ5/cpfd5ypT9JCVNxcurMYcPx3P+fAoTJpQdD65dS2f+/ON8++1Qo9UVULJ/efPKK6dZsKBj6fTz59OZMOF4uXiymD8/km+/9TZKPL/8ckvv84IFZwkMbIOPT0MiI9MJCurOqlWX+fDDC6XzXLqUYdAY9OO5WSGePwkM7IiPT2Nu3sxi+vR2TJr0GwcO6I7TU6ce5cKFsfTu3Zjjx5OMEI+61k9t6i6A7OwCEhON18aA+2+ryMhUVq6MBHQdGaakZN1Vno0NjB9vwejR9zh8WHdwW7w4l6eftiAw0Ir33sslMVF/fx492oIDBwqJjjb8cac28XzwgQ27dxcwd25Z++PatYLqfvKh3K8NHxmpa2tlZxeSmGiEq/ZVqGnfKirSVtqnxo5twZYt0WRlGX4d1XTsqbhexo5typYtsUaJRW1lp08fK7Zvz2H3bt06uH79Hs89V49evco68xIT9TMIRo+ux4EDuURHP3xDI+SI7lWdD16H3YdhblDZtGs3K8/XtQO8NRm8/wYJBx46rFJVt8PyOHQoG4CgIFdWrbrLhx/eKZ3n0iXjnP+Vd79j83/+U3Z+fP36PRYsuEBEhB8tW9py7Vq2QeOoqd0M0KePC4GBxzhxIhmADz6IYPbsTnh5NeTMGcN2+qutP6M2x+auXevz1luP4e0dTELCeIPHUF5ISAwhITHVfr9p0wW9z2++eYiXX+5Mly6N2L/fsAlxc+d6FJ+vXyudVvF8HSA3t4jEROMkT5antnZYbdbPpk139D6/+eYNXn7ZhS5dbNm/P92k8aSnF/LEE/rlZ+bMGE6c8KRZMytiYx/uuBiyR/eqzqYf9T+/+S68PBm6eML+Q2XThw+DJwbD+BfgqSceIh4D9O2CbgSMt94Cb29IMHCep1rOj0Fd54BSb9UUj35BXLAgksDA1vj4NKBJk3q0bGlH9+77ycjQtUsnTz7J3btPM3hwY/btM3z/Aair7qqpLPfp05DAwFOcOKErJx98EMns2e3x8mrAmTOpBo2lRHXXToqKqDR97NhGbNmSRFaWEToLUeP+pWzdHhJSREhI9ZnYs2ZZ8K9/FbBjh26el17KIzHRhjFjzNm8uZCOHTU8+aQ53t45nDqlBbS8/no+u3dbMWdOPvGG7X42OWtra9zc9Ne9n58fnp6eWFhY8O2339K5c2cOHDiARqPh559/ZsyYMcoEK2qtsMCcooKaEyq0tZhHrYw2vnizZs3o27cv48ePZ+bMmbz77ru89957vP3228yePZu3336b9957j3fffZeZM2cyfvx4+vbta7KEi4rMgImNwc4cjqWDlwNYmcHeciPSX7wH13PAt3jUo2HOYKaBJlYQ6Q2xvWHzY9BU4aSqsDCYOFE3vJBGo3tvYwMHDxp2OWZmGiZObIGdnQXHjlXdcHJysiQ9Pd9oF9HatatHXJwvV6/25ttvH6NZM93Kb9zYEh8fR27fzufo0e4kJPTh4MFu9O1b+XEWhjJqlBMnT2axZUsrEhM7c/p0R15+uSxtXqOBESOcuHQpl5CQtiQmdub33zswerTxYiphaQkvvODI11/rTqytrTVotZCbW7ZdcnK0FBVBv36Gz/StSsmQXCkpuhPxxo1t8PFx4fbtexw9+jQJCc9z8OAI+vZ1vd/P1NmoUQ2Kt1cHEhN7cvp0V15+2TjLqq01azqza9dt9u1L1pveuLEVPj71uX07l6NH+5KQ8AQHD/ahb1/DZ/lWpVWrspEsSqSnw/Hj4Our+2xtDXl5+ndg3Cu+VtKv34Mtz8zCAjMLCwoq3K5ZcO8ezav4MTsXF9qNGMGfa9c+2IIMpGJZtrY2K96/yk5ScnIKKSrS0q+fccuYpaWGF16oz9dfV38i4uRkTnp6kVESLqpenv76qXoea9LT84xWVwCsWdONXbsSanWir6u7CowaD5TUo82K69E7NG5sjY9Pw+J9fQgJCaM5eHAQffs2Mmoc+vG0Ko7nNl5eDbGyMmfv3rIztYsX07h+PRNfX+MMN1k5HvWsH6i+PD//fBuSkl7g7NlxLF3qTb16xj05qLitlKSWusvCQjd0dcXRw+7d09KvX+Xt4eKiYcQIC9auNc7Fz5ri0bULLbh0qYiQEFsSE+35/Xc7Ro823tDNJaprwz//fEuSksZz9uwIli7tZvRyXF5NdUWPHg3p3r0Ra9deNHosFY89lWOpT/fu9Vm79loVf/3w1FZ2wsLyGDLEmnbtdL/fpYsl/fpZExxcdYKOi4sZI0bYsHatcRKsytNoYMQAuHQdQj6HxIPw+3eVHx1Szwa+Xw4zPoDEypvUYMrOuVIBaNzYHB+fety+XcDRoy1ISGjHwYPN6dvX+Odb1R2bK7K1NWfq1OZcu5ZFbKxxkweh6n09LOw2Eye2on59q+L+i1bY2Jhz8KBxRpIpoYb+jJriqVfPnO+/78uMGSdMlhRXW5aWZrz6amdSU3MIDzf8hbRRo+oXn6+3JTGxB6dPe/Lyy5Xbn35+jiQm9uDChS589llLGjQwVT2qbDustuunhKWlhldfbUxqagHh4YZNrqpLPKA7Ly0q0pKaaqIT02KWlvDqFEhNhfByNy+7NIb/rIIXX4Vs4x8Oa1SvHnz/ve7Glgr3nBiEGs+PQX3ngFJv3S8emDixKXZ25hw7llLcF6YlN7fsInJOTlFxX5jpztnvx9h1V3lVnVOEhd1h4sTm5cpOs+KyY7y6pLprJxX16GFP9+4OrF1ruiv16tu/1NHHAtCqlQZ3dw1795bVkbq++CJ8fXWXdH19zbh7V1uccKGzd28RRUXQu7fxHiuttA0bNmBlZcXRo0f597//rXQ44gEVFljU+vWoMmnkZmZm1KtXj3r1THNRtzY8beFYd7Axg8xCGHseorKhmx3kFkFahbZ/Yh64FT++qXU9XbLGu83hjauQVqAb+WJPZ+hyCvKN376p0rPP6u48T0nR3Xmena17XuCD3Gl+P56ezhw79gQ2NuZkZhYwduxvREVVzpJv2NCa997rzJdfGmd4x+PH05ky5QIXL2bj7m7FwoUtOXy4O56eJ2jdWlfGFi1qyZw5VzlzJpOXXnJl376ueHqe4MoVw59BtW5tTWBgYz7++DZLlybQs6ctq1Y1Iy9Py8aNKbi4WODgYM68ea4sWBDP3LlxDB/uyNatrRk06DK//ZZp8JhKjBljj7OzGevX67bT77/nkJVVxIcfNuTdd++g0cDy5Y2wsNDg7m78w4JGA5984sORIwmcP6/LbGrdWvds6EWLejBnznHOnEnhpZfasm/fU3h6/sSVK4a9E6N1axsCA934+OM4li69Sc+e9qxa1Yq8vCI2bjRuw7sqEyd60KOHEz17Hq70XevWumceLVrUgTlzIjlzJo2XXmrGvn0+eHoe4soV43ZqlySVVjzRT0ws+27/fvj4Y5gzB1au1A2Rtny57jt39wdbXl5mJrFhYQx47z2SoqLISkzE87nnaOrrS0oVz27rOnkyeRkZRG3d+oD/s4enK8u9OHIkkfPnUwH4/fcksrIK+PBDb9599xQajYbly72wsDDD3d249d+YMY44O5uzfv3dKr9v2NCc995z4csvjXjFoRzd+unLkSO6ES6qjsmG997z4ssvI40Wx8SJTenRw5mePWu+tbVhQyvee68jX34ZXeO8deXp6cSxY0PK1aNHiYpKp3dvXaLeokWPM2dOOGfO3OWll1qyb58fnp4hXLlinHpCV6+PKBfPfqKi0ujWrQG5uYWkpelflE5MvIebm/HKstrWT4mq6i6A77+/wvXrmdy6lU2XLg348MNedOjgzPjxe+/za3VT3bZSiprqrsxMCAsr4L33rImKukdiopbnnrPE19ecK1cq3z0yebIlGRmwdatxRgeoKR4XFw0ODhrmzbNmwYJc5s4tYPhwC7ZurcegQdn89pvhL0Dcrw3//fcxXL+exa1b9+jSxZkPP+xOhw4OjB9fedsaWnX7VnnTp3cgMvKuUTvAqjv2VI6lNZGRaVUmZBiC2srO8uUZODpquHDBlcJCMDeH+fPT+f77qs+nJk+2JSNDy9atxr9i5dIAHOxg3nRYsBrmfgLD+8LWIBg0HX47pZsv6P9BWDjsOGjceMaMcShuh+mOy61b60YDWbSoEXPm3ObMmRxeesmJffua4+l5jStXjHN3/v2OzSUCA1uwYkUn7O0tuHAhk2HDfiffyB0YVbWbAZ599hCbNw8kJWUS+flFZGcXMHbsAa5eNc5dzGrpz6hNPEFBXoSFJbFjRxXDtyhkxIhW/PDDCGxtLYmPz2LYsJ+4c8fwCSG6/hVXPv44nqVLb9Gzpx2rVrUs7l/RJROFhKSydWsK0dG5tGljw9KlzQgO7oCv73mjPMJHTe2w2qwfgBEjnPnhh7bY2poRH5/PsGEXuHPH8G2f2sZTwtpaw4cfNmfTpjtkZJgm6WLEcPjha7C1hfgEGDYG7pQ7RV3/b/j313DqT2jR3CQh3VdQkO6mupLRRg1JbefHoM5zQKm3qovHkWPH/LCxMSuO53eiojJISsolK6uQDz/05N13zxf3NXsW94XZGDWmmpiq7oL7n1M8+2wYmzf7kpIytlzZOcLVq8Ypx/e7dpKZqX/snT7dncjILI4dM2z/e3XUtX+po24vz81N90yeiqN1JiZqS/vi3dw03L6t/31hoe6aYMnfP8p++eUX7O3LHmn55JNPAtCuXTtWrFihVFjiIRUWmKGp1UgXj27i0KObLmIgF+9Bt1PgZAETGsGGDjAwoua/A13ChZUZ/OMq7CnuH3zuAiT4wCBnCK26z9DoliwBZ2cYMgSSk3XD/2/ZAv37w7lzD//7Fy+m063bbpycrJgwoTkbNvgycOAevQafg4MFu3b5ERmZxqJFtVyhDygkpOzs6OzZLI4fz+D6dR+efbYxUVG6zP0vvrjF+vW6TMgzZzIZMqQ+06a58e67hj9ZMDODkyezmT//VvHy7uHpWY+AgEZs3JiCmZmustu+PY1PPtF1GIeH36NPHzsCAhoZNeli+nRHgoOziI/XNaiSkwt55pkEPv+8Mf/4hzNFRbBpUwanTuUY5ZmIFa1Z0xdPz/r067ezdFrJ+vniiwusX38ZgDNn7jBkSBOmTWvPu++eNGgMuu2Vyfz5N4qXlYWnpy0BAW4mT7po2tSGlSs9GTbsmF5GeFmsJevmOuvXxxbHe54hQxoxbVoz3n33QqW/MbXISJg8WZd4sWyZrpG3apVuCMy6dHj9/OKLjPr6a966dYuiggLiT5/m3KZNuHtVfo5o92nTOPvddxTmVj+SgrGsWeNTXJZ3l05LTs7lmWcO8vnnPvzjH49RVKRl06ZoTp1KNvr+NX16A4KDM4iPr9yR5uBgxq5drYiMzGHRIiPcKlOFNWsG4OnZgH79tlX5vYODJbt2PUVk5F0WLTLsPl6iadN6rFzZhWHDjlS5f+nHY8GuXX2IjExn0aIoo8QDcPFiBt26heLkZMmECU3ZsKEXAwceKH2W+hdfXGX9el09debMGYYMcWXatFa8+65xniOpq9d3FNfrLdiwoT8DBwYbZVm1i0dd66dEVXUXwH/+U3bn/blzd4mPz2b//hG0bu3AtWuG7Rioblsp0SmgxrrrxRfv8fXX9bh1y4GCAi2nTxexaVM+Xl6VT+imTbPku+/yMWbVcb94Ssrz9u0FfPKJLrEpPDyPPn3MCQiw4rffDH/B+n5t+P/8p6xz9ty5VOLj77F//1Bat7bn2jXjJjRVt2+VsLExZ9KkNixZcsaocVR37Cl/jqOLpTlLlhgvURDUVXaefbYezz9vy6RJKZw/n0+3blZ88okTt24VsnFj5bulp02z47vvso26b5UoXRcH4JPiodrDL0KfbhDwrC7p4mk/GNwLuj9r/HimT3cmODiztB1WdhxMLU3EOHPmNkOG2DFtmjPvvmv4c46ajs0lvvsujj17knF3t2bOnDZs2eJF375Ha2wrPYyq2s0AS5Z0x9nZiiFDfiU5OYcxY5qzZYsf/fvv5ty5VIPHoZb+jJriadvWgcGDXeneXbk2WVUOHIilW7dvadSoHq+80pktW0bSu/f3JCUZ9tijO1/PYv58XcLJmTPZxefrLqUX8TdvLusTOnfuHhER2Vy71g0/P0eDPz4D1NUOq836AThwIJ1u3c7SqJElr7zSmC1b2tK793mSkgybeFHbeEA3mtOWLe3QaCAwMMagcdzPgd+gWz9o1BBemQxb1kPvwZCUDK8HgIM9LPs/k4VzX08/DYMHQ/fuhv9tNZ4fgzrPAaXeqi6eDLp121e8rZqwYYM3Awf+RlRUBs88c5zPP+/GP/7Rprgv7CanTt01SV/z/Ziq7oL7n1MsWdK5uOwcIDk5jzFjmrBlSx/699/PuXOGr0vud+3k66/LRo6wsTFj0iRXliyJMXgM1VHX/qWOul3oGzRoEJ9//nnpZzs7O5577jm8qrg2IB4dhQXmtUy6eHQfL/KXT7rI18LV4sTG05nQ0wHeaAKbk8DaDJzM9Ue7cLWChOIbPuOL/40sd6Necr7u1VyhR4y0bg2vvw6PP667CAoQEaFLuJgxAwIDH34Z+flFpRmYp0+n0LNnA954oyMBAX8AYG9vQUjIYDIy8hk79hAFBaZpWKWlFXDpUjZt29Zj//5UACIj9TsCo6Kyad7cONm18fH5REbqZ8lGReUwfrwzAMnJBeTna6ucp18/e4yleXMLhg61Zdw4/eHB9uzJpm3b6zRsaEZBAaSlFREf34pr14z7PNTVq30ZObIZAwb8Qlxc2faJj9e9j4xM1Zs/KiqV5s0Nv37i4/OIjNRvXEdF3WP8+IbV/IXxeHk54+pqzenTA0qnWViYMWBAQ2bObEmHDrq7DyIj9S/eRUVl0Ly58UcOKnl2qKur/nNEXV3hzJmyz5s26V4uLpCVpXvUyJtvwrU6jL5999o1Nvj5YWlri7WjI5kJCYz/4QfuVvix5v360ahjR/47ceKDL+QhrV7du7gsB+uVZYA9e27Rtu1WGja0pqBAS1paHvHxE7l2zXh3hzRvbsnQofaMG3e90nf29maEhLQiI6OQsWOvU2CcG7v1rF7dj5EjWzBgwDbi4irf0W5vb0lIyMjiuiKEggLjdPLr9i8bTp8eXDpNt381YubM1lhbb6OoqKTu6ktGhu5ODWPWXfr16N3ierQ9y5frOrIiI/U7iaOi0mne3M7I8WQUx3OHnj0b8cYbndi8ORpra3OcnKz0Rrtwda1HQoLx7mBW2/qB6uuuqhw/rruI1rato8GTLqrbVgEBxwy6nNpQY9117ZoWP79sbG3B0VFDQoKWH36ox7Vr+seXfv3M6djRnIkTjXsn/v3iSU7WFrcL9e8wiooqqvJxKIZQUxu+vOPHdRdI2rZ1MGrSRW32rQkTWmFra8HGjZeNFgdUf+wJCChLCpwwoSm2tuZs3Bhj1FjUVHY++siJ5csz2LxZt7+cO1dAixbmvPOOQ6Wki379rOjY0ZKJEw37vOXqJN/VjewYWWFEx6hr0K/4QtXgXtCmGaQe1Z/np4/h8GndiBiGoDvnsmPcuLIRCUqSLyIj9TNQoqLyaN7c0jALrqCmY7O19S6KiiA9vYD09AKuXMni99/vcvfucMaOdeOHH27d59frrrp2c+vWDrz++mM8/vi20vPAiIi79O/vyowZjxEYaPj6TW39GdXFc+9eIW3aOJCa+oze/D/91J/Dh5MYNMjwI2rVRnZ2AVevpnL1airHj8dz6dJUpk/3ZPnyEwZdjq5/parz9eofUxYdnUtSUj5t29oYJelCTe2w2q6f7Owirl7N5erVXI4fz+TSpa5Mn+7C8uWG3ddrG48u4aItLVpYMXjwBZONcgG6UYCvXtO9jp+AS3/C9Jdg+ccweAD49oLcCoNynDwE322BKQEmCxPQJVy0aaN7BEp5P/0Ehw/DoEFV/lmtqPH8GNR3Dij11v3i0XL1alZxPKn07FmfN95oS0DAn+zZc5u2bUNp2NCquC8sn/j4p7h2TdkRm0xVd0H1ZXnFiihef70djz8eXFqeIyJS6d+/ETNmtCUw8JTBY6mo/LWT8iZMaIytrRkbN5rmBi317V/qqNvLS0jQ7ceurprS9yWfz5zRls7j4qI/ooW5OTRogN7fPKrs7Oxo27ZtldPFo6ugwBxNviRd1El2tu6AWa9ePTSaug1nk5WVRXJy5WHoWrRo8VCx3Y+ZBqw1cCoD8opgSH3YWhxC+3rQwgZKRlk6WvxvB1uIK74WUd8CGlnCddPfcA3ohsmDyneWFxaW3QlkaGZmGqytdT/u4GDBr78OJje3iFGjDhn1TpmK7OzMadOmHt98k0hMTA5xcbl06KDfiGjfvh7BwcbpBDx6NIsOHfQTOtq3t+b6dV3hyM/XcuJEFh06WFeYx6Z0HmOYOtWR27cL2bWr6mG879zRbaNBg+rh4mLOjh3Ge1TF6tW+jB3bEj+/XcTE6Hfgx8RkEheXRYcOTnrT27d3JDjY8I3zo0czqthe9biuwM67b18Snp4H9aatW9eNCxcy+fDDK1y7lk1c3D06dNBPPmnf3p7gYOM/Zy46GuLjdaPnhIfrpjk4QO/eUC7htNTt4pCmToWcHNizp+7Lzs/OJj87GxtnZ9r6+7Pn7bf1vu8+fTq3Tp4kMcK4mfwVrV7dm7Fjm+PnF1KpLJd3546uPA0a5IaLiw07dsQaLaapUxtw+3YBu3bpd0Y4OJjx66+tyM3VMmpUDLm5xm94r17dj7FjW+Hnt4OYmMoXnR0cLPn115Hk5hYyalQwubnG62zT7V/6ndLr1nlx4UIGH354iaKikrqrb3Hddf87Q42hpB6NickiLi6bDh0c9L5v396B4GDTPVdTF485p07dIS+vkCFD3Nm69XpxLI60aGFf7TNkjRePcuvnfnVXVbp10yXvxccbf2j9km2lBDXXXdnZkJ2txdkZ/P0tePtt/YTX6dMtOXmykIgI0+zrVcWTnw8nThTSoYN+A719ezOuXzdNB0n5NnxF3brpLpIYsxzXdt+aPr0DO3bcIDnZOEMAV6eq9TN9emt27LhFcrJp2otqKDu2tppan1tOn27HyZN5REQYN4m7RH4BnDgPHVrqT2/fAq4XVwvL18JXFZ5Ad24rzP4Idh4yXCxTpzoXn3OVleWYmHzi4vKrOP+zIjjYOMlMNR2bqxqBTqPRoNFUfzx4WPdrN9va6uqwinfAFhZqjdZ/UZFa+jMqxrNwYQRffaU/RPy5cyOZPfs0O3eq53EjungN37VY9fm6zX3P15s0saJhQwvi443Xv1Keku2wuqwf0B27ra0NP+R4beIpSbho186GQYOiSEkxwZ0A96FbF7r3/3gbFiwp+87DHUK3wcQpcNw4AzLe1/Ll8NVX+tPOnYPZs2Fn1QOD1dqjcH4Myp4DSr31oPFQqQ1x547uODxoUGNcXKzZscN0/Rm1Yay6q/plmWFrq1te1WXHNI+CKH/tpLzp093ZseMOycnGb8M/GvuX8hd7o6O1xMdrGTLEnPBwXX2p64s34/PPddvp2LEi6tfX0KOHhtOndets8GAzzMzg+HHTHwuEqA1toQXawlocf2szj0oZLPK0tDROnTrFpUuXSE5Opqj4bN7CwgJ3d3c8PT3p1q0blpa1v6Pj6tWrbNu2rdL0999/3yAxL20JwXfhRg44mMMkF/BzAv8bkF4IaxPg49aQkq/7vLoNhKXB8eLrR5fvwbZkWNkGXr0M6QWwrBVcyIYDqXWLyc4OyidwtWoFXbvqnsUUGwv160Pz5uDhofu+QwfdvwkJkJgIFy7A5cvwxRcwZw7cuaN7vMiwYTByZB1XVDlLl3YjOPgWN25k4eBgyaRJLfHzc8Xffz8ODhaEhg7B1tacF174DUdHSxwddds7KSnX4EOJffRRG3buTOb69Vw8PKxYvLglhYVaNm26Xfx9LIsXtyQ8PIszZzKZPNmVjh1tmTDhvEHjKBEUdJuwsA68844rW7ak0quXLa++2ohXX71RLuZENm9uxW+/ZXLgQCbDhzvy9NNO+PldMkpMGo0u6WLDhnQKK1zTnDLFkaioPJKSCvH1tWHlysYEBaVy6ZJxGlhr1vRh0qQ2jB69h4yMfFxddQkxaWl55OTogvvoowgWL/YiPPwOZ86kMHlyOzp2dGbChH0Gjyco6BZhYZ15552mbNmSTK9e9rz6qiuvvlp2q1z9+hY0b26Nh4cVQGkST0JCHomJhltPmZmFnD+vf2E6K6uAO3fySqd/9NFVFi/uQHh4OmfOpDF5cjM6drRnwgTD9ADUdOz55BNYsEB3fImO1j3G6NYtKH+InjFD98zRzEzdMeejj2DePEirw4hsbZ54AjQa7ly8SIO2bRn20UckX7jAmXXrSuexcnCg0zPPEPrWW1X+hmOzZtRr0ACn5s3RmJvj2rUrAClXrpCfVffkojVrfJg0qTWjR+8jI6OgyrI8ZUpboqLSSErKwde3MStX9iIo6DyXLhnn2Yi6fb0+Gzbc1dvXHRzMCA1tha2tGS+8cB1HR3McHXXfJSUVGOVZx2vW9GfSpHaMHh1MRkZepfXj4GBJaOjT2Npa8MIL+yrUFYZ/xFFmZgHnz+uv97L9K7247upXXHf9jqOjBY6OFsXx5Bp8HS1d2png4IRy9Whz/Pxc8PfXXfn56KOLLF78OOHhqZw5k8rkyS3p2NGBCROO1vDLdY2nB8HBccXxWDBpUmv8/Nzw9w8lPT2ftWsv8/HHPUlJySU9PZ/Vq3sTFna7dDQHw8ejrvVTU93VurUDkya1YffuWO7cyaVLlwYEBflw6FA8Z88aNsnzftsKdCOQuLnVo21bXYdk587OZGQUcONGJnfvGv7igxrqroqeeMIcjQYuXiyibVszPvrIhgsXClm3rqzOdnCAZ56x5K23jH8Bv6Z4Pvooj82b6/Hbb4UcOFDA8OEWPP20BX5+9x9NpS7u14Zv3dqeSZNasnv3reJy7ExQkBeHDiVy9myqwWOB2rULAdq0cWTAADeeeupXo8RRoqZjjy4WewYMaMxTT/1m1FhAXWVn584c5s934MaNQs6fz6d7d0vefNOer7/WX5aDg4ZnnqnHW28Zdiheu3rQtnnZ51ZNoGsHSEmD2AT4aD1s/gh+Ow0H/oDhfeHpgeBXPIJF4h3dq6Ib8RATZ5gYde0wZzZsSK10zvXRR3dYvLgx4eE5nDmTw+TJznTsaMWECamGWXgFNR2bW7WyZeJED0JDk0hKyqNpUxvmzWvLvXuF7N5t+IS4mtrNFy6kcflyOl984cucOSe5cyeXMWOaM2yYByNHGn4kBzX1Z9QUT2JiDomJleuqGzeyiIkxzo0SdnaWtG3rXPq5VSsnunZtTEpKDnfu3GP+/N7s2HGN+PhMGjWqx4wZ3WjSxJ4ffzR8f0ZQUAJhYZ145x0Ptmy5U3y+7sKrr0YXx2rGwoVN+OmnuyQk5NGmjQ0rVjTnypUcfv3V8EOCq60dVtP6sbU1Y/58D3bsSCU+Po9GjSyYMcOVJk2s+PFHw9+IVFM8FhYa/vvfdvToYcvIkZcwN9fg6qrbv1JSdKPCPgw7O2jbuuxzq5bQtTOk3IU7KTB/DuwIhvgE3eNFZrwCTdzhx59188dWyGPKLN7FrkZDXB0GBXnYvt2SV0U3bkBMzIPHU57azo9BXeeAUm/VFM/jxdvqXvGxsBl+fo3x99dtiylTWhAVlU5SUh6+vg1YubILQUFXuHTJeCPnqanuul9ZvnAhncuXM/jiC2/mzAkvLjtNGTbMjZEjDxs8Fqj52glAmzb1GDDAiaeeMu7jWkGN+5eydbuurihLuGnVSkPXrpriukLLJ58UsGCBBZcvFxEdrWXJEktu3dKybZvuhOPCBS3BwYX85z9WBATkYWmp4dNPLfnhh0Li1ZXnJESZAnPdqzbzPaIMknRx9OhRDh06REFBAVqtfoWen59PbGwssbGxHDp0iBEjRvDYY4/V+rcr/l5dR82oiosVbOwA7laQVgARWeB/Fvam6r6ffRWKgJ866R418utdeK3CqLYvXYSgNrDrcd28h9Jg+Dmo60he3t5w8GDZ56Ag3b/r1+vuGh81Sve+xObNun8XLYLFi6GgAJ56SpcVvXMn2NvDlSsweTIEG+BRoC4u1mzc6Iu7ez3S0vKJiLiLv/9+9u5NYOBAF3x8GgFw9epovb9r2XIb168btmOgaVNrNm3qRMOGliQl5XPkSBo+PqdLszJXrryJjY0ZQUFtaNDAkvDwTIYNi+DaNeN0sp88mc3YsVdZtqwJ77/vTnR0HrNm3eT77++WzrNtWxoBAbG8844rq1Y14+LFHMaPv8bRo8bpNBk61JYWLSz5+uvKF3o7dLBk2bKGNGhgTkxMPh98kEJQUKpR4gB47bVOABw6pJ/9M2XKITZs0O1YK1eex8bGnKAgHxo0sCY8PIVhw4INPjw7wMmTmYwde4Fly1rw/vvNiI7OYdasaL7/vuxC4qhRDVi/vl3p582bdWfCixbdYPFi441YUJWVK6OL183jxeU5nWHDfufaNcN0rtd07FmxQtcY/PJLcHaGI0dg+HD0ntfdq5fuOGRvr0sA+/vf4dtv6xaPtZMTQ5Ytw7FpU+6lpBD100/snz+fonLPxfD829/QaDSc27Spyt8Y9M9/0m3KlNLPAcXPQlnv58f1Q3W/tfG11zoCcOjQk3rTp0w5woYNurvROnRwYtkyLxo0sCImJpMPPoggKMh4z38fOtSeFi2s+Ppr/Q60Hj3q4eOjG3bt6tWOet+1bBnF9euGT7J67TVPAA4dGqM3fcqU/WzYcJEePRrj4+NaHNPzFWL6luvXDb+/30+PHs74+DQojse/QjwhXL9u2AtYLi42bNzYG3d3m+J6NBV//0Ps3avrVVu58lJx3dWdBg2sCA9PZdiwQ1y7Zpx6QhdP/+J6Pa+4Xg9l717dGdrs2ScoKtLy00+DsLY249dfb/Haa78bJZayeNSzfmqqu/Lyihg6tAmzZnliZ2dBbGwWP/0Uw7/+9afBY6lpWwUEdGDRom6l8x8+/FRxrGXHJlMzdt1VkZOThmXLbGjaVENKipaffipg/vwcvUcq/e1vlmg0sGmT8e/iqSmebdsKCAjI4Z13rFi1yoaLF4sYP/4eR48afvSf+7Xhmza1ZehQN2bN6liuHMfyr38Zr+OtNu1CgGnT2nPzZhahoca9q7umY48ullbcvJlNaGjCfX7JMNRUdl5/PZUlSxz57DNnXFzMuXWrkC++yOKf/9Q/v/jb32yL9y3D7t/ej8PBr8s+BxUPerZ+O0x9D7bth4Al8M50WDUXLsbA+DfhqOEPw9UaOtSu+Jyr8oXelSvvFtdbrjRoYE54eA7Dht0w+iMdq5OTU0j//g2YNas19etbkpiYy2+/3aFPnyMkJRn+wnBN7eaCAi1PPbWH5cu92LlzCPb2Fly5ksHkyYcJDjZQVkw5aurPqCkeJXh7u3Lw4LOln4OC/ABYv/48AQF76dixAZMnP06jRjbcuZPDiRMJ9O+/mcjIKjKbHtLJk1mMHXuZZcua8f77TYiOzmXWrOt8/71uWYWFWrp0sWXy5MY4O5tz61Y+oaFpvPdeLHl5hr/QqLZ2WG3WT8eO9Zg8uTGNGllw504BJ05k0b9/ZKXHgJginiZNLBk9uj4A4eGd9f7Wzy+SQ4ce7hzQuzsc3F32OWiZ7t/130HALOjYHiZP0iVc3EmBE6eh/3CIvPBQi60+nofs21WSqc+PQV3ngFJv1SYe73LbKh1//6Ps3au7iN+hgz3Llj1e3BeWxQcfXCQoyLjnomqqu2oqy0899RvLl3dh587+xWUnk8mTjxtt1Jaarp0ATJvmxs2buYSGGv/xgOrbv5St2729zTh4sGxEvKAg3U2f69cXMHVqPitWFBT3xVsV98UXMXx4nl5f/PPP5/Hpp5bs22dNURH89FMh//iHMucZQtTKXyDpQqOtmNXwgEJCQvjjjz/0kiMqJkZU/K5Xr174+/vXmEARERHBzz//XDqfVqtFo9E88EgX8fHxfPnll7z66qt4XHZ/oL81NG3Zo1UxYP5InZXf+hrNd8oFUkyrLbsAp9EcVC6QYhERDdm6dSvjxo2jSxflKyyttkfpe43GuM+1rg2ttiwhQaP56j5zmoZW+3Lpe43GOHc9P4iICMdy5SdG0Vi02qdL36vt2LNYBQEt1Kun1isXSDGtdkrpe43GtI9OqUpEhKZcWT6idDhotYGl7zWarfeZ0zS02nGl7zWazQpGoqPVTix9r3R5jojwKld2jJd4VFv660Zt9dZ65QIppn/secixiw0gIqJlufJjvMcL1pZW61j6XqMxzshFD0I/HrW145Xdv/T3LeWPyxERnVRclpV/TIFW27T0vaaLgoEU05Zremk0UcoFUiwiokA15xRQ8bxivXKBFNOvu5Q9FuofB9V2XP5YwUh0IiKGlSvLxknAfBBabe/S9+ory8eVC6SY/vpRPp6ICNuy8tO3c81/YGTack1BFXRpVOjfVfYcWW3nx/rtsFNKh6Oqegsq1hVq619Rvu7Sat8sfa++8mz4xJEHpdX6lb5Xui7V37fWKxZHCf14jP/42ZrcupVaeo3U3V3Za6Tiryc9PR0nJyc4lQb2jjX/QWY6eDmRlpaGo2Mt5leRhxrp4s8//+T48eOlzwAtryTRouJ3Wq2WP/74g7S0NCZMmIC5+aObsSKEEEIIIYQQQgghhBBCCCGEEEKIahQUv2oz3yPKrK5/mJ2dTWhoaKWEipJXddM0Gg1arZaLFy/yww8/UFjxoadCCCGEEEIIIYQQQgghhBBCCCGEePQVPMDrEVXnpIs///yTnJwcgEqJFlA2wkX5kS5K5itJvLh69SpbtmyhqKjoIf4LQgghhBBCCCGEEEIIIYQQQgghhFAdSbqo3pkzZyo9UgSolGRR3fSSxIvLly/z888/1zUMIYQQQgghhBBCCCGEEEIIIYQQQqhRAZBfi9cjnHRhUZc/unfvHsnJyaWJEyXKJ1XY2dlRv359cnNzuXv3LgUFBaWJFxVHvDh//jy2trY8+eSThvlfCSGEEEIIIYQQQgghhBBCCCGEEEJZhcWv2sz3iKpT0sWtW7f0PpdPpHB2dmbkyJG0adOm9PucnBzOnDnDoUOHyMnJqTLx4sSJE9jZ2TFgwICH+x8JIYQQQgghhBBCCCGEEEIIIYQQQnm1fXTIIzzSRZ0eL5Kenl76vvwjRhwcHJg+fbpewgWAjY0NPj4+BAYG4uHhUZpsAfqPGjl48CCnTp2qS0hCCCGEEEIIIYQQQgghhBBCCCGEUJOCB3g9ouqUdJGTk6P3uSRxYsiQIdjb21f7d46OjkyePJlWrVrpJV5A2WgZu3fvJioqqi5hCSGEEEIIIYQQQgghhBBCCCGEEEItJOmiavn5+ZWmaTQaHnvssRr/1srKiueee44mTZrojXJR8htFRUVs3bqVmJiYuoQmhBBCCCGEEEIIIYQQQgghhBBCCDUopHYJF4VKBfjw6pR0YWlpWWmanZ0dVlZWtf77559/nsaNGwNUSrwoKCjghx9+ICEhoS7hCSGEEEIIIYQQQgghhBBCCCGEEEJpMtJF1apKrigqKnqg36hXrx4vvPACjo6OQOXEi9zcXH7//XeA0ulCCCGEEEIIIYQQQgghhBBCCCGEeET8BZIuLOryRw4ODpWmZWdnU1RUhJlZ7fM4HB0defHFF1m3bh3Z2dmliRcajUYvCcOQtAMM/pN1prZcEq32eaVD0KPV+ikdAmfPni19r9X2UDCSyrTadkqHoEerfVnpEPRotX2VDqFC+XlawUj0qe3Ys1BlAWm1U5QOQY9W20XpECqU5UAFI6lMqx2ndAh6tNqJSoegR+nyrF921LZu1FZvTVE6BD1qqLf0y4+jgpFUpr541NaOV8/+pYZjj7rLclOlQ9CjjVA6An1abc2PUDU2tZ5TgBrrLvUcC9USS2xsLKmpqUREDFM6FG7cuFH6XqvtrWAklamvLKtt/Sgfj96xMF3BQKqgsi4NVZ0jq68dNkW5QKqglrqihJrKDoBW+6bSIQDl69JOSodSoS71Uy6QKqhp/1JTLABabT2lQyA+PlXpEISA/OJXbeZ7RNUp6aJ+/fpVTr958ybNmzd/oN9q2LAhzz//PBs2bCAvL88kiRdCCCGEEEIIIYQQQvyvio2N5euvv1Y6jEqcnZ2VDkEIIYSoFalLhRDCgAqLX7WZ7xFV56QLMzOzSgkRly5deuCkCwB3d3eee+45vv32WwoLCyXZQgghhBBCCCGEEEKIOkpNTQXA29u7Tn11xuDs7EyzZs2UDkMIIYSoFalLhRDCgAqp3aND/mpJFxYWFri4uJCQkKA3IsW5c+cYMmQIGo3mgX+zRYsWTJgwgS1btpSOdGGMxAuNZrHBf/NBaLULS99rNF8pGIlO+aF/NZoPFIxER6udX/peDfFERIwqfa/RrFAwEh2t9u3S99nZ2QpGomNra1v6XqNZr1wgxcoPHaaG7RUR8WTpe6W3l/62UvY4CBWPhWqL52MFI9EpP4Si2sqyGuJR97FQ+bpLvy5Vdv+KiCgbnlR960Zt8WxWMBKd8sP/ajSrFYxEJyLCr/S9RnNUuUCKlX90mdL7FlSsu5TfXlrt66Xvla4rytcTathWaj4Wqq8eVX576e9byrd79NthUn4qUlM7TL9eV76/JyJC90iI5s2b06XLEYWj0X9ModLbCipuL+X3df26S23rR/ljs35dqnw85esK9R0L1dP3rYZ1U57S6wYqtjPUtq9/rmAkOvp1hfLbq+TYo6tLdygcjdr7NNRz7FFb367ajoVCKCYHqE36QI6xAzEes7r+YZMmTSpNS09P59y5c3UOpkOHDowaVf4i94MnbwghhBBCCCGEEEIIIYQQQgghhBBCBQoe4PWIqnPSRcuWLfU+lyRIHD169KFGqOjatStPPPFE6W+UjKQhhBBCCCGEEEIIIYQQQgghhBBCiEdIyeNFano9wo8XqXPSRdu2bTEzM0Or1eq9bt++zYkTJx4qKB8fH/r371+aeFHy20IIIYQQQgghhBBCCCGEEEIIIYR4RPwFRrqwqOsf2tjY4OPjQ2pqaqXvEhMT0Wq1DzVCxeDBgykqKiIuLq7OvyGEEEIIIYQQQgghhBBCCCGEEEIIheQD5rWc7xFV56QLgGHDhhkqjioNHTrUqL8vhBBCCCGEEEIIIYQQQgghhBBCCCMppHaPDnmEHy/yUEkXQgghhBBCCCGEEEIIIYQQQgghhBBVqu2jQ/6KjxcRQgghhBBCCCGEEEIIIYQQQgghhKhWIbVLqJCRLoQQQgghhBBCCCGEEEIIIYQQQgghyikAzGs53yNKki6EEEIIIYQQQgghhBBCCCGEEEIIYXj5gFkt53tESdKFEEIIIYQQQgghhBBCCCGEEEIIIQyvkNo9OuQRfrxIbXJKRDlz5/ZFq11IUJC/SZY3b15X/vhjNOnpL5GY+Dw//zyU9u2dKs3n4+PCvn1PkZk5mbS0lzh0aAQ2NrUZp+XhLFzYH612vt4rKurvRl9udaKjZ1SKR6udz6efmmZ79e/flB07xhEX9xpa7duMHt220jyLF/fj1q3XyM6ezZ49z9K2bX2TxKa0gIAOhIePIi1tEmlpkwgLe4rhw5uUfv/KK+05cGA4aWmT0Gqn4ORkZdR4atpWY8e249dfnyE5+XW02rfp2tXFqPE8akx9LKwoIMCb8PAA0tLmkZY2j7CwaQwfXnl/M5b+/ZuwY8do4uJeRat9k9Gj2+h9v3ChL1FRU8jMfJ2UlNfYs2c8vXq5mSw+e3srgoIGExPzd7KzZ3P06PN4e5tu+bJ/PRgPDwe++WYUycmzyc5+m4iIV/DyclckFqX3raqoaf0o2c4ICGhDeLg/aWnjSEsbR1jYEIYPL9uvXV1t2LixN/Hxo8jMHM+pU08wblxTo8bUv78HO3aMJC5uKlrt64we3Vrve6329Spfc+Z0N0o8Hh5WfPNNO5KTe5Gd7UNERDe8vOz15lm8uDm3bvUkO9uHPXsep21bG6PEUpX+/ZuzY8ffiIt7E612IaNHdzDhstW1rR61ekLpdo+ZmYZ//nMg167NIDv7ba5ceY0FC/opEosaKblvVUXpdlh5UnbuT+n1U1N/T4sW9mi1L1f5mjChlRHi6c4ff4wnPX06iYlT+Pnn4bRv76w3j7W1OZ9+2p/k5KlkZLzMf//rj4tLPYPHUhWl+3uqoqb9HdTTbp43rx9//PEy6enzSEycw88/T6R9+4Ymj6OEGs9x1ERt20tt1FZ+lKy71F5PgLrahUq3M9Qej9L7Vk19u+V9/vkQtNo3eeMN45wfi8qSkpIIDAykefPmWFtb4+bmhr+/P0ePHq3V369fvx5nZ2fjBikeXCG6R4fU9JKki78Gb28P/v53L8LDE0y2zIED3VizJhIfnx0MGxaMpaUZoaHDsbUtG6TEx8eFkJDhhIbepFev7fTsuZ1PP42kqEhrkhjPnbuNm9snpa9+/TaaZLlV6dlznV4sQ4d+B8CPP0aZZPl2dpaEh99mxow9VX7/9tu9+Mc/ehAQEErv3t+SlZXPr78+g7W18RNklHbzZhbz5p3Cy2sn3t6/sH9/PNu3D6ZTJ2cAbG0tCAmJY+nSsyaJp6ZtZWdnyZEjccyde8gk8TxKlDgWVnTzZjrz5u3Fy+tLvL2/ZP/+GLZv/xudOjU2yfJ15SeJGTP2V/n9pUt3mTlzP507b6Rfv83ExKQTGjqeRo1Mc6L51VfDGTasJS++uIvOndcRGhrD3r0T8fCwr/mPDUD2r9pzdrbh6NGXyM8v4sknN9Op0xe89dZe7t69p0g8Su9bFalt/SjZzrh58x7z5kXg5RWKt3co+/ffZvv2fnTq5AjAxo296dDBgVGjjtC5cwhbt95kyxZfunVzNlpMun09mRkzqt6X3dzW6r2mTt1LUZGWn366avBYnJ3NOXq0M/n5Wp58MpJOnf7krbdiuHu37EGQb7/dhH/8w52AgKv07h1BVlYhv/76ONbWGoPHUxU7OyvCwxOZMWO3SZanv2z1bKuyeB6NekIN7Z65c30JDOzBzJm/8thjXzB37n7eftuH11/3ViwmNVFy36qK0u2w8qTs3J/S66em/p7Y2Czc3L7Te73//ikyMvIIDo41QjwerFlzDh+frQwbtrM4npF6/U9BQX15+ukWPPNMKAMHbsPDw5atW02T9KB0f09V1LS/q6ndPHBgC9asOYGPz1qGDfumuCy9gK2tpcljAfWd46iN2raX2qit/ChZd6m9ngB1tQuVbmeoPR6l962a+nZLjBnTFh8fd+LiMk0Sl9AZP348f/75Jxs2bODSpUvs2LEDPz8/7ty5o3Ro4mHUJuGi5PWIkseL1JKdnSXffTeOV17ZyYIFA0y23Cef/FXv85Qpv5GU9AJeXo04fFjX8RcU5MOqVef58MOI0vkuXUozWYwFBVoSE7NMtrz7SU7O1vs8b14frlxJ4dChGyZZfkhINCEh0dV+P2uWN//61zF27LgCwEsv7SIxcSZjxrRj8+YLJolRKb/8clPv84IFfxIY2BEfn8ZERqaycmUkoOt4MoWattW33+riadHC0STxPCqUOhZW9Msvl/Q+L1iwn8BAb3x8mhIZmWT05YeExBASElPt95s26e/Pb755iJdf7kyXLo3Yv9/wHaTl2dhYMH58e0aP3srhw7r9bvHiozz9dBsCA7vx3ntHjLp8kP3rQcyd60tsbDrTpv1SOi0mxnR1eEVK71sVqW39KNnO+OWXW3qfFyw4S2BgG3x8GhIZmU6fPg0JDDzFiRMpAHzwQSSzZ7fHy6sBZ86kGiWmkJDrhIRcr/b7xET99TV6dGsOHLhJdHS6wWOZO7cpsbG5TJt2pXRaTEyu3jyzZnnwr3/FsmOHbh299NJlEhN7MWZMQzZvTjZ4TBWFhFwhJORKzTMaZdnq2Va6eB6NekIt7Z4+fZqyffsldu/WlZ/r19N47rnH6dXLQ7GY1ETJfasiNbTDypOyc39Kr5+a+nuKirQkJupfMB87tgVbtkSTlWX4nsgnn9xVIZ79JCVNxcurMYcPx+PoaMX06R2ZNGkvBw7EATB16gEuXHiO3r1dOX480eAxlad0f09Fatvf1dRufvLJ7/Q+T5mynaSk/4eXlzuHD5t+e6ntHEdt1La91EZt5UfJukvt9QSoq12odDtD7fEovW/V1LcL4OFhz+rVg/D338quXWOMHpPQSU1N5fDhwxw8eJCBAwcC0KJFC3r16lU6z8cff8y6deu4du0aDRo04Omnn2bFihXY29tz8OBBpk6dCoBGo7vJZuHChSxatMjk/xdRQT5Qm/ue8o0diPHISBe1tGbNU+zadZl9+6rvHDSFkkcupKToOpEbN7bBx8eF27fvcfTo0yQkPM/BgyPo29fVZDG1a1efuLh/cPXqa3z77WiaNVPHRTRLSzNeeMGTr78OVzoUAFq1csLd3Z69e8s6vNPT8zh+PB5f379Wp5eZmYaJE1thZ2fBsWO3lQ5HPAC1HAvL05Wnx7Gzs+TYMeMmNNSFpaUZr77amdTUHMLDjX/SYGFhhoWFGTk5+h2x9+4V0K+fcR81IB7cqFHtOHkyni1bxpGYOIvTp6fz8svdlA4LUMe+peb1o2Q7Q7dtmhXXo7os/7CwO0yc2Jz69a3QaGDixGbY2Jhz8KA66lkXl3qMGNGCtWsjjfL7o0Y14OTJLLZs6UBiYk9On+7Kyy+XtYdbtbLG3d2KvXvLLj6kpxdy/HgGvr4ORonpUWXsbfUoUUu7JyzsJkOGtKRduwYAdOniQr9+TQkONs5IJKLu1NYOk7Jzf2pbPxX7eyrq0aMh3bs3Yu3ai4rE4+XVGCsrc/buLbuh4uLFVK5fz8DX13R9UKCO/h617e9qbjc7OVkDkJKizGh15anhHEft1LS91EYN5UdNdZea6wk1UNO2UmM85alh36pIo4FvvhnORx+dJDJSRlcwJXt7e+zt7dm2bRu5uVW3i83MzFi1ahXnz59nw4YN7N+/n7fffhuAPn368Mknn+Do6Eh8fDzx8fHMmTPHlP8FUZ3CB3g9omSki1qYOPFxevRwp2fP/ygah0YDn3ziw5EjCZw/fxeA1q11ncSLFvVgzpzjnDmTwksvtWXfvqfw9PyJK1eMc3daiePHbzFlyk4uXkzB3d2ehQv7c/jwS3h6fklmZp5Rl12TMWM64Oxsw/r1ETXPbAJubnYAlUYFSUzMws3N9ENPKsHT05ljx0ZgY2NOZmYBY8fuJypKuTuWxYNRy7GwhKenC8eOTcfGxoLMzDzGjt1MVJTx71SurREjWvHDDyOwtbUkPj6LYcN+4s6dHKMvNzMzj7CwON57rw9RUSkkJmbx3HOP4evrwZUrqUZfvngwrVvXJzDQi48/Ps7SpUfp2dODVaueIC+vkI0bTfO4pYrUtG+pcf2UUKKd4enpxLFjQ8rVo0eJitK19Z59NozNm31JSRlLfn4R2dkFjB17hKtX1TEE5uTJj5GRkc/Wrcbp0Gnd2obAQDc+/jiOpUtv0rOnPatWtSIvr4iNG5Nwc9N1CCYm6rdPExPzS78TOsbeVo8KNbV7li8Pw9HRmgsXAigsLMLc3Iz58w/y/ffnlQ5NVKC2dpiUnftT0/qpqr+nounTOxAZedckNy7o4unLkSPxnD+vGyHKzc2W3NxC0tIq1qXZuLnZGj2m8tTQ36O2/V2t7WZdWRrOkSM3OH9euVEl1HSOo2Zq2V5qo6byo5a6S+31hBqoZVupNR5Q175V0dy5PSkoKGLVqj+VDuUvx8LCgvXr1/PKK6/w73//mx49ejBw4ED+9re/0aVLFwBmzZpVOn/Lli3517/+RUBAAJ999hlWVlY4OTmh0WhwczPNqOqilgqo3VAQDzio37Jly9i6dSsXLlygXr169OnThw8//JAOHTqUzpOTk8Nbb73FDz/8QG5uLv7+/nz22We4upYlBd64cYPAwEAOHDiAvb09kydPZtmyZVhY1D6VQpIuatC0qSMrVw5n2LBvyM1VNr1mzZq+eHrWp1+/naXTzMx0Y7F88cUF1q+/DMCZM3cYMqQJ06a15913Txo1ppCQss7Ys2dvc/x4HNevz+TZZx9TfISJ6dO7Ehx8lfh4dVxsEHDxYjrduu3AycmKCRNasGFDfwYODJbEi0eAmo6FJS5eTKZbt3/j5GTDhAmd2LBhDAMHrldN4/zAgVi6dfuWRo3q8corndmyZSS9e39PUpLx7xZ58cVdfP31k9y69RoFBUWcPp3Ipk1ReHlJQ1NtzMw0nDwZz/z5BwE4cyYRT8/GBAT0UKxzVE37lhrXTwkl2hkXL2bQrVsoTk6WTJjQlA0bejFw4AGiotJZsqQzzs5WDBlygOTkPMaMacKWLX3o338/584pX89Om9aJ7767aLQ6xMwMTp7MZP583RDIZ85k4elpS0CAGxs3SofxgzD2tnoUqK3d8+yznXj+eU8mTdrG+fNJdOvmyiefDOPWrQzFj4WiMjW1w6Ts3J+a1k9V/T3l2diYM2lSG5YsOWOieAbg6dmAfv22mWR5D0ot/T1q2t/V2m5es2YEnp4u9Ov3tWIxgLrOcdRMLdtLbdRUftRSd6m9nlADtWwrtcYD6tq3yuvRw4U33uhBjx7fKhrHX9n48eMZMWIEhw8f5vfffyc4OJgVK1bw1VdfMWXKFPbu3cuyZcu4cOEC6enpFBQUkJOTQ3Z2Nra2f70kr0dGIbVLqHjAbphDhw4xY8YMevbsSUFBAe+++y5PPPEEkZGR2NnpboafPXs2u3bt4scff8TJyYmZM2cybtw4jh49qltkYSEjRozAzc2NsLAw4uPjeemll7C0tGTp0qW1jkWSLmrg5eWOq6s9p0//vXSahYUZAwa0YObMXlhb/4uiIq3R41i92peRI5sxYMAvxMWVPccyPl73PjIyVW/+qKhUmjc3/egJaWm5XLqUQtu29U2+7PKaN3dk6NBWjBv3k6JxlJeQoBvhwtXVrvR9yeczZ4z/TDs1yM8v4urVDABOn75Dz56NeOONTgQEHFM4MlETtRwLy9OVJ91dYKdPx9OzpwdvvOFDQMAvNfylaWRnF3D1aipXr6Zy/Hg8ly5NZfp0T5YvP2H0ZV+7loqf3yZsbS1xdLQiISGLH34YxbVrqUZftngw8fGZREbqn0xGRSUzfnxHhSJS176lxvUDyrUzdNtGd3Hh9Om79OzZgDfeaM+KFVG8/no7Hn88mMhI3cgXERGp9O/fiBkz2hIYeMqkcVbUr58HHTvWZ+LEEKMtIz4+j8hI/aS2qKh7jB/fEICEBN3dVq6uViQklD0c0tXVkjNn9Ech+yszxbZ6FKit3fPRR0NYvjyMzZt1j3w5dy6JFi2ceOedPnLhXIXU1A6TsnN/alk/1fX3lDdhQitsbS3YuPGyCeLpx8iRLRgwYBtxcWV1ZEJCNtbW5jg5WendxezqaktCQtVxG4Oa+nvUtL+rsd28evWTjBzZjgED1hMXl6FYHKCucxy1UtP2Uhs1lR811F1qryfUQg3bSs3xgLr2rfL692+Ci4stN268UjrNwsKM//u/gcya1YNWrdYqGN1fh42NDcOGDWPYsGG89957vPzyyyxcuBA/Pz9GjhxJYGAgH3zwAQ0aNODIkSNMnz6dvLw8SbpQs/yaZ3mg+YqFhOj3Ya1fvx4XFxdOnTrFgAEDSEtLY+3atXz//fcMHjwYgHXr1vHYY4/x+++/4+PjQ2hoKJGRkezduxdXV1e6devGkiVLmDt3LosWLcLKqnaj5ErSRQ327YvG0/MzvWnr1o3mwoVkPvzwqMkSLsaObYmf3y5iYvSz+GNiMomLy6JDBye96e3bOxIcfBNTs7OzpE2b+nzzjbIdOFOnduX27Wx27TJ+h0RtRUenER+fyZAhLQgP1w0H6uBgRe/e7nz++V9zmCozMw3W1uZKhyFqQQ3HwpqovTzp4jNttZudnU92dj7Oztb4+7fk7bcPmXT5omZHj8bSoUMDvWnt2zfg+nXlRyYooeS+pdb1o5Z2hm7bmGFrqzu2VDwWFxZqS0dFU9L06Z04eTKRiAjj3a1y9GgGHTrY6E1r374e16/rnv8ZHZ1LfHweQ4Y4ER6u6xh0cDCnd28HPv88wWhxPWpMsa0eBWpr99jaWqh2/xbVU0M7TMrO/alh/dyvv6e86dM7sGPHDZKTjfu4wtWr+zF2bCv8/HYQE6N/0fXUqSTy8goZMqQpW7deA6B9e2datHDg2DHT3UiilnZYeWrY39XWbl69+knGju2In98GYmJSFYnhftTef2Bqat9eaqNk+VG67noU6gm1UHpbqT2eqqjl2PzNN1Hs3XtDb9qvv47nm28iWbdOHtOnlE6dOrFt2zZOnTpFUVER//d//4eZme5ZFVu2bNGb18rKisJC5UetFBUUUrvHixRvuvT0dL3J1tbWWFtb1/jnaWm69m+DBrq28alTp8jPz2fo0KGl83Ts2JHmzZtz7NgxfHx8OHbsGJ07d9Z73Ii/vz+BgYGcP3+e7t271yJwSbqoUWZmXqVn2GVl5XPnzj2TPNtuzZo+TJrUhtGj95CRkY+raz0A0tLyyMnRlbyPPopg8WIvwsPvcOZMCpMnt6NjR2cmTNhn9Pg++mgIO3de5vr1NDw87Fm8eACFhUVs2hRp9GVXR6PRnYRv2BBBYaFpO0Tt7Cz1Rvlo1cqZrl1dSEm5R2xsBp98cpIFC3y5fPku0dGpLFnSn1u3Mtm2TT2dBcaydGkPgoPjuHEjCwcHCyZNao2fnxv+/qEAuLrWw82tHm3bOgDQubMzGRkF3LiRyd27eff76TqpaVvVr29D8+aOeHjoRowp6bxISMgiMfGvd0es0sfCipYuHUJw8GVu3EjDwcGaSZM64+fXEn9/0wz7pis/zqWfW7VyomvXxqSk5HDnzj3mz+/Njh3XiI/PpFGjesyY0Y0mTez58cdLJonviSdaotFouHgxhbZtnfnoIz8uXEhh3TrTJMTJ/lV7QUF/EBY2mXfe6cOWLVH06uXBq69259VXdysSj9L7VkVqWz+gXDtj6dLOBAcnFNejlkya1Bw/Pxf8/Q9x4UI6ly9n8MUX3syZE86dO7mMGdOUYcPcGDnysNFi0u3rZYm/rVo50rVrI1JScoiN1V04cnCw5Jln2vLWW0eMFgdAUNAtwsI68847TdmyJZlevex59VVXXn217FF4n3xyiwULmnH5cg7R0TksWdKcW7fy2LbtjlFjK6FbX2UXQ1q1qk/Xrq7Fx8b0+/yloZatjm1VFo966wm1tXt27rzM/Pl9uXEjnfPnk+je3Y033+yl+OMc1ULJfasqSrfDypOyc39Kr5/a9PcAtGnjyIABbjz11K9Gjqc/kya1Y/ToYDIy8irFk56ex9q1F/j44z6kpOSQnp7H6tX9CQtL4Phx01xMU7K/pypq2t/V1G5es+YpJk3qzOjRP5CRkYurq25Y57S0XHJyHvAh3QagtnMctVHb9lIbtZUfJeuuR6GeUFO7UOl2htrjUXrful/fbmxsBikp+omu+fmFJCRkcenSXZPE91d2584dnnnmGaZNm0aXLl1wcHDg5MmTrFixgtGjR9O2bVvy8/NZvXo1Tz/9NEePHuXf//633m+0bNmSzMxM9u3bR9euXbG1tZURMNSgAKhNnldx86NZs2Z6kxcuXMiiRYvu+6dFRUXMmjWLvn374unpCUBCQgJWVlY4Ozvrzevq6kpCQkLpPOUTLkq+L/mutiTpQuVee60TAIcOjdSbPmXKITZs0F2oX7nyPDY25gQF+dCggTXh4SkMGxbMtWvGHwquaVMHNm0aQ8OG9UhKyubIkVh8fNaTnKzckGFDh7aiRQsnRRoM3t5uHDz4XOnnoCDdUDXr159l6tRgVqz4Azs7K7788gmcnW04cuQmw4f/qIpnRRubi4sNGzf2x929HmlpeURE3MXfP5S9e+MBCAjowKJF3UrnP3z4KQCmTDnChg1XDB5PTdtq1Ki2rF//VOn3mzePAmDRoqMsXnzU4PGIB+PiYsfGjWNxd7cnLS2XiIhE/P2/Ze/eayZZvre3KwcPPlv6OSjID4D1688TELCXjh0bMHny4zRqZMOdOzmcOJFA//6biYw0zYU9Jydrli0bQNOmDqSk5PDTT5eYP/83CgqKTLJ82b9q7+TJeMaO/S/Llg3i/ff7Ex2dyqxZe/j+e2Uy55XetypS2/oB5doZunq0N+7uNqSl5RMRkYq//yH27tV1Xj311G8sX96FnTv7Y29vwZUrmUyefJzg4HijxeTt7cLBg+NKPwcF9Qdg/foopk7dC8Df/tYejQY2bTJu0tnJk5mMHXuBZcta8P77zYiOzmHWrGi+/77sAvmKFXHY2Znz5ZdtcHa24MiRdIYPP09urmku2nh7e3Dw4JTSz0FB/gCsX3+GqVO3G3nZ6tlWuniknngQr78eypIlA/nss+G4uNhy61YmX3zxJ//8p/GSqh4lSu5bVVG6HVaelJ37U3r91Ka/B2DatPbcvJlFaKhxRzN97TXP4njGVIhnPxs2XARg9mzdaD8//eSPtbU5v/4ay2uv/WbUuMpTsr+nKmra39XUbn7ttZ4AHDo0RW/6lCnb2LDB9NtObec4aqO27aU2ais/StZdj0I9oaZ2odLtDLXHo/S+db++3alTjZvoKu7P3t6e3r17ExQUxNWrV8nPz6dZs2a88sorvPvuu9SrV4+PP/6YDz/8kHfeeYcBAwawbNkyXnrppdLf6NOnDwEBAUycOJE7d+7U6mK9MIEHTLqIjY3F0dGxdHJtRrmYMWMG586d48gR499QVBWNVqtVPjXcyOLj4/nyyy959dVX8fD4UtFYtNqFpe81mq8UjERHq3259L1G84GCkehotfNL36shnoiIUWzdupVx48bRpUuw0uGg1b5d+j47W/ln4ZXPDtRo1isXSDGtdkrpe41mhXKBFIuIeLK0/LRp00bRWPS31WIFI9HRPxaqLZ6PFYxER6t9s/S92sqyHAsr09+/lK+79OtSZfeviIhx5crODkVjAfW1M/Tj2axgJDpa7cTS9xrNagUj0YmI8CtXfkx/t3pFWm3f0vdK71tQse5Sfntpta+Xvle67ipfT6hhW6n5WKi+elT57aW/b6mtHSblpyI1tcP063Xl+3siInqXKzvKdDqWp9UGlr5XeltBxe2l/L6uX3epbf0of2zWr0u3Kh2OXl2hvmOhsttLbevm6tWrqi076tvXP1cwEh39ukJtxx51tcPUV37Uc+xRW9+uGo6FaWlppddI3d3dlQ5H/MWkp6fj5OQEfmlg4VjzHxSkw0En0tLS9JIuajJz5ky2b9/Ob7/9RqtWrUqn79+/nyFDhnD37l290S5atGjBrFmzmD17Nu+//z47duzgzJkzpd9HR0fTunVrTp8+XevHi9Tm6SlCCCGEEEIIIYQQQgghhBBCCCGEEA+m8AFeD0Cr1TJz5kx+/vln9u/fr5dwAeDl5YWlpSX79u0rnXbx4kVu3LiBr68vAL6+vpw9e5bbt2+XzrNnzx4cHR3p1KlTrWORx4sIIYQQQgghhBBCCCGEEEIIIYQQwvAKDDxfsRkzZvD999+zfft2HBwcSEhIAMDJyYl69erh5OTE9OnTefPNN2nQoAGOjo68/vrr+Pr64uPjA8ATTzxBp06dePHFF1mxYgUJCQksWLCAGTNm1OqxJiUk6UIIIYQQQgghhBBCCCGEEEIIIYQQhmekpIvPP9c9HsvPz09v+rp165gyZQoAQUFBmJmZMX78eHJzc/H39+ezzz4rndfc3JxffvmFwMBAfH19sbOzY/Lkyfzzn/98oFgk6UIIIYQQQgghhBBCCCGEEEIIIYQQhlcAaGsxXx0eL1ITGxsb1qxZw5o1a6qdp0WLFuzevfvBFl6BJF0IIYQQQgghhBBCCCGEEEIIIYQQwvBqm0zxgEkXaiJJF0IIIYQQQgghhBBCCCGEEEIIIYQwPCONdKEmknQhhBBCCCGEEEIIIYQQQgghhBBCCMOTpAshhBBCCCGEEEIIIYQQQgghhBBCiDooAIpqMV9t5lEpSboQQgghhBBCCCGEEEIIIYQQQgghhOEVUruRLiTpQgghhBBCCCGEEEIIIYQQQgghhBCinALArBbzSdKFEEIIIYQQQgghhBBCCCGEEEIIIUQ5knTxv0erXah0CKW02peVDkGPVjtf6RD0qCGes2fPlr7Xat9WMJLKbG1tlQ5Bj1Y7RekQ9Khhe5UvP2raXmo6DoIa43lT6RAAiI2NJTU1lYiIJ5UOhRs3bpS+V8O+VZ6a9i1QR91VntL7l349qrZ1o7Z4Jiodgh6t9nWlQ6hQfvoqGEllSu9bFalhe5WnhrqirB4dp3QoFepRdR171FePqm3fUr4sq7kuVV/5Uc/6UUN/j37ZCVQwksrUtK1AHft6eepbP8ofm/XLs/LxlKe+Y6F61o+sm/tT376utrpC+e2l5naY+uJRfnuVUEvfbgk1HAvT0tKUDkEIyEeSLoQQQghhWrGxsXz99ddKh1GJs7Oz0iEIIYQQNZJ6VAghhBBCCCGEEEJFigBtLearzTwqJUkXQgghhMqkpqYC4O3tTfPmzZUNppizszPNmjVTOgwhhBCiRlKPCiGEEEIIIYQQQqhIAaCpxXySdPHo0GgWK7r88sMsaTSfKxiJTvlhwzSaDxSMRKf8sFhKbytAbzhiWT+V6ZfnFQpGolN+SFA1bK+IiFGl75VeP2pbN/plWW1l5zsFI9GJiOgCQPPmzenSZYfC0VTcXuoqP9nZ2QpGolN+mECN5mMFI9EpP4yi0vFERAwrfa++ekviqah8PGrYt8pTQzz6+7q6tpdGs165QIqVf9Sc0uunpA2vznpUbe0etcWjtn1L+Xj0z0nV1oeg/PpRU92lX08ov2+Vf0yh+uoJdZ1TqG/9qO2cQvntpd+/onw86u6fU0/ft9LH5YrUV3aUryvU3V+o/L6l3w5TPh417eugrv1dvx22VcFIdLTa8mVnvXKBFLt1y1/pEISQpAshhBBCCCGEEEIIIYQQQgghhBBCiDrJR5IuhBBCCCGEEEIIIYQQQgghhBBCCCEeWCGSdCGEEEIIIYQQQgghhBBCCCGEEEIIUSePcEJFbZgpHYAQQgghhBBCCCGEEEIIIYQQQgghxKNIki6EEEIIIYQQQgghhBBCCCGEEEIIIepAki6EEEIIIYQQQgghhBBCCCGEEEIIIerAQukAhBBCCCGEEEIIIYQQQgghhBBCCPG/KL/4VZv5Hk2SdCGEEEIIIYQQQgghhBBCCCGEEEIIIygoftVmvkeTJF0IIYQQQgghhBBCCCGEEEIIIYQQwghkpAshhBBCCCGEEEIIIYQQQgghhBBCiDr43x/pwkzpAB4F/fs3Z8eOvxEX9yZa7UJGj+5gsmXPm9edP/4YT3r6dBITp/Dzz8Np395Zbx5ra3M+/bQ/yclTych4mf/+1x8Xl3omiS86egZa7fxKr08/9TfJ8itScltVx8PDgW++GUVy8myys98mIuIVvLzcFYklIMCb8PAA0tLmkZY2j7CwaQwf3tZky+/fvyk7dowjLu41tNq3GT26bNkWFmYsXz6QiIipZGbOIi7uNTZseAp3d3uTxafktlL7ulm4sH+l/Twq6u8mW35V7O2tCAoaTEzM38nOns3Ro8/j7e1m9OUGBLQjPPwp0tKeJS3tWcLCnmD4cI/S7w8cGIpW+7ze6/PPexk9rvLMzDT8858DuXZtBtnZb3PlymssWNDPpDGUp8byo5T+/ZuwY8do4uJeRat9k9Gj21Q77+efD0GrfZM33uiuWDzr1vmj1b6p9woOHme0eGoyd25ftNqFBAUp086oSE3xqCkWUTUl26kBAR0IDx9FWtok0tImERb2FMOHNyn9Xnc+0Zvk5L+RkfE8//2vHy4uNiaLryKly7Pa6lFQrt0D6m+nKn2OU5Ha+w9eeeUxDhwYRVradLTaQJycrEwWn9q2lRopta/Pm9eZP/4YSXr68yQmTuTnnwfTvr2j3jyurvXYuLE/8fETycx8nlOnnmbcuBZGj62Ekv1Palw/tTmv6NixAdu3jyY1dQaZma/zxx+TaNbMwWgxlae2/kI19c1VpHS7pyK1xaMGais/SrYLK1Jbf4/a2hpqulahtnWjJnPntkerHUdQUJfSadbWZnz6aVeSk0eQkTGK//63Ny4u1kZZfm3aGa1bO7B16yBu3/4baWmT2Lx5oKLn7MaWlJREYGAgzZs3x9raGjc3N/z9/Tl69KjSoYmHUkDZaBf3ez26SRcy0kUt2NlZER6eyNdfn+HnnyeadNkDB3qwZs05Tpy4jYWFGUuX9iY0dCSdOv1Adrau4AUF9WXEiOY880woaWm5fPppf7Zu9adfv21Gj69nz3WYm2tKP3t6Nmbv3uf58ccooy+7Kkpuq6o4O9tw9OhLHDhwnSef3ExSUhbt2jXg7t17isRz82Y68+bt5fLlFDQamDy5G9u3/43u3b8gMjLJ6Mu3s7MkPPw2X399lp9/Hqv3na2tBT16uLJkSRjh4UnUr2/NypVD2LFjHD17bjR6bEpvKzWvmxLnzt1m6NDvSz8XFBSZbNlV+eqr4Xh6NuLFF3dx61YmL7zwOHv3TqRTp7XcupVptOXevJnNvHlnuHw5o3g/as327QPo3j2YyMg0AL788jLvvx9R+jclx2tTmTvXl8DAHkyevJPz55Pw9nZn3bqRpKXlsHr1SZPGUkJt5Ucpun09ia+/Ps/PP4+qdr4xY9ri4+NOXJzxynJt4wkOjmbq1F9LP+fmFho1pup4e3vw9797ER6eoMjyK1JTPGqKRVRPyXbqzZtZzJt3isuX09FoNEye3Ibt2wfTvftOIiNTCQrqyYgRTXnmmYOkpeXz6ae92bp1EP36BZs0TlBHeVZjPapUuwfU305V+hynIrX3H9jaWhISEktISCzLl/uYND61bSs1UmpfHzjQjTVrLnDiRDIWFhqWLu1BaOgTdOq0rbTsbNzYD2dnK0aN2kdycg6TJrVmy5aBeHv/wpkzKUaLrYSS/U9qXD81teNbt3biyJGJrF17joULw0hPz+PxxxuSk2Oac1M19Rcq3d9zP2po95SntnjUQI3lR8l2YVXU1N+jtraGmq5VqG3dqIW3d33+/vdWhIen6k0PCurCiBFuPPPMH8XnyF3ZutWHfv0OGTyGmtoZtrYWhIYOIzz8LoMHhwCwZEkPdu4cgo/PLrRag4ekuPHjx5OXl8eGDRto3bo1iYmJ7Nu3jzt37igdmngo8ngRAYSEXCEk5Ioiy37yyV16n6dM2U9S0lS8vBpz+HA8jo5WTJ/ekUmT9nLgQBwAU6ce4MKF5+jd25XjxxONGl9ycrbe53nz+nDlSgqHDt0w6nKro+S2qsrcub7ExqYzbdovpdNiYtIUi+eXXy7pfV6wYD+Bgd74+DQ1SeMqJCSakJDoKr9LT8/jiSe26E2bOXMvJ068RLNmDsTGZhg1NqW3lZrXTYmCAi2JiVkmWVZNbGwsGD++PaNHb+Xw4ZsALF58lKefbkNgYDfee++I0Zb9yy9xep8XLAgnMLAdPj6NSpMusrMLSUzMMVoMNenTpynbt19i927d8fD69TSee+5xevXyqOEvjUdN5UdJISExhITE3HceDw97Vq8ehL//VnbtGqN4PLm5hSQmZt93HmOzs7Pku+/G8corO1mwYICisagtHjXFIu5PyXbqL7/c1Pu8YMGfBAZ2xMenMTdvZjF9ejsmTfqNAwd0HexTpx7lwoWx9O7dmOPHTdcBp5byrLZ6VMl2D6i/nar0OU5Fau4/AFi5UpcYPHCg6cuz2raV2ii5rz/55B69z1OmHCEp6Tm8vBpy+LCuX6lPHxcCA49x4kQyAB98EMHs2Z3w8mpokqQLJfuf1Lh+amrHf/BBX3bvjmbu3MOl065dM10fh5r6C5Xu76mOWto9ao1HLdRWfpRuF1ZFTf09amtrqOlahdrWjRrY2Znz3XfevPLKaRYs6Fg63dHRgunTWzJp0h8cOKBbN1OnnuLChSfo3bs+x4/fNWgcNbUz+vZ1oWVLe7p330lGhu5i9OTJh7l7dxKDB7uzb1+8QeNRWmpqKocPH+bgwYMMHDgQgBYtWtCrl24k6ZiYGFq1asWff/5Jt27dSv+mfv36HDhwAD8/Pw4ePMigQYPYu3cvc+fOJTIykm7durFu3To6dFB+dPy/Lnm8iFCZkqE/U1JyAfDyaoyVlTl795Z1pF68mMr16xn4+rqaNDZLSzNeeMGTr78ON+ly1WzUqHacPBnPli3jSEycxenT03n55W5KhwXohk2eOPFx7OwsOXYsVulwquTkZE1RkZbU1FyjL0vN26oqplw3Jdq1q09c3D+4evU1vv12NM2aOdb8R0ZiYWGGhYVZpbt07t0roF+/piaLQ7cftcDOzoJjx8pOUJ5/viVJSeM5e3YES5d2o149c5PFBBAWdpMhQ1rSrl0DALp0caFfv6YEB181aRzlqan8qJlGA998M5yPPjpJZKQ6srf9/JqSmBjAhQtT+OyzITRoYPrhC9eseYpduy6zb1/VF/1MTU3xqCkW8WjQ1V2tiuuu23h5NSw+nyjrqLl4MY3r1zPx9W1s0tjUUp7VVo+qpd1TW0q0U0s8Cuc4plSx/0BNZFtVpqZ9vaqyExZ2m4kTW1G/vhUaDUyc2AobG3MOHjT9HfFK9z+pff1oNDBiRGsuXbpLSMg4EhMD+P335+77aENjUnp7qbW/Ry3tnhJqi0ct1FZ+1FRXlFBrf4+0Naon60ZnzZpu7NqVwL59+kknXl71sbIyY+/esukXL2Zy/Xo2vr4NjR5XxXaGtbUZWq3+yLM5OYUUFWnp18+01wBNwd7eHnt7e7Zt20Zu7sOdx8yfP5//+7//4+TJk1hYWDBt2jQDRSnqRh4vIlREo4FPPunLkSPxnD+vy5J3c7MlN7eQtLQ8vXkTE7Nxc7M1aXxjxnTA2dmG9esjap75L6J16/oEBnrx8cfHWbr0KD17erBq1RPk5RWyceNZRWLy9HTh2LHp2NhYkJmZx9ixm4mKSlYklvuxtjbnww8HsmlTFBkZeTX/wUNS47aqjqnXDcDx47eYMmUnFy+m4O5uz8KF/Tl8+CU8Pb8kM9M0MZSXmZlHWFgc773Xh6ioFBITs3juucfw9fXgypVUoy/f09OZY8eewMbGnMzMAsaO/Y2oqHQAvv8+huvXs7h16x5dujjz4Yfd6dDBgfHjD9fwq4azfHkYjo7WXLgQQGFhEebmZsyff5Dvvz9vshjKU1v5UbO5c3tSUFDEqlV/Kh0KoLuDbuvWy0RHp9OmjRNLl/YjOHgcvr6bKCoyzfiFEyc+To8e7vTs+R+TLK8maopHTbEI9dPVXSPK1V37iYpKo1u3BtWcT9zDza2eyeJTU3lWWz2qdLvnQSjRToVH5xzHlKrqP1AD2VbVU8u+ris7vThyJJHz58uW++yzh9i8eSApKZPIzy8iO7uAsWMPcPWqaUZeLE/J/qdHYf24uNji4GDFvHm9WLDgKHPnHmb48JZs3TqKQYN+5Lffbtb8IwakdH+hGvt71NTuAfXFoyZqKz9qqStKqLG/R9oa1ZN1U2bixKb06OFMz54HKn3n5mZdfI6s/4iDxMQc3NysjRpXVe2M339PIiurgA8/9Obdd0+h0WhYvtwLCwsz3N1Nd85uKhYWFqxfv55XXnmFf//73/To0YOBAwfyt7/9jS5dujzQb33wwQelo2XMmzePESNGkJOTg42N6W8oEwD3gNrcnKr8I+DqSpIuHiFr1gzA07MB/fptUzqUKk2f3pXg4KvEx5v+2XFqZWam4eTJeObPPwjAmTOJeHo2JiCgh2IndhcvJtOt279xcrJhwoRObNgwhoED16uqgWVhYcaWLaPRaDQEBoaaZJlq3FZVUWLdAISElN3ZefbsbY4fj+P69Zk8++xjit2t8uKLu/j66ye5des1CgqKOH06kU2bovDycjP6si9eTKdbt904OVkxYUJzNmzwZeDAPURFpfOf/5QNG3juXCrx8ffYv38orVvbc+2aaY6Pzz7bieef92TSpG2cP59Et26ufPLJMG7dylCkPKux/KhRjx4uvPFGD3r0+FbpUEpt3nyx9P25c8lERCRz7dp0/Pyasn+/8e+GaNrUkZUrhzNs2Dd6Gf1KUVM8aopFPBp0ddeO4rqrBRs29GfgwGClwwLUV57VVo+Csu2e2lKqnQqPxjmOqam1/0C21f2pYV9fs8YHT8/69Ou3W2/6kiXdcXa2YsiQX0lOzmHMmOZs2eJH//67OXcu1WTxgbL9T4/C+jEz0wCwfftVPvnkNADh4Un06eNBQEAXkyddKN1fqLb+HrW1e9QWj9qorfyAOuqKEmrs75G2RvVk3eg0bVqPlSu7MGzYEXJzi5QOR09V7Yzk5FyeeeYgn3/uwz/+8RhFRVo2bYrm1Klkk90QZWrjx49nxIgRHD58mN9//53g4GBWrFjBV199hZ+fX61/p3yShru7OwC3b9+mefPmhg5Z1Mr//uNFJOniEbF6dT9GjmzBgAHbiIsre0ZaQkI21tbmODlZ6d2d5upqS0KC6Z6/3ry5I0OHtmLcuJ9MtsxHQXx8JpGR+o2WqKhkxo/vWM1fGF9+fhFXr+qeO3b6dDw9e3rwxhs+BAT8UsNfmoaus3YULVo4MnjwDya7Q06N26oipdZNVdLScrl0KYW2besrFsO1a6n4+W3C1tYSR0crEhKy+OGHUVy7lmr0Zev2I12H0enTKfTs2YA33uhIQMAfleY9flxXrtq2dTBZ0sVHHw1h+fIwNm+OBODcuSRatHDinXf6qCKJSA3lR43692+Ci4stN268UjrNwsKM//u/gcya1YNWrdYqGJ1OdHQaSUnZtG3rbJKkCy8vd1xd7Tl9+u+l0ywszBgwoAUzZ/bC2vpfJj3BVFM8aopFPBp0dZfubtvTp+/Qs2cj3nijE5s3R1dzPlGPhATT3F2gtvKsxnpUyXZPbSjdTlX7OY6pVdd/oAayre5P6X199erejBzZjAEDgomLK+tTat3agddff4zHH99GZKQuloiIu/Tv78qMGY8RGHjMJPGBsv1Pj8L6AUhOvkd+fmGlxxVGRaXQr5+HSWNRQ3+h2vp71NbuUVs8aqO28gPK1xX3o4b+HmlrVE/WjY6XlzOurjacPj24dJruuNeImTNb4+9/tPgc2VJvtAtXVxsSEoz32L7q2hkAe/bcom3brTRsaE1BgZa0tDzi4ydy7dr/7iOhbGxsGDZsGMOGDeO9997j5ZdfZuHChRw+rBtNWqstq5vy8/Or/A1LS8vS9xqNLim1qEhdiTZ/LSWPF6nNfI8mSbp4BKxe3Y+xY1vh57eDmBj9YQlPnUoiL6+QIUOasnXrNQDat3emRQsHjh1LNFmMU6d25fbtbHbtumyyZT4Kjh6NpUOHBnrT2rdvwPXraQpFVJmZmQZr69oM6WN8JZ217drVZ9CgH0hJyTHZstW+rZRcN1Wxs7OkTZv6fPON8hfws7Pzyc7Ox9nZGn//lrz99iGTx6Dbj8yq/K5bN125io833bBYtrYWlTpFCgu1pXc8KU1N5UdNvvkmir17b+hN+/XX8XzzTSTr1ikzpH1FTZrY07BhPeLjTXMBZ9++aDw9P9Obtm7daC5cSObDD4+avPNPTfGoKRbxaCppA546daf4fMKdrVuvA9C+vSMtWthz7FhSDb9iGGorz2quR9XQ7qlIbe1UUNc5jqndr/9Ajf7K2+p+lNjXV6/uzdixzfHzCyEmRj9Z3NZWt42qPjYaPTQ9SvU/PSrrB3QX1U6cSKRDB/2Lnu3b1+f6ddMeF9TQX6i2/h61tXvUFo/aqK38lKfGdqEa+3ukrVG9v+q62bcvCU/PvXrT1q3z4sKFDD788BKxsdnk5RUxZEhjtm69BUD79va0aGHLsWN3qvrJh3a/dkZ5d+7okj4GDXLDxcWGHTuMf0OUWnTq1Ilt27bRuHFjAOLj4+nevTsAZ86cUTAyUXsy0oVA11ho27ascdWqVX26dnUlJeUesbHpRl32mjX9mTSpHaNHB5ORkYerq+4ZTWlpeeTkFJKensfatRf4+OM+pKTkkJ6ex+rV/QkLS+D4cdMkXWg0upOoDRsiKCxUtiGu5LaqSlDQH4SFTeadd/qwZUsUvXp58Oqr3Xn11d01/7ERLF06hODgy9y4kYaDgzWTJnXGz68l/v6mGcpet33KTvpbtXKma1cXUlLuER+fxX//O5oePVwZOfInzM3NcHW1AyAl5R75+cbNQFR6W6l53YDujs+dOy9z/XoaHh72LF48gMLCIjZtijT6sqvzxBMt0Wg0XLyYQtu2znz0kR8XLqSwbp1xT+yWLu1GcPAtbtzIwsHBkkmTWuLn54q//35at7Zn0qSW7N59izt3cunSxZmgIC8OHUrk7NlUo8ZV3s6dl5k/vy83bqRz/nwS3bu78eabvRQb2lGN5Ucpun3dufRzq1ZOdO3amJSUHGJjMypdqMrPLyQhIYtLl+6aPJ6UlBwWLvTlp58uk5CQRZs2TqxYMYArV1L59dfrRomnoszMPM6f17/om5WVz5079ypN/6vFo6ZYRO0o2U5durQHwcFxxXWXBZMmtcbPzw1//1DS0/NZu/YyH3/ck5SUXNLT81m9ujdhYbc5ftw0ZUlt5Vlt9Sgo1+4B9bdTlT7HqUjN/QegG8XGzc2Wtm2dAOjcuSEZGXncuJHJ3bvGu3MP1Let1EipfX3NGh8mTWrN6NH7yMgoqFR2LlxI4/LldL74wpc5c05y504uY8Y0Z9gwD0aO3FvDrxuOUv1Palw/NZ1XfPTRSTZvHsFvv8Vx4EAsw4e35OmnW+Pnt8Uo8VRFLf2FSvf3VKS2do/a4lEbtZUfULZdWJHa+nvU1tZQ07UKta0bJWVmFnD+vP76z8oq4M6dvNLpa9fG8PHHXUhJySM9vYDVq7sSFnaH48cN3z9XUzsDYMqUtkRFpZGUlIOvb2NWruxFUNB5Ll0y/TUvY7tz5w7PPPMM06ZNo0uXLjg4OHDy5ElWrFjB6NGjqVevHj4+PixfvpxWrVpx+/ZtFixYoHTYolbyqd1IF7WZR50k6aIWvL09OHhwSunnoCB/ANavP8PUqduNuuzXXvME4NChMXrTp0zZz4YNuuesz56tyzr+6Sd/rK3N+fXXWF577TejxlXe0KGtaNHCSdFOyBJKbquqnDwZz9ix/2XZskG8/35/oqNTmTVrD99/r8wdyy4udmzcOBZ3d3vS0nKJiEjE3/9b9u69ZpLle3u7cfDgc6Wfg4J0Q3itX3+WRYuOMnp0OwDCw6fq/Z2f3yYOHTJu1qbS20rN6wagaVMHNm0aQ8OG9UhKyubIkVh8fNaTnGy6xxhV5ORkzbJlA2ja1IGUlBx++ukS8+f/RkGBcTv3XVys2bjRF3f3eqSl5RMRcRd///3s3ZtA06a2DB3qxqxZHbGzsyA2NoufforlX/8y7Ynv66+HsmTJQD77bDguLrbcupXJF1/8yT//edikcZRQY/lRire3KwcPPlv6OSjID4D1688zdeqvqoonMHAfXbo0YvLkTjg7W3PrViahodd5770w8vLkWb9CPCgl26kuLjZs3Ni/uO7KK667Qtm7Nx6A2bNPFJ9PDMLa2oxff73Fa6/9btSY1Ext9Sgo1+4B9bdTlT7HqUjt/QcBAY+zaFHP0u8OHx5TaR5jUdu2UiOl9vXXXtMNk3/o0JN606dMOcKGDVcoKNDy1FN7WL7ci507h2Bvb8GVKxlMnnyY4OA4o8ZWnlL9T2pcPzWdV2zbdoWAgL28804vVq0axMWLKYwfv5OjR28ZJZ6qqKW/UOn+HvFoU2P5UbJdWJHa+nvU1tZQ07UKta0btZs9O6L4HNmn+Bw5kddeO2OUZdXUzgDo0MGJZcu8aNDAipiYTD74IIKgoP/Nm9ns7e3p3bs3QUFBXL16lfz8fJo1a8Yrr7zCu+++C8DXX3/N9OnT8fLyokOHDqxYsYInnnhC4chFzWSkCwEcOnQdjWaxIsvWaD6vcZ7c3EJmzjzMzJnKdALu2RONRvOBIsuuSMltVZ1du66wa9cVpcMA4OWXdyi6/EOHYtFoVlT7/f2+MwUlt5Xa181zz21TdPlV+fHHi/z4o3E7hqvy8svHq/3u5s1s/PxMd6dXdTIz85g9ew+zZ+9ROhRAneVHKYcO3USj+bjW87dqtdaI0dQcz/DhW426/LoYNGiD0iHoUVM8aopFVKZkO/Xll8Pu+73ufOI4M2dWX8eZmpLlWW31KCjX7gH1t1OVPsepSO39B4sXn2Tx4pMmiKYytW0rNVJqX9do1tc4z5UrGUyYcNDosdyPUv1Palw/tTmvWLfuvKKPKVRTf6Ga+uaqorZ2vNriUZrayo+S7cKK1Nbfo7a2hpquVaht3ajNoEH619Zyc4uYOTOcmTONnzhYm3bGO++c4p13Thk9FjWwtrZm2bJlLFu2rNp5HnvsMcLC9Ps5tNqyUbX8/Pz0PgN069at0jRhagXUbhQLSboQQgghhBBCCCGEEEIIIYQQQgghhChHRroQQgghhBBCCCGEEEIIIYQQQgghhKiDfGo30kVt5lEnSboQQgghhBBCCCGEEEIIIYQQQgghhBFI0oUQQgghhBBCCCGEEEIIIYQQQgghRB3I40WEEEIIIYQQQgghhBBCCCGEEEIIIeqggNqNYiFJF0IIIYQQQgghhBBCCCGEEEIIIYQQ5chIF0IIIYQQQgghhBBCCCGEEEIIIYQQdZBP7dISajMahjpJ0oUQQgghhBBCCCGEEEIIIYQQQgghjEBGuhBCCCGEEEIIIYQQQgghhBBCCCGEqIMCajeKhSRdCCGEEEIIIYQQQgghhBBCCCGEEEKUIyNdCCGEEEIIIYQQQgghhBBCCCGEEELUQT5gXsv5Hk0arVarVToIY4uPj+fLL79k7NixNG7cWOlwxCPk8uXLHDhwgEGDBtGuXTulwxGPGCk/oq6k7Ij/FVKWxcOQ8iPqSsqO+F8i5VnUlZQd8b9EyrOoKyk74mFI+RH/K5KSkvj555959dVXcXd3Vzoc8ReTnp6Ok5MTMBuwrsVf5AJBpKWl4ejoaNzgDOwvkXSRlpbGmjVryM9/dLNjhBBCCCGEEOL/b+/eg6IqHzeAP8siLJdIxAtIgAKCmgJtGKIlgSCkmJCG0hYoYeOtGEtH0ZRLWlGZRnYxRVBDwNQQL9iFpIzRxAt4iUEtyExIB+mCiIq8vz/8sV+3NUWCPbvu85nZGc457znzvMM773l3z3vOISIiIiIiIiK6G126dMHMmTP//+I3ke40NTWhb9++qK2tbfM+9vb2qKqqgkKh6MRkHc8oJl0ANyZeNDY2Sh2DDFBzczNMTfkmHmofth9qL7YdulewLdN/wfZD7cW2Q/cStmdqL7YdupewPVN7se3Qf8H2Q/cKS0tLTrggyTQ1NeHq1attLm9mZmZwEy4AI5p0QURERERERERERERERERERNSRTKQOQERERERERERERERERERERGSIOOmCiIiIiIiIiIiIiIiIiIiIqB046YKIiIiIiIiIiIiIiIiIiIioHTjpgojuaTKZDPn5+VLHICIiIiKiu8BxPBEREREREREZCk66IJ2aPHkyIiIipI5BBmby5MmQyWRan9OnT0sdjfRYa7uZNm2a1raZM2dCJpNh8uTJug9GBmffvn2Qy+UYM2aM1FGI7gr7QeooHMNTR2A7IkPG8SC114ULFzB9+nQ4OzvD3Nwc9vb2CA0NRUlJidTRiNrl119/RVxcHHr37g0zMzO4uLggISEBdXV1bdq/uLgYMpkMf/zxR+cGJb3R+r30zTff1Fifn58PmUwmUSoyBDdfE+jSpQt69eqFkJAQrF27Fi0tLVLHIyLSwkkXRGQQwsLCUFNTo/Hp27ev1LFIzzk5OSE3NxeXL19Wr2tqasLGjRvh7Oz8n4597dq1/xqPDERGRgZefPFFfPfddzh37tx/Otb169f5xZB0qjP7QSIiImPRkeNBMi7jx4/HkSNHsG7dOpw8eRIFBQV4/PHH23yBmkif/Pzzz/D19cWpU6eQk5OD06dP4+OPP0ZRURH8/f1x8eJFqSOSnlIoFEhLS0N9fb3UUcjAtF4TqK6uRmFhIQIDA5GQkIDw8HA0NzdLHY+ISAMnXZBkdu/ejUcffRRdu3aFnZ0dwsPD8dNPP6m3V1dXQyaTYevWrQgMDISlpSW8vb2xb98+CVOTVFrvCLn5I5fLsW3bNiiVSigUCri6uiIlJUVrwFVTU4MnnngCFhYWcHV1xebNmyWqBemaUqmEk5MTtm7dql63detWODs746GHHlKva2t/lJeXh4CAACgUCmRnZ+u0LiSNhoYG5OXlYfr06RgzZgyysrLU21rv0Nm5cye8vLygUCgwdOhQHD9+XF0mKysLXbt2RUFBAQYOHAhzc3OcOXNGgpqQseqofjAoKAizZs3SOPaFCxdgZmaGoqKizq8I6Y0+ffpgxYoVGut8fHyQnJysXpbJZFizZg0iIyNhaWmJfv36oaCgQLdBSa+1pR0R6YvbjQdbx3o3u9Wdu0uWLEHPnj1x3333IT4+HvPnz4ePj0/nhydJ/fHHH9i7dy/S0tIQGBgIFxcXPPLII0hMTMSTTz6pLhMfH48ePXrAxsYGQUFBKC8vVx8jOTkZPj4+WLVqFZycnGBpaYmoqCj8+eefUlWLjNjMmTNhZmaGL7/8EgEBAXB2dsYTTzyBr7/+Gr/99hsWLlwIALhy5QrmzZsHJycnmJubw93dHRkZGaiurkZgYCAAwNbWlk/eMyLBwcGwt7fHG2+88a9ltmzZggcffBDm5ubo06cPli1bpt62YMEC+Pn5ae3j7e2N1NTUTslM+qH1moCjoyOUSiUWLFiAbdu2obCwUD0mu9O5FAC2b9+OIUOGQKFQoHv37oiMjJSgNkR0r+OkC5LMpUuX8PLLL+PgwYMoKiqCiYkJIiMjte4AXrhwIebMmYOysjJ4eHggOjqasxgJALB3717ExMQgISEBP/74I1atWoWsrCwsXbpUo9yiRYswfvx4lJeXQ6VSYdKkSaioqJAoNelaXFwcMjMz1ctr167FlClTNMq0tT+aP38+EhISUFFRgdDQUJ3kJ2lt2rQJ/fv3h6enJ5599lmsXbsWQgiNMnPnzsWyZctQWlqKHj16YOzYsRpPQmlsbERaWhrWrFmDEydOoGfPnrquBhm5jugH4+PjsXHjRly5ckW9z6effgpHR0cEBQXppiJkUFJSUhAVFYWjR49i9OjRUKlUvPuRiAxSW8aDt5OdnY2lS5ciLS0Nhw4dgrOzMz766KNOTEz6wtraGtbW1sjPz9cYQ93s6aefxvnz51FYWIhDhw5BqVRi5MiRGufM06dPY9OmTdi+fTt2796NI0eOYMaMGbqqBhEA4OLFi/jiiy8wY8YMWFhYaGyzt7eHSqVCXl4ehBCIiYlBTk4O0tPTUVFRgVWrVsHa2hpOTk7YsmULAKCyshI1NTV47733pKgO6ZhcLsfrr7+O999/H2fPntXafujQIURFRWHSpEk4duwYkpOTsWjRIvVFdZVKhQMHDmjcGHDixAkcPXoUzzzzjK6qQXoiKCgI3t7e6ptL7nQu3blzJyIjIzF69GgcOXIERUVFeOSRR6SsAhHdqwSRDsXGxopx48bdctuFCxcEAHHs2DEhhBBVVVUCgFizZo26zIkTJwQAUVFRoYu4pCdiY2OFXC4XVlZW6s+ECRPEyJEjxeuvv65RdsOGDcLBwUG9DEBMmzZNo4yfn5+YPn26TrKTdFr7m/Pnzwtzc3NRXV0tqqurhUKhEBcuXBDjxo0TsbGxt9z33/qjFStW6LAGpA+GDRum/r9fu3ZNdO/eXezZs0cIIcSePXsEAJGbm6suX1dXJywsLEReXp4QQojMzEwBQJSVlek8O1FH9oOXL18Wtra26rYthBBeXl4iOTlZF1Uhid08hndxcRHLly/X2O7t7S2SkpLUywDEq6++ql5uaGgQAERhYaEO0pK+ak87+vzzz3WWj+jf3G48mJmZKe6//36N8p9//rm4+ec2Pz8/MXPmTI0yw4cPF97e3p0Zm/TE5s2bha2trVAoFGLYsGEiMTFRlJeXCyGE2Lt3r7CxsRFNTU0a+7i5uYlVq1YJIYRISkoScrlcnD17Vr29sLBQmJiYiJqaGt1VhIze/v37b3tufvfddwUA8cMPPwgA4quvvrpludbv0fX19Z0XlvTKzWPAoUOHiri4OCGE5vnymWeeESEhIRr7zZ07VwwcOFC97O3tLVJTU9XLiYmJws/Pr5PTk5Rudy1p4sSJYsCAAW06l/r7+wuVStXZcYmIBJ90QZI5deoUoqOj4erqChsbG/Tp0wcAtB677uXlpf7bwcEBAHD+/Hmd5ST9EBgYiLKyMvUnPT0d5eXlSE1NVd89Ym1tjalTp6KmpgaNjY3qff39/TWO5e/vzyddGJEePXqoHwOcmZmJMWPGoHv37hpl2tof+fr66io26YHKykocOHAA0dHRAABTU1NMnDgRGRkZGuVu7mO6desGT09PjT7GzMxM41xGpGsd0Q8qFAo899xzWLt2LQDg8OHDOH78OB8HTP/q5n7PysoKNjY2HMMTkcFp63jwTsf4592UvLvSeIwfPx7nzp1DQUEBwsLCUFxcDKVSiaysLJSXl6OhoQF2dnYav2tUVVVp3M3t7OwMR0dH9bK/vz9aWlpQWVkpRZXIyIk7POmnuroacrkcAQEBOkpEhiQtLQ3r1q3T+l22oqICw4cP11g3fPhwnDp1CtevXwdw42kXGzduBHCjHebk5EClUukmOOkdIQRkMlmbzqVlZWUYOXKkxImJyBiYSh2AjNfYsWPh4uKC1atXo3fv3mhpacGgQYNw9epVjXJdunRR/936XtR/PvKf7n1WVlZwd3fXWNfQ0ICUlBQ89dRTWuUVCoWuopEBiIuLw6xZswAAH3zwgdb2tvZHVlZWOslL+iEjIwPNzc3o3bu3ep0QAubm5li5cmWbj2NhYaH1Xm8iXeuIfjA+Ph4+Pj44e/YsMjMzERQUBBcXF53VgfSDiYmJ1o/tN79SqdXNY3jgxjieY3hq1dZ2RCS1O40H2ZapLRQKBUJCQhASEoJFixYhPj4eSUlJmDFjBhwcHFBcXKy1T9euXXWek+h23N3dIZPJUFFRgcjISK3tFRUVsLW11Xr1CNHNRowYgdDQUCQmJt71BP7o6GjMmzcPhw8fxuXLl/Hrr79i4sSJnROU9F5FRQX69u2LhoaGO55L2S8Rka5w0gVJoq6uDpWVlVi9ejUee+wxAMD3338vcSoyNEqlEpWVlVqTMf5p//79iImJ0Vh+6KGHOjse6ZGwsDBcvXoVMpkMoaGhGtvYH9GtNDc3Y/369Vi2bBlGjRqlsS0iIgI5OTno378/gBt9irOzMwCgvr4eJ0+exIABA3Semeh2OqIfHDx4MHx9fbF69Wps3LjxriYf0b2jR48eqKmpUS//9ddfqKqqkjARGSK2IzIEbRkPuri44O+//8alS5fUE7TLyso0ynp6eqK0tFTjO2lpaWmn5yf9NXDgQOTn50OpVKK2thampqbqp4zdypkzZ3Du3Dn15J/9+/fDxMQEnp6eOkpMBNjZ2SEkJAQffvghZs+erXERs7a2FtnZ2YiJicHgwYPR0tKCb7/9FsHBwVrHMTMzAwD10wvI+Lz55pvw8fHR6MMGDBiAkpISjXIlJSXw8PCAXC4HADzwwAMICAhAdnY2Ll++jJCQEPTs2VOn2Uk/fPPNNzh27Bhmz56NBx544I7nUi8vLxQVFWHKlCm6DUpERoeTLkgStra2sLOzwyeffAIHBwecOXMG8+fPlzoWGZjFixcjPDwczs7OmDBhAkxMTFBeXo7jx49jyZIl6nKfffYZfH198eijjyI7OxsHDhy4q8fBkuGTy+XqRxe2fllrxf6IbmXHjh2or6/H888/j/vvv19j2/jx45GRkYG3334bAJCamgo7Ozv06tULCxcuRPfu3RERESFBaqJ/11H9YHx8PGbNmgUrK6tb3uFG976goCBkZWVh7Nix6Nq1KxYvXqzVpojuhO2IDEFbxoNffPEFLC0tsWDBArz00kv44YcfkJWVpVH2xRdfxNSpU+Hr64thw4YhLy8PR48ehaurqw5rQ1Koq6vD008/jbi4OHh5eeG+++7DwYMH8dZbb2HcuHEIDg6Gv78/IiIi8NZbb8HDwwPnzp3Dzp07ERkZqX69pUKhQGxsLN555x389ddfeOmllxAVFQV7e3uJa0jGZuXKlRg2bBhCQ0OxZMkS9O3bFydOnMDcuXPh6OiIpUuXolu3boiNjUVcXBzS09Ph7e2NX375BefPn0dUVBRcXFwgk8mwY8cOjB49GhYWFrC2tpa6aqRDgwcPhkqlQnp6unrdK6+8giFDhuC1117DxIkTsW/fPqxcuRIffvihxr4qlQpJSUm4evUqli9fruvoJIErV66gtrYW169fx++//47du3fjjTfeQHh4OGJiYmBiYnLHc2lSUhJGjhwJNzc3TJo0Cc3Nzdi1axfmzZsndfWI6B5jInUAMi4tLS0wNTWFiYkJcnNzcejQIQwaNAizZ89WX7wiaqvQ0FDs2LEDX375JYYMGYKhQ4di+fLlWo86T0lJQW5uLry8vLB+/Xrk5ORg4MCBEqUmqdjY2MDGxkZrPfsjupWMjAwEBwdr/cAO3PiR/eDBgzh69CiAG3dpJCQk4OGHH0ZtbS22b9+uvnuHSJ90RD8YHR0NU1NTREdH81VeRqR1DA8AiYmJCAgIQHh4OMaMGYOIiAi4ublJnJAMAdsRGZq2jAfPnj2LTz/9FLt27cLgwYORk5OD5ORkjbIqlQqJiYmYM2cOlEolqqqqMHnyZJ5HjYC1tTX8/PywfPlyjBgxAoMGDcKiRYswdepUrFy5EjKZDLt27cKIESMwZcoUeHh4YNKkSfjll1/Qq1cv9XHc3d3x1FNPYfTo0Rg1ahS8vLy0LkQS6UK/fv1w8OBBuLq6IioqCm5ubnjhhRcQGBiIffv2oVu3bgCAjz76CBMmTMCMGTPQv39/TJ06FZcuXQIAODo6IiUlBfPnz0evXr3Ur0Ak45Kamqrx6kGlUolNmzYhNzcXgwYNwuLFi5Gamqr1CpIJEyagrq4OjY2NvNnFSOzevRsODg7o06cPwsLCsGfPHqSnp2Pbtm2Qy+VtOpc+/vjj+Oyzz1BQUAAfHx8EBQXhwIEDEteMiO5FMvHPl08SdaKwsDC4u7vzcdRERGTwiouLERgYiPr6er5zmYxGdXU13NzcUFpaCqVSKXUc0hGO4akjsB0R/U9ISAjs7e2xYcMGqaOQnktOTkZ+fr7Wa2uIiIiIiEi/8PUipBP19fUoKSlBcXExpk2bJnUcIiIiIroL165dQ11dHV599VUMHTqUEy6MBMfw1BHYjsjYNTY24uOPP0ZoaCjkcjlycnLw9ddf46uvvpI6GhEREREREXUQTrognYiLi0NpaSleeeUVjBs3Tuo4RERERHQXSkpKEBgYCA8PD2zevFnqOKQjHMNTR2A7ImPX+tjrpUuXoqmpCZ6entiyZQuCg4OljkZEREREREQdhK8XISIiIiIiIiIiIiIiIiIiImoHE6kDEBERERERERERERERERERERkiTrogIiIiIiIiIiIiIiIiIiIiagdOuiAiIiIiIiIiIiIiIiIiIiJqB066ICIiIiIiIiIiIiIiIiIiImoHTrogIiIiIiIiIiIiIiIiIiIiagdOuiAiIiIiIiIiIiIiIiIiIiJqB066ICIiIiIiIiIiIiIiIiIiImoHTrogIiIiIiIiIiIiIiIiIiIiaof/AymKsJC8mZNCAAAAAElFTkSuQmCC",
      "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": "2024-07-27T04:07:16.333039Z",
     "iopub.status.busy": "2024-07-27T04:07:16.332847Z",
     "iopub.status.idle": "2024-07-27T04:07:16.580036Z",
     "shell.execute_reply": "2024-07-27T04:07:16.579550Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:16.582270Z",
     "iopub.status.busy": "2024-07-27T04:07:16.581914Z",
     "iopub.status.idle": "2024-07-27T04:07:16.848971Z",
     "shell.execute_reply": "2024-07-27T04:07:16.848472Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cBJ8AfK2ysr7VX1tR0fqvBQAAAAAA3kbwCcDX2tLx2ZbQFAAAAAAAeBvBJwDfamiIqLEx2uqvb0toCgAAAAAAvI3gE4BvtTW4rKkh+AQAAAAAIKgIPgH4VlsmuktSKBS2qRIAAAAAAOA1BJ8AfIvgEwAAAAAA7AnBJwDfqq5uW/BZVxexqRIAAAAAAOA1BJ8AfKutHZ+NjQSfAAAAAAAEFcEnAN9KBJ9ZWa37+nA4ZmM1AAAAAADAS4wGnzNnztSVV16pXr16KSsrS6NHj27yecuy1L9/fx1xxBHaf//9dcEFFyg/P7/JbcrKytS3b19169ZNBx98sG6//XbV1NQ0uc2KFSv005/+VJ07d9ZRRx2lgQMHOv2tAXBBWzs+o1GCTwAAAAAAgspo8FlbW6sf/OAHevXVV1v8/MCBAzV48GC99tprmj9/vrp06aKLL75Y9fX1ydv07dtXOTk5ys7O1rhx4zRz5kzdeeedyc9XVVXpoosu0jHHHKPFixfr3//+t5588km98cYbjn9/AJxVXd3Ypq+PxeJvsAAAAAAAgODpYPLkl156qS699NIWP2dZll566SU99thjuvrqqyVJ77//vnr06KHRo0fr5ptvVm5uriZOnKiFCxfqjDPOkCS9/PLLuuyyy/T888+rV69eGjZsmBobGzV06FDtt99+Ovnkk7Vs2TK98MILTQLS3TU0NKihYVcnWVVVlSQpHA4rHGYKtNsS15xr7z6vX/vy8pAkqUOHLHXokPp691jMUkNDPPCsqgrpgAP2c6S+tvL69Ufrcd+aw7U3i+sfXNy35nDtg4v71iyuvzlc++AycZ9mWR5pd8rKytKoUaN0zTXXSJI2bNig448/XkuXLtXpp5+evN3PfvYznX766Ro0aJCGDh2qv/zlLyovL09+PhKJqHPnzho5cqSuvfZa3XrrraqqqmqyjH7atGk6//zzVVZWpkMOOaRZLU8++aQGDBjQ7OPDhw/XAQccYNv3DKBt3nprm8aNK9H11x+u3/ymV8pfV1jYoLvuylXHjlkaOfIHDlYIAAAAAAAkKRQK6ZZbblFlZaW6devmyjmNdnzuTUFBgSSpR48eTT7eo0eP5OcKCgp0+OGHN/l8hw4d1L179ya3OfbYY5sdI/G5loLPRx99VA888EDy31VVVTrqqKN03nnn6dBDD23jd4Z0hcNhZWdn68ILL1THjh1Nl5NRvH7tR40aJ6lEX3xRrAkTSlL+usT7PeGwpeOO+3/6/vcPc6jCtvH69Ufrcd+aw7U3i+sfXNy35nDtg4v71iyuvzlc++AqLS11/ZyeDT5N6tSpkzp16tTs4x07duSXziCuvzlevfa1tRFJUiRiKRJpXfN6SUmDJ7+33Xn1+qPtuG/N4dqbxfUPLu5bc7j2wcV9axbX3xyuffCYuD+NDjfam549e0qSCgsLm3y8sLAw+bmePXuqqKioyecjkYjKysqa3KalY+x+DgD+1Nap7pJUVFRrQyUAAAAAAMBrPBt8HnvsserZs6emTJmS/FhVVZXmz5+v3r17S5J69+6tiooKLV68OHmbqVOnKhaL6cwzz0zeZubMmU02UM3Oztb3vve9Fpe5A/APO4LP4mKCTwAAAAAAgsho8FlTU6Nly5Zp2bJlkqSNGzdq2bJl2rJli7KysvTnP/9ZTz/9tMaMGaOVK1fq1ltvVa9evZIDkE488URdcskluuOOO7RgwQLNmTNH99xzj26++Wb16hUfdHLLLbdov/320+23366cnBx9/PHHGjRoUJM9PAH4U3V124PPkpI6GyoBAAAAAABeY3SPz0WLFum8885L/jsRRt52221699139dBDD6m2tlZ33nmnKioq1KdPH02cOFGdO3dOfs2wYcN0zz336Be/+IXatWun66+/XoMHD05+/qCDDtLkyZPVr18//fjHP9b//M//qH///rrzzjvd+0YBOMKOjs+yMoJPAAAAAACCyGjw+fOf/zw5XbklWVlZeuqpp/TUU0/t8Tbdu3fX8OHD93qe0047TbNmzWp1nQC8qbKy7cFnRUW9DZUAAAAAAACv8ewenwCwN5Zlqaamsc3Hqawk+AQAAAAAIIgIPgH4UigUViy2547xVNmxXB4AAAAAAHgPwScAX7IrsKyubnvXKAAAAAAA8B6CTwC+ZFfwWVsbtuU4AAAAAADAWwg+AfiSXcFnKETwCQAAAABAEBF8AvAlu5aoE3wCAAAAABBMBJ8AfMmujs+GhogtxwEAAAAAAN5C8AnAlxLBZ1ZW247T2Bi1oRoAAAAAAOA1BJ8AfKm62p6Oz0gkZstxAAAAAACAtxB8AvAlu5a6R6OWLccBAAAAAADeQvAJwJcSwadlQ24ZDrPcHQAAAACAoCH4BOBLdnV8SvZNiAcAAAAAAN5B8AnAl+wMK6uq6m07FgAAAAAA8AaCTwC+ZGfHZ1FRyLZjAQAAAAAAbyD4BOBLdgafhYU1th0LAAAAAAB4A8EnAF+yM/gsLqbjEwAAAACAoCH4BOBLdu7xWVJC8AkAAAAAQNAQfALwJTsHEpWV1dl2LAAAAAAA4A0EnwB8yc6l7gSfAAAAAAAED8EnAN+JRmMKhSK2Ha+iwr7uUQAAAAAA4A0EnwB8x879PSWpspLgEwAAAACAoCH4BOA7di5zl+wPUgEAAAAAgHkEnwB8x+7gs6aG4BMAAAAAgKAh+ATgO9XV9gafoVDY1uMBAAAAAADzCD4B+I7dHZ8EnwAAAAAABA/BJwDfsTv4rKuzb0I8AAAAAADwBoJPAL6TCD6zsuw5XmMjwScAAAAAAEFD8AnAd+yewh4Ox2w9HgAAAAAAMI/gE4Dv2L3UPRol+AQAAAAAIGgIPgH4TiL4tCx7jheLSZZdBwMAAAAAAJ5A8AnAd6qr7e34lJjsDgAAAABA0BB8AvCdqip79/iU7N83FAAAAAAAmEXwCcB37N7jU5LKykK2HxMAAAAAAJhD8AnAd5wIPgsLa20/JgAAAAAAMIfgE4DvOLHHJ8EnAAAAAADBQvAJwHec6PgsLib4BAAAAAAgSAg+AfhOZaX9wWdpaZ3txwQAAAAAAOYQfALwHSeWupeVEXwCAAAAABAkBJ8AfKWhIaJwOGb7cSsq6m0/JgAAAAAAMIfgE4CvOLG/pyRVVhJ8AgAAAAAQJASfAHzFqeDTqeMCAAAAAAAzCD4B+Ep1daOvjgsAAAAAAMwg+ATgK051ZtbWhh05LgAAAAAAMIPgE4CvOBd80vEJAAAAAECQEHwC8JVE8JmVZe9x6+oi9h4QAAAAAAAYRfAJwFeqq53p+GxoIPgEAAAAACBICD4B+IpTS90bG6OOHBcAAAAAAJhB8AnAV5wKPiORmCPHBQAAAAAAZhB8AvCVRPBpWfYeNxq1+YAAAAAAAMAogk8AvlJd7dz09XCY5e4AAAAAAAQFwScAX3FqqbvkbKgKAAAAAADcRfAJwFecDD6rquodOzYAAAAAAHAXwScAX3GyK7OoKOTYsQEAAAAAgLsIPgH4ipMdn4WFNY4dGwAAAAAAuIvgE4CvOBl8FhfT8QkAAAAAQFAQfALwlcpK5/bhLCkh+AQAAAAAICgIPgH4hmVZqqlxbo/PsrI6x44NAAAAAADcRfAJwDdqa8OyLOeOT/AJAAAAAEBwEHwC8A0n9/eUpPJygk8AAAAAAIKC4BOAbzgdfDp9fAAAAAAA4B6CTwC+UV3tbDBZXe3c/qEAAAAAAMBdBJ8AfMPpjkwnBycBAAAAAAB3EXwC8A2ng89QKOzo8QEAAAAAgHsIPgH4RmIpelaWM8cn+AQAAAAAIDgIPgH4htMdn3V1EUePDwAAAAAA3EPwCcA3nA4+GxsJPgEAAAAACAqCTwC+kQg+LcuZ44fDMWcODAAAAAAAXEfwCcA3qqud7fiMRgk+AQAAAAAICoJPAL5RVdXo6PFjMclyqp0UAAAAAAC4iuATgG84vcenxGR3AAAAAACCguATgG+4EXxWVzvbVQoAAAAAANxB8AnAN5ze41OSyspCjp8DAAAAAAA4j+ATgG+40fFZWFjr+DkAAAAAAIDzCD4B+AbBJwAAAAAASBXBJwDfcCP4LC4m+AQAAAAAIAgIPgH4QiQSU11dxPHzlJbWOX4OAAAAAADgPIJPAL7gxmAjSSorI/gEAAAAACAICD4B+IIby9wlqaKi3pXzAAAAAAAAZ3k6+IxGo3r88cd17LHHav/999fxxx+vf/zjH7IsK3kby7LUv39/HXHEEdp///11wQUXKD8/v8lxysrK1LdvX3Xr1k0HH3ywbr/9dtXU1Lj97QBog+rqRlfOU1lJ8AkAAAAAQBB4Ovh87rnnNGTIEL3yyivKzc3Vc889p4EDB+rll19O3mbgwIEaPHiwXnvtNc2fP19dunTRxRdfrPr6XeFF3759lZOTo+zsbI0bN04zZ87UnXfeaeJbAtBKbnV8unUeAAAAAADgrA6mC9ibuXPn6uqrr9bll18uSfr2t7+tESNGaMGCBZLi3Z4vvfSSHnvsMV199dWSpPfff189evTQ6NGjdfPNNys3N1cTJ07UwoULdcYZZ0iSXn75ZV122WV6/vnn1atXLzPfHIC0uBVIutVZCgAAAAAAnOXp4PPss8/WG2+8obVr1+q73/2uli9frtmzZ+uFF16QJG3cuFEFBQW64IILkl9z0EEH6cwzz9S8efN08803a968eTr44IOToackXXDBBWrXrp3mz5+va6+9ttl5Gxoa1NCwK2SpqqqSJIXDYYXDYae+XexB4ppz7d3npWtfVlYrSWrfXtpvP/ub1RsbY4pGpVCo0RPfr+St6w97cd+aw7U3i+sfXNy35nDtg4v71iyuvzlc++AycZ96Ovh85JFHVFVVpe9///tq3769otGo/vnPf6pv376SpIKCAklSjx49mnxdjx49kp8rKCjQ4Ycf3uTzHTp0UPfu3ZO3+aZnn31WAwYMaPbxadOm6YADDmjz94XWyc7ONl1CxvLCtZ87t1SS9MMfdtNjjx1n+/GHD9+pTz4p1DHHSBMmTLD9+G3hhesPZ3DfmsO1N4vrH1zct+Zw7YOL+9Ysrr85XPvgCYVCrp/T08HnJ598omHDhmn48OE6+eSTtWzZMv35z39Wr169dNtttzl23kcffVQPPPBA8t9VVVU66qijdN555+nQQw917LxoWTgcVnZ2ti688EJ17NjRdDkZxUvXPj9/gaStWrasWr/61Qrbjx8Ox4emLVlSp8suu8z247eGl64/7MV9aw7X3iyuf3Bx35rDtQ8u7luzuP7mcO2Dq7S01PVzejr4fPDBB/XII4/o5ptvliSdeuqp2rx5s5599lnddttt6tmzpySpsLBQRxxxRPLrCgsLdfrpp0uSevbsqaKioibHjUQiKisrS379N3Xq1EmdOnVq9vGOHTvyS2cQ198cL1z72tp4S3w0aikSsRw7T11dxPj3+k1euP5wBvetOVx7s7j+wcV9aw7XPri4b83i+pvDtQ8eE/enp6e6h0IhtWvXtMT27dsrFotJko499lj17NlTU6ZMSX6+qqpK8+fPV+/evSVJvXv3VkVFhRYvXpy8zdSpUxWLxXTmmWe68F0AsENi6JDlXOYpSWpsjDp7AgAAAAAA4ApPd3xeeeWV+uc//6mjjz5aJ598spYuXaoXXnhBv//97yVJWVlZ+vOf/6ynn35a3/nOd3Tsscfq8ccfV69evXTNNddIkk488URdcskluuOOO/Taa68pHA7rnnvu0c0338xEd8BH3JrqHonEXDkPAAAAAABwlqeDz5dfflmPP/647r77bhUVFalXr16666671L9//+RtHnroIdXW1urOO+9URUWF+vTpo4kTJ6pz587J2wwbNkz33HOPfvGLX6hdu3a6/vrrNXjwYBPfEoBWciv4jEYdbikFAAAAAACu8HTw2bVrV7300kt66aWX9nibrKwsPfXUU3rqqaf2eJvu3btr+PDhDlQIwC1uBZ+SFA5H1bFje9fOBwAAAAAA7OfpPT4BICGxx2fQzgUAAAAAAJxB8AnAF9zs+KyqqnftXAAAAAAAwBkEnwB8wc3gs6go5Nq5AAAAAACAMwg+AfhCZaV7XZiFhTWunQsAAAAAADiD4BOA51mWpZoa9/bdLC6m4xMAAAAAAL8j+ATgeQ0NUYXDMdfOV1JC8AkAAAAAgN8RfALwPDf395SksrI6V88HAAAAAADsR/AJwPOqqwk+AQAAAABAegg+AXie2x2f5eUEnwAAAAAA+B3BJwDPczv4dPt8AAAAAADAfgSfADzP7SCyutq9CfIAAAAAAMAZtgSfFRUVdhwGAFqUCCKzstw5X00NwScAAAAAAH6XdvD53HPP6eOPP07++8Ybb9Shhx6qI488UsuXL7e1OACQ3O/4DIXCrp4PAAAAAADYL+3g87XXXtNRRx0lScrOzlZ2dra+/PJLXXrppXrwwQdtLxAACD4BAKaNGpWr3//+C9XWsioAAADALzqk+wUFBQXJ4HPcuHG68cYbddFFF+nb3/62zjzzTNsLBAC3g8+6uoir5wMAeN8jj0zR2rWl2n//Dnr11ctNlwMAAIAUpN3xecghh2jr1q2SpIkTJ+qCCy6QJFmWpWg0am91ACCpujoefFqWO+draCD4BADsUlcXVn5+qSTp88/XGK4GAAAAqUq74/O6667TLbfcou985zsqLS3VpZdeKklaunSpTjjhBNsLBICqKneXFUYiMVfPBwDwttzckuSbbwUFNaqqqle3bp3NFgUAAIB9Srvj88UXX9Q999yjk046SdnZ2TrwwAMlSTt37tTdd99te4EA4PZS92iU4BMAsEtOTlGTf7/22iJDlQAAACAdaXd8duzYUX/961+bffz++++3pSAA+KbEUne3xGLx7TuysrJcPS8AwJtWrWoafH78cY4eeqiPoWoAAACQqpQ7Pu+++27V1NQk/z1ixAjV1tYm/11RUaHLLrvM3uoAQO53fEpMdgcA7LJqVXGTf69cWbSHWwIAAMBLUg4+X3/9dYVCoeS/77rrLhUWFib/3dDQoEmTJtlbHQDITPBZXe3uvqIAAO/6ZsdnOBzTlCkbDVUDAACAVKUcfFrfGKf8zX8DgFNMBJ9lZaF93wgAEHhVVQ3asqWy2ceHDFlooBoAAACkI+3hRgDgNhPBZ0FBzb5vBAAIvG8ONkqYPn2Tu4UAAAAgbQSfADwtFrNUU+P+svOiIjo+AQDNl7knlJbWqbi4tsXPAQAAwBvSmurev39/HXDAAZKkxsZG/fOf/9RBBx0kSU32/wQAu9TWNsrEzhq8mAUASLuCz6wsNft79PLLC/TUU+cZqAoAAACpSDn4PPfcc5WXl5f899lnn60NGzY0uw0A2MnEMncp3skDAEBiontLb8J9/nkuwScAAICHpRx8Tp8+3cEyAKBlpqarl5URfAIA9rzUXZLWrClRLBZTu3bsHgUAAOBFKT9L++tf/6o1a9Y4WQsANGOq47Oiot7IeQEA3lFUVKuioj1vfRKNWho7dq2LFQEAACAdKQefX3zxhU4++WSdffbZGjp0qGpr2f8OgPNMBZ+VlQSfAJDp9jTRfXdvvLHEhUoAAADQGikHn/n5+Zo2bZq++93v6r777lPPnj31+9//XnPnznWyPgAZrrraTPBpKnAFAHjH7oON9mTOnC0uVQMAAIB0pbUh0bnnnqt3331XBQUFGjRokPLz89WnTx+deOKJev7551VYWOhUnQAyVCKA3NuLTieY2lsUAOAde9vfM6GyskFbtlS6UA0AAADS1aqd2Lt06aLf//73mjVrltauXavrrrtOzz77rI4++mi76wOQ4Ux1XtbUEHwCQKbb20T33Q0a9LUL1QAAACBdbRpBWVtbq1mzZmnGjBkqLy/XcccdZ1ddACDJXPAZCoWNnBcA4A2WZaXU8SmJAUcAAAAe1argc/bs2fr973+vI444Qvfee6+++93vatasWcrNzbW7PgAZLrHkfF/dNnarq4u4e0IAgKds21aV8ptv69aVKRqNOVwRAAAA0pVy8Llz507961//0ve//32de+65WrNmjV544QXt3LlTQ4cO1TnnnONknQAylKmOz4YGgk8AyGSpdntK8TfnPvpolYPVAAAAoDU6pHrDo446Soceeqh+85vf6Pbbb9eJJ57oZF0AIMlc8NnYGDVyXgCAN+w+0T2VVQdDhy5V376nOVwVAAAA0pFy8PnJJ5/oqquuUocOKX8JALSZqenqkQhLFgEgk6U62Chh/vztDlYDAACA1kh5qftZZ52lRx55RFVVVc0+V1lZqQcffFCFhYW2FgcApjo+o1GXNxUFAHhKOkvdJam2Nqw1a0ocqgYAAACtkXLw+cILL6iqqkrdunVr9rmDDjpI1dXVeuGFF2wtDgBMBZ+SFA6z3B0AMlE0GtPq1cVpf92gQfMdqAYAAACtlXLwOXHiRN166617/Pytt96qcePG2VIUACSYDD5NLbMHAJi1YUO56uvTH3L35Zf5DlQDAACA1ko5+Ny4caOOPvroPX7+W9/6ljZt2mRHTQCQZDL4rKqqN3ZuAIA56S5zT9i8uVINDekHpgAAAHBGysHn/vvvv9dgc9OmTdp///3tqAkAkqqrzQWfRUUhY+cGAJiz+0T3dL377jJ7iwEAAECrpRx8nnnmmfrggw/2+Pn3339fP/nJT2wpCgCk+B6bdXXmOmcKC2uMnRsAYE66E9139/77K2yuBgAAAK3VIdUb/vWvf9WFF16ogw46SA8++KB69OghSSosLNTAgQP17rvvavLkyY4VCiDzmN5js7iYjk8AyEStXeouSUuW7LSxEgAAALRFysHneeedp1dffVX33XefXnzxRXXr1k1ZWVmqrKxUx44d9fLLL+v88893slYAGcbkMndJKikh+ASATNPQENHataWt/vr6+ogWL96hH/+4l41VAQAAoDVSDj4l6a677tIVV1yhTz75ROvWrZNlWfrud7+rX/7yl/rWt77lVI0AMpTJwUaSVFZWZ/T8AAD3rV1bqkgk1qZjvPzyAr377jX2FAQAAIBWSyv4lKQjjzxS999/vxO1AEATpoPP0lKCTwDING1Z5p4wefJ6GyoBAABAW6U83AgA3GZ6j8+KCoJPAMg0ieCzXRueJe/cWWN8uxYAAAAQfALwMNMdn6bPDwBwX2Kie6xtq931xhuLbagGAAAAbUHwCcCzEsFjVpaZ85vuOAUAuM+Ope6SNGLEKluOAwAAgNYj+ATgWaY7LmtqCD4BIJPU1jZqw4ZyW461YkWhLccBAABA66UdfPbv31/Tpk1TfX29E/UAQJLp/dFCobDR8wMA3LV6dbFtxwqHY5o+faNtxwMAAED60g4+582bpyuvvFIHH3ywfvrTn+qxxx7TV199pbo6hoAAsFei49OyzJyf4BMAMotdy9wT/vvfRbYeDwAAAOlJO/jMzs5WRUWFpkyZossuu0yLFi3Sddddp4MPPlh9+vRxokYAGcr0Uve6uojR8wMA3JUIPu3aW3r69E32HAgAAACt0qFVX9Shg8455xwddthh6t69u7p27arRo0drzZo1dtcHIINVVZndY7OhgeATADJJYqK7XSsNiotDKi0N6dBDD7DngAAAAEhL2h2fb7zxhm655RYdeeSROvvsszVx4kT16dNHixYtUnGxffsiAYDpPT4jkZjR8wMA3GX3UndJeuWVBbYfEwAAAKlJu+Pzj3/8ow477DD95S9/0d13360DDzzQiboAwPhS92iU4BMAMkVZWZ127Ki2/biffZarJ574ue3HBQAAwL6l3fH5+eefq2/fvvroo4902GGH6eyzz9bf/vY3TZ48WaFQyIkaAWQo08FnLCZZpiYrAQBclZNjf7enFJ8UH4vxRhoAAIAJaXd8XnPNNbrmmmskSZWVlZo1a5ZGjhypK664Qu3atVN9fb3dNQLIUNXVZvf4lOKT3bt02c90GQAAh+XkOLNlUzRqacKEdbriiu86cnwAAADsWauGG5WWlmrGjBmaPn26pk+frpycHB1yyCH66U9/and9ADJYZaX5N1KqqxsJPgEgA+w+0d3uZv/XX19M8AkAAGBA2sHnqaeeqtzcXB1yyCE699xzdccdd+hnP/uZTjvtNCfqA5ChLMvyRMdnWVlIPXuylzEABF0i+HRih5PZs7fYf1AAAADsU6uGG/3sZz/TKaec4kQ9ACBJqq+PeGKqekFBjU466XDTZQAAHGRZliMT3RMqKuq1fXuVjjyym2PnAAAAQHNpDzfq16+fTjnlFDU2NiovL0+RSMSJugBkOC90e0pSURFD2wAg6AoLa1VaWufoOQYNmu/o8QEAANBc2sFnXV2dbr/9dh1wwAE6+eSTtWVLfOnOn/70J/3rX/+yvUAAmcn0RPeE4uJa0yUAABzmZLdnwhdfrHH8HAAAAGgq7eDzkUce0fLlyzV9+nR17tw5+fELLrhAH3/8sa3FAchcXgk+ne4AAgCYt/tgI6esW1euWMz8Fi4AAACZJO3gc/To0XrllVfUp08fZe327PDkk0/W+vXrbS0OQObySvBZVkbwCQBB5+Rgo4RYzNInn6x27gQAAABoJu3gs7i4WIcf3nzQR21tbZMgFADaorraG8FnRUW96RIAAA5zY6m7JL399hJXzgMAAIC4tIPPM844Q+PHj0/+OxF2vvXWW+rdu7d9lQHIaImOT9Pvp1RWEnwCQJDFYpZycopdOdfXX2935TwAAACI65DuFzzzzDO69NJLtXr1akUiEQ0aNEirV6/W3LlzNWPGDCdqBJCBvLLU3St1oCnLshSNWurQIe337wCgiS1bKlVT0+jKuWpqGpWfX6rvfOdQV84HAACQ6dJ+xdinTx8tW7ZMkUhEp556qiZPnqzDDz9c8+bN049//GMnagSQgaqr3XkRui9VVd6oA01dcskwHXfcINXWcv8AaBu3lrknDBo039XzAQAAZLK0Oz4l6fjjj9ebb75pdy0AkOSVTkuCNe+pqmrQ5MnxYXpDhy7Vn/50puGKAPjZ7hPdnRxulDB+/Fq98splzp8IAAAA6Xd8AoAbEsGnGy9C9yYUCpstAM3k5u7ai+/rr7cZrARAELgx0X13mzdXqrEx4s7JAAAAMlzKwWe7du3Uvn37vf6vQ4dWNZACQDNe6fisq+PFqdesXr0r+Fy7ttRgJQCCwO2l7pYlvf/+clfPCQAAkKlSTipHjRq1x8/NmzdPgwcPViwWs6UoAPDKHp8NDQSfXrN78LltW7XBSgD4XSQSU25uievnfe+9FfrDH9gbHwAAwGkpB59XX311s4/l5eXpkUce0dixY9W3b1899dRTthYHIHN5peOzsTFqugR8w+rVu0KK0tKQwUoAd9XXR/TUUzN0+uk9deONJ5suJxDWrSsz8ji/ePEO188JAACQiVq1x+eOHTt0xx136NRTT1UkEtGyZcv03nvv6ZhjjrG7PgAZyivBZyRCJ7vX7N7xGQ7HCKeREerrI7rmmo/07LOz9ZvfjFI4zM+9Hdxe5p5QVxfRsmUFRs4NAACQSdIKPisrK/Xwww/rhBNOUE5OjqZMmaKxY8fqlFNOcao+ABnKK8FnNGp4uhKaqK1t1KZNFU0+RniAoKurC+vqqz/SpEnrJcU70VeuLDRcVTDsPtHdbYMHz3f/pAAAABkm5eBz4MCBOu644zRu3DiNGDFCc+fO1U9/+lMnawOQwaqrvRF8SqKzykPWrGm+F9/s2ZsNVAK4o64urGuu+ViTJ69v8vGFC1kqbQe3J7rv7pv3KQAAAOyX8h6fjzzyiPbff3+dcMIJeu+99/Tee++1eLvPP//ctuIAZK7KSu8En9XVjerefX/TZUBSTk5xs48tXUrHJ4Ip0emZnb2h2edWrKDj0w6mlrpL0vbt1aqtbVSXLvsZqwEAACDoUu74vPXWW3XjjTeqe/fuOuigg/b4P7tt375dv/71r3XooYdq//3316mnnqpFixYlP29Zlvr3768jjjhC+++/vy644ALl5+c3OUZZWZn69u2rbt266eCDD9btt9+umpoa22sFYI9YzFJNjTemuktSVVW96RLwfxL7e7bb7a/X2rWlhqoBnLO30FOS8vPLXK4oeOrrI8av45tvLjZ6fgAAgKBLuePz3XffdbCMlpWXl+ucc87Reeedpy+//FKHHXaY8vPzdcghhyRvM3DgQA0ePFjvvfeejj32WD3++OO6+OKLtXr1anXu3FmS1LdvX+3cuVPZ2dkKh8P63e9+pzvvvFPDhw93/XsCsG+1td4JPSWpqCikb3/7kH3fEI5LBJ+x3WZObdlSZagawBn7Cj0lacuWShcrCqY1a0oUi5ndx3n48FX68597G60BAAAgyFIOPk147rnndNRRR+mdd95JfuzYY49N/rdlWXrppZf02GOP6eqrr5Ykvf/+++rRo4dGjx6tm2++Wbm5uZo4caIWLlyoM844Q5L08ssv67LLLtPzzz+vXr16uftNAdgnrww2SigspEPcK3af6J5QVlZnoBLAGamEnpJUVFTrUkXBZXKZe8Ly5WxZAAAA4CRPB59jxozRxRdfrBtuuEEzZszQkUceqbvvvlt33HGHJGnjxo0qKCjQBRdckPyagw46SGeeeabmzZunm2++WfPmzdPBBx+cDD0l6YILLlC7du00f/58XXvttc3O29DQoIaGXcFLVVW8mygcDiscDjv17WIPEteca+8+U9e+tHTXC/r99095Rw7b1dXF2wqLiqqN/Pzxs99UXV1YGzaUS5I6d86SZUkNDZYaG6MKherVsWN7wxWmjvvWHC9f+7q6sK67bqSmTNkkSerUKUvt2jUdNx6NWmpsjG8H4sXvYV+8dP2XL4/vD9yxY5Y6dHB3rLtlWaqvjz9+zZy5Qb17H+Xq+Z3gpfs203Dtg4v71iyuvzlc++AycZ96OvjcsGGDhgwZogceeEB/+9vftHDhQt17773ab7/9dNttt6mgIP6EtUePHk2+rkePHsnPFRQU6PDDD2/y+Q4dOqh79+7J23zTs88+qwEDBjT7+LRp03TAAQfY8a2hFbKzs02XkLHcvvZr18aDz8MO66g33zzZ1XPv7vbbc1RaGlZFRb4mTNhurA5+9uM2bAjJsqSuXdvr/fdPUUNDTDffvFKSNGrUeB14oKf/pLWI+9Ycr137hoaYnnlmg5Yvr1Hnzu3Uv/9xOumkA5vdbsuWOt17b5722y9LEyZMMFCpPbxw/adPj3fV/v73R+rSS//H9fP//e/5ysmp1bBh01Re7v75neKF+zZTce2Di/vWLK6/OVz74AmFQq6f09OvEmOxmM444ww988wzkqQf/vCHWrVqlV577TXddtttjp330Ucf1QMPPJD8d1VVlY466iidd955OvTQQx07L1oWDoeVnZ2tCy+8UB07djRdTkYxde07ddooKV8lJWH96lcrXDvvN9XXJzo+u+vee893/fz87Dc1YkSOpLWqrY3qlltWNvlccXFP3XjjT8wU1grct+Z48dqHQmFdf/1ILV8e31bDsiz94x8tL3W3rPielLW1UR1xxA/1wx8e4VqddvDS9b/vvlclSe+8s13vv7/D9fOHw/H78osvyvTKK7e6fn67eem+zTRc++DivjWL628O1z64SkvdH0zr6eDziCOO0EknndTkYyeeeKI+++wzSVLPnj0lSYWFhTriiF1P/AsLC3X66acnb1NU1HQPp0gkorKysuTXf1OnTp3UqVOnZh/v2LEjv3QGcf3Ncfvah0JRSZJl7VpublJZWaPRnz1+9uPWrt01ffmbPxfLlhX58hpx35rjlWsfDz0/TS5vl+JbOEj7HrqzZEmRfvKTo50rzkGmr39VVYM2b44PiGpsTO16O6WwMKSamogOOWR/YzXYyfR9m8m49sHFfWsW198crn3wmLg/zW2el4JzzjlHeXl5TT62du1aHXPMMZLig4569uypKVOmJD9fVVWl+fPnq3fv+ITM3r17q6KiQosXL07eZurUqYrFYjrzzDNd+C4ApCsx3CjL3S3X9qiiguE5XtDSRPeENWvcf+cQaKtQKKyrrhqhKVM2turrV65kME5rtTQozaRXX11gugQAAIBA8nTwef/99+vrr7/WM888o3Xr1mn48OF644031K9fP0lSVlaW/vznP+vpp5/WmDFjtHLlSt16663q1auXrrnmGknxDtFLLrlEd9xxhxYsWKA5c+bonnvu0c0338xEd8CjvDbV3Wv1ZKq9BRVbt1a6WAnQdqFQWFde2frQU5LWriXwby0vTHTf3ciRq02XAAAAEEieXur+//7f/9OoUaP06KOP6qmnntKxxx6rl156SX379k3e5qGHHlJtba3uvPNOVVRUqE+fPpo4caI6d+6cvM2wYcN0zz336Be/+IXatWun66+/XoMHDzbxLQFIQXW1t4LG6upG0yVkvIaGiNatK9vj50tL6cqFfyRCz6lTWx96StLWrVU2VZR5EsFnVlZ8WxXTVq8uUSwWU7t2nu5JAAAA8B1PB5+SdMUVV+iKK67Y4+ezsrL01FNP6amnntrjbbp3767hw4c7UR4AByQ6LL3wYlSSamoIPk3Lzy9TNLrnH4iGhqgikZg6dCA0gLfZFXpKUlFRrQ0VZaZE8OmVvzORSEyTJ2/QJZecYLoUAACAQOEVIgDP8drS8lAobLqEjJfKfnzsdwivC4XCuuKK4baEnpL3Hiv9xGtL3SXptdcWmS4BAAAgcAg+AXiO15aW19YSfJqWCD73NvBq9uwtLlUDpK+2tlFXXDFc06Ztsu2Y0ail+vqIbcfLFMXFtSos9F637MyZm02XAAAAEDgEnwA8x2tdTAQL5uXkxIPPvS1LXbJkp0vVAOmprW3UlVeOsDX0TPBi56LXJR5PvKa8vF47d1abLgMAACBQCD4BeI7Xgs+GBoJP01JZ6p6Xx4RreI+ToackLVy4w5HjBtnug428ZvDg+aZLAAAACBSCTwCe47XgMxKJmS4ho4XDUa1du+9Qc8uWSheqAVIXX97uXOgpsbdta3i5S3b06DWmSwAAAAgUgk8AnuO1PT6jUYJPk9atK0spfC4pCblQDZCaROg5ffomR8+Tn0+nc7q8NtF9d2vXlikW428OAACAXQg+AXhOVVW96RKaiMUky4uvkDNEKsvcJamhIUp3LjzBrdBTkrZurXL8HEFiWZanOz5jMUtjx641XQYAAEBgEHwC8JyqKm91fEpSKMRkd1NSmeiekJPj3UADmaG2tlGXXz7cldBTkienk3vZ9u3Vqqz01nYq3zRmTJ7pEgAAAAKD4BOAp4TDUU9OUffa8vtMsnp1iaTUlqXOnr3F4WqAPbMsS9df/4lmzNjs2jmrq70d4nmNl7s9ExYt2mm6BAAAgMAg+ATgKV4NGNk/0pxUl7pL0pIlBQ5WAuxdbm6JJk1a7+o5o1HLk28WeZWXJ7onbNxYbroEAACAwCD4BOApXpvonlBYWGO6hIwUicSUl1eS8u3XrEk9JAXsNmFCvpHz+qGL0Stycrz/GFFd3ahwOGq6DAAAgEAg+ATgKV4NPouL6fg0YePGcjU0pB4AbNlS6WA1wN4lgk+3uwkXLtzh7gl9zMsT3Xfn5nYJAAAAQUbwCcBTvLpfXXExA0RMSGeZuySVlNQ5VAmwd5WV9Zo1K77HrNuh2sqVhe6e0KdiMcs3A9BMdQ8DAAAEDcEnAE/xasdnaSmBmgnpTHSXpPr6iKLRmIMVAS376qsNikTM/OytXVtq5Lx+s3Fjuerq/LEf6tdfbzNdAgAAQCAQfALwlETw6bXBE2VlBJ8mpDPRPSE3N/U9QQG7mFrmLklbt1a5f1If8tNeqITZAAAA9iD4BOApXu34rKioN11CRkp3qbskzZ69xYFKgD2zLEsTJqz7v/92//xFRWzFkQo/THRPKCurk+X1jUgBAAB8gOATgKdUVzeaLqFFlZUEn26LxSzl5qYffC5ezKAXuGvp0gIVFNQYO79X90b2mlWr4o8nfsgTLUtavrzAdBkAAAC+R/AJwFO82vFZWenNuoJs06aKVu3Ht2YNS93hLtODaKJRS/X1/ti70iQ/LXWXpDFj1pouAQAAwPcIPgF4SiL49FpHjlc7UYOsNcvcJWnz5kqbKwH2znTwKfkv1HNbY2PUd2+KsG0HAABA2xF8AvAUr3Z81tYSfLot3YnuCcXFIQeqAVpWUhLyxATuBQvM1+Bl+fmlikRipstIS2vf/AEAAMAuBJ9pYK8lwHle7awMhcKmS8g4iRf96Xb/1tdHFI36K+CAf02atM4THeorV9LxuTd+7Ig1uW8sAABAUBB8puGhh6aYLgEIPK92fLZmr0m0TVu6nfLzy2ysBNizxDR305PC+ZnfOz9NdE+IRi1t2cLWHQAAAG1B8JmGxYt3avv2KtNlAIHm1eCzoYHg002WZbUp+Jw1a7ON1QAti0ZjmjgxHnya7vrcupXnJ3vjp4nuu/viizWmSwAAAPA1gs80PfDAJNMlwGdqary5dNurqqu9GXw2NkZNl5BRtm6tUm1t67cXWLRoh43VAC2bP3+7ysrqTJchSSoqYln03vhxqbskTZu2yXQJAAAAvkbwmabRo9coEiEAQWqGDl2qrl2f1ZtvLjZdim94tePTb0Mx/K6tQz1yc/01vRn+lJjm7oXl017dH9kLQqGw1q/351YAK1YUmi4BAADA1wg+09TYGNNLL803XQZ84r33lkuSnnxyhuFK/KOy0pvBZzTqs/WRPtfaie4JmzezLx6clwg+vbB8Ohq1VFfHELaW5OYWe+I+ao1t29jCAAAAoC0IPtPQvn38/194YZ7ZQuALoVBY8+ZtlSQVFrIEMRWWZXl2qbskhcN0e7ultRPdE4qLa22sBmhux45qLV1aYLqMJvy6nNtpfr4uDQ1RVVbWmy4DAADAtwg+09C+fbz1aOfOGs2Zs8VwNfC6uXO3KhyOL4+ORi1t3UoH2r7U10c83VnJUlL3tHWpe11dRLGYd3+W4H9ffplvuoRmFi7cbroET/LjRPfdjRu31nQJAAAAvkXwmYZ27XY9Y37wwWyDlcAPpk3b2OTfY8bkGarEP7y6v2dCVRVdN25o60T3hHXrSm2oBmjZhAnxae5eCtNWrvRvZ6OT/DrRPSE7e4PpEgAAAHyL4LOVvv56myoqCEGwZ1Onbmry7+nTN7V4O+zi9eCzqChkuoSMsGNHtS17vc6aRWc+nNHYGFV29npJ3grT8vP9OcDHaX5e6i5JS5bsNF0CAACAbxF8tpJlSQ8/TNcnWlZd3dBsySGdOPvm9eCTvVrdYUe3pyQtXrzDluMA3zRnzhZPbn2xdSuDcL6poqLe9wOCNm4sN10CAACAbxF8tsGHH66U5aVWD3jG7Nlbmu1VuWULe3zuixeDhN0VF9Px6Ya2TnTfdZwSG6oBmhs/Pr6/p5eWuUtSURFvznxTTo7/33SsqQmrsTFiugwAAABfIvhsg1AorHffXWa6DHjQ1Knx/T13f1FcVxdRXV3YUEX+4PWOz5ISgk832NXxuWlThS3HAb5pwoR48Om19z69/uaRCX5f5p6QeF4BAACA9BB8ttHTT88yXQI8aNq0TZKavyhmQMHeJYJPr3VRJRB8uiPRqdnWUIkOXThh48Zy5eZ6s5s4GrUUChF+7s7vE90TEsO0AAAAkB6CzzbasKE8EMuoYJ/y8jotXVrQ4ucmT+aFy95UV3u747O8nIFmTrMsy7bH1FAorFjMYy158L1Et6dXBaXD0S5+n+iesGDB9n3fCAAAAM0QfNrggQcmmS4BHjJz5uY9hi0LFzKZdW+8vtS9oqLOdAmBV1RUa2vAvGEDQ0Fgr0TnnVc7CBcuZKhXgmVZWrmy0HQZtli7ttR0CQAAAL5E8GmDKVM2sncjkhLL3Nu18Nu1bl2Zu8X4jNeDT6/XFwR27e+ZMHv2ZluPh8xWVxdO7rXo1Q7ClSvp+EwoKqpVaWkw3rCqqKhnoCYAAEArEHzaIBq1NGDADNNlwCMSwWcs1vxz5eV1vHDZi0Sw6NVLxOAQ59k10T1h0SK6rGGf6dM3qb7e29O18/PpDEwI0rJ/y5IWL+bxDAAAIF0EnzZ5/fXFpkuABxQX12rFij0vq7MsBWbZnRO8HizW1Hi7viCwu+MzJ8fe4yGzjR8f39/Tq8vcJWnr1irTJXhGUAYbJYwdm2e6BAAAAN8h+LRJRUW9xozhCWmmmzFj38tqx45d60Il/uT1peShEFtaOM2uie4JmzdX2HMgZDzLspLBp1e70qX48m7EJYJPL99f6Zg9e4vpEgAAAHyH4NNGf//7FNMlwLBp0+J7v7W0v2cCL1z2zOvBZ20twafT7O74LCwkBII98vJKtWlTheky9onO9F0SE92DIje3xHQJAAAAvkPwaaNVq4q1dWul6TJg0NSpmyS1vL9nQqKjDc15Pfj0+t5+fldSErK9Wy0UCrOvLmwxYUK+6RJSEo1aCoUIPy3LCtQenxLdvAAAAK1B8GmzBx6YZLoEGLJzZ7XWrNl3qLlzZ7UL1fiT1/f4bGgg+HRSbq4z3Vl+6NKD9/lhf88EJrtLW7ZUBq77NRq1tHFjuekyAAAAfIXg02ZffJGnSCRqugwYMH36ppRuFw7HVFIScrYYn/J6x2ckspdWXrSZU4OIZs1iewm0TVVVg2bNiu/h7IcG4oULd5guwbigdXsmjB69xnQJAAAAvkLwabNwOKYXX/zadBkwYOrU+P6eqXQDjRvHgKOWVFbWmy5hr6JRgk8nJfb3tLujbtEiQiC0zZQpGxQO++f3P6ihXzqCNtE9IdU3WQEAABBH8OmAF14g+MxE06ZtkpRaN1BiCBJ2icUszw8PisXEfpEOSgSfdl/inBxCILRNYn9Pv4Ro+fmlpkswLjHYKGgP2WxjAAAAkB6CTwcUFNRo9uzNpsuAi7ZsqdT69anvu7VkyU4Hq/Env+zFFgp5O5z1M7snuiewxyfawrIsTZiw7v/+23AxKdq6tcp0CcYFtet1+3b2CQcAAEgHwadDHnww23QJcFG6HZybNlU6VIl/eX1/zwSvD2Dyq/LyOu3cWePIsQsLmYSM1lu+vFA7dvgrbMr06d+RSMyxYWmmNTZGVV5eZ7oMAAAA3yD4dMj8+dtVVsYAm0yRWOae6jLImppGhcMMwdqdX4JPBlM5Ize3xLFjh0JhtihAqyWWufuJXzronbJ+fZkaGoL7N3bMmDzTJQAAAPgGwadDLEt6+OGvTJcBF1iWldb+nglz5jBpenfV1f4IPgsLnelKzHROLXOX4r+XW7bQZY3WGT/ef8FnNGopFMrc8DOoy9wTvvpqg+kSAAAAfIPg00HDh6+iyygDbNhQ3qpQxY9dRE7yS8dncTEdn05waqJ7wuzZvNGA9JWWhvT119tMl9EqmTwEJ6gT3RPYJxwAACB1BJ8OCoXCeuedZabLgMMS3Z7pmj9/u72F+Jx/gs/M3jvPKU5NdE9YsIDfN6Rv8uT1isX8+QbmwoU7TJdgTFAnuiewTzgAAEDqCD4d9vTTM02XAIelu79nQl5eqf3F+Fgi+PR6h05pKUMlnODkUnc3jo9gSkxz9/rjUktWriw0XYIxOTnB7nYNhcKqr4+YLgMAAMAXCD4dtnFjRUYvNws6y7I0derG//vv9L6WJdNN+WVaelkZwafdqqoatHVrlaPn2LixwtHjI3ii0Zi+/DK+JYkfOwfz88tMl2BEQ0NEa9cG/43F7Oz1pksAAADwBYJPF/zlL5NMlwCH5OWVqqCgdcNuYjFLGzaU21yRf/llqXtFRb3pEgJnzRrnJronFBayRQHSs3DhDl93eG/b5uybCV6Vl1eqaNSHSXWaJk5cZ7oEAAAAXyD4dMGUKRsVCoVNlwEHTJu2sU1fP3Zsnk2V+F8i+PR6Z1VlJcGn3dxYhl5b28iwOaQlMYDOj8vcJamoKDPD/qBPdE/I5D1cAQAA0kHw6YJYzNITT0wzXQYcMHXqJkmtf2E8Y8Zm+4rxuepqf3R8Vlb6o04/cXqiuxQP1Ldvr3buBAicRPDp17y8psYf24fYLRF8tgv4M9xM3coAAAAgXQF/Wugdb721xHQJsFksZmn69E2SWv/CmP1fd6mq8seLdL/sRbovo0bl6oc/fN0TA1ByctyZwDxrFm80IDU7d1Zr8eKdpstok2jUUigUjMerdCSCz1jMcCEOq6ysVyzm01QeAADARQSfLqmoaNDo0WtMlwEb5eQUqaSkbQOKtm2rtKka//PLHp+1tf4PEizL0qOPTtGyZQW66aZPTZfj2sR1loYiVUHZP3H5cvNvbLgtU5a6W5a0YMF202UAAAB4HsGnix57bKrpEmCjxDT3tqivj6qmxh+Bn9P8EnwGYb/exYt3Ki8vPvU4N7dE5eXmBrjU1jZq06YKV86Vk5MZgQjabsKEePDp1/09ExYtyqywv6amURs3VpguwzXsEw4AALBvBJ8uyskp1ubNFabLgE2mTdskqe0vjCdNWt/2YgLAL3t81tVFTJfQZh9+uKLJv//xj5mGKnFnonvChg0Vrp0L/hUORzV5cvxx2a/7eyZk2nYqbnWPe8WcOVtNlwAAAOB5BJ8u+8tfJpsuATaIRmPJwURtfWH81VcbbKjI//zS8dnQ4O/gMxKJacSIVU0+NmLESkPVuBtUFBbWuHYu+NecOVt983i0L+vWZdYAnExZ5p7g5htHAAAAfkXw6bIxY/IUDkdNl4E2WrasQBUV9bYci30H4/wyLb2x0d+/v9nZ61VUVNvkYwUFtdqwodxIPYng040JzDU1jbL83sIHxyWmuft9mbskbd1aZboEVyWGtQXhvktFcXHb9hkHAADIBASfLguHY/rPf+aZLgNtlFjmbgdTgZPX+GWpeyTi71HBH3wQX+b+zWDgiSemGahGWr063rHkxgRmy4pP6wb2JhF8BiEjLy6u3feNAmTy5PgKiiDcd6mIxayM6+oFAABIF8GnAS+99LXpEtBGdu3vKUkVFfUZ34XW2BhVQ4M/OimjUf/eV9XVDRo9eo2k5sHAmDFrDVTk/p587ImHvdm8uUI5OcHZJ7KmptF0Ca7JzS3OuD0+JWn06FzTJQAAAHgawacBhYW1mjlzs+ky0ErhcDR5/9mRV1qWtGTJzrYfyMf80u2Z4NftKj7/PHePw5mqqho0d667oWBdXdj1juf587e7ej74S6LbMyiiUUu1tZkRfn72WWYGgIn9xgEAANAygk9DHnoo23QJaKXFi3fa3kUzbpyZbjuv8NsgkepqfwYJH34YH2LUrl3Lrcr/+McMN8vR2rWlisXc7aDNtOEnSM+ECeskBWuPyBUrCk2X4IpMDT5XruQxDQAAYG8IPg1ZsGC7SkvZlN6Ppk3baPsx3e608xq/BYlVVfYMtnLT9u1VmjIlvv/dnsLGadM2ubrtgollqRs3Vrh+TvhDfX0k+TsSpN1HFi0K/gC99evLtGxZgekyjNixg32LAQAA9obg0xDLouvTr6ZO3WT7MTNxX7Ld+a3js6jIf29ajBixap9hTkNDVJ9/7l7XlJsT3RMYboQ9mT590x63gvCzTOgIzNRuTyk+NDPThlgB8I/KynoVFfEYBcAsgk+D4kFEgNpKMkBDQ0Rz5myx/bgFBZn9hMBvwWdhYY3pEtL24YctT3P/poED57hQTZybE90TamoaedxFixL7ewZpmbukjJj6ncnBpyR98UWe6RIAoJmKinqdfvrrOu64QSoo4I1nAOYQfBpUVxfRW28tMV0G0rBgwXZHOoIikZgvwzS7JIJPvwQOxcX+6vhcubJQy5fH9/nbV+a3aNFORSLuDG8y0elsWaLzAM1YlqXx4/P/778NF2OzrVurTJfgqC1bKrVgQWYPLUts0QAAXvLnP0/Upk0Vqq0N66WX5psuB0AGI/g07JlnZpkuAWmYOjW+v6cTAd3YsZk74MhvU939tqww0e2ZiljM0iuvLHSwmriGhojy80sdP09LZs+2v2sb/pafX6YNG8pNl+GIoAf9bm7P4VWZur8pAO8aOzZP7723PPlvnnsBMIng07BNmyozYv+toJg2bZMkZzqCnBia5Bd+W+peWlpnuoSURaMxDRu2Mq2vee21RQ5Vs0t+fpmiUTOtdfPnZ3Z3GJobPz64bzzV1PhreFy6Pv10tST/rBhwwubNlaZLAICksrI63XnnuCYfW7OmxFA1AEDw6QkPPDDRdAlIQV1dWPPmbXPs+MuWFTp2bK/zW/BZXu6fqe4zZmzW9u3p7auUl1eqykpnv0eTA71WreLNJjQ1YcI6ScEMz2IxS7W1wQw/d+6s1ty5WyUFb4uCdNTVRVRXFzZdBgBIku6990sVFDTdwqusrI491gEYQ/DpAVOnblIoxBNWr5s7d6saG53b+3Dz5grHju11ieDTL8+HKir80/H5wQepDTX6Jqe34UgEnyaCpqAuaUbr1NQ0asaMTZL88xiUrhUrgvnG2qhRawJ7n6Vr0qT1pksAAI0aldviSiPLkhYu3GGgIgAg+PSEWMxS//7TTJeBfUgsc3cqqKmtDaux0f7BSX5QXe2vbiS/dKiGQmF99ll8GWi64cCHH6a3PD5dieDTRGixc2fmDhJDc199tUHhcMx0GY4K6otNlrnvMnHiOtMlAMhwJSUh/fGP4yW1/Lg8ejR7MgMwg+DTI5ju7n1O7u+ZMGPGZucO7mF+CRIT/BLUjhmT1+pad+yo1qZNFfYWtBuTS92Dvuch0jNhQnyae5DDs1WrgtfxWVxcm/ybSdentHAhexcDMOueeyYkB+q19Lg8Z85WlysCgDiCT4+orGzQiBHOdlih9WpqGrVggfMvKr78MjM7NvwWfPolOEtMc29toDNgwHT7itlNOBzV2rVmJrpL8S77oE+6Rmosy0oGn0EOz/Lzy0yXYLvRo9coFgvwnZam9evZwgOAOSNH5ujjj3P2epvcXAYcATCD4NND7rlngqLRYC+386vZs7coEnH+vnEjXPUiv3RQJvhhT96iotrk0sfWBjqjR6+xsaJd1q8vN760ODEQBZlt5cqitId/+dG2bVWmS7DdZ5/Fl0wGuVM3HZWVDYpEnNuHHAD2pKioVnffPUHS3h+TS0pCDDgCYISvgs9//etfysrK0p///Ofkx+rr69WvXz8deuihOvDAA3X99dersLDpkq4tW7bo8ssv1wEHHKDDDz9cDz74oCIR7+2lWFZWr4cfzjZdBlowbdpGSc6/wDLZBWeS3zo+/TAh+eOPVykabduTy4qKBkeWT5pc5p7w9dfbTJcADxg/fq3pElxRVBQyXYKtysvrNGVK/O8yr6F3mTuXxzUA7rIsS3ffPV4lJaH/+/febistXVrgUmUAsItvgs+FCxfq9ddf12mnndbk4/fff7/Gjh2rkSNHasaMGdqxY4euu+665Oej0aguv/xyNTY2au7cuXrvvff07rvvqn///m5/Cyl56aX5KigIfveJ30ydukmS8y+wSkvrMvKdUL8Fn/X13u+qSQwnamtYP2DADBuqacrkRPeEVauKzJ0cnjFhQmZsL+KX7TlSNWZMniurMPwmU4J8AN7x8cc5yQ78VDi1mggA9sYXwWdNTY369u2rN998U4ccckjy45WVlXr77bf1wgsv6Pzzz9ePf/xjvfPOO5o7d66+/vprSdLkyZO1evVqffjhhzr99NN16aWX6h//+IdeffVVNTZ674VANGrp+us/MV0GdlNZWa8lS3a6cq5YzMrIrs/KynrTJaSlocF7HeO7y8srSW6b0NYcfcqUjbaH8SYnuiewHx7Ky+syZsuDWMxSTY2/3mDaG5a5t2zePDo+AbinoKBG/frFl7i3SzFVmDUrMwe5AjCrg+kCUtGvXz9dfvnluuCCC/T0008nP7548WKFw2FdcMEFyY99//vf19FHH6158+bprLPO0rx583TqqaeqR48eydtcfPHF+t///V/l5OTohz/8YbPzNTQ0qKFh1wuEqqr43lj7799OWVnOZcXRqKXGRktz527ThAl5uvDC4xw7l5+Ew+Em/++2qVM3KBazlJUlde7s3P1fVxfvXhk7NlfHHXeWY+dJhxvX3rKsZDdS585ZyvLwK9nE72gsZrny89ja6//++8skSe3bS/vt17qfWcuyVF9vqb4+otGjV+uKK77bquO0JCcn3m25335Zat/e3fs7ErEUDlsqLKw29pgimX9cy2SJaz5x4jpXHttNSvweS9LSpTt01lnfMlxR23/2q6oaNHnyeknxx5B27bz7N8Mt4bClSCT+ximPa5mJax9cXr1vLcvSnXeOVVlZnbKy4o/He3sOn3icWrOmxHPfy9549fpnAq59cJm4Tz0ffH700UdasmSJFi5c2OxzBQUF2m+//XTwwQc3+XiPHj1UUFCQvM3uoWfi84nPteTZZ5/VgAEDmn381VdP0gEHHNCabyNlgwZt1rRp5br33i80cOB3XQ8FvCw728z+p++8E++cu/DCQ3X33Uc5dp6nn96gRYuqlJ+fpwkTvDWB18lr39AQS+5F+c47p2j//ds7dq62Wrq0SgMGbNARR3TUhAkTXDtvOtffsiy9/Xa8G+q++47Rueceso+v2LOBAzdq7txKvffeDLVrZ8+S4GjUUm5uvONz8ODvq2fPTrYcN1XLl1friSfWq0sXuXof7ompxzVI77wzW5J09dWH67e/7WW4Guf87nerVF4e0YIFX6uszNnnMOlo7c/+zJnlamiIqlevTnr11e97+s0ytyQe16Qwj2sZjmsfXF67b6dPL9PYsVvUoUOWnn/+u/r2t/ff6+1XrKhW//7rZVneeJxKl9eufybh2gdPKOT+3vOeDj63bt2q++67T9nZ2ercubNr53300Uf1wAMPJP9dVVWlo446Sv36rVZ9/X6OnjuxpHT9+jotXNhFTz31c0fP5wfhcFjZ2dm68MIL1bFjR9fP37//W5KkadPKNGuWc8tjE1Oup04N6ZVXLnPsPOlw49oXFNRIWiEp/gLdyy9iEwHt5s31uvTSSx2vtTXXf+7crSosXC5J+u9/t2jIkNYv5U18v+PHl2jEiN+rQ4e2h9L5+WUKh+P1/fnPa1y/v2Ox+Pe0bVuDzjrrPHXvvvcn6k4x/biWycLhsCZNmqyVK+NbbEyYUKxJk0oMV+Wc+vr435a8vAN0773m/7a09Wf/vfc+kySVlDTqlltW2l2eLyWeOxYWNur443+i733vf4zUweOaOVz74PLifbtjR7V++9s3JEnt2mXp0Ufz9/k1uz9OHXPMGTr55MMdrdEuXrz+mYJrH1ylpe5v7efp4HPx4sUqKirSj370o+THotGoZs6cqVdeeUWTJk1SY2OjKioqmnR9FhYWqmfPnpKknj17asGCBU2Om5j6nrjNN3Xq1EmdOjXvQqqriyVfQLjh3/+epwceOFuHHdbFtXN6WceOHV1/0CstDWnFiviy3HA4vkTWaVu3Vnnuwd3Ja59Y4i/p/5Zken+4k2VJ4bDUpYs791M613/EiNWS4nvf2XU9IxFLQ4euUL9+P2nzsfLzd715YPr+nj9/p6666nvGzi+ZeVyDtG5dSKWldZKkxkZ/PO60VX5+uad+1lrzs19b26iJE+PL3DPlfkvX2LHrdcopRxitgcc1c7j2weWV+9ayLPXrN1EVFfFt4Rob039t/MUX+Tr99CPtLs1RXrn+mYhrHzwm7k9Pb2r1i1/8QitXrtSyZcuS/zvjjDPUt2/f5H937NhRU6ZMSX5NXl6etmzZot69e0uSevfurZUrV6qoaNcE3+zsbHXr1k0nnXSS699TOqJRSzfcMNJ0GRlt+vRNrp+zoSHqu2E/bVFd7c+BG9XV3huO1tAQ0Sef5Eiyf3DQf//bfLuR1vDCRPeE+fMZBJKpFi+uMl2C67Zt8//3PHHiOtXVeXu4nGkzZ24yXQKAAHvvveUaP37fHZ57M2vWFpuqAYDUeLrjs2vXrjrllFOafKxLly469NBDkx+//fbb9cADD6h79+7q1q2b/vSnP6l3794666z4cJiLLrpIJ510kn7zm99o4MCBKigo0GOPPaZ+/fq12NXpNTNmbNbUqRt1/vnHmi4lI02btklSPKRxcwL1l1+u0803n7LvGwZAVZU/g8+SkpB69jzQdBlNTJiQr/JyZ0Lz3NwS1dQ06sAD27bdx+rV8SXFJie6J6xcWWi6BBiSicFnUZH7+ynZbfdp7l54DPGinJxi0yUACKitWyt1330TJcWnuMdauRCSxykAbvN0x2cqXnzxRV1xxRW6/vrrde6556pnz576/PPPk59v3769xo0bp/bt26t379769a9/rVtvvVVPPfWUwarT86tffZbclw7uSgSfbr/AmjJlg7snNMivwWdhYY3pEpr58MP4fndOdFNalvTss7PbfJxEx6cXrF9fYboEGFBYWKN16+pMl+G6mhrvdamno74+orFj10oi9NybnTu997cJgP9ZlqU//GFs8nl7a0NPSSoqqk3u+QkAbvB0x2dLpk+f3uTfnTt31quvvqpXX311j19zzDHH+HJ6XEJRUa0GDJiuAQPOM11KRikoqDEW0ixevNPIeU1ILBn3WwdPcbG3uqfKy+s0bpyzocD77y/XP/95fqu/PhbbNdHdC3bsqDZdAgyYNCn+xpLfHnPaKhazVFPToAMP9P5ql5ZkZ6/3fXjrhkgkpoKCGs+tSADgb2+9tUSTJ6+35ViJ54MnneSPAUcA/M/3HZ+Z4plnZqu01FtBS9CZ2N8zYcMG56bHe41fOz6Li2tNl9DEyJGr1dgYdfQc27ZVadu2ylZ//ebNFZ7an8+vP3tomy+/XCdJ6tjRAxvNuiwxrM+PPv101zJ37N0XX+SZLgFAgGzeXKEHHpgsKb7E3Q6jRq2x50AAkAKCT5+IRGK66aZPTZeRUaZN2yjJzIusysqGjNnewK/hU2IitFd8+OEKSc7/vD755IxWf62XlrlL8Y6D8nJv3Y9wVnV1Q3IqeCYGaAsXbjddQqs0NkY1Zkw8zMukLt3Wmjo1c7bLAeCsWMzS738/Jtlx35Yl7rubMWOzPQcCgBQQfPrIlCkbNWsWfyTcMnXqJknmXmQtWODPF6jp8mvwWVbmncBs06aK5IRMp39eP/88t9Vf66WJ7glz5241XQJc9PHHOaqtDatXr06e+jl0y8qV/uz4nDZtoyoqnBncFkTLljG4DYA9Xn99kaZO3Wj7cXNy/Pn3CIA/EXz6zE03fcpm0C7Ytq1K69aVGa1h/Pi1Rs/vlurqePDptx9rL70IHzZshWvnKi+v19KlrduD1ksT3RO+/nqb6RLgorffXipJuvDCQ5WVgcmn6b9rrfXpp6sleetNEy/bsqX1W5IAQMKGDeV68MFsSfY//hYWemvLKADBRvDpMzt31uiZZ9o+WRl7l1jmbtK8eZkRyFRV+XNYhVeCT8uy9MEH7gWfkjRgwPRWfZ3XlrpL0ooVdEZlilWripJB93nnHWK4GjO2basyXULaIpGYRo9mmXs66usjqqnx52oKAN4QX+L+hWprw5Lsf/yNRi3l55fae1AA2AOCTx8aMGC6Kiq8s8w2iBLL3E12l+Tmlpg7uYv8utTdK3UvXrxTeXnuPnGcPDn9/eMsy/Jk8Ll+feYMEst0b7+9RJLUvr108MEdDVdjRnGx/4Ykzpq1WSUl/qvbtMQQLwBojVdfXeD4Ppyffdb67ZMAIB0Enz4UDsf0q199ZrqMQEt0fJrsLikqyowlIF4JENNVXe2NTtUPPlguyd2Qvq4uogkT0tuKYdu2quTG+F6yY0e16RLggoaGiN5/P94Z3b595q6X9uLv4L6wzL11Jk1ab7oEAD61bl2ZHn74K0nOPvZOn77JuYMDwG4IPn1q4sT17E3nkI0by7V5s/n9sSKRWEaEMok9Pv2mttZ8gBAORzVixCpJ7of0zz6b3pYbXuz2lPwbvCM9o0evSQ4ka5fBz3xiMctXj7mxmKXPP18jiWXu6Vq0aIfpEgD4UDQa029/O1p1dRFJzj72rlrFgCMA7sjgp//+d8MNIxl05IBp0zaZLiFp7Ng80yU4zq/BUygUNl2Cvvpqg7Glq19/vU3RaCzl2+fkeG+iuxTfY8or+7XCOW+9FR9qlJWljBxqtLvlywtMl5CyuXO3qqCgxnQZvrRhA9t4AEjf4MHzNWfOVlfOxeM7ALcQfPrYtm1Vev75eabLCJypU+PL3L3w2jhRS5D5NfhMvBNuUmKokYmf1UjESk7ITkWi49OL79V8/bU7T/BhxsaN5frqq/i+tF78+XObnzoBP/uMZe6tVV3dqEgkaroMAD6Sl1eiv/1tqiR3HnejUYs3aQC4guDT5x57bKqqquhWsotlWcmOTy+8QF6xIvhLQPwafDY0mA0+q6sbNHq02SWgL7+8IOXbenWpuyTNm8e2IUE2dGjqAX0m8MvSQsuykoMvvPD32I9mzdpiugQAPhFf4v6F6uudX+K+u88/Z8ARAOcRfPpcY2NUv/71KNNlBEZ+fpmn9tXcssX8XqNOikZjqq01v2S8NRobzXbSfP55rvGu05ycIoVC+97r1KsT3RNWrCg0XQIcEonE9M47y0yX4Snr1vmju2bhwh3aurXKdBm+Nn58vukSAPjECy/MMzI/IjFQFgCcRPAZAGPHrvXV0jUv89rS8lAobLyz0El+nDCcEImkvr+lEz78cKUks0tALUsaOHDuPm+3c2eNKiu929nrlyAI6Zs0aZ22b/fOm1lesG2bP8JElrm33bx5bOMBYN9Wry7W449Pk+T+Y+7Klf5YhQDA3wg+A+KGGz5h0JENEsvcvfRCa8qUDaZLcIxfl7lL8X2JTNm+vSr5c2H61/7dd5ft8zZe7vaUpB07/BEEIX27DzVCXFFRrekS9smyLH36Kcvc22rt2jLTJQDwuEgkPsW9oSG+ksntx9ydOxlwBMB5BJ8BsWlTpQYPnm+6DF+L7++58f/+23Axu5k0ab3pEhxTXe3fjk9JCofNLHcfMWKVZ35GN2+uVEHB3jvqEsGnV8MnL3ejovUKCmo0dmyeJG89ppvmh+1Fli8vZOCFDUpLQ7wpDkBSfHup7dur9PXX2zRyZI5eeGGe7r9/oi6++EMtXGhu5WAkEtOWLRXGzg/4UVlZnX73uy80btxa06X4RgfTBcA+Dz/8lW6//Yc68MBOpkvxpZycYhUXh0yX0cyCBdtNl+AYP3d8SvHgtnv3/V0/7+7T3L3wmnbAgBkaMuSKPX7e6x2f0ail6uoGde3KY2eQvP/+cqOd2V4Vi3n/5z2xzB1tY1nxZaSnndbDdCkAHGRZloqLQ9q6tVJbt1bt9v+7/nvHjuq9btNk8jnlZ5+t0f33n2Xm5IAPDRgwXe++u0wjRqxUaelD6tJlP9MleR7BZ4A0NET1299+oU8/vdF0Kb7k1c218/ODu1TN78FnVVW968HnihWFyWE8Xgg9JWnkyNUpBZ9eqbcl8+Zt00UXHW+6DNjEsiy99dYSSd55g8BLli8vUJ8+x5guY48Sy9zRdmPG5BF8Aj5XUxPRihVFKiiobTHY3LatKrlUPVWJVTiJv48m/05OnbqB4NMBkyev15/+NEFvvnmVzj3Xu3/zkZ6tWyv12muLJcXzn4ce+kqvvnqZ4aq8j+AzYD77LFcrVhTyJLcVdt/f00svksvK6mRZlrK8uk64DfwefBYVhfTtbx/i6jk//HCFq+dLRWlpnVatKtQppzR/3LEsSzk53u74lAg+g2bWrC3JN4289HjuFYsW7fBs8Ll6dbHWrCkxXUZgzJq12ZXz1NWF9Z//zFW7djW6jNdfgG1efHG+Hn54laRVKX/NN0PNlnjpbyMDjpzx979P1dq1Zfr977/QunX3mi4HNnn66ZlqbNz1RsfQoUs1ePAlat+eXSz3hqsTQNdd9zF7OqUpFrM0ffomSd56IiDF68nJCeYTgurqePDp10y3sNDdDdmj0ZiGD1/p6jlT9cQT01v8eHFxSGVlde4W0wqJLloEw+7dnmhu1Srv/k1hmbu93NhqpLa2UVdcMUKPPz5dL764WbHYnpfTAkhdZWW9nnlmdpOPZWXt+2+bZXnv9cze7Nix973ikb5Vq4q0aFF879bNmyvMFgPbrF9fpqFDlzX5WH19RM8/P9dMQT5C8BlA69eX67XXFpkuw1eWLy9QeXm96TL2aNy4fNMlOMLvHZ9u7wk7Y8Zmbd/uzSeHEye2PITL6/t7JqxbV2q6BNikoqJeI0fGwzM/vfBz07p13h0cxDJ3exUU1Dp6/MrKel188YeaOjW+XVBJSVhjxzJsAbDDkCGLVFnZoG99q5M6d46nnX4LNVMRDscHL8E+77yzNPnfkYjFwMCAeOqpmS3u1Ttw4Fwa3/aB4DOg/vKXyaqr8/7kVq9ILHP3qlmztpguwRH+Dz6dfUH5TbsPNfKaUCis7Ozm4afXJ7oneDVQRvqGD1+p+vqI6TI8bds2b77AzM8vpfvaZpFITNu2VTpy7LKyOl1wwQeaM2erpF2P82+/vcyR8yGYiotrdf757+mGG0Zq40bCmYS6urBefPFrSdJ11/UI5JZXuxs1ije97BIOR/Xhh01XiH38cepbJcCbcnOL97jlWVlZnT75JMflivyF4DOg6uoi+v3vvzBdhm8kOhW8+pxi9WrvLktsi+rqRkn+fee6tNS9JdyhUDi5BNSr1+uf/5zV7GN+6fisqPBuxzfSwzL3fSsqcvdNm1R99hkvfJ3wxRd5th+zqKhW5533XnIppSR16BD/pZs3b7vt50MwRSIx3XTTp5o2bZM+/XS1vvvdV9S//zTevJL0zjvLVFRUq6ws6dxz3d1P3oQpU7w5ZNaPJkzIb/Z3furUTWaKgW2efHKGYrE9vwh85JEpLlbjPwSfAfbRRzmOhQ61tY36+utteu21Rbr77vEaOnTpvr/IoyKRmGbOjG/+79VAKah73/i949PN7RHGjMlLBsVeNWfOVkWjTZdfJAYbefV3KyEatVRT4++fR0hLluzU0qUFkrz/M2dSba03V4QQfDrD7he827dX6Wc/e7dZd267/3tVUVnZoA0bymw9J4LpkUe+arLqKhKJ6R//mKnjjhukL78M5jZPqQiHoxo4cI4kqWPHrOSbCkG2fDnd/nZ5551lkpq+Aezlvb2xb8uXF+yzo3PTpgrNnRvMVaJ2IPgMuOuu+7jNxygsrNGkSev03HOz9atffabvf/8Vde36rHr3flv/+7/jNWTIIt1++xjNm7fVhordt2TJTs8HSo2NMZWVubufpBv8HnxWVLjX8ZlY2uDlLrZIJKb331/e5GN+6fiUpPnz6VJKRSQS05w5W/b6rrMpdHumJhazksPlvGLz5oom3YOwj53bB2zeXKFzz31Xa9aUNPtcu3ZZOvrozpKkl16ab9s5EUwffbRK//nPPEm7QvOEnTtrdNllw3XxxR9m5GCWjz5apc2b41tUfPPaBJVXt2Dxm8LCGo0fH3/TYPc3gIuKatkD0sf6958uad/Pb++550vni/GpDHkozVx5eaV6++0lKd02FrO0dm2pPvkkR3/72xRddtkw9er1H/Xs+R9dcskwPfLIFH300Srl5ZW22Elz113jbK7eHYll7l43YcI60yXYzu/Bp1v1FxXVauLE+P3v9ecsgwbterFbUhLy7JLalsybt810Cb5w331fqk+fd/Tb3442XUoToVBYw4bF97Ty+u+JFyxbVmC6hCbo9nTO1q327PGZn1+qn/70nb0Oyfjxj7tJksaNY8AR9mzFikLdfvsYSfEX8rHmszokSZMnr9d3vvOynnpqhhoaMmP5eyxm6V//ind7xie4Z8Y7eeFwTIWFNabL8L0PP1zR4vCbWMzS0qU7DVTkTTt3Vqtv3891222jFQ5HTZezVwsWbNeYMfEta/b1/Hbp0gKtX89eyS0h+MwA9947sdleOfX1ES1atENvvrlY/fqN1znnDFW3bs/qe997RTfd9KmefXa2vvxynXbu3PUHaF9/d1euLNLy5d56IZUKrw82SpgyZYPpEmzn9U7bfXGr/pEjVysa9UeSs2JFYXKwWm6uf7o9Jfny8cttixfv0JAhiyTFh2199ZV3Hpc+/XS1799McZPXuisTwWeGvMZ3VUNDtM2/G6tXF+vcc9/V1q1778o644x48LlpU4XnX0zCjPLyOl177ccKheLPFfb1Qj4cjumJJ6brhBMGa/Lk5kMUg2bMmLzkaplMexPv8895A6wtLMtqcZl7Am8wxo0Zk6dTTx2i4cNX6v33l3u+S7J//2mSUn9+dPfd4x2sxr8IPjNAKBTWL3/5if7zn7n6zW9G6ZRT/qsDD3xG/+//vak77xyn//53kebO3dpkz6+WllWk8sf3jjvG2li58xobo5o92x97YSxZErx36fweUtTUuBN8DhsWn8Toh0DAspRcuuanZe6SlJ/PnnR7E4tZ+tOfvmzyt+Cmmz71TLiRWOaeKcsC28pL+31t316luXPj2+Vk2gt9t0yY0PoOzKVLd+pnP3tXBQX77sb6/ve7SIrfj++9t6zV50QwRaMx9e37+V67hvdk27ZqXXzxh7riiuG2dTF7jWVZevbZ2ZL88ZzPbl56M9WPFi3asde99WfM2OxyRd4SCoV1993jdfXVHzUZUPvGG4s92w07a9ZmTZoUf8Mn1edHX3213tXt2PyClwcZYvz4fP31r9n68MMVyskpbtI91tIf1j0tOdmXhQt3aO3a5vs+edWCBduT7zh73caNFaZLsJ3fg083BoRs316vRYvif4z9Egi8/XZ82Fki+PTLk/ft24M5RMwuH364otl2AGVldbrvvomGKtpl7dpSzZoVfxOrtX+/Ms26dd4J+keNWmO6hMCbPLl1gcL8+dt0/vnvq6QktX3G27fPUvv28f9+773le78xMs6AATP05Zdt27pp/Ph8HX/8YD3zzCw1NnrjjTe7TJu2SQsWxPcb98tzPjsx4Kht9tbtKUm5uf55jW635csLdMYZbyRXLX3zGl1++fBmA1pNsyxLjz2WXrenFH8efP/9kxyqyr8IPjNIfJ+Y5h+3+w+rn7o+9/Tg50XV1Y2KRIL1BK+y0r2p6E4IhZzv+Jwxw3/7tGzaVKGiolqtXh1/guWXJ+8VFf7+eXRSVVWDHnooW1J8gMnuXnttkfFtDVLdyxq7bNvmnaCfZe7OW7w4/a0NZs7crAsu+CDtx8bEY8Tixd7soIEZX3yxRv/4x0xJbf9dD4dj+vvfp+o733nZN3v1p+KZZ2ZJytzHwn1tpYE9q6+PaMSI+AqxPT3vLiur81y457RYzNJLL32tn/zkrWTwm5XV/Brt3FmjBx/MNlDhnk2ZslEzZ8a7dNN9LTV8+Eo1NmbGvsipIvjMIJblTgAxc+YWbdlS4fyJ2mjp0p0aPtxfgzCCNnzFraXiTqmvdzaItizLl8GnJP3jHzN8t9Q9EompttbfP5NOeeqpGSosjA+q+uY0d8uSrrxyhLFpoeFwVO++S2dZuoqLvTF4rKiottVP7JG6DRsq0rp9dvZ6XXLJh636O53o+Kyri3h2+SDclZdXot/8ZpSklkOH1tqypVK/+MX7uuaaj7R9u79Ds4ULt2vKlHiIm6mPhY2NUc/8bfKb0aPXpPQmVSYtdy8oqNFllw3T/fdPatIdvqffr5de+tozr13i3Z5TJbXujZDGxljyjSbEEXzCEXfe6f0J748+OkWSv95VHT8+33QJtsnOXq+GBn93sDo9YXTevG0qLPRnEPfhhyu1Y4d3OspStXChtwa+eEFubrEGDZq/19usX1+u55+f61JFTY0bt1ZFRbxQSpcbW3WkYvToNc3CdNivpqYx5f14x47N0xVXjFBdXev+xu0+hXrw4L0/diD4qqsbdO21HycHQjoR6n3xRZ6OP36wBg6c45l9p9OVyXt77m70aLY+aY19LXNPGDUqMwYcjR+/VqedNiS5P2Yqv1eWJV122TBPPCcZPz5f8+e3bduLQYPmG2tK8CKCTzhi8uT1Kizc9yb4pkybtjHtjYK9YP78YHR8btxYrptv/kySv5/gRSLOLhdJDDXq0MF/F8mvy8YTA1YQZ1mW7rtvYko/63/721QjnRpvvRXfU9bPjyUmxGKWqqrM/56yzN0906Zt2udtRo7M0XXXfWLb3omZMIUbe2ZZln772y9c2VuwoSGqhx/+St/97iuaMWOT4+ez0+rVxcm9jv30usQJ2dkMOErX1q2Vys5O7XVt0J/n1tWF9ac/TdAVV4xQcfGuvalT/b3avLkyOUXdlFjM0uOPp7+35zdVVzcm5y6A4BMOsSzpj38cb7qMFlmWpUce8V+3pyStWVNquoQ2C4XCuu66T1RWFp825+cneE7uk9PQENGnn8YDAaZUu2f58gLTJXjK6NFrUn4REonEdO21HztcUVNbt1Zq4sT4oAw/P5aYsmyZ2UESZWV1yf35uP+ct6/J7h98sFw33/yZIpGYbc+PduyoUXW1vwcZovX+9a/Z+vxzdzvMNm2q0M9//p6uv/5j7dzpj5Unzz03x3QJnrF0Kc/D0vX++8tT/huan++dwYZ2W7myUD/5yVt65ZWFklr/Ov/ZZ2drwwZzW419/nmuli2L/x609bnRE09Mb3tBAcHLaThmzJg8VVTUmS6jmc8/z/XtxES/73tjWZbuumtc8sHc72IxObKEwLIsvfLKApWX16t7946+Dj799uZCkJ8QpquuLqwHHpgsKfX7cc6crfr009UOVtXUu+8u88SSJL9atMjs1g5jxuQ53jmPXRLL5lryxhuLddttoxWLWbbuwShJr7++yL6DwTcmT16vv/+99XvUtdXnn6/RcccN1gsvzPP048ymTRUaNmyF6TI8Y+vWStMl+IplWWntc15d3aj6+mANvbEsSy+/PF//7/+9qVWriiS1bS/hWMzSpZcOM7JMPBqNJTtO7Xjc3LGjmpUX/8fHL6fhdbGYpX79vjRdRhORSEx/+5u5J2FtFY1a2ry5wnQZrfbKKwv04YfBenIXCtm7T15JSUi//OVI/fWv8cmCF110aJP90vzGb28ubNvm7+EIdho4cI42baqQlN79+LvffaG6Ouf3j4zFLJbwtFFOTpHR8ydCch8/xPnK2rUtv7Hz0ktf6667xsmy7B08k/DRRzn2HhCeF9/S6FPHfqZSVV8f0V/+Mlnf+94rnh209fzzcxWN+uzJkoMaGqIqL/de44xXzZ69RevWpfem/YQJwZkZUVRUqyuuGKF7753YZHZEWx9z1q4t1b/+NbuN1aVvxIhVya1B7HrcvP/+SfYcyOcIPuGojz9epVDIO8NZhg5dqrVr48vF/RbIJIwdu/elal41a9bmZPdYu3bBeZVbVWXfEr4vv8zXqacOSS4L22+/drrhhh62HR/7Vl5ufs9DL9i0qUL/+ld86V26oVRNTaN+97svHKiqqSlTNmjzZjpD2iLdF0t2qqpqSG6j4Ne/x35TXl7XrIPl2WdnJV8UORVQrVhhdksFuCsUCuvaaz9O/j31wu/3hg3lOuecoZ6bP1BYWMMbeC1gwFHqUh1qtLtx4/KcKcZlEyeu06mnDkkGuXa/ifr449O0bZt7zzPD4aiefHK6JHtfK69eXZzshM1kBJ9wVDRqeeZdhlAonHww8XN3yfTpm0yXkLbt26v0y1+OTO4bFqSlqaWlbX9Xura2UXffPV6XXTZcBQW7npS3by+1b+/jH1YfikRinnqzxpS//GVycilUa160fvxxTnJLEacw1Kjttm0zt//d+PHrbBugg9RYlnbbN8zS449PTa6Cadcuy7GAKhyOJfdyRbBZlqU77xyr5cu9F3bX1UV03nnveeo56KBB8wO37NgOLM1NTU1Noz75JN5Rn87j9/z5Zre5aav6+oj+/OeJuvTSYSoq2rUNnN1/w6JRS5ddNty1Je/vvbdc69fH9xa1+3Hq7ru9OXvFTQSfcNw77yxTQ4P5P+qDB8/Xzp3xUMkL7z631sqV/nrHpqEhouuv/yT5h8nP174lbe0eWLBgu370ozc0ZEh8DzRCHPMWL/bmcji3fPXVBluGUVxzzUeOvcAsKQlp1Kh4jUF7THGTyX2jEz9jPOa564sv8mRZlv7618l6+ulZkuID9JwOg/7734WOHh/eMHjwfA0bttJ0GXuUm1uihx7KNl2GJKmysl6vvsrvRUuWLAnGLACnffrpatXWpr+10MaN5gb3tFVOTpHOPPMtDRo0X5LzzyFWrizSyy8vcPYkir9efuqpGZKc+Z5mz96ioiJvdby7jeATjguHY3r00SlGaygrq0vu0+H3F1lbtvhraee9936514EKfldcHGrV10UiMT311Aydffbbye0XJEIcL5g7d6vpEowJh6O699743sxtfazcubNGf/+7M4/9H3ywXOGwd4dV+EVrXjDZoa4uqkmTWOZuwqxZW3T33eP1wgtfS9L/rcJw/rx+XK2C9MyYsUl/+Ut6A/FM+M9/5mnOnC2my9B//7vQ1u2SgsRvr3VMGTq0dStf6uoiqqz019ZOlmXpv/9dqDPOeDO5fYpb+wf/9a+THd8m4803l2jr1vicASe+J8uS7rnHW7NX3EbwCVcMGbLI6ETFZ5+dpcrK+JMLv7/Iqq+P2D5QxylvvbVEb7yxRJK3nwS3RWs6pvLzS9Wnz1A98cR0RaNWYK+NXyWWgmail19eYOum6gMHzrV9IJtl7RpqxO9O28Rilqqq3H/xs2RJNcs7DZkxY5Nee22xJHeHzpSW1jVZkohg2batSjfe+GnyOY3Xn2tfdtlw1dSY29YmFArrxRd3vfmApurr/RfMuW3dujLNmhUP8Fvz+2bHyh63FBfX6uqrP1K/fhOaPHdw63EmHI7pyitHOHb8UCisf/4zvgLDyceDzz/PVX29PzIEJxB8whX19RH94x8zjJx769ZKV1rU3ZSd7f29bxYs2K5+/SZIcnbvMNPS2ePTsiy9/voinX7668kuWD+8QMg0u3fgZpKCghrb90GOxSzbnyzOn79dOTnFkvjdscPSpe4H/fPmVUjiBb8JienRJv72vPzyfHdPCFc0NET0y1/6a0ujqqoGXXHFcGPnHzp0aXLFkB+ulwljxgRjAI9T3n13WZu+/ssv19lTiMOWLq3Sj3/8VnK4r6nnDQsX7tDbby9x5NhDhixMznhw8vEgGrWMr8I1ieATrvnPf+YZ2VD8iSemq6EhWAMUvL7pd1FRra6//pPk4AovbSRvt7Ky1ILPgoIaXXnlCP3xj+ObdOzyhNd7TA58MemRR75SdXW8A8bOn8uVK4v0xhuLbTveW28Fu4vcbW7vaVtXF9aiRc4t58K+mXrD7bPP/NNhhNT96U/+3NJoxozNeumlr10/bzgc1b//PVcSf8f2ZtIkb7/WMSkajem995a36RhLlnh/P/sXX5yvAQM2qKDAuQFG6ejXb4LKy9s+1HZ31dUN+te/5khy5/HgjTeWBPp1+d4QfMI1tbVh/ec/c1095+rVxW3+w+BFCxd6dxpfOBzVjTeO1LZtVaZLcUVFxb6X4owevUannjpE48fnS+KJrtfZ/aTGD+bN2+roY+W9935py7K16uoGffTRKkmEZnZZtcrdgXnZ2RtVXx/jcdAgU787eXmlirmxoShc8+abi/Xmm/59M+ovf5msvLwSV885YsSq5B6W/B3bs0wfNLk3U6ZsbPPrLK/vo9rYGNWAATMlSR06eOPBpaEhqmuu+cjWYw4ePF8lJe51f4dCYQ0a5P4bPl5A8AlX/fOfs2S5+Ff+b3+bEsh3Ndav9+40voceytaMGZtNl+GavQWf1dUNuv32L3TttR8n/6hJPNH1unA4llF74ESjMf3pT/YMNNqThoaobrrp0zYf5+OPc4wN5AmqdevKXD3fqFFrJHnnhQzcE4tZGjWK5atBMX/+tuSwDL9uaRSLWTr//PeSK5TcOF9Qhq06ze79wYPknXeWSWrbz1A4HNP27d5tUvn6620KhcI66KAO6tDBdDW7zJy5RSNGrLTlWOXldUa6v595ZrZ7J/MQgk+4qrKyQa+/vsiVc82du1VffBHMJ9jl5XWuBsipGj58pV56Kb6HV6Y8odvTRM45c7boBz94TUOHLpOUOdcjKPywBMguQ4cuTXZWOPmwMmnS+jZv08Eyd/u5+cKnsTGqcePofM9kb75p37YXMKewsCYwWxrt2FGj3/52tCvn+uKLNbYOEAyyurqIamqYev9N5eV1GjUqvm1IW3+GRo5cbUNFzpgyZYMk6bTTDlSWx54w3H77GFsGQ77wwjwjw5dLSkLJn6FMQvAJ1z3++HTHQzvLsvTww19JCuaLK8uSVqwoNF1GE8uXF+gPfxgjKbMG9iT2RExobIzq73+fonPPfVcbN1YkP54p1yMo5szZaroEV5SX1+lvf5sqyZ3Hyptv/lThcOs6a1auLEzuI8fvk32KikL7vpFNvvpqgyorG3TIIR3UjmegGWnu3Mx4bA2ycDiqG24Yqe3bg7Mf9ogRq/Tpp86GQJZl6dln6fZMR2KgDXb56KNVts2u+OqrDbYcxwlffbVRkvSDH3Q1XElzdXUR3Xhj21YxFRfXJpuFTHjwwWxj5zaFp51wXUlJSMOH29Mivifjx+dr9uwtkoL7AnnsWO90s5aV1enaaz9WXV1EUnCveUtqa3cFn6tXF+uss97SM8/MVixm8cTWx0xMujahf/9pru4tVF5er3vumdCqr3377aU2VwNJTYatOSkWs/TUUzMkSb17H+y5Dg64o7q6URs2uLu9Auz14IPZmjVri+kybPfrX3+uwsIax44/ZcrG5B79mfQ8uS0mTvTH5HE32bHMPWH5cm8+162qatD8+dskeTP4lP5/e/cdH1WV/3/8nYQSioAggiJFdNV1FRALoLsqTVBgRVER2QVkcb9IUUFlwYKAIoIiioqgdOm9SQ9VCC0QOqGGgElICCmkTZKZ+/sjv4yMAZKQmblTXs/Hw4fMnXvP/dxzc8t87rnn5L7FtGzZjf8WHzVqm1JTswqe0UVOnUrU7t3eNyhdcZD4hClc+ZTBarVp0KAQSb79RNVTWqRZrTa99tpCh9aN/iQ9PVs2m6GxY3fq4Yd/sifM/KnVqy86fjzB7BBc7sCBCxo3zj1dj1zp55/36siR+CItk5mZo19+OeCiiPybzWY4ZeCpgkyevM/eYvell6q5fH3wXGa2ckHxzJhxQN9+65tdGlksVjVtOs1lr+3T2rPo9uzxn26HCuPw4TinJs9jYlyX6C+OzZsjZbXmNiCpWrWU2eFcU+fOi27o4XFMzGV9//1uF0RUNDfaEMFbkfiEKWJiUrVkyTGXlD1z5kH7KLW+nHg6fLhoiQNXGTx4o9asKV6/fd4sJcWi1q1n6O23VyszM8c+3Zf/9vxBcUfL9HSGYahv31Wm9MtmGFLbtrOK1OXJkiXHdOlShguj8m+ubuGckJCugQNzu58pVSpAlSuXdOn64NlWrOD1VW8UHh6r//53uSTffbh79OhFDRjg/MYZO3ee14YNua/u+mK9uUpkpOcO5mqGvNaezmK1Gjp2zDN+T14p7xV8Tx8EMTU1S507Lyzycp9/vtXhN6NZdu2KVlRUstlhuA2JT5imX7/VTi8zMzNHH3+8UZJ8vv+w2Fjzn9ItXnzUPjKcvz7BTk62aN263Au0v9aBL/L1JNvcuYe1ZctZ09Z/5kySRo7cVuj5GdTItcLCol1a/gcfhCghIfeY8vVrMwoWGZl0w339whwJCel+06XR6NGh2rbNua/y09rzxqSn5zh0KeXPsrOtLnnzxRMHOMrr39MbjpclSyKK1Ffq2bNJmjDBcwb569XrV7NDcBtuP2GayMhkp3eq/OOPu+1PLmw2pxbtcbKzbYqPTzNt/ceOXVSXLksk+e6T/6KiDnxHdrZNFov5T2NdITU1S++9t1aSFBho3l3lxx9vVFxcweew06cTFRJCSxlXyntLwhV27fpdP/+81/6Zvj1hGNK0aeFmh4ECZGVZFRp6Tl988ZuaN5+uyMgks0Nym+eem+W0/vcOH47T0qW5fQFyDSu6lStPmB2CR1i16mSh7pmKauPGSKeXWRzR0Zft3SF5y4PSl1+eX+jfDJ99tkXZ2Z6TpFi16qQuX7aYHYZbeMmfE3yVM/uWSE7O1PDhWyV5xxMiZ/j1V3NeF0tJsah9+zn2m0J/vpHzl781fxQe7pmdvhfX559vtY/Ga8ar7nlycmxq335OgfNNmcKgRq526pRrXie0Wm3q1etXGQbnSjiaNm2/2SHgTzIzc7R5c6Q+/XSzWrSYrptvHqnHH5+sQYNCtH//BbPDc6uUFIvatZvllLKK8nYD8lu1igGOJOcOanSlw4dd9+DzRoSE/NEoylselCYlZap796UFznfy5CWnd1dQXDaboXffXWt2GG5B4hOmiohI0I4dzhmk56uvtttfpfOXRFxISKTb12mzGeradYkiInx/8JfC8Je/NX/022++N2rtyZOXNHp0qCTPSESFhp7XvHmHr/l9To7N424SfZGr+rT9+ee9CgvLHZyCcyWulPd3AfOkpWVp/frT+vjjDXrqqamqVOkLPf30NA0evEkhIWduaNAOX7Jp01l9++2OYpVx5kyiZs066KSI/FPeYD7+LC4uzd43srOvpfHx6UXqc93VvOk19yvNmnWowC4yhg7dLKvVc+o6z/Tp+5WT4zmtUF2FxCdM93//t6LYZcTEXNbXXxfv5sQbhYe7/4fDiBFbXTYwFeBJfLHF5zvvrFZWVm7fep5yn9u9+1JlZFz9B/aaNSftrVPhOvHx6S4oM00ffBAiyft+wMD1MjJytG8fyU93SkmxaNWqExo4cL2aNJmkSpVGqmXLX/TZZ1u1ZctZWSy51waO1z/0779WEREXb3j5r77a7pGJDm9y5gwDHM2YccBliSnDyB18yxMYhmHvBs9T7lGLon37udfsv/rIkXjNnOn8PlqdwWKxasSIrWaH4XIkPmG6Awfiiv0KzaefbvHLJ9ORke4diW3VqhP2waO4MYav87VWzb/+ely//up5fWWlpWWrS5fFV/1u4sTc19w537iWK66fAweuV2JipiTv/AED1xs7dqfZIfi0S5cytHTpMb377ho98shPuvnmkXruuVkaOXKbduw4b0+k/Pn8yvH6B5vNULNm0+wPDIsiNjZVkybRVUtxpaVle8QI2GYxDMNlr7nnWbjwqGsKLqJjxy4qOtp7H3ZfvJiuXr2u3o3fkCGbPPrcOnp0qEe1/HUFEp/wCP/97/IbXvbEiQSHgRP8SWpqlttGRj116pJee22Rva82Hz83Ajp3zjWv/5rBYsnRO++skeSZScQFC47ma3EQG5uq5csZEMIdbDZDycmZTisvNPScJk8Od1p58E1r154yOwSfkpSUrYULj6pv35WqX3+8brlllNq3n6uvv96hsLAYe5/OJDqLJjo6Vd26LSnyct98s8PeihbFs2qV5z20dZewsBj7AISuOla3bvWMrp2cPeixGSZO3KuwMMfuGcLDYzV//hGTIiqc5GSLpk/37b63SXzCI+za9btOnrx0Q8t+9NFGv+iX4lrccbFKS8vSiy/OU1ISrXfgPy5dyjA7BKf5+utQ+znWU4/f9u3nyGr941w+bVo4rwi60b59zunaISfHZm/x4IlJdniO6OhUvxlN1hWysqzasOGMBgxYp4YNf1a3bofVqdNiff/9bh04cMF+rv/zyMieeg3wZLNnH9KCBYVPXCQlZWrcuN0ujMi/mDWyu2EYmjPnsE6fdn53MIWVN8CjK6+nxenOwZm8tX/PP2vXbrbD/ezgwd7xtuRHH200OwSXIvEJj9Gjx7IiLxMWFn3dgTH8gatvBgzDUM+eK3XggH+N6AlkZVl9Ivl5/nyKPvsst+8eT77pio1N06BBuX1CGobBa+5u9ucWCjdq/Pg99v5xSbCgIBMm7DE7BK8SGZmkH3/creefn6PKlUeqefPp+vLL7Tp0KF5S7vnyz+dMm/+2DXCqf/1rkS5cSC3UvOPG7dbly1kujsh/mDXA0cSJe9Wly1INGHBCCxe6v8VeZmaOZs06JMm119OkJItycsxtnZyTY9PGjbmJT2+/d4iJSbWPlL5z53ktX+6agamc7fz5FG3aFGl2GC5D4hMeY/Pmszp3rmh9Vg4cyMAJu3b97tLyly+P19y5nt08H3CV55+f4/V93rz//jp7H46evimjR4fqzJlEbdly1uNbqPqavFfpiuPChVR99NEGSf59XUbhzZnj3w+vC5KRka01a07qnXdW6777vtedd36rXr1WatmyCKWl5Z7XAwKkkiUDNH36AwoODuSc6SIWi1XNmk23dxlwLenp2RozJnfAVc6DznHqlPsHOLp82WIf1yAnx9Brry3Rzz+HuTWGpUuP2d+2c7W81pZm2b37d596WDB27E4dORLndWNjvP32KrNDcBkSn/Ao//1v4Ud4X7fulFeP/OYszh6AxTAMxcenad++GE2ZEq6pU3OfsnrLCRtwpt9+i9LIkdvMDuOGbd4cqTlzDpkdRqHZbIbatZtNa08TOOOH5YAB65WcnPvqsj9fl1F4vE3iyDAMHT+eoLFjd+rZZ2eqcuVRat16pr79dqfD/d6V50bDkEqUCFCFCiVMiNi/HDkSrwED1l13nkmT9urixdxXozkPOkdqapaystw7wNGoUdt04UKaAgKkpk1vlmHk/k798kv33RO6elCjKy1desz1K7kOX+jf80qGIf3971O0bp135SoOHIjzmK4PnI0rJDzKmjUnFR+fpqpVy113PpvNcGjt6S0nE1fIu7kqDMMwlJxs0blzyTp3LuWK///x7/PnU/KNnliiRIBycvy4kuHXPvggRK1a3aWHHrrN7FCKJCfHpr59c5/cetN58vDheB09mnvT5S0x+4Lz54s3mNfWrWd9vmN8OF92tk0bNpxRs2Z3mh2KaVJTs7Rx4xmtXn1Sq1ad1JkzSfnm+fM5nHOjeUaPDtULL9ynJ56ole+7rCyrvvxyuyTvuu56gzVrTqldu3vdsq7z51M0enSoJKlUqQD17VtLW7YkymrNfcCXmJipzz9v7vIY8gaAc8ffUWjo+YJnciGzW5y6QmJibmtdbzsX9Or1q0JCupodhtOR+IRHMQypZ88VWriw43Xnmz//sPbujbEv489sNkOnTl3SXXdVVmpq1lWSmn8kN8+fT1FqauFfIwgIkJ577haFhCQox70PWgGPYRhS8+bTde5cP5UrV8rscApt/Pg9OnjQtSOBukpBrxLC+eLjb3zwhpwcm3r3/mNAI2/7e4O5xo3b7VeJT8MwdPhwvFavPqnVq09q69YoZWXl71/vymOJY8qzPPfcLP3+e3+VL+94TzBr1kGdO5f7EIl95ly//nrCbYnPDz/coIyM3B8+AQFSYGCASpYMsA+4OGLEb0pMzNC4cW0U4KLmmNOn73fr39CNDjLsDKmpWQoNPWfa+l3N284FGzdGKiEhXVWqlDU7FKci8QmPs2RJhFJSLKpQofRVv8/OttpHHQsMDOAHsqQnn5yq9PTsIvcDk3etvtYJOTg4UG+8cYc2bLgkiXqG/0pMzFTbtrO0cWM3s0MplPj4NId+hbztpkvy3ri9VV4/sDfi++93eW2SHebz5cEUsrKsSkhIV0JChiIiLv7/ZOepq7awplWn90hJsahdO8d7ApvNsHeNw/XL+Vw9pkGesLBoh7cX8hKbuf//Y6eOHx+m5GSLZsx4UYGBzk1+GoZhf83dXdLSspWenqWyZd3/gH/r1rPKzmYUNk9hGNJbb63SzJkdzA7FqUh8wuPYbIb69Fmp6dNfuOr3EyfutT+VIumZKzr6cr5pBSU1C/oOgKNNm85q1KhtGjDgCbNDKdCHH26wPwjx1uPcW+P2VjaboeTkTFWsGFyk5aKjL2vwYO9OssNcCQkZiotL0623Xr+bIzMZhqH09GwlJGTo4sV0ezLzyn9f7buC3rKhVaf32rTprMaO3aG33mosSVqy5JiOHaObFldxR4tEwzDso3EX5no2e/YhJSdnaunSTipRwnlDp2zbds6UFpjLlx9Xx44PuH29ef17cg/hOebNO6LJk59X6dK+ky70nS2BT5k9+6DGj2+T76lTamqWhg7dLImTY0GoG8D5Bg0K0TPP1FWDBp7b3+eWLWc1ceJes8OAF9q7N0ZNmxbtleP3319nH4mV6w5u1Hff7dSnnzYzbf0ZGdn65ZcDiopKVkJCui5ezMiX3LRY8r+OXlS06vQt/fqtVevWf9Ff/lJZn3++VRK/T1zl8uUsZWdbVbJkkMvWsWxZhDZvPiup8Ptw5cqTatp0mtat+7eCg52TWpky5Y8BHt35t7RixQlTEp8hIbn9e3LceI6cHJsGD96okSNbmh2K0zCqOzxSTo6h/v3X5pv+zTc7dOFCmiROjgDcz2Yz1KLFL8V6LdiV9uyJVrt2s2UYjIiOotuzJ6ZI82/aFKlZsw66KBr4k4ULj5q2bsMw1KHDPP3f/63Q8OFbNX58mBYsOKKNGyN14MAFRUdfvmbSMyCgaOda7l19i81mqGnTaVq16qTCwhh7wNVcOfJ3drZVAwasl1T0+6fffovS449PUlpa4cdRuJa0tCzNm3dEkvv/lnbvdk93AleKi0vT/v0X3L5eFOyHH3bL8KETGolPeKwpU8Jlsfwxos7Fi+kaNeqPvnMAwAwJCRn65z9nmx1GPvv3x+qZZ35RSopFEj++UHSHD8cVet7sbKvDgEZAcUREJMhmM6ePt59+CtOqVSdvaFnD4Fzr76KjL6tDh3mSOBe62ooVJ1xW9vjxe3T8eIKkGzum9+2LVcOGPxV5vIU/W7DgSJEGonWmyMgkt69zwwbfG83dV6SlZWvcuN1mh+E0JD7hsbKyrPrwww32z198sY3X6QB4hJCQM/r661Czw7A7ciReLVr8osTE4t1ww7+dOlX4PsW+/XanjhyJl8Q1GcVnsxlavDjC7es9efKS/Q0jZw9QAv+RmZnbUINzoWvt3HneJeUmJWU6dKV2o44fT1C9ej8qLi7thsuYPDlckjnnI4sldzA2d7qyf094ni+/3G52CE5D4hMe7Ycfdisnx6a4uCyNH0+fdQA8x/vvr/OI13NOnEhQ8+bTdfGie29W4Xt+/z3/QHlXc/58ioYM2SSJHytwnp9/DnPr+qxWm7p2XWLvuoQBM1EcnAtd78QJ1wz4M3z4FiUkZEgqfvL63LkUPfjgOJ07l1zkZU+duqQtW3L7GDXrfLRgwRG3rcswDK1bd/r//9ttq0URREUlKyfHnLcxnI3EJzxaZmaOvvhim2bPjlFWVvE7lQcAZ7HZDDVvPs3U/j4jI5PUvPl0xcammhYDfEd8fOGS5+++u1Zpabl/9/xYgbNs337Orev78svtbl8nfBfnQtdLSbEoJ8e5vwfPnEnU2LG7nFpmXFy6HnzwRx0/frFIy02dGu7UOG7EmjWn3LauU6cSFRVV9AQx3McwpPnzD5sdhlOQ+ITHGzUqVJs2JZodBgDkk5CQofbt55iy7vPnU9Ss2TSdO5diyvrhe9LTC+5XbP3605o3zzduguFZLl/O0unTrmnR9Wfh4bEaPHijJFrqAd5k06azTi1v4MAQlzSuSU626KGHftL+/bGFmt9qtWnatP1Oj6Oo9u0rXLzO4MrBquA8M2b4xiCWJD7h8TIzc2QYUlAQd6YAPM+6daf17bc73LrO2NhUNW8+XWfOJLl1vfBtNpuUlJRxze8tlhwGNIJLffPNTpevw2LJ0b//vVjZ2bmv79FSD/Aey5Y5ry/g0NBzLn2Ql56erUaNJhaqZfmGDWc84kH2+fPui4H+Pb3Djh2u6VvX3Uh8wisEBkolSpgdBQBcXf/+a3XoUOFHxC6OixfT1aLFdPvoo4AzXa+1x5gxO4o16i1QkBUrjrt8HR9/vNFt52sAzuWsJIxhGPaBzVyZeLNYrHrqqalat+76r5BPmRLu8lgKIyfHprNnk1y+HqvVZh/RnfsJz3bpUoaSk71/8FQSn/B4gYHS66/XYLRNAB7LZjPUrNk0ZWS4tr/PxMQMPfPMLzp8ON6l64H/2rMn5qrTo6KS9emnWySZ/8MMvisyMknZ2a7r033r1rP66qvcUWr5Owa8z4kTznnoO3/+EXsS1dWJt5wcm1q3nnnNgYOSkjK1ePExt8RSGPPnu36Ao337YpWY6P3JNH8xadI+s0MoNhKf8HilSweqXbuqZocBANcVH5+uF16Y67LyL1+26NlnZ7q1/yX4n8OHr94Srl+/NfaBvDzhhxl8k2FI06aFu6Tsy5ct6tp1iQwjN+nJ3zHgfZKSLLJaizfKtMWSo4ED10uS2xrW2GyGXn55viZN2pvvuzlzDikzM8ctcRSGO/repH9P77Jw4VGzQyg2Ep8AADjJmjWn9N13zu+jLi0tS23azNLOnb87vWzgSqdO5R9cZvXqk1q0yPtveuEdXDXAR//+a+z9IpP0BLzX1q1RxVr+u+922c8FNpt7TwY9eizXmDGhDtM85TX3PAcPXnD5Okh8epfwcO9vdEHiEwAAJ3rnnTXXbDV3IzIysvX883OKfaMPFMbvv192+JyZmaM+fRjQCO4TFnb17haKY/nyCE2c6P2v6gGQli07dsPLXryYrs8+M7fblv791+rjjzdIko4cideuXbkPtT3lgUxsbJoMFwaTkZGt337jntabpKdnKzIy0ewwioXEJwAATpTX36czXlvKyrLqpZfmKyTkjBMiAwoWH5/u8Pmrr7br1Kncm11P+VEG35aRkaN9+5yX/IyPT1OPHsslkbwHfMH27Tc+wNGwYZuVnGyRZO417bPPtqpv35WaMsXzHsjYbIZLW31u23ZOFovr+nKGa0yYEGZ2CMVC4hMAACeLi0tXhw7zilVGdrZVr766QCtXnnBSVEDB0tOz7P8+cyZRw4dvlUTCCO41dqxzugwxDEM9e/6quLi0///ZKcUCMNHx4zc2wNHx4wn68cc9To7mxn3//W6NGbPD7DCuav5813Vvk/eaO/cV3uXXX73794hHJz5HjBihRx99VDfddJNuvfVWtW/fXhEREQ7zZGZmqnfv3qpSpYrKly+vDh066MIFxycUUVFRatOmjcqWLatbb71V77//vnJyPKcDYQCA71m58oR+/HH3DS1rtdrUpcsS+yif3BzCXWw2KSkpQ1Jutw15LZdJGMGd1q495ZRyZsw4QP+0gI9JTMy8ob45BwxYp5yc4g2M5GxWq2deXDdvjnRZ2XmJT+4rvMuxYxfNDqFYPDrxuXnzZvXu3Vs7duzQunXrlJ2drWeeeUZpaWn2efr166fly5dr/vz52rx5s6Kjo/Xiiy/av7darWrTpo2ysrK0fft2TZs2TVOnTtXgwYPN2CQAgB/p23dVkW8UbDZDPXos15w5hyQx+jDcb+/eWK1YcVzLlkUUPDPgAtHRqbp82VKsMqKiktWnzypJUqBH/+IBUFTbtxetj8jNmyO1dKlnXtM88fx09Gi8S8pNSEjX3r3O78cZrpedbdPOnTfezYTZPPAw+8Pq1avVrVs3/e1vf1P9+vU1depURUVFKSwst3+B5ORkTZo0SV9//bWaNWumhx9+WFOmTNH27du1Y0dus/G1a9fqyJEjmjFjhho0aKBnn31Wn376qX744QdlZWVdb/UAABSL1Wro6aenFrq/T8Mw1KfPSk2dGi4p92aYpCfcbfv2c3rrrdyEEa2NYZaffrrx/sRsNkOvv75UKSmW///ZWVEB8ARFSWLabIb6918ryTOvaZ54fkpIyHDJiPcbN0ZyX+vFfv7Ze/v5LGF2AEWRnJwsSapcubIkKSwsTNnZ2WrRooV9nvvuu0+1atVSaGioGjdurNDQUD344IOqVq2afZ5WrVrpzTff1OHDh/XQQw/lW4/FYpHF8sdT5pSUFElSmTKBCgjw6FyxTypTJtDh/3Af6t5c1L93MwxDmZmGLlxI08svz9OiRS/bv8vOznb4f978AwaE2PufKl06QIGBHniH7uU4rq7NYrHJZpN+/HG3oqNTFRCQ+3cY4MRfitS/73LWvs3KsslqlebMOai33nr0hsr47rtd2rAhd1A4fziXclz5Lvato7zzQ2joOYd7qOuZMeOgvZVhUa9p/lb/efeuhiFt2XJaTzxRy6nlr117UpJUsmSASpS4/n7wt7r3ZNnZNuXkSBs3nin0cXf98opfRlEFGIZ35NxtNpv++c9/KikpSb/99pskadasWXr99dcdkpSS9Nhjj6lp06YaOXKk/vvf/+rs2bNas2aN/fv09HSVK1dOK1eu1LPPPptvXUOGDNHQoUPzTZ81a5bKli3r5C0DAPiqsLAUffppbl9GAwbU0eOPV7rmvDNmxGjBgtw+qvv0qakWLaq4I0TA7ptvzmrTpkT754L+ZgFX2L49SaNGRer220tr3Li/Fnn5c+cy9e67EcrKMvR//3eHnn32FhdECcAMy5fHa9Kk3/XooxX04Yd1C5zfYrGpV6+jSkjI1r//fZs6dKhW4DL+7p13jikyMlMDB9ZR48aVnFr2m28eUUxMlj788E49+mhFp5YN1zl48LI+/viUbr65hCZP/luxH4inp6frtddeU3JysipUqOCkKK/Pa1p89u7dW4cOHbInPV1p0KBB6t+/v/1zSkqKatasqd69jygzs5TL1w9HZcoEavLkB9S9+yFlZHjguwA+jLo3F/XvG0qUkHJypNGjz6pLl1a6554qys7O1rp169SyZUuVLFlSn3/+mxYsCJcklS4dqEmTftekSb+bG7iP4ri6tuzsP+ojMFAaO/asvvuuaP2oFYT6913O2rd5bTKioy0qV+5veuqp2oVeNjvbqn/8Y5qysgwFBUnTpv2u6dOjbzgWb8Fx5bvYt47yBgMKC0vRs88+W2AC5vPPf1NCQrYCAqT582PtD5gLyx/rPysrdzs3bLBo2LDnnFZuZGSSYmLCJUmjR0cWuO/8se49Vd51OTExR1br3frnP+8tVnkJCQnOCKtIvCLx2adPH61YsUJbtmzRHXfcYZ9evXp1ZWVlKSkpSZUqVbJPv3DhgqpXr26fZ9euXQ7l5Y36njfPn5UuXVqlS5fONz0jw6bMTA46s2Rk2DjpmYS6Nxf17xusVkMtWsxUZOTbKlmypCSpZMmS+vbb3RoyZIskKTAwQBYL+9odOK6uz2aTMjMNSa55MYj6913O3Lfjx+9VixZ3F3r+4cO3ae/eWEmS1ZqXJPGKl9ucguPKd7FvHdls0t69F9S4cc1rzhMbm6ovvwy1fy7ONc0f6//YsUv2+1Vn2LLlnP3fRdkX/lj3nmzGjEPq0OGBYpXhzL+rwvLoDhNyB3noo8WLF2vDhg268847Hb5/+OGHVbJkSYWEhNinRUREKCoqSk2aNJEkNWnSRAcPHlRcXJx9nnXr1qlChQq6//773bMhAAAo9ya8Y8cF9s/jxu3R+++vk5Sb9HRFR/IA4K02bYos9Ly7dv2uzz7LfYjkiQOYAHCuggY4Gjx4o9LScvsS9I7O/TxLSopF2dlWp5W3fn1uv8ucn73btm3nCp7JA3l0i8/evXtr1qxZWrp0qW666SbFxuY+wa1YsaLKlCmjihUr6j//+Y/69++vypUrq0KFCurbt6+aNGmixo0bS5KeeeYZ3X///fr3v/+tUaNGKTY2Vh999JF69+591VadAAC40tKlEZoyJVwHDiTohx/CJeXeBJL0BABHCQkZiotL1a23lr/ufOnp2erSZbGsVkMBASQ5AH/w22/XTsAcOhSnSZP2uTEa37R69Um1a1e815ql3HvckJDcPu85P3u3+Ph0paVlqVw57+oC0qNbfP74449KTk7W008/rdtuu83+39y5c+3zjBkzRm3btlWHDh305JNPqnr16lq0aJH9+6CgIK1YsUJBQUFq0qSJ/vWvf6lLly4aNmyYGZsEAIB69VqlceNyb9j5kQ4A1/bdd7sKnGfgwPWKiMjtM4zzKeAfjh2Lv+Z37723lgfKTrBs2fVb1RbWwYMXFB+f7pSyYL5p08LNDqHIPLrFZ2EGnA8ODtYPP/ygH3744Zrz1K5dWytXrnRmaAAA3LC8zvlLlgxQdjY35gBwLQsXHtWnnza75vfr15+2J0d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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:16.851418Z",
     "iopub.status.busy": "2024-07-27T04:07:16.851058Z",
     "iopub.status.idle": "2024-07-27T04:07:17.137578Z",
     "shell.execute_reply": "2024-07-27T04:07:17.136982Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:17.140025Z",
     "iopub.status.busy": "2024-07-27T04:07:17.139678Z",
     "iopub.status.idle": "2024-07-27T04:07:17.283028Z",
     "shell.execute_reply": "2024-07-27T04:07:17.282505Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vvPMye/bs3HbbbUmShQsX1gmRSWrfL1y48F2/c8WKFVmxYkXt+3dODp03b17Ky8sb9PgAAAAAoKmrrq5O9+7d065du/fcruQxcrvttsusWbNSVVWVX/3qVxkxYkSmT5+evn375tRTT63dbscdd0yXLl1ywAEHZM6cOendu3e9v3PcuHEZO3bsWsvfeZAOAAAAAPDhvd8tEEv6NO0kadmyZbbeeusMGDAg48aNy0477ZRrrrlmndsOHDgwSfLCCy8kSTp37pxFixbV2ead9507d37X7xwzZkyqqqpqX/PmzWuIQwEAAAAA3kPJY+R/W7NmTZ1LqP/TrFmzkiRdunRJklRWVuapp57K4sWLa7eZOnVqysvLay/1XpdWrVrVngXpbEgAAAAAKEZJL9MeM2ZMhgwZkh49emTJkiWZOHFi7rvvvkyZMiVz5szJxIkTc8ghh2SzzTbLk08+mbPOOiuf+tSn0r9//yTJoEGD0rdv33zhC1/IFVdckYULF+b888/PqFGj0qpVq1IeGgAAAADwX0oaIxcvXpwTTjghCxYsSEVFRfr3758pU6bkoIMOyrx583LPPffk6quvzrJly9K9e/cMGzYs559/fu3nmzVrlrvuuiunnXZaKisr07Zt24wYMSKXXHJJCY8KAAAAAFiXspp3HiX9MVZdXZ2KiopUVVW5ZBsAAAAAPqQP2tc2uHtGAgAAAABNkxgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIZqXegAAAKDpKysbW+oR+Ihqai4q9QgANAHOjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUIiSxsjrrrsu/fv3T3l5ecrLy1NZWZnJkyfXrl++fHlGjRqVzTbbLJtsskmGDRuWRYsW1dnH3LlzM3To0LRp0yYdO3bMueeem7feeqvoQwEAAAAA3kdJY2S3bt1y+eWXZ+bMmXn00Uez//775/DDD88zzzyTJDnrrLNy5513ZtKkSZk+fXrmz5+fo446qvbzq1evztChQ7Ny5co8+OCDuemmmzJhwoRceOGFpTokAAAAAOBdlNXU1NSUeoj/1KFDh1x55ZX57Gc/my222CITJ07MZz/72STJ3/72t2y//faZMWNG9thjj0yePDmHHnpo5s+fn06dOiVJxo8fn/POOy+vvfZaWrZs+YG+s7q6OhUVFamqqkp5efl6OzYAAPi4KisbW+oR+Ihqai4q9QgAbMA+aF/bYO4ZuXr16txyyy1ZtmxZKisrM3PmzKxatSoHHnhg7TZ9+vRJjx49MmPGjCTJjBkzsuOOO9aGyCQZPHhwqqura8+uXJcVK1akurq6zgsAAAAAWL9KHiOfeuqpbLLJJmnVqlW+/OUv5/bbb0/fvn2zcOHCtGzZMu3bt6+zfadOnbJw4cIkycKFC+uEyHfWv7Pu3YwbNy4VFRW1r+7duzfsQQEAAAAAayl5jNxuu+0ya9asPPTQQznttNMyYsSIPPvss+v1O8eMGZOqqqra17x589br9wEAAAAASfNSD9CyZctsvfXWSZIBAwbkkUceyTXXXJOjjz46K1euzJtvvlnn7MhFixalc+fOSZLOnTvn4YcfrrO/d562/c4269KqVau0atWqgY8EAAAAAHgvJT8z8r+tWbMmK1asyIABA9KiRYtMmzatdt3s2bMzd+7cVFZWJkkqKyvz1FNPZfHixbXbTJ06NeXl5enbt2/hswMAAAAA766kZ0aOGTMmQ4YMSY8ePbJkyZJMnDgx9913X6ZMmZKKioqMHDkyo0ePTocOHVJeXp6vfvWrqayszB577JEkGTRoUPr27ZsvfOELueKKK7Jw4cKcf/75GTVqlDMfAQAAAGADU9IYuXjx4pxwwglZsGBBKioq0r9//0yZMiUHHXRQkuR73/teNtpoowwbNiwrVqzI4MGDc+2119Z+vlmzZrnrrrty2mmnpbKyMm3bts2IESNyySWXlOqQAAAAAIB3UVZTU1NT6iFKrbq6OhUVFamqqkp5eXmpxwEAgCanrGxsqUfgI6qpuajUIwCwAfugfW2Du2ckAAAAANA0iZEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCNC/1AAAAAGz4ysrGlnoEPqKamotKPQKAMyMBAAAAgGKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgPsAEAAABoBDxIqnHzEKm3OTMSAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhShojx40bl9133z3t2rVLx44dc8QRR2T27Nl1ttl3331TVlZW5/XlL3+5zjZz587N0KFD06ZNm3Ts2DHnnntu3nrrrSIPBQAAAAB4H81L+eXTp0/PqFGjsvvuu+ett97KN77xjQwaNCjPPvts2rZtW7vdKaeckksuuaT2fZs2bWr/vHr16gwdOjSdO3fOgw8+mAULFuSEE05IixYtctlllxV6PAAAAADAuytpjLz77rvrvJ8wYUI6duyYmTNn5lOf+lTt8jZt2qRz587r3Mcf/vCHPPvss7nnnnvSqVOn7Lzzzrn00ktz3nnn5eKLL07Lli3X6zEAAAAAAB/MBnXPyKqqqiRJhw4d6iy/+eabs/nmm6dfv34ZM2ZM/vWvf9WumzFjRnbcccd06tSpdtngwYNTXV2dZ555Zp3fs2LFilRXV9d5AQAAAADrV0nPjPxPa9asyZlnnpm99tor/fr1q11+3HHHpWfPnunatWuefPLJnHfeeZk9e3Zuu+22JMnChQvrhMgkte8XLly4zu8aN25cxo4du56OBAAAAABYlw0mRo4aNSpPP/10HnjggTrLTz311No/77jjjunSpUsOOOCAzJkzJ717967Xd40ZMyajR4+ufV9dXZ3u3bvXb3AAAAAA4APZIC7TPv3003PXXXflj3/8Y7p16/ae2w4cODBJ8sILLyRJOnfunEWLFtXZ5p3373afyVatWqW8vLzOCwAAAABYv0oaI2tqanL66afn9ttvz7333ptevXq972dmzZqVJOnSpUuSpLKyMk899VQWL15cu83UqVNTXl6evn37rpe5AQAAAIAPr6SXaY8aNSoTJ07Mb37zm7Rr1672Ho8VFRVp3bp15syZk4kTJ+aQQw7JZpttlieffDJnnXVWPvWpT6V///5JkkGDBqVv3775whe+kCuuuCILFy7M+eefn1GjRqVVq1alPDwAAAAA4D+U9MzI6667LlVVVdl3333TpUuX2tf//u//JklatmyZe+65J4MGDUqfPn1y9tlnZ9iwYbnzzjtr99GsWbPcddddadasWSorK3P88cfnhBNOyCWXXFKqwwIAAAAA1qGkZ0bW1NS85/ru3btn+vTp77ufnj175ve//31DjQUAAAAArAcbxANsAAAAAICmT4wEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUQowEAAAAAAohRgIAAAAAhRAjAQAAAIBCiJEAAAAAQCHESAAAAACgEGIkAAAAAFAIMRIAAAAAKIQYCQAAAAAUonmpBwAAAADWv7KysaUeAcCZkQAAAABAMcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUIiSxshx48Zl9913T7t27dKxY8ccccQRmT17dp1tli9fnlGjRmWzzTbLJptskmHDhmXRokV1tpk7d26GDh2aNm3apGPHjjn33HPz1ltvFXkoAAAAAMD7KGmMnD59ekaNGpW//OUvmTp1alatWpVBgwZl2bJltducddZZufPOOzNp0qRMnz498+fPz1FHHVW7fvXq1Rk6dGhWrlyZBx98MDfddFMmTJiQCy+8sBSHBAAAAAC8i7KampqaUg/xjtdeey0dO3bM9OnT86lPfSpVVVXZYostMnHixHz2s59Nkvztb3/L9ttvnxkzZmSPPfbI5MmTc+ihh2b+/Pnp1KlTkmT8+PE577zz8tprr6Vly5bv+73V1dWpqKhIVVVVysvL1+sxAgDAx1FZ2dhSjwAAJVVTc1GpR1ivPmhf26DuGVlVVZUk6dChQ5Jk5syZWbVqVQ488MDabfr06ZMePXpkxowZSZIZM2Zkxx13rA2RSTJ48OBUV1fnmWeeWef3rFixItXV1XVeAAAAAMD6tcHEyDVr1uTMM8/MXnvtlX79+iVJFi5cmJYtW6Z9+/Z1tu3UqVMWLlxYu81/hsh31r+zbl3GjRuXioqK2lf37t0b+GgAAAAAgP+2wcTIUaNG5emnn84tt9yy3r9rzJgxqaqqqn3NmzdvvX8nAAAAAHzcNS/1AEly+umn56677sr999+fbt261S7v3LlzVq5cmTfffLPO2ZGLFi1K586da7d5+OGH6+zvnadtv7PNf2vVqlVatWrVwEcBAAAAALyXksbImpqafPWrX83tt9+e++67L7169aqzfsCAAWnRokWmTZuWYcOGJUlmz56duXPnprKyMklSWVmZb33rW1m8eHE6duyYJJk6dWrKy8vTt2/fYg8IANhgeXhG49fUb/oOAPBxUNIYOWrUqEycODG/+c1v0q5du9p7PFZUVKR169apqKjIyJEjM3r06HTo0CHl5eX56le/msrKyuyxxx5JkkGDBqVv3775whe+kCuuuCILFy7M+eefn1GjRjn7EQAAAAA2ICWNkdddd12SZN99962z/MYbb8yJJ56YJPne976XjTbaKMOGDcuKFSsyePDgXHvttbXbNmvWLHfddVdOO+20VFZWpm3bthkxYkQuueSSog4DAAAAAPgAympqampKPUSpVVdXp6KiIlVVVSkvLy/1OADAeuAy7cbPZdqNm/8OAvBx19T/v8wH7WsbzNO0AQAAAICmTYwEAAAAAAohRgIAAAAAhahXjPz73//e0HMAAAAAAE1cvWLk1ltvnf322y+/+MUvsnz58oaeCQAAAABoguoVIx977LH0798/o0ePTufOnfOlL30pDz/8cEPPBgAAAAA0IfWKkTvvvHOuueaazJ8/Pz/96U+zYMGC7L333unXr1+uuuqqvPbaaw09JwAAAADQyH2kB9g0b948Rx11VCZNmpRvf/vbeeGFF3LOOeeke/fuOeGEE7JgwYKGmhMAAAAAaOQ+Uox89NFH85WvfCVdunTJVVddlXPOOSdz5szJ1KlTM3/+/Bx++OENNScAAAAA0Mg1r8+Hrrrqqtx4442ZPXt2DjnkkPzsZz/LIYccko02ertt9urVKxMmTMiWW27ZkLMCAAAAAI1YvWLkddddl5NPPjknnnhiunTpss5tOnbsmBtuuOEjDQcAAAAANB31ipHPP//8+27TsmXLjBgxoj67BwAAAACaoHrdM/LGG2/MpEmT1lo+adKk3HTTTR95KAAAAACg6alXjBw3blw233zztZZ37Ngxl1122UceCgAAAABoeuoVI+fOnZtevXqttbxnz56ZO3fuRx4KAAAAAGh66hUjO3bsmCeffHKt5U888UQ222yzjzwUAAAAAND01CtGHnvssfmf//mf/PGPf8zq1auzevXq3HvvvTnjjDNyzDHHNPSMAAAAAEATUK+naV966aV56aWXcsABB6R587d3sWbNmpxwwgnuGQkAAAAArFNZTU1NTX0//Nxzz+WJJ55I69ats+OOO6Znz54NOVthqqurU1FRkaqqqpSXl5d6HABgPSgrG1vqEQAA+Birqbmo1COsVx+0r9XrzMh3bLvtttl2220/yi4AAAAAgI+JesXI1atXZ8KECZk2bVoWL16cNWvW1Fl/7733NshwAAAAAEDTUa8YecYZZ2TChAkZOnRo+vXrl7KysoaeCwAAAABoYuoVI2+55ZbceuutOeSQQxp6HgAAAACgidqoPh9q2bJltt5664aeBQAAAABowuoVI88+++xcc801+QgP4gYAAAAAPmbqdZn2Aw88kD/+8Y+ZPHlydthhh7Ro0aLO+ttuu61BhgMAAAAAmo56xcj27dvnyCOPbOhZAAAAAIAmrF4x8sYbb2zoOQAAAACAJq5e94xMkrfeeiv33HNPfvzjH2fJkiVJkvnz52fp0qUNNhwAAAAA0HTU68zIl19+OQcffHDmzp2bFStW5KCDDkq7du3y7W9/OytWrMj48eMbek4AAAAAoJGr15mRZ5xxRnbbbbe88cYbad26de3yI488MtOmTWuw4QAAAACApqNeZ0b+6U9/yoMPPpiWLVvWWb7lllvm1VdfbZDBAAAAAICmpV5nRq5ZsyarV69ea/krr7ySdu3afeShAAAAAICmp14xctCgQbn66qtr35eVlWXp0qW56KKLcsghhzTUbAAAAABAE1Kvy7S/+93vZvDgwenbt2+WL1+e4447Ls8//3w233zz/PKXv2zoGQEAAACAJqBeMbJbt2554okncsstt+TJJ5/M0qVLM3LkyAwfPrzOA20AAAAAAN5RrxiZJM2bN8/xxx/fkLMAAAAAAE1YvWLkz372s/dcf8IJJ9RrGAAAAACg6apXjDzjjDPqvF+1alX+9a9/pWXLlmnTpo0YCQAAAACspV5P037jjTfqvJYuXZrZs2dn77339gAbAAAAAGCd6hUj12WbbbbJ5ZdfvtZZkwAAAAAASQPGyOTth9rMnz+/IXcJAAAAADQR9bpn5G9/+9s672tqarJgwYL88Ic/zF577dUggwEAAAAATUu9YuQRRxxR531ZWVm22GKL7L///vnud7/bEHMBAAAAAE1MvWLkmjVrGnoOAAAAAKCJa9B7RgIAAAAAvJt6nRk5evToD7ztVVddVZ+vAAAAAACamHrFyMcffzyPP/54Vq1ale222y5J8txzz6VZs2bZdddda7crKytrmCkBAAAAgEavXjHysMMOS7t27XLTTTdl0003TZK88cYbOemkk7LPPvvk7LPPbtAhAQAAAIDGr6ympqbmw37oE5/4RP7whz9khx12qLP86aefzqBBgzJ//vwGG7AI1dXVqaioSFVVVcrLy0s9DgCwHpSVjS31CAAAfIzV1FxU6hHWqw/a1+r1AJvq6uq89tpray1/7bXXsmTJkvrsEgAAAABo4uoVI4888sicdNJJue222/LKK6/klVdeya9//euMHDkyRx11VEPPCAAAAAA0AfW6Z+T48eNzzjnn5LjjjsuqVave3lHz5hk5cmSuvPLKBh0QAAAAAGga6nXPyHcsW7Ysc+bMSZL07t07bdu2bbDBiuSekQDQ9LlnJAAApeSekW+r12Xa71iwYEEWLFiQbbbZJm3bts1H6JoAAAAAQBNXrxj5z3/+MwcccEC23XbbHHLIIVmwYEGSZOTIkTn77LMbdEAAAAAAoGmoV4w866yz0qJFi8ydOzdt2rSpXX700Ufn7rvvbrDhAAAAAICmo14PsPnDH/6QKVOmpFu3bnWWb7PNNnn55ZcbZDAAAAAAoGmp15mRy5Ytq3NG5Dtef/31tGrV6iMPBQAAAAA0PfWKkfvss09+9rOf1b4vKyvLmjVrcsUVV2S//fZrsOEAAAAAgKajXpdpX3HFFTnggAPy6KOPZuXKlfna176WZ555Jq+//nr+/Oc/N/SMAAAAAEATUK8zI/v165fnnnsue++9dw4//PAsW7YsRx11VB5//PH07t27oWcEAAAAAJqAD31m5KpVq3LwwQdn/Pjx+f/+v/9vfcwEAAAAADRBHzpGtmjRIk8++eT6mAUANlhlZWNLPQIAAECjV6/LtI8//vjccMMNDT0LAAAAANCE1esBNm+99VZ++tOf5p577smAAQPStm3bOuuvuuqqBhkOAAAAAGg6PlSM/Pvf/54tt9wyTz/9dHbdddckyXPPPVdnm7KysoabDgAAAABoMj5UjNxmm22yYMGC/PGPf0ySHH300fn+97+fTp06rZfhAAAAAICm40PdM7KmpqbO+8mTJ2fZsmUNOhAAAAAA0DTV6wE27/jvOAkAAAAA8G4+VIwsKytb656Q7hEJAAAAAHwQH+qekTU1NTnxxBPTqlWrJMny5cvz5S9/ea2nad92220NNyEAAAAA0CR8qBg5YsSIOu+PP/74Bh0GAAAAAGi6PlSMvPHGG9fXHAAAAABAE/eRHmADAAAAAPBBiZEAAAAAQCFKGiPvv//+HHbYYenatWvKyspyxx131Fl/4okn1j7B+53XwQcfXGeb119/PcOHD095eXnat2+fkSNHZunSpQUeBQAAAADwQZQ0Ri5btiw77bRTfvSjH73rNgcffHAWLFhQ+/rlL39ZZ/3w4cPzzDPPZOrUqbnrrrty//3359RTT13fowMAAAAAH9KHeoBNQxsyZEiGDBnyntu0atUqnTt3Xue6v/71r7n77rvzyCOPZLfddkuS/OAHP8ghhxyS73znO+natWuDzwwAAAAA1M8Gf8/I++67Lx07dsx2222X0047Lf/85z9r182YMSPt27evDZFJcuCBB2ajjTbKQw89VIpxAQAAAIB3UdIzI9/PwQcfnKOOOiq9evXKnDlz8o1vfCNDhgzJjBkz0qxZsyxcuDAdO3as85nmzZunQ4cOWbhw4bvud8WKFVmxYkXt++rq6vV2DAAAAADA2zboGHnMMcfU/nnHHXdM//7907t379x333054IAD6r3fcePGZezYsQ0xIgAAAADwAW3wl2n/p6222iqbb755XnjhhSRJ586ds3jx4jrbvPXWW3n99dff9T6TSTJmzJhUVVXVvubNm7de5wYAAAAAGlmMfOWVV/LPf/4zXbp0SZJUVlbmzTffzMyZM2u3uffee7NmzZoMHDjwXffTqlWrlJeX13kBAAAAAOtXSS/TXrp0ae1Zjkny4osvZtasWenQoUM6dOiQsWPHZtiwYencuXPmzJmTr33ta9l6660zePDgJMn222+fgw8+OKecckrGjx+fVatW5fTTT88xxxzjSdoAAAAAsIEp6ZmRjz76aHbZZZfssssuSZLRo0dnl112yYUXXphmzZrlySefzGc+85lsu+22GTlyZAYMGJA//elPadWqVe0+br755vTp0ycHHHBADjnkkOy99965/vrrS3VIAAAAAMC7KKupqakp9RClVl1dnYqKilRVVblkG4B1Kivz4DMAAKD+amouKvUI69UH7WuN6p6RAAAAAEDjJUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBAljZH3339/DjvssHTt2jVlZWW544476qyvqanJhRdemC5duqR169Y58MAD8/zzz9fZ5vXXX8/w4cNTXl6e9u3bZ+TIkVm6dGmBRwEAAAAAfBAljZHLli3LTjvtlB/96EfrXH/FFVfk+9//fsaPH5+HHnoobdu2zeDBg7N8+fLabYYPH55nnnkmU6dOzV133ZX7778/p556alGHAAAAAAB8QGU1NTU1pR4iScrKynL77bfniCOOSPL2WZFdu3bN2WefnXPOOSdJUlVVlU6dOmXChAk55phj8te//jV9+/bNI488kt122y1Jcvfdd+eQQw7JK6+8kq5du36g766urk5FRUWqqqpSXl6+Xo4PgMatrGxsqUcAAAAasZqai0o9wnr1QfvaBnvPyBdffDELFy7MgQceWLusoqIiAwcOzIwZM5IkM2bMSPv27WtDZJIceOCB2WijjfLQQw8VPjMAAAAA8O6al3qAd7Nw4cIkSadOneos79SpU+26hQsXpmPHjnXWN2/ePB06dKjdZl1WrFiRFStW1L6vrq5uqLEBAAAAgHexwZ4ZuT6NGzcuFRUVta/u3buXeiQAAAAAaPI22BjZuXPnJMmiRYvqLF+0aFHtus6dO2fx4sV11r/11lt5/fXXa7dZlzFjxqSqqqr2NW/evAaeHgAAAAD4bxtsjOzVq1c6d+6cadOm1S6rrq7OQw89lMrKyiRJZWVl3nzzzcycObN2m3vvvTdr1qzJwIED33XfrVq1Snl5eZ0XAAAAALB+lfSekUuXLs0LL7xQ+/7FF1/MrFmz0qFDh/To0SNnnnlmvvnNb2abbbZJr169csEFF6Rr1661T9zefvvtc/DBB+eUU07J+PHjs2rVqpx++uk55phjPvCTtAEAAACAYpQ0Rj766KPZb7/9at+PHj06STJixIhMmDAhX/va17Js2bKceuqpefPNN7P33nvn7rvvzsYbb1z7mZtvvjmnn356DjjggGy00UYZNmxYvv/97xd+LAAAAADAeyurqampKfUQpVZdXZ2KiopUVVW5ZBuAdSorG1vqEQAAgEaspuaiUo+wXn3QvrbB3jMSAAAAAGhaxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFGKDjpEXX3xxysrK6rz69OlTu3758uUZNWpUNttss2yyySYZNmxYFi1aVMKJAQAAAIB3s0HHyCTZYYcdsmDBgtrXAw88ULvurLPOyp133plJkyZl+vTpmT9/fo466qgSTgsAAAAAvJvmpR7g/TRv3jydO3dea3lVVVVuuOGGTJw4Mfvvv3+S5MYbb8z222+fv/zlL9ljjz2KHhUAAAAAeA8b/JmRzz//fLp27Zqtttoqw4cPz9y5c5MkM2fOzKpVq3LggQfWbtunT5/06NEjM2bMeM99rlixItXV1XVeAAAAAMD6tUHHyIEDB2bChAm5++67c9111+XFF1/MPvvskyVLlmThwoVp2bJl2rdvX+cznTp1ysKFC99zv+PGjUtFRUXtq3v37uvxKAAAAACAZAO/THvIkCG1f+7fv38GDhyYnj175tZbb03r1q3rvd8xY8Zk9OjRte+rq6sFSQAAAABYzzboMyP/W/v27bPtttvmhRdeSOfOnbNy5cq8+eabdbZZtGjROu8x+Z9atWqV8vLyOi8AAAAAYP1qVDFy6dKlmTNnTrp06ZIBAwakRYsWmTZtWu362bNnZ+7cuamsrCzhlAAAAADAumzQl2mfc845Oeyww9KzZ8/Mnz8/F110UZo1a5Zjjz02FRUVGTlyZEaPHp0OHTqkvLw8X/3qV1NZWelJ2gAAAACwAdqgY+Qrr7ySY489Nv/85z+zxRZbZO+9985f/vKXbLHFFkmS733ve9loo40ybNiwrFixIoMHD861115b4qkBAAAAgHUpq6mpqSn1EKVWXV2dioqKVFVVuX8kAOtUVja21CMAAACNWE3NRaUeYb36oH2tUd0zEgAAAABovMRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEKIkQAAAABAIcRIAAAAAKAQYiQAAAAAUAgxEgAAAAAohBgJAAAAABRCjAQAAAAACiFGAgAAAACFECMBAAAAgEI0L/UAAB8HZWVjSz0CAAAAlJwzIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAkAAAAAFEKMBAAAAAAKIUYCAAAAAIUQIwEAAACAQoiRAAAAAEAhxEgAAAAAoBBiJAAAAABQCDESAAAAACiEGAk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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:17.285340Z",
     "iopub.status.busy": "2024-07-27T04:07:17.284996Z",
     "iopub.status.idle": "2024-07-27T04:07:17.498919Z",
     "shell.execute_reply": "2024-07-27T04:07:17.498325Z"
    },
    "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\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:17.501285Z",
     "iopub.status.busy": "2024-07-27T04:07:17.500941Z",
     "iopub.status.idle": "2024-07-27T04:07:17.722009Z",
     "shell.execute_reply": "2024-07-27T04:07:17.721488Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_cwe = nvd['CWE'].value_counts()\n",
    "nvd_cwe = nvd_cwe.reset_index()\n",
    "nvd_cwe.columns = ['CWE', 'CVEs']\n",
    "nvd_cwe_graph = nvd_cwe[nvd_cwe.CVEs > 100].head(25)\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.barh(\"CWE\", \"CVEs\", data = nvd_cwe_graph, color=\"#001d82\");\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"CWE\") ;\n",
    "plt.title(\"Most Common CWE in CVE Records\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:17.724435Z",
     "iopub.status.busy": "2024-07-27T04:07:17.724062Z",
     "iopub.status.idle": "2024-07-27T04:07:17.731882Z",
     "shell.execute_reply": "2024-07-27T04:07:17.731452Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead><tbody><tr>\n",
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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
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   "execution_count": 13,
   "id": "d41f70e4",
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     "shell.execute_reply": "2024-07-27T04:07:17.738809Z"
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    "tags": [
     "remove-input"
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       "<thead>\n",
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       "      \n",
       "      <th>CWE</th>\n",
       "      <th>CVEs</th>\n",
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       "<div>\n",
       "Loading ITables v2.1.4 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</div>\n",
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       "\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.11/dt_bundle.css\" rel=\"stylesheet\">\n",
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       "        // Define the table data\n",
       "        const data = [[\"NVD-CWE-noinfo\", 2001], [\"CWE-79\", 1998], [\"Missing_Data\", 1643], [\"CWE-20\", 1163], [\"CWE-200\", 1016], [\"CWE-119\", 989], [\"CWE-787\", 791], [\"CWE-125\", 765], [\"CWE-190\", 693], [\"CWE-22\", 531], [\"CWE-89\", 501], [\"CWE-352\", 450], [\"CWE-416\", 405], [\"CWE-476\", 328], [\"CWE-78\", 322], [\"CWE-287\", 284], [\"CWE-732\", 217], [\"CWE-611\", 186], [\"CWE-310\", 170], [\"CWE-400\", 167], [\"CWE-434\", 167], [\"CWE-94\", 154], [\"CWE-798\", 141], [\"CWE-295\", 125], [\"CWE-502\", 119], [\"CWE-772\", 114], [\"CWE-522\", 113], [\"CWE-269\", 112], [\"CWE-863\", 105], [\"CWE-835\", 105], [\"CWE-362\", 103], [\"CWE-704\", 93], [\"CWE-264\", 85], [\"CWE-601\", 84], [\"CWE-426\", 76], [\"CWE-415\", 67], [\"CWE-918\", 67], [\"CWE-532\", 63], [\"CWE-862\", 61], [\"CWE-120\", 49], [\"CWE-77\", 48], [\"CWE-384\", 48], [\"CWE-284\", 47], [\"CWE-74\", 46], [\"CWE-59\", 46], [\"CWE-319\", 42], [\"CWE-326\", 41], [\"CWE-404\", 41], [\"CWE-306\", 41], [\"CWE-347\", 40], [\"CWE-770\", 36], [\"CWE-129\", 32], [\"CWE-327\", 29], [\"CWE-665\", 28], [\"CWE-369\", 27], [\"CWE-617\", 26], [\"CWE-311\", 26], [\"CWE-668\", 25], [\"CWE-640\", 24], [\"CWE-427\", 23], [\"CWE-255\", 23], [\"CWE-134\", 21], [\"CWE-693\", 19], [\"CWE-1236\", 19], [\"CWE-674\", 18], [\"CWE-254\", 18], [\"CWE-1188\", 18], [\"CWE-203\", 18], [\"CWE-338\", 17], [\"CWE-275\", 17], [\"CWE-312\", 17], [\"CWE-425\", 17], [\"CWE-191\", 17], [\"CWE-755\", 17], [\"NVD-CWE-Other\", 17], [\"CWE-428\", 16], [\"CWE-276\", 16], [\"CWE-346\", 15], [\"CWE-330\", 15], [\"CWE-399\", 15], [\"CWE-521\", 15], [\"CWE-824\", 15], [\"CWE-88\", 14], [\"CWE-908\", 12], [\"CWE-613\", 12], [\"CWE-345\", 12], [\"CWE-290\", 11], [\"CWE-320\", 11], [\"CWE-388\", 11], [\"CWE-834\", 10], [\"CWE-307\", 10], [\"CWE-1021\", 10], [\"CWE-444\", 10], [\"CWE-358\", 10], [\"CWE-843\", 9], [\"CWE-19\", 9], [\"CWE-193\", 9], [\"CWE-122\", 9], [\"CWE-829\", 9], [\"CWE-91\", 8], [\"CWE-639\", 8], [\"CWE-209\", 8], [\"CWE-285\", 8], [\"CWE-118\", 8], [\"CWE-682\", 8], [\"CWE-116\", 7], [\"CWE-754\", 7], [\"CWE-93\", 7], [\"CWE-401\", 7], [\"CWE-552\", 7], [\"CWE-459\", 7], [\"CWE-331\", 6], [\"CWE-294\", 6], [\"CWE-123\", 6], [\"CWE-185\", 6], [\"CWE-113\", 6], [\"CWE-417\", 6], [\"CWE-184\", 5], [\"CWE-916\", 5], [\"CWE-1321\", 5], [\"CWE-367\", 5], [\"CWE-121\", 5], [\"CWE-252\", 4], [\"CWE-281\", 4], [\"CWE-385\", 4], [\"CWE-172\", 4], [\"CWE-681\", 3], [\"CWE-670\", 3], [\"CWE-667\", 3], [\"CWE-909\", 3], [\"CWE-90\", 3], [\"CWE-470\", 3], [\"CWE-763\", 3], [\"CWE-17\", 3], [\"CWE-538\", 3], [\"CWE-917\", 3], [\"CWE-16\", 3], [\"CWE-131\", 3], [\"CWE-749\", 3], [\"CWE-354\", 3], [\"CWE-189\", 2], [\"CWE-436\", 2], [\"CWE-273\", 2], [\"CWE-592\", 2], [\"CWE-250\", 2], [\"CWE-441\", 2], [\"CWE-924\", 2], [\"CWE-335\", 2], [\"CWE-565\", 2], [\"CWE-706\", 2], [\"CWE-361\", 2], [\"CWE-642\", 2], [\"CWE-494\", 2], [\"CWE-178\", 2], [\"CWE-460\", 1], [\"CWE-534\", 1], [\"CWE-212\", 1], [\"CWE-471\", 1], [\"CWE-266\", 1], [\"CWE-838\", 1], [\"CWE-332\", 1], [\"CWE-288\", 1], [\"CWE-1187\", 1], [\"CWE-920\", 1], [\"CWE-407\", 1], [\"CWE-1333\", 1], [\"CWE-774\", 1], [\"CWE-405\", 1], [\"CWE-99\", 1], [\"CWE-321\", 1], [\"CWE-707\", 1], [\"CWE-117\", 1], [\"CWE-297\", 1], [\"CWE-610\", 1]];\n",
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    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
   "metadata": {
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     "hide-input"
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   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:07:17.741391Z",
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     "shell.execute_reply": "2024-07-27T04:07:17.841390Z"
    },
    "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:\t1\n",
      "CVE-2004:\t1\n",
      "CVE-2005:\t0\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t1\n",
      "CVE-2008:\t1\n",
      "CVE-2009:\t8\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t20\n",
      "CVE-2012:\t23\n",
      "CVE-2013:\t54\n",
      "CVE-2014:\t229\n",
      "CVE-2015:\t274\n",
      "CVE-2016:\t683\n",
      "CVE-2017:\t4141\n",
      "CVE-2018:\t12717\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-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
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     "shell.execute_reply": "2024-07-27T04:07:17.846976Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-07-27 04:07:17.844723**"
      ],
      "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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