week-3/3-dataviz-group-exercise.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (12,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "birds_url = \"../data/birds.csv\"\n",
    "birds = pd.read_csv(birds_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>ScientificName</th>\n",
       "      <th>Category</th>\n",
       "      <th>Order</th>\n",
       "      <th>Family</th>\n",
       "      <th>Genus</th>\n",
       "      <th>ConservationStatus</th>\n",
       "      <th>MinLength</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>MinBodyMass</th>\n",
       "      <th>MaxBodyMass</th>\n",
       "      <th>MinWingspan</th>\n",
       "      <th>MaxWingspan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Black-bellied whistling-duck</td>\n",
       "      <td>Dendrocygna autumnalis</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Dendrocygna</td>\n",
       "      <td>LC</td>\n",
       "      <td>47.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>652.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fulvous whistling-duck</td>\n",
       "      <td>Dendrocygna bicolor</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Dendrocygna</td>\n",
       "      <td>LC</td>\n",
       "      <td>45.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Snow goose</td>\n",
       "      <td>Anser caerulescens</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>64.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>4050.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ross's goose</td>\n",
       "      <td>Anser rossii</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>57.3</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>1567.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>116.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Greater white-fronted goose</td>\n",
       "      <td>Anser albifrons</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>64.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>3310.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Name          ScientificName  \\\n",
       "0  Black-bellied whistling-duck  Dendrocygna autumnalis   \n",
       "1        Fulvous whistling-duck     Dendrocygna bicolor   \n",
       "2                    Snow goose      Anser caerulescens   \n",
       "3                  Ross's goose            Anser rossii   \n",
       "4   Greater white-fronted goose         Anser albifrons   \n",
       "\n",
       "                Category         Order    Family        Genus  \\\n",
       "0  Ducks/Geese/Waterfowl  Anseriformes  Anatidae  Dendrocygna   \n",
       "1  Ducks/Geese/Waterfowl  Anseriformes  Anatidae  Dendrocygna   \n",
       "2  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "3  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "4  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "\n",
       "  ConservationStatus  MinLength  MaxLength  MinBodyMass  MaxBodyMass  \\\n",
       "0                 LC       47.0       56.0        652.0       1020.0   \n",
       "1                 LC       45.0       53.0        712.0       1050.0   \n",
       "2                 LC       64.0       79.0       2050.0       4050.0   \n",
       "3                 LC       57.3       64.0       1066.0       1567.0   \n",
       "4                 LC       64.0       81.0       1930.0       3310.0   \n",
       "\n",
       "   MinWingspan  MaxWingspan  \n",
       "0         76.0         94.0  \n",
       "1         85.0         93.0  \n",
       "2        135.0        165.0  \n",
       "3        113.0        116.0  \n",
       "4        130.0        165.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "birds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 443 entries, 0 to 442\n",
      "Data columns (total 13 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Name                443 non-null    object \n",
      " 1   ScientificName      443 non-null    object \n",
      " 2   Category            443 non-null    object \n",
      " 3   Order               443 non-null    object \n",
      " 4   Family              443 non-null    object \n",
      " 5   Genus               443 non-null    object \n",
      " 6   ConservationStatus  443 non-null    object \n",
      " 7   MinLength           443 non-null    float64\n",
      " 8   MaxLength           443 non-null    float64\n",
      " 9   MinBodyMass         443 non-null    float64\n",
      " 10  MaxBodyMass         443 non-null    float64\n",
      " 11  MinWingspan         443 non-null    float64\n",
      " 12  MaxWingspan         443 non-null    float64\n",
      "dtypes: float64(6), object(7)\n",
      "memory usage: 45.1+ KB\n"
     ]
    }
   ],
   "source": [
    "birds.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize birds wingspan\n",
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.xlabel('Birds')\n",
    "wingspan = birds.MaxWingspan \n",
    "wingspan.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>ScientificName</th>\n",
       "      <th>Category</th>\n",
       "      <th>Order</th>\n",
       "      <th>Family</th>\n",
       "      <th>Genus</th>\n",
       "      <th>ConservationStatus</th>\n",
       "      <th>MinLength</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>MinBodyMass</th>\n",
       "      <th>MaxBodyMass</th>\n",
       "      <th>MinWingspan</th>\n",
       "      <th>MaxWingspan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Bald eagle</td>\n",
       "      <td>Haliaeetus leucocephalus</td>\n",
       "      <td>Hawks/Eagles</td>\n",
       "      <td>Accipitriformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>LC</td>\n",
       "      <td>70.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>6300.0</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>2300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Prairie falcon</td>\n",
       "      <td>Falco mexicanus</td>\n",
       "      <td>Falcons /Caracaras</td>\n",
       "      <td>Falconformes</td>\n",
       "      <td>Falconidae</td>\n",
       "      <td>Falco</td>\n",
       "      <td>LC</td>\n",
       "      <td>37.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>1100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Name            ScientificName            Category  \\\n",
       "209      Bald eagle  Haliaeetus leucocephalus        Hawks/Eagles   \n",
       "247  Prairie falcon           Falco mexicanus  Falcons /Caracaras   \n",
       "\n",
       "               Order        Family       Genus ConservationStatus  MinLength  \\\n",
       "209  Accipitriformes  Accipitridae  Haliaeetus                 LC       70.0   \n",
       "247     Falconformes    Falconidae       Falco                 LC       37.0   \n",
       "\n",
       "     MaxLength  MinBodyMass  MaxBodyMass  MinWingspan  MaxWingspan  \n",
       "209      102.0       3000.0       6300.0       1800.0       2300.0  \n",
       "247       45.0        500.0        970.0       1100.0       1100.0  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check outliers\n",
    "birds[birds[\"MaxWingspan\"] > 500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Label outliers\n",
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.xlabel('Birds')\n",
    "plt.tick_params(axis='both', which='both', labelbottom=False, bottom=False)\n",
    "\n",
    "for i in range(len(birds)):\n",
    "    x = birds['Name'][i]\n",
    "    y = birds['MaxWingspan'][i]\n",
    "    plt.plot(x, y, \"o\", color=\"steelblue\")\n",
    "    if birds['MaxWingspan'][i] > 500:\n",
    "        plt.text(x, y * (1 - 0.05), birds['Name'][i], fontsize=10,)\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1- Remove outliers in plot\n",
    "\n",
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.xlabel('Birds')\n",
    "plt.tick_params(axis='both',which='both',labelbottom=False,bottom=False)\n",
    "\n",
    "for i in range(len(birds)):\n",
    "    x = birds['Name'][i]\n",
    "    y = birds['MaxWingspan'][i]\n",
    "    if birds['Name'][i] not in ['Bald eagle', 'Prairie falcon']:\n",
    "        plt.plot(x, y, \"o\", color=\"steelblue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2- Remove outliers before plot\n",
    "birds = birds[birds[\"MaxWingspan\"] < 500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 441 entries, 0 to 442\n",
      "Data columns (total 13 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   Name                441 non-null    object \n",
      " 1   ScientificName      441 non-null    object \n",
      " 2   Category            441 non-null    object \n",
      " 3   Order               441 non-null    object \n",
      " 4   Family              441 non-null    object \n",
      " 5   Genus               441 non-null    object \n",
      " 6   ConservationStatus  441 non-null    object \n",
      " 7   MinLength           441 non-null    float64\n",
      " 8   MaxLength           441 non-null    float64\n",
      " 9   MinBodyMass         441 non-null    float64\n",
      " 10  MaxBodyMass         441 non-null    float64\n",
      " 11  MinWingspan         441 non-null    float64\n",
      " 12  MaxWingspan         441 non-null    float64\n",
      "dtypes: float64(6), object(7)\n",
      "memory usage: 48.2+ KB\n"
     ]
    }
   ],
   "source": [
    "birds.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.xlabel('Birds')\n",
    "plt.tick_params(axis='both',which='both',labelbottom=False,bottom=False)\n",
    "wingspan = birds.MaxWingspan \n",
    "wingspan.plot(kind=\"bar\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>MaxWingspan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mute swan</td>\n",
       "      <td>240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Trumpeter swan</td>\n",
       "      <td>250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tundra swan</td>\n",
       "      <td>211.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Whooping crane</td>\n",
       "      <td>230.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Magnificent frigatebird</td>\n",
       "      <td>244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>American white pelican</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Brown pelican</td>\n",
       "      <td>228.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Great blue heron</td>\n",
       "      <td>201.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Golden eagle</td>\n",
       "      <td>234.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name  MaxWingspan\n",
       "8                  Mute swan        240.0\n",
       "9             Trumpeter swan        250.0\n",
       "10               Tundra swan        211.0\n",
       "94            Whooping crane        230.0\n",
       "179  Magnificent frigatebird        244.0\n",
       "182   American white pelican        300.0\n",
       "183            Brown pelican        228.0\n",
       "186         Great blue heron        201.0\n",
       "204             Golden eagle        234.0"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check other big values\n",
    "birds[birds[\"MaxWingspan\"] > 200][[\"Name\", \"MaxWingspan\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check literature to validate info:\n",
    "# https://en.wikipedia.org/wiki/Great_blue_heron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rrlGjhrpMmTJqS0tLtb+/vzo6OlqtVqvVkZGRakB9584djfFOnDihBtQXL17U2L9o0SK1vb29ukyZMmpHR0f1qlWrCl1b3bp11VZWVsrnW7duqVUqlbp79+4a7Z79e/EiGRkZakCdkZHx0ucIIYQQomQ/Q1Vq9VOFteIfZ8OGDXz55ZckJiaWdiiv5F2P/58mMzMTMzMzMjIypMRCCCGEKIGS/AyVt1j8wxkbGyuLibyL3vX4hRBCCPHvIzPIQrxDZAZZCCGEeDUygyyEEEIIIcQrkgRZvFF2dnbMnTu32DYqlUpZaa40vSiO1NRUVCpVoVf8CSGEEOJ/i7zm7S0JDAxk5cqVhISEMG7cOGX/pk2bCAgI4G1VujRs2JB69eopyzkDLFmyhM8++4zQ0FACAwM1Yk5JSWH//v1vJTbx8mpP3ImWnmFphyGEEOIdljq9zYsb/UvJDPJbpK+vzzfffMOdO3dKLYaCxTmeFhkZiY2NTaH9UVFRykp2JVXc6nb/NG8z1nfpvgghhBD/VpIgv0V+fn5YWVkREhJSbLuYmBg8PT0xMDDAxsaGoUOHcv/+fQAWLlxI7dq1lbabNm1CpVJpzAj7+fkVWsikgK+vL8nJyVy7dk3ZFx0dzbhx4zQS5IsXL3Lp0iVloY5Tp07RrFkzDAwMKFeuHAMGDFCWcYb82eYOHTrw9ddfU7FiRY3FUZ52/vx5vLy80NfXp1atWuzevbvYexEREYG5ubmyOl58fDwqlUpjFr5///706tULgFu3btGjRw8qVaqEoaEhderUYe3atRp9+vj4MGTIEIYNG0b58uXx9/dXjqWnp9OqVSsMDAywt7fn119/LTa+06dP06pVK4yNjalQoQK9e/fmr7/+KnYstVrNpEmTqFKlCnp6elSsWJGhQ4cW2X92djaZmZkamxBCCCHeLEmQ3yJtbW2mTZvGggULuHLlSpFtUlJSaNmyJZ06deLkyZOsW7eOmJgYhgwZAuSvMpeYmMjNmzeB/OS2fPnySnKbk5PDwYMHn7uccZMmTShTpgyRkZEAJCYm8vDhQz755BNu3brFxYsXgfxZZX19fRo1asT9+/fx9/enbNmyxMXF8csvv7Bnzx4lpgJ79+4lOTmZ3bt3ExERUWjsvLw8OnbsiK6uLocPH2bJkiWMHTu22Hvm6enJvXv3OHHiRJHXW7Cv4HofPXpE/fr12bp1K6dPn2bAgAH07t2bI0eOaPS7cuVKdHV1iY2N1fjlYsKECXTq1ImEhAR69uxJ9+7dSUpKKjK2u3fv0qxZM1xdXTl69Cg7duzg+vXrdO3atdix1q9fz7fffsv333/P+fPn2bRpE3Xq1ClyjJCQEMzMzJStYJltIYQQQrw5kiC/ZQEBAdSrV4+JEycWeTwkJISePXsybNgwHBwcaNy4MfPnz2fVqlU8evSI2rVrY2FhQXR0NJBfBjFy5Ejl85EjR8jJyaFx48ZF9m9kZISHh4eSYEZFRdG0aVP09PRo3Lixxv5GjRqhp6fHTz/9xKNHj1i1ahW1a9emWbNmLFy4kNWrV3P9+nWNvpctW4azszPOzs6Fxt6zZw9nz55l1apV1K1bFy8vL6ZNm1bs/TIzM6NevXoacQ0fPpwTJ06QlZXFn3/+yYULF5SlqitVqsSoUaOoV68e9vb2fP7557Rs2ZKff/5Zo18HBwdmzJhBjRo1NGa7u3TpQv/+/XF0dGTq1Km4u7uzYMGCImNbuHAhrq6uTJs2jZo1a+Lq6sqKFSuIjIzk3Llzzx0rLS0NKysr/Pz8qFKlCh4eHnz66adFjhEUFERGRoayXb58udj7JYQQQoi/TxLkUvDNN9+wcuXKImcmExISCAsLw9jYWNn8/f3Jy8vj4sWLqFQqvLy8iIqK4u7duyQmJjJo0CCys7M5e/Ys0dHRNGjQAEPD5z/A5ePjo5FwFsy+ent7a+wvKK9ISkqibt26GBkZKX00adKEvLw8kpOTlX116tRBV1f3ueMmJSVhY2NDxYoVlX2NGjV64f0qiEutVrN//346duyIk5MTMTExREdHU7FiRRwcHADIzc1l6tSp1KlTBwsLC4yNjdm5cydpaWkafdavX7/IsZ6Np1GjRs+dQU5ISCAyMlLju6pZsyaQ/z8BzxurS5cuPHz4EHt7ez799FM2btzIkydPihxDT08PU1NTjU0IIYQQb5YkyKXAy8sLf39/goKCCh3Lyspi4MCBxMfHK1tCQgLnz5+nWrVqwP8luPv378fV1RVTU1MlaY6OjlZmU5/H19eXc+fO8eeffxIVFaW0L0hEU1JSuHz5cokf0Hs6gX6dfHx8iImJISEhgTJlylCzZk3lHjx7vTNnzmTevHmMHTuWyMhI4uPj8ff3L/Rw3OuINSsri3bt2ml8V/Hx8Uqd9fPGsrGxITk5mUWLFmFgYMCgQYPw8vIiJyfnb8ckhBBCiL9PXvNWSqZPn069evUKPczm5uZGYmIi1atXf+653t7eDBs2jF9++UWZ/fXx8WHPnj3ExsYycuTIYsdu3Lgxurq6LFq0SKnZBWjQoAE3b95kxYoVSikGgJOTE2FhYdy/f19J9mJjY9HS0nruw3hFcXJy4vLly6Snp2NtbQ3AoUOHXnheQR3yt99+qyTDPj4+TJ8+nTt37mhcb2xsLO3bt1ce2svLy+PcuXPUqlXrpWI8dOgQffr00fjs6upaZFs3NzfWr1+PnZ0dOjol+6dkYGBAu3btaNeuHYMHD6ZmzZqcOnUKNze3lzr/9GR/mU0WQggh3hCZQS4lderUoWfPnsyfP19j/9ixYzlw4ABDhgxRZiM3b96s8UCci4sLZcuW5aefftJIkDdt2kR2djZNmjQpdmwDAwMaNmzIggULaNKkCdra2gDo6upq7C9TpgwAPXv2RF9fn759+3L69GkiIyP5/PPP6d27NxUqVHjpa/bz88PR0ZG+ffuSkJDA/v37GT9+/AvPK1u2LC4uLqxZs0a5Xi8vL44fP865c+c0ZpAdHBzYvXs3Bw4cICkpiYEDB2rUSb/IL7/8wooVKzh37hwTJ07kyJEjhR5GLDB48GBu375Njx49iIuLIyUlhZ07d9KvXz/lrRtFCQsLY/ny5Zw+fZo//viDH3/8EQMDA2xtbV86TiGEEEK8OZIgl6IpU6aQl5ensc/FxYXo6GjOnTuHp6cnrq6uBAcHa9TtqlQqPD09UalUNG3aVDnP1NQUd3f3lyof8PX15d69e4XeduHt7c29e/eU+mMAQ0NDdu7cye3bt2nQoAGdO3emefPmLFy4sETXq6WlxcaNG3n48CEeHh7079+fr7/++qXO9fb2Jjc3V4nXwsKCWrVqYWVlpTGL/eWXX+Lm5oa/vz8+Pj5YWVnRoUOHl45x8uTJhIeH4+LiwqpVq1i7du1zZ58rVqxIbGwsubm5fPDBB9SpU4dhw4Zhbm6Oltbz/2mZm5uzdOlSmjRpgouLC3v27OG3336jXLlyLx2nEEIIId4clfptLeEmhPjbMjMzMTMzIyMjQ0oshBBCiBIoyc9QmUEWQgghhBDiKZIgCyGEEEII8RRJkIUQQgghhHiKJMiiRAIDA0v00BuAnZ0dc+fOfSPxvA3PXrOPjw/Dhg1TPr/r1yeEEEIITfIe5HfUzZs3CQ4OZuvWrVy/fp2yZctSt25dgoODX/iat7ctLi7ujS0i8ir69etHpUqV+Oqrr5R9AwcOZNmyZYSHh9OlS5cS9Vca11d74k609J6/WqIQQghNqdPblHYI4h0iCfI7qlOnTjx+/JiVK1dib2/P9evX2bt3L7du3Srt0AqxtLR842M8fvy42GWuC+Tm5hIREcHWrVuVfQ8ePCA8PJwxY8awYsWKEifIb+P6hBBCCPH2SInFO+ju3bvs37+fb775Bl9fX2xtbfHw8CAoKIgPP/wQgDlz5lCnTh2MjIywsbFh0KBBZGVlKX2EhYVhbm7Ozp07cXJywtjYmJYtW5Kenq60yc3NZcSIEZibm1OuXDnGjBnDs28F9PHxYciQIQwZMgQzMzPKly/PhAkTNNo9W4KgUqlYvHgxrVq1wsDAAHt7e3799VeNfi9fvkzXrl0xNzfHwsKC9u3bk5qaqhwvKHv4+uuvqVixovIu5EWLFuHg4IC+vj4VKlSgc+fOGv0eOHCAMmXK0KBBA2XfL7/8Qq1atRg3bhy///47ly9fLtH38ez13b17l/79+2NpaYmpqSnNmjUjISFBOZ6QkICvry8mJiaYmppSv359jh49WqIxhRBCCPHmSIL8DjI2NsbY2FhZOa8oWlpazJ8/nzNnzrBy5Ur27dvHmDFjNNo8ePCAWbNmsXr1an7//XfS0tIYNWqUcnz27NmEhYWxYsUKYmJiuH37Nhs3biw01sqVK9HR0eHIkSPMmzePOXPmsGzZsmKvYcKECXTq1ImEhAR69uxJ9+7dSUpKAiAnJwd/f39MTEzYv38/sbGxSgL/+PFjpY+9e/eSnJzM7t27iYiI4OjRowwdOpQpU6aQnJzMjh078PLy0hh3y5YttGvXDpVKpexbvnw5vXr1wszMjFatWhEWFlZs7C/SpUsXbty4wfbt2zl27Bhubm40b96c27dvA/krE1auXJm4uDiOHTvGuHHjlFULn5WdnU1mZqbGJoQQQog3SxLkd5COjg5hYWGsXLkSc3NzmjRpwn//+19OnjyptBk2bBi+vr7Y2dnRrFkzvvrqK37++WeNfnJycliyZAnu7u64ubkxZMgQ9u7dqxyfO3cuQUFBdOzYEScnJ5YsWYKZmVmheGxsbPj222+pUaMGPXv25PPPP+fbb78t9hq6dOlC//79cXR0ZOrUqbi7u7NgwQIA1q1bR15eHsuWLaNOnTo4OTkRGhpKWloaUVFRSh9GRkYsW7YMZ2dnnJ2dSUtLw8jIiLZt22Jra4urqytDhw7VGHfz5s3KLDvA+fPnOXToEN26dQOgV69ehIaGFpopf1kxMTEcOXKEX375BXd3dxwcHJg1axbm5ubKLHlaWhp+fn7UrFkTBwcHunTpQt26dYvsLyQkBDMzM2WzsbF5pbiEEEII8fIkQX5HderUiatXr7JlyxZatmxJVFQUbm5uyuznnj17aN68OZUqVcLExITevXtz69YtHjx4oPRhaGhItWrVlM/W1tbcuHEDgIyMDNLT03n//feV4zo6Ori7uxeKpWHDhhozso0aNeL8+fPk5uY+N/5GjRoV+lwwg5yQkMCFCxcwMTFRZsstLCx49OgRKSkpyjl16tTRqDtu0aIFtra22Nvb07t3b9asWaNxvUlJSVy9epXmzZsr+1asWIG/vz/ly5cHoHXr1mRkZLBv377nxl6chIQEsrKyKFeunBK7sbExFy9eVGIfMWIE/fv3x8/Pj+nTp2tc07OCgoLIyMhQtpKWfwghhBCi5CRBfofp6+vTokULJkyYwIEDBwgMDGTixImkpqbStm1bXFxcWL9+PceOHeO7774D0ChRePa/9VUq1SvPnL5OWVlZ1K9fn/j4eI3t3LlzfPTRR0q7Z98cYWJiwvHjx1m7di3W1tYEBwdTt25d7t69C+SXV7Ro0QJ9fX0gv8Z65cqVbN26FR0dHXR0dDA0NOT27dusWLHilWO3trYuFHtycjKjR48GYNKkSZw5c4Y2bdqwb98+atWqVWTpCoCenh6mpqYamxBCCCHeLEmQ/4fUqlWL+/fvc+zYMfLy8pg9ezYNGzbE0dGRq1evlqgvMzMzrK2tOXz4sLLvyZMnHDt2rFDbp9sAHDp0CAcHB7S1tZ/b/6FDhwp9dnJyAsDNzY3z58/z3nvvUb16dY2tqBKPp+no6ODn58eMGTM4efIkqampymzw5s2bad++vdJ227Zt3Lt3jxMnTmgks2vXrmXDhg1KYl0Sbm5uXLt2DR0dnUKxF8xSAzg6OjJ8+HB27dpFx44dCQ0NLfFYQgghhHgz5DVv76Bbt27RpUsXPv74Y1xcXDAxMeHo0aPMmDGD9u3bU716dXJycliwYAHt2rUjNjaWJUuWlHicL774gunTp+Pg4EDNmjWZM2dOkUljWloaI0aMYODAgRw/fpwFCxYwe/bsYvsuqNFt2rQpa9as4ciRIyxfvhzIf4ht5syZtG/fnilTplC5cmUuXbrEhg0bGDNmDJUrVy6yz4iICP744w+8vLwoW7Ys27ZtIy8vjxo1anDjxg2OHj3Kli1blPbLly+nTZs2hep/a9WqxfDhw1mzZg2DBw8u0T3z8/OjUaNGdOjQgRkzZii/nGzdupWAgACcnZ0ZPXo0nTt3pmrVqly5coW4uDg6depUonFOT/aX2WQhhBDiDZEE+R1kbGzM+++/z7fffktKSgo5OTnY2Njw6aef8t///hcDAwPmzJnDN998Q1BQEF5eXoSEhNCnT58SjTNy5EjS09Pp27cvWlpafPzxxwQEBJCRkaHRrk+fPjx8+BAPDw+0tbX54osvGDBgQLF9T548mfDwcAYNGoS1tTVr166lVq1aQH5t9O+//87YsWPp2LEj9+7do1KlSjRv3rzYpNDc3JwNGzYwadIkHj16hIODA2vXrsXZ2Znly5fj4eGhzOJev36drVu38tNPPxXqR0tLi4CAAJYvX17iBFmlUrFt2zbGjx9Pv379uHnzJlZWVnh5eVGhQgW0tbW5desWffr04fr165QvX56OHTsyefLkEo0jhBBCiDdHpf4nFJ2Kd5aPjw/16tUr0VLLKpWKjRs3lnjJ6r/jww8/pGnTpoVedfeuyczMxMzMjIyMDJlBFkIIIUqgJD9DpQZZ/Cs0bdqUHj16lHYYQgghhHgHSImF+Fd412eOhRBCCPH2SIIs/panF+54WVLVI4QQQoh/MimxEEIIIYQQ4ikyg/wPEhUVha+vL3fu3MHc3JywsDCGDRv2Su/j/V/xonvw7D37t6g9cSdaeoalHYYQ4h2XOr1NaYcgxD+SzCC/JteuXeOLL76gevXq6OvrU6FCBZo0acLixYs1ljt+06Kjo7GxsUGlUhW7TZo06a3F9Kx+/frx5ZdfKvE2a9YMCwsLDA0NcXBwoG/fvhor/hWncePGpKenv3ABESGEEEKIlyUzyK/BH3/8QZMmTTA3N2fatGnUqVMHPT09Tp06xQ8//EClSpX48MMP30osmzdvpl27dgQHByv71q1bR3BwMMnJyco+Y2PjEvWbk5NTaGnqV5Gbm0tERARbt24lMTGRli1b8vnnnzN//nwMDAw4f/4869evJzc396X609XVxcrK6m/H9bY8fvwYXV3d0g5DCCGEEMWQGeTXYNCgQejo6HD06FG6du2Kk5MT9vb2tG/fnq1bt9KuXTtSU1NRqVTEx8cr5929exeVSvXSD7olJCTg6+uLiYkJpqam1K9fn6NHj2q02bJlCx9++CFWVlbKZmZmhkql0tgXHh6Ok5MT+vr61KxZk0WLFil9FMS6bt06vL290dfXZ82aNQQGBtKhQwdmzZqFtbU15cqVY/DgweTk5CjnLlq0CAcHB2UWvXPnzhrxHThwgDJlytCgQQN27dqFlZUVM2bMoHbt2lSrVo2WLVuydOlSDAwMirwHN2/exN3dnYCAALKzs4mKikKlUiklGGFhYZibmxMREUGNGjUwNDSkc+fOPHjwgJUrV2JnZ0fZsmUZOnSoRhJuZ2fHV199RZ8+fTA2NsbW1pYtW7Zw8+ZN2rdvj7GxMS4uLoXud0xMDJ6enhgYGGBjY8PQoUO5f/++Rr9Tp06lT58+mJqaMmDAAB4/fsyQIUOwtrZGX18fW1tbQkJCirze7OxsMjMzNTYhhBBCvFmSIP9Nt27dYteuXQwePBgjI6Mi26hUqtcyVs+ePalcuTJxcXEcO3aMcePGaczqnjlzhhs3btCsWbNi+1mzZg3BwcF8/fXXJCUlMW3aNCZMmMDKlSs12o0bN44vvviCpKQk/P39AYiMjCQlJYXIyEhWrlxJWFgYYWFhABw9epShQ4cyZcoUkpOT2bFjB15eXhp9btmyhXbt2ikJe3p6Or///vtLXf/ly5fx9PSkdu3a/Prrr+jp6RXZ7sGDB8yfP5/w8HB27NhBVFQUAQEBbNu2jW3btrF69Wq+//57fv31V43zvv32W5o0acKJEydo06YNvXv3pk+fPvTq1Yvjx49TrVo1+vTpo7yFIyUlhZYtW9KpUydOnjzJunXriImJYciQIRr9zpo1i7p163LixAkmTJjA/Pnz2bJlCz///DPJycmsWbMGOzu7Iq8lJCQEMzMzZbOxsXmpeyWEEEKIVyclFn/ThQsXUKvV1KhRQ2N/+fLlefToEQCDBw/ms88++9tjpaWlMXr0aGrWrAmAg4ODxvHNmzfj7+//wv/CnzhxIrNnz6Zjx44AVK1alcTERL7//nv69u2rtBs2bJjSpkDZsmVZuHAh2tra1KxZkzZt2rB3714+/fRT0tLSMDIyom3btpiYmGBra4urq2uhGL/99lsAunTpws6dO/H29sbKyoqGDRvSvHlzZbb1acnJybRo0YKAgADmzp1b7C8dOTk5LF68mGrVqgHQuXNnVq9ezfXr1zE2NqZWrVr4+voSGRlJt27dlPNat27NwIEDAQgODmbx4sU0aNCALl26ADB27FgaNWrE9evXsbKyIiQkhJ49ezJs2DDl+5g/fz7e3t4sXrwYfX19AJo1a8bIkSOVcdLS0nBwcKBp06aoVCpsbW2fey1BQUGMGDFC+ZyZmSlJshBCCPGGyQzyG3LkyBHi4+NxdnYmOzv7tfQ5YsQI+vfvj5+fH9OnTyclJUXj+ObNm19Y63z//n1SUlL45JNPMDY2VravvvqqUH/u7u6Fznd2dkZbW1v5bG1tzY0bNwBo0aIFtra22Nvb07t3b9asWaPxgGJSUhJXr16lefPmAGhraxMaGsqVK1eYMWMGlSpVYtq0aTg7O5Oenq6c9/DhQzw9PenYsSPz5s174Yy8oaGhkhwDVKhQATs7O4266woVKihxF3BxcdE4DlCnTp1C+wrOS0hIICwsTOM++vv7k5eXx8WLF597HwMDA4mPj6dGjRoMHTqUXbt2Pfda9PT0MDU11diEEEII8WZJgvw3Va9eHZVKpfEAHIC9vT3Vq1dXamm1tPJv9dOLZDxdu/syJk2axJkzZ2jTpg379u2jVq1abNy4EYD09HSlNKA4WVlZACxdupT4+HhlO336NIcOHdJoW1TJyLMP6qlUKvLy8gAwMTHh+PHjrF27Fmtra4KDg6lbt65SH7xlyxZatGihzKwWqFSpEr1792bhwoWcOXOGR48esWTJEuW4np4efn5+RERE8Oeff77wPhUVY3FxF3VeQRJe1L6C87Kyshg4cKDGfUxISOD8+fMaCfqz99HNzY2LFy8ydepUHj58SNeuXQvVagshhBCi9EiJxd9Urlw5WrRowcKFC/n888+fW4dsaWkJ5CeyBWUHTz+w97IcHR1xdHRk+PDh9OjRg9DQUAICAvjtt99o3LgxFhYWxZ5foUIFKlasyB9//EHPnj1LPP6L6Ojo4Ofnh5+fHxMnTsTc3Jx9+/bRsWNHNm/ezIABA4o9v2zZslhbW2s86KalpcXq1av56KOP8PX1JSoqiooVK7722EvKzc2NxMREqlevXuJzTU1N6datG926daNz5860bNmS27dvv/D7K3B6sr/MJgshhBBviCTIr8GiRYto0qQJ7u7uTJo0CRcXF7S0tIiLi+Ps2bPUr18fAwMDGjZsyPTp06latSo3btxQ3gX8Mh4+fMjo0aPp3LkzVatW5cqVK8TFxdGpUyfg/95e8TImT57M0KFDMTMzo2XLlmRnZ3P06FHu3LmjUe9aUhEREfzxxx94eXlRtmxZtm3bRl5eHjVq1ODGjRscPXqULVu2KO2///574uPjCQgIoFq1ajx69IhVq1Zx5swZFixYoNG3trY2a9asoUePHjRr1oyoqKhSf73b2LFjadiwIUOGDKF///4YGRmRmJjI7t27Wbhw4XPPmzNnDtbW1ri6uqKlpcUvv/yClZXVv2qhEyGEEOKfTBLk16BatWqcOHGCadOmERQUxJUrV9DT06NWrVqMGjWKQYMGAbBixQo++eQT6tevT40aNZgxYwYffPDBS42hra3NrVu36NOnD9evX6d8+fJ07NiRyZMnc//+ffbu3cvcuXNfqq/+/ftjaGjIzJkzGT16NEZGRtSpU0d52OxVmZubs2HDBiZNmsSjR49wcHBg7dq1ODs7s3z5cjw8PChfvrzS3sPDg5iYGP7zn/9w9epVjI2NcXZ2ZtOmTXh7exfqX0dHh7Vr19KtWzclSS5NLi4uREdHM378eDw9PVGr1VSrVk3jwb+imJiYMGPGDM6fP4+2tjYNGjRg27ZtShmOEEIIIUqXSv10Uax4J23YsIEvv/ySxMTE0g7luT788EOaNm3KmDFjSjuUd1pmZiZmZmZkZGRIiYUQQghRAiX5GSpTVv8DjI2N+eabb0o7jGI1bdqUHj16lHYYQgghhBAvJDPIQrxDZAZZCCGEeDUygyyEEEIIIcQrkgRZvHZ2dnYvfGBQpVKxadOmtxKPEEIIIURJyFss3qDAwEBWrlxJSEgI48aNU/Zv2rSJgIAA3lZ1S8OGDalXr57G4htLlizhs88+IzQ0lMDAQI2YU1JS2L9//1uJTbya2hN3oqVnWNphCCHestTpxS8GJYR4PWQG+Q3T19fnm2++4c6dO6UWQ8HiGk+LjIzExsam0P6oqCiaNWv2SuM8fvz4FSP8ZyhqZcN3/ZqEEEIIUXKSIL9hfn5+WFlZERISUmy7mJgYPD09MTAwwMbGhqFDhyqryS1cuJDatWsrbTdt2oRKpdKYEfbz83vuwiO+vr4kJydz7do1ZV90dDTjxo3TSJAvXrzIpUuX8PX1BeDUqVM0a9YMAwMDypUrx4ABA5SlqiF/trlDhw58/fXXVKxYkRo1ahQ5/vnz5/Hy8kJfX59atWqxe/fuYu8FwK+//kqdOnWUsf38/JT7UTDu5MmTsbS0xNTUlP/85z8ayeyOHTto2rQp5ubmlCtXjrZt25KSkqIcT01NRaVSsW7dOry9vdHX12fNmjXPvabi7sXp06fR0tLi5s2bANy+fRstLS26d++ujPfVV1/RtGlTAO7cuUPPnj2xtLTEwMAABwcHQkNDX3hPhBBCCPF2SIL8hmlrazNt2jQWLFjAlStXimyTkpJCy5Yt6dSpEydPnmTdunXExMQwZMgQALy9vUlMTFQSsOjoaMqXL68ktzk5ORw8eBAfH58i+2/SpAllypQhMjISgMTERB4+fMgnn3zCrVu3uHjxIpA/q6yvr0+jRo24f/8+/v7+lC1blri4OH755Rf27NmjxFRg7969JCcns3v3biIiIgqNnZeXR8eOHdHV1eXw4cMsWbKEsWPHFnvP0tPT6dGjBx9//DFJSUlERUXRsWNHjZKUvXv3KsfWrl3Lhg0bmDx5snL8/v37jBgxgqNHj7J37160tLQICAggLy9PY6xx48bxxRdfkJSUhL+/f5HX9KJ74ezsTLly5YiOjgZg//79Gp8LvrOC72fChAkkJiayfft2kpKSWLx4scYCKk/Lzs4mMzNTYxNCCCHEmyUJ8lsQEBBAvXr1mDhxYpHHQ0JC6NmzJ8OGDcPBwYHGjRszf/58Vq1axaNHj6hduzYWFhZKwhUVFcXIkSOVz0eOHCEnJ4fGjRsX2b+RkREeHh5KQh0VFUXTpk3R09OjcePGGvsbNWqEnp4eP/30k7L0c+3atWnWrBkLFy5k9erVXL9+XaPvZcuW4ezsjLOzc6Gx9+zZw9mzZ1m1ahV169bFy8uLadOmFXu/0tPTefLkCR07dsTOzo46deowaNAgjI2NlTa6urqsWLECZ2dn2rRpw5QpU5g/f76SAHfq1ImOHTtSvXp16tWrx4oVKzh16lShxVSGDRtGx44dqVq1KtbW1kVe04vuhUqlwsvLS+M+9uvXj+zsbM6ePUtOTg4HDhxQVgdMS0vD1dUVd3d37Ozs8PPzo127dkXei5CQEMzMzJTNxsam2HsnhBBCiL9PEuS35JtvvmHlypUkJSUVOpaQkEBYWBjGxsbK5u/vT15eHhcvXtRIwO7evUtiYiKDBg1SErDo6GgaNGiAoeHzH9ry8fHRSOAKZjO9vb019heUVyQlJVG3bl2MjIyUPpo0aUJeXh7JycnKvjp16qCrq/vccZOSkrCxsaFixYrKvkaNGhV7r+rWrUvz5s2pU6cOXbp0YenSpYVquOvWratxvY0aNSIrK4vLly8D+WUdPXr0wN7eHlNTU+zs7ID85PRp7u7uhcZ/9ppe5l48fR+jo6Np1qyZ8p3FxcWRk5NDkyZNAPjss88IDw+nXr16jBkzhgMHDjz3XgQFBZGRkaFsBdcnhBBCiDdHEuS3xMvLC39/f4KCggody8rKYuDAgcTHxytbQkIC58+fp1q1asD/Jbj79+/H1dUVU1NTJQGLjo5WZiefx9fXl3PnzvHnn38SFRWltC9I7FJSUrh8+XKJH9B7Oml8XbS1tdm9ezfbt2+nVq1aLFiwgBo1aiilIC+jXbt23L59m6VLl3L48GEOHz4MFH7orqj4X+WafHx8SExM5Pz58yQmJtK0aVPlO4uOjsbd3V1J6Fu1asWlS5cYPnw4V69epXnz5owaNarIfvX09DA1NdXYhBBCCPFmyWve3qLp06dTr169Qg+zubm5kZiYSPXq1Z97rre3N8OGDeOXX35RZn99fHzYs2cPsbGxjBw5stixGzdujK6uLosWLeLRo0fUr18fgAYNGnDz5k1WrFihlGIAODk5ERYWxv3795WEMTY2Fi0trec+jFcUJycnLl++THp6ulLCcOjQoReep1KpaNKkCU2aNCE4OBhbW1s2btzIiBEjgPxZ94cPH2JgYKD0aWxsjI2NDbdu3SI5OZmlS5fi6ekJ5D8E+ape5l7UqVOHsmXL8tVXX1GvXj2MjY3x8fFR3mDybH24paUlffv2pW/fvnh6ejJ69GhmzZr10jGdnuwvybIQQgjxhsgM8ltUp04devbsyfz58zX2jx07lgMHDjBkyBDi4+M5f/48mzdv1nggzsXFhbJly/LTTz9pJMibNm0iOztb+e/75zEwMKBhw4YsWLCAJk2aoK2tDeTX8j69v0yZMgD07NkTfX19+vbty+nTp4mMjOTzzz+nd+/eVKhQ4aWv2c/PD0dHR/r27UtCQgL79+9n/PjxxZ5z+PBhpk2bxtGjR0lLS2PDhg3cvHkTJycnpc3jx4/55JNPSExMZNu2bUycOJEhQ4agpaVF2bJlKVeuHD/88AMXLlxg3759SmL9Kl7mXhSUwaxZs0b5flxcXMjOzmbv3r0aM/zBwcFs3ryZCxcucObMGSIiIjSuTQghhBClSxLkt2zKlCmF3qTg4uJCdHQ0586dw9PTE1dXV4KDgzXqdlUqFZ6enqhUKuV1YS4uLpiamuLu7v5SZQG+vr7cu3ev0Gymt7c39+7dU+qPAQwNDdm5cye3b9+mQYMGdO7cmebNm7Nw4cISXa+WlhYbN27k4cOHeHh40L9/f77++utizzE1NeX333+ndevWODo68uWXXzJ79mxatWqltGnevDkODg54eXnRrVs3PvzwQyZNmqSMGR4ezrFjx6hduzbDhw9n5syZJYr7aS97L7y9vcnNzVXur5aWFl5eXspseAFdXV2CgoJwcXHBy8sLbW1twsPDXzk+IYQQQrxeKvXbWs5NiNckMDCQu3fv/iuXqs7MzMTMzIyMjAwpsRBCCCFKoCQ/Q2UGWQghhBBCiKdIgiyEEEIIIcRT5C0W4p0TFhZW2iEIIYQQ4n+YzCCLN+7s2bM0bNgQfX196tWrR2pqKiqVivj4+NIOrViBgYF06NChtMMQQgghxFsmM8j/cCqVqtjjEydOVN7e8LapVCo2btz4wiRy4sSJGBkZkZycjLGxMffu3Xs7AT7Fx8eHevXqMXfu3Lc+9ptQe+JOtPSev3KiEP8LUqe3Ke0QhBD/UpIg/8Olp6crf163bh3BwcEaSz0bGxuXqL+cnBzlXcdvS0pKCm3atMHW1hagVBLkf4rc3FxUKhVaWvKfN0IIIcQ/lfyU/oezsrJSNjMzM1QqFVZWVpiYmODo6MiOHTs02m/atAkjIyPu3bunlDKsW7cOb29v9PX1WbNmDbdu3aJHjx5UqlQJQ0ND6tSpw9q1azX68fHxYejQoYwZMwYLCwusrKw0Zqrt7OwACAgIQKVSKZ+fpVKpOHbsGFOmTEGlUhWa7Var1VSvXr3QKnLx8fGoVCouXLgAwN27dxk4cCAVKlRAX1+f2rVrExERAfDC6wkMDCQ6Opp58+ahUqlQqVSkpqYCcObMGdq2bYupqSkmJiZ4enqSkpKiEcusWbOwtramXLlyDB48mJycHOVYdnY2o0aNolKlShgZGfH+++8TFRWlHA8LC8Pc3JwtW7ZQq1Yt9PT0SEtLIyoqCg8PD4yMjDA3N6dJkyZcunSpyHsohBBCiLdLEuR3lJGREd27dyc0NFRjf2hoKJ07d8bExETZN27cOL744guSkpLw9/dXlpreunUrp0+fZsCAAfTu3ZsjR45o9LVy5UqMjIw4fPgwM2bMYMqUKezevRuAuLg4Zbz09HTl87PS09NxdnZm5MiRpKenM2rUKI3jKpWKjz/+uMjr8PLyonr16uTl5dGqVStiY2P58ccfSUxMZPr06cpqgC+6nnnz5tGoUSM+/fRT0tPTSU9Px8bGhj///BMvLy/09PTYt28fx44d4+OPP+bJkydKHJGRkaSkpBAZGcnKlSsJCwvTeEhwyJAhHDx4kPDwcE6ePEmXLl1o2bIl58+fV9o8ePCAb775hmXLlnHmzBksLCzo0KED3t7enDx5koMHDzJgwIAiy2mys7PJzMzU2IQQQgjxZkmJxTusf//+NG7cmPT0dKytrblx4wbbtm1jz549Gu2GDRtGx44dNfY9nah+/vnn7Ny5k59//hkPDw9lv4uLCxMnTgTAwcGBhQsXsnfvXlq0aIGlpSUA5ubmWFlZPTdGKysrdHR0MDY2Vtr99ddfGm0CAwMJDg7myJEjeHh4kJOTw08//aTMKu/Zs4cjR46QlJSEo6MjAPb29sr5lSpVKvZ6zMzM0NXVxdDQUCPW7777DjMzM8LDw5Wyk4L+C5QtW5aFCxeira1NzZo1adOmDXv37uXTTz8lLS2N0NBQ0tLSlFUPR40axY4dOwgNDWXatGlAflnLokWLqFu3LgC3b98mIyODtm3bUq1aNYDnLjUdEhLC5MmTn3t/hRBCCPH6yQzyO8zDwwNnZ2dWrlwJwI8//oitrS1eXl4a7dzd3TU+5+bmMnXqVOrUqYOFhQXGxsbs3LmTtLQ0jXYuLi4anwuS8NetYsWKtGnThhUrVgDw22+/kZ2dTZcuXYD8covKlSsXSl5Lej3Pio+Px9PTs9iabGdnZ2WmGjTvwalTp8jNzcXR0RFjY2Nli46O1ijT0NXV1biXFhYWBAYG4u/vT7t27Zg3b55GrfnTgoKCyMjIULbLly8Xe01CCCGE+PskQX7H9e/fX/kv/9DQUPr161fov+qNjIw0Ps+cOZN58+YxduxYIiMjiY+Px9/fn8ePH2u0ezZxVKlU5OXlvf6LIP86wsPDefjwIaGhoXTr1g1Dw/y3NBgYGBR77stez7Ne1C8Ufw+ysrLQ1tbm2LFjxMfHK1tSUhLz5s3TGOfZ7yQ0NJSDBw/SuHFj1q1bh6OjI4cOHSo0vp6eHqamphqbEEIIId4sSZDfcb169eLSpUvMnz+fxMRE+vbt+8JzYmNjad++Pb169aJu3brY29tz7ty5Eo9dpkwZcnNzXyXsQlq3bo2RkRGLFy9mx44dfPzxx8oxFxcXrly58twYX+Z6dHV1C8Xq4uLC/v37NR66KwlXV1dyc3O5ceMG1atX19iKKzt5+vygoCAOHDhA7dq1+emnn14pDiGEEEK8XlKD/I4rW7YsHTt2ZPTo0XzwwQdUrlz5hec4ODjw66+/cuDAAcqWLcucOXO4fv06tWrVKtHYdnZ27N27lyZNmqCnp0fZsmVf9TLQ1tYmMDCQoKAgHBwcaNSokXLM29sbLy8vOnXqxJw5c6hevTpnz55FpVLRsmXLl7oeOzs7Dh8+TGpqKsbGxlhYWDBkyBAWLFhA9+7dCQoKwszMjEOHDuHh4UGNGjVeGLOjoyM9e/akT58+zJ49G1dXV27evMnevXtxcXGhTZui3+F68eJFfvjhBz788EMqVqxIcnIy58+fp0+fPi99v05P9pfZZCGEEOINkRnk/wGffPIJjx8/1ph1Lc6XX36Jm5sb/v7++Pj4YGVl9Uorxs2ePZvdu3djY2ODq6tric9/VsF19OvXr9Cx9evX06BBA3r06EGtWrUYM2aMMiP8MtczatQotLW1qVWrFpaWlqSlpVGuXDn27dtHVlYW3t7e1K9fn6VLl5boPdGhoaH06dOHkSNHUqNGDTp06EBcXBxVqlR57jmGhoacPXuWTp064ejoyIABAxg8eDADBw586XGFEEII8eao1Gq1urSDEH/P6tWrGT58OFevXkVXV7e0w3ll+/fvp3nz5ly+fJkKFSqUdjj/SJmZmZiZmZGRkSEzyEIIIUQJlORnqJRYvMMePHhAeno606dPZ+DAge9scpydnc3NmzeZNGkSXbp0keRYCCGEEKVKSizeYTNmzKBmzZpYWVkRFBRU2uG8srVr12Jra8vdu3eZMWNGaYcjhBBCiH85KbEQ4h0iJRZCCCHEqynJz1CZQRZCCCGEEOIpkiCLf5TAwMASvVEjNTUVlUpFfHz8G4sJ8hcI2bRpU5FjRkVFoVKpuHv37huNQQghhBBvhzyk9y/07Kpuz5o4cSKTJk16O8E8Y968ebzpqp+HDx9Svnx5EhISqF69urKvUqVKaGlp8eeff6Knp/fS/TVu3Jj09HTMzMzeVMiF1J64Ey09w7c2nnj3pE4v+j3cQgghXkwS5H+h9PR05c/r1q0jODiY5ORkZZ+xsbHyZ7VaTW5uLjo6b+evyttIMnfv3o2tra2SHEP+e5adnZ1Rq9Vs2rSJbt26vXR/urq6L7VynhBCCCHeDVJi8S9kZWWlbGZmZqhUKuXz2bNnMTExYfv27dSvXx89PT1iYmLIzs5m6NChvPfee+jr69O0aVPi4uKUPsPCwjA3N9cYZ9OmTRqz1ZMmTaJevXp8//332NjYYGhoSNeuXcnIyFDaPFtisWPHDpo2bYq5uTnlypWjbdu2pKSkPPfa7ty5Q8+ePbG0tMTAwAAHBwdCQ0M12mzevJkPP/xQY9/y5cvp1asXvXr1Yvny5SW5nUWWWMTExODp6YmBgQE2NjYMHTqU+/fvK8cXLVqEg4MD+vr6VKhQgc6dOxfZd3Z2NpmZmRqbEEIIId4sSZBFkcaNG8f06dNJSkrCxcWFMWPGsH79elauXMnx48epXr06/v7+3L59u0T9XrhwgZ9//pnffvuNHTt2cOLECQYNGvTc9vfv32fEiBEcPXqUvXv3oqWlRUBAAHl5eUW2nzBhAomJiWzfvp2kpCQWL15M+fLlleN5eXlERETQvn17ZV9KSgoHDx6ka9eudO3alf3793Pp0qUSXdfTUlJSaNmyJZ06deLkyZOsW7eOmJgYhgwZAsDRo0cZOnQoU6ZMITk5mR07duDl5VVkXyEhIZiZmSmbjY3NK8clhBBCiJcjJRaiSFOmTKFFixZAfpK6ePFiwsLCaNWqFQBLly5l9+7dLF++nNGjR790v48ePWLVqlVUqlQJgAULFtCmTRtmz55dZJlCp06dND6vWLECS0tLEhMTqV27dqH2aWlpuLq64u7uDoCdnZ3G8UOHDgHw/vvva/TZqlUrypYtC4C/vz+hoaGvXIcdEhJCz549GTZsGAAODg7Mnz8fb29vFi9eTFpaGkZGRrRt2xYTExNsbW2fu1R3UFAQI0aMUD5nZmZKkiyEEEK8YTKDLIpUkGBC/oxoTk4OTZo0UfaVKVMGDw8PkpKSStRvlSpVlOQYoFGjRuTl5WnUQD/t/Pnz9OjRA3t7e0xNTZWENy0trcj2n332GeHh4dSrV48xY8Zw4MABjeObN2+mbdu2aGnl/9XPzc1l5cqV9OrVS2nTq1cvwsLCnjtL/SIJCQmEhYVhbGysbP7+/uTl5XHx4kVatGiBra0t9vb29O7dmzVr1vDgwYMi+9LT08PU1FRjE0IIIcSbJQmyKJKRkVGJ2mtpaRV6+0ROTs7fjqNdu3bcvn2bpUuXcvjwYQ4fPgzA48ePi2zfqlUrLl26xPDhw7l69SrNmzdn1KhRyvEtW7Zo1B/v3LmTP//8k27duqGjo4OOjg7du3fn0qVL7N2795VizsrKYuDAgcTHxytbQkIC58+fp1q1apiYmHD8+HHWrl2LtbU1wcHB1K1bV14TJ4QQQvxDSImFeKFq1aqhq6tLbGwstra2QH7yGxcXp5QRWFpacu/ePe7fv68k10W9mzgtLY2rV69SsWJFIL/kQUtLixo1ahRqe+vWLZKTk1m6dCmenp5A/sNvL2JpaUnfvn3p27cvnp6ejB49mlmzZnH+/HkuXbqklI5A/sN53bt3Z/z48Rp9fP311yxfvlyj7ctyc3MjMTFR4y0Zz9LR0cHPzw8/Pz8mTpyIubk5+/bto2PHji81xunJ/jKbLIQQQrwhkiCLFzIyMuKzzz5j9OjRWFhYUKVKFWbMmMGDBw/45JNPgPyaXkNDQ/773/8ydOhQDh8+TFhYWKG+9PX16du3L7NmzSIzM5OhQ4fStWvXIuuPy5YtS7ly5fjhhx+wtrYmLS2NcePGFRtrcHAw9evXx9nZmezsbCIiInBycgLyyyv8/PwwNMx/f/DNmzf57bff2LJlS6F65j59+hAQEMDt27exsLAo0f0aO3YsDRs2ZMiQIfTv3x8jIyMSExPZvXs3CxcuJCIigj/++AMvLy/Kli3Ltm3byMvLK/KXBCGEEEK8fVJiIV7K9OnT6dSpE71798bNzY0LFy6wc+dO5cE2CwsLfvzxR7Zt20adOnVYu3ZtkQ+5Va9enY4dO9K6dWs++OADXFxcWLRoUZFjamlpER4ezrFjx6hduzbDhw9n5syZxcapq6tLUFAQLi4ueHl5oa2tTXh4OFD49W6rVq3CyMiI5s2bF+qnefPmGBgY8OOPP77sLVK4uLgQHR3NuXPn8PT0xNXVleDgYGXW3NzcnA0bNtCsWTOcnJxYsmQJa9euxdnZucRjCSGEEOL1U6nf9LJlQvx/kyZNYtOmTW98Weii/PXXX1hbW3PlyhUqVKjw1sd/XTIzMzEzMyMjI0NKLIQQQogSKMnPUJlBFv8Kt2/fZs6cOe90ciyEEEKIt0NqkMW/gqOjI46OjqUdhhBCCCHeAVJiIcQ7REoshBBCiFcjJRbinRMWFoa5uXlph1FiUVFRqFQqeYexEEII8T9ESixEIYGBgdy9e5dNmzZp7I+KisLX15c7d+78I5PZhw8fUr58eRISEoiJiaFfv36F2ujp6fHo0aNSiO71qj1xJ1p6hqUdhvgHS53eprRDEEKId5YkyOJ/xu7du7G1taV69erExMRgampaaAlrlUpVStEJIYQQ4l0hJRbildy6dYsePXpQqVIlDA0NlXcfF4iIiMDc3Jzc3Fwgf1U9lUqlsdBH//796dWrV5H937x5E3d3dwICAsjOzubOnTv07NkTS0tLDAwMcHBwIDQ0VOOcZ99zrFKpsLKy0tiefovFjh07aNq0Kebm5pQrV462bduSkpKi0eeBAweoV68e+vr6uLu7s2nTJlQqVbGvqouJicHT0xMDAwNsbGwYOnQo9+/fV44vWrQIBwcH9PX1qVChAp07dy7mTgshhBDibZMEWbySR48eUb9+fbZu3crp06cZMGAAvXv35siRIwB4enpy7949Tpw4AUB0dDTly5cnKipK6SM6OhofH59CfV++fBlPT09q167Nr7/+ip6eHhMmTCAxMZHt27eTlJTE4sWLKV++vHJOXl4eERERtG/f/qWv4f79+4wYMYKjR4+yd+9etLS0CAgIIC8vD8gv5m/Xrh116tTh+PHjTJ06lbFjxxbbZ0pKCi1btqRTp06cPHmSdevWERMTw5AhQwA4evQoQ4cOZcqUKSQnJ7Njxw68vLye2192djaZmZkamxBCCCHeLCmxEEWKiIjA2NhYY1/BbDBApUqVGDVqlPL5888/Z+fOnfz88894eHhgZmZGvXr1iIqKwt3dnaioKIYPH87kyZPJysoiIyODCxcu4O3trTFGcnIyLVq0ICAggLlz5yolEWlpabi6uuLu7g6AnZ2dxnmHDh0C8pe8LpCRkVHoGjw9Pdm+fTsAnTp10ji2YsUKLC0tSUxMpHbt2vz000+oVCqWLl2Kvr4+tWrV4s8//+TTTz997n0LCQmhZ8+eDBs2DAAHBwfmz5+Pt7c3ixcvJi0tDSMjI9q2bYuJiQm2tra4uroW29/kyZOfe1wIIYQQr5/MIIsi+fr6Eh8fr7EtW7ZMOZ6bm8vUqVOpU6cOFhYWGBsbs3PnTtLS0pQ23t7eREVFoVar2b9/Px07dsTJyYmYmBiio6OpWLEiDg4OSvuHDx/i6elJx44dmTdvnka98GeffUZ4eDj16tVjzJgxHDhwQCPezZs307ZtW7S0/u+vtImJSbHXcP78eXr06IG9vT2mpqZK0l1wDcnJybi4uKCvr6+c4+HhUex9S0hIICwsDGNjY2Xz9/cnLy+Pixcv0qJFC2xtbbG3t6d3796sWbOGBw8ePLe/oKAgMjIylO3y5cvFji+EEEKIv09mkEWRjIyMqF69usa+K1euKH+eOXMm8+bNY+7cudSpUwcjIyOGDRvG48ePlTY+Pj6sWLGChIQEypQpQ82aNfHx8SEqKoo7d+4Umj3W09PDz8+PiIgIRo8eTaVKlZRjrVq14tKlS2zbto3du3fTvHlzBg8ezKxZswDYsmUL06dP1+hPS0ur0DU8rV27dtja2rJ06VIqVqxIXl4etWvX1riGksrKymLgwIEMHTq00LEqVaqgq6vL8ePHiYqKYteuXQQHBzNp0iTi4uKKfDOInp4eenp6rxyPEEIIIUpOZpDFK4mNjaV9+/b06tWLunXrYm9vz7lz5zTaFNQhf/vtt0oyXJAgR0VFFao/1tLSYvXq1dSvXx9fX1+uXr2qcdzS0pK+ffvy448/MnfuXH744Qcgfyb40qVLtGjR4qXjv3XrFsnJyXz55Zc0b94cJycn7ty5o9GmRo0anDp1iuzsbGVfXFxcsf26ubmRmJhI9erVC226uroA6Ojo4Ofnx4wZMzh58iSpqans27fvpWMXQgghxJslM8jilTg4OPDrr79y4MABypYty5w5c7h+/Tq1atVS2pQtWxYXFxfWrFnDwoULAfDy8qJr167k5OQUmkEG0NbWZs2aNfTo0YNmzZoRFRWFlZUVwcHB1K9fH2dnZ7Kzs4mIiMDJyQnIL6/w8/PD0FDzvcBqtZpr164VGuO9996jbNmylCtXjh9++AFra2vS0tI03rAB8NFHHzF+/HgGDBjAuHHjSEtLU2asn/e6uLFjx9KwYUOGDBlC//79MTIyIjExkd27d7Nw4UIiIiL4448/8PLyomzZsmzbto28vDxq1KhRgrsPpyf7y0p6QgghxBsiM8jilXz55Ze4ubnh7++Pj48PVlZWdOjQoVA7b29vcnNzldliCwsLatWqhZWV1XOTQh0dHdauXYuzszPNmjXjxo0b6OrqEhQUhIuLC15eXmhraxMeHg4Ufr1bgczMTKytrQttN27cQEtLi/DwcI4dO0bt2rUZPnw4M2fO1Djf1NSU3377jfj4eOrVq8f48eMJDg4G0KhLfpqLiwvR0dGcO3cOT09PXF1dCQ4OpmLFigCYm5uzYcMGmjVrhpOTE0uWLFGuVQghhBD/DCq1Wq0u7SCEeFV//fUX1tbWXLlyReMdx2/KmjVr6NevHxkZGRgYGLzx8Z5VknXkhRBCCPF/SvIzVEosxDvt9u3bzJkz540lx6tWrcLe3p5KlSqRkJDA2LFj6dq1a6kkx0IIIYR4OyRBFu80R0dHHB0d31j/165dIzg4mGvXrmFtbU2XLl34+uuv39h4QgghhCh9UmIhxDtESiyEEEKIV1OSn6HykN7/5+Pjo6x+9jpMmjSJevXqvbb+/klSU1NRqVTEx8f/T4zzImFhYRrvKH72uw0MDCzyAUUhhBBCvJv+dSUWgYGBrFy5stD+w4cPK68Ne5c8fPiQ8uXLk5CQQExMDP369SvURk9Pj0ePHpVCdH+PjY0N6enplC9f/rX2u3LlSpYuXUpMTIyyb+3atfTq1Yv//Oc/fPfddyXqb968ebzt/4ipPXEnWnqGL24o/uekTm9T2iEIIcT/vH/lDHLLli1JT0/X2OrXr4+JiUlph1Ziu3fvxtbWVlkxztTUtNC1Xbp0qZSjfDXa2tpYWVmho/N6f48r6rVwy5cvZ8yYMaxdu7bEv0yYmZkVuQqeEEIIId5N/8oEWU9PDysrK42tefPmGiUWdnZ2TJs2jY8//hgTExOqVKmirNxW4MqVK/To0QMLCwuMjIxwd3fn8OHDGm1Wr16NnZ0dZmZmdO/enXv37inH8vLyCAkJoWrVqhgYGFC3bl1+/fVX5fidO3fo2bMnlpaWGBgY4ODgQGhoqEb/zyZ7KpWq0LU9/YYHOzs75s6dq9FHvXr1mDRpkkYfixcvplWrVhgYGGBvb68RV4E//vgDX19fDA0NqVu3LgcPHtQ4vn79epydndHT08POzo7Zs2drHH/RPX62xCI3N5dPPvlEuV81atRg3rx5Gn1GRUXh4eGBkZER5ubmNGnSROMXhEePHrFr1y6Ne3bx4kUOHDjAuHHjcHR0ZMOGDYWutTjPlli8ju9VCCGEEKXnX5kgv6zZs2fj7u7OiRMnGDRoEJ999hnJyckAZGVl4e3tzZ9//smWLVtISEhgzJgx5OXlKeenpKSwadMmIiIiiIiIIDo6munTpyvHQ0JCWLVqFUuWLOHMmTMMHz6cXr16ER0dDcCECRNITExk+/btJCUlsXjxYo1yg7y8PCIiImjfvv1rv/YJEybQqVMnEhIS6NmzJ927dycpKUmjzfjx4xk1ahTx8fE4OjrSo0cPnjx5AsCxY8fo2rUr3bt359SpU0yaNIkJEyYQFham0Udx9/hZeXl5VK5cmV9++YXExESCg4P573//y88//wzAkydP6NChA97e3pw8eZKDBw8yYMAAjVXv9u7dS6VKlahZs6ayLzQ0lDZt2mBmZkavXr1Yvnz537p3f/d7fVp2djaZmZkamxBCCCHerH9dDTJAREQExsbGyudWrVoV2a5169YMGjQIyF9C+NtvvyUyMpIaNWrw008/cfPmTeLi4rCwsABQyhwK5OXlERYWppRu9O7dm7179/L111+TnZ3NtGnT2LNnD40aNQLA3t6emJgYvv/+e7y9vUlLS8PV1RV3d3cgf8b1aYcOHQLg/fffV/ZlZGRoXBuAp6cn27dvL9E96tKlC/379wdg6tSp7N69mwULFrBo0SKlzahRo2jTJr8ecvLkyTg7O3PhwgVq1qzJnDlzaN68ORMmTADyX8eWmJjIzJkzCQwMfKl7/KwyZcowefJk5XPVqlU5ePAgP//8M127diUzM5OMjAzatm1LtWrVAArVlT87417wHS1YsACA7t27M3LkSC5evEjVqlVLdM+A1/K9Pi0kJETjmoUQQgjx5v0rE2RfX18WL16sfDYyMqJHjx6F2rm4uCh/LihduHHjBgDx8fG4uroqyXFR7OzsNOqaC5Y5Brhw4QIPHjygRYsWGuc8fvwYV1dXAD777DM6derE8ePH+eCDD+jQoQONGzdW2m7evJm2bduipfV//xFgYmLC8ePHNfp8lUUtCpK7pz8/+zaJp++PtbU1ADdu3KBmzZokJSUVmtlu0qQJc+fOJTc3F21t7UJ9PHuPi/Ldd9+xYsUK0tLSePjwIY8fP1beKGFhYUFgYCD+/v60aNECPz8/unbtqsSmVqv57bfflBlnyK/hvn//Pq1btwagfPnytGjRghUrVjB16tSXuVUaXsf3+rSgoCBGjBihfM7MzMTGxqbEcQkhhBDi5f0rE2QjI6NCs71FKVOmjMZnlUqllFC8TNJZ3PlZWVkAbN26lUqVKmm009PTA/Jnti9dusS2bdvYvXs3zZs3Z/DgwcyaNQuALVu2aJRsAGhpaRV7bVpaWoXeuJCTk/PCaynK09dXUMbwdIlJSfso6Od5fYSHhzNq1Chmz55No0aNMDExYebMmRp136GhoQwdOpQdO3awbt06vvzyS3bv3k3Dhg05cuQIT5480UhGly9fzu3btzW+z7y8PE6ePMnkyZM1fvl4Ga/je332nILzhBBCCPF2SA3yK3JxcSE+Pp7bt2+/0vm1atVCT0+PtLQ0qlevrrE9PUNoaWlJ3759+fHHH5k7d67yENv58+e5dOlSoZnKF7G0tCQ9PV35nJmZycWLFwu1KyjfePpzSV6D5+TkRGxsrMa+2NhYHB0dldnjkoqNjaVx48YMGjQIV1dXqlevTkpKSqF2rq6uBAUFceDAAWrXrs1PP/0E5M+4t2nTRhn/1q1bbN68mfDwcOLj45XtxIkT3Llzh127dpU4xr/7vQohhBCi9P0rZ5Bfhx49ejBt2jQ6dOhASEgI1tbWnDhxgooVKxYqTyiKiYkJo0aNYvjw4eTl5dG0aVMyMjKIjY3F1NSUvn37EhwcTP369XF2diY7O5uIiAglSd28eTN+fn4YGmq+C1etVnPt2rVC47333ntoaWnRrFkzwsLCaNeuHebm5gQHBxeZsP7yyy+4u7vTtGlT1qxZw5EjR0r08NrIkSNp0KABU6dOpVu3bhw8eJCFCxdq1DCXlIODA6tWrWLnzp1UrVqV1atXExcXp9QKX7x4kR9++IEPP/yQihUrkpyczPnz5+nTpw+QP+M+ZcoUpb/Vq1dTrlw5unbtqvEgH+TXRi9fvpyWLVuWKMa/+72+rNOT/WUlPSGEEOINkQT5Fenq6rJr1y5GjhxJ69atefLkCbVq1SrRIhNTp07F0tKSkJAQ/vjjD8zNzXFzc+O///2vMkZQUBCpqakYGBjg6elJeHg4kJ8g9+3bt1CfmZmZSs3t09LT07GysiIoKIiLFy/Stm1bzMzMmDp1apEzyJMnTyY8PJxBgwZhbW3N2rVrqVWr1ktfm5ubGz///DPBwcFMnToVa2trpkyZovGAXkkNHDiQEydO0K1bN1QqFT169GDQoEHKA4iGhoacPXuWlStXcuvWLaytrRk8eDADBw4kJSWFCxcu4O/vr/S3YsUKAgICCiXHAJ06daJ379789ddfJY7z73yvQgghhCh9KvXbXgJM/G1//fUX1tbWXLlyReMdx6+LSqVi48aN/1PLJ8+ZM4c9e/awbdu20g7lbynJOvJCCCGE+D8l+RkqNcjvoNu3bzNnzpw3khz/r6pcuTJBQUGlHYYQQggh3gFSYvEOcnR0xNHRsbTDeKd07dq1tEMQQgghxDtCEmRRiFTdCCGEEOLfTEoshBBCCCGEeIokyOKd4OPjw7Bhw97qmHZ2dsydO/etjimEEEKI0iclFuK5lixZwujRo7lz5w46Ovl/VbKysihbtixNmjQhKipKaRsVFYWvry8XLlygWrVqpRTxv0ftiTvR0jN8cUPxTkmd3qa0QxBCCIHMIIti+Pr6kpWVxdGjR5V9+/fvx8rKisOHD/Po0SNlf2RkJFWqVJHkuBiPHz8u7RCEEEII8RIkQRbPVaNGDaytrQvNFLdv356qVatqLEddMIOcnZ3N0KFDee+999DX16dp06bExcVp9BsdHY2Hhwd6enpYW1szbtw4njx5ohy/f/8+ffr0wdjYGGtra2bPnl0oNjs7O6ZOnUqPHj0wMjKiUqVKhRZpuXv3Lv3798fS0hJTU1OaNWtGQkKCRpvffvuNBg0aoK+vT/ny5QkICHju/Vi2bBnm5ubs3bsXgNOnT9OqVSuMjY2pUKFCoYVFfHx8GDJkCMOGDaN8+fL4+/ujVquZNGkSVapUQU9Pj4oVKzJ06NBivgUhhBBCvG2SIIti+fr6EhkZqXyOjIzEx8cHb29vZf/Dhw85fPgwvr6+jBkzhvXr17Ny5UqOHz9O9erV8ff35/bt2wD8+eeftG7dmgYNGpCQkMDixYtZvnw5X331lTLG6NGjiY6OZvPmzezatYuoqCiOHz9eKLaZM2dSt25dTpw4wbhx4/jiiy/YvXu3crxLly7cuHGD7du3c+zYMdzc3GjevLkSy9atWwkICKB169acOHGCvXv34uHhUeR9mDFjBuPGjWPXrl00b96cu3fv0qxZM1xdXTl69Cg7duzg+vXrhV4nt3LlSnR1dYmNjWXJkiWsX7+eb7/9lu+//57z58+zadMm6tSp89z7n52dTWZmpsYmhBBCiDdLVtITxVq2bBnDhg3j7t27PHz4EAsLC65evcqePXtYsmQJ0dHR7Nu3j+bNm5OamoqDgwNhYWF89NFHAOTk5GBnZ8ewYcMYPXo048ePZ/369SQlJSlLPC9atIixY8eSkZHBgwcPKFeuHD/++CNdunQB8hdGqVy5MgMGDFAemrOzs8PJyUlZZhqge/fuZGZmsm3bNmJiYmjTpg03btxAT09PaVO9enXGjBnDgAEDaNy4Mfb29vz4449FXntB3Onp6axevZrdu3fj7OwMwFdffcX+/fvZuXOn0v7KlSvY2NiQnJyMo6MjPj4+ZGZmaiT3c+bM4fvvv+f06dOUKVPmhfd/0qRJTJ48udB+m2E/Sw3y/yCpQRZCiDdHVtITr42Pjw/3798nLi6O/fv34+joiKWlJd7e3kodclRUFPb29mRkZJCTk0OTJk2U88uUKYOHhwdJSUkAJCUl0ahRIyU5BmjSpAlZWVlcuXKFlJQUHj9+zPvvv68ct7CwoEaNGoVia9SoUaHPBeMkJCSQlZVFuXLlMDY2VraLFy+SkpICQHx8PM2bNy/2+mfPns3SpUuJiYlRkuOC/iMjIzX6rlmzJoDSP0D9+vU1+uvSpQsPHz7E3t6eTz/9lI0bN2qUlzwrKCiIjIwMZbt8+XKx8QohhBDi75O3WIhiVa9encqVKxMZGcmdO3fw9vYGoGLFitjY2HDgwAEiIyNp1qxZKUeqKSsrq1D9dAFzc3MADAwMXtiPp6cnW7du5eeff2bcuHEa/bdr145vvvmm0DnW1tbKn42MjDSOFcww79mzh927dzNo0CBmzpxJdHR0kTPKenp6GjPgQgghhHjzJEEWL+Tr60tUVBR37txh9OjRyn4vLy+2b9/OkSNH+Oyzz6hWrZpSb2trawvkl1jExcUp7zB2cnJi/fr1qNVqZRY5NjYWExMTKleujIWFBWXKlOHw4cNUqVIFgDt37nDu3DklOS/w9EOCBZ+dnJwAcHNz49q1a+jo6GBnZ1fkdbm4uLB371769ev33Gv38PBgyJAhtGzZEh0dHUaNGqX0v379euzs7JRX4L0sAwMD2rVrR7t27Rg8eDA1a9bk1KlTuLm5vXQfpyf7v/C/h4QQQgjxaqTEQryQr68vMTExxMfHaySp3t7efP/99zx+/BhfX1+MjIz47LPPGD16NDt27CAxMZFPP/2UBw8e8MknnwAwaNAgLl++zOeff87Zs2fZvHkzEydOZMSIEWhpaWFsbMwnn3zC6NGj2bdvH6dPnyYwMBAtrcJ/VWNjY5kxYwbnzp3ju+++45dffuGLL74AwM/Pj0aNGtGhQwd27dpFamoqBw4cYPz48cpr6yZOnMjatWuZOHEiSUlJnDp1qsgZ4caNG7Nt2zYmT56s1EAPHjyY27dv06NHD+Li4khJSWHnzp3069eP3Nzc597LsLAwli9fzunTp/njjz/48ccfMTAwUH6hEEIIIUTpkxlk8UK+vr48fPiQmjVrUqFCBWW/t7c39+7dU14HBzB9+nTy8vLo3bs39+7dw93dnZ07d1K2bFkAKlWqxLZt2xg9ejR169bFwsKCTz75hC+//FLpd+bMmUoJg4mJCSNHjiQjI6NQXCNHjuTo0aNMnjwZU1NT5syZg7+/PwAqlYpt27Yxfvx4+vXrx82bN7GyssLLy0u5Bh8fH3755RemTp3K9OnTMTU1xcvLq8h70LRpU7Zu3Urr1q3R1tbm888/JzY2lrFjx/LBBx+QnZ2Nra0tLVu2LDKZL2Bubs706dMZMWIEubm51KlTh99++41y5cqV8FsRQgghxJsib7EQ76SCN0y87eWnS1tJnsAVQgghxP+Rt1gIIYQQQgjxiiRBFkIIIYQQ4ilSgyzeSampqaUdghBCCCH+R8kMshBCCCGEEE+RGWTxxjz7IJ1KpWLjxo106NDhtY3h4+NDvXr1lNevvQmBgYHcvXuXTZs2FTlmaTwwWHviTllq+h0iS0gLIcS7RWaQ/2WuXbvG559/jr29PXp6etjY2NCuXTv27t37xsdOT0+nVatWb3ycF+nXr5/Ga+UABg4ciLa2Nr/88kuJ+4uLi2PAgAGvKzwhhBBClDJJkP9FUlNTqV+/Pvv27WPmzJmcOnWKHTt24Ovry+DBg1+pz9zcXPLy8l6qrZWVVakvm5ybm0tERAQffvihsu/BgweEh4czZswYVqxYUeI+LS0tMTSU2VwhhBDif4UkyP8igwYNQqVSceTIETp16oSjoyPOzs6MGDFCWbZ5zpw51KlTByMjI2xsbBg0aBBZWVlKH2FhYZibm7NlyxZq1aqFnp4eaWlp3Lhxg3bt2mFgYEDVqlVZs2ZNofFVKpVSppCamopKpWLDhg34+vpiaGhI3bp1OXjwoNL+1q1b9OjRg0qVKmFoaEidOnVYu3Ztsde4aNEiHBwc0NfXp0KFCnTu3Fnj+IEDByhTpgwNGjRQ9v3yyy/UqlWLcePG8fvvv3P58uUS3Vc7OzuNEo+7d+/Sv39/LC0tMTU1pVmzZiQkJCjHExIS8PX1xcTEBFNTU+rXr6+s7ves7OxsMjMzNTYhhBBCvFmSIP9L3L59mx07djB48GCMjIwKHTc3NwdAS0uL+fPnc+bMGVauXMm+ffsYM2aMRtsHDx7wzTffsGzZMs6cOcN7771HYGAgly9fJjIykl9//ZVFixZx48aNF8Y1fvx4Ro0aRXx8PI6OjvTo0YMnT54A8OjRI+rXr8/WrVs5ffo0AwYMoHfv3hw5cqTIvo4ePcrQoUOZMmUKycnJ7Nixo9DKeFu2bKFdu3aoVCpl3/Lly+nVqxdmZma0atWKsLCwF8ZdnC5dunDjxg22b9/OsWPHcHNzo3nz5ty+fRuAnj17UrlyZeLi4jh27Bjjxo2jTJkyRfYVEhKCmZmZstnY2Pyt2IQQQgjxYvKQ3r/EhQsXUKvV1KxZs9h2Tz9oZmdnx1dffcV//vMfFi1apOzPyclh0aJF1K1bF4Bz586xfft2jhw5oszMLl++HCcnpxfGNWrUKNq0yX+AafLkyTg7O3PhwgVq1qxJpUqVGDVqlNL2888/Z+fOnfz88894eHgU6istLQ0jIyPatm2LiYkJtra2uLq6arTZvHkz3377rfL5/PnzHDp0iA0bNgDQq1cvRowYwZdffqmRRL+smJgYjhw5wo0bN5RyklmzZrFp0yZ+/fVXBgwYQFpaGqNHj1a+CwcHh+f2FxQUxIgRI5TPmZmZkiQLIYQQb5jMIP9LvOyK4nv27KF58+ZUqlQJExMTevfuza1bt3jw4IHSRldXFxcXF+VzUlISOjo61K9fX9lXs2ZNZVa6OE/3Y21tDaDMPOfm5jJ16lTq1KmDhYUFxsbG7Ny5k7S0tCL7atGiBba2ttjb29O7d2/WrFmjEXdSUhJXr16lefPmyr4VK1bg7+9P+fLlAWjdujUZGRns27fvhbEXJSEhgaysLMqVK4exsbGyXbx4kZSUFABGjBhB//798fPzY/r06cr+oujp6WFqaqqxCSGEEOLNkgT5X8LBwQGVSsXZs2ef2yY1NZW2bdvi4uLC+vXrOXbsGN999x0Ajx8/VtoZGBi80uxqUZ4uLSjos+Chv5kzZzJv3jzGjh1LZGQk8fHx+Pv7a8TyNBMTE44fP87atWuxtrYmODiYunXrcvfuXSC/vKJFixbo6+sD+Qn4ypUr2bp1Kzo6Oujo6GBoaMjt27df6WE9gKysLKytrYmPj9fYkpOTGT16NACTJk3izJkztGnThn379lGrVi02btz4SuMJIYQQ4vWTEot/CQsLC/z9/fnuu+8YOnRooTrku3fvcuzYMfLy8pg9ezZaWvm/O/38888v7LtmzZo8efKEY8eOKSUWycnJSmL6qmJjY2nfvj29evUC8hPnc+fOUatWreeeo6Ojg5+fH35+fkycOBFzc3P27dtHx44d2bx5s8br2LZt28a9e/c4ceIE2trayv7Tp0/Tr18/7t69+1Kz4E9zc3Pj2rVr6OjoYGdn99x2jo6OODo6Mnz4cHr06EFoaCgBAQEvPc7pyf4ymyyEEEK8ITKD/C/y3XffkZubi4eHB+vXr+f8+fMkJSUxf/58GjVqRPXq1cnJyWHBggX88ccfrF69miVLlryw3xo1atCyZUsGDhzI4cOHOXbsGP3798fAwOBvxevg4MDu3bs5cOAASUlJDBw4kOvXrz+3fUREBPPnzyc+Pp5Lly6xatUq8vLyqFGjBjdu3ODo0aO0bdtWab98+XLatGlD3bp1qV27trJ17doVc3PzIt/E8SJ+fn40atSIDh06sGvXLlJTUzlw4ADjx4/n6NGjPHz4kCFDhhAVFcWlS5eIjY0lLi7upeq1hRBCCPF2SIL8L2Jvb8/x48fx9fVl5MiR1K5dmxYtWrB3714WL15M3bp1mTNnDt988w21a9dmzZo1hISEvFTfoaGhVKxYEW9vbzp27MiAAQN47733/la8X375JW5ubvj7++Pj44OVlVWxq/CZm5uzYcMGmjVrhpOTE0uWLGHt2rU4Ozvz22+/4eHhodQaX79+na1bt9KpU6dC/WhpaREQEMDy5ctLHLNKpWLbtm14eXnRr18/HB0d6d69O5cuXaJChQpoa2tz69Yt+vTpg6OjI127dqVVq1ZMnjy5xGMJIYQQ4s1QqV/26S0h3mEffvghTZs2LfTKundNZmYmZmZmZGRkSImFEEIIUQIl+RkqM8jiX6Fp06b06NGjtMMQQgghxDtAZpCFeIfIDLIQQgjxamQGWQghhBBCiFckCbLQEBUVhUql+tuvaHsVdnZ2zJ07962P+yJhYWEar3ubNGkS9erVUz4HBgYW+/CgEEIIId4t8h7kf5EXLe4xceJEfHx83k4wpWjlypUsXbqUmJgYZd/atWvp1asX//nPf5TFUV7WvHnzXnqlwtel9sSdaOkZvtUxxatLnd6mtEMQQghRAjKD/C+Snp6ubHPnzsXU1FRj36hRo16p3+etbPdPtXnzZj788EONfcuXL2fMmDGsXbuWR48elag/MzOzEi8oIoQQQoh/LkmQ/0WsrKyUzczMDJVKpbHP2NhYaXvs2DHc3d0xNDSkcePGJCcnK8cKSgyWLVtG1apVlaWbiyqRqFevHpMmTQJArVYzadIkqlSpgp6eHhUrVmTo0KEa7R88eMDHH3+MiYkJVapU4YcfftA4fvnyZWUhDwsLC9q3b09qaqpyPCoqCg8PD4yMjDA3N6dJkyZcunRJOf7o0SN27dqlkSBfvHiRAwcOMG7cOBwdHdmwYUOJ7uuzJRZ5eXmEhIRQtWpVDAwMqFu3Lr/++qty/M6dO/Ts2RNLS0sMDAxwcHAgNDS0yL6zs7PJzMzU2IQQQgjxZkmCLIo0fvx4Zs+ezdGjR9HR0eHjjz/WOH7hwgXWr1/Phg0biI+Pf6k+169fz7fffsv333/P+fPn2bRpE3Xq1NFoM3v2bNzd3Tlx4gSDBg3is88+U5LznJwc/P39MTExYf/+/cTGxmJsbEzLli15/PgxT548oUOHDnh7e3Py5EkOHjzIgAEDNEpL9u7dS6VKlahZs6ayLzQ0lDZt2mBmZkavXr1eaYGQp4WEhLBq1SqWLFnCmTNnGD58OL169SI6OhqACRMmkJiYyPbt20lKSmLx4sXKAiZF9WVmZqZsNjY2fys2IYQQQryY1CCLIn399dd4e3sDMG7cONq0acOjR4+U2eLHjx+zatUqLC0tX7rPtLQ0rKys8PPzo0yZMlSpUgUPDw+NNq1bt2bQoEEAjB07lm+//ZbIyEhq1KjBunXryMvLY9myZUrSGxoairm5OVFRUbi7u5ORkUHbtm2pVq0aQKElnJ8tr8jLyyMsLIwFCxYA0L17d0aOHMnFixepWrVqSW4ZkD/jO23aNPbs2UOjRo2A/BUMY2Ji+P777/H29iYtLQ1XV1fc3d2B/Jn35wkKCmLEiBHK58zMTEmShRBCiDdMZpBFkVxcXJQ/W1tbA3Djxg1ln62tbYmSY4AuXbrw8OFD7O3t+fTTT9m4cSNPnjx57rgFJSAF4yYkJHDhwgVMTEwwNjbG2NgYCwsLHj16REpKChYWFgQGBuLv70+7du2YN28e6enpSn9qtZrffvtNI0HevXs39+/fp3Xr1gCUL1+eFi1asGLFihJdW4ELFy7w4MEDWrRoocRobGzMqlWrSElJAeCzzz4jPDycevXqMWbMGA4cOPDc/vT09DA1NdXYhBBCCPFmSYIsilSmTBnlzwWztXl5eco+IyOjQudoaWkVeptDTk6O8mcbGxuSk5NZtGgRBgYGDBo0CC8vL402T49bMHbBuFlZWdSvX5/4+HiN7dy5c3z00UdA/ozywYMHady4MevWrcPR0ZFDhw4BcOTIEZ48eULjxo2V/pcvX87t27cxMDBAR0cHHR0dtm3bxsqVKzWu92VlZWUBsHXrVo0YExMTlTrkVq1acenSJYYPH87Vq1dp3rz5Kz8gKYQQQojXT0osxGtjaWmpMWObmZnJxYsXNdoYGBjQrl072rVrx+DBg6lZsyanTp3Czc3thf27ubmxbt063nvvvWJnUl1dXXF1dSUoKIhGjRrx008/0bBhQzZv3kybNm3Q1tYG4NatW2zevJnw8HCcnZ2V83Nzc2natCm7du2iZcuWJboHtWrVQk9Pj7S0NKVEpSiWlpb07duXvn374unpyejRo5k1a9ZLj3N6sr/MJgshhBBviCTI4rVp1qwZYWFhtGvXDnNzc4KDg5VkFPIX3MjNzeX999/H0NCQH3/8EQMDA2xtbV+q/549ezJz5kzat2/PlClTqFy5MpcuXWLDhg2MGTOGnJwcfvjhBz788EMqVqxIcnIy58+fp0+fPgBs2bKFKVOmKP2tXr2acuXK0bVr10LviG7dujXLly8vcYJsYmLCqFGjGD58OHl5eTRt2pSMjAxiY2MxNTWlb9++BAcHU79+fZydncnOziYiIqJQrbQQQgghSo8kyOK1CQoK4uLFi7Rt2xYzMzOmTp2qMYNsbm7O9OnTGTFiBLm5udSpU4fffvuNcuXKvVT/hoaG/P7774wdO5aOHTty7949KlWqRPPmzTE1NeXhw4ecPXuWlStXcuvWLaytrRk8eDADBw4kJSWFCxcu4O/vr/S3YsUKAgICilxApVOnTvTu3Zu//vqrxPdh6tSpWFpaEhISwh9//IG5uTlubm7897//BUBXV5egoCBSU1MxMDDA09OT8PDwEo8jhBBCiDdDpX7bS4AJUQrmzJnDnj172LZtW2mH8rdkZmZiZmZGRkaGlFgIIYQQJVCSn6HykJ74V6hcuTJBQUGlHYYQQggh3gFSYiH+Fbp27VraIQghhBDiHSEzyEIIIYQQQjxFEmQh3rBJkyZRr1690g5DCCGEEC9JSiyEeMbly5eZOHEiO3bs4K+//sLa2poOHToQHBz80m/ceNNqT9yJlp5haYchXlLq9DalHYIQQogSkBlkIZ7yxx9/4O7uzvnz51m7di0XLlxgyZIl7N27l0aNGnH79u3SDlEIIYQQb5gkyEI8ZfDgwejq6rJr1y68vb2pUqUKrVq1Ys+ePfz555+MHz+ehQsXUrt2beWcTZs2oVKpWLJkibLPz8+PL7/8ssgxoqKi8PDwwMjICHNzc5o0acKlS5fe+LUJIYQQ4uVIgizE/3f79m127tzJoEGDMDAw0DhmZWVFz549WbduHd7e3iQmJnLz5k0AoqOjKV++PFFRUQDk5ORw8OBBfHx8Co3x5MkTOnTogLe3NydPnuTgwYMMGDCgyMVKALKzs8nMzNTYhBBCCPFmSYIsxP93/vx51Gr1c5d9dnJy4s6dO7z33ntYWFgQHR0N5M8Ijxw5Uvl85MgRcnJyaNy4caE+MjMzycjIoG3btlSrVg0nJyf69u1LlSpVihwzJCQEMzMzZbOxsXlNVyuEEEKI55EEWYhnvGhxSZVKhZeXF1FRUdy9e5fExEQGDRpEdnY2Z8+eJTo6mgYNGmBoWPghOgsLCwIDA/H396ddu3bMmzeP9PT0544VFBRERkaGsl2+fPlvX58QQgghiicJshD/X/Xq1VGpVCQlJRV5PCkpibJly2JpaYmPjw9RUVHs378fV1dXTE1NlaQ5Ojoab2/v544TGhrKwYMHady4MevWrcPR0ZFDhw4V2VZPTw9TU1ONTQghhBBvliTIQvx/5cqVo0WLFixatIiHDx9qHLt27Rpr1qyhW7duqFQqpQ75l19+UWqNfXx82LNnD7GxsUXWHz/N1dWVoKAgDhw4QO3atfnpp5/e0FUJIYQQoqTkPchCPGXhwoU0btwYf39/vvrqK6pWrcqZM2cYPXo0lSpV4uuvvwbAxcWFsmXL8tNPPxEREQHkJ8ijRo1CpVLRpEmTIvu/ePEiP/zwAx9++CEVK1YkOTmZ8+fP06dPnxLFeXqyv8wmCyGEEG+IzCAL8RQHBweOHj2Kvb09Xbt2pVq1agwYMABfX18OHjyIhYUFkF+H7OnpiUqlomnTpkB+0mxqaoq7uztGRkZF9m9oaMjZs2fp1KkTjo6ODBgwgMGDBzNw4MC3do1CCCGEKJ5K/aInkoQQ/xiZmZmYmZmRkZEhM8hCCCFECZTkZ6jMIAshhBBCCPEUSZCFEEIIIYR4iiTIQgghhBBCPEUSZPE/y87Ojrlz55Z2GEIIIYR4x8hr3l4gMDCQu3fvsmnTJo39UVFR+Pr6cufOHczNzUsltpKoWrUqS5cuRUdHB19f3yLbpKenY2Vl9Ubj8PHxoV69eiVOXB8+fEj58uVJSEggJiaGfv36KceMjIyoUaMG48ePp2PHjsr+uLg4jbdJqFQqNm7cSIcOHZR9kyZNYtOmTcTHx7/qJZWK2hN3oqVXeKU+8c+UOr1NaYcghBCiBGQGuZQ8fvz4rY118uRJ7ty5o7G6W3JyMunp6Rrbe++998pjvOnr2b17N7a2tlSvXh0AU1NTJe4TJ07g7+9P165dSU5OVs6xtLQscrnnN+Ftfp9CCCGEeLMkQX5NYmJi8PT0xMDAABsbG4YOHcr9+/eV43Z2dkydOpU+ffpgamrKgAEDAFi/fj3Ozs7o6elhZ2fH7NmzNfq1s7Nj2rRpfPzxx5iYmFClShV++OEH5fjjx48ZMmQI1tbW6OvrY2trS0hIiEYfmzdvpmXLlpQpU0bZ995772FlZaWxaWnl/3V48uQJQ4cOxdzcnHLlyjF27Fj69u2rMfPq4+PDkCFDGDZsGOXLl8ff3x+A06dP06pVK4yNjalQoQK9e/fmr7/+AvJn46Ojo5k3bx4qlQqVSkVqaip37tyhZ8+eWFpaYmBggIODA6GhoYWu4cMPP1Q+q1QqJW4HBwe++uortLS0OHnypMa9K5iptrOzAyAgIACVSoWdnR1hYWFMnjyZhIQEJZ6wsDAA7t69S//+/bG0tMTU1JRmzZqRkJCg9D1p0iTq1avHsmXLqFq1Kvr6+kpcy5YtIyAgAENDQxwcHNiyZYty3stcqxBCCCFKlyTIr0FKSgotW7akU6dOnDx5knXr1hETE8OQIUM02s2aNYu6dety4sQJJkyYwLFjx+jatSvdu3fn1KlTTJo0iQkTJihJWoHZs2fj7u7OiRMnGDRoEJ999pkyUzp//ny2bNnCzz//THJyMmvWrFGSwQJbtmyhffv2L30933zzDWvWrCE0NJTY2FgyMzMLlZgArFy5El1dXWJjY1myZAl3796lWbNmuLq6cvToUXbs2MH169fp2rUrAPPmzaNRo0Z8+umnyuyvjY0NEyZMIDExke3bt5OUlMTixYspX768Mk5eXh4RERHPvYbc3FxWrlwJgJubW5Ft4uLiAAgNDSU9PZ24uDi6devGyJEjcXZ2VuLp1q0bAF26dOHGjRts376dY8eO4ebmRvPmzbl9+7bS54ULF1i/fj0bNmzQKNGYPHkyXbt25eTJk7Ru3ZqePXsq573oWp+VnZ1NZmamxiaEEEKIN0tqkF9CREQExsbGGvtyc3OVP4eEhNCzZ0+GDRsG5K/GNn/+fLy9vVm8eLEyu9isWTNGjhypnNezZ0+aN2/OhAkTAHB0dCQxMZGZM2cSGBiotGvdujWDBg0CYOzYsXz77bdERkZSo0YN0tLScHBwoGnTpqhUKmxtbTXi/PPPPzl58iStWrXS2F+5cmWNz7a2tpw5cwaABQsWEBQUREBAAJC//PK2bdsK3RcHBwdmzJihfP7qq69wdXVl2rRpyr4VK1ZgY2PDuXPncHR0RFdXF0NDQ41a57S0NFxdXXF3dwcolOAfOnQIgPfff1/Zl5GRoXwnDx8+pEyZMvzwww9Uq1atUJyQX24BYG5urjG2sbExOjo6GvtiYmI4cuQIN27cQE9PD8j/5WbTpk38+uuvyuz/48ePWbVqldJ3gcDAQHr06AHAtGnTmD9/PkeOHKFly5YvvNZnhYSEMHny5GLbCCGEEOL1kgT5Jfj6+rJ48WKNfYcPH6ZXr14AJCQkcPLkSdasWaMcV6vV5OXlcfHiRZycnACUpKhAUlJSoVnRJk2aMHfuXHJzc9HW1gbylzAuUFBacOPGDSA/GWvRogU1atSgZcuWtG3blg8++EBpv2XLFpo2bVroQcL9+/djYmKifC4ov8jIyOD69et4eHgox7S1talfvz55eXkafdSvX1/jc0JCApGRkYV+mYD8WXZHR8dC+wE+++wzOnXqxPHjx/nggw/o0KEDjRs3Vo5v3ryZtm3bKiUgACYmJhw/fhyABw8esGfPHv7zn/9Qrlw52rVrV+Q4LyshIYGsrCzKlSunsf/hw4ekpKQon21tbQslx6D5fRkZGWFqaqp8Xy+61mcFBQUxYsQI5XNmZiY2NjavfG1CCCGEeDFJkF+CkZGR8nBYgStXrih/zsrKYuDAgQwdOrTQuVWqVNHo51U8XTsM+UlyQbLq5ubGxYsX2b59O3v27KFr1674+fnx66+/AvkJ8tO1uwWqVq36t9++8ez1ZGVl0a5dO7755ptCba2trZ/bT6tWrbh06RLbtm1j9+7dNG/enMGDBzNr1izlGqZPn65xjpaWlsZ34uLiwq5du/jmm2/+doKclZWFtbU1UVFRhY49fc+e930W93296Fqfpaenp8xiCyGEEOLtkAT5NXBzcyMxMbFQEv0iTk5OxMbGauyLjY3F0dFRmT1+GaampnTr1o1u3brRuXNnWrZsye3bt9HV1SUyMrLQ7HdxzMzMqFChAnFxcXh5eQH55STHjx+nXr16xZ7r5ubG+vXrsbOzQ0en6L9aurq6GuUpBSwtLenbty99+/bF09OT0aNHM2vWLM6fP8+lS5do0aLFC2PX1tbm4cOHzz1epkyZQmMXFY+bmxvXrl1DR0fnhSUQr+J51yqEEEKIfwZJkF+DsWPH0rBhQ4YMGUL//v0xMjIiMTGR3bt3s3DhwueeN3LkSBo0aMDUqVPp1q0bBw8eZOHChSxatOilx54zZw7W1ta4urqipaXFL7/8gpWVFebm5mzYsAFHR8cik7wbN27w6NEjjX3lypWjTJkyfP7554SEhFC9enVq1qzJggULuHPnDiqVqthYBg8ezNKlS+nRowdjxozBwsKCCxcuEB4ezrJly9DW1sbOzo7Dhw+TmpqKsbExFhYWTJo0ifr16+Ps7Ex2djYRERFKWcrmzZvx8/Mr9Lo2tVrNtWvXgPzSh927d7Nz506Cg4OfG5+dnR179+6lSZMm6OnpUbZsWezs7Lh48SLx8fFUrlwZExMT/Pz8aNSoER06dGDGjBk4Ojpy9epVtm7dSkBAQKFSmZIIDg5+7rWWxOnJ/piamr5yHEIIIYR4PnmLxWvg4uJCdHQ0586dw9PTE1dXV4KDg6lYsWKx57m5ufHzzz8THh5O7dq1CQ4OZsqUKRoP6L2IiYkJM2bMwN3dnQYNGpCamsq2bdvQ0tIq9Gq0p9WoUQNra2uN7dixY0B+wt+jRw/69OlDo0aNMDY2xt/fX3nY8HkqVqxIbGwsubm5fPDBB9SpU4dhw4Zhbm6u1A+PGjUKbW1tatWqhaWlJWlpaejq6hIUFISLiwteXl5oa2sTHh4OFH69W4HMzEwlbicnJ2bPns2UKVMYP378c+ObPXs2u3fvxsbGBldXVwA6depEy5Yt8fX1xdLSkrVr16JSqdi2bRteXl7069cPR0dHunfvzqVLl6hQocKLv5RiFHetQgghhPhnUKnVanVpByFevydPnlChQgW2b9+u8cDdq8jLy8PJyYmuXbsyderU1xThi/31119YW1tz5cqVv52Y/q/IzMzEzMyMjIwMmUEWQgghSqAkP0OlxOJ/1O3btxk+fDgNGjQo8bmXLl1i165deHt7k52dzcKFC7l48SIfffTRG4j0+W7fvs2cOXMkORZCCCHEWyUzyKKQy5cv0717d06fPo1araZ27dpMnz5deWhPlB6ZQRZCCCFejcwgi7/Fxsam0Ns1hBBCCCH+LeQhPSGEEEIIIZ4iCfJzhIWF/e2FNMT/hkmTJmm8AzowMJAOHToon318fJRlxoUQQgjx7vtXl1gEBgaycuVKIH8RiSpVqtCnTx/++9//lnJkr5dKpWLjxo0aSd3LiI6OplevXvw/9u47qorjffz4+9I7iI0iokhXsBsVFYgQsKDGbjBKbDEWNIqFRAV770YTG5oES4yN2BVFIzZUUFRErJiExHwsIFGRcn9/8HO/XkGFRGNMntc5e467Ozszu/d6eBienbl58yYAv/76K1OnTmX79u389NNPmJub4+joSPfu3enZs2eRuYr/qcaPH09aWhrffvutcmzq1KmMGTOGadOmMWLEiFLVt2nTpiKr571uNSJ2o6X/djzvt9H1aa3edBeEEEK8Qf/pABkgMDCQqKgocnJy2LFjBwMHDkRXV/eFSyP/V2zdulVZtvnq1at4eXlhYWHBlClT8PDwQF9fn+TkZJYuXYqtre1z51zOzc392wPIF9m6dSujR4/WOLZy5UpGjhzJypUrSx0gW1pavsruCSGEEOIN+8+nWOjr62NlZYW9vT2ffPIJfn5+xMTEKOd3796Nm5sbJiYmBAYGkpGRoXH98uXLcXNzw8DAAFdX1yKr4I0aNQpnZ2eMjIxwcHBg7Nix5ObmKufPnDmDr68vpqammJmZUbduXU6ePAnA7du36datG7a2thgZGeHh4cHatWs16vfx8SE0NFRZuc7KyorIyEjl/JNV9N5//31UKpWy/6J2n4iJiVGC3gEDBqCjo8PJkyfp3Lkzbm5uODg40LZtW7Zv364E0lA4Yr1kyRLatGmDsbExkydPBmDJkiVUq1YNPT09XFxc+Oabb5Rrrl+/jkqlIikpSTl27949VCoVcXFxANy9e5fg4GDKly+PoaEhTk5OREVFKeVv3rxJ586dsbCwwNLSkrZt23L9+nWNe7p58ybnz58nMDBQOXbw4EEePnzIhAkTyMrK4siRI5TGsykWOTk5hIWFYWtri7GxMe+8845yD1A4jV5QUBBlypTB2NiY6tWrs2PHjlK1KYQQQojX5z8/gvwsQ0NDbt++DcCDBw+YNWsW33zzDVpaWnTv3p2wsDCio6MBiI6OZty4cSxatIjatWuTmJhI3759MTY2pmfPnkDhSnerVq3CxsaG5ORk+vbti6mpKSNHjgQgODiY2rVrs2TJErS1tUlKSlJGWx89ekTdunUZNWoUZmZmbN++nQ8//JBq1appLP6xevVqhg0bxvHjxzl69CghISF4eXnh7+9PQkICFSpUICoqisDAQLS1tV/aLsD58+e5desW7777Lrdv32bPnj1MmTIFY2PjYp/bs8tQR0ZGMm3aNObNm4eOjg6bN29myJAhzJs3Dz8/P7Zt28ZHH31EpUqV8PX1LdFnM3bsWC5cuMDOnTspV64cly9f5uHDh0DhKHVAQACNGjXixx9/REdHh0mTJhEYGMjZs2fR09MDCoN+Hx8fjeldVqxYQbdu3dDV1aVbt26sWLGCxo0bl6hPxRk0aBAXLlxg3bp12NjYsHnzZgIDA0lOTsbJyYmBAwfy+PFjDh06pCxLbmJiUmxdOTk55OTkKPtZWVl/ul9CCCGEKBkJkP8/tVpNbGwsu3fvZvDgwUBh0PXll19SrVo1oDDwmTBhgnJNREQEs2fPpn379gBUrVqVCxcu8NVXXykB8pgxY5TyVapUISwsjHXr1ikBcnp6OiNGjMDV1RUAJycnpbytrS1hYWHK/uDBg9m9ezffffedRoDs6elJRESEcv2iRYuIjY3F39+f8uXLA2BhYYGVlZVyzYvahcI0hICAAPT09Lh8+TJqtRoXFxeNMuXKlePRo0cADBw4kOnTpyvnPvjgAz766CNlv1u3boSEhDBgwAAAhg0bxrFjx5g1a1aJA+T09HRq165NvXr1lOf5xPr16ykoKGD58uVKsB4VFYWFhQVxcXG89957yn21bdtWuS4rK4vvv/+eo0ePAtC9e3eaNm3K/Pnznxu0vqyPUVFRpKenK0uNh4WFsWvXLqKiopgyZQrp6el06NABDw8PABwcHJ5b39SpUxk/fnyp+yGEEEKIP+8/n2Kxbds2TExMMDAwoEWLFnTp0kVJUTAyMlKCYwBra2tu3boFwB9//MGVK1fo3bs3JiYmyjZp0iSuXLmiXLN+/Xq8vLywsrLCxMSEMWPGkJ6erpwfNmwYffr0wc/Pj2nTpmlcm5+fz8SJE/Hw8MDS0hITExN2796tcT0UBshPe7qfz/OidqEwkHxeTvETJ06cICkpierVq2uMcgJKEPtESkoKXl5eGse8vLxISUl5YRtP++STT1i3bh21atVi5MiRGqkQZ86c4fLly5iamiqfhaWlJY8ePVLuLSsri4MHD2rc19q1a6lWrRo1a9YEoFatWtjb27N+/foS9+tpycnJ5Ofn4+zsrPG9OHjwoNKP0NBQJk2ahJeXFxEREZw9e/a59YWHh5OZmalsT16YFEIIIcTr858PkH19fUlKSiItLY2HDx+yevVqJY3g2RfLVCoVTxYezM7OBmDZsmUkJSUp27lz5zh27BgAR48eJTg4mJYtW7Jt2zYSExP5/PPPefz4sVJnZGQk58+fp1WrVuzfvx93d3c2b94MwMyZM5k/fz6jRo3iwIEDJCUlERAQoHH98/pZUFDwwvt+UbsZGRkkJibSqlXhm/yOjo6oVCpSU1M16nBwcMDR0RFDQ8Mi9T8vFeN5tLQKv4pPL+z4dK42QIsWLbhx4waffvopv/zyC82bN1dG2LOzs6lbt67GZ5GUlMSlS5eUJbJ37tyJu7s7dnZ2Sp0rVqzg/Pnz6OjoKNuFCxdYuXJlqfr/RHZ2Ntra2pw6dUqjHykpKcyfPx+APn36cPXqVT788EOSk5OpV68eCxcuLLY+fX19zMzMNDYhhBBCvF7/+RQLY2NjHB0dS31dxYoVsbGx4erVqwQHBxdb5siRI9jb2/P5558rx27cuFGknLOzM87Oznz66ad069aNqKgo3n//feLj42nbti3du3cHoKCggEuXLuHu7l6qvurq6pKfn1/idn/44QcaN26szM5QtmxZ/P39WbRoEYMHDy518Avg5uZGfHy8knoCEB8fr9zLk1SQjIwMateuDaDxwt4T5cuXp2fPnvTs2ZOmTZsyYsQIZs2aRZ06dVi/fj0VKlR4bhD5bHpFcnIyJ0+eJC4uTmMmijt37uDj48PFixeVFJSSql27Nvn5+dy6dYumTZs+t5ydnR39+/enf//+hIeHs2zZMiW1pyTOjQ+QYFkIIYR4Tf7zAfJfMX78eEJDQzE3NycwMJCcnBxOnjzJ3bt3GTZsGE5OTqSnp7Nu3Trq16/P9u3blVFagIcPHzJixAg6duxI1apV+emnn0hISKBDhw5AYV7w999/z5EjRyhTpgxz5szht99+K3WAXKVKFWJjY/Hy8kJfXx8DA4MXtvv07BVPLF68GC8vL+rVq0dkZCSenp5oaWmRkJDAxYsXqVu37gv7MGLECDp37kzt2rXx8/Pjhx9+YNOmTezbtw8ofDmyYcOGTJs2japVq3Lr1i2N/G2AcePGUbduXSWlY9u2bbi5uQGFLx3OnDmTtm3bMmHCBCpVqsSNGzfYtGkTI0eOxMrKip07d2rkdK9YsYIGDRrQrFmzIv2tX78+K1asYObMmaV61s7OzgQHB9OjRw9mz55N7dq1+f3334mNjcXT05NWrVoxdOhQWrRogbOzM3fv3uXAgQPKfQghhBDizfvPp1j8FX369GH58uVERUXh4eGBt7c3q1atomrVqgC0adOGTz/9lEGDBlGrVi2OHDnC2LFjleu1tbW5ffs2PXr0wNnZmc6dO9OiRQvlpawxY8ZQp04dAgIC8PHxwcrKqtSLfQDMnj2bvXv3YmdnR+3atV/Y7h9//EFsbGyRALlatWokJibi5+dHeHg4NWvWVFIDwsLCmDhx4gv70K5dO+bPn8+sWbOoXr06X331FVFRUfj4+ChlVq5cSV5eHnXr1mXo0KFMmjRJow49PT3Cw8Px9PSkWbNmaGtrs27dOqAwX/zQoUNUrlyZ9u3b4+bmRu/evXn06BFmZmYcPHgQExMT6tSpA8Djx4/59ttvlV8KntWhQwe+/vrrImkeJREVFUWPHj0YPnw4Li4utGvXjoSEBCpXrgwU5pYPHDgQNzc3AgMDcXZ2LjI9oBBCCCHeHJX66aRP8Z+3adMmxowZw4ULF950V16p0NBQ8vLy3vpANCsrC3NzczIzMyXFQgghhCiF0vwMlRQLocHExERjurZ/ixo1atCoUaM33Q0hhBBCvAVkBFmIt4iMIAshhBB/Tml+hkoOshBCCCGEEE+RAFkIIYQQQoinSA7yP4CPjw+1atVi3rx5QOG0bEOHDmXo0KFvtF/F9UWlUrF582batWvH9evXqVq1KomJidSqVeuVtfns8xBF1YjYjZa+0Zvuxlvn+rRWb7oLQggh3gIygvwXhYSEoFKpUKlU6OrqUrVqVUaOHMmjR49KXMemTZteOk3ay/j6+rJ8+XJlf+PGjbz77ruUKVMGQ0NDXFxc6NWrF4mJiX+pnafZ2dmRkZFBjRo1Xlmdr8uNGzcwNDRUVkDMysri888/x9XVFQMDA6ysrPDz82PTpk28yrT8KlWqSKAvhBBCvGUkQH4FAgMDycjI4OrVq8ydO5evvvqKiIiIEl9vaWmJqanpn27/zp07xMfHExQUBMCoUaPo0qULtWrVIiYmhtTUVNasWYODgwPh4eF/up1naWtrY2VlhY7OP/8PEVu3bsXX1xcTExPu3btH48aN+frrrwkPD+f06dMcOnSILl26MHLkSDIzM990d4UQQgjxBkmA/Aro6+tjZWWFnZ0d7dq1w8/Pj7179wJw+/ZtunXrhq2tLUZGRnh4eLB27VqN6318fJ6bTqFWq4mMjKRy5cro6+tjY2NDaGioRpnt27dTp04dKlasyLFjx5gxYwZz5sxhzpw5NG3alMqVK1O3bl3GjBnDzp07leuuXLlC27ZtqVixIiYmJtSvX19Z2a4krl+/jkqlUpaEjouLQ6VSERsbS7169TAyMqJx48akpqYq14SEhBRZ7GTo0KEaC4Y8Kycnh7CwMGxtbTE2Nuadd94hLi5OOX/jxg2CgoIoU6YMxsbGVK9enR07dmjUsXXrVmXxk88++4zr169z/Phxevbsibu7O87OzvTt25ekpCRMTEwAuHv3Lj169KBMmTIYGRnRokUL0tLSNOrduHEj1atXR19fnypVqjB79mzlnI+PDzdu3ODTTz9V/spQ0v4+fe9ZWVkamxBCCCFeLwmQX7Fz585x5MgR9PT0AHj06BF169Zl+/btnDt3jn79+vHhhx9y4sSJEtW3ceNGZVQ6LS2NLVu24OHhoVEmJiaGtm3bArB27VpMTEwYMGBAsfU9CdIAsrOzadmyJbGxsSQmJhIYGEhQUBDp6el/5tYVn3/+ObNnz+bkyZPo6OjQq1evv1TfoEGDOHr0KOvWrePs2bN06tSJwMBAJVgdOHAgOTk5HDp0iOTkZKZPn64EuQD37t3j8OHDtGnThoKCAtatW0dwcDA2NjZF2jIxMVFGxENCQjh58iQxMTEcPXoUtVpNy5YtldX1Tp06RefOnenatSvJyclERkYyduxYVq1aBRSmzlSqVIkJEyaQkZFBRkZGifr7tKlTp2Jubq5sdnZ2f+lZCiGEEOLl/vl/G38LbNu2DRMTE/Ly8sjJyUFLS4tFixYBYGtrS1hYmFJ28ODB7N69m++++44GDRq8tO709HQlP1ZXV5fKlStrXJeTk8OuXbuIjIwE4NKlSzg4OGikPcyZM4dx48Yp+z///DPm5ubUrFmTmjVrKscnTpzI5s2biYmJYdCgQX/6eUyePBlvb28ARo8eTatWrXj06BEGBgalris9PZ2oqCjS09OVgDYsLIxdu3YRFRXFlClTSE9Pp0OHDsovDg4ODhp17NixA09PT2xsbLh16xZ3797F1dX1he2mpaURExNDfHw8jRs3BiA6Oho7Ozu2bNlCp06dmDNnDs2bN1eWD3d2dubChQvMnDmTkJAQLC0t0dbWxtTUFCsrK417elF/nxYeHs6wYcOU/aysLAmShRBCiNdMRpBfAV9fX5KSkpQ/2X/00Ud06NABgPz8fCZOnIiHhweWlpaYmJiwe/fuEo/SdurUiYcPH+Lg4EDfvn3ZvHkzeXl5yvn9+/dToUIFqlev/tw6evXqRVJSEl999RV//PGH8hJadnY2YWFhuLm5YWFhgYmJCSkpKX95BNnT01P5t7W1NQC3bt36U3UlJyeTn5+Ps7MzJiYmynbw4EGuXLkCFC4jPWnSJLy8vIiIiODs2bMadTydXlHSF/BSUlLQ0dHhnXfeUY6VLVsWFxcXUlJSlDJeXl4a13l5eZGWlkZ+fv5z635Zf5+mr6+PmZmZxiaEEEKI10sC5FfA2NgYR0dHatasycqVKzl+/DgrVqwAYObMmcyfP59Ro0Zx4MABkpKSCAgI4PHjxyWq287OjtTUVBYvXoyhoSEDBgygWbNmyp/5Y2JilOAPwMnJiatXryrnASwsLHB0dMTW1laj7rCwMDZv3syUKVP48ccfSUpKwsPDo8R9ex5dXV3l309SOgoKCgDQ0tIqEqQ+3ddnZWdno62tzalTp0hKSlK2lJQU5s+fD0CfPn24evUqH374IcnJydSrV4+FCxcC8PjxY3bt2qU8o/Lly2NhYcHFixf/0j3+FS/qrxBCCCHePEmxeMW0tLT47LPPGDZsGB988AHx8fG0bduW7t27A4WB4qVLl3B3dy9xnYaGhgQFBREUFMTAgQNxdXUlOTmZ2rVr88MPP/Dtt98qZbt168bChQtZvHgxQ4YMeWG98fHxhISE8P777wOFwej169dLf9OlUL58ec6dO6dxLCkpSSOoflrt2rXJz8/n1q1bNG3a9Ln12tnZ0b9/f/r37094eDjLli1j8ODBxMXFUaZMGSWVREtLi65du/LNN98QERFRJA85OzsbAwMD3NzcyMvL4/jx40qKxe3bt0lNTVU+Ozc3N+Lj4zWuj4+Px9nZGW1tbQD09PSKHU1+Xn9L6tz4ABlNFkIIIV4TGUF+DTp16oS2tjZffPEFTk5O7N27lyNHjpCSksLHH3/Mb7/9VuK6Vq1axYoVKzh37hxXr17l22+/xdDQEHt7e06dOsWDBw9o0qSJUr5Ro0YMHz6c4cOHM2zYMA4fPsyNGzc4duwYK1asQKVSoaVV+LE7OTmxadMmkpKSOHPmDB988IEy0vu6vPvuu5w8eZKvv/6atLQ0IiIiigTMT3N2diY4OJgePXqwadMmrl27xokTJ5g6dSrbt28HCmfB2L17N9euXeP06dMcOHAANzc3oOgIOxTmSNvZ2fHOO+/w9ddfc+HCBdLS0li5ciW1a9cmOzsbJycn2rZtS9++fTl8+DBnzpyhe/fu2NraKi9EDh8+nNjYWCZOnMilS5dYvXo1ixYt0sg5r1KlCocOHeLnn3/mf//730v7K4QQQog3TwLk10BHR4dBgwYxY8YMhg8fTp06dQgICMDHxwcrK6si05y9iIWFBcuWLcPLywtPT0/27dvHDz/8QNmyZdm6dSstW7YsMg/xrFmzWLNmDYmJibRu3RonJyc6depEQUEBR48eVUYe58yZQ5kyZWjcuDFBQUEEBARQp06dV/koiggICGDs2LGMHDmS+vXrc//+fXr06PHCa6KioujRowfDhw/HxcWFdu3akZCQQOXKlYHCPO+BAwfi5uZGYGAgzs7OLF68GCg+QLa0tOTYsWN0796dSZMmUbt2bZo2bcratWuZOXMm5ubmSrt169aldevWNGrUCLVazY4dO5TR7jp16vDdd9+xbt06atSowbhx45gwYQIhISFKWxMmTOD69etUq1aN8uXLv7S/QgghhHjzVOpXuWyY+Ft5enoyZswYOnfu/Ka78o90+vRp3n33XX7//ffnpnC8bbKysjA3NyczM1NSLIQQQohSKM3PUBlBfks9fvyYDh060KJFizfdlX+svLw8Fi5c+K8JjoUQQgjx95ARZCHeIjKCLIQQQvw5MoIshBBCCCHEnyQBsniukJCQUr1QKIQQQgjxbyApFv9xISEhrF69GkBZyrpHjx589tlnyqp7FhYWb7aTf1LVqlVZtmwZOjo6+Pr6AoULl5iamuLg4IC/vz+ffvqpstrf2+DJn4fshn6Hlr7Rm+7OW+f6tFZvugtCCCHeEEmxEKUSGBhIRkYGaWlpDB8+nMjISGW6s7c1OD579ix3797F29tbOZaamsovv/xCQkICo0aNYt++fdSoUYPk5OQ32FMhhBBC/NNIgCzQ19fHysoKe3t7PvnkE/z8/IiJiSmSYnH//n2Cg4MxNjbG2tqauXPn4uPjw9ChQ5UyOTk5hIWFYWtri7GxMe+88w5xcXEa7W3cuJHq1aujr69PlSpVmD17tsb5KlWqMGXKFHr16oWpqSmVK1dm6dKlyvnHjx8zaNAgrK2tMTAwwN7enqlTp2rUsXXrVgIDAzVmsKhQoQJWVlY4OzvTtWtX4uPjKV++PJ988olSpqCggAkTJlCpUiX09fWpVasWu3btUs43btyYUaNGabT1ZBq5Q4cOlegZ3Lhxg6CgIMqUKYOxsTHVq1dnx44dxX42OTk5ZGVlaWxCCCGEeL0kQBZFGBoa8vjx4yLHhw0bRnx8PDExMezdu5cff/yR06dPa5QZNGgQR48eZd26dZw9e5ZOnToRGBhIWloaAKdOnaJz58507dqV5ORkIiMjGTt2LKtWrdKoZ/bs2dSrV4/ExEQGDBjAJ598QmpqKgALFiwgJiaG7777jtTUVKKjo6lSpYrG9TExMcqKdy+6z/79+xMfH8+tW7cAmD9/PrNnz2bWrFmcPXuWgIAA2rRpo/Q/ODiYdevW8XRm0vr167GxsVGWwn7ZMxg4cCA5OTkcOnSI5ORkpk+fjomJSbF9nDp1Kubm5spmZ2f3wnsSQgghxF8nOcj/cSEhIdy7d48tW7agVquJjY2ldevWDB48mN9//105d//+fcqWLcuaNWvo2LEjAJmZmdjY2NC3b1/mzZtHeno6Dg4OpKenY2Njo7Th5+dHgwYNmDJlCsHBwfz+++/s2bNHOT9y5Ei2b9/O+fPngcIR5KZNm/LNN98AoFarsbKyYvz48fTv35/Q0FDOnz/Pvn37UKlURe7p559/xsHBgd9++w0LCwvi4uLw9fXl7t27RVJGdu3aRYsWLTh+/DgNGjTA1taWgQMH8tlnnyllGjRoQP369fniiy/4/fffsbGxYf/+/UpA3LhxY5o1a8a0adNK9Aw8PT3p0KEDERERL/18cnJyyMnJUfazsrKws7OTHOQ/SXKQhRDiv0tykEWpbNu2DRMTEwwMDGjRogVdunQhMjJSo8zVq1fJzc2lQYMGyjFzc3NcXFyU/eTkZPLz83F2dsbExETZDh48yJUrVwBISUnBy8tLo24vLy/S0tLIz89Xjnl6eir/VqlUWFlZKaO8ISEhJCUl4eLiQmhoqEawDYWjx02aNClR/vST3w9VKhVZWVn88ssvxfYvJSUFgPLly/Pee+8RHR0NwLVr1zh69CjBwcElfgahoaFMmjQJLy8vIiIiOHv27HP7p6+vj5mZmcYmhBBCiNdL5013QLx5vr6+LFmyBD09PWxsbNDR+XNfi+zsbLS1tTl16hTa2toa556XQvA8z65+p1KpKCgoAKBOnTpcu3aNnTt3sm/fPjp37oyfnx/ff/89UBggt2nTpkTtPAl8n03ReJHg4GBCQ0NZuHAha9aswcPDAw8PD6Bkz6BPnz4EBASwfft29uzZw9SpU5k9ezaDBw8ucR+EEEII8fpIgCwwNjbG0dHxhWUcHBzQ1dUlISGBypUrA4UpFpcuXaJZs2YA1K5dm/z8fG7duqWkHzzLzc2N+Ph4jWPx8fE4OzsXCShfxMzMjC5dutClSxc6duxIYGAgd+7cQU9PjwMHDrBkyZKX1vHw4UOWLl1Ks2bNKF++PAA2NjbEx8drzH4RHx+vMXLetm1b+vXrx65du1izZg09evRQzpXkGQDY2dnRv39/+vfvT3h4OMuWLStVgHxufICMJgshhBCviQTIokRMTU3p2bMnI0aMwNLSkgoVKhAREYGWlpaSB+zs7ExwcDA9evRg9uzZ1K5dm99//53Y2Fg8PT1p1aoVw4cPp379+kycOJEuXbpw9OhRFi1axOLFi0vclzlz5mBtbU3t2rXR0tJiw4YNWFlZYWFhwaZNm3B2di52RPjWrVs8evSI+/fvc+rUKWbMmMH//vc/Nm3apJQZMWIEERERVKtWjVq1ahEVFUVSUpKSUgGFv1C0a9eOsWPHkpKSQrdu3ZRzJXkGQ4cOpUWLFjg7O3P37l0OHDiAm5vbn/hUhBBCCPE6SIAsSmzOnDn079+f1q1bY2ZmxsiRI7l58yYGBgZKmaioKCZNmsTw4cP5+eefKVeuHA0bNqR169ZAYXrEd999x7hx45g4cSLW1tZMmDCBkJCQEvfD1NSUGTNmkJaWhra2NvXr12fHjh1oaWmxdevW56ZXuLi4oFKpMDExwcHBgffee49hw4ZhZWWllAkNDSUzM5Phw4dz69Yt3N3diYmJwcnJSaOu4OBgWrZsSbNmzZQR9ZI+g/z8fAYOHMhPP/2EmZkZgYGBzJ07t8T3L4QQQojXS2axEH/aH3/8ga2tLbNnz6Z3795vujvk5eVRsWJFdu7cqZES8W9SmjdwhRBCCPF/SvMzVEaQRYklJiZy8eJFGjRoQGZmJhMmTAB46XzDf5c7d+7w6aefUr9+/TfdFSGEEEK8xSRAFqUya9YsUlNT0dPTo27duvz444+UK1fuTXcLKFwpb8yYMW+6G0IIIYR4y0mALEqsdu3anDp16k13QwghhBDitZKFQv5lVq1aVaIFMsTLXb9+HZVKRVJS0pvuihBCCCH+RjKC/BYKCQlh9erVQOGCGpUrV6ZHjx4ayyO/LQ4ePEj37t25efOmxrLX/wR2dnZkZGT8Y1JInlYjYrcsNf0UWUJaCCHEqyQB8lsqMDCQqKgocnJy2LFjBwMHDkRXVxdra+s33TXUajX5+fklWpFv69atBAUF/Q29Kj1tbW2NKeCEEEII8d8gKRZvKX19faysrLC3t+eTTz7Bz8+PmJiYYssuWbKEatWqoaenh4uLC998841y7oMPPqBLly4a5XNzcylXrhxff/01AAUFBUydOpWqVatiaGhIzZo1lWWdAeLi4lCpVOzcuZO6deuir6/P4cOHOXPmDL6+vpiammJmZkbdunU5efKkRlulWRZ6zpw5eHh4YGxsjJ2dHQMGDCA7O1s5/yS9ZMuWLTg5OWFgYEBAQAA3b94EClf+09bWVvpQUFCApaUlDRs2VOr49ttvsbOzA4qmWDy5z9jYWOrVq4eRkRGNGzcmNTVVo5+TJk2iQoUKmJqa0qdPH0aPHk2tWrU0nleDBg0wNjbGwsICLy8vbty4UaJnIIQQQojXTwLkfwlDQ0MeP35c5PjmzZsZMmQIw4cP59y5c3z88cd89NFHHDhwAChc8OKHH37QCDR3797NgwcPeP/99wGYOnUqX3/9NV9++SXnz5/n008/pXv37hw8eFCjrdGjRzNt2jRSUlLw9PQkODiYSpUqkZCQwKlTpxg9ejS6urpK+fPnz3Pr1i3efffdEt2jlpYWCxYs4Pz586xevZr9+/czcuRIjTIPHjxg8uTJfP3118THx3Pv3j26du0KgLm5ObVq1SIuLg6A5ORkVCoViYmJyv0fPHhQY5np4nz++efMnj2bkydPoqOjQ69evZRz0dHRTJ48menTp3Pq1CkqV66ssex1Xl4e7dq1w9vbm7Nnz3L06FH69eunrEb4rJycHLKysjQ2IYQQQrxeEiC/5dRqNfv27WP37t3FBpqzZs0iJCSEAQMG4OzszLBhw2jfvj2zZs0CICAgAGNjYzZv3qxcs2bNGtq0aYOpqSk5OTlMmTKFlStXEhAQgIODAyEhIXTv3p2vvvpKo60JEybg7+9PtWrVsLS0JD09HT8/P1xdXXFycqJTp07UrFlTKb9161YCAgLQ09Mr0b0OHToUX19fqlSpwrvvvsukSZP47rvvNMrk5uayaNEiGjVqRN26dVm9ejVHjhzhxIkTAPj4+CgBclxcHP7+/ri5uXH48GHl2MsC5MmTJ+Pt7Y27uzujR4/myJEjPHr0CICFCxfSu3dvPvroI5ydnRk3bhweHh7KtVlZWWRmZtK6dWuqVauGm5sbPXv2LLIa3xNTp07F3Nxc2Z6MbgshhBDi9ZEA+S21bds2TExMMDAwoEWLFnTp0oXIyMgi5VJSUvDy8tI45uXlRUpKCgA6Ojp07tyZ6OhooHB1vK1btxIcHAzA5cuXefDgAf7+/piYmCjb119/zZUrVzTqrVevnsb+sGHD6NOnD35+fkybNq1I+RctC12cffv20bx5c2xtbTE1NeXDDz/k9u3bPHjwQCmjo6OjsVCIq6srFhYWyv16e3tz+PBh8vPzOXjwID4+PkrQ/Msvv3D58mV8fHxe2A9PT0/l309yvm/dugVAampqkVX8nt63tLQkJCSEgIAAgoKCmD9/PhkZGc9tKzw8nMzMTGV7ki4ihBBCiNdHAuS3lK+vL0lJSaSlpfHw4UNWr16NsbHxn6orODiY2NhYbt26xZYtWzA0NCQwMBBAST3Yvn07SUlJynbhwgWNPGSgSPuRkZGcP3+eVq1asX//ftzd3ZWR6oyMDBITE2nVqmSzD1y/fp3WrVvj6enJxo0bOXXqFF988QVAsaklz9OsWTPu37/P6dOnOXTokEaAfPDgQWxsbHBycnphHU+niTxJjSgoKChxH6Kiojh69CiNGzdm/fr1ODs7c+zYsWLL6uvrY2ZmprEJIYQQ4vWSAPktZWxsjKOjI5UrV37hbBFubm7Ex8drHIuPj8fd3V3Zb9y4MXZ2dqxfv57o6Gg6deqkBIHu7u7o6+uTnp6Oo6OjxlaSP/c7Ozvz6aefsmfPHtq3b09UVBQAP/zwA40bN8bS0rJE93vq1CkKCgqYPXs2DRs2xNnZmV9++aVIuby8PI0XAVNTU7l37x5ubm4AWFhY4OnpyaJFi9DV1cXV1ZVmzZqRmJjItm3bXppe8TIuLi4kJCRoHHt2HwoXXQkPD+fIkSPUqFGDNWvW/KV2hRBCCPHqyDRv/3IjRoygc+fO1K5dGz8/P3744Qc2bdrEvn37NMp98MEHfPnll1y6dEl5gQ/A1NSUsLAwPv30UwoKCmjSpAmZmZnEx8djZmZGz549i2334cOHjBgxgo4dO1K1alV++uknEhIS6NChA/D82SsyMzOLLMxRtmxZHB0dyc3NZeHChQQFBREfH8+XX35Z5HpdXV0GDx7MggUL0NHRYdCgQTRs2FAjzcHHx4eFCxfSsWNHoDDtwc3NjfXr1yuj0n/W4MGD6du3L/Xq1VNGiM+ePYuDgwMA165dY+nSpbRp0wYbGxtSU1NJS0ujR48epWrn3PgAGU0WQgghXhe1eOv07NlT3bZt22LPRUVFqc3NzTWOLV68WO3g4KDW1dVVOzs7q7/++usi1124cEENqO3t7dUFBQUa5woKCtTz5s1Tu7i4qHV1ddXly5dXBwQEqA8ePKhWq9XqAwcOqAH13bt3lWtycnLUXbt2VdvZ2an19PTUNjY26kGDBqkfPnyozs7OVhsYGKjT0tKK3BdQZOvdu7darVar58yZo7a2tlYbGhqqAwIC1F9//bVGu0/ufePGjWoHBwe1vr6+2s/PT33jxg2NdjZv3qwG1EuWLFGODRkyRA2oL168qBy7du2aGlAnJiY+9z4TExPVgPratWvKsQkTJqjLlSunNjExUffq1UsdGhqqbtiwoVqtVqt//fVXdbt27dTW1tZqPT09tb29vXrcuHHq/Pz8Ip9JcTIzM9WAOjMzs0TlhRBCCFGoND9DVWq1Wv0G4nLxH7Zp0ybGjBnDhQsXXmm9q1atYujQody7d++V1vtX+fv7Y2VlpTH/9J+VlZWFubk5mZmZMoIshBBClEJpfoZKioX425mYmDB9+vQ33Y3X4sGDB3z55ZcEBASgra3N2rVr2bdvH3v37n3TXRNCCCFECUmALP5277333pvuwmujUqnYsWMHkydP5tGjR7i4uLBx40b8/PzedNeEEEIIUUKSYiHEW0RSLIQQQog/pzQ/Q1/pNG+RkZHUqlXrVVb5twkJCaFdu3alvu769euoVCpl5oW4uDhUKtUrzYN9VXX6+PgwdOjQF5apUqUK8+bNe2EZlUrFli1b/lJf/kvkeQkhhBBvlxKnWAQFBZGbm8uuXbuKnPvxxx9p1qwZZ86cYfDgwa+0g39F1apVWbZsGX5+fixbtoxFixZx5coVdHR0qFq1Kp07dyY8PPwvtWFnZ0dGRgblypV7Rb0WT/voo4+wtbVl0qRJyqIcz1q7di1du3b9m3tWchkZGZQpU+aV1lkjYjda+kavtM632fVpJVtwRgghhCiJEgfIvXv3pkOHDvz0009UqlRJ41xUVBT16tXTWIK3OI8fP0ZPT+/P9bSUzp49y927d/H29mblypUMHTqUBQsW4O3tTU5ODmfPnuXcuXN/qY0n92NlZfWKev3fUNLvQX5+Ptu2bWP79u3KsaioKGWVvycsLCyee71KpUJL69Wvh6NWq8nPz3/hIi1PyPdDCCGEeLuUOHJo3bo15cuXZ9WqVRrHs7Oz2bBhA7179y6SYvEkbWHy5MnY2Njg4uICwM2bN+ncuTMWFhZYWlrStm1brl+/rlxXUFDAhAkTqFSpEvr6+tSqVUtj5Prx48cMGjQIa2trDAwMsLe3Z+rUqRr92rp1K4GBgejq6hITE0Pnzp3p3bs3jo6OVK9enW7dujF58uQi9zlr1iysra0pW7YsAwcOJDc3VzlXpUoVJk6cSI8ePTAzM6Nfv35FUiye9eDBA1q0aIGXl5eSIrF8+XLc3NwwMDDA1dWVxYsXl+ATKFwBz9PTEwMDAxo2bKgR4N++fZtu3bpha2uLkZERHh4erF27tkgdeXl5DBo0CHNzc8qVK8fYsWN5Ng39/v37dOvWDWNjY2xtbV+6eMbLPs/nfQ8WL16Mk5MTBgYGVKxYUVm444kjR46gq6tL/fr1lWMWFhZYWVlpbAYGBkDhNG8WFhbExMRorAD4pP3x48dTvnx5zMzM6N+/v8YS1Tk5OYSGhlKhQgUMDAxo0qSJxgp4T9Jcdu7cSd26ddHX1+fw4cP4+PgQGhrKyJEjsbS0xMrKisjISI37eDrFoiTfXSGEEEK8WSUOkHV0dOjRowerVq3SCKg2bNhAfn4+3bp1K/a62NhYUlNT2bt3L9u2bSM3N5eAgABMTU358ccfiY+Px8TEhMDAQCVgmT9/PrNnz2bWrFmcPXuWgIAA2rRpQ1paGgALFiwgJiaG7777jtTUVKKjo6lSpYpGuzExMbRt2xYoHME7duwYN27ceOE9HjhwgCtXrnDgwAFWr17NqlWrivxCMGvWLGrWrEliYiJjx459YX337t3D39+fgoIC9u7di4WFBdHR0YwbN47JkyeTkpLClClTGDt2LKtXr35hXVC4Kt7s2bNJSEigfPnyStoLwKNHj6hbty7bt2/n3Llz9OvXjw8//JATJ05o1LF69Wp0dHQ4ceIE8+fPZ86cOSxfvlyjzMyZM5V7HD16NEOGDHnuNGUl+Tyh6Pfg5MmThIaGMmHCBFJTU9m1axfNmjXTqDsmJoagoKDnplYU58GDB0yfPp3ly5dz/vx5KlSooLSfkpJCXFwca9euZdOmTYwfP165buTIkWzcuJHVq1dz+vRpHB0dCQgI4M6dOxr1jx49mmnTppGSkqL8xWT16tUYGxtz/PhxZsyYwYQJE577vEry3X1aTk4OWVlZGpsQQgghXq9STfPWq1cvZs6cycGDB/Hx8QEK/+TdoUMHzM3Ni73G2NiY5cuXK39S//bbbykoKGD58uVK4BMVFYWFhQVxcXG89957zJo1i1GjRil5pdOnT+fAgQPMmzePL774gvT0dJycnGjSpAkqlQp7e3uNNn/++WfOnj1LixYtAIiIiKB9+/ZUqVIFZ2dnGjVqRMuWLenYsaPGn9/LlCnDokWL0NbWxtXVlVatWhEbG0vfvn2VMu+++y7Dhw9X9p8eKX3ar7/+SpcuXXBycmLNmjXK/UdERDB79mzat28PFOZJX7hwga+++uq5yzY/ERERgb+/P1AYlFWqVInNmzfTuXNnbG1tCQsLU8oOHjyY3bt3891332kss2xnZ8fcuXNRqVS4uLiQnJzM3LlzNe7Ry8uL0aNHA+Ds7Ex8fDxz585V2n7a+vXrX/p5QtHvwaZNmzA2NqZ169aYmppib29P7dq1NereunUrc+fO1TjWrVs3tLW1NY5duHCBypUrA4UB++LFi6lZs6ZGGT09PVauXImRkRHVq1dnwoQJjBgxgokTJ/Lw4UOWLFnCqlWrlO/MsmXL2Lt3LytWrGDEiBFKPRMmTCjyHDw9PYmIiADAycmJRYsWERsbW+zzetl391lTp07VCOSFEEII8fqVKjnT1dWVxo0bs3LlSgAuX77Mjz/+SO/evZ97jYeHh0a+6ZkzZ7h8+TKmpqaYmJhgYmKCpaUljx494sqVK2RlZfHLL7/g5eWlUY+XlxcpKSlA4Z/sk5KScHFxITQ0lD179miUjYmJoUmTJkpuqrW1NUePHiU5OZkhQ4aQl5dHz549CQwMpKCgQLmuevXqGsGXtbU1t27d0qi7Xr16JXpW/v7+ODo6sn79euX+//jjD65cuULv3r2VezcxMWHSpElcuXIFgBYtWijHq1evrlFno0aNlH9bWlri4uKiPJP8/HwmTpyIh4cHlpaWmJiYsHv3btLT0zXqaNiwocaIbKNGjUhLSyM/P7/Ydp7sP2nnWS/7PJ949nvg7++Pvb09Dg4OfPjhh0RHR/PgwQPlfEpKCr/88gvNmzfXaG/u3LkkJSVpbDY2Nsp5PT29YnPha9asiZHR/73U1qhRI7Kzs7l58yZXrlwhNzdX4zunq6tLgwYNitx3cZ//s+0V97154mXf3WeFh4eTmZmpbDdv3nxheSGEEEL8daVeKKR3794MHjyYL774gqioKKpVq4a3t/dzyxsbG2vsZ2dnU7duXaKjo4uULV++fIn6UKdOHa5du8bOnTvZt28fnTt3xs/Pj++//x4oDJDbtGlT5LoaNWpQo0YNBgwYQP/+/WnatCkHDx7E19cXKAyKnqZSqTQC6OLu53latWrFxo0buXDhAh4eHkDhvUPh6OQ777yjUf5JYL58+XIePnxYbH9eZObMmcyfP5958+bh4eGBsbExQ4cO1UhzeB1K+nk++9xMTU05ffo0cXFx7Nmzh3HjxhEZGUlCQoKSR+zv76/kFz9hZWWFo6Pjc/tjaGhYqpSM0iru8y/J9+aJl313n6Wvr4++vv5f77gQQgghSqzUAXLnzp0ZMmQIa9as4euvv+aTTz4pVUBSp04d1q9fT4UKFZ47SbONjQ3x8fEagXd8fLxGqoCZmRldunShS5cudOzYkcDAQO7cuYOenh4HDhxgyZIlL+yHu7s7UDiq+zpMmzYNExMTmjdvTlxcHO7u7lSsWBEbGxuuXr1KcHBwsdfZ2to+t85jx44pqQR3797l0qVLuLm5AYXPp23btnTv3h0ofNHx0qVLyn0+cfz48SJ1Ojk5aYycHzt2rEiZJ+08qySf5/Po6Ojg5+eHn58fERERWFhYsH//ftq3b8/WrVvp169fqep7kTNnzvDw4UMMDQ2BwnsyMTHBzs6OcuXKoaenR3x8vJLykJubS0JCwkvnjf4znvfdtbS0fOVtCSGEEKL0Sh0gm5iY0KVLF8LDw8nKyiIkJKRU1wcHBzNz5kzatm2rzFRx48YNNm3axMiRI6lUqRIjRowgIiKCatWqUatWLaKiokhKSlJGKefMmYO1tTW1a9dGS0uLDRs2YGVlhYWFBZs2bcLZ2VnjxadPPvkEGxsb3n33XSpVqkRGRgaTJk2ifPnyRdIJXqVZs2aRn5/Pu+++S1xcHK6urowfP57Q0FDMzc0JDAwkJyeHkydPcvfuXYYNG/bC+iZMmEDZsmWpWLEin3/+OeXKlVMWN3FycuL777/nyJEjlClThjlz5vDbb78VCZDT09MZNmwYH3/8MadPn2bhwoXMnj1bo0x8fDwzZsygXbt27N27lw0bNmhMtfa0knyexdm2bRtXr16lWbNmlClThh07dlBQUICLiwu3bt3i5MmTxMTEFLnu3r17/PrrrxrHTE1NXzqy//jxY3r37s2YMWO4fv06ERERDBo0CC0tLYyNjfnkk08YMWIElpaWVK5cmRkzZvDgwYMXpg/9GS/67pbGufEBspKeEEII8ZqUOkCGwjSLFStW0LJlS438z5IwMjLi0KFDjBo1ivbt23P//n1sbW1p3ry58gM/NDSUzMxMhg8fzq1bt3B3dycmJgYnJyegMCCaMWMGaWlpaGtrU79+fXbs2IGWlhZbt24tkl7h5+fHypUrWbJkCbdv36ZcuXI0atSI2NhYypYt+2ceQYnNnTtXI0ju06cPRkZGzJw5kxEjRmBsbIyHh0eJRiqnTZvGkCFDSEtLo1atWvzwww9KXu+YMWO4evUqAQEBGBkZ0a9fP9q1a0dmZqZGHT169ODhw4c0aNAAbW1thgwZUmSkdvjw4Zw8eZLx48djZmbGnDlzCAgIKLZPJfk8i/Pkl5nIyEgePXqEk5MTa9eupXr16qxYsYIGDRoUu/jKRx99VOTY1KlTlZcKn6d58+Y4OTnRrFkzcnJy6Natm8Z0bNOmTaOgoIAPP/yQ+/fvU69ePXbv3v3KF/h40XdXCCGEEP8MKvWzk+C+xfLy8qhYsSI7d+7USMcQb5c2bdrQpEkTRo4c+UrqCwkJ4d69e/+K5Z5Ls468EEIIIf5PaX6G/quGre7cucOnn36qsbCEePs0adLkufNqCyGEEEK8bn8qxeKfqkKFCowZM+ZNd0P8Ra9q5FgIIYQQ4s/4VwXIQhTn2dUQhRBCCCFe5F+VYiGEEEIIIcRfJQGyeKuEhIQoU9u9KtevX0elUpGUlPTcMnFxcahUKu7du1fq+qtUqcK8efP+dP+EEEII8feSFIv/sOfN7hAXF4evry93794t9fy8r9v8+fN5ExOvNG7cmIyMDMzNzf/2totTI2I3WvpGLy/4H3F9Wqs33QUhhBD/IhIgi7fKmwpQ9fT0sLKyeu75/Px8VCqVzGcshBBC/AvIT3PxQpGRkdSqVUvj2Lx58zRWKnyS9jBlyhQqVqyIhYUFEyZMIC8vT1mdrlKlSkRFRSnXPElr+O6772jatCmGhobUr1+fS5cukZCQQL169TAxMaFFixb8/vvvRdp6wsfHh9DQUEaOHImlpSVWVlYaC4AAXLx4kSZNmmBgYIC7uzv79u1DpVIVGTm/ePEijRs3xsDAgBo1anDw4EHl3LMpFqtWrcLCwoKYmBjc3d3R19cnPT2dW7duERQUhKGhIVWrVlVWf3xCrVYTGRlJ5cqV0dfXx8bGhtDQ0JJ/IEIIIYR47WQEWbwS+/fvp1KlShw6dIj4+Hh69+7NkSNHaNasGcePH2f9+vV8/PHH+Pv7ayw/HRERwbx586hcuTK9evXigw8+wNTUlPnz52NkZETnzp0ZN24cS5YseW7bq1evZtiwYRw/fpyjR48SEhKCl5cX/v7+5Ofn065dOypXrszx48e5f/8+w4cPL7aeESNGMG/ePNzd3ZkzZw5BQUFcu3btuastPnjwgOnTp7N8+XLKli1LhQoV6NixI7/88gsHDhxAV1eX0NBQbt26pVyzceNG5s6dy7p166hevTq//vorZ86cee695eTkkJOTo+xnZWU9t6wQQgghXg0JkP/jtm3bhomJicax/Pz8UtdjaWnJggUL0NLSwsXFhRkzZvDgwQM+++wzAMLDw5k2bRqHDx+ma9euynVhYWHKMtZDhgyhW7duxMbG4uXlBRQua/6yado8PT2JiIgAwMnJiUWLFhEbG4u/vz979+7lypUrxMXFKSkSkydPxt/fv0g9gwYNokOHDgAsWbKEXbt2sWLFiufOy5ybm8vixYupWbMmAJcuXWLnzp2cOHFCWaxmxYoVuLm5Kdekp6djZWWFn58furq6VK5c+YWrPk6dOpXx48e/8P6FEEII8WpJisV/nK+vL0lJSRrb8uXLS11P9erVNfJvK1asiIeHh7Kvra1N2bJlNUZToTC4ffoaQOO6ihUrFrnmWU/XAWBtba1ck5qaip2dnUb+8PMC0kaNGin/1tHRoV69eqSkpDy3XT09PY22U1JS0NHRoW7dusoxV1dXjRcdO3XqxMOHD3FwcKBv375s3ryZvLy857YRHh5OZmamst28efO5ZYUQQgjxasgI8n+csbExjo6OGsd++ukn5d9aWlpFZo3Izc0tUo+urq7GvkqlKvZYQUHBc69TqVTFHnv2mpK0/bJrXgVDQ0OlzyVlZ2dHamoq+/btY+/evQwYMICZM2dy8ODBIvcBoK+vj76+/qvqshBCCCFKQAJk8ULly5fn119/Ra1WK8Hgi+YL/qdxcXHh5s2b/Pbbb8oIdUJCQrFljx07RrNmzQDIy8vj1KlTDBo0qMRtubq6Ktc9SbFITU0tMneyoaEhQUFBBAUFMXDgQFxdXUlOTqZOnTolbuvc+ADMzMxKXF4IIYQQJScBsnghHx8ffv/9d2bMmEHHjh3ZtWsXO3fufGuCM39/f6pVq0bPnj2ZMWMG9+/fZ8yYMQBFRn+/+OILnJyccHNzY+7cudy9e5devXqVuC0XFxcCAwP5+OOPWbJkCTo6OgwdOhRDQ0OlzKpVq8jPz+edd97ByMiIb7/9FkNDQ+zt7V/NDQshhBDiL5McZPFCbm5uLF68mC+++IKaNWty4sQJwsLC3nS3SkxbW5stW7aQnZ1N/fr16dOnD59//jkABgYGGmWnTZvGtGnTqFmzJocPHyYmJoZy5cqVqr2oqChsbGzw9vamffv29OvXjwoVKijnLSwsWLZsGV5eXnh6erJv3z5++OGH586UIYQQQoi/n0r9JpYlE+INio+Pp0mTJly+fJlq1aq96e6USlZWFubm5mRmZr41o/hCCCHEP0FpfoZKioX419u8eTMmJiY4OTlx+fJlhgwZgpeX11sXHAshhBDi7yEBsvjXu3//PqNGjSI9PZ1y5crh5+fH7Nmz33S3hBBCCPEPJSkWQrxFJMVCCCGE+HNK8zNUXtITQgghhBDiKZJiIf71vvzyS0aMGMHdu3fR0Sn8ymdnZ1OmTBm8vLyIi4tTysbFxeHr6/uPf4GvRsRutPSN3nQ3/jGuT2v1prsghBDiX0RGkMW/nq+vL9nZ2Zw8eVI59uOPP2JlZcXx48d59OiRcvzAgQNUrly5SHD8+PHjv62/QgghhHizJEAW/3ouLi5YW1sXGSlu27YtVatW5dixYxrHfX19CQkJoV27dkyePBkbGxtcXFwAuHnzJp07d8bCwgJLS0vatm3L9evXleufXDdr1iysra0pW7YsAwcO1Fiee/HixTg5OWFgYEDFihXp2LHja38GQgghhCg5CZDFf4Kvry8HDhxQ9g8cOICPjw/e3t7K8YcPH3L8+HF8fX0BiI2NJTU1lb1797Jt2zZyc3MJCAjA1NSUH3/8kfj4eExMTAgMDNQYYT5w4ABXrlzhwIEDrF69mlWrVrFq1SoATp48SWhoKBMmTCA1NZVdu3Ypy1sXJycnh6ysLI1NCCGEEK+X5CCL/wRfX1+GDh1KXl4eDx8+JDExEW9vb3Jzc/nyyy8BOHr0KDk5OUowbWxszPLly9HT0wPg22+/paCggOXLlyvLVEdFRWFhYUFcXBzvvfceAGXKlGHRokVoa2vj6upKq1atiI2NpW/fvqSnp2NsbEzr1q0xNTXF3t6e2rVrP7ffU6dOZfz48a/56QghhBDiaTKCLP4TfHx8+OOPP0hISODHH3/E2dmZ8uXL4+3treQhx8XF4eDgQOXKlQHw8PBQgmOAM2fOcPnyZUxNTTExMcHExARLS0sePXrElStXlHLVq1dHW1tb2be2tubWrVsA+Pv7Y29vj4ODAx9++CHR0dE8ePDguf0ODw8nMzNT2W7evPmqH40QQgghniEjyOI/wdHRkUqVKnHgwAHu3r2Lt7c3ADY2NtjZ2XHkyBEOHDjAu+++q1xjbGysUUd2djZ169YlOjq6SP3ly5dX/q2rq6txTqVSUVBQAICpqSmnT58mLi6OPXv2MG7cOCIjI0lISMDCwqJIvfr6+ujr6//p+xZCCCFE6ckIsvjP8PX1JS4ujri4OHx8fJTjzZo1Y+fOnZw4cULJPy5OnTp1SEtLo0KFCjg6Omps5ubmJe6Hjo4Ofn5+zJgxg7Nnz3L9+nX279//V25NCCGEEK+QjCCL/wxfX19lRoknI8gA3t7eDBo0iMePH78wQA4ODmbmzJm0bduWCRMmUKlSJW7cuMGmTZsYOXIklSpVemkftm3bxtWrV2nWrBllypRhx44dFBQUKLNklNS58QGykp4QQgjxmsgIsvjP8PX15eHDhzg6OlKxYkXluLe3N/fv31emg3seIyMjDh06ROXKlWnfvj1ubm707t2bR48elThYtbCwYNOmTbz77ru4ubnx5ZdfsnbtWqpXr/6X708IIYQQr4ZKrVar33QnhBAlU5p15IUQQgjxf0rzM1RGkIUQQgghhHiKBMhCCCGEEEI8RQJkIYQQQgghniIBshBCCCGEEE+RAFkIChfz2LJlCwDXr19HpVKRlJT0RvskhBBCiDdD5kEW/0i///4748aNY/v27fz222+UKVOGmjVrMm7cOLy8vN509964GhG70dI3etPd+Me4Pq3Vm+6CEEKIfxEJkMU/UocOHXj8+DGrV6/GwcGB3377jdjYWG7fvv2muyaEEEKIfzlJsRD/OPfu3ePHH39k+vTp+Pr6Ym9vT4MGDQgPD6dNmzaEhYXRunVrpfy8efNQqVTs2rVLOebo6Mjy5csBSEhIwN/fn3LlymFubo63tzenT58uVZ8OHjxIgwYN0NfXx9ramtGjR5OXlwcUro5nYWFBfn4+AElJSahUKkaPHq1c36dPH7p37w7AjRs3CAoKokyZMhgbG1O9enV27NhRbLs5OTlkZWVpbEIIIYR4vSRAFv84JiYmmJiYsGXLFnJycoqc9/b25vDhw0pAevDgQcqVK0dcXBwAP//8M1euXMHHxweA+/fv07NnTw4fPsyxY8dwcnKiZcuW3L9/v0T9+fnnn2nZsiX169fnzJkzLFmyhBUrVjBp0iQAmjZtyv3790lMTCy2P0+OPenPwIEDycnJ4dChQyQnJzN9+nRMTEyKbXvq1KmYm5srm52dXYn6LIQQQog/TwJk8Y+jo6PDqlWrWL16NRYWFnh5efHZZ59x9uxZQDMgVavVHDp0iOHDhysBaVxcHLa2tjg6OgLw7rvv0r17d1xdXXFzc2Pp0qU8ePCAgwcPlqg/ixcvxs7OjkWLFuHq6kq7du0YP348s2fPpqCgAHNzc2rVqqXR/qeffkpiYiLZ2dn8/PPPXL58GW9vbwDS09Px8vLCw8MDBwcHWrduTbNmzYptOzw8nMzMTGW7efPmX3iyQgghhCgJCZDFP1KHDh345ZdfiImJITAwkLi4OOrUqcOqVauwsLCgZs2axMXFkZycjJ6eHv369VMC0oMHDyrBKMBvv/1G3759cXJywtzcHDMzM7Kzs0lPTy9RX1JSUmjUqBEqlUo55uXlRXZ2Nj/99BNQOKodFxeHWq3mxx9/pH379ri5uXH48GEOHjyIjY0NTk5OAISGhjJp0iS8vLyIiIhQAv/i6OvrY2ZmprEJIYQQ4vWSAFn8YxkYGODv78/YsWM5cuQIISEhREREAODj40NcXJwSDFtaWmoEpE8HyD179iQpKYn58+dz5MgRkpKSKFu2LI8fP35lffXx8eHw4cOcOXMGXV1dXF1di/TxiT59+nD16lU+/PBDkpOTqVevHgsXLnxlfRFCCCHEXyOzWIi3hru7uzJXsbe3NytXrkRHR4fAwECgMEhdu3Ytly5dUvJ9AeLj41m8eDEtW7YE4ObNm/zvf/8rcbtubm5s3LgRtVqtjCLHx8djampKpUqVgP9L+5g7d64SDPv4+DBt2jTu3r3L8OHDNeq0s7Ojf//+9O/fn/DwcJYtW8bgwYNL3Kdz4wNkNFkIIYR4TWQEWfzj3L59m3fffZdvv/2Ws2fPcu3aNTZs2MCMGTNo27YtAM2aNeP+/fts27ZNCYZ9fHyIjo7G2toaZ2dnpT4nJye++eYbUlJSOH78OMHBwRgaGpa4PwMGDODmzZsMHjyYixcvsnXrViIiIhg2bBhaWoX/hcqUKYOnpyfR0dFKf5o1a8bp06e5dOmSxgjy0KFD2b17N9euXeP06dMcOHAANze3v/jUhBBCCPGqyAiy+McxMTHhnXfeYe7cuVy5coXc3Fzs7Ozo27cvn332GVAYkHp4ePDbb7/h6uoKFAakBQUFGsEowIoVK+jXrx916tTBzs6OKVOmEBYWVuL+2NrasmPHDkaMGEHNmjWxtLSkd+/ejBkzRqOct7c3SUlJSoBsaWmJu7s7v/32Gy4uLkq5/Px8Bg4cyE8//YSZmRmBgYHMnTv3zzwqIYQQQrwGKrVarX7TnRBClExWVhbm5uZkZmZKioUQQghRCqX5GSopFkIIIYQQQjxFAmQhhBBCCCGeIgGyEEIIIYQQT5EAWYi/qEqVKsybN+9Nd0MIIYQQr4jMYvEG/Prrr0yePJnt27fz888/U6FCBWrVqsXQoUNp3rz5m+6eYvXq1SxbtozDhw/j4+NDrVq1/vZA0NfXl+DgYPz8/KhatSpaWlqkp6dja2urlMnIyMDOzo78/HyuXbtGlSpV/tY+JiQkYGxs/Le2WSNiN1r6Rn9rm2/K9Wmt3nQXhBBC/MfICPLf7Pr169StW5f9+/czc+ZMkpOT2bVrF76+vgwcOLDYa3Jzc//mXhbaunUrbdq0eSNtA9y5c4f4+HiCgoKUY7a2tnz99dca5VavXq0RMP/dypcvj5HRfyNYFUIIIf4LJED+mw0YMACVSsWJEyfo0KEDzs7OVK9enWHDhnHs2DEAVCoVS5YsoU2bNhgbGzN58mQAlixZQrVq1dDT08PFxYVvvvlGqTcsLIzWrVsr+/PmzUOlUrFr1y7lmKOjI8uXLwcgLi6OBg0aYGxsjIWFBV5eXty4cUMp++jRI/bs2fPcAPmbb76hXr16mJqaYmVlxQcffMCtW7cAUKvVODo6MmvWLI1rkpKSUKlUXL58GbVaTWRkJJUrV0ZfXx8bGxtCQ0M1ym/fvp06depQsWJF5VjPnj2JiorSKBcVFUXPnj01juXn59O7d2+qVq2KoaEhLi4uzJ8/X6NMXl4eoaGhWFhYULZsWUaNGkXPnj1p166dUsbHx4dBgwYxaNAgzM3NKVeuHGPHjuXp2RGfTbG4d+8effr0oXz58piZmfHuu+9y5swZ5fyZM2fw9fXF1NQUMzMz6taty8mTJ4t9zkIIIYT4+0mA/De6c+cOu3btYuDAgcX+Sd7CwkL5d2RkJO+//z7Jycn06tWLzZs3M2TIEIYPH865c+f4+OOP+eijjzhw4ABQuEjF4cOHyc/PB+DgwYOUK1eOuLg4AH7++WeuXLmCj48PeXl5tGvXDm9vb86ePcvRo0fp16+fsowyQGxsLLa2tsoiHM/Kzc1l4sSJnDlzhi1btnD9+nVCQkKAwgC/V69exQayzZo1w9HRkY0bNzJ37ly++uor0tLS2LJlCx4eHhrlY2JilJXznmjTpg13797l8OHDABw+fJi7d+9qjDIDFBQUUKlSJTZs2MCFCxcYN24cn332Gd99951SZvr06URHRxMVFUV8fDxZWVnKUtZPW716NTo6Opw4cYL58+czZ84c5ReN4nTq1Ilbt26xc+dOTp06RZ06dWjevDl37twBIDg4mEqVKpGQkMCpU6cYPXo0urq6xdaVk5NDVlaWxiaEEEKI10tykP9GT0ZOnxd0Pu2DDz7go48+Uva7detGSEgIAwYMAFBGnGfNmoWvry9Nmzbl/v37JCYmUrduXQ4dOsSIESOUgC8uLg5bW1scHR25c+cOmZmZtG7dmmrVqgEUWer4ZekVvXr1Uv7t4ODAggULqF+/PtnZ2ZiYmBASEsK4ceM4ceIEDRo0IDc3lzVr1iijyunp6VhZWeHn54euri6VK1emQYMGSp05OTns2rWLyMhIjXZ1dXXp3r07K1eupEmTJqxcuZLu3bsXCTB1dXUZP368sl+1alWOHj3Kd999R+fOnQFYuHAh4eHhvP/++wAsWrSIHTt2FLlXOzs75s6di0qlwsXFheTkZObOnUvfvn2LlD18+DAnTpzg1q1b6OvrAzBr1iy2bNnC999/T79+/UhPT2fEiBHK98DJyem5z3nq1Kka9yGEEEKI109GkP9GpVm0sF69ehr7KSkpeHl5aRzz8vIiJSUFKBx9rlmzJnFxcSQnJ6Onp0e/fv1ITEwkOzubgwcPKkswW1paEhISQkBAAEFBQcyfP5+MjAyNfv7www8vDJBPnTpFUFAQlStXxtTUVKk7PT0dABsbG1q1asXKlSsB+OGHH8jJyaFTp05A4Sjrw4cPcXBwoG/fvmzevJm8vDyl/v3791OhQgWqV69epO1evXqxYcMGfv31VzZs2KARrD/tiy++oG7dupQvXx4TExOWLl2q9C8zM5PffvtNIyjX1tambt26Repp2LChxuh6o0aNSEtLU0brn3bmzBmys7MpW7YsJiYmynbt2jWuXLkCFP5y06dPH/z8/Jg2bZpyvDjh4eFkZmYq282bN59bVgghhBCvhgTIfyMnJydUKhUXL158adk/MyuCj48PcXFxSjBsaWmJm5sbhw8f1giQoTDd4ejRozRu3Jj169fj7Oys5ECfOHGCvLw8GjduXGw7f/zxBwEBAZiZmREdHU1CQgKbN28G4PHjx0q5Pn36sG7dOh4+fEhUVBRdunRRXmazs7MjNTWVxYsXY2hoyIABA2jWrJnyQmJMTMxzA3QPDw9cXV3p1q0bbm5u1KhRo0iZdevWERYWRu/evdmzZw9JSUl89NFHGv17HbKzs7G2tiYpKUljS01NZcSIEUBh+sz58+dp1aoV+/fvx93dXXl+z9LX18fMzExjE0IIIcTrJQHy38jS0pKAgAC++OIL/vjjjyLn792799xr3dzciI+P1zgWHx+Pu7u7sv8kDzk2NhYfHx+gMGheu3Ytly5dUo49Ubt2bcLDwzly5Ag1atRgzZo1QGF6RatWrdDW1i62LxcvXuT27dtMmzaNpk2b4urqqryg97SWLVtibGzMkiVL2LVrV5GRXkNDQ4KCgliwYAFxcXEcPXqU5ORkZQT72fzjp/Xq1Yu4uLjnjh7Hx8fTuHFjBgwYQO3atXF0dNQYqTU3N6dixYokJCQox/Lz8zl9+nSRuo4fP66xf+zYMZycnIp9PnXq1OHXX39FR0cHR0dHja1cuXJKOWdnZz799FP27NlD+/bti+RrCyGEEOLNkRzkv9kXX3yBl5cXDRo0YMKECXh6epKXl8fevXtZsmSJkjLxrBEjRtC5c2dq166Nn58fP/zwA5s2bWLfvn1KmWbNmnH//n22bdvGtGnTgMIAuWPHjlhbW+Ps7AzAtWvXWLp0KW3atMHGxobU1FTS0tLo0aMHUDh6O2HChOfeQ+XKldHT02PhwoX079+fc+fOMXHixCLltLW1CQkJITw8HCcnJxo1aqScW7VqFfn5+bzzzjsYGRnx7bffYmhoiL29PadOneLBgwc0adLkuX3o27cvnTp10nix8WlOTk58/fXX7N69m6pVq/LNN9+QkJBA1apVlTKDBw9m6tSpODo64urqysKFC7l7965GOgUUpo0MGzaMjz/+mNOnT7Nw4UJmz55dbLt+fn40atSIdu3aMWPGDJydnfnll1/Yvn0777//PtWrV2fEiBF07NiRqlWr8tNPP5GQkECHDh2ee6/FOTc+QEaThRBCiNdFLf52v/zyi3rgwIFqe3t7tZ6entrW1lbdpk0b9YEDB9RqtVoNqDdv3lzkusWLF6sdHBzUurq6amdnZ/XXX39dpEzNmjXVVlZWyv7t27fVKpVK3bVrV+XYr7/+qm7Xrp3a2tparaenp7a3t1ePGzdOnZ+fr758+bJaX19fnZ2drVFv06ZN1cOHD1f216xZo65SpYpaX19f3ahRI3VMTIwaUCcmJmpcd+XKFTWgnjFjhsbxzZs3q9955x21mZmZ2tjYWN2wYUP1vn371Gq1Wj1mzBh1cHCwRvlr164VW/8TiYmJakB97do1tVqtVj969EgdEhKiNjc3V1tYWKg/+eQT9ejRo9U1a9ZUrsnNzVUPGjRIbWZmpi5Tpox61KhR6k6dOmk8K29vb/WAAQPU/fv3V8p99tln6oKCAqWMvb29eu7cucp+VlaWevDgwWobGxu1rq6u2s7OTh0cHKxOT09X5+TkqLt27aq2s7NT6+npqW1sbNSDBg1SP3z4sNj7elZmZqYaUGdmZpaovBBCCCEKleZnqEqtLsWbY+Jfb86cOezbt6/IbA6urq706dOHsLCwUtX3448/0rx5c27evKkxn/GLeHp6MmbMGGW2ib9LQUEBbm5udO7cWRkRf1MrCD5PVlYW5ubmZGZmygiyEEIIUQql+RkqKRZCQ6VKlQgPD1f2n8znm5qaWqplsHNycvj999+JjIykU6dOJQ6OHz9+TIcOHWjRokWp+15aN27cYM+ePXh7e5OTk8OiRYu4du0aH3zwwWtvWwghhBD/XBIgCw3PjtoGBgZy9+5dFixYQO3atUtcz9q1a+nduze1atUqsjT0i+jp6REREVHi8n+FlpYWq1atIiwsDLVaTY0aNdi3b1+ROaGFEEII8d8iKRZCvEUkxUIIIYT4c0rzM1SmeROiFFQqVbHLUQshhBDi30NSLMS/zq+//srUqVPZvn07P/30E+bm5jg6OtK9e3d69uypLFbyNqsRsRst/bf/Pkri+rRWb7oLQggh/mMkQBb/KlevXsXLywsLCwumTJmCh4cH+vr6JCcns3TpUmxtbYtdoS83NxddXd030GMhhBBC/NNIioX4VxkwYAA6OjqcPHmSzp074+bmhoODA23btmX79u0EBQUBhakSS5YsoU2bNhgbGzN58mSgcBXBOnXqYGBggIODA+PHjycvL0+jjYyMDFq0aIGhoSEODg58//33Gudv3rxJ586dsbCwwNLSkrZt23L9+nXlfFxcHA0aNMDY2BgLCwu8vLy4cePG630wQgghhCgxCZDFv8bt27fZs2cPAwcOxNjYuNgyT6+SFxkZyfvvv09ycjK9evXixx9/pEePHgwZMoQLFy7w1VdfsWrVKiV4fmLs2LF06NCBM2fOEBwcTNeuXZUVEHNzcwkICMDU1JQff/yR+Ph4TExMCAwM5PHjx+Tl5dGuXTu8vb05e/YsR48epV+/fkVW73siJyeHrKwsjU0IIYQQr5cEyOJf4/Lly6jValxcXDSOlytXDhMTE0xMTBg1apRy/IMPPuCjjz7CwcGBypUrM378eEaPHk3Pnj1xcHDA39+fiRMn8tVXX2nU16lTJ/r06YOzszMTJ06kXr16LFy4EID169dTUFDA8uXL8fDwwM3NjaioKNLT04mLiyMrK4vMzExat25NtWrVcHNzo2fPnlSuXLnYe5o6dSrm5ubKZmdn94qfmhBCCCGeJQGy+Nc7ceIESUlJVK9enZycHOV4vXr1NMqdOXOGCRMmKMG0iYkJffv2JSMjgwcPHijlGjVqpHFdo0aNlBHkM2fOcPnyZUxNTZU6LC0tefToEVeuXMHS0pKQkBACAgIICgpi/vz5ZGRkPLfv4eHhZGZmKtvNmzdfxSMRQgghxAvIS3riX8PR0RGVSkVqaqrGcQcHBwAMDQ01jj+bhpGdnc348eNp3759kboNDAxK1Ifs7Gzq1q1LdHR0kXPly5cHICoqitDQUHbt2sX69esZM2YMe/fupWHDhkWu0dfXR19fv0RtCyGEEOLVkBFk8a9RtmxZ/P39WbRoEX/88Uepr69Tpw6pqak4OjoW2bS0/u+/yrFjxzSuO3bsmLL6Xp06dUhLS6NChQpF6jA3N1euqV27NuHh4Rw5coQaNWqwZs2aP3nXQgghhHjVZARZ/KssXrwYLy8v6tWrR2RkJJ6enmhpaZGQkMDFixepW7fuc68dN24crVu3pnLlynTs2BEtLS3OnDnDuXPnmDRpklJuw4YN1KtXjyZNmhAdHc2JEydYsWIFAMHBwcycOZO2bdsyYcIEKlWqxI0bN9i0aRMjR44kNzeXpUuX0qZNG2xsbEhNTSUtLY0ePXqU6j7PjQ+QlfSEEEKI10QCZPGvUq1aNRITE5kyZQrh4eH89NNP6Ovr4+7uTlhYGAMGDHjutQEBAWzbto0JEyYwffp0dHV1cXV1pU+fPhrlxo8fz7p16xgwYADW1tasXbsWd3d3AIyMjDh06BCjRo2iffv23L9/H1tbW5o3b46ZmRkPHz7k4sWLrF69mtu3b2Ntbc3AgQP5+OOPX+tzEUIIIUTJqdRqtfpNd0IIUTKlWUdeCCGEEP+nND9DJQdZCCGEEEKIp0iALIQQQgghxFMkQBZCCCGEEOIpEiALIYQQQgjxFAmQ/wVWrVqFhYXFm+6GEEIIIcS/gkzz9g8REhLC6tWrixxPS0vD0dHxDfTo1Xv48CHlypXjzJkzODo68vjxY+bNm0d0dDRpaWkYGRnh4uJCnz596N69O7q6um+6y/9YNSJ2o6Vv9Ka78Zdcn9bqTXdBCCGEKJYEyP8ggYGBREVFaRx7sjzxv8HevXuxt7dXguOAgADOnDnDxIkT8fLywszMjGPHjjFr1ixq165NrVq1/lQ7ubm5byS4fvz4MXp6en97u0IIIYR4tSTF4h9EX18fKysrjU1bW5s5c+bg4eGBsbExdnZ2DBgwgOzs7BfW9cMPP1C/fn0MDAwoV64c77//vnLu7t279OjRgzJlymBkZESLFi1IS0tTzj9J2di9ezdubm6YmJgQGBhIRkaGUiYuLo4GDRpgbGyMhYUFXl5e3Lhx44V92rp1K23atAFg3rx5HDp0iNjYWAYOHEitWrVwcHDggw8+4Pjx4zg5OQGwa9cumjRpgoWFBWXLlqV169ZcuXJFqfP69euoVCrWr1+Pt7c3BgYGREdHc/v2bbp164atrS1GRkZ4eHiwdu1ajf4UFBQwY8YMHB0d0dfXp3LlykyePFk5P2rUKJydnTEyMsLBwYGxY8eSm5urnI+MjKRWrVosX76cqlWrYmBgUKI+P378mEGDBmFtbY2BgQH29vZMnTr1hc9OCCGEEH8fCZDfAlpaWixYsIDz58+zevVq9u/fz8iRI59bfvv27bz//vu0bNmSxMREYmNjadCggXI+JCSEkydPEhMTw9GjR1Gr1bRs2VIj+Hvw4AGzZs3im2++4dChQ6SnpxMWFgZAXl4e7dq1w9vbm7Nnz3L06FH69euHSqV6bp8KCgrYtm0bbdu2BSA6Oho/Pz9q165dpKyuri7GxsYA/PHHHwwbNoyTJ08SGxuLlpYW77//PgUFBRrXjB49miFDhpCSkkJAQACPHj2ibt26bN++nXPnztGvXz8+/PBDTpw4oVwTHh7OtGnTGDt2LBcuXGDNmjVUrFhROW9qasqqVau4cOEC8+fPZ9myZcydO1ej3cuXL7Nx40Y2bdpEUlJSifq8YMECYmJi+O6770hNTSU6OpoqVaoU+9xycnLIysrS2IQQQgjxeslKev8QISEhfPvtt8ooJECLFi3YsGFDkbLff/89/fv353//+x9QOOI7dOhQ7t27B0Djxo1xcHDg22+/LXJtWloazs7OxMfH07hxYwBu376NnZ0dq1evplOnTqxatYqPPvqIy5cvU61aNQAWL17MhAkT+PXXX7lz5w5ly5YlLi4Ob2/vEt3fkSNHeP/998nIyEBLSwsjIyP69u3L/PnzS/Wc/ve//1G+fHmSk5OpUaMG169fp2rVqsybN48hQ4a88NrWrVvj6urKrFmzuH//PuXLl2fRokVFlpJ+nlmzZrFu3TpOnjwJFI4gT5kyhZ9//vmFqTDP9jk0NJTz58+zb9++F/5S8aSN8ePHFzluN/Q7yUEWQgghSkFW0ntL+fr6kpSUpGwLFiwAYN++fTRv3hxbW1tMTU358MMPuX37Ng8ePCi2nqSkJJo3b17suZSUFHR0dHjnnXeUY2XLlsXFxYWUlBTlmJGRkRIcA1hbW3Pr1i0ALC0tCQkJISAggKCgIObPn6+RflGcrVu30rp1a7S0Cr9yJf29LC0tjW7duuHg4ICZmZky0pqenq5Rrl69ehr7+fn5TJw4EQ8PDywtLTExMWH37t3KdSkpKeTk5Dz3OQGsX78eLy8vrKysMDExYcyYMUXatbe3LxIcv6zPISEhJCUl4eLiQmhoKHv27HluH8LDw8nMzFS2mzdvPv9hCSGEEOKVkAD5H8TY2BhHR0dls7a25vr167Ru3RpPT082btzIqVOn+OKLL4DCXNbiGBoa/uW+PPuSm0ql0ghqo6KiOHr0KI0bN2b9+vU4Oztz7Nix59YXExOj5B8DODs7c/HixZf2IygoiDt37rBs2TKOHz/O8ePHgaL3/iQl44mZM2cyf/58Ro0axYEDB0hKSiIgIEC57mXP6OjRowQHB9OyZUu2bdtGYmIin3/++UvbLUmf69Spw7Vr15g4cSIPHz6kc+fOdOzYsdh+6OvrY2ZmprEJIYQQ4vWSWSz+4U6dOkVBQQGzZ89WRl+/++67F17j6elJbGwsH330UZFzbm5u5OXlcfz4cY0Ui9TUVNzd3UvVt9q1a1O7dm3Cw8Np1KgRa9asoWHDhkXKpaWlcePGDfz9/ZVjH3zwAZ999hmJiYlF8pBzc3N5/Pgxjx49IjU1lWXLltG0aVMADh8+XKK+xcfH07ZtW7p37w4U5kBfunRJuUcnJycMDQ2JjY0tNsXiyJEj2Nvb8/nnnyvHXvYSIvzfs3xZn83MzOjSpQtdunShY8eOBAYGcufOHSwtLUt0f+fGB0iwLIQQQrwmEiD/wzk6OpKbm8vChQsJCgoiPj6eL7/88oXXRERE0Lx5c6pVq0bXrl3Jy8tjx44djBo1CicnJ9q2bUvfvn356quvMDU1ZfTo0dja2iov0L3MtWvXWLp0KW3atMHGxobU1FTS0tLo0aNHseW3bt2Kn58fRkb/lzM7dOhQtm/fTvPmzZk4cSJNmjTB1NSUkydPMn36dFasWIGnpydly5Zl6dKlWFtbk56ezujRo0vURycnJ77//nuOHDlCmTJlmDNnDr/99psSIBsYGDBq1ChGjhyJnp4eXl5e/P7775w/f57evXvj5OREeno669ato379+mzfvp3Nmze/tN0yZcq8tM9z5szB2tqa2rVro6WlxYYNG7CyspLFXoQQQoh/CEmx+IerWbMmc+bMYfr06dSoUYPo6OiXTgnm4+PDhg0biImJoVatWrz77rsaszdERUVRt25dWrduTaNGjVCr1ezYsaPEcwcbGRlx8eJFOnTogLOzM/369WPgwIF8/PHHxZZ/enq3J/T19dm7dy8jR47kq6++omHDhtSvX58FCxYQGhpKjRo10NLSYt26dZw6dYoaNWrw6aefMnPmzBL1ccyYMdSpU4eAgAB8fHywsrKiXbt2GmXGjh3L8OHDGTduHG5ubnTp0kXJs27Tpg2ffvopgwYNolatWhw5coSxY8e+tN2S9NnU1JQZM2ZQr1496tevz/Xr19mxY4fyFwIhhBBCvFkyi4V4rf73v/9hbW3NTz/9pDGFmvhzSvMGrhBCCCH+j8xiIf4x7ty5w5w5cyQ4FkIIIcRbQ3KQxWvl7OyMs7Pzm+6GEEIIIUSJyQiyEEIIIYQQT5EAWfyjXb9+HZVKpSzj/HeLi4tDpVIpqxQKIYQQ4t/vX5ViERISwr1799iyZcub7so/1urVq1m2bBmHDx/m2rVrfP7558TFxXHnzh3KlStH3bp1mT59Oq6urm+6q387Hx8fatWqxbx585RjjRs3JiMjA3Nz8zfXsWLUiNgtS00LIYQQr8m/KkD+r8rPz0elUpVomrAnU67l5ubi7++Pi4sLmzZtUmaa2Llzp4yWPkVPTw8rK6s33Q0hhBBC/I3+UykWBw8epEGDBujr62Ntbc3o0aPJy8tTzvv4+BAaGsrIkSOxtLTEysqKyMhIjTouXrxIkyZNMDAwwN3dnX379qFSqZRR68ePHzNo0CCsra0xMDDA3t5eY95ilUrFkiVLaNGiBYaGhjg4OPD9998r54v7k35SUhIqlYrr168DsGrVKiwsLIiJicHd3R19fX3S09OJi4ujQYMGGBsbY2FhgZeXl8bqb48ePWLPnj20adOG8+fPc+XKFRYvXkzDhg2xt7fHy8uLSZMmKavhPUlv2LRpE76+vhgZGVGzZk2OHj2q8Uw2btxI9erV0dfXp0qVKsyePVs5t2jRImrUqKHsb9myBZVKpbHYiZ+fH2PGjHnhZ3fx4kUaN26MgYEBNWrU4ODBg8q5J8/jaU/aeSIyMpJatWrxzTffUKVKFczNzenatSv3798HCv/6cPDgQebPn49KpVKe97Ofx5O2du/ejZubGyYmJgQGBpKRkaG0lZeXR2hoKBYWFpQtW5ZRo0bRs2dPjXmYv//+ezw8PDA0NKRs2bL4+fnxxx9/vPAZCCGEEOLv8Z8JkH/++WdatmxJ/fr1OXPmDEuWLGHFihVMmjRJo9zq1asxNjbm+PHjzJgxgwkTJrB3716gcKS2Xbt2GBkZcfz4cZYuXaqxFDHAggULiImJ4bvvviM1NZXo6GiqVKmiUWbs2LF06NCBM2fOEBwcTNeuXUlJSSnV/Tx48IDp06ezfPlyzp8/j6WlJe3atcPb25uzZ89y9OhR+vXrpxEkxsbGYmtri6urK+XLl0dLS4vvv/+e/Pz8F7b1+eefExYWRlJSEs7OznTr1k35xeLUqVN07tyZrl27kpycTGRkJGPHjmXVqlUAeHt7c+HCBX7//Xeg8JeUcuXKERcXBxQuK3306FF8fHxe2IcRI0YwfPhwEhMTadSoEUFBQdy+fbtUz+zKlSts2bKFbdu2sW3bNg4ePMi0adMAmD9/Po0aNaJv375kZGSQkZGBnZ1dsfU8ePCAWbNm8c0333Do0CHS09MJCwtTzk+fPp3o6GiioqKIj48nKytLI+0nIyODbt260atXL1JSUoiLi6N9+/YUNyV5Tk4OWVlZGpsQQgghXq//TIrF4sWLsbOzY9GiRahUKlxdXfnll18YNWoU48aNU9ITPD09iYiIAAqXK160aBGxsbH4+/uzd+9erly5QlxcnPJn98mTJ+Pv76+0k56ejpOTE02aNEGlUmFvb1+kL506daJPnz4ATJw4kb1797Jw4UIWL15c4vvJzc1l8eLF1KxZEyicbzgzM5PWrVtTrVo1ANzc3DSueXpFO1tbWxYsWMDIkSMZP3489erVw9fXl+DgYBwcHDSuCwsLo1WrwnzR8ePHU716dS5fvoyrqytz5syhefPmyipzzs7OXLhwgZkzZxISEkKNGjWwtLTk4MGDdOzYkbi4OIYPH878+fMBOHHiBLm5uTRu3PiF9zto0CA6dOgAwJIlS9i1axcrVqxg5MiRJX5mBQUFrFq1ClNTUwA+/PBDYmNjmTx5Mubm5ujp6WFkZPTSlIrc3Fy+/PJL5TkPGjSICRMmKOcXLlxIeHg477//PlA4ir5jxw7lfEZGBnl5ebRv3175fnh4eBTb1tSpUxk/fnyJ71EIIYQQf91/ZgQ5JSWFRo0aaYyoenl5kZ2dzU8//aQc8/T01LjO2tpaWX44NTUVOzs7jQCqQYMGGuVDQkJISkrCxcWF0NBQ9uzZU6QvjRo1KrJf2hFkPT09jb5aWloSEhJCQEAAQUFBzJ8/X+PP/mq1mh9++EFjyeeBAwfy66+/Eh0dTaNGjdiwYQPVq1dXRsyfeLoda2trAOWZpKSk4OXlpVHey8uLtLQ0JTe6WbNmxMXFce/ePS5cuMCAAQPIycnh4sWLHDx4kPr162Nk9OIXzp5+Zjo6OtSrV6/Uz6xKlSpKcPzkXp7cR2kYGRkpwfGz9WRmZvLbb79pfC+0tbWpW7eusl+zZk2aN2+Oh4cHnTp1YtmyZdy9e7fYtsLDw8nMzFS2mzdvlrq/QgghhCid/0yAXFK6uroa+yqVioKCghJfX6dOHa5du8bEiRN5+PAhnTt3pmPHjiW+/slI9tN/bs/NzS1SztDQUCPYB4iKiuLo0aM0btyY9evX4+zszLFjx4DCkdq8vLwiI7WmpqYEBQUxefJkzpw5Q9OmTYuknTz9TJ60WZpn4uPjQ1xcHD/++CO1a9fGzMxMCZoPHjyIt7d3iesqjpaWVpH0hOKe2V/9bF9UT2lWbNfW1mbv3r3s3LkTd3d3Fi5ciIuLC9euXStSVl9fHzMzM41NCCGEEK/XfyZAdnNz4+jRoxqBTHx8PKamplSqVKlEdbi4uHDz5k1+++035VhCQkKRcmZmZnTp0oVly5axfv16Nm7cyJ07d5TzT4LWp/efpEOUL18eQGP0tzRzANeuXZvw8HCOHDlCjRo1WLNmDVCYXtGqVSu0tbWfe+2T1JPSvCzm5uZGfHy8xrH4+HicnZ2Vtp7kIW/YsEHJNfbx8WHfvn3Ex8e/NP8YNJ9ZXl4ep06d0nhm9+/f1+j3n5k3WU9P76X52C9jbm5OxYoVNb4X+fn5nD59WqOcSqXCy8uL8ePHk5iYiJ6eHps3b/5LbQshhBDi1fjX5SBnZmYWCY7Kli3LgAEDmDdvHoMHD2bQoEGkpqYSERHBsGHDSjQ9GoC/vz/VqlWjZ8+ezJgxg/v37yuzLzwZWZ0zZw7W1tbUrl0bLS0tNmzYgJWVlcYsCxs2bKBevXo0adKE6OhoTpw4wYoVKwBwdHTEzs6OyMhIJk+ezKVLlzRmhXiea9eusXTpUtq0aYONjQ2pqamkpaXRo0cPAGJiYjTyZJOSkoiIiODDDz/E3d0dPT09Dh48yMqVKxk1alSJngfA8OHDqV+/PhMnTqRLly4cPXqURYsWaeRTe3p6UqZMGdasWcO2bduAwgA5LCxMCRRf5osvvsDJyQk3Nzfmzp3L3bt36dWrFwDvvPMORkZGfPbZZ4SGhnL8+HHlJcHSqFKlCsePH+f69euYmJhgaWlZ6joABg8ezNSpU3F0dMTV1ZWFCxdy9+5d5Tty/PhxYmNjee+996hQoQLHjx/n999/L5Iz/iLnxgfIaLIQQgjxuqj/RXr27KkGimy9e/dWq9VqdVxcnLp+/fpqPT09tZWVlXrUqFHq3Nxc5Xpvb2/1kCFDNOps27atumfPnsp+SkqK2svLS62np6d2dXVV//DDD2pAvWvXLrVarVYvXbpUXatWLbWxsbHazMxM3bx5c/Xp06eV6wH1F198ofb391fr6+urq1Spol6/fr1Gm4cPH1Z7eHioDQwM1E2bNlVv2LBBDaivXbumVqvV6qioKLW5ubnGNb/++qu6Xbt2amtra7Wenp7a3t5ePW7cOHV+fr768uXLan19fXV2drZS/vfff1eHhoaqa9SooTYxMVGbmpqqPTw81LNmzVLn5+er1Wq1+tq1a2pAnZiYqFx39+5dNaA+cOCAcuz7779Xu7u7q3V1ddWVK1dWz5w5s8hn07ZtW7WOjo76/v37arVarc7Pz1eXKVNG3bBhw2I+yf/zpA9r1qxRN2jQQK2np6d2d3dX79+/X6Pc5s2b1Y6OjmpDQ0N169at1UuXLlU//fWOiIhQ16xZU+OauXPnqu3t7ZX91NRUdcOGDdWGhobK8z5w4IAaUN+9e/e5z37z5s0abeXm5qoHDRqkNjMzU5cpU0Y9atQodadOndRdu3ZVq9Vq9YULF9QBAQHq8uXLq/X19dXOzs7qhQsXvvA5PJGZmakG1JmZmSUqL4QQQohCpfkZqlKrS5E8KYqIj4+nSZMmXL58WePFredRqVRs3rxZY07c123OnDns27dPYyYF8fcpKCjAzc2Nzp07M3HixL9UV1ZWFubm5mRmZsoIshBCCFEKpfkZ+q9LsXjdNm/ejImJCU5OTly+fJkhQ4bg5eVVouD4TalUqRLh4eFvuhv/GTdu3GDPnj14e3uTk5PDokWLuHbtGh988MGb7poQQgghSkAC5FK6f/8+o0aNIj09nXLlyuHn51eiHOE3qXPnzm+6C/8pWlparFq1irCwMNRqNTVq1GDfvn2lyjEWQgghxJsjKRZCvEUkxUIIIYT4c0rzM/Q/M82bEEIIIYQQJSEB8t8oJCTkhS/nRUZGUqtWrVferkqlYsuWLc89f/36dVQq1Z+aO9jHx4ehQ4f+6b69zMue2euyatUqjan5hBBCCPHf8Z/PQQ4JCWH16tV8/PHHfPnllxrnBg4cyOLFi+nZs+efmle3tMLCwhg8ePBrb+dZdnZ2ZGRkUK5cub+lvY8++oi9e/fy888/v7BccSvLiUI1Inajpf/i5bn/6a5Pa/WmuyCEEEIUS0aQKQwQ161bx8OHD5Vjjx49Ys2aNVSuXPlv64eJiQlly5b929p7QltbGysrK3R0iv99Sa1Wk5eX90rays/PZ9u2bURHR5ORkaFsjRo1om/fvhrH7Ozs/lQbjx8/fiV9fR2KWwJbCCGEEP8sEiADderUwc7Ojk2bNinHNm3aROXKlaldu7ZyLCcnh9DQUCpUqICBgQFNmjQpstT0+fPnad26NWZmZpiamtK0aVOuXLlSbLsJCQmUL1+e6dOnA0VTLJ6kF8yaNQtra2vKli3LwIEDNYKsjIwMWrVqhaGhIVWrVmXNmjVUqVKFefPmabSVkZFBixYtMDQ0xMHBge+//14592yKRVxcHCqVip07d1K3bl309fU5fPgwf/zxBz169MDExARra+tiZ+9YvHgxTk5OGBgYULFiRTp27Khx/siRI+jq6tKsWTOsrKyUTU9PDyMjI41jTy+L/aJnUKVKFSZOnEiPHj0wMzOjX79+AIwaNQpnZ2eMjIxwcHBg7NixGtedOXMGX19fTE1NMTMzo27dupw8eVKjv7t378bNzQ0TExMCAwM1lgAHWL58OW5ubhgYGODq6qqxguCT57p+/Xq8vb0xMDAgOjqaGzduEBQURJkyZTA2NqZ69erPnaM6JyeHrKwsjU0IIYQQr5cEyP9fr169iIqKUvZXrlzJRx99pFFm5MiRbNy4kdWrV3P69GkcHR0JCAjgzp07APz88880a9YMfX199u/fz6lTp+jVq1exo6/79+/H39+fyZMnv3Bp5wMHDnDlyhUOHDjA6tWrWbVqlUa6R48ePfjll1+Ii4tj48aNLF26lFu3bhWpZ+zYsXTo0IEzZ84QHBxM165dSUlJeeEzGT16NNOmTSMlJQVPT09GjBjBwYMH2bp1K3v27CEuLo7Tp08r5U+ePEloaCgTJkwgNTWVXbt20axZM406Y2JiCAoKUpZdLomXPQMoDKBr1qxJYmIiY8eOBcDU1JRVq1Zx4cIF5s+fz7Jly5g7d65yTXBwMJUqVSIhIYFTp04xevRodHV1lfMPHjxg1qxZfPPNNxw6dIj09HTCwsKU89HR0YwbN47JkyeTkpLClClTGDt2LKtXry7yHIcMGUJKSgoBAQEMHDiQnJwcDh06RHJyMtOnT8fExKTYe586dSrm5ubK9mdH1YUQQghRcv/5HOQnunfvTnh4ODdu3AAKV8hbt24dcXFxAPzxxx8sWbKEVatW0aJFCwCWLVvG3r17WbFiBSNGjOCLL77A3NycdevWKYGWs7NzkbY2b95Mjx49WL58OV26dHlhv8qUKcOiRYvQ1tbG1dWVVq1aERsbS9++fbl48SL79u0jISGBevXqAYUjmk5OTkXq6dSpE3369AFg4sSJ7N27l4ULF2qMeD5rwoQJ+Pv7A5Cdnc2KFSv49ttvad68OQCrV6+mUqVKSvn09HSMjY1p3bo1pqam2Nvba4zAA2zdulUjSC2JFz2DJ959912GDx+ucd2YMWOUf1epUoWwsDDWrVvHyJEjlf6OGDECV1dXgCLPLTc3ly+//FJZBGbQoEFMmDBBOR8REcHs2bNp3749AFWrVuXChQt89dVX9OzZUyk3dOhQpcyTdjt06ICHhwcADg4Oz7338PBwhg0bpuxnZWVJkCyEEEK8ZhIg/3/ly5enVatWrFq1CrVaTatWrTReWrty5Qq5ubl4eXkpx3R1dWnQoIEyEpuUlETTpk01RiGfdfz4cbZt28b3339fotkZqlevrpFqYG1tTXJyMgCpqano6OhQp04d5byjoyNlypQpUk+jRo2K7L9s1oonQTcU3v/jx4955513lGOWlpa4uLgo+/7+/tjb2+Pg4EBgYCCBgYG8//77GBkVvkyWkpLCL7/8ogTYJfWiZ1BcX59Yv349CxYs4MqVK2RnZ5OXl6cx7+GwYcPo06cP33zzDX5+fnTq1EljRUQjIyONfWtra2V0/o8//uDKlSv07t1bI1DPy8vD3Nz8hX0LDQ3lk08+Yc+ePfj5+dGhQwc8PT2LvXd9fX309fWf+2yEEEII8epJisVTevXqxapVq1i9ejW9evUq9fWGhoYvLVOtWjVcXV1ZuXJliV7YejbYVqlUFBQUlLpvf4axsXGpypuamnL69GnWrl2LtbU148aNo2bNmty7dw8oTK/w9/fHwMCgVPWW5Bk829ejR48SHBxMy5Yt2bZtG4mJiXz++ecaL/BFRkZy/vx5WrVqxf79+3F3d2fz5s0vbPfJujrZ2dlA4V8RkpKSlO3cuXMcO3bshX3r06cPV69e5cMPPyQ5OZl69eqxcOHC0jwSIYQQQrxGMoL8lMDAQB4/foxKpSIgIEDjXLVq1dDT0yM+Ph57e3ug8E/wCQkJyjzAnp6erF69mtzc3OeOIpcrV45Nmzbh4+ND586d+e6771444vwiLi4u5OXlkZiYSN26dQG4fPkyd+/eLVL22LFj9OjRQ2P/2fSHF6lWrRq6urocP35cmdnj7t27XLp0CW9vb6Wcjo4Ofn5++Pn5ERERgYWFBfv376d9+/Zs3bpVeYHudTty5Aj29vZ8/vnnyrEn6TNPc3Z2xtnZmU8//ZRu3boRFRXF+++//9L6K1asiI2NDVevXiU4OLjU/bOzs6N///7079+f8PBwli1bVqop/s6ND5CV9IQQQojXRALkp2hrayvpEk//SR8KRwE/+eQTRowYgaWlJZUrV2bGjBk8ePCA3r17A4U5qgsXLqRr166Eh4djbm7OsWPHaNCggUYqQoUKFdi/fz++vr5069aNdevWPXeKtRdxdXXFz8+Pfv36sWTJEnR1dRk+fDiGhoZFXoLbsGED9erVo0mTJkRHR3PixAlWrFhR4rZMTEzo3bs3I0aMoGzZslSoUIHPP/8cLa3/+yPEtm3buHr1Ks2aNaNMmTLs2LGDgoICXFxcuHXrFidPniQmJqbU9/lnODk5kZ6ezrp166hfvz7bt2/XGB1++PAhI0aMoGPHjlStWpWffvqJhIQEOnToUOI2xo8fT2hoKObm5gQGBpKTk8PJkye5e/euRt7ws4YOHUqLFi1wdnbm7t27HDhwADc3t790v0IIIYR4dSRAfsaLRuWmTZtGQUEBH374Iffv36devXrs3r1byfktW7Ys+/fvZ8SIEXh7e6OtrU2tWrU08pafsLKyYv/+/fj4+BAcHMyaNWv+VH+//vprevfurUybNnXqVM6fP18kjWH8+PGsW7eOAQMGYG1tzdq1a3F3dy9VWzNnziQ7O5ugoCBMTU0ZPnw4mZmZynkLCws2bdpEZGQkjx49wsnJibVr11K9enVWrFhBgwYN/rbFSNq0acOnn37KoEGDyMnJoVWrVowdO5bIyEig8Beg27dv06NHD3777TfKlStH+/btGT9+fInb6NOnD0ZGRsycOZMRI0ZgbGyMh4fHS1cWzM/PZ+DAgfz000+YmZkRGBhY6hcXhRBCCPH6qNRPkirFv8JPP/2EnZ0d+/btK/XLcK9TmzZtaNKkiTKDhPhzsrKyMDc3JzMzU1IshBBCiFIozc9QGUF+y+3fv5/s7Gw8PDzIyMhg5MiRVKlSpcj8w29akyZN6Nat25vuhhBCCCHES0mA/JbLzc3ls88+4+rVq5iamtK4cWOio6P/9It/r4uMHAshhBDibSEpFkK8RSTFQgghhPhzSvMzVOZB/hfy8fF56YtiVapUYd68eX9Lf95mcXFxqFQqZS7n4qxatQoLCwtlPzIyklq1ain7ISEhJVoURgghhBD/DJJi8S8REhLCvXv32LJlS4nKJyQklHohkL/ixo0buLq68vvvv6OlpcXEiRP57rvv+PnnnzE1NcXd3Z1hw4bRtm3bv61Pr0qXLl1o2bLl39pmjYjdaOkb/a1tltT1aa3edBeEEEKIv0QC5P+o8uXL/63tbd26FV9fX0xMTOjRowfHjx9n4cKFuLu7c/v2bY4cOcLt27f/1j69KoaGhiVaRVEIIYQQbwdJsfiXysvLY9CgQZibm1OuXDnGjh3L0+nmT6dYqNVqIiMjqVy5Mvr6+tjY2BAaGqqUzcnJISwsDFtbW4yNjXnnnXeIi4tTzt+4cYOgoCDKlCmDsbEx1atXZ8eOHRr92bp1K23atAEKl5z+7LPPaNmyJVWqVKFu3boMHjxYY3nvKlWqMHHiRLp164axsTG2trZ88cUXGnWmp6fTtm1bTExMMDMzo3Pnzvz2228aZZYsWaKsguji4sI333yjcV6lUrF8+XLef/99jIyMcHJyKnYxk/j4eDw9PTEwMKBhw4acO3dOOfdsisXLfP/993h4eGBoaEjZsmXx8/Pjjz/+KPH1QgghhHi9JED+l1q9ejU6OjqcOHGC+fPnM2fOHJYvX15s2Y0bNzJ37ly++uor0tLS2LJlCx4eHsr5QYMGcfToUdatW8fZs2fp1KkTgYGBpKWlATBw4EBycnI4dOgQycnJTJ8+HRMTE+X6e/fucfjwYSVAtrKyYseOHdy/f/+F9zBz5kxq1qxJYmIio0ePZsiQIezduxeAgoIC2rZty507dzh48CB79+7l6tWrdOnSRbl+8+bNDBkyhOHDh3Pu3Dk+/vhjPvroIw4cOKDRzvjx4+ncuTNnz56lZcuWBAcHc+fOHY0yI0aMYPbs2SQkJFC+fHmCgoLIzc192cdQREZGBt26daNXr16kpKQQFxdH+/bted67sjk5OWRlZWlsQgghhHi9JMXiX8rOzo65c+eiUqlwcXEhOTmZuXPn0rdv3yJl09PTsbKyws/PD11dXSpXrkyDBg2Uc1FRUaSnp2NjYwNAWFgYu3btIioqiilTppCenk6HDh2UoNrBwUGj/h07duDp6alcv3TpUoKDgylbtiw1a9akSZMmdOzYsciKg15eXowePRoAZ2dn4uPjmTt3Lv7+/sTGxpKcnMy1a9ews7MDClcVrF69OgkJCdSvX59Zs2YREhLCXwB/qgAA8Y1JREFUgAEDABg2bBjHjh1j1qxZ+Pr6Ku2EhIQoczRPmTKFBQsWcOLECQIDA5UyERER+Pv7A4W/fFSqVInNmzfTuXPnUn0uGRkZ5OXl0b59e+zt7QE0fhl51tSpU0u1up8QQggh/joZQf6XatiwISqVStlv1KgRaWlp5OfnFynbqVMnHj58iIODA3379mXz5s3k5eUBkJycTH5+Ps7OzpiYmCjbwYMHuXLlCgChoaFMmjQJLy8vIiIiOHv2rEb9T6dXADRr1oyrV68SGxtLx44dOX/+PE2bNmXixIka1zVq1KjIfkpKCgApKSnY2dkpwTGAu7s7FhYWGmWKC7qfnH/C09NT+bexsTFmZmbcunXruX2xtLTExcWlSD0lUbNmTZo3b46HhwedOnVi2bJl3L1797nlw/8fe/ce1+P9P3788Radz8kKJVGplBBGqCwrp5XzrKE5bY5rZDTmOIqxyXkzqm3msM1pzqS3Qyw55DAJkfBpmEPJ6Pz7w8/19V6hTGz2vN9u1+3mel2v63W42m49vTyv6xUeTlZWlnJcunSp3H0KIYQQonwkQBbY2NiQmprKwoUL0dPTY8iQIbRu3Zr8/HxycnLQ0tLi8OHDJCcnK0dKSgpRUVEADBgwgPPnz9O7d29OnDiBp6cn8+bNAyAvL4+tW7dqBMgAVapUoVWrVowZM4bt27czZcoUpk6dSl5e3guf/183VVGpVBQVFVVIX1paWuzYsYMtW7bg4uLCvHnzcHJy4sKFC6XW19HRwdjYWOMQQgghRMWSAPkVlZiYqHH+66+/4uDggJaWVqn19fT06NSpE3PnzkWtVnPgwAFOnDhBw4YNKSws5Nq1a9StW1fjsLKyUu63sbHhgw8+YM2aNYwaNYolS5YAD74jbGZmRoMGDZ44XhcXFwoKCrh//77GmP86B2dnZwCcnZ25dOmSxorqqVOnuH37Ni4uLkqdhIQEjTYSEhKU6+Xx6Fhu3brFmTNnlLGUl0qlwsvLi8mTJ3P06FG0tbVZu3btM7UlhBBCiOdPcpBfURkZGYwcOZL333+fI0eOMG/ePGbPnl1q3ZiYGAoLC2nWrBn6+vp8//336OnpUatWLSwsLAgODqZPnz7Mnj2bhg0bcv36deLi4nB3d6dDhw6EhobSrl07HB0duXXrFvHx8UrwuGHDhhKrxz4+PvTq1QtPT08sLCw4deoUn3zyCb6+vhorpAkJCcycOZOgoCB27NjBjz/+yKZNmwDw8/PDzc2N4OBg5syZQ0FBAUOGDMHb2xtPT0/gwYt1PXr0oGHDhvj5+fHLL7+wZs0adu7cWe7nOWXKFCwsLHjttdcYN24cVatWfabNPxITE4mLi+PNN9+kWrVqJCYmcv369XIH2ycn+8tqshBCCFFBJEB+RfXp04d79+7RtGlTtLS0+PDDDxk0aFCpdU1NTYmMjGTkyJEUFhbi5ubGL7/8goWFBQDR0dF89tlnjBo1iitXrlC1alVef/11OnbsCEBhYSFDhw7l8uXLGBsbExAQwJdffgk8CJCXLVum0Z+/vz+xsbF88skn/Pnnn1SvXp2OHTsyYcIEjXqjRo3i0KFDTJ48GWNjY7744gv8/f2BB6uw69evZ/jw4bRu3ZpKlSoREBCgpHYABAUFERUVxaxZs/jwww+pXbs20dHR+Pj4lPt5RkZG8uGHH3L27Fk8PDz45Zdf0NbWLnc7xsbG7Nmzhzlz5pCdnU2tWrWYPXs27dq1K3dbQgghhKgYquLHfV9KiL/pyJEjtGnThuvXr5fI830aOzs7QkNDn7pl9n9NefaRF0IIIcT/Kc/vUMlBFhWmoKCAefPmlTs4FkIIIYR4mSTFQlSYpk2bKt9TFkIIIYT4t5AAWfwjpaenv+whCCGEEOI/SlIshBBCCCGEeISsIIv/nJCQEG7fvs26dete9lCeWf2J26iko/+yh1Gq9MgOL3sIQgghxN8iK8hCCCGEEEI8QgJkIR6xe/dumjZtio6ODtbW1owdO5aCggLlem5uLiNGjKBatWro6urSsmVLkpKSlOtqtRqVSkVcXByenp7o6+vTokULUlNTlTrHjh3D19cXIyMjjI2Nady4MYcOHXqh8xRCCCHE40mALMT/d+XKFdq3b0+TJk04duwYixYtYunSpXz22WdKnY8//piff/6Z2NhYjhw5Qt26dfH39+fmzZsabY0bN47Zs2dz6NAhKleuTL9+/ZRrwcHB1KxZk6SkJA4fPszYsWMf+ym83NxcsrOzNQ4hhBBCVCwJkIX4/xYuXIiNjQ3z58+nXr16BAUFMXnyZGbPnk1RURF3795l0aJFfP7557Rr1w4XFxeWLFmCnp4eS5cu1Whr2rRpeHt74+LiwtixY9m/fz/3798HHmwD7ufnR7169XBwcKB79+40aNCg1DFFRERgYmKiHDY2NhX+HIQQQoj/OgmQhfj/UlJSaN68OSqVSinz8vIiJyeHy5cvk5aWRn5+Pl5eXsr1KlWq0LRpU1JSUjTacnd3V/5sbW0NwLVr1wAYOXIkAwYMwM/Pj8jISNLS0h47pvDwcLKyspTj0qVLz2WuQgghhHg8CZCFqACPpkw8DLiLiooAmDRpEr/99hsdOnRg165duLi4sHbt2lLb0dHRwdjYWOMQQgghRMWSAFmI/8/Z2ZkDBw5QXFyslCUkJGBkZETNmjWpU6cO2traJCQkKNfz8/NJSkrCxcWlXH05Ojry0UcfsX37drp06UJ0dPRzm4cQQggh/h75DrL4T8rKyiI5OVmjbNCgQcyZM4fhw4czbNgwUlNTmThxIiNHjqRSpUoYGBgwePBgRo8ejbm5Oba2tsycOZM///yT/v37l6nfe/fuMXr0aLp160bt2rW5fPkySUlJdO3atVzjPznZX1aThRBCiAoiAbL4T1Kr1TRs2FCjrH///mzevJnRo0fToEEDzM3N6d+/P+PHj1fqREZGUlRURO/evblz5w6enp5s27YNMzOzMvWrpaXFjRs36NOnD1evXqVq1ap06dKFyZMnP9f5CSGEEOLZqYof/fdkIcQ/WnZ2NiYmJmRlZckKshBCCFEO5fkdKjnIQgghhBBCPEICZCGEEEIIIR4hAbIQQgghhBCPkABZCCGEEEKIR0iALEoVExODqalpue4JCQkhKCio3H2p1WpUKhW3b98u970vgo+PD6Ghocq5nZ0dc+bMUc5VKhXr1q174eMSQgghRMWQz7z9B4WEhBAbG0tERARjx45VytetW0fnzp0pLi6mZ8+etG/f/rn3bWdnR2hoqEbA2aJFCzIzMzExMXnu/ZXG19eX4OBgBgwYoJT5+/uzc+dOfv31V5o0aVKu9jIzM8v8mbfnpf7EbVTS0X+hfZZVemSHlz0EIYQQ4m+RFeT/KF1dXWbMmMGtW7dKva6np0e1atVeyFi0tbWxsrJStmR+Fnl5eWWqd/PmTRISEujUqZNSlpGRwf79+xk2bBjLli0rd99WVlbo6OiU+z4hhBBC/DNJgPwf5efnh5WVFREREaVeLy3F4rPPPqNatWoYGRkxYMAAxo4di4eHR4l7Z82ahbW1NRYWFgwdOpT8/HzgQarCxYsX+eijj1CpVEpA/NcUixs3btCrVy9q1KiBvr4+bm5urFixQqMPHx8fhg0bRmhoKFWrVsXf35/i4mImTZqEra0tOjo6VK9enREjRmjct2nTJho1asRrr72mlEVHR9OxY0cGDx7MihUruHfvXnkeZYkUi0uXLtGjRw9MTU0xNzcnMDCQ9PR05bparaZp06YYGBhgamqKl5cXFy9eLFefQgghhKg4EiD/R2lpaTF9+nTmzZvH5cuXn1p/+fLlTJs2jRkzZnD48GFsbW1ZtGhRiXrx8fGkpaURHx9PbGwsMTExxMTEALBmzRpq1qzJlClTyMzMJDMzs9S+7t+/T+PGjdm0aRMnT55k0KBB9O7dm4MHD2rUi42NRVtbm4SEBBYvXszPP//Ml19+yVdffcXZs2dZt24dbm5uGvds2LCBwMBA5by4uJjo6Gjeffdd6tWrR926dfnpp5+e+jweJz8/H39/f4yMjNi7dy8JCQkYGhoSEBBAXl4eBQUFBAUF4e3tzfHjxzlw4ACDBg167Op5bm4u2dnZGocQQgghKpbkIP+Hde7cGQ8PDyZOnMjSpUufWHfevHn079+f9957D4AJEyawfft2cnJyNOqZmZkxf/58tLS0qFevHh06dCAuLo6BAwdibm6OlpYWRkZGWFlZPbavGjVqEBYWppwPHz6cbdu2sXr1apo2baqUOzg4MHPmTOV806ZNWFlZ4efnR5UqVbC1tdWon5uby9atW5k0aZJStnPnTv7880/8/f0BePfdd1m6dCm9e/d+4vN4nFWrVlFUVMQ333yjBL3R0dGYmpqiVqvx9PQkKyuLjh07UqdOHQCcnZ0f215ERIRsQy2EEEK8YLKC/B83Y8YMYmNjSUlJeWK91NRUjWATKHEO4OrqipaWlnJubW3NtWvXyjWmwsJCpk6dipubG+bm5hgaGrJt2zYyMjI06jVu3FjjvHv37ty7dw97e3sGDhzI2rVrKSgoUK7v2rWLatWq4erqqpQtW7aMnj17Urnyg78r9urVi4SEBNLS0so15oeOHTvGuXPnMDIywtDQEENDQ8zNzbl//z5paWmYm5sTEhKCv78/nTp1Iioq6rEr6QDh4eFkZWUpx6VLl55pXEIIIYQoOwmQ/+Nat26Nv78/4eHhz6W9KlWqaJyrVCqKiorK1cbnn39OVFQUY8aMIT4+nuTkZPz9/Uu8iGdgYKBxbmNjQ2pqKgsXLkRPT48hQ4bQunVrJQd6w4YNvPXWW0r9mzdvsnbtWhYuXEjlypWpXLkyNWrUoKCg4Jle1gPIycmhcePGJCcnaxxnzpzhnXfeAR6sKB84cIAWLVqwatUqHB0d+fXXX0ttT0dHB2NjY41DCCGEEBVLUiwEkZGReHh44OTk9Ng6Tk5OJCUl0adPH6UsKSmp3H1pa2tTWFj4xDoJCQkEBgby7rvvAlBUVMSZM2dwcXF5avt6enp06tSJTp06MXToUOrVq8eJEydo2LAhv/zyC99//71Sd/ny5dSsWbPEN4y3b9/O7NmzmTJlisZqeFk0atSIVatWUa1atScGsw0bNqRhw4aEh4fTvHlzfvjhB15//fUy93Nysr8Ey0IIIUQFkRVkgZubG8HBwcydO/exdYYPH87SpUuJjY3l7NmzfPbZZxw/frzcn2azs7Njz549XLlyhT/++KPUOg4ODuzYsYP9+/eTkpLC+++/z9WrV5/adkxMDEuXLuXkyZOcP3+e77//Hj09PWrVqsXhw4f5888/admypVJ/6dKldOvWjfr162sc/fv3548//mDr1q3lmhtAcHAwVatWJTAwkL1793LhwgXUajUjRozg8uXLXLhwgfDwcA4cOMDFixfZvn07Z8+efWIeshBCCCFeLAmQBQBTpkx5YipEcHAw4eHhhIWF0ahRIy5cuEBISAi6urrl7ic9PZ06depgaWlZap3x48fTqFEj/P398fHxwcrKqkw79JmamrJkyRK8vLxwd3dn586d/PLLL1hYWLB+/Xrat2+v5BofPnyYY8eO0bVr1xLtmJiY8MYbbzz1xcXS6Ovrs2fPHmxtbenSpQvOzs7079+f+/fvY2xsjL6+PqdPn6Zr1644OjoyaNAghg4dyvvvv1/uvoQQQghRMVTFxcXFL3sQ4t+pbdu2WFlZ8d133/2tdrZt20a7du24f/8+2traz2l0mtzd3Rk/fjw9evSokPZflOzsbExMTMjKypIUCyGEEKIcyvM7VHKQRZn8+eefLF68GH9/f7S0tFixYgU7d+5kx44df6vdq1evsn79ehwcHCosOM7Ly6Nr1660a9euQtoXQgghxKtFAmRRJiqVis2bNzNt2jTu37+Pk5MTP//8M35+fn+r3fbt23Pnzh0WLlz4nEZakra2NhMnTqyw9oUQQgjxapEUCyH+RSTFQgghhHg25fkdKi/pCSGEEEII8QhJsfgXmjRpEuvWrSM5OfllD+WVVVxczPvvv89PP/3ErVu3OHr0KA0aNChRFhoaioeHB3PmzHmh46s/cRuVdPRfaJ9llR7Z4WUPQQghhPhbZAX5JTlw4ABaWlp06PBygomLFy+ip6dHTk4OkyZNQqVSERAQUKLe559/jkqlwsfH58UPshxKm49KpaJy5crY2dnx0UcfkZOTU+b2tm7dSkxMDBs3biQzM5P69euXWrZmzRqmTp1agTMTQgghxIsmK8gvydKlS5XNN/73v/9RvXr1F9r/+vXr8fX1xdDQEABra2vi4+O5fPkyNWvWVOotW7YMW1vbv91fXl5eia9UFBYWolKpqFTp7/897a/zcXV1ZefOnRQUFJCQkEC/fv34888/+eqrr8rUXlpaGtbW1rRo0eKJZebm5n977EIIIYT4Z5EV5JcgJyeHVatWMXjwYDp06EBMTIxyLSYmBlNTU43669ate+KOdWlpadjb2zNs2DCKi4u5ePEinTp1wszMDAMDA1xdXdm8ebPGPevXr+ett95SzqtVq8abb75JbGysUrZ//37++OOPEqvcPj4+hIaGapQFBQUREhKinNvZ2TF16lT69OmDsbExgwYNUua2YcMGXFxc0NHRISMjg9zcXMLCwqhRowYGBgY0a9YMtVqttPUs86lcuTJWVlbUrFmTnj17EhwczIYNGwAICQkpsfFIaGioskoeEhLC8OHDycjIQKVSYWdnV2pZac/Czs6O6dOn069fP4yMjLC1teXrr79Wrufl5TFs2DCsra3R1dWlVq1aRERE8Di5ublkZ2drHEIIIYSoWBIgvwSrV6+mXr16ODk58e6777Js2TKe9WMix48fp2XLlrzzzjvMnz8flUrF0KFDyc3NZc+ePZw4cYIZM2YoK6sAt2/fZt++fRoBJUC/fv00gvVly5YRHBz8zN8nnjVrFg0aNODo0aN8+umnwIPvKc+YMYNvvvmG3377jWrVqjFs2DAOHDjAypUrOX78ON27dycgIICzZ88CPPN8HqWnp0deXl6Zxh0VFcWUKVOoWbMmmZmZJCUllVr2OLNnz8bT05OjR48yZMgQBg8eTGpqKgBz585lw4YNrF69mtTUVJYvX64E26WJiIjAxMREOWxsbMo0ByGEEEI8O0mxeAmWLl3Ku+++C0BAQABZWVns3r273Hm++/fvp2PHjowbN45Ro0Yp5RkZGXTt2hU3NzcA7O3tNe7bvHkz7u7uJdI6OnbsyAcffMCePXto3Lgxq1evZt++fSxbtuwZZglt2rTRGNfevXvJz89n4cKFNGjQQBlrdHQ0GRkZynjCwsLYunUr0dHRTJ8+/Znn89Dhw4f54YcfaNOmTZnGbWJigpGREVpaWlhZWSnlpZWVpn379gwZMgSAMWPG8OWXXxIfH4+TkxMZGRk4ODjQsmVLVCoVtWrVemJb4eHhjBw5UjnPzs6WIFkIIYSoYBIgv2CpqakcPHiQtWvXAg9SAXr27MnSpUvLFSBnZGTQtm1bpk2bViLdYcSIEQwePJjt27fj5+dH165dcXd3V67/NR3hoSpVqvDuu+8SHR3N+fPncXR01LivvDw9PUuUaWtra7R54sQJCgsLcXR01KiXm5uLhYXFM8/nxIkTGBoaUlhYSF5eHh06dGD+/PnPPJfyeHRsKpUKKysrrl27BjxI32jbti1OTk4EBATQsWNH3nzzzce2paOjg46OToWPWQghhBD/R1IsXrClS5dSUFBA9erVqVy5MpUrV2bRokX8/PPPZGVlUalSpRLpFvn5+SXasbS0pGnTpqxYsaJEXuqAAQM4f/48vXv35sSJE3h6ejJv3jzgQQ7s1q1bH5uO0K9fP3788UcWLFhAv379Sq1T1jEaGBiUKNPT09PIp87JyUFLS4vDhw+TnJysHCkpKURFRT3zfJycnJR27t27x4YNG3jttdfKNf5nVaVKFY1zlUpFUVERAI0aNeLChQtMnTqVe/fu0aNHD7p16/bc+hZCCCHE3ycryC9QQUEB3377LbNnzy6xahgUFMSKFSuoVasWd+7c4e7du0qAWdr3jvX09Ni4cSPt27fH39+f7du3Y2RkpFy3sbHhgw8+4IMPPiA8PJwlS5YwfPhw1Go1ZmZmSorDX7m6uuLq6srx48d55513Sq1jaWlJZmamcl5YWMjJkyfx9fUt7yOhYcOGFBYWcu3aNVq1avXYeuWdj7a2NnXr1n3s+E+ePKlRlpycXCKwrSjGxsb07NmTnj170q1bNwICArh582a5vohxcrK/7KQnhBBCVBBZQX6BNm7cyK1bt+jfvz/169fXOLp27crSpUtp1qwZ+vr6fPLJJ6SlpfHDDz9ovDj3KAMDAzZt2kTlypVp166d8p3f0NBQtm3bxoULFzhy5Ajx8fE4OzsDsGHDhie+zAawa9cuMjMzS3xN46E2bdqwadMmNm3axOnTpxk8eDC3b99+pmfi6OhIcHAwffr0Yc2aNVy4cIGDBw8SERHBpk2bnst8Shv/oUOH+Pbbbzl79iwTJ04sETBXlC+++IIVK1Zw+vRpzpw5w48//oiVldVjn7UQQgghXjwJkF+gpUuX4ufnh4mJSYlrXbt25dChQ1y+fJnvv/+ezZs34+bmxooVK5g0adJj2zQ0NGTLli0UFxfToUMH7t69S2FhIUOHDsXZ2ZmAgAAcHR1ZuHAhULaA0sDA4IkBW79+/ejbty99+vTB29sbe3v7Z1o9fig6Opo+ffowatQonJycCAoKIikpSfn+8t+dz1/5+/vz6aef8vHHH9OkSRPu3LlDnz59nnn85WFkZMTMmTPx9PSkSZMmpKens3nz5ufyLWghhBBCPB+q4mf9vpj41zly5Aht2rTh+vXrLyydoCK9avMpi+zsbExMTMjKypIUCyGEEKIcyvM7VJat/kMKCgqYN2/eKxNMvmrzEUIIIcQ/g6wgC/EvIivIQgghxLORFWQhhBBCCCGekQTI4l8nPT0dlUpV6ufvKlpISAhBQUEvvF8hhBBCvDjyHWRRIUJCQoiNjSUiIoKxY8cq5evWraNz584lNup4Uju3b99m3bp1z32MPj4+eHh4MGfOnOfedkWrP3EblXT0X2if6ZEdXmh/QgghxMsiK8iiwujq6jJjxgxu3br1socihBBCCFFmEiCLCuPn54eVlRURERGlXp80aRIeHh4aZXPmzMHOzk65Hhsby/r161GpVKhUKtRqtVL3/Pnz+Pr6oq+vT4MGDThw4IBy7caNG/Tq1YsaNWqgr6+vfFP6oZCQEHbv3k1UVJTSdnp6OgC//fYbHTt2xNjYGCMjI1q1akVaWprGOGfNmoW1tTUWFhYMHTpUY6vq3NxcwsLCqFGjBgYGBjRr1kxj3BcvXqRTp06YmZlhYGCAq6srmzdvLvUZ5ebmkp2drXEIIYQQomJJgCwqjJaWFtOnT2fevHlcvny53PeHhYXRo0cPAgICyMzMJDMzkxYtWijXx40bR1hYGMnJyTg6OtKrVy8KCgoAuH//Po0bN2bTpk2cPHmSQYMG0bt3bw4ePAhAVFQUzZs3Z+DAgUrbNjY2XLlyhdatW6Ojo8OuXbs4fPgw/fr1U9oFiI+PJy0tjfj4eGJjY4mJidHY7XDYsGEcOHCAlStXcvz4cbp3705AQABnz54FYOjQoeTm5rJnzx5OnDjBjBkzMDQ0LPUZREREYGJiohw2Njblfo5CCCGEKB/JQRYVqnPnznh4eDBx4kSWLl1arnsNDQ3R09MjNzcXKyurEtfDwsLo0OFBXuzkyZNxdXXl3Llz1KtXjxo1ahAWFqbUHT58ONu2bWP16tU0bdoUExMTtLW10dfX12h7wYIFmJiYsHLlSuX7yo6Ojhr9mpmZMX/+fLS0tKhXrx4dOnQgLi6OgQMHkpGRQXR0NBkZGVSvXl0Z59atW4mOjmb69OlkZGTQtWtX3NzcALC3t3/sMwgPD2fkyJHKeXZ2tgTJQgghRAWTAFlUuBkzZtCmTRuNgPV5cHd3V/5sbW0NwLVr16hXrx6FhYVMnz6d1atXc+XKFfLy8sjNzUVf/8kvtiUnJ9OqVasnbj7i6uqKlpaWRt8nTpwA4MSJExQWFpYIqnNzc7GwsABgxIgRDB48mO3bt+Pn50fXrl015vIoHR0ddHR0njhmIYQQQjxfkmIhKlzr1q3x9/cnPDxco7xSpUolvmbxaC7v0zwaxKpUKgCKiooA+Pzzz4mKimLMmDHEx8eTnJyMv78/eXl5T2xTT0+vXP0+7Pthvzk5OWhpaXH48GGSk5OVIyUlhaioKAAGDBjA+fPn6d27NydOnMDT05N58+aVed5CCCGEqFiygixeiMjISDw8PHByclLKLC0t+f333ykuLlYC3L9+21hbW5vCwsJy95eQkEBgYCDvvvsu8CBwPnPmDC4uLk9s293dndjYWPLz859pC+uGDRtSWFjItWvXaNWq1WPr2djY8MEHH/DBBx8QHh7OkiVLGD58eJn7OTnZX3bSE0IIISqIrCCLF8LNzY3g4GDmzp2rlPn4+HD9+nVmzpxJWloaCxYsYMuWLRr32dnZcfz4cVJTU/njjz/KvMLs4ODAjh072L9/PykpKbz//vtcvXq1RNuJiYmkp6fzxx9/UFRUxLBhw8jOzubtt9/m0KFDnD17lu+++47U1NQy9evo6EhwcDB9+vRhzZo1XLhwgYMHDxIREcGmTZsACA0NZdu2bVy4cIEjR44QHx+Ps7NzmdoXQgghRMWTAFm8MFOmTFFSEQCcnZ1ZuHAhCxYsoEGDBhw8eLBEnvLAgQNxcnLC09MTS0tLEhISytTX+PHjadSoEf7+/vj4+GBlZVViB7ywsDC0tLRwcXHB0tKSjIwMLCws2LVrFzk5OXh7e9O4cWOWLFlSrtXk6Oho+vTpw6hRo3ByciIoKIikpCRsbW0BKCwsZOjQoTg7OxMQEICjoyMLFy4sc/tCCCGEqFiq4rJuaSaEeOmys7MxMTEhKytLUiyEEEKIcijP71BZQRZCCCGEEOIREiALIYQQQgjxCAmQhRBCCCGEeIQEyEL8RUhISIkX+oQQQgjx3yHfQRb/Or///jvTpk1j06ZNXLlyhWrVquHh4UFoaChvvPHGyx7eC1F/4jYq6Tx5V8DnLT2ywwvtTwghhHhZJEAW/yrp6el4eXlhamrK559/jpubG/n5+Wzbto2hQ4dy+vTplz1EIYQQQvzLSYqF+FcZMmQIKpWKgwcP0rVrVxwdHXF1dWXkyJH8+uuvpKeno1KpNHbku337NiqVCrVarZT99ttvdOzYEWNjY4yMjGjVqhVpaWml9pmUlISlpSUzZswAICMjg8DAQAwNDTE2NqZHjx4lNiFZtGgRderUQVtbGycnJ7777jvlWnFxMZMmTcLW1hYdHR2qV6/OiBEjnt9DEkIIIcTfIivI4l/j5s2bbN26lWnTpmFgYFDiuqmpKbdv335qO1euXKF169b4+Piwa9cujI2NSUhIoKCgoETdXbt20aVLF2bOnMmgQYMoKipSguPdu3dTUFDA0KFD6dmzpxKAr127lg8//JA5c+bg5+fHxo0bee+996hZsya+vr78/PPPfPnll6xcuRJXV1d+//13jh07VupYc3Nzyc3NVc6zs7PL9rCEEEII8cwkQBb/GufOnaO4uJh69er9rXYWLFiAiYkJK1euVHbIc3R0LFFv7dq19OnTh2+++YaePXsCEBcXx4kTJ7hw4QI2NjYAfPvtt7i6upKUlESTJk2YNWsWISEhDBkyBEBZ3Z41axa+vr5kZGRgZWWFn58fVapUwdbWlqZNm5Y61oiICCZPnvy35iuEEEKI8pEUC/Gv8bw2fUxOTqZVq1ZP3D46MTGR7t2789133ynBMUBKSgo2NjZKcAzg4uKCqakpKSkpSh0vLy+N9ry8vJTr3bt35969e9jb2zNw4EDWrl1b6uo1QHh4OFlZWcpx6dKlZ563EEIIIcpGAmTxr+Hg4IBKpXrii3iVKj34T/rRYDo/P1+jjp6e3lP7qlOnDvXq1WPZsmUl7v+7bGxsSE1NZeHChejp6TFkyBBat25daj86OjoYGxtrHEIIIYSoWBIgi38Nc3Nz/P39WbBgAXfv3i1x/fbt21haWgKQmZmplD/6wh6Au7s7e/fufWLgW7VqVXbt2sW5c+fo0aOHUtfZ2ZlLly5prOSeOnWK27dv4+LiotRJSEjQaC8hIUG5Dg+C9E6dOjF37lzUajUHDhzgxIkTZXwSQgghhKhIkoMs/lUWLFiAl5cXTZs2ZcqUKbi7u1NQUMCOHTtYtGgRKSkpvP7660RGRlK7dm2uXbvG+PHjNdoYNmwY8+bN4+233yY8PBwTExN+/fVXmjZtipOTk1KvWrVq7Nq1C19fX3r16sXKlSvx8/PDzc2N4OBg5syZQ0FBAUOGDMHb2xtPT08ARo8eTY8ePWjYsCF+fn788ssvrFmzhp07dwIQExNDYWEhzZo1Q19fn++//x49PT1q1apV5udwcrK/rCYLIYQQFURWkMW/ir29PUeOHMHX15dRo0ZRv3592rZtS1xcHIsWLQJg2bJlFBQU0LhxY0JDQ/nss8802rCwsGDXrl3k5OTg7e1N48aNWbJkSak5yVZWVuzatYsTJ04QHBxMUVER69evx8zMjNatW+Pn54e9vT2rVq1S7gkKCiIqKopZs2bh6urKV199RXR0ND4+PsCDr20sWbIELy8v3N3d2blzJ7/88gsWFhYV9+CEEEIIUWaq4uf15pMQosJlZ2djYmJCVlaWrCALIYQQ5VCe36GygiyEEEIIIcQjJEAWQgghhBDiERIgCyGEEEII8QgJkIUQQgghhHiEfObtKUJCQrh9+zbr1q174X37+Pjg4eHBnDlzHltHpVKxdu1agoKCntrepEmTWLduXYnvAv9d5RnDy6BWq/H19eXWrVuYmpo+17ZjYmIIDQ3l9u3bz7Xdp6k/cRuVdPRfaJ/pkR1eaH9CCCHEy/KfXkFWqVRPPCZNmkRUVBQxMTHKPT4+PoSGhpa7r3v37mFgYMC5c+cAyMvLY+bMmTRo0AB9fX2qVq2Kl5cX0dHR5dq5LTMzk3bt2pV7PK+C2rVrU7NmzSf+DO3s7GjRogWZmZmYmJgAD4La5xUo9+zZkzNnzjyXtoQQQgjxz/CfXkF+dLe1VatWMWHCBFJTU5UyQ0NDDA0Nn0tfO3bsoFatWtStW5e8vDz8/f05duwYU6dOxcvLC2NjY3799VdmzZpFw4YN8fDwKFO7VlZWz2V8/zbHjx/n1q1bXLx4kXv37inl1tbWREdHExAQAICWlhba2toV9pz09PTKtHW1EEIIIf49/tMryFZWVsphYmKCSqXSKDM0NCQkJERJHQgJCWH37t1ERUUpK5Tp6encunWL4OBgLC0t0dPTw8HBgejoaI2+1q9fz1tvvQXAnDlz2LNnD3FxcQwdOhQPDw/s7e155513SExMxMHBQbmvqKiIjz/+GHNzc6ysrJg0aZJGuyqVSiP94/Lly/Tq1Qtzc3MMDAzw9PQkMTGx1PmnpaVhb2/PsGHDKC4uJikpibZt21K1alVMTEzw9vbmyJEjGvecPXuW1q1bo6uri4uLCzt27CjR7qVLl+jRowempqaYm5sTGBhIenq6Rp1vvvkGZ2dndHV1qVevHgsXLlSu5eXlMWzYMKytrdHV1aVWrVpERESUeJ4BAQGYmJho/MzgwUYcD88tLS1Rq9WoVCpu376NWq3mvffeIysrS+NfCgDs7Oz47LPP6NOnD4aGhtSqVYsNGzZw/fp1AgMDMTQ0xN3dnUOHDinjKG01+pdffqFJkybo6upStWpVOnfurFzLzc0lLCyMGjVqYGBgQLNmzVCr1aX+fB7Wz87O1jiEEEIIUbH+0wFyeUVFRdG8eXMGDhxIZmYmmZmZ2NjY8Omnn3Lq1Cm2bNlCSkoKixYtomrVqsp9RUVFbNy4kcDAQACWL1+On58fDRs2LNFHlSpVMDAwUM5jY2MxMDAgMTGRmTNnMmXKlFKDUkDZGe7KlSts2LCBY8eO8fHHH1NUVFSi7vHjx2nZsiXvvPMO8+fPR6VScefOHfr27cu+ffv49ddfcXBwoH379ty5c0eZR5cuXdDW1iYxMZHFixczZswYjXbz8/Px9/fHyMiIvXv3kpCQgKGhIQEBAeTl5SnznzBhAtOmTSMlJYXp06fz6aefEhsbC8DcuXPZsGEDq1evJjU1leXLl2NnZ6fRz4YNG5TnWR4tWrRgzpw5GBsbKz/DsLAw5fqXX36Jl5cXR48epUOHDvTu3Zs+ffrw7rvvcuTIEerUqUOfPn143P46mzZtonPnzrRv356jR48SFxdH06ZNlevDhg3jwIEDrFy5kuPHj9O9e3cCAgI4e/Zsqe1FRERgYmKiHDY2NuWesxBCCCHK5z+dYlFeJiYmaGtro6+vr/FP9hkZGTRs2BBPT0+AEsHcr7/+CkCzZs2AB6uwD7cdfhp3d3cmTpwIgIODA/PnzycuLo62bduWqPvDDz9w/fp1kpKSMDc3B6Bu3bol6u3fv5+OHTsybtw4Ro0apZS3adNGo97XX3+Nqakpu3fvpmPHjuzcuZPTp0+zbds2qlevDsD06dM1cqBXrVpFUVER33zzDSqVCoDo6GhMTU1Rq9W8+eabTJw4kdmzZ9OlSxfgQS7xqVOn+Oqrr+jbty8ZGRk4ODjQsmVLVCoVtWrV0hjXlStXOH78+DPlXmtra2v8a8FftW/fnvfffx+ACRMmsGjRIpo0aUL37t0BGDNmDM2bN+fq1aul3j9t2jTefvttJk+erJQ1aNAAePDfSXR0NBkZGcrzCwsLY+vWrURHRzN9+vQS7YWHhzNy5EjlPDs7W4JkIYQQooJJgPwcDB48mK5du3LkyBHefPNNgoKCaNGihXJ9/fr1dOzYkUqVHizYl2d3b3d3d41za2trrl27Vmrd5ORkGjZsqATHpcnIyKBt27ZMmzatxMuGV69eZfz48ajVaq5du0ZhYSF//vknGRkZAKSkpGBjY6MEdwDNmzfXaOPYsWOcO3cOIyMjjfL79++TlpbG3bt3SUtLo3///gwcOFC5XlBQoLxEFxISQtu2bXFyciIgIICOHTvy5ptvKnU3bNhAy5Ytn/sXKUDzeb/22msAuLm5lSi7du1aqQFycnKyxrwedeLECQoLC3F0dNQoz83NxcLCotR7dHR00NHRKd8khBBCCPG3SID8HLRr146LFy+yefNmduzYwRtvvMHQoUOZNWsW8CCgi4yMVOo7Ojpy+vTpMrVdpUoVjXOVSlVqygRQppfFLC0tqV69OitWrKBfv34ae5H37duXGzduEBUVRa1atdDR0aF58+ZKakRZ5OTk0LhxY5YvX15q3zk5OQAsWbJEWVF/SEtLC4BGjRpx4cIFtmzZws6dO+nRowd+fn789NNPwIPn+TCf+3l79Hk/XAEvrexZfgY5OTloaWlx+PBhZa4PPa+XQYUQQgjx90mAXE7a2toUFhaWKLe0tKRv37707duXVq1aMXr0aGbNmsXZs2e5ePGiRkrEO++8wyeffMLRo0dL5CHn5+eTl5enkYdcVu7u7nzzzTfcvHnzsavIenp6bNy4kfbt2+Pv78/27duV1d6EhAQWLlxI+/btgQcv2/3xxx/Kvc7Ozly6dInMzEysra2B/0sfeahRo0asWrWKatWqaQTfD5mYmFC9enXOnz9PcHDwY+dibGxMz5496dmzJ926dSMgIICbN2+ira1NfHw8ixYtKt/DecTjfobPg7u7O3Fxcbz33nslrjVs2JDCwkKuXbtGq1at/lY/Jyf7l/p8hRBCCPH3yUt65WRnZ0diYiLp6en88ccfFBUVMWHCBNavX8+5c+f47bff2LhxI87OzsCD9Ao/Pz/09f9vU4fQ0FC8vLx44403WLBgAceOHeP8+fOsXr2a119//bEvbD1Nr169sLKyIigoiISEBM6fP8/PP//MgQMHNOoZGBiwadMmKleuTLt27ZRVXQcHB7777jtSUlJITEwkODhYY0XUz88PR0dH+vbty7Fjx9i7dy/jxo3TaDs4OJiqVasSGBjI3r17uXDhAmq1mhEjRnD58mUAJk+eTEREBHPnzuXMmTOcOHGC6OhovvjiCwC++OILVqxYwenTpzlz5gw//vgjVlZWmJqasnXrVhwdHUvkeZeHnZ0dOTk5xMXF8ccff/Dnn38+c1t/NXHiRFasWMHEiRNJSUnhxIkTzJgxA3jwLwfBwcH06dOHNWvWcOHCBQ4ePEhERASbNm16bmMQQgghxN8jAXI5hYWFoaWlhYuLC5aWlmRkZKCtrU14eDju7u60bt0aLS0tVq5cCWh+3u0hHR0dduzYwccff8xXX33F66+/TpMmTZg7dy4jRoygfv36zzQ2bW1ttm/fTrVq1Wjfvj1ubm5ERkaW+Od8ePBP+lu2bKG4uJgOHTpw9+5dli5dyq1bt2jUqBG9e/dmxIgRVKtWTbmnUqVKrF27lnv37tG0aVMGDBjAtGnTNNrV19dnz5492Nra0qVLF5ydnenfvz/3799XVjwHDBjAN998Q3R0NG5ubnh7exMTE0Pt2rUBMDIyYubMmXh6etKkSRPS09PZvHkzlSpVKvV5lleLFi344IMP6NmzJ5aWlsycOfNvtfcoHx8ffvzxRzZs2ICHhwdt2rTh4MGDyvXo6Gj69OnDqFGjcHJyIigoiKSkJGxtbZ/bGIQQQgjx96iKy/PGmCiXP/74A2tray5fvqy83CWeXUFBAa+99hpbtmzR+HTaf0l2djYmJiZkZWVJioUQQghRDuX5HSoryBXo5s2bfPHFFxIcPyc3b97ko48+okmTJi97KEIIIYR4hckKshD/IrKCLIQQQjwbWUEWQgghhBDiGUmA/C+lUqlYt27dyx7GC/G0uYaEhBAUFPTCxiOEEEKIV5t8B/kf6Pr160yYMIFNmzZx9epVzMzMaNCgARMmTMDLy+tlD+8fJyoqqly7E74K6k/cRiUd/adXfI7SIzu80P6EEEKIl0UC5H+grl27kpeXR2xsLPb29ly9epW4uDhu3Ljxsof2j/Rwi+p/uuLiYgoLC6lcWf63E0IIIf7JJMXiH+b27dvs3buXGTNm4OvrS61atWjatCnh4eFP/P7vxIkTsba25vjx48TExGBqaqpxfd26dco2yQBpaWkEBgby2muvYWhoSJMmTdi5c6fGPQsXLsTBwQFdXV1ee+01unXr9tj+b9y4Qa9evahRowb6+vq4ubmxYsUKjTo+Pj6MGDGCjz/+GHNzc6ysrJg0aZJGnbNnz9K6dWt0dXVxcXFhx44dT3liJVMstm7dSsuWLTE1NcXCwoKOHTuSlpamcc+lS5fo0aMHpqammJubExgYSHp6unK9oKCAESNGKG2MGTOGvn37avRTVFREREQEtWvXRk9PjwYNGijbYQOo1WpUKhVbtmyhcePG6OjosG/fPo4dO4avry9GRkYYGxvTuHFjDh069NR5CiGEEOLFkAD5H8bQ0BBDQ0PWrVtHbm7uU+sXFxczfPhwvv32W/bu3Yu7u3uZ+snJyaF9+/bExcVx9OhRAgIC6NSpExkZGQAcOnSIESNGMGXKFFJTU9m6dSutW7d+bHv379+ncePGbNq0iZMnTzJo0CB69+6tsUkGQGxsLAYGBiQmJjJz5kymTJmiBMFFRUV06dIFbW1tEhMTWbx4MWPGjCnTfB519+5dRo4cyaFDh4iLi6NSpUp07tyZoqIi4MF23v7+/hgZGbF3714SEhIwNDQkICCAvLw8AGbMmMHy5cuJjo4mISGB7OzsEnnQERERfPvttyxevJjffvuNjz76iHfffZfdu3dr1Bs7diyRkZGkpKTg7u5OcHAwNWvWJCkpicOHDzN27FiqVKlS6lxyc3PJzs7WOIQQQghRseTfev9hKleuTExMDAMHDmTx4sU0atQIb29v3n777RLBb0FBAe+++y5Hjx5l37591KhRo8z9NGjQgAYNGijnU6dOZe3atWzYsIFhw4aRkZGBgYEBHTt2xMjIiFq1atGwYcPHtlejRg3CwsKU8+HDh7Nt2zZWr16tsamHu7s7EydOBB5sbT1//nzi4uJo27YtO3fu5PTp02zbto3q1asDMH36dNq1a1fmecGDFJVHLVu2DEtLS06dOkX9+vVZtWoVRUVFfPPNN8qqenR0NKampqjVat58803mzZtHeHg4nTt3BmD+/Pls3rxZaTM3N5fp06ezc+dOmjdvDoC9vT379u3jq6++wtvbW6k7ZcoU2rZtq5xnZGQwevRo6tWrpzyHx4mIiGDy5Mnlmr8QQggh/h5ZQf4H6tq1K//73//YsGEDAQEBqNVqGjVqRExMjEa9jz76iMTERPbs2VOu4BgerCCHhYXh7OyMqakphoaGpKSkKCvIbdu2pVatWtjb29O7d2+WL1/On3/++dj2CgsLmTp1Km5ubpibm2NoaMi2bduU9h76a5BvbW3NtWvXAEhJScHGxkYJjgEl+CyPs2fP0qtXL+zt7TE2NsbOzg5AGcuxY8c4d+4cRkZGyoq9ubk59+/fJy0tjaysLK5evaoR2GtpadG4cWPl/Ny5c/z555+0bdtWacPQ0JBvv/22RDqHp6enxvnIkSMZMGAAfn5+REZGlqj/qPDwcLKyspTj0qVL5X4eQgghhCgfCZD/oXR1dWnbti2ffvop+/fvJyQkRFl5faht27ZcuXKFbdu2aZRXqlSpxFcd8vPzNc7DwsJYu3Yt06dPZ+/evSQnJ+Pm5qakGBgZGXHkyBFWrFiBtbU1EyZMoEGDBty+fbvU8X7++edERUUxZswY4uPjSU5Oxt/fX2nvob+mEqhUKiX14Xnp1KkTN2/eZMmSJSQmJpKYmAigjCUnJ4fGjRuTnJyscZw5c4Z33nmnTH3k5OQAsGnTJo02Tp06pZGHDGBgYKBxPmnSJH777Tc6dOjArl27cHFxYe3ataX2o6Ojg7GxscYhhBBCiIolKRb/Ei4uLiVyYN966y06derEO++8g5aWFm+//TYAlpaW3Llzh7t37yrBWXJyssa9CQkJhISEKCkEOTk5Gi+pwYN0Dz8/P/z8/Jg4cSKmpqbs2rWLLl26lBhfQkICgYGBvPvuu8CDfOIzZ87g4uJS5jk6Oztz6dIlMjMzsba2BuDXX38t8/3w4GXB1NRUlixZQqtWrQDYt2+fRp1GjRqxatUqqlWr9tiA87XXXiMpKUnJuy4sLOTIkSN4eHgAD34eOjo6ZGRkaKRTlJWjoyOOjo589NFH9OrVi+joaOVnURYnJ/tLsCyEEEJUEFlB/oe5ceMGbdq04fvvv+f48eNcuHCBH3/8kZkzZxIYGFiifufOnfnuu+947733lJXLZs2aoa+vzyeffEJaWho//PBDifQMBwcH1qxZQ3JyMseOHeOdd97RWMnduHEjc+fOJTk5mYsXL/Ltt99SVFSEk5NTqeN2cHBgx44d7N+/n5SUFN5//32uXr1arrn7+fnh6OhI3759OXbsGHv37mXcuHHlasPMzAwLCwu+/vprzp07x65duxg5cqRGneDgYKpWrUpgYCB79+7lwoULqNVqRowYweXLl4EHOdQRERGsX7+e1NRUPvzwQ27duqXkLBsZGREWFsZHH31EbGwsaWlpHDlyhHnz5hEbG/vY8d27d49hw4ahVqu5ePEiCQkJJCUl4ezsXK55CiGEEKLiyAryP4yhoSHNmjXjyy+/JC0tjfz8fGxsbBg4cCCffPJJqfd069aNoqIievfuTaVKlejSpQvff/89o0ePZsmSJbzxxhtMmjSJQYMGKfd88cUX9OvXjxYtWlC1alXGjBmj8YUEU1NT1qxZw6RJk7h//z4ODg6sWLECV1fXUscwfvx4zp8/j7+/P/r6+gwaNIigoCCysrLKPPdKlSqxdu1a+vfvT9OmTbGzs2Pu3LkEBASUq42VK1cyYsQI6tevj5OTE3PnzsXHx0epo6+vz549exgzZgxdunThzp071KhRgzfeeENZlR0zZgy///47ffr0QUtLi0GDBuHv74+WlpbSztSpU7G0tCQiIoLz589jampKo0aNHvtzgge5zDdu3KBPnz5cvXqVqlWr0qVLF3kRTwghhPgHURX/17YgE6+cXr16oaWlxffff19hfRQVFeHs7EyPHj2YOnVqhfXzNNnZ2ZiYmJCVlSUpFkIIIUQ5lOd3qKRYiH+tgoICTp06xYEDBx67sv2sLl68yJIlSzhz5gwnTpxg8ODBXLhwocwv8QkhhBDi30sCZPGvdfLkSTw9PXF1deWDDz54rm1XqlSJmJgYmjRpgpeXFydOnGDnzp2SKyyEEEL8B0iKhRD/IpJiIYQQQjwbSbEQohQqlarEp/LKYtKkScrn3QBCQkIICgp6buMSQgghxD+LfMVCvDKuX7/OhAkT2LRpE1evXsXMzIwGDRowYcIEvLy8nrndsLAwhg8f/hxH+vfVn7iNSjr6z6Wt9MgOz6UdIYQQ4lUhAbJ4ZXTt2pW8vDxiY2Oxt7fn6tWrxMXFcePGjWdqr7i4mMLCQmUbaSGEEEL8N0iKhXgl3L59m7179zJjxgx8fX2pVasWTZs2JTw8nLfeekup98cff9C5c2f09fVxcHBgw4YNyjW1Wo1KpWLLli00btwYHR0d9u3bVyLF4q+SkpKwtLRkxowZylgGDBiApaUlxsbGtGnThmPHjin1jx07hq+vL0ZGRhgbG9O4cWMOHTr0/B+KEEIIIZ6JBMjilfBwlXfdunXk5uY+tt7kyZPp0aMHx48fp3379gQHB3Pz5k2NOmPHjiUyMpKUlBTc3d2f2O+uXbto27Yt06ZNY8yYMQB0796da9eusWXLFg4fPkyjRo144403lH6Cg4OpWbMmSUlJHD58mLFjx1KlSpVS28/NzSU7O1vjEEIIIUTFkgBZvBIqV65MTEwMsbGxmJqa4uXlxSeffMLx48c16oWEhNCrVy/q1q3L9OnTycnJ4eDBgxp1pkyZQtu2balTpw7m5uaP7XPt2rUEBgby1VdfKbsU7tu3j4MHD/Ljjz/i6emJg4MDs2bNwtTUVNkKPCMjAz8/P+rVq4eDgwPdu3enQYMGpfYRERGBiYmJctjY2PydxySEEEKIMpAAWbwyunbtyv/+9z82bNhAQEAAarWaRo0aERMTo9R5dEXYwMAAY2Njrl27ptGOp6fnU/tKTEyke/fufPfdd/Ts2VMpP3bsGDk5OVhYWCir2oaGhly4cIG0tDQARo4cyYABA/Dz8yMyMlIpL014eDhZWVnKcenSpbI+DiGEEEI8IwmQxStFV1eXtm3b8umnn7J//35CQkKYOHGicv2vqQwqlYqioiKNMgMDg6f2U6dOHerVq8eyZcvIz89XynNycrC2tiY5OVnjSE1NZfTo0cCDz8b99ttvdOjQgV27duHi4sLatWtL7UdHRwdjY2ONQwghhBAVSwJk8UpzcXHh7t27z73dqlWrsmvXLs6dO0ePHj2UILlRo0b8/vvvVK5cmbp162ocVatWVe53dHTko48+Yvv27XTp0oXo6OjnPkYhhBBCPBv5zJt4Jdy4cYPu3bvTr18/3N3dMTIy4tChQ8ycOZPAwMAK6bNatWrs2rULX19fevXqxcqVK/Hz86N58+YEBQUxc+ZMHB0d+d///semTZvo3Lkzrq6ujB49mm7dulG7dm0uX75MUlISXbt2LVffJyf7y2qyEEIIUUEkQBavBENDQ5o1a8aXX35JWloa+fn52NjYMHDgQD755JMK69fKyopdu3bh4+NDcHAwP/zwA5s3b2bcuHG89957XL9+HSsrK1q3bs1rr72GlpYWN27coE+fPly9epWqVavSpUsXJk+eXGFjFEIIIUT5qIqLi4tf9iCEEGVTnn3khRBCCPF/yvM7VHKQhRBCCCGEeIQEyEIIIYQQQjxCAmQhhBBCCCEeIQGyEEIIIYQQj5AAWYjHCAkJISgo6GUPQwghhBAvmHzmTbwUixcvZvTo0dy6dYvKlR/8Z5iTk4OZmRleXl6o1WqlrlqtxtfXl3PnzlGnTp0XNsaoqCj+qR95qT9xG5V09J9LW+mRHZ5LO0IIIcSrQlaQxUvh6+tLTk4Ohw4dUsr27t2LlZUViYmJ3L9/XymPj4/H1tb2hQbHACYmJpiamr7QPoUQQgjx8kmALF4KJycnrK2tS6wUBwYGUrt2bX799VeNcl9fX7777js8PT0xMjLCysqKd955h2vXrin1pkyZQvXq1blx44ZS1qFDB3x9fSkqKiIsLIyOHTsq1+bMmYNKpWLr1q1KWd26dfnmm2+AkikWPj4+jBgxgo8//hhzc3OsrKyYNGmSxrxOnz5Ny5Yt0dXVxcXFhZ07d6JSqVi3bh0AeXl5DBs2DGtra3R1dalVqxYRERGPfU65ublkZ2drHEIIIYSoWBIgi5fG19eX+Ph45Tw+Ph4fHx+8vb2V8nv37pGYmIivry/5+flMnTqVY8eOsW7dOtLT0wkJCVHuHzduHHZ2dgwYMACABQsWsH//fmJjY6lUqRLe3t7s27ePwsJCAHbv3k3VqlWVIP3KlSukpaXh4+Pz2DHHxsZiYGBAYmIiM2fOZMqUKezYsQOAwsJCgoKC0NfXJzExka+//ppx48Zp3D937lw2bNjA6tWrSU1NZfny5djZ2T22v4iICExMTJTDxsamrI9XCCGEEM9IcpDFS+Pr60toaCgFBQXcu3ePo0eP4u3tTX5+PosXLwbgwIED5Obm4uvri62trXKvvb09c+fOpUmTJuTk5GBoaIiWlhbff/89Hh4ejB07lrlz5/LNN98o97Vq1Yo7d+5w9OhRGjduzJ49exg9erSyuqtWq6lRowZ169Z97Jjd3d2ZOHEiAA4ODsyfP5+4uDjatm3Ljh07SEtLQ61WY2VlBcC0adNo27atcn9GRgYODg60bNkSlUpFrVq1nviMwsPDGTlypHKenZ0tQbIQQghRwWQFWbw0Pj4+3L17l6SkJPbu3YujoyOWlpZ4e3srechqtRp7e3tsbW05fPgwnTp1wtbWFiMjI7y9vYEHQedD9vb2zJo1ixkzZvDWW2/xzjvvKNdMTU1p0KABarWaEydOoK2tzaBBgzh69Cg5OTns3r1bafNx3N3dNc6tra2VNI/U1FRsbGyU4BigadOmGvVDQkJITk7GycmJESNGsH379if2p6Ojg7GxscYhhBBCiIolAbJ4aerWrUvNmjWJj48nPj5eCU6rV6+OjY0N+/fvJz4+njZt2nD37l38/f0xNjZm+fLlJCUlsXbtWuBBXu+j9uzZg5aWFunp6RQUFGhc8/HxQa1WK8Gwubk5zs7O7Nu3r0wBcpUqVTTOVSoVRUVFZZ5zo0aNuHDhAlOnTuXevXv06NGDbt26lfl+IYQQQlQ8SbEQL5Wvry9qtZpbt24xevRopbx169Zs2bKFgwcPMnjwYE6fPs2NGzeIjIxUUgwe/QLGQ6tWrWLNmjWo1Wp69OjB1KlTmTx5snLd29ubZcuWUblyZQICAoAHQfOKFSs4c+bME/OPn8bJyYlLly5x9epVXnvtNQCSkpJK1DM2NqZnz5707NmTbt26ERAQwM2bNzE3Ny9zXycn+8tqshBCCFFBZAVZvFS+vr7s27eP5ORkjdVbb29vvvrqK/Ly8pT8Y21tbebNm8f58+fZsGEDU6dO1Wjr8uXLDB48mBkzZtCyZUuio6OZPn26xhcxWrduzZ07d9i4caMSDPv4+LB8+XKsra1xdHR85rm0bduWOnXq0LdvX44fP05CQgLjx48HHqw0A3zxxResWLGC06dPc+bMGX788UesrKzkc3JCCCHEP4gEyOKl8vX15d69e9StW1dZdYUHAfKdO3eUz8FZWloSExPDjz/+iIuLC5GRkcyaNUupX1xcTEhICE2bNmXYsGEA+Pv7M3jwYN59911ycnIAMDMzw83NDUtLS+rVqwc8CJqLioqeml7xNFpaWqxbt46cnByaNGnCgAEDlK9Y6OrqAmBkZMTMmTPx9PSkSZMmpKens3nzZipVkv8VhRBCiH8KVfE/daswIV4BCQkJtGzZ8rntApidnY2JiQlZWVmSYiGEEEKUQ3l+h0oOshDP0dq1azE0NMTBwYFz587x4Ycf4uXl9cJ3ARRCCCHEs5MAWYjn6M6dO4wZM4aMjAyqVq2Kn58fs2fPftnDEkIIIUQ5SIqFEP8ikmIhhBBCPJvy/A6VN4OE+P/s7OyYM2fOyx6GEEIIIV4ySbH4h/r999+ZNm0amzZt4sqVK1SrVg0PDw9CQ0N54403XvbwXig7OztCQ0MJDQ0t130XL16kXr16XL9+nUqVKjF16lRWr17NlStXMDIywsXFhZEjRxIYGFgxA69A9Sduo5KO/nNpKz2yw3NpRwghhHhVSID8D5Seno6XlxempqZ8/vnnuLm5kZ+fz7Zt2xg6dCinT58ud5t5eXloa2tXwGhLl5+fX2LXuRdt/fr1+Pr6YmhoSJ8+fUhMTGTevHm4uLhw48YN9u/fz40bN17qGIUQQgjxzyMpFv9AQ4YMQaVScfDgQbp27YqjoyOurq6MHDlS2fQiIyODwMBADA0NMTY2pkePHly9elVpY9KkSXh4ePDNN99Qu3Zt5Tu8KpWKr776io4dO6Kvr4+zszMHDhzg3Llz+Pj4YGBgQIsWLUhLS9MY06JFi6hTpw7a2to4OTnx3XffaVxXqVQsWrSIt956CwMDA6ZNm0ZhYSH9+/endu3a6Onp4eTkRFRUlMZ9ISEhBAUFMWvWLKytrbGwsGDo0KHk5+cDDzbxuHjxIh999BEqlUrZcOPixYt06tQJMzMzDAwMcHV1ZfPmzRptr1+/nrfeeguADRs28Mknn9C+fXvs7Oxo3Lgxw4cPp1+/fhr3/Pnnn/Tr1w8jIyNsbW35+uuvNa6PGTMGR0dH9PX1sbe359NPP1XG+tBnn31GtWrVMDIyYsCAAYwdOxYPDw/lulqtpmnTphgYGGBqaoqXlxcXL158zH8NQgghhHjRJED+h7l58yZbt25l6NChGBgYlLhuampKUVERgYGB3Lx5k927d7Njxw7Onz9Pz549NeqeO3eOn3/+mTVr1pCcnKyUT506lT59+pCcnEy9evV45513eP/99wkPD+fQoUMUFxcrm23Ag0+Xffjhh4waNYqTJ0/y/vvv89577xEfH6/R36RJk+jcuTMnTpygX79+FBUVUbNmTX788UdOnTrFhAkT+OSTT1i9erXGffHx8aSlpREfH09sbCwxMTHExMQAsGbNGmrWrMmUKVPIzMwkMzMTgKFDh5Kbm8uePXs4ceIEM2bMwNDQUGnz9u3b7Nu3TwmQrays2Lx5M3fu3Hni8589ezaenp4cPXqUIUOGMHjwYFJTU5XrRkZGxMTEcOrUKaKioliyZAlffvmlcn358uVMmzaNGTNmcPjwYWxtbVm0aJFyvaCggKCgILy9vTl+/DgHDhxg0KBBSuD/V7m5uWRnZ2scQgghhKhY8hWLf5iDBw/SrFkz1qxZQ+fOnUuts2PHDtq1a8eFCxewsbEB4NSpU7i6unLw4EGaNGnCpEmTmD59OleuXMHS0lK5V6VSMX78eGWb5l9//ZXmzZuzdOlSZTV15cqVvPfee9y7dw8ALy8vXF1dNVZTe/Towd27d9m0aZPSbmhoqEawWJphw4bx+++/89NPPwEPVpDVajVpaWloaWkpbVeqVImVK1cCpecgu7u707VrVyZOnFhqPz/88ANffvklSUlJAOzZs4fg4GCuXr1KgwYNaNmyJd26dcPLy0u5x87OjlatWimr48XFxVhZWTF58mQ++OCDUvuZNWsWK1eu5NChQwC8/vrreHp6Mn/+fKVOy5YtycnJITk5mZs3b2JhYYFarS7Tzn2TJk1i8uTJJcptQldLDrIQQghRDvIVi3+xsvx9JSUlBRsbGyU4BnBxccHU1JSUlBSlrFatWhrB8UPu7u7Knx9u7+zm5qZRdv/+fWW1MiUlRSOQhAdB86N9AXh6epboa8GCBTRu3BhLS0sMDQ35+uuvycjI0Kjj6uqqBMcA1tbWXLt27fEPABgxYgSfffYZXl5eTJw4kePHj2tcfzS9Ah5sJ33+/Hni4uLo1q0bv/32G61atVL+ovDQo89GpVJhZWWlMZZVq1bh5eWFlZUVhoaGjB8/XmM+qampNG3aVKPNR8/Nzc0JCQnB39+fTp06ERUVpayKlyY8PJysrCzluHTp0hOfixBCCCH+PgmQ/2EcHBxQqVTP9CLeX5WWogFovDz38J/2SysrKir6W/2tXLmSsLAw+vfvz/bt20lOTua9994jLy/vseN52P/T+h4wYADnz5+nd+/enDhxAk9PT+bNmwc8eCFx69atGgHyw35atWrFmDFj2L59O1OmTGHq1Kka43nSWA4cOEBwcDDt27dn48aNHD16lHHjxpWYz9NER0dz4MABWrRowapVq3B0dFRyy/9KR0cHY2NjjUMIIYQQFUsC5H8Yc3Nz/P39WbBgAXfv3i1x/fbt2zg7O3Pp0iWN1cRTp05x+/ZtXFxcnvuYnJ2dSUhI0ChLSEh4al8JCQm0aNGCIUOG0LBhQ+rWrVvi5b+y0NbWprCwsES5jY0NH3zwAWvWrGHUqFEsWbIEePASnJmZGQ0aNHhiuy4uLhQUFHD//v0yjWP//v3UqlWLcePG4enpiYODQ4mX65ycnJS0jof+eg7QsGFDwsPD2b9/P/Xr1+eHH34o0xiEEEIIUfHkM2//QAsWLMDLy4umTZsyZcoU3N3dKSgoYMeOHSxatIhTp07h5uZGcHAwc+bMoaCggCFDhuDt7V1qmsPfNXr0aHr06EHDhg3x8/Pjl19+Yc2aNezcufOJ9zk4OPDtt9+ybds2ateuzXfffUdSUhK1a9cuV/92dnbs2bOHt99+Gx0dHapWrUpoaCjt2rXD0dGRW7duER8fj7OzM/DgixV/XT328fGhV69eeHp6YmFhwalTp/jkk0/w9fUt86qsg4MDGRkZrFy5kiZNmrBp0ybWrl2rUWf48OEMHDgQT09PZYX4+PHj2NvbA3DhwgW+/vpr3nrrLapXr05qaipnz56lT58+5XomJyf7y2qyEEIIUUFkBfkfyN7eniNHjuDr68uoUaOoX78+bdu2JS4ujkWLFqFSqVi/fj1mZma0bt0aPz8/7O3tWbVqVYWMJygoiKioKGbNmoWrqytfffUV0dHR+Pj4PPG+999/ny5dutCzZ0+aNWvGjRs3GDJkSLn7nzJlCunp6dSpU0fJqS4sLGTo0KE4OzsTEBCAo6MjCxcuBEoPkP39/YmNjeXNN9/E2dmZ4cOH4+/vX+KLGk/y1ltv8dFHHzFs2DA8PDzYv38/n376qUad4OBgwsPDCQsLo1GjRly4cIGQkBDlM3v6+vqcPn1a+XzfoEGDGDp0KO+//365n4sQQgghKoZ8xUK8Uo4cOUKbNm24fv36S9+o5KG2bdtiZWVV4tvRz6I8b+AKIYQQ4v+U53eopFiIV0pBQQHz5s17acHxn3/+yeLFi/H390dLS4sVK1awc+dOduzY8VLGI4QQQojykwBZvFKaNm1a4jNrL5JKpWLz5s1MmzaN+/fv4+TkxM8//4yfn99LG5MQQgghykcCZCGeIz09vae+vCiEEEKIfzZ5SU8IIYQQQohHyAqyeCX9/vvvTJs2jU2bNnHlyhWqVauGh4cHoaGhvPHGGy97eH9b/YnbZKtpIYQQooJIgCxeOenp6Xh5eWFqasrnn3+Om5sb+fn5bNu2jaFDh5a6S2F+fv4/5qsXQgghhHi5JMVCvHKGDBmCSqXi4MGDyveGXV1dGTlypLKls0qlYtGiRbz11lsYGBgwbdo0CgsL6d+/P7Vr10ZPTw8nJyeioqI02g4JCSEoKIhZs2ZhbW2NhYUFQ4cOJT8/X6mTm5tLWFgYNWrUwMDAgGbNmqFWq5XrFy9epFOnTpiZmWFgYICrqyubN29+Ic9GCCGEEE8nK8jilXLz5k22bt3KtGnTMDAwKHHd1NRU+fOkSZOIjIxkzpw5VK5cmaKiImrWrMmPP/6IhYUF+/fvZ9CgQVhbW9OjRw/lvvj4eKytrYmPj+fcuXP07NkTDw8PBg4cCMCwYcM4deoUK1eupHr16qxdu5aAgABOnDiBg4MDQ4cOJS8vjz179mBgYMCpU6cwNDQsdT65ubnk5uYq59nZ2c/pSQkhhBDicSRAFq+Uc+fOUVxcTL169Z5a95133uG9997TKJs8ebLy59q1a3PgwAFWr16tESCbmZkxf/58tLS0qFevHh06dCAuLo6BAweSkZFBdHQ0GRkZVK9eHYCwsDC2bt1KdHQ006dPJyMjg65du+Lm5gagbENdmoiICI0xCSGEEKLiSYAsXinl2RjS09OzRNmCBQtYtmwZGRkZ3Lt3j7y8PDw8PDTquLq6oqWlpZxbW1tz4sQJAE6cOEFhYSGOjo4a9+Tm5mJhYQHAiBEjGDx4MNu3b8fPz4+uXbvi7u5e6hjDw8MZOXKkcp6dnY2NjU2Z5yiEEEKI8pMAWbxSHBwcUKlUpb6I91d/TcFYuXIlYWFhzJ49m+bNm2NkZMTnn39OYmKiRr2/vsynUqkoKioCICcnBy0tLQ4fPqwRRANKGsWAAQPw9/dn06ZNbN++nYiICGbPns3w4cNLjFFHRwcdHZ2nT1wIIYQQz428pCdeKebm5vj7+7NgwQLu3r1b4vrt27cfe29CQgItWrRgyJAhNGzYkLp165KWllau/hs2bEhhYSHXrl2jbt26GoeVlZVSz8bGhg8++IA1a9YwatQolixZUq5+hBBCCFFxZAVZvHIWLFiAl5cXTZs2ZcqUKbi7u1NQUMCOHTtYtGgRKSkppd7n4ODAt99+y7Zt26hduzbfffcdSUlJ1K5du8x9Ozo6EhwcTJ8+fZg9ezYNGzbk+vXrxMXF4e7uTocOHQgNDaVdu3Y4Ojpy69Yt4uPjcXZ2LtccT072x9jYuFz3CCGEEKJsZAVZvHLs7e05cuQIvr6+jBo1ivr169O2bVvi4uJYtGjRY+97//336dKlCz179qRZs2bcuHGDIUOGlLv/6Oho+vTpw6hRo3ByciIoKIikpCRsbW0BKCwsZOjQoTg7OxMQEICjoyMLFy585vkKIYQQ4vlSFZfnrSYhxEuVnZ2NiYkJWVlZsoIshBBClEN5fofKCrIQQgghhBCPkABZCCGEEEKIR0iALIQQQgghxCMkQBZCCCGEEOIREiCLfxy1Wo1KpVK+WRwTE4OpqWmF9RcSEkJQUNDfbqeixymEEEKIF0O+g/wfsHjxYkaPHs2tW7eoXPnBjzwnJwczMzO8vLxQq9VKXbVaja+vL+fOnaNOnTp/q9+YmBhCQ0OfuDlHaVq0aEFmZiYmJibP3Pfu3bt59913uXTpEiEhIcTGxgIPdsGztbWlT58+fPLJJ1SuXJmoqCiNLap9fHzw8PBgzpw55eqzZ8+etG/fXjmfNGkS69atIzk5+Znn8Tj1J26jko7+c2krPbLDc2lHCCGEeFXICvJ/gK+vLzk5ORw6dEgp27t3L1ZWViQmJnL//n2lPD4+Hltb278dHP8d2traWFlZoVKpnrmN9evX06lTJ+U8ICCAzMxMzp49y6hRo5g0aRKff/45ACYmJs9l5VdPT49q1ar97XaEEEII8XJJgPwf4OTkhLW1dYmV4sDAQGrXrs2vv/6qUe7r68t3332Hp6cnRkZGWFlZ8c4773Dt2jWNdjds2ICDgwO6urr4+voSGxurpEao1Wree+89srKyUKlUqFQqJk2aBPDUtv+aYvFXx44dw9fXFyMjI4yNjWncuLFG8P9wbG+99ZZyrqOjg5WVFbVq1WLw4MH4+fmxYcMGQDPFIiQkhN27dxMVFaWMOz09XRnTpk2bcHd3R1dXl9dff52TJ08qfTyaYhETE8PkyZM5duyY0k5MTAzFxcVMmjQJW1tbdHR0qF69OiNGjCjTz1EIIYQQL4YEyP8Rvr6+xMfHK+fx8fH4+Pjg7e2tlN+7d4/ExER8fX3Jz89n6tSpHDt2jHXr1pGenk5ISIhy/4ULF+jWrRtBQUEcO3aM999/n3HjxinXW7RowZw5czA2NiYzM5PMzEzCwsIAntr20wQHB1OzZk2SkpI4fPgwY8eOpUqVKsr13377jWvXrtGmTZvHtqGnp0deXl6J8qioKJo3b87AgQOVcdvY2CjXR48ezezZs0lKSsLS0pJOnTqRn59fop2ePXsyatQoXF1dlXZ69uzJzz//zJdffslXX33F2bNnWbduHW5ubo8dZ25uLtnZ2RqHEEIIISqW5CD/R/j6+hIaGkpBQQH37t3j6NGjeHt7k5+fz+LFiwE4cOAAubm5+Pr6Ktsiw4Otm+fOnUuTJk3IycnB0NCQr776CicnJyVNwcnJiZMnTzJt2jTgQZqEiYkJKpUKKysrjbH069fviW0/TUZGBqNHj6ZevXoAODg4aFxfv349/v7+aGtrl7i3uLiYuLg4tm3bxvDhw0tcNzExQVtbG319/RLjBpg4cSJt27YFIDY2lpo1a7J27Vp69OihUU9PTw9DQ0MqV66s0U5GRgZWVlb4+fkp+dBNmzZ97FwjIiKYPHnyE56GEEIIIZ43WUH+j/Dx8eHu3bskJSWxd+9eHB0dsbS0xNvbW8lDVqvV2NvbY2try+HDh+nUqRO2trYYGRnh7e0NPAjwAFJTU2nSpIlGH08K9B71tLafZuTIkQwYMAA/Pz8iIyNJS0vTuL5+/XqN9AqAjRs3YmhoiK6uLu3ataNnz55Kykd5NG/eXPmzubk5Tk5OpKSklPn+7t27c+/ePezt7Rk4cCBr166loKDgsfXDw8PJyspSjkuXLpV7zEIIIYQoHwmQ/yPq1q1LzZo1iY+PJz4+XglKq1evjo2NDfv37yc+Pp42bdpw9+5d/P39MTY2Zvny5SQlJbF27VqAUtMSyuN5tD1p0iR+++03OnTowK5du3BxcVHayMzM5OjRo3TooPllBl9fX5KTkzl79iz37t0jNjYWAwODvzWXZ2FjY0NqaioLFy5ET0+PIUOG0Lp161LTNOBB7rSxsbHGIYQQQoiKJSkW/yG+vr6o1Wpu3brF6NGjlfLWrVuzZcsWDh48yODBgzl9+jQ3btwgMjJSyb/960twTk5ObN68WaMsKSlJ41xbW5vCwkKNsrK0XRaOjo44Ojry0Ucf0atXL6Kjo+ncuTO//PILLVq0wNzcXKO+gYEBdevWLVPbpY37oV9//VVJP7l16xZnzpzB2dm5XO3o6enRqVMnOnXqxNChQ6lXrx4nTpygUaNGZRofwMnJ/hIsCyGEEBVEVpD/Q3x9fdm3bx/JycnKCjKAt7c3X331FXl5eUr+sba2NvPmzeP8+fNs2LCBqVOnarT1/vvvc/r0acaMGcOZM2dYvXo1MTExAMrn2ezs7MjJySEuLo4//viDP//8s0xtP8m9e/cYNmwYarWaixcvkpCQQFJSkhKk/vXrFc/Czs6OxMRE0tPT+eOPPygqKlKuTZkyhbi4OE6ePElISAhVq1Z97CYjdnZ2XLhwgeTkZP744w9yc3OJiYlh6dKlnDx5kvPnz/P999+jp6dHrVq1/taYhRBCCPH8SID8H+Lr68u9e/eoW7cur732mlLu7e3NnTt3lM/BWVpaEhMTw48//oiLiwuRkZHMmjVLo63atWvz008/sWbNGtzd3Vm0aJHyFQsdHR3gwZcsPvjgA3r27ImlpSUzZ84sU9tPoqWlxY0bN+jTpw+Ojo706NGDdu3aMXnyZO7evUtcXNzfDpDDwsLQ0tLCxcUFS0tLjdzoyMhIPvzwQxo3bszvv//OL7/8UurLgABdu3YlICAAX19fLC0tWbFiBaampixZsgQvLy/c3d3ZuXMnv/zyCxYWFn9rzEIIIYR4flTFj24hJsTfMG3aNBYvXvzSXiRbs2YN48eP59SpU8+97Yffh75169ZL3U46OzsbExMTsrKyJMVCCCGEKIfy/A6VHGTxzBYuXEiTJk2wsLAgISGBzz//nGHDhr208RgaGjJjxoyX1r8QQgghXg0SIItndvbsWT777DNu3ryJra0to0aNIjw8/KWN580333xpfQshhBDi1SEpFkL8i0iKhRBCCPFsyvM7VF7SE+IZhYSEaHzBori4mEGDBmFubo5KpSI5OfmljU0IIYQQz05WkMV/yvXr15kwYQKbNm3i6tWrmJmZ0aBBAyZMmICXl1e52srKyqK4uFh5aW/Lli0EBgYqOxJWrVqVKlWqsHbt2sd+Cq68Hv7t1yZ0NZV09J9Lm+mRHZ5eSQghhPiXk5f0hHiMrl27kpeXR2xsLPb29ly9epW4uDhu3LhR7rZMTEw0ztPS0rC2tqZFixbPa7hCCCGEeAkkxUL8Z9y+fZu9e/cyY8YMfH19qVWrFk2bNiU8PJy33nqLsLAwOnbsqNSfM2cOKpWKrVu3KmV169blm2++ATRTLEJCQhg+fDgZGRmoVCrs7Oyws7MDoHPnzkoZwLFjx/D19cXIyAhjY2MaN278TLsJCiGEEKJiSIAs/jMMDQ0xNDRk3bp15Obmlrju7e3Nvn37lO2hd+/eTdWqVVGr1QBcuXKFtLQ0fHx8StwbFRXFlClTqFmzJpmZmSQlJSlbb0dHRytlAMHBwdSsWZOkpCQOHz7M2LFjqVKlSqljzs3NJTs7W+MQQgghRMWSAFn8Z1SuXJmYmBhiY2MxNTXFy8uLTz75hOPHjwPQqlUr7ty5w9GjRykuLmbPnj2MGjVKCZDVajU1atSgbt26Jdo2MTHByMgILS0trKyssLS0xNLSEgBTU1OlDCAjIwM/Pz/q1auHg4MD3bt3p0GDBqWOOSIiAhMTE+WwsbGpgCcjhBBCiEdJgCz+U7p27cr//vc/NmzYQEBAAGq1mkaNGhETE4OpqSkNGjRArVZz4sQJtLW1GTRoEEePHiUnJ4fdu3fj7e39t8cwcuRIBgwYgJ+fH5GRkaSlpT22bnh4OFlZWcrxsnYpFEIIIf5LJEAW/zm6urq0bduWTz/9lP379xMSEsLEiRMB8PHxQa1WK8Gwubk5zs7O7Nu377kFyJMmTeK3336jQ4cO7Nq1CxcXF9auXVtqXR0dHYyNjTUOIYQQQlQsCZDFf56Liwt3794F/i8POS4uTsk19vHxYcWKFZw5c6bU/OMnqVKlipLT/ChHR0c++ugjtm/fTpcuXYiOjv670xBCCCHEcyKfeRP/GTdu3KB79+7069cPd3d3jIyMOHToEDNnziQwMBCA1q1bc+fOHTZu3EhkZCTwIEDu1q0b1tbWODo6lqtPOzs74uLi8PLyQkdHB11dXUaPHk23bt2oXbs2ly9fJikpia5du5ar3ZOT/WU1WQghhKggEiCL/wxDQ0OaNWvGl19+SVpaGvn5+djY2DBw4EA++eQTAMzMzHBzc+Pq1avUq1cPeBA0FxUVPVN6xezZsxk5ciRLliyhRo0anDlzhhs3btCnTx+uXr1K1apV6dKlC5MnT36ucxVCCCHEs5Od9IT4FynPLkBCCCGE+D/l+R0qOchCCCGEEEI8QgJkIYQQQgghHiEBshBCCCGEEI+QAFkIIYQQQohHSIAsXhg7OzvmzJnzxDoqlYp169ZV6Dh8fHwIDQ2t0D6EEEII8e8ln3l7CUJCQoiNjSUiIoKxY8cq5evWraNz5868qA+LvP7663h4eLB48WKlbPHixQwePJjo6GhCQkI0xpyWlsbevXtfyNheJDs7O0JDQ/9VQXP9iduopKP/XNpKj+zwXNoRQgghXhWygvyS6OrqMmPGDG7duvXSxuDr64tardYoi4+Px8bGpkS5Wq2mTZs2z9RPXl7eM47w3+W/Mk8hhBDiVScB8kvi5+eHlZUVERERT6y3b98+WrVqhZ6eHjY2NowYMULZFnn+/PnUr19fqbtu3TpUKpXGirCfnx/jx48vtW1fX19SU1P5/ffflbLdu3czduxYjQD5woULXLx4EV9fXwBOnDhBmzZt0NPTw8LCgkGDBpGTk6PUDwkJISgoiGnTplG9enWcnJxK7f/s2bO0bt0aXV1dXFxc2LFjxxOfxddff0316tUpKirSKA8MDKRfv34afT8qNDT0sVtE+/j4cPHiRT766CNUKhUqlQqASZMm4eHhoVF3zpw52NnZPXWely5dokePHpiammJubk5gYCDp6enKfWq1mqZNm2JgYICpqSleXl5cvHix1PHl5uaSnZ2tcQghhBCiYkmA/JJoaWkxffp05s2bx+XLl0utk5aWRkBAAF27duX48eOsWrWKffv2MWzYMAC8vb05deoU169fBx4Et1WrVlWC2/z8fA4cOPDY4NDLy4sqVaoQHx8PwKlTp7h37x79+/fnxo0bXLhwAXiwqqyrq0vz5s25e/cu/v7+mJmZkZSUxI8//sjOnTuVMT0UFxdHamoqO3bsYOPGjSX6LioqokuXLmhra5OYmMjixYsZM2bME59Z9+7duXHjhjJegJs3b7J161aCg4OfeO/jrFmzhpo1azJlyhQyMzPJzMws1/1/nWd+fj7+/v4YGRmxd+9eEhISMDQ0JCAggLy8PAoKCggKCsLb25vjx49z4MABBg0apATmfxUREYGJiYly2NjYPNM8hRBCCFF2EiC/RJ07d8bDw4OJEyeWej0iIoLg4GBCQ0NxcHCgRYsWzJ07l2+//Zb79+9Tv359zM3N2b17N/BgZXLUqFHK+cGDB8nPz6dFixaltm9gYEDTpk2VgFqtVtOyZUt0dHRo0aKFRnnz5s3R0dHhhx9+4P79+3z77bfUr1+fNm3aMH/+fL777juuXr2q0fY333yDq6srrq6uJfreuXMnp0+f5ttvv6VBgwa0bt2a6dOnP/F5mZmZ0a5dO3744Qel7KeffqJq1arK6nZ5mZubo6WlhZGREVZWVlhZWZXr/r/Oc9WqVRQVFfHNN9/g5uaGs7Mz0dHRZGRkoFaryc7OJisri44dO1KnTh2cnZ3p27cvtra2pbYfHh5OVlaWcly6dOmZ5imEEEKIspMA+SWbMWMGsbGxpKSklLh27NgxYmJiMDQ0VA5/f3+Kioq4cOECKpWK1q1bo1aruX37NqdOnWLIkCHk5uZy+vRpdu/eTZMmTdDXf/zLXD4+PhqB8MPVZm9vb43yhwFoSkoKDRo0wMDAQGnDy8uLoqIiUlNTlTI3Nze0tbUf229KSgo2NjZUr15dKWvevPlTn1dwcDA///wzubm5ACxfvpy3336bSpVezn/Kf53nsWPHOHfuHEZGRsrPzNzcnPv375OWloa5uTkhISH4+/vTqVMnoqKinrhqraOjg7GxscYhhBBCiIolAfJL1rp1a/z9/QkPDy9xLScnh/fff5/k5GTlOHbsGGfPnqVOnTrA/wW4e/fupWHDhhgbGytB8+7du/H29n5i/76+vpw5c4YrV66gVquV+g8D5LS0NC5dulTuF/QeDaCfp06dOlFcXMymTZu4dOkSe/fu1UivqFSpUomvgOTn55e7n7K289d55uTk0LhxY42fWXJyMmfOnOGdd94BIDo6mgMHDtCiRQtWrVqFo6Mjv/76a7nHKIQQQoiKIZ95+weIjIzEw8OjxMtsjRo14tSpU9StW/ex93p7exMaGsqPP/6orP76+Piwc+dOEhISGDVq1BP7btGiBdra2ixcuJD79+/TuHFjAJo0acL169dZtmyZkooB4OzsTExMDHfv3lWCw4SEBCpVqvTYl/FK4+zszKVLl8jMzMTa2hqgTEGirq4uXbp0Yfny5Zw7dw4nJycaNWqkXLe0tOTkyZMa9yQnJ1OlSpXHtqmtrU1hYaFGmaWlJb///jvFxcVKfnBycvJTx9eoUSNWrVpFtWrVnrja27BhQxo2bEh4eDjNmzfnhx9+4PXXX39q+w+dnOwvq8lCCCFEBZEV5H8ANzc3goODmTt3rkb5mDFj2L9/P8OGDSM5OZmzZ8+yfv16jRfi3N3dMTMz44cfftAIkNetW0dubi5eXl5P7FtPT4/XX3+defPm4eXlhZaWFvAgaHy0/GGAGRwcjK6uLn379uXkyZPEx8czfPhwevfuzWuvvVbmOfv5+eHo6Ejfvn05duwYe/fuZdy4cWW6Nzg4mE2bNrFs2bISL+e1adOGQ4cO8e2333L27FkmTpxYImD+Kzs7O/bs2cOVK1f4448/gAfP8Pr168ycOZO0tDQWLFjAli1byjS2qlWrEhgYyN69e7lw4QJqtZoRI0Zw+fJlLly4QHh4OAcOHODixYts376ds2fP4uzsXKa5CyGEEKLiSYD8DzFlypQSny9zd3dn9+7dnDlzhlatWtGwYUMmTJigkberUqlo1aoVKpWKli1bKvcZGxvj6elZplQHX19f7ty5U+JrF97e3ty5c0fjBTh9fX22bdvGzZs3adKkCd26deONN95g/vz55ZpvpUqVWLt2Lffu3aNp06YMGDCAadOmleneNm3aYG5uTmpqqpK28JC/vz+ffvopH3/8MU2aNOHOnTv06dPnie1NmTKF9PR06tSpg6WlJfBghXvhwoUsWLCABg0acPDgQcLCwp46Nn19ffbs2YOtrS1dunTB2dmZ/v37c//+fYyNjdHX1+f06dN07doVR0dHBg0axNChQ3n//ffLNHchhBBCVDxV8Yvatk0I8bdlZ2djYmJCVlaWpFgIIYQQ5VCe36GygiyEEEIIIcQjJEAWQgghhBDiERIgCyGEEEII8QgJkF9hkyZNwsPDQzkPCQkhKCjopY2nPGJiYjA1NX3ZwxBCCCHEf5B8B/lf4Pr160yYMIFNmzZx9epVzMzMaNCgARMmTFA+46ZSqVi7dq1GABwWFsbw4cMf266Pjw8eHh7MmTOngmfw3xUSEsLt27dZt27dc223/sRtVNJ5/A6J5ZEe2eG5tCOEEEK8KiRA/hfo2rUreXl5xMbGYm9vz9WrV4mLi+PGjRtPvO/hVsdCCCGEEKLsJMXiH+727dvs3buXGTNm4OvrS61atWjatCnh4eG89dZbwIONLgA6d+6MSqVSzv+aYvGokJAQdu/eTVRUFCqVCpVKRXp6Ordu3SI4OBhLS0v09PRwcHAgOjr6sePbunUrLVu2xNTUFAsLCzp27EhaWppyPT09HZVKxZo1a/D19UVfX58GDRpw4MABjXZiYmKwtbVFX1+fzp07PzX4hwcbqTg6OqKvr4+9vT2ffvqpsh30mTNnUKlUnD59WuOeL7/8UtmmG2D37t00bdoUHR0drK2tGTt2LAUFBcr1oqIiZs6cSd26ddHR0cHW1lbje82XLl2iR48emJqaYm5uTmBgIOnp6cCD5x8bG8v69euVZ6xWq8nLy2PYsGFYW1ujq6tLrVq1iIiIeOp8hRBCCPFiSID8D/dwFfjhznilSUpKAiA6OprMzEzl/EmioqJo3rw5AwcOJDMzk8zMTGxsbPj00085deoUW7ZsISUlhUWLFlG1atXHtnP37l1GjhzJoUOHiIuLo1KlSnTu3LnEpifjxo0jLCyM5ORkHB0d6dWrlxKIJiYm0r9/f2XHQF9fXz777LOnzsHIyIiYmBhOnTpFVFQUS5Ys4csvvwTA0dERT09Pli9frnHP8uXLlc1Frly5Qvv27WnSpAnHjh1j0aJFLF26VKPv8PBwIiMjlefyww8/KDsG5ufn4+/vj5GREXv37iUhIQFDQ0MCAgLIy8sjLCyMHj16EBAQoDzjFi1aMHfuXDZs2MDq1atJTU1l+fLlyl9q/io3N5fs7GyNQwghhBAVS1Is/uEqV65MTEwMAwcOZPHixTRq1Ahvb2/efvtt3N3dAZTd30xNTbGysipTuyYmJmhra6Ovr69xT0ZGBg0bNsTT0xPgsYHbQ127dtU4X7ZsGZaWlpw6dYr69esr5WFhYXTo8CDXdfLkybi6unLu3Dnq1atHVFQUAQEBfPzxx8CD4Hb//v1s3br1iX2PHz9e+bOdnR1hYWGsXLlSaSc4OJj58+czdepU4MGq8uHDh/n+++8BWLhwITY2NsyfPx+VSkW9evX43//+x5gxY5gwYQJ3794lKiqK+fPn07dvXwDq1Kmj7Fi4atUqioqK+Oabb1CpVMCDv6SYmpqiVqt588030dPTIzc3t8QzdnBwoGXLlqhUKmrVqvXYOUZERDB58uQnPgchhBBCPF+ygvwv0LVrV/73v/+xYcMGAgICUKvVNGrUiJiYmOfe1+DBg1m5ciUeHh58/PHH7N+//4n1z549S69evbC3t8fY2FgJqDMyMjTqPQzmAaytrQG4du0aACkpKTRr1kyjfvPmzZ861lWrVuHl5YWVlRWGhoaMHz9eo9+3336b9PR0fv31V+DB6nGjRo2oV6+e0m/z5s2V4BbAy8uLnJwcLl++TEpKCrm5ubzxxhul9n/s2DHOnTuHkZGRstJvbm7O/fv3NdJM/iokJITk5GScnJwYMWIE27dvf2zd8PBwsrKylOPSpUtPfS5CCCGE+HskQP6X0NXVpW3btnz66afs37+fkJAQJk6c+Nz7adeuHRcvXuSjjz7if//7H2+88QZhYWGPrd+pUydu3rzJkiVLSExMJDExEYC8vDyNelWqVFH+/DAg/WsaRnkcOHCA4OBg2rdvz8aNGzl69Cjjxo3T6NfKyoo2bdrwww8/APDDDz8QHBxc5j709PSeeD0nJ4fGjRuTnJyscZw5c0ZJ4yhNo0aNuHDhAlOnTuXevXv06NGDbt26lVpXR0cHY2NjjUMIIYQQFUsC5H8pFxcX7t69q5xXqVKFwsLCcrWhra1d6j2Wlpb07duX77//njlz5vD111+Xev+NGzdITU1l/PjxvPHGGzg7O3Pr1q3yTQRwdnZWAuuHHq76Ps7+/fupVasW48aNw9PTEwcHBy5evFiiXnBwMKtWreLAgQOcP3+et99+W6PfAwcOUFxcrJQlJCRgZGREzZo1cXBwQE9Pj7i4uFLH0KhRI86ePUu1atWoW7euxmFiYgI8/hkbGxvTs2dPlixZwqpVq/j555+5efPmE+cshBBCiBdDcpD/4W7cuEH37t3p168f7u7uGBkZcejQIWbOnElgYKBSz87Ojri4OLy8vNDR0cHMzOypbdvZ2ZGYmEh6erqSHjBp0iQaN26Mq6srubm5bNy4EWdn51LvNzMzw8LCgq+//hpra2syMjIYO3Zsuec4YsQIvLy8mDVrFoGBgWzbtu2p+ccODg5kZGSwcuVKmjRpwqZNm1i7dm2Jel26dGHw4MEMHjwYX19fqlevrlwbMmQIc+bMYfjw4QwbNozU1FQmTpzIyJEjqVSpErq6uowZM4aPP/4YbW1tvLy8uH79Or/99hv9+/cnODiYzz//nMDAQKZMmULNmjW5ePEia9as4eOPP6ZmzZrY2dmxbds2UlNTsbCwwMTEhHnz5mFtbU3Dhg2pVKkSP/74I1ZWVuXaGOXkZH9ZTRZCCCEqSrH4R7t//37x2LFjixs1alRsYmJSrK+vX+zk5FQ8fvz44j///FOpt2HDhuK6desWV65cubhWrVrFxcXFxRMnTixu0KCBUqdv377FgYGBynlqamrx66+/Xqynp1cMFF+4cKF46tSpxc7OzsV6enrF5ubmxYGBgcXnz59/7Ph27NhR7OzsXKyjo1Ps7u5erFari4HitWvXFhcXFxdfuHChGCg+evSocs+tW7eKgeL4+HilbOnSpcU1a9Ys1tPTK+7UqVPxrFmzik1MTJ74bEaPHl1sYWFRbGhoWNyzZ8/iL7/8stR7evToUQwUL1u2rMQ1tVpd3KRJk2Jtbe1iKyur4jFjxhTn5+cr1wsLC4s/++yz4lq1ahVXqVKl2NbWtnj69OnK9czMzOI+ffoUV61atVhHR6fY3t6+eODAgcVZWVnFxcXFxdeuXStu27ZtsaGhoTLnr7/+utjDw6PYwMCg2NjYuPiNN94oPnLkyBPn+lBWVlYxoLQvhBBCiLIpz+9QVXHxI/++LIT4R8vOzsbExISsrCxZQRZCCCHKoTy/QyUHWQghhBBCiEdIgCyEEEIIIcQjJEAWQgghhBDiERIg/wvY2dkxZ86cJ9ZRqVSsW7fuhYznaSZNmoSHh8cT64SEhBAUFPRCxiOEEEIIUR7ymbeX6NKlS0ycOJGtW7fyxx9/YG1tTVBQEBMmTMDCwuK59bN48WJGjx7NrVu3qFz5wY88JycHMzMzvLy8UKvVSl21Wo2vry/nzp2jTp06z20M4vmqP3EblXT0n0tb6ZEdnks7QgghxKtCVpBfkvPnz+Pp6cnZs2dZsWIF586dY/HixcTFxdG8efPnummEr68vOTk5HDp0SCnbu3cvVlZWJCYmcv/+faU8Pj4eW1vbZwqOi4uLKSgoeC5jfhn+uvsf/PvnJIQQQojykwD5JRk6dCja2tps374db29vbG1tadeuHTt37uTKlSuMGzfusfeePXuW1q1bo6uri4uLCzt27HhiX05OTlhbW5dYKQ4MDKR27doau9Y9XEEGyM3NZcSIEVSrVg1dXV1atmxJUlKSRl2VSsWWLVto3LgxOjo67Nu3r0T/hYWFjBw5ElNTUywsLPj444952tcFL168SKdOnTAzM8PAwABXV1c2b96s0e+mTZtwd3dHV1eX119/nZMnTyr337hxg169elGjRg309fVxc3NjxYoVGn34+PgwbNgwQkNDqVq1Kv7+/o+d09OehaenJ7NmzVLOg4KCqFKlCjk5OQBcvnwZlUrFuXPnAFi4cCEODg7o6ury2muvPXaraSGEEEK8eBIgvwQ3b95k27ZtDBkyBD09PY1rVlZWyvbIpQWRRUVFdOnSBW1tbRITE1m8eDFjxox5ap++vr7Ex8cr5/Hx8fj4+ODt7a2U37t3j8TERCVA/vjjj/n555+JjY3lyJEj1K1bF39//xKr22PHjiUyMpKUlBTc3d1L9D179mxiYmJYtmwZ+/bt4+bNm6XueveooUOHkpuby549ezhx4gQzZszA0NBQo87o0aOZPXs2SUlJWFpa0qlTJ/Lz8wG4f/8+jRs3ZtOmTZw8eZJBgwbRu3dvDh48qNFGbGws2traJCQksHjx4sfO6WnPwtvbW/kLSHFxMXv37sXU1FT5C8Pu3bupUaMGdevW5dChQ4wYMYIpU6aQmprK1q1bad26danPITc3l+zsbI1DCCGEEBVLAuSX4OzZsxQXFz92C2dnZ2du3brF9evXS1zbuXMnp0+f5ttvv6VBgwa0bt2a6dOnP7VPX19fEhISKCgo4M6dOxw9ehRvb29at26tBHYHDhwgNzcXX19f7t69y6JFi/j8889p164dLi4uLFmyBD09PZYuXarR9pQpU2jbti116tTB3Ny8RN9z5swhPDycLl264OzszOLFizExMXnieDMyMvDy8sLNzQ17e3s6duxYIoicOHEibdu2xc3NjdjYWK5evaoE3jVq1CAsLAwPDw/s7e0ZPnw4AQEBrF69WqMNBwcHZs6ciZOTE05OTqXOSUdH56nPwsfHh3379lFYWMjx48fR1tYmODhYebZqtRpvb29lbgYGBnTs2JFatWrRsGFDRowYUepziIiIwMTERDlsbGye+NyEEEII8fdJgPwSPcsmhikpKdjY2FC9enWlrHnz5k+9z8fHh7t375KUlMTevXtxdHTE0tISb29vJQ9ZrVZjb2+Pra0taWlp5Ofn4+XlpbRRpUoVmjZtSkpKikbbnp6ej+03KyuLzMxMmjVrppRVrlz5ifcAjBgxgs8++wwvLy8mTpzI8ePHS9R5dN7m5uY4OTkpYyssLGTq1Km4ublhbm6OoaEh27ZtIyMjQ6ONxo0bl9r/o+Mry7No1aqV8heP3bt34+3tjY+PjxIg7969Gx8fHwDatm1LrVq1sLe3p3fv3ixfvpw///yz1HGEh4eTlZWlHJcuXXricxNCCCHE3ycB8ktQt25dVCpViUDzoZSUFMzMzLC0tHyufdasWZP4+Hji4+OV1czq1atjY2PD/v37iY+Pp02bNuVu28DA4LmN86EBAwZw/vx5evfuzYkTJ/D09GTevHllvv/zzz8nKiqKMWPGEB8fT3JyMv7+/iVexHvc2Ms7J1NTUxo0aIBarVaC4datW3P06FHOnDnD2bNnlWduZGTEkSNHWLFiBdbW1kyYMIEGDRpw+/btEu3q6OhgbGyscQghhBCiYkmA/BJYWFjQtm1bFi5cyL179zSu/f777yxfvpyePXuiUqlK3Ovs7MylS5fIzMxUyh59ye5JfH19UavVqNVqZTUToHXr1mzZsoWDBw8q+cd16tRRcnMfys/PJykpCRcXlzLP1cTEBGtraxITE5WygoICDh8+/NR7bWxs+OCDD1izZg2jRo1iyZIlGtcfnfetW7c4c+aMkraSkJBAYGAg7777Lg0aNMDe3p4zZ86UedyPKuuzeJjPvWfPHnx8fDA3N8fZ2Zlp06ZhbW2No6OjUrdy5cr4+fkxc+ZMjh8/Tnp6Ort27Xqm8QkhhBDi+ZLvIL8k8+fPp0WLFvj7+/PZZ59Ru3ZtfvvtN0aPHk2NGjWYNm1aqff5+fnh6OhI3759+fzzz8nOzn7iFy8e5evry9ChQ8nPz1dWM+FBYDds2DDy8vKUANnAwIDBgwczevRozM3NsbW1ZebMmfz555/079+/XHP98MMPiYyMxMHBgXr16vHFF1+Uulr6qNDQUNq1a4ejoyO3bt0iPj6+RM72lClTsLCw4LXXXmPcuHFUrVpV2XzEwcGBn376if3792NmZsYXX3zB1atXyxXcP1TWZ+Hj48O8efOwtLSkXr16Stn8+fPp3r27Um/jxo2cP3+e1q1bY2ZmxubNmykqKtLIgX6ak5P9ZTVZCCGEqCCygvySODg4cOjQIezt7enRowd16tRh0KBB+Pr6cuDAgVJfdgOoVKkSa9eu5d69ezRt2pQBAwY8Npj+K19fX+7du0fdunV57bXXlHJvb2/u3LmjfA7uocjISLp27Urv3r1p1KgR586dY9u2bZiZmZVrrqNGjaJ379707duX5s2bY2RkROfOnZ94T2FhIUOHDsXZ2ZmAgAAcHR1ZuHChRp3IyEg+/PBDGjduzO+//84vv/yCtrY2AOPHj6dRo0b4+/vj4+ODlZXV39q5ryzPolWrVhQVFWn85cPHx4fCwkKNFXtTU1PWrFlDmzZtlJcWV6xYgaur6zOPTwghhBDPj6r4Wd4UE+Ilevit5lu3bmFqavqyh/NCZWdnY2JiQlZWlqwgCyGEEOVQnt+hsoIshBBCCCHEIyRAFkIIIYQQ4hHykp741/Hx8Xmmb0gLIYQQQpSFrCALIYQQQgjxCAmQxSvJx8eH0NDQ59qmWq1GpVI99RN1QgghhPh3kxQL8a8UEhLC7du3WbdunVL2008/8e677zJt2jTWrFlDlSpVXt4A/z87OztCQ0Ofe7Bef+I2KunoP5e20iM7PJd2hBBCiFeFBMjilfDNN98wdOhQFi9ezHvvvfeyhyOEEEKIfzFJsRD/ejNnzmT48OGsXLlSCY7/mmJhZ2fH9OnT6devH0ZGRtja2vL1119rtLN//348PDzQ1dXF09OTdevWoVKpSE5Ofmzf+/bto1WrVujp6WFjY8OIESO4e/euMoaLFy/y0UcfoVKplK3DL168SKdOnTAzM8PAwABXV1c2b978fB+KEEIIIZ6ZBMjiX23MmDFMnTqVjRs3PnV3vtmzZ+Pp6cnRo0cZMmQIgwcPJjU1FXjw8fBOnTrh5ubGkSNHmDp1KmPGjHlie2lpaQQEBNC1a1eOHz/OqlWr2LdvH8OGDQNgzZo11KxZkylTppCZmUlmZiYAQ4cOJTc3lz179nDixAlmzJiBoaFhqX3k5uaSnZ2tcQghhBCiYkmKhfjX2rJlC+vX/7/27jy8h6t9/Pj7k5D1k92SIBJLkkZlQSwRJLYmtGqreDQPYq2SotamlliqQe08aPk+iSpFW1SpNSQI1VgSVKS2SKqxk4gliWR+f/iZx6dZJCqC3q/rmuvKnDlzzpmZam7HPXN+JCoqilatWj21fvv27Rk8eDDwKLCeO3cue/bswcXFhdWrV6PRaFi2bBlGRkbUqVOHS5cuMWDAgELbCw8PJygoSJ2pdnJyYsGCBfj6+rJkyRKsra3R19fHzMwMW1tb9byUlBS6du2Km5sbADVr1iyyj8mTJxfndgghhBDiOZEZZPHKcnd3x9HRkbCwMDIzM4tV/zGNRoOtrS1Xr14FICkpCXd3d4yMjNQ6jRo1KrK9hIQEIiMj0Wq16ubv709eXh4XLlwo9LyhQ4fy2Wef4ePjQ1hYGMePHy+0bmhoKOnp6eqWmpr61OsUQgghxN8jAbJ4ZVWtWpXo6GguXbpEQEAAd+7cKbL+X79qodFoyMvLe+b+MzMz+eCDD4iPj1e3hIQEzpw5Q61atQo9r3///pw/f56ePXty4sQJvLy8WLhwYYF1DQ0NMTc319mEEEIIUbokxUK80hwcHIiJiaFly5YEBASwbds2zMzMStyOi4sL33zzDVlZWRgaGgIQFxdX5Dn169fn1KlT1K5du9A6BgYG5Obm5iu3t7dn0KBBDBo0iNDQUJYtW8ZHH31U7PGenOwvwbIQQghRSmQGWbzy7O3tiY6O5urVq/j7+z/Ti2zvv/8+eXl5DBw4kMTERLZv386sWbMA1K9P/NXYsWM5cOAAISEhxMfHc+bMGX788Uf1JT149PWMvXv3cunSJa5fvw7A8OHD2b59OxcuXODo0aPs2bMHV1fXZ7hyIYQQQpQGCZDFa6FatWpER0dz/fr1ZwqSzc3N+emnn4iPj8fT05Nx48YxceJEAJ285Ce5u7sTExPD77//TvPmzalXrx4TJ06kSpUqap0pU6aQnJxMrVq1qFixIgC5ubkMGTIEV1dXAgICcHZ2ZvHixc945UIIIYR43jSKoihlPQghXkarVq2iT58+pKenY2xsXNbDAR59js7CwoL09HRJsRBCCCFKoCS/QyUHWYj/7+uvv6ZmzZpUrVqVhIQExo4dS2Bg4EsTHAshhBDixZAAWYj/7/Lly0ycOJHLly9jZ2dHt27dmDZtWlkPSwghhBAvmKRYCPEKkRQLIYQQ4tmU5HeovKQn/lEiIyOxtLRU9ydNmoSnp2eZjUcIIYQQLx9JsRCvnODgYFasWAE8WvyjevXq9OrVi08//ZRy5Ur2n/SoUaNK9P3hl0XdsO3oGZo8l7aSp7/9XNoRQgghXhcSIItXUkBAABEREWRlZfHzzz8zZMgQypcvT2hoaInaebxEtBBCCCHEY5JiIV5JhoaG2Nra4uDgwIcffkibNm3YtGkTWVlZjBo1iqpVq2Jqakrjxo2Jjo4utJ2CUiz++9//8uabb2JoaIidnZ3Owh9z5szBzc0NU1NT7O3tGTx4MJmZmerxxykc27dvx9XVFa1WS0BAAGlpaWqd6OhoGjVqhKmpKZaWlvj4+HDx4sXndm+EEEII8fdIgCxeC8bGxmRnZxMSEsLBgwdZs2YNx48fp1u3bgQEBHDmzJlitbNkyRKGDBnCwIEDOXHiBJs2bdJZSlpPT48FCxbw22+/sWLFCnbv3s2YMWN02rh37x6zZs1i5cqV7N27l5SUFEaNGgXAw4cP6dSpE76+vhw/fpyDBw8ycODAQlfry8rKIiMjQ2cTQgghROmSFAvxSlMUhaioKLZv306PHj2IiIggJSVFXc1u1KhRbNu2jYiICD7//POntvfZZ58xcuRIhg0bppY1bNhQ/Xn48OHqz46Ojnz22WcMGjRIZyW8nJwcli5dSq1atQAICQlhypQpwKM3aNPT03nnnXfU40UtMx0eHs7kyZOLcSeEEEII8bzIDLJ4JW3evBmtVouRkRHt2rWje/fuvPfee+Tm5uLs7KzmFmu1WmJiYjh37txT27x69Sp//vknrVu3LrTOrl27aN26NVWrVsXMzIyePXty48YN7t27p9YxMTFRg18AOzs7rl69CoC1tTXBwcH4+/vToUMH5s+fr5N+8VehoaGkp6erW2pqanFujxBCCCH+BgmQxSupZcuWxMfHc+bMGe7fv8+KFSvIzMxEX1+fI0eOEB8fr26JiYnMnz//qW0+bcW85ORk3nnnHdzd3fnhhx84cuQI//nPfwDIzs5W65UvX17nPI1Gw5OfG4+IiODgwYM0bdqUtWvX4uzszC+//FJgn4aGhpibm+tsQgghhChdkmIhXkmmpqY6ucEA9erVIzc3l6tXr9K8efMSt2lmZoajoyNRUVG0bNky3/EjR46Ql5fH7Nmz0dN79HfLdevWPdP469WrR7169QgNDcXb25vVq1fTpEmTZ2pLCCGEEM+XBMjiteHs7ExQUBC9evVi9uzZ1KtXj2vXrhEVFYW7uztvv/307/1OmjSJQYMGUalSJdq1a8edO3eIjY3lo48+onbt2uTk5LBw4UI6dOhAbGwsS5cuLdEYL1y4wFdffcW7775LlSpVSEpK4syZM/Tq1atE7Zyc7C+zyUIIIUQpkRQL8VqJiIigV69ejBw5EhcXFzp16kRcXBzVq1cv1vm9e/dm3rx5LF68mDfffJN33nlH/QKGh4cHc+bMYcaMGdStW5dVq1YRHh5eovGZmJhw+vRpunbtirOzMwMHDmTIkCF88MEHJb5WIYQQQpQOjfJkcqQQ4qVWknXkhRBCCPE/JfkdKjPIQgghhBBCPEECZCGEEEIIIZ4gAbIQQgghhBBPkABZCCGEEEKIJ0iA/BcajYaNGzeW9TBEEfz8/HSWfH4VBAcH06lTp7IehhBCCCGK4R/1HeRr164xceJEtmzZwpUrV7CyssLDw4OJEyfi4+NT1sN77iIjIxk+fDi3b98u66G8cpKTk6lRowbHjh3D09OzrIeTT92w7egZmhRZJ3n607/7LIQQQoj8/lEBcteuXcnOzmbFihXUrFmTK1euEBUVxY0bN8p6aOTk5ORbovhlkZubi0ajUVePE/+TnZ2NgYFBWQ9DCCGEEM/RPybiuX37Nvv27WPGjBm0bNkSBwcHGjVqRGhoKO+++65O3evXr9O5c2dMTExwcnJi06ZNOsdPnjxJu3bt0Gq1VK5cmZ49e3L9+nX1+LZt22jWrBmWlpbY2NjwzjvvcO7cOfV4cnIyGo2GtWvX4uvri5GREd988w0VK1bk+++/V+t5enpiZ2en7u/fvx9DQ0Pu3bsHwJw5c3Bzc8PU1BR7e3sGDx5MZmYmANHR0fTp04f09HQ0Gg0ajYZJkyYBkJWVxahRo6hatSqmpqY0btyY6OhotZ/IyEgsLS3ZtGkTderUwdDQkJSUFKKjo2nUqBGmpqZYWlri4+PDxYsXC73nY8eOxdnZGRMTE2rWrMmECRPIyclRj0+aNAlPT09WrlyJo6MjFhYW/Otf/+LOnTtqnbt379KrVy+0Wi12dnbMnj270P7+2u6XX36Jvb09JiYmBAYGkp6erlNv+fLluLq6YmRkxBtvvMHixYvVYzVq1AAeLQmt0Wjw8/MD/pcqMW3aNKpUqYKLiwsAqampBAYGYmlpibW1NR07diQ5ObnQMX7//fe4ublhbGyMjY0Nbdq04e7du/nqZWVlkZGRobMJIYQQonT9YwJkrVaLVqtl48aNZGVlFVl38uTJBAYGcvz4cdq3b09QUBA3b94EHgXarVq1ol69ehw+fJht27Zx5coVAgMD1fPv3r3LiBEjOHz4MFFRUejp6dG5c2fy8vJ0+vnkk08YNmwYiYmJBAQE0KJFCzVQvXXrFomJidy/f5/Tp08DEBMTQ8OGDTExefRP63p6eixYsIDffvuNFStWsHv3bsaMGQNA06ZNmTdvHubm5qSlpZGWlsaoUaMACAkJ4eDBg6xZs4bjx4/TrVs3AgIC1BXjAO7du8eMGTNYvnw5v/32G9bW1nTq1AlfX1+OHz/OwYMHGThwIBqNptD7aGZmRmRkJKdOnWL+/PksW7aMuXPn6tQ5d+4cGzduZPPmzWzevJmYmBimT5+uHh89ejQxMTH8+OOP7Nixg+joaI4ePVrk8wM4e/Ys69at46effmLbtm0cO3aMwYMHq8dXrVrFxIkTmTZtGomJiXz++edMmDCBFStWAPDrr78CsGvXLtLS0li/fr16blRUFElJSezcuZPNmzeTk5ODv78/ZmZm7Nu3j9jYWLRaLQEBAWRnZ+cbW1paGj169KBv374kJiYSHR1Nly5dKGjNnvDwcCwsLNTN3t7+qdcuhBBCiL9J+Qf5/vvvFSsrK8XIyEhp2rSpEhoaqiQkJOjUAZTx48er+5mZmQqgbN26VVEURZk6dary1ltv6ZyTmpqqAEpSUlKB/V67dk0BlBMnTiiKoigXLlxQAGXevHk69RYsWKC8+eabiqIoysaNG5XGjRsrHTt2VJYsWaIoiqK0adNG+fTTTwu9vu+++06xsbFR9yMiIhQLCwudOhcvXlT09fWVS5cu6ZS3bt1aCQ0NVc8DlPj4ePX4jRs3FECJjo4utP+n+eKLL5QGDRqo+2FhYYqJiYmSkZGhlo0ePVpp3LixoiiKcufOHcXAwEBZt26dzjiMjY2VYcOGFdpPWFiYoq+vr/zxxx9q2datWxU9PT0lLS1NURRFqVWrlrJ69Wqd86ZOnap4e3srivK/Z3Ts2DGdOr1791YqV66sZGVlqWUrV65UXFxclLy8PLUsKytLMTY2VrZv366e17FjR0VRFOXIkSMKoCQnJxd6DY89ePBASU9PV7fH/63ZD1+nOIzdXOQmhBBCiP9JT09XACU9Pf2pdf8xM8jwKAf5zz//ZNOmTQQEBBAdHU39+vWJjIzUqefu7q7+bGpqirm5OVevXgUgISGBPXv2qDPSWq2WN954A0BNozhz5gw9evSgZs2amJub4+joCEBKSopOP15eXjr7vr6+nDp1imvXrhETE4Ofnx9+fn5ER0eTk5PDgQMH1H/qh0ezm61bt6Zq1aqYmZnRs2dPbty4oaZgFOTEiRPk5ubi7Oyscw0xMTE6aSAGBgY698Ha2prg4GD8/f3p0KED8+fPJy0trcj7vXbtWnx8fLC1tUWr1TJ+/Ph898DR0REzMzN1387OTr3X586dIzs7m8aNG+uM43FaQ1GqV69O1apV1X1vb2/y8vJISkri7t27nDt3jn79+uncg88++0znHhTGzc1NJ+84ISGBs2fPYmZmprZlbW3NgwcPCmzPw8OD1q1b4+bmRrdu3Vi2bBm3bt0qsC9DQ0PMzc11NiGEEEKUrn/US3oARkZGtG3blrZt2zJhwgT69+9PWFgYwcHBap2/viyn0WjU9IjMzEw6dOjAjBkz8rX9OF+4Q4cOODg4sGzZMqpUqUJeXh5169bN98/tpqamOvtubm5YW1sTExNDTEwM06ZNw9bWlhkzZhAXF0dOTg5NmzYFHuUxv/POO3z44YdMmzYNa2tr9u/fT79+/cjOzlbTMP4qMzMTfX19jhw5gr6+vs4xrVar/mxsbJwvfSIiIoKhQ4eybds21q5dy/jx49m5cydNmjTJ18/BgwcJCgpi8uTJ+Pv7Y2FhwZo1a/LlEBd1r0vL4zztZcuW6QTfQL57UpC/PrfMzEwaNGjAqlWr8tWtWLFivjJ9fX127tzJgQMH2LFjBwsXLmTcuHEcOnRIzX0WQgghRNn5xwXIf1WnTp0Sffe4fv36/PDDDzg6OlKuXP7bd+PGDZKSkli2bBnNmzcHHr1cVxwajYbmzZvz448/8ttvv9GsWTNMTEzIysriyy+/xMvLSw3Ojhw5Ql5eHrNnz1a/LrFu3Tqd9gwMDMjNzdUpq1evHrm5uVy9elUdX0nUq1ePevXqERoaire3N6tXry4wQD5w4AAODg6MGzdOLSvqhb6C1KpVi/Lly3Po0CGqV68OPMrN/v333/H19S3y3JSUFP7880+qVKkCwC+//IKenh4uLi5UrlyZKlWqcP78eYKCggo8//EM8V/vX0Hq16/P2rVrqVSpUrFneDUaDT4+Pvj4+DBx4kQcHBzYsGEDI0aMKNb5Jyf7y2yyEEIIUUr+MSkWN27coFWrVnzzzTccP36cCxcu8N133zFz5kw6duxY7HaGDBnCzZs36dGjB3FxcZw7d47t27fTp08fcnNzsbKywsbGhq+++oqzZ8+ye/fuYgc98GgRjG+//RZPT0+0Wi16enq0aNGCVatW6QSFtWvXJicnh4ULF3L+/HlWrlzJ0qVLddpydHQkMzOTqKgorl+/zr1793B2diYoKIhevXqxfv16Lly4wK+//kp4eDhbtmwpdFwXLlwgNDSUgwcPcvHiRXbs2MGZM2dwdXUtsL6TkxMpKSmsWbOGc+fOsWDBAjZs2FDs+wCPZrT79evH6NGj2b17NydPniQ4OLhYn5szMjKid+/eJCQksG/fPoYOHUpgYCC2trbAoxcxw8PDWbBgAb///jsnTpwgIiKCOXPmAFCpUiWMjY3VlzD/+gWMJwUFBVGhQgU6duzIvn37uHDhAtHR0QwdOpQ//vgjX/1Dhw7x+eefc/jwYVJSUli/fj3Xrl0r9F4KIYQQ4sX6xwTIWq2Wxo0bM3fuXFq0aEHdunWZMGECAwYMYNGiRcVup0qVKsTGxpKbm8tbb72Fm5sbw4cPx9LSEj09PfT09FizZg1Hjhyhbt26fPzxx3zxxRfFbt/X15fc3FydXGM/P798ZR4eHsyZM4cZM2ZQt25dVq1aRXh4uE5bTZs2ZdCgQXTv3p2KFSsyc+ZM4FGqRK9evRg5ciQuLi506tSJuLg4dZa2ICYmJpw+fZquXbvi7OzMwIEDGTJkCB988EGB9d99910+/vhjQkJC8PT05MCBA0yYMKHY9+GxL774gubNm9OhQwfatGlDs2bNaNCgwVPPq127Nl26dKF9+/a89dZbuLu763zGrX///ixfvpyIiAjc3Nzw9fUlMjJSTXEoV64cCxYs4Msvv6RKlSpF/iXKxMSEvXv3Ur16dbp06YKrqyv9+vXjwYMHBc7ympubs3fvXtq3b4+zszPjx49n9uzZtGvXrsT3RwghhBDPn0ZRCvi2lBCvsEmTJrFx40bi4+PLeijPXUZGBhYWFqSnp0uKhRBCCFECJfkd+o+ZQRZCCCGEEKI4JEAWQgghhBDiCZJiIcQrRFIshBBCiGcjKRZCPEGj0ZToU35CCCGE+Gf7x38HWby6goODWbFiBfDoqxPW1ta4u7vTo0cPnc/BpaWlYWVlVZZDfe7qhm1Hz7DgxWAeS57+9gsajRBCCPF6kRlk8UoLCAggLS2N5ORktm7dSsuWLRk2bBjvvPMODx8+BMDW1hZDQ8MyHin5VlIUQgghxMtJAmTxSjM0NMTW1paqVatSv359Pv30U3788Ue2bt1KZGQkoJtikZycjEajYc2aNTRt2hQjIyPq1q1LTEyM2mZ0dDQajYYtW7bg7u6OkZERTZo04eTJkzp979+/n+bNm2NsbIy9vT1Dhw7l7t276nFHR0emTp1Kr169MDc3Z+DAgWRnZxMSEoKdnR1GRkY4ODjk+361EEIIIcqWBMjitdOqVSs8PDxYv359oXVGjx7NyJEjOXbsGN7e3nTo0IEbN27kqzN79mzi4uKoWLEiHTp0ICcnB4Bz584REBBA165dOX78OGvXrmX//v2EhITotDFr1iw8PDw4duwYEyZMYMGCBWzatIl169aRlJTEqlWrcHR0LHScWVlZZGRk6GxCCCGEKF0SIIvX0htvvEFycnKhx0NCQujatSuurq4sWbIECwsL/u///k+nTlhYGG3btsXNzY0VK1Zw5coVdbns8PBwgoKCGD58OE5OTjRt2pQFCxbw9ddf8+DBA7WNVq1aMXLkSGrVqkWtWrVISUnBycmJZs2a4eDgQLNmzejRo0eh4wwPD8fCwkLd7O3t/96NEUIIIcRTSYAsXkuKoqDRaAo97u3trf5crlw5vLy8SExMLLSOtbU1Li4uap2EhAQiIyPRarXq5u/vT15eHhcuXFDP8/Ly0mkzODiY+Ph4XFxcGDp0KDt27CjyOkJDQ0lPT1e31NTUp1+8EEIIIf4W+YqFeC0lJiZSo0aNUms/MzOTDz74gKFDh+Y7Vr16dfVnU1NTnWP169fnwoULbN26lV27dhEYGEibNm34/vvvC+zH0NDwpXjBUAghhPgnkRlk8drZvXs3J06coGvXroXW+eWXX9SfHz58yJEjR3B1dS20zq1bt/j999/VOvXr1+fUqVPUrl0732ZgYFDk+MzNzenevTvLli1j7dq1/PDDD9y8efNZLlUIIYQQpUBmkMUrLSsri8uXL5Obm8uVK1fYtm0b4eHhvPPOO/Tq1avQ8/7zn//g5OSEq6src+fO5datW/Tt21enzpQpU7CxsaFy5cqMGzeOChUq0KlTJwDGjh1LkyZNCAkJoX///piamnLq1Cl27tzJokWLCu13zpw52NnZUa9ePfT09Pjuu++wtbXF0tKyRNd9crK/rKQnhBBClBIJkMUrbdu2bdjZ2VGuXDmsrKzw8PBgwYIF9O7dW10opCDTp09n+vTpxMfHU7t2bTZt2kSFChXy1Rk2bBhnzpzB09OTn376SZ0ddnd3JyYmhnHjxtG8eXMURaFWrVp07969yPGamZkxc+ZMzpw5g76+Pg0bNuTnn38ucqxCCCGEeLE0iqIoZT0IIV6U5ORkatSowbFjx/D09CywTnR0NC1btuTWrVslntktbSVZR14IIYQQ/1OS36EybSWEEEIIIcQTJEAWQgghhBDiCZKDLP5RHB0deVpWkZ+f31PrCCGEEOL1JTPIQpSy6OhoNBoNt2/fLuuhCCGEEKIYZAZZlLng4GBWrFih7ltbW9OwYUNmzpyJu7t7GY7s5VU3bDt6hiZF1kme/vYLGo0QQgjxepEZZPFSCAgIIC0tjbS0NKKioihXrhzvvPPOM7eXnZ39HEcnhBBCiH8SCZDFS8HQ0BBbW1tsbW3x9PTkk08+ITU1lWvXrgGPFuZwdnbGxMSEmjVrMmHCBHJyctTzJ02ahKenJ8uXL6dGjRoYGRkBoNFoWL58OZ07d8bExAQnJyc2bdr01PGcOHGCVq1aYWxsjI2NDQMHDiQzMxOAkydPoqenp47t5s2b6Onp8a9//Us9/7PPPqNZs2YFtn3x4kU6dOiAlZUVpqamvPnmm/z888/PduOEEEII8dxJgCxeOpmZmXzzzTfUrl0bGxsb4NECG5GRkZw6dYr58+ezbNky5s6dq3Pe2bNn+eGHH1i/fj3x8fFq+eTJkwkMDOT48eO0b9+eoKCgIpd2vnv3Lv7+/lhZWREXF8d3333Hrl27CAkJAeDNN9/ExsaGmJgYAPbt26ezDxATE4Ofn1+B7Q8ZMoSsrCz27t3LiRMnmDFjBlqttsC6WVlZZGRk6GxCCCGEKF0SIIuXwubNm9FqtWi1WszMzNi0aRNr165VV5gbP348TZs2xdHRkQ4dOjBq1CjWrVun00Z2djZff/019erV08ldDg4OpkePHtSuXZvPP/+czMxMfv3110LHsnr1ah48eMDXX39N3bp1adWqFYsWLWLlypVcuXIFjUZDixYtiI6OBh69hNenTx+ysrI4ffo0OTk5HDhwAF9f3wLbT0lJwcfHBzc3N2rWrMk777xDixYtCqwbHh6OhYWFutnb25fktgohhBDiGUiALF4KLVu2JD4+nvj4eH799Vf8/f1p164dFy9eBGDt2rX4+Phga2uLVqtl/PjxpKSk6LTh4OBAxYoV87X9ZLBsamqKubk5V69eBR7NBj8OzNu1awdAYmIiHh4emJqaquf5+PiQl5dHUlISAL6+vmqAHBMTQ6tWrdSgOS4ujpycHHx8fAq81qFDh/LZZ5/h4+NDWFgYx48fL/S+hIaGkp6erm6pqalPu5VCCCGE+JskQBYvBVNTU2rXrk3t2rVp2LAhy5cv5+7duyxbtoyDBw8SFBRE+/bt2bx5M8eOHWPcuHH5XsR7MqB9Uvny5XX2NRoNeXl5APz8889qYL58+fJij9fPz49Tp05x5swZTp06RbNmzfDz8yM6OpqYmBi8vLwwMSn4KxP9+/fn/Pnz9OzZkxMnTuDl5cXChQsLrGtoaIi5ubnOJoQQQojSJQGyeClpNBr09PS4f/8+Bw4cwMHBgXHjxuHl5YWTk5M6s/x3OTg4qIF51apVAXB1dSUhIYG7d++q9WJjY9HT08PFxQUANzc3rKys+Oyzz/D09ESr1eLn50dMTAzR0dGF5h8/Zm9vz6BBg1i/fj0jR45k2bJlz+V6hBBCCPH3yXeQxUshKyuLy5cvA3Dr1i0WLVpEZmYmHTp0ICMjg5SUFNasWUPDhg3ZsmULGzZsKLWxBAUFERYWRu/evZk0aRLXrl3jo48+omfPnlSuXBlAzUNetWoVo0aNAh6lcmRlZREVFcWIESMKbX/48OG0a9cOZ2dnbt26xZ49e3B1dS3RGE9O9pfZZCGEEKKUyAyyeCls27YNOzs77OzsaNy4sfr1CD8/P959910+/vhjQkJC8PT05MCBA0yYMKHUxmJiYsL27du5efMmDRs25L333qN169YsWrRIp56vry+5ubnqbLGenh4tWrRAo9EUmn8MkJuby5AhQ3B1dSUgIABnZ2cWL15catcjhBBCiJLRKIqilPUghBDFk5GRgYWFBenp6TKDLIQQQpRASX6HygyyEEIIIYQQT5AAWQghhBBCiCdIgCyEEEIIIcQTJEAWQgghhBDiCRIgv0COjo7MmzevyDoajYaNGze+kPE8zaRJk/D09CyyTnBwMJ06dSqyzsaNG6lduzb6+voMHz6cyMhILC0tn9s4S0txnpcQQgghXj8SID8Hqamp9O3blypVqmBgYICDgwPDhg3jxo0bz7WfpUuXYmZmxsOHD9WyzMxMypcvn29hiujoaDQaDefOnXuuY3gWH3zwAe+99x6pqalMnTq1TMbwMv3F43moG7Ydx0+2FLkJIYQQ4tlIgPw3nT9/Hi8vL86cOcO3337L2bNnWbp0KVFRUXh7e3Pz5s3n1lfLli3JzMzk8OHDatm+ffuwtbXl0KFDPHjwQC3fs2cP1atXp1atWiXuR1EUnSD878jMzOTq1av4+/tTpUoVzMzMnku7r6q/Lo8thBBCiJePBMh/05AhQzAwMGDHjh34+vpSvXp12rVrx65du7h06RLjxo0r9NwzZ87QokULjIyMqFOnDjt37iyyLxcXF+zs7IiOjlbLoqOj6dixIzVq1OCXX37RKW/ZsiXwaJW6oUOHUqlSJYyMjGjWrBlxcXE6dTUaDVu3bqVBgwYYGhqyf//+fP3n5uYyYsQILC0tsbGxYcyYMRT1Ge3o6Gg1IG7VqhUajUZn7ADJycno6enpBP0A8+bNw8HBgby8PAB+++033nnnHczNzTEzM6N58+bq7HhcXBxt27alQoUKWFhY4Ovry9GjR9W2HB0dAejcuTMajUbdB/jpp59o2LAhRkZGVKhQgc6dO+uM4969e/Tt2xczMzOqV6/OV199pXM8NTWVwMBALC0tsba2pmPHjiQnJ6vHH6egTJs2jSpVqqhLVS9evBgnJyeMjIyoXLky7733XqH3UQghhBAvlgTIf8PNmzfZvn07gwcPxtjYWOeYra0tQUFBrF27tsAgMi8vjy5dumBgYMChQ4dYunQpY8eOfWqfLVu2ZM+ePer+nj178PPzw9fXVy2/f/8+hw4dUgPkMWPG8MMPP7BixQqOHj1K7dq18ff3zze7/cknnzB9+nQSExNxd3fP1/fs2bOJjIzkv//9L/v37+fmzZtFLvnctGlTkpKSAPjhhx9IS0ujadOmOnUcHR1p06YNEREROuUREREEBwejp6fHpUuXaNGiBYaGhuzevZsjR47Qt29fdZb7zp079O7dm/379/PLL7/g5ORE+/btuXPnDoD6l4GIiAjS0tLU/S1bttC5c2fat2/PsWPHiIqKolGjRvmu2cvLi2PHjjF48GA+/PBD9ZpycnLw9/fHzMyMffv2ERsbi1arJSAgQGemOCoqiqSkJHbu3MnmzZs5fPgwQ4cOZcqUKSQlJbFt2zZatGhR4D3MysoiIyNDZxNCCCFEKVPEM/vll18UQNmwYUOBx+fMmaMAypUrVxRFURQHBwdl7ty5iqIoyvbt25Vy5coply5dUutv3bq1yPYURVGWLVummJqaKjk5OUpGRoZSrlw55erVq8rq1auVFi1aKIqiKFFRUQqgXLx4UcnMzFTKly+vrFq1Sm0jOztbqVKlijJz5kxFURRlz549CqBs3LhRp6+wsDDFw8ND3bezs1PPURRFycnJUapVq6Z07Nix0PHeunVLAZQ9e/aoZREREYqFhYW6v3btWsXKykp58OCBoiiKcuTIEUWj0SgXLlxQFEVRQkNDlRo1aijZ2dmF9vOk3NxcxczMTPnpp5/UsoLuq7e3txIUFFRoOw4ODsq///1vdT8vL0+pVKmSsmTJEkVRFGXlypWKi4uLkpeXp9bJyspSjI2Nle3btyuKoii9e/dWKleurGRlZal1fvjhB8Xc3FzJyMh46rWEhYUpQL7Nfvg6xWHs5iI3IYQQQvxPenq6Aijp6elPrSszyM+B8gyrdScmJmJvb0+VKlXUMm9v76ee5+fnx927d4mLi2Pfvn04OztTsWJFfH191Tzk6OhoatasSfXq1Tl37hw5OTn4+PiobZQvX55GjRqRmJio07aXl1eh/aanp5OWlkbjxo3VsnLlyhV5TnF16tQJfX19dTY6MjKSli1bqqkQ8fHxNG/enPLlyxd4/pUrVxgwYABOTk5YWFhgbm5OZmYmKSkpRfYbHx9P69ati6zz5Ey6RqPB1taWq1evApCQkMDZs2cxMzNDq9Wi1WqxtrbmwYMHOi9Hurm5YWBgoO63bdsWBwcHatasSc+ePVm1ahX37t0rsP/Q0FDS09PVLTU1tcjxCiGEEOLvK1fWA3iV1a5dG41GQ2JiYr7cVXgUBFtZWVGxYsXn2me1atXYs2cPt27dwtfXF4AqVapgb2/PgQMH2LNnD61atSpx26amps9tnCVhYGBAr169iIiIoEuXLqxevZr58+erx/+avvJXvXv35saNG8yfPx8HBwcMDQ3x9vZ+6gtxT2sXyBeUazQaNS86MzOTBg0asGrVqnznPfnM/3pfzczMOHr0KNHR0ezYsYOJEycyadIk4uLi8n3+ztDQEENDw6eOUwghhBDPjwTIf4ONjQ1t27Zl8eLFfPzxxzoB1+XLl1m1ahW9evVCo9HkO9fV1ZXU1FTS0tKws7MD0HnJrigtW7YkOjqaW7duMXr0aLW8RYsWbN26lV9//ZUPP/wQgFq1amFgYEBsbCwODg7Ao9zZuLg4hg8fXuxrtbCwwM7OjkOHDqn5sg8fPuTIkSPUr1+/2O0Upn///tStW5fFixfz8OFDunTpoh5zd3dnxYoV5OTkFDiLHBsby+LFi2nfvj3w6MW569ev69QpX748ubm5OmXu7u5ERUXRp0+fZxpz/fr1Wbt2LZUqVcLc3LxE55YrV442bdrQpk0bwsLCsLS0ZPfu3TrXXZSTk/1L3KcQQgghikdSLP6mRYsWkZWVhb+/P3v37iU1NZVt27bRtm1bqlatyrRp0wo8r02bNjg7O9O7d28SEhLYt29fkV+8eFLLli3Zv38/8fHx6gwygK+vL19++SXZ2dnqC3qmpqZ8+OGHjB49mm3btnHq1CkGDBjAvXv36NevX4muddiwYUyfPp2NGzdy+vRpBg8ezO3bt0vURmFcXV1p0qQJY8eOpUePHjp/2QgJCSEjI4N//etfHD58mDNnzrBy5Ur1ZTknJydWrlxJYmIihw4dIigoKN/ssKOjI1FRUVy+fJlbt24BEBYWxrfffktYWBiJiYmcOHGCGTNmFHvMQUFBVKhQgY4dO7Jv3z4uXLhAdHQ0Q4cO5Y8//ij0vM2bN7NgwQLi4+O5ePEiX3/9NXl5eeoXLoQQQghRtiRA/pucnJw4fPgwNWvWJDAwkFq1ajFw4EBatmzJwYMHsba2LvA8PT09NmzYwP3792nUqBH9+/cvNJj+q5YtW3L//n1q165N5cqV1XJfX1/u3Lmjfg7usenTp9O1a1d69uxJ/fr1OXv2LNu3b8fKyqpE1zpy5Eh69uxJ79698fb2xszMrMDUkmfVr18/srOz6du3r065jY0Nu3fvJjMzE19fXxo0aMCyZcvU2eT/+7//49atW9SvX5+ePXuqn7R70uzZs9m5cyf29vbUq1cPeJTP/d1337Fp0yY8PT1p1aoVv/76a7HHa2Jiwt69e6levTpdunTB1dWVfv368eDBgyJndy0tLVm/fj2tWrXC1dWVpUuX8u233/Lmm28Wu28hhBBClB6N8ixvmAlRCqZOncp3333H8ePHy3ooL62MjAwsLCxIT0+XFAshhBCiBEryO1RmkEWZy8zM5OTJkyxatIiPPvqorIcjhBBCiH84CZBFmQsJCaFBgwb4+fnlS68QQgghhHjRJMVCiFeIpFgIIYQQz0ZSLMQ/jqOjI/PmzSuyjkajYePGjS9kPEWZNGkSnp6e6n5wcDCdOnUqs/EIIYQQQpcEyK+Z4OBgNBoN06dP1ynfuHFjgd9jLi1NmjRh0KBBOmVLly5Fo9EQGRmpUx4cHEzz5s1f2NjK2qhRo4iKivpbbdQN247jJ1uK3IQQQgjxbCRAfg0ZGRkxY8YM9Xu/ZeHxYiZP2rNnD/b29vnKo6Ojn2nlP+Cpq+W9jLRaLTY2NmU9DCGEEEIUQgLk11CbNm2wtbUlPDy8yHr79++nefPmGBsbY29vz9ChQ7l79y7waAGUunXrqnUfz0AvXbpUp5/x48cX2HbLli1JSkri8uXLallMTAyffPKJToB84cIFLl68qC5scuLECVq1aoWxsTE2NjYMHDiQzMxMtf7jdIRp06ZRpUqVQhfXOHPmDC1atMDIyIg6deqwc+fOIu8FwN27d+nVqxdarRY7Oztmz56Nn5+fzoqDBaVpWFpa6syKjx07FmdnZ0xMTKhZsyYTJkwgJydHPf7XFAshhBBCvFwkQH4N6evr8/nnn7Nw4cJCV3Q7d+4cAQEBdO3alePHj7N27Vr2799PSEgI8GjRkVOnTnHt2jXgUXBboUIFNbjNycnh4MGD+Pn5Fdi+j48P5cuXZ8+ePQCcOnWK+/fv069fP27cuMGFCxeAR7PKRkZGeHt7c/fuXfz9/bGysiIuLo7vvvuOXbt2qWN6LCoqiqSkJHbu3MnmzZvz9Z2Xl0eXLl0wMDDg0KFDLF26lLFjxz71vo0ePZqYmBh+/PFHduzYQXR0NEePHn3qeX9lZmZGZGQkp06dYv78+Sxbtoy5c+eWuB2ArKwsMjIydDYhhBBClC4JkF9TnTt3xtPTk7CwsAKPh4eHExQUxPDhw3FycqJp06YsWLCAr7/+mgcPHlC3bl2sra2JiYkBHqVBjBw5Ut3/9ddfycnJoWnTpgW2b2pqSqNGjdSAOjo6mmbNmmFoaEjTpk11yr29vTE0NGT16tU8ePCAr7/+mrp169KqVSsWLVrEypUruXLlik7by5cv58033yxw9bldu3Zx+vRpvv76azw8PGjRogWff/55kfcrMzOT//u//2PWrFm0bt0aNzc3VqxYwcOHD4s8ryDjx4+nadOmODo60qFDB0aNGsW6detK3A48ek4WFhbqZm9v/0ztCCGEEKL4JEB+jc2YMYMVK1aQmJiY71hCQgKRkZFotVp18/f3Jy8vjwsXLqDRaGjRogXR0dHcvn2bU6dOMXjwYLKysjh9+jQxMTE0bNgQExOTQvv38/PTCYQfzzb7+vrqlD9Or0hMTMTDwwNTU1O1DR8fH/Ly8khKSlLL3NzcMDAwKLTfxMRE7O3tqVKlilrm7e1d5L06d+4c2dnZNG7cWC2ztrYuNIWjKGvXrsXHxwdbW1u0Wi3jx48nJSWlxO0AhIaGkp6erm6pqanP1I4QQgghik8C5NdYixYt8Pf3JzQ0NN+xzMxMPvjgA+Lj49UtISGBM2fOUKtWLeB/Ae6+ffuoV68e5ubmatAcExODr69vkf23bNmS33//nUuXLhEdHa3Wfxwgnzt3jtTU1BK/oPdkAP2iaTQa/vrp8Cfziw8ePEhQUBDt27dn8+bNHDt2jHHjxj3zy4SGhoaYm5vrbEIIIYQoXRIgv+amT5/OTz/9xMGDB3XK69evz6lTp6hdu3a+7fHs7OM85O+++06d/fXz82PXrl3ExsYWmn/8WNOmTTEwMGDx4sU8ePCABg0aANCwYUOuXbvGf//7XzUVA8DV1ZWEhAT1RUGA2NhY9PT0SjST6+rqSmpqKmlpaWrZL7/8UuQ5tWrVonz58hw6dEgtu3XrFr///rtOvYoVK+q0e+bMGe7du6fuHzhwAAcHB8aNG4eXlxdOTk5cvHix2GMXQgghRNkrV9YDEKXLzc2NoKAgFixYoFM+duxYmjRpQkhICP3798fU1JRTp06xc+dOFi1aBIC7uztWVlasXr1afRnOz8+PUaNGodFo8PHxKbJvY2NjmjRpwsKFC/Hx8UFfXx8AAwMDnfLy5csDEBQURFhYGL1792bSpElcu3aNjz76iJ49e1K5cuViX3ObNm1wdnamd+/efPHFF2RkZDBu3Lgiz9FqtfTr14/Ro0djY2NDpUqVGDduHHp6un+HfJwX7e3tTW5uLmPHjlXHD+Dk5ERKSgpr1qyhYcOGbNmyhQ0bNhR77MV1crK/zCYLIYQQpURmkP8BpkyZQl5enk6Zu7s7MTEx/P777zRv3px69eoxceJEnbxdjUZD8+bN0Wg0NGvWTD3P3NwcLy+vYqU6tGzZkjt37uSbbfb19eXOnTtq/jGAiYkJ27dv5+bNmzRs2JD33nuP1q1bqwF7cenp6bFhwwbu379Po0aN6N+/P9OmTXvqeV988QXNmzenQ4cOtGnThmbNmqmz3o/Nnj0be3t7mjdvzvvvv8+oUaN08rDfffddPv74Y0JCQvD09OTAgQNMmDChROMXQgghRNnSKH9NqBRCqPz8/PD09HzqMtYvSknWkRdCCCHE/5Tkd6jMIAshhBBCCPEECZCFEEIIIYR4grykJ0QRnlwWWwghhBD/DDKDLIQQQgghxBMkQBZCCCGEEOIJkmIhXjupqamEhYWxbds2rl+/jp2dHZ06dWLixInY2NiU9fCei7ph29EzLHyZb4Dk6W+/oNEIIYQQrxeZQRavlfPnz+Pl5cWZM2f49ttvOXv2LEuXLiUqKgpvb29u3rxZKv0+61LSQgghhHj5SIAsXitDhgzBwMCAHTt24OvrS/Xq1WnXrh27du3i0qVL6op6ixcvxsnJCSMjIypXrsx7772ntuHn50dISAghISFYWFhQoUIFJkyYwJOfDHd0dGTq1Kn06tULc3NzBg4cCMD+/ftp3rw5xsbG2NvbM3ToUHXp7ClTplC3bt18Y/b09Cx0MZGsrCwyMjJ0NiGEEEKULgmQxWvj5s2bbN++ncGDB2NsbKxzzNbWlqCgINauXUtcXBxDhw5lypQpJCUlsW3bNlq0aKFTf8WKFZQrV45ff/2V+fPnM2fOHJYvX65TZ9asWXh4eHDs2DEmTJjAuXPnCAgIoGvXrhw/fpy1a9eyf/9+QkJCAOjbty+JiYnExcWpbRw7dozjx4/Tp0+fAq8pPDwcCwsLdbO3t38et0oIIYQQRZAcZPHaOHPmDIqi4OrqWuBxV1dXbt26xYULFzA1NeWdd97BzMwMBwcH6tWrp1PX3t6euXPnotFocHFx4cSJE8ydO5cBAwaodVq1asXIkSPV/f79+xMUFMTw4cMBcHJyYsGCBfj6+rJkyRKqVauGv78/ERERNGzYEICIiAh8fX2pWbNmgWMODQ1lxIgR6n5GRoYEyUIIIUQpkxlk8dp52urpjRs3xsHBgZo1a9KzZ09WrVrFvXv3dOo0adIEjUaj7nt7e3PmzBlyc3PVMi8vL51zEhISiIyMRKvVqpu/vz95eXlcuHABgAEDBvDtt9/y4MEDsrOzWb16NX379i10rIaGhpibm+tsQgghhChdEiCL10bt2rXRaDQkJiYWeDwxMRErKyuqV6/O0aNH+fbbb7Gzs2PixIl4eHhw+/btEvVnamqqs5+ZmckHH3xAfHy8uiUkJHDmzBlq1aoFQIcOHTA0NGTDhg389NNP5OTk6OQ/CyGEEKLsSYqFeG3Y2NjQtm1bFi9ezMcff6yTh3z58mVWrVpFr1690Gg0lCtXjjZt2tCmTRvCwsKwtLRk9+7ddOnSBYBDhw7ptP3LL7/g5OSEvr5+of3Xr1+fU6dOUbt27ULrlCtXjt69exMREYGBgQH/+te/8uVLF8fJyf4ymyyEEEKUEgmQxWtl0aJFNG3aFH9/fz777DNq1KjBb7/9xujRo6latSrTpk1j8+bNnD9/nhYtWmBlZcXPP/9MXl4eLi4uajspKSmMGDGCDz74gKNHj7Jw4UJmz55dZN9jx46lSZMmhISE0L9/f0xNTTl16hQ7d+5k0aJFar3+/furedKxsbGlcyOEEEII8cwkQBavFScnJw4fPkxYWBiBgYHcvHkTW1tbOnXqRFhYGNbW1lhaWrJ+/XomTZrEgwcPcHJy4ttvv+XNN99U2+nVqxf379+nUaNG6OvrM2zYMPVTboVxd3cnJiaGcePG0bx5cxRFoVatWnTv3j3fGJs2bcrNmzdp3LhxqdwHIYQQQjw7jfK0N5qE+Ifx8/PD09OTefPmlUr7iqLg5OTE4MGDdb5QURwZGRlYWFiQnp4uKRZCCCFECZTkd6jMIAvxAl27do01a9Zw+fLlQr99LIQQQoiyJQGyEC9QpUqVqFChAl999RVWVlZlPRwhhBBCFEACZCH+Ijo6utTalowmIYQQ4uUn30EWQgghhBDiCTKDLIrlyVXlChIWFsakSZNezGAEdcO2o2doUmSd5Olvv6DRCCGEEK8XCZBFsaSlpak/r127lokTJ5KUlKSWabVa9WdFUcjNzaVcuRf/n1dOTg7ly5d/4f0WR1neFyGEEEIUn6RYiGKxtbVVNwsLCzQajbp/+vRpzMzM2Lp1Kw0aNMDQ0JD9+/eTl5dHeHg4NWrUwNjYGA8PD77//nuddk+ePEm7du3QarVUrlyZnj17cv36dfV4Xl4eM2fOpHbt2hgaGlK9enWmTZsGQHJyMhqNhrVr1+Lr64uRkRGrVq0CYPny5bi6umJkZMQbb7zB4sWLdfpNTU0lMDAQS0tLrK2t6dixI8nJyerx4OBgOnXqxOTJk6lYsSLm5uYMGjSI7OxsnbEVdX3R0dFoNJp89yUhIYGWLVtiZmaGubk5DRo04PDhw8/tWQkhhBDi75GpLPHcfPLJJ8yaNYuaNWtiZWVFeHg433zzDUuXLsXJyYm9e/fy73//m4oVK+Lr68vt27dp1aoV/fv3Z+7cudy/f5+xY8cSGBjI7t27AQgNDWXZsmXMnTuXZs2akZaWxunTp/P1O3v2bOrVq6cGyRMnTmTRokXUq1ePY8eOMWDAAExNTenduzc5OTn4+/vj7e3Nvn37KFeuHJ999hkBAQEcP34cAwMDAKKiojAyMiI6Oprk5GT69OmDjY2NGqA/7foKuy8tWrSgXr16LFmyBH19feLj4wud9c7KyiIrK0vdz8jIeK7PTAghhBAFUIQooYiICMXCwkLd37NnjwIoGzduVMsePHigmJiYKAcOHNA5t1+/fkqPHj0URVGUqVOnKm+99ZbO8dTUVAVQkpKSlIyMDMXQ0FBZtmxZgeO4cOGCAijz5s3TKa9Vq5ayevVqnbKpU6cq3t7eiqIoysqVKxUXFxclLy9PPZ6VlaUYGxsr27dvVxRFUXr37q1YW1srd+/eVessWbJE0Wq1Sm5ubrGur6D7oiiKYmZmpkRGRhZ4TX8VFhamAPk2++HrFIexm4vchBBCCPE/6enpCqCkp6c/ta7MIIvnxsvLS/357Nmz3Lt3j7Zt2+rUyc7Opl69egAkJCSwZ88enfzlx86dO8ft27fJysqidevWxe737t27nDt3jn79+jFgwAC1/OHDh1hYWKj9nj17FjMzM512Hjx4wLlz59R9Dw8PTEz+9yKct7c3mZmZpKamkpmZ+dTrK2h8ACNGjKB///6sXLmSNm3a0K1bN2rVqlXgtYWGhuqstpeRkYG9vX2R90MIIYQQf48EyOK5MTU1VX/OzMwEYMuWLVStWlWnnqGhoVqnQ4cOzJgxI19bdnZ2nD9//pn7XbZsGY0bN9app6+vr9Zp0KCBmq/8pIoVKxarz+JcX0HjA5g0aRLvv/8+W7ZsYevWrYSFhbFmzRo6d+6crx9DQ8N87QkhhBCidEmALEpFnTp1MDQ0JCUlRScf90n169fnhx9+wNHRscAvOzg5OWFsbExUVBT9+/cvVr+VK1emSpUqnD9/nqCgoEL7Xbt2LZUqVSpyLfaEhATu37+PsbExAL/88gtarRZ7e3usra2fen1FcXZ2xtnZmY8//pgePXoQERFRYIAshBBCiBdPAmRRKszMzBg1ahQff/wxeXl5NGvWjPT0dGJjYzE3N6d3794MGTKEZcuW0aNHD8aMGYO1tTVnz55lzZo1LF++HCMjI8aOHcuYMWMwMDDAx8eHa9eu8dtvv9GvX79C+548eTJDhw7FwsKCgIAAsrKyOHz4MLdu3WLEiBEEBQXxxRdf0LFjR6ZMmUK1atW4ePEi69evZ8yYMVSrVg14lC7Rr18/xo8fT3JyMmFhYYSEhKCnp1es6yvI/fv3GT16NO+99x41atTgjz/+IC4ujq5du5bo/p6c7F9kcC+EEEKIZycBsig1U6dOpWLFioSHh3P+/HksLS2pX78+n376KQBVqlQhNjaWsWPH8tZbb5GVlYWDgwMBAQHo6T36AuGECRMoV64cEydO5M8//8TOzo5BgwYV2W///v0xMTHhiy++YPTo0ZiamuLm5sbw4cMBMDExYe/evYwdO5YuXbpw584dqlatSuvWrXWCztatW+Pk5ESLFi3IysqiR48eOouhPO36CqKvr8+NGzfo1asXV65coUKFCnTp0oXJkyc/410WQgghxPOmURRFKetBCPGyCQ4O5vbt22zcuLGsh6IjIyMDCwsL0tPTZQZZCCGEKIGS/A6VhUKEEEIIIYR4ggTIQgghhBBCPEFykIUoQGRkZFkPQQghhBBlRGaQhXhCcnIyGo2G+Ph4AKKjo9FoNNy+fbtMxyWEEEKIF0dmkMVL79q1a0ycOJEtW7Zw5coVrKys8PDwYOLEifj4+KDRaNiwYQOdOnV67n03bdqUtLQ0dRW+l0XdsO3oGZoUWSd5+tsvaDRCCCHE60UCZPHS69q1K9nZ2axYsYKaNWty5coVoqKiuHHjxnPtJzs7O1+ZgYEBtra2z7UfIYQQQrzcJMVCvNRu377Nvn37mDFjBi1btsTBwYFGjRoRGhrKu+++i6OjIwCdO3dGo9Go++fOnaNjx45UrlwZrVZLw4YN2bVrl07bjo6OTJ06lV69emFubs7AgQPz9f/XFIvIyEgsLS3Zvn07rq6uaLVaAgICSEtLU895+PAhQ4cOxdLSEhsbG8aOHUvv3r11Zri///573NzcMDY2xsbGhjZt2nD37t3neu+EEEII8WwkQBYvNa1Wi1arZePGjWRlZeU7HhcXB0BERARpaWnqfmZmJu3btycqKopjx44REBBAhw4dSElJ0Tl/1qxZeHh4cOzYMSZMmFCsMd27d49Zs2axcuVK9u7dS0pKCqNGjVKPz5gxg1WrVhEREUFsbCwZGRk631NOS0ujR48e9O3bl8TERKKjo+nSpQsFfZI8KyuLjIwMnU0IIYQQpUsCZPFSK1euHJGRkaxYsQJLS0t8fHz49NNPOX78OAAVK1YEwNLSEltbW3Xfw8ODDz74gLp16+Lk5MTUqVOpVasWmzZt0mm/VatWjBw5klq1alGrVq1ijSknJ4elS5fi5eVF/fr1CQkJISoqSj2+cOFCQkND6dy5M2+88QaLFi3C0tJSPZ6WlsbDhw/p0qULjo6OuLm5MXjwYLRabb6+wsPDsbCwUDd7e/sS3T8hhBBClJwEyOKl17VrV/788082bdpEQEAA0dHR1K9fv8hPsWVmZjJq1ChcXV2xtLREq9WSmJiYbwbZy8urxOMxMTHRCabt7Oy4evUqAOnp6Vy5coVGjRqpx/X19WnQoIG67+HhQevWrXFzc6Nbt24sW7aMW7duFdhXaGgo6enp6paamlri8QohhBCiZCRAFq8EIyMj2rZty4QJEzhw4ADBwcGEhYUVWn/UqFFs2LCBzz//nH379hEfH4+bm1u+F/FMTU1LPJby5cvr7Gs0mgLTIwqjr6/Pzp072bp1K3Xq1GHhwoW4uLhw4cKFfHUNDQ0xNzfX2YQQQghRuiRAFq+kOnXqqC+1lS9fntzcXJ3jsbGxBAcH07lzZ9zc3LC1tSU5ObnUx2VhYUHlypXVXGiA3Nxcjh49qlNPo9Hg4+PD5MmTOXbsGAYGBmzYsKHUxyeEEEKIp5PPvImX2o0bN+jWrRt9+/bF3d0dMzMzDh8+zMyZM+nYsSPw6GsUUVFR+Pj4YGhoiJWVFU5OTqxfv54OHTqg0WiYMGECeXl5L2TMH330EeHh4dSuXZs33niDhQsXcuvWLTQaDQCHDh0iKiqKt956i0qVKnHo0CGuXbuGq6trsfs4OdlfZpOFEEKIUiIBsnipabVaGjduzNy5czl37hw5OTnY29szYMAAPv30UwBmz57NiBEjWLZsGVWrViU5OZk5c+bQt29fmjZtSoUKFRg7duwL+wLE2LFjuXz5Mr169UJfX5+BAwfi7++Pvr4+AObm5uzdu5d58+aRkZGBg4MDs2fPpl27di9kfEIIIYQomkYpSfKkEKLE8vLycHV1JTAwkKlTp/6ttjIyMrCwsCA9PV1mkIUQQogSKMnvUJlBFuI5u3jxIjt27MDX15esrCwWLVrEhQsXeP/998t6aEIIIYQoBnlJT4jnTE9Pj8jISBo2bIiPjw8nTpxg165dJcoxFkIIIUTZkRlkIZ4ze3t7YmNjy3oYQgghhHhGMoMshBBCCCHEEyRAFuI5Cw4OplOnTmU9DCGEEEI8I0mxEP9owcHB3L59m40bN5b1UEqkbth29AxNiqyTPP3tFzQaIYQQ4vUiAbIQz0lubq66GIgQQgghXl2SYiFEIebMmYObmxumpqbY29szePBgMjMz1eORkZFYWlqyadMm6tSpg6GhISkpKfnaiYuLo2LFisyYMQOAhIQEWrZsiZmZGebm5jRo0IDDhw+/sOsSQgghRNFkBlmIQujp6bFgwQJq1KjB+fPnGTx4MGPGjGHx4sVqnXv37jFjxgyWL1+OjY0NlSpV0mlj9+7ddOnShZkzZzJw4EAAgoKCqFevHkuWLEFfX5/4+HjKly9f4BiysrLIyspS91/UaoBCCCHEP5kEyEIUYvjw4erPjo6OfPbZZwwaNEgnQM7JyWHx4sV4eHjkO3/Dhg306tWL5cuX0717d7U8JSWF0aNH88YbbwDg5ORU6BjCw8OZPHnyc7gaIYQQQhSXpFgIUYhdu3bRunVrqlatipmZGT179uTGjRvcu3dPrWNgYIC7u3u+cw8dOkS3bt1YuXKlTnAMMGLECPr370+bNm2YPn06586dK3QMoaGhpKenq1tqaurzu0AhhBBCFEgCZCEKkJyczDvvvIO7uzs//PADR44c4T//+Q8A2dnZaj1jY+MCX8yrVasWb7zxBv/973/JycnROTZp0iR+++033n77bXbv3k2dOnXYsGFDgeMwNDTE3NxcZxNCCCFE6ZIUCyEKcOTIEfLy8pg9ezZ6eo/+Hrlu3bpin1+hQgXWr1+Pn58fgYGBrFu3TifP2NnZGWdnZz7++GN69OhBREQEnTt3Lnb7Jyf7S7AshBBClBKZQRb/eOnp6cTHx+tsFSpUICcnh4ULF3L+/HlWrlzJ0qVLS9RupUqV2L17N6dPn6ZHjx48fPiQ+/fvExISQnR0NBcvXiQ2Npa4uDhcXV1L6eqEEEIIUVISIIt/vOjoaOrVq6ezrVy5kjlz5jBjxgzq1q3LqlWrCA8PL3Hbtra27N69mxMnThAUFISenh43btygV69eODs7ExgYSLt27eRFPCGEEOIlolEURSnrQQghiicjIwMLCwvS09MlxUIIIYQogZL8DpUZZCGEEEIIIZ4gAbIQQgghhBBPkABZCCGEEEKIJ0iALMqMRqNh48aNZT0MAIKDg+nUqVORdfz8/HRW1yuuyMhILC0tn2lcQgghhHjx5DvI4rkJDg5mxYoV+crPnDlD7dq185WnpaVhZWX13Mdw+/btUgm8169fr/Mt47JUN2w7eoYmRdZJnv72CxqNEEII8XqRAFk8VwEBAUREROiUVaxYUWc/OzsbAwMDbG1tX+TQ/jZra+sijz++LiGEEEK82iTFQjxXhoaG2Nra6mytW7cmJCSE4cOHU6FCBfz9/YH8KRYHDhzA09MTIyMjvLy82LhxIxqNhvj4eAByc3Pp168fNWrUwNjYGBcXF+bPn6+eP2nSJFasWMGPP/6IRqNBo9EQHR0NQGpqKoGBgVhaWmJtbU3Hjh1JTk7ON/7JkydTsWJFzM3NGTRokM6y0n9NsXB0dGTq1Kn06tULc3NzBg4cCDxKqahevTomJiZ07tyZGzdu6PSRkJBAy5YtMTMzw9zcnAYNGnD48OG/cdeFEEII8TzJDLJ4IVasWMGHH35IbGxsgcczMjLo0KED7du3Z/Xq1Vy8eDFfvm9eXh7VqlXju+++w8bGhgMHDjBw4EDs7OwIDAxk1KhRJCYmkpGRoc5iW1tbk5OTg7+/P97e3uzbt49y5crx2WefERAQwPHjx9VZ36ioKIyMjIiOjiY5OZk+ffpgY2PDtGnTCr2uWbNmMXHiRMLCwgA4dOgQ/fr1Izw8nE6dOrFt2zb12GNBQUHUq1ePJUuWoK+vT3x8fKGpG1lZWWRlZencJyGEEEKULgmQxXO1efNmtFqtut+uXTsAnJycmDlzZqHnrV69Go1Gw7JlyzAyMqJOnTpcunSJAQMGqHXKly+vs+JcjRo1OHjwIOvWrSMwMBCtVouxsTFZWVk66RvffPMNeXl5LF++HI1GA0BERASWlpZER0fz1ltvAWBgYMB///tfTExMePPNN5kyZQqjR49m6tSp6OkV/I8trVq1YuTIker+hAkTCAgIYMyYMQA4Oztz4MABtm3bptZJSUlh9OjRvPHGG+q9KUx4eLissieEEEK8YJJiIZ6rli1bEh8fr24LFiwAoEGDBkWel5SUhLu7O0ZGRmpZo0aN8tX7z3/+Q4MGDahYsSJarZavvvqKlJSUIttOSEjg7NmzmJmZodVq0Wq1WFtb8+DBA86dO6fW8/DwwMTkfy++eXt7k5mZSWpqaqFte3l56ewnJibSuHFjnTJvb2+d/REjRtC/f3/atGnD9OnTdcbwV6GhoaSnp6tbUWMRQgghxPMhM8jiuTI1NS3wixWmpqZ/u+01a9YwatQoZs+ejbe3N2ZmZnzxxRccOnSoyPMyMzNp0KABq1atynfsry8QltSzXNekSZN4//332bJlC1u3biUsLIw1a9bQuXPnfHUNDQ0xNDT8W2MUQgghRMlIgCxeCi4uLnzzzTdkZWWpAWFcXJxOndjYWJo2bcrgwYPVsr/OvhoYGJCbm6tTVr9+fdauXUulSpWKXHs9ISGB+/fvY2xsDMAvv/yCVqvF3t6+2Nfh6uqaL2D/5Zdf8tVzdnbG2dmZjz/+mB49ehAREVFggCyEEEKIF08CZPFSeP/99xk3bhwDBw7kk08+ISUlhVmzZgGoecNOTk58/fXXbN++nRo1arBy5Uri4uKoUaOG2o6joyPbt28nKSkJGxsbLCwsCAoK4osvvqBjx45MmTKFatWqcfHiRdavX8+YMWOoVq0a8Ogzbf369WP8+PEkJycTFhZGSEhIofnHBRk6dCg+Pj7MmjWLjh07sn37dp384/v37zN69Gjee+89atSowR9//EFcXBxdu3Yt0f06Odm/yGBfCCGEEM9OcpDFS8Hc3JyffvqJ+Ph4PD09GTduHBMnTgRQ85I/+OADunTpQvfu3WncuDE3btzQmU0GGDBgAC4uLnh5eVGxYkViY2MxMTFh7969VK9enS5duuDq6kq/fv148OCBTpDZunVrnJycaNGiBd27d+fdd99l0qRJJbqOJk2asGzZMubPn4+Hhwc7duxg/Pjx6nF9fX1u3LhBr169cHZ2JjAwkHbt2smLeEIIIcRLRKMoilLWgxCiIKtWraJPnz6kp6eraQ//dBkZGVhYWJCeni4zyEIIIUQJlOR3qKRYiJfG119/Tc2aNalatSoJCQmMHTuWwMBACY6FEEII8UJJgCxeGpcvX2bixIlcvnwZOzs7unXrVuQiHUIIIYQQpUFSLIR4hUiKhRBCCPFsSvI7VF7SE0IIIYQQ4gkSIAtRAD8/P4YPH17WwxBCCCFEGZAcZPFUly9fJjw8nC1btvDHH39gYWFB7dq1+fe//03v3r11lmf+O4KDg7l9+zYbN258Lu095ujoyPDhw1+rgLdu2Hb0DIu+78nT335BoxFCCCFeLxIgiyKdP38eHx8fLC0t+fzzz3Fzc8PQ0JATJ07w1VdfUbVqVd59992yHuYrITs7GwMDg7IehhBCCCGeQlIsRJEGDx5MuXLlOHz4MIGBgbi6ulKzZk06duzIli1b6NChA/Botbvly5fTuXNnTExMcHJyYtOmTWo7ubm59OvXjxo1amBsbIyLiwvz589Xj0+aNIkVK1bw448/otFo0Gg0REdHA/DHH3/Qo0cPrK2tMTU1xcvLS13O+dy5c3Ts2JHKlSuj1Wpp2LAhu3btUtv18/Pj4sWLfPzxx2q7j8XGxuLn54eJiQlWVlb4+/tz69Yt9XheXh5jxozB2toaW1vbfIuG3L59m/79+1OxYkXMzc1p1aoVCQkJOtfk6enJ8uXLqVGjhrrgyffff4+bmxvGxsbY2NjQpk0b7t69W+D9z8rKIiMjQ2cTQgghROmSAFkU6saNG+zYsYMhQ4ZgampaYJ0nA87JkycTGBjI8ePHad++PUFBQdy8eRN4FGxWq1aN7777jlOnTjFx4kQ+/fRT1q1bB8CoUaMIDAwkICCAtLQ00tLSaNq0KZmZmfj6+nLp0iU2bdpEQkICY8aMIS8vD4DMzEzat29PVFQUx44dIyAggA4dOpCSkgLA+vXrqVatGlOmTFHbBYiPj6d169bUqVOHgwcPsn//fjp06EBubq56PStWrMDU1JRDhw4xc+ZMpkyZws6dO9Xj3bp14+rVq2zdupUjR45Qv359WrdurV4zwNmzZ/nhhx9Yv3498fHxpKWl0aNHD/r27UtiYiLR0dF06dKFwj4mEx4ejoWFhbrZ29uX+DkKIYQQomTkM2+iUIcOHaJJkyasX7+ezp07q+UVKlTgwYMHAAwZMoQZM2ag0WgYP348U6dOBeDu3btotVq2bt1KQEBAge2HhIRw+fJlvv/+e6DgHOSvvvqKUaNGkZycjLW1dbHGXbduXQYNGkRISAhQcA7y+++/T0pKCvv37y+wDT8/P3Jzc9m3b59a1qhRI1q1asX06dPZv38/b7/9NlevXsXQ0FCtU7t2bcaMGcPAgQOZNGkSn3/+OZcuXaJixYoAHD16lAYNGpCcnIyDg8NTryUrK4usrCx1PyMjA3t7e+yHr5McZCGEEKIEZCU9Uap+/fVX8vLyCAoK0gne3N3d1Z9NTU0xNzfn6tWratl//vMf/vvf/5KSksL9+/fJzs7G09OzyL7i4+OpV69eocFxZmYmkyZNYsuWLaSlpfHw4UPu37+vziAX1W63bt2KrPPk9QDY2dmp15OQkEBmZiY2NjY6de7fv8+5c+fUfQcHBzU4BvDw8KB169a4ubnh7+/PW2+9xXvvvYeVlVWBYzA0NNQJwIUQQghR+iRAFoWqXbs2Go2GpKQknfKaNWsC5FsCunz58jr7Go1GTYVYs2YNo0aNYvbs2Xh7e2NmZsYXX3yh5hIX5mnLTI8aNYqdO3cya9YsateujbGxMe+99x7Z2dl/q92nXU9mZiZ2dnZqnvSTLC0t1Z//mpqir6/Pzp07OXDgADt27GDhwoWMGzeOQ4cOUaNGjaeOSQghhBClTwJkUSgbGxvatm3LokWL+OijjwrNQy6O2NhYmjZtyuDBg9WyJ2daAQwMDHRygOHRLO7y5cu5efNmgbPIsbGxBAcHqykgmZmZJCcnF6vdqKgoJk+e/EzXU79+fS5fvky5cuVwdHQs0bkajQYfHx98fHyYOHEiDg4ObNiwgREjRhS7jZOT/WUlPSGEEKKUyEt6okiLFy/m4cOHeHl5sXbtWhITE0lKSuKbb77h9OnT6OvrF6sdJycnDh8+zPbt2/n999+ZMGECcXFxOnUcHR05fvw4SUlJXL9+nZycHHr06IGtrS2dOnUiNjaW8+fP88MPP3Dw4EG13ccvwCUkJPD++++rs7xPtrt3714uXbrE9evXAQgNDSUuLo7Bgwdz/PhxTp8+zZIlS9TjT9OmTRu8vb3p1KkTO3bsIDk5mQMHDjBu3DgOHz5c6HmHDh3i888/5/Dhw6SkpLB+/XquXbuGq6trsfoVQgghROmTAFkUqVatWhw7dow2bdoQGhqKh4cHXl5eLFy4kFGjRqkv5T3NBx98QJcuXejevTuNGzfmxo0bOrPJAAMGDMDFxQUvLy8qVqxIbGwsBgYG7Nixg0qVKtG+fXvc3NyYPn26GpjPmTMHKysrmjZtSocOHfD396d+/fo67U6ZMoXk5GRq1aql5gM7OzuzY8cOEhISaNSoEd7e3vz444+UK1e8f1TRaDT8/PPPtGjRgj59+uDs7My//vUvLl68SOXKlQs9z9zcnL1799K+fXucnZ0ZP348s2fPpl27dsXqVwghhBClT75iIcQrpCRv4AohhBDif0ryO1RmkIUQQgghhHiCBMhCCCGEEEI8QQJkIYQQQgghniABshDPWXR0NBqNhtu3b5f1UIQQQgjxDOQ7yOIf4dq1a0ycOJEtW7Zw5coVrKys8PDwYOLEifj4+KDRaNiwYQOdOnUq66EWS92w7bLUtBBCCFFKJEAW/whdu3YlOzubFStWULNmTa5cuUJUVBQ3btx4rv3k5OQ81/aEEEII8eJJioV47d2+fZt9+/YxY8YMWrZsiYODA40aNSI0NJR3331XXQmvc+fOaDQanZXxlixZQq1atTAwMMDFxYWVK1fqtK3RaFiyZAnvvvsupqamTJs2LV//9+7do127dvj4+HD79m2ys7MJCQnBzs4OIyMjHBwcCA8PL81bIIQQQogSkABZvPa0Wi1arZaNGzeSlZWV7/jjFf0iIiJIS0tT9zds2MCwYcMYOXIkJ0+e5IMPPqBPnz7s2bNH5/xJkybRuXNnTpw4Qd++fXWO3b59m7Zt25KXl8fOnTuxtLRkwYIFbNq0iXXr1pGUlMSqVasKXa46KyuLjIwMnU0IIYQQpUsCZPHaK1euHJGRkaxYsQJLS0t8fHz49NNPOX78OIC6up6lpSW2trbq/qxZswgODmbw4ME4OzszYsQIunTpwqxZs3Taf//99+nTpw81a9akevXqavnly5fx9fXFzs6On376CROTRznDKSkpODk50axZMxwcHGjWrBk9evQocOzh4eFYWFiom729/XO/P0IIIYTQJQGy+Efo2rUrf/75J5s2bSIgIIDo6Gjq169PZGRkoeckJibi4+OjU+bj40NiYqJOmZeXV4Hnt23bltq1a7N27VoMDAzU8uDgYOLj43FxcWHo0KHs2LGj0DGEhoaSnp6ubqmpqcW4WiGEEEL8HRIgi38MIyMj2rZty4QJEzhw4ADBwcGEhYX97XZNTU0LLH/77bfZu3cvp06d0imvX78+Fy5cYOrUqdy/f5/AwEDee++9AtswNDTE3NxcZxNCCCFE6ZIAWfxj1alTh7t37wJQvnx5cnNzdY67uroSGxurUxYbG0udOnWK1f706dPp3bs3rVu3zhckm5ub0717d5YtW8batWv54YcfuHnz5t+4GiGEEEI8L/KZN/Hau3HjBt26daNv3764u7tjZmbG4cOHmTlzJh07dgTA0dGRqKgofHx8MDQ0xMrKitGjRxMYGEi9evVo06YNP/30E+vXr2fXrl3F7nvWrFnk5ubSqlUroqOjeeONN5gzZw52dnbUq1cPPT09vvvuO2xtbbG0tCx2uycn+8tsshBCCFFKJEAWrz2tVkvjxo2ZO3cu586dIycnB3t7ewYMGMCnn34KwOzZsxkxYgTLli2jatWqJCcn06lTJ+bPn8+sWbMYNmwYNWrUICIiAj8/vxL1P3fuXJ0g2czMjJkzZ3LmzBn09fVp2LAhP//8M3p68g86QgghxMtAoyiKUtaDEEIUT0ZGBhYWFqSnp8sMshBCCFECJfkdKlNWQgghhBBCPEECZCGEEEIIIZ4gAbIQQgghhBBPkABZlCk/Pz+GDx/+3NuNjY3Fzc2N8uXL06lTJ6Kjo9FoNNy+ffup55akrhBCCCFeP/IVC1GqgoODuX37Nhs3blTLvv/+e/79738zbdo01q9fT/ny5Z97vyNGjMDT05OtW7ei1WoxMTEhLS0NCwuL595XWagbth09Q5Mi6yRPf/sFjUYIIYR4vUiALF6o5cuXM2TIEJYuXUqfPn1KrZ9z584xaNAgqlWrppbZ2tqWWn/FkZOTUyp/GRBCCCHE8yUpFuKFmTlzJh999BFr1qxRg+O/plg4Ojry+eef07dvX8zMzKhevTpfffWVTjsHDhzA09MTIyMjvLy82LhxIxqNhvj4eJKTk9FoNNy4cYO+ffui0WiIjIzMlzZx8eJFOnTogJWVFaamprz55pv8/PPPOv0cOXIELy8vTExMaNq0KUlJSTrHf/zxR+rXr4+RkRE1a9Zk8uTJPHz4UD2u0WhYsmQJ7777LqampkybNo1bt24RFBRExYoVMTY2xsnJiYiIiOd4l4UQQgjxd0mALF6IsWPHMnXqVDZv3kznzp2LrDt79my8vLw4duwYgwcP5sMPP1SD04yMDDp06ICbmxtHjx5l6tSpjB07Vj3X3t6etLQ0zM3NmTdvHmlpaXTv3j1fH0OGDCErK4u9e/dy4sQJZsyYgVar1akzbtw4Zs+ezeHDhylXrhx9+/ZVj+3bt49evXoxbNgwTp06xZdffklkZCTTpk3TaWPSpEl07tyZEydO0LdvXyZMmMCpU6fYunUriYmJLFmyhAoVKhR6L7KyssjIyNDZhBBCCFG6JMVClLqtW7fy448/EhUVRatWrZ5av3379gwePBh4FFjPnTuXPXv24OLiwurVq9FoNCxbtgwjIyPq1KnDpUuXGDBgAAD6+vrY2tqi0WiwsLAoNK0iJSWFrl274ubmBkDNmjXz1Zk2bRq+vr4AfPLJJ7z99ts8ePAAIyMjJk+ezCeffELv3r3V86dOncqYMWMICwtT23j//fd1UklSUlKoV68eXl5ewKMZ86KEh4czefLkp94zIYQQQjw/MoMsSp27uzuOjo6EhYWRmZlZrPqPaTQabG1tuXr1KgBJSUm4u7tjZGSk1mnUqFGJxzR06FA+++wzfHx8CAsL4/jx40WOw87ODkAdR0JCAlOmTEGr1arbgAEDSEtL4969e+p5jwPhxz788EPWrFmDp6cnY8aM4cCBA0WOMzQ0lPT0dHVLTU0t8bUKIYQQomQkQBalrmrVqkRHR3Pp0iUCAgK4c+dOkfX/+iKbRqMhLy/vuY6pf//+nD9/np49e3LixAm8vLxYuHBhoePQaDQA6jgyMzOZPHky8fHx6nbixAnOnDmjE7ybmprqtNmuXTsuXrzIxx9/zJ9//knr1q0ZNWpUoeM0NDTE3NxcZxNCCCFE6ZIAWbwQDg4OxMTEcPny5WIFyYVxcXHhxIkTZGVlqWVxcXHP1Ja9vT2DBg1i/fr1jBw5kmXLlhX73Pr165OUlETt2rXzbXp6Rf+xqlixIr179+abb75h3rx5+V5CFEIIIUTZkhxk8cLY29sTHR1Ny5Yt8ff3Z9u2bSVu4/3332fcuHEMHDiQTz75hJSUFGbNmgX8b5a3OIYPH067du1wdnbm1q1b7NmzB1dX12KfP3HiRN555x2qV6/Oe++9h56eHgkJCZw8eZLPPvusyPMaNGjAm2++SVZWFps3by5Rv4+dnOwvs8lCCCFEKZEZZPFCVatWjejoaK5fv46/v3+Jv8pgbm7OTz/9RHx8PJ6enowbN46JEycC6KQ2PE1ubi5DhgzB1dWVgIAAnJ2dWbx4cbHP9/f3Z/PmzezYsYOGDRvSpEkT5s6di4ODQ5HnGRgYEBoairu7Oy1atEBfX581a9YUu18hhBBClD6NoihKWQ9CiL9j1apV9OnTh/T0dIyNjct6OKUqIyMDCwsL0tPTZQZZCCGEKIGS/A6VFAvxyvn666+pWbMmVatWJSEhgbFjxxIYGPjaB8dCCCGEeDEkQBavnMuXLzNx4kQuX76MnZ0d3bp1y7dAhxBCCCHEs5IUCyFeIZJiIYQQQjybkvwOlZf0hBBCCCGEeIIEyC8ZPz8/hg8fru47Ojoyb968F9Z/dHQ0Go2G27dvv7A+y0JwcDCdOnV65vP/+pyEEEII8fqQHOTnTFEU2rZti76+Ptu3b9c5tnjxYj799FNOnjxJtWrVymiEr67g4GBu377Nxo0by3ooz0VkZCTDhw9/pr+M1A3bjp6hSZF1kqe//YwjE0IIIf7ZZAb5OdNoNERERHDo0CG+/PJLtfzChQuMGTOGhQsXvnbBcW5u7nNfCloIIYQQoqxIgFwK7O3tmT9/PqNGjeLChQsoikK/fv146623qFevHu3atUOr1VK5cmV69uzJ9evXi912SkoKHTt2RKvVYm5uTmBgIFeuXAEgPT0dfX19Dh8+DEBeXh7W1tY0adJEPf+bb77B3t7+qf3Exsbi7u6OkZERTZo04eTJk+qxyMhILC0t2bRpE3Xq1MHQ0JCUlBSysrIYNWoUVatWxdTUlMaNGxMdHa2ed+PGDXr06EHVqlUxMTHBzc2Nb7/9Vqff77//Hjc3N4yNjbGxsaFNmzbcvXuXSZMmsWLFCn788Uc0Gg0ajUZtOzU1lcDAQCwtLbG2tqZjx44kJyerbebm5jJixAgsLS2xsbFhzJgxFOfd1NjYWPz8/DAxMcHKygp/f39u3bqlHs/Ly2PMmDFYW1tja2vLpEmTdM6fM2cObm5umJqaYm9vz+DBg8nMzAQepbI8/nbz4+v56/lCCCGEKBsSIJeS3r1707p1a/r27cuiRYs4efIkX375Ja1ataJevXocPnyYbdu2ceXKFQIDA4vVZl5eHh07duTmzZvExMSwc+dOzp8/T/fu3QGwsLDA09NTDRxPnDiBRqPh2LFjamAWExODr6/vU/saPXo0s2fPJi4ujooVK9KhQwdycnLU4/fu3WPGjBksX76c3377jUqVKhESEsLBgwdZs2YNx48fp1u3bgQEBHDmzBkAHjx4QIMGDdiyZQsnT55k4MCB9OzZk19//RWAtLQ0evToQd++fUlMTCQ6OpouXbqgKAqjRo0iMDCQgIAA0tLSSEtLo2nTpuTk5ODv74+ZmRn79u0jNjYWrVZLQEAA2dnZAMyePZvIyEj++9//sn//fm7evMmGDRuKvP74+Hhat25NnTp1OHjwIPv376dDhw7k5uaqdVasWIGpqSmHDh1i5syZTJkyhZ07d6rH9fT0WLBgAb/99hsrVqxg9+7djBkzBoCmTZsyb948zM3N1esZNWpUvnFkZWWRkZGhswkhhBCilCmi1Fy5ckWpUKGCoqenp2zYsEGZOnWq8tZbb+nUSU1NVQAlKSlJURRF8fX1VYYNG6Yed3BwUObOnasoiqLs2LFD0dfXV1JSUtTjv/32mwIov/76q6IoijJixAjl7bffVhRFUebNm6d0795d8fDwULZu3aooiqLUrl1b+eqrrwod8549exRAWbNmjVp248YNxdjYWFm7dq2iKIoSERGhAEp8fLxa5+LFi4q+vr5y6dIlnfZat26thIaGFtrf22+/rYwcOVJRFEU5cuSIAijJyckF1u3du7fSsWNHnbKVK1cqLi4uSl5enlqWlZWlGBsbK9u3b1cURVHs7OyUmTNnqsdzcnKUatWq5WvrST169FB8fHwKPe7r66s0a9ZMp6xhw4bK2LFjCz3nu+++U2xsbNT9iIgIxcLCotD6iqIoYWFhCpBvsx++TnEYu7nITQghhBD/k56ergBKenr6U+vKDHIpqlSpEh988AGurq506tSJhIQE9uzZg1arVbc33ngDgHPnzj21vcTEROzt7XVSJOrUqYOlpSWJiYkA+Pr6sn//fnJzc4mJicHPzw8/Pz+io6P5888/OXv2LH5+fgBqqodWq+XNN9/U6cvb21v92draGhcXF7UPAAMDA9zd3dX9EydOkJubi7Ozs871xcTEqNeWm5vL1KlTcXNzw9raGq1Wy/bt20lJSQHAw8OD1q1b4+bmRrdu3Vi2bJlOSkNBEhISOHv2LGZmZmqf1tbWPHjwgHPnzpGenk5aWhqNGzdWzylXrhxeXl5Ftvt4BrkoT14/gJ2dHVevXlX3d+3aRevWralatSpmZmb07NmTGzducO/evSLbfVJoaCjp6enqlpqaWuxzhRBCCPFs5CsWpaxcuXKUK/foNmdmZtKhQwdmzJiRr56dnd1z6a9FixbcuXOHo0ePsnfvXj7//HNsbW2ZPn06Hh4eVKlSBScnJwCWL1/O/fv3AShfvnyJ+jE2Nkaj0aj7mZmZ6Ovrc+TIEfT19XXqarVaAL744gvmz5/PvHnz1Nzc4cOHq6kQ+vr67Ny5kwMHDrBjxw4WLlzIuHHjOHToEDVq1ChwHJmZmTRo0IBVq1blO1axYsUSXdNfr+9p/nrPNBqN+rJicnIy77zzDh9++CHTpk3D2tqa/fv3069fP7KzszExKfoLFI8ZGhpiaGhY8gsQQgghxDOTAPkFql+/Pj/88AOOjo5q0FwSrq6upKamkpqaqs4inzp1itu3b1OnTh0ALC0tcXd3Z9GiRZQvX5433niDSpUq0b17dzZv3qyTf1y1atVC+/rll1+oXr06ALdu3eL333/H1dW10Pr16tUjNzeXq1ev0rx58wLrxMbG0rFjR/79738Dj3Kqf//9d3Xs8CjI9PHxwcfHh4kTJ+Lg4MCGDRsYMWIEBgYGOjnA8Oierl27lkqVKhW6Ko6dnR2HDh2iRYsWADx8+JAjR45Qv379Qq/H3d2dqKgoJk+eXGidohw5coS8vDxmz56Nnt6jf6hZt26dTp2Crqe4Tk72l5X0hBBCiFIiKRYv0JAhQ7h58yY9evQgLi6Oc+fOsX37dvr06VOsQKlNmza4ubkRFBTE0aNH+fXXX+nVqxe+vr46KQN+fn6sWrVKDYatra1xdXVl7dq1xXpBD2DKlClERUVx8uRJgoODqVChQpELazg7OxMUFESvXr1Yv349Fy5c4NdffyU8PJwtW7YA4OTkpM4QJyYm8sEHH6hf4AA4dOgQn3/+OYcPHyYlJYX169dz7do1NTB3dHTk+PHjJCUlcf36dXJycggKCqJChQp07NiRffv2ceHCBaKjoxk6dCh//PEHAMOGDWP69Ols3LiR06dPM3jw4Kd+ezg0NJS4uDgGDx7M8ePHOX36NEuWLCn2F0dq165NTk4OCxcu5Pz586xcuZKlS5fq1HF0dCQzM5OoqCiuX79eotQLIYQQQpQeCZBfoCpVqhAbG0tubi5vvfUWbm5uDB8+HEtLS3WWsSgajYYff/wRKysrWrRoQZs2bahZsyZr167Vqefr60tubq6aawyPgua/lhVl+vTpDBs2jAYNGnD58mV++uknDAwMijwnIiKCXr16MXLkSFxcXOjUqRNxcXHqTPT48eOpX78+/v7++Pn5YWtrqxN0m5ubs3fvXtq3b4+zszPjx49n9uzZtGvXDoABAwbg4uKCl5cXFStWJDY2FhMTE/bu3Uv16tXp0qULrq6u9OvXjwcPHqgzrCNHjqRnz5707t0bb29vzMzM6Ny5c5HX4uzszI4dO0hISKBRo0Z4e3vz448/Fnvm38PDgzlz5jBjxgzq1q3LqlWrCA8P16nTtGlTBg0aRPfu3alYsSIzZ84sVttCCCGEKF0aRSnGB2GFEC+F9PR0LC0tSU1NlRQLIYQQogQyMjKwt7fn9u3bWFhYFFlXcpCFeIXcuHEDoFiLvQghhBAivzt37kiALMTrxNraGni0ouLT/nCL0vV4JkJm88uWPIeXhzyLl4M8h8IpisKdO3eoUqXKU+tKgCzEK+RxrrqFhYX8j+8lYW5uLs/iJSDP4eUhz+LlIM+hYMWdXJKX9IQQQgghhHiCBMhCCCGEEEI8QQJkIV4hhoaGhIWFyep6LwF5Fi8HeQ4vD3kWLwd5Ds+HfOZNCCGEEEKIJ8gMshBCCCGEEE+QAFkIIYQQQognSIAshBBCCCHEEyRAFkIIIYQQ4gkSIAshhBBCCPEECZCFeIX85z//wdHRESMjIxo3bsyvv/5a1kN67e3du5cOHTpQpUoVNBoNGzdu1DmuKAoTJ07Ezs4OY2Nj2rRpw5kzZ8pmsK+x8PBwGjZsiJmZGZUqVaJTp04kJSXp1Hnw4AFDhgzBxsYGrVZL165duXLlShmN+PW0ZMkS3N3d1VXavL292bp1q3pcnkHZmD59OhqNhuHDh6tl8iz+HgmQhXhFrF27lhEjRhAWFsbRo0fx8PDA39+fq1evlvXQXmt3797Fw8OD//znPwUenzlzJgsWLGDp0qUcOnQIU1NT/P39efDgwQse6estJiaGIUOG8Msvv7Bz505ycnJ46623uHv3rlrn448/5qeffuK7774jJiaGP//8ky5dupThqF8/1apVY/r06Rw5coTDhw/TqlUrOnbsyG+//QbIMygLcXFxfPnll7i7u+uUy7P4mxQhxCuhUaNGypAhQ9T93NxcpUqVKkp4eHgZjuqfBVA2bNig7ufl5Sm2trbKF198oZbdvn1bMTQ0VL799tsyGOE/x9WrVxVAiYmJURTl0X0vX7688t1336l1EhMTFUA5ePBgWQ3zH8HKykpZvny5PIMycOfOHcXJyUnZuXOn4uvrqwwbNkxRFPnz8DzIDLIQr4Ds7GyOHDlCmzZt1DI9PT3atGnDwYMHy3Bk/2wXLlzg8uXLOs/FwsKCxo0by3MpZenp6QBYW1sDcOTIEXJycnSexRtvvEH16tXlWZSS3Nxc1qxZw927d/H29pZnUAaGDBnC22+/rXPPQf48PA/lynoAQoinu379Orm5uVSuXFmnvHLlypw+fbqMRiUuX74MUOBzeXxMPH95eXkMHz4cHx8f6tatCzx6FgYGBlhaWurUlWfx/J04cQJvb28ePHiAVqtlw4YN1KlTh/j4eHkGL9CaNWs4evQocXFx+Y7Jn4e/TwJkIYQQr5QhQ4Zw8uRJ9u/fX9ZD+UdycXEhPj6e9PR0vv/+e3r37k1MTExZD+sfJTU1lWHDhrFz506MjIzKejivJUmxEOIVUKFCBfT19fO9gXzlyhVsbW3LaFTi8b2X5/LihISEsHnzZvbs2UO1atXUcltbW7Kzs7l9+7ZOfXkWz5+BgQG1a9emQYMGhIeH4+Hhwfz58+UZvEBHjhzh6tWr1K9fn3LlylGuXDliYmJYsGAB5cqVo3LlyvIs/iYJkIV4BRgYGNCgQQOioqLUsry8PKKiovD29i7Dkf2z1ahRA1tbW53nkpGRwaFDh+S5PGeKohASEsKGDRvYvXs3NWrU0DneoEEDypcvr/MskpKSSElJkWdRyvLy8sjKypJn8AK1bt2aEydOEB8fr25eXl4EBQWpP8uz+HskxUKIV8SIESPo3bs3Xl5eNGrUiHnz5nH37l369OlT1kN7rWVmZnL27Fl1/8KFC8THx2NtbU316tUZPnw4n332GU5OTtSoUYMJEyZQpUoVOnXqVHaDfg0NGTKE1atX8+OPP2JmZqbmUVpYWGBsbIyFhQX9+vVjxIgRWFtbY25uzkcffYS3tzdNmjQp49G/PkJDQ2nXrh3Vq1fnzp07rF69mujoaLZv3y7P4AUyMzNT8+8fMzU1xcbGRi2XZ/E3lfVnNIQQxbdw4UKlevXqioGBgdKoUSPll19+Keshvfb27NmjAPm23r17K4ry6FNvEyZMUCpXrqwYGhoqrVu3VpKSksp20K+hgp4BoERERKh17t+/rwwePFixsrJSTExMlM6dOytpaWllN+jXUN++fRUHBwfFwMBAqVixotK6dWtlx44d6nF5BmXnyc+8KYo8i79LoyiKUkaxuRBCCCGEEC8dyUEWQgghhBDiCRIgCyGEEEII8QQJkIUQQgghhHiCBMhCCCGEEEI8QQJkIYQQQgghniABshBCCCGEEE+QAFkIIYQQQognSIAshBBCCCHEEyRAFkIIIYQQ4gkSIAshhBBCCPEECZCFEEIIIYR4wv8DRc7ePflPseIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_count = birds.value_counts(birds['Category'].values, ascending=True)\n",
    "category_count.plot.barh()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}