Chat analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 257,
   "id": "c285302e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import emoji\n",
    "from collections import Counter\n",
    "from urlextract import URLExtract\n",
    "from wordcloud import WordCloud\n",
    "from urllib.parse import urlparse\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "id": "175af90c",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open(\"fg.txt\",'r',encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "52c0ecd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = f.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "286f32e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "90f95036",
   "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>timestamp</th>\n",
       "      <th>sender</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>39810</th>\n",
       "      <td>2024-01-17 10:44:00</td>\n",
       "      <td>Mujeeb khan</td>\n",
       "      <td>@917774952797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39811</th>\n",
       "      <td>2024-01-17 10:44:00</td>\n",
       "      <td>Sanu 2.🙂</td>\n",
       "      <td>Pata he usko ......vo he😂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39812</th>\n",
       "      <td>2024-01-17 10:50:00</td>\n",
       "      <td>Mujeeb khan</td>\n",
       "      <td>Kamse kam vo roz roz ye toh nhi bolta ye karna...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39813</th>\n",
       "      <td>2024-01-17 11:05:00</td>\n",
       "      <td>Harshad</td>\n",
       "      <td>&lt;Media omitted&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39814</th>\n",
       "      <td>2024-01-17 11:40:00</td>\n",
       "      <td>Sanu 2.🙂</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                timestamp       sender  \\\n",
       "39810 2024-01-17 10:44:00  Mujeeb khan   \n",
       "39811 2024-01-17 10:44:00     Sanu 2.🙂   \n",
       "39812 2024-01-17 10:50:00  Mujeeb khan   \n",
       "39813 2024-01-17 11:05:00      Harshad   \n",
       "39814 2024-01-17 11:40:00     Sanu 2.🙂   \n",
       "\n",
       "                                                 message  \n",
       "39810                                      @917774952797  \n",
       "39811                          Pata he usko ......vo he😂  \n",
       "39812  Kamse kam vo roz roz ye toh nhi bolta ye karna...  \n",
       "39813                                    <Media omitted>  \n",
       "39814                                              Right  "
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Regular expression pattern\n",
    "pattern = r'(\\d+/\\d+/\\d+, \\d+:\\d+\\s*[ap]m) - ([^:]+): (.*)'\n",
    "\n",
    "# Find matches in the chat data\n",
    "matches = re.findall(pattern, data)\n",
    "\n",
    "# Create lists to store extracted data\n",
    "timestamps, senders, messages = [], [], []\n",
    "\n",
    "# Iterate through matches and extract data\n",
    "for match in matches:\n",
    "    timestamps.append(match[0])\n",
    "    senders.append(match[1])\n",
    "    messages.append(match[2])\n",
    "\n",
    "# Create a DataFrame from the lists\n",
    "df = pd.DataFrame({\"timestamp\": timestamps, \"sender\": senders, \"message\": messages})\n",
    "\n",
    "# Convert timestamp column to datetime\n",
    "df[\"timestamp\"] = pd.to_datetime(df['timestamp'], format=\"%d/%m/%Y, %I:%M %p\") \n",
    "\n",
    "# Display the DataFrame\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cb11622",
   "metadata": {},
   "source": [
    "## Nummber of messages by each member of the group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "a504e8a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Wini 😂         9842\n",
       "Mujeeb khan    9038\n",
       "Sanu 2.🙂       8428\n",
       "Pravin Kale    4572\n",
       "Harshad        4114\n",
       "Model          3821\n",
       "Name: sender, dtype: int64"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create sender counts as a series\n",
    "sender_count_series = df[\"sender\"].value_counts()\n",
    "sender_count_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "3a8310a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 128514 (\\N{FACE WITH TEARS OF JOY}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "c:\\ProgramData\\anaconda3\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 128578 (\\N{SLIGHTLY SMILING FACE}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "c:\\ProgramData\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 128514 (\\N{FACE WITH TEARS OF JOY}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "c:\\ProgramData\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 128578 (\\N{SLIGHTLY SMILING FACE}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1170x827 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=sender_count_series.index, y=sender_count_series.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "0fc6a098",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1170x827 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(sender_count_series.values, labels= sender_count_series.index, autopct = \"%0.2f\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e88339e7",
   "metadata": {},
   "source": [
    "## Most Used emoji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "caf6806d",
   "metadata": {},
   "outputs": [],
   "source": [
    "emojis = []\n",
    "users = sender_count_series.index\n",
    "\n",
    "for message in df['message']:\n",
    "    emojis.extend([c for c in message if c in emoji.EMOJI_DATA])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "43be2a2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = pd.DataFrame(Counter(emojis).most_common(170)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>😂</td>\n",
       "      <td>10794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>🙄</td>\n",
       "      <td>1919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>🙂</td>\n",
       "      <td>1391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>🔥</td>\n",
       "      <td>1165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>🥲</td>\n",
       "      <td>1161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>👊</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>🔵</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>🤐</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>💘</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>💜</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>170 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     0      1\n",
       "0    😂  10794\n",
       "1    🙄   1919\n",
       "2    🙂   1391\n",
       "3    🔥   1165\n",
       "4    🥲   1161\n",
       "..  ..    ...\n",
       "165  👊      4\n",
       "166  🔵      4\n",
       "167  🤐      4\n",
       "168  💘      4\n",
       "169  💜      4\n",
       "\n",
       "[170 rows x 2 columns]"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "3c557596",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most common emojis used by Sanu 2.🙂:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('😂', 2885),\n",
       " ('🙄', 1370),\n",
       " ('🙂', 1150),\n",
       " ('🥺', 627),\n",
       " ('🔥', 444),\n",
       " ('🥲', 402),\n",
       " ('😶', 301),\n",
       " ('🥳', 295),\n",
       " ('😑', 288),\n",
       " ('🤧', 236)]"
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Assuming df is your DataFrame with columns: 'user', 'message'\n",
    "emojis_by_user = {}\n",
    "\n",
    "for index, row in df.iterrows():\n",
    "    sender = row['sender']\n",
    "    message = row['message']\n",
    "\n",
    "    emojis = [c for c in message if c in emoji.EMOJI_DATA]\n",
    "\n",
    "    if sender not in emojis_by_user:\n",
    "        emojis_by_user[sender] = emojis\n",
    "    else:\n",
    "        emojis_by_user[sender].extend(emojis)\n",
    "\n",
    "\n",
    "user_to_analyze = 'Sanu 2.🙂'\n",
    "user_emojis = emojis_by_user.get(user_to_analyze, [])\n",
    "\n",
    "# Get the most common emojis used by the user\n",
    "most_common_emojis = Counter(user_emojis).most_common(10)  # Change 10 to any desired number\n",
    "\n",
    "# Display the result\n",
    "print(f\"Most common emojis used by {user_to_analyze}:\")\n",
    "most_common_emojis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "b29c0d67",
   "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>Domain</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>meet.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>collegecirculars.unipune.ac.in</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>youtu.be</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>youtu.be</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>drive.google.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Domain\n",
       "0                 meet.google.com\n",
       "1  collegecirculars.unipune.ac.in\n",
       "2                        youtu.be\n",
       "3                        youtu.be\n",
       "4                drive.google.com"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "a4e33ada",
   "metadata": {},
   "outputs": [],
   "source": [
    "extractor = URLExtract()\n",
    "\n",
    "links = []\n",
    "for message in df['message']:\n",
    "    links.extend(extractor.find_urls(message))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "cf9f5a44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tg/dHjhzJ4MGD6dChA3/99RdTpkx5pMPXXV1d2b17N9u2baNMmTLGqps7HBwc6N27NwMGDKBXr140btyYxMREpkyZQt68eXn//fcf+prnz59nz549qdY5ODjg4+ODj48PAMOGDeOtt97i0qVLLFiwwPjmyatXr5InTx66d+/OsGHD+OSTT6hbty5//PEHEydOpHnz5mlO0qSmV69eREdH8/bbb9OmTRv8/PxwcHBg//79zJ49m9dee8049P9urq6unD17lk2bNlG6dGlq1qxJ5cqV6dKlC126dMHT05N9+/YRGRlJjRo17hvnhx9+SJs2bWjTpg0tW7akUKFCJCYmsmrVKrZv3258e+iDvPTSS7Rr146pU6cyd+5cOnbsaNRt3bo11fPY3njjjRTJt7x589K/f3+GDBlCixYtePfdd/Hw8ODy5cv89NNPLF++nHHjxqX5/DR3d3cKFy7MwoULef7553F1dWXLli18+eWXAHZJrbs5OjrSq1cvwsPDcXR0pHbt2ly6dImpU6fy999/G9/K2rVrV9atW0e7du1o3749iYmJTJgwwe5cNBEReXooQSYiIiKSSX3wwQeUKVOGhQsXMnLkSC5cuMDzzz/Pa6+9RufOne2+pa979+4UKFCABQsWsGTJEvLly8cbb7xBz549jbOmihcvzujRo5k2bRodO3bE09OTiIgIIiIiHjq2li1bcuDAATp06MDIkSNTfEEAQEhICLlz52bGjBl07dqVPHny8Oqrr9K7d+8Hbu9LzaZNm9i0aVOqdbly5WL37t34+/sTHh7OnDlz+OGHHyhQoAD+/v5MmTKFrl27smvXLmrWrEnLli3JlSsXUVFRLF26lEKFChEaGmqXAHoUL730EsuXL2fGjBmsWrWKmTNnYrPZKFq0KO3ataNNmzb3TAKFhISwadMmunbtSo8ePejYsSNffPEFkyZNYsaMGZw7d45ChQrRtm3be35ZwR1+fn588803fPHFF8afnbx58+Lj48O8efMeagVfp06dWLFiBdOmTePNN980yr/77ju+++67FO1Lly6d6uq0Zs2aUbRoUebNm8dnn33GhQsXyJ07Nz4+Pnz55Zf4+/unOSaAqVOn8umnnxIWFka2bNnw8vJi2rRpjBgxgp07d9K6det79n3nnXfInTs3s2bNYtGiReTKlYsKFSowbtw4Y0tysWLFWLBgAaNGjaJXr164u7vTv39/Ro0a9VBxiohI+jDZHua0VBERERERERERkUxGZ5CJiIiIiIiIiEiWpgSZiIiIiIiIiIhkaUqQiYiIiIiIiIhIlqYEmYiIiIiIiIiIZGlKkImIiIiIiIiISJamBJmIiIiIiIiIiGRpSpCJiIiIiIiIiEiW5pTRAYhI1mKz2bBabRkdhshTw8HBpDkh8v9pPojY05wQsac5IY/CwcGEyWR6YDslyEQkXZlMJq5cuY7FYs3oUEQynKOjA66uOTUnRNB8ELmb5oSIPc2Jp4fV+mwtenBzy42j44MTZCabzfbs3JWIPPNsNluasvciIiIiIiLy9LFZrZxPvPrMJMluJ8gefMKYVpCJSLoymUxcWrcFS+KljA5FREREREREHoJjfldc69TIlNtdlSATkXRnSbzErbPnMzoMEREREREREUDfYinyTNq1axc7d+585P7R0dGYzWYSEhIeY1QiIiIiIiIizyYlyESeQS1atOD48eMZHYaIiIiIiIhIpqAEmYiIiIiIiIiIZGlKkIk8Zp9++il16tSxK7t8+TI+Pj6sX7+e3bt306ZNGypWrIi/vz8DBw7k4sWLRtuAgAAiIyPt+rdu3ZqwsDAAzGYzAAMGDCAsLIyEhATMZjPR0dF2fcxmM8uWLbtvrD///DOvv/46Pj4+vP/++5w4ccKos9lszJw5k8DAQMqXL8+bb77JypUrH/6BiIiIiIiIiDzllCATeczefvttTpw4YXdG2Jo1a8iTJw8FCxakdevWeHl5sWjRIiZPnsy+ffsIDQ3FarWmafwtW7YAMHDgQAYNGvSvYo2KimLw4MEsXbqU7Nmz07x5c65duwbAhAkT+Oqrr/j4449ZtWoVbdq04ZNPPmHhwoX/6poiIiIiIiIiTxslyEQeM7PZTNmyZe1WWy1fvpw333yT2bNnYzabCQ8Px8vLC39/f8aPH8+BAwfYvHlzmsYvWLAgAC4uLri4uPyrWD/++GNeffVVSpUqxZgxY7hy5QrfffcdV69eZe7cufTv35/atWtTpEgR3nrrLdq2bUtUVNS/uqaIiIiIiIjI00YJMpEn4K233uL777/nxo0bxMfHs3v3bpo0aUJMTAwVKlSwa2s2m3F1deXIkSPpHmelSpWM166urhQrVoyYmBiOHTtGcnIy/fv3x8/Pz/iZOXMmJ0+e5Pr16+keq4iIiIiIiMiT4pTRAYhkRg0bNmT06NH8/PPPxMTE4O3tTalSpbDZbJhMphTtrVYrzs7OxnubzWZXf/PmzQde85990tIewNHR0e69xWIhW7ZsxlgTJ06kRIkSKfply5YtTeOLiIiIiIiIPAu0gkzkCXB1daVu3br8+OOP/Pjjj4SEhABQqlQpu7PJAA4fPkxSUhKenp4AODs7c/nyZaPearWSkJBwz2vdSawlJSUZZcePH09TnAcOHDBenz9/nj/++IOSJUtSokQJnJyc+PPPPylatKjxs2nTJqKionBw0F8dIiIiIiIiknnot1yRJ+Stt95i3bp1xMfH06BBAwDatm3L4cOHGTZsGLGxsezYsYO+fftSpkwZqlatCkCFChVYs2YN//d//0dcXByffPKJXcIMIFeuXMTGxpKYmMhzzz2Hh4cHc+bM4dixY+zfv5/BgwfbrfKyWCycOXMmxdbI8PBwtm3bxm+//UavXr144YUXCA4OxsXFhWbNmjFx4kRWrFjBiRMnWL58OWPHjqVAgQJP+MmJiIiIiIiIpC9tsRR5QqpWrUr+/PmpUKECrq6uAMY5XpMmTaJx48bkyZOHOnXq0KdPH2MlWK9evbh48SIdOnQgZ86cvPPOOwQHB9ttoQwNDWXWrFn8/vvvTJs2jbFjx/Lpp5/SuHFjXnzxRXr06MGkSZOM9qdOnSIwMJCRI0caq9kAunTpwoABAzh//jz+/v7MmjXLSKwNGDAANzc3Jk+ezOnTp3n++efp1q0bHTt2TI/HJyIiIiIiIpJuTLa7DzsSkcfi6tWr1KhRgylTplCtWrWMDuepkrhkDbfOns/oMEREREREROQhOBVwI/87wSQmXuHWLWtGh5Mmbm65cXR88AZKrSATecwuXrzI9u3b+f7773nxxReNrZPyP475XTM6BBEREREREXlImfl3Oa0gE3nMzp07R1BQEG5ubkycOJEyZcpkdEhPlXt9k6eIiIiIiIg8/WxWK+cTr2K1PhvppLSuIFOCTETS3aVL17BYno3luCJPkqOjA66uOTUnRNB8ELmb5oSIPc2Jp4fVantmkmOgLZYi8hSzWKzPzH51kfSgOSHyP5oPIvY0J0TsaU7Ik6IEmYiku7Rk70WygjtzQXNCRPNB5G6aE5IZPGsrjSRrU4JMRNKVzWbD1TVnRoch8lTRnBD5H80HEXuaE/Ise9bOqpKsTQkyEUlXJpOJS+t/xpJ4IaNDERERERGRJ8Qxfz5cA2vj4GBSgkyeCUqQiUi6syRe4NbZcxkdhoiIiIiIiAgA2tAuz4ywsDBat2792Mb7888/Wb169WMbT0RERERERESeTVpBJs+MQYMGYbFYHtt4/fv3p3DhwtSvX/+xjSkiIiIiIiIizx4lyOSZ4eLiktEhiIiIiIiIiEgmpC2Wck9NmjRh+PDhxvt169ZhNpvttiWOGTOGxo0bp6ldixYt0jxmixYtUsTzzy2W0dHRmM1mNm3aRIMGDShXrhz169fn559/Ntr/8ccftGvXjooVK+Ln50e7du04cuQIAK1bt2bHjh0sX76cgIAAAP766y/69u1LtWrVKFu2LDVr1mTChAlYrVZjzC1bthASEoKPjw/169dn6dKlmM1mEhISAAgICGDEiBEEBwfj7+/P9u3buXTpEkOGDKFmzZqULVuW6tWrM2TIEK5fv27cS5kyZdi+fTvBwcF4e3vTtGlT4uLimDZtGtWqVeOVV14hIiICm+3eh1ueOHGCrl27UrFiRfz9/enVqxdnz5416lesWEGjRo3w8fEhICCA6dOnG/eWkJBgPM+QkBC8vb1p2LAhe/bsYcmSJdSuXZsKFSrQp08fkpOT7xmDiIiIiIiIyLNICTK5p4CAALZu3Wq837ZtGyaTie3btxtlmzZtIj4+Pk3tAgMD0zxmYGBgmmIcO3YsgwYNYtmyZXh4eNC3b1+uXLkCQO/evXnuuef49ttvWbJkCQ4ODnTr1g2AyMhI/Pz8qFevHkuXLgWgU6dOnD9/nqioKH744Qfat2/P9OnT2bBhAwC//fYbnTp1okqVKqxYsYKuXbsyZsyYFDF9/fXXfPzxx8yaNYsKFSrQv39/9u3bx+TJk1m7di0DBgxg2bJlLFq0yOhjsVgYNWoUI0aMYPHixZw7d45mzZoRGxvL/Pnz6d27NwsWLGDjxo2pPofLly/TokULrl69yty5c5k7dy4nT56ke/fuAMydO5fBgwfTtGlTVq5cSa9evYiKikoR/7Bhw+jbty8rVqwgR44cdOzYke+//57p06czatQo1q5dy5IlS9L02YiIiIiIiIg8K5Qgk3uqXbs2v//+O6dOnQLgl19+oW7dukRHRwO3Vx0dO3aMuXPnpqldnTp10jxmnTp10hRjz549qVq1KqVKlaJnz54kJSURExMDwPHjxylQoAAvvfQSXl5ejBgxguHDh2O1WsmXLx/Ozs7kyJEDNzc3rl+/zptvvklERASlS5fGw8OD1q1b89xzzxmrzubOnUu5cuXo168fJUqUIDg42EhA/VPNmjWpVq0a3t7eZMuWjerVqzNy5EjKly/PSy+9RIMGDShbtqwx7h0ffvghvr6+lC5dmtdff50rV64QERGBp6cnzZo1o0CBAhw9ejTV57BmzRouX77MhAkT8Pb2pnTp0nz66adUrFiR69evM3PmTFq1akXLli0pVqwYDRs2pEePHixYsIDLly8b47z//vtUq1YNT09PGjduzMWLFxkyZAhms5nXX3+dMmXKGM9XREREREREJLNQgkzuqVy5chQqVIitW7fy999/c/z4cTp37kx8fDynTp1i06ZNeHl5Ub58+TS1K1q0aJrHLFq0aJpiLFGihPE6T548ANy8eROAXr16MXv2bKpUqUK3bt3YsGEDpUuXxsEh5R/7HDly0KpVK3bt2sWIESPo1KkTNWvW5PTp08Y2xEOHDuHr62vXr1KlSinGujv2Fi1akJCQwOjRo+natSt169Zlz549dls3AYoXL268zpkzJwUKFCBnzpxGWfbs2e+5vfHIkSMUK1aMfPnyGWUlS5Y0VtSdPXuWihUr2vWpXLkyN2/e5Pfff79nDAAeHh52Mdy4cSPVGERERERERESeVUqQyX3VqlWLrVu38ssvv1CuXDnKli1L4cKFiY6OZuPGjcZKr7S2e9i2D5ItW7YUZXfO6WrZsiX//e9/GThwIDlz5uSzzz4jODjY7lyuO65du0azZs2YNm0aefLk4c0332ThwoU8//zzRhtHR8cUSa3U5MiRwy6Wzp07ExERgaOjI0FBQUyfPp0KFSqk6OfkZP+dGakl8u7FyckJk8mUat29zi27842g/7zu3TE8bBwiIiIiIiIizyL95iv3FRgYyLZt29i6dStVqlQBoEqVKmzcuJHo6GjjrLC0tnvYto/q7NmzDBs2jJs3bxISEsLYsWNZuXIlZ86cYceOHSnab968mYMHDzJ//nx69OhBcHAwefLk4dy5c0aC6eWXX2bv3r12/e5+f7dDhw6xadMmJk+eTN++fWnUqBFFihTh+PHj9z1w/2F5eXnxxx9/2G2XPHToEP7+/iQnJ+Pu7s6uXbvs+uzcuRNnZ2eKFCny2OIQEREREREReRYpQSb3VaVKFZKTk1m7dq2RzKpatSpr164lb968eHt7P1S7h2l75coVzpw580hx58uXj40bN/Lxxx/z22+/ceLECb766iucnZ0pV64cALlz5+bkyZP89ddfxkqxlStXcvLkSXbu3EmXLl24efOmsaUwNDSUAwcOMG7cOOLi4li3bh2TJk0CuOfqrQIFCuDk5MT333/PiRMn2L9/Pz179uTMmTP/aquixWLhzJkzxjdhNmzYkLx58/LRRx9x+PBhDhw4wCeffEKpUqUoXLgwoaGhLFiwgIULFxIfH8+qVauYMmUKTZs2xcXF5ZHjEBEREREREckMlCCT+8qePTvVqlUDMLYFVq1aFZvNRkBAgJEYSmu7h2k7e/ZsatSo8UhxOzk5MXPmTBwcHGjbti3169dn+/btfPHFF8aKqWbNmhETE0OjRo0oW7YsAwYMYN68edSrV48BAwZQuXJlGjRoYKwSK1WqFFOmTGHjxo00bNiQSZMm0bJlSwCcnZ1TjaNQoUKMGjWKDRs2EBwczIcffkihQoVo27Yt+/fvf+RVZKdOnaJGjRqsWbMGuH1eWFRUFBaLhebNm9OuXTs8PT2ZPHkyAO3bt+ejjz7iyy+/pH79+kyaNIkOHTowcODAR7q+iIiIiIiISGZisj3OfV4imdi+fftwcnKiTJkyRtmqVasYOHAgu3fvTvX8Lkld4tLl3Dp7LqPDEBERERGRJ8SpgDv5325CYuIVbt168FnODxzPyYH8+XM/tvEk63Bzy42j44PXh+k3epE0Onz4MGPGjGH06NGULl2a+Ph4IiMjqV+/vpJjD8kxf76MDkFERERERJ4g/Te/PGu0gkwkjWw2G59//jnLly/n77//xt3dnfr169OjRw+7b66U+7PZbPc8s01ERERERDIPm9XK+cSrWK3/Pu2gFWTyqNK6gkwJMhFJd5cuXcNi0T9qIo6ODri65tScEEHzQeRumhOSGVittseSHAMlyOTRaYuliDy1LBar/lET+QfNCZH/0XwQsac5ISKSPpQgE5F0l5bsvUhWcGcuaE6IaD6I3E1z4unyOFdCicjTSQkyEUlXNpsNV9ecGR2GyFNFc0LkfzQfROxpTjwdHudZWiLydFKCTETSlclk4uL6tVgSz2d0KCIiIiIiD+SY3428gUE4OJiUIBPJxJQgE5F0Z0k8z62zZzI6DBEREREREREAtKFd5F/atWsXO3fuTHP7yMhIAgICnmBEIiIiIiIiIvIwlCAT+ZdatGjB8ePHMzoMEREREREREXlESpCJiIiIiIiIiEiWpgSZZGqffvopderUsSu7fPkyPj4+rF+/nt27d9OmTRsqVqyIv78/AwcO5OLFi0bbgIAAIiMj7fq3bt2asLAwAMxmMwADBgwgLCyMhIQEzGYz0dHRdn3MZjPLli2zK5s6dSpVqlShYsWKhIeHc/XqVbsYBw8ebNS3adOG/fv33/deT5w4QdeuXY176dWrF2fPnjXqV6xYQaNGjfDx8SEgIIDp06djtVoBjLg3bdpESEgI3t7eNGzYkD179rBkyRJq165NhQoV6NOnD8nJyfeNQ0RERERERORZowSZZGpvv/02J06csDsjbM2aNeTJk4eCBQvSunVrvLy8WLRoEZMnT2bfvn2EhoYaiaMH2bJlCwADBw5k0KBBaY7r5MmTbNu2jdmzZzNt2jSio6Pp06cPADabjQ4dOvDHH38wY8YMFi9ejK+vL82bN+fQoUOpjnf58mVatGjB1atXmTt3LnPnzuXkyZN0794dgLlz5zJ48GCaNm3KypUr6dWrF1FRUYwZM8ZunGHDhtG3b19WrFhBjhw56NixI99//z3Tp09n1KhRrF27liVLlqT5PkVERERERESeBfoWS8nUzGYzZcuWZeXKlVSqVAmA5cuX8+abbzJ79mzMZjPh4eEAeHl5MX78eBo1asTmzZupWbPmA8cvWLAgAC4uLri4uNitPrufbNmyMWHCBAoUKABAeHg4oaGhxMfH8+eff7J79262bduGm5sbAL179+bXX39l3rx5jBo1KsV4a9as4fLly0yYMIF8+fIBt1fP/ec//+H69evMnDmTVq1a0bJlSwCKFSvGhQsXGD16NF27djXGef/996lWrRoAjRs3ZtiwYQwZMoSiRYtiNpspU6YMMTExabpHERERERERkWeFVpBJpvfWW2/x/fffc+PGDeLj49m9ezdNmjQhJiaGChUq2LU1m824urpy5MiRJxpTsWLFjOQYQPny5QE4evQoBw8eBCAwMBA/Pz/jZ/fu3cTGxqY63pEjRyhWrJiRHAMoWbIkffv25cqVK5w9e5aKFSva9alcuTI3b97k999/N8qKFy9uvM6ZMycAHh4eRln27Nm5cePGI961iIiIiIiIyNNJK8gk02vYsCGjR4/m559/JiYmBm9vb0qVKoXNZsNkMqVob7VacXZ2Nt7bbDa7+ps3bz7wmv/sk1p7R0dHu/cWiwUAZ2dnrFYrefLkSXFmGdxeeZYaJyenVO/l7lhSu6aT0//+Gvjn6zscHJRHFxERERERkcxNv/lKpufq6krdunX58ccf+fHHHwkJCQGgVKlSdmeTARw+fJikpCQ8PT2B2wmry5cvG/VWq5WEhIR7XutOYi0pKckoO378eIp2f/zxh12bXbt2YTKZ8PLyolSpUiQlJXHjxg2KFi1q/MycOZP169enel0vLy/++OMPu1gPHTqEv78/ycnJuLu7s2vXLrs+O3fuxNnZmSJFitzzfkRERERERESyAiXIJEt46623WLduHfHx8TRo0ACAtm3bcvjwYYYNG0ZsbCw7duygb9++lClThqpVqwJQoUIF1qxZw//93/8RFxfHJ598YpeEAsiVKxexsbEkJiby3HPP4eHhwZw5czh27Bj79+9n8ODBKVZ+JScn07NnTw4dOsTWrVuJiIigcePGFC5cmFdffZXSpUvTs2dPtm3bRnx8PKNHj+bbb781EncWi4UzZ85w/fp14PYqubx58/LRRx9x+PBhDhw4wCeffEKpUqUoXLgwoaGhLFiwgIULFxIfH8+qVauYMmUKTZs2xcXF5Uk/fhEREREREZGnmhJkkiVUrVqV/PnzU6dOHVxdXQHw8/Nj5syZHDhwgMaNG/Phhx/i5+fHnDlzjJVgvXr1onz58nTo0IEWLVqQL18+goOD7ca+k3waOHAgJpOJsWPHkpycTOPGjenTpw8tWrTg+eeft+tTrlw5SpcuTZs2bejZsyevvfYaQ4YMAW5vv5w9ezY+Pj706tWLRo0aER0dTWRkpJG4O3XqFDVq1GDNmjXA7fPCoqKisFgsNG/enHbt2uHp6cnkyZMBaN++PR999BFffvkl9evXZ9KkSXTo0IGBAwc+uYcuIiIiIiIi8oww2e51QJFIJnL16lVq1KjBlClTjG9plIxzfunX3Dp7JqPDEBERERF5IKcCBXF7uzmJiVe4dcua0eFkWU5ODuTPn1ufgzw0N7fcODo+eH2YDumXTO3ixYts376d77//nhdffNFYgSUZyzG/W0aHICIiIiKSJvpvV5GsQQkyydRu3brFoEGDcHNzY+LEiff8pkdJPzabjbyBQRkdhoiIiIhImtmsVqxWbb4Sycy0xVJE0t2lS9ewWLQsWsTR0QFX15yaEyJoPojcTXPi6WK12pQgy2DaYimPSlssReSpZbFY9Y+ayD9oToj8j+aDiD3NCRGR9KEEmYiku7Rk70WygjtzQXNC5NmYD1pBIiIiknkpQSYi6cpms+HqmjOjwxB5qmhOiPzP0zwfbFYr5xOvKkkmIiKSCSlBJiLpymQycXHdCm4lnsvoUERERNLMKb87ees0xsHBpASZiIhIJqQEmTwVzGYzI0eOJCQkJEXdsmXLGDBgAEeOHMmAyNJPWFgYJ0+eZP78+RkdyhN3K/Ect87+ldFhiIiIiIiIiADw9B7yIPL/BQcHs2XLlowOQ0REREREREQyKa0gk6dejhw5yJEjR0aHISIiIiIiIiKZlFaQSbr766+/+OCDD/Dz86NWrVqsXr3aqIuMjKRZs2b07t2bChUqMHToUJYtW4bZbAZub0N85513UoxXunRptm3bBsCvv/5Ky5Yt8fHxoVatWgwdOpSkpKT7xvTll18SEBCAj48Pbdu2ZcqUKQQEBBj1p06dom/fvlSvXh1fX1/atWuXYsvnihUraNSoET4+PgQEBDB9+nSs1v99Jffx48fp0KEDfn5+1KhRg9mzZ1O3bl2WLVuWakx///03vXr1olKlSvj7+9O5c2f++OOP+97HgQMHeP/99/Hz86NatWqEh4dz9epVACwWC3PnziUoKAhvb2+CgoJYvHix0Tc6OpoyZcqwfft2goOD8fb2pmnTpsTFxTFt2jSqVavGK6+8QkREBDabzl4RERERERGRzEMJMklXt27don379iQmJrJgwQImTJjAzJkz7drs3r0bd3d3/vOf//Dee+/Z1TVp0oR9+/YRHx9vlK1cuZJChQrh7+/P4cOHadu2LdWrV2flypWMGzeOgwcPEhoaes+kzsKFC/nss8/o0qUL//nPf/D39+fzzz836pOSkmjevDl///0306ZN45tvviFXrly0atWKP//8E4C5c+cyePBgmjZtysqVK+nVqxdRUVGMGTMGgGvXrtG2bVusVitff/01EydOZPny5Zw4cSLVmK5evUrr1q2xWCwsWLCA+fPnkz9/ft59913+/vvvVPskJCTQunVr3NzcWLRoEVOmTCE6Oprw8HAARo0axdSpU+nWrRurVq2iTZs2DBs2zO7MM4vFwqhRoxgxYgSLFy/m3LlzNGvWjNjYWObPn0/v3r1ZsGABGzduTDUGERERERERkWeREmSSrrZt28bRo0cZM2YMZcuWxc/Pj5EjR6Zo16NHDzw8PChWrJhd+SuvvIKHhwerVq0yylatWsWbb76Jg4MDUVFRVK1alS5dulCsWDEqVarE+PHj2bt3Lzt27Eg1pqioKNq0acPbb79N8eLF+eCDD6hTp45Rv3LlShITE5k0aRI+Pj68/PLLjBs3jhw5crBw4UJsNhszZ86kVatWtGzZkmLFitGwYUN69OjBggULuHz5MmvWrOH8+fOMHz+el19+mUqVKjFu3Lh7Ju1Wr15NYmKi0b5UqVJ8+umn5MmTx27V1z8tXryYvHnzMmrUKEqVKkWFChUYPnw4xYsXJykpia+//poePXrQsGFDihUrRsuWLWnVqhXTp0+3i+PDDz/E19eX0qVL8/rrr3PlyhUiIiLw9PSkWbNmFChQgKNHj97zMxYRERERERF51ugMMklXMTEx5M2blyJFihhlpUuXJmfOnMZ7d3d3XFxcUu1vMplo3Lgxq1atolu3bvz222/ExMQwefJkAA4dOkR8fDx+fn4p+sbGxuLv729XlpiYyMmTJ/H19bUrr1ixIgcPHjRiLlasGG5ubkZ99uzZ8fHx4ciRI5w/f56zZ89SsWJFuzEqV67MzZs3+f333zl06BDFixcnX758Rr3ZbL7nfR46dIikpCReeeUVu/Lk5GRiY2NT7XPkyBHKli2Ls7OzXQyVK1dm37593Lx5M0WMlSpVYs6cOZw7d84oK168uPE6Z86cFChQwO7zyZ49O8nJyanGICIiIiIiIvIsUoJM0l1qq6acnP73R/FBB/I3adKEKVOmsG/fPr7//nv8/PyMpI7VaqVhw4Z07tw5Rb9/Jrjuvu79ztSy2WyYTKYU5RaLBScnp3v2tVgsxjUcHR3tziN7EKvVSvHixZk2bVqKuly5cqXax8nJKdU44X/3d3f9nZj++fz/+RrAwUELTUVERERERCRz02++kq7KlCnDpUuX7LboxcXFcfny5TSPUbhwYV555RV++OEH1qxZQ5MmTYy6kiVLcvToUYoWLWr8WCwWRo4cyalTp1KM5eLiQuHChdmzZ49d+b59+4zXpUqVIi4uzm6VVXJyMgcOHMDLywt3d3fc3d3ZtWuX3Rg7d+7E2dmZIkWK8PLLLxMfH8+FCxeM+t9///2e912qVCn+/PNPXFxcjPsoXLgw48eP5//+7/9S7ePl5cWhQ4eMxBzATz/9xGuvvUaJEiVwcnJi586dKWIsWLAgefPmTXVMERERERERkaxACTJJV/7+/pQvX55+/fqxZ88e9u/fT1hY2EOvUgoJCeGbb74hMTGR4OBgozw0NJTffvuN8PBwjh07xt69e+nbty9xcXHGeWZXrlzhzJkzRp8OHTqwYMECli9fTnx8PHPnzuX777836hs2bIirqys9e/Zk3759HD58mI8++oirV6/StGlTTCYToaGhLFiwgIULFxIfH8+qVauYMmUKTZs2xcXFhQYNGpA/f34++ugjDh8+zJ49e/joo4+AlKu6ABo1akTevHnp1q0be/bsITY2lgEDBrBp0yZKliwJwI0bNzhz5gw3btwAoEWLFiQmJjJkyBBiY2PZuXMn48aNo3r16ri4uPDuu+8yefJkVq1aRXx8PAsXLuSrr74iNDT0nivPRERERERERLICJcgkXTk4ODBjxgxKlChBaGgonTp1Ijg4ONXtj/cTFBQEQJ06dezO8fL19WXWrFnExMQQEhJCx44d8fDwYM6cOWTLlg2A2bNnU6NGDaNP8+bN6dy5MxMmTKBBgwZs3ryZJk2aGGd5ubq6smDBAlxcXGjbti0tWrTg2rVrfP3113h4eADQvn17PvroI7788kvq16/PpEmT6NChAwMHDgQgW7ZszJo1ixs3bvDuu+/SvXt3QkJCAOzODLvDxcWFBQsW4O7uTvv27Xn77bc5efIkUVFRRoJs9+7d1KhRg927dwNQqFAhZs+eTVxcHE2aNKFnz57UrFmTIUOGADBo0CBatWrF+PHjqV+/Pl999RXh4eGEhoY+1LMXERERERERyWxMtvsdviSSBfz3v/+lZMmSvPDCC0bZ4MGDOX78OF9++eVjuUZCQgJ//PGHXWLu77//5rXXXmPhwoVUqlTpsVznWXFuSRS3zv6V0WGIiIikmVOB53F/px2JiVe4dSvt54qKPConJwfy58+tP3Mi/5/mhDwqN7fcODo+eH2YVpBJlvef//yHDz74gD179nDy5ElWrFjBypUrefPNNx/bNZKTk+nYsSNRUVGcOHGCQ4cOMXjwYIoVK0b58uUf23VERERERERE5OFpBZlkeRcuXGDUqFFs3ryZS5cuUaRIEdq0aUPTpk0f63V++OEHpk+fTlxcHDly5KBq1ar069ePF1988bFe51lwcd0KbiWee3BDERGRp4RTfnfy1mmslQuSbrRaRsSe5oQ8qrSuIFOCTETSlc1m05cCiIjIM8lmtXI+8SpWq/7zWZ48JQNE7GlOyKNKa4LMKR1iERExmEwmLl26hsWif9REHB0dcHXNqTkhwrMxH6xWm5JjIiIimZQSZCKS7iwWq/6vj8g/aE6I/I/mg4iIiGQEJchEJN2lZXmrSFZwZy48rXNCq2VEREREJKtQgkxE0pXNZsPVNWdGhyHyVHla54TOWxIRERGRrEIJMhFJVyaTicSfFnLr/OmMDkVE7sPJ7Tny122Jg4NJCTIRERERyfSUIJNMb9euXdhsNipVqpTRodxXQEAATZo0oXv37hkdyhN36/xpbp49mdFhiIiIiIiIiADwdB56IvIYtWjRguPHj2d0GCIiIiIiIiLylFKCTEREREREREREsjQlyCTdmM1mvvvuO9q0aYOPjw9169Zlw4YNbNiwgaCgIHx9fWnfvj3nz583+sTGxtKhQwf8/PyoUaMGffr04cyZM0a9zWZj5syZBAYGUr58ed58801Wrlxpd02AAQMGEBYWlmpc165dY8iQIfj7+1OhQgUGDRpEnz597Nrv3r2bNm3aULFiRfz9/Rk4cCAXL1406q9fv87EiRMJDAzE29ubxo0bs27dOrvrbNmyhZCQEHx8fKhfvz5Lly7FbDaTkJCQaly//vorLVu2xMfHh1q1ajF06FCSkpLu+4y/++473nzzTXx8fAgMDGTOnDlG3YULFxg6dCg1a9bEx8eH5s2bs3PnTqM+MjKStm3bMm/ePGrUqIGvry+9e/fmzJkz9OvXDz8/P2rWrMny5cvvG4OIiIiIiIjIs0YJMklXw4cPp2XLlnz33Xd4eXnRp08fpk2bxtixY5k+fTr79u1j5syZAPz999+0aNECDw8Pli5dyvTp00lKSqJZs2ZcvXoVgAkTJvDVV1/x8ccfs2rVKtq0acMnn3zCwoULgdtJKYCBAwcyaNCgVGPq378/W7duZcKECXzzzTckJSWxevVqo37fvn20bt0aLy8vFi1axOTJk9m3bx+hoaFYrVYAevfuzYoVKxg0aBArV66kTp06dOvWjfXr1wPw22+/0alTJ6pUqcKKFSvo2rUrY8aMuedzOnz4MG3btqV69eqsXLmScePGcfDgQUJDQ7HZUj8s+4cffuCjjz6ifv36rFy5kj59+jBx4kSWLFmCxWIhNDSUnTt3Mnr0aJYvX87LL79M27Zt2b9/vzHGzp072blzJ19++SUTJ05k7dq1NGjQgNKlS/Ptt9/y2muvER4eTmJiYpo+bxEREREREZFngQ7pl3TVpEkTgoKCAGjWrBkbNmygV69e+Pj4AFC9enViYmIA+Prrr3nuuecIDw83+k+cOJEqVarwww8/8MYbbzB37lzGjBlD7dq1AShSpAgnT54kKiqKli1bUrBgQQBcXFxwcXFJEc+JEydYu3Yts2bNolq1agCMGTOGX3/91Wgze/ZszGazEYeXlxfjx4+nUaNGbN68mZdeeon169czffp0I45u3bpx5MgRpk+fTmBgIHPnzqVcuXL069cPgBIlSnDu3DmGDx+e6nOKioqiatWqdOnSBYBixYoxfvx46tSpw44dO/D390/RZ+7cudSrV4+OHTsafa5cuULOnDnZsmULBw8eZNWqVZQqVQqA8PBw9u7dS1RUFBMnTgTAarUyfPhwXF1d8fT0pHTp0jg7O/P+++8D0LZtWxYvXkx8fDz58+e/18csIiIiIiIi8kxRgkzSVfHixY3XOXLkAMDDw8Moy549Ozdu3ADg0KFDxMbG4ufnZzdGcnIysbGxHDt2jOTkZPr378+AAQOM+lu3bnHjxg2uX79uXONeDh06BGB3jezZs+Pt7W28j4mJoXr16nb9zGYzrq6uHDlyhCtXrgBQsWJFuzaVKlVi/PjxxnXuJOD+WX+/uOLj41PcO9zedppaguzIkSPUq1fPruydd94BYObMmbi4uBjJMQCTyUSlSpXYvHmzUebu7o6rq6vxPmfOnLzwwgvG++zZswO3PwMRERERERGRzEIJMklXTk4p/8iZTKZU21qtVqpUqcKQIUNS1Lm4uHDixAng9qqyEiVKpGiTLVu2B8bj6OhoXOtebDZbqjFarVacnZ3v2c9qtRr36+joeN9rpNa3YcOGdO7cOUWdm5tbqn2cnJzu+Szvdw///ExSux8HB+3EFhERERERkcxNv/nKU6tkyZLExsbywgsvULRoUYoWLUrevHkZMWIEMTExlChRAicnJ/7880+jvmjRomzatImoqKg0JXbMZjMmk4k9e/YYZTdv3jRWlgGUKlXK7jB7uH1GWFJSEp6ensaqrF27dtm12blzJ15eXgC8/PLL7N27167+7vd33/vRo0ft7stisTBy5EhOnTqVah9PT0+788QARowYQZcuXTCbzVy6dMnYvnrHrl27jBhFREREREREsiolyOSp1aJFCy5fvkzv3r357bffOHz4MH369GHfvn2ULFkSFxcXmjVrxsSJE1mxYgUnTpxg+fLljB07lgIFChjj5MqVi9jYWONg+QsXLnDhwgXg9vbOevXqERERwbZt24iNjWXw4MGcOnXKWHHVtm1bDh8+zLBhw4iNjWXHjh307duXMmXKULVqVby8vKhZsyZDhw7l559/Ji4ujilTprB+/XpCQ0MBCA0N5cCBA4wbN464uDjWrVvHpEmTgNRX0IWGhvLbb78RHh7OsWPH2Lt3L3379iUuLo5ixYoBcOXKFbtv9OzYsSNr1qxh3rx5HD9+nNWrV/PNN99Qt25dqlevjtlspk+fPkRHRxMbG8vQoUOJiYnhvffee+yfnYiIiIiIiMizRAkyeWp5eHiwYMECrl27RosWLWjVqhUmk4kvv/wSd3d3AAYMGEDbtm2ZPHky9erV4/PPP6dbt250797dGCc0NJQFCxYwcOBAALp3725XHxERQcWKFenevTvvvvsu2bNnx9fX19hu6Ofnx8yZMzlw4ACNGzfmww8/xM/Pjzlz5hhtJkyYQGBgIB9//DGNGjViw4YNREZG8sYbbwC3V6FNmTKFjRs30rBhQyZNmkTLli2B1Lc1+vr6MmvWLGJiYggJCaFjx454eHgwZ84cY+vo7NmzqVGjhtEnICCAiIgIvv76a4KDg5k8eTIDBw6kSZMmODk5MWfOHEqXLk337t156623iImJYe7cufj6+j6uj0xERERERETkmWSy2Wy2jA5CJKMkJyezefNmqlSpQp48eYzyoKAgGjVqRNeuXR/Ldfbt24eTkxNlypQxylatWsXAgQPZvXt3qmezZWZnFk3g5tmTGR2GiNyHc4HCFGzai8TEK9y6lfYzFEUelZOTA/nz59afOZH/T3NCxJ7mhDwqN7fcODo+eH2YVpBJlpYtWzaGDRvGkCFDiI2N5Y8//mDcuHH8+eefxuqvx+Hw4cO0adOG9evX8+eff7Jt2zYiIyOpX79+lkuOiYiIiIiIiDxt9Ju5ZGkmk4kZM2YwduxYmjZtisVioUyZMsyePRtPT8/Hdp133nmH06dPM2LECP7++2/c3d2pX78+PXr0eGzXeJY4uT2X0SGIyANonoqIiIhIVqItliKSrmw2W6pfTCAiTx+b1cr5xKtYrfpPBXnytHVGxJ7mhIg9zQl5VGndYqkVZCKSrkwmE5cuXcNi0T9qIo6ODri65nxq54TValNyTERERESyBCXIRCTdWSxW/V8fkX/QnBARERERyVhKkIlIukvL8laRrODOXHha54RWkImIiIhIVqEEmYikK5vNhqtrzowOQ+Sp8rTOCavVQmLiNSXJRERERCTTU4JMRNKVyWTi3NrPuZl4MqNDEZH7cM5fGPegrjg4mJQgExEREZFMTwkyyRLCwsI4efIk8+fPJyEhgcDAQObNm4e/v/8D+0ZHR9OmTRvWr1/PSy+99FjiuTuGf8aXFdxMPMnNM39kdBgiIiIiIiIigBJkkgW98MILbNmyhbx582Z0KIZBgwZhsVgyOgwRERERERGRLEkJMslyHB0dKViwYEaHYcfFxSWjQxARERERERHJsp7Or82SZ16TJk0YPny48X7dunWYzWZWr15tlI0ZM4bGjRunqV2LFi3SPGaLFi3uG1tCQgJms5no6GgAWrduzejRoxk4cCCVKlWiQoUK9O/fnytXrqTa/9dff8XPz49x48YZZd9++y316tXDx8eHevXq8eWXX2K1Wo36mJgY2rRpg6+vL0FBQWzfvt1uzLCwMFq3bg3c3tJpNpvZtGkTDRo0oFy5ctSvX5+ff/75vve1detWmjVrRvny5XnttdcYP368sSrt+vXrTJw4kcDAQLy9vWncuDHr1q0z+i5btoy6deuyZs0aAgIC8PHxoV27dvz99998+umnVK5cmWrVqjFjxoz7xiAiIiIiIiLyLFKCTJ6IgIAAtm7darzftm0bJpPJLjG0adMm4uPj09QuMDAwzWMGBgY+dLzz58+nQIECLFmyhOHDh7NmzRrmzp2bot3evXvp0KED7733Hn379gVg0aJFjB49mq5du7J69Wp69uzJzJkzjQTa5cuXadu2LXny5GHJkiWEh4czderUB8Y0duxYBg0axLJly/Dw8KBv3773TNrt3buX9u3b4+vry7JlyxgxYgRLlixh8uTJAPTu3ZsVK1YwaNAgVq5cSZ06dejWrRvr1683xjh16hRff/01U6dOZc6cOezfv59GjRrh5OTE4sWLadasGZ999hkxMTEP+3hFREREREREnmpKkMkTUbt2bX7//XdOnToFwC+//ELdunWNVVsJCQkcO3aMuXPnpqldnTp10jxmnTp1HjpeT09PevfuTfHixQkODua1117j119/tWtz8OBB2rVrx/vvv0/Pnj2N8qlTp9KpUycaNGiAh4cHQUFB9OrViwULFpCcnMzq1au5du0ao0ePpmTJklSvXp2BAwc+MKaePXtStWpVSpUqRc+ePUlKSrpncmrevHn4+PgQFhaGp6cnNWrUICIigueee47Y2FjWr1/PkCFDCAgIoHjx4nTr1o26desyffp0Y4ybN28yePBgXn75ZSpWrEjVqlXJkSMH/fr1o3jx4nTq1AmAo0ePPvTzFREREREREXmaKUEmT0S5cuUoVKgQW7du5e+//+b48eN07tyZ+Ph4Tp06xaZNm/Dy8qJ8+fJpale0aNE0j1m0aNGHjtfT09PuvYuLCzdu3LAr69u3L0lJSXbfZHn+/Hn++usvJk2ahJ+fn/EzbNgwkpOTSUhIICYmhmLFitmdM+bn5/fAmEqUKGG8zpMnD3A7iZWaI0eOUL58ebuyunXr0rJlS44cOQJAxYoV7eorVapk1N1RvHhx43XOnDl56aWXMJlMAGTPnh2A5OTkB8YuIiIiIiIi8izRIf3yxNSqVYutW7fi6OhIuXLlKFu2LIULFyY6OpqNGzcaK73S2u5h2z6MbNmyPbBN165duXjxIiNGjKBatWo899xzxjljAwYMoFq1ain6vPDCCwDYbDa7cienB0+91GK6e5x/jncnkZVWVqs1RRzOzs527x0clEMXERERERGRzE+//coTExgYyLZt29i6dStVqlQBoEqVKmzcuJHo6GjjrLC0tnvYto9bgwYN+PDDD3F1dSU8PBwAd3d33N3dOX78OEWLFjV+Dh48yMSJEwEoXbo0cXFxnD9/3hhr//79jzU2T0/PFGPOnTuXJk2aUKpUKQB27dplV79z5068vLweaxwiIiIiIiIizyIlyOSJqVKlCsnJyaxdu9ZIZlWtWpW1a9eSN29evL29H6rdw7S9cuUKZ86ceez3lCNHDiIiIvj555/5z3/+g8lkon379syfP5/58+dz/Phx1q1bx9ChQ8mWLRvZsmWjfv36uLu706dPHw4fPsyOHTsYMWLEv4rj+vXrnDlzxviWyvbt27Nnzx4mTpxIXFwcmzZtYsaMGQQGBuLl5UXNmjUZOnQoP//8M3FxcUyZMoX169cTGhr6OB6LiIiIiIiIyDNNCTJ5YrJnz25sO6xQoQJwO5lls9kICAiwO9sqLe0epu3s2bOpUaPGE7mvqlWrEhISwogRIzhz5gyhoaEMGDCAhQsXEhwcTEREBCEhIURERACQK1cu5s2bh7OzM82bN6dfv3506NDhX8WwZs0aatSoYXxhQenSpZk6dSr//e9/adiwIZ988gmtW7emS5cuAEyYMIHAwEA+/vhjGjVqxIYNG4iMjOSNN974dw9DREREREREJBMw2e51qJGIyBPy1zcDuXnmj4wOQ0Tuw7lgMZ5vNoLExCvcumXN6HAkC3ByciB//tz6Myfy/2lOiNjTnJBH5eaWG0fHB68P0yH9IpLunPMXzugQROQBNE9FREREJCtRgkxE0pXNZsM9qGtGhyEiaWC1WrBatdBcRERERDI/JchEJF2ZTCYuXbqGxaJl0SKOjg64uuZ8aueE1WpTgkxEREREsgQlyEQk3VksVp0bIPIPmhMiIiIiIhlLCTIRSXdpOSBR5GmlVVUiIiIiIpmPEmQikq5sNhuurjkzOgyRR2a1WkhMvKYkmYiIiIhIJqIEmYikK5PJxKkfP+NG4omMDkXkoWXL78ELr/fGwcGkBJmIiIiISCaiBJmIpLsbiSdIPvN7RochIiIiIiIiAoAOAhL5lxITE1myZEma2yckJGA2m4mOjn6CUYmIiIiIiIhIWilBJvIvjRkzhpUrV2Z0GCIiIiIiIiLyiJQgE/mXbDadQyQiIiIiIiLyLFOCTB6rJk2aMHz4cOP9unXrMJvNrF692igbM2YMjRs3TlO7Fi1apHnMFi1a2MVy+PBhzGYz//d//2dX3qtXL7p16wbAhQsXGDp0KDVr1sTHx4fmzZuzc+dOo21kZCQBAQF2/ZctW4bZbAYgLCyM5cuXs2PHDqOsdevWhIWF2fUJCwujdevWdmV79uyhUaNGeHt7884773Dw4EG7+m+//ZZ69erh4+NDvXr1+PLLL7FardzLrVu3jHjLly9PSEgI//3vf4362NhYOnfujL+/PxUrVqRHjx78+eefRn3r1q2ZOHEigwcPxs/PjypVqjB16lR+//13WrZsiY+PD40aNWLfvn33jEFERERERETkWaQEmTxWAQEBbN261Xi/bds2TCYT27dvN8o2bdpEfHx8mtoFBgameczAwEC7WF5++WXKlCnDihUrjLLLly+zfv16QkJCsFgshIaGsnPnTkaPHs3y5ct5+eWXadu2Lfv370/T/Q4aNIh69erh5+fHli1b0tTnjlmzZtG5c2dWrFiB2WymRYsW/P333wAsWrSI0aNH07VrV1avXk3Pnj2ZOXMm48aNu+d4I0aMYOHChfTt25dVq1ZRs2ZNunTpwrFjxzh58iRNmzYlW7ZsfPnll8yZM4dz587RqlUrkpKS7GJ64YUXWLlyJa1bt2bSpEl06tSJ0NBQlixZQvbs2fnkk08e6j5FREREREREnnZKkMljVbt2bX7//XdOnToFwC+//ELdunWNA+kTEhI4duwYc+fOTVO7OnXqpHnMOnXqpIjnrbfeYu3atSQnJwPw/fff4+LiwmuvvcaWLVs4ePAg48ePp0qVKnh6ehIeHk6pUqWIiopK0/26uLiQI0cOnJ2dKViw4EM9q27duhEcHIynpyeffPIJ7u7ufPXVVwBMnTqVTp060aBBAzw8PAgKCqJXr14sWLDAuJd/SkpKYvHixfTs2ZPg4GCKFCnChx9+SLt27bhy5QpfffUVuXLlYty4cbz88sv4+PgwefJkzp07Z3d+WqlSpejSpQseHh6EhoYCEBwcTGBgIGazmZCQEI4ePfpQ9ykiIiIiIiLytFOCTB6rcuXKUahQIbZu3crff//N8ePH6dy5M/Hx8Zw6dYpNmzbh5eVF+fLl09SuaNGiaR6zaNGiKeJp2LAhycnJrF+/HoDly5fTqFEjnJyciImJwcXFhVKlShntTSYTlSpV4siRI0/8WVWqVMl47eTkRJkyZTh69Cjnz5/nr7/+YtKkSfj5+Rk/w4YNIzk5mYSEhBRjxcXFcfPmTXx9fe3Ke/XqRfny5YmJiaFcuXJky5bNqHN3d6d48eJ291q8eHHjdc6cOQHw8PAwyrJnz86NGzf+9b2LiIiIiIiIPE2cMjoAyXxq1arF1q1bcXR0pFy5cpQtW5bChQsTHR3Nxo0bjZVeaW33sG3/KW/evNSpU4eVK1fi7e3N7t27GTZsGHD7cH2TyZSij9Vqxcnpf1Pj7kP4b9269cBncHefmzdvpmjj6Oho995isZA9e3bjnLEBAwZQrVq1FP1eeOGFFGXOzs4PjCe1e7VYLHZ9UxvHwUF5dBEREREREcnc9JuvPHaBgYFs27aNrVu3UqVKFQCqVKnCxo0biY6ONs4KS2u7h217t7feeoutW7fyn//8B29vb0qWLAmA2Wzm0qVLxMTE2LXftWsXXl5ewO2EUVJSkl3CKz4+3q793YknZ2dnLl++bFd2/PjxFHEdOHDAeH3jxg0OHDhAyZIlcXd3x93dnePHj1O0aFHj5+DBg0ycODHVeyxatCjOzs4pzk57++23mTVrFqVKlWLfvn12q7/Onj1LfHw8np6eqY4pIiIiIiIiklUoQSaPXZUqVUhOTmbt2rVGMqtq1aqsXbuWvHnz4u3t/VDtHqbtlStXOHPmjF081apVo0CBAsycOZOQkBCjvHr16pjNZvr06UN0dDSxsbEMHTqUmJgY3nvvPQAqVKjApUuX+OKLL0hISGDVqlUsW7bMbvxcuXJx+vRpTpw4YfT55Zdf2LBhAydOnGDy5MkpknAA48ePZ926dRw7doywsDBu3LhBy5YtMZlMtG/fnvnz5zN//nyOHz/OunXrGDp0KNmyZTO2SV64cIELFy4At7dDtmrVikmTJrF+/XqOHz/OhAkTOHbsGLVr16Z58+YkJSXRt29fDh8+zL59+/jwww/Jnz8/9evXf4RPWURERERERCTzUIJMHrvs2bMbWwMrVKgA3E5m2Ww2AgICjBVXaW33MG1nz55NjRo17OJxcHCgUaNG2Gw2u2SQk5MTc+bMoXTp0nTv3p233nqLmJgY5s6da5zl9corrxiH4wcHB7NixQr69+9vN37jxo25du0aDRo04PTp07Rt25agoCA++ugjmjRpwtmzZ2nbtm2K59S9e3fGjRtH48aN+euvv5gzZw758uUDIDQ0lAEDBrBw4UKCg4OJiIggJCSEiIgIu/7du3c33vfu3ZvGjRvzySef0LBhQ7Zt28YXX3yBp6cnHh4ezJ8/n0uXLtG0aVPatWtHwYIF+frrr3F1dX3QRyoiIiIiIiKSqZlsdx+WJJIJDRgwgJs3bzJu3LiMDkWA+EW9SD7ze0aHIfLQshcsQdGmE0hMvMKtW9Z/PZ6TkwP58+d+bOOJPMs0H0TsaU6I2NOckEfl5pYbR8cHrw/TIf2SqW3dupVjx47x3XffsXDhwowOR/6/bPk9HtxI5CmkP7siIiIiIpmTEmSSqX377bds3LiR7t274+Pjk9HhCLe/UfOF13tndBgij8xqtWC1avG1iIiIiEhmogSZZGqfffZZRocgdzGZTFy6dA2LRcui5dlktdqUIBMRERERyWSUIBORdGexWHVugIiIiIiIiDw1lCATkXSXlgMSRZ5WWkEmIiIiIpL5KEEmIunKZrPh6pozo8MQeWRWq4XExGtKkomIiIiIZCJKkIlIujKZTMSvG09y4omMDkXkoWXP70HROn1wcDApQSYiIiIikokoQSYi6S458QTXzv6e0WGIiIiIiIiIAKCDgEREREREREREJEtTgkxERERERERERLI0JchERERERERERCRLU4JMRERERERERESyNCXIREREREREREQkS1OCTEREREREREREsjQlyEREREREREREJEtTgkxERERERERERLI0JchERERERERERCRLU4JMRERERERERESyNCXIREREREREREQkS1OCTEREREREREREsjSnjA5ARLKe7Pk9MjoEkUeiP7siIiIiIpmTEmQikq5sNhtF6/TJ6DBEHpnVasFqtWV0GCIiIiIi8hgpQSYi6cpkMnHp0jUsFmtGhyLySKxWmxJkIiIiIiKZjBJkIpLuLBYrt24pQSYiIiIiIiJPByXIRCTdOTrq+0Hk2aUVZCIiIiIimY8SZCKSrmw2G66uOTM6DJFHZrVaSEy8piSZiIiIiEgmogSZiKQrk8nEsfXjuHbhREaHIvLQcubzwCuwLw4OJiXIREREREQyESXIRCTdXbtwgqtnYzM6DBEREREREREAdBCQyEOKjIwkICDAeH/06FE2btxovDebzSxbtuxfXSMgIIDIyMh/NYaIiIiIiIiIpI0SZCIPKTQ0lKVLlxrvO3XqxP79+zMwIhERERERERH5N7TFUuQh5c6dm9y5c2d0GCIiIiIiIiLymGgFmUgqzp8/T69evahUqRL+/v6MHTuWNm3aEBkZabfFMiAggJMnTzJlyhRat25t9I+Li+P999/Hx8eHGjVqMGPGDKPu7i2aAMuWLcNsNtuVnTlzho4dO+Lt7U2dOnVYuXLlA2Pu378//v7+VKxYkQ4dOvDHH38Y9Rs3buTdd9/Fz8+PGjVqMGrUKJKTk416s9nMd999R5s2bfDx8aFu3bps2LCBDRs2EBQUhK+vL+3bt+f8+fMP/TxFREREREREnmZKkIncxWq10qlTJ+Lj45k5cyazZ89m37597NixI0XbpUuX8vzzzxMaGmp3ZtiCBQt48803Wb16NS1atOCzzz5j27ZtDxXH4sWLqVChAitXruS9994jLCyMn376KdW2t27dIjQ0lJiYGD7//HMWL16Mo6MjoaGh3Lp1i3Xr1vHBBx9Qs2ZNvv32WyIiIvj+++/p27ev3TjDhw+nZcuWfPfdd3h5edGnTx+mTZvG2LFjmT59Ovv27WPmzJkPdR8iIiIiIiIiTzttsRS5y44dO9i3bx/ff/89JUqUAGDixInUrl07RVs3NzccHR3JlSsX+fLlM8qbN29O48aNAejSpQuzZ8/mwIEDVK1aNc1xBAYG0rlzZwCKFy/Onj17mD17NnXr1k3Rdvv27fz22292MUdERBAVFcWFCxeYMWMGdevWpWvXrgCUKFECm83GBx98QGxsLJ6engA0adKEoKAgAJo1a8aGDRvo1asXPj4+AFSvXp2YmJg034OIiIiIiIjIs0AryETucujQIfLmzWskmgDc3d0pXrx4mse4u62rq6vddsa0qFSpkt378uXLc/To0VTbHjlyBFdXV7uYCxYsSFhYGAUKFCAmJoYKFSrY9alcubLRN7W4c+TIAYCHh4dRlj17dm7cuPFQ9yEiIiIiIiLytFOCTOQujo6OWK3Wfz3G3Ww2W6qv4fYWybs5ONhPT6vVSrZs2VK9npOTEyaT6Z7x2Gy2FPUWi8Xo+89x7na/cUVEREREREQyAyXIRO7y8ssvc/nyZWJjY42yCxcuEB8f/1jGd3Z2JikpyS5JltrYBw8etHu/a9cuSpYsmeqYXl5eXLx40W6c8+fPU7lyZXbt2kWpUqXYtWuXXZ+dO3cCGNsrRURERERERLIqJchE7uLv74+vry/9+vVjz549HD58mL59+3Lt2rVUV1Plzp2bP/74g7Nnz6Zp/AoVKnDp0iW++OILEhISWLVqFcuWLUvRbvXq1cyePZvff/+dL774gp9++okuXboY9WfOnOHKlSsAVK1alXLlytGvXz/27t3L0aNHGTBgAO7u7nh7e9OuXTt+/PFHPv/8c+Li4vj555+JiIigdu3aSpCJiIiIiIhIlqcEmUgqJk+ezPPPP0/btm1577338Pb25sUXX8TZ2TlF29atW7Nx40ZCQ0PTNPYrr7xCr169WLBgAcHBwaxYsYL+/funaNeuXTt+/vlnGjVqxLfffsv48ePx9/c36mvUqMHs2bOB29sxp06dyosvvki7du1o3rw5Tk5OREVFkS1bNurVq8e4ceP44YcfaNiwIUOGDKF+/fpMnDjx0R6QiIiIiIiISCZist19GJJIFnf+/Hn27t1LjRo1jITYjRs38Pf3Z8iQIca3U8qj2//th1w9G/vghiJPmVwFPPF+axKJiVe4devfnVUI4OTkQP78uR/beCLPMs0HEXuaEyL2NCfkUbm55cbR8cHrw1KeyC2SxTk5OdGrVy+aNWtG8+bNuXnzprES67XXXsvo8DKFnPk8HtxI5CmkP7siIiIiIpmTEmQid3F1dWX69OlMnDiRRYsWYTKZqFixIvPmzcPNzS2jw3vm2Ww2vAL7ZnQYIo/MarVgtWrxtYiIiIhIZqIEmUgqqlSpwjfffJPRYWRKJpOJS5euYbFoWbQ8m6xWmxJkIiIiIiKZjBJkIpLuLBarzg0QERERERGRp4YSZCKS7tJyQKJkbVqlJSIiIiIi6UkJMhFJVzabDVfXnBkdhjzlrFYLiYnXlCQTEREREZF0oQSZiKQrk8nE4Q1juXrhREaHIk+pXPk8eDngIxwcTEqQiYiIiIhIulCCTETS3dULJ0g6F5vRYYiIiIiIiIgAoIOA5KlgNptZtmxZRoeRYZYtW4bZbM7oMERERERERESyJCXIREREREREREQkS1OCTEREREREREREsjQlyCTd/fXXX3zwwQf4+flRq1YtVq9ebVe/ceNG3n33Xfz8/KhRowajRo0iOTnZqL969SrDhw+nRo0a+Pn50bJlS/bt2weAxWJh7Nix1KxZk3LlyvHGG2/w9ddf3zeeLVu2EBISgo+PD/Xr12fp0qWYzWYSEhIAuH79OhMnTiQwMBBvb28aN27MunXr7MbYvXs3bdq0oWLFivj7+zNw4EAuXrxo1F+7do0hQ4bg7+9PhQoVGDRoEH369CEsLCzVmG7cuMHYsWN59dVX8fPz491332XLli33vY/z58/Tv39//P39qVixIh06dOCPP/5I83M1m8189913tGnTBh8fH+rWrcuGDRvYsGEDQUFB+Pr60r59e86fP3/fOERERERERESeNUqQSbq6desW7du3JzExkQULFjBhwgRmzpxp1K9bt44PPviAmjVr8u233xIREcH3339P3759jTa9evXi559/ZsSIEaxYsYLixYvTrl07zp8/z1dffcUPP/zAhAkTWLt2La1ateKTTz5h586dqcbz22+/0alTJ6pUqcKKFSvo2rUrY8aMsWvTu3dvVqxYwaBBg1i5ciV16tShW7durF+/HoB9+/bRunVrvLy8WLRoEZMnT2bfvn2EhoZitVoB6N+/P1u3bmXChAl88803JCUlpUgM/tOAAQPYvHkzY8eOZfny5dSrV4/OnTuzcePGez7X0NBQYmJi+Pzzz1m8eDGOjo6EhoZy69atND1XgOHDh9OyZUu+++47vLy86NOnD9OmTWPs2LFMnz6dffv22X1eIiIiIiIiIpmBvsVS0tW2bds4evQoP/30E0WKFAFg5MiRNG7cGIAZM2ZQt25dunbtCkCJEiWw2Wx88MEHxMbG4uDgwMaNG5k1axavvvoqAOHh4eTOnZsLFy5w/PhxcuXKhYeHBwULFqRVq1aUKFGC4sWLpxrP3LlzKVeuHP369TOud+7cOYYPHw5AbGws69evZ/r06dSuXRuAbt26ceTIEaZPn05gYCCzZ8/GbDYTHh4OgJeXF+PHj6dRo0Zs3ryZEiVKsHbtWmbNmkW1atUAGDNmDL/++muqMcXHx/Pdd9+xdOlSvL29AXj//fc5fPgwUVFR1KpVK0Wf7du389tvv/H9999TokQJACIiIoiKiuLChQsPfK6enp4ANGnShKCgIACaNWvGhg0b6NWrFz4+PgBUr16dmJiY+3/IIiIiIiIiIs8YJcgkXcXExJA3b14jOQZQunRpcubMadTXr1/frk/lypUBOHLkCA4Otxc9+vr6GvXZsmVjwIABALRs2ZJ169bx2muvUa5cOapXr069evVwd3dPNZ5Dhw4ZSas7KlWqZLw+cuQIABUrVkzRZvz48UbM1atXt6s3m824urpy5MgRrl+/DoCfn59Rnz17diP5lVpMAG3atLErv3nzJq6urqn2OXLkCK6urkZyDKBgwYLGFs4HPdc7CbJ/JhJz5MgBgIeHh13cN27cSDUGERERERERkWeVEmSS7mw2W4oyJycno85kMtnVWSwWo82dBNndbe4oVqwYP/74Izt27GDr1q3G6q+RI0fSpEmTFO0dHR2NbZAPw2q13jfmO22cnZ1xdHQ03qfFneezcOFCcufObVd35/7v5uTkdM9ncq8Y//lc/znO3e43roiIiIiIiEhmoDPIJF2VKVOGS5cucfToUaMsLi6Oy5cvA1CqVCl27dpl1+fO+WGenp7GSqf9+/cb9bdu3TIO+583bx4//vgj1atXp1+/fqxatYqqVauyZs2aVON5+eWX2bt3r13ZP9+XKlUKINWYvLy8jDZ3n3F2+PBhkpKS8PT0xGw2YzKZ2LNnj1F/8+ZNY6XY3UqWLAnA6dOnKVq0qPGzbNkyvv3221T7eHl5cfHiReLj442y8+fPU7lyZXbt2vXA5yoiIiIiIiKSlSlBJunK39+f8uXL069fP/bs2cP+/fsJCwszVka1a9eOH3/8kc8//5y4uDh+/vlnIiIiqF27Np6enhQvXpzXX3+doUOHsm3bNuLi4ggPD+fGjRtUrVqVc+fOMWzYMNavX8/Jkyf573//y6FDh4ztjTdu3ODMmTPGNsHQ0FAOHDjAuHHjiIuLY926dUyaNAm4vXLKy8uLmjVrMnToUH7++Wfi4uKYMmUK69evJzQ0FIC2bdty+PBhhg0bRmxsLDt27KBv376UKVOGqlWr4uHhQb169YiIiGDbtm3ExsYyePBgTp06lerqrJIlS1K7dm2GDBnC+vXrOXHiBFFRUcyYMcNuu+OZM2e4cuUKAFWrVjXOUtu7dy9Hjx5lwIABuLu74+3t/cDnKiIiIiIiIpKVaYulpCsHBwdmzJjB8OHDCQ0NJUeOHHTq1ImEhAQA6tWrh8ViYcaMGUybNg03NzcaNGhAjx49jDFGjhzJmDFj6NWrF8nJyZQvX57Zs2fj5uZGt27duHXrFhEREZw9e5aCBQvSokULOnXqBMDu3btp06YN8+bNw9/fn1KlSjFlyhQ+++wz5s6dS/HixWnZsiWRkZE4OzsDMGHCBD777DM+/vhjLl26RMmSJYmMjKRu3brA7bPFZs6cyaRJk2jcuDF58uShTp069OnTxxgjIiKC4cOH0717d2w2Gw0aNMDX19eov9uECROYMGECQ4YM4eLFi3h4eBAREcFbb71ltKlRowbdunWje/fuODg4MHXqVEaNGkW7du2A28nIqKgosmXLlqbnKiIiIiIiIpJVmWypHQglkkXs27cPJycnypQpY5StWrWKgQMHsnv37lTP5HpYycnJbN68mSpVqpAnTx6jPCgoiEaNGhnfLJmV/LqsB0nnYjM6DHlK5XH3pELIZBITr3Dr1sOfEfgscXJyIH/+3FniXkUeRPNBxJ7mhIg9zQl5VG5uuXF0fPAGSq0gkyzt8OHDjBkzhtGjR1O6dGni4+OJjIykfv36jyU5Bre/ZXPYsGFUrlyZLl264OjoyNKlS/nzzz954403Hss1njW58nk8uJFkWfrzISIiIiIi6U0JMsnS3nnnHU6fPs2IESP4+++/cXd3p379+o9166HJZGLGjBmMHTuWpk2bYrFYKFOmDLNnz86S53/ZbDZeDvgoo8OQp5zVasFq1QJnERERERFJH9piKSLp7tKla1gsWhYt92a12rJEgkxbBUT+R/NBxJ7mhIg9zQl5VNpiKSJPLYvFqn/URERERERE5KmhBJmIpLu0ZO/FXlZZUSUiIiIiIpIRlCATkXRls9lwdc2Z0WE8c6xWC4mJ15QkExEREREReQKUIBORdGUymTjw8xiuXDiR0aE8M3Ln86Bc7X44OJiUIBMREREREXkClCCTTM1sNjNy5EhOnjzJ8uXL2bBhQ6rtLl68SO/evdmxYwf58uXjww8/ZNCgQRw5cgSAgIAAmjRpQvfu3R/quiEhIY/tXq5evcry5ctp2bLlYxszo1y5cILL52IzOgwRERERERERQAkyEQBWrFhBdHQ0CxYsoFChQmzbts2ufunSpWTPnj2Dortt9uzZLFu2LFMkyERERERERESeJkqQiQCXL1+mYMGC+Pr6plrv5uaWvgGlwmbT1joRERERERGRJ0FfJSeZxl9//cUHH3yAn58ftWrVYvXq1WnqFxYWRmRkJH/++Sdms5nIyMgUbQICAozyyMhImjdvzowZM6hSpQqVK1dmwIABJCUlpTr+uXPnCA4Opk2bNly7dg2Ab7/9lsaNG+Pj44Ovry+tW7fm4MGDdtcbMWIEwcHB+Pv706pVK6ZMmcLJkycxm80kJCSkeq0DBw7w/vvv4+fnR7Vq1QgPD+fq1asAWCwW5s6dS1BQEN7e3gQFBbF48WKjb3R0NGXKlGH79u0EBwfj7e1N06ZNiYuLY9q0aVSrVo1XXnmFiIgIJetEREREREQkU1GCTDKFW7du0b59exITE1mwYAETJkxg5syZaeo7aNAgQkNDef7559myZQuhoaEP7LN//342btxIVFQUU6ZM4f/+7//o2bNninbnz5/nvffe4/nnn+eLL74gZ86c/PTTTwwZMoS2bdvy/fff8+WXX3L9+nUGDRpk1/frr7/m448/ZtasWUybNs0uxhdeeCHFtRISEmjdujVubm4sWrSIKVOmEB0dTXh4OACjRo1i6tSpdOvWjVWrVtGmTRuGDRvG/PnzjTEsFgujRo1ixIgRLF68mHPnztGsWTNiY2OZP38+vXv3ZsGCBWzcuDFNz1ZERERERETkWaAtlpIpbNu2jaNHj/LTTz9RpEgRAEaOHEnjxo0f2NfFxYVcuXLh6OhIwYIF03Q9k8nExIkTKVSoEADh4eF06NCB33//nRIlSgC3D/5v27YtL7zwAlOmTDHOMMuXLx/Dhw83YitcuDDvvPMOQ4YMsbtGzZo1qVatmvH+QTEuXryYvHnzMmrUKJydnQEYPnw4O3bsICkpia+//pqwsDAaNmwIQLFixThx4gTTp0+nVatWxjgffvihsdX09ddfZ968eURERJAzZ048PT2JjIzk6NGj1K5dO03PSkRERERERORppwSZZAoxMTHkzZvXSI4BlC5dmpw5cz6R6xUrVsxIjgH4+fkZcdxJkH322WfcvHmTsmXL2h3wX7lyZdzc3Jg6dSrx8fHExcXx22+/YbVa7a5RtGjRh4rpyJEjlC1b1kiO3blW5cqV2bdvHzdv3qRixYp2fSpVqsScOXM4d+6cUVa8eHHjdc6cOSlQoIDdc8yePTvJyckPFZuIiIiIiIjI00xbLCXTSO1cLCenJ5MD/mcSCjCSW46OjkZZtWrViIyMZNmyZfz3v/81ylevXk2jRo2Ij4/Hx8eHjz76iLCwsBTXyJEjx0PF5OTkhMlkSrXuzrO5u/5O3P98Tnc/MwcH/TUhIiIiIiIimZt+85VMoUyZMly6dImjR48aZXFxcVy+fPmJXO/usXfv3g3cXrV2R1BQEHXr1qV+/foMHjzYOMR/+vTpvP3224wePZqWLVtSuXJlTpw4Adz/myrvlfy6w8vLi0OHDmGxWIyyn376iddee40SJUrg5OTEzp077frs3LmTggULkjdv3jTeuYiIiIiIiEjmowSZZAr+/v6UL1+efv36sWfPHvbv309YWNg9Vz9dvnyZ8+fPP/L1rl69Sr9+/YiJiWHbtm0MGzaM4OBgXnrppRRtP/74Y65fv87IkSMBeOGFF/j11185ePAgx48fZ+7cuSxYsACAGzdu3POauXLl4uLFi8TFxXHz5k1u3LjBmTNnjD4tWrQgMTGRIUOGEBsby86dOxk3bhzVq1fHxcWFd999l8mTJ7Nq1Sri4+NZuHAhX331FaGhoQ9MvomIiIiIiIhkZkqQSabg4ODAjBkzKFGiBKGhoXTq1Ing4GDc3NxSbf/pp5/y9ttvP/L1XnjhBUqVKkWLFi3o1asXgYGBjBo1KtW2bm5uDBgwgKVLl7J582YGDx5MgQIFaNWqFe+88w4///wzY8aMAWDv3r33vObrr79OwYIFadSoEYcOHWL37t3UqFHDWL1WqFAhZs+eTVxcHE2aNKFnz57UrFnTOPx/0KBBtGrVivHjx1O/fn2++uorwsPD0/StnSIiIiIiIiKZmcl2vz1dIpJCZGQky5cvZ8OGDRkdyjMrenl3Lp+Lzegwnhku7p74N4kkMfEKt25ZH9xBnhlOTg7kz59bn60Img8id9OcELGnOSGPys0tN46OD14fphVkIiIiIiIiIiKSpT2Zr/gTEbmP3Pk8MjqEZ4qel4iIiIiIyJOlLZYikq5sNpu+FOARWK0WEhOvYbXqr+zMRFsFRP5H80HEnuaEiD3NCXlUad1iqRVkIpKuTCYTly5dw2LRP2oPw2q1KTkmIiIiIiLyhChBJiLpzmKx6v/6iIiIiIiIyFNDCTIRSXdpWd4q9rSCTERERERE5MlRgkxE0pXNZsPVNWdGh/HM0RlkIiIiIiIiT44SZCKSrkwmE7s3jiHpwvGMDuWZkSdfEfxq9cPBwaQEmYiIiIiIyBOgBJnIE5aYmMi6det45513MjqUp0bSheNcOheb0WGIiIiIiIiIAKCDgESesDFjxrBy5cqMDkNERERERERE7kEJMpEnzGbTljgRERERERGRp5kSZPLENGnShOHDhxvv161bh9lsZvXq1UbZmDFjaNy4cZratWjRIs1jtmjRIkU8YWFhDBgwgAkTJuDv70/FihWJiIjgr7/+onPnzpQvX57XX3+dTZs2GX1u3LjB2LFjefXVV/Hz8+Pdd99ly5YtduP++uuvtGzZEh8fH2rVqsXQoUNJSkoyrrl8+XJ27NiB2WwGoHXr1oSFhaWIrXXr1gAkJCRgNptZtWoVjRo1wsfHh3fffZdff/31vs/7wIEDvP/++/j5+VGtWjXCw8O5evUqABaLhblz5xIUFIS3tzdBQUEsXrzY6BsdHU2ZMmXYvn07wcHBeHt707RpU+Li4pg2bRrVqlXjlVdeISIiQgk/ERERERERyXSUIJMnJiAggK1btxrvt23bhslkYvv27UbZpk2biI+PT1O7wMDANI8ZGBiYakyrVq3i8uXLLF68mAEDBrBgwQLefvtt3njjDZYtW0aJEiUICwszkkADBgxg8+bNjB07luXLl1OvXj06d+7Mxo0bATh8+DBt27alevXqrFy5knHjxnHw4EFCQ0Ox2WwMGjSIevXq4efnlyKx9iCffvopHTt2ZPny5ZQoUYL333+fEydOpNo2ISGB1q1b4+bmxqJFi5gyZQrR0dGEh4cDMGrUKKZOnUq3bt1YtWoVbdq0YdiwYcyfP98Yw2KxMGrUKEaMGMHixYs5d+4czZo1IzY2lvnz59O7d28WLFhg3LuIiIiIiIhIZqEEmTwxtWvX5vfff+fUqVMA/PLLL9StW5fo6GjgdlLn2LFjzJ07N03t6tSpk+Yx69Spk2pMrq6uDBo0iKJFi/L222/j5uZGlSpVaNy4MZ6enrRo0YLz589z9uxZ4uPj+e677/j000+pUqUKxYoV4/3336d+/fpERUUBEBUVRdWqVenSpQvFihWjUqVKjB8/nr1797Jjxw5cXFzIkSMHzs7OFCxY8KGeX6dOnWjQoAGenp5ERESQP39+u1Vf/7R48WLy5s3LqFGjKFWqFBUqVGD48OEUL16cpKQkvv76a3r06EHDhg0pVqwYLVu2pFWrVkyfPt1uRdiHH36Ir68vpUuX5vXXX+fKlStERETg6elJs2bNKFCgAEePHn2o+xARERERERF52ulbLOWJKVeuHIUKFWLr1q28+uqrHD9+nHHjxhESEsKpU6fYtGkTXl5elC9fPk3tihYtCvBQbe9WpEgRHB0djfc5c+bEw8PDeJ89e3YAkpOTOXToEABt2rSxG+PmzZu4uroCcOjQIeLj4/Hz80txrdjYWPz9/R/5+b3yyivGa2dnZ8qWLUtMTEyqbY8cOULZsmVxdnY2yipXrkzlypXZt28fN2/epGLFinZ9KlWqxJw5czh37pxRVrx4ceN1zpw5KVCgADlz5jTKsmfPTnJy8iPfk4iIiIiIiMjTSAkyeaJq1arF1q1bcXR0pFy5cpQtW5bChQsTHR3Nxo0bjZVeaW33sG3v9s8E0h0ODqkvpLyzsmrhwoXkzp071T5Wq5WGDRvSuXPnFP3d3NzuGcfd53jdvHkzRRsnJ/vpabVa7xmrk5MTJpPpvte6u95qtaa4zt3XvNf1RERERERERDIT/fYrT1RgYCDbtm1j69atVKlSBYAqVaqwceNGoqOjjbPC0truYdv+GyVLlgTg9OnTFC1a1PhZtmwZ3377rdHm6NGjdvUWi4WRI0ca20DvTkw5Oztz+fJlu7Ljx4+nuP7+/fuN1zdu3ODgwYOULVs21Vi9vLw4dOgQFovFKPvpp5947bXXKFGiBE5OTuzcudOuz86dOylYsCB58+ZN6yMRERERERERyZSUIJMnqkqVKiQnJ7N27VojmVW1alXWrl1L3rx58fb2fqh2D9P2ypUrnDlz5pFjL1myJLVr12bIkCGsX7+eEydOEBUVxYwZM4xtmaGhofz222+Eh4dz7Ngx9u7dS9++fYmLi6NYsWIA5MqVi9OnTxsH7FeoUIFffvmFDRs2cOLECSZPnpzq1smJEyeyceNGYmNjGThwINeuXePdd98FbifMzpw5w40bNwBo0aIFiYmJDBkyhNjYWHbu3Mm4ceOoXr06Li4uvPvuu0yePJlVq1YRHx/PwoUL+eqrrwgNDb3nyjMRERERERGRrEIJMnmismfPTrVq1YDbiSG4ncyy2WwEBAQYyZm0tnuYtrNnz6ZGjRr/Kv4JEyYQFBTEkCFDCA4O5ttvvyUiIoK33noLAF9fX2bNmkVMTAwhISF07NgRDw8P5syZQ7Zs2QBo3Lgx165do0GDBpw+fZq2bdsSFBTERx99RJMmTTh79ixt27ZNce1mzZoxcuRIQkJCOH36NPPnz+e5554DYPfu3dSoUYPdu3cDt89lmz17NnFxcTRp0oSePXtSs2ZNhgwZAsCgQYNo1aoV48ePp379+nz11VeEh4cTGhr6r56PiIiIiIiISGZgst19GJKIZKiEhAQCAwOZN2/evzrk/2m2eUU3Lp2Lzegwnhmu7p682ngKiYlXuHXLmtHhyGPk5ORA/vy59dmKoPkgcjfNCRF7mhPyqNzccuPo+OD1YVpBJiIiIiIiIiIiWZq+xVJE0l2efEUyOoRnip6XiIiIiIjIk6UEmchT5qWXXuLIkSMZHcYTY7PZ8KvVL6PDeOZYrRasVu2IFxEREREReRKUIBORdGUymbh06RoWi84NeBhWq00JMhERERERkSdECTIRSXcWi1UHa4qIiIiIiMhTQwkyEUl3afkGEbGnFWQiIiIiIiJPjhJkIpKubDYbrq45MzqMZ47VaiEx8ZqSZCIiIiIiIk+AEmQikq5MJhP/t2k0ly+eyOhQnhkueT2oXLM/Dg4mJchERERERESeACXIRB6R2Wxm5MiRnDx5kuXLl7Nhw4aMDsmQkJBAYGAg8+bNw9/fP6PDSeHyxRNcPHcso8MQERERERERAUAHAYn8S6GhoSxdujSjwxARERERERGRR6QVZCL/Uu7cucmdO3dGhyEiIiIiIiIij0gryETS4K+//uKDDz7Az8+PWrVqsXr1aqMuMjKSgIAA4/2KFSuoX78+3t7evPrqq3z66afcuHHDqD9w4ADvv/8+fn5+VKtWjfDwcK5evQqAxWJh7ty5BAUF4e3tTVBQEIsXLzb6RkdHYzabmTlzJv7+/jRp0gSLxUJMTAxt2rTB19eXoKAgtm/f/sB72rJlCyEhIfj4+FC/fn2WLl2K2WwmISEBgGvXrjFkyBD8/f2pUKECgwYNok+fPoSFhf3r5ykiIiIiIiLyNNEKMpEHuHXrFu3btydPnjwsWLCAGzduMHTo0FTbHj58mI8//phx48bh4+NDbGwsffr0IX/+/HTp0oWEhARat25NQEAAixYtIikpiQEDBhAeHs64ceMYNWoU//nPfxg8eDDe3t5s3bqVYcOGkZycTOvWrY3rbNy4kUWLFnHt2jWuXr1K27Zt8fX1ZcmSJZw+fZrBgwff955+++03OnXqxHvvvce4ceM4fPgwn3zyiV2b/v37c+jQISZMmECBAgX4/PPPWbt2LY0bN/63j1RERERERETkqaIEmcgDbNu2jaNHj/LTTz9RpEgRAEaOHJlqoighIQGTycRLL73Eiy++yIsvvkhUVBR58uQBYPHixeTNm5dRo0bh7OwMwPDhw9mxYwdJSUl8/fXXhIWF0bBhQwCKFSvGiRMnmD59Oq1atTKuExoaSrFixQD45ptvuHbtGqNHj8bFxYWSJUsycOBAunbtes97mjt3LuXKlaNfv34AlChRgnPnzjF8+HAATpw4wdq1a5k1axbVqlUDYMyYMfz666//4kmKiIiIiIiIPJ20xVLkAWJiYsibN6+RHAMoXbo0OXPmTNH21Vdfxc/Pj7feeougoCCGDh3KxYsXjWTWkSNHKFu2rJEcA6hcuTJdu3bl999/5+bNm1SsWNFuzEqVKnH27FnOnTtnlN0Z7058xYoVw8XFxSjz8/O77z0dOnQIX1/fFNf5Z/3d42TPnh1vb+/7jisiIiIiIiLyLFKCTCQNbDZbijInp5QLMLNnz868efNYvnw5b731FrGxsXTo0IGBAwcafUwm032vcXe91WpNcb3s2bPfN77UYvsnR0dHY9x71f/z2iIiIiIiIiKZmRJkIg9QpkwZLl26xNGjR42yuLg4Ll++nKLtpk2bmDJlCmXKlKFjx47MmzePHj16sGbNGgC8vLw4dOgQFovF6PPTTz/x2muvUaJECZycnNi5c6fdmDt37qRgwYLkzZs31fhKly5NXFwc58+fN8r2799/33t6+eWX2bt3r13ZP9+bzWZMJhN79uwxym7evGmsLBMRERERERHJTJQgE3kAf39/ypcvT79+/dizZw/79+8nLCwMB4eU08fJyYnPP/+cuXPncuLECfbv38/PP/9sbFVs0aIFiYmJDBkyhNjYWHbu3Mm4ceOoXr06Li4uvPvuu0yePJlVq1YRHx/PwoUL+eqrrwgNDb3nyrP69evj7u5Onz59OHz4MDt27GDEiBF2bW7cuMGZM2eMb9MMDQ3lwIEDjBs3jri4ONatW8ekSZOA2yvYPDw8qFevHhEREWzbto3Y2FgGDx7MqVOn7hmHiIiIiIiIyLNKCTKRB3BwcGDGjBmUKFGC0NBQOnXqRHBwMG5ubinaVq9enU8//ZSlS5fSoEED2rdvT7Fixfjss88AKFSoELNnzyYuLo4mTZrQs2dPatasyZAhQwAYNGgQrVq1Yvz48dSvX5+vvvqK8PBwQkND7xlfrly5mDdvHs7OzjRv3px+/frRoUMHuza7d++mRo0a7N69G4BSpUoxZcoUNm7cSMOGDZk0aRItW7YEMM5Hi4iIoGLFinTv3p13332X7Nmz4+vra3d+moiIiIiIiEhmYLKldriSiGRq+/btw8nJiTJlyhhlq1atYuDAgezevRuLxcLmzZupUqWK8Q2cAEFBQTRq1Oi+35CZFhtWduPiuWP/aoysJK+7FwGNppCYeIVbt3QuXGbi5ORA/vy59dmKoPkgcjfNCRF7mhPyqNzccuPo+OD1Yfc/yVtEMqXDhw8zZswYRo8eTenSpYmPjycyMpL69evj5OSEo6Mjw4YNo3LlynTp0gVHR0eWLl3Kn3/+yRtvvJHR4YuIiIiIiIg8VkqQiWRB77zzDqdPn2bEiBH8/fffuLu7U79+fXr06AHcPodsxowZjB07lqZNm2KxWChTpgyzZ8/G09PzX1/fJa/Hvx4jK9HzEhERERERebK0xVJE0pXNZtNB/4/AarWQmHgNq1V/ZWcm2iog8j+aDyL2NCdE7GlOyKPSFksReSqZTCYuXbqGxaJ/1B6G1WpTckxEREREROQJUYJMRNKdxWLV//URERERERGRp4YSZCKS7tKyvDUz0KovERGR/8fefcdVWf//H3+guAUS0vRjiAqKC4RQceUAR+a2XCh8DEd+XKWSiSbiQkTNmeOjGDhTEwlHWblKM8qGmAYkEs6POXDgAOSc3x/+PF+PoJIaOJ73263b7Zzreo/X9T7XpTdfvd/vS0RE5OmgBJmI5Cmj0Yi1dbH8DiNPaN8wERERERGRp4MSZCKSpywsLNi3exqXLx3P71D+UdY29jRo+j4FClgoQSYiIiIiIvKEU4JMHquoqCgCAwNJSEh4pHZ27tyJvb09Tk5OjxyTs7MzU6dOpUuXLg/dxqlTp/jll19o27btI8cjcPnScVLPH8nvMEREREREREQAeD42ApKnysmTJxk4cCDnz5/P71BM3n//fb799tv8DkNERERERERE/gFKkMkTx2jUcjQRERERERERyTtKkMlDuXbtGpMnT6Zx48a4u7vTq1cv4uLiTOejoqJo2bIlLi4udOnShQMHDpjO/e9//yMgIICGDRtSs2ZNmjZtyqxZszAYDJw4cQJvb28A/Pz8mDdvXra+O3fuzOTJk03fv/76a5ydndmyZYvpWFhYGD4+PqbvycnJvPXWW7i6utK4cWMWL15sOmc0Glm6dClt2rShVq1aeHh48Pbbb3P8+K09snx9ffnhhx/YuHEjXl5eAMTFxeHj44O7uzt169Zl6NChnDp1ytTmTz/9xFtvvYWHhwe1atWiXbt2bN682XR+9OjRjBgxgpCQEDw8PGjQoAGhoaFkZGQAcOLECZydndm0aRMdOnTA1dWVbt268fPPP9/3d/ntt9946623cHd3p2HDhgQFBXHt2jUAsrKyiIiIoHXr1ri4uNC6dWvWrVtnqhsbG0uNGjX4/vvvef3113FxcaF79+4kJyezcOFCGjZsSL169Zg0aZKSmCIiIiIiIvJMUYJMHsrw4cPZuXMnISEhREdHU6lSJfr27UtqaioAn3zyCTNnzmTDhg0ULlyYd99911T37bff5sKFC4SHh/PFF1/Qr18/Fi1axI4dOyhXrhzr168HYN68efj7+2fr28vLi71795q+79u3DwsLC77//nvTsd27d5sSbQArV66kY8eObNmyBR8fHz788EP27dsHQGRkJIsXL+a9995j27ZtLFiwgOTkZEJDQ01xuLu706ZNGz799FMMBgNvv/02devWJSYmhoiICE6dOsWYMWMAOHPmDP7+/lSrVo2oqCg+++wzXFxcCAwM5Ny5c6aYvvzyS06dOsWaNWuYPHky0dHRTJkyxexap0yZwoABA9i4cSOVK1fmrbfeMiXu7nbixAl8fX2xtbVl7dq1zJ8/n9jYWIKCggAIDQ1lwYIFDBkyhE2bNuHn58fEiRNZsWKFqY2srCxCQ0MJCQlh3bp1nD9/nh49epCUlMSKFSsYMWIEK1euZNeuXfe4M0RERERERESePkqQyd+WnJzMrl27CA4OpkmTJjg4OBAUFESXLl0oUaIEACEhIbi6ulK1alX69u3LqVOnOH/+PDdu3KBjx45MmjSJ6tWrY29vj6+vL2XKlCEhIYGCBQtia2sLgI2Njam9OzVv3pyjR49y+vRpAL777jtatmxJbGwscCtRdOTIEVq0aGGq07NnTzp16oS9vT2DBg3CysqK3377DYAKFSoQGhqKl5cX5cuXx9PTkzZt2pheNPDCCy9QqFAhihYtiq2tLVeuXCE1NZUyZcrw8ssvU7NmTWbPnm1KAmZkZDBkyBDee+89HBwccHR05O233yYjI4M///zTFJONjQ3Tp0+natWqeHt7884777BhwwbS0tJMZd5++23atWuHo6MjkyZNolSpUmazvu60bt06bGxsCA0NpWrVqrzyyitMnjyZSpUqkZaWxpo1axg2bBjt27enYsWK9OrVi969e7No0SKzGWHvvPMObm5uVK9enVatWnH16lUmTZqEo6MjPXr04MUXX+SPP/74W/eMiIiIiIiIyJNMb7GUv+124sjNzc10rHDhwgQGBhIVFQVApUqVTOesra0BuHHjBnZ2dvTu3ZsvvviCyMhIUlJSiI+P56+//sJgMOSq/1q1avHSSy+xd+9eXn31VY4dO8aMGTPo0qULp0+fZvfu3Tg5OeHg4GCqc2c8t2NKT08Hbs1IO3DgAHPnziUlJYWkpCT++OMPXnrppRz7t7GxoV+/fkyaNIn58+fTsGFDmjRpQuvWrQGwt7fnjTfeYOXKlRw5coQ///yT33//Hbg1Q+s2FxcXihUrZvru7u5OZmYmycnJlCpVCoB69eqZzhcqVIiaNWuSmJiYY1wJCQnUrFmTQoUKmY7VrVuXunXrEhcXR2ZmJh4eHmZ16tSpw8cff2z2QoQ7x6pYsWK8+OKLZnEWKVLENHYiIiIiIiIizwLNIJO/zdLyVl7VwsLinmUKFiyY7ZjRaOT69ev06NGDhQsXUrJkSTp27MiqVasoW7bs34qhWbNm7N27l++++45atWpRs2ZNypcvT2xsLLt27TKbPXa/eACWLFmCr68vFy5coF69egQHB+e4tPNOAQEB7Nixg2HDhpGZmUlwcDBdunQhIyODpKQkXnvtNXbs2IG9vT19+/YlPDw8Wxt3JrIAU4Lwzlhvj/WdZQoUyPmxtbS0vOdvcvta7z5/u887+7m7z3v1JyIiIiIiIvKs0L985W9zdHQE4ODBg6ZjN2/epFmzZmZ7bOXk22+/5dChQ6xYsYJhw4bx+uuvU7JkSc6fP3/PJE5OvL292bdvH3v37qV+/foA1K9fn127dhEbG2u2/9iDLFy4kCFDhhAcHEz37t1xc3Pjzz//vOdG9EePHmX8+PHY2dnRs2dP5s6dy9KlS0lKSiI+Pp41a9ZgZ2dHREQE/fv3p2nTpqZxubPNQ4cOmc0o++WXXyhWrJjZDK47xzgjI4NDhw5Rs2bNHONycnLi8OHDZm1+9dVXNGnShMqVK2Npacn+/fvN6uzfv5/SpUtjY2OT6/ESERERERERedYoQSZ/W6VKlWjVqhUTJkxg3759JCcnExQUREZGxgNnG92eKRYTE8PJkyfZv38/gwYNIjMz0/QGx+LFiwOQmJjIlStXALhw4YLpM9xKhqWnp7Nt2zZTgqxBgwZs27YNGxsbXFxccn095cqVY+/evRw5coSjR48ya9YsvvzyS1M8ACVKlODkyZP873//44UXXmDz5s0EBQWRlJREcnIyGzZswMbGhsqVK1O2bFn+97//sXv3bk6ePMmXX35JcHAwgFmbJ0+eJDg4mKSkJL766ivmzp1L7969zZYzzp49m127dpGUlMSYMWO4fv063bp1M7V19uxZU5s+Pj6kpqYyfvx4kpKS2L9/PzNmzKBRo0ZYWVnRrVs35s6dy6ZNm0hJSWHVqlWsXr0af3//XCUlRURERERERJ5VSpDJQ5k6dSr16tVj+PDhdOnShVOnTrFs2TLTBvv34urqSmBgIMuXL6dNmzYEBgZSt25d2rVrx4EDBwAoVaoUb7zxBmFhYcyZMweAN9980+wNj0WKFKFhw4YAvPLKK8CtBJnRaMTLy+tvJXzCwsK4ceMGb7zxBr179yYxMZEJEyZw/vx5Tpw4AUCPHj1ITEykQ4cO2NjYsHTpUk6ePEm3bt3o3Lkzp06d4uOPP6ZkyZL4+fnRpk0bRo0aRbt27Vi4cCEjRoygfPnyxMXFmfp1c3PDwsKCN954g0mTJuHn58eIESPMYuvRowdTp06lS5cu/PXXX6xYsYIyZcoAt2acNW7cmF9++QWAl156iWXLlpGcnEznzp159913adq0KePHjwdg7Nix9O7dm5kzZ9K2bVtWr15NUFDQA5eTioiIiIiIiDzrLIz3WkcmIv+Y0aNHc/LkSVasWJHj+RMnTuDt7c3y5cvx9PTM4+j+edtihpB6/kh+h/GPKmXnROsO80lNvcrNm7l7AYU8fywtC1CqVAndJyLoeRC5m54JEXN6JuRh2dqWoGDBB88P01ssRSTPWdvY53cI/7jn4RpFRERERESeFUqQiUieMhqNNGj6fn6HkScMhiwMBk3SFRERERERedJpiaWI5LnLl6+TlfXsT4s2GIxKkMl9aamAyP/R8yBiTs+EiDk9E/KwtMRSRJ5YWVkG/aUmIiIiIiIiTwwlyEQkz+Ume/8s0AwyERERERGRp4MSZCKSp4xGI9bWxfI7jDxhMGSRmnpdSTIREREREZEnnBJkIpKnLCws+PabUC5dPJ7fofyjbF6w59UmoylQwEIJMhERERERkSecEmQikucuXTzOhQtH8jsMEREREREREQCej42A8omXlxfz5s0DICoqCmdn53yOyJyvry+jR4/+R/twdnYmKirqH+3jn5AXY/MkGj16NL6+vvkdhoiIiIiIiEie0gyy59i8efMoWLBgfofxRHpex2bs2LFkZWXldxgiIiIiIiIieUoJsufYCy+8kN8hPLGe17GxsrLK7xBERERERERE8pyWWD7AtWvXmDx5Mo0bN8bd3Z1evXoRFxcHwC+//IKfnx8eHh54enoyZswYLl26lKt2MzIymD59Oq+++iru7u5069aNPXv2mJXZs2cPXbp0wdXVlbZt2/Lpp5/i7OzMiRMnct3Gb7/9xltvvYW7uzsNGzYkKCiIa9euAebLCKOiovDy8mLKlCnUqVOHgQMHAnD8+HEGDx5susbhw4dz7tw5IOflePPmzcPLyyvHazYajSxdupQ2bdpQq1YtPDw8ePvttzl+/P82a3d2dmbWrFk0b96cRo0acfToUeLi4vDx8cHd3Z26desydOhQTp06dc+xvXNp6213XmtsbCzOzs7s3r2bdu3aUatWLdq2bcvOnTtzLB8VFUWTJk3YsGEDTZs2xd3dncGDB3PmzJnH2qfRaGTJkiV4e3tTu3ZtOnbsSExMzD2vE+CPP/5g0KBBeHp6UqtWLVq2bElkZKRZmb1799KjRw9q165NkyZNmDlz5j1nid35m+YmZhEREREREZFngRJkDzB8+HB27txJSEgI0dHRVKpUib59+xIXF4evry9OTk6sXbuWuXPnEhcXh7+/PwaD4YHtBgYG8u233zJ9+nQ2btxImzZtGDhwILt27QLg999/5+2336Z+/fpER0czePBgwsLC/lYbJ06cwNfXF1tbW9auXcv8+fOJjY0lKCgox5hOnjzJmTNn2LhxIyNHjuTKlSv4+Phw7do1IiIiiIiI4OTJkwwdOvShxjIyMpLFixfz3nvvsW3bNhYsWEBycjKhoaFm5W6P50cffUTFihV5++23qVu3LjExMURERHDq1CnGjBnzUDHcafr06YwdO5aoqCjs7e0JCAjg6tWrOZa9cOECy5YtY+bMmURGRnL69Gn69evHzZs3H1ufs2bNYvXq1XzwwQds2rQJPz8/goODWbVqVY5tXb9+nbfeeovixYuzevVqtmzZQps2bQgJCeH3338H4MCBA/Tr1w83NzeioqIICQlh/fr1zJ079x8ZJxEREREREZGnkZZY3kdycjK7du1i6dKlvPrqqwAEBQVRokQJFi9ejLOzsynZ5OTkxMyZM+nQoQPffvstTZs2vWe7KSkpbN68mU8//RQXFxcA3nrrLeLj4wkPD6dZs2ZERERQq1YtRo0aBUDlypU5f/48kydPznUb69atw8bGhtDQUAoVKgTA5MmT+eGHH+4Z26BBg7C3twduJaquXLnCrFmzTEsOp0yZwmeffUZ6evrfHs8KFSoQGhpqmmFWvnx52rRpw5YtW8zKdezY0XRNly5dIjU1lTJlyvDyyy9jYWHB7NmzOX/+/N/u/27vvvsuDRo0MH3u2LEjiYmJuLu7ZyubmZlJWFgYNWvWBG4ljV5//XX27dtnujcepU9nZ2ciIiIICwujefPmwK3xOnnyJOHh4fTq1StbW9evX8fPzw8fHx9KliwJwJAhQ1i8eDEJCQlUr16d5cuX4+rqaprJ5ujoyKRJk/jrr7/+kXESEREREREReRopQXYfCQkJALi5uZmOFS5cmMDAQF5//XUaNWpkVt7Z2Rlra2sSEhLumyA7fPgwAH5+fmbHMzMzsba2NpVp2LCh2fk6der8rTYSEhKoWbOmKTkGULduXerWrXvP2CpWrGj6nJCQQMWKFc3246pSpQoBAQH3rH8/Xl5eHDhwgLlz55KSkkJSUhJ//PEHL730klk5BwcH02cbGxv69evHpEmTmD9/Pg0bNqRJkya0bt36oWK4U+XKlU2fbyeYMjMzcyxbokQJU3IMbiWarK2tSUxM/FsJsnv1eeTIEdLT03n//fcJDAw0lbl58yYZGRncuHGDokWLmrVla2uLj48PW7duJT4+npSUFNPMsduzGBMSErLdRy1btsx1vPeLWURERERERORZoQTZfVha3hoeCwuLbOeMRmOOxw0Gg1lCKidGoxGAVatWUaJECbNzBQrcWvVasGDB+y7VzE0blpaWOcZ4P3cmYXJT/3Yct91vyeGSJUuYN28eXbp0oV69evj6+rJ9+/ZsM8juTgQFBATg4+PD7t272bdvH8HBwSxevJjo6GgKFy6cq7hySujkVPfuerfl9JsajUazN10+Sp+3686ePdssIXW/eufOnaNbt26UKlUKb29vGjRogIuLi1ly9mHugdzGLCIiIiIiIvKs0B5k9+Ho6AjAwYMHTcdu3rxJs2bNOH78OPv37zcrHx8fT1pamqnevVSpUgWAv/76CwcHB9N/UVFRbNiwAYBq1apx4MABs3p3fs9NG05OThw+fNhsQ/avvvqKJk2acP369Qdev5OTE3/++SdXrlwxHTt8+DCenp6cPHmSQoUKmZ2DW0s/72XhwoUMGTKE4OBgunfvjpubG3/++ed9ky1Hjx5l/Pjx2NnZ0bNnT+bOncvSpUtJSkoiPj4+xzp3x2UwGEwvNnhYFy9e5NixY6bvf/zxB1euXKFGjRqPpc/KlStjaWnJqVOnzH7P3bt3Ex4ebkp63mnTpk1cvHiRTz75hEGDBtGyZUvTSyJuj6mjo6PZ/QsQERFB586dc3/xIiIiIiIiIs84Jcjuo1KlSrRq1YoJEyawb98+kpOTCQoKIiMjg4iICOLj45k4cSJJSUn88MMPBAQEUKNGDdN+TfdSpUoVmjdvzvjx49m+fTvHjx8nPDycxYsXm/b/8vf357fffmPGjBkkJyfz9ddfM2fOHODWjLbctOHj40Nqairjx48nKSmJ/fv3M2PGDBo1akSxYsUeeP3t27fHxsaG9957j/j4eH777TeCg4OpWrUq5cuX55VXXiEhIYGoqChOnDjBypUr2b179z3bK1euHHv37uXIkSMcPXqUWbNm8eWXX5KRkXHPOi+88AKbN28mKCiIpKQkkpOT2bBhAzY2NqaZVhcvXuTixYumOq+88gpbt27lxx9/JDk5meDg4GyJvIcxatQoDh48yIEDBxg1apTprZqPo08rKyt69OjB7NmziY6O5vjx42zcuJHp06fz4osvmspduHDB1G7ZsmW5fv06n3/+OadOnWLPnj2MGDECwDSm/fr149dff2X27NkkJyeze/duFi9ejLe3NwBXr17l7Nmzjzw2IiIiIiIiIk8zLbF8gKlTpxIWFsbw4cNJT0+ndu3aLFu2jGrVqrFkyRLmzJlDp06dKFmyJC1atGDkyJEPXGIJt95YOGvWLMaPH8+lS5ewt7dn0qRJvPHGGwBUrVqV+fPn8+GHHxIREUGlSpXo1asX8+bNM7X/oDZeeuklli1bxowZM+jcuTPW1ta8/vrrpiTKgxQrVozw8HBCQ0Pp2bMnhQsXxsvLy/TigPbt2/P7778zbdo0MjIyaNKkCe+88w7Lly/Psb2wsDAmTpzIG2+8QYkSJahduzYTJkwgODiYEydO8PLLL2erY2try9KlS5k5cybdunUjKysLNzc3Pv74Y9N+WLffqrlixQrg1ptHL126RP/+/SlWrBhdu3bl9ddff+Rlge3atWPAgAFkZmbi5eXF2LFjTcsXH0efgYGB2NraMnfuXP766y/Kli3LkCFDGDBggKnMm2++Sb169QgNDeW1117j0KFDTJs2jbS0NMqXL0/Xrl3Zvn07cXFx9OzZk+rVq7NgwQLTzLvSpUvj6+vLwIEDAVi2bBnz58837bcnIiIiIiIi8jyyMGozoSdSXFwclpaWpiV8cGtJ3ZgxY/jll19M+6PJPy8qKorAwEAlkR6jzTGDuXDhSH6H8Y+ytXWiXYePSE29ys2b995PUJ5vlpYFKFWqhO4TEfQ8iNxNz4SIOT0T8rBsbUtQsOCDF1Aqy/KEio+PJywsjGnTplG9enVSUlKYN28ebdu2VXJMnno2L9jndwj/uOfhGkVERERERJ4VyrQ8obp27cpff/1FSEgIZ86cwc7OjrZt2zJs2LD8Dk3kkRiNRl5tMjq/w8gTBkMWBoMm6YqIiIiIiDzptMRSRPLc5cvXycp69qdFGwxGJcjkvrRUQOT/6HkQMadnQsScngl5WFpiKSJPrKwsg/5SExERERERkSeGEmQikudyk73PD5rxJSIiIiIi8nxSgkxE8pTRaMTaulh+h5EjgyGL1NTrSpKJiIiIiIg8Z5QgE5E8ZWFhwc5vQ7l46Xh+h2LmBRt7mr86mgIFLJQgExERERERec4oQSYiee7ipeOcv3Akv8MQERERERERAeDJ3AhI5Cnk6+vL6NGjAYiNjcXZ2ZkTJ07kc1QiIiIiIiIi8iCaQSbyD3B3d2fPnj3Y2trmdygiIiIiIiIi8gBKkIn8AwoXLkzp0qXzOwwRERERERERyQUtsZRnnrOzM5s3b8bPzw9XV1datmzJjh072LFjB61bt8bNzY1+/fpx4cIFU52kpCT69++Pu7s7jRs3ZuTIkZw9e9Z0PiMjg5CQEBo0aECdOnWYOXMmBoPBdP7uJZZeXl7MmzfPLK67l2TWqFGD77//ntdffx0XFxe6d+9OcnIyCxcupGHDhtSrV49JkyZhNN57A/njx48zePBgPDw88PT0ZPjw4Zw7d850Pjo6mg4dOuDq6oqXlxeLFi0yxX3ixAmcnZ3ZvXs3Xbp0wcXFhfbt2/Prr7+yfv16mjdvziuvvMLIkSNJT09/hF9ERERERERE5MmiBJk8FyZPnkyvXr3YvHkzTk5OjBw5koULFzJ9+nQWLVpEXFwcS5YsAeDMmTP4+Phgb2/Pp59+yqJFi0hLS6NHjx5cu3bN1N7WrVsJDQ1lzZo1nDp1iv379z9SjFlZWYSGhhISEsK6des4f/48PXr0ICkpiRUrVjBixAhWrlzJrl27cqx/5coVfHx8uHbtGhEREURERHDy5EmGDh0KQEREBOPGjaN79+7ExMQwfPhwwsPDCQsLM2tn4sSJBAQEEB0dTdGiRRkwYACff/45ixYtIjQ0lG3btrF+/fpHulYRERERERGRJ4kSZPJc6Ny5M61bt6ZChQqmRNfw4cNxdXWlfv36NGrUiMTERADWrFlDmTJlCAoKwtHRkVq1ajF79mzOnTvHF198QVpaGlFRUbzzzjs0bdqUKlWqEBIS8liWVL7zzju4ublRvXp1WrVqxdWrV5k0aRKOjo706NGDF198kT/++CPHulu3buXKlSvMmjULFxcXqlevzpQpU/Dw8ODGjRssWbKE3r1706tXLypWrEj79u0ZNmwYK1eu5MqVK6Z23nrrLRo2bIijoyOdOnXi0qVLjB8/HmdnZ1q1akWNGjVMYyUiIiIiIiLyLNAeZPJcqFSpkulz0aJFAbC3tzcdK1KkCBkZGQAcPnyYpKQk3N3dzdpIT08nKSmJ5ORkMjMzcXFxMatfvXr1xxpnsWLFePHFFylWrJhZP/da3piQkEDFihV54YUXTMeqVKlCQEAA58+f59y5c3h4eJjVqVu3LpmZmRw9ehQ7O7scY4B7j5WIiIiIiIjIs0AJMnkuWFpmv9UtLCxyLGswGKhfvz7jx4/Pds7KyoqTJ0/muo873b13WGZm5gPbKFAg95M8LS0t73lN99q3LCsrK1u/OV3H34lDRERERERE5Gmjf/WK3KVKlSokJSVRrlw5HBwccHBwwMbGhpCQEBITE3F0dKRIkSL89NNPpjo3b94kPj7+nm0WKlTIbBmjwWAwbeD/uDg5OfHnn3+a9XP48GE8PT1JT0/Hzs7OLGaA/fv3U6hQISpUqPBYYxERERERERF5mihBJnIXHx8frly5wogRI/j999+Jj49n5MiRxMXFUaVKFYoXL07v3r2ZO3cuX375JUlJSYwfP54zZ87cs81XXnmFrVu38uOPP5KcnExwcLBZIuthZGVlcfbsWW7cuAFA+/btsbGx4b333iM+Pp7ffvuN4OBgqlatSvny5fH392flypWsWrWKlJQUNm3axPz58+nevTtWVlaPFIuIiIiIiIjI00xLLEXuYm9vz8qVK5k5cyY+Pj4ULFgQNzc3IiMjTft0jRw5kiJFijBx4kSuXr1KmzZt8PLyumebw4cP59KlS/Tv359ixYrRtWtXXn/99XsufcyN06dP4+3tzdSpU+nSpQvFihUjPDyc0NBQevbsSeHChfHy8mLUqFEA9OvXj8KFCxMZGcnUqVMpW7Ys/fv3p2/fvg8dg4iIiIiIiMizwML4KP9CFxF5CBs3D+b8hSP5HYYZO1snOrf7iNTUq9y8acjvcOQ5YWlZgFKlSui+E0HPg8jd9EyImNMzIQ/L1rYEBQs+eAGlZpCJSJ57wcb+wYXy2JMYk4iIiIiIiOQNJchEJE8ZjUaavzo6v8PIkcGQhcGgSbUiIiIiIiLPGyXIRCRPWVhYcPnydbKynrxp0QaDUQkyERERERGR55ASZCKS57KyDNo3QERERERERJ4YSpCJSJ7LzQaJ+UEzyERERERERJ5PSpCJSJ4yGo1YWxfL7zByZDBkkZp6XUkyERERERGR54wSZCKSpywsLPhqTyipl4/ndyhmSlnb07LxaAoUsFCCTERERERE5DmjBJmI5LnUy8c5d+FIfochIiIiIiIiAsCTuRGQyBMkIyODkSNH4ubmRp06ddi6dSvOzs6cOHEiv0MTERERERERkcdAM8hEHuCbb75h8+bNLFiwAGdnZ8qUKcOePXuwtbXN79BERERERERE5DFQgkzkAa5cuQKAl5cXFhYWAJQuXTo/QxIRERERERGRx0hLLOWJ07lzZyZPnmz6/vXXX+Ps7MyWLVtMx8LCwujUqVOuyvn4+OS6TR8fH7NY5s2bx+jRowGoVq0ao0ePJjY21myJ5fXr1xk/fjyenp688sorjB07lpEjR5rqRUVF0bJlS7Zu3YqXlxeurq707duXM2fOMGXKFOrWrUvDhg1ZvHixqd+MjAxmzpxJixYtqFWrFp6enowYMYLU1NR7jtvNmzeZN28eXl5e1K5dmy5duvDNN9+YziclJTFw4EA8PT3x8PBg2LBhnDp1ynTe19eX2bNnM27cONzd3alfvz4LFizg6NGj9OrVC1dXVzp06EBcXNw9YxARERERERF5GilBJk8cLy8v9u7da/q+b98+LCws+P77703Hdu/eTUpKSq7KeXt757pNb29vs1j8/f0ZM2YMAHv27GHs2LHZ4n3//ffZu3cvs2bN4pNPPiEtLc0s8QZw+vRp1qxZw4IFC/j44485ePAgHTp0wNLSknXr1tGjRw8+/PBDEhMTgVvJus2bNzNlyhS2bdvGtGnT2Lt3LwsXLrznuIWEhLBq1SoCAgLYtGkTTZs2ZdCgQRw5coSTJ0/SvXt3ChcuTGRkJB9//DHnz5+nd+/epKWlmdpYunQp5cqVIyYmBl9fX+bMmcPbb7+Nv78/69evp0iRIgQHB98zBhEREREREZGnkRJk8sRp3rw5R48e5fTp0wB89913tGzZktjYWABOnDjBkSNHiIiIyFW5Fi1a5LrNFi1amMVSokQJrKysgFvLKm9/vu348eNs27aN8ePH07BhQ6pWrUpYWFi2JZiZmZmMGzeOatWq4eHhQYMGDShatCijRo2iUqVKvP322wD88ccfALi4uDBt2jQ8PT0pX748zZo1o3HjxiQkJOQ4Zmlpaaxbt453332X119/nQoVKvDOO+/Qt29frl69yurVqylevDgzZsygWrVquLq6MnfuXM6fP09MTIypnapVqzJo0CDs7e3x9/cH4PXXX8fb2xtnZ2e6dOliilFERERERETkWaEEmTxxatWqxUsvvcTevXs5c+YMx44dY+DAgaSkpHD69Gl2796Nk5MTtWvXzlU5BweHXLfp4ODwt2I9fPgwAO7u7qZjRYoUwcXFJVvZSpUqmT4XK1aMl19+2bSnWZEiRQBIT08HoGPHjmRlZfHhhx8ybNgw2rZty9atWzEYDDnGkZycTGZmJm5ubmbHhw8fTu3atUlMTKRWrVoULlzYdM7Ozo5KlSqZJd3ujhHA3t7e7NoyMjLuMyIiIiIiIiIiTx9t0i9PpGbNmrF3714KFixIrVq1qFmzJuXLlyc2NpZdu3aZZnrlttzfLZtbBQsWBLhn4upOhQoVMvteoMC989PBwcFs3bqVTp060axZM/7zn/8QHh7OmTNnctX23YxGoykZd6esrCyzujm1c784RURERERERJ4F+pevPJG8vb3Zt28fe/fupX79+gDUr1+fXbt2ERsba9orLLfl/m7Z3HJ2dsbCwoJff/3VdCwzM9M0s+xhpKamsmbNGoKDgxkzZgxdunShevXqHD16FKPRmGMdBwcHChUqxMGDB82Ov/nmmyxdupSqVasSFxdnNvvr3LlzpKSk4Ojo+NCxioiIiIiIiDwLlCCTJ1L9+vVJT09n27ZtpmRWgwYN2LZtGzY2NqYljLkt93fKXr16lbNnz+YqTnt7e9q0acOkSZPYt28fSUlJjBs3jtOnT+c4Yys3rKyssLKyYvv27aSkpJCQkMC4ceM4dOiQWYLr4sWLXLx4Ebi1HLJ3797MmTOH7du3c+zYMWbNmsWRI0do3rw5PXv2JC0tjYCAAOLj44mLi+Odd96hVKlStG3b9qHiFBEREREREXlWKEEmT6QiRYrQsGFDAF555RXgVjLLaDTi5eVltndXbsr9nbLLli2jcePGuY510qRJeHh4MHToULp160aRIkVwc3N74LLHe7G0tGTOnDkkJibSvn17+vXrx/Xr1xkxYgR//PEH165dA2Do0KEMHTrUVG/EiBF06tSJ4OBg2rdvz759+/jvf/+Lo6Mj9vb2rFixgsuXL9O9e3f69u1L6dKlWbNmDdbW1g8Vp4iIiIiIiMizwsJ4rzVbIvJA6enpfPvtt9SvX5+SJUuajrdu3ZoOHTowePDgfIzuybVu62DOXTiS32GYedHWiW6vf0Rq6lVu3nzwnnIij4OlZQFKlSqh+04EPQ8id9MzIWJOz4Q8LFvbEhQs+OD5YdqkX+QRFC5cmIkTJ1K3bl0GDRpEwYIF+fTTTzl16hSvvfZafof3xCplbf/gQnnsSYxJRERERERE8oYSZCKPwMLCgsWLFzN9+nS6d+9OVlYWNWrUYNmyZdr8/h6MRiMtG4/O7zByZDBkYTBoUq2IiIiIiMjzRgkykUdUvXp1li1blt9hPDUsLCy4fPk6WVlP3rRog8GoBJmIiIiIiMhzSAkyEclzWVkG7RsgIiIiIiIiTwwlyEQkz+Vmg8T8oBlkIiIiIiIizyclyEQkTxmNRqyti+V3GDkyGLJITb2uJJmIiIiIiMhzRgkyEclTFhYWbP0ulAuXjud3KGZsbex5veFoChSwUIJMRERERETkOaMEmYjkuQuXjvNX6pH8DkNEREREREQEgCdzIyCRO8TGxuLs7MyJEyfytF+j0cjGjRs5f/58rutcu3aNVatWPXLfzs7OREVF5arsiRMncHZ2JjY29pH7FREREREREXkeKUEmcg8//vgjo0eP5vr167mus2zZMsLDwx+57z179vD6668/cjsiIiIiIiIi8mBaYilyD0bj39+H6mHq5KR06dKPpR0REREREREReTDNIJPHYvfu3XTp0oXatWvToEEDRo8ezaVLl0zLI7dv306rVq1wc3OjT58+JCUlmepmZWURERFB69atcXFxoXXr1qxbt+6eff3888+4u7szY8YM07ENGzbQpk0bXF1dadOmDZGRkRgMBuD/liB+/vnndO3aFRcXF7y9vfn000/v2UdsbCx+fn4AeHt7ExUVRVRUFM7OztnK3V7+OW/ePObPn8/JkyfNloRGR0fToUMHXF1d8fLyYtGiRdliW7BgAY0aNcLLy4vLly+bLbHMyMhg5syZtGjRglq1auHp6cmIESNITU3N9e/zyy+/4Ofnh4eHB56enowZM4ZLly6Zznt5eRESEsLrr7+Op6cn33//PVlZWcyaNYvGjRtTu3Zthg4dypQpU/D19c11vyIiIiIiIiJPAyXI5JFduHCBIUOG8MYbb7B161bmz5/Pjz/+SFhYmKnMlClTGDt2LGvXrsXS0hI/Pz+uXLkCQGhoKAsWLGDIkCFs2rQJPz8/Jk6cyIoVK7L1deDAAfr378+///1vAgICAFi7di3Tpk1j8ODBbNmyhXfffZclS5aYJdBu9zNw4ECio6Np0KAB48aN4/jxnN+k6O7uzrx58wBYv359rpY7+vv74+/vT9myZdmzZw/lypUjIiKCcePG0b17d2JiYhg+fDjh4eFmYwMQExNDZGQkc+bMwdra2uxcWFgYmzdvZsqUKWzbto1p06axd+9eFi5c+MCYAOLi4vD19cXJyYm1a9cyd+5c4uLi8Pf3NyXqANasWcMHH3zA0qVLeeWVV5gxYwZr164lKCiIqKgoypQpk+NvIiIiIiIiIvK00xJLeWRnzpwhIyODf/3rX5QvX57y5cuzaNEisrKyTLOURo8eTdOmTQGYMWMGzZo1Y8uWLbRr1441a9YwevRo2rdvD0DFihU5fvw4ixYtonfv3qZ+Dh06xNixY3nrrbcYMmSI6fiCBQt4++23adeuHQD29vakpaUxYcIE3nnnHVO5t956C29vbwDef/991q9fz4EDB7C3t892TYULF8bGxgYAW1tbihYt+sBxKFGiBMWLF6dgwYKULl0ao9HIkiVL6N27N7169TJd28WLF00Jvdt8fHxwcnLKsV0XFxdatWpFvXr1AChfvjyNGzcmISHhgTHBrX3RnJ2dCQoKAsDJyYmZM2fSoUMHvv32W9Pv0rRpUxo2bAjA9evXWb16NYGBgbRq1QqAcePG8csvv+SqTxEREREREZGniRJk8siqV69Ou3btGDhwIOXKlaNhw4Y0a9YMLy8vfvrpJwBTcgfghRdeoGLFiiQmJnL06FEyMzPx8PAwa7NOnTp8/PHHZm+QDAgIIDMzk5dfftl07MKFC/zvf/9jzpw5zJ8/33TcYDCQnp7OiRMnKFKkCACOjo6m81ZWVgBkZmZy6tQp2rZta9b/40gEXbhwgXPnzmW7trp165KZmcnRo0exs7MDwMHB4Z7tdOzYkX379vHhhx/y559/kpSUxNGjR6lTp06u4khMTKRRo0Zmx5ydnbG2tiYhIcGUILszhqSkJG7cuIGbm5tZPQ8PD+Lj43PVr4iIiIiIiMjTQgkyeSxmzpzJ4MGD+eabb/juu+8YMWIEr7zyimmWlKWl+a1mMBgoUKCAaVN7CwuLbOfvrjd48GAuXbpESEgIDRs2pEyZMqZygYGBptlPdypXrhx//fUXcGtW2N2MRiNlypQhOjo619dqNBpN8d68efO+5XKSlZUFmF/b/WaoBQcHs3XrVjp16kSzZs34z3/+Q3h4OGfOnPnb8d7JYDBQqFChHGO4HdvjeumAiIiIiIiIyJNMe5DJI/v1118JCQmhcuXK9OnTh//+97+EhIQQGxtrmgF28OBBU/kLFy6QkpJCzZo1qVy5MpaWluzfv9+szf3791O6dGnTMkeAdu3a8c4772BtbW1aLmhnZ4ednR3Hjh3DwcHB9N+hQ4eYPXt2ruK3tLQ0q3t7JtXdSaXbyaTbe6cBpKSkmJW5s87t2G7Porvz2goVKkSFChUeGFtqaipr1qwhODiYMWPG0KVLF6pXr87Ro0dznbyqWrVqtvGNj48nLS3NbFbdnRwcHChatCi//vqr2fG4uLhc9SkiIiIiIiLyNFGCTB5ZyZIlWb16NdOnTyclJYWEhAS2bNlCxYoVKVWqFAATJkzgxx9/JD4+noCAAEqXLs1rr72GlZUV3bp1Y+7cuWzatImUlBRWrVrF6tWr8ff3z5akKlq0KJMmTWLnzp189tlnWFhY0K9fP1asWMGKFSs4duwYX3/9NRMmTKBw4cI5zhrLreLFiwO3kklXr17Fzc2NAgUKMHv2bI4fP86uXbtYtmxZtjqXLl0iOTmZmzdv4u/vz8qVK1m1ahUpKSls2rSJ+fPn0717d9Myz/uxsrLCysqK7du3m8Z23LhxHDp0iIyMjBzrZGRkcPbsWdP5Pn36EB8fz8SJE0lKSuKHH34gICCAGjVq0KBBgxzbKFasGL6+vsydO5evv/6a5ORkZsyYkS1hJiIiIiIiIvIs0BJLeWROTk7MmzeP+fPns3r1agoUKED9+vVZsmQJp0+fBqBr164EBARw+fJl6tevz/LlyylWrBgAY8eOpVSpUsycOZNz587h4OBAUFAQ3bp1y7G/Bg0a0KVLF9NSS39/f4oUKcKKFSuYNm0adnZ2dOnSheHDhz/SdVWtWpWmTZvy7rvvMmLECPz9/Zk4cSKLFi1i3bp11KxZkzFjxvCf//zHVKdVq1asW7eODh06sHLlSvr160fhwoWJjIxk6tSplC1blv79+9O3b99cxWBpacmcOXMIDQ2lffv22NjY4OnpyYgRI1i0aBHXrl3LVueXX37Bz8+P5cuX4+npibu7O0uWLGHOnDl06tSJkiVL0qJFC0aOHGm2xPJu77zzDpmZmXzwwQdcv36d5s2b4+3tTXp6+t8fTBEREREREZEnmIVRmwzJPyg2NhY/Pz+2b99utrm+PPm++uorPDw8sLW1NR3z9/enbNmyhISEPFLbKz8fzF+pRx41xMeqTCknerf5iNTUq9y8acjvcOQ5YWlZgFKlSui+E0HPg8jd9EyImNMzIQ/L1rYEBQs+eAGlZpCJSI7Cw8NZvXo1o0aNomTJkmzfvp3vv/8+27LSh2FrY/8YIny8nsSYREREREREJG8oQSYiOZoxYwahoaH06dOHGzdu4OTkxJw5c6hfv/4jtWs0Gnm94ejHFOXjZTBkYTBoUq2IiIiIiMjzRkssRSTPXb58naysJ29atMFgVIJM8pSWCoj8Hz0PIub0TIiY0zMhD0tLLEXkiZWVZdBfaiIiIiIiIvLEUIJMRPJcbrL3+UEzyERERERERJ5PSpCJSJ4yGo1YWxfL7zBylGXI4mLqdSXJREREREREnjNKkIlInrKwsOCzfaGcu3w8v0Mx86K1PR0bjKZAAQslyERERERERJ4zSpA94by8vOjcuTNDhw79R8o/a5ydnZk6dSpdunTJ71D+ltjYWPz8/Ni+fTsvv/xyfofzjzt3+ThnUo/kdxgiIiIiIiIiADyZGwGJiIiIiIiIiIjkESXIRERERERERETkuaYEWR64du0akydPpnHjxri7u9OrVy/i4uIA+OWXX/Dz88PDwwNPT0/GjBnDpUuX7tnWhg0b6NSpE66urri5ueHr68uhQ4fMypw9e5YBAwbg4uJCixYtiImJuWd7J06cwNnZmQULFtCoUSO8vLy4fPkyV65cYdy4cdSvXx8PDw/8/Pw4ePCgqd7169cZO3YsjRo1wsXFhU6dOvHll1+azhuNRpYsWYK3tze1a9emY8eO2eLYsWMHPXr0wN3dHRcXF958802+++4703lfX1/GjBlD165dqVOnDtHR0QBs3ryZjh074urqire3Nx9//LFZu8nJybz11lu4urrSuHFjFi9efM/rB/jtt9/o1asXtWvXxtvbm5iYGGrUqEFsbCwAWVlZRERE0Lp1a1xcXGjdujXr1q0zayMpKYmBAwfi6emJh4cHw4YN49SpU6bzWVlZzJo1i8aNG1O7dm2GDh3KlClT8PX1zTGm3Izf3e53n8GD7zUvLy9WrFjB0KFDqV27Nk2aNGH9+vX88ssvdOrUidq1a9OjRw+OHTt23zhEREREREREnjZKkOWB4cOHs3PnTkJCQoiOjqZSpUr07duXuLg4fH19cXJyYu3atcydO5e4uDj8/f0xGAzZ2vnqq68YP348ffr04fPPPycyMpIbN24wduxYs3Lr1q3jlVdeISYmhn//+9+MHj2ar7766r4xxsTEEBkZyZw5c7CysqJ///78+eefLF68mHXr1uHm5kbPnj05fPgwAHPmzCEhIYH//ve/bN26lSZNmjB8+HBOnDgBwKxZs1i9ejUffPABmzZtws/Pj+DgYFatWgXcSkoNHjyYVq1aERMTw/r167GzsyMgIICMjAxTXFFRUfj5+bFmzRqaNm3KF198wXvvvUfbtm2JiYlh5MiRzJ49m/Xr15vqrFy5ko4dO7JlyxZ8fHz48MMP2bdvX47XfebMGf79739Tvnx5NmzYQFBQELNmzSIrK8tUJjQ0lAULFjBkyBDTtUycOJEVK1YAcPLkSbp3707hwoWJjIzk448/5vz58/Tu3Zu0tDQAZsyYwdq1awkKCiIqKooyZcqY6ufkQeOXk3vdZxcuXMj1vTZz5kxeffVVNm/eTLNmzQgODmb8+PGMHj2alStXcvbsWWbMmHHPGERERERERESeRtqk/x+WnJzMrl27WLp0Ka+++ioAQUFBlChRgsWLF+Ps7ExQUBAATk5OzJw5kw4dOvDtt9/StGlTs7ZeeOEFJk+eTKdOnQAoX748Xbt2Zfz48WblvL29GThwIACVKlXi119/ZdmyZbRs2fKecfr4+ODk5ATAvn37+OWXX9i3bx+2trYAjBgxgp9//pnly5cTGhrKsWPHKFmyJBUqVMDKyop33nmHOnXqYGNjw7Vr14iIiCAsLIzmzZsDUKFCBU6ePEl4eDi9evWiYMGCfPDBB/Tq1csUg5+fH/7+/pw/f55y5coBUL16ddq3b28qExERQZs2bRgwYAAAFStW5OrVqxQrVsxUpmfPnqYxGjRoEMuWLeO3336jQYMG2a577dq1WFtbM2XKFAoVKoSTkxPjxo3jP//5DwBpaWmsWbOG0aNHm+KoWLEix48fZ9GiRfTu3ZvVq1dTvHhxZsyYQeHChQGYO3cuXl5exMTE0LlzZ1avXk1gYCCtWrUCYNy4cfzyyy85/ha5Gb+73e8+u3jxIsuWLcvVvdakSRO6detm+j3Wrl2Lr68v9evXB6BNmzZ8/fXXOcYtIiIiIiIi8rRSguwflpCQAICbm5vpWOHChQkMDOT111+nUaNGZuWdnZ2xtrYmISEhW4Ksbt262NrasmDBAlJSUkhOTub333/PNtusTp06Zt9r167N7t277xung4OD6fPtJZve3t5mZTIyMkhPTwegf//+DBw4kAYNGuDu7k6jRo1o27YtVlZWxMXFkZ6ezvvvv09gYKCp/s2bN8nIyODGjRtUr14dGxsblixZQnJyMn/++Se///47gNnsrTvjglvj2aZNG7NjXbt2NfteqVIls+/W1tamuO92+PBhatasSaFChUzH7hy/o0ePkpmZiYeHh1m9OnXqmGaKJSYmUqtWLVNyDMDOzo5KlSqRkJBAUlISN27cMLsHADw8PIiPj88W05EjRx44fkWLFjWrc7/7DCAxMTFX99qdY3e7jzvfqlmkSBGzGX4iIiIiIiIizwIlyP5hlpa3htjCwiLbOaPRmONxg8FglrC5bcuWLYwaNYp27drh6urKm2++SWJiIhMnTjQrV6CA+cpZg8FglrzJyZ0JF4PBQMmSJYmKispW7nY77u7u7N69m71797Jv3z4+/fRT5s2bx9KlSylevDgAs2fPpnLlyjm28eOPP+Lv70/Tpk2pU6cObdu25fr16wwePPieccGt8cxpzO5UsGDBbMeMRuM9y+a0nPXuenf3ebuOpaXlPX/HrKwsChUqZLoH7hXDvfq83/jd7X732e02c3Ov3W7nTnffTyIiIiIiIiLPGv3L9x/m6OgIYLbB/c2bN2nWrBnHjx9n//79ZuXj4+NJS0sz1bvTokWLePPNN5k2bRq9evWibt26HD9+HDBPvty9af9PP/1ElSpVch1z1apVSUtLIyMjAwcHB9N/S5YsYfv27cCtJYQ//fQT3t7efPDBB2zbtg17e3u2bdtG5cqVsbS05NSpU2b1d+/eTXh4OAUKFCA8PBxPT0/mz59Pnz59aNSoEadPn852LTmN551jCRASEsKgQYNyfX13qlatGocOHSIzM9N07MCBA6bPt6/l7t9p//79lC5dGhsbG6pWrUpcXJzZzKpz586RkpKCo6MjDg4OFC1alF9//dWsjTs30L9Tbsbvbve7z7Zs2ULVqlX/1r0mIiIiIiIi8jxRguwfVqlSJVq1asWECRPYt28fycnJBAUFkZGRQUREBPHx8UycOJGkpCR++OEHAgICqFGjRo77ZZUrV46ff/6ZQ4cOcezYMSIiIli5ciWAWXJmy5YtLFu2jKNHj/Lf//6Xr776yiyBdPbsWa5evXrPmF999VWqV6/Ou+++y759+0hJSWHatGls2LDBlExJSUlh/Pjx7Nu3j5MnT/LFF19w6tQp3N3dsbKyokePHsyePZvo6GiOHz/Oxo0bmT59Oi+++KLpWhISEti/fz8nTpxgw4YNzJkzJ9u13G3AgAFs3bqV5cuXc+zYMbZs2cInn3xy3/3V7pSVlcXZs2e5ceMGcGvvtdtv7ExKSmLfvn2mGXkWFhZYWVnRrVs35s6dy6ZNm0hJSWHVqlWsXr0af39/LCws6NmzJ2lpaQQEBBAfH09cXBzvvPMOpUqVom3bthQrVgxfX1/mzp3L119/TXJyMjNmzMiWMLstN+MHcOHCBa5cuQLc/z5r0KABffr0+Vv3moiIiIiIiMjzREss88DUqVMJCwtj+PDhpKenU7t2bZYtW0a1atVYsmQJc+bMoVOnTpQsWZIWLVowcuTIHJdYjhs3jqCgIHr37k3hwoWpVq2aqd0DBw5Qr149APr27cvOnTv58MMPKV++PDNnzsTT09PUTuPGjRkyZAhDhw7NMd6CBQuybNkypk+fzvDhw7l+/TqOjo7MmzfPlEyZMGEC06ZN47333uPixYuUL1+egIAAOnbsCEBgYCC2trbMnTuXv/76i7JlyzJkyBDT5vrDhg3j3LlzppcJODk5ERISwnvvvUdcXNw9ZzV5eXkxadIklixZQlhYGOXLl2fMmDF07tw5V7/F6dOn8fb2ZurUqXTp0gU7OzuWLl1KSEgIHTt2pGzZsvTs2ZOwsDDTbzB27FhKlSrFzJkzOXfuHA4ODgQFBZk2s7e3t2fFihXMmDHD9DbLRo0aMX36dKytrQF45513yMzM5IMPPuD69es0b94cb2/ve+6N9qDxA3jzzTepV68eoaGhwL3vM1tbW2xtbf/WvSYiIiIiIiLyPLEw5nZjJJFn0JEjR7h06ZLZJvw///wzPXv2ZNeuXaa3aT6qr776Cg8PD9NbQQH8/f0pW7YsISEhj6WPp0n4tsGcST2S32GYeamUE31bf0Rq6lVu3rz3vnQij5OlZQFKlSqh+04EPQ8id9MzIWJOz4Q8LFvbEhQs+OAFlFpiKc+1M2fO4OfnR3R0NCdPnuSXX35h6tSp1KtX77ElxwDCw8MZOXIkv//+O8ePHyciIoLvv/+eDh06PLY+REREREREROThaImlPNcaNWrE2LFjWbx4MePGjcPKygovLy8CAgIeaz8zZswgNDSUPn36cOPGDZycnJgzZw7169d/rP08LV60ts/vELJ5EmMSERERERGRvKElliKSp4xGIxYWFvkdRo6yDFlcTL2OwaA/FiVvaKmAyP/R8yBiTs+EiDk9E/KwcrvEUjPIRCRPWVhYcPnydbKynry/1AwGo5JjIiIiIiIizyElyEQkz2VlGfR/fUREREREROSJoQSZiOS53ExvzQ+aQSYiIiIiIvJ8UoJMRPKU0WjE2rpYfoeRI+1BJiIiIiIi8nxSgkxE8pSFhQXrY6fx1+Xj+R2KmTLW9nT1fJ8CBSyUIBMREREREXnOKEEmz72MjAwCAwPZvn07lpaWTJw4keHDh7N9+3ZefvllfH19KV++PKGhoblqz8vLi86dOzN06NDHFmNmZiarVq2iT58+j63N/PTX5eOcvngkv8MQERERERERAZQgE+Gbb75h8+bNLFiwAGdnZ06ePGl2ft68eRQsWDCfortl8+bNTJ069ZlJkImIiIiIiIg8SZQgk+felStXgFszvywsLLIlyF544YV8iMqc0aglfyIiIiIiIiL/lCfzVXLyTOvcuTOTJ082ff/6669xdnZmy5YtpmNhYWF06tQpV+V8fHxy3aaPj49ZLPPmzWP06NEAVKtWzfT5Tr6+vqbjUVFRNGnShA0bNtC0aVPc3d0ZPHgwZ86cyfFar127Rq9evWjfvj3nz58HYMeOHfTo0QN3d3dcXFx48803+e6778z6GzNmDF27dqVOnTp89NFHBAYGAuDs7ExsbGyOfR0/fpzBgwfj4eGBp6cnw4cP59y5c6bz0dHRdOjQAVdXV7y8vFi0aBEGgwGAEydO4OzszO7du+nSpQsuLi60b9+eX3/9lfXr19O8eXNeeeUVRo4cSXp6eo79i4iIiIiIiDytlCCTPOfl5cXevXtN3/ft24eFhQXff/+96dju3btJSUnJVTlvb+9ct+nt7W0Wi7+/P2PGjAFgz549jB079oHxX7hwgWXLljFz5kwiIyM5ffo0/fr14+bNm2blbty4wcCBA7l69SqRkZHY2dnx22+/MXjwYFq1akVMTAzr16/Hzs6OgIAAMjIyTHWjoqLw8/NjzZo1vPnmm2Yxuru7Z4vpypUr+Pj4cO3aNSIiIoiIiODkyZOmfdAiIiIYN24c3bt3JyYmhuHDhxMeHk5YWJhZOxMnTiQgIIDo6GiKFi3KgAED+Pzzz1m0aBGhoaFs27aN9evXP3CMRERERERERJ4mSpBJnmvevDlHjx7l9OnTAHz33Xe0bNnSNDPqxIkTHDlyhIiIiFyVa9GiRa7bbNGihVksJUqUwMrKCoDSpUubPt9PZmYmYWFh1KlTB1dXV6ZPn05iYiL79u0zlUlPT+c///kPaWlpREREYGtrC0DBggX54IMP8Pf3x97enmrVquHn58f58+dNM8wAqlevTvv27alSpQovvfSSWYyFCxfOFtPWrVu5cuUKs2bNwsXFherVqzNlyhQ8PDy4ceMGS5YsoXfv3vTq1YuKFSvSvn17hg0bxsqVK01LTAHeeustGjZsiKOjI506deLSpUuMHz8eZ2dnWrVqRY0aNUhMTHzgGImIiIiIiIg8TZQgkzxXq1YtXnrpJfbu3cuZM2c4duwYAwcOJCUlhdOnT7N7926cnJyoXbt2rso5ODjkuk0HB4dHjr9EiRLUrFnT9N3R0RFra2uzxFFkZCT79u3DysoKGxsb0/Hq1avTvHlzlixZwpgxY/Dx8WHIkCEAZGVlmcr93TgTEhKoWLGi2X5pVapUISAggKtXr3Lu3Dk8PDzM6tStW5fMzEyOHj1qOlapUiXT52LFigFgb29vOlakSBGzmW4iIiIiIiIizwIlyCRfNGvWjL179/Ldd99Rq1YtatasSfny5YmNjWXXrl2mmV65Lfd3yz6KQoUKZTtmNBrN3nRZtWpVli9fzv79+/nkk09Mx3/88Udat27NgQMHqFq1KoMHD2b69OnZ2itatOjfisnS0hILC4scz91rg//bCTlLy/97V8edn28rUEB/TIiIiIiIiMizTf/ylXzh7e3Nvn372Lt3L/Xr1wegfv367Nq1i9jYWNNeYbkt93fLPoqLFy9y7Ngx0/c//viDK1euUKNGDdOxZs2aUa9ePfz9/Zk+fbrpzZjh4eF4enoyf/58+vTpQ6NGjUzLQu/3psp7Jb9uc3Jy4s8//zRbLnn48GE8PT1JT0/Hzs6On376yazO/v37KVSoEBUqVMj9xYuIiIiIiIg8g5Qgk3xRv3590tPT2bZtmymZ1aBBA7Zt24aNjQ0uLi5/q9zfKXv16lXOnj37SPGPGjWKgwcPcuDAAUaNGoW7uzt169bNVm7IkCGULl2aDz74AIBy5cqRkJDA/v37OXHiBBs2bGDOnDkA9126WLx4cQB+++03bty4QVZWFmfPnuXGjRsAtG/fHhsbG9577z3i4+P57bffCA4OpmrVqpQvXx5/f39WrlzJqlWrSElJYdOmTcyfP5/u3bvnat81ERERERERkWeZEmSSL4oUKULDhg0BeOWVV4BbySyj0YiXl5dpxlRuy/2dssuWLaNx48aPFH+7du0YMGAAffv2pUqVKixevDjHWV5FihRh0qRJ7Nu3j7Vr1zJs2DDc3NwYOHAgnTp1Yv369YSEhFC0aFHi4uLu2V/9+vWpXbs2PXr0YOfOnZw+fZrGjRuzdetW4NZ+YeHh4WRlZdGzZ0/69u2Lo6Mjc+fOBaBfv3689957REZG0rZtW+bMmUP//v1Nb8cUEREREREReZ5ZGO+3rktEzERFRREYGEhCQkJ+h/JU++irIZy+eCS/wzBT7gUnBrecT2rqVW7eNOR3OPKcsLQsQKlSJXTfiaDnQeRueiZEzOmZkIdla1uCggUfPD9MM8hEREREREREROS5lv2VdSIi/7Ay1vb5HUI2T2JMIiIiIiIikje0xFJE8pTRaHzgWznzS5Yhi4up1zEY9Mei5A0tFRD5P3oeRMzpmRAxp2dCHlZul1hqBpmI5CkLCwsuX75OVtaT95eawWBUckxEREREROQ5pASZiOS5rCyD/q+PiIiIiIiIPDGUIBORPJeb6a35QTPIREREREREnk9KkIlInjIajVhbF8vvMHKkPchERERERESeT0qQiUiesrCwYPkP0/jfleP5HYqZslb2+NV7nwIFLJQgExERERERec4oQSbyiA4dOsT777/Pn3/+ibe3N3PmzMnvkB6Kr68v5cuXJzQ09B/v639XjnPi4pF/vB8RERERERGR3FCCTOQRLViwAAsLCzZv3kzJkiXzOxwRERERERER+ZuUIBN5RJcvX6ZGjRpUrFgxv0MRERERERERkYfwZL5KTuQp4eXlxQ8//EB0dDTOzs7ExsYSHR1Nhw4dcHV1xcvLi0WLFmEwGAA4ceIEzs7OLFiwgEaNGuHl5cXly5dxdnZm8+bN+Pn54erqSsuWLdmxYwc7duygdevWuLm50a9fPy5cuGDqOzw8nBYtWlCrVi28vLz46KOPMBrvvXfWb7/9Rq9evahduzbe3t7ExMRQo0YNYmNjcyyflJRE//79cXd3p3HjxowcOZKzZ88+3gEUEREREREReQIoQSbyCD799FPc3d1p06YNe/bsIS4ujnHjxtG9e3diYmIYPnw44eHhhIWFmdWLiYkhMjKSOXPmYG1tDcDkyZPp1asXmzdvxsnJiZEjR7Jw4UKmT5/OokWLiIuLY8mSJQDs2LGDRYsWMWHCBL788ksCAgJYuHAhMTExOcZ55swZ/v3vf1O+fHk2bNhAUFAQs2bNIisr657lfXx8sLe359NPP2XRokWkpaXRo0cPrl279hhHUERERERERCT/aYmlyCOwtbWlUKFCFC1alBdffJGIiAh69+5Nr169AKhYsSIXL15k2rRpDB482FTPx8cHJycns7Y6d+5M69atAejRowc7duxg+PDhuLq6AtCoUSMSExMBOHbsGEWKFOHll1/mX//6F//6178oU6YM//rXv3KMc+3atVhbWzNlyhQKFSqEk5MT48aN4z//+U+O5desWUOZMmUICgoyHZs9ezb169fniy++oEuXLg85YiIiIiIiIiJPHiXIRB6TCxcucO7cOTw8PMyO161bl8zMTI4ePYqdnR0ADg4O2epXqlTJ9Llo0aIA2Nvbm44VKVKEjIwMADp06MCGDRto1aoVzs7ONGrUiJYtW94zQXb48GFq1qxJoUKFTMfq1Klzz2s5fPgwSUlJuLu7mx1PT08nKSnpnvVEREREREREnkZKkIk8Jvfa/+v2MkZLy/973G4nwO505/nbLCwscmzT1taWzz77jF9++YW9e/eyZ88eli1bxtChQxkyZEi28gULFjTtg5YbBoOB+vXrM378+GznrKysct2OiIiIiIiIyNNAe5CJPCZ2dnbY2dnx008/mR3fv38/hQoVokKFCo+tr88++4w1a9bg4eHBsGHDWLduHV27dmXr1q05lq9WrRqHDh0iMzPTdOzAgQP3bL9KlSokJSVRrlw5HBwccHBwwMbGhpCQENMyTxEREREREZFnhRJkIo+JhYUF/v7+rFy5klWrVpGSksKmTZuYP38+3bt3f6wzr9LT05k2bRrR0dGcOHGC/fv388MPP5iWRGZlZXH27Flu3LgB3Nrz7MqVK4wbN46kpCT27dvHxIkTTXHf7Xb5ESNG8PvvvxMfH8/IkSOJi4ujSpUqj+06RERERERERJ4EWmIp8hj169ePwoULExkZydSpUylbtiz9+/enb9++j7Wfbt26cenSJRYsWMDp06exsbGhdevWBAQEAHD69Gm8vb2ZOnUqXbp0wc7OjqVLlxISEkLHjh0pW7YsPXv2JCwszGxfstvs7e1ZuXIlM2fOxMfHh4IFC+Lm5kZkZKRpHzURERERERGRZ4WF8V4bJ4nIM+PIkSNcunTJ7AUCP//8Mz179mTXrl2UK1cuT+MJ2z6EExeP5GmfD/LyC06M8p5PaupVbt7M/X5tIo/C0rIApUqV0H0ngp4HkbvpmRAxp2dCHpatbQkKFnzwAkotsRR5Dpw5cwY/Pz+io6M5efIkv/zyC1OnTqVevXp5nhwTERERERERedJoiaXIc6BRo0aMHTuWxYsXM27cOKysrPDy8jItycxrZa3s86Xf+3kSYxIREREREZG8oSWWIpKnjEZjji8GeBJkGbK4mHodg0F/LEre0FIBkf+j50HEnJ4JEXN6JuRh5XaJpWaQiUiesrCw4PLl62RlPXl/qRkMRiXHREREREREnkNKkIlInsvKMuj/+oiIiIiIiMgTQwkyEclzuZnemhua8SUiIiIiIiKPgxJkIpKnjEYj1tbFHktb2jNMREREREREHgclyEQkT1lYWDBv/zROXjn+SO2Ut7JnaJ33KVDAQgkyEREREREReSRKkD0h5s2bx8aNG9mxY0d+h/LE8fX1pXz58oSGhgLw008/YTQaqVOnTp71+bwYPXo0J0+eZMWKFf9oPyevHOfPS0f+0T5EREREREREcksJsieEv78/vXr1yu8wngo+Pj5MnTr1H02QzZs3j4IFC/5j7T+pxo4dS1ZWVn6HISIiIiIiIpKnlCB7QpQoUYISJUrkdxjy/73wwgv5HUK+sLKyyu8QRERERERERPLc43mVnDyQs7Mza9asoWfPnri6utK+fXu2b99uOj9v3jy8vLxM38+cOcPw4cOpU6cOnp6eDBw4kD///BOAy5cv07RpUwYOHGgq/91331GtWjW2bdsGwB9//MGgQYPw9PSkVq1atGzZksjISLP++vTpw/Lly2ncuDFubm6MGDGCs2fPMmrUKNzd3WnatCkbN2401fH19WXMmDF07dqVOnXqEB0dDcCGDRto06YNrq6utGnThsjISAwGg6ledHQ0bdu2xcXFhVdffZUpU6aQkZEBQFRUFM7OzmZjFRsbi7OzMydOnMhxHAECAwMZPXp0jmPt5eXFvHnzzI75+vqayt9uf/fu3bRr145atWrRtm1bdu7cmWP5qKgomjRpwoYNG2jatCnu7u4MHjyYM2fOPNY+jUYjS5Yswdvbm9q1a9OxY0diYmJyvMbbHvQ7A+zdu5cePXpQu3ZtmjRpwsyZM+85S2z06NH4+vrmOmYRERERERGRZ4ESZHkoLCyMdu3aER0dTdOmTRkyZAg///xztnLXrl3D19eXrKwsVq5cyYoVKyhVqhTdunXjzJkzWFtbExoayq5du9i8eTOpqam8//77dOvWjdatW3P9+nXeeustihcvzurVq9myZQtt2rQhJCSE33//3dTP/v372b9/P5GRkcyePZtt27bRrl07qlevzoYNG2jSpAlBQUGkpqaa6kRFReHn58eaNWto2rQpa9euZdq0aQwePJgtW7bw7rvvsmTJEmbMmAFAfHw8H3zwAUOHDmXbtm2EhITw2WefsXTp0ocawz179gAwZswYxo4d+1Bt3DZ9+nTGjh1LVFQU9vb2BAQEcPXq1RzLXrhwgWXLljFz5kwiIyM5ffo0/fr14+bNm4+tz1mzZrF69Wo++OADNm3ahJ+fH8HBwaxatSrHtnLzOx84cIB+/frh5uZGVFQUISEhrF+/nrlz5/4j4yQiIiIiIiLyNFKCLA+98cYb9OrVi8qVKxMQEICrqysrV67MVm7Lli2kpqYyc+ZMqlWrRtWqVZkyZQolS5Zk3bp1ADRo0ABfX1+mTJlCYGAg1tbWjBkzBriVOLmdXHF0dMTBwYEhQ4YAkJCQYOrHYDAwefJkHB0dadasGdWrV6dy5cq89dZbVK5cmT59+pCRkUFKSoqpTvXq1Wnfvj1VqlShVKlSLFiwgLfffpt27dphb29P69atGT58OCtXriQ9PZ0TJ05gYWHByy+/zL/+9S9effVVwsPDadOmzUONYenSpYFbSwEfdTngu+++S4MGDahatSrvvvsuaWlpJCYm5lg2MzOTsLAw6tSpg6urK9OnTycxMZF9+/Y9lj6vXbtGREQE77//Ps2bN6dChQq88cYb9OnTh/Dw8Bzbys3vvHz5clxdXRk9ejSOjo40btyYSZMmUaZMmX9knERERERERESeRtqDLA/Vq1fP7Hvt2rX57rvvspU7fPgwaWlp2cqnp6eTlJRk+h4QEMA333zDzp07iY6OpmjRogDY2tri4+PD1q1biY+PJyUlxTSj6M6lj3Z2dlhbW5u+FytWjHLlypm+FylSxNTvbQ4ODqbPFy5c4H//+x9z5sxh/vz5puMGg8GUHHv11Vdxd3fnjTfeoGLFijRs2BBvb29q1aqVixH7Z1WuXNn0uWTJksCtRFhOSpQoQc2aNU3fHR0dsba2JjExkVdfffWR+zxy5Ajp6em8//77BAYGmsrcvHmTjIwMbty4Yfp9b8vN75yQkEDDhg3N6rVs2TLX8d4vZhEREREREZFnhRJkecjS0ny4DQYDBQpkn8RnMBioVKkSCxcuzHauePHips9//fUXZ8+exdLSkj179lC9enUAzp07R7du3ShVqhTe3t40aNAAFxcXmjZtatZWoUKFsrWfUzx3ujNJczsJExgYmC0JA1CuXDkKFy7M8uXLOXz4MHv27GHPnj188skndOrUialTp5rKGo1GLCwsAP72ssWcGI1Gs+85JXQKFy78wHq35TRWRqPR7E2Xj9Ln7bqzZ882S0jdr15ufmdLS0vTuD6svzNOIiIiIiIiIk8jLbHMQwcPHjT7/uuvv5rNSrqtatWqnDp1CisrKxwcHHBwcKB8+fLMnDmTH3/8EbiVnHr//fepXr06wcHBzJkzh/j4eAA2bdrExYsX+eSTTxg0aBAtW7bk0qVLwONNbNjZ2WFnZ8exY8dMcTo4OHDo0CFmz54NwO7du5k/fz41atRgwIABLF++nGHDhrF161bg/xJPV65cMbV755LOh1GoUCGz9gwGQ44b/v8dFy9e5NixY6bvf/zxB1euXKFGjRqPpc/KlStjaWnJqVOnzMZy9+7dhIeH55i4zM3v7OjomO2+i4iIoHPnzrm/eBEREREREZFnnBJkeSgyMpJNmzaRnJzMtGnTiI+P59///ne2ch06dMDGxoYhQ4bw66+/kpSURGBgILt376ZKlSoALFmyhMOHDxMSEkLXrl2pV68e7733HhkZGZQtW5br16/z+eefc+rUKfbs2cOIESMATG+PfBwsLCzo168fK1asYMWKFRw7doyvv/6aCRMmULhwYQoXLoylpSUfffQRERERHD9+nIMHD7Jz507c3d0BcHNzo0CBAsyePZvjx4+za9culi1bdt9+ixcvTlJSkunlARcvXuTixYum86+88gpbt27lxx9/JDk5meDgYLPk1cMaNWoUBw8e5MCBA6Y3fdatW/ex9GllZUWPHj2YPXs20dHRHD9+nI0bNzJ9+nRefPFFU7kLFy6Y2s3N79yvXz9+/fVXZs+eTXJyMrt372bx4sV4e3sDcPXqVc6ePfvIYyMiIiIiIiLyNNMSyzzUvXt3Pv74Y/744w+qVatGeHg41apVy1bOysqKlStXEhYWRr9+/cjKyqJ69eqEh4dTpUoVfv/9d+bNm0dAQIBpT7CJEyfSvn17Zs6cyejRozl06BDTpk0jLS2N8uXL07VrV7Zv305cXBw9e/Z8bNfk7+9PkSJFWLFiBdOmTcPOzo4uXbowfPhwABo1asSUKVNYtmwZs2bNomjRojRt2pTRo0cDYG9vz8SJE1m0aBHr1q2jZs2ajBkzhv/85z/37XPp0qUcPXqUhQsXMnToUABWrFgBwPDhw7l06RL9+/enWLFidO3alddff/2RZ8+1a9eOAQMGkJmZiZeXF2PHjjUtX3wcfQYGBmJra8vcuXP566+/KFu2LEOGDGHAgAGmMm+++Sb16tUjNDSU11577YG/c/Xq1VmwYAFz585l6dKllC5dGl9fXwYOHAjAsmXLmD9/vtnLG0RERERERESeNxZGbSaUJ5ydnZk6dSpdunTJ71Dkb4qKiiIwMFBJpMdo9M4h/HnpyCO1UdHGidDm80lNvcrNm4YHVxB5AllaFqBUqRK6j0XQ8yByNz0TIub0TMjDsrUtQcGCD15AqRlkIpLnylvZPxFtiIiIiIiIiIASZCKSx4xGI0PrvP9Y2soyZGEwaBKsiIiIiIiIPBotsRSRPHf58nWysh59WrTBYFSCTJ5qWiog8n/0PIiY0zMhYk7PhDwsLbEUkSdWVpZBf6mJiIiIiIjIE0MJMhHJc7nJ3ueGZpCJiIiIiIjI46AEmYjkKaPRiLV1scfSVpYhi4up15UkExERERERkUeiBJmI5CkLCwvCflrAsSunHqmdClb/YpTHIAoUsFCCTERERERERB6JEmQikueOXTlF0qU/8zsMEREREREREQAez0ZAIv+wefPm4eXlld9h/KN8fX0ZPXp0fochIiIiIiIi8txRgkxERERERERERJ5rSpCJiIiIiIiIiMhzTQkyeSI4OzuzZs0aevbsiaurK+3bt2f79u33LP/HH38waNAgPD09qVWrFi1btiQyMhKACxcuUKtWLaKjo83qzJgxg86dO2drKysri1mzZtG4cWNq167N0KFDmTJlCr6+vqYySUlJDBw4EE9PTzw8PBg2bBinTp0yayMiIoLWrVvj4uJC69atWbdunVk/v/32G7169aJ27dp4e3sTExNDjRo1iI2NzfEak5KS6N+/P+7u7jRu3JiRI0dy9uzZ+47j3r176dGjB7Vr16ZJkybMnDmTrKwsAG7cuMHs2bPx9vbGxcWFTp068fXXX5vqRkVF0bJlS7Zu3YqXlxeurq707duXM2fOMGXKFOrWrUvDhg1ZvHjxfWMQERERERERedooQSZPjLCwMNq1a0d0dDRNmzZlyJAh/Pzzz9nKXb9+nbfeeovixYuzevVqtmzZQps2bQgJCeH333/H1taWZs2amSXIDAYDmzZtokuXLtnamzFjBmvXriUoKIioqCjKlCnDihUrTOdPnjxJ9+7dKVy4MJGRkXz88cecP3+e3r17k5aWBkBoaCgLFixgyJAhbNq0CT8/PyZOnGhq58yZM/z73/+mfPnybNiwgaCgIGbNmmVKXt3tzJkz+Pj4YG9vz6effsqiRYtIS0ujR48eXLt2Lcc6Bw4coF+/fri5uREVFUVISAjr169n7ty5AIwYMYLo6GjGjh1LTEwMLVq0YMiQIWaJyNOnT7NmzRoWLFjAxx9/zMGDB+nQoQOWlpasW7eOHj168OGHH5KYmPiAX1NERERERETk6aEEmTwx3njjDXr16kXlypUJCAjA1dWVlStXZit3/fp1/Pz8CA4OxtHREQcHB4YMGQJAQkKCqa3Y2FjOnDkDwL59+zh//jzt2rXL1tbq1at59913adWqFY6OjowbN44aNWqYyqxevZrixYszY8YMqlWrhqurK3PnzuX8+fPExMSQlpbGmjVrGDZsGO3bt6dixYr06tWL3r17s2jRIoxGI2vXrsXa2popU6bg5ORE06ZNGTdu3D3HYs2aNZQpU4agoCAcHR2pVasWs2fP5ty5c3zxxRc51lm+fDmurq6MHj0aR0dHGjduzKRJkyhTpgxJSUls376d8ePH4+XlRaVKlRgyZAgtW7Zk0aJFpjYyMzMZN24c1apVw8PDgwYNGlC0aFFGjRpFpUqVePvtt4FbM/hEREREREREnhWW+R2AyG316tUz+167dm2+++67bOVsbW3x8fFh69atxMfHk5KSwu+//w7cmikG0KRJE+zs7Pjss88YMGAAGzduxMvLi1KlSpm1lZSUxI0bN3BzczM77uHhQXx8PACJiYnUqlWLwoULm87b2dlRqVIlEhISOHr0KJmZmXh4eJi1UadOHdNss8OHD1OzZk0KFSpkdv5eDh8+TFJSEu7u7mbH09PTSUpKyrFOQkICDRs2NDvWsmVLALZu3Wq6rrtjnDlzptmxSpUqmT4XK1aMl19+GQsLCwCKFCliikNERERERETkWaEEmTwxLC3Nb0eDwUCBAtknOZ47d45u3bpRqlQpvL29adCgAS4uLjRt2tRUpmDBgnTq1IlNmzbRu3dvvv76a+bMmXPPPo1G4z3jMhqNpgTRnbKysihUqJCp7t1lbifrLC0tKViwoOl7bhgMBurXr8/48eOznbOyssqxjqWlZY5xPqifu8f9ziQekONvICIiIiIiIvIs0b985Ylx8OBBs++//vorNWvWzFZu06ZNXLx4kU8++YRBgwbRsmVLLl26BJgnut544w0SExNZuXIlJUuWpHHjxtnacnBwoGjRovz6669mx+Pi4kyfq1atSlxcHBkZGaZj586dIyUlBUdHRypXroylpSX79+83a2P//v2ULl0aGxsbqlWrxqFDh8jMzDSdP3DgwD3HokqVKiQlJVGuXDkcHBxwcHDAxsaGkJCQe+7/5ejomG0MIyIi6Ny5M1WrVgXgp59+yhajk5PTPeMQEREREREReR4oQSZPjMjISDZt2kRycjLTpk0jPj6ef//739nKlS1bluvXr/P5559z6tQp9uzZw4gRIwDMkliVKlXilVde4aOPPqJTp04ULFgQgCtXrnDhwgXg1hJCX19f5s6dy9dff01ycjIzZswwS5j17NmTtLQ0AgICiI+PJy4ujnfeeYdSpUrRtm1brKys6NatG3PnzmXTpk2kpKSwatUqVq9ejb+/PxYWFvj4+HDlyhXGjRtHUlIS+/btY+LEiUD2mWeAqfyIESP4/fffiY+PZ+TIkcTFxVGlShXg1lspz549a9rov1+/fvz666/Mnj2b5ORkdu/ezeLFi/H29jbtezZhwgR27txJcnIy8+fPZ/v27fj7+z+GX09ERERERETk6aUllvLE6N69Ox9//DF//PEH1apVIzw8nGrVqmUr99prr3Ho0CGmTZtGWloa5cuXp2vXrmzfvp24uDh69uxpKtulSxd+/vlnOnfubDo2ZcoUfvjhB3bs2AHAO++8Q2ZmJh988AHXr1+nefPmeHt7m/bZsre3Z8WKFcyYMcP0NstGjRoxffp0rK2tARg7diylSpVi5syZnDt3DgcHB4KCgujWrRtwa8+ypUuXEhISQseOHSlbtiw9e/YkLCws25LG232uXLmSmTNn4uPjQ8GCBXFzcyMyMhI7Ozvg1r5igYGBbN++nZdffpnq1auzYMEC5s6dy9KlSyldujS+vr4MHDgQgFmzZvHhhx/ywQcfcPnyZapUqcK8efNM+5SJiIiIiIiIPK8sjPfbfEkkjzg7OzN16lS6dOnyWNudP38+e/fuZc2aNfcs89VXX+Hh4YGtra3pmL+/P2XLliUkJOSxxHHkyBEuXbpktkn+zz//TM+ePdm1axflypV7LP08LYbs+oCkS38+UhuONhWZ32wyqalXuXkz9/u7iTxJLC0LUKpUCd3HIuh5ELmbngkRc3om5GHZ2pagYMEHL6DUDDJ5Ju3fv58///yTyMhI01LGewkPD2f16tWMGjWKkiVLsn37dr7//nuWLVv22OI5c+YMAwYMYMqUKdStW5e//vqLqVOnUq9evecuOQZQwepfT0QbIiIiIiIiIqAEmTyjdu7cyapVq3jjjTdo06bNfcvOmDGD0NBQ+vTpw40bN3BycmLOnDnUr1//scXTqFEjxo4dy+LFixk3bhxWVlZ4eXkREBDw2Pp4WhiNRkZ5DHosbWUZsjAYNAlWREREREREHo2WWIpInrt8+TpZWY8+LdpgMCpBJk81LRUQ+T96HkTM6ZkQMadnQh6WlliKyBMrK8ugv9RERERERETkiaEEmYjkudxk73NDM8hERERERETkcVCCTETylNFoxNq62GNpK8tg4GLqNSXJRERERERE5JEoQSYiecrCwoKw/Ss4duXMI7VTweolRtXxpUABCyXIRERERERE5JEoQSYiee7YlTMkXTqR32GIiIiIiIiIAPB4NgISkXzx008/sX///vwOQ0REREREROSppgSZyFPMx8eHY8eO5XcYIiIiIiIiIk81JchEREREREREROS5pgSZyGPg7OzM5s2b8fPzw9XVlZYtW7Jjxw527NhB69atcXNzo1+/fly4cMFUJykpif79++Pu7k7jxo0ZOXIkZ8+eNZ03Go0sWbIEb29vateuTceOHYmJiTHrEyAwMJDRo0dz4sQJnJ2diY2NzRZbVFRUjnHHxsbi7OzM9u3badWqFW5ubvTp04ekpCRTmT///JO+ffvi4eGBu7s7ffv2JSEh4bGMm4iIiIiIiMiTQAkykcdk8uTJ9OrVi82bN+Pk5MTIkSNZuHAh06dPZ9GiRcTFxbFkyRIAzpw5g4+PD/b29nz66acsWrSItLQ0evTowbVr1wCYNWsWq1ev5oMPPmDTpk34+fkRHBzMqlWrANizZw8AY8aMYezYsY8U+5QpUxg7dixr167F0tISPz8/rly5AsCIESMoU6YMGzZsYP369RQoUIAhQ4Y8Un8iIiIiIiIiTxK9xVLkMencuTOtW7cGoEePHuzYsYPhw4fj6uoKQKNGjUhMTARgzZo1lClThqCgIFP92bNnU79+fb744gtee+01IiIiCAsLo3nz5gBUqFCBkydPEh4eTq9evShdujQAVlZWWFlZcenSpYeOffTo0TRt2hSAGTNm0KxZM7Zs2UKPHj04duwYjRo14uWXX8bS0pKQkBCOHj2KwWCgQAHl2EVEREREROTppwSZyGNSqVIl0+eiRYsCYG9vbzpWpEgRMjIyADh8+DBJSUm4u7ubtZGenk5SUhJHjhwhPT2d999/n8DAQNP5mzdvkpGRwY0bN0x9PA716tUzfX7hhReoWLGiKZk3fPhwQkJCWLNmDfXr1+fVV1+lTZs2So6JiIiIiIjIM0MJMpHHxNIy++NkYWGRY1mDwUD9+vUZP358tnNWVlYcP34cuDWrrHLlytnKFC5c+J5xGI1G0+fMzMwHxg3ZY79zdlivXr147bXX2L17N/v27ePDDz9k3rx5REdH8+KLL+aqfREREREREZEnmaaAiOSDKlWqkJSURLly5XBwcMDBwQEbGxtCQkJITEykcuXKWFpacurUKdN5BwcHdu/eTXh4eI6ztwoVKgRAWlqa6dixY8dyFc/BgwdNny9cuEBKSgo1a9bk3LlzTJw4kczMTLp06cL06dOJiYnh7Nmz/PDDD484CiIiIiIiIiJPBiXIRPKBj48PV65cYcSIEfz+++/Ex8czcuRI4uLiqFKlClZWVvTo0YPZs2cTHR3N8ePH2bhxI9OnTzebtVW8eHGSkpJITU2lTJky2Nvb8/HHH3PkyBEOHjzIuHHjzGabZWVlcfbsWW7cuGEWz4QJE/jxxx+Jj48nICCA0qVL89prr/HCCy+wa9cuPvjgA37//XeOHz/O6tWrKVSoELVq1cqz8RIRERERERH5JylBJpIP7O3tWblyJdevX8fHx4fevXtjYWFBZGQkdnZ2AAQGBtKnTx/mzp1LmzZt+OijjxgyZAhDhw41tePv78/KlSsZM2YMFhYWTJ8+nfT0dDp16sTIkSPx8fGhbNmypvKnT5+mcePGbN261Syerl27EhAQQM+ePSlSpAjLly+nWLFiWFpasmTJEgoUKECfPn1o27Yt33//Pf/973+pUKFC3gyWiIiIiIiIyD/MwnjnhkUi8lyJjY3Fz8+P7du38/LLL+dZv0N2ziDp0olHasPR5mXmNw8gNfUqN28aHlNkInnL0rIApUqV0H0sgp4HkbvpmRAxp2dCHpatbQkKFnzw/DBt0i8iea6C1UtPRBsiIiIiIiIioASZiOQxo9HIqDq+j6WtLIMBg0GTYEVEREREROTRKEEm8hzz9PQkISEhT/u0sLDg8uXrZGU9+rRog8GoBJmIiIiIiIg8MiXIRCTPZWUZtG+AiIiIiIiIPDGUIBORPJebDRJzQzPIRERERERE5HFQgkxE8pTRaMTauthjaSvLYOBi6jUlyUREREREROSRKEEmInnKwsKCsP3rOX7lr0dqx96qDKPqdKVAAQslyEREREREROSRKEEmInnu+JW/SLp0Or/DEBEREREREQHg8WwEJJKPTpw4gbOzM7GxsfkWw+jRo/H19c23/h+H2NhYnJ2dOXHiRH6HIiIiIiIiIpKnNINMRABwd3dnz5492Nra5ncoIiIiIiIiInlKCTIRAaBw4cKULl06v8MQERERERERyXNaYinZdO7cmcmTJ5u+f/311zg7O7NlyxbTsbCwMDp16pSrcj4+Prlu08fHJ8eYIiMj8fLywtXVlT59+jB//ny8vLxyLJuRkcHMmTNp0aIFtWrVwtPTkxEjRpCammoqEx0dTdu2bXFxceHVV19lypQpZGRkAJCVlcX06dNp2rQptWrV4rXXXmPNmjWmukajkQULFtCkSRPc3NwYO3Ys6enpZjGcPn2agIAAGjVqhJubG3379iUhIcGsTHR0NB06dMDV1RUvLy8WLVqEwWAA/m/Z6IIFC2jUqBFeXl5cvnw527Vu3ryZjh074urqire3Nx9//LHp3MWLF5kwYQJNmzbF1dWVnj17sn///hzHDLIvsfTy8uK///0vQ4cOxd3dHU9PT0JCQrh58+Y92xARERERERF5GilBJtl4eXmxd+9e0/d9+/ZhYWHB999/bzq2e/duUlJSclXO29s71216e3tni2fVqlV8+OGHDBo0iM8++wxPT08++uije8YfFhbG5s2bmTJlCtu2bWPatGns3buXhQsXAhAfH88HH3zA0KFD2bZtGyEhIXz22WcsXboUgNWrV/PFF18wa9Ystm3bRu/evQkODjYll/773/+ydOlSRo0aRVRUFCVLlmTr1q2m/tPS0ujZsydnzpxh4cKFfPLJJxQvXpzevXtz6tQpACIiIhg3bhzdu3cnJiaG4cOHEx4eTlhYmNm1xMTEEBkZyZw5c7C2tjY798UXX/Dee+/Rtm1bYmJiGDlyJLNnz2b9+vVkZWXh7+/P/v37mTZtGhs3bqRatWr06dOHgwcP3nPs7jZv3jzq1q3Lxo0bGTp0KMuXL2fz5s25ri8iIiIiIiLyNNASS8mmefPmzJ8/n9OnT1OuXDm+++47WrZsadoE/8SJExw5coR169bRrVu3B5Zr0aIFV65cyVWbLVq0yBZPeHg4fn5+vPnmmwD85z//4fDhwxw6dCjH+F1cXGjVqhX16tUDoHz58jRu3Ng0g+vEiRNYWFjw8ssv869//Yt//etfhIeHU7JkSQCOHTtG8eLFsbe3p3Tp0vTu3ZvKlStTqVIljEYjK1aswM/Pj3bt2gEQGBho9oKAmJgYUlNTiYqKMu3nNWPGDFq0aMGqVasICAhgyZIl9O7dm169egFQsWJFLl68yLRp0xg8eLCpLR8fH5ycnHK8zoiICNq0acOAAQNMbVy9epVixYqxZ88eDh06xKZNm6hatSoAQUFBHDhwgPDwcGbPnn3vG+AOr776Kn5+fqb2P/30U37++Wc6deqUq/oiIiIiIiIiTwPNIJNsatWqxUsvvcTevXs5c+YMx44dY+DAgaSkpHD69Gl2796Nk5MTtWvXzlU5BweHXLfp4OBgFktqaionT57Ezc3N7LiHh8c94+/YsSNZWVl8+OGHDBs2jLZt27J161bT8sVXX30Vd3d33njjDVq3bs2ECRO4dOkSFStWBKBXr16kpaXRpEkTunbtyuzZs7Gzs8POzo7U1FTOnj2Li4uLWZ93xpeYmEjFihXNNrsvUqQIrq6uJCQkcOHCBc6dO5ftGurWrUtmZiZHjx41Hbt7PO6UkJBA7dq1zY517dqVdu3akZiYiJWVlSk5BmBhYUGdOnWyLfW8H0dHR7PvVlZWZGZm5rq+iIiIiIiIyNNACTLJUbNmzdi7dy/fffcdtWrVombNmpQvX57Y2Fh27dplmumV23J/t+xtlpa3JjkajcZcxx4cHMw777zDjRs3aNasGTNmzKBt27am80WKFGH58uVs3LiRN954g6SkJPr378+YMWOAWzOlvvzyS5YuXUrdunXZvn07HTt2ZOPGjaY27o7ndpy3z1lYWGSLKysrC0tLy3teS1ZWVra2ihYtes/rtLS0zLGf+8VgMBjM2n+QwoUL59i2iIiIiIiIyLNECTLJkbe3N/v27WPv3r3Ur18fgPr167Nr1y5iY2NNe4XlttzfLXublZUV5cuX59dffzU7HhcXl2PcqamprFmzhuDgYMaMGUOXLl2oXr06R48eNSV2du/ezfz586lRowYDBgxg+fLlDBs2zLSP2PLly/nyyy9p1KgRo0aNYtOmTTRo0ICtW7dia2tLuXLl+Omnn8z6/e2330yfq1atSnJyMufPnzcdS09P57fffsPJyck0G+3uNvbv30+hQoWoUKHCPX4Vc46Ojtn2EwsJCWHQoEE4Oztz+fJlEhMTzc7/9NNP91yyKSIiIiIiIvK8UoJMclS/fn3S09PZtm2bKZnVoEEDtm3bho2NjWmJYW7L/Z2yV69e5ezZs6Z6/fv3Z+XKlWzcuJGUlBQiIiL4/PPPc4zbysoKKysrtm/fTkpKCgkJCYwbN45Dhw6Z3lJpaWnJRx99REREBMePH+fgwYPs3LkTd3d3AM6fP8/EiRPZvn07J0+e5JtvvuHw4cOm8/3792fVqlWsX7+e5ORkZs+ebZawa9++PdbW1rz77rvExcURHx/Pe++9x7Vr1+jevTsWFhb4+/uzcuVKVq1aRUpKCps2bWL+/Pl0794dKyurHK/t7nEZMGAAW7duZfny5Rw7dowtW7bwySef0LJlSxo1aoSzszMjR44kNjaWpKQkJkyYQGJiIv/+97+BWzPWzp49y40bN3J1T4iIiIiIiIg8q7RJv+SoSJEiNGzYkG+++YZXXnkFuJXMMhqNeHl5mZbv5bbc3ym7bNky5s+fb9orq2fPnly6dIlZs2aRmppKvXr16Ny5c7YZWHAr+TVnzhxCQ0Np3749NjY2eHp6MmLECBYtWsS1a9do1KgRU6ZMYdmyZcyaNYuiRYvStGlTRo8eDcCQIUO4efMmkyZN4ty5c5QuXRofHx/efvtt4NYeZQaDgYULF3Lu3DleffVV3nzzTZKTkwGwtrZm5cqVTJs2jT59+gC39kxbs2YN9vb2APTr14/ChQsTGRnJ1KlTKVu2LP3796dv3773/E3uHhcvLy8mTZrEkiVLCAsLo3z58owZM4bOnTsD8PHHHzNt2jSGDh1KRkYGNWvWJCIiwrRf2unTp/H29mbq1Kl06dIl1/eGiIiIiIiIyLPGwqgNheQJ980331ClShXKlStnOjZu3DiOHTtGZGRkPkYmD2vozo9IunT6kdpwtCnHvOaDSU29ys2bhscUmUjesrQsQKlSJXQfi6DnQeRueiZEzOmZkIdla1uCggUfvIBSM8jkiffZZ5+RlJREcHAwpUuX5scffyQmJobx48fnd2jykOytyjwRbYiIiIiIiIiAZpDJU+DixYuEhoby7bffcvnyZSpUqICfnx/du3fP79DkIdzrDZsPI8tg4GLqNQwG/TEmTyf9n1CR/6PnQcScngkRc3om5GFpBpk8M1544QVCQ0PzOwx5TCwsLLh8+TpZWY/+l5rBYFRyTERERERERB6ZEmQikueysgz6vz4iIiIiIiLyxFCCTETyXG6mt+aGZpCJiIiIiIjI46AEmYjkKaPRiLV1scfSlvYgExERERERkcdBCTIRyVMWFhaE/RjN8SvnH6kdeys7RtXtRIECFkqQiYiIiIiIyCNRgkxE8tzxK+dJuvS//A5DREREREREBIDHsxGQiNzXH3/8wa5du/I7DBERERERERHJgRJkInng7bff5uDBg/kdhoiIiIiIiIjkQAkyERERERERERF5rilBJs89Z2dnoqKizI55eXkxb948AKKiovDy8mLjxo20bNmSWrVq8cYbb/DLL7+YysfFxeHj44O7uzt169Zl6NChnDp1ytTWyZMnmT9/Pr6+vgBcvHiRCRMm0LRpU1xdXenZsyf79+83tTdv3jx69uzJ4sWLqV+/PnXr1iUwMJC0tLT7XsuKFSto3bo1rq6uvP7663z22Wemc6dPnyYgIIBGjRrh5uZG3759SUhIMJ0fPXo0gYGBzJo1C09PTzw8PJg0aRL/+9//GDhwILVr16ZVq1bs3r37IUdaRERERERE5MmkBJlILvz111988sknTJ8+nbVr11KgQAHef/99jEYjBoOBt99+m7p16xITE0NERASnTp1izJgxAHz66aeULVsWf39/5s2bR1ZWFv7+/uzfv59p06axceNGqlWrRp8+fcyWYR48eJBdu3YRHh7O/Pnz+fHHH3n33XfvGWN4eDgzZsygb9++bN68mV69ehEYGMjevXtJS0ujZ8+enDlzhoULF/LJJ59QvHhxevfubUrkAWzatIkrV66wbt06AgMDWblyJW+++SavvfYaUVFRVK5cmdGjR2M06q2RIiIiIiIi8uzQWyxFciEzM5Pg4GCqV68O3NpTbPDgwZw9e5YiRYqQmppKmTJlePnll7GwsGD27NmcP38eAFtbWwoWLEjx4sV54YUX2L17N4cOHWLTpk1UrVoVgKCgIA4cOEB4eDizZ88GMLXz0ksvmcr079+fo0ePUrly5WwxRkRE4OfnR7du3QDo1asXN27cICsri5iYGFJTU4mKisLW1haAGTNm0KJFC1atWsV7770HgLW1NWPHjqVgwYI4ODgwc+ZM6tevT6dOnQDw8fFh586dnDt3jtKlS/8zgy0iIiIiIiKSxzSDTCSXHB0dTZ+trKyAW4kzGxsb+vXrx6RJk2jYsCEjR47k559/plq1ajm2k5iYiJWVlSk5BreSYXXq1DFb8lixYkVTcgzA3d3dVP9uFy5c4K+//qJ27dpmx/v27UuTJk1ITEykYsWKpuQYQJEiRXB1dTXrs0KFChQsWND0vVixYtjb25vVAUhPT8/x2kRERERERESeRkqQiUC2JYOZmZnZyhQuXPie9QICAtixYwfDhg0zzTbr0qULGRkZOdaxsLDIdtxgMGBp+X+TOgsVKpTtPGCWwLo7tpzavV+fWVlZ9+0ToEAB/TEhIiIiIiIizzb9y1eee4UKFeLKlSum72lpaVy4cCHX9Y8ePcr48eOxs7OjZ8+ezJ07l6VLl5KUlER8fHy28s7Ozly+fDnbTLCffvoJJycn0/fk5GSzuG6/FOD2Ms87lSxZkjJlypjtYQYwbNgwJk+eTNWqVUlOTjYt+4Rbs8B+++03sz5FREREREREnkdKkMlzz93dnbVr13Lo0CESExMZNWqU2ayqB3nhhRfYvHkzQUFBJCUlkZyczIYNG7CxsTHtFVaiRAn+/PNPzp07R6NGjXB2dmbkyJHExsaSlPT/2Lvv+JrP///jjyPDTKxqKSGEhFZCjCaxxapZq1YkJUa1RsUOJfZWI6ppNRqrWiM0VrXmt9Qoao9oELOVIMRM5JzfH37OxyEIiaT0eb/d3G457/d1va7X+33yro/X57qudxQjRowgMjKSjz76yBz31q1bDBgwgMjISLZv387IkSNp0KABhQoVAiA+Pt6ikNe1a1fmzp3LihUrOHPmDAsXLmTDhg3Url2bxo0bY29vT+/evTlw4ADHjh2jf//+3Lp1i9atW6fRnRQRERERERF5NWmTfvnPGz58OCNGjKBNmzbkyZOHjh07cuvWrRT3z5MnD99++y1TpkyhVatWJCUlUbZsWb777jty5MgBgK+vLxMmTODEiRNERETw3XffMWHCBHr27ElCQgLvvvsuYWFhlC1b1hy3QIECODs7065dO6ytrWncuDH9+vUznx8zZgy7du1i48aNALRv3567d+8yY8YMYmJicHR0ZOrUqXh6egKwYMECJkyYQIcOHQAoX748ixYtsthjTEREREREROS/yGB6dPMlEclwwcHBLF++3Fz8et303BhK1LW/UxXDKWd+gr07cfXqTe7dM6ZRZiLpy9o6E7lzZ9fvsQh6HkQepWdCxJKeCXlRefJkx8rq2QsoNYNMRNKdg13ef0UMEREREREREVCBTETSmclkYkDFpmkSK8loxGjUJFgRERERERFJHS2xFJF0d/36bZKSUj8t2mg0qUAmrzQtFRD5Hz0PIpb0TIhY0jMhL0pLLEXkXyspyai/1ERERERERORfQwUyEUl3Kanep4RmkImIiIiIiEhaUIFMRNKVyWTC3j5rmsRKMhqJu3pLRTIRERERERFJFRXIRCRdGQwGJv2xmrPxV1IVx8EuD/0rNiRTJoMKZCIiIiIiIpIqKpDJK83X15eCBQsyfvz4jE7lXyG19yM8PJzAwECOHz+explZOht/hai4Sy91DBEREREREZGUSpuNgETktdCgQQO2bt2a0WmIiIiIiIiIpCvNIBMRsyxZspAlS5aMTkNEREREREQkXWkGmbwULi4urFq1Cj8/P9zc3KhTpw4bN25k48aN1KtXj7Jly9K5c2euXPnfPlRRUVF069YNDw8PypcvT69evbhw4YL5fEJCAmPHjsXLy4sKFSowZcoUjEajxbhRUVF06dIFd3d3qlSpQt++fYmJiTGf9/X1ZfDgwXz44YdUqFCBFStWMGjQIPr378+ECRPw8vKiTJkyfPrppxb9rly5wsCBA825denShdOnT5vPb968mVatWpnHHT9+PHfv3jWfj4+PZ+jQoXh6elK+fHn8/Pw4ePDgU+/hs67lWfdj586duLi4cO7cOfOxc+fO4eLiws6dO5MdMzw8HBcXF4vvcfHixXTs2BE3NzeqVq3K119//dS8RURERERERF41KpDJSzN69Gh8fHxYtWoVxYsXp2/fvnz11VdMmjSJkJAQDhw4wOzZswE4f/48rVu3xtbWlrlz5/Ldd99x+fJl2rdvz40bN8zx1qxZw/jx41m0aBEXLlxg9+7d5vH++ecf2rVrh4ODA0uXLiUkJIQbN27Qpk0bbt26ZW4XHh6On58fixYtonr16gCsXbuWuLg4FixYwMyZM9mzZw9Tp04F4N69e/j7+xMZGcmXX37J4sWLsbKywt/fn3v37rF+/Xo++eQTqlevzrJlyxg1ahRr166lX79+wP23Nj4oqH399dcsXryYsmXL0rZtW44cOZLsvUvJtTzrfqSViRMn0rRpU3766SdatGjBF1988VLGEREREREREckoWmIpL02zZs2oV68eAG3atGHjxo0EBATg5uYGQOXKlYmMjATg+++/J1u2bEyePBlbW1sAZsyYgbe3NxERETRp0oTw8HCCgoLMRa2xY8dazIRatGgRb775JsOGDTMfmzZtGp6envz88880b94cgFKlStG4cWOLXHPkyMHIkSOxsbHBycmJDz74gC1btgCwY8cOjh49ytq1aylWrBgAo0aNIjQ0lLi4OL7++mvq1KlD9+7dAShWrBgmk4lPPvmEqKgoLl26xJ9//sn27dvJkycPAH369GHv3r3Mmzcv2Q31n3UtdevWfeb9SCvNmjXjgw8+AKB37958//337NmzhwoVKqT5WCIiIiIiIiIZQQUyeWmKFi1q/vnBvlYODg7mY5kzZyYhIQGAyMhISpcubS6OAeTNm5eiRYty/PhxTp06RWJiIq6urhb9S5UqZf585MgRoqKicHd3t8jj7t27REVFmT8XKVLksVyLFCmCjY2N+bOdnR2JiYkAHD9+HHt7e3NxDCBfvnwMGjTInHvDhg0t4lWsWNHc98Ey0Vq1alm0SUhIsFiG+bBnXUtK7kdacXJysvicI0cO870REREREREReR2oQCYvjbX1479eBoMh2bYmkynZc0lJSRaFq6eNYTQa8fT0JCgo6LF2dnZ25p+T24T+4cJccmM8Ke8n5Z6UlGTuazQayZEjB+Hh4Ske91nXcv78+Sfmmlx+D9y7d++J1/EkyeX4cEwRERERERGRV532IJN/BWdnZw4cOGCeUQYQGxtLdHQ0Tk5OODk5kTlzZvbs2WM+f+/ePY4dO2b+XKJECaKioihQoABFihShSJEi5MyZk7Fjx5qXcr6I4sWLc+3aNaKjo83Hrly5QsWKFdmzZw/Ozs4WeQHmPbqcnJxwdnbmxo0bJCQkmPMqUqQIs2fPZsOGDcmO+axrScn9eFBYfLCHG2BxDSIiIiIiIiJynwpk8q/Qtm1bbty4Qb9+/Th27BgHDhzgs88+I3fu3DRs2JBs2bLRvn17ZsyYwS+//EJUVBRBQUH8888/5hjt2rUjPj6ePn36cPToUY4dO0bfvn05cOAAJUqUeOHcvLy8KF26NAMGDGD//v2cOHGCwMBA8ubNi6urK506deKXX37hyy+/5NSpU2zatIlRo0ZRs2ZNnJycqFq1KqVKlaJ3795s376d6OhoJkyYwLJly8zLF5OSkoiJieHOnTspupaU3A9nZ2eyZ8/OV199RXR0NH/88QdTp061mO2WkJBATEyMRWFSRERERERE5L9GBTL5V3BwcGD+/Plcv36d1q1b06lTJ/Lly8eiRYuwt7cHoG/fvrRr146RI0fSsmVLTCYT3t7eFjEWLFjA7du3adeuHe3bt8dgMDB37lzy5s374QgKjgABAABJREFUwrllypSJWbNm8fbbb9OpUyfatm2LtbU1oaGh2NraUr9+fSZPnszPP/9M48aNCQoKomHDhkybNg0AKysr5syZg5ubGwEBATRp0oSdO3cSHByMl5cXABcvXqRKlSqsWbMmxdfyrPuRI0cOJk+eTFRUFA0bNmTkyJEMGDCATJn+99j/+eefVKlShT///POF74+IiIiIiIjIq85g0mZCIpLOem2cT1TcpVTFcMr1JjO8fbl69Sb37hnTKDOR9GVtnYncubPr91gEPQ8ij9IzIWJJz4S8qDx5smNl9ez5YZpBJiIiIiIiIiIi/2l6i6WIpDsHuzz/ihgiIiIiIiIioAKZiKQzk8lE/4oN0yRWktGI0ahV4iIiIiIiIpI6KpCJSLoyGAxcv36bpKTU7xtgNJpUIBMREREREZFUU4FMRNJdUpJRG2uKiIiIiIjIv4YKZCKS7lLyBpGU0AwyERERERERSQsqkIlIujKZTNjbZ02TWElGI3FXb6lIJiIiIiIiIqmiApmIpCuDwcCkP9ZxNv5qquI42OWmf8V6ZMpkUIFMREREREREUkUFMvlXCw8PJzAwkOPHjz9XP29vb5o1a0bPnj1fUmZPFxwczPLly9m4cWOGjH/16lXWr1/Phx9+mCHjP8vZ+KtExcVkdBoiIiIiIiIiAKTNRkAiYsHf35+lS5dm2PgTJ04kIiIiw8YXEREREREReZVoBpnIS5A9e3ayZ8+eYeObTFpyKCIiIiIiIpJSmkEmGcrFxYXw8HCLY97e3gQHB1scCw8Pp06dOri6utK8eXP2799vPhcfH8/AgQOpUKECXl5ehIWFJdt3zZo1eHt74+bmRqdOnfjnn38YM2YMFStWpFKlSnz99dcW/VasWEGTJk1wc3PD29ubkJAQjEYjAL6+vvTu3dui/Z49e3BxcSE6Oprg4GC8vb3N5/755x8CAgKoUKECHh4edOvWjdOnT5vPX758mV69euHh4YGbmxtt2rRh165dT7xvT2s/aNAgli9fzq5du3BxcQEgKSmJsLAw6tWrh6urK/Xq1WPx4sXmeDt37sTFxYXZs2fj4eFBs2bNSEpKembeIiIiIiIiIq8DFcjklfDDDz8wZcoUli1bhq2trUVxqnfv3hw4cICQkBDmzJnDpk2bOH/+vEX/ixcvsmjRImbNmsV3333HwYMHadKkCdbW1ixevJg2bdrwxRdfEBkZCUBYWBhDhw6ldevWREREEBAQQGhoKBMnTgSgWbNmbNq0iRs3bpjHiIiIoFy5chQpUsRi7Fu3buHr60tSUhILFixg/vz55M6dm1atWvHPP/8AMHz4cO7cucOCBQtYuXIlRYsW5dNPP+XWrVvJ3o+ntR8yZAj169fH3d2drVu3AjB+/HhmzZpFjx49WLlyJX5+fowcOZL58+dbxN28eTM//vgjY8eO5e7du8/MW0REREREROR1oAKZvBLGjh2Lm5sbzs7OdOrUiQsXLnD58mVOnjzJ1q1bGTZsGBUqVKBUqVJMmTIFW1tbi/6JiYkMHTqUkiVLUr58eby8vMiSJQsDBgygaNGifPzxxwCcOHECk8nE7Nmzad++PT4+Pjg6OtK4cWN69erFggULiI+P5/333ydTpkz8+uuvACQkJPDzzz/TvHnzx3JfvXo1V69eZcqUKZQsWRJnZ2fGjBlDjhw5zLO4zpw5Q86cOSlcuDBFihRhyJAhzJgxAysrq2Tvx9Pa29nZkSVLFmxsbMiXLx83btxg0aJF9OrVi8aNG+Po6IiPjw/t27cnJCTEYjmmv78/jo6OlCpVKkV5i4iIiIiIiLwOtAeZvBKKFi1q/tne3h6AO3fumGd8ubq6ms+/8cYbODg4PDVG1qxZKVSoEAaDAYDMmTMDcPfuXa5cuUJsbCzly5e36F+xYkUSExM5efIkZcqU4f3332flypU0a9aM//u//+POnTvUr1//sXGPHDnCjRs3eO+99yyO3717l6ioKAB69OhB//79+fXXX6lQoQJVqlShQYMG5rwe9TztT548SWJi4mPXU6FCBb777jsuX75sPubo6PhceYuIiIiIiIi8DlQgkwz36IbyiYmJj7VJbibVw/0e7A32gLX147/aNjY2Fp8zZUp+AuWTNrhPSkqyiN28eXM++ugjYmJiiIiIoHbt2uTIkeOxfkajkaJFi/LVV189di5btmwA1KlTh99++43ffvuN33//nW+//Zbp06ezePFiSpQo8Vi/52n/4HoeFAMfzuvh6wEsCmwpyVtERERERETkdaAllpKhbGxsiI+PN3++ceMGV65cSXH/d955B4C9e/eaj12/fp0zZ868cE558+Ylb9687Nmzx+L47t27sbGxoXDhwsD9GWUFCxZkxYoVbN68mWbNmiUbz9nZmQsXLmBnZ0eRIkUoUqQIBQsWZMqUKfzxxx8kJCQwbtw4zp49S4MGDRg9ejS//vormTJlYvPmzY/FS0n7h4thxYoVw9ramt27dz92Pfny5SNnzpwvlLeIiIiIiIjI60IFMslQ7u7u/Pjjjxw+fJjIyEgGDBiQ7OyvJylcuDDvv/8+I0eO5PfffzfHSEhIeOGcDAYD/v7+LFiwgIULFxIdHc3KlSuZOXMmrVu3xs7Ozty2adOmfPXVV+TKlYtKlSolG69JkybkzJmTHj16sG/fPqKioggMDGTLli2UKFECW1tb9u/fz9ChQ9m3bx/nzp0jPDycmzdv4u7uDsDNmzeJiYkBSFH7bNmycenSJc6ePYudnR2tWrVixowZrFy5kujoaBYuXMj333+Pv7//YzPLUpq3iIiIiIiIyOtCSywlQw0fPpwRI0bQpk0b8uTJQ8eOHZ/45sYnmTBhAhMnTiQgIACj0Ujr1q2faxZacjp37oytrS1z585l3Lhx5M+fny5dutCpUyeLds2aNWPmzJn4+Pg8ccmmnZ0dCxYsYOLEiXTu3JmkpCRKlSpFaGioudA0ffp0xo0bxyeffEJ8fDzFihVjypQpVKhQAYA5c+Ywc+ZMjh8/nqL2TZs25ddff6VRo0b8+uuvDBkyhNy5czNlyhRiY2MpUqQIw4YNo1WrVk+8BynJW0REREREROR1YDA9acMlEZGXpNfGH4iKi0lVDKdc+Zjh3YarV29y757x2R1E/oWsrTORO3d2/R6LoOdB5FF6JkQs6ZmQF5UnT3asrJ69gFJLLEVERERERERE5D9NSyxFJN052OX+V8QQERERERERARXIRCSdmUwm+leslyaxkoxGjEatEhcREREREZHUUYFMRNKVwWDg+vXbJCWlft8Ao9GkApmIiIiIiIikmgpkIpLukpKM2lhTRERERERE/jVUIBORdJeSN4ikhGaQiYiIiIiISFpQgUxE0pXJZMLePmuaxEoyGom7ektFMhEREREREUkVFchEJF0ZDAYm7drA2firqYrjYJeb/u/VIlMmgwpkIiIiIiIikioqkIk8xYULF/jzzz9p2LDhc/Xz9vamWbNm9OzZE5PJxIoVK6hWrRp58+YFYNOmTTg4OFC8ePGXkfa/3tn4q0TFxWZ0GiIiIiIiIiIApM1GQCKvqYEDB/Lbb789d7+lS5fi7+8PwB9//MGgQYO4ffs2AOfPn6dbt25cvnw5TXMVERERERERkRejGWQiL0GePHnMP5tMlsv/Hv0sIiIiIiIiIhlLM8hEnsDX15ddu3axfPly3nvvPbp162Y+d+zYMVxcXPjmm2/MxxYuXEj16tWB+0ssg4OD2blzJ35+fgDUqlWL8PBwatWqBYCfnx/BwcEAREVF0aVLF9zd3alSpQp9+/YlJibGIpfBgwfz4YcfUqFCBVasWPFYvmfPnqV79+6UL18eDw8PAgICiI393zLGFStW0KRJE9zc3PD29iYkJASj0QjAuXPncHFxYcuWLTRv3hxXV1caN27Mvn37WLJkCTVr1qRcuXL07duXu3fvptEdFhEREREREfl3UIFM5AmCg4Nxd3enfv36dO3alV27dnHv3j0Afv/9dwwGAzt27DC337Jli7n49YC7u7u5CLZkyRLef/99lixZYo7v7+/PP//8Q7t27XBwcGDp0qWEhIRw48YN2rRpw61bt8yxwsPD8fPzY9GiReZC3APx8fG0a9eOW7duERYWRlhYGOfPn6dnz54AhIWFMXToUFq3bk1ERAQBAQGEhoYyceJEizgjR46kX79+rFixgixZstC1a1fWrl1LSEgI48ePZ926deb8RURERERERF4XKpCJPEGuXLmwsbEhS5YsNG/enNu3b7Nv3z7gfoGsTp067N27l4SEBO7cucPOnTupXbu2RQxbW1ty5swJ3F92mS1bNvPyy5w5c5I9e3YWLVrEm2++ybBhw3BycqJ06dJMmzaN2NhYfv75Z3OsUqVK0bhxY0qUKEHu3LktxlmzZg3x8fFMnToVV1dXSpUqxZgxYyhfvjx37txh9uzZtG/fHh8fHxwdHWncuDG9evViwYIFxMfHm+N07NiRSpUq4eTkRNOmTbl27RpBQUG4uLhQt25d3nnnHSIjI1/G7RYRERERERHJMNqDTCQF8uTJQ5kyZdi2bRtubm7s2bOHefPmsWnTJg4cOMCNGzewtbWlYsWKzx37yJEjREVF4e7ubnH87t27REVFmT8XKVLkiTGOHz+Oo6MjuXLlMh8rUaIE/fr14/Lly8TGxlK+fHmLPhUrViQxMZGTJ0+a365ZtGhR8/msWbMC4ODgYD6WOXNmEhISnvsaRURERERERP7NVCATSSFvb2/Wr1+Pl5cX2bNnx9XVlbJly7Jjxw5iY2OpVq0aNjY2zx3XaDTi6elJUFDQY+fs7OzMP2fJkuWJMaytrTEYDMmee9JLAZKSksx9H47zqEyZNNFUREREREREXm/6l69ICnl7e3Po0CHWrVuHh4cHAF5eXuzcuTPZ/cceeLRw9ejnEiVKEBUVRYECBShSpAhFihQhZ86cjB07NsXLGYsXL87p06ctlkseOXIEDw8P7t69S968edmzZ49Fn927d2NjY0PhwoVTNIaIiIiIiIjI60oFMpGnyJ49O+fPn+fvv/+mePHiFCxYkMWLF+Pp6QncL5Dt3r2bmJgYqlWrlmyMbNmyAffffHnz5k3z58jISPPm+vHx8fTp04ejR49y7Ngx+vbty4EDByhRokSyMZOSkoiJieHOnTsANG7cmJw5c9K/f3+OHTvGoUOHGD58OM7OzhQsWBB/f38WLFjAwoULiY6OZuXKlcycOZPWrVtbzFITERERERER+S9SgUzkKdq0aUNkZCRNmjQhKSmJmjVrkpCQYC6Qubm5kS1bNjw9PcmRI0eyMZydnalevTq9e/fmxx9/JHfu3LRo0YKJEycyffp0HBwcWLBgAbdv36Zdu3a0b98eg8HA3LlzzXuDPerixYtUqVKFNWvWAPf3CwsNDSUpKYm2bdvSqVMnnJycmDFjBgCdO3emf//+zJ07l4YNGzJ9+nS6dOnC4MGDX8JdExEREREREXm1GExP2qBIROQl6bVhKVFxsamK4ZTrDWbUasnVqze5d8+YRpmJpC9r60zkzp1dv8ci6HkQeZSeCRFLeibkReXJkx0rq2fPD9MMMhERERERERER+U/TWyxFJN052OX+V8QQERERERERARXIRCSdmUwm+r+X/Bs/n1eS0YjRqFXiIiIiIiIikjoqkIlIujIYDFy/fpukpNTvG2A0mlQgExERERERkVTTHmQiIiIiIiIiIvKfphlkIpKuTCYT9vZZ0yRWktFI3NVbmkUmIiIiIiIiqaICmYikK4PBwKRdmzkbH5eqOA52uej/Xg0yZTKoQCYiIiIiIiKpogKZiKS7s/FxRMVdzug0RERERERERADtQSZP4eLiQnh4+Av39/b2Jjg4OA0zelx4eDguLi4vdYznMWjQIHx9fTM6DRERERERERF5DppBJk+0detW7OzsMjoNEREREREREZGXSgUyeaJ8+fJldAoiIiIiIiIiIi+dlljKEz28xHLQoEH079+fCRMm4OXlRZkyZfj000+JiYl5aoyYmBi6du2Kq6srtWvXJiIiwuL8n3/+iZ+fH+XLl8fDw4PBgwdz7do18/k7d+4wbdo0atWqhaurK02bNmX9+vVPHO+XX36hdOnSLFy4EABfX1+mTZvG0KFDcXd3x9PTk1mzZnHy5El8fHxwc3OjSZMmHDhwAIAxY8ZQu3Zti5jx8fG4ubmxYcMGkpKSmDRpEtWrV6d06dK8//77LFq0yKJ9YmKi+T6VLVuWTz/9lNjYWPP5ixcv0q9fPypXrkzZsmXp1KkTx48fB2DevHm89957JCUlAfff+Ojh4UGnTp3M/f/66y9cXFw4c+bMY9d/9uxZunfvbr6fAQEBFmOvWLGCJk2a4Obmhre3NyEhIRiNRgDOnTuHi4sLW7ZsoXnz5ri6utK4cWP27dvHkiVLqFmzJuXKlaNv377cvXv3id+BiIiIiIiIyKsmTQtkc+fOpVSpUmkZUv5F1q5dS1xcHAsWLGDmzJns2bOHqVOnPrXP4sWLKVeuHBEREXz00UcMGjSIX3/9FYADBw7g6+tL8eLF+fHHH5kxYwYHDhzA39/fXLTp06cPK1asYMiQIURERFC7dm169OjBhg0bHhtrw4YN9O3bl2HDhuHj42M+/u2331KgQAEiIiLw9fVl+vTpfPzxx/j7+7NkyRIyZ87M8OHDAWjZsiVnz55l9+7d5v5r1qwhR44cVK9ene+//56ff/6ZqVOnsm7dOtq3b8/w4cMt2v/5559cu3aNhQsX8vXXX7Nv3z4mTpwIwI0bN2jbti3//PMPX331FT/88APZsmWjffv2XLhwAW9vb65du8ahQ4cAOHz4MNeuXWPv3r0kJiYCsHnzZkqUKEHhwoUtrj8+Pp527dpx69YtwsLCCAsL4/z58/Ts2ROAsLAwhg4dSuvWrYmIiCAgIIDQ0FBzbg+MHDmSfv36sWLFCrJkyULXrl1Zu3YtISEhjB8/nnXr1rFkyZKnfu8iIiIiIiIirxLNIJMUy5EjByNHjsTJyYmqVavywQcfsGfPnqf2qVWrFt26daNo0aL4+vpSv3595syZA8CcOXNwcXFh2LBhFC9eHA8PD6ZMmcKhQ4f47bffiIqKYsOGDQQFBeHt7U3RokXp0aMHderUISQkxGKcLVu2EBAQwPDhw2nVqpXFOWdnZz799FMcHBzw9/cHoEGDBtSqVQsXFxeaN2/OiRMngPuz5t59912LmW7Lly/ngw8+wNramjNnzpAtWzYcHBwoWLAg7du357vvvqNo0aLm9vny5WPUqFEUK1YMDw8PGjRoYC54RUREcPXqVaZPn46bmxslS5Zk8uTJZMmShYULF1KoUCGcnZ3ZunUrAL///jvVq1cnMTHRPMtty5Yt1KpV67F7vWbNGuLj45k6dSqurq6UKlWKMWPGUL58ee7cucPs2bNp3749Pj4+ODo60rhxY3r16sWCBQuIj483x+nYsSOVKlXCycmJpk2bcu3aNYKCgnBxcaFu3bq88847REZGPvV7FxEREREREXmVqEAmKVakSBFsbGzMn+3s7Myzmp6kQoUKFp/LlCljLkZFRkZSrlw5i/MuLi7Y29tz/Phx87LD8uXLPxbzwbkHevXqRUJCAg4ODo/l8HDxKmvWrAAW7TJnzkxCQoL5c4sWLVi7di0JCQlER0fz559/0qxZMwB8fHy4ceMG1apV48MPP2TatGnkzZuXvHnzmvsXLlwYKysr8+ecOXNy584d8zU7OjqSJ08ei/Hd3NzM1+Tt7c3vv/8OwPbt26lWrRqurq7s2LGD+Ph49u7dm2yB7Pjx4zg6OpIrVy7zsRIlStCvXz9u3rxJbGzsY/eyYsWKJCYmcvLkyRe+XyIiIiIiIiKvOhXIJMVsbW2fu0+mTJa/Ykaj0RzHZDJhMBge62M0Gi0Kccmdt7a2fL/E6NGjqVu3LoMHD+b27dsW55KL9WheD2vcuDF3795l06ZNRERE4OrqirOzMwCOjo788ssvfPvtt1SsWJENGzbwwQcfsHz5cnP/h4tjj3rSNSclJZmvqWbNmuzfv58rV66wZ88evLy88PLyYufOnfz222/kzZsXV1fXx2JYW1snG/vBuMl5sNfZw/fz0XsLT79fIiIiIiIiIq86/atXXqrDhw9bfN6zZw8lSpQA7i99fHjvLoBjx45x48YNnJyczEWpR5dx7t69m+LFi1sca9y4McOGDeP69etMmTIlVTnb29tTp04dfvnlF3755ReaN29uPjdv3jx++eUXKleuzIABA1i5ciVeXl6sWbMmRbGdnZ05deoUly9fNh+7e/cuhw4dMl9TmTJlyJkzJyEhIeTMmZNixYpRqVIl9u3bx7p16/D29k62EFa8eHFOnz5tsVzyyJEjeHh4cPfuXfLmzZvsvbSxsXlsPzMRERERERGR/5LHp4ok48KFCykK9vDbB+W/Jy4uDsBiid/q1aspWbIkNWrUYP369fz666/MnTsXgA4dOuDj48PIkSPx8fHh8uXLjBw5knfeeQcvLy9sbGyoXr06I0aMAO7P3lq9ejUbNmxg2rRpj43/xhtv0L9/f4YOHUq9evWoWLHiC19LixYt+OSTTzCZTDRq1Mh8/PLly3z55ZdkyZKFkiVLEhUVxZEjR/joo49SFLdx48aEhITQu3dv+vfvj62tLbNmzeLWrVu0bt0aAIPBQPXq1Vm0aBHvv/8+cL9oZmVlxS+//MLs2bOB+7O/rly5gp2dHVmyZKFx48bMmjWL/v3707t3b+7du8fIkSNxdnamYMGC+Pv7M336dAoVKkSVKlU4cOAAM2fOpHXr1tjZ2en5FRERERERkf+sFBXInjRj5VFPWj4m/w0P3pY4f/5887FOnTqxadMmvvjiCwoWLMiUKVPw8PAAwN3dndmzZzN9+nSaNm1Kjhw5qF27Nn379jUvi5w6dSpffPEFn3/+OdevX6dEiRIEBwdTp06dZHP48MMPWbVqFYMHD7bYaP95eXl5kTt3bsqVK4e9vb35eI8ePbh37x6jRo0iNjaWfPny0a5dOz7++OMUxbW3t2fBggVMmDCBDh06APf3WFu0aJHFPl/e3t4sW7YMT09P4P4y0QoVKrB3717ee+89AC5evEitWrUYN24czZs3J2vWrISGhjJ+/Hjatm2Lra0t3t7eDBgwAIDOnTtja2vL3LlzGTduHPnz56dLly506tTphe+TiIiIiIiIyOvAYHrS5kQPCQ8Pf67C14MNzUVeVbdu3aJKlSrMnDmTSpUqZXQ6r51eG1YQFXf52Q2fwilXXmbUasrVqze5d8+YRpmJpC9r60zkzp1dv8ci6HkQeZSeCRFLeibkReXJkx0rq2fvMJaiGWQP78Ek8jq7du0aO3bsYO3atbz99tt4eXlldEqvJQe7XP+KGCIiIiIiIiKQwgLZAw/eDpg1a9Zkz+/fv5+RI0eybNmy1GcmkgHu3bvHkCFDyJMnD9OmTdOS4ZfAZDLR/70aaRIryWjEaHzmJFgRERERERGRp0pRgezWrVsMHTqUtWvXAlC3bl3GjRtnLpRduXKFSZMm8dNPP5Epk16MKa+uvHnzPvZmTUlbBoOB69dvk5SU+mnRRqNJBTIRERERERFJtRRVs6ZNm8bq1aupX78+LVu2ZNOmTcyYMQOANWvWUL9+fZYvX0758uU1e0xEnikpyci9e6n/o+KYiIiIiIiIpIUUzSDbtGkTfn5+DB48GLj/9sEpU6ZQtGhRhg0bxltvvUVQUBANGjR4qcmKyOshJRskpoRmkImIiIiIiEhaSFGB7NKlS1StWtX8uXr16gQGBjJ69GhatGjB4MGDyZ49+0tLUkReHyaTCXv75PcxfF5JRiNxV2+pSCYiIiIiIiKpkqIC2d27d8mZM6f5s729PQAffPABo0aNejmZichryWAwMHnX/3E2/lqq4jjY5aTfe9XIlMmgApmIiIiIiIikynO9xfKBB2/2a9asWZomIyL/DWfjrxEVdyWj0xAREREREREBUrhJ/5Nkzpw5rfIQeaoLFy6wevXqNImVmJhIWFhYmsRKS3v27LF4g+aJEyfYvHmz+bOLiwvh4eEZkJmIiIiIiIjI6y3FBbKYmBguXLhg/gMQGxtrcezhcyJpaeDAgfz2229pEmvVqlWMGzcuTWKlpXbt2nHmzBnz548//piDBw9mYEYiIiIiIiIi/w0pXmLZo0ePx45169Yt2bZHjx598YxEXjKTSftViYiIiIiIiMj/pKhA9m+cbSP/Hb6+vuzatQuAXbt28fPPPzN9+nQiIiK4ceMGJUqUoFevXlSpUgWApKQkvvjiC1atWsXly5cpVKgQH330EW3btiU8PJzAwEDg/pLFefPm4ebmxujRo9m8eTPXr1/HycmJTz/9lLp16yabT3BwMHv27MHb25tvvvmGGzdu4O3tTWBgIJMmTeLXX3/F3t6e3r17m/fpM5lMfPvtt/zwww/Exsbi6OhIp06daNKkiTkXgMDAQHbt2sWuXbs4f/48M2fOZNeuXcyfP/+Z9+ns2bOMHz+eHTt2YG1tTaVKlRgyZAhvvPEGACtWrGDOnDmcPn2aN954g1atWtG1a1cyZcrEuXPnqFWrFt988w3Tp0/nxIkTODo6MmrUKE6cOMGsWbO4du0aNWvWZOzYsVpeLSIiIiIiIq+VFBXItBm/ZKTg4GC6detG/vz5GTZsGIGBgZw4cYJJkyaRP39+Nm3aRLdu3Zg5cyY1atTg+++/5+eff2bq1Km89dZbbNq0ieHDh1OiRAkaNGhAfHw8Y8eOZevWreTMmZMvvviC48eP880332Bvb8+SJUsICAhg3bp1FCpUKNmcdu/ejb29PXPnzuXs2bN0796dbdu20a1bN7p168Z3333HsGHDqFGjBrlz52bq1KmsXLmSYcOG4eTkxB9//MHw4cOJj4/Hx8eHrVu3UqVKFQYPHkzz5s1JTEykWbNmNGjQgI8//viZ9yg+Pp527dpRvHhxwsLCsLa2JigoiJ49e7Jo0SLCwsKYMmUKgwYNonLlyhw8eJCRI0cSFxfHoEGDzHFGjhzJqFGjeOuttxg0aBBdu3aldOnShISEEB0dTZ8+fXB3d6d9+/Zp9v2KiIiIiIiIZLQXeoulSHrKlSsXNjY2ZMmShfj4eFatWsXSpUtxdXUFoGPHjhw7dozQ0FBq1KjBmTNnyJYtGw4ODuTLl4/27dtTrFgxihYtSpYsWbCzswMgX758AJw5c4YcOXJQuHBh7Ozs+Oyzz6hQoQI5c+Z8Yk5Go5HRo0djb2+Pk5MTpUqVwsbGho4dOwLQoUMHFi9eTHR0NJkzZyYsLIyJEydSs2ZNAAoXLsz58+cJDQ3Fx8fHnIudnZ05PysrK7Jly0auXLmeeY/WrFlDfHw8U6dONbcfM2YMP/30E3fu3GH27Nm0b98eHx8fABwdHYmLi2PChAl0797dHKdjx45UqlQJgKZNmzJy5EiCgoIoUqQILi4uvPPOO0RGRqboexMRERERERF5VaSoQFayZEkMBkOy57JmzUq+fPnw9PTkk08+IX/+/GmaoMjDjhw5AoCfn5/F8cTEROzt7QHw8fFh/fr1VKtWjdKlS1O5cmXq169P3rx5k43ZpUsXunXrhpeXF+7u7lSuXJmGDRuaC1XJyZs3r3k8uP8cFChQwPz5wRLEu3fv8tdff3H37l0GDhxoXt4JcO/ePRISErhz5w5ZsmR5zjth6fjx4zg6OloU00qUKEG/fv24fPkysbGxlC9f3qJPxYoVSUxM5OTJk+Z7U7RoUYtrAnBwcLC4roSEhFTlKiIiIiIiIvJvk6ICWffu3Z9YIEtISODvv//m119/ZePGjSxdupS33norTZMUeeDBBvsLFy4ke/bsFucyZbr/UlZHR0d++eUXdu3axbZt29iwYQMhISGMGzcu2eXC7u7ubNmyhW3btrF9+3aWLl1KcHAw3377LV5eXsnmYWNj89ixB+M/Kedp06ZRrFixx87b2to+5YpTxtra+onP6JNeSpCUlGTu+3CcRz3pukREREREREReFykqkPXs2fOZbW7cuIGfnx8hISEEBQWlOjGR5JQoUQKAS5cuUaNGDfPxqVOnYjAY6N27N/PmzSNv3rw0bNiQypUrM2DAADp27MiaNWto1qzZY4WkGTNmUL58eWrVqkWtWrUIDAykYcOGrFu37okFsudRrFgxrK2tuXDhgnmJJcC8efP466+/GDlyZKrHKF68OEuWLCE+Pt488+3IkSN07NiR8PBw8ubNy549e6hdu7a5z+7du7GxsaFw4cJcu3Yt1TmIiIiIiIiIvKrSbGpIjhw58PX15f/+7//SKqSIWfbs2Tl//jx2dnbUrFmToKAgNmzYwNmzZwkNDeXrr782LwW8fPkyI0eOZMOGDZw/f57/+7//48iRI7i7uwOQLVs2AA4dOsSdO3eIjo4mKCiI7du3c/78eX7++WcuXLhgbn/nzh1iYmLMM66el52dHW3atGHatGmsWLGCs2fPsnz5ciZNmmR+w+SDvKKiorh69ar5mk+fPk1sbOxjMZOSkoiJieHOnTsANG7cmJw5c9K/f3+OHTvGoUOHGD58OM7OzhQsWBB/f38WLFjAwoULiY6OZuXKlcycOZPWrVs/dSmpiIiIiIiIyH9Bmm7SX7hwYWJiYtIypAgAbdq0YeDAgTRp0oTNmzczbdo0goKCuHbtGg4ODowaNYoWLVoA0KNHD+7du8eoUaOIjY0lX758tGvXzvw2SE9PT8qUKUObNm2YNGkSI0aMYMKECfTv35+4uDgKFixIv379+OCDD4D7G+AHBgayYcOGJ77V8lkCAwPJkycPM2bM4NKlS+TPn58ePXrQtWtXcxt/f3++/fZbTp48yVdffYWvry8TJkzgxIkTREREWMS7ePEitWrVYty4cTRv3pysWbMSGhrK+PHjadu2Lba2tnh7ezNgwAAAOnfujK2tLXPnzmXcuHHkz5+fLl260KlTpxe6HhEREREREZHXicH0pA2KXsDmzZsJDAxk+/btaRVSRF5Dn21YSVTclVTFcMqVh+m1GnP16k3u3TOmUWYi6cvaOhO5c2fX77EIeh5EHqVnQsSSngl5UXnyZMfK6tkLKNN0Btm6detwcXFJy5Ai8hpysMv5r4ghIiIiIiIiAikskF24cOGJ5xISErh06RI///wzK1asYPr06WmWnIi8fkwmE/3eq5YmsZKMRozGNJsEKyIiIiIiIv9RKSqQeXt7P/bmv4eZTCayZs3KwIEDqVu3bpolJyKvH4PBwPXrt0lKSv20aKPRpAKZiIiIiIiIpFqKCmRjx45NtkBmMBjImjUrb7zxBq6urtja2qZ5giLy+klKMmrfABEREREREfnXSFGBrHnz5i87DxH5D0nJBokpoRlkIiIiIiIikhbSdJN+EZFnMZlM2NtnTZNYSUYjcVdvqUgmIiIiIiIiqaICmYikK4PBwOSd2zgbfy1VcRzsctLPozKZMhlUIBMREREREZFUUYFMRNLd2fhrRMVdzeg0RERERERERABIm42ARF6i4OBgvL29U9x+06ZN/PXXX6kac9CgQfj6+qYqRlq6desWCxcuzOg0RERERERERF5LqS6Q3b17F5NJy5vk5fH392fp0qUpanv+/Hm6devG5cuXX3JW6WvOnDmEhoZmdBoiIiIiIiIir6UXWmJ58uRJZsyYwe+//86NGzdYsmQJS5YswcnJ6V8160ZeD9mzZyd79uwpavu6Fmtf1+sSERERERER+Td47hlkR48epWXLlhw+fJjGjRub/+FuY2PD2LFjWb58eZonKS9Ps2bNGD16tPnz+vXrcXFxYfXq1eZjEydOpGnTpilq165duxTHbNeu3WP5DBo0iB49euDv70+5cuX4+uuvH1tiuWLFCho2bIirqytVq1ZlzJgxJCQkcO7cOWrVqgWAn58fwcHB7Ny5ExcXF86dO2fuf+7cOVxcXNi5cydwv/g0a9YsqlWrRtmyZRkyZAh37941t//000/x8/OzyPPkyZO4uLhw7NgxgoODadu2LV9//TWenp5UrFiRwMBAbty4YW4fFxfHiBEjqF69Om5ubrRt25bdu3ebz9++fZshQ4ZQuXJlXF1dadq0Kb/88gtwf4npzJkzOX/+/GPX8rBDhw7RsWNH3N3dqVSpEsOGDePWrVsAJCUlERYWRr169XB1daVevXosXrzY3Hfnzp2888477NixgwYNGuDq6krr1q05deoUX331FZUqVeK9995j1KhRKtaJiIiIiIjIa+e5C2QTJkygdOnSrF27lsDAQPM/locMGULLli2ZN29emicpL4+3tzfbtm0zf96+fTsGg4EdO3aYj23ZsoXo6OgUtatVq1aKYz4oZj3q119/pVKlSixbtowmTZpYnDt27Biff/45PXv2ZN26dYwdO5affvqJb7/9lgIFCrBkyRLgflHJ398/Rffgm2++4dtvv2XAgAGEh4eTI0cO1qxZYz7fokULdu3axYULF8zHVqxYwbvvvkvJkiUBOHjwIJs3byY0NJSZM2fyxx9/0Lt3b+B+ccrf35/du3czYcIEli9fTsmSJenQoQMHDx4EYPr06Rw/fpxvvvmGNWvWUK1aNQICAjh37hz+/v74+/uTP39+tm7dSoECBR67hnPnzuHr60uePHn48ccfmTlzJjt37mTYsGEAjB8/nlmzZtGjRw9WrlyJn58fI0eOZP78+eYYSUlJjB8/nrFjx7J48WIuX75MmzZtiIqKYv78+fTp04cFCxawefPmFN1XERERERERkVfFcxfI9u3bR4cOHbC2tsZgMFica9CgAadPn06r3CQd1KxZk5MnT3Lx4kUAfv/9d+rUqWOeXXXu3Dn++usvwsLCUtSudu3aKY5Zu3btZHPKmTMnnTt3pmjRoo8Vg86dO4fBYKBQoUK8/fbbVK1aldDQUOrXr4+VlRV58uQxx0jJskyTycT8+fPx8/OjUaNGFCtWjMDAQEqVKmVuU716dd544w1WrlwJgNFoJCIigubNm5vbGAwGpk2bxrvvvouHhwfDhg3jt99+4+TJk2zdupXDhw8zZcoUPD09cXJyYtiwYTg7O5v3FTtz5gw5cuSgcOHCODg48Nlnn/HVV1+ZryNbtmxYWVmRL18+rKysHruOxYsXkzNnTsaPH4+zszPlypVj9OjRFC1alBs3brBo0SJ69epF48aNcXR0xMfHh/bt2xMSEmIxI+yzzz6jbNmylCpVirp163Lz5k1GjRqFk5MTbdq04Y033uDEiRPPvK8iIiIiIiIir5LnLpBlzpyZO3fuJHsuLi4OW1vbVCcl6ad06dK89dZbbNu2jX/++YczZ87QrVs3oqOjuXjxIlu2bKF48eKUKVMmRe2KFCmS4phFihRJNqcnHQeoWrUq7u7utGjRgnr16jFixAiuXbuGo6PjC13/1atXiYmJwdXV1eJ42bJlzT9bW1vTpEkTfvrpJwB27NhBbGwsjRo1MrdxdHTkrbfeMn92d3cHIDIyksjISOzs7HB2djafNxgMVKhQgePHjwPQpUsXjh49ipeXF76+vsyePZuiRYtiZ2eXous4fvw47777LjY2NuZjFStWpHv37pw8eZLExETKly9v0adChQrExsZavNCgaNGi5p+zZs3KG2+8QdasWc3HMmfObLH8VEREREREROR18NwFssqVKzNjxgz+/vtv8zGDwcDNmzeZM2cOlSpVStME5eWrUaMG27Zt4/fff6d06dK8++67FCxYkJ07d7J582bzTK+Utnveto/KkiXLE89lzpyZefPmsXz5clq0aEFUVBRdunRh8ODBT73Gh2dJ3bt376nn4X5R7GEPxjp06BARERHUqlWLXLlymc8/XJiC+7PMAKysrDCZTI/NtnzQ5sE47u7ubNmyhenTp+Pi4sLSpUt5//332b59+1Ov6+F8kxvj4Wt79PyDHB++1kevO1OmVL/oVkRERERERORf77n/9du/f39u3brF+++/j4+PDwaDgfHjx/P+++9z8eJF+vTp8zLylJeoVq1abN++nW3btuHp6QmAp6cnmzdvZufOnea9wlLa7nnbPo8tW7Ywc+ZM3nnnHbp27cq8efPo1auXec+wR4tADwpXD2+YHx0dbf45T548FChQgD179lj0O3TokMVnJycn3N3dWbNmDZs2bbJYXglw6tQp4uPjzZ///PNPAEqVKoWLiwvXr18nMjLSos+ePXsoXrw4ADNmzGDPnj3UqlWLzz//nHXr1uHg4MC6deuSva5HFS9enCNHjpCUlGQ+9uuvv1KtWjWKFSuGtbW1xUsBAHbv3k2+fPnImTPnU2OLiIiIiIiIvO6eu0BWoEABfvrpJz766CNMJhOFCxfm1q1bNGrUiPDwcBwcHF5GnvISeXp6cvfuXdatW2cuZnl5ebFu3Tpy5sxpXn6Y0nbP0/bmzZvExMSkOFdra2u+/PJLwsLCOHv2LAcPHmTTpk3mJY3ZsmUD7i9tjI+Px9nZmezZs/PVV18RHR3NH3/8wdSpUy0KTl26dGHhwoUsWbKEU6dOMW3aNA4cOPDY2C1atGDhwoXY2tpSpUoVi3O3bt1iwIABREZGsn37dkaOHEmDBg0oVKgQlStXxsXFhb59+7Jz506ioqIYMWIEkZGRfPTRR8D9ol1QUBDbt2/n/Pnz/Pzzz1y4cMHiuq5du8apU6dITEwkISGBmJgYEhISAGjXrh1Xr14lKCiIqKgodu/ezeTJk6lcuTJ2dna0atWKGTNmsHLlSqKjo1m4cCHff/89/v7+zyy+iYiIiIiIiLzurJ/dxNKFCxfIly8fAQEBj527e/cue/fupVy5cmmSnKSPzJkzU6lSJf7v//7P/N15eXlhMpnw9vY2F1BS2u552s6ZM4eZM2ea9+J6lsqVKzNmzBjmzJnD1KlTyZIlC9WrV2fQoEEA5M6dmxYtWjBx4kSio6P5/PPPmTx5MlOmTKFhw4YULVqUwMBAOnfubI7p4+OD0Wjkq6++IjY2lqpVq9KyZUtOnTplMXb9+vUZPXo0TZs2fWyj/AIFCuDs7Ey7du2wtramcePG9OvXD7hf1Pvuu++YMGECPXv2JCEhgXfffZewsDDzXmcjRoxgwoQJ9O/fn7i4OAoWLEi/fv344IMPAKhbty6LFy+mSZMmLFiwgDt37uDn58e8efPw8PDgrbfeYs6cOUyePJlmzZphb29PgwYNzDM6hwwZQu7cuZkyZQqxsbEUKVKEYcOG0apVqxTddxEREREREZHXmcH06OZLz1CqVCl+/PFH3NzcHjv3xx9/0LlzZ/bv359mCYr8W5w7d446deqwdu1ai5cCBAcHs3z5cjZu3Jhxyb1iPlu/hqi4q6mK4ZQrN9NrN+Dq1Zvcu2dMo8xE0pe1dSZy586u32MR9DyIPErPhIglPRPyovLkyY6V1bMXUKZoBtmECROIi4sD7m/4PWvWLHLnzv1Yu6NHj6b4rXsir4qLFy9y4MABvv/+e6pWrfrCb8yU/3GwS/2+Z2kRQ0RERERERARSWCBzcnJi1qxZwP3Nwg8dOoStra1FGysrK+zs7AgMDEz7LEUy0NWrVxk0aBCOjo7MnDkzo9N55ZlMJvp5VE6TWElGI0bjc02CFREREREREXnMcy+x9Pb25ssvv6RUqVIvKycRec1dv36bpKTUT4s2Gk0qkMkrTUsFRP5Hz4OIJT0TIpb0TMiLStMllg/TPksiklpJSUb9pSYiIiIiIiL/GikqkPn5+REUFISTkxN+fn5PbWswGJg7d26aJCcir6eUVO9TQjPIREREREREJC2kqED28CrMZ63IfM4VmyLyH2MymbC3z5omsZKMRuKu3lKRTERERERERFLlufcgExFJrck7d3A2/nqqYjjY2dPPw1N7EMgrTXtpiPyPngcRS3omRCzpmZAX9dL2IHvUtWvXOHPmDI6OjtjZ2aU2nIj8B5yNv05U3NWMTkNEREREREQEgBRvBHTgwAG6devGihUrzMfmzZtHtWrVaNWqFVWrViU0NPRl5Cj/n4uLC+Hh4QAEBwfj7e2dwRml3rlz53BxcWHnzp0AJCYmEhYWlqE5hYeH4+LikqE5ZISdO3fi4uLCuXPnMjoVERERERERkXSVogLZ0aNHad++PceOHSNbtmzA/YLZuHHjKFy4MMHBwXz66adMnTqV9evXv9SE5T5/f3+WLl2a0WmkuVWrVjFu3LgMzaFBgwZs3bo1Q3PICO7u7mzdupUCBQpkdCoiIiIiIiIi6SpFSyy/+eYbSpUqRVhYGFmz3t9ce/78+QBMmjSJkiVLAhAbG8v8+fOpXbv2S0pXHsiePTvZs2fP6DTS3L9hS7wsWbKQJUuWjE4j3dna2pIvX76MTkNEREREREQk3aVoBtkff/yBr6+vuTgGsHXrVhwcHMzFMYAqVapw5MiRtM/yNREXF8eIESOoXr06bm5utG3blt27dwP3l0z6+voye/ZsqlWrhqurK35+fpw8eTLZWA8vsXywTHHt2rV8+OGHuLq6UqtWrcdmmC1btoz69evj5uZG/fr1mTt3Lkaj0SLGrFmzqFy5Mt7e3ly/fp34+HiGDh2Kp6cn5cuXx8/Pj4MHD5pj3r59myFDhlC5cmVcXV1p2rQpv/zyi/m8r68vgwYNsshj0KBB+Pr6PnZN4eHhBAYGApiXXT4r/tPuy8NxH14y6e3tzTfffEPPnj1xd3fHw8ODsWPHcu/evWTbu7i4sGjRItq2bYubmxuNGzdmw4YNaTomwN69e/Hx8cHNzY0aNWowYsQIbty48cRrTUhIYMqUKdSuXZvSpUvj4eFBnz59uHr1f3t7XblyhYEDB+Lh4UH58uXp0qULp0+fTjbeo0ssU5KziIiIiIiIyOsgRQWyuLg48ufPb/4cFRXF1atX8fDwsGiXNWtWEhIS0jbD10RSUhL+/v7s3r2bCRMmsHz5ckqWLEmHDh3MBac///yTP/74g2+++YawsDAuXLjAiBEjUjzG+PHjzfvEeXl5MXToUM6ePQvAjz/+yIQJE+jevTurV6+md+/ezJ49m8mTJ1vEiIiIYO7cuUyfPh07OztzQeXrr79m8eLFlC1blrZt25oLodOnT+f48eN88803rFmzhmrVqhEQEPBC+1g1aNCAwYMHA/cLsO7u7mka/2HBwcFUrFiR5cuX07NnT+bNm8eqVaue2H7ixIk0atSIFStWUL16dXr06MHevXvTbMxjx47RoUMHKleuTEREBJMnT+bw4cP4+/s/cVbdxIkTWbVqFWPGjGHdunVMmDCBbdu28dVXXwFw7949/P39iYyM5Msvv2Tx4sVYWVnh7++f4iLX894nERERERERkVdRipZY5sqVi9jYWPPnHTt2YDAY8PLysmgXFRVFnjx50jbD18TWrVs5fPgwK1euxNnZGYBhw4axf/9+QkNDcXJy4t69e0ycOJFcuXIB92dfTZo0KcVjdOzYkVq1agEwcOBAlixZwv79+3FwcGDWrFl8/PHHNGrUCAAHBwdu3LjBiBEj+Oyzz8wx2rVrR/HixQHYvn07f/75J9u3bzd/r3369GHv3r3MmzeP8ePHc+bMGXLkyEHhwoWxs7Pjs88+o0KFCuTMmfO571GWLFnMb0J9sNQvLeM/rGrVqvj5+QHg6OjI0qVL2bt3L02bNk22fYsWLfDx8QGgX79+/PHHHyxYsIBy5cqlyZihoaF4eXnx6aefms8/mB22a9eux4rRAK6urtStW5f33nsPgIIFC1KlShWOHz8O3H9Ojx49ytq1aylWrBgAo0aNIjQ0lLi4ON544400v08iIiIiIiIir6IUFcjee+89fvzxR+rWrYvRaGTZsmVkzpyZqlWrmtskJCSwcOHC5yoY/JdERkZiZ2dnLo4BGAwGKlSowG+//YaTkxNvvPGGuTgGYGdnR2JiYorHcHJysugL998KeeXKFf7++2+mT5/OzJkzzW2MRiN3797l3LlzZM6cGYAiRYqYzx8+fBjAXHR7ICEhgbt37wLQpUsXunXrhpeXF+7u7lSuXJmGDRuax0+tlxX/4XsFz77XD4pQD5QpU4bff/89zcY8cuQI0dHRuLu7P9YvKioq2QLZBx98wPbt2/niiy84ffo0UVFRnDx5kgoVKgBw/Phx7O3tzcUxuF94fHTJ64vmLCIiIiIiIvK6SFGB7JNPPqF169bmzfcvXLhA9+7dzUWKZcuWsXDhQk6dOsXEiRNfXravMJPJhMFgeOy40WjE2vr+12Bra5uqMZLrbzKZzPuMBQYGUqlSpcfaFChQgEuXLgFYbE5vNBrJkSMH4eHhTxzL3d2dLVu2sG3bNrZv387SpUsJDg7m22+/Nc8wfHSJ4PMUWFISP7lrflhyywmfdK+e5MF39IDRaCRTpv+tUE7tmEajkcaNG9OtW7fH2jxpVubw4cNZs2YNTZs2pUaNGnzyySeEhobyzz//mHNO7nfueTzvfRIRERERERF5FaVoD7ISJUqwePFiPD09KVGiBEFBQfTs2dN8ftq0aVy9epUvv/ySUqVKvbRkX2UuLi5cv36dyMhIi+N79uwxL2l8WfLmzUvevHk5c+YMRYoUMf85fPgw06ZNe2I/Z2dnbty4QUJCgkW/2bNnmzepnzFjBnv27KFWrVp8/vnnrFu3DgcHB9atWweAjY0N8fHxFnHPnDnzxDEfLeg8K/6jbGxsuHHjhkURJzo6+qn3JyUefjEBwL59+3j33XfTbMwSJUpw4sQJi/uclJTEuHHjuHjx4mPtr169yqJFixg+fDiDBw+mefPmlCpVipMnT5rzKF68ONeuXbPI5cqVK1SsWJE9e/Y8V34iIiIiIiIir7MUFcjg/j+2x44dy9dff03btm0tzi1dupQNGzZQvXr1NE/wdVG5cmVcXFzo27cvO3fuJCoqihEjRhAZGclHH330Usc2GAx07tyZ+fPnM3/+fM6cOcP69esZMWIEtra2T5y5VrVqVUqVKkXv3r3Zvn070dHRTJgwgWXLlpmX3kVHRxMUFMT27ds5f/48P//8MxcuXDAvFSxXrhy///47Gzdu5OzZs8yYMeOxIuHDsmXLBsChQ4e4c+fOM+PfuXOHmJgYkpKSzONdv36db775hnPnzrFy5cpkZ8A9r7lz57Jy5UpOnTrFhAkTOHbsmPl7S4sx/f39OXr0KMOGDeOvv/5i//799OvXj1OnTuHo6AjAzZs3iYmJAe4vdbSzs2PDhg1ER0dz/Phxhg4dyuHDh80vyvDy8qJ06dIMGDCA/fv3c+LECQIDA8mbNy+urq4kJSURExPDnTt3Un1/RERERERERF5lKS6QPc1bb71lsdxMHmdtbc13331HqVKl6NmzJy1atCAyMpKwsDDKli370sf39/cnMDCQhQsX0qBBA0aNGkXz5s0ZNWrUE/tYWVkxZ84c3NzcCAgIoEmTJuzcuZPg4GDz8sYRI0bg5eVF//79qVevHjNmzKBfv3588MEHAHTo0IF69erRv39/mjVrRmxsLB06dHjimJ6enpQpU4Y2bdqwadOmZ8Zfs2YNVapUMc+yeu+99wgICGDBggU0aNCAFStWMHDgwFTfv9atW/Pdd9/RpEkTdu/eTWhoKCVLlkyzMcuWLcu3335LZGQkzZs3p2vXrjg4OPDdd9+ZC5hz5syhSpUqwP3fp+nTpxMZGUnjxo3p3Lkzt2/fpk+fPpw4cYJbt26RKVMmZs2axdtvv02nTp1o27Yt1tbWhIaGYmtry8WLF6lSpQpr1qxJ9f0REREREREReZUZTNpQSOSpXFxcGDduHM2bN8/oVF4bn63/hai4q6mK4ZQrN9Nr1+Xq1Zvcu2dMo8xE0pe1dSZy586u32MR9DyIPErPhIglPRPyovLkyY6V1bMndaVok34RkbTkYGf/r4ghIiIiIiIiAiqQiUg6M5lM9PPwTJNYSUYjRqMmwYqIiIiIiEjqqEAm8gzHjx/P6BReKwaDgevXb5OUlPpp0UajSQUyERERERERSTUVyEQk3SUlGbVvgIiIiIiIiPxrqEAmIukuJRskpoRmkImIiIiIiEhaUIFMRNKVyWTC3j5rmsRKMhqJu3pLRTIRERERERFJFRXIRCRdGQwGJu/8g3Px8amKU8jOjn4eFcmUyaACmYiIiIiIiKSKCmQiku7OxccTFReX0WmIiIiIiIiIAJA2GwGJvKCdO3fi4uLCuXPnMjoVC76+vgwaNCij00h3gwYNwtfXN6PTEBEREREREUlXmkEmGcrd3Z2tW7eSJ0+ejE7FQnBwMFZWVhmdRrobMmQISUlJGZ2GiIiIiIiISLpSgUwylK2tLfny5cvoNB6TK1eujE4hQ9jZ2WV0CiIiIiIiIiLpTkssJV1s2bKF5s2bU6ZMGby8vBg0aBDXrl17bImlt7c38+fPp2fPnpQpU4Zq1aqxZMkS/vzzT5o2bUqZMmVo06YNZ86ceeJY3t7eBAcHWxx7eMnkgzG3bNlCo0aNKF26NA0bNmTTpk3Jtg8PD6datWosW7aM6tWr4+7uTvfu3fnnn3/SdEyTycTs2bOpVasWZcqU4YMPPiAiIuKp9/XEiRN8+umneHh4ULp0aerUqcPcuXMt2mzbto02bdqY7+eUKVOeOEvs4SWWKclZRERERERE5HWgApm8dFeuXKFHjx60aNGCNWvWMHPmTP744w8mTpyYbPspU6ZQtWpVVq1aRY0aNRg+fDhBQUEMGjSIBQsWEBMTw+TJk1Od16RJkxgyZAjh4eE4ODjQr18/bt68+cRrmDNnDlOmTGHu3LlcvHiRzp07c+/evTQbc+rUqXz//fd8/vnnrFy5Ej8/P4YPH87ChQuTjXX79m06duxItmzZ+P7771m9ejX169dn7NixHD16FID9+/fTuXNnypYtS3h4OGPHjmXJkiXMmDHjpdwnERERERERkVeRCmTy0v3zzz8kJCTw9ttvU7BgQcqXL09ISMgTN4OvVq0arVq1wsHBAT8/P+7du4evry+enp64urpSv359IiMjU51X79698fLywtnZmd69e3Pjxo0nxk1MTGTixIlUqFABNzc3Jk2aRGRkJNu3b0+TMW/dukVYWBgDBw6kZs2aFC5cmBYtWtChQwdCQ0OTjXX79m1zEc3JyYkiRYrQo0cPAI4fPw7AvHnzcHNzY9CgQTg5OVGlShVGjRrFm2+++VLuk4iIiIiIiMirSHuQyUtXqlQpGjVqRLdu3ShQoACVKlWiRo0aeHt7s2fPnsfaFy1a1PxzlixZAChUqJD5WObMmUlISEh1XsWKFTP/nCNHDuB+ISw52bNn59133zV/dnJywt7ensjISKpWrZrqMf/66y/u3r3LwIEDCQwMNLe5d+8eCQkJ3Llzx3wvHsiTJw/t2rVjzZo1HDt2jOjoaPPMMaPRCNwvlFWqVMmiX506dVKc79NyFhEREREREXldqEAm6WLKlCl0796d//u//+P333+nT58+lCtXju7duz/W1tr68V/LTJmeb7KjyWSy+JxcQcfW1vaZ/R6wsbFJtu3Db7pMzZgP+k6bNs2iIPW0frGxsbRq1YrcuXNTq1YtvLy8cHV1pXr16uY21tbWGAyGZK8ppZ7nPomIiIiIiIi8irTEUl66ffv2MXbsWIoVK0aHDh345ptvGDt2LDt37uTy5ctpPp6NjQ3x8fHmz0aj0fwSgBcVFxdn8WKAEydOEB8fzzvvvJMmYxYrVgxra2suXLhAkSJFzH+2bNlCaGhosgXClStXEhcXxw8//MCnn35KnTp1uHbtGvC/ApaTkxMHDx606BcWFkazZs1SfvEiIiIiIiIirzkVyOSly5EjB99//z2TJk0iOjqa48ePs3r1ahwdHcmdO3eq48fFxREXF2f+XK5cOdasWcMff/zBqVOnGD58uEXx6kUNGDCAgwcPsn//fgYMGIC7uzsVK1ZMkzHt7Oxo06YN06ZNY8WKFZw9e5bly5czadIk3njjDXO7K1eumOPmz5+f27dvs3btWi5cuMDWrVvp06cPgHkJaufOndm3bx/Tpk3j1KlTbNmyha+//ppatWoBcPPmTWJiYlJ9b0REREREREReZVpiKS9d8eLFCQ4OZubMmXz//fdkypQJT09PZs+ezcWLF1Mdv2fPngDMnz8fgICAAK5du0aXLl3ImjUrH374IQ0aNEj1ssBGjRrRtWtXEhMT8fb2ZsiQIebli2kxZmBgIHny5GHGjBlcunSJ/Pnz06NHD7p27Wpu07JlS9577z3Gjx/P+++/z+HDh5kwYQI3btygYMGCfPjhh2zYsIEDBw7Qtm1bSpUqxaxZs5gxYwbffvst+fLlw9fXl27dugEwZ84cZs6cad7UX0REREREROS/yGDSZkIiTxUeHk5gYKCKSGmo9/qNRD006+9FOOXKxbTa3ly9epN794xpk5hIOrO2zkTu3Nn1eyyCngeRR+mZELGkZ0JeVJ482bGyevYCSs0gE5F0V8jO7l8RQ0RERERERARUIBORdGYymejnUTFNYiUZjRiNmgQrIiIiIiIiqaMCmcgzNG/enObNm2d0Gq8Ng8HA9eu3SUpK/bRoo9GkApmIiIiIiIikmgpkIpLukpKM2jdARERERERE/jVUIBORdJeSDRJTQjPIREREREREJC2oQCYi6cpkMmFvnzVNYiUZjcRdvaUimYiIiIiIiKSKCmQikq4MBgNTdu7hbPyNVMVxsMtBX4/yZMpkUIFMREREREREUkUFMhFJd2fjb3Ay7lpGpyEiIiIiIiICQNpsBCQiIiIiIiIiIvKKUoFMRERERERERET+01QgE3mNXLlyhYCAACpUqICHhweTJk3Cz8+P4ODgZNufPXuW7t27U758eTw8PAgICCA2NtZ8fsWKFTRp0gQ3Nze8vb0JCQnBaDSm1+WIiIiIiIiIpAsVyEReE0ajkY8//pjo6Ghmz57NnDlzOHDgALt27Uq2fXx8PO3atePWrVuEhYURFhbG+fPn6dmzJwBhYWEMHTqU1q1bExERQUBAAKGhoUycODE9L0tERERERETkpdMm/SKviV27dnHgwAHWrl1LsWLFAJg2bRo1a9ZMtv2aNWuIj49n6tSp5MqVC4AxY8bw008/cefOHWbPnk379u3x8fEBwNHRkbi4OCZMmED37t2xs7NLl+sSERERERERedk0g0zkNXHkyBFy5sxpLo4B5M2bl6JFiybb/vjx4zg6OpqLYwAlSpSgX79+3Lx5k9jYWMqXL2/Rp2LFiiQmJnLy5MmXcg0iIiIiIiIiGUEFMpHXhJWV1XPtD2ZtbY3BYEj2nMlkSvZ4UlKSua+IiIiIiIjI60IFMpHXRMmSJYmPjycqKsp8LC4ujujo6GTbFy9enNOnTxMfH28+duTIETw8PLh79y558+Zlz549Fn12796NjY0NhQsXfjkXISIiIiIiIpIBVCATeU14eHhQtmxZBgwYwL59+zh27Bj9+vXj9u3bGAwGkpKSiImJ4c6dOwA0btyYnDlz0r9/f44dO8ahQ4cYPnw4zs7OFCxYEH9/fxYsWMDChQuJjo5m5cqVzJw5k9atW2v/MREREREREXmtqEAm8hqZMWMG+fPnp0OHDnz00Ue4urry9ttvY2Njw8WLF6lSpQpr1qwBIGvWrISGhpKUlETbtm3p1KkTTk5OzJgxA4DOnTvTv39/5s6dS8OGDZk+fTpdunRh8ODBGXmJIiIiIiIiImlOGwmJvCauXLnCkSNHmDZtGjY2NgAkJCQQFhbGW2+9RaFChTh+/LhFHycnJ2bPnv3EmH5+fvj5+b3UvEVEREREREQymgpkIq8Ja2trAgICaNOmDW3btiUxMZHQ0FBsbW2pVq1aRqcnIiIiIiIi8q+lApnIa8Le3p6QkBCmTZvGjz/+iMFgoHz58sybN488efJkdHoWHOxy/CtiiIiIiIiIiAAYTCaTKaOTEJH/DpPJhMFgSJNYSUYjcVdvYTTqP2PyarK2zkTu3Nm5evUm9+4ZMzodkQyl50HEkp4JEUt6JuRF5cmTHSurZ2/BrxlkIpKuDAYD16/fJikp9X+pGY0mFcdEREREREQk1VQgE5F0l5Rk1P/rIyIiIiIiIv8aKpCJSLpLyfTWlNAMMhEREREREUkLKpCJSLoymUzY22dNk1jag0xERERERETSggpkIpKuDAYDX+zcz9n4G6mK42CXgz4eZciUyaACmYiIiIiIiKRK2qxzEvmXuXDhAqtXr05R2/DwcFxcXNJ0/KtXr7JkyRLzZ19fXwYNGpSqmLdu3WLhwoXmz4mJiYSFhZk/BwcH4+3t/cLxd+7ciYuLC+fOnUtNmilyNv4GJ+Oup+pPagtsIiIiIiIiIg+oQCavpYEDB/Lbb79l2PgTJ04kIiIiTWPOmTOH0NBQ8+dVq1Yxbty4NIvv7u7O1q1bKVCgQJrFFBEREREREXkVaImlyEtgMqX9kr9HY6b1GLa2tuTLly9NY4qIiIiIiIi8CjSDTF47vr6+7Nq1i+XLl+Pt7c3ff/9Nv379qFSpEu+++y7Vq1dn6tSpGI3GZPsnJCQwadIkqlatiru7O61atWLr1q3m8+Hh4Xh7e7N8+XLq1KlD6dKladGiBX/++ScAgwYNYvny5ezatcti6eatW7fo27cvZcuWpWrVqoSFhVkUuTZu3EibNm1wd3fH1dWVli1b8vvvvwP3l0/OnDmT8+fP4+LiQnh4OIGBgQC4uLiwc+fOx64jPj6eoUOH4unpSfny5fHz8+PgwYNPvG+PLrH09vbmm2++oWfPnri7u+Ph4cHYsWO5d+9eSr8KERERERERkVeCCmTy2gkODsbd3Z369euzdOlSPv74Y65cuUJoaCg///wznTt3JiQkhI0bNybbPzAwkN9++41JkyaxfPly6tevT7du3di8ebO5zaVLl/jhhx+YNGkSP/74I5kyZWLgwIGYTCaGDBlC/fr1zUsWH1i3bh25c+dm2bJl9O/fn+nTpzN37lwADh06RPfu3albty4REREsWbKEvHnz0q9fPxISEvD398ff35/8+fOzdetW3n//fQYPHgzA1q1bcXd3t7gGk8lEly5dOH36NF9//TWLFy+mbNmytG3bliNHjjzXvaxYsSLLly+nZ8+ezJs3j1WrVqW4v4iIiIiIiMirQAUyee3kypULGxsbsmTJQrZs2fjggw8YNWoUpUqVwsHBAV9fX958802OHz/+WN/o6GhWrVrFmDFj8PT0xNHRkY4dO9KwYUOL/b8SExMZPnw4ZcuW5d133+Xjjz8mOjqamJgY7OzsyJIlCzY2NhZLFt955x0+//xznJycaNKkCX5+fsyZMwcAKysrPv/8c/z9/XFwcKBkyZL4+flx+fJlLl++TPbs2cmWLRtWVlbky5ePbNmyYWdnB0C+fPmwtbW1uI4dO3bw559/Mn36dMqUKYOTkxN9+vShbNmyzJs3L8X3smrVqvj5+eHo6Ej79u0pWbIke/fufa7vQ0REREREROTfTnuQyWstS5YstG/fnp9//pm5c+cSHR3NsWPHuHTpUrJLLB/MrvLz87M4npiYiL29vcUxJycn888PilWJiYlPzKV8+fIWn93c3AgJCeH69euUKlWKnDlzMnv2bE6dOsXp06c5evQoAElJSc9xxfcdPnwYgFq1alkcT0hI4O7duymO8/A1wv3rfNo1ioiIiIiIiLyKVCCT19rt27fx8fHh9u3b1K9fnw8++IChQ4fi4+OTbPsHe4ItXLiQ7NmzW5zLlMlywuWjs7Ye7p+cR/sbjUYMBgM2Njb88ccf+Pv7U716dSpUqEDDhg25ffs23bt3T9F1PspoNJIjRw7Cw8MfO5dc3k/yvNcoIiIiIiIi8ipSgUxea7/99huHDx9m27ZtvPHGGwDExcVx+fLlZAs9JUqUAO7vMVajRg3z8alTp2IwGOjdu3eKxjUYDI8dezCr64E9e/ZQqFAhsmbNSmhoKB4eHsycOdN8fv78+cD/ClKPxkxujAecnZ25ceMGCQkJ5msC+PzzzylZsiTt27dP0XWIiIiIiIiI/BdoDzJ5LWXPnp3z58+TO3duACIiIjh//jy7d+/m008/JTExkYSEhMf6lShRgpo1axIUFMSGDRs4e/YsoaGhfP311zg4OKR4/GzZsnHp0iXOnj1rPrZ3714mTZpEVFQUS5Ys4fvvv+fTTz8FoECBAhw/fpzdu3dz7tw5li1bxvTp0wHMeWbLlo1r165x6tQpEhMTyZYtG3B/g/87d+5YjF+1alVKlSpF79692b59O9HR0UyYMIFly5aZl00mJSURExPzWF8RERERERGR/xoVyOS11KZNGyIjI+nevTsDBw5k3rx51K9fn8DAQCpWrEijRo3Yv39/sn2nTp1KvXr1CAoKokGDBixbtoxRo0bRokWLFI/ftGlTbt++TaNGjbh06RIAH374IadPn6ZZs2Z8+eWX9O3bl+bNmwPQq1cvypYtS7du3WjatClLlixh7NixZMmShQMHDgBQt25d8uXLR5MmTThy5Aienp6UKVOGNm3asGnTJovxraysmDNnDm5ubgQEBNCkSRN27txJcHAwXl5eAFy8eJEqVaqwZs2a576/IiIiIiIiIq8Tg0kbColIOgtYv42TcddTFaNYLnum1q7M1as3uXfv8RcuiLwKrK0zkTt3dv0ei6DnQeRReiZELOmZkBeVJ092rKyePT9MM8hEREREREREROQ/TZv0i0i6c7DL8a+IISIiIiIiIgIqkIlIOjOZTPTxKJMmsZKMRoxGrRIXERERERGR1FGBTETSlcFg4Pr12yQlpX7fAKPRpAKZiIiIiIiIpJoKZCKS7pKSjNpYU0RERERERP41VCATkXSXkjeIpIRmkImIiIiIiEhaUIFMRNKVyWTC3j5rmsRKMhqJu3pLRTIRERERERFJFRXIRCRdGQwGvth5iHPxt1IVp5BdNvp4lCZTJoMKZCIiIiIiIpIqKpDJf96gQYM4f/488+fPz7AcgoODWb58ORs3bsywHNLTufhbnIyLz+g0RERERERERABIm42AREREREREREREXlEqkImIiIiIiIiIyH+aCmSS7po1a8bo0aPNn9evX4+LiwurV682H5s4cSJNmzZNUbt27dqlOGa7du2emd/48eOpUKEC+/btA+DEiRN8+umneHh4ULp0aerUqcPcuXMt+qxcuZL69evj6upKy5YtmTt3Li4uLubzV65cISAggAoVKuDh4cGkSZPw8/MjODg42Rzi4+MZOnQonp6elC9fHj8/Pw4ePPjUvM+ePUv37t0pX748Hh4eBAQEEBsbaz6/YsUKmjRpgpubG97e3oSEhGA0GgE4d+4cLi4ubNmyhebNm+Pq6krjxo3Zt28fS5YsoWbNmpQrV46+ffty9+7dZ95DERERERERkVeJCmSS7ry9vdm2bZv58/bt2zEYDOzYscN8bMuWLURHR6eoXa1atVIcs1atWk/NbfLkyYSHhzNnzhzKli3L7du36dixI9myZeP7779n9erV1K9fn7Fjx3L06FEANm3axMCBA2nZsiURERG0aNGCKVOmmGMajUY+/vhjoqOjmT17NnPmzOHAgQPs2rUr2RxMJhNdunTh9OnTfP311yxevJiyZcvStm1bjhw5kmyf+Ph42rVrx61btwgLCyMsLIzz58/Ts2dPAMLCwhg6dCitW7cmIiKCgIAAQkNDmThxokWckSNH0q9fP1asWEGWLFno2rUra9euJSQkhPHjx7Nu3TqWLFny1HsoIiIiIiIi8qpRgUzSXc2aNTl58iQXL14E4Pfff6dOnTrs3LkTuD+b6a+//iIsLCxF7WrXrp3imLVr135iXtOmTWPJkiWEhYXh5uYGwO3bt/Hz82P48OE4OTlRpEgRevToAcDx48cBCA0N5f3336dTp04ULVqUtm3bWsxU27VrFwcOHGDy5Mm4u7vz7rvvMm3aNGxtbZPNY8eOHfz5559Mnz6dMmXK4OTkRJ8+fShbtizz5s1Lts+aNWuIj49n6tSpuLq6UqpUKcaMGUP58uW5c+cOs2fPpn379vj4+ODo6Ejjxo3p1asXCxYsID7+f5vld+zYkUqVKuHk5ETTpk25du0aQUFBuLi4ULduXd555x0iIyOf9vWKiIiIiIiIvHL0FktJd6VLl+att95i27ZtVK1alTNnzjB58mSaN2/OxYsX2bJlC8WLF6dMmTIpalekSBGA52r7qH379vHHH3+QJ08e8ufPbz6eJ08e2rVrx5o1azh27BjR0dHmmWMPlicePnyYunXrWsSrUKEC3333HQBHjhwhZ86cFCtWzHw+b968FC1aNNlcDh8+DPDYbLeEhIQnLm88fvw4jo6O5MqVy3ysRIkS9OvXj8uXLxMbG0v58uUt+lSsWJHExEROnjxJ3rx5ASxyypo1KwAODg7mY5kzZyYhISHZHEREREREREReVSqQSYaoUaMG27Ztw8rKitKlS/Puu+9SsGBBdu7cyebNm80zvVLa7nnbPipbtmyEhITQt29fRo0axdSpUwGIjY2lVatW5M6dm1q1auHl5YWrqyvVq1c397W2tjYXy5JjZWX11POPMhqN5MiRg/Dw8MfOPWnWmbW1NQaDIdlzJpMp2eNJSUnmvg/HeVSmTJpoKiIiIiIiIq83/ctXMkStWrXYvn0727Ztw9PTEwBPT082b97Mzp07zbOnUtrueds+ytnZGXd3d0aMGMGaNWv45ZdfgPub78fFxfHDDz/w6aefUqdOHa5duwb8r/BUsmRJ9u/fbxHv4c8lS5YkPj6eqKgo87G4uDiio6OfmMuNGzdISEigSJEi5j+zZ89mw4YNyfYpXrw4p0+ftlgueeTIETw8PLh79y558+Zlz549Fn12796NjY0NhQsXfuJ9EREREREREfkvUIFMMoSnpyd3795l3bp15mKWl5cX69atI2fOnLi6uj5Xu+dpe/PmTWJiYpLNq2rVqjRp0oQRI0Zw9epV8ufPz+3bt1m7di0XLlxg69at9OnTB8C81LBLly6sW7eO7777jujoaJYvX878+fPNMT08PChbtiwDBgxg3759HDt2jH79+nH79u1kZ31VrVqVUqVK0bt3b7Zv3050dDQTJkxg2bJlODk5Afdnf8XExHDnzh0AGjduTM6cOenfvz/Hjh3j0KFDDB8+HGdnZwoWLIi/vz8LFixg4cKFREdHs3LlSmbOnEnr1q2xs7N7wW9RRERERERE5PWgAplkiMyZM1OpUiUAypUrB9wvZplMJry9vc2Fo5S2e562c+bMoUqVKk/MbfDgwRiNRkaPHm3efH/ChAnmt1e2bNmSihUrcuDAAQCqVavGiBEjWLhwIQ0bNuTHH3+kTZs22NjYmGPOmDGD/Pnz06FDBz766CNcXV15++23Ldo8YGVlxZw5c3BzcyMgIIAmTZqwc+dOgoOD8fLyAuDixYtUqVKFNWvWAPf3CwsNDSUpKYm2bdvSqVMnnJycmDFjBgCdO3emf//+zJ07l4YNGzJ9+nS6dOnC4MGDU/6liYiIiIiIiLymDKYnbVAkIimya9cu3njjDYtN+ENCQli6dCnr16/nypUr7N+/nypVqpgLYgkJCXh4eBAUFETTpk0zKPOM02f9Lk7GxT+74VMUy2XHF7Xf4+rVm9y7l/I93kT+TaytM5E7d3b9Houg50HkUXomRCzpmZAXlSdPdqysnj0/TJv0i6TStm3biIiIYNy4cRQuXJijR48yd+5c2rVrB9zf+D4gIIA2bdrQtm1bEhMTCQ0NxdbWlmrVqmVw9hmjkF22f0UMEREREREREdAMMpFUS0hIYOLEifzyyy9cuXKFAgUK0LJlSzp37oyVlRUAO3bsYNq0aRw/fhyDwUD58uXp168fLi4uGZx9+jOZTE984+bzSjIaibt6C6NR/xmTV5P+n1CR/9HzIGJJz4SIJT0T8qJSOoNMBTIRSXfXr98mKSn1f6kZjSYVx+SVpv+hJ/I/eh5ELOmZELGkZ0JelJZYisi/VlKSUX+piYiIiIiIyL+GCmQiku5SUr1PCc0gExERERERkbSgApmIpCuTyYS9fdY0iaU9yERERERERCQtqEAmIunKYDAwddcxzsXfSlWcQnbZCHivJJkyGVQgExERERERkVRRgUxE0t25+FucjLuR0WmIiIiIiIiIAJA2GwHJa+PChQusXr06o9N4qcLDw3FxccnoNJ5pzJgxlC9fHnd3dw4dOsSJEyfYvHlzRqclIiIiIiIi8tpRgUwsDBw4kN9++y2j03ipGjRowNatWzM6jac6duwY8+bNo0+fPqxatQoXFxc+/vhjDh48mNGpiYiIiIiIiLx2tMRS/nOyZMlClixZMjqNp7p+/ToA1apVo2DBghmcjYiIiIiIiMjrTTPIxMzX15ddu3axfPlyvL29SUhIYNKkSVStWhV3d3datWr12MyrZcuW0bRpU9zc3Chbtiy+vr4cPnzYfN7b25v58+fTs2dPypQpQ7Vq1ViyZAl//vknTZs2pUyZMrRp04YzZ86Y+6xYsYKGDRvi6upK1apVGTNmDAkJCcnmfO7cOVxcXNiyZQvNmzfH1dWVxo0bs2/fPpYsWULNmjUpV64cffv25e7du8DjSyxv3brF6NGjqVKlCu7u7vj4+HDgwAFzW29vb8aMGUOFChXo1q0bAFFRUXTr1g0PDw/Kly9Pr169uHDhgjnm6dOn6dSpk3mJZKdOnTh+/Lj5fFxcHCNGjKB69eq4ubnRtm1bdu/ebR7T19cXgNq1a+Pr64u3tzfnz59n5syZ5nPJmT9/PvXq1cPNzY0GDRrw008/mc9dvHiRfv36UblyZcqWLftYToMGDSIwMJCpU6ear2vUqFH8/fffdOvWjTJlylC3bl22bNnyxPFFREREREREXkUqkIlZcHAw7u7u1K9fn6VLlxIYGMhvv/3GpEmTWL58OfXr16dbt27mfbB+/fVXgoKC6NChA2vXrmXu3LncuXOHIUOGWMSdMmUKVatWZdWqVdSoUYPhw4cTFBTEoEGDWLBgATExMUyePBm4v7Tw888/p2fPnqxbt46xY8fy008/8e233z4195EjR9KvXz9WrFhBlixZ6Nq1K2vXriUkJITx48ezbt06lixZkmzfgIAANm3axNixY1mxYgVFixalU6dOXLlyBYDz58/zzz//sHz5cvr27cv58+dp3bo1tra2zJ07l++++47Lly/Tvn17bty4v/F8nz59ePPNN1m2bBlLliwhU6ZM9OjRA4CkpCT8/f3ZvXs3EyZMYPny5ZQsWZIOHTpw8OBBGjRoQHBwMABLliwhODiYpUuXkj9/fvz9/c3nHhUaGsrkyZPp1KkTq1atwsfHh8DAQLZt28aNGzdo27Yt//zzD1999RU//PAD2bJlo3379haFvZUrVxIfH8/ixYsJDAxkwYIFtGzZkvfff5/w8HCKFSvGoEGDMJn01kgRERERERF5fWiJpZjlypULGxsbsmTJQnx8PKtWrWLp0qW4uroC0LFjR44dO0ZoaCg1atQgV65cjB49mqZNmwJQsGBBPvzwQ4KCgiziVqtWjVatWgHg5+fHjz/+iK+vL56engDUr1+f9evXA/dnhBkMBgoVKsTbb7/N22+/TWhoKDly5Hhq7h07dqRSpUoANG3alJEjRxIUFESRIkVwcXHhnXfeITIy8rF+p06dYvPmzXz77bdUrVoVgGHDhpE9e3bi4uLM7T799FMcHBwAmDRpEtmyZWPy5MnY2toCMGPGDLy9vYmIiKBdu3acOXOGypUrU6hQIaytrRk7diwnT57EaDSydetWDh8+zMqVK3F2djaPuX//fkJDQ5k2bRo5c+YEIE+ePOTKlQsAKysrsmXLZv78qLCwMPz8/Mz32sfHhzt37pCUlERERARXr14lPDycPHnyADB58mRq167NwoUL6d+/PwD29vYMGTIEKysrihQpwpQpU/D09DR/x+3atWPTpk3ExsaSL1++p34nIiIiIiIiIq8KFcgkWUeOHAHuF7QelpiYiL29PQAVK1YkT548zJo1i+joaE6dOsXRo0cxGo0WfYoWLWr++cHeX4UKFTIfy5w5s3kJ5YPlnC1atMDR0ZFKlSpRq1YtSpcu/dR8Hx4ja9asAOaC1qNjPOzBEsOyZcuaj9na2hIYGAjAvn37AHB0dDSfj4yMpHTp0ubiGEDevHkpWrSoOV5AQABjx45l0aJFeHp6UrVqVerXr0+mTJmIjIzEzs7OXBwDMBgMVKhQ4YVfkHDlyhUuXbpEmTJlLI536tQJgOHDh+Po6GgujsH9e+Lm5maxzLJw4cJYWVmZP2fNmvWx+wiYl6uKiIiIiIiIvA5UIJNkPVhCt3DhQrJnz25xLlOm+ytzV69ezYABA2jUqBFubm60bNmSyMhIRo4cadHe2vrxX7MHMR6VOXNm5s2bx5EjR9i6dStbt27lhx9+oGnTpowbN+6J+T7PGMn1MxgMT2338Kb+JpMp2fZJSUnY2NgA92dvvf/++2zZsoXt27fzxRdfEBwczIoVK57Y32g0JnsdKfGgWPek63hazg+P+SD/h6XkPoqIiIiIiIi8yvQvX0lWiRIlALh06RJFihQx/wkPD2fZsmUAhISE0LJlSyZMmICPjw8VK1bk7NmzAC+8R9WWLVuYOXMm77zzDl27dmXevHn06tWLNWvWpM2FPcLJyQmAgwcPmo/du3ePGjVqsHr16mT7ODs7c+DAAYsZabGxsURHR+Pk5ERsbCwjR44kMTGR5s2bM2nSJCIiIoiJiWHXrl24uLhw/fr1x5Z87tmzh+LFi7/QdeTIkYM333zT4joAevXqxejRo3F2dubUqVNcvnzZfO7u3bscOnTohccUEREREREReV2oQCYWsmfPzvnz57Gzs6NmzZoEBQWxYcMGzp49S2hoKF9//bV5yV2BAgXYu3cvhw8f5syZM4SFhbFgwQKAJ7518lmsra358ssvCQsL4+zZsxw8eJBNmzbh7u5ubhMTE8PNmzdTf7HcX5pZt25dRowYwfbt2zl16hTDhg0jISEBLy+vZPu0bduWGzdu0K9fP44dO8aBAwf47LPPyJ07Nw0bNiRXrlxs3ryZzz//nKNHj3L27Fm+//57bGxsKF26NJUrV8bFxYW+ffuyc+dOoqKiGDFiBJGRkXz00UdPzDV79uycPn2a2NhYAOLj480vEgDo2rUrc+fOZcWKFZw5c4aFCxeyYcMGateuTePGjbG3t6d3794cOHCAY8eO0b9/f27dukXr1q3T5F6KiIiIiIiIvKpUIBMLbdq0ITIykiZNmvDFF19Qr149goKCaNCgAcuWLWPUqFG0aNECgKFDh/LGG2/Qvn17PvzwQzZt2sTEiRMB2L9//wuNX7lyZcaMGcPSpUtp1KgRnTt3xtHRkS+++MLcpkqVKsyZMyf1F/v/jRs3jvfee4+AgACaN2/OhQsXmDNnjsV+XQ9zcHBg/vz5XL9+ndatW9OpUyfy5cvHokWLsLe3x9ramtmzZ5MpUyY6dOhAw4YN2bFjB9988w2FCxfG2tqa7777jlKlStGzZ09atGhBZGQkYWFhFnuhPcrX15fNmzfj7+8PwJgxY2jZsqX5fPv27enevTszZsygYcOG/PDDD0ydOhVPT0/s7e1ZsGABdnZ2dOjQgXbt2nH79m0WLVpksceYiIiIiIiIyH+RwfSia+FERF5Q3w17ORl3I1UxiuXKwZRa5bh69Sb37hmf3UHkX8jaOhO5c2fX77EIeh5EHqVnQsSSngl5UXnyZMfKKgV7lKdDLiIiFgrZZftXxBAREREREREBFchEJJ2ZTCYC3iuZJrGSjEaMRk2CFRERERERkdRRgUxE0pXBYOD69dskJaV+WrTRaFKBTERERERERFJNBTIRSXdJSUbtGyAiIiIiIiL/GiqQiUi6S8kGiSmhGWQiIiIiIiKSFlQgE5F0ZTKZsLfPmiaxkoxG4q7eUpFMREREREREUkUFMhFJVwaDgWm7/uJc/O1UxSlkl5Xe7xUnUyaDCmQiIiIiIiKSKiqQiUi6Oxd/m1NxtzI6DREREREREREA0mYjIJHXyNWrV1myZElGpyEiIiIiIiIi6UQFMpFHTJw4kYiIiIxOQ0RERERERETSiQpkIo8wmbSflYiIiIiIiMh/iQpk8kS3bt1i9OjRVKlSBXd3d3x8fDhw4AAAy5Yto2nTpri5uVG2bFl8fX05fPiwua+3tzfz58+nZ8+elClThmrVqrFkyRL+/PNPmjZtSpkyZWjTpg1nzpwB4Ny5c7i4uLBy5UqaNGmCm5sbrVq1Yu/eveaYgwYNwtfX1yLH4OBgvL29zZ+3bNlC8+bNKVOmDF5eXgwaNIhr16498RpdXFyYOnUqNWvWpHLlyvTp04fly5eza9cuXFxczO3mz59PvXr1cHNzo0GDBvz000/mc3v27KFjx46UL1+e0qVL06hRI1atWmWRd2BgIFOnTsXDw4Py5cszatQo/v77b7p160aZMmWoW7cuW7Zssbh/ISEhfPzxx7i5uVGnTp1nLvu8cuUKAwcONI/RpUsXTp8+bT6/efNmWrVqhbu7O1WqVGH8+PHcvXvX4l6sWrUKPz8/85gbN25k48aN1KtXj7Jly9K5c2euXLny1DxEREREREREXjUqkMkTBQQEsGnTJsaOHcuKFSsoWrQonTp1Yu3atQQFBdGhQwfWrl3L3LlzuXPnDkOGDLHoP2XKFKpWrcqqVauoUaMGw4cPJygoiEGDBrFgwQJiYmKYPHmyRZ8xY8bQtWtXli9fTrFixejYsSNnz55NUb5XrlyhR48etGjRgjVr1jBz5kz++OMPJk6c+NR+P/74IzNmzODLL79kxIgR1K9fH3d3d7Zu3QpAaGgokydPplOnTqxatQofHx8CAwPZtm0b//zzD/7+/pQsWZLw8HB++uknXF1dCQwMJDY21jzGypUriY+PZ/HixQQGBrJgwQJatmzJ+++/T3h4OMWKFWPQoEEWs9e+/PJLXF1dWbFiBT4+PgwbNow1a9Ykew337t3D39+fyMhIvvzySxYvXoyVlRX+/v7cu3eP9evX88knn1C9enWWLVvGqFGjWLt2Lf369bOIM3r0aHx8fFi1ahXFixenb9++fPXVV0yaNImQkBAOHDjA7NmzU/R9iIiIiIiIiLwq9BZLSdapU6fYvHkz3377LVWrVgVg2LBhZM+enbx58zJ69GiaNm0KQMGCBfnwww8JCgqyiFGtWjVatWoFgJ+fHz/++CO+vr54enoCUL9+fdavX2/R5+OPP6ZRo0YAjBo1ih07drB48WL69u37zJz/+ecfEhISePvttylYsCAFCxYkJCSEpKSkp/b74IMPcHV1NX/OkiULNjY25MuXD4CwsDD8/PzM1+Lj48OdO3dISkoiISGBHj160KlTJzJlymS+hvDwcE6fPs0bb7wBgL29PUOGDMHKyooiRYowZcoUPD09zfewXbt2bNq0idjYWPO4lStXpkePHgAUK1aM/fv3M3fuXBo0aPDYNezYsYOjR4+ydu1aihUrZr5/oaGhxMXF8fXXX1OnTh26d+9ujmcymfjkk0+IiorCyckJgGbNmlGvXj0A2rRpw8aNGwkICMDNzc2cU2Rk5DO/CxEREREREZFXiQpkkqzjx48DULZsWfMxW1tbAgMDAYiKimLWrFlER0dz6tQpjh49itFotIhRtGhR889ZsmQBoFChQuZjmTNnJiEhwaLPe++9Z/7ZxsaGd999N8UFmVKlStGoUSO6detGgQIFqFSpEjVq1LBYgpmcIkWKPPHclStXuHTpEmXKlLE43qlTJ/PPLVq0YMGCBfz111+cPn2ao0ePAlgU5goXLoyVlZX5c9asWXFwcDB/zpw5M4DFkkcPDw+LMcuWLcvmzZuTzfP48ePY29ubi2MA+fLlY9CgQQBERkbSsGFDiz4VK1Y0931QIEvuO3s0z0e/MxEREREREZFXnZZYSrKsre/XTg0Gw2PnVq9eTZMmTYiOjsbNzY3+/fubCzHJxXjYg1lWzxr3AaPRaNHn0Q307927Z/F5ypQprF27lg4dOhAbG0ufPn3w9/d/6pgPCkHJsbW1BZK/D3C/UPj++++zceNGHBwc6NSpE6GhoY+1s7GxeezY894Lk8n0xD7W1tZPzPFB30fPPyjgPTxOct/Z0+KKiIiIiIiIvA40g0yS9WBG0cGDB/Hy8gLuF6Nq165N5syZadmyJSNGjDC337BhA5B8IeZ5HDx40Lw5fkJCAocPHzYvbbSxsSE+Pt6ifXR0tPnnffv2sWbNGgYPHkyxYsXo0KEDERER9O/fn8uXL5M3b94U5fBw/jly5ODNN9/k4MGD1KpVy3y8V69evPnmmwDkzZuXsLAw87mNGzcCqX8b5sGDBy0+7927l3feeSfZtsWLF+fatWtER0ebZ8RduXKFevXqERISgrOzM3v27OGjjz4y99m9ezfwv+9aRERERERE5L9KBTJJVtGiRalbty4jRowgKCiI/PnzM3v2bBISEnB2dmbv3r0cPnwYOzs7Nm7cyIIFC4D7Ra0HywVfxLRp03jjjTdwcHDgq6++4vbt2+YCWbly5ViyZAnh4eG89957bN68mS1btpA7d27gfjHr+++/x8bGhlatWnHnzh1Wr16No6Ojuc2VK1ewsbHBzs7uiTlky5aNS5cucfbsWRwcHOjatStffPEFjo6OlCtXjt9++40NGzYQGhrKoUOH+Pvvv9myZQvFixfn8OHDjB492nwvUmP16tW4ublRpUoV1q9fz6+//kpISIj5fExMDNmyZSN79ux4eXlRunRpBgwYwODBg8mWLRuTJ08mb968uLq60qlTJwICAvjyyy9p0KABp0+fZtSoUdSsWVMFMhEREREREfnPU4Hs/7F351FZ1O//x5+3IK6AolZmioaKFouICrgLLuGKSy4ofFzLr/vaRyr3Jdw+LpgbYahoqbnkmpYlJSkuaWQmJCqKmrmgoiIo3L8/PM5PXBKDcOn1OIdzmJlrrrlmuKeO13m/37c80kcffcSUKVMYPHgwqampuLq6smjRIgoVKsSoUaPo0qULVlZWVKpUyYj7+eefM60j9qQ6duzIRx99xB9//IGrqytLly41Rmq1aNGC3377jcmTJ5OWlkbdunUZOHAgS5YsAe6MogoJCWHOnDksX76cPHny4OnpSWhoqDE1sV27dtSoUYPg4OBH1uDn58fXX39N8+bN+frrr+nSpQupqanMnj2b8+fPU7ZsWWbMmIGnpydVq1bl2LFjvPfee6SlpVG2bFmGDBnC7NmziYmJoW7dun/7Wfj5+bFt2zYmT55M2bJlmTlzJvXq1TOO165dm379+tG/f3/y5MnD3LlzCQ4ONtZH8/DwICwsDCsrK3x9fUlPT2fBggXMmzcPOzs7mjdvzoABA/52fSIiIiIiIiIvCpM5u/PARHJAYmIiPj4+LFmy5IHF6f+NvL29ad26Nf3793/apfwjhm3/heOXb2QrR7kiBZnm40xS0nVu3854/AkizyBLyzwULVpIn2MR9D6I3E/vhEhmeifk77KzK4SFxeOX4NcIMhHJda9ZF3gmcoiIiIiIiIiAGmQiksvMZjODapTPkVzpGRlkZGgQrIiIiIiIiGSPGmTyTHjttdeIjY192mU8M+5+E+aLyGQycfVqCunp2R8WnZFhVoNMREREREREsk0NMhHJdenpGVo3QERERERERJ4ZapCJSK7LygKJWaERZCIiIiIiIpIT1CATkVxlNpuxscmZBfbTM8xcTrquJpmIiIiIiIhkixpkIpKrTCYTs/YkkJh8M1t5XrPOz8Aa9uTJY1KDTERERERERLJFDTIRyXWJyTc5fjnlaZchIiIiIiIiAkDOLAQk8hccHR1Zs2bN0y4Db29vQkJCAFizZg2Ojo5ZPjckJARvb+8cref+Gu6tT0RERERERERyj0aQyb9S06ZNqVOnztMuI5MvvviCfPnyPe0yRERERERERP511CCTf6X8+fOTP3/+p11GJnZ2dk+7BBEREREREZF/JU2xfIE5OjqyceNGAgMDcXFxoVGjRnz77bd8++23NGnShCpVqtCzZ08uXbpknBMfH0+vXr1wc3Ojdu3aDB06lPPnzxvHAwICmDlzJiNHjsTNzQ1PT0/mzp3LsWPH6Ny5My4uLrRs2ZKYmJhMtRw7doxOnTrh7OxM8+bNiYqKynT8u+++o02bNkadM2fOJC0tLdO9zJgxgwYNGlCrVi2OHTtGTEwM/v7+uLm5Ub16dfr378+ZM2ey9Gzun97o6OjIypUr6datGy4uLtSpU4cFCxY88vwlS5bg5OTEN998A0BaWhpTp06lTp06uLm50b59e3bu3JnpnK+//poWLVrg4uJCly5dHqj13imWISEhBAQEEBoaSt26dXF2diYwMJBjx4795X0tXbqUJk2a4OLiQtOmTfnyyy+NY2fPnmXYsGHUqlWLKlWq0KNHD2JjY43jI0aMICgoiBkzZuDh4YG7uzvjx4/njz/+oHfv3ri6utK4cWMiIyMf83RFREREREREni9qkL3gJkyYQOfOndm4cSPly5dn6NChzJs3j6lTpzJ//nxiYmIIDQ0F4Ny5c/j7+1O6dGm++OIL5s+fz7Vr1+jYsSM3btwwcn7yySeULFmS9evXExAQwKxZs3j33Xfp3r07q1atIl++fIwZMyZTHYsXL6ZVq1asX7+ehg0b0qNHDw4dOgTA999/z8CBA3n77bfZuHEjo0ePZsuWLQwfPjxTjhUrVjB79mw+/vhjypYty7vvvkv16tVZv3494eHhnDlzhvfff/9vP6spU6bg5+fHl19+Sdu2bfnf//7Hvn37Hohbvnw506ZNY86cOTRs2BCAoKAgfvjhB6ZOncratWvx9fWld+/e7NixA4CffvqJ/v3707hxY7788ktatWrFwoUL/7KeAwcOsHfvXhYuXGjc39ixYx8ZHxYWxrRp0+jRowcbN26kc+fOBAUFERUVxbVr1+jUqRPnzp1j3rx5fP755xQsWPCBRt2GDRtITk5m5cqVBAUFERERQbt27XjrrbdYs2YNr7/+OiNGjMBs1rdGioiIiIiIyItDDbIXXOvWrWnSpAllypQxGl2DBw/GxcUFT09PatWqRVxcHACfffYZL730EqNGjcLBwQEnJydmzpzJhQsX+Oqrr4ycFStWpE+fPpQuXZru3bsDd9b08vHxwdHRkTZt2vD7779nqqNTp0507NiRcuXKMWjQIKpUqUJ4eDgA8+fPp127dnTq1IkyZcpQu3Ztxo4dy1dffUViYqKRo1WrVjg7O1OlShWSk5NJSkripZde4rXXXuPNN99k5syZDBo0KFvPqlWrVkaNtra27N+/P1PMypUrmTx5Mh9//DH169cHICEhgY0bNzJx4kQ8PT0pW7Ys3bp1o1mzZoSFhQEQERFB1apV6d+/P+XKlePtt9+mQ4cOf1nP7du3mTJlCpUqVcLd3Z2AgIAH6rlXeHg4gYGBtG/fnjJlytC5c2eGDh1Keno669evJykpiVmzZuHi4kKlSpWYNm0a+fPnZ9myZUYOGxsbPvjgA+zt7WnXrh12dnZ4enri5+eHg4MD/v7+XLp0iQsXLvzNpywiIiIiIiLy7NEaZC+4cuXKGb/fXXOrdOnSxr58+fIZUxkPHz5MfHw8bm5umXKkpqYSHx//0JwFChT4y5x3VatWLdO2q6sru3fvNq4bExPD2rVrjeN3RyjFx8fz2muvAWBvb28ct7W1pWfPnowfP545c+ZQs2ZN6tatS5MmTf76gfwFBweHTNuFCxfm1q1bxvaff/7JmDFjsLS0NGq6Wz9AYGBgpvNv3bqFjY0NAHFxcdSqVSvTcTc3N5YsWfLIeooXL06RIkWMbWtr60z13OvSpUv8+eefuLq6Ztrfo0cPAMaMGUPZsmUzrXOWL18+XFxcMk2zLFOmDBYWFsZ2gQIFHvjbwp3PhIiIiIiIiMiLQg2yF5yl5YN/YpPJ9NDYjIwMPD09GT169APHrK2tjd/z5s37wPE8ef56MOL9x9PT07GysjKu27NnT1q3bv3AeSVKlDB+v39R/WHDhuHv709kZCS7du1izJgxLFiwgHXr1hm5n8TDzrl3KqHJZCI0NJRZs2YRFBTE8uXLyZMnjxGzbNkyChUqlOn8e+/7/mmJD3uOj6vncbGP+tuazeaHHktPT8/0Gfk7f1sRERERERGR553+5SuGChUqEB8fT8mSJbG3t8fe3h5bW1smTZpkTMP8u3799ddM2z/99BMVKlQwrnvs2DHjmvb29pw7d44pU6Zw/fr1h+Y7duwYo0ePplixYnTq1InZs2fzySefEB8fz5EjR7JV66OUKFGCWrVqMWHCBA4dOsTixYuN+uHOCLN772HNmjWsXr0agMqVK/PTTz9lyvfLL7/kWG2FCxfmpZdeeiDngAEDmDBhAhUrVuT48eNcvHjROJaamsqhQ4coX758jtUhIiIiIiIi8jxSg0wM/v7+JCcnM2TIEH777TeOHDnC0KFDiYmJMZpAf1d4eDhr167l2LFjRsOtV69eAPTq1Ytt27YREhLC8ePH2bVrF0FBQVy9ejXTCLJ7FSlShI0bNzJq1Cji4+M5fvw4q1evxtbWltdffx2Ay5cvc/ny5WzV/TAVK1akZ8+ezJw5kxMnTlChQgUaNGjA6NGj2b59O6dOnSIsLIwFCxYY0xO7d+/OkSNHmDx5MsePH2f9+vWZ1v76O5KTkzN9A+k777zD4sWLWbduHSdPnmTZsmVs376dhg0b0qJFC2xsbBg0aBAxMTEcOXKE4cOHc+PGjceuhSYiIiIiIiLyolODTAylS5cmIiKClJQU/P396dKlCyaTicWLF1OsWLFs5e7Tpw9Lly6lZcuW7Nmzh4ULFxprmb311lvMmDGD7du306JFC4YNG4aXlxdz5sx5ZD47Ozs++eQTTp8+Tfv27WndujVnzpzh008/pXDhwgD079+f/v37Z6vuv7qfV199laCgIDIyMpgxYwZNmjRh9OjRNG3alNWrVzN+/Hjatm0L3BlBFhoaSnR0NC1btiQ8PJzevXtnq4aJEyfSrl07Y7tLly707duX2bNn06xZMz7//HNmzJiBp6cnNjY2REREYG1tTdeuXfH39yclJYXPPvss0xpjIiIiIiIiIv9GJvP9CyOJiPzDhm+P5fjllGzlKFekAFN9HElKus7t2xk5VJlI7rK0zEPRooX0ORZB74PI/fROiGSmd0L+Lju7QlhYPH58mBbpF5Fc95p1/scH5UIOEREREREREVCDTERymdlsZmAN+xzJlZ5hJiNDg2BFREREREQke9QgE5FcZTKZuHo1hfT07A+LzlCDTERERERERHKAGmQikuvS0zO0boCIiIiIiIg8M9QgE5Fcl5UFErNCI8hEREREREQkJ6hBJiK5ymw2Y2NTIEdypWeYuZx0XU0yERERERERyRY1yEQkV5lMJmbvOcPp5LRs5SllbcWAGq+SJ49JDTIRERERERHJFjXIRCTXnU5O4/jl1KddhoiIiIiIiAgAObMQkMgLJiQkBG9v76ddRq6Kjo7G0dGRxMTEp12KiIiIiIiISK7SCDIRAcDNzY2dO3diZ2f3tEsRERERERERyVVqkIkIAFZWVpQoUeJplyEiIiIiIiKS6zTF8l+udevWTJgwwdj+5ptvcHR0ZNOmTca+KVOm4Ofnl6U4f3//LOf09/d/oJ4RI0YwZMgQJk2ahLu7O15eXgQHB5OWdmdB98TERBwdHYmOjs50nqOjI2vWrAHuTI8MCAggNDSUunXr4uzsTGBgIMeOHTPik5OTGTlyJJ6enri7uxMYGMgvv/zyyOe0ZMkSnJyc+OabbwD4448/GDZsGDVr1uTNN9+kXr16zJgxg4yMDADWrFmDt7c3EydOpFq1avTu3duYwhgZGUnz5s1xcnKiWbNmfPfdd8Z1zGYzoaGh+Pj44OrqSqtWrVi/fj0AV65c4c0332Tbtm1G/KRJk3B0dOT8+fPGvnbt2jFz5kwAwsLCaNiwIU5OTnh7e/Pxxx9jNj98Qfv7p1h6e3uzcOFC+vfvj5ubGx4eHkyaNInbt28/8jmJiIiIiIiIPI/UIPuX8/b2JioqytjetWsXJpOJ3bt3G/siIyNJSEjIUpyPj0+Wc/r4+Dy0pm3btnHmzBk+++wzJkyYwLp165g4ceIT3deBAwfYu3cvCxcuJDw8nDNnzjB27FjgThOqV69enDhxggULFrBy5UqqVKlCp06dOHz48AO5li9fzrRp05gzZw4NGzYE4N133+XSpUuEhYXx1Vdf0bNnT+bPn8+3335rnHf69GnOnTvH2rVrGTp0qLF/6tSpfPDBB6xZs4bSpUszbNgwrl+/DsCMGTNYvnw5H374IRs2bCAwMJAxY8awbNkybG1tqVq16l8+24sXL3Lo0CF8fHz49ttvmT9/PmPHjmXbtm0MGzaMefPmGQ23rAgJCaF69eqsXbuW/v37s2TJEjZu3PgEfwkRERERERGRZ58aZP9yDRo04NixY5w9exaAH3/8kUaNGhkjtBITEzl69Cjh4eFZimvYsGGWc95tNt3P1taWqVOnUrFiRXx8fBg4cCCrV6/m2rVrWb6v27dvM2XKFCpVqoS7uzsBAQHs378fgN27d3PgwAFmzZqFq6srDg4ODBkyhCpVqrBkyZJMeVauXMnkyZP5+OOPqV+/PgA3b96kVatWjB8/nsqVK1O6dGkCAgJ46aWXiI2NzXR+nz59KF26NBUqVDD2DRo0CC8vLypWrMigQYO4du0acXFx3Lhxg/DwcP773//SoEEDypQpQ9u2benatSthYWHG3+tug+zChQscO3aMBg0aGM82MjKSl19+GWdnZ06ePEm+fPl47bXXePXVV2natCnh4eFUr149y8+xTp06BAYGUrZsWbp06UKlSpX46aefsny+iIiIiIiIyPNAa5D9yzk5OfHyyy8TFRVFnTp1OHnyJNOmTaNNmzacPXuWyMhIypcvj6ura5bi7O3tAZ4o9n7Ozs4UKFDA2HZzc+PWrVscP36cokWLZum+ihcvTpEiRYxta2trbt26BcCvv/4K8MAItrS0NFJTU43tP//8kzFjxmBpaclrr71m7M+fPz9dunThq6++YvHixSQkJHDkyBH+/PNPY4rlXWXLln2gttdff934vXDhwgDcunWLo0ePkpqayn//+1+CgoKMmNu3b5OWlsbNmzfx9vZm8uTJnDp1igMHDlC5cmW8vb1ZsGABADt27DC+fbNly5asXr2axo0b4+joSK1atWjUqBGvvvpqlp4hgIODQ6bte5+jiIiIiIiIyItCDTKhfv36REVFYWFhgZOTE2+++SalSpUiOjqaHTt2GCO9shr3pLH3y5s3b6btu00nCwsLY9+962g9rGFjZWX1yPwZGRkULlzYWLPsUeeZTCZCQ0OZNWsWQUFBLF++nDx58pCSkkLnzp1JSUnB19eXVq1aMXLkSDp37vxAvvz582epNrPZbNzTzJkzMzXR7j2vbNmylCtXjp07dxITE4OXlxdeXl58+OGHxjTY2bNnA2BnZ8eXX37JgQMHiIqKYufOnSxatIj+/fvTr1+/Rz6frNQqIiIiIiIi8iLRFEvBx8eHXbt2ERUVhaenJwCenp7s2LGD6OhoY6RVVuOeNPZ+v/76K+np6cb2gQMHKFCgAOXKlTOaZ/dOtzx58uQT3W/FihW5du0aaWlp2NvbGz+hoaFs377diCtRogS1atViwoQJHDp0iMWLFwPwww8/8Ouvv7J06VIGDBhA06ZNKVy4MBcvXsxW8+j111/H0tKSM2fOZKorMjKSsLAw8uS587reXeNt9+7deHp68tprr1G6dGk+/vhjTCYTNWrUAODLL7/ks88+w93dnQEDBrBy5UrefvttNm/e/LdrFBEREREREXkRqUEmeHp6kpqaytatW41mlpeXF1u3bsXW1hZnZ+cninuS2OvXr2f6Bka4s7j9mDFjiI+P5+uvv2b27Nl06dKFAgUK8NJLL1G6dGk+/fRTjh49yi+//MLIkSP/csTY/erUqUPlypUZNGgQu3btIiEhgcmTJ7N69eoHphTCnYZaz549mTlzJidOnOCVV14BYP369Zw+fZp9+/bRp08fbt26ZXzb5t9hbW1Nx44dmTlzJuvWrePUqVOsXbuWqVOnUrx4cSPO29ubyMhIzp8/j7u7O3Dn2W7YsIF69eoZTcTU1FQmT57MunXrSExMZN++fezZswc3NzcA0tPTOX/+PDdv3vzbNYuIiIiIiIi8CNQgE/Lly0fNmjUBqFq1KnCn4WI2m/H29sZkMj1R3JPELlq0iNq1a2eqp0qVKphMJtq2bcv48eMJDAxkyJAhwJ1pj1OnTiU1NRU/Pz+GDh2Kv7+/0bTKCgsLCxYtWoSLiwuDBw+mZcuWREdHExISgpeX10PP6dOnD6+++ipBQUE4OTkRFBTEkiVL8PX1JSgoiOrVq9O8eXN+/vnnLNfxMEFBQXTt2pXZs2fj6+vLxx9/TL9+/ejfv78R4+bmRqFChahSpYoxhdPLy4uMjIxMI/Pat29P//79mTt3Lr6+vgwaNIg6derw4YcfAnD27Flq166tEWUiIiIiIiLyr2cya0EheYaMGDGC06dPs3Tp0qddivyD/rv9BMcvpz4+8C+UK5KPyT5lSUq6zu3bGY8/QeQZZGmZh6JFC+lzLILeB5H76Z0QyUzvhPxddnaFsLB4/PgwLdIvIrmulHXWp8T+kzlEREREREREQA0yEcllZrOZATVezZFc6RlmMjI0CFZERERERESyRw0yeaYEBwc/7RLkH2Yymbh6NYX09OwPi85Qg0xERERERERygBpkIpLr0tMztG6AiIiIiIiIPDPUIBORXJeVBRKzQiPIREREREREJCeoQSYiucpsNmNjUyBHcqVnmLmcdF1NMhEREREREckWNchEJFeZTCZC917gbPKtbOUpaZ2XXtWLkyePSQ0yERERERERyZacmeckT42joyNr1qzJsXz79+9n3759OZbvWfL777+zY8cOY/vMmTNs2rQpy+dHR0fj6OhIYmIiAElJSaxatco4HhAQwIgRI3Ks3hfZ2eRbnLycvZ/sNthERERERERE7lKDTDLx9/fn5MmTT7uMf8S7777LL7/8Ymz/97//5Ycffsjy+W5ubuzcuZOSJUsCMGXKFNavX28cDwkJ4YMPPsi5gkVEREREREQkV2iKpUgWWVlZUaJECWPbbM48ra9IkSK5XJGIiIiIiIiI5ASNIHuBmM1mPvnkE3x9fXFycsLd3Z13332XU6dOGTGRkZG0adMGV1dXvLy8GDFiBFeuXAHuTNcECAoKYsSIESQmJuLo6Gic4+zsTIsWLTh48CCrVq2iQYMGVK1alaFDh5Kammpc48CBAwQGBuLu7o6Hhwfvv/++cQ0Ab29vli5dSv/+/XF1daVu3bqsWrWKAwcO4Ofnh6urKx07dsw0ku3cuXMMHjyYatWq4eHhQe/evTlx4oRxfMSIEQwfPpzJkyfj5eWFq6srffr04fz588Y1T58+zZw5cwgICCAgIIA9e/awdu1avL29jZiQkJBMz/TeaZP3TrEcMWIEa9euZc+ePcZzu3+KZVaew8KFC+nfvz9ubm54eHgwadIkbt++DUB6ejpTp06lXr16ODk58dZbb/HZZ5/95Wfg0KFDdOvWDTc3N2rWrMmoUaO4ceOGkS88PJwmTZrg7OxMkyZNWLlypXFudHQ0b7zxBrt376Zp06Y4OzvToUMHjh8/zrx586hZsyY1atRg/PjxDzQHRURERERERJ5napC9QBYvXsyCBQsYPnw4W7duZe7cuRw/fpzg4GAALl26RL9+/Wjbti2bN29mzpw57N27lylTpgCwc+dOAN5///1MUwXHjRvHsGHDWLduHfnz5+edd95hy5YtzJ8/n+DgYLZu3WqsxRUTE0NAQADly5dnxYoVzJ49m5iYGLp3705GRoaRc/r06dSpU4eNGzdSv359xowZw+jRoxkxYgQRERGcP3+eadOmAXDjxg0CAgJIT08nIiKCpUuXUrRoUdq3b8+5c+eMnFu2bOHy5ctEREQwZ84c9u/fz4wZMwD44osveOWVV+jevTshISGEhITg5uaGr68vX3zxxRM/6w8++ABfX19j2uX9svocQkJCqF69OmvXrqV///4sWbKEjRs3ArB8+XK++uorZsyYwdatW+nSpQtjxox55BpxiYmJBAQEYGdnx4oVK5gzZw7R0dGMGjUKgODgYObOnUu/fv3YsGEDgYGBjBs3jqVLlxo50tPTCQ4OZtKkSaxcuZKLFy/SsWNH4uPjWbp0KUOGDCEiIiLTWm4iIiIiIiIizzs1yF4gZcqUITg4GG9vb0qVKoWHhwe+vr7ExsYCd0ZhpaWl8eqrr1KqVCnc3d2ZP38+AQEBAMb0QWtra6ytrY283bp1o2bNmjg4OODn58eVK1cYPXo0jo6ONG7cmDfeeIO4uDgAFi1ahKOjI6NGjaJ8+fJ4eHgwffp0Dh06lGm9r7p169K+fXtKly5NYGAgt2/fJiAgAE9PT5ydnfH19TVybtq0iaSkJKZPn06lSpWoWLEiEydOpHDhwplGQBUuXJhx48bh4OBAnTp1aNWqFfv37wfAzs4OCwsLChYsSJEiRShSpAh58+Ylf/782NnZPfGztra2Jn/+/OTNmzfTtMu7svoc6tSpQ2BgIGXLlqVLly5UqlSJn376CYCTJ09SsGBBSpcuTalSpejSpQuffvop5cqVe2hNK1euxNbWluDgYCpWrEjVqlWZMGEC5cqV49q1a3z22WcMGDCAFi1aULZsWTp37kyXLl2YP39+phFhAwcOpEqVKlSuXJnGjRtz/fp1xo8fj4ODAx07dqR48eL8/vvvT/zMRERERERERJ5VWoPsBeLt7c3PP//M7NmzSUhIID4+nt9//52XX34ZgMqVK9O8eXN69+5NyZIlqVmzJvXr1zemGD7KvQ2ZAgUKAFC6dGljX758+UhLSwMgLi6OWrVqZTrf0dERGxsbYmNjqVev3gM58+fPD8Brr7320JyHDx/m2rVr1KhRI1Pe1NRU4uPjjW17e3vy5s1rbFtbW3Pr1tP5psOsPgcHB4dMMffW3LlzZ7755hvq1q2Lk5MTtWrVwtfXl2LFij30mrGxsbz55puZnkH16tWpXr06MTEx3Lp1C3d390znVKtWjU8//ZSLFy8a++7/excvXtz4u8Odv829U2pFREREREREnndqkL1AQkNDCQkJoU2bNtSoUYOAgAC2b9/Opk2bjJjp06fTt29fvv/+e3788UeGDBlC1apVWbJkySPzWlo++DHJk+fhgw/NZjMmk+mB/RkZGZkaN0+SMyMjg3LlyjFv3rwHjhUsWND43crK6qHnP4n719b6uw22rD6Hh9V8t4ayZcuybds29uzZQ1RUFNu3b2f+/Pl89NFHtG7d+oHzLC0tH3rNe3Pef/zudM97/x73/20e9XcREREREREReVHoX74vkHnz5tGvXz/GjBlDhw4dqFKlCidOnDCaIwcPHmTSpEm8/vrrdO3alYULFzJp0iSio6MzjSDKjooVKz6wRtaRI0e4du3aA6OlniTnmTNnsLa2xt7eHnt7e0qVKsX06dPZu3dvTpQNQN68eUlOTja2MzIySExMfGT8o5pRd2vO7nNYsmQJ27Zto1atWrz33nts2LABLy8vNm/e/ND48uXLc/jwYdLT0419X3/9NXXr1uX111/H0tLygZr27dtHiRIlsLW1zVJNIiIiIiIiIi8iNcheICVLliQqKoqjR49y7NgxZsyYwbZt24ypioULF2b58uVMnTqVhIQEYmNj2bRpE2XLlqVo0aLAnRFZ8fHxJCUl/a0aunbtypEjRxg3bhzx8fHs2bOHYcOG8cYbb+Dl5fW3crZs2RJbW1v69evHwYMHiY+PJygoiMjISCpUqJDlPIUKFeLEiRNcuHDB2D59+jR//PEHAFWrVmXz5s3s3buX48ePM2bMmEwNs/sVLFiQP//8M9O3hN6VE8/h4sWLjBs3ju3bt3P69Gm+//57Dh8+jJubGwBpaWmcP3/e+Pv6+/uTlJTE6NGjiY+PZ9++fUybNo1atWphbW1N+/btmT17Nhs2bCAhIYFly5axfPlyunfv/pfNPhEREREREZEXnRpkL5ApU6Zw8+ZN2rZtS5cuXYiLi2Ps2LFcvHiRxMREypcvT0hICLt378bPzw9/f38sLS0JDQ01ptF1796diIgI3n///b9Vg5ubG6GhoRw6dAg/Pz8GDhyIm5sbn376aaaphU/C2tqaiIgIihUrRs+ePWnXrh2nT58mLCzsiRpkAQEB7Nixg+7duwPQsWNH4uLiaNmyJenp6QwePBhXV1d69eqFv78/RYoUoWnTpo/M5+fnR0pKCs2bN+fPP//M8efQr18/2rVrx/jx42nSpAmjR4/G39+fd999F4ADBw5Qu3ZtDhw4AMDLL7/MokWLOH78OK1bt2bQoEHUq1eP0aNHA3e+ebNLly5Mnz6dZs2asXz5ckaNGmU8DxEREREREZF/K5P5/kWXRET+YeO+PcvJy9n7AoUyRfIyyrskSUnXuX07I4cqE8ldlpZ5KFq0kD7HIuh9ELmf3gmRzPROyN9lZ1cIC4vHjw/TCDIREREREREREflX07dYikiuK2n996bb5nQOEREREREREVCDTERymdlsplf14jmSKz3DTEaGZomLiIiIiIhI9qhBJiK5ymQycfVqCunp2V83IEMNMhEREREREckBapCJSK5LT8/QwpoiIiIiIiLyzFCDTERyXVa+QSQrNIJMREREREREcoIaZCKSq8xmMzY2BXIkV3qGmctJ19UkExERERERkWxRg0xEcpXJZGLV3iTOJ9/OVp4S1pa8Xb0oefKY1CATERERERGRbFGDTJ5raWlpBAUFsX37diwtLfnqq68oXjxnviHxUUaMGMHp06dZunTpP3aNxMREfHx8WLJkCR4eHv/YdZ6W88m3OXvl1tMuQ0RERERERARQg0yec99//z0bN25k7ty5ODo6/uPNMRERERERERF58ahBJs+15ORkALy9vTGZTE+5GhERERERERF5HuXMV8nJv0br1q2ZMGGCsf3NN9/g6OjIpk2bjH1TpkzBz88vS3H+/v5Zzunv75+plpCQEEaMGAFApUqVjN+//fZbOnbsiJubG87OzrRr144ff/wx07lLly6lSZMmuLi40LRpU7788kvj2Llz5xg8eDDVqlXDw8OD3r17c+LEiUzn3759mwkTJuDu7o6npyf/+9//uH37/6+pdfbsWYYNG0atWrWoUqUKPXr0IDY2NlOOdevW0bJlS1xcXPD29mb+/PlkZGQ89LkfP36c2rVrM3ToUNLT0x8ac+rUKfr27Yu7uzseHh4MHjyYCxcuZOl6iYmJODo6EhkZSZs2bXB2dqZFixYcPHiQVatW0aBBA6pWrcrQoUNJTU196PVFREREREREnldqkMkT8fb2JioqytjetWsXJpOJ3bt3G/siIyNJSEjIUpyPj0+Wc/r4+GSqpXv37rz//vsA7Ny5kw8++IBDhw7Rt29fGjduzPr161m1ahXFihVj2LBhpKWlARAWFsa0adPo0aMHGzdupHPnzgQFBREVFcWNGzcICAggPT2diIgIli5dStGiRWnfvj3nzp0zrv3TTz9x4cIFPv/8cz766CNWr15NcHAwANeuXaNTp06cO3eOefPm8fnnn1OwYEG6dOnCmTNnAAgPD2fkyJF06NCB9evXM3jwYMLCwpgyZcoDz/zkyZP85z//oVatWkydOhULC4sHYpKTk/H39+fGjRuEh4cTHh7O6dOn6d+//xNdb9y4cQwbNox169aRP39+3nnnHbZs2cL8+fMJDg5m69atrFq16oHri4iIiIiIiDzP1CCTJ9KgQQOOHTvG2bNnAfjxxx9p1KgR0dHRwJ2RSEePHiU8PDxLcQ0bNsxyzoYNG2aqpVChQlhbWwNQokQJrK2tsbCw4MMPP6R79+6ULl2aSpUqERgYyMWLF7l48SJwp1kUGBhI+/btKVOmDJ07dzZGZm3atImkpCSmT59OpUqVqFixIhMnTqRw4cKsXLnSuHaJEiWYPHkyFSpUoEGDBgwcOJDPP/+clJQU1q9fT1JSErNmzcLFxYVKlSoxbdo08ufPz7JlyzCbzYSGhtKlSxc6d+5M2bJladGiBQMGDCAiIsKYNnr33gMDA6lTpw4fffQRefI8/JXdvHkzycnJzJgxA2dnZypXrszEiRNxd3fn5s2bWb5et27dqFmzJg4ODvj5+XHlyhVGjx6No6MjjRs35o033iAuLu5vfnpEREREREREnk1ag0yeiJOTEy+//DJRUVHUqVOHkydPMm3aNNq0acPZs2eJjIykfPnyuLq6ZinO3t4e4Ili/0rlypWxtbUlNDSU48ePc+LECX777TcA0tPTuXTpEn/++Seurq6ZzuvRowcAY8eO5dq1a9SoUSPT8dTUVOLj4zM9h3z58hnbLi4u3Lp1ixMnThAXF0fZsmWxs7MzjufLlw8XFxdiY2O5dOkSFy5cwN3dPdM1qlevzq1btzh27BjFihUDYMyYMdy6dYuSJUs+sjkGEBsbS9myZSlSpIixr0KFCgwbNoyLFy9m+XrlypUzjhcoUACA0qVLZ7qPuyPxRERERERERF4UapDJE6tfvz5RUVFYWFjg5OTEm2++SalSpYiOjmbHjh3GSK+sxj1p7F/Zu3cv3bt3p169elSrVo1mzZqRkpJC3759AbCysgJ45IL+GRkZlCtXjnnz5j1wrGDBgsbv909zvLuWl5WVFWaz+aH509PTsbS0xGw2P/Tad9cWs7T8/69l69atqVixIsHBwTRq1AhHR8eHnmtpafnIe3qS6937+11/1ZgTEREREREReRHoX77yxHx8fNi1axdRUVF4enoC4OnpyY4dO4iOjjbWCstq3JPG/pWwsDA8PDyYM2cOXbt2pVatWsbUTbPZTOHChXnppZf45ZdfMp03YMAAJkyYQMWKFTlz5gzW1tbY29tjb29PqVKlmD59Onv37jXif/vtt0wL6u/fv5/8+fNTunRpKlasyPHjx40pnXBnBNqhQ4coX748xYoVo1ixYuzfvz9TDfv27SNv3ryUKVPG2NesWTM6d+6Mk5MTQUFBmb4I4F7ly5fnxIkTmaZLHj58GA8PD1JTU7N8PREREREREZF/IzXI5Il5enqSmprK1q1bjWaWl5cXW7duxdbWFmdn5yeKe5LY69evc/78+UfWVrJkSWJjY9m3bx+JiYmsXr2aWbNmARhTA9955x0WL17MunXrOHnyJMuWLWP79u00bNiQli1bYmtrS79+/Th48CDx8fEEBQURGRlJhQoVjOucPXuW999/n99//52tW7cSEhJCz549sbKyokWLFtjY2DBo0CBiYmI4cuQIw4cP58aNG3To0AGTyUT37t2JiIhg2bJlJCQksGHDBubMmUOHDh2MddXuMplMTJw4kbi4OBYuXAjcGf11/vx5bt68CUCLFi2wtbVl+PDhHDlyhEOHDjFmzBgqVqxIqVKlnuh6IiIiIiIiIv82mmIpTyxfvnzUrFmT77//nqpVqwJ3mllmsxlvb29jql9W454kdtGiRcyZM4fY2NiH1jZgwAAuXLhA7969gTsjqyZNmsTw4cOJiYnBwcGBLl26kJqayuzZszl//jxly5ZlxowZRmMuIiKCKVOm0LNnT9LT06lcuTJhYWGZGmQ+Pj5YWFjQvn17ChQoQKdOnejTpw8ANjY2REREMHnyZLp27QqAu7s7n332mbGe191m2uLFi/noo4945ZVX6NWrl7EW2v0cHBzo3bs3c+fOxcfHh0KFCuHj48NHH31EmzZtKFCgAGFhYQQHB9OpUyesrKzw9vbmvffe+1vXExEREREREfk3MZkftUCRiMg/ZO635zl75Va2cpS0zUsf7xIkJV3n9u2Mx58g8gyytMxD0aKF9DkWQe+DyP30TohkpndC/i47u0JYWDx+AqWmWIqIiIiIiIiIyL+apliKSK4rYZ39//TkRA4RERERERERUINMRHKZ2Wzm7epFcyRXeoaZjAzNEhcREREREZHsUYNMRHKVyWTi6tUU0tOzv25AhhpkIiIiIiIikgPUIBORXJeenqGFNUVEREREROSZoQaZiOS6rHyDSFZoBJmIiIiIiIjkBDXIRCRXmc1mbGwK5EiujAwzSUnX1SQTERERERGRbFGDTERylclkYsvey1xKvp2tPHbWlvhWL0KePCY1yERERERERCRbcmaek8gzbMSIEQQEBPxj8U/qxo0bLFu2zNi+desW4eHh/9j1nkWXkm/z55Xs/WS3wSYiIiIiIiJylxpkIrls0aJFhIWFGdsbN27ko48+eooViYiIiIiIiPy7qUEmksvMZvNfbouIiIiIiIhI7lKDTHJc69atmTBhgrH9zTff4OjoyKZNm4x9U6ZMwc/PL0tx/v7+Wc7p7+//2PrOnj3LsGHDqFWrFlWqVKFHjx7ExsY+Mj44OJhq1apx8OBBACIjI2nTpg2urq54eXkxYsQIrly5YsR/++23dOzYETc3N5ydnWnXrh0//vgjACEhIcyZM4fTp0/j6OjImjVrCAoKAsDR0ZHo6GjMZjOffPIJvr6+ODk54e7uzrvvvsupU6f+8r6WLl1KkyZNcHFxoWnTpnz55ZdZvucRI0YQFBTEjBkz8PDwwN3dnfHjx/PHH3/Qu3dvXF1dady4MZGRkY99viIiIiIiIiLPGzXIJMd5e3sTFRVlbO/atQuTycTu3buNfZGRkSQkJGQpzsfHJ8s5fXx8/rK2a9eu0alTJ86dO8e8efP4/PPPKViwIF26dOHMmTMPxE+bNo01a9awaNEiqlSpwqVLl+jXrx9t27Zl8+bNzJkzh7179zJlyhQADh06RN++fWncuDHr169n1apVFCtWjGHDhpGWlkb37t3p3r07r7zyCjt37uStt97i/fffB2Dnzp24ubmxePFiFixYwPDhw9m6dStz587l+PHjBAcHP/K+wsLCmDZtGj169GDjxo107tyZoKAgoqKisnzPGzZsIDk5mZUrVxIUFERERATt2rXjrbfeYs2aNbz++uuMGDFCI95ERERERETkhaMGmeS4Bg0acOzYMc6ePQvAjz/+SKNGjYiOjgYgMTGRo0ePEh4enqW4hg0bZjlnw4YN/7K29evXk5SUxKxZs3BxcaFSpUpMmzaN/PnzZ1o4H2DmzJmsWrWK8PBwXFxcADh37hxpaWm8+uqrlCpVCnd3d+bPn28s6m9hYcGHH35I9+7dKV26NJUqVSIwMJCLFy9y8eJFChUqRMGCBbGwsKBEiRIULFgQa2trAEqUKIGVlRVlypQhODgYb29vSpUqhYeHB76+vn85yi08PJzAwEDat29PmTJl6Ny5M0OHDiU9PT3L92xjY8MHH3yAvb097dq1w87ODk9PT/z8/HBwcMDf359Lly5x4cKFLHwKRERERERERJ4flk+7AHnxODk58fLLLxMVFUWdOnU4efIk06ZNo02bNpw9e5bIyEjKly+Pq6trluLs7e0Bnij2UeLi4ihbtix2dnbGvnz58uHi4pKpAXXw4EH27t2LnZ0dr7zyirG/cuXKNG/enN69e1OyZElq1qxJ/fr18fb2No7b2toSGhrK8ePHOXHiBL/99hsA6enpWXp+3t7e/Pzzz8yePZuEhATi4+P5/fffefnllx8af+nSJf78809cXV0z7e/RowcAY8aMydI9lylTBgsLC2O7QIEClC5dOtM5AKmpqVm6DxEREREREZHnhUaQyT+ifv36REVF8eOPP+Lk5MSbb75JqVKliI6OZseOHcZIr6zGPWnso5jNZkwm0wP709PTsbT8//3iggUL8tlnn5E/f37Gjx+fKXb69Ols2bKFrl27cuHCBYYMGUL37t0B2Lt3L02aNOHnn3+mYsWK9O3bl6lTpz7RswsNDSUgIIBLly5Ro0YNxowZY+R/GCsrK4CH3teT3HPevHkfiMmTR/+JEBERERERkRef/vUr/wgfHx927dpFVFQUnp6eAHh6erJjxw6io6ONtcKyGveksY9SsWJFjh8/zsWLF419qampHDp0iPLly2eKc3NzY+zYsWzevJlt27YBd0aWTZo0iddff52uXbuycOFCJk2aRHR0NBcvXiQsLAwPDw/mzJlD165dqVWrljEt9O7aXfc3q+7fnjdvHv369WPMmDF06NCBKlWqcOLEiUeu/VW4cGFeeuklfvnll0z7BwwYwIQJE7J8zyIiIiIiIiL/VmqQyT/C09OT1NRUtm7dajSzvLy82Lp1K7a2tjg7Oz9R3JPEXr9+nfPnzz+0rhYtWmBjY8OgQYOIiYnhyJEjDB8+nBs3btChQ4cH4uvUqUPLli0ZO3YsSUlJFC5cmOXLlzN16lQSEhKIjY1l06ZNlC1blqJFi1KyZEliY2PZt28fiYmJrF69mlmzZgGQlpYG3BmdduXKFY4fP86tW7coWLAgcGeB/5s3b1KyZEmioqI4evQox44dY8aMGWzbts04HyA5OZlLly4Z2++88w6LFy9m3bp1nDx5kmXLlrF9+3YaNmz4xPcsIiIiIiIi8m+jBpn8I/Lly0fNmjUBqFq1KnCnmWU2m/H29jZGTWU17kliFy1aRO3atR9al42NDREREVhbW9O1a1f8/f1JSUnhs88+y7Te1r3ef/99MjIymDBhAuXLlyckJITdu3fj5+eHv78/lpaWhIaGkidPHgYMGECVKlXo3bs3fn5+rFq1ikmTJpE/f35iYmIAaNy4MSVKlKBly5YcPnwYT09PXF1d6dixI9999x1Tpkzh5s2btG3bli5duhAXF8fYsWO5ePEiiYmJAEycOJF27doZNXbp0oW+ffsye/ZsmjVrxueff86MGTPw9PT8W/csIiIiIiIi8m9iMj9q3paIyD9k2bcX+PPK7WzleMnWks7exUlKus7t2xk5VJlI7rK0zEPRooX0ORZB74PI/fROiGSmd0L+Lju7QlhYPH58mEaQiYiIiIiIiIjIv5rl40NERHKWnXX2/9OTEzlEREREREREQA0yEcllZrMZ3+pFciRXRoaZjAzNEhcREREREZHsUYNMRHKVyWTi6tUU0tOzv26AGmQiIiIiIiKSE9QgE5Fcl56eoYU1RURERERE5JmhBpmI5LqsfINIVmgEmYiIiIiIiOQENchEJFeZzWZsbArkSK6MDDNJSdfVJBMREREREZFsUYNMRHKVyWRix94rXE5Oz1aeItYW1K9uS548JjXIREREREREJFtyZp6TyDPI0dGRNWvWZCk2ICCAESNGALBmzRocHR3/ydIyXe9p5rhXdHQ0jo6OJCYm5ljOR7mcnM7Fy7ez9ZPdBpuIiIiIiIjIXRpBJgKEhIRgYWHxtMt4qtzc3Ni5cyd2dnZPuxQRERERERGRXKUGmQhQpEiRp13CU2dlZUWJEiWedhkiIiIiIiIiuU5TLOWZ9fvvv9OnTx88PDxwcnKiUaNGLF68GLiz0Psnn3yCr68vTk5OuLu78+6773Lq1KmH5kpJSeGDDz6gVq1aODs74+fnx7Zt24zjD5uuuGrVKurWrUuVKlUYMGAAly5dMo798ccfDBs2jJo1a/Lmm29Sr149ZsyYQUZGhhFz6NAhunXrhpubGzVr1mTUqFHcuHHDOH79+nXef/99qlWrhru7OyNGjMh0PD4+nl69euHm5kbt2rUZOnQo58+ff+Tzio+Pp3fv3nh4eODu7s6AAQM4c+ZMpnt8//33efvtt6lWrRrr1q3LdP79Uyy9vb1ZuHAh/fv3x83NDQ8PDyZNmsTt27cfWYOIiIiIiIjI80gNMnkmpaSk0K1bNwoWLMjy5cvZtGkTvr6+TJo0id9++43FixezYMEChg8fztatW5k7dy7Hjx8nODj4oflmzZpFbGwsCxcuZPPmzdStW5fBgwf/5XpbS5YsYebMmURERHDu3Dm6d++O2XxnMfh3332XS5cuERYWxldffUXPnj2ZP38+3377LQCJiYkEBARgZ2fHihUrmDNnDtHR0YwaNcrIv23bNooXL86aNWuYMmUKmzdvJjQ0FIBz587h7+9P6dKl+eKLL5g/fz7Xrl2jY8eOmZpod50+fZoOHTpgZWXF4sWL+fTTT7l48SJdunTh2rVrRtyaNWsIDAzks88+o169eo/9O4SEhFC9enXWrl1L//79WbJkCRs3bnzseSIiIiIiIiLPE02xlGdSSkoKgYGB+Pv7U7hwYQD69evHggULiI2NpUyZMgQHB+Pt7Q1AqVKl8PX1ZdOmTQ/Nd/LkSQoXLkyZMmWwtrZm4MCBVKtWDVtb20fWMHXqVCpVqgTA5MmTadKkCbt27aJq1aq0atWKJk2aUKpUKeDO6KyFCxcSGxtLw4YNWblyJba2tgQHB5M3b14AJkyYwJ49e4z8zs7ODBkyBIAyZcpQq1YtDh06BMBnn33GSy+9lKmhNnPmTDw9Pfnqq69o06ZNplqXL19OwYIFmTZtGlZWVgDMnj0bb29v1q9fj7+/PwCVK1emRYsWWfkTAFCnTh0CAwMBKFu2LF988QU//fQTfn5+Wc4hIiIiIiIi8qxTg0yeSXZ2dvj7+7N582aOHDlCQkICv/32GwAZGRl4e3vz888/M3v2bBISEoiPj+f333/n5Zdffmi+Xr160bt3b7y8vHBzc6NWrVo0a9YMa2vrh8YXKlTIaI7BneaQra0tcXFx1KxZky5duvDVV1+xePFiEhISOHLkCH/++acxxTI2NpY333zTaI4BVK9enerVqxvb5cqVy3RNW1tbTp8+DcDhw4eJj4/Hzc0tU0xqairx8fEP1BsXF4eTk5PRHAMoVqwY5cqVIzY21thnb2//0Pt9FAcHh0zb1tbW3Lp164lyiIiIiIiIiDzr1CCTZ9KFCxdo3749RYsWxcfHBy8vL5ydnY1pgaGhoYSEhNCmTRtq1KhBQEAA27dvf+QIMjc3NyIjI4mKimLXrl188cUXhISE8Mknn+Dl5fVA/MO+0TIjIwMrKytSUlLo3LkzKSkp+Pr60qpVK0aOHEnnzp2NWEtLS0wm01/e4199a2ZGRgaenp6MHj36gWMPa+qZzeaHXi89PT1Tky5//vx/WdP97m243XstERERERERkReJ1iCTZ9KGDRu4fPkyn3/+OX369KFRo0ZcuXIFuNOgmTdvHv369WPMmDF06NCBKlWqcOLEiUc2b2bPns3+/fvx8fHhww8/ZOvWrZQuXZqtW7c+NP7q1aucPHnS2I6NjSU5OZmKFSvyww8/8Ouvv7J06VIGDBhA06ZNKVy4MBcvXjSuX758eQ4fPkx6erqR4+uvv6Zu3bqkpKQ89v4rVKhAfHw8JUuWxN7eHnt7e2xtbZk0aRJxcXEPxFesWJGYmBjS0tKMfRcuXCAhIeGBUWAiIiIiIiIikpkaZPJMeuWVV0hJSWHLli2cOXOGnTt3Gut1paWlUbJkSaKiojh69CjHjh1jxowZbNu2LVOD6F4JCQmMHj2aXbt2cfr0ab766ivOnDnzwBTGu/LkycOgQYM4ePAgBw8e5L333qNGjRpUq1aNV155BYD169dz+vRp9u3bR58+fbh165ZxfX9/f5KSkhg9ejTx8fHs27ePadOmUatWLQoUKPDY+/f39yc5OZkhQ4bw22+/ceTIEYYOHUpMTAwVKlR4IL5Tp05cu3aNYcOGceTIEWJiYhg4cCBFixalWbNmD71Geno658+f5+bNm4+tR0RERERERORFpgaZPJPeeustevToweTJk41vr2zXrh3Vq1cnJiaGKVOmcPPmTdq2bUuXLl2Ii4tj7NixXLx48aHfTDl27Fi8vLwYPnw4TZo0Yfbs2QwbNoxWrVo99Pp2dna0atWKPn360K1bNxwcHJg1axYALi4uBAUFsWTJEnx9fQkKCqJ69eo0b96cn3/+GYCXX36ZRYsWcfz4cVq3bs2gQYOoV6/eQ6dMPkzp0qWJiIggJSUFf39/unTpgslkYvHixRQrVuyh8UuXLuXq1at06NCBHj16UKJECT777DNsbGweeo2zZ89Su3ZtNm/enKWaRERERERERF5UJrMWFBKRXLbu20tcvHw7WzmKFbHEz9uOpKTr3L6dkUOVieQuS8s8FC1aSJ9jEfQ+iNxP74RIZnon5O+ysyuEhcXjx4dpkX4RyXVFrB/9BQW5mUNEREREREQE1CATkVxmNpupX902R3JlZJjJyNAgWBEREREREckeNchEJFeZTCauXk0hPT37w6LVIBMREREREZGcoAaZiOS69PQMrRsgIiIiIiIizww1yEQk12VlgcSs0AgyERERERERyQlqkIlIrjKbzdjYFMiRXBkZZpKSrqtJJiIiIiIiItmiBpmI5CqTycTuPclcTb6drTw21pZ41rAmTx6TGmQiIiIiIiKSLWqQiUiuu5p8m6TL6U+7DBEREREREREAcmYhIJEXWGJiIo6OjkRHR/9j1wgJCcHb2/sfyy8iIiIiIiIij6YGmYiIiIiIiIiI/KupQSYiIiIiIiIiIv9qapDJP6p169ZMmDDB2P7mm29wdHRk06ZNxr4pU6bg5+eXpTh/f/8s5/T3939oTatXr8bX1xcXFxd8fX1ZvHgxGRkZxvG4uDgCAwOpUqUKTZo0Yffu3caxI0eO4OjoyN69ezPlHDx4MP369QPg8uXLjB07lnr16uHi4kKnTp3Yt29fpvgVK1bQqFEjXFxc6NOnD1euXMl0/Pfff6dPnz54eHjg5OREo0aNWLx48UPv565Tp07Rt29f3N3d8fDwYPDgwVy4cME4vm7dOlq2bImLiwve3t7Mnz/fuO+700gjIyNp06YNzs7OtGjRgoMHD7Jq1SoaNGhA1apVGTp0KKmpqX9Zh4iIiIiIiMjzRg0y+Ud5e3sTFRVlbO/atevOtxje03SKjIwkISEhS3E+Pj5Zzunj4/NAPStWrGDy5Mn07duXTZs2MWjQIEJDQ5k2bRoAycnJdO3alcKFC7Nq1SpGjRrF3LlzjfMrVarEG2+8wbp164x9ycnJbN++nTZt2pCenk737t3Zt28fkydPZu3atVSqVImuXbvyyy+/ALBp0ybGjRtH165d+fLLL6lSpQrLli0z8qWkpNCtWzcKFizI8uXL2bRpE76+vkyaNInffvvtoc85OTkZf39/bty4QXh4OOHh4Zw+fZr+/fsDEB4ezsiRI+nQoQPr169n8ODBhIWFMWXKlEx5xo0bx7Bhw1i3bh358+fnnXfeYcuWLcyfP5/g4GC2bt3KqlWrHlqDiIiIiIiIyPNKDTL5RzVo0IBjx45x9uxZAH788UcaNWpkLHifmJjI0aNHCQ8Pz1Jcw4YNs5yzYcOGD9Qzd+5c3n33XZo3b07p0qVp0qQJgwcPJiIigtTUVDZt2kRKSgqTJ0+mQoUK1KpVi/fffz9TjrZt27J161ZjJNWWLVuwtrambt267Ny5k19//ZXp06fj6emJg4MDo0aNomLFioSFhQGwZMkSmjZtSufOnSlXrhzvvPMODRo0MPKnpKQQGBjImDFjcHBwwN7e3hidFhsb+9DnvHnzZpKTk5kxYwbOzs5UrlyZiRMn4u7uzs2bNwkNDaVLly507tyZsmXL0qJFCwYMGEBERATJyclGnm7dulGzZk0cHBzw8/PjypUrjB49GkdHRxo3bswbb7xBXFzck3wERERERERERJ55apDJP8rJyYmXX36ZqKgozp07x8mTJ+nduzcJCQmcPXuWyMhIypcvj6ura5bi7O3ts5zT3t4+Uy2XLl3ijz/+YNasWbi5uRk/48aNIzU1lcTEROLi4ihbtizW1tbGeW5ubpnytGjRgtTUVLZv3w7A2rVradmyJZaWlsTFxWFtbU3FihWNeJPJRLVq1YzmVlxcHM7Ozply3nsNOzs7/P392bx5M+PGjaNHjx7Ur18fINNU0HvFxsZStmxZihQpYuyrUKECw4YN4/r161y4cAF3d/dM51SvXp1bt25x7NgxY1+5cuWM3wsUKABA6dKljX358uUjLS3toTWIiIiIiIiIPK8sn3YB8uKrX78+UVFRWFhY4OTkxJtvvkmpUqWIjo5mx44dxkivrMY9aexdd5tLQUFB1KxZ84HjJUuWBMBsNmfab2mZ+TWxtbWlYcOGrF+/HmdnZw4cOMC4ceOMc00m00OvfW+e+6+RN29e4/cLFy7Qvn17ihYtio+PD15eXjg7O1OvXr2HPN3/X+PDrvuwa92Vnp7+wP3df68AefKojy4iIiIiIiIvNv3LV/5xPj4+7Nq1i6ioKDw9PQHw9PRkx44dREdHG2uFZTXuSWPvKlasGMWKFePkyZPY29sbP7/++iszZ84EoHLlyhw/fpxLly4Z591dO+xebdu2JSoqii+//BJnZ2cqVKgAgKOjI1evXn1gGuL+/fspX768cY39+/dnOn7vNTZs2MDly5f5/PPP6dOnD40aNTIW8X9Us6t8+fKcOHEi03TJw4cP4+HhQWpqKsWKFXvgmvv27SNv3ryUKVPmoTlFRERERERE/i3UIJN/nKenJ6mpqWzdutVoZnl5ebF161ZsbW2N6YZZjXuS2OvXr3P+/HngzlTHnj17snTpUpYuXcrJkyf55ptvGDt2LFZWVlhZWdGsWTOKFSvG0KFDOXLkCHv27GHSpEkP3FPNmjUpXrw4oaGhtGnTxthfq1YtHB0dGTp0KNHR0cTHxzN27Fji4uL4z3/+A8A777zD119/zSeffMKJEydYunQpW7duNXK88sorpKSksGXLFs6cOcPOnTsZMmQIgDG9MT09nfPnz3Pz5k3gzrRPW1tbhg8fzpEjRzh06BBjxoyhYsWKlCpViu7duxMREcGyZctISEhgw4YNzJkzhw4dOmSaTioiIiIiIiLyb6QGmfzj8uXLZ0xprFq1KnCnmWU2m/H29jamBmY17kliFy1aRO3atY3zunfvTlBQEMuWLaNp06aMHz+eNm3aMH78eAAKFizIkiVLyJs3L506deK9996jV69eD9xTnjx5aNmyJWazmWbNmhn7LS0t+fTTT6lcuTL9+/enbdu2xMXFER4eTpUqVYA700OnT5/O6tWradGiBdu2baN79+5GjrfeeosePXowefJk49sr27VrR/Xq1YmJiQHg7Nmz1K5dm82bNwN31gsLCwsjPT2dTp060aNHDxwcHJg9ezYAPXv2ZPjw4SxevJhmzZoxa9YsevXq9cAXEIiIiIiIiIj8G5nMj5qzJSJ/KSgoiFu3bjFt2rSnXcpzZ9v2JJIup2crR9EiFjT2KUpS0nVu3374lxeIPOssLfNQtGghfY5F0Psgcj+9EyKZ6Z2Qv8vOrhAWFo8fH6ZF+kWeUFRUFEePHmXjxo0sW7bsaZfzXLKxzv5/enIih4iIiIiIiAioQSbyxFavXs2OHTvo378/Li4uT7uc547ZbMazRs6se5aRYSYjQ4NgRUREREREJHvUIBN5Qv/73/+edgnPNZPJxNWrKaSnZ39YtBpkIiIiIiIikhPUIBORXJeenqF1A0REREREROSZoQaZiOS6rCyQmBUaQSYiIiIiIiI5QQ0yEclVZrMZG5sCOZIrI8NMUtJ1NclEREREREQkW9QgE5FcZTKZ+Gl3Mteu3s5WnsI2llT1tCZPHpMaZCIiIiIiIpItapCJSK67dvU2Vy6nP+0yRERERERERADImYWARJ4jt27dIjw8PMfyrVmzBkdHx6eeQ0RERERERET+HjXI5F9n48aNfPTRR0+7jEyaNm3Kzp07n3YZIiIiIiIiIv9KmmIp/zpm87O3XlX+/PnJnz//0y5DRERERERE5F9JI8jkH9e6dWsmTJhgbH/zzTc4OjqyadMmY9+UKVPw8/PLUpy/v3+Wc/r7+2eqZc2aNQQFBQHg6OhIdHQ0AN999x1t2rTBxcWFRo0aMXPmTNLS0ozzbty4wYQJE6hduzZubm507tyZmJiYB3I3atQIZ2dn2rRpw88//2wcS0lJYfTo0Xh4eFC1alU++OADhg4dyogRI4xz751ieenSJQYPHky1atXw8PBg6tSpBAYGEhIS8sjnfOrUKfr27Yu7uzseHh4MHjyYCxcuGMfXrVtHy5YtcXFxwdvbm/nz55ORkQFAYmIijo6OREZG0qZNG5ydnWnRogUHDx5k1apVNGjQgKpVqzJ06FBSU1MfWYOIiIiIiIjI80gNMvnHeXt7ExUVZWzv2rULk8nE7t27jX2RkZEkJCRkKc7HxyfLOX18fDLV0rRpU95//30Adu7ciZubG99//z0DBw7k7bffZuPGjYwePZotW7YwfPhw47zBgwfz3XffMWnSJNatW0e5cuXo0aMHly5dMmI+//xzpk+fzurVq7GysmLQoEHGsf/+979ERUUxY8YMPv/8c65du5apmXevjIwM3n33XRISEggNDWXRokXExMSwZ8+eRz7j5ORk/P39uXHjBuHh4YSHh3P69Gn69+8PQHh4OCNHjqRDhw6sX7+ewYMHExYWxpQpUzLlGTduHMOGDWPdunXkz5+fd955hy1btjB//nyCg4PZunUrq1atemQdIiIiIiIiIs8jTbGUf1yDBg2YM2cOZ8+epWTJkvz44480atTIGL2VmJjI0aNHWblyJe3bt39sXMOGDUlOTs5SzoYNG2aqJX/+/FhbWwNQokQJAObPn0+7du3o1KkTAGXKlGHs2LH85z//ITExkVu3brFjxw4++eQT6tSpA8CoUaMoVKgQly9fNnJPmjSJ8uXLA9CjRw/69evHxYsXuXHjBlu3buWTTz6hZs2awJ3RbT/99NNDn9eePXuIiYlhy5YtvP766wDMnDmTBg0aPPIZb968meTkZGbMmEGRIkUAmDhxIl9++SU3b94kNDSULl260LlzZwDKli3L5cuXmTx5Mn379jXydOvWzajRz8+PcePGMXr0aOzt7XF0dOSNN94gLi7ukXWIiIiIiIiIPI80gkz+cU5OTrz88stERUVx7tw5Tp48Se/evUlISODs2bNERkZSvnx5XF1dsxRnb2+f5Zz29vaPre/w4cOsXLkSNzc346d3794AxMfHExsbC0CVKlWMc6ysrAgKCjIaWADlypUzfrexsQHg5s2bHD58GAA3NzfjeL58+XB2dn5kPba2tplyFytWLFP++8XGxlK2bFmjOQZQoUIFhg0bxvXr17lw4QLu7u6ZzqlevTq3bt3i2LFjD72HAgUKAFC6dOlMdd879VRERERERETkRaARZJIr6tevT1RUFBYWFjg5OfHmm29SqlQpoqOj2bFjhzHSK6txTxr7VzIyMujZsyetW7d+4FiJEiX48ccfATCZTH+Zx8LC4oF9ZrPZ2H93va/HsbCwyHLsXZaWlo+s71FfSpCenm6ce2+e++XJoz66iIiIiIiIvNj0L1/JFT4+PuzatYuoqCg8PT0B8PT0ZMeOHURHRxtrhWU17klj73V/I6lChQocO3YMe3t74+fcuXNMmTKF69ev4+DgAMAvv/xinHP79m3q16//yHXE7uXo6IjJZOLgwYPGvlu3bhkjy+5XqVIlkpOTiY+PN/ZdvnyZhISER16jfPnynDhxguTkZGPf4cOH8fDwIDU1lWLFirF///5M5+zbt4+8efNSpkyZx96DiIiIiIiIyItMDTLJFZ6enqSmprJ161ajmeXl5cXWrVuxtbU1phtmNe5JYq9fv8758+eN8woWLAjAoUOHuHnzJr169WLbtm2EhIRw/Phxdu3aRVBQEFevXqVEiRKUK1eOxo0bM3bsWHbt2sXx48cZNWoUaWlpeHl5PfbeS5cuja+vL+PHj2fXrl3Ex8czcuRIzp49+9BRXx4eHlSpUoX33nuPgwcPcuTIEYYNG0ZKSooRn56ezvnz57l58yYALVq0wNbWluHDh3PkyBEOHTrEmDFjqFixIqVKlaJ79+5ERESwbNkyEhIS2LBhA3PmzKFDhw7GmmwiIiIiIiIi/1ZqkEmuyJcvn7H4e9WqVYE7zSyz2Yy3t7fR+Mlq3JPELlq0iNq1axvneXp64urqSseOHfnuu+946623mDFjBtu3b6dFixYMGzYMLy8v5syZY5zz0UcfUaNGDQYPHkybNm04c+YMixYtws7OLkv3P378eNzd3enfvz/t27cnX758VKlShbx58z40fvbs2bzyyit07dqV//znPzg7O/Pqq68a8WfPnqV27dps3rwZuLNeWFhYGOnp6XTq1IkePXrg4ODA7NmzAejZsyfDhw9n8eLFNGvWjFmzZtGrVy/jGz1FRERERERE/s1M5kctUCQiOSI1NZUffvgBT09PChcubOxv0qQJLVu2zPQtkgCXLl3i559/pnbt2kZDLC0tDQ8PD0aPHo2fn19ulv+P+H5bElcup2crh20RC+o2LkpS0nVu336yNdtEnhWWlnkoWrSQPsci6H0QuZ/eCZHM9E7I32VnVwgLi8ePD9Mi/SL/MCsrK8aNG0f16tXp06cPFhYWfPHFF5w5c4a33nrrgXhLS0sGDx5Mx44d6dSpE7du3SIsLAwrKyvq1q37FO4g5xW2yf5/enIih4iIiIiIiAioQSbyjzOZTCxYsICpU6fSoUMH0tPTeeONN1i0aJHxBQD3srGxYf78+cycOZMVK1ZgMplwd3dnyZIlWZ7S+Swzm81U9cyZdc8yMsxkZGgQrIiIiIiIiGSPpliKSK67ejWF9PTsD4tWg0yed5oqIPL/6X0QyUzvhEhmeifk79IUSxF5ZqWnZ+h/aiIiIiIiIvLMUINMRHJdVrr3WaERZCIiIiIiIpIT1CATkVxlNpuxsSmQI7kyMswkJV1Xk0xERERERESyRQ0yEclVJpOJX368yvWr6dnKU8jGAueaNuTJY1KDTERERERERLJFDTIRyXXXr6aTnHT7aZchIiIiIiIiAkDOLAQkIk/dmTNn2LRp09MuQ0REREREROS5owaZyAviv//9Lz/88MPTLkNERERERETkuaMGmYiIiIiIiIiI/KtpDTKRF0BAQAB79uwBYM+ePXz77beZjo8YMQKTycRLL73E559/zu3bt/Hz86NXr16MGTOGXbt28fLLL/PBBx9Qr149ANLS0pg1axbr16/n2rVrVKhQgQEDBlC7du1cvz8RERERERGRf5JGkIm8AEJCQnBzc8PX15cvvvjioTEbNmwgOTmZlStXEhQUREREBO3ateOtt95izZo1vP7664wYMQKz+c43QgYFBfHDDz8wdepU1q5di6+vL71792bHjh25eGciIiIiIiIi/zyNIBN5ARQpUoS8efOSP39+7OzsHhpjY2PDBx98gIWFBfb29kyfPh1PT0/8/PwA8Pf357vvvuPChQvcuHGDjRs38sUXX+Ds7AxAt27dOHLkCGFhYdSvXz+X7kxERERERETkn6cGmci/RJkyZbCwsDC2CxQoQOnSpY3tfPnyAZCamsrhw4cBCAwMzJTj1q1b2NjY5EK1IiIiIiIiIrlHDTKRf4m8efM+sC9PnofPsr47zXLZsmUUKlQoS+eIiIiIiIiIPK/0L10ReUCFChUA+PPPP7G3tzd+1qxZw+rVq59ydSIiIiIiIiI5Sw0ykRdEoUKFOH36NH/88QfXr1/n/PnzfztXhQoVaNCgAaNHj2b79u2cOnWKsLAwFixYkGlapoiIiIiIiMiLQA0ykRdEx44diYuLo2XLloSGhlK7du1s5ZsxYwZNmjRh9OjRNG3alNWrVzN+/Hjatm2bQxWLiIiIiIiIPBtM5ruLDYmI5JLdXyWRnHQ7Wzmsi1ri+VZRkpKuc/t2Rg5VJpK7LC3zULRoIX2ORdD7IHI/vRMimemdkL/Lzq4QFhaPHx+mRfpFJNcVsrF4fFAu5BAREREREREBNchEJJeZzWaca9rkSK6MDDMZGRoEKyIiIiIiItmjBpmI5CqTycTVqymkp2d/WLQaZCIiIiIiIpIT1CATkVyXnp6hdQNERERERETkmaEGmYjkuqwskJgVGkEmIiIiIiIiOUENMhHJVWazGRubAjmSKyPDTFLSdTXJREREREREJFvUIBORXGUymTiy8yo3rqRnK09BWwsq1bYhTx6TGmQiIiIiIiKSLWqQiUiuu3ElneuXbj/tMkREREREREQAyJmFgORfJyQkBG9v7yzHf/fddxw9ehSA6OhoHB0dSUxMzPU6HmbEiBEEBAQAkJiYiKOjI9HR0dmuTURERERERESeD2qQyT/u9OnT9O7dm4sXLwLg5ubGzp07KVmyZLZzd+/enS+++CLbee4qWbIkO3fuxM3NLcdyioiIiIiIiMizTVMs5R9nNmdeH8rKyooSJUrkSO5ChQpRqFChHMkFYGFhkWO1iYiIiIiIiMjzQSPIXlC///47ffr0wcPDAycnJxo1asTixYuBO9MSAwICCA0NpW7dujg7OxMYGMixY8eydP79Jk6cSMOGDTPtS05OxsXFhSVLluDj4wNAYGAgISEhD0yxvH37tjFV0tXVlTZt2vD9998bucLCwmjYsCFOTk54e3vz8ccfG023e6dY3p0euWXLFt5++22cnZ3x8fHJNMLMbDYzd+5c6tatS5UqVfjggw9ITU01jt8/xfLq1auMHj2aevXq8eabb1KrVi1Gjx7NzZs3gTvTRd944w12795N06ZNcXZ2pkOHDhw/fpx58+ZRs2ZNatSowfjx442azWYzn3zyCb6+vjg5OeHu7s67777LqVOnjDouXbrE4MGDqVatGh4eHkydOtV4fo9y6tQp+vbti7u7Ox4eHgwePJgLFy4Yx9etW0fLli1xcXHB29ub+fPnk5GRkem+IyMjadOmDc7OzrRo0YKDBw+yatUqGjRoQNWqVRk6dGim5yUiIiIiIiLyIlCD7AWUkpJCt27dKFiwIMuXL2fTpk34+voyadIkfvvtNwAOHDjA3r17WbhwIeHh4Zw5c4axY8dm+fx7tWvXjlOnTrFv3z5j3+bNmylcuDAdO3Zk1apVwJ1mVvfu3R84f9KkSSxbtoxhw4axYcMG6tWrR58+fTh69Cjffvst8+fPZ+zYsWzbto1hw4Yxb9481q9f/8j7Dw4Opnfv3qxbtw4vLy9GjhxpNJ8WLlzIJ598wnvvvceaNWsoXLgwmzdvfmSu//73v8TExDB79my2bt1KUFAQa9asYcWKFUZMeno6wcHBTJo0iZUrV3Lx4kU6duxIfHw8S5cuZciQIURERLBjxw4AFi9ezIIFCxg+fDhbt25l7ty5HD9+nODgYAAyMjJ49913SUhIIDQ0lEWLFhETE8OePXseWWdycjL+/v7cuHGD8PBwwsPDOX36NP379wcgPDyckSNH0qFDB9avX8/gwYMJCwtjypQpmfKMGzeOYcOGsW7dOvLnz88777zDli1bmD9/PsHBwWzdutX4e4qIiIiIiIi8KDTF8gWUkpJCYGAg/v7+FC5cGIB+/fqxYMECYmNjgTujtqZMmUKRIkUACAgIYOrUqVk6v3Llypmu5+joyJtvvsn69eupVq0aAGvXrqVVq1ZYWVlhZ2cHgK2t7QPTIa9du8bKlSv58MMPadq0KQADBw4kIyOD69evc/LkSfLly8drr73Gq6++yquvvspLL73Eq6+++sj779atmzFq7b///S+rVq3i559/5rXXXmPp0qUEBgbSvHlzAIKCgv5yQf5atWpRrVo1KlWqBMBrr71GRESE8RzvGjhwIFWqVAGgcePGLFmyhPHjx1OgQAEcHBwICQnh999/p0GDBpQpU4bg4GBj5FupUqXw9fVl06ZNAOzZs4eYmBi2bNnC66+/DsDMmTNp0KDBI+vcvHkzycnJzJgxw/ibTpw4kS+//JKbN28SGhpKly5d6Ny5MwBly5bl8uXLTJ48mb59+2Z6djVr1gTAz8+PcePGMXr0aOzt7XF0dOSNN94gLi7ukXWIiIiIiIiIPI/UIHsB2dnZ4e/vz+bNmzly5AgJCQnGyK+7U+qKFy9uNFIArK2tuXXrVpbPv1/btm2ZOXMmH374IWfPnuXAgQOMGzfusbUeP36cW7duGc2luwYPHgxA6dKlWb16NY0bN8bR0ZFatWrRqFGjv2yQOTg4ZLovgFu3bpGUlMT58+dxdnbOFF+lShXi4+Mfmsvf359vv/2WL7/8kpMnTxIXF8epU6coW7Zsprhy5coZvxcoUIDixYtToEABY1++fPmMqYne3t78/PPPzJ49m4SEBOLj4/n99995+eWXATh8+DC2trZGcwygWLFima5xv9jYWMqWLZvpb1qhQgWGDRvGxYsXuXDhAu7u7pnOqV69Ordu3eLYsWMUK1bsofcBd/4G995HWlraI+sQEREREREReR5piuUL6MKFC7Rs2ZIVK1ZQvHhxOnbsyJo1azLFWFlZZev8+7Vo0YLU1FS+++471q9fj7OzMxUrVnxsrXnz5v3L43Z2dnz55ZcsX76chg0bsn//fjp16sScOXMeec7D7u3eLwq4/0sDLC0f3ic2m8307t2b8ePHY2FhQZMmTZg/fz5Vq1Z9IPb+HHnyPPrVCg0NJSAggEuXLlGjRg3GjBmTaeqphYXFIxuRj2JpaYnJZHrkfTxMenr6A7U/7Fn81b2IiIiIiIiIvAg0guwFtGHDBi5fvszWrVuNBtTdKYGPapZk93wbGxsaNWrEtm3biIuLo1OnTsaxRzVuAOzt7cmbNy+//PKLMY0R7qxr9tZbb1GiRAmuXbtG586dcXd3Z8CAAXz44Yds3ryZfv36PfZe7mVnZ0fJkiXZv39/pi8VOHTo0EMbdYcPHyYyMpKVK1fi6uoK3BmJdvLkyUyjqp7UvHnz6NevH++8846xLywszHi2lSpVIjk5mfj4eGM03OXLl0lISHhkzvLly7Nq1SqSk5ONUXOHDx+mW7durFmzhmLFij1w3/v27SNv3ryUKVOGK1eu/O37EREREREREXneaWjIC+iVV14hJSWFLVu2cObMGXbu3MmQIUMAsjQ97u+e37ZtW7755hsSEhKMNb4AChYsCEBcXBzJycmZzilQoABdunRh1qxZbN++nZMnTzJjxgyOHj1KgwYNSE1NZfLkyaxbt47ExET27dvHnj17cHNze+LnAtCrVy+WLVvGqlWrOH78ODNnziQmJuahscWLF8fS0pItW7Zw6tQpfvnlFwYNGsT58+ezNc2wZMmSREVFcfToUY4dO8aMGTPYtm2bkdPDw4MqVarw3nvvcfDgQY4cOcKwYcNISUkxmo3p6emcP3/e+DbNFi1aYGtry/Dhwzly5AiHDh1izJgxVKxYkVKlStG9e3ciIiJYtmwZCQkJbNiwgTlz5tChQwejoSYiIiIiIiLyb6URZC+gt956i19//ZXJkydz7do1SpUqxdtvv8327duJiYn5y/W7snL+vaPD7uXl5UXRokWpWrUqNjY2xv6iRYvStm1bpkyZQkJCAo0aNcp03pAhQ7C0tGTMmDFcvXoVR0dHFi5ciIODAw4ODly5coW5c+dy9uxZbG1tadKkCcOGDftbz6Zz585kZGQwb948Lly4QJ06dWjXrh3Hjx9/IPbll18mODiYkJAQli1bRokSJahfvz5du3Zl+/btWRqN9zBTpkxh3LhxtG3blkKFCuHq6srYsWMZM2YMiYmJvPbaa8yePZtx48bRtWtX8uXLh7+/P/Hx8cZIt7Nnz+Lj48NHH31EmzZtKFCgAGFhYQQHB9OpUyesrKzw9vbmvffeA6Bnz55YWVmxePFiPvroI1555RV69epFjx49/tY9iIiIiIiIiLxITOa/+698kfvcuHGD2rVrM2fOHOObEOXJXbp0iZ9//pnatWsbDbG0tDQ8PDwYPXo0fn5+T7fAHPDTpiSuX7qdrRyF7Cyp2qwoSUnXuX37ydZsE3lWWFrmoWjRQvoci6D3QeR+eidEMtM7IX+XnV0hLCweP4FSI8gk265cucLu3bvZsmULr776Kl5eXk+7pOeapaUlgwcPpmPHjnTq1Ilbt24RFhaGlZUVdevWfdrl5YiCthbPRA4RERERERERUINMcsDt27f54IMPsLOzY+bMmX+5KL88no2NDfPnz2fmzJmsWLECk8mEu7s7S5Yswc7O7mmXl21ms5lKtW0eH5gFGRlmMjI0CFZERERERESyR1MsRSTXXb2aQnp69odFq0EmzztNFRD5//Q+iGSmd0IkM70T8ndpiqWIPLPS0zP0PzURERERERF5ZqhBJiK5Livd+6zQCDIRERERERHJCWqQiUiuMpvN2NgUyJFcGRlmkpKuq0kmIiIiIiIi2aIGmYjkKpPJRHzkFW5eSc9Wnvy2FjjUsyVPHpMaZCIiIiIiIpItapCJSK67eSWdGxdvP+0yRERERERERADImYWAREREREREREREnlNqkImIiIiIiIiIyL+aGmSSo1q3bs2ECROM7W+++QZHR0c2bdpk7JsyZQp+fn5ZivP3989yTn9//wfqSUtLY/r06TRs2BAnJyc8PDwYMmQISUlJACQmJuLo6EhkZCRt2rTB2dmZFi1acPDgQVatWkWDBg2oWrUqQ4cOJTU11ci7evVq/Pz8cHFxoUqVKgQEBPDrr78CsGbNGhwdHR/6c/r0aQDi4+Pp3bs3Hh4euLu7M2DAAM6cOWPkDwgIYPLkybz//vtUq1aNqlWr8t///pfr168/8tnfuHGDCRMmULt2bdzc3OjcuTMxMTHG8QMHDhAYGIi7uzseHh68//77XLlyxTju7e3N0qVL6d+/P66urtStW5dVq1Zx4MAB/Pz8cHV1pWPHjpw8efKRNYiIiIiIiIg8j9Qgkxzl7e1NVFSUsb1r1y5MJhO7d+829kVGRpKQkJClOB8fnyzn9PHxeaCeKVOmsHHjRiZOnMjWrVuZPHkyUVFRzJs3L1PcuHHjGDZsGOvWrSN//vy88847bNmyhfnz5xMcHMzWrVtZtWoVAF9//TWjR4+ma9eubNmyhcWLF3Pz5k0++OADAJo2bcrOnTuNny+//JLixYvTunVrSpUqxenTp+nQoQNWVlYsXryYTz/9lIsXL9KlSxeuXbtm1LR06VKKFy/OqlWrmDBhAps3byY8PPyRz37w4MF89913TJo0iXXr1lGuXDl69OjBpUuXiImJISAggPLly7NixQpmz55NTEwM3bt3JyMjw8gxffp06tSpw8aNG6lfvz5jxoxh9OjRjBgxgoiICM6fP8+0adMeWYOIiIiIiIjI80gNMslRDRo04NixY5w9exaAH3/8kUaNGhEdHQ3cGbF19OhRwsPDsxTXsGHDLOds2LDhA/U4OzszefJkPDw8KFWqFPXr16d27drExsZmiuvWrRs1a9bEwcEBPz8/rly5wujRo3F0dKRx48a88cYbxMXFAVCkSBEmTJiAn58fpUqVwtXVlbffftvImT9/fkqUKEGJEiWwsbFh9OjR2NvbM27cOACWL19OwYIFmTZtGpUqVcLFxYXZs2dz8eJF1q9fb9Tk4ODAkCFDKFeuHE2bNqVu3br89NNPD33ux48fZ8eOHYwZM4a6detib2/PqFGjaNOmDZcvX2bRokU4OjoyatQoypcvj4eHB9OnT+fQoUP88MMPRp66devSvn17SpcuTWBgILdv3yYgIABPT0+cnZ3x9fU1noOIiIiIiIjIi0LfYik5ysnJiZdffpmoqCjq1KnDyZMnmTZtGm3atOHs2bNERkZSvnx5XF1dsxRnb28P8ESx92rVqhW7du3if//7HydOnCA+Pp5jx45RrVq1THHlypUzfi9QoAAApUuXNvbly5ePtLQ0AKpXr46dnR1z584lISGB48eP89tvv2UaiQVgNpsZMWIEFy5cYNWqVVhZWQEQFxeHk5OTsQ1QrFgxypUrl6lx5+DgkCmftbU1V69efehzv3telSpVjH1WVlYEBQUZ16xVq1amcxwdHbGxsSE2NpZ69eo98Bzy588PwGuvvfbQ5yAiIiIiIiLyolCDTHJc/fr1iYqKwsLCAicnJ958801KlSpFdHQ0O3bsMEZ6ZTXuSWPvNWbMGDZv3oyfnx/169fn//7v/wgLC+PcuXOZ4iwtH3wV8uR5+ADLTZs28d5779G8eXNcXFxo164dcXFxxgixu2bOnMn333/PihUrsLOzM/abzWZMJtMDedPT08mbN6+xfW8D7XHu1v+wvH91zYyMjEzXfJLnICIiIiIiIvKi0L98Jcf5+Piwa9cuoqKi8PT0BMDT05MdO3YQHR1trBWW1bgnjb0rKSmJzz77jDFjxvD+++/Tpk0bKleuzLFjxzCbzX/7/ubPn0+7du2YPHkynTt3pnr16pw6dQrAyLt27VpCQ0P53//+R/ny5TOdX7FiRWJiYjKNxLpw4QIJCQkPjBrLqrvn/fLLL8a+27dvU79+fTZt2kTFihXZt29fpnOOHDnCtWvX/vY1RURERERERF4UapBJjvP09CQ1NZWtW7cazSwvLy+2bt2Kra0tzs7OTxT3JLHXr1/n/PnzwJ0pidbW1mzfvp2EhARiY2MZOXIkv/76a7amCZYsWZKffvqJX3/9lZMnTxIeHk5ERARw51sz9+zZw8iRIxk6dCjOzs6cP3/e+Ll58yadOnXi2rVrDBs2jCNHjhATE8PAgQMpWrQozZo1y3Idly5dIjk5GbgzNbJx48aMHTuWXbt2cfz4cUaNGkVaWhpeXl507dqVI0eOMG7cOOLj49mzZw/Dhg3jjTfewMvL628/CxEREREREZEXgRpkkuPy5ctHzZo1AahatSpwp5llNpvx9vY2pvplNe5JYhctWkTt2rWBO9MFZ82aRVxcHC1atKBnz56kpKQwZMgQfv/9d27cuPG37m/kyJEUL16cLl268Pbbb/Pdd98xZcoUAH7++WfWrFnDrVu3mDJlCl5eXtSuXdv42bx5M6VLl2bp0qVcvXqVDh060KNHD0qUKMFnn32GjY1Nluto164dEydONLY/+ugjatSoweDBg2nTpg1nzpxh0aJF2NnZ4ebmRmhoKIcOHcLPz4+BAwfi5ubGp59+mmmKpYiIiIiIiMi/kcmcnblmIiJ/w6/rL3Hj4u1s5ShYzJI3W9qRlHSd27czHn+CyDPI0jIPRYsW0udYBL0PIvfTOyGSmd4J+bvs7AphYfH48WEaQSYiIiIiIiIiIv9q+hZLEcl1+W0tnokcIiIiIiIiIqAGmYjkMrPZjEM92xzJlZFhJiNDs8RFREREREQke9QgE5FcZTKZuHo1hfT07K8boAaZiIiIiIiI5AQ1yEQk16WnZ2hhTREREREREXlmqEEmIrkuK98gkhUaQSYiIiIiIiI5QQ0yEclVZrMZG5sCOZIrI8NMUtJ1NclEREREREQkW9QgE5FcZTKZOPntFVKT0rOVJ19RC8p425Inj0kNMhEREREREckWNcjkueLo6MhHH31EmzZtnnYpkg2pSemkXLz9tMsQERERERERASBnFgISERERERERERF5TqlBJiIiIiIiIiIi/2pqkMlz59ixY3Tq1AlnZ2eaN29OVFRUpuM7duygffv2uLm5Ubt2bYKDg0lNTTWOX758mbFjx1KvXj1cXFzo1KkT+/btM46HhIQQEBBAaGgodevWxdnZmcDAQI4dO2bEREZG0qZNG1xdXfHy8mLEiBFcuXIFgOjoaBwdHUlMTDTiExMTcXR0JDo62ti3evVqfH19cXFxwdfXl8WLF5ORkZEpfsuWLbz99ts4Ozvj4+PDF1988ZfP5tChQ3Tr1g03Nzdq1qzJqFGjuHHjBgDp6emEh4fTpEkTnJ2dadKkCStXrjTOjY6O5o033mD37t00bdoUZ2dnOnTowPHjx5k3bx41a9akRo0ajB8/HrNZa36JiIiIiIjIi0MNMnnuLF68mFatWrF+/XoaNmxIjx49OHToEADffPMN//d//0e9evVYvXo148ePZ8uWLQwbNgy40yTq3r07+/btY/Lkyaxdu5ZKlSrRtWtXfvnlF+MaBw4cYO/evSxcuJDw8HDOnDnD2LFjAbh06RL9+vWjbdu2bN68mTlz5rB3716mTJmS5XtYsWIFkydPpm/fvmzatIlBgwYRGhrKtGnTMsUFBwfTu3dv1q1bh5eXFyNHjuTUqVMPzZmYmEhAQAB2dnasWLGCOXPmEB0dzahRo4xcc+fOpV+/fmzYsIHAwEDGjRvH0qVLjRzp6ekEBwczadIkVq5cycWLF+nYsSPx8fEsXbqUIUOGEBERwY4dO7J8ryIiIiIiIiLPOi3SL8+dTp060bFjRwAGDRrE7t27CQ8PZ9q0aSxYsIBGjRrRt29fAF5//XXMZjP/93//R3x8PImJifz6669s2LCBihUrAjBq1Ch+/vlnwsLCmDlzJgC3b99mypQpFClSBICAgACmTp0KwLlz50hLS+PVV1+lVKlSlCpVivnz55OenvVvZZw7dy7vvvsuzZs3B6B06dJcu3aNsWPHMnDgQCOuW7du+Pj4APDf//6XVatW8fPPP1O6dOkHcq5cuRJbW1uCg4PJmzcvABMmTGDPnj1cu3aNzz77jBEjRtCiRQsAypYty6lTp5g/fz5dunQx8gwcOJAqVaoA0LhxY5YsWcL48eMpUKAADg4OhISE8Pvvv9OgQYMs36+IiIiIiIjIs0wNMnnuVKtWLdO2q6sru3fvBiAuLo5mzZplOl69enUAYmNjOX36NNbW1kZzDMBkMlGtWjV++OEHY1/x4sWN5hiAtbU1t27dAqBy5co0b96c3r17U7JkSWrWrEn9+vXx9vbOUv2XLl3ijz/+YNasWcyZM8fYn5GRQWpqKomJieTLlw8ABweHTDUARh33i42N5c033zSaY3fvvXr16sTExHDr1i3c3d0znVOtWjU+/fRTLl68aOwrV66c8XuBAgUoXrw4BQoUMPbly5cv05RVERERERERkeedGmTy3MmTJ/PM4PT0dKysrAAwm82YTKYHjgNYWlo+9DjcaU5ZWv7/1+FuvkeZPn06ffv25fvvv+fHH39kyJAhVK1alSVLlhgx967Tdfv27UzXAggKCqJmzZoP5C5ZsiR//vnnI+t41PpflpaWD723e8+5//jdWu6993t/hweft4iIiIiIiMiLRv/ylefOr7/+mmn7p59+okKFCgBUrFiR/fv3Zzp+dwF+BwcHHB0duXr1KnFxcZli9u/fT/ny5bN0/YMHDzJp0iRef/11unbtysKFC5k0aRLR0dFcvHjRGMF17do145yEhATj92LFilGsWDFOnjyJvb298fPrr78aUzz/jvLly3P48OFMUz2//vpr6taty+uvv46lpWWmLyOAO8+mRIkS2Nra/u3rioiIiIiIiDzv1CCT5054eDhr167l2LFjTJo0ibi4OHr16gVAjx492LZtGx9//DHHjx/nu+++Y/z48TRo0AAHBwdq1aqFo6MjQ4cOJTo6mvj4eMaOHUtcXBz/+c9/snT9woULs3z5cqZOnUpCQgKxsbFs2rSJsmXLUrRoUSpWrEihQoWYN28eCQkJ7N27lxkzZhijt0wmEz179mTp0qUsXbqUkydP8s033zB27FisrKweO3rtrrS0NM6fP09aWhoA/v7+JCUlMXr0aOLj49m3bx/Tpk2jVq1aWFtb0759e2bPns2GDRtISEhg2bJlLF++nO7duz9y5JmIiIiIiIjIv4GmWMpzp0+fPixdupSRI0dSvnx5Fi5caKyb5evrS3p6OgsWLGDevHnY2dnRvHlzBgwYANyZPvjpp58yefJk+vfvT1paGm+++Sbh4eHGwvSPU758eUJCQpgzZw7Lly8nT548eHp6EhoaSp48eShcuDDTpk1j+vTpNGvWjHLlyhEUFETPnj2NHN27dydfvnwsXbqUyZMnU6xYMdq0acPgwYOz/BwOHDhAYGAgS5YswcPDg5dffplFixYxbdo0WrdujY2NDU2bNmXIkCEAfPDBBxQtWpTp06dz4cIF7O3tGTVqFO3bt8/yNUVEREREREReRCbzoxY0EhH5h/y++hIpF28/PvAvFChmSYW2diQlXef27Ywcqkwkd1la5qFo0UL6HIug90HkfnonRDLTOyF/l51dISwsHj+BUlMsRURERERERETkX01TLEUk1+UravFM5BAREREREREBNchEJJeZzWbKeOfMt2ZmZJjJyNAscREREREREckeNchEJFeZTCauXk0hPT376waoQSYiIiIiIiI5QQ0yEcl16ekZWlhTREREREREnhlqkIlIrsvKN4hkhUaQiYiIiIiISE5Qg0xEcpXZbMbGpkCO5MrIMJOUdF1NMhEREREREckWNchEJFeZTCbOfn2FtEu3s5XHys6Sko1syZPHpAaZiIiIiIiIZEvOzHOSf5SjoyNr1qx55PGQkBC8vb0feTwxMZEOHTrg5OTE22+//dj4v+v+vI+r+3nxotzHsyTt0m1SL2TvJ7sNNhEREREREZG7NILsX2DJkiWcOnWKtWvXYmNjQ+HChencufM/ft2dO3dibW39j19HRERERERERCQ71CD7F0hOTub111+nQoUKxr5ChQr949ctUaLEP34NEREREREREZHs0hTL58Tx48fp1q0bLi4u1K5dmwULFjwydsmSJTg5OfHNN98QEBDAmjVr2Lt3rzFV8N6pkImJiTg6OjJ37lxq1aqFt7c3V69e5fLly4wdO5Z69erh4uJCp06d2LdvX6brrFixgkaNGuHi4kKfPn24cuVKpuP3Tk1MS0tj+vTpNGzYECcnJzw8PBgyZAhJSUlG/P79++nWrRvu7u44OTnRvHlzNm7caNxTjRo1SE9PB+4s9O7h4UGPHj2M848ePYqjoyMnT5587PUedd9//PEH//d//4ebmxv169dn06ZNme4pJSWFDz74gFq1auHs7Iyfnx/btm0zjgcEBDBp0iTee+89qlSpQt26dVm4cCFm8501sqKjo3F0dCQxMdE4524t0dHRAIwYMYLhw4czefJkvLy8cHV1pU+fPpw/f94459y5cwwePJhq1arh4eFB7969OXHixCM/EwAHDhwgMDAQd3d3PDw8eP/99zP9zby9vZk0aRJNmzbFw8OD3bt3k56ezowZM6hduzaurq7079+fiRMnEhAQ8JfXEhEREREREXmeqEH2nIiIiKBVq1Zs2rQJf39//ve//7Fr164H4pYvX860adOYM2cODRs2JCQkBF9fX9zc3Ni5cydNmzZ9aP7169ezePFiZs2aRaFChejevTv79u1j8uTJrF27lkqVKtG1a1d++eUXADZt2sS4cePo2rUrX375JVWqVGHZsmWPrH/KlCls3LiRiRMnsnXrViZPnkxUVBTz5s0D7jR8unfvTqVKlVizZg1ffvklzs7OBAUFceHCBby9vbly5QqHDh0C4Ndff+XKlSv89NNP3Lp1C4AdO3ZQoUIFypQp89jrPey+CxYsSM+ePUlKSiIiIoIZM2YQGhqaKX7WrFnExsaycOFCNm/eTN26dRk8eHCmhtfy5cspUKAAq1evZvDgwXz88ccP5HmcLVu2cPnyZSIiIpgzZw779+9nxowZANy4cYOAgADS09OJiIhg6dKlFC1alPbt23Pu3LmH5ouJiSEgIIDy5cuzYsUKZs+eTUxMDN27dycjI8OI++yzz/jwww/55JNPqFq1KtOmTWPFihWMGjWKNWvW8NJLL7F06dInuhcRERERERGRZ52mWD4nOnXqhJ+fHwB9+vRh0aJFHDp0CC8vLyNm5cqVTJ48mY8//pg6deoAUKRIEfLnz0/evHn/csqjv78/5cuXByAyMpJff/2VDRs2ULFiRQBGjRrFzz//TFhYGDNnzmTJkiU0bdrUWMvsnXfe4eDBgxw5cuSh+Z2dnWncuDE1atQAoFSpUtSuXZvY2Fjgzgizfv360aNHD/LkudO3fffdd1mzZg0nTpygWrVqVKxYkZ07d+Lq6sqPP/5IvXr1iIqKIiYmBnd3dyIjI/Hx8cnS9R523z/88AO///47X3/9NWXKlAHgo48+Mp47wMmTJylcuDBlypTB2tqagQMHUq1aNWxtbY2Y119/nTFjxmAymXBwcCA+Pp4lS5bQq1evRz7/+xUuXJhx48aRN29eHBwcaNWqFZGRkcCd5mRSUhLTp08nb968AEycOJHo6GhWrlxJ//79H8i3aNEiHB0dGTVqFADly5dn+vTptGzZkh9++IF69eoBUK9ePWrWrAncGS23fPlygoKCaNy4MQAjR47kwIEDWb4PERERERERkeeBGmTPiXLlymXatrGxITU11dj+888/GTNmDJaWlrz22mtPnN/e3t74PS4uDmtra6M5BmAymahWrRo//PCDEdOsWbNMOdzc3B7ZIGvVqhW7du3if//7HydOnCA+Pp5jx45RrVo1AEqXLk3btm2JiIjg6NGjnDhxgt9++w3AmFbp7e3Njz/+SN++fdm1axcNGzbk6tWr7N69m4oVK/LTTz8xfPjwLF3vUfdta2trNMcAKleuTIECBYztXr160bt3b7y8vHBzc6NWrVo0a9Ys05cR1KhRA5PJZGxXqVKF0NDQTNNJH8fe3t5ofsH/Y+++w3s6/z+OPyOxR0hoq7YgZoYVkRBNrMSKVTOqMWuPUKH2VipE26gVRFURm1LzW6rUjNEIkSairSL2Ckl+f/jlfH0kSEmt7+txXbmufM543/e5z+dwebvf94GcOXMaM+VOnjzJzZs3jeRfsnv37hEZGZlqvIiICFxcXEy22drakitXLk6dOmUkyB4dj8jISO7evYuDg4PJeZUqVXrifRYRERERERF5E6nE8g1hbm6eYlvyulbwMIE1Z84cSpcujb+/v0nZXFpkyZLFJO6jCZ5kiYmJWFhYmBz3qEcTOo8bNWoUffv25e7du9SqVYupU6eaJNgiIyOpX78+27dvp1ChQnTq1Il58+aZxPjggw84evQocXFxHDx4EGdnZ5ydndm3bx8//fQT1tbWVKhQIU3tpXbdqV0TYHLNjo6O7Nq1ixkzZmBra8uKFSuoX7++Sbnro8c/GvPRe/hoOw8ePEjRZqZMmVJsS5aYmEixYsVYvXq1yc+mTZsYNmxYquc87Z4+et8eHY/k60htTERERERERETeJppB9pbIly8fLi4u5MuXj2bNmrFw4UI+/vjj54pla2vL9evXiYiIMJlFdvDgQaMcsUyZMhw8eJCPPvrI2J+8Ptnjrly5wtKlS5k+fbrJGmhnz54lW7ZswMO1r6ytrQkODjb2b9++Hfhvgsbe3h5LS0uCgoKwtLSkePHiVK9enblz55InTx7c3d0xMzNLU3upKVu2LNevX+f06dPGGz+joqK4ceOGcczMmTOpVKkSHh4eeHh44O/vT4MGDdi8ebNR7vr4OBw6dIiCBQtiaWlpJKNu3rxp7I+Ojn5in1JTqlQp1qxZQ86cObGysgIeJtkGDBhA/fr1U11nrlSpUileshAeHs7NmzexsbFJtZ0iRYqQJUsWjhw5QpkyZYztYWFhT03giYiIiIiIiLxpNIPsLVOqVCk6d+5MQEDAM99q+CQuLi7Y2toycOBA9u3bR2RkJKNHjyYiIsJIiHXt2pUff/yRuXPn8vvvv7N48WI2b96carycOXOSM2dOtm3bRnR0NKdOnWL48OGcOHGC+Ph4AN577z3++usvdu3axfnz59myZQujRo0CMI4xMzPDzc2NpUuXUq1aNeBh0szc3JwtW7ZQu3btNLeXGicnJ+zt7Rk8eDBHjhzh2LFjDBkyxFgTDR4ms0aOHMnevXs5f/48P/zwA3/88QeOjo7GMQcOHGDmzJlERUWxYsUKlixZQufOnYGH9yd79ux8/fXXREdH8+uvvzJ9+vRUZ3c9SePGjbG0tKRXr14cOXKEyMhI/P392bVrl5HYi4+P5+LFi8b1duzYkfDwcMaMGUNkZCT79+/Hz8+PsmXLmqxj96isWbPi4+PDzJkz2bp1K1FRUUydOpUjR46kua8iIiIiIiIibwIlyN5CPXr04P3333+uUkt4WFq3YMECypQpQ+/evWnevDkREREEBwcb61HVqlWLadOmsXLlSho1asSWLVvw9fV9YrwZM2YQERFBo0aN6Ny5M3fu3GHAgAGcPn2a27dv06FDBzw9PRk8eDANGzbk66+/ZsCAARQoUICwsDAjlru7O/Hx8UaCLGPGjFSuXJls2bIZa3Klpb3UZMiQgdmzZ1O8eHF8fX3p1q0bXl5exiwtgNGjR+Ps7MygQYOoV68eM2fOxM/PjyZNmhjHeHh4cPr0aZo0aUJQUBBDhgyhTZs2wMPF96dOnUpkZCQNGjRgzJgxDB482CQJ9yw5c+YkJCQEa2trOnfuTIsWLTh//jzz5s0zEmSHDx/G1dXVWFDf0dGROXPmcPz4cby9venbty+Ojo4sWLDgqaWxffv2pXHjxnz22Wd4e3sTGxuLh4eHZpCJiIiIiIjIW8UsSQsMiaQbHx8fChQowKRJk151V9LFjz/+SKVKlUyShL6+vrz33ntMmDDhueNGL7vMvUsp1177JzLntaBIK2uuXLnFgwf/PBEs8jqwsMhAnjzZ9T0WQc+DyOP0TIiY0jMhz8vKKjvm5s+elKIZZCLyRPPmzWPgwIH89ttvnDt3juDgYH755RcaN278qrsmIiIiIiIikm60SL+IPNHUqVOZNGkSHTt25O7du5QoUYIZM2YYJa7PK5PVi//Rkx4xREREREREREAlliLykiUlJf2jlxI8TWJiEleu3CIxUX+MyZtJpQIi/6XnQcSUngkRU3om5HmltcRSUzBE5KUyMzPj+vU7JCS8+F9qiYlJSo6JiIiIiIjIC1OCTEReuoSERP2vj4iIiIiIiLw2lCATkZcuLdNb00IzyERERERERCQ9KEEmIi9VUlISuXJlTZdYWoNMRERERERE0oMSZCLyUpmZmXF541Xuxz14oTgZrSyw9spNhgxmSpCJiIiIiIjIC0mfOieR5xAYGIi7u/sLxUhKSmLVqlVcvnw5nXolz+Lu7k5gYOALxbgf94D7f7/gzwsm2ERERERERESSKUEmb7Rff/2VIUOGcOfOnVfdFRERERERERF5QylBJm+0pCSV1omIiIiIiIjIi1GCTP41tra2LF26lDZt2mBnZ0ejRo3Ytm1biuPmzJmDm5sbdnZ2+Pj48Pvvvxv7rl69yujRo439bdq04cCBAwDs27ePDh06AODh4UFoaCgAhw8fpkOHDlSqVAknJyeGDh3KtWvXjJhhYWG0bdsWR0dHqlSpQu/evfnjjz+eeB1//fUXfn5+VK9enXLlyuHm5sb06dNJTEwEIDQ0lJo1a7Jy5Urc3NxwdHSkZ8+eXLhwwYjh7u5OUFAQ3bp1w87Ojjp16rB8+fKnjl9MTAxdunTB0dERV1dX5s+fT506dYzrBFi9ejWNGzfGzs7OaCO5XwB//vknfn5+uLi44ODgQKdOnTh16tRT2929ezfNmjXDzs6OBg0asGLFCmxtbYmNjX3qeSIiIiIiIiJvKiXI5F81ZcoUGjZsyOrVq3Fzc6NXr14cOnTI2H/+/HkOHjzI7NmzCQkJ4eLFiwwbNgyAhIQEfH19OXDgAJMnT2bVqlWULl2ajh07cuzYMRwdHY21sJYvX46XlxdhYWH4+PhQokQJli1bxsyZMwkLC8PX15fExEQSExPp1q0bVapUYe3atQQHB/PHH38wdOjQJ15Dt27diIuLY968efzwww907tyZoKAgtm/fbhwTFxfH/PnzmTZtGgsXLuTPP/+kc+fOPHjw33WyvvzySypUqMDq1atp164dI0aMYOPGjam2eefOHTp27EhiYiJLly4lICCAVatWce7cOeOY4OBghg8fTqtWrVi7di39+/dn3rx5TJkyBYCbN2/Spk0bLly4wNdff813331HtmzZaN++/RMTgr/99hvdunWjWrVqrF69mp49exrxRERERERERN5Weoul/KuaN29Ou3btAPDz8+PXX38lJCSEihUrAmBhYcHnn39Ozpw5AWjdujXTp08HHs5kOnHiBOvWraNUqVIAjBgxgqNHjzJv3jwCAgKwtLQEwMrKiixZsjB//nxsbW0ZMWIEACVKlGDatGk0btyYn376CQcHB65cucI777xDwYIFMTMzIyAg4ImL/N+9e5cmTZpQr149ChQoAICPjw/ffPMNp06donbt2gDcv3+fKVOmUK5cOQA+//xzvLy82Lt3LzVq1ADAxcWFXr16AVC8eHGOHj3KwoUL8fLyStHuxo0biYuLIzQ0lNy5cwMwdepUGjduDDwsLZ0zZw7t27c3xrdo0aJcvXqVyZMn07NnT9atW8eVK1cIDQ3FysrKiFG7dm2WLFnCoEGDUrQbHBxM+fLlGTx4sNHPy5cvM27cuKfeZxEREREREZE3mWaQyb+qatWqJp/t7e2JiIgwPufNm9dIjgHkypWLu3fvAhAREUHOnDmN5BiAmZkZlStXfmKZYEREhJF8S2Zra0uuXLk4deoUlpaWdO7cmbFjx1K9enUGDhzIoUOHKF26dKrxsmTJQvv27Tl48CATJkygW7duuLm58ffff5uUMmbPnt1IjgHY2NiQK1cuk2t1cnIyie3g4GCy/1EnT56kWLFiRnIs+TqSxyouLo5Lly5RqVIlk/OqVKnC/fv3OXv2LBERERQtWtRIjgFkzpwZOzu7J47fyZMncXBwMNlWuXLlVI8VEREREREReVsoQSb/KgsL00mKiYmJZMjw36+dubn5E89NSkrCzMwsxfbExMQUcdNyTsaMGYGHM9m2b99Onz59uH//PqNGjaJZs2bEx8enOO/OnTu0bt2ar7/+mhw5ctCkSROWLFnCe++9Z3JccuzH+/Lo9T3e56SkJJOxeJS5ublJAi612KlJSEgw2nrSWCQkJDxx/J7VroiIiIiIiMjbSAky+VcdO3bM5PORI0dMZlo9ja2tLdevX08xy+rgwYOUKFECIEUCqFSpUsYi/snCw8O5efMmNjY2nD17lpEjR2JtbU2bNm2YOXMmc+fOJTIykvDw8BR9+Omnnzhx4gSLFy+mT58+eHl5kSNHDi5fvmySpLp69SoxMTHG59OnT3Pjxg3Kli37xLE4dOiQyf5HlS5dmujoaK5evWpsO3v2LDdu3ADA2toaa2trDh48aHLegQMHyJgxI4ULF6ZUqVJERUWZlI/eu3eP48ePG+OXWrtHjx412fb4ZxEREREREZG3jRJk8q9auHAh69atIyoqismTJxMeHs5HH32UpnNdXFywtbVl4MCB7Nu3j8jISEaPHk1ERIQRI1u2bMDDJNitW7fo2LEj4eHhjBkzhsjISPbv34+fnx9ly5bF2dmZ3Llzs379ekaMGEFkZCRRUVGsXLkSS0tLihcvDjxMdiUnppJniq1du5bz589z4MABevTowf3791PMOBs8eDDHjh3j6NGjDB482HhLZrINGzYQEhLC77//zty5c/nxxx/p3Lmzsf/ixYvcunULgIYNG5InTx4GDRpEeHg4R44cMdYMMzMzw8zMDF9fX0JCQliyZAnR0dGsW7eOWbNm0apVK3LmzEmjRo3IlSsX/fr1IywsjPDwcAYNGsTt27dp1aoVAPHx8Vy8eNG4Fl9fX44fP87UqVOJiopi69atzJgxw2hXRERERERE5G2kBJn8q1q1asWCBQto3LgxBw4cYN68eU9c7+txFhYWLFiwgDJlytC7d2+aN29OREQEwcHBxjpZpUqVws3NjX79+rFs2TIcHR2ZM2cOx48fx9vbm759++Lo6MiCBQvImDEjVlZWzJ07l/Pnz/Phhx/StGlT/vjjDxYsWECOHDkA6N27N7179wbAzs4Of39/Fi1ahKenJ/7+/lSpUoWGDRummFnVsGFDunbtSqdOnShZsiSzZ882SSp5e3uzZcsWGjVqxJo1awgICMDNzc3Y7+rqyvz58wHIlCkTc+fOJT4+ng8//JDevXvTrFkz4L/lnJ07d2bQoEEsXLiQBg0aMGPGDLp06WK8kTNXrlyEhISQM2dOOnbsSNu2bblz5w5Lly6lUKFCABw+fBhXV1cOHz5sjOesWbPYuXMnjRo1YsaMGcZLAFIrIxURERERERF5G5glPWkxI5EXZGtry8SJE43EztsqNDQUf3//Jy58D+Du7k7Tpk2NxNuzxMbG8vvvv+Pq6mpsu3DhAjVr1mTJkiX/2sL5YWFhWFhYmJR+rlu3jqFDh3L48OEnrl32T/0Vcon7fz94oRgZ37HgvfZ5uXLlFg8eaN00eTNZWGQgT57s+h6LoOdB5HF6JkRM6ZmQ52VllR1z82fPD0uff+2KSLq6d+8eXbt2ZeDAgdStW5cbN24QEBBA0aJFsbe3/9faDQ8PZ8qUKUyePJkyZcoQHR1NYGAgDRo0SLfkGEBGqxePlR4xREREREREREAJMpHXko2NDV988QVBQUHMnDmTLFmy4OzsbJSK/ltatmzJ33//zYQJE7hw4QLW1tY0aNCAPn36pFsbSUlJWHvlTpdYiYlJJCZqEqyIiIiIiIi8GJVYishLd/36HRISXnxatBJk8qZTqYDIf+l5EDGlZ0LElJ4JeV4qsRSR11ZCQqL+UhMREREREZHXhhJkIvLSpSV7nxaaQSYiIiIiIiLpQQkyEXmpkpKSyJUra/rESkwi7sotJclERERERETkhShBJiIvlZmZGVfWX+bB5fsvFMfCOiN5GlqTIYOZEmQiIiIiIiLyQpQgE5GX7sHl+zy48GIJMhEREREREZH0kj4LAYn8P1tbW0JDQ/+1+KGhodja2j5x/+3bt1myZEma48XGxmJra8u+ffvSo3smTpw4QcOGDSlfvjx9+/ZNl5g7duzgzJkz6RJLRERERERERB5SgkzeKvPnz2fevHmvuhsAfPXVV5iZmbF+/XqGDx/+wvHOnz9P9+7duXz5cjr0TkRERERERESSqcRS3ipJSa/PWlTXr1+nbNmyFC1aNF3ivU7XJiIiIiIiIvI20QwySXdRUVF8/PHH2NnZ4erqyuzZs419SUlJzJ07F09PT8qXL0+lSpXo1q0b586dM465ffs248aNw9XVFUdHR9q1a0dYWFiqbW3ZsoXy5cuzZMkSAgMDmTVrFufPn8fW1pbY2FgAVq9eTePGjbGzs8Pd3Z2goCASExNN4hw5coTGjRtToUIFWrZsyYkTJ0z2r1y5Ek9PT+zs7PD09GThwoVGjOQyza+++goXFxfc3d2pXLky+/fvZ/Xq1SYlnE+Lk9zXBg0aUKFCBWrUqMH48eOJj48nNjYWDw8PADp06EBgYGCq4/GssTt8+DAdOnSgUqVKODk5MXToUK5du2bsd3d3Z/HixfTu3Rt7e3tq1qzJ8uXLOXz4MN7e3tjb29O6dWtiYmKecPdFRERERERE3jxKkEm6CwkJoUmTJmzYsIG2bdvyxRdfsHfvXgAWLlzI7NmzGTRoEJs3b+arr74iKiqKSZMmGef379+fHTt2MGHCBFavXk2xYsXo1KkTcXFxJu1s27aNgQMHMmLECNq1a4evry++vr6899577N69m/z58xMcHMzw4cNp1aoVa9eupX///sybN+sId5oAAHfsSURBVI8pU6aYxJo7dy7du3c3Elpt27blwoULACxbtozJkyfTs2dPNmzYQL9+/ZgzZw5Tp041ibF27VoWLlzIjBkz2LJlC46Ojnh6erJ7924cHR2fGSc8PJzPPvuM3r17s3nzZiZMmMCaNWuYO3cu+fPnZ/ny5QAEBgbi6+ub6tg/bezCwsLw8fGhRIkSLFu2jJkzZxIWFoavr69Jkm7atGnUqFGD9evXU6tWLUaNGsXIkSMZMmQIISEhXLx4McW1i4iIiIiIiLzJVGIp6a5NmzZ4e3sD0KNHD+bPn8/x48dxdnamcOHCTJo0CXd3dwAKFCiAp6cnGzZsAB7OPtu5cydz586lRo0aAIwYMYLs2bNz9epVo41du3bRv39/Ro0aRfPmzQHInj072bJlw9zcnHz58pGUlMScOXNo37497dq1A6Bo0aJcvXrVSFQl69WrF15eXgCMGjWKn3/+mW+//Zb+/fvz1Vdf0a1bNxo2bAhAoUKFuHnzJqNHjzZZfL9t27aUKFHC+JwxY0ayZMlCvnz5AJ4ZJzY2FjMzMwoWLMj777/P+++/z7x588iRIwfm5uZYWVkBYGlpSfbs2VOM+7PGbv78+dja2jJixAgASpQowbRp02jcuDE//fQTbm5uANSsWZMPP/wQeDhbbdmyZfj4+FCtWjUAPD092bp1a5q+CyIiIiIiIiJvAiXIJN0VK1bM5HOuXLm4d+8e8LCE7+jRo8ycOZPo6GgiIyM5ffo07777LgCnTp0CwMHBwTg/U6ZM+Pv7Aw9LIQH69OlDfHw8hQoVemI/4uLiuHTpEpUqVTLZXqVKFe7fv8/Zs2extrYGoHLlysZ+CwsLypYty+nTp4mLi+Ovv/5ixowZzJo1yzgmMTGRe/fuERsbS+bMmQEoUqTIU/vyrDg1atTA0dGR5s2bU7RoUapXr46Hhwfly5d/YtxHPWvsIiIicHFxMTnH1taWXLlycerUKSNB9uj9y5IlCwAFCxY0tmXOnJn4+Pg09UlERERERETkTaAEmaQ7c3PzFNuSF5ifM2cOgYGBNGvWjKpVq+Lj48O2bduMGWQWFg+/kmZmZk9tY9y4cfz4448MHTqUdevWkTVr1ie2+biEhASTtlLrc0JCApkzZzZKD/39/alevXqKWPnz5+fvv/8G/ptMSk1a4mTKlIlFixZx8uRJdu/eze7du/nuu+/w9vZm4sSJT4yd7Fljl5SUlOq+xMREMmbMmCLOozJkUDW2iIiIiIiIvL30r155qb7++mt69erFqFGjaNWqFQ4ODvz+++9GMsvGxgaAY8eOGec8ePCAWrVqGUk0gEaNGjFixAiuX7/OtGnTjO2PJoCsra2xtrbm4MGDJn04cOAAGTNmpHDhwsa248ePG7/Hx8dz/PhxSpYsacSIiYmhSJEixs+JEycICAhI83WnJc6uXbuYNWsWZcuWpWvXrixatIg+ffqwcePGFNeWmmeNXalSpThw4IDJOeHh4dy8edM4V0REREREROR/kRJk8lLlz5+fPXv2cObMGc6ePcv06dPZsmWLUbJXrFgx6taty+jRo9m7dy9RUVGMGDGC+Ph4nJ2dTWLlzZuXQYMGERISwq+//gpAtmzZuHbtGlFRUTx48ABfX19CQkJYsmQJ0dHRrFu3jlmzZtGqVSty5sxpxJo2bRpbt27lzJkzDBkyhPj4eNq1a4eZmRmdO3dm8eLFLF68mJiYGLZu3cro0aPJlCkTmTJlStN1pyWOhYUFX375JcHBwZw7d45jx46xY8cOHB0djWuDh6WSN27cAB6Wbib//qyx69ixI+Hh4YwZM4bIyEj279+Pn58fZcuWTTG2IiIiIiIiIv9LVGIpL9WUKVMYM2YMzZs3J3v27Njb2zN69GhGjRpFbGwsBQsWZOLEiUyZMoX+/ftz79497O3tmT9/vrFI/aNatmzJ+vXrGTp0KGvXrqVu3bp8//33NG7cmJCQEDp37kymTJlYuHAhEydO5L333qNLly506tTJJE7v3r2ZOnUqsbGx2NnZsWDBAnLnzg2Ar68vmTNnZvHixUyePBlra2uaNWtG//79/9G1PyuOi4sL48ePZ/78+UyfPp0sWbLg5ubGkCFDAMiTJw/NmzdnypQpREdH89lnn9GiRQuqVq1qvAX0aWNnZWXFnDlzmDFjBt7e3uTIkYPatWszcOBAkxJLERERERERkf81ZklPWqhJRORfcnHhXzy4cP+FYli8m5F8H73HlSu3ePAgMZ16JvJyWVhkIE+e7Poei6DnQeRxeiZETOmZkOdlZZUdc/NnF1BqBpmIvHQW1i8+Yy09YoiIiIiIiIiAEmQi8pIlJSWRp6F1+sRKTCIxUZNgRURERERE5MUoQSYiL5WZmRnXr98hIeHFp0UnKkEmIiIiIiIi6UAJMhF56RISErVugIiIiIiIiLw2lCATkZcuLQskpoVmkImIiIiIiEh6UIJMRF6qpKQkcuXKmj6xEpOIu3JLSTIRERERERF5IUqQichLZWZmxtUNf/IgLv6F4lhYZSJ3g/xkyGCmBJmIiIiIiIi8ECXIROSlexAXz4O/773qboiIiIiIiIgAkD4LAb1G3N3dCQwMBCA0NBRbW9tX3KPXw+nTp9m5c6fx2dbWltDQUADu379PcHCwsS8wMBB3d/eX3MPnExsbi62tLfv27QPg9u3bLFmyxNg/ZMgQfHx8XlX30uzx6xARERERERGRl+etS5A9ysvLi927d7/qbrwWunXrxrFjx4zPu3fvxsvLC4D169czceJEY5+vry8rVqx46X18Hvnz52f37t04OjoCMH/+fObNm/eKeyUiIiIiIiIib5K3usQyS5YsZMmS5VV347WUL18+4/ekJNP1m7Jnz0727Nlfdpeei7m5+VOvRURERERERETkWV75DLLbt28zbtw4XF1dcXR0pF27doSFhQFw+PBhOnToQKVKlXBycmLo0KFcu3bNOPfGjRt8+umnVK5cGWdnZ5MyQUhZYmlra8v333/Pxx9/jJ2dHTVq1GD27Nkm56xbtw5PT08qVKhAixYtWLhwoUmMp/U3LX12d3dn8eLF9O7dG3t7e2rWrMny5cs5fPgw3t7e2Nvb07p1a2JiYoD/lt6tW7eOxo0bY2dnx4cffsihQ4dM+r1y5Uo8PT2xs7PD09OThQsXkpiYaLR5/vx5Zs2aZZQbJpdYhoaG4u/vb2zbt29fihLLP//8Ez8/P1xcXHBwcKBTp06cOnXK2D9kyBAGDRrE5MmTcXZ2xt7enh49enDx4kXjmNWrV9OgQQMqVKhAjRo1GD9+PPHxKRdpT0xMxNnZmQULFhjbku/BkSNHjG19+/Zl0KBBJqWJgYGBzJo1i/Pnz2Nra0tsbCzwsIQ0uW8ODg706NGDS5cuGbFiYmLo0qULjo6OuLq6Mn/+fOrUqWOUoCb3P3n83d3dCQoKMsY3LWOUfB3u7u7Y2dnRsWNHZs2a9dRS1qfd09Q8ePDAuHf29vY0a9aM//znP8b+yMhIunfvjpOTE5UqVaJPnz788ccfxn4fHx8CAgIYPnw4jo6OVKtWja+++oqzZ8/Srl077OzsaNy4scn3XURERERERORt8MoTZP3792fHjh1MmDCB1atXU6xYMTp16kRYWBg+Pj6UKFGCZcuWMXPmTMLCwvD19TWSBP369SMsLIygoCDmz5/Pjh07OH/+/FPbmzJlCt7e3qxZs4bmzZvzxRdfcODAAQB27NjBp59+SosWLVi7di3Nmzdn2rRpaepvXFxcmvoMMG3aNGrUqMH69eupVasWo0aNYuTIkQwZMoSQkBAuXrzI1KlTTdodP348Xbt2ZdWqVRQvXpyPP/6Yc+fOAbBs2TImT55Mz5492bBhA/369WPOnDlGjBUrVvDee+/h6+trrM+WzMvLi6FDhwKYlComu3nzJm3atOHChQt8/fXXfPfdd2TLlo327dubJFc2bdrE1atXCQkJYdasWRw8eJDp06cDEB4ezmeffUbv3r3ZvHkzEyZMYM2aNcydOzfF/cmQIQNubm7s2bPH2LZ3717MzMz45ZdfgIeJoD179uDh4WFyrq+vL76+vrz33nvs3r2b/PnzAw+TlteuXWPJkiXMnj2bI0eOMGXKFADu3LlDx44dSUxMZOnSpQQEBLBq1SpjbAGCg4MZPnw4rVq1Yu3atfTv35958+YZMdIyRkuWLOGLL76gR48erFmzBicnJ7788ssU15/sWfc0NRMmTGDJkiX4+fmxbt063Nzc6NGjB2fOnOH8+fO0atWKTJkysXDhQhYsWMDly5dp3749N2/eNGLMnTuX/Pnzs3btWnx8fJgxYwbdunXD19eX5cuXkzlzZkaNGvXEPoiIiIiIiIi8iV5pgiwqKoqdO3cyatQoatasSZEiRRgxYgTNmjVj9uzZ2NraMmLECEqUKIGTkxPTpk3j+PHj/PTTT5w9e5bdu3czYsQIKleuTJkyZZg2bRqZMmV6aptNmzalSZMmFCtWjH79+mFpacnBgwcBmDdvHvXr16dTp04UK1aMNm3a0LZt2zT19+rVq8yfP/+pfU5Ws2ZNPvzwQwoVKkSHDh148OABPj4+VKtWjQoVKuDp6UlERIRJv7t160bDhg2xsbFh7Nix5MmTh++//x6Ar776ythfqFAh6tWrR//+/QkJCeHevXtYWVlhbm5OtmzZyJ07t0ncLFmykDNnTuBh2eXj47d27VquXLnCjBkzsLOzo3Tp0kydOpUsWbKYLIafI0cOxowZg42NDTVq1KBJkybGuMbGxmJmZkbBggV5//33qVGjBvPmzcPT0zPVe/TBBx9w4MAB4uPjefDgAfv376dOnTrGAvYHDx7k3r171KhRw+S87Nmzky1bNqPs0tzc3LiusWPHUrx4cZycnPDy8uL48eMAbNy4kbi4OKZNm0bp0qWpXLkyU6dONUo1k5KSmDNnDu3bt6ddu3YULVqURo0a0adPH0JCQrhx40aaxmjevHl06NCBFi1aUKxYMT755BNq166d6vWn5Z4+7ubNm3z//ff069cPLy8vChcuTN++fenUqRO3bt3i22+/JVu2bEydOpXSpUtjZ2fHzJkzuXz5MmvXrjXilCpVih49elCoUCF8fX2Bh0lUDw8PbG1tadasGadPn35iv0VERERERETeRK90DbLkEjQHBwdjW6ZMmfD398fLywsXFxeT421tbcmVKxenTp3izp07AFSoUMHYnzdvXgoVKvTUNm1sbEw+58iRg/v37wNw4sQJ6tata7K/cuXKRrnf0/oLEBER8dQ+u7m5AVCsWDFjf/IaaQULFjS2Zc6cOUX5YdWqVY3fM2bMSLly5YiIiCAuLo6//vqLGTNmMGvWLOOYxMRE7t27R2xsbIpr/iciIiIoWrQoVlZWJv2zs7MzKSEsUqQIGTNmND7nzJnTGNcaNWrg6OhI8+bNKVq0KNWrV8fDw4Py5cun2qarqysJCQkcPHiQTJkykSVLFlq3bk2PHj2Ij49n586dODs7kz17dq5cufLMayhcuLCRLAOwtLTk7t27AJw8eZJixYqZJA5tbW2NpGFcXByXLl2iUqVKJjGrVKnC/fv3OXv27DPH6MqVK5w/f97kewNQqVIlTpw4kaK/z3NPo6KiuH//foo2+vfvD8CsWbMoX768SQLU2tqaYsWKmdzHR7+bWbNmBTB5plL7boqIiIiIiIi86V5pgszC4mHzZmZmKfYlJSWluj0xMdEkEfP4mkzJMZ8ktRlmybOFLCwsnrrG09P6+0/6nFofM2R4+mS+x89JTEwkQ4YMRn/9/f2pXr16ivOSywyf15OuKSEhwaRPT5u5lzlzZhYtWsTJkyfZvXs3u3fv5rvvvsPb29vk7ZnJsmfPTtWqVdmzZw9ZsmShWrVqVK5cmaSkJI4ePcquXbvo2LFjmq/h0eRYavueds+ftOh/QkIC8PC+PGuMkscprS8QeJ57+uj3KzVP6+Oj56YW51nfTREREREREZE33Sv9l2/yLJhjx44Z2x48eECtWrU4d+6csTZYsvDwcG7evImNjQ1ly5YFMFms/vr168bi9s+jdOnSHD161GTbo5+f1t8NGzZQqlSpp/b5RTzaZnx8PCdOnKBcuXJYW1tjbW1NTEwMRYoUMX5OnDhBQEBAmmI/KeEHD0vuoqKiuHz5srHt3r17HD9+nBIlSqQp/q5du5g1axZly5ala9euLFq0iD59+rBx48YnnuPu7s6ePXv45ZdfqFatGpkzZ8bR0ZEVK1Zw9uxZPvjgg398LakpXbo00dHRXL161dh29uxZbty4AWCMb3K5aLIDBw6QMWNGChcu/MwxypkzJwUKFDB5yQDwxMXun+eeJs/ge/R7AtCiRQvmzp1LqVKlCAsLM5n9denSJaKjo1/4uykiIiIiIiLypnulCbJixYpRt25dRo8ezd69e4mKimLEiBHEx8cTHBxMeHg4Y8aMITIykv379+Pn50fZsmVxdnamcOHC1K9fnzFjxvDzzz8TERHB4MGDX6j8q0uXLmzevJkFCxYQHR3NqlWrWLx4cZr66+zsTMeOHZ/a5xcREBDAzp07iYyMZOjQody5c4cPP/wQMzMzOnfuzOLFi1m8eDExMTFs3bqV0aNHkylTJmNmV/bs2fn9999N3t6YLFu2bAAcP37cKD1M1qhRI3LlymW8ECE8PJxBgwZx+/ZtWrVqlaa+W1hY8OWXXxIcHMy5c+c4duwYO3bsMHkhwMWLF7l165bx2d3dnfDwcI4cOUK1atUAcHZ2Zu3atTg4OJAvX75U28qWLRvXrl0zSg6fpWHDhuTJk4dBgwYZ7Q0aNAh4mGwzMzPD19eXkJAQlixZQnR0NOvWrWPWrFm0atWKnDlzpmmMunTpQkhICKtWrSI6Oprg4GA2bdqUap/Sek+vXr1qJPayZs1K+/btmTFjBtu2bSMmJobp06dz5swZPvjgA9q0acPNmzfx8/MjPDycsLAw+vbtS548eWjQoMEzx0lERERERETkbfZKSywBJk6cyJQpU+jfvz/37t3D3t6e+fPnU7p0aebMmcOMGTPw9vYmR44c1K5dm4EDBxplYJMnTzbOTUxMpFWrVsTFxT13X2rWrMno0aOZPXs206ZNo3z58rRu3ZqQkJBn9tfKygorK6tn9vl5tW7dmokTJ/LXX39hb2/P4sWLeeedd4CHb2/MnDkzixcvZvLkyVhbW9OsWTNj/SkAHx8fJk+ezOnTp00WZQeoVq0a9vb2tG7dms8//9xkX65cuQgJCWHy5MlGWWOlSpVYunTpM9d7S+bi4sL48eOZP38+06dPJ0uWLLi5uTFkyBDjGFdXV3r16kXv3r2Bh2WEtra2XLt2jcKFCwNQvXp1pk+fjru7+xPbqlu3Lt9//z2NGzc2uW9PkilTJubOncuYMWP48MMPsbS0pHv37hw/fty4Z507dzbe/jhx4kTee+89unTpQqdOndI8Rm3atOHatWtMnz6dK1euULVqVZo2bZpiZlqytNzT5LFKTuIOGDAACwsLRo0axfXr17G1teWbb74xZogtXryYqVOnGm+zdHFx4fPPPydXrlzPHCcRERERERGRt5lZUloXRvofsH//fvLmzUvx4sWNbUFBQaxYsYKtW7e+kj7Fxsbi4eHBokWLcHJyeiV9eJvFxsby+++/4+rqamy7cOECNWvWZMmSJVSuXDld2vnPf/5DyZIlTdYPGz58ODExMSxcuDBd2niTXFoczYO/U76N85+weCczeX2KcOXKLR48ePI6ciKvMwuLDOTJk13fYxH0PIg8Ts+EiCk9E/K8rKyyY27+7ALKVz6D7HWyZ88e1q5dy8SJEylcuDC//fYbCxcupG3btq+6a/IvuXfvHl27dmXgwIHUrVuXGzduEBAQQNGiRbG3t0+3dtasWUNkZCSjRo0iX758/Prrr6xdu5aRI0emWxtvEgurJ7/U4WXGEBEREREREQElyEz07NmTW7duMXjwYOLi4sifPz8dO3akc+fOr7pr8i+xsbHhiy++ICgoiJkzZ5IlSxacnZ1ZsGDBC5fFPmr48OFMmjSJnj17cv36dQoXLszQoUNp1qxZurXxpkhKSiJ3gxd7u6oRKzGJxERNghUREREREZEXoxJLEXnprl+/Q0LCi0+LTlSCTN5wKhUQ+S89DyKm9EyImNIzIc9LJZYi8tpKSEjUX2oiIiIiIiLy2lCCTEReurRk79NCM8hEREREREQkPShBJiIvVVJSErlyZU2fWIlJxF25pSSZiIiIiIiIvBAlyETkpTIzM+PqxnM8iLv7QnEsrLKQ26sQGTKYKUEmIiIiIiIiL0QJMhF56R7E3eXB3y+WIBMRERERERFJL+mzEJDIC3J3dycwMBCA0NBQbG1t0yXukCFD8PHxeaEY9+/fJzg4OF36IyIiIiIiIiKvHyXIRJ5h/fr1TJw48VV3Q0RERERERET+JUqQiTxDUpLWtxIRERERERF5mylBJunm9u3bjBs3DldXVxwdHWnXrh1hYWEArFy5Em9vb+zs7HBwcMDHx4cTJ0784zYWLVpE1apVSUhIAB4mr5ycnOjUqZNxzJkzZ7C1tSUmJgZ4WCI5efJknJ2dcXBwoEePHly6dMk4/uDBg3z88cdUqlSJ8uXL07BhQ9avXw88LPf09/cHwNbWln379nHnzh2GDRuGi4sLFSpUwNvbmy1bthjxrl+/zsiRI3Fzc6NcuXK4uLgwcuRI7t59uObWvn37sLW1Zdu2bdStWxcHBwc6duxIZGSkEcPHx4cJEyYwePBgHBwcqFmzJt98881Tk3VPG3+Aw4cP06FDBypVqoSTkxNDhw7l2rVrxn53d3cWL15M7969sbe3p2bNmixfvpzDhw/j7e2Nvb09rVu3NsZVRERERERE5G2hBJmkm/79+7Njxw4mTJjA6tWrKVasGJ06dWLTpk2MHDmSjh07smnTJhYuXMjdu3cZNmzYP27D3d2da9eucfz4cQBOnDjBtWvXOHToEPfv3wdg586dlCxZksKFCwMPE0PXrl1jyZIlzJ49myNHjjBlyhQALly4gK+vL6VLlyY0NJQ1a9ZQoUIF/P39uXTpEl5eXgwdOhSA3bt34+joyIwZMzh16hTffPMNGzdupGbNmvTv35/Y2FgAPv30U8LCwpg5cyabN2/G39+f0NBQli1bZnIt48ePZ9iwYSxbtgwLCws6dOjAjRs3jP3ffvstWbNmZeXKlfTv358vv/ySOXPm/OPxj4uLIywsDB8fH0qUKMGyZcuYOXMmYWFh+Pr6kpiYaMSYNm0aNWrUYP369dSqVYtRo0YxcuRIhgwZQkhICBcvXmTq1Kn/+L6JiIiIiIiIvM70FktJF1FRUezcuZO5c+dSo0YNAEaMGEH27NmxtrZm3LhxeHt7A1CgQAFatmzJyJEj/3E7BQsWpFSpUuzevRt7e3t+/vln3Nzc2LNnD2FhYVSqVIldu3bh4eFhnJMvXz7Gjh2Lubk5xYsXx8vLi59//hmA+Ph4evXqRadOnciQ4WG+uFu3boSGhvL7779TuXJlcubMacQBiImJIUeOHBQuXJicOXPSt29fKleujKWlJQAuLi5UrlyZ0qVLG30OCQnh1KlTJtcyZMgQ3NzcAJg6dSq1atViw4YNtG7dGoDixYszatQozMzMsLGxITIykkWLFtGlSxfMzMzSPP5Xr15l/vz52NraMmLECABKlCjBtGnTaNy4MT/99JPRj5o1a/Lhhx8C0KFDB5YtW4aPjw/VqlUDwNPTk61bt/7j+yYiIiIiIiLyOlOCTNJFcvLHwcHB2JYpUyajPDEyMpKvvvqK6OhooqKi+O2330xmLv0T7u7u/Pzzz/Ts2ZO9e/dSu3Ztrl+/zi+//EKpUqU4dOgQgwYNMo4vXLgw5ubmxmdLS0uj3LFQoUI0b96ckJAQzpw5w++//85vv/0GYJRxPq5Lly50794dZ2dnHB0dcXFxoUGDBkYirW3btmzfvp01a9YQExNDREQE586do2jRoiZxqlatavyeO3duihYtSkREhMn+RxNhDg4OzJkzhytXrmBlZWUS61njHxERgYuLi8k5tra25MqVi1OnThkJsmLFihn7s2TJAjxM8CXLnDkz8fHxqY6LiIiIiIiIyJtKJZaSLiwsHuZaH5/ZBLBhwwYaN25MdHQ0dnZ2DBo0iCFDhjx3Wx988AFHjx4lLi6OgwcP4uzsjLOzM/v27eOnn37C2tqaChUqGMc/mhx7XGRkJPXr12f79u0UKlSITp06MW/evKe27+joyK5du5gxYwa2trasWLGC+vXrs3fvXpKSkujevbsxY61evXoEBQVRsWLFFHGSxyxZYmKiMYsttf3J64+ldj1PG//kc1Pbl5iYSMaMGZ/YJmDSJxEREREREZG3kWaQSbqwsbEB4NixYzg7OwPw4MEDateuTebMmWnRogWjR482jt+2bRvw5MTN09jb22NpaUlQUBCWlpYUL16c6tWrM3fuXPLkyYO7u3uaYy5duhRra2uCg4ONbdu3bzf6BimTTjNnzqRSpUp4eHjg4eGBv78/DRo0YPPmzeTKlYtdu3bx/fffY29vDzx8SUBMTAyFChUyifPoWMXFxREdHc3HH39ssv9Rhw4domDBgkYp56OeNv6DBg2iVKlSHDhwwOSc8PBwbt68aZwrIiIiIiIi8r9KU0MkXRQrVoy6desyevRo9u7dS1RUFCNGjCA+Pp4iRYpw6NAhTpw4QUxMDMHBwYSEhACkqVzv1q1bXLx40fhsZmaGm5sbS5cuNdbGsre3x9zcnC1btlC7du009/u9997jr7/+YteuXZw/f54tW7YwatQok75ly5YNgOPHj3P37l2io6MZOXIke/fu5fz58/zwww/88ccfODo6kjdvXiwsLNi0aRPnzp3j2LFj9OvXj4sXL6a41tGjR/Prr78SHh6On58f+fLlo379+sb+AwcOMHPmTKKiolixYgVLliyhc+fOxv64uDhjUf+njb+zszMdO3YkPDycMWPGEBkZyf79+/Hz86Ns2bJGQk1ERERERETkf5USZJJuJk6cSNWqVenfvz/NmjXjjz/+YP78+QwfPpy8efPSvn17WrZsyY4dO4y3SB49evSZcefPn4+rq6vJNnd3d+Lj440EWcaMGalcuTLZsmUzWdvrWTp06ICnpyeDBw+mYcOGfP311wwYMIACBQoQFhYGQLVq1bC3t6d169bs2LGD0aNH4+zszKBBg6hXrx4zZ87Ez8+PJk2a8O677zJp0iS2b9+Ol5cXffv25d1336Vjx44cO3bMmJUG0LJlS/z8/GjTpg2ZM2dm0aJFZM2a1djv4eHB6dOnadKkCUFBQQwZMoQ2bdoY+1u0aMH48eOfOf5WVlY4OjoyZ84cjh8/jre3N3379sXR0ZEFCxaYlFiKiIiIiIiI/C8yS3r0X+wi8q/bt28fHTp0YNu2bSYL4D/Kx8eHAgUKMGnSpJfcu5fjUshpHvx994ViWLyThbztS3Llyi0ePHi+Fz6IvGoWFhnIkye7vsci6HkQeZyeCRFTeibkeVlZZcfc/Nnzw7QGmYi8dBZWWV6LGCIiIiIiIiKgBJmIvGRJSUnk9ir07APTEisxicRETYIVERERERGRF6MSSxF56a5fv0NCwotPi05UgkzecCoVEPkvPQ8ipvRMiJjSMyHPSyWWIvLaSkhI1F9qIiIiIiIi8tpQgkxEXrq0ZO/TQjPIREREREREJD0oQSYiL1VSUhK5cmVNn1iJScRduaUkmYiIiIiIiLwQJchE5KUyMzPj2qazPIi7+0JxLKyyYOlZnAwZzJQgExERERERkReiBJmIvHQP4u7y4OLtV90NEREREREREQDSZyEgEfmf4OPjw5AhQ151N0RERERERETSlRJkIiIiIiIiIiLyP00JMhERERERERER+Z+mBJm8duLi4ujfvz+VK1fGycmJzz//nA4dOhAYGEhgYCBt2rRh9uzZVKtWjSpVquDv78/NmzeN80+fPk2PHj1wcnKifPny1KlTh4ULFxqxy5cvz+rVq03anDp1Kk2bNk3Rl+vXrzNy5Ejc3NwoV64cLi4ujBw5krt3Hy4wv2/fPmxtbdm2bRt169bFwcGBjh07EhkZacTw8fFhwoQJDB48GAcHB2rWrMk333xDUtKTF5Z/2hgk27lzJx9++CGOjo64uroyadIk7t27Z+y/evUqo0ePxs3NDTs7O9q0acOBAweeOvbHjx+nXbt22Nvb4+Hhwdq1aylbtiz79u176nkiIiIiIiIibzIlyOS1kpiYSLdu3YiOjmbOnDnMnz+fsLAw9u/fbxxz7Ngxdu7cybx585g1axa//vor/fr1A+DOnTt8/PHHZMuWjW+//ZYNGzbg6enJhAkT+O2337CysqJWrVomCbLExETWrVtHs2bNUvTn008/JSwsjJkzZ7J582b8/f0JDQ1l2bJlJseNHz+eYcOGsWzZMiwsLOjQoQM3btww9n/77bdkzZqVlStX0r9/f7788kvmzJnz3GOwdetWPvnkE9zc3Fi5ciVjx45l06ZN+Pn5AZCQkICvry8HDhxg8uTJrFq1itKlS9OxY0eOHTuWarsXLlzgo48+okCBAqxcuZIRI0Ywffp0EhISnn7TRERERERERN5weoulvFb2799PWFgYmzZtonjx4gAEBATwwQcfGMeYmZkREBDAu+++C8CIESPo0qULZ8+eJXfu3HTo0IG2bduSI0cOAHr16sXs2bM5deoUZcqUoXnz5vTo0YMLFy7w7rvvsnfvXi5fvkzDhg1T9MfFxYXKlStTunRpAAoWLEhISAinTp0yOW7IkCG4ubkBD2ej1apViw0bNtC6dWsAihcvzqhRozAzM8PGxobIyEgWLVpEly5dMDMz+8djMHv2bOrUqUPPnj2N+ElJSXzyySdERkYSGxvLiRMnWLduHaVKlTLG6ejRo8ybN4+AgIAU17ps2TJy5crF+PHjyZgxIyVKlGD48OF88sknabl1IiIiIiIiIm8szSCT18rJkyextLQ0EkMA1tbWFCtWzPhctGhRIzkG4OjoCEBERARWVla0bduWjRs3MmbMGDp16kStWrWAhzOzAGrWrIm1tTVr1qwBYNWqVbi7u5MnT54U/Wnbti2xsbFMnjyZnj17UqdOHY4cOWLESla1alXj99y5c1O0aFEiIiJM9j+aCHNwcODixYtcuXLlucYgIiKCihUrmpxXpUoVAE6dOkVERAQ5c+Y0kmPwMLFYuXLlFMm9R9stV64cGTNmNLZVrlw51WNFRERERERE3iZKkMlrxdzcPEXy6XGPJnDgv4kvc3NzLl26ROPGjVm2bBl58+aldevWhIaGpmjD29ubdevWcfv2bbZu3Urz5s1TtJOUlET37t0ZO3Ys5ubm1KtXj6CgoBSJKQALC9PJmImJiWTIkOGJ+5PXHzM3N08RKy1jkJSUlGLmWXIppIWFRar7k/v1eF/+SbsiIiIiIiIibyMlyOS1Urp0aW7cuGGyyP3Vq1eJjo42PkdFRZms73X48GEAypQpw7p167h69SrfffcdPXr0oE6dOly7dg3AZFH85s2bExERQUhICDly5MDV1TVFX06ePMmuXbuYOXMmfn5+NG7cmMKFCxMTE5Nigf1H1/WKi4sjOjqacuXKpbof4NChQxQsWBBLS8vnGoNSpUpx8OBBk/OSF+C3sbHB1taW69evm8xiAzh48CAlSpRI0WZyuydOnOD+/fvGtqNHj6Z6rIiIiIiIiMjbRAkyea04OTnh4ODA4MGDOXLkCOHh4fj5+XHnzh1jRtTt27cZPHgwERER7N27lzFjxuDl5UXBggV57733uHPnDps2beKPP/5g9+7dDBgwAID4+HijnWLFilGxYkW+/PJLvL29jZlcN27cIC4uDoC8efNiYWHBpk2bOHfuHMeOHaNfv35cvHjRJBbA6NGj+fXXX43+5suXj/r16xv7Dxw4wMyZM4mKimLFihUsWbKEzp07G/vj4uKMpF9axqBTp05s2bKFL7/8kqioKHbs2MHYsWP54IMPsLGxwcXFBVtbWwYOHMi+ffuIjIxk9OjRRERE8NFHHwEPZ5xdvHjReCNn27ZtuXHjBsOHDycyMtIYWyDV2WgiIiIiIiIibwslyOS1M3PmTN577z06duzIRx99RIUKFXj//feN0sr8+fNTqlQp2rZtS//+/fHw8GDSpEkA1K9fn06dOjF58mTj7ZUtWrSgSpUqhIWFmbTTrFkz7t69S9OmTY1t48ePp0WLFgC8++67TJo0ie3bt+Pl5UXfvn159913jTdBPjqLrGXLlvj5+dGmTRsyZ87MokWLyJo1q7Hfw8OD06dP06RJE4KCghgyZAht2rQx9rdo0YLx48eneQw8PT2ZOnUqP/zwA40aNWLkyJE0aNDAWHzfwsKCBQsWUKZMGXr37m3MmAsODsbBwQGAP//8E1dXVzZu3Ag8XOds7ty5nDlzhiZNmjB8+HDjJQOPl7WKiIiIiIiIvE3Mkh6vFRN5heLi4jh69Ciurq5GUiY+Ph4nJydGjhzJuXPnWLVqFdu3b3/htmbNmsWePXtYunTpc8fYt28fHTp0YNu2bRQsWDDVY3x8fChQoICRxHuWZ42Bt7f3c/f3ac6cOcO1a9eoVKmSse3QoUO0adOGnTt3kj9//nRr6/KSkzy4ePuFYljky4Z1u7JcuXKLBw+0dpq8mSwsMpAnT3Z9j0XQ8yDyOD0TIqb0TMjzsrLKjrn5s+eHpb5at8grYmFhQf/+/WndujVt2rTh/v37zJs3j0yZMlGzZk2WLFnywm0cOHCA33//nYULFxolhK+TZ43Bv+XChQt07dqV8ePHU6VKFf7++28mTpxI1apV0zU5BmBhleW1iCEiIiIiIiICSpDJayZXrlwEBQUREBDAsmXLMDMzo1KlSixatAgrK6t0aWPHjh0sWbKE5s2b4+npmS4x09PLGIPUuLi4MGzYMGbPns3w4cPJmTMn7u7u+Pn5pWs7SUlJWHoWT59YiUkkJmoSrIiIiIiIiLwYlViKyEt3/fodEhJefFp0ohJk8oZTqYDIf+l5EDGlZ0LElJ4JeV4qsRSR11ZCQqL+UhMREREREZHXhhJkIvLSpSV7nxaaQSYiIiIiIiLpQQkyEXmpkpKSyJUra/rESkwk7sptJclERERERETkhShBJiIvlZmZGdd+iOBB3J0XimNhlRXL+qXIkMFMCTIRERERERF5IelT5yTyCFtbW0JDQ9Ml1jfffEO1atWwt7dn69atLxzv9u3bLFmyJB16Zsrd3Z3AwMB0j/uyBQYG4u7u/q+38yDuDg8u3nqxnxdMsImIiIiIiIgkU4JMXlvXr1/niy++4MMPP2Tjxo24uLi8cMz58+czb968dOjd28nX15cVK1a86m6IiIiIiIiIvFQqsZTX1o0bN0hKSqJ69eoUKFAgXWImJakU72myZ89O9uzZX3U3RERERERERF4qzSCTF/LXX3/xySef4OjoSK1atdiwYYPJ/h07dtCsWTPs7OyoU6cOAQEBxMfHAzBkyBBatmyZIl6ZMmXYu3evUer30UcfGb/fuHGD4cOHU61aNSpVqkSHDh04duyYcf6dO3cYNmwYLi4uVKhQAW9vb7Zs2QI8LB+cNWsW58+fx9bWltjY2FSvaffu3UafGzRowIoVK0yOv3HjBp9++imVK1fG2dmZ4ODgfxzD3d2doKAgunXrZozN8uXLjfNDQ0OxtbU1iblv3z6TGD4+PkyePJmhQ4dSuXJlKlasyKeffsqtW7eMcyIjI+nSpQuOjo64uroycOBALl68mOp1J49R8ljHxsZia2vLpk2baNmyJRUqVMDDw0MzzEREREREROStowSZPLcHDx7QuXNnrly5QkhICNOnT2fOnDnG/v/85z/07duXli1bsn79ekaOHMmmTZsYNGgQAE2bNiUsLIzo6GjjnLVr1/Luu+9SqVIlI2EUGBjIihUrSEpKokuXLvz+++/Mnj2b77//HgcHB9q0acPJkycBmDFjBqdOneKbb75h48aN1KxZk/79+xMbG4uvry++vr6899577N69m/z586e4pt9++41u3bpRrVo1Vq9eTc+ePZkyZYrJMf369SMsLIygoCDmz5/Pjh07OH/+/D+KAfDll19SoUIFVq9eTbt27RgxYgQbN278R/dg8eLF5M2bl+XLlzNu3Dg2btxoJOwuXLhA27ZtKVSoECtWrCAoKIibN2/SunVrbt++neY2Jk2aRPfu3Vm9ejXOzs4MHz6cc+fO/aN+ioiIiIiIiLzOVGIpz23v3r2cPn2aH3/8kcKFCwMwceJEvL29AQgKCqJFixa0adMGgMKFCzN69Gg++ugjYmNjqVq1KoUKFWLdunX06tULgHXr1tGkSRMyZcqElZUVAJaWllhZWbF3714OHz7M3r17jX0DBgzg0KFDLFq0iEmTJhETE0OOHDkoXLgwOXPmpG/fvlSuXBlLS0uyZ89OtmzZMDc3J1++fKleU3BwMOXLl2fw4MEAFC9enMuXLzNu3DgAzp49y+7duwkODqZy5coATJs2jQ8++CDNMZK5uLgY1128eHGOHj3KwoUL8fLySvM9sLGxYcCAAQAUK1aMDRs2cOjQIQCWLl3KO++8w4gRI4zjAwICqFatGj/88APNmjVLUxsff/wxHh4eAHz66acsX76co0ePUqhQoTT3U0REREREROR1pgSZPLeIiAgsLS2N5BhAmTJlyJo1KwAnT54kLCyMVatWGfuT1wCLjIykYMGCeHt7Gwmy3377jYiICGbOnJlqeydOnAAwkjXJ4uPjuXfvHgBdunShe/fuODs74+joiIuLCw0aNCBnzpxpuqaTJ09SvXp1k23JibDkawaoUKGCsS1v3rwmyaJnxUjm5ORk8tnBwYGdO3emqZ/JbGxsTD7nzJmT69evG/2IjIzE0dHR5Jh79+4RGRn5XG0kj+P9+/f/UT9FREREREREXmdKkMkLSW3RewuLh1+rxMREOnfuTNOmTVMckzyDq2nTpsyaNYuwsDA2bdqEo6MjxYoVS7WtxMREcuTIQWhoaIp9mTJlAsDR0ZFdu3axZ88e9u7dy4oVKwgMDGTu3Lk4Ozs/83rMzc1JTEx85nGPH5N8zf8kxqPnwMOxzJAhQ4ptZmZmwMOS1sclX/eT+litWjVGjhyZYl9aE4ZPakMvOxAREREREZG3idYgk+dWtmxZrl+/zunTp41tUVFR3LhxA4CSJUty9uxZihQpYvxcuHCBKVOmGAvJFyhQgKpVq/LDDz+wcePGVJNpyUqVKsXNmzeJj483iTlnzhy2bdsGwMyZMzl48CAeHh589tlnbN68mUKFCrF582YAI9n0JKVLl+bo0aMm2x79XLZsWQCjjBHg+vXrxMTEpDlGskdfLpAcMzl+xowZAYyxBEzWakuLkiVLEhkZSf78+Y2xsrS0ZMKECcZMOBERERERERFRgkxegJOTE/b29gwePJgjR45w7NgxhgwZYsyC6tKlC1u2bCEwMJCoqCj27t2Lv78/169fN1kDrFmzZnz33XdcuXLlqetv1ahRgzJlytCvXz/27t1LdHQ0kydPZuXKlUYZYHR0NCNHjmTv3r2cP3+eH374gT/++MMoM8yWLRvXrl0jKiqK+/fvEx8fz8WLF403a/r6+nL8+HGmTp1KVFQUW7duZcaMGcDD5FrhwoWpX78+Y8aM4eeffyYiIoLBgwcb56clRrINGzYQEhLC77//zty5c/nxxx/p3Lkz8LDcMkOGDAQEBHDu3Dl27tzJ/Pnz/9H9adu2LTdu3GDAgAH89ttvhIeHM3DgQMLCwihZsiQAd+/e5eLFiyQkJPyj2CIiIiIiIiJvEyXI5LllyJCB2bNnU7x4cXx9fenWrRteXl7GAvr169dn+vTpbNu2jUaNGuHn54ezszOzZs0yiVOvXj0Aateu/dTSP3Nzc+bPn4+dnR39+/encePG7Nu3j8DAQKN8cvTo0Tg7OzNo0CDq1avHzJkz8fPzo0mTJgDUrVuXfPny0bhxY06ePMnhw4dxdXXl8OHDwMNZarNmzWLnzp00atSIGTNm0K5dO+C/s7omT55MrVq16N+/P+3ataNEiRKUL1/e6GdaYgB4e3uzZcsWGjVqxJo1awgICMDNzQ2AQoUKMWbMGHbt2oWnpydff/01Q4cO/Uf3p1ChQoSEhHDnzh3atm1L+/btMTMzY+HChVhbWwOwceNGXF1d+fPPP/9RbBEREREREZG3iVmSFhMSMYSFhWFhYWGUOsLDN2sOHTqUw4cPp1g37HljuLu707RpU3r37v2vXMfr7vK3R3lw8dYLxbDIlx3rtvZcuXKLBw+eveabyOvIwiIDefJk1/dYBD0PIo/TMyFiSs+EPC8rq+yYmz97fphmkIk8Ijw8nA4dOrBt2zb++OMP9u7dS2BgIA0aNEhTciy9YoiIiIiIiIjIy6N/rYs8omXLlvz9999MmDCBCxcuYG1tTYMGDejTp89LjfG2s7DK+lrEEBEREREREQGVWIrIS5aUlPTMt4mmOVZiInFXbpOYqD/G5M2kUgGR/9LzIGJKz4SIKT0T8rzSWmKpGWQi8lKZmZlx/fodEhJe/C+1xMQkJcdERERERETkhSlBJiIvXUJCov7XR0RERERERF4bSpCJyEuXlumtaaEZZCIiIiIiIpIelCATkZcqKSmJXLnSZ4F9rUEmIiIiIiIi6UEJMhF5qczMzLi2+SQPrtx6oTgWebJjWa8sGTKYKUEmIiIiIiIiLyR96pzkf9a+ffuwtbUlNjY2TceHhoZia2v70toDOH36NF27dsXJyQlnZ2f69OnDH3/8YXJMWFgY7dq1w87ODjc3N2bOnEliYuprZK1bt+4f9yE1tra2hIaGAnD//n2Cg4ONfYGBgbi7u79Q/OcZ6yFDhuDj4/NC7abFgyu3eHDx5ov9vGCCTURERERERCSZEmTyQhwdHdm9ezf58+d/1V1J1ZUrV/j444/Jnj07ISEhzJkzhytXrtC5c2fu3bsHQFRUFB06dKBw4cKsWbOGIUOGsGDBAubNm5ci3vnz5xk9enS69G337t14eXkBsH79eiZOnJgucV/EsGHDCAwMfNXdEBEREREREXmpVGIpLyRTpkzky5fvVXfjibZu3cqdO3eYNGkSmTNnBuDzzz/Hzc2NQ4cO4ezszOzZsylRogQTJkzAzMyMYsWKcfr0aQ4dOmQSKzExkUGDBlGuXDl++eWXF+7bo+OWlPR6lAjmzJnzVXdBRERERERE5KXTDLK3iK2tLUuXLqVNmzbY2dnRqFEjtm3bZuwPDAykdevWDBgwgIoVKxozoVauXIm3tzd2dnY4ODjg4+PDiRMnjHNcXV1Nyg3v3btHpUqVWL58eYqSR3d3d7755ht69+6No6MjTk5OTJgwgQcPHqTa5y1btlC+fHmWLFkCwPXr1xk5ciRubm6UK1cOFxcXRo4cyd27d1M9PykpiTlz5uDh4YG9vT1NmjRh7dq1xn5nZ2e+/PJLIzn2qGvXrgHw008/0bBhQ8zMzIx9ffr04euvvzY5PigoiPv379OtW7cn3AFT69atw9PTkwoVKtCiRQsWLlxoUvKYXGIZGhqKv7+/sW3fvn3GMXPmzMHNzQ07Ozt8fHz4/fffU5z/KHd39xQzwJYvX07NmjVxcHCgT58+xMXFPbHPj5dYRkZG0r17d5ycnKhUqVKq5akiIiIiIiIibzolyN4yU6ZMoWHDhqxevRo3Nzd69eplMhPq8OHDWFtbs2bNGj766CN+/PFHRo4cSceOHdm0aRMLFy7k7t27DBs2DICmTZty6dIlkxlT27Zt48GDB3h6eqbah8DAQKpUqcKqVavo3bs3ixYtYv369SmO27ZtGwMHDmTEiBG0a9cOgE8//ZSwsDBmzpzJ5s2b8ff3JzQ0lGXLlqXa1vTp0/n222/57LPPWLduHR06dGDUqFFGwq1gwYJUq1bN5JzZs2eTOXNmqlSpws2bN7l06RI5c+Zk6NChuLq64uXlxTfffENCQoJxTlhYGPPnz+fzzz/H3Nz8mfdhx44dfPrpp7Ro0YK1a9fSvHlzpk2bluqxXl5eDB06FHhYduno6Ag8LOc8ePAgs2fPJiQkhIsXLxr35Z9YtGgRAQEBhISEcOHCBXx9fdM0Y+38+fO0atWKTJkysXDhQhYsWMDly5dp3749N2/e/Mf9EBEREREREXldKUH2lmnevDnt2rWjePHi+Pn5YWdnR0hIiMkxffr0oVChQhQtWpTcuXMzbtw4vL29KVCgAPb29rRs2ZJTp04BDxNMVapUYd26dcb5a9eupU6dOuTIkSPVPtSoUYMOHTpQtGhR2rdvT+nSpVOUK+7atYv+/fszatQoPvzwQ2O7i4sLEydOxN7enoIFC9KwYUPKlStn9OdRt2/fJjg4mE8//ZQPPviAwoUL07x5czp27Jjq+mHwMFn07bffMmDAAKytrY1Ez+TJk3n//feZM2cOnTt3Zvbs2cyaNctox8/PDz8/P4oWLfqMO/DQvHnzqF+/Pp06daJYsWK0adOGtm3bpnpslixZjNLGfPnykSlTJgAsLCz4/PPPKV26NHZ2drRu3Zrjx4+nqf1Hff7551SsWJHy5cszefJkfvvtN/bu3fvM87799luyZcvG1KlTjT7MnDmTy5cvm8zSExEREREREXnTaQ2yt0zVqlVNPtvb2/Pzzz8bn62trU3WmapSpQpWVlZ89dVXREdHExUVxW+//WZSUtmsWTPGjRvHqFGjuHXrFrt372b27NlP7IONjY3J55w5c3L//n2TbX369CE+Pp5ChQqZbG/bti3bt29nzZo1xMTEEBERwblz51JNTJ05c4Z79+7x6aefGiWKAA8ePCA+Pp67d++SJUsW4GEp5owZM/j666/p1q0bHTt2BCBjxowAVK9enV69egFQpkwZ4uLi+PLLL+nTpw/jxo2jaNGitG7d+onX/LgTJ05Qt25dk22VK1dmwYIFaY6RN29ek3uVK1euJ5aaPkn27NkpXbq08blo0aJYWloSERFB9erVn3puREQE5cuXNxJ28PD7U6xYsVQTliIiIiIiIiJvKiXI3jIWFqa3NDExkQwZ/jtRMDlhlGzDhg0MHjyYhg0bYmdnR4sWLYiIiGDMmDHGMfXq1WPMmDFs376dy5cvY21tjbOz8xP78GhCJdnjJX3jxo3jxx9/ZOjQoaxbt46sWbOSlJRE9+7dOXXqFI0aNaJevXoMGDCA4cOHp9pOcsyAgACKFy/+xH7cv38ff39/1q9fz+DBg+nUqZNxTO7cucmcOTOlSpUyObdkyZLcvn2buLg4Vq5cSaZMmYzSx+TSy4YNG9K4cWOTsUpmYWFhkmR8Hmkp5Xx8XB9PRKYWIzExMdV7lFrsR9dlS5aQkGAkFkVERERERETeBkqQvWWOHTuGu7u78fnIkSOUK1fuiccHBQXRokULY8F+wFjYPzlBki1bNurXr8/mzZu5cOECTZo0MUm6PY9GjRrh7OyMl5cX06ZN47PPPuPkyZPs2rWL77//Hnt7e+BhwicmJibFTDOA4sWLY2FhwR9//MEHH3xgbF+0aBFnzpwxEleDBw/mxx9/ZNq0aTRo0MAkhrm5ORUrVuTo0aMm20+dOkWuXLnInTs3W7ZsMdl39OhRBg0axDfffJNitlyy0qVLp4j5+OdHpZaIepaMGTNy48YN4/PNmzdTLMB//fp1YmJiKFy4MPDwum7cuJEiIZiaUqVKsW7dOuLj442E2qVLl4iOjn5iuaiIiIiIiIjIm0hrkL1lFi5cyLp164iKimLy5MmEh4fz0UcfPfH4/Pnzc+jQIU6cOEFMTAzBwcHGmmXx8fHGcc2bN2fnzp0cOXIEb2/vdOlr3rx5GTRoECEhIfz666/kzZsXCwsLNm3axLlz5zh27Bj9+vXj4sWLJn1JljNnTlq3bk1AQACrV6/m3LlzrFq1is8//5y8efMCEBoaysaNG+nfvz9Vq1bl4sWLxk9yueInn3zCTz/9RGBgIDExMWzatIlvvvmGjz76CHNzc4oUKWLy8+677wLw/vvvY21tDcDdu3e5ePGiMbusS5cubN68mQULFhAdHc2qVatYvHjxE8ciW7ZsABw/fjzNZZSOjo4sW7aMEydOEBERweDBg1PMIMyQIQP9+vXjyJEjHDlyhMGDB1O1alUqV64MwK1bt7h48WKq8du0acPNmzfx8/MjPDycsLAw+vbtS548eVIkGkVERERERETeZEqQvWVatWrFggULaNy4MQcOHGDevHkma1A9bvjw4eTNm5f27dvTsmVLduzYwZQpUwDTGU+VK1fmnXfewc7OLtVyxufVsmVLnJycGDp0KLly5WLSpEls374dLy8v+vbty7vvvkvHjh05duxYqm9e9Pf3p2PHjsycORNPT0++/PJLevXqRe/evQGMt2dOmTIFV1dXk5+NGzcC4OTkxOzZs9mxYwdeXl5MmTKFrl270qNHjzRfx8aNG3F1deXPP/8EoGbNmowePZolS5bQoEEDli1bRuvWrZ9YmlitWjXs7e1p3bo1O3bsSFObo0aNIl++fLRu3ZouXbpQtWpVoww0mZWVFU2aNKFHjx58/PHH2NjYMGPGDGP//PnzcXV1TTV+oUKFWLx4MdevX6dVq1Z06tSJfPnysXTpUnLlypWmPoqIiIiIiIi8CcySUss6yBvJ1taWiRMn0qxZs1fdlf95+/fvJ2/evCbJxKCgIFasWMHWrVtfYc9eD5e/+5UHF2++UAyLfDmwbl2FK1du8eDBi633JvKqWFhkIE+e7Poei6DnQeRxeiZETOmZkOdlZZUdc/Nnzw/TDDKRf8GePXvo1KkTv/zyC3/88Qfbtm1j4cKFNGnS5FV3TUREREREREQeo0X6Rf4FPXv25NatWwwePJi4uDjy589Px44d6dy586vu2mvBIk/21yKGiIiIiIiICKjEUkResuS3o6ZLrMRE4q7cJjFRf4zJm0mlAiL/pedBxJSeCRFTeibkeaW1xFIzyETkpTIzM+P69TskJLz4X2qJiUlKjomIiIiIiMgLU4JMRF66hIRE/a+PiIiIiIiIvDaUIBORly4t01vTQjPIREREREREJD0oQSYiL1VSUhK5cmVNn1hag0xERERERETSgRJkIvJSmZmZcW1LGAlXbr5QHPM8ObCsa0eGDGZKkImIiIiIiMgLSZ86p9eUra0toaGhz31+bGwstra27Nu3D4AhQ4bg4+OTXt37n7Jjxw7OnDnzr7bxovf7ZXl0LPbt24etrS2xsbEA+Pj4MGTIEOPYb775hmrVqmFvb8/WrVtfSX//DQlXbvLg4o0X+nnRBJuIiIiIiIhIsrd6Btnu3bvJmTNnusUbNmwYCQkJ6Rbvf8X58+fp3r07ixYtokSJEq+6O6/Us8YiMDAQc3NzAK5fv84XX3xB165dadWqFVZWVi+7uyIiIiIiIiL/E97qBFm+fPnSNV56Jtv+lyQlqfwt2bPGInfu3MbvN27cICkpierVq1OgQIF/uWciIiIiIiIi/7v+Z0oshwwZwqBBg5g8eTLOzs7Y29vTo0cPLl68aBwfERFBhw4dcHBwoF69evzyyy8m8R4vsdy+fTutW7fG0dGRChUq0KJFC37++Wdjv4+PD5MnT2bo0KFUrlyZihUr8umnn3Lr1i3jmMjISLp06YKjoyOurq4MHDjQ6NO5c+eoWLEi48aNM45fvnw55cqV4+jRo0YJ6Lp162jcuDF2dnZ8+OGHHDp0yKTfK1euxNPTEzs7Ozw9PVm4cCGJiYnAf8tIN23aRMuWLalQoQIeHh6sWLHCOP/y5cv06dMHJycn7OzsaN26Nfv37zf2x8fH8/nnn1OjRg0cHR358MMP2b17txHfw8MDgA4dOhAYGGiUFc6ZMwcnJyeaNm1KQkICBw8e5OOPP6ZSpUqUL1+ehg0bsn79epNrWb9+PU2aNMHOzg4PDw8WLFiQ6r2/fPkyXl5edOjQgTt37gBw6NAh2rVrh52dHbVq1WL06NHcvPnfMj13d3cmTJiAl5cXTk5OKe5/aGgo7u7urFq1ijp16lC+fHmaN2/O4cOHn3ssHpdcYrlv3z7c3d0B+Oijj3B3d2f8+PHUrl3b5PgbN25gZ2fHtm3bUsRKy/dzwoQJDB48GAcHB2rWrMk333xjJPGS79O2bduoW7cuDg4OdOzYkcjIyFTHXERERERERORN9VYnyB63adMmrl69SkhICLNmzeLgwYNMnz4deJho6NixIzly5GD58uWMGDGCr7766omxjh8/Ts+ePalbty5r165l+fLlWFtb4+fnR3x8vHHc4sWLyZs3L8uXL2fcuHFs3LiR4OBgAC5cuEDbtm0pVKgQK1asICgoiJs3b9K6dWtu375NoUKFGDp0KEuWLOHgwYNER0czYcIE+vTpg729vdHG+PHj6dq1K6tWraJ48eJ8/PHHnDt3DoBly5YxefJkevbsyYYNG+jXrx9z5sxh6tSpJtczadIkunfvzurVq3F2dmb48OFGjFGjRnH37l1CQkJYt24dxYoVo0ePHty+fRsAf39/fvrpJz7//HNWrVqFp6cn3bt3Z+fOneTPn5/ly5cDD8sHfX19jTZ37tzJsmXLmDBhApcuXcLX15fSpUsTGhrKmjVrqFChAv7+/ly6dAmAH374gUGDBtGgQQPWrl3LwIEDCQgIMOIni4uL46OPPuK9997jm2++IWvWrISHh9OxY0dcXFxYu3YtU6dO5cSJE/j6+prM6lq6dCmfffYZc+fOpWLFiinu+99//813333H559/zrJly8iQIQOffvqpEeN5x+Jxjo6OJseuWLGCFi1acO7cOQ4cOGAct3HjRnLkyIGbm5vJ+Wn9fn777bdkzZqVlStX0r9/f7788kvmzJljEmv8+PEMGzaMZcuWYWFhQYcOHbhx48YT+y4iIiIiIiLypnmrSywflyNHDsaMGUPGjBmxsbGhSZMm7Nq1C4ANGzZw584dJk+eTM6cOSlZsiRDhw6lZ8+eqcYyNzfns88+o127dsa2Dh064Ovry+XLl8mfPz8ANjY2DBgwAIBixYqxYcMGY4bX0qVLeeeddxgxYoQRIyAggGrVqvHDDz/QrFkzWrRowY4dOxg+fDg5c+bEzs6OLl26mPSlW7duNGzYEICxY8fyyy+/8P333zNw4EC++uork/2FChXi5s2bjB49mr59+xoxPv74Y2N206effsry5cs5evQohQoVIiYmhlKlSlG4cGEyZ87MsGHDaNSoEebm5kRHR7N+/XpWrFhBhQoVjFjh4eHMmzePWrVqGWtnWVpakj17dqNNX19fihYtCjycLderVy86depEhgwZjOsKDQ3l999/J2/evAQHB+Pp6UnXrl0BKFq0KLdu3SJr1qxGzGvXrtGxY0fy58/PrFmzyJw5MwDz5s3D2dmZHj16GOdOmzaN2rVrs3//fpycnABwc3OjevXqqd5zgPv37zNq1CjKlClj9LFnz55cvHiRO3fuPPdYPC5Tpkwmx1pZWWFlZUW5cuVYu3YtlStXBmDVqlU0adIECwvTRzmt38/ixYszatQozMzMsLGxITIykkWLFpl8x4YMGWIk4KZOnUqtWrXYsGEDrVu3fmL/RURERERERN4k/1MJsiJFipAxY0bjc86cObl//z7wsLyyaNGiJuuMOTo6PjFWmTJlsLS0ZM6cOURFRfH777/z22+/AZgs5G9jY2NyXs6cObl+/ToAJ0+eJDIyMkU79+7dMyljGzt2LJ6envzxxx9s3rzZSCAlq1q1qvF7xowZKVeuHBEREcTFxfHXX38xY8YMZs2aZRyTmJjIvXv3iI2NNRJIj/YzeQySx6ZXr14MGjSIH3/8kcqVK+Pq6oqXlxeZM2fm5MmTwMPky6Pu379Prly5njh+gJEcg4eJu+bNmxMSEsKZM2dSHc9Tp07h6elpEqNly5Ymn7/44gvu379PuXLljGuDh2MdHR2d6j2NjIw0EmRFihR5ap/hyWP1ImORVs2bNycgIIDPPvuMP//8k8OHDzNmzJgUx6X1+1m1alXMzMyMzw4ODsyZM4crV66YHJMsd+7cFC1alIiIiHS5HhEREREREZHXwf9UgixTpkxP3f/4AuqPz8p51K+//oqvry9ubm5UrlyZBg0acOfOnRQzzp7WZmJiItWqVWPkyJEp9j2aqIuJiTFK2g4ePIiXl9dT+5mYmEiGDBmMdcb8/f1TnRWVP39+/v777yf2M3k86tSpw08//cRPP/3Ezz//zNy5c5kxYwbff/+9ccySJUtSzIh6PJH3uEcTWJGRkbRp04ayZcvi4uKCh4cHefLkMUmAWVhYmCRzUlO9enVatGhBr1698PT0pGbNmsaYNGrUiO7du6c459G3Q2bJkuWp8eHJY/UiY5FWjRo1YvLkyezYsYOIiAgqVKhAqVKlUhyX1u/n49+d5GtIfpNmasckf79ERERERERE3hb6V+7/K1OmDFFRUcTFxRnbjh079sTj582bh5OTE7NmzTLWtvrzzz+BtL+1sWTJkkRGRpI/f36KFClCkSJFsLS0ZMKECcYMndu3bzN48GC8vLzo3r07o0aN4sKFCyZxHu1nfHw8J06coFy5clhbW2NtbU1MTIwRv0iRIpw4cYKAgIA09TE+Pp6JEydy7tw5vLy8GDduHD/++CMZMmRg586dlCxZEni4NtejbYSGhrJy5UqAZya14GG5qbW1NcHBwXTp0gU3Nzdj7bHk8bSxsUlxTyZMmGCUTQLUq1ePOnXq0KBBA4YPH24swl+yZElOnz5t0seEhAQmTpxo3LcXlV5j8TS5cuWiTp06bNmyhS1bttCsWbNUj0vr9/Px8Tx06BAFCxbE0tIy1WPi4uKIjo6mXLlyL3QdIiIiIiIiIq8TJcj+X4MGDbC2tmbgwIGEh4ezf/9+JkyY8MTj8+fPz6lTpzhw4ACxsbGsXLmSGTNmAJgsgv40bdu25caNGwwYMIDffvuN8PBwBg4cSFhYmJFsmTRpErdu3eKzzz6je/fuvPPOO/j7+5skOQICAti5cyeRkZEMHTqUO3fu8OGHH2JmZkbnzp1ZvHgxixcvJiYmhq1btzJ69GgyZcr0zBl18HC21NGjRxk+fDhHjhwhNjaW0NBQbt26haOjIyVLluSDDz5g5MiRbNu2jXPnzjFv3jxmz55NoUKFAMiWLRvwsIz1SYu7v/fee/z111/s2rWL8+fPs2XLFkaNGmUynl27dmXjxo0sWrSImJgYNmzYwHfffUedOnVSxPvss8+4e/cuEydOBB6ud/bbb78xYsQIzpw5w9GjR/Hz8yMqKsqk1PNR8fHxXLx4Mc33M73G4lmaN2/O1q1biY6ONtaWS0hI4OLFi9y9exdI+/fzwIEDzJw5k6ioKFasWMGSJUvo3LmzSXujR4/m119/JTw8HD8/P/Lly0f9+vWfq+8iIiIiIiIiryMlyP5ftmzZWLRoERkzZqRNmzYMHjw4xWL4j+rTpw8ODg50794db29vli9fzoQJE8iSJQthYWFparNQoUKEhIRw584d2rZtS/v27TEzM2PhwoVYW1sbb3kcPXo0uXPnJlOmTIwfP569e/eyePFiI07r1q2ZOHEizZo14++//2bx4sW88847wMPEkL+/P0uWLMHLy4uxY8fSrFkzxo4dm+axmTFjBoUKFeKTTz6hfv36LFu2jGnTphkLxU+fPp169eoxcuRIvLy8WLlyJWPHjqV58+YA5MmTh+bNmzNlyhQjSfO4Dh064OnpyeDBg2nYsCFff/01AwYMoECBAsZ4uru7M3bsWJYuXYqXlxczZ85k6NChNG3aNEU8Kysr/P39WbFiBT/99BMODg7MnTuXiIgImjVrRteuXSlUqBALFix4YqLw8OHDuLq6cvjw4TSPVXqMxbM4OzuTJ08eateubaxt9ueff+Lq6srGjRuBtH8/PTw8OH36NE2aNCEoKIghQ4bQpk0bk/ZatmyJn58fbdq0IXPmzCxatMjkxQgiIiIiIiIibzqzpLTWA8prJzY2Fg8PDxYtWmQsMi9vv9u3b+Pq6sqsWbOe+sbNZ/Hx8aFAgQJMmjQp1f379u2jQ4cObNu2jYIFCz53O6mJW/YzDy4+3wy6ZBb5cmLVqjpXrtziwYPEdOqZyMtlYZGBPHmy63ssgp4HkcfpmRAxpWdCnpeVVXbMzZ89P+x/apF+kTfZtWvX+OWXX9i0aRPvv/8+zs7Or7pLIiIiIiIiIm8FJchE3hAPHjxg2LBhWFlZERAQ8MIL/r9K5nlyvBYxREREREREREAlliLykiUlJaVbci8pMZG4K7dJTNQfY/JmUqmAyH/peRAxpWdCxJSeCXleKrEUkdeSmZkZ16/fISHhxf9SS0xMUnJMREREREREXpjeYikiIiIiIiIiIv/TNINMRF6qpKQkcuXKmj6xVGIpIiIiIiIi6UAJMhF5qczMzLj24yES4m6+UBxzqxxY1qlIhgxmSpCJiIiIiIjIC1GCTEReuoS4mzy4dO1Vd0NEREREREQE0BpkIv9IUlISq1at4vLlywCEhoZia2v7j+P4+PgwZMgQ4/OOHTs4c+ZMuvVTRERERERERNJOCTKRf+DXX39lyJAh3Llz54XiBAYGMmzYMADOnz9P9+7djaSbiIiIiIiIiLxcKrEU+QeSktJnravcuXOne0wREREREREReT6aQSZP1LRpU8aNG2d83rp1K7a2tmzYsMHYNmXKFLy9vdN0XNu2bdMcs23btqn2aeXKlXh6emJnZ4enpycLFy4kMTEReFi22K9fP5PjDx48iK2tLdHR0cDDUsZmzZphZ2dHnTp1CAgIID4+3jje1taW77//no8//hg7Oztq1KjB7NmzAdi3bx8dOnQAwMPDg9DQUOO85cuXU7NmTRwcHOjTpw9xcXHGPnd3dyZMmICXlxdOTk788ssvRollbGwsHh4eAHTo0IHAwEAAIiMj6dKlC46Ojri6ujJw4EAuXryY6pgk27NnD61bt8be3p6aNWsybdo0EhISALh79y4BAQF4eHhQoUIFvL292bp1q3FuaGgoderUYePGjbi7u2NnZ0enTp24cOEC48ePp0qVKlSvXt0YCxEREREREZG3iRJk8kTu7u7s2bPH+Lx3717MzMz45ZdfjG27du0iOjo6Tcd5eHikOWZy0uhRy5YtY/LkyfTs2ZMNGzbQr18/5syZw9SpU4GHCb0dO3Zw8+Z/3464du1aKlasSJEiRfjPf/5D3759admyJevXr2fkyJFs2rSJQYMGmbSTnPRbs2YNzZs354svvuDAgQM4OjoaCazly5fj5eVlnLNo0SICAgIICQnhwoUL+Pr6mswMW7p0KZ999hlz586lYsWKxvb8+fOzfPly4GHZpa+vLxcuXKBt27YUKlSIFStWEBQUxM2bN2ndujW3b99O9V4dPXqUzp074+DgQGhoKBMmTGD58uXMnDkTgAEDBrB69WqGDRvG2rVrqV27Nr169WLbtm1GjD///JOlS5fy1VdfsWDBAo4dO0bjxo2xsLDg+++/p3Xr1nzxxRdERESk2gcRERERERGRN5USZPJEH3zwAWfPnuXPP/8E4Oeff6ZOnTrs27cPgNjYWM6cOUNwcHCajqtdu3aaY9auXTtFf7766iu6detGw4YNKVSoEPXq1aN///6EhIRw79496tevT4YMGfjxxx8BiI+P54cffqBZs2YABAUF0aJFC9q0aUPhwoVxdXVl9OjR/PDDD8TGxhrtNG3alCZNmlCsWDH69euHpaUlBw8eJFOmTFhaWgJgZWVFlixZjHM+//xzKlasSPny5Zk8eTK//fYbe/fuNfa7ublRvXp1KlSoQKZMmYzt5ubmWFlZAWBpaUn27NlZunQp77zzDiNGjMDGxoby5csTEBDApUuX+OGHH1K9V4sWLcLOzo4hQ4ZgY2ODq6srY8eO5Z133iEyMpJt27YxcuRI3N3dKVasGL169aJOnToEBQUZMe7fv8/w4cMpXbo0lSpVwtnZmSxZsjB48GCKFStGt27dADh9+vTTvjYiIiIiIiIibxytQSZPVL58ed5991327NlDjRo1iImJYerUqTRr1ow///yTXbt2UaJECezt7dN0XJEiRQD+0bHJ4uLi+Ouvv5gxYwazZs0yticmJnLv3j1iY2OxsbGhfv36rFu3jqZNm/Kf//yHu3fv4unpCcDJkycJCwtj1apVxvnJs7wiIyMpWLAgADY2NiZt58iRg/v37z9xnLJnz07p0qWNz0WLFsXS0pKIiAiqV68OkOJ6nubkyZNERkbi6Ohosv3evXtERkames6pU6eMtpLVqVMHgI0bNwJQqVIlk/2VK1dm2rRpJtuKFStm/J41a1YKFiyImZkZAJkzZzb6ISIiIiIiIvI2UYJMnqpWrVrs2bMHc3NzypcvT7ly5ShQoAD79u1j586dxkyvtB73T49NlrzOmL+/f4pEEDwsVQRo1qwZH330ERcvXjRKCXPkyGHE6Ny5M02bNk1xfr58+YzfH53hlexpC+mbm5un2t9H4zw62+xZEhMTqVatGiNHjkyxL2fOnKmeY2FhYSSy/kk7FhamfwRkzJjR5HOGDJpkKiIiIiIiIm8//etXnsrDw4O9e/eyZ88eqlWrBkC1atXYuXMn+/btM9YKS+tx//TYZNbW1lhbWxMTE0ORIkWMnxMnThAQEGAcV6VKFQoUKMDq1avZuXOnSTKsZMmSnD171uT8CxcuMGXKFG7dupWm8UgtCXX9+nViYmKMz6dOneLGjRuUKlXquWKWLFmSyMhI8ufPb/TT0tKSCRMmPHH9LxsbG44dO2ayLTg4mKZNmxr9OHjwoMn+AwcOUKJEiTT1UURERERERORtpgSZPFW1atW4d+8emzdvNpJZzs7ObN68GUtLSypUqPCPjvsnx966dct4c6OZmRmdO3dm8eLFLF68mJiYGLZu3cro0aPJlCmTyWwtb29vvv76a3Lnzm0y26xLly5s2bKFwMBAoqKi2Lt3L/7+/ly/ft1kBtnTZMuWDYDw8HAjqZYhQwb69evHkSNHOHLkCIMHD6Zq1apUrlz5H8WMiIjgxo0btG3blhs3bjBgwAB+++03wsPDGThwIGFhYZQsWRJ4+FbKixcvGm+p7Ny5M0eOHCEgIICoqCh27drF7Nmz8fDwoESJEri5uTF69Gh27NhBVFQUs2bNYtu2bfj6+qapjyIiIiIiIiJvMyXI5KkyZ85sJJmS377o7OxMUlIS7u7uJutTpeW4f3Ls/PnzcXV1Nc7z9fXF39+fJUuW4OXlxdixY2nWrBljx4416XPTpk25c+cOTZo0MSkRrF+/PtOnT2fbtm00atQIPz8/nJ2dTdY0e5ZSpUrh5uZGv379WLZsGfBwwf4mTZrQo0cPPv74Y2xsbJgxY0aaY+bJk4fmzZszZcoUZsyYQaFChQgJCeHOnTu0bduW9u3bY2ZmxsKFC7G2tgYerivm6upqvOygTJkyfPXVV/znP/+hUaNGjBo1Ch8fH3r06AHA9OnT8fDw4LPPPqNx48Zs376dwMBA6tevn+Z+ioiIiIiIiLytzJKetriSiMi/IG7Zf3hw6doLxbDIa4lVq5pcuXKLBw8S06lnIi+XhUUG8uTJru+xCHoeRB6nZ0LElJ4JeV5WVtkxN3/2/DAt0i8iL525VY7XIoaIiIiIiIgIKEEmIi9ZUlISlnUqpk+sxEQSEzUJVkRERERERF6MEmQi8lKZmZlx/fodEhJefFp0YmKSEmQiIiIiIiLywpQgE5GXLiEhUesGiIiIiIiIyGtDCTIReenSskBiWmgGmYiIiIiIiKQHJchE5KVKSkoiV66s6RMrMZG4K7eVJBMREREREZEXogSZiLxUZmZmXPtxHwlXbrxQHPM8ObGs40SGDGZKkImIiIiIiMgLUYJMRF66hCs3eHDp6qvuhoiIiIiIiAgA6bMQkDzVvn37sLW1JTY29lV35am++eYbqlWrhr29PVu3buWPP/5gw4YNLxQzNDQUW1vbdOph+nF3dycwMPBVd+OpTpw4QcOGDSlfvjx9+/bl/v37BAcHv+puiYiIiIiIiLx1NIPsJXB0dGT37t1YWVm96q480fXr1/niiy/o2rUrrVq1wsrKiq5du1KgQAEaNGjwqruX7lasWEHmzJlfdTee6quvvsLMzIz169eTI0cO1q9fz8SJE+nYseOr7pqIiIiIiIjIW0UJspcgU6ZM5MuX71V346lu3LhBUlIS1atXp0CBAq+6O/+61zlZmez69euULVuWokWLAg8XtxcRERERERGR9KcSy+dga2vL+vXr6dChA3Z2dtSpU4ft27ezfft26tWrh4ODA507dyYuLg5IWWL54MEDAgMDcXd3x97enmbNmvGf//zH5Ng5c+bg5ORE06ZNSUhI4M8//8TPzw8XFxccHBzo1KkTp06dMvp0+fJl+vTpg5OTE3Z2drRu3Zr9+/cb++/evUtAQAAeHh5UqFABb29vtm7darTp7u4OwEcffYS7uzs+Pj7s37+fVatWGfvi4+P5/PPPqVGjBo6Ojnz44Yfs3r3bZGx+/PFHGjVqhJ2dHe3bt+ePP/4w2X/nzh1GjhyJk5MTFStWZNiwYQwcOJAhQ4YYxxw6dIh27dphZ2dHrVq1GD16NDdv3nzi/RgyZAj+/v5Mnz4dJycnKlWqxNixY/nrr7/o3r079vb21K1bl127dhnnPF5iuWfPHlq3bo29vT01a9Zk2rRpJCQkGMdOmDABLy8vnJyc+OWXX0hISCA4OJh69epRoUIF6tWrx/fff2/Sr3nz5lG7dm3Kly+Pu7s7X375pUmSa+fOnXz44Yc4Ojri6urKpEmTuHfvntHm/v37Wb16Nba2toSGhuLv7298//bt25fqWJw7d46ePXtSqVIlnJyc6N+/P5cuXTL2r169msaNG2NnZ4e7uztBQUEkJiYCEBsbi62tLbt27aJZs2ZUqFCBRo0aceTIEZYvX84HH3xAxYoVGThwoNFPERERERERkbeBEmTPady4cbRr147169dTokQJBg4cyNdff83nn39OUFAQYWFhzJkzJ9VzJ0yYwJIlS/Dz82PdunW4ubnRo0cPzpw5Yxyzc+dOli1bxoQJE7hz5w5t2rThwoULfP3113z33Xdky5bNJAE1atQo7t69S0hICOvWraNYsWL06NGD27dvAzBgwABWr17NsGHDWLt2LbVr16ZXr15s27YNR0dHli9fDkBgYCArVqwgMDAQR0dHPD09WbFiBQD+/v789NNPfP7556xatQpPT0+6d+/Ozp07gYeJrd69e1O3bl3WrFlDkyZN+Oabb0yu/dNPP2XPnj1Mnz6d7777jps3b5qscxYeHk7Hjh1xcXFh7dq1TJ06lRMnTuDr6/vUGVTr1q3jxo0bfP/99/j7+xMSEkKLFi2oX78+oaGhFC9enCFDhqQa4+jRo3Tu3BkHBwdCQ0OZMGECy5cvZ+bMmcYxS5cu5bPPPmPu3LlUrFiRSZMm8dVXX9GrVy/WrVtHhw4dGDNmDIsXLwZg+/btBAUFMXr0aLZs2YKfnx9ff/01a9euBWDr1q188sknuLm5sXLlSsaOHcumTZvw8/MDHpaAJo//7t27qVOnDkOHDgVg9+7dODo6priOGzdu0LZtW27fvk1wcDDBwcGcP3+e3r17AxAcHMzw4cNp1aoVa9eupX///sybN48pU6aYxBkzZgx+fn6sXr2aLFmy0LVrVzZt2kRQUBCTJk1i8+bNxvdFRERERERE5G2gEsvn1LRpU+rVqwdA69at2b59O/3798fOzg4AFxcXIiIiUpx38+ZNvv/+ez777DO8vLwA6Nu3L4mJidy6dcs4ztfX1yit+/bbb7ly5QqhoaFGaeDUqVOpXbs2S5YsYdCgQcTExFCqVCkKFy5M5syZGTZsGI0aNcLc3JzIyEi2bdtGUFAQH3zwAQC9evXi1KlTBAUF4eHhYcS1tLQ0fs+YMSNZsmTBysqK6Oho1q9fz4oVK6hQoQIAH3/8MeHh4cybN49atWoREhJCxYoVjYRMsWLFiIiIYNGiRcDD2U2bN29m7ty5VK9eHYApU6Zw6NAh47rnzZuHs7MzPXr0AKBo0aJMmzaN2rVrs3//fpycnFK9H7ly5WLYsGGYm5tTpEgRpk2bRrVq1fD29gagbdu27Nixg0uXLqUod120aBF2dnbGLDYbGxvGjh3L33//bRzj5uZm9PnmzZssXbqUIUOG0KhRI6Of586dIygoiPbt2xMTE0PmzJkpWLAg77//Pu+//z7vvPMO77//PgCzZ8+mTp069OzZE4DixYuTlJTEJ598QmRkJDY2Nsb4J/c3Z86cAE8s1924cSM3btxg+vTp5M6dG4Dx48ezZs0a7t69y5w5c2jfvj3t2rUz+nz16lUmT55s9CP5viZfq7e3N2PGjGHkyJEUKVIEW1tbypYtm+p3W0RERERERORNpQTZcypWrJjxe5YsWQAoVKiQsS1z5szEx8enOC8qKor79+/j4OBgsr1///4ARulccnIMICIigqJFi5qsm5U5c2bs7OyMMstevXoxaNAgfvzxRypXroyrqyteXl5kzpzZOKZSpUombVauXJlp06al6XpPnjwJQIcOHUy2379/n1y5chn9dHFxMdnv6OhoJMiSYzw6+ylz5sxGwi35mOjo6FRnSEVGRj4xQVa4cGHMzc2Nz1mzZk1xP4BUSwNPnTplJISS1alTx+RzkSJFjN/Pnj3L/fv3Ux3PBQsWcPnyZRo3bszKlSupW7cutra2uLi4UKdOHSNBFhERkeLlB1WqVDH6Y2Njk+p1Ps2pU6coWrSokRwDKFmyJH5+fly+fJlLly6l6HOVKlW4f/8+Z8+exdraGjD9bmfNmhVI23dbRERERERE5E2lBNlzsrBIOXRmZmbPPC9jxoxpiv/oGxaTkpJSjZ2QkGD0o06dOvz000/89NNP/Pzzz8ydO5cZM2akWBfrUYmJialeR2qSSxOXLFlC9uzZTfZlyJAhxXHJHr3e5ARW8ppXT+pTo0aN6N69e4p9T1tYP7VxfbRfT2NhYfHMe5e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      "text/plain": [
       "<Figure size 1200x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parsed_urls = [urlparse(url) for url in links]\n",
    "domains = [parsed_url.netloc for parsed_url in parsed_urls]\n",
    "\n",
    "# Create a DataFrame\n",
    "df = pd.DataFrame({'Domain': domains})\n",
    "\n",
    "# Create a countplot\n",
    "plt.figure(figsize=(12, 16))\n",
    "sns.countplot(y='Domain', data=df, order=df['Domain'].value_counts().index)\n",
    "plt.title('Count of Each Site URL Shared')\n",
    "plt.xlabel('Count')\n",
    "plt.ylabel('Site URL')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3fd6207",
   "metadata": {},
   "source": [
    "# Making more columns like year, months,days,hours,minutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "00a3018d",
   "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>timestamp</th>\n",
       "      <th>sender</th>\n",
       "      <th>message</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>minute</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-06-04 08:09:00</td>\n",
       "      <td>Wini 😂</td>\n",
       "      <td>Me tr 3:44 la uthun doodh pila</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-06-04 08:09:00</td>\n",
       "      <td>Wini 😂</td>\n",
       "      <td>Bhook lagli hoti madhya ratri</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-06-04 09:57:00</td>\n",
       "      <td>Wini 😂</td>\n",
       "      <td>.</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>9</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-06-04 09:59:00</td>\n",
       "      <td>Mujeeb khan</td>\n",
       "      <td>.</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>9</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-06-04 10:07:00</td>\n",
       "      <td>Pravin Kale</td>\n",
       "      <td>.</td>\n",
       "      <td>2022</td>\n",
       "      <td>June</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            timestamp       sender                         message  year  \\\n",
       "0 2022-06-04 08:09:00       Wini 😂  Me tr 3:44 la uthun doodh pila  2022   \n",
       "1 2022-06-04 08:09:00       Wini 😂   Bhook lagli hoti madhya ratri  2022   \n",
       "2 2022-06-04 09:57:00       Wini 😂                               .  2022   \n",
       "3 2022-06-04 09:59:00  Mujeeb khan                               .  2022   \n",
       "4 2022-06-04 10:07:00  Pravin Kale                               .  2022   \n",
       "\n",
       "  month       day  hour  minute  \n",
       "0  June  Saturday     8       9  \n",
       "1  June  Saturday     8       9  \n",
       "2  June  Saturday     9      57  \n",
       "3  June  Saturday     9      59  \n",
       "4  June  Saturday    10       7  "
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['year'] = df['timestamp'].dt.year\n",
    "df['month'] = df['timestamp'].dt.month_name()\n",
    "df['day'] = df['timestamp'].dt.day_name()\n",
    "df['hour'] = df['timestamp'].dt.hour\n",
    "df['minute'] = df['timestamp'].dt.minute\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24102109",
   "metadata": {},
   "source": [
    "# Finding the month name in which users are more active"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43d790d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "June         8315\n",
       "July         6070\n",
       "November     5903\n",
       "October      3874\n",
       "September    3836\n",
       "August       3659\n",
       "January      2622\n",
       "December     2138\n",
       "February     1030\n",
       "March         825\n",
       "May           773\n",
       "April         770\n",
       "Name: month, dtype: int64"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthData = df['month'].value_counts()\n",
    "monthData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "491f07dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1170x827 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=monthData.index, y=monthData.values)\n",
    "# "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "423556b9",
   "metadata": {},
   "source": [
    "# Finding the Week name in which users are more active"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40a78301",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Tuesday      6744\n",
       "Monday       6529\n",
       "Wednesday    6020\n",
       "Saturday     5558\n",
       "Sunday       5261\n",
       "Friday       5203\n",
       "Thursday     4500\n",
       "Name: day, dtype: int64"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekData = df['day'].value_counts()\n",
    "weekData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f10a594",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1170x827 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=weekData.index, y=weekData.values)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a3d6a99",
   "metadata": {},
   "source": [
    "# Yearwise Timeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06094f78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year  month    \n",
      "2022  August       2476\n",
      "      December     1615\n",
      "      July         4837\n",
      "      June         7300\n",
      "      November     4118\n",
      "      October      2129\n",
      "      September    2233\n",
      "2023  April         770\n",
      "      August       1183\n",
      "      December      523\n",
      "      February     1030\n",
      "      January      2078\n",
      "      July         1233\n",
      "      June         1015\n",
      "      March         825\n",
      "      May           773\n",
      "      November     1785\n",
      "      October      1745\n",
      "      September    1603\n",
      "2024  January       544\n",
      "Name: message, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='year', ylabel='count'>"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1170x827 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "timeline = df.groupby(['year','month']).count()['message']\n",
    "print(timeline)\n",
    "sns.countplot(x='year', hue='month', data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dd29f73",
   "metadata": {},
   "source": [
    "# Now Finding those words which repeatly more and more time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2087b0b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp = df[df['sender'] != 'group notification']\n",
    "temp = temp[temp['message'] != '<Media omitted>\\n']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b483dc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stop words\n",
      " .\n",
      "..\n",
      "...\n",
      "?\n",
      "-\n",
      "--\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "0\n",
      "a\n",
      "aadi\n",
      "aaj\n",
      "aap\n",
      "aapne\n",
      "aata\n",
      "aati\n",
      "aaya\n",
      "aaye\n",
      "ab\n",
      "abbe\n",
      "abbey\n",
      "abe\n",
      "abhi\n",
      "able\n",
      "about\n",
      "above\n",
      "accha\n",
      "according\n",
      "accordingly\n",
      "acha\n",
      "achcha\n",
      "across\n",
      "actually\n",
      "after\n",
      "afterwards\n",
      "again\n",
      "against\n",
      "agar\n",
      "ain\n",
      "aint\n",
      "ain't\n",
      "aisa\n",
      "aise\n",
      "aisi\n",
      "alag\n",
      "all\n",
      "allow\n",
      "allows\n",
      "almost\n",
      "alone\n",
      "along\n",
      "already\n",
      "also\n",
      "although\n",
      "always\n",
      "am\n",
      "among\n",
      "amongst\n",
      "an\n",
      "and\n",
      "andar\n",
      "another\n",
      "any\n",
      "anybody\n",
      "anyhow\n",
      "anyone\n",
      "anything\n",
      "anyway\n",
      "anyways\n",
      "anywhere\n",
      "ap\n",
      "apan\n",
      "apart\n",
      "apna\n",
      "apnaa\n",
      "apne\n",
      "apni\n",
      "appear\n",
      "are\n",
      "aren\n",
      "arent\n",
      "aren't\n",
      "around\n",
      "arre\n",
      "as\n",
      "aside\n",
      "ask\n",
      "asking\n",
      "at\n",
      "aur\n",
      "avum\n",
      "aya\n",
      "aye\n",
      "baad\n",
      "baar\n",
      "bad\n",
      "bahut\n",
      "bana\n",
      "banae\n",
      "banai\n",
      "banao\n",
      "banaya\n",
      "banaye\n",
      "banayi\n",
      "banda\n",
      "bande\n",
      "bandi\n",
      "bane\n",
      "bani\n",
      "bas\n",
      "bata\n",
      "batao\n",
      "bc\n",
      "be\n",
      "became\n",
      "because\n",
      "become\n",
      "becomes\n",
      "becoming\n",
      "been\n",
      "before\n",
      "beforehand\n",
      "behind\n",
      "being\n",
      "below\n",
      "beside\n",
      "besides\n",
      "best\n",
      "better\n",
      "between\n",
      "beyond\n",
      "bhai\n",
      "bheetar\n",
      "bhi\n",
      "bhitar\n",
      "bht\n",
      "bilkul\n",
      "bohot\n",
      "bol\n",
      "bola\n",
      "bole\n",
      "boli\n",
      "bolo\n",
      "bolta\n",
      "bolte\n",
      "bolti\n",
      "both\n",
      "brief\n",
      "bro\n",
      "btw\n",
      "but\n",
      "by\n",
      "came\n",
      "can\n",
      "cannot\n",
      "cant\n",
      "can't\n",
      "cause\n",
      "causes\n",
      "certain\n",
      "certainly\n",
      "chahiye\n",
      "chaiye\n",
      "chal\n",
      "chalega\n",
      "chhaiye\n",
      "clearly\n",
      "c'mon\n",
      "com\n",
      "come\n",
      "comes\n",
      "could\n",
      "couldn\n",
      "couldnt\n",
      "couldn't\n",
      "d\n",
      "de\n",
      "dede\n",
      "dega\n",
      "degi\n",
      "dekh\n",
      "dekha\n",
      "dekhe\n",
      "dekhi\n",
      "dekho\n",
      "denge\n",
      "dhang\n",
      "di\n",
      "did\n",
      "didn\n",
      "didnt\n",
      "didn't\n",
      "dijiye\n",
      "diya\n",
      "diyaa\n",
      "diye\n",
      "diyo\n",
      "do\n",
      "does\n",
      "doesn\n",
      "doesnt\n",
      "doesn't\n",
      "doing\n",
      "done\n",
      "dono\n",
      "dont\n",
      "don't\n",
      "doosra\n",
      "doosre\n",
      "down\n",
      "downwards\n",
      "dude\n",
      "dunga\n",
      "dungi\n",
      "during\n",
      "dusra\n",
      "dusre\n",
      "dusri\n",
      "dvaara\n",
      "dvara\n",
      "dwaara\n",
      "dwara\n",
      "each\n",
      "edu\n",
      "eg\n",
      "eight\n",
      "either\n",
      "ek\n",
      "else\n",
      "elsewhere\n",
      "enough\n",
      "etc\n",
      "even\n",
      "ever\n",
      "every\n",
      "everybody\n",
      "everyone\n",
      "everything\n",
      "everywhere\n",
      "ex\n",
      "exactly\n",
      "example\n",
      "except\n",
      "far\n",
      "few\n",
      "fifth\n",
      "fir\n",
      "first\n",
      "five\n",
      "followed\n",
      "following\n",
      "follows\n",
      "for\n",
      "forth\n",
      "four\n",
      "from\n",
      "further\n",
      "furthermore\n",
      "gaya\n",
      "gaye\n",
      "gayi\n",
      "get\n",
      "gets\n",
      "getting\n",
      "ghar\n",
      "given\n",
      "gives\n",
      "go\n",
      "goes\n",
      "going\n",
      "gone\n",
      "good\n",
      "got\n",
      "gotten\n",
      "greetings\n",
      "guys\n",
      "haan\n",
      "had\n",
      "hadd\n",
      "hadn\n",
      "hadnt\n",
      "hadn't\n",
      "hai\n",
      "hain\n",
      "hamara\n",
      "hamare\n",
      "hamari\n",
      "hamne\n",
      "han\n",
      "happens\n",
      "har\n",
      "hardly\n",
      "has\n",
      "hasn\n",
      "hasnt\n",
      "hasn't\n",
      "have\n",
      "haven\n",
      "havent\n",
      "haven't\n",
      "having\n",
      "he\n",
      "hello\n",
      "help\n",
      "hence\n",
      "her\n",
      "here\n",
      "hereafter\n",
      "hereby\n",
      "herein\n",
      "here's\n",
      "hereupon\n",
      "hers\n",
      "herself\n",
      "he's\n",
      "hi\n",
      "him\n",
      "himself\n",
      "his\n",
      "hither\n",
      "hm\n",
      "hmm\n",
      "ho\n",
      "hoga\n",
      "hoge\n",
      "hogi\n",
      "hona\n",
      "honaa\n",
      "hone\n",
      "honge\n",
      "hongi\n",
      "honi\n",
      "hopefully\n",
      "hota\n",
      "hotaa\n",
      "hote\n",
      "hoti\n",
      "how\n",
      "howbeit\n",
      "however\n",
      "hoyenge\n",
      "hoyengi\n",
      "hu\n",
      "hua\n",
      "hue\n",
      "huh\n",
      "hui\n",
      "hum\n",
      "humein\n",
      "humne\n",
      "hun\n",
      "huye\n",
      "huyi\n",
      "i\n",
      "i'd\n",
      "idk\n",
      "ie\n",
      "if\n",
      "i'll\n",
      "i'm\n",
      "imo\n",
      "in\n",
      "inasmuch\n",
      "inc\n",
      "inhe\n",
      "inhi\n",
      "inho\n",
      "inka\n",
      "inkaa\n",
      "inke\n",
      "inki\n",
      "inn\n",
      "inner\n",
      "inse\n",
      "insofar\n",
      "into\n",
      "inward\n",
      "is\n",
      "ise\n",
      "isi\n",
      "iska\n",
      "iskaa\n",
      "iske\n",
      "iski\n",
      "isme\n",
      "isn\n",
      "isne\n",
      "isnt\n",
      "isn't\n",
      "iss\n",
      "isse\n",
      "issi\n",
      "isski\n",
      "it\n",
      "it'd\n",
      "it'll\n",
      "itna\n",
      "itne\n",
      "itni\n",
      "itno\n",
      "its\n",
      "it's\n",
      "itself\n",
      "ityaadi\n",
      "ityadi\n",
      "i've\n",
      "ja\n",
      "jaa\n",
      "jab\n",
      "jabh\n",
      "jaha\n",
      "jahaan\n",
      "jahan\n",
      "jaisa\n",
      "jaise\n",
      "jaisi\n",
      "jata\n",
      "jayega\n",
      "jidhar\n",
      "jin\n",
      "jinhe\n",
      "jinhi\n",
      "jinho\n",
      "jinhone\n",
      "jinka\n",
      "jinke\n",
      "jinki\n",
      "jinn\n",
      "jis\n",
      "jise\n",
      "jiska\n",
      "jiske\n",
      "jiski\n",
      "jisme\n",
      "jiss\n",
      "jisse\n",
      "jitna\n",
      "jitne\n",
      "jitni\n",
      "jo\n",
      "just\n",
      "jyaada\n",
      "jyada\n",
      "k\n",
      "ka\n",
      "kaafi\n",
      "kab\n",
      "kabhi\n",
      "kafi\n",
      "kaha\n",
      "kahaa\n",
      "kahaan\n",
      "kahan\n",
      "kahi\n",
      "kahin\n",
      "kahte\n",
      "kaisa\n",
      "kaise\n",
      "kaisi\n",
      "kal\n",
      "kam\n",
      "kar\n",
      "kara\n",
      "kare\n",
      "karega\n",
      "karegi\n",
      "karen\n",
      "karenge\n",
      "kari\n",
      "karke\n",
      "karna\n",
      "karne\n",
      "karni\n",
      "karo\n",
      "karta\n",
      "karte\n",
      "karti\n",
      "karu\n",
      "karun\n",
      "karunga\n",
      "karungi\n",
      "kaun\n",
      "kaunsa\n",
      "kayi\n",
      "kch\n",
      "ke\n",
      "keep\n",
      "keeps\n",
      "keh\n",
      "kehte\n",
      "kept\n",
      "khud\n",
      "ki\n",
      "kin\n",
      "kine\n",
      "kinhe\n",
      "kinho\n",
      "kinka\n",
      "kinke\n",
      "kinki\n",
      "kinko\n",
      "kinn\n",
      "kino\n",
      "kis\n",
      "kise\n",
      "kisi\n",
      "kiska\n",
      "kiske\n",
      "kiski\n",
      "kisko\n",
      "kisliye\n",
      "kisne\n",
      "kitna\n",
      "kitne\n",
      "kitni\n",
      "kitno\n",
      "kiya\n",
      "kiye\n",
      "know\n",
      "known\n",
      "knows\n",
      "ko\n",
      "koi\n",
      "kon\n",
      "konsa\n",
      "koyi\n",
      "krna\n",
      "krne\n",
      "kuch\n",
      "kuchch\n",
      "kuchh\n",
      "kul\n",
      "kull\n",
      "kya\n",
      "kyaa\n",
      "kyu\n",
      "kyuki\n",
      "kyun\n",
      "kyunki\n",
      "lagta\n",
      "lagte\n",
      "lagti\n",
      "last\n",
      "lately\n",
      "later\n",
      "le\n",
      "least\n",
      "lekar\n",
      "lekin\n",
      "less\n",
      "lest\n",
      "let\n",
      "let's\n",
      "li\n",
      "like\n",
      "liked\n",
      "likely\n",
      "little\n",
      "liya\n",
      "liye\n",
      "ll\n",
      "lo\n",
      "log\n",
      "logon\n",
      "lol\n",
      "look\n",
      "looking\n",
      "looks\n",
      "ltd\n",
      "lunga\n",
      "m\n",
      "maan\n",
      "maana\n",
      "maane\n",
      "maani\n",
      "maano\n",
      "magar\n",
      "mai\n",
      "main\n",
      "maine\n",
      "mainly\n",
      "mana\n",
      "mane\n",
      "mani\n",
      "mano\n",
      "many\n",
      "mat\n",
      "may\n",
      "maybe\n",
      "me\n",
      "mean\n",
      "meanwhile\n",
      "mein\n",
      "mera\n",
      "mere\n",
      "merely\n",
      "meri\n",
      "might\n",
      "mightn\n",
      "mightnt\n",
      "mightn't\n",
      "mil\n",
      "mjhe\n",
      "more\n",
      "moreover\n",
      "most\n",
      "mostly\n",
      "much\n",
      "mujhe\n",
      "must\n",
      "mustn\n",
      "mustnt\n",
      "mustn't\n",
      "my\n",
      "myself\n",
      "na\n",
      "naa\n",
      "naah\n",
      "nahi\n",
      "nahin\n",
      "nai\n",
      "name\n",
      "namely\n",
      "nd\n",
      "ne\n",
      "near\n",
      "nearly\n",
      "necessary\n",
      "neeche\n",
      "need\n",
      "needn\n",
      "neednt\n",
      "needn't\n",
      "needs\n",
      "neither\n",
      "never\n",
      "nevertheless\n",
      "new\n",
      "next\n",
      "nhi\n",
      "nine\n",
      "no\n",
      "nobody\n",
      "non\n",
      "none\n",
      "noone\n",
      "nope\n",
      "nor\n",
      "normally\n",
      "not\n",
      "nothing\n",
      "novel\n",
      "now\n",
      "nowhere\n",
      "o\n",
      "obviously\n",
      "of\n",
      "off\n",
      "often\n",
      "oh\n",
      "ok\n",
      "okay\n",
      "old\n",
      "on\n",
      "once\n",
      "one\n",
      "ones\n",
      "only\n",
      "onto\n",
      "or\n",
      "other\n",
      "others\n",
      "otherwise\n",
      "ought\n",
      "our\n",
      "ours\n",
      "ourselves\n",
      "out\n",
      "outside\n",
      "over\n",
      "overall\n",
      "own\n",
      "par\n",
      "pata\n",
      "pe\n",
      "pehla\n",
      "pehle\n",
      "pehli\n",
      "people\n",
      "per\n",
      "perhaps\n",
      "phla\n",
      "phle\n",
      "phli\n",
      "placed\n",
      "please\n",
      "plus\n",
      "poora\n",
      "poori\n",
      "provides\n",
      "pura\n",
      "puri\n",
      "q\n",
      "que\n",
      "quite\n",
      "raha\n",
      "rahaa\n",
      "rahe\n",
      "rahi\n",
      "rakh\n",
      "rakha\n",
      "rakhe\n",
      "rakhen\n",
      "rakhi\n",
      "rakho\n",
      "rather\n",
      "re\n",
      "really\n",
      "reasonably\n",
      "regarding\n",
      "regardless\n",
      "regards\n",
      "rehte\n",
      "rha\n",
      "rhaa\n",
      "rhe\n",
      "rhi\n",
      "ri\n",
      "right\n",
      "s\n",
      "sa\n",
      "saara\n",
      "saare\n",
      "saath\n",
      "sab\n",
      "sabhi\n",
      "sabse\n",
      "sahi\n",
      "said\n",
      "sakta\n",
      "saktaa\n",
      "sakte\n",
      "sakti\n",
      "same\n",
      "sang\n",
      "sara\n",
      "sath\n",
      "saw\n",
      "say\n",
      "saying\n",
      "says\n",
      "se\n",
      "second\n",
      "secondly\n",
      "see\n",
      "seeing\n",
      "seem\n",
      "seemed\n",
      "seeming\n",
      "seems\n",
      "seen\n",
      "self\n",
      "selves\n",
      "sensible\n",
      "sent\n",
      "serious\n",
      "seriously\n",
      "seven\n",
      "several\n",
      "shall\n",
      "shan\n",
      "shant\n",
      "shan't\n",
      "she\n",
      "she's\n",
      "should\n",
      "shouldn\n",
      "shouldnt\n",
      "shouldn't\n",
      "should've\n",
      "si\n",
      "sir\n",
      "sir.\n",
      "since\n",
      "six\n",
      "so\n",
      "soch\n",
      "some\n",
      "somebody\n",
      "somehow\n",
      "someone\n",
      "something\n",
      "sometime\n",
      "sometimes\n",
      "somewhat\n",
      "somewhere\n",
      "soon\n",
      "still\n",
      "sub\n",
      "such\n",
      "sup\n",
      "sure\n",
      "t\n",
      "tab\n",
      "tabh\n",
      "tak\n",
      "take\n",
      "taken\n",
      "tarah\n",
      "teen\n",
      "teeno\n",
      "teesra\n",
      "teesre\n",
      "teesri\n",
      "tell\n",
      "tends\n",
      "tera\n",
      "tere\n",
      "teri\n",
      "th\n",
      "tha\n",
      "than\n",
      "thank\n",
      "thanks\n",
      "thanx\n",
      "that\n",
      "that'll\n",
      "thats\n",
      "that's\n",
      "the\n",
      "theek\n",
      "their\n",
      "theirs\n",
      "them\n",
      "themselves\n",
      "then\n",
      "thence\n",
      "there\n",
      "thereafter\n",
      "thereby\n",
      "therefore\n",
      "therein\n",
      "theres\n",
      "there's\n",
      "thereupon\n",
      "these\n",
      "they\n",
      "they'd\n",
      "they'll\n",
      "they're\n",
      "they've\n",
      "thi\n",
      "thik\n",
      "thing\n",
      "think\n",
      "thinking\n",
      "third\n",
      "this\n",
      "tho\n",
      "thoda\n",
      "thodi\n",
      "thorough\n",
      "thoroughly\n",
      "those\n",
      "though\n",
      "thought\n",
      "three\n",
      "through\n",
      "throughout\n",
      "thru\n",
      "thus\n",
      "tjhe\n",
      "to\n",
      "together\n",
      "toh\n",
      "too\n",
      "took\n",
      "toward\n",
      "towards\n",
      "tried\n",
      "tries\n",
      "true\n",
      "truly\n",
      "try\n",
      "trying\n",
      "tu\n",
      "tujhe\n",
      "tum\n",
      "tumhara\n",
      "tumhare\n",
      "tumhari\n",
      "tune\n",
      "twice\n",
      "two\n",
      "um\n",
      "umm\n",
      "un\n",
      "under\n",
      "unhe\n",
      "unhi\n",
      "unho\n",
      "unhone\n",
      "unka\n",
      "unkaa\n",
      "unke\n",
      "unki\n",
      "unko\n",
      "unless\n",
      "unlikely\n",
      "unn\n",
      "unse\n",
      "until\n",
      "unto\n",
      "up\n",
      "upar\n",
      "upon\n",
      "us\n",
      "use\n",
      "used\n",
      "useful\n",
      "uses\n",
      "usi\n",
      "using\n",
      "uska\n",
      "uske\n",
      "usne\n",
      "uss\n",
      "usse\n",
      "ussi\n",
      "usually\n",
      "vaala\n",
      "vaale\n",
      "vaali\n",
      "vahaan\n",
      "vahan\n",
      "vahi\n",
      "vahin\n",
      "vaisa\n",
      "vaise\n",
      "vaisi\n",
      "vala\n",
      "vale\n",
      "vali\n",
      "various\n",
      "ve\n",
      "very\n",
      "via\n",
      "viz\n",
      "vo\n",
      "waala\n",
      "waale\n",
      "waali\n",
      "wagaira\n",
      "wagairah\n",
      "wagerah\n",
      "waha\n",
      "wahaan\n",
      "wahan\n",
      "wahi\n",
      "wahin\n",
      "waisa\n",
      "waise\n",
      "waisi\n",
      "wala\n",
      "wale\n",
      "wali\n",
      "want\n",
      "wants\n",
      "was\n",
      "wasn\n",
      "wasnt\n",
      "wasn't\n",
      "way\n",
      "we\n",
      "we'd\n",
      "well\n",
      "we'll\n",
      "went\n",
      "were\n",
      "we're\n",
      "weren\n",
      "werent\n",
      "weren't\n",
      "we've\n",
      "what\n",
      "whatever\n",
      "what's\n",
      "when\n",
      "whence\n",
      "whenever\n",
      "where\n",
      "whereafter\n",
      "whereas\n",
      "whereby\n",
      "wherein\n",
      "where's\n",
      "whereupon\n",
      "wherever\n",
      "whether\n",
      "which\n",
      "while\n",
      "who\n",
      "whoever\n",
      "whole\n",
      "whom\n",
      "who's\n",
      "whose\n",
      "why\n",
      "will\n",
      "willing\n",
      "with\n",
      "within\n",
      "without\n",
      "wo\n",
      "woh\n",
      "wohi\n",
      "won\n",
      "wont\n",
      "won't\n",
      "would\n",
      "wouldn\n",
      "wouldnt\n",
      "wouldn't\n",
      "y\n",
      "ya\n",
      "yadi\n",
      "yah\n",
      "yaha\n",
      "yahaan\n",
      "yahan\n",
      "yahi\n",
      "yahin\n",
      "ye\n",
      "yeah\n",
      "yeh\n",
      "yehi\n",
      "yes\n",
      "yet\n",
      "you\n",
      "you'd\n",
      "you'll\n",
      "your\n",
      "you're\n",
      "yours\n",
      "yourself\n",
      "yourselves\n",
      "you've\n",
      "yup\n",
      "\n"
     ]
    }
   ],
   "source": [
    "f = open('stop_hinglish.txt')\n",
    "stop_words = f.read()\n",
    "print(\"stop words\\n\",stop_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "45d51d78",
   "metadata": {},
   "outputs": [],
   "source": [
    "words = \"\"\n",
    "for message in temp['message']:\n",
    "    for word in message.lower().split():\n",
    "        if word not in stop_words:\n",
    "            words += word + ' '\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b24870e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "wordcloud = WordCloud(max_words=100, background_color=\"white\").generate(words)\n",
    "\n",
    "# Display the word cloud using Matplotlib\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1530661e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "940fb3bc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}