{
 "cells": [
  {
   "cell_type": "code",
   "id": "522f09ca7b3fe929",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T13:54:02.704361Z",
     "start_time": "2025-09-28T13:54:02.537880Z"
    }
   },
   "source": [
    "from datetime import datetime\n",
    "\n",
    "from src.data_processing import load_raw_data\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import sys\n",
    "\n",
    "if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
    "    sys.path.append('/mnt/d/PyProject/NewQuant/')"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "4f7e4b438cea750e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T13:54:02.957623Z",
     "start_time": "2025-09-28T13:54:02.709714Z"
    }
   },
   "source": [
    "from turtle import down\n",
    "from src.analysis.result_analyzer import ResultAnalyzer\n",
    "# 导入所有必要的模块\n",
    "from src.data_manager import DataManager\n",
    "from src.backtest_engine import BacktestEngine\n",
    "from src.indicators.indicator_list import INDICATOR_LIST\n",
    "from src.indicators.indicators import *\n",
    "\n",
    "# 导入您自己的 SMC 策略\n",
    "from src.strategies.TrendlineBreakoutStrategy.AtrVol.DualModeTrendlineHawkesStrategy import \\\n",
    "    DualModeTrendlineHawkesStrategy\n",
    "\n",
    "# --- 配置参数 ---\n",
    "# 获取当前脚本所在目录，假设数据文件在项目根目录下的 data 文件夹内\n",
    "data_file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv'\n"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T13:54:03.006778Z",
     "start_time": "2025-09-28T13:54:02.962199Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "initial_capital = 100000.0\n",
    "slippage_rate = 0.000  # 假设每笔交易0.1%的滑点\n",
    "commission_rate = 0.0000  # 假设每笔交易0.02%的佣金\n",
    "\n",
    "global_config = {\n",
    "    'symbol': 'KQ_m@CZCE_SA',  # 确保与数据文件中的 symbol 匹配\n",
    "}\n",
    "\n",
    "# 回测时间范围\n",
    "start_time = datetime(2021, 1, 1)\n",
    "end_time = datetime(2024, 6, 1)\n",
    "\n",
    "start_time = datetime(2024, 1, 1)\n",
    "end_time = datetime(2025, 8, 1)\n",
    "\n",
    "indicators = INDICATOR_LIST\n",
    "indicators = []\n",
    "\n",
    "# 确保 DataManager 能够重置以进行多次回测\n",
    "# data_manager.reset() # 首次运行不需要重置"
   ],
   "id": "9ee53c41eaaefabb",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T13:54:12.757390Z",
     "start_time": "2025-09-28T13:54:03.011272Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from src.indicators.indicators import ROC_MA\n",
    "\n",
    "# --- 1. 初始化数据管理器 ---\n",
    "print(\"初始化数据管理器...\")\n",
    "data_manager = DataManager(file_path=data_file_path, symbol=global_config['symbol'], start_time=start_time,\n",
    "                           end_time=end_time)\n",
    "\n",
    "strategy_parameters = {\n",
    "    'main_symbol': 'SA',  # <-- 替换为你的交易品种代码，例如 'GC=F' (黄金期货), 'ZC=F' (玉米期货)\n",
    "    # 'indicators': [RateOfChange(10, -2.1, -0.5), ROC_MA(10, 10, -2.7, -0.4)],\n",
    "    'enable_log': False,\n",
    "    'trend_params': {\n",
    "        \"trendline_n\": 70,\n",
    "        \"hawkes_kappa\": 0.3,\n",
    "        'trade_volume': 1,\n",
    "    },\n",
    "    'reversion_params': {\n",
    "        \"trendline_n\": 10,\n",
    "        \"hawkes_kappa\": 0.1,\n",
    "        'trade_volume': 1,\n",
    "    },\n",
    "}\n",
    "\n",
    "# --- 2. 初始化回测引擎并运行 ---\n",
    "print(\"\\n初始化回测引擎...\")\n",
    "engine = BacktestEngine(\n",
    "    data_manager=data_manager,\n",
    "    strategy_class=DualModeTrendlineHawkesStrategy,  # <--- 更改为您的 SMC 策略类\n",
    "    # current_segment_symbol 参数已从 SMCPureH1LongStrategy 中移除，不需要设置\n",
    "    strategy_params=strategy_parameters,\n",
    "    initial_capital=initial_capital,\n",
    "    slippage_rate=slippage_rate,\n",
    "    commission_rate=commission_rate,\n",
    "    roll_over_mode=True,\n",
    "    start_time=start_time,\n",
    "    end_time=end_time,\n",
    "    indicators=indicators  # 如果您的 SMC 策略不使用这些指标，也可以考虑移除\n",
    ")\n",
    "\n",
    "print(\"\\n开始运行回测...\")\n",
    "engine.run_backtest()\n",
    "print(\"\\n回测运行完毕。\")\n",
    "\n",
    "# --- 3. 获取回测结果 ---\n",
    "results = engine.get_backtest_results()\n",
    "portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
    "trade_history = results[\"trade_history\"]\n",
    "initial_capital_result = results[\"initial_capital\"]\n",
    "bars = results[\"all_bars\"]\n",
    "\n",
    "# --- 4. 结果分析与可视化 ---\n",
    "if portfolio_snapshots:\n",
    "    analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
    "\n",
    "    analyzer.generate_report()\n",
    "    analyzer.plot_performance()\n",
    "    metrics = analyzer.calculate_all_metrics()\n",
    "    print(metrics)\n",
    "\n",
    "    analyzer.analyze_indicators()\n",
    "else:\n",
    "    print(\"\\n没有生成投资组合快照，无法进行结果分析。\")"
   ],
   "id": "f903fd2761d446cd",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "初始化数据管理器...\n",
      "数据加载成功: /mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv\n",
      "数据范围从 2020-12-31 14:45:00 到 2025-08-26 13:45:00\n",
      "总计 25662 条记录。\n",
      "\n",
      "初始化回测引擎...\n",
      "模拟器初始化：初始资金=100000.00, 滑点率=0.0, 佣金率=0.0\n",
      "\n",
      "--- 回测引擎初始化完成 ---\n",
      "  策略: DualModeTrendlineHawkesStrategy\n",
      "  初始资金: 100000.00\n",
      "  换月模式: 启用\n",
      "\n",
      "开始运行回测...\n",
      "\n",
      "--- 回测开始 ---\n",
      "DualModeTrendlineHawkesStrategy 策略初始化回调被调用。\n",
      "开始将 DataFrame 转换为 Bar 对象流...\n",
      "Bar 对象流生成完毕。\n",
      "\n",
      "--- 回测结束，检查并平仓所有剩余持仓 ---\n",
      "--- 回测结束 ---\n",
      "总计处理了 8698 根K线。\n",
      "总计发生了 194 笔交易。\n",
      "最终总净值: 99867.00\n",
      "总收益率: -0.13%\n",
      "\n",
      "回测运行完毕。\n",
      "\n",
      "--- 结果分析器初始化完成 ---\n",
      "\n",
      "--- 交易明细 ---\n",
      "  2024-01-09 21:15:00 | SELL       | CZCE.SA405 | Vol: 1 | Price: 1896.00 | Comm: 0.00\n",
      "  2024-01-10 11:00:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1873.00 | Comm: 0.00 | PnL: 23.00\n",
      "  2024-01-15 09:15:00 | BUY        | CZCE.SA405 | Vol: 1 | Price: 1852.00 | Comm: 0.00\n",
      "  2024-01-15 10:45:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1840.00 | Comm: 0.00 | PnL: -12.00\n",
      "  2024-01-15 21:15:00 | BUY        | CZCE.SA405 | Vol: 1 | Price: 1873.00 | Comm: 0.00\n",
      "  2024-01-16 22:30:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1939.00 | Comm: 0.00 | PnL: 66.00\n",
      "  2024-01-22 09:00:00 | BUY        | CZCE.SA405 | Vol: 1 | Price: 1965.00 | Comm: 0.00\n",
      "  2024-01-22 22:30:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 2066.00 | Comm: 0.00 | PnL: 101.00\n",
      "  2024-01-25 21:15:00 | SELL       | CZCE.SA405 | Vol: 1 | Price: 2035.00 | Comm: 0.00\n",
      "  2024-01-26 09:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 2030.00 | Comm: 0.00 | PnL: 5.00\n",
      "  2024-01-30 14:00:00 | SELL       | CZCE.SA405 | Vol: 1 | Price: 1954.00 | Comm: 0.00\n",
      "  2024-01-30 22:30:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1944.00 | Comm: 0.00 | PnL: 10.00\n",
      "  2024-02-02 14:30:00 | BUY        | CZCE.SA405 | Vol: 1 | Price: 1984.00 | Comm: 0.00\n",
      "  2024-02-02 21:15:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1948.00 | Comm: 0.00 | PnL: -36.00\n",
      "  2024-02-07 21:15:00 | BUY        | CZCE.SA405 | Vol: 1 | Price: 1988.00 | Comm: 0.00\n",
      "  2024-02-08 09:15:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1964.00 | Comm: 0.00 | PnL: -24.00\n",
      "  2024-02-19 09:15:00 | SELL       | CZCE.SA405 | Vol: 1 | Price: 1866.00 | Comm: 0.00\n",
      "  2024-02-19 13:30:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1847.00 | Comm: 0.00 | PnL: 19.00\n",
      "  2024-02-29 13:30:00 | BUY        | CZCE.SA405 | Vol: 1 | Price: 1794.00 | Comm: 0.00\n",
      "  2024-02-29 21:45:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1790.00 | Comm: 0.00 | PnL: -4.00\n",
      "  2024-03-11 09:30:00 | SELL       | CZCE.SA405 | Vol: 1 | Price: 1884.00 | Comm: 0.00\n",
      "  2024-03-11 11:15:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1893.00 | Comm: 0.00 | PnL: -9.00\n",
      "  2024-03-13 21:30:00 | SELL       | CZCE.SA405 | Vol: 1 | Price: 1849.00 | Comm: 0.00\n",
      "  2024-03-14 10:00:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1841.00 | Comm: 0.00 | PnL: 8.00\n",
      "  2024-03-18 09:45:00 | BUY        | CZCE.SA405 | Vol: 1 | Price: 1809.00 | Comm: 0.00\n",
      "  2024-03-18 11:00:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1803.00 | Comm: 0.00 | PnL: -6.00\n",
      "  2024-03-25 21:45:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 1772.00 | Comm: 0.00\n",
      "  2024-03-25 22:45:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1775.00 | Comm: 0.00 | PnL: 3.00\n",
      "  2024-03-29 21:00:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 1784.00 | Comm: 0.00\n",
      "  2024-04-01 09:45:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1751.00 | Comm: 0.00 | PnL: -33.00\n",
      "  2024-04-12 21:30:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 1932.00 | Comm: 0.00\n",
      "  2024-04-15 11:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1924.00 | Comm: 0.00 | PnL: 8.00\n",
      "  2024-04-17 13:45:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 1907.00 | Comm: 0.00\n",
      "  2024-04-17 21:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1937.00 | Comm: 0.00 | PnL: -30.00\n",
      "  2024-04-24 21:15:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 2184.00 | Comm: 0.00\n",
      "  2024-04-25 14:00:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2262.00 | Comm: 0.00 | PnL: 78.00\n",
      "  2024-05-06 09:15:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 2206.00 | Comm: 0.00\n",
      "  2024-05-06 14:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2240.00 | Comm: 0.00 | PnL: -34.00\n",
      "  2024-05-14 14:45:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 2136.00 | Comm: 0.00\n",
      "  2024-05-15 09:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2115.00 | Comm: 0.00 | PnL: 21.00\n",
      "  2024-05-22 21:15:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 2408.00 | Comm: 0.00\n",
      "  2024-05-23 09:15:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2369.00 | Comm: 0.00 | PnL: -39.00\n",
      "  2024-05-28 22:00:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 2341.00 | Comm: 0.00\n",
      "  2024-05-29 09:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2352.00 | Comm: 0.00 | PnL: -11.00\n",
      "  2024-05-29 21:30:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 2438.00 | Comm: 0.00\n",
      "  2024-05-29 22:45:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2426.00 | Comm: 0.00 | PnL: -12.00\n",
      "  2024-06-04 21:15:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 2185.00 | Comm: 0.00\n",
      "  2024-06-05 09:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2227.00 | Comm: 0.00 | PnL: -42.00\n",
      "  2024-06-06 22:30:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 2260.00 | Comm: 0.00\n",
      "  2024-06-07 14:00:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2244.00 | Comm: 0.00 | PnL: -16.00\n",
      "  2024-06-12 21:45:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 2144.00 | Comm: 0.00\n",
      "  2024-06-13 10:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2143.00 | Comm: 0.00 | PnL: 1.00\n",
      "  2024-06-14 13:45:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 2154.00 | Comm: 0.00\n",
      "  2024-06-17 10:30:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2142.00 | Comm: 0.00 | PnL: -12.00\n",
      "  2024-07-01 09:15:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 2105.00 | Comm: 0.00\n",
      "  2024-07-01 14:30:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2119.00 | Comm: 0.00 | PnL: 14.00\n",
      "  2024-07-03 21:00:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 2219.00 | Comm: 0.00\n",
      "  2024-07-03 22:30:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2218.00 | Comm: 0.00 | PnL: -1.00\n",
      "  2024-07-04 14:45:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 2209.00 | Comm: 0.00\n",
      "  2024-07-05 14:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2134.00 | Comm: 0.00 | PnL: 75.00\n",
      "  2024-07-08 09:00:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 2111.00 | Comm: 0.00\n",
      "  2024-07-08 11:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2081.00 | Comm: 0.00 | PnL: 30.00\n",
      "  2024-07-10 11:15:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 1989.00 | Comm: 0.00\n",
      "  2024-07-10 22:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1954.00 | Comm: 0.00 | PnL: 35.00\n",
      "  2024-07-12 22:45:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 1955.00 | Comm: 0.00\n",
      "  2024-07-15 09:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1989.00 | Comm: 0.00 | PnL: -34.00\n",
      "  2024-07-17 14:30:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 1908.00 | Comm: 0.00\n",
      "  2024-07-17 22:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1928.00 | Comm: 0.00 | PnL: -20.00\n",
      "  2024-07-18 21:30:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 1964.00 | Comm: 0.00\n",
      "  2024-07-19 09:45:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1944.00 | Comm: 0.00 | PnL: -20.00\n",
      "  2024-07-25 21:15:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 1874.00 | Comm: 0.00\n",
      "  2024-07-26 10:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1876.00 | Comm: 0.00 | PnL: -2.00\n",
      "  2024-08-02 21:00:00 | BUY        | CZCE.SA409 | Vol: 1 | Price: 1808.00 | Comm: 0.00\n",
      "  2024-08-02 22:15:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1807.00 | Comm: 0.00 | PnL: -1.00\n",
      "  2024-08-14 10:00:00 | SELL       | CZCE.SA409 | Vol: 1 | Price: 1587.00 | Comm: 0.00\n",
      "  2024-08-14 14:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1556.00 | Comm: 0.00 | PnL: 31.00\n",
      "  2024-08-15 21:30:00 | SELL       | CZCE.SA501 | Vol: 1 | Price: 1592.00 | Comm: 0.00\n",
      "  2024-08-15 22:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1586.00 | Comm: 0.00 | PnL: 6.00\n",
      "  2024-08-27 21:15:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1625.00 | Comm: 0.00\n",
      "  2024-08-27 22:00:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1619.00 | Comm: 0.00 | PnL: -6.00\n",
      "  2024-09-05 09:15:00 | SELL       | CZCE.SA501 | Vol: 1 | Price: 1464.00 | Comm: 0.00\n",
      "  2024-09-05 11:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1454.00 | Comm: 0.00 | PnL: 10.00\n",
      "  2024-09-23 22:45:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1379.00 | Comm: 0.00\n",
      "  2024-09-25 13:30:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1519.00 | Comm: 0.00 | PnL: 140.00\n",
      "  2024-10-08 09:15:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1683.00 | Comm: 0.00\n",
      "  2024-10-08 10:30:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1590.00 | Comm: 0.00 | PnL: -93.00\n",
      "  2024-10-08 11:00:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1580.00 | Comm: 0.00\n",
      "  2024-10-08 14:45:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1505.00 | Comm: 0.00 | PnL: -75.00\n",
      "  2024-10-11 21:30:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1524.00 | Comm: 0.00\n",
      "  2024-10-14 14:30:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1533.00 | Comm: 0.00 | PnL: 9.00\n",
      "  2024-10-21 22:45:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1514.00 | Comm: 0.00\n",
      "  2024-10-22 22:30:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1528.00 | Comm: 0.00 | PnL: 14.00\n",
      "  2024-10-25 21:45:00 | SELL       | CZCE.SA501 | Vol: 1 | Price: 1510.00 | Comm: 0.00\n",
      "  2024-10-28 10:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1539.00 | Comm: 0.00 | PnL: -29.00\n",
      "  2024-11-08 09:00:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1561.00 | Comm: 0.00\n",
      "  2024-11-08 10:45:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1536.00 | Comm: 0.00 | PnL: -25.00\n",
      "  2024-11-11 10:00:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1463.00 | Comm: 0.00\n",
      "  2024-11-11 13:30:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1471.00 | Comm: 0.00 | PnL: 8.00\n",
      "  2024-11-15 09:00:00 | SELL       | CZCE.SA501 | Vol: 1 | Price: 1500.00 | Comm: 0.00\n",
      "  2024-11-15 10:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1500.00 | Comm: 0.00 | PnL: 0.00\n",
      "  2024-11-15 21:00:00 | SELL       | CZCE.SA501 | Vol: 1 | Price: 1469.00 | Comm: 0.00\n",
      "  2024-11-15 22:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1473.00 | Comm: 0.00 | PnL: -4.00\n",
      "  2024-11-21 09:30:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1485.00 | Comm: 0.00\n",
      "  2024-11-21 22:00:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1495.00 | Comm: 0.00 | PnL: 10.00\n",
      "  2024-11-22 22:15:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1521.00 | Comm: 0.00\n",
      "  2024-11-25 09:45:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1502.00 | Comm: 0.00 | PnL: -19.00\n",
      "  2024-11-27 21:15:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1491.00 | Comm: 0.00\n",
      "  2024-11-28 10:45:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1485.00 | Comm: 0.00 | PnL: -6.00\n",
      "  2024-12-04 21:15:00 | SELL       | CZCE.SA501 | Vol: 1 | Price: 1426.00 | Comm: 0.00\n",
      "  2024-12-04 22:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1423.00 | Comm: 0.00 | PnL: 3.00\n",
      "  2024-12-09 21:15:00 | BUY        | CZCE.SA501 | Vol: 1 | Price: 1464.00 | Comm: 0.00\n",
      "  2024-12-10 10:00:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1449.00 | Comm: 0.00 | PnL: -15.00\n",
      "  2024-12-12 21:15:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1509.00 | Comm: 0.00\n",
      "  2024-12-13 11:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1492.00 | Comm: 0.00 | PnL: -17.00\n",
      "  2024-12-13 21:15:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1478.00 | Comm: 0.00\n",
      "  2024-12-16 09:00:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1462.00 | Comm: 0.00 | PnL: -16.00\n",
      "  2024-12-24 09:15:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1458.00 | Comm: 0.00\n",
      "  2024-12-24 13:30:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1463.00 | Comm: 0.00 | PnL: 5.00\n",
      "  2024-12-27 21:30:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1449.00 | Comm: 0.00\n",
      "  2024-12-27 22:45:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1446.00 | Comm: 0.00 | PnL: -3.00\n",
      "  2024-12-30 21:15:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1440.00 | Comm: 0.00\n",
      "  2024-12-30 22:30:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1444.00 | Comm: 0.00 | PnL: 4.00\n",
      "  2024-12-31 13:30:00 | SELL       | CZCE.SA505 | Vol: 1 | Price: 1439.00 | Comm: 0.00\n",
      "  2025-01-02 11:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1454.00 | Comm: 0.00 | PnL: -15.00\n",
      "  2025-01-08 14:45:00 | SELL       | CZCE.SA505 | Vol: 1 | Price: 1391.00 | Comm: 0.00\n",
      "  2025-01-09 09:45:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1391.00 | Comm: 0.00 | PnL: 0.00\n",
      "  2025-01-10 22:00:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1419.00 | Comm: 0.00\n",
      "  2025-01-13 11:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1424.00 | Comm: 0.00 | PnL: 5.00\n",
      "  2025-01-22 21:15:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1498.00 | Comm: 0.00\n",
      "  2025-01-23 11:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1490.00 | Comm: 0.00 | PnL: -8.00\n",
      "  2025-02-13 09:30:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1459.00 | Comm: 0.00\n",
      "  2025-02-13 14:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1442.00 | Comm: 0.00 | PnL: -17.00\n",
      "  2025-02-24 22:15:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1518.00 | Comm: 0.00\n",
      "  2025-02-25 11:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1512.00 | Comm: 0.00 | PnL: -6.00\n",
      "  2025-02-25 21:15:00 | SELL       | CZCE.SA505 | Vol: 1 | Price: 1513.00 | Comm: 0.00\n",
      "  2025-02-26 14:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1513.00 | Comm: 0.00 | PnL: 0.00\n",
      "  2025-02-27 21:00:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1568.00 | Comm: 0.00\n",
      "  2025-02-28 09:45:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1555.00 | Comm: 0.00 | PnL: -13.00\n",
      "  2025-03-05 09:30:00 | SELL       | CZCE.SA505 | Vol: 1 | Price: 1482.00 | Comm: 0.00\n",
      "  2025-03-05 14:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1470.00 | Comm: 0.00 | PnL: 12.00\n",
      "  2025-03-07 14:00:00 | SELL       | CZCE.SA505 | Vol: 1 | Price: 1443.00 | Comm: 0.00\n",
      "  2025-03-07 22:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1443.00 | Comm: 0.00 | PnL: 0.00\n",
      "  2025-03-13 14:00:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1436.00 | Comm: 0.00\n",
      "  2025-03-13 22:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1433.00 | Comm: 0.00 | PnL: -3.00\n",
      "  2025-03-14 21:45:00 | BUY        | CZCE.SA505 | Vol: 1 | Price: 1438.00 | Comm: 0.00\n",
      "  2025-03-17 09:00:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1436.00 | Comm: 0.00 | PnL: -2.00\n",
      "  2025-03-21 10:00:00 | SELL       | CZCE.SA505 | Vol: 1 | Price: 1406.00 | Comm: 0.00\n",
      "  2025-03-21 21:45:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1404.00 | Comm: 0.00 | PnL: 2.00\n",
      "  2025-03-28 10:45:00 | SELL       | CZCE.SA505 | Vol: 1 | Price: 1401.00 | Comm: 0.00\n",
      "  2025-03-28 22:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1389.00 | Comm: 0.00 | PnL: 12.00\n",
      "  2025-04-07 09:15:00 | SELL       | CZCE.SA505 | Vol: 1 | Price: 1366.00 | Comm: 0.00\n",
      "  2025-04-07 21:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1362.00 | Comm: 0.00 | PnL: 4.00\n",
      "  2025-04-15 21:15:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1361.00 | Comm: 0.00\n",
      "  2025-04-16 14:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1353.00 | Comm: 0.00 | PnL: -8.00\n",
      "  2025-04-22 21:45:00 | SELL       | CZCE.SA509 | Vol: 1 | Price: 1334.00 | Comm: 0.00\n",
      "  2025-04-22 22:45:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1355.00 | Comm: 0.00 | PnL: -21.00\n",
      "  2025-04-23 09:15:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1367.00 | Comm: 0.00\n",
      "  2025-04-23 14:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1368.00 | Comm: 0.00 | PnL: 1.00\n",
      "  2025-05-12 21:15:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1335.00 | Comm: 0.00\n",
      "  2025-05-12 22:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1316.00 | Comm: 0.00 | PnL: -19.00\n",
      "  2025-05-14 21:15:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1336.00 | Comm: 0.00\n",
      "  2025-05-14 22:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1335.00 | Comm: 0.00 | PnL: -1.00\n",
      "  2025-05-19 09:15:00 | SELL       | CZCE.SA509 | Vol: 1 | Price: 1278.00 | Comm: 0.00\n",
      "  2025-05-19 10:45:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1275.00 | Comm: 0.00 | PnL: 3.00\n",
      "  2025-05-21 14:45:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1288.00 | Comm: 0.00\n",
      "  2025-05-22 10:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1283.00 | Comm: 0.00 | PnL: -5.00\n",
      "  2025-05-23 10:45:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1267.00 | Comm: 0.00\n",
      "  2025-05-23 21:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1252.00 | Comm: 0.00 | PnL: -15.00\n",
      "  2025-05-29 10:45:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1204.00 | Comm: 0.00\n",
      "  2025-05-29 13:30:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1187.00 | Comm: 0.00 | PnL: -17.00\n",
      "  2025-05-29 14:00:00 | SELL       | CZCE.SA509 | Vol: 1 | Price: 1204.00 | Comm: 0.00\n",
      "  2025-05-30 10:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1191.00 | Comm: 0.00 | PnL: 13.00\n",
      "  2025-06-04 14:45:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1225.00 | Comm: 0.00\n",
      "  2025-06-04 21:30:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1205.00 | Comm: 0.00 | PnL: -20.00\n",
      "  2025-06-11 21:15:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1193.00 | Comm: 0.00\n",
      "  2025-06-12 10:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1189.00 | Comm: 0.00 | PnL: -4.00\n",
      "  2025-06-12 21:45:00 | SELL       | CZCE.SA509 | Vol: 1 | Price: 1158.00 | Comm: 0.00\n",
      "  2025-06-13 10:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1163.00 | Comm: 0.00 | PnL: -5.00\n",
      "  2025-06-18 10:00:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1170.00 | Comm: 0.00\n",
      "  2025-06-18 14:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1168.00 | Comm: 0.00 | PnL: -2.00\n",
      "  2025-06-24 14:15:00 | SELL       | CZCE.SA509 | Vol: 1 | Price: 1161.00 | Comm: 0.00\n",
      "  2025-06-24 22:45:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1156.00 | Comm: 0.00 | PnL: 5.00\n",
      "  2025-06-26 21:45:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1190.00 | Comm: 0.00\n",
      "  2025-06-27 11:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1196.00 | Comm: 0.00 | PnL: 6.00\n",
      "  2025-07-02 11:00:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1188.00 | Comm: 0.00\n",
      "  2025-07-03 10:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1179.00 | Comm: 0.00 | PnL: -9.00\n",
      "  2025-07-08 13:45:00 | SELL       | CZCE.SA509 | Vol: 1 | Price: 1186.00 | Comm: 0.00\n",
      "  2025-07-09 21:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1199.00 | Comm: 0.00 | PnL: -13.00\n",
      "  2025-07-09 21:45:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1206.00 | Comm: 0.00\n",
      "  2025-07-10 11:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1210.00 | Comm: 0.00 | PnL: 4.00\n",
      "  2025-07-10 21:15:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1236.00 | Comm: 0.00\n",
      "  2025-07-10 22:30:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1222.00 | Comm: 0.00 | PnL: -14.00\n",
      "  2025-07-17 21:30:00 | BUY        | CZCE.SA509 | Vol: 1 | Price: 1227.00 | Comm: 0.00\n",
      "  2025-07-18 14:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1213.00 | Comm: 0.00 | PnL: -14.00\n",
      "正在计算绩效指标...\n",
      "total_return: -0.0013300000000000534, annualized_return:-0.0005820928085190635, 252 / total_days:0.4375\n",
      "绩效指标计算完成。\n",
      "\n",
      "--- 回测绩效报告 ---\n",
      "初始资金           : 100000.00\n",
      "最终资金           : 99867.00\n",
      "总收益率           : -0.13%\n",
      "年化收益率          : -0.06%\n",
      "最大回撤           : 0.42%\n",
      "夏普比率           : -0.08\n",
      "卡玛比率           : -0.14\n",
      "总交易次数          : 194\n",
      "总实现盈亏          : -133.00\n",
      "交易成本           : 0.00\n",
      "\n",
      "--- 交易详情 ---\n",
      "盈利交易次数         : 38\n",
      "亏损交易次数         : 55\n",
      "胜率             : 40.86%\n",
      "盈亏比            : 1.24\n",
      "平均每次盈利         : 21.16\n",
      "平均每次亏损         : -17.04\n",
      "正在绘制绩效图表...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ],
      "image/png": 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Ghry/ZMkSKTU1VRo3bpxUXl6u6muxWKTNmzerXlNpaal07bXXSqmpqdIHH3ygOlZSUiI99dRTUmpqqvT888+rrrVo0SIpNTVVeu6553z+GWzYsEH+GZ49e9bn8yXJ8but6M4775RSU1OlCRMmSMXFxXJ7Tk6O/Ht96qmnVOcMHjxYSk1NlbZu3ep0vezsbGn//v2qtu+++05KTU2Vhg4dKh08eFB1bMuWLVKPHj2kTp06ScePH/f69djf3xXfE5IkSRcuXJB69OghpaamSv/5z3/k9uq81/bu3St16tRJSktLk+bNmydZLBbV8dOnT0t79+6V96s6Tzw5efKklJqaKvXr18/l8R9++EFKTU2VOnXqJJlMJq+va3fo0CGpY8eOUlpamrRkyRLVsTVr1kidOnWSUlNTpfXr16uOPffcc/L8ev/99yWz2SwfO3z4sNS9e3cpNTVV2rFjh+q8FStWSKmpqVKXLl2k//73v07jOXLkiOq9KkmS9N///lc1TyVJkkRRlL7++mspNTVVuvnmmyVRFFXH3f1Oley/j/Hjx0vZ2dmqY+np6fJnn/K1bdq0SX7dw4YNU33OGo1G6YEHHpBSU1Ol//u//3O63/Lly6W8vDyX7R07dpT69OkjlZaWqo558xny/vvvS6mpqdKdd94pnTp1SnVs2bJlUocOHaTevXtL+fn5cvvFixfl90vFv0s2bNggdenSxe3nhyeu3qOiKEpZWVnSTz/9JPXp00dKTU2VFixY4HRuRkaGtHPnTqf2vLw8+ec6Z84cp+P2cfbs2dPl+b5+3ivdeuutbj/3iIiofmFNWyIiIj+57rrrcPfdd6va+vfvj4EDB8JisWDTpk1yu9FoxHfffQcAeOGFF9CwYUP5WEREBKZMmeL2cfxZs2ZBkiRMmTLFKctQueK3u9Xahw0bhiFDhvj02saOHQsA+PbbbyFJkurYjz/+iPLyclx//fVISUnx6bqTJ092erR6/PjxiImJwYkTJ3Du3Dm5fdu2bdi/fz8iIyPxyiuvqDKfGjZsWK2Vzo8ePYqdO3dCr9fjH//4h9w+bNgwaLVabN68Wc4stCsqKoLRaETz5s1dZrE2bdpU9bhydnY2AGDAgAFO2VMajQZ9+vRRvaYlS5bg1KlTuOaaa+SsP7uIiAi8/vrrSEpKwi+//IL8/Pwqv3al3NxceTspKckv1wSsv7vdu3cjIiICb7zxBiIjI+VjiYmJctmNpUuX4vz58/KxnJwcxMTEuCzBkJSUpMpGFEURs2bNAgC8//77qrIUANC7d2888sgjMJlM8nuvqkpKSrB161ZMmDABxcXFiIyMxJ133unUryrvtU8++QQmkwmjR4/GmDFjoNGo/3O9adOmciY4EJh5cuDAAQBw+bg9YH2kHADi4+N9yqy3mzdvHsxmM4YOHYphw4apjg0aNAgjR44EAMydO9fl+Z06dcITTzyhylpOTU2V37sbNmxQ9bfPiyeffNJlbd22bds6vdabbrpJNU8BazmQUaNGoUePHjhy5AiOHj3qxat1OHr0KP773/+iQYMGePfdd53eY/fddx8GDRqEEydO4M8//3Q6XxAETJs2TfU5Gx4ejsmTJwNwft2AdXEuZfa6sv2GG25AXl4eNm/e7NPryMvLw5dffonw8HDMmjVLrutsd8MNN2DkyJHIz8/HL7/8Irf/+OOPKC4uRvfu3XHfffepzunfv7/8e6+qDz/8EGlpaUhLS0P79u0xYMAAPPvss4iPj8fs2bNxzz33OJ3Tpk0bdO/e3ak9Li4OL7/8MgBrCQh3HnjgAZfn+/p5r2SvIW1/HxIRUf3F8ghERER+cs0117hsb9OmDdatW4eLFy/Kbfv370dxcTESEhKcHh8FrAuSDBgwwKkW7KVLl7Bnzx4YDAa397PXct2xY4fL48pHYb3VtWtX9OjRAzt37sS6devkMYuiiIULFwIARo0a5fN1Xb2GsLAwNG/eHAcOHMCFCxfk+o5btmwBAFx55ZWIj493Ou/qq69GbGwsCgoKfB6HfbGxIUOGqB6fbdCgAa666iqsXr0aixYtwhNPPCEfS0xMRNOmTXH48GFMnz4dd9xxh9sajgDQpUsXANbHtOPj43H11Ve7fB12a9euBQDceOONLo9HRUWhc+fOWLt2Lfbu3YuBAwd6+3JrnPJ3p6wvade5c2e0b98ehw4dwpYtW+TgW5cuXbBlyxY8++yzGDt2LDp27OgUxLQ7cOAALl68iBYtWqiCmkp9+vQBYK2p6auKdUrtkpKS8N577znVIQV8f69ZLBY58HbXXXd5dU4g5klOTg4AeJyf1WGfD+5KK9xxxx34+uuvsW3bNlgsFqeSEtdcc43LGuH2wOuFCxfktqysLBw8eBAajcbnmqknT57EunXrcPLkSRQXF8vlV+wBuePHj3t8z1e0du1aSJKEq666CtHR0S779OnTB2vXrsXOnTudPh+bNGni9GUE4Pp1K124cAFr167FsWPHUFhYCIvFAgA4cuSI/Drc1RB3ZfPmzTAajejfv7/qC8eKr+Obb77Bzp07MXr0aACO37urUjOAdT7MmzfP63FUVLEsRX5+Po4dO4YTJ05g2rRpSExMdKrhC1jfd1u2bMGOHTuQlZWFsrIySJIkf0F5/Phxt/e0L1hZka+f90r2fvb3IRER1V8M2hIRUb2m/Id/xQzSiuzHXQULALgM2gCQ/3FeVlYmt9n/ca1c+KaiirUJAeD06dOQJAlGo1H+R6E7yqzJyq7rjTFjxmDnzp1YsGCBHLRdvXo1zpw5g44dO6rqO3qrSZMmLttd/czsGZiefmZNmjTxOWhrMpnw888/A4DLWqcjRozA6tWr8dNPP2Hy5MmqoOE777yDyZMnIz09Henp6YiPj0fXrl0xYMAA/OMf/0BiYqLc176A0dy5c/Hcc89BEAS0bNkSPXv2xJAhQzB48GDVte2Zvc8++yyeffZZj6/BnvlYXcqAdU5Ojts57Sv7fPc091q0aIFDhw6pAk+vvfYaxo8fj59//hk///wzoqKi0KVLF/Tr1w+33Xabav7Yf16nTp1SLQrlSlV+XsqAkE6nQ1xcHDp16oTBgwe7XEAN8P29lpeXh5KSEgBA69atvTonEPOksLAQANwGFu3zOi8vz2VQtTKVzQd75mZZWRny8vKcMlIr+6wtLy+X2+zZ+ikpKV7X9LVYLHj99dfx3Xffefx7wV7P2Fv239WPP/4of1HkjqvflS+v2+7DDz/Ep59+CpPJ5PZeVX0dGzdu9Om9Zv8Md/d7r+rfTXbXXnut06J+kiThm2++weuvv46xY8di6dKlqs+NEydOYNKkSXIA2xVPPx93fx/5+nmvZP99+usJCiIiqr0YtCUionpNuaJ6aWmpx772YErFR2bt3P0DzJ/sAYTIyMgqZcwCcFt2oTLXX389GjZsiD///BOZmZlo3rw5vvnmGwBVy7IFqvYzcxc0r+yYO6tXr5Yzmj7++GN88sknquP2rLRz585h/fr1qszoXr16YdWqVVizZg22bt2KnTt3Yv369fjzzz8xc+ZMfPTRR+jfv7/c/1//+hfuvvturF69Gtu3b8eOHTuwePFiLF68GF26dMG8efPk+WXP6nOXnarkLvjtK3smqyiK2Lt3r9+CtlXVpk0b/P777/jrr7+wadMm7Ny5E9u3b8emTZvw0Ucf4a233sJtt90GwPHeSElJqTSbtOJiRN5wFRCqTFXfa74IxDyxBzfdBavsmcwmkwmHDh1Cp06dvB2uXwT6s3bevHlYuHAhUlJS8Pzzz6NHjx5ITk6Wf59PP/00fvvtt0q/6KvI/rvq0KGDy4xZpYplYwDfX/cff/yBWbNmITIyEv/3f/+Hfv36oUGDBjAYDBAEAe+//z5mz55d5ddhD0J64s0CiIFkL2mxaNEi7N+/H/Pnz8dzzz0nH588eTKOHDmCa665BuPGjUObNm0QHR0NvV6P8vLySr8cdfeFDeDb572S/UsTV2UtiIiofmHQloiI6rX4+HhERkaipKQEp06dUq3IrpSXl4e8vDwA7rOdfNGgQQMAwJkzZ9z2cXWsUaNGAKz/EJ06dWqNBIrtdDod/vnPf2LGjBn45ptvcNddd+Gvv/5CfHw8brnlloDf3/4Yrqef2dmzZ32+rjLjrbLH5n/88UenchYGgwE33HCD/JjspUuXMGPGDHz33Xd48cUXsXr1alX/Zs2aYcyYMRgzZgwA68rmzzzzDPbu3YvPP/9crk/ZuHFjHDt2DHfccYfbR3D9LS4uDr169cKWLVuwZMkSXHfddX65rv13V7EusJL9WMXHrXU6HQYNGiQ/vl1UVIT09HR8+OGHePXVVzF06FBERkbK7434+HhMnz7dL+OuafHx8YiIiEBpaSmOHz/u9vNIKRDzxJ7Zav/MqygtLQ3NmjXD6dOnsWTJEp+Dtg0bNsSpU6eQmZnp8jWePn0agDXoXd3Alf3zOisrC4WFhV5l2y5btgwAMGXKFJc1iU+cOFGtsfTs2ROvvPJKla7hC/vrePLJJ13Wi63u62jdurVP77WGDRvi2LFjbj/DPX22V1ezZs2wf/9+HDt2TG47evQoDh8+jKSkJHz44YdO9ZlPnjzpl/t683mvZH/f+bOuOBER1U5ciIyIiOo1+4IgAPC///3PbT/7sbi4OFXNvKrq3LkzIiMjkZubi/Xr1zsdz87Oxl9//eXU3rBhQ6SlpaG4uBjr1q2r9jh8NXLkSISHh2Px4sVIT0+HJEkYMWKEx2wjf7EvurZu3TqXj42uXbvW58dJz58/L//8ly5disOHD7v839KlSwEAq1atqvQR88TERDzzzDMArEHkysbUtWtXeYGcgwcPyu324LA98OIt+6I3ZrPZp/PsJkyYAMD6WpcvX+6xryRJ2LZtW6XXtL/H1q1bJ9cDVTpw4IBcd7Ti4noVRUdH47HHHkNsbCxKS0vlwFOXLl2QkJCAjIwMj486hzKtVosrrrgCAPD99997dU5V54kn9iCsu4W2BEGQ58nChQuxZ88ej9czm83YtWuXvG+fD0uWLHHZ3/5FSq9evaq00JlSSkoK2rdvD1EUsWjRIq/Osb9nXT36fuTIERw6dMjleZW99+y/q1WrVqlKvwSK/XW4yrDOyclxuXAZUPnr6N+/P/R6PbZs2eJT3VX7e/vXX391efynn37y+lq+sn8ppMxstf98GjRo4HKeKRdR8xd3n/dK9s+vms5gJyKi0MOgLRER1Xvjxo2DIAj49ddf8cMPPzgd37lzJ95//30AwP333++0EnRVGAwGOfNp2rRpqkXKjEYjXnvtNRiNRpfn2hfDeuGFF5wWKgOsgbTdu3e7DAZXV2JiIm655Rbk5eXhu+++g0ajcbkidyD07t0b7du3R3FxMd544w1V/cYLFy7g7bff9vmaixcvhsViQdeuXZ1Wj1dq06YNOnfuDJPJJP9D/syZM/jhhx9cPkJu/73ExcXJ9QmXL1+OrVu3yo8W25lMJjkArwwS3XXXXWjatCl+//13/Pvf/3Z5n6ysLKfgnj3j1NeV7e0GDBiABx54AIA1Qy89Pd1lrcx9+/bhwQcfxBdffFHpNXv16oVu3brBaDTilVdeUZUiuXTpkpx1eNNNN8lZfKWlpUhPT3cZJN+2bRsKCgqg1Wrl16vX6zFp0iRIkoRJkya5DCZbLBZs3LhRFUAMNRMmTIBOp8OCBQuwYMECp0fXz5w5g3379sn7VZ0nnjRv3hxNmjTBpUuX3GYb3nnnnbj++uthMplw//33Y8mSJXIpETtJkrBx40bcfffd+O9//yu3jx07FjqdDitWrJDrSdutX78e3333HQDI87C6Jk2aBAD44IMPXH45l5GRoXq/2B/pX7Bgger9evHiRTz33HNug5n2uZiRkeHyeMeOHXH99dfj3LlzmDRpkpxRrFRSUoJffvnF5ZcbvrK/ju+//171Hi4sLMRzzz0nP4ZfUWWfIcnJyRgzZgxKSkowYcIEHD582KlPeXk5Vq5cqbrGHXfcgcjISOzcudNpwbHNmzfLi1r6k72m7YEDBwBAlTndqlUraLVa/P3339i8ebPqvFWrVuHLL7+s8n19/by3KywsREZGBiIjI10umkZERPULyyMQEVG917t3b7z44ouYPn06Xn75ZcyePRsdO3aETqfDyZMnsX//fkiShJtvvhkPP/yw3+47efJkbN++HXv27MH111+Pvn37Ijw8HNu3b4fJZMKwYcNcZh4NHjwYL730Et5++21MnDgRLVu2ROvWrREdHY3c3FwcOnQIOTk5eOihh7xaKd5XY8eOlTPWBg0aVO3FY7wlCAL+/e9/Y8yYMfj111+xZcsW9OzZE0ajEZs3b0b79u3Ro0cP7Ny506vAuiRJWLx4MQBg2LBhlfYfNmwY9u3bh0WLFuG+++5DQUEBXn75ZUyZMgXt27eXfw4nT57EgQMHIAgCnnnmGXmRpi1btmDevHlISEhAx44dkZiYiOLiYuzevRs5OTlo2LAhxo0bJ98vMjISs2fPxvjx4/H555/j+++/R1paGho2bAij0YgTJ07g6NGjSEpKwl133SWf161bNzRo0AAHDhzA8OHDkZqaCp1Oh9atW6uu78lzzz2HuLg4fPjhh5g+fTpmzZqFbt26ITExESUlJTh8+LD8KPNDDz3k1TXfe+893HvvvVi5ciWGDBmCXr16wWw2Y/PmzSgqKkKnTp1Uj4ybTCZMnz4d77zzDlJTU9GyZUvo9XqcOXNGDrpOmDBBtdjb6NGjcfbsWcydOxejRo1Cu3bt0KJFCxgMBmRlZeHQoUMoKCjAa6+9hu7du3s17prWtWtXvPXWW3j55Zfx+uuvY+7cuejcuTMkSUJmZiYOHTqERx99VK4rW9V5UpkhQ4Zg/vz5+Ouvv9CyZUuXfd577z2kpKRgwYIFeP755zF9+nR06dIFcXFxKCoqwv79+5GVlQWtVovhw4fL56WlpeGVV17Ba6+9hmeffRZfffUVWrdujbNnz2Lnzp2QJAmPPfaY3z6/hg4diieffBIzZszA5MmTcdlll6F9+/YwGo04deoUMjIyMG3aNPmLmwkTJmDdunX4/vvvsXnzZnTs2BFFRUXYunUrmjdvjqFDh7rMQh84cCAiIyOxYsUK/POf/0SrVq2g0WjQs2dPeZHDqVOnoqCgAH/++SduuOEG+bNDkiScOXMGhw4dgslkwtKlSyutUVyZe++9Fz///DPWrl2La6+9Ft27d4fJZMLWrVthMBgwYsQIl9nH3nyGPP3007h48SJ+++03DBs2DO3bt0fz5s2h1Wpx/vx5HDp0CCUlJZgzZ478c23YsCHefPNNPPPMM3jrrbfwww8/IDU1FRcuXMC2bdtw7733VitQumLFClWJhYKCAhw9elTOxr/ttttw8803y8cTExMxatQozJs3D/fddx969eqFBg0a4Pjx49i/fz8mTpzoVOPcW75+3ttt2rQJoihi0KBBfvmCmIiIajcGbYmIiGANRPbu3Rtff/01tm3bhj///BNmsxmJiYkYMmQIbr/9dpe1DasjMjIS8+bNw2effYbffvsN69evR1xcHPr3748nnnjC7aPD9vH269cPX3/9NTZv3oyNGzdCo9EgOTkZHTp0wNVXX+23eqQVtW/fHikpKcjKysLo0aMDcg93UlNTsWjRIsycORPr16/HihUr0LhxY4wdOxYTJ06Ua+t6s9DUpk2bkJmZCb1er/qHvDs333wz3n77bfz999/Ys2cPLrvsMrz44ovYunUrjhw5grVr1wKwPmo7bNgwjBkzRg6sAcDtt98Og8GA7du3IyMjA5cuXUJMTAwaN26Me++9F3fddZfTuNu1a4dffvkFCxcuxIoVK3D48GHs2rUL8fHxaNSoER544AEMHTpUdU5YWBjmzp2LDz74ALt27cKhQ4cgiiL69OnjddAWsAaubr31Vnz33XfYsGEDDhw4gKKiIkRERKB58+YYMmQIhg8fjo4dO3p1vebNm2Px4sX44osvsGLFCqxZswYajQatW7fGjTfeiLFjx6rKbERGRmLKlCnYunUrDhw4gA0bNsBkMqFBgwa47rrr8M9//lO1yJvds88+i2uvvRbffPMNduzYgXXr1kGv1yMlJQV9+vQJ6HvDX4YNG4bOnTsjPT0dmzZtwurVqxEeHo6GDRti1KhRuPHGG1X9qzJPKjNq1Ch8/fXXWLJkidtser1ej//7v//DP//5T3z33XfYsmULdu/ejZKSEkRFRaFVq1YYMWIEhg8fjlatWqnOHTlyJNq3b4+5c+dix44dOHz4MKKjozFo0CCMHTsWAwYM8Gm8lZkwYQL69euH+fPnY+vWrVi+fDmioqLQqFEjjBs3Dv369ZP7duvWDYsWLcKMGTOwd+9erFq1Co0bN8bo0aMxceJEvPnmmy7vkZycjDlz5uCjjz7C/v37sWvXLoiiCIvFIgdto6Oj8cUXX2Dp0qX45ZdfsH//fhw6dAhRUVFo0KABbr31VgwZMgQtWrSo9mtu3rw5lixZghkzZmD79u1YvXo1UlJScPPNN+Oxxx7Dt99+6/I8bz5DdDod3nvvPfzjH//Ajz/+iN27d+PIkSOIiIhASkoKrrnmGgwePNip3MnNN9+Mhg0b4pNPPsGuXbuQmZmJ1q1bY8qUKRg5cmS1graHDh1Sla7Q6/VISEjA4MGDMWLECFx77bVO57z44otIS0vDN998g3379kGr1SI1NRUffPABbrrppioHbavyeQ9A/iKxqot7EhFR3SJIvi4XSkRERPXahg0bcP/996N169ZYtmwZBEEI9pAAWGsWXnfddYiKisKWLVtqdJE2orpo/PjxWLNmDX755RekpaUFezhEdVpWVhauueYatGvXzuOXtkREVH/wXzNERETkNYvFgpkzZwKw1vet6YBtSUmJy0Wmzpw5g2eeeQaiKGLYsGEM2BL5wTPPPAOdToePPvoo2EMhqvM+/vhjmEwmPP/888EeChERhQiWRyAiIqJKLVq0CNu2bcO+ffvw999/IzU1VX7ctyZdunQJt9xyC1q0aIFWrVohOjoa586dw/79+1FeXo727dvLC7URUfW0bdsWo0aNwldffYW9e/eiS5cuwR4SUZ2UmZmJH374ATfccAP69u0b7OEQEVGIYHkEIiIiqtTzzz+PJUuWIDY2Fn379sWLL76IJk2a1Pg4iouL8eGHH2Lz5s04e/YsCgsLYTAY0Lp1a1x33XUYM2YMIiIianxcRERERERE/sSgLREREREREREREVEIYcE3IiIiIiIiIiIiohDCoC0RERERERERERFRCGHQloiIiIiIiIiIiCiE6II9gNoiK6sw2EOoMYmJUbh0qTjYw6AQwflASpwPpMT5QEqcD6TE+UBKnA+kxPlASpwPpFSf5kNKSkylfZhpSyqCAGi1GghCsEdCoYDzgZQ4H0iJ84GUOB9IifOBlDgfSInzgZQ4H0iJ88EZg7ZEREREREREREREIYRBWyIiIiIiIiIiIqIQwqAtERERERERERERUQhh0JaIiIiIiIiIiIgohDBoS0RERERERERERBRCGLQlIiIiIiIiIiIiCiEM2hIRERERERERERGFEAZtiYiIiIiIiIiIiEIIg7ZEREREREREREREIYRBWyIiIiIiIiIiIqIQwqAtERERERERERERUQhh0JY8GjiwF/78c02wh+GzSZMexn/+816wh0FEREREREREROQzXbAHQMGTk5ONefO+wIYNfyE7+yISEhLRrl0qHnroQbRr1znYwwMAzJ07G+npcwAAWq0WKSkNcNVVV2PcuImIjIx0e97Uqf+GTsfpTUREREREREREtQ+jWvXUuXNnMXHig4iOjsGjj07GZZe1hdlsxtatGzFlyhR8/fUPwR6irHXryzBjxsewWCzYu3c3pk17HUajEc8++5JTX5PJBL1ej9jYuCCMlIiIiIiIiIiIqPoYtK2n3ntvOgRBwJw5XyEiIkJub9OmDcaOHYXyctfnHT2agf/8513s27cXBoMBgwYNxmOPPSlnve7YsQ2ffDITx48fg06nQ+vWl+HVV99Co0aNAQDr1q1BevocnDhxHElJKbjxxpsxduwDHrNitVodkpKSAQBDhlyHbdu24q+//gTwEubOnY1169ZixIi7MG/eFzh//hzWrduKSZMeRrt2aXj88acBAOXl5fj880+xYsX/kJt7CQ0aNMSYMffhlluGAQCOHcvARx/NxJ49O2EwRKBPn7547LGnER8fX50fMxERERERERERkc8YtA0ESQLEkpq9pyYSEASvuhYU5GPz5o14+OFHVAFbu9jYWGRnFzq1l5aW4qmnJqFz5y74/POvkJubi+nT38QHH7yDl156DWazGS+++C/ceutwvPbaVJhMJhw8uB+AdVy7d+/Em2++iieeeAZdu3bH2bOn8c47UwEADzzwsNcvNTw8HCaTWd4/cyYTa9aswltvvQONRuvynDfffBX79u3B44//C23btsO5c2eRn58HACgsLMTkyRNx663DMHnyUygrM+KTT2bhlVeex8yZn3o9LiIiIiIiIiIiIn9g0NbfJAnxW6+DPn9zjd7WFN8Peb3+51Xg9vTpTEiShBYtWvl0j+XLf0d5eTlefvl1Odj71FPP4LnnnsLEiY9Bp9OhqKgIV1wxEE2bNgMAtGrVWj7/iy/mYPTo+3DjjbcAAJo2bYZx4ybg449neh20PXToIFas+B09e/aS20wmE15+eQoSEhJcnnPq1EmsWrUcH3zwEXr37ivf227Rou+QmpqG8eMfldteeOEV3H77zTh16iRatGjp1diIiIiIiIiIiIj8gUHbQPAy4zVYJKlq5508eRxt27ZTZed26dIdoiji1KmT6N69J2666VY8/fRj6NWrL3r16oPBg4ciOdla2uDo0b+xd+9uzJv3hXy+xSKivLwMRqMRBoPB5X2PHcvA0KFXwmIRYTab0L//ADz11LPy8UaNGrsN2ALAkSN/Q6vVokePy10ez8g4gh07tmHo0Cudjp05c5pBWyIiIiIiIiIiqlEM2vqbIFgzXkO4PELz5s0hCAJOnTrh92G8+OKruOOOkdi8eSNWrVqOOXM+wQcffITOnbugpKQUDz74MAYNGux0XlhYmNtrtmjREtOnvw+tVovk5BTo9XrVcYPBucSDUnh4uMfjpaWlGDDgSkycONnpmL2WLhERERERERERUU1h0DYQBAHQRgV7FG7FxsahT5/+WLz4B9xxx91OdW0LCgpgr0Or1LJlayxd+htKS0vlc/bu3QWNRqPKRk1NbY/U1PYYM+Z+jB9/P1as+B2dO3dBWloaTp06iWbNmvs0Xp1O7/M5Sm3atIUoiti5c7tcHkEpNTUNa9euQqNGjT0uiEZERERERERERFQTNMEeAAXHU089C1G04KGH7sWaNSuRmXkKJ04cxw8/LMTIkSNdnnPddTciLCwMb731Ko4dy8COHdvwwQf/xvXX34TExCScPXsGn376Ifbt24Pz589hy5ZNOH36FFq2tNa1ve++h/D77//FF198hmPHjuLEieNYseJ/+OyzjwP6Whs3boIbb7wF06a9jj//XIOzZ89gx45tWLlyOQBgxIi7UFBQgNdeewkHD+7HmTOnsXnzRkydOgUWiyWgYyOiCsTyqtdwISIiIiIiIqojmFZYTzVt2gxz5y7AvHlz8eGHM5CTk434+ASkpbXHa6+95vIcg8GA99//EP/5z7sYN+5eGAwGDBo0GI899qR8/OTJE1i27DcUFOQjKSkZt99+F2677XYAQN++/fHOOzPw5ZdzsGDBV9DpdGjRohVuvXVYwF/v008/j88++wjvvTcdBQX5aNiwEcaMuR8AkJycgk8+mYtPPpmFJ5+cBJOpHI0aNUbfvv2h0fB7DaKaIpjykLi+C0zx/VDQ44dgD4eIiIiIiIgoaARJYkqTN7KyCoM9hBohCEBycgyyswuZ7EacD6QS6PkQfnYBYvdPBABkDS3w/w3Ir/j5QEqcD6TE+UBKnA+kxPlASpwPpFTf5kNKSkylfZhGSEREoUFwvyAhERERERERUX3CoC0REYUESWtQ7NSDr1aJiIiIiIiI3GDQloiIQoMy01YyBW8cREREREREREHGoC0REYUEZaatYCkN4kiIiIiIiIiIgotBWyIiCg2CTt7UlvwNiGVBHAwRERERERFR8DBoS0REoUFRxzZhyxDEb7s5iIMhIiIiIiIiCh4GbYmIKKAEUz7Czy8CLMXQFeyGPvcvNz1F1Z4+f4tTD03ZeYRd+BmQLAEYKREREREREVFo0FXehYiIqOpi996HsJyVMDa+B4Zz3wAAcq48BNHQRN1REl2crZawsT80phwUtn8PxuYPBWK4REREREREREHHTFsiIgqosJyVACAHbAFAW3LURc/Kg7YaUw4AIDzrv34ZGxEREREREVEoYtCWiIhqnGApcW50lWmrbBPN8qa26FAARkVEREREREQUGhi0JSKimieWOjUJLjJtYw48qjjHKG9qy856VU6BiIiIiIiIqDZi0JaIiGqcYCl2bnQRhDWcXeA4RyxTHdMV7vH7uIiIiIiIiIhCAYO2RERU4wTRDEgSdAU7AYst67aSzFlBLFfth138NVDDIyIiIiIiIgoqXbAHQERE9ZBkQvjZBYg98IjcZI5s57qvWA5owgBJnWkbdfzfKGn7f4EcJREREREREVFQMNOWiIhqnCCVI+LMl6o2XckRl31j99xrPadCpi0RERERERFRXcWgLRER1bjow89D0sW4PW4Jbyxvh2f917pRoaYtERERERERUV0VUkHb2bNnY8SIEejRowf69++PRx55BMeOHXPZV5IkjBs3DmlpaVixYoXq2NmzZ/Hwww+jW7du6N+/P95++22YzWZVn82bN2P48OHo3Lkzhg4disWLFwfsdRERkbOwnJUu280Rl+HSlQec2gXRGOghEREREREREYWEkArabtmyBaNGjcL333+P9PR0mM1mPPjggygpKXHq+9VXX0EQBKd2i8WC8ePHw2QyYeHChZg+fTqWLFmCmTNnyn0yMzMxfvx49O3bFz///DPuvfdevPzyy1i3bl1AXx8REVXOEpUKCFqndpZHICIiIiIiovoipBYimzt3rmp/+vTp6N+/P/bv34/evXvL7QcPHsQXX3yBRYsWYeDAgapz1q9fj4yMDKSnpyM5ORkdOnTA448/jnfffReTJk1CWFgYFi5ciGbNmuH5558HALRp0wbbt2/Hl19+iSuvvDLwL5SIqB4xxfeDPm+T9ydo9M5tllKWRyAiIiIiIqJ6I6QybSsqLCwEAMTFxcltpaWlePrpp/HKK68gJSXF6Zxdu3YhNTUVycnJctvAgQNRVFSEjIwMuU///v1V5w0cOBC7du0KwKsgIqrfJB//qgm/+KtTm6bsPAQGbYmIiIiIiKieCKlMWyVRFDF16lT07NkTqampcvu0adPQo0cPXHvttS7Py87OVgVsAcj7WVlZHvsUFRXBaDTCYDC4vLaLagx1jv011ofXSpXjfCClqs4HAaJP/ctSbnS6hwZmOWhriWgNbelxSIKOczOI+PlASpwPpMT5QEqcD6TE+UBKnA+kxPngLGSDtlOmTMGRI0fwzTffyG0rV67Epk2bsGTJkhofT2JiFLTakE5M9qukJPerulP9w/lASj7PB52PmbaXv4nwRPU9EuL0gGj921sbHguUAoJkRnJSNP9WDzJ+PpAS5wMpcT6QEucDKXE+kBLnAylxPjiEZND29ddfx5o1a/D111+jUaNGcvumTZtw6tQpVX1bAHjsscfQq1cvzJ8/H8nJydizZ4/qeHZ2NgDI5RSSk5PlNmWf6Ohot1m2ly4V14u4gCBY3yA5OYWQpGCPhoKN84GUfJkPEcfeQVjW/5B/+c+IM5ngokqtk6IOH0AwF6HU0hbILoTmqgNI/LMjACD3Uh50BXmIAWBChHy97Kw8QBOSf5XVefx8ICXOB1LifCAlzgdS4nwgJc4HUqpv8yE5ufLgdEj9S1eSJLzxxhtYvnw55s+fj+bNm6uOP/zww7jzzjtVbbfeeiteeOEFXHPNNQCA7t2749NPP0VOTg6SkpIAABs2bEB0dDTatm0r9/nzzz9V19mwYQO6d+9eyfiq8+pqF0mqX6+XPON8ICVv5kNUxpsAAENmOgDvJk9pswcVNwEs4c1gMbSE1ngSEE2AxWg9pI1ydBPNgBBSf5XVO/x8ICXOB1LifCAlzgdS4nwgJc4HUuJ8cAipf+lOmTIFv/32Gz7++GNERUXJNWhjYmJgMBiQkpLicvGxJk2ayAHegQMHom3btnj22WfxzDPPICsrCzNmzMCoUaMQFhYGALj77ruxYMECvPPOOxgxYgQ2bdqEZcuWYfbs2TX3YomI6gGN6RIg+VbTVklrPGm9Tnk2BLEcACBpHd9ICpIJElw/IUFERERERERUW4VU0Pbbb78FAIwZM0bVPm3aNNx+++1eXUOr1eLTTz/Fa6+9hpEjRyIiIgLDhw/H5MmT5T7NmzfH7NmzMW3aNMybNw+NGjXCm2++iSuvvNJ/L4aIiBB54j2YYrpX2q8odarH4+EXFsMSaV2UUtI5Mm0hmaszPCIiIiIiIqKQFFJB28OHD/vlnKZNm2LOnDkez+vbty9++uknn+9HRES+0ZSd93i8pOVklLac5PKYqIuHxpwHc0w3CKZcAOryCAzaEhERERERUV3k25LeREREnohliNsxXNWksRTK25ImEhZDM/U5gvu/ispTrnd0E8ts14iAJGhtbQzaEhERERERUd3DoC0REfmN4dz3CMtZqWoTLMUAgPwePyL76uMwR3dWHy/Pdns9SbDWIodYJl9H0oQ5Fh9jpi0RERERERHVQSFVHoGIiGo3QZFVW5Ek6AFtBIQKgVZ93ib3F9RYg7b6gt0Iv/iTrc0ASdBDQBkglVd3yEREREREREQhh5m2RERUQwTrH5JF1Vra/GG3Z0iCHgAcAVsAksYgZ9qyPAIRERERERHVRQzaEhFRzbDXrq2QaWuJbOP2FEmf4NymDZczcJlpS0RERERERHURg7ZERFRDhAp/WknaaLdnWCIvc27URFjr2gIQRJO/BkdEREREREQUMhi0JSIi/5Ek98dsmbZO2bPaSPeX00Y5X8acr1iIjEFbIiIiIiIiqnsYtCUiohoh2f7KKUp9U93uIjArE7ROTab4KxSZtiyPQERERERERHUPg7ZERORHHjJtbYFWMaIlcvv+6TjDQ9C2PPFq1X5ps3Ewx/UEBOu14rffjPgtQwGWSSAiIiIiIqI6hEFbIiLyHw+Zr5ImXLnn2NJ5yLTVRqAs+Xp5tzzpWus59vIIAPT5mxF5bLrvYyUiIiIiIiIKUQzaEhGR3wii0f1BZdBWMjs2PZVHAABB7+irjwMA6At3qbpEHf+312MkIiIiIiIiCnUM2hIRkd8IYpnbY/Y6tABgibhMcZJz3VqlsOzf5W1RF1f1wRERERERERHVEgzaEhGR30Se+AAAUNJiotMxSRPh2A5LwqUrdiDnysOVXlNQZuUyaEtERERERET1AIO2RETkF0J5jrwdlr0CFkNz1XEpLEm1b4lqC9HQ2Kd7SLqYqg+QiIiIiIiIqJZg0JaIiPxCV7hH3i5Pvh6lLSepO1RSBsEbkj4eACBqo6t9LSIiIiIiIqJQxaAtERH5h2LBsJLLnoPkhyAtAOT1WARzdEfk9lktt+X2W4fitq+gKHUqAEBSLnJGREREREREVMsxaEtERH4hWIoBAKaY7pD06tqzuX1WVfm6puShyO2/Cea4y+U2MbINSlr/C+XJ1wNQ18slIiIiIiIiqu0YtCUiIv8QSwAAkjYSAKApz5IPmWO6B+SWksaa3SuI5QG5PhEREREREVEwMGhLRER+IVisQVvYgraCudBxUKML0E3DrH9KDNoSERERERFR3cGgLRER+YW9PIKkjbLumwsCfk9JYw3aCpIZkKSA34+IiIiIiIioJjBoS0REfmHPtLWXR5AzbwN6U8fiZ5BMgb8fERERERERUQ1g0JaIiPzCkWlrDdqWtHkJoi4exW1eCtg97Zm2AADWtSUiIiIiIqI6IkBFBomIqL4RzOryCJaodsi5+gQgBPD7QUXQVl+4G6aEAYG7FxEREREREVENYaYtERH5RcXyCNbGAP81I2jlzfhtNwb2XkREREREREQ1hEFbIiLyC0FUZ9oGhWQJ3r2JiIiIiIiI/IRBWyIi8guXmbY1LOziL0G7NxEREREREZG/MGhLRER+UXEhsuCMoSRo9yYiIiIiIiLyFwZtiYjILxyZtsErjxCWsypo9yYiIiIiIiLyFwZtiYjIL/R5m6wbQcy01RjPBO3eRERERERERP7CoC0REVWbUHZB3g5mpq05rnfQ7k1ERERERETkLwzaEhHVQoLpEhBC9Vu1pSfk7ZoO2ub2XStvR578DyBJNXp/IiIiIiIiIn9j0JaIqDaxlEAw5SN5TSskr20T7NE4aMLlTTGsQY3e2hzbA2XJ18n7gjm3Ru9PRERERERE5G8M2hIR1RL67OVIWdUIsXvvAwAIlmLo8re5P0E0ISxrGQRTXuAHJ5Y7Ng1NAn+/CgTR5Ng2F3l9XmTGG4g89u9ADImIiIiIiIioyhi0JSKqJWIOTAIAhOWslNuiDz7ltn/k8XcRt2sk4nYMC/TQIIhlAABzVFrA7+WKsfFIx1jMhV6dI5RdQNTxfyPq6BuAxRiooRERERERERH5jEFbIqLaQghzatKUX3Tb3XDuWwCAvmBHwIZkJ1is2a2SNjLg93KlrPHdjrHYAsiVERTZwYJU7qEnERERERERUc1i0JaIqJaQNHqnNm3ZWff9BW0gh6MimPOt99TF1dg91QPQwBLR2rotmTz3VZwjExm0JSIiIiIiotDBoC0RUW2hcc609ahGg7YFAIIYtIUjqK2sb+v5BIu8KYgsj0BEREREREShg0FbIqJaQnJRHsETXfHfARqJM40taCvqYmvsnk7sPx9vSx0oMnIF1rQlIiIiIiKiEMKgLRFRLSFIZtcHJNGpSZe3KcCjURNM9vIIQQza2mrZxu8YBkhSpd0FRaatxng6UKMiIiIiIiIi8hmDtkREoc5SjPit10NXtM/lYcGU69QWlrMy0KNSjyEEyiPoSo7I24I5r/ITFEFwjSk7ACMiIiIiIiIiqhoGbYmIQpzh3I/Q5210ezxux+0uMktr9uNdXohMH8RMWwW9F5nGytq3gikvgKMhIiIiIiIi8g2DtkREIc/zo/76wp3Q5W9WtQliaSAH5ESwlAAAJG10jd7XHa/KHSgybQVLzf68iIiIiIiIiDxh0JaIKMRJGn2lfSoGHc2RqfK2qIv395Cc7y9aF/KSNIaA38sbgmKRMbeUQVuRC5ERERERERFR6GDQloioLhDUH+fKRbbgbgEzf95ezrSNCPi9vCJaKu2iWtjNtogZERERERERUShg0JaIKOQJLlslwZGBG35+sfqgInNUYykKyKhc3S9UMm29ClQra9oyaEtEREREREQhhEFbIqKQ57qmrbIEQMSZdPWxCkFIXcFO/w/LJjLjTegL91h3tJEBu48vBG+Ctoo+YVlLAzgaIiIiIiIiIt8waEtEFOLcZYGaYnt4OEdd4zZm/6N+HZPMXISo4+/Iu8HMtM3v+rVjx4ugrTKwqys5Av2ltYEYFhEREREREZHPGLQlIgpxhrPfumwv6Oa6HYBTjVbBnOfHESmuW+E+waxpW97wHyht/pBtIJXXtK0Y2NVf+jMAoyIiIiIiIiLyHYO2REQhTp+/2WW7aGiCgk6fyPvKEgiCRZ1pK4Y1CMjYBLFctS9powNyH29Jgg5AhYXY3HZWB22jjv87EEMiIiIiIiIi8hmDtkREtZkQJm/G7bzD0axYiAwALBGtA3N/SZ1pKxqaBeY+3rIFbb0qj6BYiIyIiIiIiIgolDBoS0RUi1giWsMc3RF5PRYDAMoajZCPacqz5G170NZiC6J6tTBXFSgDn6I+ERCC/NeKD0Fbr/oQERERERERBQGDtkREIa488Rp529hkNHL7b4Ip+VprgyJIWtpkjOMkiz3TVgAAhF/8GXCRWRp94HGkLI+FPvevqg1OUdM2t8/Kql3DjyRBa9vwJmjrRQkFIiIiIiIioiBg0JaIKNRJ1mCrqE9ASavJTodLWj5m7RaWJLfZM221xky5zXAm3encCFtb/LYbqzQ0e01bi6E5xMg2VbqGX8k1ba1B28ij05GyPBa6POe6wIKkDmKbozoEfnxEREREREREXmDQlogoxNkDo4UdPwY04S562D7KFZmj+rwNTr10RYf8Pzhb4FMS9P6/dlXI5REsCD/3HaKOTQUAJGwd6tQ1/OKvqn1d8UHAUhzwIRIRERERERFVhkFbIqJQZy9roHETGJVLAohyk8aUCwAwNrpLbos4/bnfhybYyyNowjx3rCGSoqZt7L6H3PbTFh1EWM4Ka1dNpNxuOLsgoOMjIiIiIiIi8gaDtkREIU6QrIFRSfAcGI089ZE1wCtJcpvkZTC1smu7ZcsC9vY+AVehPIJS/OZB8s9GW/y33C5pI+TtsEvrAzxAIiIiIiIiosoxaEtEFOpsgVF32awa42l5W5+7XrU4WGmrJ7y6hSCVQyjP8Xlocl3YkAnaul+ITF+wE7qC7bY9R2BbY3K8bkmjC+Toaoy26AAij78LWEqDPRQiIiIiIiKqAgZtiYhCnGArj+Aum1Uw58vbmvJsCIq6rJYKi4PFb70O4W5KAMQcdF7krFL2TNuqZur6m2D9a81w/keXhzXlWdZuilIS6vND5HVUU+LGfojKeB0xB5+EIXMOYDEGe0hERERERETkAwZtiYhCnS1z1m3QVnQE5MLPLZQzRyVBDwhaSIrFy/R5mxC7f6Jq0TK7sKz/+Ty0UKtpqy3c7/F4+PlF0OVvheH0F3KbsdGd8nbIlHnwE8O5bxBz6GlEH3k52EMhIiIiIiIiHzBoS0QU4gTJVh7BTRaooHgEPjxnOWL2PQwAjmCtosatXcqKBCRs6KtqK0+5Ud7W5W1B9IHHIZgueR6crTyCJLhZJK2GKevTumI4/z0StgxBWO6fcpuxyT2ODu4We6vlws9+E+whEBERERERkQ/qRvE+IqK6ylIKjS1w6jYLVFQ/+q4v2GHdsAdtBR1gD/wq6IoPqvbl61uMSNh6rfVUsQyFnT91OzxBrrcb7rZPjarCOOzlJwAA7som1HJy7WEiIiIiIiKqFZhpS0QUwsIv/uLYcVcewc1iU/ZM28JOH3l3M1vJhHhbwBYAtMWHPJ9TSemGmiaGNfCpf3niNeq6vy4WMKt1XASeBbEM4ecXB2EwREREREREVBUhFbSdPXs2RowYgR49eqB///545JFHcOzYMfl4Xl4e3njjDVx//fXo2rUrrr76arz55psoLCxUXefs2bN4+OGH0a1bN/Tv3x9vv/02zGb1P8Q3b96M4cOHo3Pnzhg6dCgWL+Y/Zoko9GiLD8vb7hb7knTRrk+2BW3LGt7u1b0EW9BWX7hHeXXP58iZtqFRVqC0+Tif+hd2eB+WqHYoT7gSACDUiaCtc71iAIjdex8Ec0END4aIiIiIiIiqIqSCtlu2bMGoUaPw/fffIz09HWazGQ8++CBKSkoAABcvXsTFixfx3HPP4bfffsO0adOwbt06vPTSS/I1LBYLxo8fD5PJhIULF2L69OlYsmQJZs6cKffJzMzE+PHj0bdvX/z888+499578fLLL2PdunU1/pqJiDyJOv6uY8dNYLSw02yYYrqjrMEwVbtc01YQvLuZi2CftvSkx1MEsdR2r0jv7hFoWt/GIdqybOV6vmIdKCPgIfAsmItrcCBERERERERUVSFV03bu3Lmq/enTp6N///7Yv38/evfujdTUVMyaNUs+3qJFCzzxxBN45plnYDabodPpsH79emRkZCA9PR3Jycno0KEDHn/8cbz77ruYNGkSwsLCsHDhQjRr1gzPP/88AKBNmzbYvn07vvzyS1x55ZU1+pqJiLzlbrEvS3R75PX7E+HnfkD4xZ8c/X2t7+oiaKupZCEywWKtpytpDb7dKwQYFRnIkmD767AOZNoqs4VLmz+EiMw5joNiSRBGRERERERERL4KqaBtRfayB3FxcW77FBUVITo6Gjqd9aXs2rULqampSE5OlvsMHDgQr732GjIyMtCxY0fs2rUL/fv3V11n4MCBmDp1qsfxeJusVpvZX2N9eK1UOc6H4DPF9YE+fwsAQNC7KYNgp6nwka4Jl393JZc9i8hj73g8XYDF6XdtMbSApvwCpLAGEGwHlX0EexBQG1n75oni5yPYspgFyVT7XkcFAhxBW2OLCaqgrUYsgeSn18fPB1LifCAlzgdS4nwgJc4HUuJ8ICXOB2chG7QVRRFTp05Fz549kZqa6rLPpUuX8PHHH2PkyJFyW3Z2tipgC0Dez8rK8tinqKgIRqMRBoNzxlhiYhS02pCqJhFQSUkxwR4ChRDOhyCKawXkbwEun4nk5Ep+D6Xq4/rwSMc5F+Ldn9fyHuDkNwjTC0730JpzkbS2HdD5/4CurwOoMB/CrIteRUbHIrKy8dWUHu8CO/9VaTdDVAwM9jHnW/8M1wPhofI6qspolDcTWvQAtjcAjBet+9EA/Pz6+PlASpwPpMT5QEqcD6TE+UBKnA+kxPngELJB2ylTpuDIkSP45ptvXB4vKirC+PHj0aZNG0yaNCng47l0qbheRPsFwfoGyckphOR5/SGqBzgfgi/GWIJwAEUlIozZhR77hhWaEKvYL5MiUGg7x2AU4CpPVwxriOLYaxCDbyBmb8GlCxeg+krLbLvnvjeQ0/QZp/kQXVoCA4Bio4TSSsZXY1Iehuaqm5H4ZwdVs6iLh8acJ+/nJf0TZtuYw4tMiAFQbixFQai8Dh8JZVnQFWyDJaYLEgFIghY5OUXAwANI2NAH2pJjyL+UBZPgn9fHzwdS4nwgJc4HUuJ8ICXOB1LifCCl+jYfKk3KQogGbV9//XWsWbMGX3/9NRo1auR0vKioCOPGjUNUVBQ++ugj6PWOOo/JycnYs2ePqn92djYAICUlRe5jb1P2iY6Odplla1cfJo2dJNWv10uecT4EkVhu/UMTXunvQBK06n1drHyOpIlwfXl9PGC2ljjQmHKhy93k/vqS4095LLbxSdCH1ByxhDdF9qBjiN37AMIurQEAFHachbg9Y+Q+ptjLAftrstcLlswh9Tp8kfhXD2jMBY4GQWd9LUIYRH0ytDgGmEv8/vr4+UBKnA+kxPlASpwPpMT5QEqcD6TE+eAQUs/7S5KE119/HcuXL8dXX32F5s2bO/UpKirCgw8+CL1ej08++QTh4eqFdrp3746///4bOTk5ctuGDRsQHR2Ntm3byn02bVIHJjZs2IDu3bv7/0UREVWDIJpsG5V/xyZV6GOJaOU4pnH9hZSkT4CkdeTgxu8Y5tsA7eOrWE83BEhhyRD1CfK+JbKN+86Khch0+duRuL4rwi78EuAR+pcqYAv1wnWSNgoAIFiKanRMREREREREVDUhFbSdMmUKfvnlF7z33nuIiopCVlYWsrKyYLTV5ysqKsIDDzyAkpISvPXWWygqKpL7WCzWVc8HDhyItm3b4tlnn8WhQ4ewbt06zJgxA6NGjUJYWBgA4O6770ZmZibeeecdHD16FAsWLMCyZctw3333BeulExG5JtmDtnrP/QCnwG5pi4nKgy5PsURchrKGw70ci/PXnYJtfJIQ5t01apzidWsMyO2zGsaGw5EzcK+qlz1LWZAsiN09CtrSE4jbM7omB+p/ikC9pI0EAAiWkmCNhoiIiIiIiHwQUqlR3377LQBgzJgxqvZp06bh9ttvx/79+7F7924AwNChQ1V9Vq5ciWbNmkGr1eLTTz/Fa6+9hpEjRyIiIgLDhw/H5MmT5b7NmzfH7NmzMW3aNMybNw+NGjXCm2++iSuvvDLAr5CIyDf2TFtJ41vQtizlJkj6RMVB0eUpRalveZ8laykBVFVzoci09WJ8QWBsNg6GC4sBAJLWAEtUWxR2/cq5o720hGSBxpQrN4ef+wFlje+siaFWiz5npXOj4PhelkFbIiIiIiKi2iWkgraHDx/2eLxv376V9gGApk2bYs6cOZVe66effvJleERENU8yW//0qjyCoqZthczcsobDgP3WzFtRnwCNKRe5ff+EFJbk9VA0pksA1HXGHZm2IfXXicyUOBDliVdD0sVADG/qvqMiaCtnNwOI3fcgsmpB0Db68PPOjZLFsWnPurXVICYiIiIiIqLQFpr/yiYiquf0OatU9WW9Cooq+gjmfPUxbRQKOn4MQTSirPFd0JSdhyUq1e2lLIZm0BpPqxtFo3NHOdM2VMsjAPmXe1Ob1pqVqi/Y7nxILA/p1wcAumLnLzRFZaa1bW4I9i8BiIiIiIiIKKSFVE1bIiKycloQzKtMVkf9Vo0x0+loWdPRMDYfB0kX6zFgCwDFbV52vrqLLE1Hpm1olkfwlipLuQJ93uYaHIn/WKI7OXbkTGIGbYmIiIiIiGoDBm2JiGoDr4Kijsfh4SEI6Q1Jn+A8BLHMuaM9kBvimaiV8vTzqvC6dfk7oM9eHuAB+YOjjrGcqc2gLRERERERUa3AoC0RUS0gebNYmOQI0pUnXefT9Qs6f6bat0S2de7kqh6qLQgYqjVtveYhaFsxWJ2w5WrE7xwBTcmxQI/KZxIElCVfDwAwNhnlOCCXR7C4Oo2IiIiIiIhCDIO2RES1gRdBUWVArqzR7T5dvqzx3ap9S+Rlztd3kWlrL4/gXSZwCPMYtC112e6qjqzHW5TnQFv8t0/neMsUezkAoKD7QhR0nYdL/begPOVGRwd70F80uTibiIiIiIiIQg2DtkREQRR+/kckrusCffYKzx29CNpK2kh52xzXq3oDE7QobvtKhRtUCPhJFuiKDli3a3t5BA8EiyJoK0nypi7fxaJlHiSvbY3EDb2gLc7w19Bk9oC6pAkHtBGwRLdXHWd5BCIiIiIiotqFQVsioiCK3fsAtMaTiDr6hsd+3iz0ZY7phtLmD6Oo3ZtVGkthh5mq/ZKWjyG/69ewRLQGAAgVsjQNZ7+Rty2GJlW6Z6gQzAXuD1pKAElC+PnF0BYflJujjr8DoeyCz/fS5QdgYTPRaP1TY3B93JZJLDBoS0REREREVCswaEtEFCTa4iPytqY8y3Nnb2rGCgKK2r+L0laTqzQeY9N7UdDpE1zqv9U2qHCUN/wHxPCG1v0KmbYxBx6Vt8WIVlW6Z6hwFbQ1R3e0HhONMJz5ErF770Pc9ttUfaL/frEqd6vKED1f0VZvWNKEu+5ga484/TlgKfb7/YmIiIiIiMi/GLSlukeyQJe70ZodRxTCwi8skbc1xjOqY5I2Sr3vzUJk1SUIKGsyCpboNPW97Vm+Fcsj1CEmF+UkTPH9AQCCpQT6S2sAANpydWatxpTj8730uX/5PsBKCLZMW8lNpq3F0FLeNpxd4Pf7ExERERERkX8xaEt1TsTJj5Gw7XrE7b4n2EMh8kgMS5a3BUjQ525QHCxXd/Ym0zZQbPdWlUdQ1HatC8TINrh0xTbk9bQG0ovbvATJVqc36tg0uPvrUlt81LsbSKK8GXF2frXG6pJ9kTg3mbaSLlrerljmgoiIiIiIiEJPEKMARP4nmAsRceojAEBYzqogj4bIDdEEQSx1CszGb7sBWUMLAEmCUDGr1YuatoFiD16qMm0lS3AGE0CWqFRYolKRdW0+IAhIWtNaPma4sMjlOVrjSe8ubg+qBoicaat1k2kbcZljKLq4gI6FiIiIiIiIqo+ZtlRnaIszkPhne2jLzgZ7KEQeJWzsg+TVzaAtO+d0TDBdCr0yBLaAsTrTNsTG6E+CteZsVUofuL2kfaGwQJAkCLagsLuatpboNLnkhiCydAwREREREVGoY9CW6ozIY9OgsRQGexhEldKVWB+p1+esdDoWdeR16PO3ObWL4Y0DPi53JI1zTVuhYvmGOsgU091v1xIqZtr6sea2rnC3Y8fdQmQAyhr8wzoW1vsmIiIiIiIKeQzaUp1hOP9DsIdA5BPBUuzUFnHmC8Rvu0Hez7o211oywZb9GRT2erqq8ghmebO0yegaHlDNKOz0kXcdvSl9UKFPWO76KozIBUspEjZfJe+6W4gMADSl1lIOkSdm+ufeREREREREFDAM2hIRBYlXGY+CNvADqYytpq2yPIIy07aowwc1PqSaYInp4lW/iFOfVdqnYqat5KeF5cKyf69wI/e1j8PyrAvdaUzZfrk3ERERERERBQ6DtlRnuavtSBQqXNW0DUWSoCiPkDEHsdtus9beBax1UuvJe62wvevgdPSRl2A4Mx+C2UN5lgo1bSMyKw/0eiSaANGEuD33qts9ZGSXtHxc3rZn3RIREREREVFoYtCW6gxRn6Tal7SRQRoJUR1jywoVRBOw5WGEXVqNxE39AdSvL0eMTe91eyzmwKOIPvQvQJJcHq+YaRuetbTqA5EsSFzfBYl/9VQ3eyiNAACWqFR5W1N2vur3JyIiIiIiooBj0JbqEHWGmaSLC9I4iDxwE9QLZa4WInMctNTsYIJJ47mkgeHct0hZEQddwU4Xxxaq9kV9ctWHYTwLbdlZaI3qbFmhQjavE0U5DsFSWuX7ExERERERUeAxaEt1h6CezqIuPjjjIPLETZDTFNenhgfiA1s2rT5vs/Mhc35Njybkxex/xKktInOO365fMWvXzhLeuJLzHEFdwZzrt/EQERERERGR/zFoS3WGVCHTVqhPGYBUizjPy5yBe5DX+39O7Zeu2F4TA6qU/bF7fe5fQR5J8FgMLb3vG1F5X8GcW+Ws68jj7zi1meL6oKD7d57vqciu1ZgKqnRvIiIiIiIiqhkM2lKdIVR8dFsyB2cgRJ64mJeioSUgaJ3qw1oi29bUqDySNBHBHkLQ5PVahvKEgcjv4RwQLej0qctzLIYWlV5XkCyuy014oWKpBQDI670c5tjuHs8ra3S7vK0xciEyIiIiIiKiUMagLdUZYlgD1b4gGhF96F8wnP4iSCMiclYxA9xiaAYI1ixxp8XzBHX2eNBoPS9wVZeZEgYgv9dSWKI7Oh0ra3Snz9cTtTHytqCoMes1SXRqMke29WquWKJSIQlhAICo4+/6fm8iIiIiIiKqMQzaUt1hC4YVtZ0CANCWHkdE5meIOfhErVz8ieqoimU7BMfiVvaAWqixRLQK9hBCRknz8QCAsga3AfYF2ipwyvpXMDYdDcn2O6/SYmAuMrUlbZTXpwtSubwdcfx93+9PRERERERENYJBW6pDbBloGufAl2DKqeGxELlRIWgrCVrHjou5GwrMUWlujxW3frYGRxJ8xalvIa/nEhR0nu22j6cMWmOzByHYAq9Rfz8PiOVu+7rkKmiri/P6dOUCjdEZr/l2byIiIiIiIqoxDNpSnWF/7FxyEfiKOPMlIJpcPlpMVKMqBG0F0RGEkwTXmZvBJhqaObWVNr0fWUOyUNL25SCMKIg0YTAlDQEqlrJQcBW0lTSRtj8ddYsNF5Yg/Nz3Pt1ecBW01cd7fX5+z0U+3Y+IiIiIiIiCg0FbqjvsJRAqLOYEALAYkbIyCUlrKl8giCiQKta01SoXhHLzuH3QVfgixBLeGEUd/+P6vVbPFHRJd250WhRRAuxlCSqUwNCWHvfthqJz6QXRh0xbc1xv3+5HREREREREQcGgLdUhtkxbF9mKUcffAQBozAVAVRb/IfIXF5mSdoK5SN4uSp1aE6PxWl7Pn2CO6gBENkNh92+CPZyQUdZoBLKGFqC02ThHoyKwKphykbi+q5whW/FJAEtUqm83rFgTGb6VRyAiIiIiIqLagUFbqjvswYxKsv805axvS0HkIuhmpy07I28bG91ZE6PxmilpMPIGbAaGZcIcd3mwhxNyijq8j4LOnwFQlzBI2Hy1Uza1xdBScabg031clUcQw5J9ugYRERERERGFPgZtqe6w1auVKntk28PK7kSB5iroZleeOEjelsIa1MRwyJ/sWf6KwHzF8geSEIbcPisVLT7W2XYZtK3GXBHdz0ciIiIiIiIKHgZtqc7wtBCZq35EQVFhMbz8rvPl7cJOn6L4shdw6YrtgOBbBiYFnyTobBseAqEaPaTwBihPutbWt/pBW6kambaCpajyTkRERERERFTjdMEeAJH/2IIflWbaMrOMgkn9pUF5w9vkbdHQFCVtXqjpAZG/2IK2gqdsfkELAJAE+3emkm+3cJlpm+LTNVTXsxRD0sdX+XwiIiIiIiIKDGbaUt0hl0fwnGnLoC0Fi7ZwHxI39gv2MChQbAFZ7z5jrH/9Cn7ItBXDG/l2DQXl4ndEREREREQUOhi0pbrDXvZAqKw8AoO2FBwx+x9R7Rd0nhukkVAgOMoj2D6LPAVk7Zm2fgnaNvHtGsphWAqrfC4REREREREFDoO25B0xdBfvEsqzEX3wSWhswYdKM21D+LVQ3SaIZfK2ObINyhrfGcTRkN9prAuRyV8MieWeOtv+9C1oK7haOMzH+scFXb6Qt2P2T/DpXCIiIiIiIqoZDNpSpcIu/IzkVY0Rfu6HYA/FpeS1lyHitCJjsdKatlyIjIJDsgX1AEDSRgVxJBQQFRYi0xozVYfNUe0VfauaaVv9L53KGt0hb+uK/6729YiIiIiIiMj/uBAZVSrm0FMQpHLE7nsQWSGWGSiYnR/tlTQGebuswTBYItvAcOYraEzZ1nNYHoGCRVB85GojgzcOCgh7eQRd8d9I2NAbuuLD8rHS5g+jtOlYRe8qZtravnSyhDdGWeN/oqzBP6ozZCIiIiIiIgpRzLSlSolhVV/kJtA0ZRecGxWBsbKU61Hc7lXkDDoKc3QnayODthQsitIdEoO2dY99ITJAFbAFgKL278IS01Xel6pZ01bSxaO43Wswx/Ws2liJiIiIiIgopDHTltyzlCL8wmLoivY62iSLKjARbBGnPnZqkxTjk1dmFwTFIkEM2lJwSALLI9Rpit+vF51t/1/FhcgEP/71HWKf60RERERERMRMW/Ig6uibiN0/UdUmmPODNBrXdPlbnBsFx7S2GJoq2q1BDpZHoGDR566XtyWfAnxUG0i+BFKrmGlr//zy6V4u5PX82bGjWCCPiIiIiIiIQgODtuRW+IUlTm2CKbSCti6nsKBBXs+fUNTuTZgSr1G0M9OWgkuAJG+7LO1BtVsVgrau6nIDgFCeg6hDz0JbuEd9QLR9fmmqlxlrShjouBeDtkRERERERCGHQVtyz0UAQhNimbZSWJKLVgGmpMEobTUZEARHXwZtKYRoys4Fewjkb25KDOQM3OfUps/dBACIOjYV2qKDTsejDz+HyMxPkbhpoPqAv8ojCDpIthINEMurdy0iIiIiIiLyOwZtyS3JRQAi1MojlDUc7tQm6RNcd9bYyiOIDNpScJji+srbofYFCFWfpFhozq6k5WMQI1o4tWuNJ+XtxI19AUlSHdcV7HR5D0d5hGqW1xAEQBNu3WSmLRERERERUcjhQmTknotMrlArjyDZvnewGFrCEnkZitLecd/ZHoRmpi3VNIsRYdl/QFN+UW4qSn0ziAOiQJB0sfL2pX4bYYlsIwdGKypu83+IOvqGvK8pOwPR0MyLm/hvITJJEw5BNDJoS0REREREFIKYaUtuuaq1GGrZgfYaoeboDsi//GdYotPc9rVnpnEhMqppURmvIm7PaGhLjwMACjp9grImo4I8KvI3ZdBW0sUAWoOqRItSSet/wRTTzdEgmtxeN+rIK/J2WNZS64abUgw+sWcGszwCERERERFRyGHQltxz8fitYMqr+XF4Yl95XfBiKrOmLQWJ4ewC1b4lsm2QRkIBJWhQ0OkTFKVOdVkSQd1XQF7v5Y5dD59LkSdmAAB0+TtguLDYul2wo9rDlTQG671FY7WvRURERERERP7F8gjkgcWpRTDn1fwwPLIFbeE6m02FQVsKloqPsrt5ZJ5qP58yqLUGiPpkaEzZgKTOtNW4+KwNv/iL47jpUlWHKLPX4GXQloiIiIiIKPQw05bcc7FgV6iVR4CtPIJXmba2wETFrEeiQKu4aJQ9w5FI0tjmRoUvk0R9smpfMOXKn2H+Ihqs2cDa4iPQ5W9HyvJYhJ/91q/3ICIiIiIioqph0JbcEmyZtsYmo1DS4lFrW6gFbSXvM23Ds/8HAND74bFiIp/Ya4faSMy0JTtbFrZQoaatrvigal9/aR00ZRfk/azBF1Bdlqh2AICYg5ORsOUaAEDs/vGAJFX72kRERERERFQ9DNqSe7bMr5KWT8ASeRkAQLCUBnNELtiDtr5NZVeLrBEFTIXyCJI2MkgDoZDjomyLrmCXUzet8RQEsQwAUNhhBqCNqPat3c3DlBVx0BjPVfv6REREREREVHUM2pKKPmsZcGKhdUexyJeksQUIQi1oa8sIk7wpj6DAoC3VJPkRePu+PilII6FQY58bykxbXf5Wp37Rf78oP+ngr0xtT9dJ2HC5X+5BREREREREVcOFyEglZs+DgFgC4eqT8mrmkqADtKG5yrggZ9r6io//Ug1S1LQtbXovoOFHL9lUyLTV5/6FyJOz5MOSoJM/i8Ny11kb/VQTWVtyzO0xjaXIL/cgIiIiIiKiqmGmLakIohGQRBgyP4NgKbY1auVMW0EMsUxbXxYiU51mqrwPkZ9oys7K28XtXg/iSCjUyIvUSSZANCN+243Qlp6Qjxub3e98jqb6pREAICxnhV+uQ0RERERERP7HoC2p2bK+ojLeULVJ9kxbS2hl2joWIqt8Kpc2GydvRx5/D4Yz8wM0KCI1jSlX3pZ0sUEcCYUc+0JkkhlChezWklZPQgxr5HSKv+ZQfo/FfrkOERERERER+R+DtlSBc9kASRMO2DO7Qi3T1r7KuSBU2rUo7W15O+LMV4g58Kh1RzQj4vj70OVtDsQIiWSSJhIQtMEeBoUSW01bTdkFx9MNNmUpN6K02QNOp4j6OL/c2hx3OXL7rnXfQWIZGSIiIiIiomBh0JZU7KuTK0lhSZBsK5WHXKatHGT2YipXWAzKeroFYVm/IjrjNSRsHQpD5ueAZPHrCInsLJFtgj0ECjHakqMAgJiDk5G0roP6oKCDFJYEc3RHVbOk80/QFgDMsT1QlnwdAEDUxlQ4WtWa4URERERERFRdXA2HPCpLuRkAQrimrT2oUHmmrSuCpQSa8mx5P+bQUxAsRSht9UT1h0ZUgahPCPYQKMRoyrPcHpO00dY/NeHqdl20X8dQ2CUdZRd/QVnDYdCYCpC0Ls12Iwszw4mIiIiIiIKEmbbkkTm2JwCEcE1ba6at5OVCZCbb67GLODHDKWst+sgr/hkbUQXF7V4L9hColihKexuW6PbWHUXQ1thwBCSdf4P/ki4GZU1GAdoodUCYTx0QEREREREFDYO25JGki7L+qaxpG1J1Dr1fiAwA8nv+pNoPv/gLBDHEAtFUtyjeL5aIlkEcCIWiwrR/u2wvbTFR3pY0Bkf/rule1fCuKkmZWcugLRERERERUdAwaEseycFaW9BAgASEUJBTkGxBWy+DGBWzanXFhxH190v+HhaRg2R2bAusSENqxhbjkXPlAY99itu8CEkTjqK2UwI/IEXQVmDQloiIiIiIKGgYQSAVc0w36Ap3y/uSYF28S9JFQ9JGQbAUQ1tyDJaYTsEaYgW+Zdq6Cu5qzPn+Gw5RBfr8rfK2pIsN4kgoVImGZqr9nAG7Vfvm+H7IvuYMoAmrgdEoa9gyaEtERERERBQszLQllfyePwJxnR0N9iCnoIUlvBEAQJ+/JQgjc8OeCebHxXIqLvpDVB26wl2OHS7qRJUwxfeHGNna+UCNBGyhnqPMtCUiIiIiIgqakArazp49GyNGjECPHj3Qv39/PPLIIzh27JiqT1lZGaZMmYK+ffuiR48eeOyxx5Cdna3qc/bsWTz88MPo1q0b+vfvj7fffhtms1nVZ/PmzRg+fDg6d+6MoUOHYvHixQF/fbWBFN4QGLpe0eKYIrqSowCAmIOPA/ayBMFme/Rc8iEYZo5s47K9PGEgAEDUJ1Z/XEQ2kq0kQnniNUEeCdUGZcnXB3cAggDJ9rnP8ghERERERETBE1JB2y1btmDUqFH4/vvvkZ6eDrPZjAcffBAlJSVyn6lTp2L16tWYMWMG5s+fj4sXL2LSpEnycYvFgvHjx8NkMmHhwoWYPn06lixZgpkzZ8p9MjMzMX78ePTt2xc///wz7r33Xrz88stYt25djb7ekKVRVM1wFwwVS2tmLJVw1LT1Pmib12clzFGpTu2SNsZ2TbPTMaKqEsRyAIAYlhzkkVAoy+uxGKXNH0Jpy0eDPRTH5ymDtkREREREREETUjVt586dq9qfPn06+vfvj/3796N3794oLCzEokWL8O6776J///4ArEHcm266Cbt27UL37t2xfv16ZGRkID09HcnJyejQoQMef/xxvPvuu5g0aRLCwsKwcOFCNGvWDM8//zwAoE2bNti+fTu+/PJLXHnllTX+ukOOMgDqJhgqWEogaaNqaEAeyOURvJ/Kkj4Rpvj+0BX/rW7XWYO2EE3+Gh0RIEnWP1kagTwwJV8LU/K1wR6GlaAFJBODtkREREREREEUUkHbigoLCwEAcXFxAIB9+/bBZDLhiiuukPu0adMGTZo0kYO2u3btQmpqKpKTHVltAwcOxGuvvYaMjAx07NgRu3btkoO+yj5Tp071OB4Xa1jVOYIAp6Ctq9etsRRDFFJqbFzuCLBlxboZp/sTnQNoctBWMteL37U35JLG/HlUmWBfzEnQ1PqfI+dDPWH7fBRg8fi75nwgJc4HUuJ8ICXOB1LifCAlzgdS4nxwFrJBW1EUMXXqVPTs2ROpqdZH2bOzs6HX6xEbq16BPSkpCVlZWXIfZcAWgLxfWZ+ioiIYjUYYDAan8SQmRkGrDalqEoGjqFcbGxcNJMc4dUmM1QDxzu017oQ1uBAZFYFIF+N0K8L5dxxha9NIJiT7cq16ICmJP48qu2D9mDUYDDDUkXnF+VDHabSABUiMjwBiK/9dcz6QEucDKXE+kBLnAylxPpAS5wMpcT44hGzQdsqUKThy5Ai++eabYA8FAHDpUnG9iPYLgvoNUlBYhvJsa8azMsydl3MRZnOLGh6ds4TTv0ELoKTUjBLbOL0RZTQjokJbaZmICACSZEaOD9eqy+zzISenUH7Kn3wTUVyKKADGMguKavm84nyoHxIlDTQAcnMLYCl3PWfDLv4GTdk5RPd4ivOBAPDzgdQ4H0iJ84GUOB9IifOBlOrbfPAmWTAkg7avv/461qxZg6+//hqNGjWS25OTk2EymVBQUKDKts3JyUFKSorcZ8+eParrZWdnA4Cqj71N2Sc6Otpllq1dfZg0FUnQyK9bggABth1zSUj8PLQlxwAA+pxVkNq87P2JLmo1imHW+SFIFkiixJx8BUmqn/PfL0TrXJOgrTM/Q86HOs5WHkESLa5/z5IFsbvusW63GwZJSuF8IBk/H0iJ84GUOB9IifOBlDgfSInzwSGknveXJAmvv/46li9fjq+++grNmzdXHe/cuTP0ej02btwotx07dgxnz55F9+7dAQDdu3fH33//jZycHLnPhg0bEB0djbZt28p9Nm3apLr2hg0b5GuQgqL2a1GHGY5mU46LzsGjK9jlU39JG6naL0u+DsbG9yg6+GkxMi5qRrCVG+GXAFRb2D/33SxEpik95dixGGtgQERERERERPVPSAVtp0yZgl9++QXvvfceoqKikJWVhaysLBiN1n8UxsTEYMSIEZg+fTo2bdqEffv24cUXX0SPHj3kgOvAgQPRtm1bPPvsszh06BDWrVuHGTNmYNSoUQgLCwMA3H333cjMzMQ777yDo0ePYsGCBVi2bBnuu+++IL3y0CUpgrbGZvejPN66CJy27HywhuSSOaarT/3tWbUAkNdrGQp6/AhRH+fo4Iegrab0FJLWtkb0waeqfS2qxeyBLxeL3xGFIvvnvuAuaKv8/M/aUBNDIiIiIiIiqndCKmj77bfforCwEGPGjMHAgQPl/y1dulTu8+KLL+Lqq6/G5MmTMXr0aCQnJ2PWrFnyca1Wi08//RQajQYjR47EM888g2HDhmHy5Mlyn+bNm2P27NnYsGEDbrvtNqSnp+PNN9/ElVdeWaOvN5QZG4+EKaY7TAlXqdotkZfZNkqDMCr3itq/61N/Ue+o0GtKGGDdEBzVQoRKMmQjTn6EsAtLPPYxnJkHjbkAEac/Z8ZtvSbZ/j+kPm6J3Ksk01aQzI6dLQ/VwICIiIiIiIjqn5CqaXv48OFK+4SHh+PVV1/Fq6++6rZP06ZNMWfOHI/X6du3L3766Sdfh1hvFHWZ47qGiK2sgGAprtkBuSEJOgiSGWJ4E5/OM8f1dm4U9IoLuw5WAIC26BCi/34BAJA1dLjbfmK4ox5z/JbByOu3zqcxUt0gMNOWah37XHXzOejh85GIiIiIiIj8I6SCthT6JDloWxLkkQCQJDnjS9LoK+msZolOQ17Pn1VlEiBoIEEDASIEyQR3da8FU65X91BeW1+426fxUR0i2WvaMtOWagn7XHUTnI0+xJIvREREREREgcagLflE0oRS0FZRckDwLWgLAKaka5wbNXpALPNczkAZfJNEr4Jxojba5/FRHcFMW6plJFupGFc1bcPPLoCuJMPREJZYU8MiIiIiIiKqV5j6RT6RtFEAAEEMraCtr5m2bi9pD/56WohMUfvW84JlorylsRRBKM+u3uColrLPAwZtqZawf8Ypa9cCgCQidv9EdVv5JUc2OREREREREfkNg7bkE7k8gjn4NW1Vi4UJYX66qPsMM0cfRfDNQ0ZuxWtEH36+WkOjWso2DyRBCPJAiLwjaayfp4JYBo3xLCKPToNQdgHakqMu+4dd+Lkmh0dERERERFQvsDwC+UTSxwEABHNBkEeCCuUR/DSV5Qwz98FYSXEvTfkFiNoowFVArkL2ma5gh1+GSLWLYM+0ZXkEqi1sQVuIJsTuGgl94W7o8zZB1Ce47K4tPVmDgyMiIiIiIqofmGlLPhF18QCAsNw/ocvbDF3BLnUHyQJI7pbw8i97pq0k6FwHTavAXmZB8FTTFo57Jf3VA1F/v+DmYhWydf0VWKbaRQ7e8+OWagdt8d8AAF3hbnkRxbBLq2G4sNj1CR7LxADa4iPQ56z26xiJiIiIiIjqOkYRyCf2TFsASNg6FAmbr3IEJy0lSFrTGonrO9fQYMqtf/qrNALgWNDMYxBCHZSOPPWxm37qTFtLRMuqj4tqL4mZtlS7aMz5AICoY9PlNsnDYo+ev+QCEjdcjvgdt0FbuMc/AyQiIiIiIqoHGLQln9gXIlPSFewGRDP0eRuhMedBa8xE3LabAz4WOdPWT4uQWS9qC6x5qmkL50V3tEWHnbtVyDgOz/5fNQZGtZZ9Lgn8uKXazMNiY5Vk2trpKz6ZQURERERERG4xikA+sUR1cGpL2HI14rddj/gdw+W2sNx1gR+MfWVzDxlgPl/SXh7BQ81ewcVK6Ykbe8vb2sK9iN90FcKz//DbuKg2s84XCcy0pdqhqN1bTm2VLs4olkMoz0bk0begy98mH9LlbnT08/hlGBERERERESkxaEu+EQSUtHraqVmfv9W5r1ge2KHYru/PTFv7NXVFB9x3chG0tbZbM2sTNw2AvnAXwi/+5LdxUe0lMNOWahlLZBuf+mvKLiBlZTKS116GqGNvI37rUPmY1nhK3g4//yMgmv02TiIiIiIiorqMUQTymWAp9K6jVLV/nAvlWYjZ9xB0eZsqub7tkVw/ZtqK+kTbtX0rjwAAuvwt0BYdcmo3R6XK2xEnZlZneBQEurxN0BjPVuMKrGlLtYukcy6D44nhzFeqfVVWruLvgbDcdUhe3QSwGKs1PiIiIiIiovqAQVvymX1l8coIVQzaxhx8AoZz3yFh63Xus1oBIAA1bU3x/QEA0RmvIXr/o647uRlTwtahSNzYx7m7JlLejj7ycvUHGWCCuQDaooPBHkZI0OVvQ8LW65C0rj3idgyr2kXkAJbgr2ERBZQlsp3frlVxkTJBNCJOUUqHiIiIiIiIXGPQlnwm6eK97Fi1oK0uf4e8HXHyI7f9NKZLAACt8UyV7uOK8rHgiLPzoS06hJh9DyFleSwMmZ/ZjkiuT3ZD0sX6bXwBI4mI2XM/UpbHInl1MyRu7Av9pfUQyrODPbKg0uf+JW+H5awCxDLfL2IL8kvMtKVaQjQ0QW7fatYlt5WL0ZSdczoUlveXUxsRERERERGpMWhLPitKfRNlKTdX3rGKi85IWoO8HXnyP277xe3+JwBr5pa/SNoI1X7ixj4wnPsOABBz6F/2XhXO8fwosSWipd/GFyjhZ7+B4cIiVVv89puQtOYy4OwyOQBT/6g/IjWmXJ+vIC9cx5q2VIuYY7tB1Cc4tRe2f1feLm12v9vzwy7+DACIPPa26w6WkuoNkIiIiIiIqI5jFIF8Jka0QEH3byvt53G1cU8U5QRqPOAphHk+LkmOIJyNKbaH51P08Shtei8AQPQ2S7mG6Qu2uz+45iZE7xtfc4MJIRWzpHV5G1108lDCA4CjBjIzbal2kbQxTm3G5g8r9tz/J0TcnrEAAMFNDfCUVY2qNTYiIiIiIqK6jkFb8itzZFvHThXLI0jacHnbYmhRaX8xLKVK93F5b024x+P63D8Rs3+ivG+ObANJF+f5mro4lDUcBgAQDc2rPcZAcJVRp2Q4t7CGRhJq1F88xO25F4K5QN6PODEDySuTEX52gftL2L+8YKYt1TIllz2n2q/4VIEY3rB6N6hQ75aIiIiIiIgcGEUgv8od4KhHqyvYVcWrOKalGN7YbS8xrAEAIK/nT1W8j7PKFk+L23kHtKXH5f28PmsgmPI8niPq4+FYhCo0ywxI+sRgDyEkCS4e4Y7ffLW8HX3kFQiSGbH7J8JwZj6E8izni8jlEZhpS7WLsclo5PZegcIOsyDq4pDf3frlTUGXL1F82XMwJV3j8XxNyXGI+mQAQHnCQKfj/ixtQ0REREREVNcwaEsBE3liRpXOM0d39K6jfVEojcFzPx9YDE09HhcUC1GZYrpC0sdVuqiONRPX/lYLftBWKLsAQ+ZnqoxRck0wFzm16UoyXPaNOfAokte2gWAuVB+wfRHAhcio1hEEmOP7wNjsXuRcfQqmxEEAgLJGt6OkzUtOta4ljUEVnE36qxs0JutihkXt33Na3Cz8vLqONhERERERETkwaEsBU+VHZ1W1cN3XxRUspdbufgzamuP7oqTVk9511ka6PVQeP0DelnSxgGDLtK20/mngxe+4DTGH/oXoA487GitZaMxiaBbgUYUg0QxB9H2xJE3pCdW+IJXbDnguvUEU0uyfYcomxRc/ZQ1uRfbVJ1DY8SM35+tgju2GrGvz5KaYg5OhLT7i75ESERERERHVCQzaUpW5C24WpU6zblQxQKlcwMztYmaSKAfDJG1Ele7jTnG7KShp+biqzRTXx3kImgjbsd6Oc9u+gktXbEdBt/nWY7GXozxpMEKpPIKu6AAAIPzir4pWz78roZ7VntTlb0Xy6mZytrix4QgXfTws3qagLToEwL9fLhCFAlPSIHm7oOvX1i+yNHqXfSV7u6CBqI2W23UFOwM6RiIiIiIiotpKF+wBUO1V3PZVGBvdgYSt10GwFMvt1hqu6lICvlEEEN0FbZW1EAOQwVic+gb0eRugz99qHYbgHIiQbJm2BZ0/R0TmZyht+RhEQxP5eNZQZfmB0AnaOih+tpUF2O3ZovVE9N8vqbJszTFdkd/kn4jbeYe1QbKoFqRTqlgHV1t+wdpuzg/MYImCRRMO3CMhO7tQ/mhz9VnpRHD8pwfLtBAREREREbnGTFuqOkEDS0wXiGEpFdpttTvdBVwrozzPzTXspREAR8ar3ynv7SJ7TLIFi8XI1ihOm6YK2DoLwaCtIlAruChDUdpsHHIHWLNJNaZcwMWiXHWVVKH0hbbsDMoTHVmFmvIs6IoPuTxX+QWGsuyEpjzbv4MkCkWC6++CJW2MY0fxecqgLRERERERkWsM2lK12cshFLV7w9ZiX3DJ9/II+twNMJz/Qd43nFvosp89i1cStIAmMAnj1gXE7Dd0XkTKcGGx9xcTbG+1SmrH1iRBGUCukGlbfNkLKOrwPiwRreQ2fT16jFnUJ1ZoKFNldMdtv83tuYZz3zt2FIH/ssYj/TY+opDlLmgbluTYVvTRMGhLRERERETkEoO2VG3lDW5G9tUnUNpysrXBHuAUzT5fK2bfeNW+oCyDoCTaFyELUJYtgMIOM2CKvRz5Xed798ivB5KcaRv8hchcsgVtS5uMQfbVmShp84K1XaMHYtsDAARzUbBGV+MkfYK6ocLvX1d80O25hnPfQFewy3YhRy1gSRvlr+ERhSzJxVMJyrrfANSB3XqUwU9EREREROQLBm3JLyR9ory6uGQL2rp65L4yWuNJr/rJ9XIDuLiTGNkaeX1Xo7zhbaqMyaK0tyFBQF4PXzJtbUHbEMq0VbMFkzXhkPRx6kOGhgAAwVJ/grYVM49LWj8DAChq96bL7jlXHoA5upO8n7D5Kuizl0MQHbWAqxv4J6oVXMzzvMt/q9DH8eSCINWvRQ6JiIiIiIi8xaAt+V91a9oqiLpY17ew1bSVtIEL2qrGoahXW9p8PLKH5sOUfK0PVxBs/x+iQVt7kFJw8ZGgs9aiVNVqreOUi4lJ0EA0NLa2i6VOfQs6fwbR0AzmqDRVe/zOEdDnbXQ0uMhAJKpzKpRHKG0yFtCqn4hQlkdQ1icnIiIiIiIih8AUA6X6zY9BW425ABrjOWvQTCyD4ey3KE++Vl7USQpgpq1ScdtXoCnPQXnKja4Dm14L0aCtLdNWcvU9jj4aACCYC2tyQEGlDNqKES0U7c7lOsoaWWvVCpJzORDD2a8VF3Wui0xU5wgCRH0iNKZLyO/6FcobDnfRRxm0ZXkEIiIiIiIiVxi0Jf/zY9AWAPSXVqGsyShEHnsHUcf/rT5YQ0FbKSwFBd2/qfoFqhXo9S9zxGXQlR5TtQkeM21tQdv6kGkrSdZSFopAUn43x+/d2PguRJ54T963RLRylL4QnR/ztoQ3cWojqutyrj4BwVwIyZal70TxBUe9KrtCRERERETkg9CJJFGdIde09VPQNiJzDgAgLPsP53vVUHmE6rPXtA2BhcgUPzNNqb2GsH1cnsojWIMr4ed/RNSR10K4Pm/VhGUtQ9Ka5gi7uFQug1DQ5UtYYjrLfSzRHWCK6yPvl7ScJG+7qs0phSVb/6yhLxeIQoXbgC0AMaKlvB2Ws8JvX/ARERERERHVJQzaUgD4OdO2YAeEsosug8C1JxhmC9qGQHkESRMubyet74L4rddDV7Db2uDqEX5beQRd/jYkru+K2L0PIPLE+wjL/r0mhltjog8/B425AHG775Yf2ZYq1OIEAEtkW8eOxnHc2HikU9+wrGUAgLKUm/08WqLaq6DTpzBHXCbva8qzgjgaIiIiIiKi0MSgLfmfJsz6p1jmt0tGnngfjmxQh7Dc9X67R2CFTtC2YkkJfd5GhF1abT1kPOXc35YxF5a7HtrSE3KztvS4dcNSCsOpT6EpOR6Q4dYUjfG0vK21bYu6eKd+ki5KuSdvlTUeidxe/0P2VRlym75gu3WD9WyJZFJ4Q+QO3CXvC7Ya5UREREREROTAoC35nahPAABr3VQXdT6rIvLUx7X7EVp73dMQKCngKTvZHNPVudGWaVuRfWGyyBPvI+bws0jYNNAv4wseQd7SlF8EAFVpBDtJ6wja6vM2qo6ZE/pDCm/g4tIsH07kTuy+ccEeAhERERERUchh0Jb8TrTV8QSAiJOzqnyd3D6rVPu64sNVvlbw2d9qIRC09RBALGt8j3Ojm9qUmrLzAAD9pXXWfUth9QcXTBUWYZOEMJd1OZVB29JmD3h1aYmZtkRu6YoOQFtUmz/fiYiIiIiI/I9BW/I7SZ8obxvOLvD+RLFctWuJaA1JCPN4Ss6VteMf+pIQOguRCR4Cx2JYinOjznWmbcTpudYNF3Vf6wJBKnfZrqy/aYlo7eW1/JNxTlSXFLV9Vd6O33ZDEEdCREREREQUehi0Jf9TZBXqSo5AV7DLu9NMeap9SReHktb/ctm3oMsXyBpaANHQuKqjrGEhVNPWRW1gmcZFFq7e/SrwEE3Q5W917IdAULqqBC9rMNszjAG4zMR1JSz7f1UaE1FdZmwyRt7WmHLc9tOUHEfK8likLI+FYC6oiaEREREREREFHYO2FHCxu+72qp+29Ji8XXzZC4BGB0mjd9m3rOEIv4yt5gi2/w+BoK2burrlide47i+6zjgFgJSVSdAogihCLV4F3mJortovbvN/LvtJWkXmsSbcZZ/S5g+p9jWm3OoNjqgOkvRxXvWL2f+IvB2W/UeghkNERERERBRSGLSlgNOYLnnVL377MHm7pM0L1g0X5REKunzpWNir1gi9TNvC9u+hLOUWuVXSuClFkXi59XglpSoAwHD26+oPL0jMUe1V+5aI5i77lTa7DwBQHn+F22sVpb2rqn3rqS9RveXmS4+KwvL+cuxI5gANhoiIiIiIKLQwaEsBUdB5jmPHy0fmBbHEudHF4/pljW6v6rCCx77IlZss1xolWuurimEpKE8a4mh3F7Q1NMClqw4i5+pjro+r1LZguoNQIRgkWFyXSzDH90POwL3Iv/wXDxcTIFiK5d3CLnP9MkaiOs322QRLMaIOPwd97l8wnJmn6uLtl4BERERERES1HYO2FBCWqDR5292CTkrKlcNFneORWUlQl0eQBBc1V2sFezAz+DVf5dqtmnBAUX6i4s9aSTQ0haSLrfTaks67x50BwJD5eWg96lxxsTDB/cejGNHSfZDbVX9D06qOiqjeiPr7RQBA4sb+iDz1CeK33YiYA5NUfaIPPw9YjMEYHhERERERUY1i0JYCQlX3E6g02zZ+y2B5u7jdm44DToHE2jplPZdHCMv+A/FbhkJb/HfgR2IL2kqacEiKReO8fVTZIy8eXdYV7ETyyoaIOfQU4nbeUf17+olQoXavOaZrta5XmPYOACC/2zfVug5RXWZs7Kh5Hpk5GwCgLT3h8RzDuYWBHBIREREREVFIqK0RMApxoi5GtR+/dajH/hpLobytrK0qVSiPUNbwH34YXRDYa/C6KY8Qt/MO6PM3I2bfwwAAfc5qxO66GxrjOf+PRZlpqwyKi67LASiVNRjm1FbaZDTKUm4GAAgVs1VdiNsxAoJYKu9HHH9P3UGyVHqNQBAs1vIcxZe9gPyuX8Mc261a1zO2mICswedQ3uCWyjsT1VOFnWar9r354kpbciRQwyEiIiIiIgoZDNpSQCgXYQIAff5WQDQj6tCzCLvgoRYoAHNcL8dOhUzbovbv+22MNcleeqBiNmdF9oBF/I7bEJ61FDEHHvHYvyrsY5A0YYCi3IThwuJKzy3s9CGK276CS1dsl9tKW05ylE7wIuCqMWWr9qMzpjiOGc8iaU1rRB1+rtLr+FP0wSehK9oHADDF9Ua5v74cqPA+IKIKBAEFnR01nxM39PLQ2UrSRARyRERERERERCGBQVsKDG0UypMGq5rCsv6LyMxPEbdntMdTLVHt5G1JUXPV2OguSPp4vw6zpkj6RAC2xdY81GPUWIoQv2mgvB+Ws9L/gxGt95c0BohhKXJzUdsp7s6QSbpYlLT+FyxR7VCWfCNMsT1hiUpzBKW9yLR1RVewCwAQceIDaMx5iDz1CVKWxyLhrx4QynOqdE1fRJxWLBSmZUCIqCaVp1zvVb+yBrYvU4Tau+AhERERERGRtxi0pcAQBOT3WCLvmuL6QrAUO44rtwGIthq45ujO6ssoyglIeu8XuQo1ks5R41eo8Nor0hfuUe1riw74dSzKhcjEsGS53ZQ4yKfrFPT4Dnl9VgOC1pGxK1Ze01aCc8AlZr81o1ioUBNXV3IUEZmf+TSu6hLDGtTo/YjqO28WOQQAi6E5gMqfWCAiIiIiIqoLGLSlwBEEFHT8GAAg6uMQc+hp+ZCu6JCqqzm2JwCgpNWTqnZN+Xl5W9Kq6+TWLoq3WsUSApXUko08McOvI1GWR1DVD67Ko/z2jDd77WEvMm2NTUY5tdkD0/a6smqeF7HzNwZtiUJP8WUvAPbPKwZtiYiIiIioHmDQlgLL9qh5ePYfqgxTbbEiaCtJjkCmoFWdrgygSbX5sXVBgGR7bYIiaKspPYWkNa09nur3ldIlW5BYCAc0BkezNrLql7Rl2gpe1LQV4LwYmyWqLQBAYzzt4gSdc5s/SRLMUamOXS+z/oioZhS1nYKSy55XlGFh0JaIiIiIiOq+agdti4qK8Nlnn+HBBx/EsGHDsGeP9dHuvLw8pKen4+TJk9UeJNVe7haM0ZaehLb4CCJOzELin6nQ2VYDlyoEbcsaDJO3y5OGBmycNcP62jTGU9ZdcxFiDjwGjaWo8lM91MH1iWiWA6uSNlwVJK9O0FZeMM6bmraicx/JVh4jLHed87EKi9H5ky5vE1JWxEFnWwCuKG0662USBUFR6lS3x8Twhtb3pZxpW7Xa2URERERERLVJtYK258+fx7BhwzBz5kycP38ehw8fRnGxNZsyPj4eCxcuxPz58/0yUKqd3GXHRh2bjsQNlyP6yEvQll+Apvyi9UCFoC00OmRflYHcPqthjusZ4NEGmC2gmbB1KCCWIW7PaIRdWu3VqWHZf/hpDI5SDJImHKLOUXJCWXfXZ/ZsWKnymrYu+wjuP4oiT35YxUF5psvbjISt16naxLCGAbkXEXlW2nISsoYWyPuWCMcTCOVJ1wKwfmYBrGlLRERERET1Q7WeO37nnXdQXFyMn376CYmJibjiiitUx6+99lqsWbOmOregWs7nkgYVg7YApPAGMIfX/jqjyrIAsXvHISxnldfnxu0ZjZyBeyFGtKzeGJT1c4VwQKNDbp+VALSALSBSFZKtpq3GlF/5GGzB68K0f8MSlYr4HbdBsJS67a8xZVd5XJ5EZbzu1CYFuhQDEXmU12MxIs6ko7D9+9AX7IIl8jJI9s9/jT2jn0FbIiIiIiKq+6qVafvXX39hzJgxaNu2LQQXjxQ3b94c586dq84tqLbzORBYP8osh1/82edzYnePrfZ9BYs1aCtBIy8eZo7rXf0sZluw03DuGxgyP7O2SW4WELM/2qwxyCUZ7AuQmaPauz7HX+UhFDRl550bGbQlCipT8rUo6LYAUnhDlKdcD0tUO/mYJFjLIzDTloiIiIiI6oNqRciMRiMSExPdHreXSqD6S1IsdEXeKeg8B+bIdihs/76qXV+407poWzUI9vq5fv69KOvOxhz6F7TFR5C0phUij053HoMt01bS6ByZ2KI1KCtpo1xeP3F9V7+OFwDMMV2c2qRqZBsTUYDJNW0ZtCUiIiIiorqvWkHbNm3aYOvWrW6Pr1ixAh07dqzOLaiW8zkIJpYEZiC1iCnhKuQO2A5j83FOx8Kyf6/WtbVF+wAAgr9/zhXKWsTsexgacx6ijjkvLhSWs9KxY1uoTlt2DhDNbhcy05a7yIqtLnsASMFd0JiIgs/+5ZDA8ghERERERFQPVCtoe++992Lp0qX47LPPUFRkzeCTJAknT57EM888g127duG+++7zxziplpK0vi1uZYnuFKCRhD5zZFvk9l4B0dBYbjPF9Vb10RXsrtY9tLaSAGY//5wFs7qWrb5gu+uOijIHuoJdkDSODF3DuW+hKc9xfxM/Z9cJrkou+FqDmYhqjv1LQNH1lztERERERER1SbUKON522204e/Ys/vOf/2DGjBkAgHHjxkGSJGg0Gjz55JO49tpr/TFOqqWksBSIYSmApRTFqW9C1Ccjbs9op37GxvegrOEwWKJSgzDK4DLF9IC+cCeKOn4Ic3wf1bH8bt8iLPsP6PM2IeLsPEAyV+te+ty/AABlDYdX6zpOKmTairo4aMzOi5LJ5RkAQNBANDgWVos58Ki8XdDpU+hz/0LE2flym6Y8C6Khqf/GLDovfibqYv13fSLyK0nDmrZERERERFR/VHvVnYkTJ+K2227DH3/8gZMnT0IURbRo0QLXXXcdmjdv7o8xUm0mCMgZuBeCWAZJnwDBdAkSBAhQ12Y1xfVGecoNQRpkzcjt/Qd0RQdQ1nA4ktc4gpUF3b6CpImAFN7Q6RwpvAHKmo6GrnCPrcXN4l5eEswFAABLRKtqXaei0ubjEXXsbcWNFEn8olle9EwQHdmtZQ2GAS4WMAQAS1QayprcA3N8X8QcmAQA0JRd8GvQVjkWeagufgdEFCLstbMZtCUiIiIionrAL0ulN2nShGUQyD1tJCRtJABA0ifi0sDdSKqwsJQYlhSMkdUoc3w/mOP7ObW7C9iq2IKgglTNoK3FWstW8nMZACksGVlDCxC7YwTCc5ZDY8p13NOcCyksBVFHXkXkiQ/kdnNCf/fXsz0GbWw6FobMudAX7oSm/KJfxyxYnDNtwZq2RCHLnmmrL9wJWIr5fiUiIiIiojqtWjVt9+/fjwULFrg9vmDBAhw8eLA6t6A6SIxohUtXbFO1lTe4NUijCY7C9o7gpasFsZzZ36rVC9rCll0qaQJUu1VrcGrSlF8CAFXAVtQne76O8meitdex9G92nabsgl+vR0SBpcyOD7u0LogjISIiIiIiCrxqBW0/+OADbNy40e3xzZs3y7VuiZScatdWqIla14lhifK2PavUI/vPpxqZtvqcNdDbyywEbMEt59+jpuysU5s98xpwvSiafZV4AJDka1qqPzwbXcFuaI0nAQDZV2Ugv+s8ZF91xG/XJyL/sz8pAAA6d4sdVkJbnIHw8z8CllJAkio/gYiIiIiIKEiqnWnbq1cvt8cvv/xy7Nu3rzq3IKqTBFGxoJg3Wa/2GrFVDdpaihG/4x/yrqRxzoj1D+fAavyO2wCxTN0rsrW8XdhhhtM5Yngjx46fSkMoJWy+Ut6WwlJQ3nBY5SUqiCioxDDHe1RXsLtK10jc0BOxex9AyqqGiD74uL+GRkRERERE5HfVCtoWFxdDq3WfIanRaFBYWFidWxDVTZLiUX83i3Gp2d+qVcs2FcxF6tsrMl39SVewx3V7kbpMSlkDRwAZgrq0dkGXL9WZwHKWsf8ybVW8+vkTUbCZEgbAFHs5AECwFFXS24UKJVYiznzph1EREREREREFRrWCti1btsRff/3l9vi6devQvHnz6tyC6oHypMHBHkKNM8d086m/ZA8sVjHbVFkLEghcpq3GmOmyPervl1T7lohWisGY5M2SFpNQ1uh29clylrH/grbm6I62+0302zWJKMAEASWtn7FuulpIsBIx+x7y94iIiIiIiIgCplpB2zvuuANr1qzBtGnTUFBQILcXFBRg6tSpWLduHe644w6vr7d161ZMmDABAwcORFpaGlasWKE6XlxcjNdffx1XXXUVunbtiptuugnffvutqk9ZWRmmTJmCvn37okePHnjssceQnZ2t6nP27Fk8/PDD6NatG/r374+3334bZrMZVLPyev6Csga3oaDT7GAPpcZZYjoj7/JfkTNgp3cn2LJNhSouRCZUyDALVKataHD9JU1YrnrRIFFRikCwOALKxalvuTjbVh5BUc+yuiRbdm950rV+uyYRBZ5ky8IXRN+DtoYLS/w9HCIiIiIiooDRVd7FvbFjx+LQoUP46quvMH/+fDRo0AAAcPHiRYiiiNtuuw333Xef19crKSn5f/buO8yN6lwD+DujvtJqu9e994a7sTGYXgMYU0wLAcylhUAglAChBYIhcTChhBZKIORCCIRAQpJrgyE2xoA7rrjb67p91dvM/UPSaEZtpW3S7r6/50mYc+bMmSP7rFb+dOY7GDFiBC688ELccsstCeefeOIJrFy5Er/5zW/Qp08ffPnll3jkkUfQo0cPnHLKKQCAxx9/HF988QWefvppFBYW4tFHH8Utt9yCd955BwAQCoVwww03oLy8HO+88w6OHj2Ke+65BwaDAXfccUdr/jgoS4GyExEoOzHXw8iZQOnsLFq3Mqdt3EpbtNNK26bxf4Tt+3vhGnwPZEMJSr5O/holY0/VcUXsRJJUBXIkYF249XbIhmL4el7Y6nEqQexMNoEjoryhBG1bsNKWiIiIiIioM2lV0FYQBCxYsADnn38+/u///g/794cfjT7llFNw+umnY/r06Vn1N3v2bMyenTqQtXbtWsyZM0fpd968eXj33XexYcMGnHLKKXA4HHj//fexcOFCzJgxA0A4iHv22Wdj3bp1mDBhApYvX44dO3bg9ddfR3l5OUaNGoXbbrsNCxcuxC233AKj0djCPw2idtTKjcgS0iPoMtj8rAWCRZPQMPU/StlbORfmIx9o2oTM/SCbesTKhWPgGPUMQua+yTsVYnmzC3YtaKOgbXhjNJlBW6LOJfqFU/wXUURERERERF1Mq4K2UcceeyyOPfbYtugqrYkTJ+Kzzz7DRRddhB49euDrr7/G7t27ce+99wIANm7ciEAggJkzZyrXDBkyBL1791aCtuvWrcPw4cNRXl6utJk1axYefvhh7NixA6NHj055/+6wX1H0NXaH19qpRIK2AqSs/m5MB/+Mgh2/gmeAduW6IBqADPpp7Xzw9zgnIWhbf/yGhP58/a4O3yfpIFRZXOTsXr8QdEAI1EOy9NeeiAZ8dCbO9Szw/YHUcjIf9OHULkLI0yb3FWQ/IPLL2rbA9wdS43wgNc4HUuN8IDXOB1LjfEjUJkHbjvLAAw/ggQcewAknnAC9Xg9BEPDYY49h6tSpAICamhoYDAbY7XbNdWVlZaiurlbaqAO2AJRytE0ypaVW6HStSgHcqZSVFeZ6CKR2JByoMB/4I8zHPgWYSpu/xlsDbLwRAGDbdo/mVHmFPdkVKbV4Pvh6JlSVVxRn14cpthpWLwLl5VmM5aOJgHMncO52oHBorD4UzsFdUtEbKORczxbfH0itQ+eDJfz7WpQ8qd8LZBn46keA3gpM/X3aT33la84AzlzVHiPttvj+QGqcD6TG+UBqnA+kxvlAapwPMVkFbU8++WSIooh//etfMBgMOPnkkyE0EwIXBCFhQ7GWeuutt7Bu3Tq88MIL6N27N1atWqXktFWvrm0PdXWubhHtF4TwD0htrQOynOvRUJTFHYA1Wni/DDWnNQIAjEc/RtA2GpJ1qKa9ec9zsH1/X8r+amocGd23tfPB4PCjSFX29rwIzgzvHVXo8yMatg2FgqivcQCyBOORvyNYNAmSZUDKa8udOwEArq1vwzMokrNaCqI86AIA1DpEyL7sxtOd8f2B1HIxHwRfCGUAIPlQU92oXYkfIbp3oXTPWwCA+oqrECocCwAosQyEzrNH27huNWoPVUE2FIFah+8PpMb5QGqcD6TG+UBqnA+k1t3mQyYL0rIK2k6bNg2CIEAURU25I3i9XixatAjPPfccTjzxRADAyJEjsWXLFrz66quYOXMmysvLEQgE0NTUpFltW1tbi4qK8GZH5eXl2LBhg6bvmpoaAFDapNIdJk2ULHev15vvZGgDE4YjHwGiEfb1VwIAqk+pVjbVMlf9MW3Atn7a0qz/bls6H2TBoC3ri7Pux3T0Y81AZBkwHf4b7N9dAxmCEsBOK+hU7mvd8SulWtLZAc7zrPH9gdQ6cj7IYiwftxzyADprQhvBF3tqRnTvQ9AWDtomBGwjrJt/Csf419t2oN0Y3x9IjfOB1DgfSI3zgdQ4H0iN8yEmq6DtE088kbbcnoLBIAKBQEKQWKfTQY78bY4dOxYGgwFfffUVzjjjDADArl27cPDgQUyYMAEAMGHCBLz44ouora1FWVkZAGDFihWw2WwYOlS7WpEoX4je/ZqysXYJLAf+qJStOxfANexhAEDhlp+k7MdfPBPBosntMsakBO1bjGvwPSkaZkbn3QvbppthOfincPeQoXPtQMia5GdX9S6v3mm+YM9vY22Yy5Koc1FtoiiEvJCTBW0lv3JsOvoh/D3OBoLOlF2aj7wPBxi0JSIiIiKi/NLiJK0ejwe33HILPvroozYbjMvlwpYtW7BlyxYAQFVVFbZs2YKDBw/CZrNh2rRp+M1vfoOvv/4a+/fvxwcffIAPP/wQp556KgCgsLAQF154IZ544gmsXLkSGzduxH333YeJEycqQdtZs2Zh6NChuPvuu7F161YsW7YMTz/9NK644goYjQzgUH6SCgZry+a+mnLBnqcy6idYPKPNxpQJOS5oK5sqW91nNGAbZdt2Z9J2esc65ViQ/TDUf4mKxdnl8iWiPCPoIAvh39VCKEVqEzmgHBprPw23lXztPjQiIiIiIqK21OKgrcViwYoVK+D1ettsMBs3bsScOXMwZ84cAMCCBQswZ84cPPPMMwCAp556CuPGjcOdd96Jc845By+//DJuv/12XHbZZUof9913H0488UTceuutuPLKK1FeXo5nn31WOa/T6fDiiy9CFEXMmzcPd911F+bMmYNbb721zV4HUVvz9LlKU7bu/FXyhrKUth9ZtUqtQwit3+vQ12NO2vPG2s+Sn1AHaWQZxavOavVYiCj3QgUDAQAFu36d9LwgxYK2/rKTI3X+hHYhU59Ygc9fERERERFRnmlVRGXy5MlYu3YtLrnkkjYZzPTp07Ft27aU5ysqKrBgwYK0fZhMJjz00EN46KGHUrbp06cPXnnllRaPk6jD6axonPhX2Lb8FDpvVdImQrApIYdsPFlX0B6jS03QtboLx+hnIRnLYKl6Nen56Kq7xHvH/iwMDV+3ehxElB+CheOhd30Py8E/wdfzEgTKTtQ2kIPKoRAMr8bVN36b0I+/4ixYqv4AADDUfZHYDxERERERUQ61eKUtADz44INYvXo1Fi1ahMOHD7fVmIgoCX/56QikSW9g2fN0s48Aqzfx6QhCMLZJmL94Zov6kA1FcA+6K+V5f8XZKS6MBW70zu9adG8iykOqL2rsG65KPK9KjyAEmwAARRuuVOr8JbPgq/gBvL3mKXV658Z2GCgREREREVHLtWql7XnnnYdQKISXX34ZL7/8MnQ6XUJeWEEQsHr16lYNkojCzIffS3lO9B3RpgQA4Ol7HSBLsBx4DUDHp0cIFE1Vjp2jftfifiRTzzRnQ0lrRX9t2j4bJ6T+sySi/CWqnjYQgw0QfYfD7xGyDPv6y2Gq/qdyPhq0VWuc8gkAQN+4RqmzfX8fAsUzESya1I4jJyIiIiIiylyrgrZnnnlmW42DiDLgHPYYbNt/oZSbRv8e9s03AwAkc28IkjbHtHPUUzDUr1AFbTs4PYLOgupTGwChVYv6E653jH4ekCUUbvkJoMpfqWbbenvaLv0VZ7RuTESUE+4h98K46r9Kuey/w1Fz4j4IwQZNwBYAhJArZT+SqYembF9/BepO2NK2gyUiIiIiImqhFgVtfT4fPv30UwwaNAjFxcU48cQT0aNHj+YvJKJW8fSbrwRt/WUnQzaUKOesu56EddeTSrl+6hIAgKyzxjro4PQIAFofsI3wVl4A85G/hY97XwHToXfC3cvJg7Y636Gk9U1jXkTQPqFNxkREHS9Qchw8va+E5eCflDrr9oeS/lwLwTRBW3NfSHo7xMhq3HQBXiIiIiIioo6WddC2trYWl156KaqqqiDLMgRBgNlsxvPPP4+ZM1uWs5KIMiTGVsp6e12WNvgYLJ4GAAiZ+yp1QsjRbkNrb84Rv4HOvRPe3j8MB4KjG42pcteqyaIpaY5fX+/L23OYRNQR4jY5tBx4HTiQpJnkTtuNv+w0mI+8DyCcaoGIiIiIiChfZL0E7ve//z0OHDiAq6++Gi+99BLuvfdemEwmPPjgg+0xPiJSEwTUHrcOjce8A1/PSyCZ+8BX8YO0l8jGstixetVtJyObeqDh2OXw9r8hXBYj+bNTpEcIFB/bUUMjog7mHnQnQsbKZtsJQScgy2lapDtHRERERESUO1mvtF2+fDnOP/983HPPPUpdeXk5fvazn2HXrl0YPHhwmw6QiLSkgsHwF8R+znw9zoGp+h9pr2ka+zIMjd/CX96F8rhGVtoaG1YAUhAQtW9nguTPxaiIqANIlgGoO+F7mA6/C/vG61O2EyABkkcpO0Y+pW0gGkFERERERJSPsl5pe+jQIUyePFlTN3nyZMiyjNra9Lu1E1Hb85edllDXeMzbmrKv16Vwjvxtm+WXzQuqIK2h/ovwgSwBkg/29T+EoeGrhEv8pSd11OiIqL0JAnw95zXbzLr94VghLkjrHvjTth0TERERERFRG8l6pa3f74fJZNLUGY3hfwQFg8lzSxJR+5FNPdAw5d8oXnUmQqY+qD92GWRjea6H1e5k1XdOQrAJgu8oSldMSZuXsnHSBx0wMiLqMIKQ8pQMAQJkFOx/Uanz9rxQ0yZkGw1f+Rkw1fwH3l6XttswiYiIiIiIspV10BYADhw4gE2bNillhyO8udHevXtht9sT2o8ZM6aFwyOiTARKZqL2uPWQTD2ATpy3NhuCHMtlK4Q8sFS91vxGQnGbFxFR1yUky1eb5P0xUDobppr/IFV+W9G9G5b9L8LT/xZIln5tPEoiIiIiIqLkWhS0/d3vfoff/e53CfWPPPKIpizLMgRBwJYtW1o2OiLKmFQwKNdD6GCxFXb2TTc221pG6hV5RNR5NY17A/bvrgYABG1j4S8/DUHbGNg3XpfR9XIkP7ah/iuUfdYbDVMXI1QY+7K5aN086F1bUbDvBVSf2ph2dS8REREREVFbyTpou2DBgvYYBxFRVvxlp2TUzjX4Hlh3PYmmCX9p5xERUS4ErcOUY1k0wTUs8gVyhkHbaJ5bnXcfAKB05QxUn9aknNa7tirHhrrPEShjbmwiIiIiImp/WQdtL7jggvYYBxFRdkQDGqb8C8WrzkrZJGSshHvI/fAM+AlkfWLqFiLq/GR9UexYNKds5xz2y+TXx21Olo7Osw+B5psRERERERG1WhfaSp6IuptA0dT0DXQWAGDAlqgLUwdtUwnaxsLbd37yk0Lm31/LoiHjtkRERERERK3BoC0RdV6iEd6eFytFb69LIRnKlLJ7wG25GBURdSBZX6gcC5JXOfb0uVY5dg+8XdNOTf2ekUzAPjl2L52tpcMkIiIiIiLKSos2IiMiyhfmw+8px65hv4Rj7MsQgk0wNKyEv+y0HI6MiDqEEPv+WR20dY5+GpYDrwEAQtbhKS8PFY5N271krIgVuNKWiIiIiIg6CIO2RNSphSwDofPsAQBIkVVwst4Of/npORwVEeWCEHJpynXHfgmdZy+C9mNSXiPrrNqyaNL2KfliBcnf+kESERERERFlgOkRiKhTa5j0t1hBz0eXibozIdikKYcKx8Hf4wdpr0nYvEwKQPQdhr7h60g5FqgVGLQlIiIiIqIOwpW2RNSpSQVDUHvcem42RkSAoGvBNdqPQgIklC4bBUEOoX7aZxBk1UpbmUFbIiIiIiLqGFxpS0SdnlQwCLIx/WZCRNR1OUYuhCya0TTu9ewvFoTEKjkEACj55mQYGlfF6rnSloiIiIiIOghX2hIREVGn5u13Pbx9rmn/jcIYtCUiIiIiog7ClbZERETU+bUiYFs/5T9oGvtqs+0EOdDiexAREREREWWDQVsiIiLq1oIlM+DrdXHzDSVf822IiIiIiIjaAIO2RERERBmw7XgEQqAh18MgIiIiIqJugEFbIiIiIgCOUU8nrfdWXqgcW3c+1kGjISIiIiKi7oxBWyIiIiIA3t5XoWn07xEomqqpD1mHK8fG6n919LCIiIiIiKgbYtCWiIiICABEPXx9rkTIMkBTLRl7KMdB25iOHhUREREREXVDDNoSERERqQghj6bs63VJ7Bw3IyMiIiIiog7AoC0RERGRiug7qCnL+kI4Ri4EABjrlgKynIthUQaEQD0gBXM9DCIiIiKiVmPQloiIiEjFNfRB5dhbeQEAQPTXKXVCoLbDx0TNMx34E8o/H4CyZSNyPRQiIiIiolbT53oARERERPkkUHYKambvBGQZsrECAOCrvADWXY8DAISgA7KxPJdDpCTsm28GAIj+6hyPhIiIiIio9Ri0JSIiIooTDdZGhWyx1ZuCzMfv854UAERDrkdBRERERNRiTI9ARERElAHJUBo+YNA27+kbV+V6CERERERErcKgLREREVEGxEA4r23pV9Mh+g7neDSUlsiHyYiIiIioc2PQloiIiChLZf8dDshyrodBqQhMjUBEREREnRuDtkREREQtYKz+Z66HQCnIDNoSERERUSfHoC0RERFRCxhrP8v1ECglroImIiIios6NQVsiIiKiFrBU/QG2zbfmehgkS7Cvu1RTJYRcORoMEREREVHbYNCWiIiIKAOe3lcl1FkOvNHxAyENfeO3MFV/oqmz7lqQo9EQEREREbUNBm2JiIiIMiCZKnM9BEpGNCZUGeq+yMFAiIiIiIjaDoO2RERERBnwV5yVtF7n2t7BIyE1WSxIUqvr8HEQEREREbUlBm2JiIiIMhAsmoL6qUsS6ktXTIah/sscjIjCkmw6JvAjLhERERF1bvxES0RERJShYPG0pPWmQ3/p4JFQjJSkjh9xiYiIiKhz4ydaIiIioiw0Tng3oU4WTTkYCQEA5MSgbdA6IgcDISIiIiJqOwzaEhEREWXBX3EW6qcu1tTJph45Gg0lW2nr6z0vB+MgIiIiImo7DNoSERERZSlYPD3XQ6AIQU6S0xZCh4+DiIiIiKgtMWhLRERE1AL+0pOUYyHoyuFIurtkOW2TBXKJiIiIiDoPBm2JiIiIWqBx0t/g7ndjuBBi0DZnkuS0TVpHRERERNSJMGhLRERE1BKCqOSyFdogaGuoWQLr1rsAydfqvrqXWIDWX3ZqDsdBRERERNR29LkeABEREVFnJeusANomaFu8dm64T1Ml3IPubHV/3UYkp23IMhCSsUxTR0RERETUWXGlLREREVELyTobgLYJ2kZZd/yyzfrqHuTI/4uIbUDGoC0RERERdW4M2hIRERG1kKwrANC2QVsAEAJ1bdpflxbNXysIiH20ZdCWiIiIiDo3pkcgIiIiaqFWp0eQJRTs+jUkc29Ntb5pHQJlJ7d2eN2CoOS0FSOBW3AjMiIiIiLq9Bi0JSIiImqh1gZtDXWfw7rrcQBAyNQbOt9BAIDIlbaZi+avFUTITI9ARERERF0E0yMQERERtVAsaOtOOKdz7UDJVzNhOvReyutF35FY+0jAFgD0ju8yur/gOwrL7kUQ/NWZDrkLUq20ZdCWiIiIiLoIBm2JiIiIWigatNV5q2IrPiOs398LvXMj7Bvnp7zefOidpPUFexZB59za7P2L1l0M246HYN/woyxG3cVoctqGg7YCg7ZERERE1MkxaEtERETUQrLeqhzrG7/VnBPkULPXG+uWpjxn23ZP+oslPwxNa8P91C9v9l5dlzqnbeSjrcygLRERERF1bgzaEhEREbWQZIptIKbz7teeM5TECi0IIgqBhrTndZ49WffZNYX/bGVBnR6BG5ERERERUefGoC0RERFRSwkifBXnhA+DjZpTsqFYOTYd+VvWXcvG0rTnLXufz7rPrsjQuAYAIMhBKEFbrrQlIiIiok6OQVsiIiKiVpBFY+QgqKmX9LGVtpb9L2bUl7fXvNj1hmaCtgdejxtI4upSneM7FH9zKgx1yzK6f2dk3fkoAEDv3BzJawtwIzIiIiIi6uwYtCUiIiJqDUEX/k9c0Da6SRmgDeCqSfoiTdlfdrrq+oLshhG30hcAitZfCUPjNyhefU5WfXVG/pITVCUGbYmIiIioc8uroO23336LG2+8EbNmzcKIESOwZMmShDY7d+7EjTfeiMmTJ2PChAm48MILcfDgQeW8z+fDI488gunTp2PixIn4yU9+gpqaGk0fBw8exPXXX49jjjkGM2bMwJNPPolgMBh/KyIiIqLmCfrwfyXtxmMCYuVg4djkl0peTdlXOUd1zpfVMETvwYQ6IVCbVR+dUaBwPADAM+AnsY3IGLQlIiIiok4ur4K2brcbI0aMwEMPPZT0/L59+3D55Zdj8ODBeOutt/DRRx/h5ptvhslkUto8/vjjWLp0KZ5++mm89dZbOHr0KG655RblfCgUwg033IBAIIB33nkHTzzxBP72t7/hmWeeaffXR0RERF2PHA3axq20hRwL2lp3/waID8LKsiYw2zj+TUA0wDHiN+EKyZ/VOCxVf1D6Ldi9EIbazwDRlP6iLkAMOgAAkqEIQuRY79ycyyEREREREbWaPtcDUJs9ezZmz56d8vyiRYtwwgkn4O6771bq+vfvrxw7HA68//77WLhwIWbMmAEgHMQ9++yzsW7dOkyYMAHLly/Hjh078Prrr6O8vByjRo3CbbfdhoULF+KWW26B0WhsvxdIREREXU8kaCuEnNp6Wbvy1rb1HgTt4+HtdSkEyQ9ZNCvnak7cD9kQSZUQCbTGr8JtjhxJtWCs+TesO34JAAgZK7PqozOK/rnLukKYD70DADAd/bjlHcohmKteh7/sZEgFg9tiiEREREREWcurlbbpSJKEzz//HAMHDsT8+fMxY8YMXHzxxZoUChs3bkQgEMDMmTOVuiFDhqB3795Yt24dAGDdunUYPnw4ysvLlTazZs2C0+nEjh07Ouz1EBERUdcgBJsARFbTqsUFbS0HXkPhlp+i4rOeKP+8P0T/kVhTXSyAK7cwaBtd6St6D2R3XScXXV0r621t0p/x6D9QuPUOlH05oU36IyIiIiJqibxaaZtObW0t3G43XnnlFfz0pz/FnXfeiWXLluGWW27Bm2++iWnTpqGmpgYGgwF2u11zbVlZGaqrqwEANTU1moAtAKUcbZOKsiFxFxZ9jd3htVLzOB9IjfOB1DgfYow1i5Vj9Z+HACn9dXWfAwBkwQBBNALRayMBXEHyp/3zlSFAUOVuFSR3uL3OotTpVIHh9vy7ytl8kIKx4HZc0LalYzE2rmx1H90d3x9IjfOB1DgfSI3zgdQ4HxJ1mqCtJIX/4XPKKafg6quvBgCMGjUKa9aswTvvvINp06a16/1LS63Q6TrNwuRWKysrzPUQKI9wPpAa5wOpcT4A0BkQ3XOsvMwW+6RZlf5jVuHmnwAABDmA8grVF87eYgCAQQygvDzNn29BH8BdBfS/BNj3F1gMIVjKC4G65MHicpsPMJcnPddWOnw++Btj967spTmV9s8unf2xoHeL+yAAfH8gLc4HUuN8IDXOB1LjfIjpNEHbkpIS6PV6DBkyRFM/ZMgQrF69GkB4xWwgEEBTU5NmtW1tbS0qKiqUNhs2bND0UVNTAwBKm2Tq6lzdItovCOEfkNpaB2RuvNztcT6QGucDqXE+xJiGP47CjTcCAGqq6yEE6lG0+nzonZsy7qOmxqEcG5wSigAE/W40qOrjlQYDEAF4Q2aYAfjcjXDUOGBpOAprkvZN2z+Cv9fFGY8pG7maD6L3MEoR3gyuts4HdUi6Js2fXTolu/4EXSv76O74/kBqnA+kxvlAapwPpNbd5kMmiwM6TdDWaDRi3Lhx2L17t6Z+z5496NOnDwBg7NixMBgM+Oqrr3DGGWcAAHbt2oWDBw9iwoQJAIAJEybgxRdfRG1tLcrKygAAK1asgM1mw9ChQ9OOoTtMmihZ7l6vl9LjfCA1zgdS43wAvD3moBDhoK0c8qH427Ogd2/Pqg/1n6GyQVnIm/TP1lj9H8iCDpADAABJF/nAF/RAlgHzvpeS30M0t/vfVUfOB+PRfyr5hGWdDTIEuAbdCevuhZAM5RmNw1j9b1j2PgvHmOchWQZCdO+CzndYOd/d53Zr8f2B1DgfSI3zgdQ4H0iN8yEmr4K2LpcL+/btU8pVVVXYsmULioqK0Lt3b8yfPx+33347pk6diunTp2PZsmVYunQp3nzzTQBAYWEhLrzwQjzxxBMoKiqCzWbDY489hokTJypB21mzZmHo0KG4++67cdddd6G6uhpPP/00rrjiChiNxly8bCIiIurMIhuHAYAg+bIO2NZPX6YpxzYi8yfeynsAReu0q2VlQ0mkvQcAoPMfTrgOAPSODfD3ODerseUrQ+3nKFp/mVKWdeG1xcHC8eH/Wodn1E/RuksAhFNVNE7+GGKgQXNeCNRBNpS2wYiJiIiIiLKTV0HbjRs34qqrrlLKCxYsAABccMEFeOKJJ3Daaafh4Ycfxssvv4zHHnsMgwYNwjPPPIMpU6Yo19x3330QRRG33nor/H4/Zs2ahYceekg5r9Pp8OKLL+Lhhx/GvHnzYLFYcMEFF+DWW2/tuBdKREREXYeggyzoIMihpIFWGWLKTclC5n4I2o/Rto8GgaMbbKmI3v0JdVI0aBvypB2mddeTcA+5P22bzqJ4zXmashzdhEwIJzYwNqzIqj/RXxfpKKCpNx36C7z9b2zZIImIiIiIWiGvgrbTp0/Htm3b0ra56KKLcNFFF6U8bzKZ8NBDD2kCtfH69OmDV155pcXjJCIiItIQTIDshnXHIwmnHGNfhn3jdUkvk/XFiZWR9AiC5Eu8jRRM7CMStDU0fg3z/lcRMg+AzrsX/uKZWQcvO6voSlt90/qWXS+EPxILcYFyvSv959I2E3JDDDRAMveOG5gEy56nESyejpBlQDhAr0uWsZiIOiPz/j/Asvc5NE7+EJJlYK6HQ0REeSavgrZEREREnZEsGiFIbpgP/TnhXKhgcPJrBB0co59O0lc0PUJi0BZyYl10pS0AFG69XTkWZG2AN2Tqk3QcXYGsC6+0FQO1sUrJD4gZpr4Swyt0E1YrS4EkjduWoWYxitZfCch+1B+7AiHbKOWcseY/sO14WCmHzP1Rd/zGdh8TEXWMwq13AABs2+5D04TE3x9ERNS9ibkeABEREVFnJwYbUp6TkwQOvT0vRs1JBxAsmpqkvSo9QtwuDEIoMWibdLUuAFkwJO+3C9JF0kZ4+v2PUicEHRlfLwSd4YO4QLnl4JswHXq39QNMJeRB8doLIUgeCHII5qrX4salfQ067z7uzEHUyQmBBpgO/xUIuWN1IWcOR0RERPmKQVsiIiKiduKtnAuogqeBwgkI2sbBNewxQFeQ/KLoSlvICTlW4x/fB2KpAeI5xr2GQOFEePpcG+422NiSl5CXPL2v1JR95WcAAEK20ara5HmEk9G7tgJI/udr3/g/CXVtRVAFbQBAMvXSlJP93RqP/r3dxkNE7c++4SrYv7sWtm33xio7YFU/ERF1PgzaEhEREbUTf8XZgBDLRuUeci/qZ3wJydwr5TVyJKctAAjBRli3PwJ9wzfhiqRBW0tCXdAyGJK5FxqO/QLuwXdG+mrqMqs0ZVVKCACAGAuMyxAiB5kHbYPWkQBSpKRoR/FBYiHk0pR1nt0J1xjrl7XrmIiofRnrPgcAWA68rtQJMoO2RESUiEFbIiIionYii0ZNegTJWNn8Rar2BXt+h4I9v0XJt6dC59yaPKiYJO2BoFplKuvt4To5kDTo2yWoAuMQwh9vBWQeoA6UHh8+6OA/n/gcupqgbcgD2/f3JV4khVp8P9PBt1H89YkQfEda3AcRtQM5cZNJIiIiBm2JiIiI2kmoYJgmoCiZMgjaCrGPZ6YjsUfhS7+aBtFfHe7X3BchY084RzyZ9BF6WYytvpV1NshCOBCs8+zN+jXkJ0FTktVB2xastJUjH4l1ru0AAElX2KrRZSzNSlvRX5P0EllnTloPAAh5YV93Gcz7X0l62r7pJhia1sBS9Yfsx0pE7SbVhpVERNS9MWhLRERE1IZC5gHw9roc3t5XIGQbHbfStiKrvnRebZDVuvMxAECgdDbqZn8PT/+bIOsL0TROu4GVJrAniAjax4f7c32f1f3zVvyKY03QNvrxNvtUEAX7Xwr3EIrbxKyd8k3G57S1HPhj+F6yDAi6pNdIpj4p+zMfegem6n+icOvP0t5X563KfrBE1H6y+JKJiIi6DwZtiYiIiNqUBMfYF+EY8wIgCJCNFXCMfg5N497QpD5I20N8ztY46ry3AODreRFkdZAv7rxkKAUQyWvbBejdO7QVqpy2EDJcaavK71uw/yUYaj9TytEct0qXbfHnJgWhb/xWEwBOtvFZxadlKPlqWkJ+29g17qT1QBY70HPTI6K8Yj7yQa6HQEREeYhBWyIiIqJWqp/yn1hBTsw56u1zFXw952bcX8Pkf6Y9L+sKEurqZn2nHAetw7UnI+kRBNmf8Rjymc69S1OWk660bS5oq/17Kl4zBwH7RACAv/yMuPvFBYlboGDX4yj55hRYdzyi1MXntI3Su7bBWP1vpSzpCuGtnJv2GgCQBUPKc9qGzJ9JlHfS/GwTEVH3xKAtERERUSsFS2YgWDAUAODvcU6r+5PMvdOeD1kGJLmmLxonvAdfjzlwDX1Yc05J0SB1kaCtZ7e2IslGZM2nR0gM6hqa1gIAAiXHQRZjgfGSb0+D8egnLRhpjHX3QgBAwd5nVENIHaRRr5oNWYcjZB0Wrg/Upb5Jhiu5uVM9UY5Iqb8wMdb9twMHQkREnQGDtkRERERtoHHKJ3CMegbOYb9sdV/RjcNS8fWYk7TeX3EGmo55E7KxTHsikj5A6AKPxQuB+oQ6ydhDOZYz3YgsyYroWH/lqDlxj6auaP2lED37Mx5nJtKtmrXuWhBrJ/kRsoQ3KkoIWKuoV9qaDv5v6ht3gXlA1CklSYkSVbTuYlQstisbIhIRETFoS0RERNQGJFNPePteDeisre9MNKU9LevtWXWnBIG7QHoEIdCgHLv734RA8bHwVZ6vapDhSts0QVtZZwV05oR60Xcwi5E2L5rTNmTun7ZdsHAsJFNPAIC+aT0KN90EQ90XiQ3F2Ipj+6YblGND7VIUbrpJdd+4jdyIqEPE57FumPRRQpvSFZM7ajhERJTn9M03ISIiIqIOJTTzES1JQDGtyGPzQhdIjxANOEqGUrhGPJmsRfj/m1lpK6TJeZssZ3BbEoJNkPV2ZbOxQNFU6Lz7UrZ3Dn8cOvdOAIAYbID54NswHf4ANacciWupS7wYgP27ayEGapWy6K9p3QsgohbReQ8ox9Wnpd7gUAg0QDYUd8CIiIgon3GlLREREVG+EQRlcy3JUNLq7pTH5rtALtNo0FYWUwWuhcz6CblTnksVtBVasYGXZChXjotXnoDCjddD9IcDqZKxHK7B96Yej7EMss6iHUvSfLja1cOGmsUAoAnYAoDe+R2IqOMlXSGfhDHys0tERN0bg7ZEREREeahh6mI0jf49ak/YAU/vK1vXWRdaaavkhEy16ZaQWU5bQ82SlOdSBm0jK2OzIsuA5Fc2EgMAvWcXzIfegd4R3vhMNlXCPSR10BYAkCxIHbepUcGeZzVlS9XrKbsT/LUpzxFRGnIo/LPXkvfTyBc/Qdu4hFPO4Y/D2/MiAIDoO5BwnoiIuh8GbYmIiIjyULBoMnx9rgREA5xjft+qvuRogLMLBG2bX2mbWU5bydwn9UnRkrw+06CtHLu3bcvtKPtisJLeQM1Y+1m4W2PPZruUkjwqXbpstHIs+GsTVtDKoinlmHWevc3eU/QehKF+RbPtiLoNWUbFkhJUfFqKss8HJd0YMR3RdxgA4C8/TakLmXoDAHwV50DW2QB0kS/YiIio1Ri0JSIiIuoEGsf/CQAQLBjWTMskIukRhC6QHgEZp0doJqdtus24hOQfkdOlVIgyHfwzyv47FPrGbwEAlgOvQQw2QfQfTXmNbOrRbL+ysSKhTuc/rByXfzEo2VVJg8VAOK9uc4q/ORnFq85k4JYowlj9T+VYDDlgOvx+VtdH30Nk1YaV9TNWova49ZAKBgFiJJUNg7ZERAQGbYmIiIg6BX+Pc9Ew5d9omJb6sf5UoittLVWvdq5ggCxD9B7UVCnB1pTpEUTl2rRSBG09fecrx65Bd8bdu/mgt33TjRD91Sj55pRm20aFzP0BAAF72+4aL0he2L+7Nvm5YGPqC2UZ9nWXQucL/9kbjybucE/UHZkP/UVTFqLpWgBADqFg5xMw1P035fXRFCuyPha0lQ3F4YAtAFmIpLLpCl+wERFRqzFoS0RERNQZCAICJTMht2BjMnUuVn3TmrYcVbsq2PUEypaNRMViOwR/DYDm0yPIGa+09Satd45apBy7hz4Y13l2G5EZapdm1C5kHQEAcA37Zdp27n43asqSvjhpO3/JCQAAU/Un0Lu+T9rGdOTDlPcRfQdgqv5EKeub1qUdF1F3ESjSfrFiPvg2dM6tyrF11+MoXv2DlF8KKSttRWvS8xBN4f92pi/XiIio3TBoS0RERNTFhQqGKMfpgnX5xrprQex4eySAGgm2ytHgRjwhLqdtihW3adMjqLgG3RUryKHkjeQQjNX/VgLLUbZtdzfbv7fnJcrmaXL00ehUYxnxJGpO3Ie6GStjlSEPjEf/qWmnd25s9r7mI+/DULc86TnT4b9qysYGpkegzOmcW6Fv+CbXw2hTgr8Wxup/wVj3uaZe79yE0q+mAQDM+19R6qO5axP6ia60TbHZYfQ9wHT4rzAe/UezGyoSEVHXxqAtERERURfn63WZclywr3WbmuWKPpKbNZYeIXnQVvRXh9s7voNl9yKUfTEQOuc2IOiEvnFVLIgb8mR0X/fQB+DteXH43ilW2poOvYuidZeg5OvZ2jG7tjXbv2TuGysI+oTzmhXFghB+lNpQFi4GG1HxWSWK1sf+fh2jnkHQPinpvZxDH4a3cq5Stm2+JWk7IehMqCvY9SRMB/6U9rUQAUDpV9NQ8u2pEL0Hcj2UNlP+xSAUrZsHY+2nKdsYHOuV41T5r2NB2+QrbWWdHQCg8x9B0frLNTl0iYio+2HQloiIiKirS7GxVmdiaPgKJV9Ogt65CUDqlbbRwKp9002w7XgIYqAe1u/vQ/Ga81DyzcnKKtJMV9qGG0eCqSlW2hprPwMA6Lz7M+8zQr3iTlbl6XWMegaS3o7GiYkbHcn6ovCwkLiKOGgdAW+vSxPqG8f/EZ5Bd8DT/yalTgwlBmcBwHT0w4Q6685fwb75ZiCDvL7NMdQtg23zT5vPO0ydmn39lRDdu3I9jA4Rv1lfqo3+lPQI+hTpEZrpl4iIupfO/wmeiIiIiJoli8kfxxWCTTDvewmC70gHjyh7evcOWKKPIOuS57RNRpADMDSuAgCYD74V7iuDFAJRsqCLHCRfaRuy9I+1bebjtWP089q+1Y9JC7H0CN7eV6D2xH0IlB6f2InOrGxYlCBFMNtfeUHkfrZYU//RxIaSP2UeXACwbbsn5blMFa8+B5YDr6Fo9Tmt7ovyjOqLDUPTapR9OSF3Y2khIVCfUBcsGKYpN054V1MuXnWmpizGb/QXdAKyHAvapkiPELRP0JRlnSWTIRMRURfFoC0RERFRN9Aw9V+xgmq1ZMGOR1G47S4Urz4vB6NqOVlIkdM2CW0eyvDqTvOhdzK/WWSlbar0COpHnYVmNkDz9vkhmsa9obo2FryRjOWqe4ppV0irV+WqScYypNuELVWwSLmtaoM2X8XZCectVX9Ie302jPXJc+rmHVlibtFMtXIltqH2c9jXXQbRe7CNBpSdkq9moPzzASiOS3UiG8s0ZX/FWXD3T55eBACK1l4Ey56noW9ah7Kl/VGxtDes2x+Azrs33F+K9AiB0uPhGnyvUjY0ftvSl0JERF0Ag7ZERERE3UCwcLySH1Xn2avUF+x/CQCgd23JybhaSs5ipa1k7KG6sAWP5CsrbVNsRJYkF20yrkHhjckkQ1FsOOr0CMYKNI17HY3HvBO7ZwqpUhuEA7+Cpq5pzEuxe+jt6QepCrp5+s5HsGBoQpNkKxG7LFlC8TcnoWJJMcz7X871aPKeIPsTKzPMHw0AxWvOg6n6n7Btub0NR5UhWVbSrxia1oY36ov+zKt+Ltz9bgAAuIb/KrEL1Up32/YHUfL1CRCDDQCAgr3PxNqpVrzHcw+5F54+1wAAjHVfQPAlWRFPRETdAoO2RERERN2BoIOsLwwfBmpRsmIqrG3wqHuuyPripPWOUU8n1GnTAKQO2jqHPZr8XkpO2+QrbQW5+dWF9dOXwT3kvnA3+ljQVvTXaNr5el4If4/EFa4Z01nh63Guts/esY3KZGMZ3ANuCx+LiYFvvWurchwoPw0N0z5LaBO/4VpaITeMR/8JnSMxHYVkiKwslmUU7Po1TIfeTWiTa0KgFoamtQCAwq13QvQeyvGI8lySlbZZ5Y+OMNX8C5CS/7y1m8gmYVHFq8+GueoNAOFUDwDgHPoQXMMXhBsIArw9L9Jc4xz2WEa30mxAmITOs1s5NjR8mVGfRETU9TBoS0RERNRNRIN0lgNvQO/ahoJ9L+R4RC0nq1arqimBwNRXJtS4Bt2F6lMb4Rl4W/JLlPQIKVbaZvBIeNB+jJLuQL3KTrMKuK3oCuAvOznlaU//m8MHcUFo06G/oHjVWeFTkbkiG4oTu/fsyXgoZf8dgaL1l6F05UwYarUBYDFQA4Rc0Dd+A+vOx2Df+D8Qgg6UfDUDFYvtSQO9Hc1Y+6mmbG7D9BBdkSAlWWmbrC5KlmGueg36JGkAbNvubsORNU9MsnlY4dbbUbpsjFIOFQwDxNjKese41zQb/4n+5nODO4c92uzmkKK/OnbcnVa2ExGRBoO2RERERN2EzrsfAGCoXZrjkWRGMpSlPqcrTH4iRa7XKJ1rB0yH31fKjlHPwD30AUAQUl/UzEpbJFlpK6kCs97KC7XnDKXKsa9ybtrxZsNXfnpG7WRRlaNXlS7CvvE65Vid27Y11BsyFex9NuF8xWe9YDr6D6VsPviW8oh66cqZbTKG1ohfCZ0ycE8AACFJ2o50c8lY/S8UbvkpSr45BQhp27Vl/uRMCEFH0vro+yYAiP7DCeclUy/l2NCwMu09Qqbeqb8cUvGXzIqNK9DQbHsiIuqaGLQlIiIi6mZ0vsRNfkLGShhqlkBIstosV/ylaR7DF5PnkVXnlExG5z8M+3fXKOWQdXjzA1Fy2qZIj5Bkpa1z9HMIWkcCALx952vHaOqBxvF/QsPED1K+jmw0jXsDAfskOEf8RnWTNLl71flyOzAIKQTqktYX7P2dcmzb9vOOGk7LxD1CT1rqwKcUzZ+sTo8QNy+L1sdWqercOxP668gNyQTVFwypBEpPSqjz9LsRgaIpcIx6Fu7Byedv0DYOwYJhqDtubUZjcQ99UDm27Xg4o2uIiKjrYdCWiIiIiKDzH0Hx2rkoWntR8407iCBLaU4mD3Zmmz9TzmATMbm5jciSbb4EoH76f1E3cw0CpbMSzvkrz0Og/NSMx5mOr+dcNEz/HFLBIKUuZE3cQEyhfs2pVg+rRIPPGiF3NkMM3zYYXoUpZ/NPENUcEPzV0Lm2Z33fVombg6bqf3Xs/TuZ6Jc+QesoIPIFSjRlgnnv71G2tA+MkT9DY9yfZenKGQn9lS0bCUNcior2IHqrNPmcUwlZhyXUSeZeaJj2Gbx9f4RA6Qmom7kG/mLtKvH6GV+i/rjVgM6S0XhkfWHaFCdERNQ9MGhLRERE1E24Bza/I3tzj/d2rNSrQCVDSdJ6IdtgYgZB21hO21QrbVPk7NSZ0wdP25FryIPw9J2P+in/STgnCwZVIflrqp/+hXLcMPU/8Pa6THNeDNRB9OxPv6I3jt69HeWf9oSANMH4eKo/27L/jkDpiskQvVWZX99q2rHqvPs68N6djxAKr7SV9YXKqndB8gGHFsO27ecQQ04U7HwCAFC0bl5GfRavuaB9Bhsl+VG2bDQKN98SLurtSVf5N47/Y0bdhaxDEbKNVsoNkz9u0bC8va8CAASKprboeiIi6vwYtCUiIiLqJjz9b8r1ELKTZqVtsseUASCkWm2a0S10Bc03UnLaplppmxj4jG7k1V7cA34CAKifviz5kAxFcI5ahGBJ4upFdaA6WSC6ccK7CNonqvoqgWPsS5o2BXueRtnyMbBtvSOrcQtSLKgeLGg+oG2pehWiexfM+15UxtqhXywkCUrHb6hGMdGVtrLeDlkI55c2HXgLWBrLt6xz7wi3yeJnpD3zcMfn4Q0Uz0Tj5I/h7Rl76kDS2+GvzDx47B70M/jKzwqnLkmX5iWN2J9P5l+MEBFR18KgLREREVE3IZl6ah51dw26E4HiJEG9fJEu32qK3deD9okZpTyIChUMbn4YkfQIOs/e5EOJW2krC0b4M9wUrKVcw3+F6tOaELQfk/3Fmpy2kaCtKi9voHh60suqT61XNoCz7H85/N+qV1MH16X0qRcapsUCcUFL8r8H2/f3ouzLCSjcdnesbssdMB79GAh50vbfNhJfm23rXR1w385JjARtJb1dSY9gqXpV00aQPBC9h1JuUCbrrAl11p2/auORqm+o/TuW9ZFNDlUr0l3DfplVl5K5D5omvgtfz1ZsNBjNd93MzxEREXVdDNoSERERdSdyLDjnHvogGib9PYeDSS/b/LRRdTNXI2gdDsfIhc03Fo3NNjHWfRH5b/LVfurH9UPGnqg5cU+bbDDWbgQRkr4YAKDz7AlXqdJKyGKK1ceCTvPYt1KdYvM6vWpFrGQoTzgvRzeqAhAoPaG5USvEYAOK1l+Bis8qUfb5QFi/fyDtquzWiOZVVq+6VIJ6bUT07EXZ54PDr6OTi25Epk6PkNBGDsIWSUWQjGPkbxPqJFPvthlgsvHEf+kSmZemw+8rdb7KOe12/1SiaUwEOXGjQyIi6h4YtCUiIiLqRoT41aspAiv5QO/c2KLrpIJBqJ+5Ct6+17XJOAz1X6Y9H328unHCe6ib/T2gt7XJfdtTMBJ8LVp9Hkq+nKQEnmWIaedEsnQSond/+L+efZoNysRAverCJKsFBQGN49+Er/xMuIY/1pKXATFQh4K9v9ME2NpW+NF0WVcIx+jnAQCSsaJN72A++L8QAzUo2Ps7IJR89WlnoUmPEBfcbpgeSythbFihHEe/QIjyVc5F0DYW3p4XwdPnagCA6eiH7beyOi4oGg3aentdGqszlLbPvdOJBG31zk0df28iIsoLDNoSERERdSMhUx9thSBoioHCFjxu3w6MRz+G6K9uXScpUigAgL/kBNQety6jbhxjfp/+NpHHl+V8Xl0bJxqEEkNO6N07YNkfzlkr66wJc0Jznc4S/q8QW6FcuvI46Fzfo2z5WJQuj80f6/f3AwD8pSfB2/fapP35K+egaeJfNKtuAaB+2udZvR77xvko+erY9Ck1WkJZwStAFiMrH1NtPNfSW4ixx/BF/5E27bujiYFaAOEgtyZX7PHvI1g0BUHr8HBZtTLaOWqRctww8X1AZ0b9jBVwjHsNgZJZyjnT0ZZt6NX8mOu1FZEvGJyjn4Fr8D2oO3Z5u9y3WapgstDa90IiIuqUGLQlIiIi6kYcY56Hv/SkNGkR8uPjoWXv8+3Wd9OYF9A45R+QMshnCwD+8lNjhWT5JaOrSFU5MPOdEBeoshx4A0DzG7NFzwuyNnBZsCcceNP5jwBBV/g4knrBWLcUriG/SJ12IcJfEk6REDL1QrBoEoK2cc2/EBW9czP0jauyuqZ5kU2gBEF53F/v2NCmd1CnAVEHJg21n0PftK5N79VehKADpcvHw3zwbQCAZCgBoAr+R1bdymJivtqgbRSqT2tC9clHECg/TXNOu1o3wxQYUnbpBGyqfMkAYrl2BRHuIfcjVDg+q/7aSqDkeOXYfPCdnIyBiIhyKz8+lRMRERFRh5AKBqNx8t8RKDtJqWuYHAsUxQfjcqVd8zhmGVxVBxsFyZ2kQTRo23lW2hpUj6drRFbSppTiNUaDdUBiWgt3/x8Doh6+yvOVOm+vyxP6aJrwv3AOexQNU/8DAHCMeS79WJLQeQ9kfU16kUChICp5f8VALSAFIQSbYNt0Cwy1n7bqDuqgre37+wAABTseQ/Ga81Dy9QmALLeq/45g3v8HJUgPAIGyk7VpNkomAoit1JaMZcqpUEFk9W2SuSeLqroMfr4su59C+dK+0DetzXjsBlXuZQBZbWTYrkQ9QsbKyLEufVsiIuqSGLQlIiIi6uYCpbPRMPmTcCFPNr1JtoN8lK/iB63sPctNq0QT5OiqwSR5NaMBZlnoPIEVz4Bbk9arA2/JmI581Gzflt2LgNpvlbJ74E8BQPO4vGP0swnXyfpCeAbeBskyEAAQtE9EzUkHELBPTHkvf/FMTVn0HWp2fFlRpUfwl5+uVOudm2De/wdYDr6J4jUXtO4eqqCtpAuvLLXu/rVSJ0RSDuQzMVCnKYeswyCrN/kzRzaiiwRmRe9BAIC38sK0m/Ypq16BlBubqdl2PAxB8sC2+baEcwW7fo2ypf1hqNOmOwhaR8a1zJ+fY8nUCwBg2/ZzCHF/xkRE1PUxaEtERERE7Zavs6UCRVOS1jdM+juaxr7cqr5lnb35RmqCAETTAoSSrbSN5FHtROkRQhmmhoiXdKVxHFP1J8B/pill2dgDAOAacj9knRWuwfcAYmZ/VrK+EK4hDyQ95xj9PPyq1bsAYN3+UELqh3SMRz9GyVfHQuf4LtUIIv8vQlZtQGauek0TINY5N6e9j2Xf71Gx2J4QMASAgn2xnMliyIGCHb/UnBcDDc28itxTB1QbJ7wLAHAO/xVksQCuob+ItYt8GSNEvjgxHU2VpiXMr8ppm3QzuxSEkENTLtxwDaw7H4MYbIB9vXaVdzQwHLSNhaQvhmfALRnfp70ZHOuUY9ORDwEA+qa1qFhsj8ynZbkZGBERdQgGbYmIiIgoFnDMIjDSnqLBY2+vy5S6xol/Dad10Nta1KdjxK/h7TUP/oozsr42+pi2ICXZwV7ufBuR6VMGKdNLFUBNxdP7SmVjs5BtNGpO3Af3kPuz6kNINSflIHTObXFt/bBt+WnGfRetvwJ652bYvk8+JkGO5bQFAElfHC6Les1Gd6VfHQsh2JS0D+PRj2Hb9nMAQPHqszXnzFWvJ7S37l6oKRduvC78xUCefKGiZv3+fti23K689kDxsfBXnAUACBWOR81J++EZHMsZK8elQEj5dxult8FfOjvcNuRN31Z9mXunJq2E+cj7yrEYbAAAGGqXomKxXVld3jT2FdTO3gnJ3Dvj+3QsHfRN61Dy9Wylpnj1OTkcDxERtTcGbYmIiIgo71baRgNUIXMf1Jy4H9Wn1GkeT28Jb/8b4Rj7CtCCNAZympW2QnTjo3zJhZkB0Xc4ab1j5MKk9VHuQXdmdR/JMijuxq1bjRwojKVK0Lm2IWQdmtAmuiIxKymDh9H0COF/NrkHhh+7t+x/BQX7XtC0LNj9VMLVlr3Po2j9FSlvW7gl8TH+eIamNahYUoLSLycCWQQu213Ig4K9z8JS9aryJYCv/Extm7i/7/jN6GqPW9/sbWRd+EsadaqETFQsKVKOlWC7SvEa7SptWWdp9fxsa+onDgq3/CSc45iIiLoNBm2JiIiICBAi+SfzJKetEjwWjJANRWnzXnaE6ApBIeQBJD/0jatiaRGUjcjyK+CTTqr8oCHb2PQXCgIcIxcpRU+/69M2D5Qcl/XY4vnLTkbAPhmevvMhG0tV9afC0/c6uAbfB8lQHrtANGfUb/HK2KP3UiSFQ6LoStvwP5tkQ0nK/swH3tSURc8+2L6/N6Gdkr4hyy9IdN790DuaD3K2J8F3JLw6WApCCLmUemPDlwDC6SzS8VfEVhq7Bt0FqWBQmtZh0bmaLGhrOvQeCnY9mXqzNin8sxmyjmj+PmnyaOdK0/i3m28k5cd7NhERtT0GbYmIiIhIebRfDNSnXIXZoeRwQEuzmVErePr8qFXXR1cICiE3CjfdjJJvTo49hh8J3namjch8lecpx+7+P1aO5QxWC3v7zUftrO9QN3MNnCMXwtPvf1K2DZTMTHkuY6IRDdOXwjlqETx9ror1XXYKoDPDPeTnkEyxoGvQOjyjbg2ODcpxymCsaiMyAJCMlamHGajRlHXuHUnb2deFU37oPHu1t4oEDT1958NbmXxzMzGLfL3tofy/w1C45TbYN1yp2VguqtmgbfmpyrG3d+oVyBrRILxqw7Yo+8b5sO78FYw1/w7fP7phYIQQcsC+9iIYGr9W6kKRje4S6AqS1+eQZO4Fd/+b0rYR/Uc7aDRERNTROs8zXERERETUfoRYcLRkxVTUnrQ/h4MBhGiApo2CtnKSx6Ozuj6ai1PywHz4LwAAy4E/wtv7Sghy50uP4O8xB40T3kOwcCwkUy8Y6/4LyD4EC8dldL1kGaAcB4qmw7L/FQBAw+RPlLytkqGsncb9l/A4BXWALrYWpbnAYVIpVytqV9om28DN2+tymA/9OVwIOmM5l1PMB2PDClQs1m6GV3v8FkjmPuEVo5HX5a27FsWrz9W0Mx15H/6KuBQEOWCq/iRp8LPZTf4EHWqPWwvRXwMpw83w5EjQNiGnrWp1beGmH8Pb+3II0K64Lf98AOLpPHsg+GsS6uU8DNoCQLBoKoAXUp5PujkiERF1CVxpS0RERESaXI5isBH29T+EzrU9Z8OJ5olt7UrbpjEvwF86G+6BP23dgJRHtLWr/Qr2Pq9Kj9B5grYQBPgrzggHCgUR9ccuQ/2xK4C4jaIyEk0TASBQMgO1J+0Dpv8BDcd+3nbjjRIE+CvODI9bPQTVo+3G+uXZd5tsgzlAtdI2kh5BnxiUdIx+Tjku3HxLrE9V+oCmca/B0+fapLcI2CfFXo8qEB0onY1QXE5gvWNz+EAKaIKWpsPvw77+qnDQuL1I2ry/Bft+n9Akk4C5VDAEweLpGd9W1kWCtvErbVVlMVCDgr3PZNxn4ZY7EivzdKW8r3IufBXaDexkwYiQqRcA7TzLhug7DNOh94BQirlPRJQhwV8L+/ofwlj971wPpcth0JaIiIiIIMflYzUd/TtKVDk/O5wcy2nbGr7eV6Bx8seQja1b9amkDYjbsMp09EMIkTo5zzYxyoogtmJVsxQ7FHSQDcXAkPma1bjtTR04BZD1hl3mw+8lrdd5dkeOoukRypUAsXvAT9Aw6W+afMvmIx9A8NfCdOgd2CKBQX/pSfD1vChlCoZkgeCopnGvacp653coWn0eypf2hX3DlUq9/btrYDr6Iay7f5P+hbaCEKhttk3I0r/tb6ykR9AGF4VgY4u7NB39UDmWdVZ4+s5vcV/tThDh66Fdce0c8biyMljn3gGdY2PW3do23wL7xvlZBbuTknww1C1nbl2ibsy64xGYjv4dResugW3LHTDUfprrIXUZDNoSERERUdJd01OuPuwA0VV1eRMIjQQ0hXSbR+XpSr32JshS843aWcg2AnUz1yhlnbeq+WuMPZttY6r+BABgaFgRrhBNqJvxNepmroFr+K/CeXXjFK2/DPaN10PnOwAgFpSVBSGhbfh86tWpwaLJqJvxLWpm71bqjHWfQ5A8MB39GAA0j/oX7FmU0EdbySR3ansE6qPvAQX7fg9D3TKlXuc7mFU/9dM+TQjOyoIeNScfgnNU+/25tQV/j3M16ShkfREQybNt/+5alK6cCdFbBcgydK7vmw+gyhJMNf8HALDu/FWrVmjbtt6N4tVno+LTMhiPfKj0r3NuS71BHBF1KaLq/dhS9QcUr0mel52yx6AtEREREUFu5YrWNhcNOkTSEuSaENkAylz1WppGnSg9Qhvy9TgXkr444RHujhayDlWOM3lkXEBcsDkaYAp5Yd73omalkOA7ohxLlv6aewFA44R3lWNDw0ptt5EVkXKKHL86V/INy6JCthGpV4oHnSjc/JO017cVUfVn0JFEVVC6ePU5ynuDzr071SUImfsm1AWLpsLb61JNXb7msY0n6+2oO259JM3G1fBVzk0Yu865Bcajf0fpiiko3Hh92v5Ezx5NuXTF1BaPzXLgdeW4aEN4o8CKJcUo/WoqKpYUwbz/Dy3um4iou2PQloiIiIgAnRnuAUmCPzlaRamstM2TYLIxstLS4FiPQOExSdvI3TRoKxuKUTt7O5qO+d9cDyW2GlHKID1C/NyWPDAdfh8Vn/VA4ba7NSuFGqYtaea+g1KeM9R9AQDw9bwQAOAvPg6Nx/w5dm2SAGMyDZM+TKgr/XIiRL82mGqoXZpRf9kqXjs3oc7d/yb4eswBAASKprXLfeNXjdq/uyZSn/xJgKaxr6Bhyr/g6f1D5f3DOeIJAEjIpSuLnSNoCwAQBPh6XgTn6GcA0ZAYcBaNsO4Kv07zkfdhOvxXTb5pheSHsfYzTVV0VXhLRDeKiypao50nhVvv0OQfJiKizDFoS0REREQAANfwX0HSaR/Vjq4w7XDRNAT5kh5BI8VH6LjgRbcimjSbaOWKLrKC0LrjkcRzzm0o/G5++PFxAIA2oGVoWhcLCMaRjeVp7xuyjYRr0F1JzwWKjwUASKaeqDlxLxon/10T4Gw65u20fSv9lJ0Mb8+LNXU6/xEYGldp6zypV6C2lBBoSFrvGvEkHKMWwTnsV2jM8HVkfe+44Kzp6Efh+kjeYn/JLNTNCK9u9va8BL5e8yBZBsA55nnUnFqD6tOa4Ol/s3J9yBTbxC5VnuHOQO9Ypykba5dC79yslO3fXQtz1euaNuaqP6L8s17hQGq8aGA1y5QGgRJt7nNjbeIXHJZ9L2TVJxF1fkWrz8/1ELoEBm2JiIiIKCZuM6r4wEBHEeRoTtv8C4QaHGuTnxD40TpfGOuXaytCXpR+NRXmw+/Bvj6ygVdccKp41ZlJ+2oak1nAyZNspToA58jfKseyoQQQjZBNPVB7/DbUnLgP0GU+xx1jXkL99GXpG6XLu9xC6k2/nMMfh2vQXaifFl7RKxvL4Bn4E8imyja/LwAISfKz6hvXhFeSIhwMD9lGo/q0JjjGNf8ovmwoVY6lVm5QmEti3BdqBXueSmgTH5wt3PITCHLyfLei7yiM1f9G2ReDYaz+V8bjEELN58M1Hf5bxv0RUddgrFuafLU/ZYWfLImIiIhIIcbtEF+4+ae5GUh01Vee5LT19EufI5Lym3XXAuVY79oaOcos9YcvLg9qKrK+KKGu9oTvU+ajlcy9IBuKM+pbIeoRtB+DpjEvpWyi8x0CQhmkh8iCoHq8PVA8E+6hDyBYNLlN75GKa8j9kPR2uAbdqdSVfHMijA1fAoBmc7JMqAO1YqCubQaZxwp2/BIVi+2oWGxP2070HUTRuksgBmpRtG5eRn0LgUYlh7Ov4gcp24UKUqcPIaKuIMWTNnKwY4fRBTFoS0REREQp6bx7c5KPUIisFpTF/Mhp6xz+RK6HQBlwDb43VlDlrNU3ro5VR/Mkp8nX7Ok7Hw2TPkLtcesAQZfZzQUB7n43KMX66f+FZOqZ2bVZ8vW+DE1jXkx6rmDPIpSsnNn6m8gyENnQTb2xW7BoUuv7zkLINgK1s/fAPfTBpOeFLN+fZPUXQUlW8XYWjhG/AQAEiqakbWfdvTCj/kq+PU1TFr2JeW71TethPPKhUrZUvaIc+8tPTWjvLz4OAKDzVmU0BiLqYhi0bTUGbYmIiIhIUXfsioS6ik8rOnwcykZkebLSFqIegcIJuR4FNcNfcZZybKiPrcAMWforx4LsByQfhBSPbVafUgPnqEUIlJ0IqWBwVvcPqnLVBq0jsro2W/EreyXVY/969w4AgPHoP1D43Xwg2Pwj7PEqlhSh4rNe0Dm3wlizGABy9zMgpt7kzzX0oay6ElTpI+qPXZ6mZX7z9r8BNSfuQ8PUT1t0va/HHM2XDPH0jg0JdSVfH4+iDVdB3/gtAMC645fKOX/pSZq21Scfgqd/+AkFQ+M3qFhsh8jgLVG3kiy9DWWHQVsiIiIiUoQKx6J21ia4B96uPdHRH7yVjcjyJ6dtoOyklOdqj1vfgSOh1GKPaBavPhdFq8+HzrUdOt9hTauSr09O2OAKAKpPrU/I65wNWWeNFdp57sr62KaBTWNeSHjUX9/4LYrWXw7z4fdQuOW27DpXrawt/WoarDsfAxAJeOcRX4858Pa9Nqtr1KuGobO08Yg6lmwoBgQBsmreu/vdmFEucE/fa+Aa8QQaj/nf5A3iciMXqFbs6h3fhe+vmu9SfAoEnRWyzqapKls2utlxEVEXwpy2rcagLRERERFpSJZ+mlWKACAEmzp0DLGVtvmRHgEAdM5NynHtcWshGcoBACHzgMSABeVEyNxHUzbWLUXpiskJO9rrnd8lXOsvOzXzVAgp+MtOQrBgKHw9zgeEFDn+2og6aBuyjYErLn2A6eg/lGPz4fdQ8tVMCIFGZEIIuZPW+yrObsFI20f1aU1oOubNrP+cQ5aB7TOgHBIQ21TPPfQXqD1+S9r29dM+D38JJejg73EO5CRhAUvVa7GCHNKsqrVtuwcAwvMcgGvQ3QAAb+WF4TFEVvCq56iiBau+iSi/xe+HEJVq40PKHIO2RERERJQg+o/xKCHY0LEDyLONyADA0PC1ciwVDEHD5I/hrZyLxknv53BUpCYby7O+pmnca/BWzoVjzO9bPwCdBfUzV6PpmLda31czZCGWMiBkGQB3/5s15wv2LNKU9c6NMB/6c0Z9a1ajqkjm/knrO4pj1LPh/478bYv7cA1/DN7KuWiY/ElbDSvnfD3Oi/z3fMh6O2RDiXLOPfBnCe3j8xLXH7sc3soL4Bj5lFJnrFsK0VsV3sRsSYmmvZJHWApveCdFfu4cY55D44R34RoWDvAm25yv/LPewH/nAhJzXRJ1GVLypzB0rm0dPJCuh0FbIiIiIkrgict1qPMe6ribS0EICG8SlU8rbQOlszXlUOEYOMa/gZB1eI5GRMk0jXsj9bkxLyTU+ctOg2P8G223aVg7r7CNChUMhiwYIBlKIeuLAV0Bamcl5iFVS7aiMhkx0JBQ5y87Bd7el7VgpG3H2/dHqD75ELz9/qfFfUimnnCMfwOB0lltOLLccox+Bo7Rz8Ex5vlwhSAiaB0JAHAP+DFqZu9Me32ocCwc4/8Ib7/rNPXp0hkYj/wttiJbVxD5rzWcVzqSdiJUMBiyaFGeSlBU/Q2G+i8zfHVElO9S5a61bs8u5zglYtCWiIiIiBLptDkRLXuf7bh7y7Hd4DPJzdhRnMMfQ9A2Fk1jXsz1UCgNX8+5aJj0t4R6b6/L4et9RUK9bEhcDdgp6Kyonb0dtcdvUgLFkmUgfOVnpLzEVP0P6JJsMJXQ7tBfEuoaJ/0tP1a+q/MGEwBANpTC2+cqyHq7Ulc//QvUzN4N2VgO2ViB6lMb4By+APXTv0jbV8OkjzK6Z9GGH8FU8+/w/cUUuYFFE2pP+B51s9YlnBJCTJNA1GWkyHfOL7Vbj0FbIiIiImqWEHkMtkPupc6nmQ9BogjJMhD1M1bA1/vyXA+FmhEoOwXuAdrNtxyRVbbR/JsAEDJpc+B2NrKhNCGIGSg5IWV7Y90XKF05C4LvaNp+1QE1X8UPUD99WZrWlJd0FsjGslhZEOEZ8GME7RPTXhYonp7yXNA6Kmm9HF1pm+ycoQiy3g7n0Ec09ULQkXYcRNR5CHHpTgJFUwEAkql3LobTpeRV0Pbbb7/FjTfeiFmzZmHEiBFYsmRJyrYPPvggRowYgTfeeENT39DQgJ/97GeYNGkSpkyZgvvuuw8ulzYn09atW3H55Zdj3LhxmD17Nl555ZX2eDlEREREnZpj9HPKcahgSMp2onsXsOUpIMXmRdky1n4eK7RyYyjqvlzDH9VWRFajevpdr1Tl+nH/9hC/clj9eqMMTasBObZ5FUJuWHY/BUPNYgCxnLbO4Y+jacKfEbQf034DpvyiS75q1jX0QTRM/T84Rj2dcE7KIJe0Z9DtqD61EaFIGhIhUN+qYRJRHlFtOOYafE/sy0PJk6MBdR15FbR1u90YMWIEHnoofd6LxYsXY/369ejRo0fCuTvvvBM7duzA66+/jhdffBGrVq3Cgw/GdlJ1Op2YP38+evfujQ8++AB33303nnvuObz77rtt/nqIiIiIOjNvn6vgHPpwuCD5UrYrWT4JWPsz2DbflrJNNuwb57dJP0TJyKYe8JedAgDwJkmX0Nl5e83TlH0V5ySk9ChaNw8VS4ogRnJVm478DbYdD6N47YVAyKWsdpeZiqBbqpuxEq6hDyp///VTl8A96E7IhiJI5r4J7dN9qachCJB1hQAA6/e/aLPxElGOqfYfcA+5H3LkC3dBDuVqRF1GXgVtZ8+ejdtvvx2nnXZayjZHjhzBo48+ioULF8JgMGjO7dy5E8uWLcNjjz2GY445BlOmTMEvfvEL/POf/8SRI0cAAB999BECgQAef/xxDBs2DOeccw5++MMf4vXXX2/X10ZERETUKUXSE+jd24GQB4WbboLx6MeaJtFNw8yH+CU4dQ6NE/+KmhP3QMo02NSZiCY4Rj+vFEO2UfD1Sr6iuGzZCJgOvQfRX63U6dy7YKr+JwBocqRS9xGyjYZ70J2oOekgambvRrB4mnJOMpQktM8muB9dCS7IyTcuIqLOx1d5obZC0If/y6Btq+VV0LY5kiThrrvuwvz58zFs2LCE82vXroXdbse4ceOUupkzZ0IURWzYEE64v27dOkyZMgVGY+ybgFmzZmH37t1obGxs/xdBRERE1IlIhmIAgKFhJSwH3oD54NsoWt++qxN9PeYAAOToh36itibowvlguyj1z46kLwYEAdUnH0bAPjmhrX3jfE1+0dKVxynHIUv/dh0n5TlB0ObFBRAyJ5kTKVIqJOMZ9DMAQKCZ3LpE1HnIkfRD7n43hCuiqa3kYIorKFOd6pPwK6+8Ar1ej6uuuirp+ZqaGpSWaj986fV6FBUVobq6WmnTt6/2kY7y8nLlXFFR6t1jI/OwS4u+xu7wWql5nA+kxvlAapwP3UeoaJJybN12r3Jsqv4H/D1+kNC+LeaEZAqnwPIMup1zrBPKp/eHpmPehm3jDXCOeyUvxtNhdLEFKoLOBAgA9AVoPHYpTAfeRuGmmzTNxUBd0m4k65BW/7nl03ygNqCPrar1l50Cx/hXs/q7lU3hf3sbmtbCsu8FeAfclLa96eCfIets8Fee16LhUn7j+0PXIERTaImm8N+lGA41CnIwq79bzodEnSZou3HjRrz55pv44IMPIOTgb7C01AqdrlMtTG6VsrLCXA+B8gjnA6lxPpAa50M3YKlUDqNpEADAvu5y4HI5oXl5EYBlc4F+FwLDbmzZPY3h+xTYilBQzjnWWeXF+0P55cCoebCL3WxDO09sIUp5RVyKg6IrgLigraXq1cQ+hlyHsl4D2mxIeTEfqPXkWNDWOO23KCvJco4YYyt1bdvugW3y3aq+ZWDlNYC/Hjj+fcB7BNgY+T1ywWHN7yPqWvj+0MntCX8eLLAVhj+3VRcAAMyezTC34HMc50NMpwnarlq1CrW1tTjppJOUulAohCeffBJvvvkmPvvsM5SXl6OuTvstcTAYRGNjIyoqKgCEV9XW1NRo2kTL0RW3ydTVubpFtF8Qwj8gtbUOzYay1D1xPpAa5wOpcT50H6LXh1QPkdfUhB+pVn+C8i6/HubDS4DDS1BTNE9ZbZENm9sJMwCXF/DUOJptT/mF7w+5pwv0QDTzaE2SnyHzqKdh2/LTtH3U9n8Achv8/HE+dD0FA26F6D8MZ3AQkOUcEQMm7e+UPwtwDXsEnkG3w7JrIay7/wgAaNj9JQp2PoHomvHAp2ej8djP22L4lEf4/tA12FyRz20+AZ4aB4r2fAgDANSvTfo7KJXuNh/KMwhod5qg7fnnn4+ZM2dq6ubPn4/zzz8fc+fOBQBMnDgRTU1N2LhxI8aOHQsAWLlyJSRJwvjx4wEAEyZMwNNPP41AIKBsZLZixQoMGjQobWoEAN1i0kTJcvd6vZQe5wOpcT6QGudD1yelySsb/buXBSME2Q8AMB96RzlfvqQUtbM2QLIMzPh++sY1EL0HI/c2cX51Ynx/yJ1g4Xg4Rj2DkLlP0r8DT99roW/4BuZDf056vafvfEj6EqAN//44H7oO1/DHYoUs/04lfXFCnXX7Q/D0vhLWHb9U6oq/PlHTxtC0BrIkAUL3efq1O+H7QycXSY8gRz636Ru+UU615O+V8yEmr97xXC4XtmzZgi1btgAAqqqqsGXLFhw8eBAlJSUYPny45n8GgwHl5eUYPHgwAGDIkCE4/vjj8cADD2DDhg1YvXo1Hn30UZxzzjmorAw/SnHuuefCYDDg/vvvx/bt2/HJJ5/gzTffxDXXXJOz101ERESUt1IEbf2lJ4YPJD/S/avddOTvGd9K37QWJd+cCGP9f8MVoinja4lIy9v3agTKT0t53tPv+qT1kqEEzpEL22tY1N0JIjDrrwnVxavPbfZS+4YfMpJDlI+UnLbhtfGCHMjhYLqWvArabty4EXPmzMGcOXMAAAsWLMCcOXPwzDPPZNzHwoULMXjwYPzoRz/C9ddfj0mTJuGXv4x9Y1dYWIhXX30VVVVVmDt3Lp544gncfPPNmDdvXlu/HCIiIqLOL0XQVvQdAeQQdK7tWX04F71VQMiV9JyhbpmmLIvGpO2IqPVkvfaxzEDRNDQe8zYapn4a2/mbqD30vzChSu/c3OxlpqMfQ+f8rj1GREStIEjhp63kyJftzhFP5HI4XUpepUeYPn06tm3blnH7zz77LKGuuLgYv/3tb9NeN3LkSPz5z8kfBSIiIiKiGDlF0Fbv2oKiVefA2++69B2ogj/GIx+iaMNVAABf2Wlomvie5lFXOWFlbTfYUIAoRyRTbFMnX8XZcIx+HrKxLIcjou7E1/NCmA6/n/V1esdGhArHt8OI2pgUAERDrCzLAGSmd6DOTfKjcOP1CBTPgLf/Dar6SHqEyOe4QNF0AEDI3LfDh9jV8B2DiIiIiFITDClPGRtWQNfM6igh6FSOowFbADDVLoZl3+/TXhssHJfhIIkoW7LeDk/vqxAomgrH2FcYsKUO5Rr2CAKFxyBQPKPZtk1jX1WO1Xlv85W56g2UL+0NQ+1ngCxD8NegfGlvVCwphungn1UJ4ZnqgToX86F3YD7yAQq33QXLnqeV+ui+BhAiT0hFv/CXgh07wC6IQVsiIiIiSk3Uo2nMSylP69y7015u3fV4ynO27+/TlAVZ++Fe1qffJJaIWsc55jk0TPs0IVUCUXuTLP3RcOwyOIcvSDhXd+yXqJ21QSnLogGBwonhY11Bh42xpQq33ApB8qF4zRyU/nc47N/NhxBJC2TfdCPKvhiC8iVlqFhSBMve53I8WqLMib4jyrFt+4PKsRC30jb6lJaAUAeOrmti0JaIiIiI0vL1vizlOfORxMdb/WUnwzn0EaUsBBoyuo8QcmvKss6c2QCJiKhTChUM1pRdQ+5HqHAcJMvAWKVohjfyeyhfn8DQOTbBsntROG+7ut5/BMa6pZo6MVCj5IK3fX8fdI5NHTZOotaw7nw0+Ym4jciU1FgyV9q2FoO2RERERNSsYMEwANAEYzVKp8SOZRme/jcpRdFfDQDwVl6QeJ0cgnn/K7CvvQSi94BS7e5/C2RjResHTkREeUs2FCvHrkF3wj3wZ0rZMeLX8Pa6FP7y04DIClsh5OnoIWakdOUM2HY8hLJlo7O+tmh96i9GiTqD+I3IYkFbKUcj6jryaiMyIiIiIspPTRP+F/qmNfD1nAdfr0tQtmyUtoF9JFC3KlKQAJ0ZsmiGIHmhd6xHwc5fQe/6HgDgGnyfkjZBCLlRuPVnmq5cg+6Ce+gD7f2SiIgoD9RPXQKdZzd8veZp6r39b4Q3ciyL4ScvTDX/RtlnfSCGHHCM+h28fa9p/QCiuWUFIXm5Oa3M26nz7IG+aR2C9gmt6ocoZ6TIT6qSHiEctI1Pe0XZ40pbIiIiImpWyDocvl6XAoIAydRb+Qe0YuKvVYXwP3SFyId4+3fXwnzkA+id4UdAZb0NcqQN4lIiAICss7X5+ImIKD8Fi6clBGzjyTqLciyGHACAwi23tf7mUhAlK49D0Zo54b69B1GxpAglKyYDUqDZy837X0XFp6WtHoZl3wut7oOovcnRjcbixFbaxm1EliRoq29cBevWuyEEGttljF0NV9oSERERUXYEAbLeDsHvjdVZeimHzQVdZdEYftQ15FI2Z9GcN3ADMiIiikn4orCN6FxboXduBAAIgTqULRsJANC7d0Dn3omQbWTa6wu33t4m4zA0fNUm/RC1J8lQCp3/cEJ9/EZksaBt4kZkJd+cHG4iB+Ec9VT7DLQL4UpbIiIiIsqarLMqx764XLUhS/9wffnpyS8W9Eqw1nTk7wmnQwVD2miURETUJYiWhKpA4YRWdalzbETpyplKuXjVOdpb+o+0qv/GY/6sHAfskxCwT1TKzqEPw196olLOdMNOolySTLEv6CVjD9WJ8ErbbNIj6CIpsyg9Bm2JiIiIKGtCMPZYm3vQHQAAx5gX4C89Ee7B9wAAQtYUK5QEg3Jo2/FQwmmJG5AREZGKrLcm1Bkc62LBohYo2P1bTTmawieqaN2lLe4bAPw9fqAce/peB8eYl+EvPg4Nkz6CZ9AdcKlzt4uGJD0Q5ZvYxmJKmiuoV9rGpUcAUm9GxjmfEQZtiYiIiChrgZLjYoXIh3NfnyvQOPkjyIYSANrVuGqyoM3QpVmtAQZtiYhISxYLktZb9r3U4j5D1hFpzydL35NOoPhY+MrPAADUT/0/AIB74M8QKJoKX8+5CNlGoHHqvxAoOzFyg9jvQtFfndW9iHIhGpyNP0b0WIimR4iFGs0H/5S0L1lg0DYTDNoSERERUdb8ZafGCilWS6TMbZvQXtaW9CWtGBkREXU1kqln0nrzoXfa9b76xtUZtw1aR6Fp4nuoPq0JweJjAQCuYQ+hYdqn4TzuceK/wCxdPh6Q5YR2RPkiusEsAIjBhvCBFIQQWYGbbKVt4eZbYh2o5zdX2maEQVsiIiIiypp6FW00d1lim8QchOH22g/qCTsIi9wrl4iIYmRDEeqO/RKuwffA12OOUh+y9GtFr+FNkjx9r0OgMJZvNqhagVvyzUmpL5e0+TpdwxLT/aQV97tQ59kD0XcYBTsXoPjrkyD4a7LrL757fy0g+cP/JWoLcelIdM5tmhXp0c998V9IRBmPfhRrm6INaTFoS0RERERZU3YIBrS5y9RSPfomGOAeGNtxW5BbnpOQiIi6h1DhOLiH3I+mY95UNrqMT6+TlcjO9rKgh6ff/yjVrqGJwVch2ATTgT/BXPU6hEAdAED0VSnnq08+CtlQmt39k3zhad3xEKy7FsDQtBrWXU9k15+KzvU9yr8YhIpPy1H+xSDoHN+1uC+iKCHk1pRNRz+E6DsMAJD0RbEV5fFzO/KzVrThh7GqVE9jkQaDtkRERESUNTFQHyukDNoKKepFuIY+nFAt6QrRMOlvrR8cERF1adEUPca6z7O6Tt/4LUT3TgCAEAkkQdBpgkyBkuMTrrNtvRP2zTejcMttsG/4EQBA9B6KNdCZsxoHkHyloTrdQ2tW2poO/1VTtux7scV9EQEAZEmzCS0ACEEHjHWfAQAkU2/VCe3cjq7GDdpGK3WGpjVMB5IBBm2JiIiIKGuajchSSfVhXA4mDejWH7sMgbJTWjkyIiLq6qIBIp1nDwT1l4hpGI9+jJJvTkHZlxPDv5/UQVtVbnVZb4en91VKWQjUa4KpxrovwvWSBwAQtI1p0WsQ5Fh6BRmJvxPlJHlwMyWL2iBydKxELSV6dkOArEmJJYvm2JcLciDWWIgLNYbC8y9UMFSp0js3wXj07+023q6CQVsiIiIiylqoYLBynPoRNylpbXQjC02KBSDxQz4REVESQXssB63oOxo7IcswV72WsIGY6N6FovVXKGVD/TJV0FYP2aDaAFMQ4Br+mFI0H3w74f5lS/vBWBteYRgfIM2UpEqnECg9IbFBinzxmTA0aV+/OW7lLVG2xKADACAZK5U66+5fw7r7NwAAX6/LUl6r5L2VtXmgjTWL23iUXQ8/GRMRERFR9gQd6qcvQ/3UxZANRcnbyMmDtiFz38h/4zeQafk/UImIqPuQVBuQqTdCMh/4Iwq3/BTF356haV/25QRNWeferQSQZEGEv/x0eHtfAcfI34brDMVK22jOTjUx2IiCvc+E26bYdLM5srEM9VP+g7pjv1RW72ru4a/OoBMJpoNvQ+farqk2Hf04oanOsaFF4yQCoFmZ7q28IOF0yNxbU/b0vU45VnLhRvuIMNZ+2rZj7IIYtCUiIiKiFgnaj0GweHqaFtqgbeOEv6BpzIsIFoWvaRr/prY5V9oSEVGGgtaRAAAh5FDqdK4t4TrVBpfm/a8mXFu45Sco2P9SuBDJaesY8wK8qg3JnEMfAQAlOJtKyDKoZS8AQLBkBkKF45KeyyRoazr8F9g33YTSFZObbVu6clbW4yNSaHJAJ+Zjlky9NGWnarV69IsVIW6lrc53sI0H2fXwkzERERERtRNtTttA8XT4el+u5LMNFY5F/fTY6qLW5O8jIqLuRdYXAghvhhSrUz35EfKgcMPVKNx6e9p+xBQbfkmmntr7pUhXIBsrMhlu1gyN30II1KVtE58GollxKx2JMhaZO7KgAwRDwmnNRmQAoCtQNh4TIjltUz2BRakxaEtERERE7UKQ/Jqy5h/TEUHbaAStI+ErP12bU5CIiCiNZEFbdVDI0PAVzEc+aLYfIdiYtD5+5aBsKIVr8D2J7fT2TIablvpRcjXb1rvSX5jsy840gVnRsy+bYREpBNVKW1k0JpyP/3kBAFkMpw6JpUeIpCQR+SV9phi0JSIiIqJ2IQSblOO6mauSpz8QTaif8TWaJnKTFCIiypzoPQQAsG2LBTatu3+tHBevmaNpHyiaguqTjyp51aNSfWEoxa2gDZn6wD3kftRPWwpfxTmx69sgaBsompK03nz4PUCWULa0PyoW21Gx2A7Tofdi9xYT8+nq3LuU47oZKzXnLPtfafVYqbuKbdwnBmo1ZyR9UdKfA1lnDV+ibEQW7sPT99pwj61ILdJdMGhLRERERO3C1/NiAECgaCpC1uGpG0bSJRAREWVKH8lfKwabwsEgKZCybc3s3WiY9hmgM2vyqUu6QrgG/zzpNfFB2+hKwmDRZPh6nKfUR1f8tkb09yUANEz6CJ4+1yrlgj1PQQw2KGX7xvmxe6tX2kYeQbdufzBWZRsNx6hnY33tew4659ZWj5e6ISUfrQ76pnWaU8HCY5J+lovOz/ictsrmfXFPZFEiBm2JiIiIqF2ErMNQM3snGqb8J9dDISKiLsY94DbluGDXb1DxaVnSdr7y0yEbY+dCBcOU49qTqlLmpJUNpZqyZI7l7FQ/Ct4WK20hGlB98hHUnLgXgbITESg5Tjmlc32f0Fzf8DWAcN5bpYtI/ltT9T81bb19f6S9VdwqSaLm6FzbUbzmAgCA3vkdpLjV6TrPrmSXAaIJAFC45VZAlmOpOyL1zLHcPAZtiYiIiKjdyMYKQEzcZZiIiKg1XMMeVo6tux5P2a5p/FuasmwoQu2sjag5YUf6Jz1EPZrGvgwACJl6wTniSeWUepOyNgnaAoDOoqRq8PW8MHavJPngCzffCgAwHf17bLgpNlQDANeQX8QKaVYkEyVTtPpcbYWg/VwXtI1Nep3oOxS7xH8UhqbwxnnKClxl9S6lwqAtEREREREREXUugi7lqaaxL8Mx4teoPX4roEvM+ypZ+kM29Wj2Fr5el6L6tCbUnbANUG2+pA7axq86bBOCCH/JLABAwf6XEk5HU0NoLglog7a+ih8ox+7Bd0NGOEAthJxtOVLqBnS+g9qKuBWyjrGJcxQAnMNjX6YUf3uGchy0jgQAiIHUXzRQGIO2RERERERERNTpBArHJ9QFraPg63UpvP1v1KQ0aEuyoRiuwT+He8BtCFlHtcs9JHOfhDpfj9iKRyHo0KzCNdYtgxBoVMqO0c9qrg0UzwAAiPEBOKIshIyVsY3FAHh7XpxyM79g8TSEzP0AAHpVCgXJMkA5Nh75e8J1FMOgLRERERERERF1Ou7B92rKzmGPoX7m1x1z7yH3wTX80XbbTDNYOCGhrmn8n5RjnWsbxGAsSFuw5ykYGlYoZXUeXwAwRs5ZdzzWxiOlrkx079SUG6Z/gWDRFKXsGPdq+g6SpECQVavkrTsead0AuzgGbYmIiIiIiIio05F1Zk3Z2/fq3AykHUjGck1ZFi2aAHHBnmcSrilaNy9lf77yMwEAYrABgr+6jUZJXV3R+qs0ZcnUE84RT8A16G7UzVzT7PU6VV5bAJD0dk1OXL17R9sMtIti0JaIiIiIiIiIOh/BpCnKusIcDaTtBe2TNOXGY/6kKZuOfph4jW10yv6cI3+jHBfseYYbklGzRO8h6J3fKWXX4J8DggjZUAr30F8gZB2adZ+Oca+lzUdNWgzaEhEREREREVGnI+u0Qdv2SlWQC6GCoXHlIQAAT9/5CW2DlsEAAL1zMwDAMfK3CW3UeUQL9v4O9vWXtdlYqWsq2PWEpuwecGur+5T0RZqgrb/0pFb32ZUxaEtEREREREREnY4smptv1FmpAtD+0pMgFYQDsyHLwMSmkjeuIvlKRn/JLOXYVPN/rR8jdWnqDccAADpr1n14+lyjrRBNgCwpxZas1u1OGLQlIiIiIiIios5HFbSVDOVpGnZO7v4/RqBoGhon/K9SJ8cFznw9zodr2MOaOtFfk7Q/fdN6bTvPvrYZKHVNQixkKOkKW7SS3TlqEZrGvaaUZdEEyCGlrG/4hqk60mDQloiIiIiIiIg6HVk0KsfqnK1dhWvEAjRMWwLoCpQ6MVCvaeMc8SR8PS/W1Hl7Xpi0P/fgezRlS9VrSdtBDsG+5kLY187TrIqkbkTyw3zoHaXoGPeHlvUjiAhZBilFWTRBMvdRygbHephTzUNi0JaIiIiIiIiIOiExltM2fgVqVxW0jdSUJXNvQNAhaB0VqzNWJr3W0/9mTVkWTRCCDlQstqNisR2iexcAwFj7KUy1i2Gq+RfKP6uEed9LgORv41dC+UzfuFpTVgdes6X+cgWiCRBEuAbdqVQVbrurxX13dQzaEhEREREREVGnIxnKEDL3BwAESmbmeDQdw19xjnLsrZyrHDdM/RcknQ0B+yRAb0t+saiHc/jjStG6awHKl8ZWPZZ9OQHG6v/AWPMfpU6QfCjcdheK1sxpuxdB+S8uFUJ0I7wWUX+5EjmW9UUt768b0ed6AEREREREREREWRMNqJu5CpCDqQOVXY0govb4zTAfegfeXlco1bKhFHXHb2x2xbFnwC0wVv8LxvplSc8Xrbs4ab2xfnk4VYLAtX/dgeivBgDIghE1J+0FREOL+1Jvnifr7ZGDoFIXLBjW4r67OgZtiYiIiIiIiKhz0pmbb9PFSOa+cKseL4+SDaUZXW9o/LZF961YUozqU6o1Kyepayrc/BMAgCD7gdamHhGNqDlhBwQ5BERSJUimnsppyTKgdf13YfyKhIiIiIiIiIiom/CXnZpRu5CxZ0KdzrW9rYdDeUgM1LVpf7KpByRzL6Xs6zlPmV/G2iVAyNOm9+sqGLQlIiIiIiIiIuomHKMWNdsmZOqNuhO2oG6GdlWu6K9pr2FRHpGF8IpYb+WF7XMDUY+mie8qRXUeZYph0JaIiIiIiIiIqJuQTZUImcIbkNUetxY1J+7TnPeVn4n6GSsAQYeQbYTmnKFhRYeNk3JD8NeG0yIA8Ay8rd3uE7SNU45lQ0m73aczY9CWiIiIiIiIiKgbqTthC6pPa4JUMASyoRj1079AyNwPzmGPomniXzT5ceunfa4cW3c9geKVs2A88vccjJo6QsGep5XjoH1C+91I1EPSF4ePpUD73acTY9CWiIiIiIiIiKgbC9onou74TUlXVgaLJsE57DGlbHBsQNGGH3bk8KgDGWs/7bB7icEGAEDx2rkdds/OhEFbIiIiIiIiIiJKKVQwNKFO8NcCspyD0VB78lVeAACQOzhkaN3ysw69X2fAoC0REREREREREaXkLz0hoa78i0Eo2L0wB6OhdhXJZ+vte02H3tay/xXAV9uh98x3DNoSEREREREREVFqehukJJtFWXc+moPBUHsSpCAAQBaNHX/zLy/t+HvmMQZtiYiIiIiIiIgoLeeIJ5OfYIqErkUOB20hGNr9ViHzAG2FaGr3e3YmDNoSEREREREREVFakrFH0nq9Y0MHj4TalRK01bf7reqnf66tmPl2u9+zM2HQloiIiIiIiIiI0gqUzoa358VwDvsVGiZ9qNSL3v25GxS1vUjQVhZ07X8rY5m2wljU7vfsTNo/bE5ERERERERERJ2boINj3KtK0dfjPJiOfgTReyCHg6K05BBsW+9EoGgqfL0vz+gSoQNX2lJ6XGlLRERERERERERZkYwVAADRX53jkVAqxqMfw1L1KuybboQQaMzsIgZt8waDtkRERERERERElBXJEH60Xe/cCMu+30Pn+C7HI6J4Om+Vcmzd+cuMromutJXF9t+ITE0yVnbo/ToDBm2JiIiIiIiIiCgrguQBAJiqP4Ft289RuvK4HI+I4smiSTm27H8lw4tys9JWFhiijMc/ESIiIiIiIiIiyopkKE+slEMdPxCCzrUD9nWXw1j9HxiP/lP5exADDZp26fIPG2qWoOzzgTDWLg1XdMBGZFoMUcbjnwgREREREREREWXF0/+mhLqypf0hxAUKqf2VrpgEU/U/ULTuYhStvwyW/S8DAISgNo+tsfqfKfsoXjsXYqAOov8oAEDu6Jy2HR4kzn8M2hIRERERERERUXZ0ZvhLT9JUiSEHDPXL2qR70bMHBTt+CYEbnWXNdPg9AIlB28KtdyZtr3NuTqwUOianbaBoOgDA2+eHHXK/zoRBWyIiInYZri0AAH4ySURBVCIiIiIiylrT+DfQOOEvmjrT4fez6kMI1GvTKsgyBH8t7N9dC+vuhbBv+FFbDLVbEYJOAIAYaGymZVjhxsRV0x210rZx4l/ROPGv8Ay6o0Pu15kwaEtERERERERERFmTDSXwV5yJprGvKnXmIx9A9OzNrIOGTShbOgCFm25Uqgp2PoryLwbB0LgKAGCsX96mY+5yZDmhSu/aCgAQgvUAAF+POQAAyVCWtAuDY21iZQelK5ANRfCXnw6IHbOytzNh0JaIiIiIiIiIiFrM1+tiePrOV8oZr7Zddw8AwHzoXaXKunthm46tqxNCjqT1FYvtMNZ9AQAIFE0NVybbKC7V5nEdndOWEjBoS0RERERERERErWKs/kQ5tu14GPqGb5q/6Ojn2rIste2gugGda3uzbUIFAwEAYrABlr3Po2xpfxir/w2dYxOsOx5V2knGHsqxLDJom2sM2hIRERERERERUas0TXhHUy759lTYNv8k/UWGIk3RpFpxS5kxqNJH+MrPTNomaBurHNu+vxdisAFF6y5B6coZKNjzlHIuZO6jHOud29phtJQNBm2JiIiIiIiIiKhVgvaJcIx+TlNnOfBHCEk2wxL8tbCvPh/wHNTU2zfdkLRvQ+1nAADr979AxWI7zPtfbqNRtw8hUI+iNRfAdPDt9r9XyA0ACJn7oWniX+AYmZheQrIMzKgvWV+sHPsqL2iL4VEr5FXQ9ttvv8WNN96IWbNmYcSIEViyZIlyLhAI4De/+Q3OPfdcTJgwAbNmzcLdd9+NI0eOaPpoaGjAz372M0yaNAlTpkzBfffdB5fLpWmzdetWXH755Rg3bhxmz56NV155pUNeHxERERERERFRVyWLloQ6IVAHSEEYq/8NIdAAALDuWgBj7dK4ixM31IoqXjMHOudWFOx9BgBQuPVOVCy2Q9+4ps3G3pbMVW/AWPsp7JtugujZ0273sex7AdZdCwAAOu9+AIC33/WaNjUnbAcEodm+PH2vg2vIfQDCOXBDthFtPFrKVl4Fbd1uN0aMGIGHHnoo4ZzX68XmzZtx00034YMPPsBzzz2H3bt346abbtK0u/POO7Fjxw68/vrrePHFF7Fq1So8+OCDynmn04n58+ejd+/e+OCDD3D33Xfjueeew7vvcgk+EREREREREVFLBYqnJ9TZtv8Clr3PomjdJShaE169qXMlPnpfumx02r5Lv5qWUFfyzYnQOTe3cLTtR705mL5pfdI2OudW2LbcAdF7qGU3kWXYtt2jFP1lJyc0aZj8MWRTZbNd+UtnwznqKQSLp6P2uHVomPJJs9dQ+8urrMKzZ8/G7Nmzk54rLCzE66+/rql74IEHcPHFF+PgwYPo3bs3du7ciWXLluGvf/0rxo0bBwD4xS9+geuvvx533303Kisr8dFHHyEQCODxxx+H0WjEsGHDsGXLFrz++uuYN29eu79GIiIiIiIiIqKuSLL0R92xX0E2lKLk61kQ/dUwHf0YpqMfAwAMTasBADr3roRrdb4DynHdzNUo3HwLDA1fNXvP0q+ORc1JVZD19jZ6Fa0XTVkQPnYlbRMNQuucW9A49V9Z30Mf+bOMahrzsur4Jeg8uxEoOUGpkyFAQOJqZk/f+XANjS2elAoGZz0Wah95tdI2W06nE4IgwG4P/2CuXbsWdrtdCdgCwMyZMyGKIjZs2AAAWLduHaZMmQKj0ai0mTVrFnbv3o3GxsQ8K0RERERERERElJlQ4RhI5l4Q/dXJG0g+QPKn78MyAA1T/4Pa4xNX5AYLhiTUGWv+r0VjbWumQ+9C37QOov+oUieEnIkNpYByaGz4skX3su58TFOWjRXKsa/3ZXAPuU+TFqHuuDVomPwxqk9rgmPEb5R656hFkA3FLRoDta+8WmmbDZ/Ph4ULF+Kcc86BzWYDANTU1KC0tFTTTq/Xo6ioCNXV1Uqbvn37atqUl5cr54qKtDsXqmWQAqTTi77G7vBaqXmcD6TG+UBqnA+kxvlAapwPpMb5QGqcD92LpC+GGGxIqLfu/BUgGtJeJ+jCC+1kSy80jX8T9g1XKef9leejYdjDKP+/2Mpa+3fXoqbXRW03+BYw1C2DfeP/AABCqo2/xJAzYc4LoSZN2VL1B3j7XQfr1nsgGSvgGXxns/cL2UYDkQ3aAEAQ0/9gydYhCFqHQADgG3ADZFMFQgVD8ubnke8PiTpl0DYQCOC2226DLMt45JFHOuSepaVW6HSdemFyVsrKCnM9BMojnA+kxvlAapwPpMb5QGqcD6TG+UBqnA/dhMECJAnaFux5Ou1lYkFPlJer5kjJPEAVtC0wBFFQnjiHypPUdaia2KpgnWrzMevu38A6NW7vJmeNpmjbcgdsQ84B9r0QvmbKg4CoS30vWQbqIquLjSXAmWtQbsvy9Zf/KLv2HYTvDzGdLmgbCATw05/+FAcPHsQf//hHZZUtEF4xW1dXp2kfDAbR2NiIiooKpU1NjfaHI1qOrrhNpq7O1S2i/YIQ/gGprXWk27iRugnOB1LjfCA1zgdS43wgNc4HUuN8IDXOh+6lRBKQLOwoC0YIciw9gqf/DQgUHwv7hmsAAAFY0Vjj0Fyjjta4gxa4axyIj+D4PrsIjvGvI1fMLi9syU4EXaiJez06xyGUxDWrr3codbVHDkE2pH4S3FCzGEWO7wEAjmGPw+ctA7yOlO07g+72/pDJlwydKmgbDdju3bsXb775JkpKtFN84sSJaGpqwsaNGzF27FgAwMqVKyFJEsaPHw8AmDBhAp5++mkEAgEYDOHl+CtWrMCgQYPSpkYA0C0mTZQsd6/XS+lxPpAa5wOpcT6QGucDqXE+kBrnA6lxPnQTQvKVopK5d2wl6qUBuOo8kEOxHK+i/0ja+eEacBsgA97KuTAf+UCpNx1+H0KgEY2TPkh9cXtKM+bi5RNRf9xapaxr+k5zPmCfBFmOrRQU3XsQtB+Tsj9z1Rua23alnye+P8Tk1fP+LpcLW7ZswZYtWwAAVVVV2LJlCw4ePIhAIIBbb70VGzduxMKFCxEKhVBdXY3q6mr4/eFvaIYMGYLjjz8eDzzwADZs2IDVq1fj0UcfxTnnnIPKykoAwLnnnguDwYD7778f27dvxyeffII333wT11xzTc5eNxERERERERFR15I85BQN2IYsAwExspZQlePWNeT+hGucI54EADSNfRXQ2yJ1v4ZzqDZlprF2CYRUG6BlSg61KGooBOpTntO7d2r6NB1+X3ttsAnmg28p5aI1FyTpvw6mg/8LhFwwHf1YqfeXn5H1WKlzyKuVths3bsRVV8XylCxYsAAAcMEFF+CWW27BZ5+FEyyff/75muvefPNNTJ8+HQCwcOFCPProo/jRj34EURRx+umn4xe/+IXStrCwEK+++ip++ctfYu7cuSgpKcHNN9+MefPmtffLIyIiIiIiIiLqFgIlM6A7tDfleXXeVwBomPQRRH81fL0uTmjr6X8TPP1v0tTJph7wDLodth3afLE6bxWCxoqWDVqWUbT6XOi8B1A3YyWgs2R8qZgmaAsAQsgJWR9+JD5kHQ7ULoYsmiBIPujdO6BX5foVAzWA5AdEo1Jn/+46GGuXAJtuUOp85WdANqZO9UmdW14FbadPn45t27alPJ/uXFRxcTF++9vfpm0zcuRI/PnPf856fERERERERERE1DzniCcRMveFIPkgGSshmXrCvvE65by395Uwq9oHyk5s2X2GL4C56jXo3dsBAEKgscVjFn2HYKxfDgDQOzYgWDw942ujK229PS+BoX453EPuQ+HmW2Ln/UeVoK0Q8gAAfD3OhfnwX5P2p3duRtA+QSkba5cktAkVDM54fNT55FV6BCIiIiIiIiIi6vxkQwncQx+Ea/iv4Bl4K4KF4zXnnSN/3Sb38Qz4MeqPW41A0VQA4RWtmdI3rkbFYjssuxeFrw3GNvOy7noiq3GYj4RTHgRKZ6PuhK3w9rkK1ac1hdNAABBVaRsEyQsACNrGpOxP9B5s9p6eAbdmNUbqXBi0JSIiIiIiIiKidhWyjVSO3QN+ouSmbSuyLtyfzr0b5qo3IATq0l8QdKLkm5MAALYdD6FisR1WVaoFY+2nEHxHYaj/EoaaxWluLEPw1yjFkLmf5rQUSdUg+o6qKsNBW+gKIAtGJFOw63HlWPQkppkIFE6EZO6TelzU6TFoS0RERERERERE7c4x6mn4i2fCPehnbd53dNWqbfv9KNxyK+zrLgcAiJ59qFhsR9GqswFZAgBYdi9C+dLEgKep+hNN2bb9QRSvOgvFay+EvmkdjEc/BoLalbyly0aj/ItYmoJA6WzNeb3jOwCAdcfDSl10pa0sWuDpf2PS12NwbEDFYjsM9StQtnxcwvlAFqkbqHPKq5y2RERERERERETUNXn7Xgtv32sBAEIb9x2yDNCUjQ0rAABly8eGy/XLYT74Nrx9fpiweVkq+qa1ynHJ1ycox9Wn1AKiAYK/GjrfAe1FgvaV+ctOhqn6E+jdOyB69kOy9FNy2sqiCe7Bd0PWWRG0T0TIMgj6plWwb4ptula86kzlWNLZ0DD9c5iO/A2e/jdn9Bqo82LQloiIiIiIiIiIOjfRlFgnhzTFws0/RtA2KqGZZCiDGKhNqNe7tiS9ld6xDqGCYSj/Ykizw3INfUhZwVu2fAw8va+EsW5peHg6C2S9He4h9yrtQ5a+gCpoq1Z3wtZw+8H3NHtf6vyYHoGIiIiIiIiIiDo1OUnQtmJJSUJdyTcnJ9TVzVwFX8U5Gd9LCDTC/t21CfUNkz9JqAsVDNOULQf/FOtHCiR2rrMmvadz+OOQ9faMx0idH4O2RERERERERETUuQm6Fl0WLBgC2ViGoH2iUtc09tW015iOfAhj7RKlXHPCdlSffBiB0lmJjUU9qk8+nHzIwcak9fXTv0DjMW+jfmrsHt5e89KOiboepkcgIiIiIiIiIqJOTQi5Up5zD7wdBXsWaeqcQx+BIAfhHvBjAICn3/UAAF/FWQjZxgAb5ytta07cA9F7AKUrjwMAWA6+qZwL2sZANlWmH5yuIGm1r9clSeuD9olAJIhcc8J2yIYSQDSmvwd1OVxpS0REREREREREnZqvcm7Kc54+V6Nu5mpNnbf35XAPvksJqMqGYrgH341Q4ThAEOHpOx8hcz/UHbsCsqE0XJ9E48T3Mhpf7azvIAsGAOENxRqP+d+M0h3IpkoGbLsprrQlIiIiIiIiIqJOTTYUpTwnFQwCAPhLZ8NY90W4vbFH2v6coxYl1PnLToGx9lOl3HjM/0Iy981ofJJlAGpOqQEEAZDl8H+J0uBKWyIiIiIiIiIi6vSaRv8eAOAa8kCsbswLyrFj9POQxQI4hz/eoqCpY+RvNWV/j8w3LwMQuycDtpQBrrQlIiIiIiIiIqJOz9fnSlT3uRIA4Ol3HYSgE5Kln3JesvRHzSnJNwXLhGSO9dUw5d8tHyhRBhi0JSIiIiIiIiKiLkU2lIQ38GpLogE1s3eG+zdWtG3fRHEYtCUiIiIiIiIiIsoAg7XUUZjTloiIiIiIiIiIiCiPMGhLRERERERERERElEcYtCUiIiIiIiIiIiLKIwzaEhEREREREREREeURBm2JiIiIiIiIiIiI8giDtkRERERERERERER5hEFbIiIiIiIiIiIiojzCoC0RERERERERERFRHmHQloiIiIiIiIiIiCiPMGhLRERERERERERElEcYtCUiIiIiIiIiIiLKIwzaEhEREREREREREeURBm2JiIiIiIiIiIiI8giDtkRERERERERERER5hEFbIiIiIiIiIiIiojzCoC0RERERERERERFRHmHQloiIiIiIiIiIiCiPMGhLRERERERERERElEcYtCUiIiIiIiIiIiLKIwzaEhEREREREREREeURBm2JiIiIiIiIiIiI8oggy7Kc60EQERERERERERERURhX2hIRERERERERERHlEQZtiYiIiIiIiIiIiPIIg7ZEREREREREREREeYRBWyIiIiIiIiIiIqI8wqAtERERERERERERUR5h0Jaom6mrq0NtbW2uh0F5wuFwIBAI5HoYlCe8Xm+uh0B5hL8vSI2/L0iN84HUonNBluUcj4SI8g3fH1qHQdsurrq6Gt988w1Wr16NgwcPKvX8gemeNm3ahB/84AfYvXt3rodCeWDTpk04++yzOR8IALBx40acddZZOHz4cK6HQnmAvy9Ijb8vSI3zgdQ2btyIc889F01NTRAEIdfDoRyrq6vD9u3bsXPnTjidzlwPh3KM7w+tp8/1AKj9bNu2Df/zP/+D4uJi7Nu3D0OHDsUPfvADXH311fyB6Ya2bt2KK6+8EhdddBGmTJmScF6WZc6LbmTr1q344Q9/iLlz52L48OG5Hg7l2NatW3HVVVdh7ty56NmzZ66HQznG3xekxt8XpMb5QGrqzw92u12p5++J7mnbtm348Y9/DLPZjD179uD444/HWWedhfPOOy/XQ6Mc4PtD22DQtouqr6/HrbfeijPPPBM33ngjdu3ahWXLluG3v/0tampqcOeddwLgD0x3sW3bNlx55ZW47LLLcPfdd0OSJGzfvh1utxs2mw3Dhg2DIAicD93E1q1bccUVV+DSSy/F3XffDVmWcfjwYbhcLhQVFaGioiLXQ6QOtHXrVlx22WXK+wMQfuzV5XKhtLQURqMxxyOkjsTfF6TG3xekxvlAask+PwSDQbjdbk2AhrqHmpoa3HjjjTj99NNx+eWXY/v27Vi8eLESf7j22mtzPUTqQHx/aDuCzOfku6S9e/fixz/+MRYtWoRhw4YBAJxOJ/71r3/hkUcewfXXX49bb701x6OkjhAMBnH++eejqqoK33zzDQwGA26++WYcPXoUu3btQklJCebMmYPbbrst10OlDuD1ejFnzhw4nU4sX74ckiTh1ltvxeHDh7F161aMGTMG5557Lq688spcD5U6gNPpxNy5c6HX6/HJJ59AkiTceeedOHjwIDZv3ozZs2fjrLPOwtlnn53roVIH4O8LUuPvC1LjfCC1hoYGzJ07F2VlZXjvvfcgSRLuv/9+VFVV4fvvv8e5556LU045BTNmzMj1UKmDbNiwAffffz/+8Ic/oLKyEgCwf/9+fPjhh/jTn/6En/zkJ3x/6Cb4/tC2uNK2ixJFEXv27MHOnTuVoK3NZsN5550Hn8+HZ599FiNGjMAZZ5yR45FSe9Pr9XjmmWdwxRVX4LbbbkNTUxMsFgvuu+8+CIKAzZs3Y8GCBbBarbjuuutyPVxqZ2azGffeey/uuOMOPPDAA6iqqoIgCLjlllsQDAaxevVqPPfcc7BarbjgggtyPVxqZzqdDj/60Y/w61//Gs8++yw2btyIQCCASy+9FMFgEF9++SVeeOEFWK1WzJ49O9fDpXbG3xekxt8XpMb5QGo+nw9nnnkmPvjgA7z99ttYtmwZ/H4/Tj75ZJxwwglYunQpdu3aBavVivHjx+d6uNQBBEHAnj17sGvXLiVo269fP1xyySXw+/149913MXLkyKRpl6hr4ftD22LQtouqqKjAGWecgX/84x8YNmwYhgwZAgAwmUw444wzsHz5cqxbt45B224gGAxiyJAhePvtt3HRRRdhwIAB+N3vfqc8wjZu3DhUVVVhyZIluPjii2G32/nIaxc3e/ZsLFq0CDfffDNGjRqFF198EWVlZQCAY445BgcPHsTy5ctxzjnn8NH4Ls5iseCSSy6BTqfDww8/jIkTJ+L5559HaWkpgPB8eOCBB7Bq1SoGbbuwYDAIvV4PWZb5+4I0+PuC1DgfKKqyshLXXHMNjEYjHn30UUydOhXPPPMMSkpKAAATJkzAz3/+c3z33XcMynQTPXr0wMSJE/HZZ59h+PDhyntDZWUlzjvvPCxfvhybNm1i0LYb4PtD22LQtotobGyEy+WCJEno27cvzGYzTj/9dDz11FP461//issvvxz9+vUDEA7o9uzZE+vXr0coFIJOp8vx6Km9RP8hHgqFMGTIEPzzn//EypUrUVxcrLQxGo0wm80IBAKwWq38B3gXFp0PAHDCCSfgT3/6Ew4cOKCZDxUVFSgsLMTu3bthMBhyNFJqTzt37sTWrVtxzjnnAAAMBgPmzJmDsrIyCIKA4uJiJV/psGHDUFJSgu3bt+d41NRedu3ahffffx+XXHIJBgwYoARu+fuie9q5cyeWLVuGefPmwWKxAODvC+LnB9KK/vuxoqICl112GSoqKtC3b1/N54epU6eioqIC69atwxVXXJHrIVM7aGpqgsvlgt/vx4ABA1BZWYnTTz8dTz/9NPr06YMLL7wQhYWFAIBhw4ahX79++Oqrr3DVVVfx80MXtHv3bhw4cACzZs0CAL4/tCEGbbuArVu34t5770VjYyMMBgMGDhyIxx57DGeccQbq6+vx4osvIhAI4IILLsCYMWMAhD989e/fH0xp3PVs374dixYtwsKFC1FQUKB80JYkCb1798bcuXMTrqmvr8fIkSMhSVIORkztadeuXXjrrbdwzz33wGw2a76omTBhAsaPHw9RFAFAeT8IBAIYO3YsNxrqghwOBy666CJ4PB40NTXhsssuAxB+7PX444+HwWDQzIfo+8eIESNyOWxqB7Isw+fz4e6778bGjRvhcDhw0003oVevXpBlmb8vuhlZluF2u3Hdddfh0KFDcDgcuPHGG5XgG39fdD/8/EBq0Vzn5513nrIgRKfTobKyEuecc47mizxZluH1emG1WjF27Ngcj5zaw/fff4+HH34YtbW1MBqNmD17Nu68805ceeWVqKurw8KFC+H3+3H22Wejb9++AMIpufr375/jkVN7aGhowNlnnw1ZlrFo0SKcddZZAMD3hzbCoG0nd/jwYVx33XWYM2cOZs6cifr6erz00kuYN28efv3rX+PSSy+FwWDAu+++i2XLlmHw4MHQ6XT46quv8Oc//1n51py6hv379+OGG27AwYMHcc011+D111/XBG7jHT16FG+//Tb+85//4O233+ajbF3Mvn37cPXVV6O+vh4NDQ1YsGBBwj+8ov/gAsIBvddeew3Lli3DW2+9pTlHXUNhYSFmzpwJm82GRx99FD6fD1dffTWAcOBWze/346WXXsK6detwxx135GC01J4EQYDZbMZx/9/efYdFdW19HP8OHUQQLCiCBbtib7EnijGisWBDkGCsMbZg7LHFEnvvJVFQsJeo15hibzFRY5oFRFTELqIgbWDm/YN3zj2jxqhXGB3W53nuc8NwZlgjP05Zs8/eDRpQtmxZdu7cSVJSEiEhIcqdOWpyvDBvGo2GPHny0LBhQzIzM1mxYgXJyckMHjxY2TfI8SL3kPMHoRYTE0Pnzp1xcnIiNTWVzp07GzVu1SOuIasps3LlSmJiYhg/frxpihbZJioqim7dutGxY0fq1q3L2bNnOXjwIIGBgRQpUoRBgwZhaWnJhg0bOH78OO7u7uh0Og4fPsyGDRvkAx0z5OTkRNWqVfH09GTs2LFkZGTw4YcfAsj+4TWQjt1bLjo6mnz58tG9e3cKFCgAQPPmzenduzchISEsW7aMDh064OXlxaVLlzh27BgeHh589tlnlC5d2sTVi9cpJSWFNWvW4O3tzZAhQ1i9ejXdunVj3bp1z2zcnjlzho0bN3L8+HHWrFkjeTAzSUlJzJ8/n2rVqlG9enX+85//MHz4cGbMmPHUhRfAiRMn2LlzJ4cPH2bVqlXKPNjCfOh0OiwsLEhNTaVBgwZUqVKFSZMmYWNjQ0BAAPv376dGjRrky5ePAwcO8OOPP3LgwAG+/vprSpYsaeryxWtmyENycjKVKlWiZ8+etGvXDisrKyZMmMD69etp0aIFHh4ecrzIBQx5ePz4MTVr1qRFixZ8+umnWFtbM2TIELZu3UqjRo0oVKiQHC/MnJw/CLWHDx8ydepU6tWrh4WFBTt37kSv19OlSxflTj51k/6HH37g8OHD/Pjjj6xevVpGVpqZe/fu8fnnn9OpUyeGDRsGZC02dvr0aR4+fEhCQgIVKlSgf//+lCtXjgsXLnDq1CmKFStGRESEskC6MC+GfUD16tUpVKgQ48aNw8bGhhYtWvDbb79Rrlw5HBwcZP/wiqRp+5Z78OABd+/eVT7BSE9Px8bGhtDQUAIDAxk5ciS7du2ievXqVK9enU6dOpm2YJFt7O3tKVWqFDVq1MDX1xc3NzemTp1q1LhVn2gXLlyYxo0bM2DAgGeOqhJvN0dHR7y8vPD09KRly5Y4OzsTERHxjxdeLi4uVKxYkb59+1KiRAnTFi+yheH21dq1a6PRaAgICECr1TJx4kQ2btyIra0tS5YsAbI+MXdzcyM8PBwvLy9Tli2yieEEu3Hjxnz33XcEBgYSERFBYGAgp06dIiMjg/fffx/ImpesSZMmcrwwY4aRT40bN+bKlSsEBgYyd+5cQkJC+PHHH9FoNNSvXx+Q44W5k/MHoZaZmUmxYsVo1KgRNWvWZOLEiezatQtAadyqp8OwtbXFwsKCiIgIaeCboZSUFHx8fJTb3wH+85//8Ndff9GvXz9sbGxwcXFhw4YN+Pj44OPjg06nQ6/Xyzo6ZsowMKx8+fLKonM6nY7Ro0ezYsUK8ubNy7x583BwcMDe3l72D69Ao5dJTd9qjx49wtfXl1atWjFq1Cjgv43bGzduEBgYSHBwMN27d5f5pczYs363GRkZnD59mhkzZqDX65XGbWpqKvHx8bi7u0smzNSzfq9paWns3r2b9evX4+7urlx4paamotPpnjuNhjAv69evZ//+/axcuRKADh06cO7cObp3786IESOU7bRarSwmkwv8/PPPTJgwgR07dmBnZ0efPn04cuQIDRo04KuvvqJQoUIAT42mEuZp7969rFy5kq1btwIQFBTEqVOnaNOmDdOmTVOOLbKQrXmS8wfxLPHx8bi4uKDRaHj06BGTJk0iNjaW1q1b4+/vj5WVlXL9CZCamvrUlEvCPOh0OhISEnB1dQWyzinnzJnDl19+SalSpUhNTaV///60a9eOoUOHyrVmLrJ06VJu3LjBpEmTSEpKwt/fn5iYGPr378+nn36qbJeWloatra0JK337yNn3WywzMxMHBwd69uzJyZMnWbNmDZC1urNOpyN//vy4ublx9+5dANlhmjGNRmO0KIxOp8PKyoratWszbNgwNBoN3bp1IyEhgRkzZjBixAhSUlIkE2bqyTxkZmZia2vLhx9+iL+/Pzdu3GD48OEkJiby1VdfERISQmZmplxw5QJ6vZ6iRYsqzbfRo0dz+/ZtgoKCWLt2LStWrFC2lYZt7uDl5UWJEiWws7Nj1KhRXLx4kalTp3LmzBnGjRvHrVu3AKRhmwvo9XpKlChB/vz5gaz9w9WrVxkyZAjff/89EydOJD09HUAatmZKzh/Es7i6uqLRaNBqtTg5OTF+/Hg8PT3ZvXs3GzduJDk5mZkzZzJ58mQAaciYMQsLC6VhC1C8eHGWLl2Kr68v5cqVo1KlSnh5eZGUlARI/yE3KVCgAAkJCQBMmTKFBw8e4OvrS2hoKNu2bVO2k/3Dy5Mj7FvIMLrBcMLs4+NDTEwMu3btIj09nT59+mBhYYGtrS0uLi7KiZR80mWeDHkwXFCrRztYWFhQp04dhg8fzuzZs2nUqBFWVlaEhoZib29vyrJFNnkyD4av9Xo9NjY2tGnTBo1Gw6ZNm/jggw9ITk5mzZo1cgFupp4cDafRaKhWrRrh4eH4+/sTGxvL119/TZkyZXB2dubrr7+mS5cuODs7m7BqkV2eNVo2f/78PH78mIYNG6LX61m2bBmVK1fG09OTwYMHy3mDGXvW/sHLy0tZ8fvhw4esWLGCSpUqUahQIaZNm8aAAQOUpq4wL3L+INSe3D/odDqsra3R6XQ4Ojoyfvx4vvzyS3bv3s2OHTuIiopi3bp1gDTqzNGTeTBcbxqmzTHQ6/U4OTkpU6VI/8E8PetumwYNGnDixAl69+7N+fPn+eabb3BxccHOzo4FCxbw/vvvkydPHsnDK5BhE28hwwnUuHHjuHnzJp6envTu3ZvatWuzceNG+vbtyzfffMOYMWP4+eefadu2LSAHUHNlyMOnn35KbGzsU6MdLCwsqFq1Kvny5cPBwYFNmzZRpUoVE1UrspshD+PHj+f27dvKAVWj0SgXXi1atFBGTGzcuJGqVauauGqRXZ7MA2RNoXP37l0SExNZsWIF5cuXx9LSkl69evH9999Lw9YMGWbCsrCwQK/X06dPH44fP658v1atWnh5ebFixQoqV65MZmYmNWvWZN++fbi5uZmqbJHNnjx/gKz9g4uLC3ny5FEatgBt27blxx9/lIatGTKMrJXzB6FmyMOmTZtITExUmvkWFhZK43bUqFHExcVx9epVNmzYgLe3t4mrFtnFkIdFixYRHx//j6PrFy9ezF9//UWzZs0A6T+YqyfzAFmN3EOHDnHp0iVWrFhBuXLlKFSoEP3792fLli04OjpKHl6RjLR9S508eZLDhw9jY2PDqFGj8PT0pG/fvjRo0ICVK1dy4MABHBwcWL9+vSwikwtcvnyZyMhIZs+ezdy5c412iJmZmYSFhXH8+HE2b94sq3bmAidPnuTQoUNYW1vzxRdfKHkwXGitXLmSc+fOsWnTJsqWLWviasXr9KyRlOo8jB49mgIFCjBr1iwsLCyMFo2xtbWVW5bMTGpqKtbW1qSkpODo6AhkLWCanJxMeHg4tWvXxtramoCAALp27arMX2to1hjmJxTmKzo6Wjl/mDNnDo6Ojso8hB4eHkbbGjIkzMODBw/IkycPNjY2yqipX3/9Vc4fhJKH0NBQli1bhqWlJR06dFC+b2FhQXp6OnPmzCExMZGNGzdKHsyYYbTsnj172LBhA9bW1vTt29dom7Nnz7J9+3b27t3L6tWrZdFSM/asPPTu3RtPT0/Cw8OxsLAw2h8ULlzYhNWaB1mI7A139epVDh8+zNWrV2nSpAkeHh6ULFkSnU7HqVOnKFeu3D+OilJPCC/Mw/3790lMTHzm6rwxMTG4uroa5cGwU920aRM1a9aUVRrNzMvuHwx5WLRoET4+PpQvX96E1YvXLSYmhk2bNhETE0PdunVp2rQpxYsXR6/Xc/r0aWUKBJE7REdHM3/+fG7duoWrqyvdunWjYcOGACQkJGBlZSVNuFzk8uXL7Nmzh5iYGOrVq0eZMmWoWrUqer2ey5cvU6BAgWceL4R5unr1KoGBgTRr1oxRo0Ypi0b90/FCzh/M2+3bt7lw4QJ37tzhvffeo0CBAkDWLfAbN26kVatW5MuX76nn9evXj759+1KtWrWcLVhkqxs3bnDmzBni4uJo1qwZXl5eygjrH374gXr16hntHx4+fMh3333HqVOn6Nu3rwwQMjMvmgc5b8g+0rR9g0VGRhIUFESdOnVISEjg/v375M+fn759+yoXXmpJSUk4OjoazUElfzjmIzo6muDgYBo1akTv3r2VEdT/tILzo0ePcHJyyukyRQ551f2DME8XL14kODiYhg0bkpqaSnR0NP7+/gQHBz9z+yePF8K8REZGEhgYSJs2bXBxcSEqKgqtVsusWbNwcHB4avvY2FgZFWPGDHlo1qwZjx8/JiEhgVu3bjFkyBBatmz51PaG8wfZP5ivPXv2MHbsWGrUqEHx4sUZOnSo0rh9kpw/mLeLFy8yePBg7OzsuHv3Lnq9nnXr1v3jnZoyKMi8Xbx4kU8//ZT8+fNz7949Hjx4wLx582jSpMkzt09OTsbBwUGZQiNPnjw5XLHITi+bh5SUFOzt7Z955594dfIv+YZ69OgREydOpGvXrixcuJC1a9cyZMgQzp49y8iRI/npp5+Mtl+zZg2dO3fm/v37RnNQCfNw584dRo8eTaFChTh58iRr167l8uXLwLNXcA4LC6N+/frKHJbCvPwv+wdhfmJjY/nkk0/o0qULs2bNYtGiRdSqVYsrV66QmZn51PbPOl4I8xEXF8fAgQMJCAhg7NixDBgwgIYNG2JlZYVGo+HBgwfKtnq9nm3bttG8eXN+++03E1Ytssvjx4+ZMWMGnTt3Ztq0aSxcuJAhQ4bw8OFDQkJC2L59u9H26vMH2T+YL1dXV9zd3Slbtiy///47s2bNUua+Vo/nkfMH83bt2jV69epFixYtWLlyJbt376Zq1aqMGTMGrVb71ParVq1i1qxZPH782ATViuxmOJ9s3bo133zzDfv376dNmzZ89dVXpKenP7X96tWrGTJkCAkJCeTNm1catmbmVfIQEhLCw4cPpWH7msm/5hsqJSWFhw8fUrt2beUxHx8fZbGQRYsW8eeffyrfy58/PwULFiQlJcUU5YpsFh0djaurKzNnzmTo0KHs27fPqHH7JG9vb+rWrUtycnIOVypyguwfhEFGRgaHDx+mSZMm9OjRQ7nYtrS05OrVq3Tt2pUvv/ySQ4cOKc9xdXWVPJixq1evUrt2bbp27Wr02Llz5+jQoQPdu3dn7dq1QNaHu/Xr16dNmzYydYaZysjI4Pbt21SsWBHImve6evXqNGjQgAYNGjBt2jSOHj2qbF+lShU5fzBzOp2OQoUK4enpyaeffsp7773HX3/9xbx58xg0aBAbNmxQFieT8wfzlZ6eTmhoKPXr16d///4ULFgQFxcXWrVqxaNHj3jyZly9Xk90dDR//PEHaWlpJqpaZBetVsuWLVuoWbMmvXv3Vhqw7dq1IzMzk6SkpKeek5ycTFJSkuTBDP0veUhNTc3pcs2eLET2BtLr9Tx69IiHDx8ahT4mJoY7d+7QtWtXNm/ezPHjx6lcuTIArVu35r333pPbl8xUhQoV6NOnD6VKlVLmpZ02bRoA3bp1Ux4z3MpYo0YNlixZIosKmSHZPwg1Kysr6tevT82aNZWm2/z589m+fTv9+vUjLS2Ny5cvs2jRIooVK0bJkiX58MMPadq0qeTBTFWvXh1PT09l4YdvvvmG8PBwRo4ciZOTE9evX2fKlCkUL16cxo0bU7hwYaZOnSqjKs2QXq8nJSUFKysr7t+/r9zWfO3aNX7//XcGDBiAXq/nxx9/VKbVqVatmpw/mDkLCwu8vLx48OABt27dom/fvtjY2LBmzRoePHjARx99pIySkvMH82VjY0OhQoVwdnY2mu6gUqVKxMfHc+/ePQoVKoSVVVa7QKPRMHnyZOLj43F1dTVV2SKbWFtbK4uRqv/e3d3dSUxM5O7duzg7OxudK/Tr14/AwMBnzncs3m6ShzeLNG3fQBqNhjJlylC7dm1Gjx5NcHAwzs7OzJo1iw4dOtCtWzdu3brF999/T9++fZVGnZxQmR/DfDD58uWjevXqymO+vr7Afxu3QUFBeHl5sXr1aqpWrUrt2rXlgstMyf5BGBh+tyVLllQe02q1XL58mblz59K0aVMATpw4wcCBA7l9+zYlS5ZEo9FIHsyQIQ/29vZG89MmJSWxZMkS6tWrB2QtaLlp0yauXLlC48aNgWdPsyPefhqNhsKFC1O7dm2WLl1KVFQURYsWZfny5bRv3x4/Pz8ePXrEunXrSE9Px9raGo1GI+cPZki9zoVOpyMjIwOA69evU6pUKc6fP09ycjKlSpXiwIEDVKpUCXt7ezlemLm+ffs+9Zher8fKygpbW1ulYXv58mWKFCmCvb09BQsWzOkyRQ4JDAx86jELCwvs7Oyws7NTzhV+//13ihYtSoECBaRBZ8YkD28Oadq+IW7dusW5c+fQ6XR4eHhQvnx5Zs+ezbhx4/jhhx+wsLCgd+/efPrppwDY29srw9TlYsv8GBZ9MKzMqJ4XxnDS7evri0ajYdq0aej1ehISEjh06BBbtmwxVdkim8j+QagZ9g+WlpZG+we9Xo+1tTXz5s1Do9EoTbxChQrh4eEhCxOaKcOoJ0tLS6OFowxNmkGDBhl9rdFoKFCgAO7u7qYsW2STuLg4Tpw4gV6vx83NjcaNGzN69GicnZ05c+YMV69epX///vTq1QsAOzs7XFxclIatMC+G44VGo1H2ARYWFtjY2NCgQQNSU1MZNWoUv/zyC9988w0nT55k+/btWFpaEhISIpkwMw8ePCAhIYHU1FTKli2rHC8M5xJ6vR6dToelpaXy4c2MGTP46aef2Lp1qylLF9ng/v37xMXFkZycTOnSpSlQoABgnAfDuaVhNPbMmTPZs2eP5MEMSR7eXNK0fQNcvHiRjz/+GHd3d6KioihRogQ1a9Zk3LhxTJw4kYcPHwIYzTd3/fp1PDw8yMjIwNLSUk6qzEh0dDSTJ0+mZcuWdO7cWdlJGn7H6hPvli1botPp+Pzzz3F0dCQ8PFyZKkGYB9k/CLXn7R+e/D0bLsa2b9+OlZWVcru8MB/R0dEEBwdTv359ZsyYYdS4NeThyXyEhoaSkJCgTJ8izEdkZCRBQUGULl2aa9euYWVlReXKlZk/fz79+/cnIyMDrVaLvb298py///6bIkWKoNVqpXFrZp48XqjPHyHrfHLw4MEULlyYpUuX4u3tTYUKFbCwsKBly5aSBTMTGRnJ8OHDyczMJCoqik6dOtGvXz/c3d2VD381Gg02Njakp6eTkZHB3LlzWb9+PaGhoeTNm9fE70C8ThcvXuSzzz7D3t6ec+fO8f777/Pxxx9TvXp1ozxYWFiQnJyMVqtl/vz5hIeHExYWJlNkmBnJw5tNmrYmlpiYyLBhw/D19eXzzz/n5s2bHD16lMWLF3Pnzh0WLVqEs7OzsgJ4bGws4eHh/Pjjj2zYsEG5bUWYh+vXrzNgwABu374NZM031a5dOzQajdGIOsOJt1ar5ffff8fJyYmIiAhKly5tyvLFayb7B6H2MvsHgBs3bhAREcHGjRtZu3atnFCZmVu3bjFy5EhcXFyIiopizJgxTJ48+akRt4Y8REZGsmnTJnbu3EloaChubm6mLF+8ZsnJyYwdO5ZWrVoxbtw4bt++zd9//8348eMJCgpiwYIFuLq6Knm4dOkSGzZs4LvvviMiIsJoTkvx9nve8cKwfwgODiYlJYUWLVrg7e2NTqfD1taW3r17m7h68bpdvnyZ7t2707FjR3x9fbl9+zYhISGUKVOGjz76yGhbjUaDk5MTU6dO5T//+Q8bNmzA29vbRJWL7HDlyhV69epF+/bt8ff35+bNm4wdO5aDBw8q0/EZaDQa8uXLx/Tp0zl06JDkwQxJHt58Fv++ichOycnJyhyl9vb2eHl50blzZ2bMmMGvv/7KsGHDgKwRU7dv32bfvn2cOHGCsLAwadCZmczMTHbt2kXx4sVZvHgx9vb2bN26lR07dgAoUyUYaDQaLl26xNatW1m1apXkwQzJ/kEYvOz+4dy5c8ybN4+jR48SFhZG+fLlTVS5yC6HDx/GycmJsWPH4ufnx59//smYMWOArH2CYc5KyPpA54cffuDixYuEhYVRoUIFU5UtsolOpyM9PZ369esD4ObmRtOmTVm9ejU3b940Ol7Ex8fz119/8ccff7B27VrKli1rytLFa/ZvxwvDBzuOjo589tlnyqh79VRcwnw8fvyYJUuW4OPjQ0hICOXKlaNJkyZ069aNPXv2kJmZiV6vB7LuzEhKSiImJob9+/ezefNmaciYmdTUVL755hsaNGjAwIEDKVKkCDVr1sTf35/vvvuO5ORkZVu9Xk9ycjKXL1/m119/ZcuWLZIHMyN5eDvI0dnE7OzsuH//Pn/88YfRYw0aNGDixImcOHGC8PBwIOsE/P3332f16tVUrFjRVCWLbGJpacn7779Pq1atqFevHhMmTCBv3rxPNWYMJ1YAFStW5ODBg1SpUsVEVYvsJPsHYfCy+4eKFSvSqVMnli9fLg06M9WuXTs6duxInTp16NSpEx06dDBq3FpZWSmj8D09PWnbti0LFiyQBr6ZsrW1JSEhgd9++015TK/XU7p0aebPn8/ff//N3LlzAXB1deW9995j1apVsn8wQy9yvLC0tFQWnAKUfYUwP2lpacoHOuopL4oWLUpSUhKA0ZQZFSpUoEuXLqxdu1b2D2ZIq9ViZWVFw4YNsba2Vh43TKumvs7UaDR4enrSq1cvQkND5fzBDEke3g7StDUhvV5P3rx5admyJYcPH+bs2bPK96ysrGjQoAH16tXj999/V/5g3N3d5RZXM1aqVCk+/PBDAAoVKsS4cePImzcvW7ZsUU60NRoNBw8eVJ4jc0yZJ9k/iCe96P5h//79ANSuXVtugTdTOp0OGxsbWrZsCWR9mOPn50fHjh35448/jEbcbt68meTkZDw9PXFxcTFl2SKb6HQ6rK2tCQwM5OjRo/z0008AytQpFStWxN/fn99//11p0jg7O8vihGbsZc8nZdFS8+Xq6srAgQP54IMPAJS7cgoXLkyePHmMfvexsbEATJgwQRoyZipv3rwEBwfTunVrAKNrCEdHR6PG3YULFwAYOnSoNPDNlOTh7SBNWxMyTObcqlUr7t69y4YNG5Q/BgBHR0e8vLy4ePEiaWlpJqxUmIJOp6Nw4cKMHTsWJycntm7dyrZt25g0aRKDBw/m7t27pi5RZCPZP4jned7+ISQkhDt37pi6RJGNnryNWa/X4+joSPv27enUqRN//vknY8eOZdKkSYwdO5b4+HgTVSpygiEPTZo0wc3Njc2bN3PkyBHlexYWFri7u3Pz5k2jUTMid5DzSVGmTBkgKwuGJq1WqyU+Ph6tVgvAggULmDNnDsnJybIInZkrXrw4gNF6CMnJycTHxyvXFAsWLGDy5MnKgsfCfEke3nzStH0D1KxZk5CQEH799VdWrVqlnGjr9Xru3LmDh4eHzDOVC1lYWJCZmUmRIkUYN24czs7OTJo0ie3btxMREUHBggVNXaLIAbJ/EM/yb/uHQoUKmbpEkYMMi1MaGrd+fn5s27aNXbt2sXXrVjw8PExdosgBZcqUoU+fPiQnJ7NmzRq2bdsGQHp6OjExMbi5ucnxIheS80lhoP771+l0ZGRkYG1tzYIFC1iyZAk9e/bEwcHBhBWKnKTOQ2ZmJlqtFltbWxYtWsTy5csZOXIkzs7OJqxQ5CTJw5tLlhbPYXq93ujTS8PXTZs2xdrampUrVzJx4kScnZ1xdXXlzJkzrFu3Tlb1zaUsLS2VERJ58+bFysqKiIgI5RNzYV5k/yDUnszDk2T/INTUjdvIyEhsbGwIDw+XPOQytWrV4vPPP2fjxo1Mnz6d5cuXkz9/fi5dukRoaCh58uQxdYnCBOR4kTvcuXMHrVZL0aJF/3Ebw7mFra0txYoVY/78+axatYqtW7dSqVKlHKxWvEkcHR0pWbIks2bNYv369WzcuFEWmcrFJA9vFmna5oCUlBS0Wi02NjbY2dkZfc9wkaXRaGjUqBGenp5cuXKFgwcPUrRoUUaMGEGpUqVMVLnIDnfv3iUyMhJbW1s8PDwoXLjwc7e3sLBgxYoVbN++ne3bt8sJtpn5888/Wbx4McuWLXuqQSf7h9zneXl4Ftk/mLf09PSX+lBGo9GwZ88eDhw4wLp16yQPZubBgwfcuXMHBwcHZU7aZ324U61aNYoVK0a3bt3Yv38/hQsXpnbt2pQoUcI0hYtskZiYSFJSEg4ODjg4OGBtbf3cD/vkeGHeLl26RP/+/enSpQs9evQgMzPzmXMVG/Kh0+k4efIk586dY/369dKwNTMJCQncuXMHW1tb8ufPj6Oj43O3T0tL4+zZs0RFRbFhwwbJg5n5t4EgT5I8vFk0epncKltdunSJr776ivj4eJKTk+nXrx8ffPAB9vb2pi5NmMDFixcZNGgQ1tbWJCQkUK9ePUaOHEn+/Pmf+7zU1FTi4uKkQWdmLly4QNeuXfHz82Ps2LHK4y97YBXm4VXzIPsH8xQTE8OaNWvo0KEDVapUeeHnpaenEx8f/68fCIq3y4ULFxg8eDAAjx49omLFivTq1Yt69erJMSMXunjxIsOGDUOr1ZKYmMh7771Hp06dqFKlynPzIMcL83ThwgX8/f2xsLCgaNGi7Nq161+f89dffxESEsKyZcskD2YmMjKSkSNHkpaWxoMHD+jcuTN9+vR57tQXV65cYezYsUyYMEHyYGauXbvGmTNnaNas2QsvYC55eLNI0zYbRUdHExgYSOvWralZsybHjh1j3759rFmzhnLlypm6PJHDYmNj8ff3x8/Pj+DgYA4ePMjChQsJDQ197uiXjIwMrKxkULy5MTTo/P39GTFihPK4ehJ4kXu8ah5k/2Cerl27RmBgIImJifj6+hIYGPhCoxxk/2Ge7t69S8eOHWnZsiWdO3fm77//5uDBg3z//ffMmDEDX19fadzmIrdu3aJDhw60bNkSX19fzpw5w88//0xMTAwTJ06kQYMGz8yDHC/M04ULF5TRte3atePjjz/mk08+oXPnzv/63MePH8uUKWbm0qVLBAYG4ufnR4cOHfj+++9Zu3YtO3bs+NcPc1NSUmRgmZmJiYmhQ4cOJCcnM378eNq2bfvC81ZLHt4ccuTOJgkJCUyZMgVfX1/GjBkDQMuWLbl48SIbNmxg/PjxJq5Q5LTvvvuOypUr8/nnnwPQsWNH9uzZQ2RkJNeuXcPd3Z3SpUs/daItJ9jm5/79+wQFBdGwYUNGjBhBeno6M2fOJDY2llu3btG6dWuaNWtGyZIlTV2qyAH/Sx5k/2B+0tLSWL58ObVq1aJmzZps376dsLAwPvroI6Vx+08NOmnYmqebN2+SL18+Pv74Y9zc3PDy8qJu3boUKlSIIUOGYGNjg4+PjzRuc4mLFy/i7u5OSEgIefLkoUaNGrzzzjusXbuWYcOGMXfuXOrWrfvU8+R4YX7Onz+Pv78/3bt3Z/DgwSQlJVGoUCGOHDny3KatYV8hi46ZlwcPHjB27Fg+/PBDZQCAl5cXp0+f5tq1ayQkJODs7EyRIkWeebx4chpH8XZLSkpi/vz5tGzZEicnJyZOnIhOp6N9+/Yv9LcveXhzyNE7m9y6dQuNRkPr1q0B0Gq1WFtbU6FCBVJTU01cnTAFrVZLXFwcN2/epEiRIixdupTjx4/z8OFDtFotDx48YPbs2dSpU8fUpYpslpCQwDvvvMNff/3FqVOnWLVqFY8fP6ZKlSq4uLiwZ88ezp07x9ChQ3F3dzd1uSKbSR6Emq2tLQ0bNiQlJQU/Pz/y58/PypUrjRq30pjLXdLS0rh48SIJCQm4ubkBUKhQIfr27YtWq2XChAkULVqUChUqmLhSkRPS0tI4f/488fHxyihJb29vevfuTWZmJnPmzGHmzJkUK1bMxJWK7LZ7926Cg4MJCQlBp9Ph6OjIwIED6devH/v376dp06bPfJ7hGCLHEvPy6NEj3n//fZo0aaI8tnTpUk6cOMHt27fR6XTkzZuXcePGPXNRKcmDeUlJSaFChQqULFmS999/nzx58jBlyhSAF2rcSh7eHDIkI5uUL1+eDh06UKNGDeC/oS9UqBAZGRlG2z5+/DjH6xM5xzADSfHixbG1teXTTz9l2LBhzJ8/n0WLFhEeHs6CBQuoXbs2a9euJTk5GZm1xLyVKlWKkJAQatSoQbdu3dBqtSxYsIBhw4YxdepUgoKC+O2334iKijJ1qSIHSB7Ek3x8fPDz8wOy7tLp1asXly5dIjQ0lHPnzgFZtzrHxsaaskyRzQznAmXLlqVu3bpERERw//595fv58uXD39+fYsWKcfr0aaPnCPNj+N2WLl2a8uXL88MPPxhdQ5QuXZr27duTlJTEpUuXTFWmyEHDhg1jyJAhQNadFnq9njJlylC1alWOHz8OQGZmpilLFDmoePHitGzZEi8vLwC2bt3KwoULmT17NmvXruXLL7/E1taWvXv3kpmZKccLM1ewYEE+/PBDmjdvDsCAAQPo168fU6ZMYdu2bSQnJwNZ+4j4+HhTlir+hTRtX6PU1FTS09OVPwBfX18ga445wy1J6enp3Lt3T3nOqlWrWLNmzVONXPH202q1ZGRkKA371q1bExwcTKdOncibNy+dO3fGx8cHOzs7SpQoQf78+YmPj8fBwUE+2TJjhr91Ly8v+vbty4ABA+jevTsuLi7odDog69NPvV7Pr7/+aspSRQ6QPAg1w8W1tbW10de+vr707NmT6OhoQkND+eOPP5g+fTq9evUiJSVFLrzMTFpaGlqtlpSUFACcnZ1p0KABp0+fZteuXTx8+FDZtnTp0tjZ2XHq1ClARsaYo4yMDKPGm5eXF1WqVGHt2rWcOHGC9PR05XsNGjTAxsaGw4cPm6JUkQP0ev1T+3zD1xqNhkKFCvHuu++yZcsWbt68iaWlpSnKFDnE0H8w3Mmrnrf2vffeY+PGjfj6+uLq6kqdOnWwtbXlypUrWFpayvHCDKWlpRn1o9zd3dFoNMr1hmEk/ldffcX27dtJSEhgzpw5zJkzx+hYIt4sMj3CaxIZGcncuXO5ceMGHh4e1KlTh+DgYCDrk0/D4iA2NjbK/CDz589n6dKl7NixQ+aZMjOXLl1ixYoVXLt2jcqVK+Pt7U3btm358MMPAVi8eDGXL182ek5mZiZFihQhLS0NW1tbU5QtssnNmze5dOkSjRo1wsrKiszMTCwtLSlbtizOzs64uroCWfuKzMxMHj16RJEiReRWVzMleRBqsbGxnD59mnbt2mFpaWm0mJilpaUy75zhg+DVq1czYMAAEhMTWbt2rSwSYWYuXbrEkiVLiImJoWjRojRt2hQ/Pz/69OnDjRs3iIiIID09HT8/PwoUKACAi4sLbm5uMqetGTJ8UBMVFYW3tzcNGzakSZMmjBs3jhs3bjB+/HhGjx5NkyZNcHR0BMDNzY2iRYuauHKRHWJiYti6dStRUVHUrl2bBg0aUKFCBeXv3rAP6Ny5M7t372bNmjUMHz5cGrdm6nn9B51Oh6urq3JOqdPpyMjIIF++fJQqVcqUZYtscunSJRYtWsS1a9coWbIkbdq0UabKsLKyUs4vBw4cCMD06dPZsWMHf//9N9u2bcPGxsaU5YvnkJG2r8HVq1fp1q0b7u7utGzZEjc3N+bNm8eIESOUTzkMI6ZsbGwoWLAgy5cv5+uvv2bLli2UL1/elOWL1ywmJoauXbtiZWWFt7c3169fZ+rUqUyfPl3ZJk+ePJw+fZodO3Zw9OhR5s6dy+7du+nbt680bM3M5cuXadeuHfPmzeOnn34CshoxhlEzbm5uyqg6w/fWrVvH/fv3qVq1qklqFtlH8iDUYmJi6NSpE/PmzSM8PBz47we9BhqNRhlF5evrS548eUhNTWXjxo3PnJNOvL2ioqIICAggX758+Pj44OjoSEREBL///jsAEyZMoFmzZuzdu5dPPvmE6dOnM2zYMA4cOED79u2lYWtmDHnIyMigfPnyREZGEhERwbVr1wBYtmwZdevWZcGCBYwdO5YVK1Ywfvx4Tp069Y9zmYq3V2RkJIGBgVy/fh07Ozs2b95MWFgYjx8/NhppC+Do6Ej16tU5ePCg3M1ppv6t/2CYLsPAwsKCpUuXcurUKVq2bGnCykV2iIyMJCAgABcXF5o1a8bDhw/ZvXs36enpRvsHw/nlwIEDKVGiBNeuXWPbtm3Sj3rDyfDO1+DAgQOULVuWUaNGYWVlRXp6Ok2bNuXzzz8nNTWV+fPnKyNpMzIy2LRpE/b29oSHh8sFlxnavXs3NWrUYPLkyVhYWBAfH8++ffuYNGkS6enpjB07lu7du3P27FnmzJmDtbU1+fPnJywsjDJlypi6fPEaxcfH8+WXX+Lt7U1GRgbr168HsuarVI+gM9i/fz9Hjhxh9+7dhIWF4eHhYarSRTaQPAi1Bw8eMGXKFKpVq4azszM7d+5Er9fTrVs3ozt0IOtEOzMzk0mTJvHzzz+zY8cOypYta+J3IF6n+Ph4xo0bR4cOHZRVvy9fvswnn3xCdHS08qHNiBEj2LdvH6dOneLvv//G3d2d9evXy/mDmbl79y6jRo3Cz89PycPvv/9O3759uXr1qrLI2Jw5cwgPD+f333/nu+++w93dnXXr1slIOjNz+/Zthg4dSvv27Rk2bBgAR44cYeDAgXTr1o1KlSop2xrOJQIDAzl48KDRAobCfLxI/8FwTnno0CGOHDnCrl27WL16NSVKlDBt8eK1unHjBgMHDqRr166EhIQAWfMZHzx4UJk+w9HRURkEoNVq+eqrr4iMjOTbb7+lXLlyJn4H4t9I0/Y1uH37NsnJyUpj1tramoYNG7J48WL69OnDlClT+OKLLwBwcnIiT548bNq0SU6ozNT169dJT09XLrZdXV1p27YtNjY2jB8/HhcXFwYMGMC8efM4d+4cDg4OODs74+LiYuLKxeuWmJhIgQIF6Nq1K05OTkydOtWoUWc4eBpOqu7cuUN8fDwRERFyAW6GJA9CTa/Xky9fPj788ENKlSrF8uXL2bVrF8AzG7eWlpa8++67dOzYUUZEmKG4uDhcXV3x8fFRHvPy8qJy5cpcuXIFyFoXwcbGhmbNmtGsWTMyMjKwsLBQMiLMR1RUFIULF6Zt27bKKKmqVatSqVIlrl+/Dvw3D4GBgQQGBpKSkoKlpaXc4mpm9Ho9Z86coXjx4nTq1EnJQ6NGjShdujR37twxatoaziWKFSvGt99+S968eU1VushGL9N/uH//Po8fPyY8PJzSpUubsmyRDQxTrgUEBCiPXb58mcjISPz8/ChSpAj169enX79+WFhYkJKSQsGCBdmyZYs0bN8SGr2sXvE/O3HiBAMHDmTGjBnK7UiGC+8dO3Ywb9485syZQ40aNYCsC/FChQqZsmSRjXbu3MnChQuZOXMm1apVUx5//Pgxa9asYd++fcyePZuSJUuarkiRY2JjY/H09ATgwoULTJ8+HQsLC/z9/ZXVPA0XXgBJSUnKvHTC/EgeBPz3HCE+Pl6Zby42Npbly5cTFRVF69atCQoKArIWtVRPmSHM040bN/jzzz9p0aIFgNKwDwkJwdnZmQkTJpi2QJGjoqKi+P333+nYsSPw331GUFAQdevWZcCAASauUOSks2fPcvbsWbp37648ptfradu2LQEBAfj7+5uuOGESL9t/SElJkTnwzdTDhw9JSEigePHiACxZsoSVK1cycuRI8ubNS2xsLGFhYUyZMoV3330XQFlPQ7wd5KP516BkyZI0aNCAzZs389tvvwH/nVOoRo0aZGRkcOvWLWV7adiat7Jly5I/f362b9+ujI6BrHlsGzduzOXLl43yIMyboUFnmJNu1KhRZGZmsmHDBmVO07lz5xIREQEgDTozJ3kQ8N9zBEPDNiMjA09PT/r27UuZMmXYvXs369atA7LmMV2xYoXJahU5w93dXWnY6vV6ZfSsvb290byEixYtYsOGDSapUeScMmXKPNWwhaxzSbXQ0FD27t2b4/WJnFWtWjWlYauen9LBwcFoWqXt27dz4sQJU5QoctjL9h+kYWu+nJ2dlYYtZOVg/vz5dOnSBV9fXz788EOsrKy4efOmso00bN8u0rR9DQoXLoyfnx/x8fGsXr2an3/+Wfle0aJFcXd3VxaZEeavfPny+Pv7c/jwYdatW8fFixeV75UsWZISJUogA9xzH8OqnWXLlmX06NHodDo2bNjAxx9/zLp166hevbqpSxQ5SPIg1Ax58PT05JNPPqFMmTL85z//oUuXLuzYsYN33nnH1CWKHKLT6YwWn3N0dFRuf50zZw7Lli2jSpUqpixR5CBDw1adBzs7OyArD7Nnz5bp1nIRQx4Miwk5Ojoqjfw5c+YwceJEihQpYsoSRQ6R/oN4kmG/0K9fPxo3bqwcN+zs7PDw8JCBg28xmdP2f2S4bbFJkyY4ODiwYMECZs6cSZs2bShfvjwHDhzg6tWrcgGeSxjy0K5dO2xsbJg/fz43btygZcuWlC9fnm3btnH37l05wTZTTy4kZbj1xPD/hguvsmXLMmzYMIKCgrCwsGDz5s0yR2UuIHkQaoYcZGRkYGVlpeTBw8ODnj170qNHDx4/fsy2bdtkzrFcQL1/MKz6rdFoePz4MY6OjqxcuZLVq1ezceNGKlasaOpyRTZT58HKykrJQ1JSEjqdjuXLl7NmzRqZ8zyXMORBp9Mp5w+QNYVSRkYGS5YsITQ0lHXr1skiU2ZIPb89SP9BGDPsHwxNWkNeDPuJ0NBQ4uPj8fb2NmWZ4n8gI23/B5mZmVhbW3P9+nU+//xzqlatyueff079+vVZuHAhkydP5sSJE6xZs0ZW/TZjhk8x1XmYOXMmvr6+jBw5EkdHR8aOHUtISAj79+9n5cqVsoqrmUlOTgZ4ZsP25s2bzJ49m4SEBDQaDRqNhvT0dDZt2oRGoyEiIkIadGbm5s2bREdHA8b7B8mDMIyCyMjIwNLSkhs3bjB8+HDu3btnlIf169eTkJDA2rVrpWGbCxj2D3FxcQQHB3Pz5k3lAt3KyorQ0FCWLl1KRESE0YJDwjwZ8qDePxjyYGNjw+LFi1m2bBnh4eFyEW7G/un84eHDh8qHfHZ2dsyePZvly5ezbt06KleubOKqxev08OFDAKOGrfQfcq8Xub54+PChkpeoqChl0eO5c+dK/+EtJk3bl5CRkWH0teEEu2vXruTNmxcbGxuqVavG559/zr59+wgLC2PdunVUqFDBRBWL7HDv3j3+/PNPDh8+DGTlQKvVKnnw9/cnPT0dgPfee48pU6awZ88eli5dyoYNG2SEjJk5f/48X3zxhbKaM2SNuDXkoVOnTuh0OvLly6d8PzU1lRMnTvD111/LCBkzExUVxXvvvcfkyZMBjEbGSB5yn/j4eGJiYvjjjz8AjBpxcXFxdOnSBRcXF/Lnz688Jz09nYsXLxIWFiYNWzNjaNob/t9AfT5ZqlQpChcurHzP09OTwoULs2HDBmnImKl/ur541v6hQIEC5M2bl40bN0oezMy/XV8Yzh+cnZ2BrGaNra0tGRkZbNq0SfJgZiIjI+nVqxc7duxQHlNfX0j/IXd50esLw/7h+vXrbN++nXPnzhEWFiYDQt5yGr1MrvlcUVFRLFy4kJkzZyoHRsPcYo8fP6Z9+/a88847fPnll8oouydvYRDm4+LFiwwdOhTIWum5WrVqfP311wAkJibSsGFD2rRpw8SJE5U8PHnLvDAfFy5cwM/Pj48//phhw4YZfe/hw4c0btz4qTwY9g/qfYkwD+fPnycgIICyZcuSmJjIhAkTqFOnDjqdjuTkZBo0aEDbtm2febyQPJifCxcuMGTIEKytrXn06BEuLi4MGzaMypUr4+DgwPvvv0/9+vWN8mA4XsiqvuYnMjKSKVOmMGPGDNzc3IzOFVNTU+nVqxelS5dm/PjxRucM0dHRODo6yggZM/Mq1xcAZ8+epUCBAjKCzsy8yvUFwJEjR/D09JQpEczMpUuX8Pf3p0OHDgQEBBgtMpWUlES7du2eOn+Q/oP5epXrC8hq3ObJkwcXFxcTVi9eB2naPkdsbCzBwcHcuHGDGjVqsHr1amxtbY0upk6dOkXNmjWlKZcLREdHExAQgL+/P61ateL+/fuEhISwYsUKZVGQQ4cO0bBhQ7nYzgUiIyPp3LkzwcHBhISEAJCSkkJaWpoyivLQoUM0atTomSdR0sw3LxcuXMDf35+ePXsSHBxMq1at8PPzU7IBcPjwYRo2bCh5yAXi4uIIDAykQ4cO+Pr6Ymtry9ChQ7lx4wa9e/cmKCiIP/74A29vb8lDLnD9+nU+/vhjYmNjKVGiBGFhYRQqVMjoIvvvv/+mYsWK8nvPBV7l+kL2CebrVa4vJA/mKz09neHDh+Ps7MyXX36JXq/n4sWL3Lx5k1q1apE3b17OnTtHuXLl5HozF3iV6wvZP5gfadr+g5SUFGbOnMm9e/do3rw533zzDdbW1qxduxZbW1vS09OxsbExdZkihzx48IA+ffpQq1YtRowYAWSNjOnTpw/BwcEkJSXx7rvvKrckCPN27949WrRoQdWqVfnmm28AmDhxIhcuXCAxMZESJUowbdo08uTJIwfOXODy5cv4+vrSt29f5SRqzZo1rFixgm+++UZuScqF/vOf/7Bp0yaWL1+OtbU1lpaW7Nmzh+HDh+Ph4cGnn35KmzZtZP+QC6SlpbFkyRKio6MJDAxkwYIF3L17l4iICAoVKiSj7HMZub4QanJ9IZ6UkpJCYGAggwcPpkmTJnz88cfcv3+fq1evkj9/foKCgmjfvr3RNFvCPMn1hTCQMfT/wN7eHi8vL1q0aEGrVq0YOXIkWq2WoKAg0tLSsLGxUSaAFubPxcUFHx8ffHx8lMe+/vprzpw5w+LFi5k/fz7t27fnr7/+Ap6er06YlwIFClCzZk2SkpLYsWMHXbp0ISYmhnfffZcOHTpw8eJFgoKC0Gq1ymIRwnzFx8fzxRdfGH3qXbNmTZydnTl9+jSAHC9ymatXrxIbG4udnZ0yEiZPnjy0bduWokWLMm/ePGX/IMybra0tZcqUwdfXl3r16jFjxgwKFixIQEAAd+7cwcrKSs4ZchG5vhBqcn0hnqTRaJRBHzNmzMDS0pKZM2dy5MgRfHx82L59uzLvseTBvMn1hTCQkbbP8KyRL1qtllOnTjFjxgysrKxYt24dtra2pKamEh8fT+HChWUeGTP1rLkFDxw4wIQJExg3bhzVq1fH1dWVTp064erqyvLly01UqcgJ6jwMGDCAAwcO0KRJEyZPnoyrqyuQdSusv78/HTt25LPPPjNhtSInqEfKqY8fX3zxBSdOnOCHH36QkXS5zIULF+jTpw9+fn706NGD69evExAQwNChQ+nWrRtNmjThs88+o3379qYuVWSjZ51P6vV6YmNjGTFihNGI2/T0dKKjoylZsiR2dnYmqlhkJ7m+EGpyfSGeZJgyp3fv3iQlJVGyZEkaNWpEy5YtlW1CQkK4efMmGzZsMGGlIifI9YUwkLMAleTkZFJTU0lPTzd6PCMjA2tra+rUqcPw4cPJyMggKCiIxMREZsyYwejRo596jnj7GfLw5Kq+AB4eHqxatYpmzZopk3vXqFFDcmDGnpWHRYsW8dFHH/Hhhx8qDVsANzc3PDw8SExMNEWpIgckJyeTkpJCamrqUydMhpEPQUFBaDQatm3bBiAjrs2YYf+QmpoKQIkSJQgODmbz5s20atWKwMBAOnXqRLdu3dBqtdjZ2fHw4UMTVy2y25N3WhguuooVK8a0adOUEbdxcXFMmzaNcePGyXmEGZLrC6Em1xdCzZCHtLQ05QOaL774gjt37rBt2zYePXoE/PfcskmTJkDWBz7C/Mj1hXgWac3/v8jISOVk+f79+3z88cc0atSIUqVKYWVlpXwaWrduXYYPH86sWbNo0KABFhYWhIWFyagIM/O8PACUKVNG2dbwqdeDBw8oW7assuOU217Nx7Py8M4771C+fHlGjBihNGoM9Ho9zs7OFCtWTPla8mA+npWHhg0bUrp0aaPfc8mSJXF3d2f//v107txZMmCm1Hm4d+8e3bt3p0WLFvTs2ZMWLVpw6dIlnJycqFGjBpA1X6GbmxtFihQxceUiO1y5coVz587xwQcfYGFhYfR3r/7v4sWLM336dEaPHk2zZs2wt7cnNDQUJycnU5QtsolcXwg1ub4Qas87nwwJCWH69Ols27aNOnXq4OnpiYWFBX/++Sf58uWTRp0ZkusL8U+kaUvWrcxBQUG0atWK2rVrc+HCBdavX8/p06fp1q0bdevWxdLSUrlloVq1ari6umJvb8+6deuMDrDi7fcieVDLzMxk4cKFHDt2jHXr1smO08w8Lw8BAQHUq1fP6KJKr9ezZMkSzp8/z5gxYwA5wTYnL7J/0Gg0ZGRkYGtrS0hICAEBAfz0009Gc9YJ8/CsPGzcuJEzZ84QFBRE3bp18fDwULZPT09nxYoVXLlyhcqVK5uwcpEdrly5Qvv27UlJSSExMZEuXbo8d/vChQtTsGBBnJ2dCQ8Pp3Tp0jlUqcgJcn0h1OT6Qqj9Ux5OnTpFjx49aN26NXZ2dkyePJm+fftSvHhx8uTJo+RBFiw0L3J9IZ5HmrbAsWPH8PLyYty4cQC0bNmSypUrEx4ezsqVK7GxsaF69epYWFiQkZFBWFgYJ06cYPPmzXJCZYZeNA8AJ0+eZPPmzfz888+sXLmSkiVLmrJ0kQ2el4evv/4aOzs7JQ8nTpxg48aN/PLLL6xatQpPT09Tli6ywYvuHwy3NBUsWBAfHx/KlStnyrJFNvm3PFhbWysjbH///XfWrVvHsWPHWLVqFe7u7qYsXbxmSUlJLFy4kKZNm+Lh4cGECRPIzMwkICDgmdvrdDo2btzI999/z5YtW6Rha4bk+kKoyfWFUHteHhYvXszgwYPx8fHhnXfeYcWKFTx69Ah7e3s2bNigjMwW5kOuL8TzSNMWsLCw4M6dO9y9e5eCBQsC4OPjg7W1NatWrWL79u14eXnh7OyMlZUVTk5O7NixQ06wzdSL5sHOzg4rKysKFixIaGioHEDN1MvkwdLSEhcXF8LCwmT/YKZeNA9OTk5oNBo8PT2ZMWMGDg4OJq5cZId/y8OOHTsoVaoUzs7OVK1alXPnztG/f39KlChh2sLFa5eUlESJEiUoX748zZs3x9HRkUmTJgE8s3FrYWFBkSJF2LNnj+TBTMn1hVCT6wuh9rw8rFy5ki1btuDh4YGrqytDhgwBZLo1cybXF+J5ZCEyshYNevz4MefPnweybkeBrIm+O3TowM6dO7l27ZqyfdeuXeWEyoy9SB6uXr2Kra0t1atXZ8iQIXJCZcZeJg81a9Zk1KhRsn8wYy96vFAvQCQnVObrVc4fpEFnngoXLoyfnx/NmzcHoHfv3oSEhDBp0iTCw8OV7XQ6HXfv3gWyLsgkD+ZLri+EmlxfCLXn5aFjx47s3LmTuLg4QBaayg3k+kI8jzRtgcaNG9OoUSNGjx7NlStXsLS0VFb0bNeuHe7u7hw6dMjEVYqc8iJ5OHz4MJD1qZi1tbUpyxXZ7GXyYGlpKXNMmbmXOV7IaAjzJ+cPQq1o0aLAfy+w+/TpQ0hICJMnTyYiIoL09HRmzpzJqlWrZDX4XED2D0JNri+E2qucT8p5pfmS6wvxPLm+aavT6QAYM2YMZcqU4aOPPuLChQvKfCHp6enkzZuXQoUKmbJMkUMkD0JN8iDUJA9CTfIg/on6gsrQuJ06dSpBQUGsXr2a9u3bywd8Zk72D0JN8iDUJA9CTfIg/o1Gn8vH22dkZGBlZUVGRga3b99m0qRJnD59mh49epA/f36uXLnCli1b2Lx5M8WLFzd1uSKbSR6EmuRBqEkehJrkQagZ8qDVarGysnpqJIyfnx9xcXGEhoZSvnx5E1UpcorsH4Sa5EGoSR6EmuRB/Jtc07TVarVYW1uj0+mwsMgaYGz4A4mNjWXevHkMHz4cNzc35s+fzy+//EJ8fDwFChRg9OjRVKhQwcTvQLxOkgehJnkQapIHoSZ5EGr/loc5c+YwYsQIChcuDGTNSzdt2jTWrl3Lt99+Kys9m5mkpCQcHR2NHpP9Q+4leRBqkgehJnkQr0yfC1y8eFHfo0cP/d9//63X6/V6nU6n1+l0er1er4+NjdU3atRIP2zYMH1mZqbynIcPH+qTkpL0iYmJJqlZZB/Jg1CTPAg1yYNQkzwItRfJw/Dhw5XH9Hq9Pj4+Xj9//nz9uXPnTFKzyD5//fWXvnr16vpLly499T3ZP+Q+kgehJnkQapIH8b/IFSNtP/vsM3788Ue8vb0ZN24clSpVQqfTkZ6ezueff46TkxNfffUVGo1GGTmh1+tlkmczJXkQapIHoSZ5EGqSB6H2MnlQM4zOFebjwoULBAYG0r59e8aMGWP0vfT0dAYPHky+fPlk/5BLSB6EmuRBqEkexP8qVzRtx4wZw507d8ibNy9Xrlxh/PjxVKlShYyMDC5fvkzZsmVNXaLIQZIHoSZ5EGqSB6EmeRBqkgcBcPHiRfz9/QkMDGTo0KHo9Xri4+N5+PAhbm5u5MmThytXruDh4aEsJCPMl+RBqEkehJrkQbwOuaJpu3PnTqKjo2nSpAmLFy/m0aNHzJ07l+PHj1OzZk1KlSpl6hJFDpI8CDXJg1CTPAg1yYNQkzyI5ORkunXrxp07dzh69CgAAwcO5ObNm/z111/Uq1eP5s2bExAQACAjpcyc5EGoSR6EmuRBvC4Wpi4gJ1haWnLq1Clq1KhB3759KVKkCB06dGDixIkUKlTI1OWJHCZ5EGqSB6EmeRBqkgehJnkQVlZW9O7dm7S0NL744gv69OlDSkoKvXv3ZsmSJXh4eBAREcGOHTsA5ALczEkehJrkQahJHsTrYtZN28zMTABq1Kih/BHUqVOHxMRE0tLSKF68ODdv3gSyPtkQ5k3yINQkD0JN8iDUJA9CTfIgDGxsbPDx8WHq1Kns3buXhIQEpk+fTosWLWjatCn9+vWjYMGCnDp1ytSlihwgeRBqkgehJnkQr4tZNW2TkpK4desWt27dQq/XY2lpCYCzszMPHz7k2rVrjBo1iqioKEaMGIGXlxf9+/fnwoUL8smGGZI8CDXJg1CTPAg1yYNQkzwINUMebt68iU6nw9ramoYNG7Jo0SI++eQT8uXLB2Q17N3d3SlSpAhXr15Fp9OZtnCRLSQPQk3yINQkDyI7mM1sx5GRkUyaNInbt29ja2tLrVq1+OKLL7CyssLW1pbChQvTq1cvMjIy+PrrrylXrhzu7u7s3LmTPHnymLp88ZpJHoSa5EGoSR6EmuRBqEkehNo/5cHOzo6aNWtiaWmpNPU1Gg16vZ7U1FS8vb2xsDCrsTECyYMwJnkQapIHkV3MIh3R0dEEBQXh7e3NmDFjaN26NX///Td79+4FsuYga9KkCQALFy6kXLlyADRp0oTJkyfj6elpstrF6yd5EGqSB6EmeRBqkgehJnkQav+Uh++++w7IuvXVcAEO8PjxY+bPn88vv/xCx44dTVW2yCaSB6EmeRBqkgeRnTT6t3zyrcTERIYNG4a7uzvjxo0DQKvV0rNnT4oWLcrUqVOVbRMSEoyGpMstbOZH8iDUJA9CTfIg1CQPQk3yINReJg8ABw4c4IcffuDw4cOsXLmSihUrmqJskU0kD0JN8iDUJA8iu731I22TkpJwdXWlfv36QNZiEdbW1jRv3pxHjx4BWX80APny5VMWiJATbPMkeRBqkgehJnkQapIHoSZ5EGovkgfDAnUARYoUwcvLi/DwcLkAN0OSB6EmeRBqkgeR3d76OW2dnZ1p06YN77zzDoDRfCCGPxIrq6y3qdPpZL4QMyd5EGqSB6EmeRBqkgehJnkQai+SB8NjOp2O8uXLU7p0aSUjwrxIHoSa5EGoSR5EdnsrzzgfP35Meno6jx49wsHBQfkDycjIUEY8ZGZmKiMiNBoNc+fOZejQoSarWWQfyYNQkzwINcmDUJM8CDXJg1B71Tx8/vnnAEbzFYq3n+RBqEkehJrkQeSkt669f/HiRSZMmEBaWhoJCQkEBwfTtGlTPD09sbKyUkY/5MuXDxsbGwDmzJlDaGgo69atM3H14nWTPAg1yYNQkzwINcmDUJM8CLXXkQeZKsN8SB6EmuRBqEkeRE57q5q2169f56OPPqJNmzZUrFiRGzdusHjxYv744w/8/f2pXbu2MvQ8MzMTBwcH5s+fz+rVq1m/fj3e3t4mfgfidZI8CDXJg1CTPAg1yYNQkzwINcmDUJM8CDXJg1CTPAhTeKuatkeOHKF48eJ88cUXymNVqlRh7ty5rF27FltbW6pUqQJAcnIyBw8e5JdffpE/EDMleRBqkgehJnkQapIHoSZ5EGqSB6EmeRBqkgehJnkQpvBWzWmr0WhISkri4cOH6PV6dDodjRo1YtiwYURFRfHtt9+Snp4OgJeXF5UrV2bjxo3yB2KmJA9CTfIg1CQPQk3yINQkD0JN8iDUJA9CTfIg1CQPwiT0b5HDhw/rK1WqpD927Jher9fr09PTle999913+vLly+t//fVXvV6v1yclJenv379vkjpFzpA8CDXJg1CTPAg1yYNQkzwINcmDUJM8CDXJg1CTPAhTeKtG2jZq1Ii2bdvy2WefER0djbW1tfJJxgcffECZMmU4c+YMAHny5MHV1dWU5YpsJnkQapIHoSZ5EGqSB6EmeRBqkgehJnkQapIHoSZ5EKbwxs5pe/XqVTZs2EBcXBylS5cmICCAAgUK0KdPH+7evUu3bt1YvXo15cuXB7Imera1tSVv3rwmrlxkB8mDUJM8CDXJg1CTPAg1yYNQkzwINcmDUJM8CDXJg3hTaPR6vd7URTwpMjKSHj16UK1aNezt7dm3bx/vvfces2fPVr6/YMECDh48yODBg3F2dubKlSts2bKFzZs3U7x4cRO/A/E6SR6EmuRBqEkehJrkQahJHoSa5EGoSR6EmuRBqEkexBvF1PMzPOnWrVv61q1b66dNm6Y8dv78eX21atX0J06cUB57/Pixfvny5fq2bdvqW7durQ8ICNCfO3fOFCWLbCR5EGqSB6EmeRBqkgehJnkQapIHoSZ5EGqSB6EmeRBvmjdueoTjx4+TP39+unfvDkBGRgZFixalSJEiaLVaZTsHBwf69OlDx44dcXBwICMjA0dHRxNVLbKL5EGoSR6EmuRBqEkehJrkQahJHoSa5EGoSR6EmuRBvGneuKZtrVq1uHbtGm5ubgBYWlqSN29e7OzsuH///lPby+TO5k3yINQkD0JN8iDUJA9CTfIg1CQPQk3yINQkD0JN8iDeNBamLuBJnp6eDB48GAC9Xo9Go1G+l5ycrPz3nj17+OOPP3K8PpGzJA9CTfIg1CQPQk3yINQkD0JN8iDUJA9CTfIg1CQP4k3zxjVt1TQaDRkZGQDY2dkpK/HNnTuXIUOG4OLiYsryRA6TPAg1yYNQkzwINcmDUJM8CDXJg1CTPAg1yYNQkzyIN8Eb3bQFlE82dDodNjY2LFu2jNDQUDZv3oynp6eJqxM5TfIg1CQPQk3yINQkD0JN8iDUJA9CTfIg1CQPQk3yIExNo9fr9aYu4kV0796d6OhoEhISiIiIoHLlyqYuSZiQ5EGoSR6EmuRBqEkehJrkQahJHoSa5EGoSR6EmuRBmMobtxDZk/R6Penp6Tx8+JC7d++ya9cuypQpY+qyhIlIHoSa5EGoSR6EmuRBqEkehJrkQahJHoSa5EGoSR6Eqb01I22jo6PR6/WULl3a1KWIN4DkQahJHoSa5EGoSR6EmuRBqEkehJrkQahJHoSa5EGYylvTtBVCCCGEEEIIIYQQQojc4I1fiEwIIYQQQgghhBBCCCFyE2naCiGEEEIIIYQQQgghxBtEmrZCCCGEEEIIIYQQQgjxBpGmrRBCCCGEEEIIIYQQQrxBpGkrhBBCCCGEEEIIIYQQbxBp2gohhBBCCCGEEEIIIcQbRJq2QgghhBBCCCGEEEII8QaRpq0QQgghRC7RtGlTRo4caeoyXllQUBBBQUEm+dk3b96kcuXKnD592iQ//020bds2ypUrx59//vnaXnPhwoWUK1futb3e63by5EnKlSvHyZMnc+TnabVamjRpQnh4eI78PCGEEEK8OaxMXYAQQgghRE7Ytm0bo0aNUr62sbHB2dmZcuXK0aRJE/z8/HB0dHyl1z5z5gzHjh0jODgYJyen11UyCxcuZNGiRcrXdnZ2FC1alObNm9O7d+9XrvdVhIeHY29vj5+f3wttX65cOQIDAxk3blw2V5YzFi9eTNWqValZs6by2MiRI9m+fbvytYODA66urlSqVIlWrVrRvHlzLCxebYzErl27uH//Pt27d/9fSzcycuRIvv/+e3777bfX+rpvoqZNmxIXF6d8bWNjQ5EiRWjWrBl9+/YlX758pivuBVlbW/Pxxx+zbNkyOnbsiK2tralLEkIIIUQOkaatEEIIIXKVQYMG4eHhQUZGBvfu3eOXX37hq6++Ys2aNSxZsoTy5cu/9Gv+9ttvLFq0iPbt27/Wpq3BhAkTcHBwIDk5mWPHjrFs2TJOnjzJ+vXr0Wg0L/w6e/fufant1davX4+Li8sLN23NSXx8PDt27GDatGlPfc/GxobJkycDkJaWRlxcHAcOHGDQoEHUqVOHpUuXvlJzfffu3URFRb32pm1uU6FCBT7++GMA0tPT+euvvwgLC+PXX39ly5YtJq7uxfj5+TFr1ix27dpFx44dTV2OEEIIIXKING2FEEIIkas0btyYypUrK1/37duXEydO8Mknn/Dpp5+yZ88e7OzsTFjh01q0aIGrqysAXbt2ZeDAgfzwww+cPXuW6tWrv/Dr2NjYZFeJZm3nzp1YWlry3nvvPfU9Kysr2rZta/RYSEgIK1asYPbs2YwZM4Z58+blUKXiSW5ubka/n06dOuHg4MA333zDlStXKFGihOmKe0FOTk40bNiQ7du3S9NWCCGEyEVkTlshhBBC5Hr16tXj008/JS4ujp07dyqPX7hwgZEjR9KsWTMqV65MgwYNGDVqFA8ePFC2WbhwITNmzACgWbNmlCtXjnLlynH9+nUAtm7dykcffUS9evXw9vbG19eXiIiI/6ned955B0D5GcnJyUybNo0mTZrg7e1NixYt+Prrr9Hr9UbPe3JOW8OcpKdPn2bq1Km88847VKtWjf79+xMfH2/0vKioKH755Rfl/b3s3LKGuUD37NnD0qVLleZ5cHAwV69efWr7jRs34uPjQ5UqVejYsSOnTp165uump6ezYMECmjdvjre3N02aNGHGjBmkp6cr24wYMYLKlSsTHR1t9NyePXtSu3Ztbt++/dzaf/rpJ6pUqUKePHle+P326dOHhg0bsnfvXmJiYoxey/A9b29vfHx8WLx4MZmZmco2QUFBHDx4kLi4OOXfu2nTpi/1nv8XcXFxTJgwgRYtWlClShXq1q3LoEGDlLw9KTU1lXHjxlG3bl1q1KjB8OHDefjw4VPbHTp0iICAAKpVq0b16tXp06cPUVFR/1rPsWPH6Nq1K7Vq1aJ69eq0aNGCOXPmvPL7K1iwIACWlpZGj0dHRysjpCtXroyfnx/79u17odf87rvv8PPzU/69hg4dapSrffv2Ua5cOS5cuKA89v3331OuXDkGDBhg9FotW7bks88+M3qsfv36nD59moSEhJd4p0IIIYR4m8lIWyGEEEIIoG3btsyZM4ejR4/SuXNnAI4fP05sbCx+fn4ULFiQqKgoNm3axKVLl9i0aRMajYbmzZtz5coVdu/ezahRo3BxcQFQRsauX7+eMmXK0LRpU6ysrDhw4ABffvkler2ewMDAV6r12rVrAOTLlw+9Xk+/fv04efIkHTt2pEKFChw5coQZM2Zw+/ZtRo8e/a+vN3nyZJycnBgwYABxcXGEhoYyceJEZYTo6NGjmTRpEg4ODnzyyScAFChQ4JVqX7lyJRqNhh49epCUlMSqVasYOnQomzdvVrbZvHkz48aNo3r16gQHBxMbG0u/fv1wdnamSJEiynY6nY5+/fpx+vRpOnfuTKlSpYiMjCQ0NJQrV66wZMkSAL744gt+/vlnRowYwcaNG7G0tGTDhg0cPXqUGTNm4Obm9o/1arVa/vzzT7p27frS77VNmzYcPXqU48ePU7JkSQC2b9+Og4MDH3/8MQ4ODvz8888sWLCApKQkRowYAcAnn3xCYmIit27dUuZhNjSMX/Q9/y/+/PNPfvvtN1q1akXhwoWJi4tj/fr1fPTRR/znP//B3t7eaPuJEycq+YmJiWH9+vXcuHGDtWvXKtNx7Nixg5EjR9KwYUOGDh1KSkoK69evJyAggO3bt+Ph4fHMWqKioujbty/lypVj0KBB2NjYcPXqVc6cOfNC7yUjI0P5ACI9PZ1z586xevVqateujaenp9HP6dq1K25ubvTu3RsHBwe+++47+vfvz8KFC2nevPk//gzDfNmVK1dmyJAh3L9/n7CwMM6cOcOOHTtwcnKiZs2aaDQaTp06pUzBcurUKSwsLIwWt4uPj+fy5ct069bN6GdUqlQJvV7Pb7/99swR30IIIYQwP9K0FUIIIYQAChcuTN68eYmNjVUeCwgIoEePHkbbVatWjSFDhnD69Glq1apF+fLlqVixIrt378bHx+ep5tO6deuMplvo1q0bPXv2ZPXq1S/ctDWMWjTMaRsREUGBAgWoVasW+/bt4+eff+azzz6jX79+AAQGBjJo0CDCwsLo1q0bxYoVe+7r58uXj2+++UZpsOl0OtauXUtiYiJ58+bFx8eHefPm4eLi8tRUAC8rLS2NHTt2KFM1ODk5MWXKFCIjIylbtixarZa5c+dSoUIFwsLClO1Kly7N2LFjjZq2u3bt4vjx46xdu5ZatWopj5cpU4bx48dz5swZatSoofyMnj17smLFClq3bs306dPx8fH51/dz8+ZNUlNT/7Gp+Dxly5YF/ttkB5g9e7ZRHrp27cq4ceNYv349ISEh2NjY0KBBA8LCwnj06NFT9b3oe/5fvPvuu3zwwQdGj7333nt06dKF77//nnbt2hl9z9ramjVr1mBtbQ2Au7s7M2fOZP/+/TRr1ozHjx8zZcoUOnXqxKRJk5TntW/fng8++IDly5cbPa527NgxtFotK1euVD4IeRlHjx6lXr16Ro/VqFGDhQsXGj02ZcoUihQpwtatW5XMBQQE0LVrV2bNmvWPTVutVsusWbMoW7Ys4eHhykJhNWvWpG/fvqxZs4ZBgwaRL18+SpcuzalTp5SG7OnTp3n//ffZu3cv0dHRlCpVSmngqhe8A5QG86VLl6RpK4QQQuQSMj2CEEIIIcT/c3Bw4PHjx8rX6uZaWloa8fHxVK1aFYC///77hV5T/RqJiYnEx8dTp04dYmNjSUxMfKHX+OCDD6hXrx7NmjVj3LhxFC9enOXLl2Nvb8/hw4extLR8arqCHj16oNfrOXz48L++fufOnY0WKKtVqxaZmZnExcW9UH0vw8/Pz2huXUPj0dAs/+uvv7h//z7+/v5G27Vv3568efMavdbevXspVaoUXl5exMfHK/8zTB9x8uRJZduGDRvSpUsXFi9ezMCBA7G1tWXixIn/Wq/hdvRXWWDOwcEB4B8zlZSURHx8PLVq1SIlJYXLly//62u+zHt+VeoatVotDx48oFixYjg5OXHu3Lmntu/SpYvSsIWsRrSVlRWHDh0CskasP3r0iFatWhnVbGFhQdWqVZ9bs+Hffd++feh0upd+L1WrVmX16tWsXr2a5cuXExISwqVLl+jXrx+pqalA1u/4559/pmXLlsrvJD4+ngcPHtCwYUOuXLnyj1NoGPLatWtXpWELWY1vLy8vDh48qDxWs2ZNZZqPpKQkLly4QJcuXXBxcVGatadOncLJyUlp+Bs4OzsDGE3NIoQQQgjzJiNthRBCCCH+X3JyMvnz51e+TkhIYNGiRezZs4f79+8bbfuiDdfTp0+zcOFCzp49S0pKylOv8WQj8lkWLlyIo6MjVlZWFC5c2GjkbFxcHIUKFcLR0dHoOaVKlVK+/2/c3d2NvjY0yh49evSvz31Z//azbty4AUDx4sWNtrO2tja6nR3g6tWrREdHPzWS0uDJ39mIESPYv38/58+fZ/bs2Ua/63/z5PzALyI5ORnAaC7cqKgo5s2bx88//0xSUpLR9i+SqZd9z68iNTWV5cuXs23bNm7fvm303p9V45O/qzx58lCwYEEle1euXAEgODj4mT/vyeyq+fr6snnzZsaMGcPs2bOpV68ezZs354MPPsDC4t/Hn7i4uFC/fn3l63fffZeSJUsyaNAgNm/eTFBQENeuXUOv1zN//nzmz5//zNe5f//+M6fRMOTVMP2FmpeXl9HUB7Vq1WLDhg1cvXqVa9euodFoqFatGrVq1eLUqVN07tyZU6dOUaNGjafem+F3oP5wRQghhBDmTZq2QgghhBDArVu3SExMNGqIfvbZZ/z222/07NmTChUq4ODggE6no1evXi/UxLt27Rrdu3fHy8uLkSNHUqRIEaytrTl06BBr1qx54ZGDtWrVeqVbw1/UPzW/XqVRmZM/S6fTUbZsWWXe1ycVLlzY6Ovz588rTc3IyMgX+hn58uUDXq2BbfgZhkw9evSIbt264ejoyKBBgyhWrBi2trb8/fffzJo164Xy8LLv+VVMmjSJbdu2ERwcTLVq1cibNy8ajYaQkJBX+j0ZnjNjxgxlETC1JxcEU7OzsyM8PJyTJ09y8OBBjhw5wp49e9i4cSPffPPNc5/7TwwN719//ZWgoCDl371Hjx40atTomc/5tylGXoRhyoNff/2V2NhYKlasiIODA7Vq1SIsLIzHjx9z/vz5pxYhg/9OkWKYM1sIIYQQ5k+atkIIIYQQwLfffgtk3UYPWU2SEydOMHDgQKPV3Q2jBtX+afTb/v37SU9PZ+nSpUYjTF/HLewGRYsW5cSJEyQlJRmNWDTcal+0aNHX8nNyaoSf4d/p6tWrRqNJtVot169fVxZxgqxG2oULF6hXr96/1pecnMyoUaMoXbo01atXZ9WqVfj4+FClSpXnPq9IkSLY2dlx/fr1l34vO3fuRKPR0KBBAwB++eUXZfR27dq1le2e9dr/9H5e5j2/KsO8tSNHjlQeS0tL+8eRwFevXlWmZ4Cs6SDu3r1L48aNgf/Ox5o/f36jUa8vysLCgnr16lGvXj1GjRrFsmXLmDt3LidPnnyl18vIyAD+OxLaUJ+1tfVLv54hrzExMU+Nfo6JiTH6u3d3d8fd3Z3Tp08TGxurTA1Sq1Ytpk6dyt69e8nMzDTKhoEhI4YR9EIIIYQwfzKnrRBCCCFyvRMnTrBkyRI8PDxo06YN8M+j/0JDQ596zN7eHnj61nHDazx5e/nWrVtfS90AjRs3JjMzk/DwcKPH16xZg0ajURpn/yt7e/tsmS7hSd7e3ri6urJhwwbS09OVx7dv3/7Uz2/ZsiW3b99m06ZNT71Oamqq0pQDmDVrFjdv3mTatGmMHDmSokWLMnLkSKOf8SzW1tZ4e3vz119/vdT7WLFiBUePHsXX15cSJUoA/x1lrM5Deno6ERERTz3f3t7+mU3Sl3nPr+pZ2V+7di2ZmZnP3H7jxo1otVrl6/Xr15ORkaFkr1GjRjg6OrJ8+XKj7Qzi4+P/sRbDnMJqFSpUAPjX390/OXDgAIDyAUD+/PmpU6cOGzdu5M6dOy9Vn7e3N/nz538qr4cOHSI6Opp3333XaPuaNWvy888/88cffygjbytUqECePHlYsWIFdnZ2VKpU6amf8/fffyvTKQghhBAid5CRtkIIIYTIVQ4fPszly5fJzMzk3r17nDx5kmPHjuHu7s7SpUuVxYQcHR2pXbs2q1atQqvV4ubmxrFjx545KtLQZJk7dy6+vr5YW1vz3nvv0aBBA6ytrfnkk0/w9/fn8ePHbN68mfz583P37t3X8n6aNm1K3bp1mTt3LnFxcZQrV45jx46xb98+goODX8tt3ZD1HtevX8+SJUsoXrw4rq6u/ziv6v/C2tqazz77jHHjxhEcHIyvry/Xr19n27ZtT81p27ZtW7777jvGjx/PyZMnqVGjBpmZmVy+fJm9e/eyatUqKleuzIkTJ4iIiGDAgAHK72rq1KkEBQUxb948hg8f/tyamjVrxty5c58azQxZozYNo7TT09OJi4tj//79XLx4kbp16xotdla9enWcnZ0ZOXIkQUFBaDQavv3222dOOVCpUiX27NnD1KlTqVy5Mg4ODjRt2vSF3/PzaLValixZ8tTjzs7OBAYG8u677/Ltt9/i6OhI6dKlOXv2LMePH1eminjW63Xv3p2WLVsSExNDREQENWvWpFmzZkDW39KECRMYPnw4fn5++Pr64urqyo0bNzh06BA1atRg3Lhxz3ztxYsXc+rUKZo0aULRokW5f/8+ERERFC5cWGl6Ps/t27eV349Wq+XChQts3LgRFxcXo8X7xo8fT0BAAB9++CGdO3fG09OTe/fucfbsWW7dusXOnTuf+frW1tYMHTqUUaNG0a1bN1q1asX9+/cJCwujaNGidO/e3Wj7WrVqsWvXLjQajVK/paUl1atX5+jRo9SpU8doAT6D48ePU6NGDZkeQQghhMhFpGkrhBBCiFxlwYIFQFazJV++fJQtW5bRo0fj5+f3VENu9uzZTJo0iYiICPR6PQ0aNGDlypVPzXtZpUoVBg8ezIYNGzhy5Ag6nY59+/bh5eXFggULmDdvHtOnT6dAgQJ07doVV1dXRo8e/Vrej4WFBUuXLmXBggXs2bOHbdu2UbRoUYYPH06PHj1ey88A6N+/Pzdu3GDVqlU8fvyYOnXqZEvTFqBLly5kZmby9ddfM2PGDMqWLcvSpUufWiTKwsKCxYsXs2bNGr799lt+/PFH7O3t8fDwICgoiJIlS5KUlMQXX3xBxYoV+eSTT5Tn1qpVi48++ojVq1fz/vvvP3cEY9u2bZk9ezb79u2jbdu2Rt9LT09Xmr729va4urri7e1N//79ad68udEcvi4uLixbtozp06czb948nJycaNOmDfXq1aNnz55GrxsQEMD58+fZtm0ba9asoWjRojRt2vSF3vO/0Wq1z1xwq1ixYgQGBvLFF19gYWHBrl27SEtLo0aNGqxevZpevXo98/XGjRvHrl27WLBgAVqtllatWjFmzBij6Rs+/PBDChUqxIoVK/j6669JT0/Hzc2NWrVq4efn94+1Nm3alLi4OLZu3cqDBw9wcXGhTp06DBw48IUW8Tt//rzy+7GwsMDFxYX333+fwYMHGy0sVrp0abZu3cqiRYvYvn07CQkJuLq6UrFiRfr37//cn+Hn54ednR0rV65k1qxZODg44OPjw7Bhw5SF9gwMUyJ4eXkZNWBr1arF0aNHle+rJSYmcvToUcaPH/+v71cIIYQQ5kOjz44VJoQQQgghhDAjo0eP5sqVK8+cykCI7LRmzRpWrVrFTz/9hJ2dnanLEUIIIUQOkTlthRBCCCGE+BcDBgzgzz//5PTp06YuReQiWq2WNWvW0K9fP2nYCiGEELmMjLQVQgghhBBCCCGEEEKIN4iMtBVCCCGEEEIIIYQQQog3iDRthRBCCCGEEEIIIYQQ4g0iTVshhBBCCCGEEEIIIYR4g0jTVgghhBBCCCGEEEIIId4g0rQVQgghhBBCCCGEEEKIN4g0bYUQQgghhBBCCCGEEOINIk1bIYQQQgghhBBCCCGEeINI01YIIYQQQgghhBBCCCHeINK0FUIIIYQQQgghhBBCiDeING2FEEIIIYQQQgghhBDiDSJNWyGEEEIIIYQQQgghhHiD/B9/s/Lh7gWGAAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图表绘制完成。\n",
      "{'初始资金': 100000.0, '最终资金': np.float64(99867.0), '总收益率': np.float64(-0.0013300000000000534), '年化收益率': np.float64(-0.0005820928085190635), '最大回撤': np.float64(0.004227697400564358), '夏普比率': np.float64(-0.08332819256299388), '卡玛比率': np.float64(-0.1376855421207203), '总交易次数': 194, '交易成本': 0.0, '总实现盈亏': -133.0, '胜率': 0.40860215053763443, '盈亏比': 1.2419255181710949, '盈利交易次数': 38, '亏损交易次数': 55, '平均每次盈利': 21.157894736842106, '平均每次亏损': -17.036363636363635, 'initial_capital': 100000.0, 'final_capital': np.float64(99867.0), 'total_return': np.float64(-0.0013300000000000534), 'annualized_return': np.float64(-0.0005820928085190635), 'max_drawdown': np.float64(0.004227697400564358), 'sharpe_ratio': np.float64(-0.08332819256299388), 'calmar_ratio': np.float64(-0.1376855421207203), 'sortino_ratio': np.float64(-0.03684786198981132), 'total_trades': 194, 'transaction_costs': 0.0, 'total_realized_pnl': -133.0, 'win_rate': 0.40860215053763443, 'profit_loss_ratio': 1.2419255181710949, 'winning_trades_count': 38, 'losing_trades_count': 55, 'avg_profit_per_trade': 21.157894736842106, 'avg_loss_per_trade': -17.036363636363635}\n",
      "指标 'rsi_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_7' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_25' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_30' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_35' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_40' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_0' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_1' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_6' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_13' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'stoch_k_14_3' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'stoch_k_5_3' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'stoch_k_21_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_5_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_5_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_10_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_10_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_20_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_20_40' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'natr_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'natr_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'natr_21' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_7' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_30' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_60' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_120' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_240' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'bbw_10_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'bbw_20_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'bbw_50_25' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n3_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n3_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n3_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n7_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n7_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n7_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n21_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n21_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n21_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "\n",
      "所有指标的分析图表已生成。\n"
     ]
    }
   ],
   "execution_count": 4
  }
 ],
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