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{
"cells": [
{
"cell_type": "code",
"id": "522f09ca7b3fe929",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-26T08:20:53.924152Z",
"start_time": "2025-09-26T08:20:53.903385Z"
}
},
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"execution_count": 9
},
{
"cell_type": "code",
"id": "4f7e4b438cea750e",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-26T08:20:53.948836Z",
"start_time": "2025-09-26T08:20:53.930783Z"
}
},
"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.TrendlineHawkesStrategyFast import TrendlineHawkesStrategy\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@SHFE_fu/KQ_m@SHFE_fu_min15.csv'\n"
],
"outputs": [],
"execution_count": 10
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-26T08:20:53.971161Z",
"start_time": "2025-09-26T08:20:53.955335Z"
}
},
"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@SHFE_fu', # 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",
"\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": 11
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-26T08:21:28.188565Z",
"start_time": "2025-09-26T08:20:53.978968Z"
}
},
"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': 'fu', # <-- 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",
" 'trade_volume': 1,\n",
" 'trendline_n': 40,\n",
" 'hawkes_kappa': 0.3,\n",
" 'hawkes_entry_percent': 0.9,\n",
" 'order_direction': ['SELL', 'BUY'],\n",
" 'reverse_logic': False,\n",
" # 'indicators': [RateOfChange(10, -2.1, -0.5), ROC_MA(10, 10, -2.7, -0.4)],\n",
" 'enable_log': False\n",
"}\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=TrendlineHawkesStrategy, # <--- 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@SHFE_fu/KQ_m@SHFE_fu_min15.csv\n",
"数据范围从 2020-12-31 14:45:00 到 2025-09-19 22:30:00\n",
"总计 26087 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: TrendlineHawkesStrategy\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",
"TrendlineHawkesStrategy 策略初始化回调被调用。\n",
"开始将 DataFrame 转换为 Bar 对象流...\n",
"首次运行,正在初始化霍克斯状态和滚动窗口...\n",
"状态初始化完成。\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 18791 根K线。\n",
"总计发生了 568 笔交易。\n",
"最终总净值: 100360.00\n",
"总收益率: 0.36%\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",
" 2021-01-21 09:15:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2190.00 | Comm: 0.00\n",
" 2021-01-21 11:00:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2189.00 | Comm: 0.00 | PnL: 1.00\n",
" 2021-01-22 09:30:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2155.00 | Comm: 0.00\n",
" 2021-01-22 14:45:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2124.00 | Comm: 0.00 | PnL: 31.00\n",
" 2021-01-28 22:30:00 | BUY | SHFE.fu2105 | Vol: 1 | Price: 2155.00 | Comm: 0.00\n",
" 2021-01-29 10:45:00 | CLOSE_LONG | SHFE.fu2105 | Vol: 1 | Price: 2136.00 | Comm: 0.00 | PnL: -19.00\n",
" 2021-02-01 09:15:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2130.00 | Comm: 0.00\n",
" 2021-02-01 10:30:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2143.00 | Comm: 0.00 | PnL: -13.00\n",
" 2021-02-02 21:15:00 | BUY | SHFE.fu2105 | Vol: 1 | Price: 2234.00 | Comm: 0.00\n",
" 2021-02-02 22:45:00 | CLOSE_LONG | SHFE.fu2105 | Vol: 1 | Price: 2227.00 | Comm: 0.00 | PnL: -7.00\n",
" 2021-02-18 09:15:00 | BUY | SHFE.fu2105 | Vol: 1 | Price: 2406.00 | Comm: 0.00\n",
" 2021-02-18 11:15:00 | CLOSE_LONG | SHFE.fu2105 | Vol: 1 | Price: 2408.00 | Comm: 0.00 | PnL: 2.00\n",
" 2021-02-26 09:00:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2430.00 | Comm: 0.00\n",
" 2021-02-26 10:45:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2432.00 | Comm: 0.00 | PnL: -2.00\n",
" 2021-03-01 09:15:00 | BUY | SHFE.fu2105 | Vol: 1 | Price: 2507.00 | Comm: 0.00\n",
" 2021-03-01 10:45:00 | CLOSE_LONG | SHFE.fu2105 | Vol: 1 | Price: 2480.00 | Comm: 0.00 | PnL: -27.00\n",
" 2021-03-04 21:45:00 | BUY | SHFE.fu2105 | Vol: 1 | Price: 2385.00 | Comm: 0.00\n",
" 2021-03-05 13:45:00 | CLOSE_LONG | SHFE.fu2105 | Vol: 1 | Price: 2476.00 | Comm: 0.00 | PnL: 91.00\n",
" 2021-03-11 22:45:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2549.00 | Comm: 0.00\n",
" 2021-03-12 09:45:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2569.00 | Comm: 0.00 | PnL: -20.00\n",
" 2021-03-17 21:15:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2534.00 | Comm: 0.00\n",
" 2021-03-18 10:30:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2526.00 | Comm: 0.00 | PnL: 8.00\n",
" 2021-03-18 21:30:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2487.00 | Comm: 0.00\n",
" 2021-03-19 13:30:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2393.00 | Comm: 0.00 | PnL: 94.00\n",
" 2021-03-29 09:15:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2402.00 | Comm: 0.00\n",
" 2021-03-29 10:00:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2411.00 | Comm: 0.00 | PnL: -9.00\n",
" 2021-04-02 09:30:00 | BUY | SHFE.fu2105 | Vol: 1 | Price: 2406.00 | Comm: 0.00\n",
" 2021-04-02 11:00:00 | CLOSE_LONG | SHFE.fu2105 | Vol: 1 | Price: 2418.00 | Comm: 0.00 | PnL: 12.00\n",
" 2021-04-07 21:30:00 | SELL | SHFE.fu2105 | Vol: 1 | Price: 2291.00 | Comm: 0.00\n",
" 2021-04-08 10:00:00 | CLOSE_SHORT | SHFE.fu2105 | Vol: 1 | Price: 2289.00 | Comm: 0.00 | PnL: 2.00\n",
" 2021-04-13 21:15:00 | BUY | SHFE.fu2109 | Vol: 1 | Price: 2372.00 | Comm: 0.00\n",
" 2021-04-16 10:00:00 | CLOSE_LONG | SHFE.fu2109 | Vol: 1 | Price: 2529.00 | Comm: 0.00 | PnL: 157.00\n",
" 2021-04-20 22:45:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2515.00 | Comm: 0.00\n",
" 2021-04-21 11:00:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2499.00 | Comm: 0.00 | PnL: 16.00\n",
" 2021-04-21 21:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2464.00 | Comm: 0.00\n",
" 2021-04-22 11:00:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2468.00 | Comm: 0.00 | PnL: -4.00\n",
" 2021-04-26 13:45:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2420.00 | Comm: 0.00\n",
" 2021-04-26 22:45:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2415.00 | Comm: 0.00 | PnL: 5.00\n",
" 2021-05-07 21:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2524.00 | Comm: 0.00\n",
" 2021-05-10 14:15:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2537.00 | Comm: 0.00 | PnL: -13.00\n",
" 2021-05-18 22:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2449.00 | Comm: 0.00\n",
" 2021-05-19 14:15:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2362.00 | Comm: 0.00 | PnL: 87.00\n",
" 2021-05-19 21:45:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2337.00 | Comm: 0.00\n",
" 2021-05-20 10:30:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2334.00 | Comm: 0.00 | PnL: 3.00\n",
" 2021-05-26 22:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2373.00 | Comm: 0.00\n",
" 2021-05-27 10:30:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2408.00 | Comm: 0.00 | PnL: -35.00\n",
" 2021-06-01 21:15:00 | BUY | SHFE.fu2109 | Vol: 1 | Price: 2561.00 | Comm: 0.00\n",
" 2021-06-01 22:45:00 | CLOSE_LONG | SHFE.fu2109 | Vol: 1 | Price: 2565.00 | Comm: 0.00 | PnL: 4.00\n",
" 2021-06-04 21:15:00 | BUY | SHFE.fu2109 | Vol: 1 | Price: 2646.00 | Comm: 0.00\n",
" 2021-06-07 10:45:00 | CLOSE_LONG | SHFE.fu2109 | Vol: 1 | Price: 2602.00 | Comm: 0.00 | PnL: -44.00\n",
" 2021-06-15 09:15:00 | BUY | SHFE.fu2109 | Vol: 1 | Price: 2659.00 | Comm: 0.00\n",
" 2021-06-15 11:00:00 | CLOSE_LONG | SHFE.fu2109 | Vol: 1 | Price: 2618.00 | Comm: 0.00 | PnL: -41.00\n",
" 2021-06-16 09:15:00 | BUY | SHFE.fu2109 | Vol: 1 | Price: 2697.00 | Comm: 0.00\n",
" 2021-06-16 11:00:00 | CLOSE_LONG | SHFE.fu2109 | Vol: 1 | Price: 2703.00 | Comm: 0.00 | PnL: 6.00\n",
" 2021-06-24 21:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2704.00 | Comm: 0.00\n",
" 2021-06-25 13:30:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2726.00 | Comm: 0.00 | PnL: -22.00\n",
" 2021-06-25 22:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2687.00 | Comm: 0.00\n",
" 2021-06-28 11:00:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2731.00 | Comm: 0.00 | PnL: -44.00\n",
" 2021-07-01 21:15:00 | BUY | SHFE.fu2109 | Vol: 1 | Price: 2727.00 | Comm: 0.00\n",
" 2021-07-02 10:00:00 | CLOSE_LONG | SHFE.fu2109 | Vol: 1 | Price: 2694.00 | Comm: 0.00 | PnL: -33.00\n",
" 2021-07-06 09:15:00 | BUY | SHFE.fu2109 | Vol: 1 | Price: 2748.00 | Comm: 0.00\n",
" 2021-07-06 13:30:00 | CLOSE_LONG | SHFE.fu2109 | Vol: 1 | Price: 2746.00 | Comm: 0.00 | PnL: -2.00\n",
" 2021-07-06 21:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2652.00 | Comm: 0.00\n",
" 2021-07-07 14:30:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2586.00 | Comm: 0.00 | PnL: 66.00\n",
" 2021-07-14 09:15:00 | BUY | SHFE.fu2109 | Vol: 1 | Price: 2672.00 | Comm: 0.00\n",
" 2021-07-14 10:30:00 | CLOSE_LONG | SHFE.fu2109 | Vol: 1 | Price: 2665.00 | Comm: 0.00 | PnL: -7.00\n",
" 2021-07-15 09:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2576.00 | Comm: 0.00\n",
" 2021-07-15 11:15:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2577.00 | Comm: 0.00 | PnL: -1.00\n",
" 2021-08-02 09:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2606.00 | Comm: 0.00\n",
" 2021-08-02 11:15:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2595.00 | Comm: 0.00 | PnL: 11.00\n",
" 2021-08-03 21:15:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2524.00 | Comm: 0.00\n",
" 2021-08-04 09:30:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2535.00 | Comm: 0.00 | PnL: -11.00\n",
" 2021-08-09 09:30:00 | SELL | SHFE.fu2109 | Vol: 1 | Price: 2485.00 | Comm: 0.00\n",
" 2021-08-09 11:00:00 | CLOSE_SHORT | SHFE.fu2109 | Vol: 1 | Price: 2487.00 | Comm: 0.00 | PnL: -2.00\n",
" 2021-08-16 09:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2452.00 | Comm: 0.00\n",
" 2021-08-16 11:15:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2460.00 | Comm: 0.00 | PnL: -8.00\n",
" 2021-08-16 21:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2434.00 | Comm: 0.00\n",
" 2021-08-17 11:00:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2451.00 | Comm: 0.00 | PnL: -17.00\n",
" 2021-08-19 09:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2368.00 | Comm: 0.00\n",
" 2021-08-19 11:15:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2372.00 | Comm: 0.00 | PnL: -4.00\n",
" 2021-08-23 21:15:00 | BUY | SHFE.fu2201 | Vol: 1 | Price: 2397.00 | Comm: 0.00\n",
" 2021-08-24 11:15:00 | CLOSE_LONG | SHFE.fu2201 | Vol: 1 | Price: 2437.00 | Comm: 0.00 | PnL: 40.00\n",
" 2021-08-31 21:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2540.00 | Comm: 0.00\n",
" 2021-09-01 10:00:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2553.00 | Comm: 0.00 | PnL: -13.00\n",
" 2021-09-01 22:00:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2519.00 | Comm: 0.00\n",
" 2021-09-02 11:00:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2549.00 | Comm: 0.00 | PnL: -30.00\n",
" 2021-09-07 21:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2575.00 | Comm: 0.00\n",
" 2021-09-08 10:00:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2592.00 | Comm: 0.00 | PnL: -17.00\n",
" 2021-09-09 21:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2578.00 | Comm: 0.00\n",
" 2021-09-10 11:00:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2574.00 | Comm: 0.00 | PnL: 4.00\n",
" 2021-09-27 09:15:00 | BUY | SHFE.fu2201 | Vol: 1 | Price: 3041.00 | Comm: 0.00\n",
" 2021-09-27 11:15:00 | CLOSE_LONG | SHFE.fu2201 | Vol: 1 | Price: 3004.00 | Comm: 0.00 | PnL: -37.00\n",
" 2021-09-29 09:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 3008.00 | Comm: 0.00\n",
" 2021-09-29 11:15:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2968.00 | Comm: 0.00 | PnL: 40.00\n",
" 2021-10-12 22:00:00 | BUY | SHFE.fu2201 | Vol: 1 | Price: 3274.00 | Comm: 0.00\n",
" 2021-10-13 14:15:00 | CLOSE_LONG | SHFE.fu2201 | Vol: 1 | Price: 3180.00 | Comm: 0.00 | PnL: -94.00\n",
" 2021-10-18 09:15:00 | BUY | SHFE.fu2201 | Vol: 1 | Price: 3235.00 | Comm: 0.00\n",
" 2021-10-18 10:45:00 | CLOSE_LONG | SHFE.fu2201 | Vol: 1 | Price: 3233.00 | Comm: 0.00 | PnL: -2.00\n",
" 2021-10-18 21:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 3186.00 | Comm: 0.00\n",
" 2021-10-19 10:45:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 3090.00 | Comm: 0.00 | PnL: 96.00\n",
" 2021-10-21 09:15:00 | BUY | SHFE.fu2201 | Vol: 1 | Price: 3135.00 | Comm: 0.00\n",
" 2021-10-21 09:45:00 | CLOSE_LONG | SHFE.fu2201 | Vol: 1 | Price: 3134.00 | Comm: 0.00 | PnL: -1.00\n",
" 2021-10-21 22:30:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 3000.00 | Comm: 0.00\n",
" 2021-10-22 10:30:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 3010.00 | Comm: 0.00 | PnL: -10.00\n",
" 2021-10-26 21:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 3019.00 | Comm: 0.00\n",
" 2021-10-27 10:30:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2977.00 | Comm: 0.00 | PnL: 42.00\n",
" 2021-10-28 09:45:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2798.00 | Comm: 0.00\n",
" 2021-10-28 13:30:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2798.00 | Comm: 0.00 | PnL: 0.00\n",
" 2021-10-28 22:00:00 | BUY | SHFE.fu2201 | Vol: 1 | Price: 2873.00 | Comm: 0.00\n",
" 2021-10-29 09:00:00 | CLOSE_LONG | SHFE.fu2201 | Vol: 1 | Price: 2882.00 | Comm: 0.00 | PnL: 9.00\n",
" 2021-11-10 09:15:00 | BUY | SHFE.fu2201 | Vol: 1 | Price: 2953.00 | Comm: 0.00\n",
" 2021-11-10 10:45:00 | CLOSE_LONG | SHFE.fu2201 | Vol: 1 | Price: 2965.00 | Comm: 0.00 | PnL: 12.00\n",
" 2021-11-11 09:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2865.00 | Comm: 0.00\n",
" 2021-11-11 10:45:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2869.00 | Comm: 0.00 | PnL: -4.00\n",
" 2021-11-16 09:15:00 | BUY | SHFE.fu2201 | Vol: 1 | Price: 2861.00 | Comm: 0.00\n",
" 2021-11-16 11:15:00 | CLOSE_LONG | SHFE.fu2201 | Vol: 1 | Price: 2903.00 | Comm: 0.00 | PnL: 42.00\n",
" 2021-11-18 09:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2795.00 | Comm: 0.00\n",
" 2021-11-18 11:15:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2783.00 | Comm: 0.00 | PnL: 12.00\n",
" 2021-11-26 21:15:00 | SELL | SHFE.fu2201 | Vol: 1 | Price: 2760.00 | Comm: 0.00\n",
" 2021-11-29 14:45:00 | CLOSE_SHORT | SHFE.fu2201 | Vol: 1 | Price: 2656.00 | Comm: 0.00 | PnL: 104.00\n",
" 2021-11-30 14:45:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 2540.00 | Comm: 0.00\n",
" 2021-12-01 13:30:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 2531.00 | Comm: 0.00 | PnL: 9.00\n",
" 2021-12-01 21:45:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 2507.00 | Comm: 0.00\n",
" 2021-12-02 10:30:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 2458.00 | Comm: 0.00 | PnL: 49.00\n",
" 2021-12-09 09:30:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 2676.00 | Comm: 0.00\n",
" 2021-12-09 10:30:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 2677.00 | Comm: 0.00 | PnL: 1.00\n",
" 2021-12-09 21:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 2641.00 | Comm: 0.00\n",
" 2021-12-10 10:30:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 2640.00 | Comm: 0.00 | PnL: 1.00\n",
" 2021-12-13 21:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 2652.00 | Comm: 0.00\n",
" 2021-12-13 22:15:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 2665.00 | Comm: 0.00 | PnL: -13.00\n",
" 2021-12-16 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 2712.00 | Comm: 0.00\n",
" 2021-12-16 11:15:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 2703.00 | Comm: 0.00 | PnL: -9.00\n",
" 2021-12-17 21:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 2667.00 | Comm: 0.00\n",
" 2021-12-20 11:15:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 2599.00 | Comm: 0.00 | PnL: 68.00\n",
" 2021-12-27 22:00:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 2780.00 | Comm: 0.00\n",
" 2021-12-28 11:15:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 2840.00 | Comm: 0.00 | PnL: 60.00\n",
" 2021-12-30 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 2862.00 | Comm: 0.00\n",
" 2021-12-30 10:30:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 2873.00 | Comm: 0.00 | PnL: 11.00\n",
" 2022-01-05 09:00:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 2886.00 | Comm: 0.00\n",
" 2022-01-05 11:00:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 2851.00 | Comm: 0.00 | PnL: -35.00\n",
" 2022-01-06 09:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 2833.00 | Comm: 0.00\n",
" 2022-01-06 11:00:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 2840.00 | Comm: 0.00 | PnL: -7.00\n",
" 2022-01-06 21:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 2936.00 | Comm: 0.00\n",
" 2022-01-07 09:45:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 2949.00 | Comm: 0.00 | PnL: 13.00\n",
" 2022-01-11 22:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 2919.00 | Comm: 0.00\n",
" 2022-01-12 11:15:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 2957.00 | Comm: 0.00 | PnL: 38.00\n",
" 2022-01-14 22:30:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3006.00 | Comm: 0.00\n",
" 2022-01-17 11:00:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3028.00 | Comm: 0.00 | PnL: 22.00\n",
" 2022-01-18 21:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3100.00 | Comm: 0.00\n",
" 2022-01-19 11:00:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3145.00 | Comm: 0.00 | PnL: 45.00\n",
" 2022-01-21 09:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3088.00 | Comm: 0.00\n",
" 2022-01-21 13:30:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 3125.00 | Comm: 0.00 | PnL: -37.00\n",
" 2022-01-24 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3176.00 | Comm: 0.00\n",
" 2022-01-24 10:30:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3175.00 | Comm: 0.00 | PnL: -1.00\n",
" 2022-01-24 22:00:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3082.00 | Comm: 0.00\n",
" 2022-01-25 09:45:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 3087.00 | Comm: 0.00 | PnL: -5.00\n",
" 2022-02-07 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3351.00 | Comm: 0.00\n",
" 2022-02-07 13:30:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3347.00 | Comm: 0.00 | PnL: -4.00\n",
" 2022-02-11 09:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3185.00 | Comm: 0.00\n",
" 2022-02-11 10:45:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 3187.00 | Comm: 0.00 | PnL: -2.00\n",
" 2022-02-14 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3318.00 | Comm: 0.00\n",
" 2022-02-14 11:15:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3338.00 | Comm: 0.00 | PnL: 20.00\n",
" 2022-02-15 21:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3272.00 | Comm: 0.00\n",
" 2022-02-16 10:45:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 3190.00 | Comm: 0.00 | PnL: 82.00\n",
" 2022-02-17 09:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3157.00 | Comm: 0.00\n",
" 2022-02-17 10:30:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 3170.00 | Comm: 0.00 | PnL: -13.00\n",
" 2022-02-17 22:30:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3139.00 | Comm: 0.00\n",
" 2022-02-18 10:30:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 3150.00 | Comm: 0.00 | PnL: -11.00\n",
" 2022-02-21 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3164.00 | Comm: 0.00\n",
" 2022-02-21 11:15:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3189.00 | Comm: 0.00 | PnL: 25.00\n",
" 2022-02-28 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3362.00 | Comm: 0.00\n",
" 2022-02-28 10:00:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3387.00 | Comm: 0.00 | PnL: 25.00\n",
" 2022-03-02 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3578.00 | Comm: 0.00\n",
" 2022-03-02 14:15:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3580.00 | Comm: 0.00 | PnL: 2.00\n",
" 2022-03-03 09:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 3797.00 | Comm: 0.00\n",
" 2022-03-03 11:15:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 3788.00 | Comm: 0.00 | PnL: -9.00\n",
" 2022-03-08 21:30:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 4396.00 | Comm: 0.00\n",
" 2022-03-09 09:45:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 4445.00 | Comm: 0.00 | PnL: 49.00\n",
" 2022-03-17 09:00:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3557.00 | Comm: 0.00\n",
" 2022-03-17 09:45:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 3600.00 | Comm: 0.00 | PnL: -43.00\n",
" 2022-03-22 22:00:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3978.00 | Comm: 0.00\n",
" 2022-03-23 10:30:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 4095.00 | Comm: 0.00 | PnL: -117.00\n",
" 2022-03-23 21:15:00 | BUY | SHFE.fu2205 | Vol: 1 | Price: 4275.00 | Comm: 0.00\n",
" 2022-03-24 10:00:00 | CLOSE_LONG | SHFE.fu2205 | Vol: 1 | Price: 4341.00 | Comm: 0.00 | PnL: 66.00\n",
" 2022-03-25 09:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 4210.00 | Comm: 0.00\n",
" 2022-03-25 10:00:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 4255.00 | Comm: 0.00 | PnL: -45.00\n",
" 2022-03-29 21:15:00 | SELL | SHFE.fu2205 | Vol: 1 | Price: 3787.00 | Comm: 0.00\n",
" 2022-03-30 10:00:00 | CLOSE_SHORT | SHFE.fu2205 | Vol: 1 | Price: 3946.00 | Comm: 0.00 | PnL: -159.00\n",
" 2022-04-01 09:00:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3745.00 | Comm: 0.00\n",
" 2022-04-01 13:30:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3753.00 | Comm: 0.00 | PnL: -8.00\n",
" 2022-04-06 09:15:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 3889.00 | Comm: 0.00\n",
" 2022-04-06 11:15:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 3949.00 | Comm: 0.00 | PnL: 60.00\n",
" 2022-04-07 09:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3792.00 | Comm: 0.00\n",
" 2022-04-07 11:00:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3783.00 | Comm: 0.00 | PnL: 9.00\n",
" 2022-04-11 21:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3715.00 | Comm: 0.00\n",
" 2022-04-12 13:30:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3850.00 | Comm: 0.00 | PnL: -135.00\n",
" 2022-04-12 21:15:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 3943.00 | Comm: 0.00\n",
" 2022-04-13 10:45:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 3999.00 | Comm: 0.00 | PnL: 56.00\n",
" 2022-04-18 09:30:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 4203.00 | Comm: 0.00\n",
" 2022-04-18 13:30:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 4168.00 | Comm: 0.00 | PnL: 35.00\n",
" 2022-04-19 22:30:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3958.00 | Comm: 0.00\n",
" 2022-04-20 11:00:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 4049.00 | Comm: 0.00 | PnL: -91.00\n",
" 2022-04-25 09:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3906.00 | Comm: 0.00\n",
" 2022-04-25 10:30:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3904.00 | Comm: 0.00 | PnL: 2.00\n",
" 2022-04-26 21:15:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 4060.00 | Comm: 0.00\n",
" 2022-04-27 10:30:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 4117.00 | Comm: 0.00 | PnL: 57.00\n",
" 2022-05-09 22:30:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 4165.00 | Comm: 0.00\n",
" 2022-05-10 13:30:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3986.00 | Comm: 0.00 | PnL: 179.00\n",
" 2022-05-18 21:45:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 4204.00 | Comm: 0.00\n",
" 2022-05-19 11:00:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 4163.00 | Comm: 0.00 | PnL: 41.00\n",
" 2022-05-23 22:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 4136.00 | Comm: 0.00\n",
" 2022-05-24 10:00:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 4161.00 | Comm: 0.00 | PnL: -25.00\n",
" 2022-05-24 21:30:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 4242.00 | Comm: 0.00\n",
" 2022-05-25 09:30:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 4260.00 | Comm: 0.00 | PnL: 18.00\n",
" 2022-05-27 21:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 4207.00 | Comm: 0.00\n",
" 2022-05-30 10:45:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 4234.00 | Comm: 0.00 | PnL: -27.00\n",
" 2022-05-31 21:30:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 4290.00 | Comm: 0.00\n",
" 2022-06-01 09:00:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 4186.00 | Comm: 0.00 | PnL: -104.00\n",
" 2022-06-01 09:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 4129.00 | Comm: 0.00\n",
" 2022-06-01 11:15:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 4099.00 | Comm: 0.00 | PnL: 30.00\n",
" 2022-06-06 09:15:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 4236.00 | Comm: 0.00\n",
" 2022-06-06 11:00:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 4294.00 | Comm: 0.00 | PnL: 58.00\n",
" 2022-06-09 09:15:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 4081.00 | Comm: 0.00\n",
" 2022-06-09 13:30:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 3984.00 | Comm: 0.00 | PnL: -97.00\n",
" 2022-06-14 09:15:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 4149.00 | Comm: 0.00\n",
" 2022-06-14 10:45:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 4170.00 | Comm: 0.00 | PnL: 21.00\n",
" 2022-06-20 09:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3851.00 | Comm: 0.00\n",
" 2022-06-20 11:15:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3819.00 | Comm: 0.00 | PnL: 32.00\n",
" 2022-06-24 22:15:00 | BUY | SHFE.fu2209 | Vol: 1 | Price: 3814.00 | Comm: 0.00\n",
" 2022-06-27 10:30:00 | CLOSE_LONG | SHFE.fu2209 | Vol: 1 | Price: 3883.00 | Comm: 0.00 | PnL: 69.00\n",
" 2022-06-30 09:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3860.00 | Comm: 0.00\n",
" 2022-06-30 10:30:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3863.00 | Comm: 0.00 | PnL: -3.00\n",
" 2022-07-04 21:45:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3567.00 | Comm: 0.00\n",
" 2022-07-05 10:00:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3638.00 | Comm: 0.00 | PnL: -71.00\n",
" 2022-07-05 21:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3435.00 | Comm: 0.00\n",
" 2022-07-07 10:00:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3158.00 | Comm: 0.00 | PnL: 277.00\n",
" 2022-07-19 21:15:00 | SELL | SHFE.fu2209 | Vol: 1 | Price: 3031.00 | Comm: 0.00\n",
" 2022-07-20 10:00:00 | CLOSE_SHORT | SHFE.fu2209 | Vol: 1 | Price: 3092.00 | Comm: 0.00 | PnL: -61.00\n",
" 2022-08-03 21:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 3188.00 | Comm: 0.00\n",
" 2022-08-04 11:15:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 3044.00 | Comm: 0.00 | PnL: -144.00\n",
" 2022-08-05 21:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2943.00 | Comm: 0.00\n",
" 2022-08-08 10:00:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 3068.00 | Comm: 0.00 | PnL: -125.00\n",
" 2022-08-10 21:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 3230.00 | Comm: 0.00\n",
" 2022-08-11 11:00:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 3275.00 | Comm: 0.00 | PnL: 45.00\n",
" 2022-08-12 21:45:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 3368.00 | Comm: 0.00\n",
" 2022-08-15 10:30:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 3350.00 | Comm: 0.00 | PnL: 18.00\n",
" 2022-08-15 21:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 3257.00 | Comm: 0.00\n",
" 2022-08-16 11:15:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 3274.00 | Comm: 0.00 | PnL: -17.00\n",
" 2022-08-18 21:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 3263.00 | Comm: 0.00\n",
" 2022-08-19 13:45:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 3178.00 | Comm: 0.00 | PnL: -85.00\n",
" 2022-08-22 22:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 3098.00 | Comm: 0.00\n",
" 2022-08-23 11:00:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 3285.00 | Comm: 0.00 | PnL: -187.00\n",
" 2022-08-26 09:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 3314.00 | Comm: 0.00\n",
" 2022-08-26 10:00:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 3334.00 | Comm: 0.00 | PnL: -20.00\n",
" 2022-08-26 21:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 3307.00 | Comm: 0.00\n",
" 2022-08-29 11:00:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 3352.00 | Comm: 0.00 | PnL: -45.00\n",
" 2022-08-30 21:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 3218.00 | Comm: 0.00\n",
" 2022-08-31 10:30:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 3152.00 | Comm: 0.00 | PnL: 66.00\n",
" 2022-09-06 21:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2971.00 | Comm: 0.00\n",
" 2022-09-07 11:00:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 2851.00 | Comm: 0.00 | PnL: 120.00\n",
" 2022-09-16 22:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2844.00 | Comm: 0.00\n",
" 2022-09-19 09:45:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2835.00 | Comm: 0.00 | PnL: -9.00\n",
" 2022-09-22 21:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2856.00 | Comm: 0.00\n",
" 2022-09-22 22:30:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2841.00 | Comm: 0.00 | PnL: -15.00\n",
" 2022-10-10 09:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2957.00 | Comm: 0.00\n",
" 2022-10-10 11:15:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2972.00 | Comm: 0.00 | PnL: 15.00\n",
" 2022-10-12 22:30:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2737.00 | Comm: 0.00\n",
" 2022-10-13 09:45:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 2744.00 | Comm: 0.00 | PnL: -7.00\n",
" 2022-10-13 21:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2678.00 | Comm: 0.00\n",
" 2022-10-14 10:00:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 2732.00 | Comm: 0.00 | PnL: -54.00\n",
" 2022-10-19 21:45:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2718.00 | Comm: 0.00\n",
" 2022-10-20 10:45:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2766.00 | Comm: 0.00 | PnL: 48.00\n",
" 2022-10-26 09:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2570.00 | Comm: 0.00\n",
" 2022-10-26 11:15:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 2573.00 | Comm: 0.00 | PnL: -3.00\n",
" 2022-10-31 21:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2613.00 | Comm: 0.00\n",
" 2022-11-01 11:00:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 2740.00 | Comm: 0.00 | PnL: -127.00\n",
" 2022-11-04 21:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2926.00 | Comm: 0.00\n",
" 2022-11-04 22:30:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2914.00 | Comm: 0.00 | PnL: -12.00\n",
" 2022-11-10 09:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2776.00 | Comm: 0.00\n",
" 2022-11-10 10:30:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 2778.00 | Comm: 0.00 | PnL: -2.00\n",
" 2022-11-10 21:45:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2880.00 | Comm: 0.00\n",
" 2022-11-11 10:00:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2859.00 | Comm: 0.00 | PnL: -21.00\n",
" 2022-11-16 09:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2915.00 | Comm: 0.00\n",
" 2022-11-16 10:45:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2879.00 | Comm: 0.00 | PnL: -36.00\n",
" 2022-11-18 21:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2721.00 | Comm: 0.00\n",
" 2022-11-21 10:45:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 2650.00 | Comm: 0.00 | PnL: 71.00\n",
" 2022-11-25 21:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2672.00 | Comm: 0.00\n",
" 2022-11-28 11:15:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2535.00 | Comm: 0.00 | PnL: -137.00\n",
" 2022-11-30 21:15:00 | BUY | SHFE.fu2301 | Vol: 1 | Price: 2621.00 | Comm: 0.00\n",
" 2022-11-30 22:30:00 | CLOSE_LONG | SHFE.fu2301 | Vol: 1 | Price: 2605.00 | Comm: 0.00 | PnL: -16.00\n",
" 2022-12-02 09:15:00 | SELL | SHFE.fu2301 | Vol: 1 | Price: 2522.00 | Comm: 0.00\n",
" 2022-12-02 10:45:00 | CLOSE_SHORT | SHFE.fu2301 | Vol: 1 | Price: 2551.00 | Comm: 0.00 | PnL: -29.00\n",
" 2022-12-05 21:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2620.00 | Comm: 0.00\n",
" 2022-12-06 14:30:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2538.00 | Comm: 0.00 | PnL: -82.00\n",
" 2022-12-07 09:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2502.00 | Comm: 0.00\n",
" 2022-12-07 11:15:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2489.00 | Comm: 0.00 | PnL: 13.00\n",
" 2022-12-08 21:30:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2538.00 | Comm: 0.00\n",
" 2022-12-09 10:30:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2528.00 | Comm: 0.00 | PnL: -10.00\n",
" 2022-12-12 21:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2482.00 | Comm: 0.00\n",
" 2022-12-13 10:00:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2527.00 | Comm: 0.00 | PnL: -45.00\n",
" 2022-12-13 21:45:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2569.00 | Comm: 0.00\n",
" 2022-12-14 09:45:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2537.00 | Comm: 0.00 | PnL: -32.00\n",
" 2022-12-19 22:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2484.00 | Comm: 0.00\n",
" 2022-12-20 11:00:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2554.00 | Comm: 0.00 | PnL: 70.00\n",
" 2022-12-20 21:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2588.00 | Comm: 0.00\n",
" 2022-12-20 22:45:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2587.00 | Comm: 0.00 | PnL: -1.00\n",
" 2022-12-26 09:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2699.00 | Comm: 0.00\n",
" 2022-12-26 13:30:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2693.00 | Comm: 0.00 | PnL: 6.00\n",
" 2022-12-28 22:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2738.00 | Comm: 0.00\n",
" 2022-12-29 10:00:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2696.00 | Comm: 0.00 | PnL: -42.00\n",
" 2022-12-30 09:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2740.00 | Comm: 0.00\n",
" 2022-12-30 11:15:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2712.00 | Comm: 0.00 | PnL: -28.00\n",
" 2023-01-03 21:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2675.00 | Comm: 0.00\n",
" 2023-01-04 10:45:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2579.00 | Comm: 0.00 | PnL: 96.00\n",
" 2023-01-04 21:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2531.00 | Comm: 0.00\n",
" 2023-01-04 22:30:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2525.00 | Comm: 0.00 | PnL: 6.00\n",
" 2023-01-12 09:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2609.00 | Comm: 0.00\n",
" 2023-01-12 11:15:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2624.00 | Comm: 0.00 | PnL: 15.00\n",
" 2023-01-17 21:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2682.00 | Comm: 0.00\n",
" 2023-01-18 14:15:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2798.00 | Comm: 0.00 | PnL: 116.00\n",
" 2023-01-18 21:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2811.00 | Comm: 0.00\n",
" 2023-01-18 22:45:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2815.00 | Comm: 0.00 | PnL: 4.00\n",
" 2023-02-01 22:45:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2719.00 | Comm: 0.00\n",
" 2023-02-02 13:30:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2634.00 | Comm: 0.00 | PnL: 85.00\n",
" 2023-02-06 09:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2526.00 | Comm: 0.00\n",
" 2023-02-06 11:00:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2531.00 | Comm: 0.00 | PnL: -5.00\n",
" 2023-02-08 09:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2677.00 | Comm: 0.00\n",
" 2023-02-08 10:30:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2677.00 | Comm: 0.00 | PnL: 0.00\n",
" 2023-02-09 09:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2737.00 | Comm: 0.00\n",
" 2023-02-09 10:45:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2766.00 | Comm: 0.00 | PnL: 29.00\n",
" 2023-02-10 21:45:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2808.00 | Comm: 0.00\n",
" 2023-02-13 10:00:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2797.00 | Comm: 0.00 | PnL: -11.00\n",
" 2023-02-14 22:30:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2788.00 | Comm: 0.00\n",
" 2023-02-15 13:30:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2832.00 | Comm: 0.00 | PnL: -44.00\n",
" 2023-02-21 21:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2944.00 | Comm: 0.00\n",
" 2023-02-22 11:00:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2949.00 | Comm: 0.00 | PnL: 5.00\n",
" 2023-02-23 09:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2888.00 | Comm: 0.00\n",
" 2023-02-23 11:15:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2915.00 | Comm: 0.00 | PnL: -27.00\n",
" 2023-02-24 22:30:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2843.00 | Comm: 0.00\n",
" 2023-02-27 10:45:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2908.00 | Comm: 0.00 | PnL: -65.00\n",
" 2023-03-02 09:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2980.00 | Comm: 0.00\n",
" 2023-03-02 10:30:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2986.00 | Comm: 0.00 | PnL: 6.00\n",
" 2023-03-03 22:00:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 3015.00 | Comm: 0.00\n",
" 2023-03-06 11:00:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 3050.00 | Comm: 0.00 | PnL: -35.00\n",
" 2023-03-08 09:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 3053.00 | Comm: 0.00\n",
" 2023-03-08 10:45:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 3053.00 | Comm: 0.00 | PnL: 0.00\n",
" 2023-03-08 21:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 3018.00 | Comm: 0.00\n",
" 2023-03-09 09:45:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 3013.00 | Comm: 0.00 | PnL: 5.00\n",
" 2023-03-10 09:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 3016.00 | Comm: 0.00\n",
" 2023-03-10 14:15:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2954.00 | Comm: 0.00 | PnL: 62.00\n",
" 2023-03-13 21:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2842.00 | Comm: 0.00\n",
" 2023-03-14 09:45:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2874.00 | Comm: 0.00 | PnL: -32.00\n",
" 2023-03-20 21:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2623.00 | Comm: 0.00\n",
" 2023-03-21 09:45:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2602.00 | Comm: 0.00 | PnL: -21.00\n",
" 2023-03-24 09:15:00 | SELL | SHFE.fu2305 | Vol: 1 | Price: 2545.00 | Comm: 0.00\n",
" 2023-03-24 14:00:00 | CLOSE_SHORT | SHFE.fu2305 | Vol: 1 | Price: 2618.00 | Comm: 0.00 | PnL: -73.00\n",
" 2023-04-03 09:15:00 | BUY | SHFE.fu2305 | Vol: 1 | Price: 2906.00 | Comm: 0.00\n",
" 2023-04-03 11:15:00 | CLOSE_LONG | SHFE.fu2305 | Vol: 1 | Price: 2929.00 | Comm: 0.00 | PnL: 23.00\n",
" 2023-04-03 21:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 2990.00 | Comm: 0.00\n",
" 2023-04-04 14:30:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3032.00 | Comm: 0.00 | PnL: 42.00\n",
" 2023-04-06 09:30:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3045.00 | Comm: 0.00\n",
" 2023-04-07 09:00:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 3089.00 | Comm: 0.00 | PnL: -44.00\n",
" 2023-04-12 09:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3136.00 | Comm: 0.00\n",
" 2023-04-12 10:30:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3149.00 | Comm: 0.00 | PnL: 13.00\n",
" 2023-04-12 22:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3182.00 | Comm: 0.00\n",
" 2023-04-13 10:00:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3180.00 | Comm: 0.00 | PnL: -2.00\n",
" 2023-04-14 22:30:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3162.00 | Comm: 0.00\n",
" 2023-04-17 10:45:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 3169.00 | Comm: 0.00 | PnL: -7.00\n",
" 2023-04-20 09:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3069.00 | Comm: 0.00\n",
" 2023-04-20 10:45:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 3054.00 | Comm: 0.00 | PnL: 15.00\n",
" 2023-04-24 21:30:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3073.00 | Comm: 0.00\n",
" 2023-04-25 10:30:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3154.00 | Comm: 0.00 | PnL: 81.00\n",
" 2023-04-27 09:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 2967.00 | Comm: 0.00\n",
" 2023-04-27 10:45:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 2959.00 | Comm: 0.00 | PnL: 8.00\n",
" 2023-05-04 09:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 2792.00 | Comm: 0.00\n",
" 2023-05-04 13:30:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 2793.00 | Comm: 0.00 | PnL: -1.00\n",
" 2023-05-04 21:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 2758.00 | Comm: 0.00\n",
" 2023-05-05 10:00:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 2691.00 | Comm: 0.00 | PnL: 67.00\n",
" 2023-05-11 21:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 2907.00 | Comm: 0.00\n",
" 2023-05-12 13:30:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 2898.00 | Comm: 0.00 | PnL: 9.00\n",
" 2023-05-17 21:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 2996.00 | Comm: 0.00\n",
" 2023-05-18 10:00:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3029.00 | Comm: 0.00 | PnL: 33.00\n",
" 2023-05-25 21:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 2976.00 | Comm: 0.00\n",
" 2023-05-26 09:45:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 2946.00 | Comm: 0.00 | PnL: 30.00\n",
" 2023-05-30 21:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 2904.00 | Comm: 0.00\n",
" 2023-05-31 09:45:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 2880.00 | Comm: 0.00 | PnL: 24.00\n",
" 2023-06-07 22:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3043.00 | Comm: 0.00\n",
" 2023-06-08 09:30:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3033.00 | Comm: 0.00 | PnL: -10.00\n",
" 2023-06-09 09:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3000.00 | Comm: 0.00\n",
" 2023-06-09 11:15:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 2975.00 | Comm: 0.00 | PnL: 25.00\n",
" 2023-06-15 09:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 2950.00 | Comm: 0.00\n",
" 2023-06-15 11:00:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 2943.00 | Comm: 0.00 | PnL: 7.00\n",
" 2023-06-16 09:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3046.00 | Comm: 0.00\n",
" 2023-06-16 10:45:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3046.00 | Comm: 0.00 | PnL: 0.00\n",
" 2023-06-19 21:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3083.00 | Comm: 0.00\n",
" 2023-06-19 22:30:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3088.00 | Comm: 0.00 | PnL: 5.00\n",
" 2023-06-21 09:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3100.00 | Comm: 0.00\n",
" 2023-06-21 11:00:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3087.00 | Comm: 0.00 | PnL: -13.00\n",
" 2023-06-26 21:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3053.00 | Comm: 0.00\n",
" 2023-06-27 10:30:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 3058.00 | Comm: 0.00 | PnL: -5.00\n",
" 2023-06-29 09:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3098.00 | Comm: 0.00\n",
" 2023-06-29 10:30:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3101.00 | Comm: 0.00 | PnL: 3.00\n",
" 2023-07-13 09:30:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3218.00 | Comm: 0.00\n",
" 2023-07-13 10:45:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 3228.00 | Comm: 0.00 | PnL: -10.00\n",
" 2023-07-13 21:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3194.00 | Comm: 0.00\n",
" 2023-07-14 10:30:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 3258.00 | Comm: 0.00 | PnL: -64.00\n",
" 2023-07-17 09:15:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3168.00 | Comm: 0.00\n",
" 2023-07-17 10:30:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 3171.00 | Comm: 0.00 | PnL: -3.00\n",
" 2023-07-19 21:45:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3275.00 | Comm: 0.00\n",
" 2023-07-20 10:45:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3233.00 | Comm: 0.00 | PnL: -42.00\n",
" 2023-07-24 21:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3323.00 | Comm: 0.00\n",
" 2023-07-25 10:00:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3336.00 | Comm: 0.00 | PnL: 13.00\n",
" 2023-07-27 22:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3405.00 | Comm: 0.00\n",
" 2023-07-28 11:00:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3387.00 | Comm: 0.00 | PnL: -18.00\n",
" 2023-07-28 21:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3427.00 | Comm: 0.00\n",
" 2023-07-31 11:00:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3439.00 | Comm: 0.00 | PnL: 12.00\n",
" 2023-07-31 21:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3484.00 | Comm: 0.00\n",
" 2023-08-01 10:00:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3532.00 | Comm: 0.00 | PnL: 48.00\n",
" 2023-08-02 09:15:00 | BUY | SHFE.fu2309 | Vol: 1 | Price: 3604.00 | Comm: 0.00\n",
" 2023-08-02 13:45:00 | CLOSE_LONG | SHFE.fu2309 | Vol: 1 | Price: 3643.00 | Comm: 0.00 | PnL: 39.00\n",
" 2023-08-08 21:45:00 | SELL | SHFE.fu2309 | Vol: 1 | Price: 3553.00 | Comm: 0.00\n",
" 2023-08-08 22:45:00 | CLOSE_SHORT | SHFE.fu2309 | Vol: 1 | Price: 3577.00 | Comm: 0.00 | PnL: -24.00\n",
" 2023-08-11 21:15:00 | SELL | SHFE.fu2310 | Vol: 1 | Price: 3581.00 | Comm: 0.00\n",
" 2023-08-15 10:30:00 | CLOSE_SHORT | SHFE.fu2310 | Vol: 1 | Price: 3574.00 | Comm: 0.00 | PnL: 7.00\n",
" 2023-08-15 22:15:00 | SELL | SHFE.fu2310 | Vol: 1 | Price: 3531.00 | Comm: 0.00\n",
" 2023-08-16 09:45:00 | CLOSE_SHORT | SHFE.fu2310 | Vol: 1 | Price: 3530.00 | Comm: 0.00 | PnL: 1.00\n",
" 2023-08-18 21:45:00 | BUY | SHFE.fu2310 | Vol: 1 | Price: 3615.00 | Comm: 0.00\n",
" 2023-08-21 09:00:00 | CLOSE_LONG | SHFE.fu2310 | Vol: 1 | Price: 3643.00 | Comm: 0.00 | PnL: 28.00\n",
" 2023-09-01 22:00:00 | BUY | SHFE.fu2311 | Vol: 1 | Price: 3646.00 | Comm: 0.00\n",
" 2023-09-04 11:00:00 | CLOSE_LONG | SHFE.fu2311 | Vol: 1 | Price: 3619.00 | Comm: 0.00 | PnL: -27.00\n",
" 2023-09-05 21:15:00 | BUY | SHFE.fu2311 | Vol: 1 | Price: 3722.00 | Comm: 0.00\n",
" 2023-09-06 13:30:00 | CLOSE_LONG | SHFE.fu2311 | Vol: 1 | Price: 3710.00 | Comm: 0.00 | PnL: -12.00\n",
" 2023-09-08 09:15:00 | SELL | SHFE.fu2311 | Vol: 1 | Price: 3749.00 | Comm: 0.00\n",
" 2023-09-08 10:30:00 | CLOSE_SHORT | SHFE.fu2311 | Vol: 1 | Price: 3746.00 | Comm: 0.00 | PnL: 3.00\n",
" 2023-09-21 21:15:00 | BUY | SHFE.fu2311 | Vol: 1 | Price: 3763.00 | Comm: 0.00\n",
" 2023-09-22 10:30:00 | CLOSE_LONG | SHFE.fu2311 | Vol: 1 | Price: 3753.00 | Comm: 0.00 | PnL: -10.00\n",
" 2023-09-27 09:15:00 | BUY | SHFE.fu2311 | Vol: 1 | Price: 3799.00 | Comm: 0.00\n",
" 2023-09-27 11:00:00 | CLOSE_LONG | SHFE.fu2311 | Vol: 1 | Price: 3825.00 | Comm: 0.00 | PnL: 26.00\n",
" 2023-10-09 09:15:00 | SELL | SHFE.fu2311 | Vol: 1 | Price: 3611.00 | Comm: 0.00\n",
" 2023-10-09 13:30:00 | CLOSE_SHORT | SHFE.fu2311 | Vol: 1 | Price: 3543.00 | Comm: 0.00 | PnL: 68.00\n",
" 2023-10-09 21:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3360.00 | Comm: 0.00\n",
" 2023-10-10 10:45:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3334.00 | Comm: 0.00 | PnL: 26.00\n",
" 2023-10-11 22:00:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3301.00 | Comm: 0.00\n",
" 2023-10-12 10:30:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3265.00 | Comm: 0.00 | PnL: 36.00\n",
" 2023-10-12 21:15:00 | BUY | SHFE.fu2401 | Vol: 1 | Price: 3332.00 | Comm: 0.00\n",
" 2023-10-13 09:00:00 | CLOSE_LONG | SHFE.fu2401 | Vol: 1 | Price: 3296.00 | Comm: 0.00 | PnL: -36.00\n",
" 2023-10-16 09:15:00 | BUY | SHFE.fu2401 | Vol: 1 | Price: 3441.00 | Comm: 0.00\n",
" 2023-10-16 11:00:00 | CLOSE_LONG | SHFE.fu2401 | Vol: 1 | Price: 3462.00 | Comm: 0.00 | PnL: 21.00\n",
" 2023-10-19 09:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3473.00 | Comm: 0.00\n",
" 2023-10-19 10:00:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3458.00 | Comm: 0.00 | PnL: 15.00\n",
" 2023-10-19 21:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3459.00 | Comm: 0.00\n",
" 2023-10-20 10:45:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3519.00 | Comm: 0.00 | PnL: -60.00\n",
" 2023-10-20 21:45:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3446.00 | Comm: 0.00\n",
" 2023-10-23 11:00:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3379.00 | Comm: 0.00 | PnL: 67.00\n",
" 2023-10-25 09:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3337.00 | Comm: 0.00\n",
" 2023-10-25 10:30:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3336.00 | Comm: 0.00 | PnL: 1.00\n",
" 2023-10-25 22:45:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3318.00 | Comm: 0.00\n",
" 2023-10-26 10:45:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3357.00 | Comm: 0.00 | PnL: -39.00\n",
" 2023-10-27 22:00:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3301.00 | Comm: 0.00\n",
" 2023-10-30 09:45:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3316.00 | Comm: 0.00 | PnL: -15.00\n",
" 2023-11-03 21:30:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3304.00 | Comm: 0.00\n",
" 2023-11-06 10:45:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3261.00 | Comm: 0.00 | PnL: 43.00\n",
" 2023-11-08 09:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3080.00 | Comm: 0.00\n",
" 2023-11-08 11:00:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3085.00 | Comm: 0.00 | PnL: -5.00\n",
" 2023-11-16 09:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3162.00 | Comm: 0.00\n",
" 2023-11-16 10:45:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3144.00 | Comm: 0.00 | PnL: 18.00\n",
" 2023-11-17 09:00:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3087.00 | Comm: 0.00\n",
" 2023-11-17 11:00:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3081.00 | Comm: 0.00 | PnL: 6.00\n",
" 2023-11-22 09:15:00 | BUY | SHFE.fu2401 | Vol: 1 | Price: 3208.00 | Comm: 0.00\n",
" 2023-11-22 11:00:00 | CLOSE_LONG | SHFE.fu2401 | Vol: 1 | Price: 3182.00 | Comm: 0.00 | PnL: -26.00\n",
" 2023-11-22 21:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3002.00 | Comm: 0.00\n",
" 2023-11-23 11:00:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3072.00 | Comm: 0.00 | PnL: -70.00\n",
" 2023-11-29 09:15:00 | BUY | SHFE.fu2401 | Vol: 1 | Price: 3159.00 | Comm: 0.00\n",
" 2023-11-29 10:45:00 | CLOSE_LONG | SHFE.fu2401 | Vol: 1 | Price: 3150.00 | Comm: 0.00 | PnL: -9.00\n",
" 2023-12-01 09:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3138.00 | Comm: 0.00\n",
" 2023-12-01 10:45:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3123.00 | Comm: 0.00 | PnL: 15.00\n",
" 2023-12-05 21:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 3032.00 | Comm: 0.00\n",
" 2023-12-06 10:00:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 3058.00 | Comm: 0.00 | PnL: -26.00\n",
" 2023-12-13 09:15:00 | SELL | SHFE.fu2401 | Vol: 1 | Price: 2906.00 | Comm: 0.00\n",
" 2023-12-13 10:00:00 | CLOSE_SHORT | SHFE.fu2401 | Vol: 1 | Price: 2921.00 | Comm: 0.00 | PnL: -15.00\n",
" 2023-12-15 09:15:00 | BUY | SHFE.fu2403 | Vol: 1 | Price: 2990.00 | Comm: 0.00\n",
" 2023-12-15 11:15:00 | CLOSE_LONG | SHFE.fu2403 | Vol: 1 | Price: 3011.00 | Comm: 0.00 | PnL: 21.00\n",
" 2023-12-15 21:45:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 2977.00 | Comm: 0.00\n",
" 2023-12-18 10:30:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 2977.00 | Comm: 0.00 | PnL: 0.00\n",
" 2023-12-21 09:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 3060.00 | Comm: 0.00\n",
" 2023-12-21 10:30:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 3049.00 | Comm: 0.00 | PnL: 11.00\n",
" 2023-12-21 21:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 3037.00 | Comm: 0.00\n",
" 2023-12-22 11:15:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 3114.00 | Comm: 0.00 | PnL: -77.00\n",
" 2023-12-25 09:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 3006.00 | Comm: 0.00\n",
" 2023-12-25 11:00:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 3014.00 | Comm: 0.00 | PnL: -8.00\n",
" 2023-12-27 21:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 3058.00 | Comm: 0.00\n",
" 2023-12-28 10:00:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 3056.00 | Comm: 0.00 | PnL: 2.00\n",
" 2023-12-28 21:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 2981.00 | Comm: 0.00\n",
" 2023-12-29 10:30:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 2936.00 | Comm: 0.00 | PnL: 45.00\n",
" 2024-01-04 09:45:00 | BUY | SHFE.fu2403 | Vol: 1 | Price: 3095.00 | Comm: 0.00\n",
" 2024-01-04 11:00:00 | CLOSE_LONG | SHFE.fu2403 | Vol: 1 | Price: 3092.00 | Comm: 0.00 | PnL: -3.00\n",
" 2024-01-08 21:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 2946.00 | Comm: 0.00\n",
" 2024-01-09 10:00:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 2929.00 | Comm: 0.00 | PnL: 17.00\n",
" 2024-01-15 09:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 2919.00 | Comm: 0.00\n",
" 2024-01-15 10:30:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 2929.00 | Comm: 0.00 | PnL: -10.00\n",
" 2024-01-18 09:15:00 | BUY | SHFE.fu2403 | Vol: 1 | Price: 2985.00 | Comm: 0.00\n",
" 2024-01-18 13:30:00 | CLOSE_LONG | SHFE.fu2403 | Vol: 1 | Price: 2947.00 | Comm: 0.00 | PnL: -38.00\n",
" 2024-01-18 21:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 2932.00 | Comm: 0.00\n",
" 2024-01-19 10:45:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 2943.00 | Comm: 0.00 | PnL: -11.00\n",
" 2024-01-22 09:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 2928.00 | Comm: 0.00\n",
" 2024-01-22 10:30:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 2932.00 | Comm: 0.00 | PnL: -4.00\n",
" 2024-01-23 09:15:00 | BUY | SHFE.fu2403 | Vol: 1 | Price: 2997.00 | Comm: 0.00\n",
" 2024-01-23 10:30:00 | CLOSE_LONG | SHFE.fu2403 | Vol: 1 | Price: 2992.00 | Comm: 0.00 | PnL: -5.00\n",
" 2024-01-25 21:15:00 | BUY | SHFE.fu2403 | Vol: 1 | Price: 2987.00 | Comm: 0.00\n",
" 2024-01-26 11:00:00 | CLOSE_LONG | SHFE.fu2403 | Vol: 1 | Price: 3058.00 | Comm: 0.00 | PnL: 71.00\n",
" 2024-02-01 09:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3098.00 | Comm: 0.00\n",
" 2024-02-01 11:15:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3103.00 | Comm: 0.00 | PnL: -5.00\n",
" 2024-02-01 22:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3076.00 | Comm: 0.00\n",
" 2024-02-02 11:00:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3008.00 | Comm: 0.00 | PnL: 68.00\n",
" 2024-02-20 21:30:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3123.00 | Comm: 0.00\n",
" 2024-02-21 10:30:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3123.00 | Comm: 0.00 | PnL: 0.00\n",
" 2024-02-21 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3144.00 | Comm: 0.00\n",
" 2024-02-22 10:30:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3130.00 | Comm: 0.00 | PnL: -14.00\n",
" 2024-02-22 21:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3117.00 | Comm: 0.00\n",
" 2024-02-23 10:00:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3135.00 | Comm: 0.00 | PnL: -18.00\n",
" 2024-02-26 09:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3058.00 | Comm: 0.00\n",
" 2024-02-26 10:45:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3054.00 | Comm: 0.00 | PnL: 4.00\n",
" 2024-02-26 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3090.00 | Comm: 0.00\n",
" 2024-02-26 22:00:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3083.00 | Comm: 0.00 | PnL: -7.00\n",
" 2024-02-27 09:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3114.00 | Comm: 0.00\n",
" 2024-02-27 10:00:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3117.00 | Comm: 0.00 | PnL: 3.00\n",
" 2024-02-29 09:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3099.00 | Comm: 0.00\n",
" 2024-02-29 11:00:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3101.00 | Comm: 0.00 | PnL: -2.00\n",
" 2024-03-01 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3155.00 | Comm: 0.00\n",
" 2024-03-04 10:45:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3169.00 | Comm: 0.00 | PnL: 14.00\n",
" 2024-03-05 21:45:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3164.00 | Comm: 0.00\n",
" 2024-03-06 10:30:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3156.00 | Comm: 0.00 | PnL: -8.00\n",
" 2024-03-06 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3209.00 | Comm: 0.00\n",
" 2024-03-07 10:00:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3222.00 | Comm: 0.00 | PnL: 13.00\n",
" 2024-03-08 21:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3181.00 | Comm: 0.00\n",
" 2024-03-11 10:30:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3160.00 | Comm: 0.00 | PnL: 21.00\n",
" 2024-03-13 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3293.00 | Comm: 0.00\n",
" 2024-03-14 10:45:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3305.00 | Comm: 0.00 | PnL: 12.00\n",
" 2024-03-18 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3361.00 | Comm: 0.00\n",
" 2024-03-19 09:00:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3367.00 | Comm: 0.00 | PnL: 6.00\n",
" 2024-03-20 21:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3345.00 | Comm: 0.00\n",
" 2024-03-21 10:30:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3367.00 | Comm: 0.00 | PnL: -22.00\n",
" 2024-03-25 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3410.00 | Comm: 0.00\n",
" 2024-03-26 10:45:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3458.00 | Comm: 0.00 | PnL: 48.00\n",
" 2024-03-28 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3436.00 | Comm: 0.00\n",
" 2024-03-28 22:30:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3431.00 | Comm: 0.00 | PnL: -5.00\n",
" 2024-04-10 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3455.00 | Comm: 0.00\n",
" 2024-04-10 10:00:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3464.00 | Comm: 0.00 | PnL: -9.00\n",
" 2024-04-11 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3480.00 | Comm: 0.00\n",
" 2024-04-11 11:15:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3509.00 | Comm: 0.00 | PnL: 29.00\n",
" 2024-04-12 21:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3583.00 | Comm: 0.00\n",
" 2024-04-15 11:00:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3546.00 | Comm: 0.00 | PnL: -37.00\n",
" 2024-04-17 21:45:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3570.00 | Comm: 0.00\n",
" 2024-04-18 11:15:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3496.00 | Comm: 0.00 | PnL: -74.00\n",
" 2024-04-19 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3538.00 | Comm: 0.00\n",
" 2024-04-19 22:30:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3519.00 | Comm: 0.00 | PnL: -19.00\n",
" 2024-04-26 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3568.00 | Comm: 0.00\n",
" 2024-04-26 10:45:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3557.00 | Comm: 0.00 | PnL: -11.00\n",
" 2024-05-06 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3367.00 | Comm: 0.00\n",
" 2024-05-06 11:15:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3363.00 | Comm: 0.00 | PnL: 4.00\n",
" 2024-05-16 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3355.00 | Comm: 0.00\n",
" 2024-05-16 11:15:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3353.00 | Comm: 0.00 | PnL: -2.00\n",
" 2024-05-23 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3376.00 | Comm: 0.00\n",
" 2024-05-23 11:00:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3362.00 | Comm: 0.00 | PnL: 14.00\n",
" 2024-05-27 21:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3483.00 | Comm: 0.00\n",
" 2024-05-27 22:30:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3478.00 | Comm: 0.00 | PnL: -5.00\n",
" 2024-05-31 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3471.00 | Comm: 0.00\n",
" 2024-05-31 11:15:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3464.00 | Comm: 0.00 | PnL: 7.00\n",
"正在计算绩效指标...\n",
"total_return: 0.0036000000000000476, annualized_return:0.0007288020108193738, 252 / total_days:0.20273531777956558\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 : 100360.00\n",
"总收益率 : 0.36%\n",
"年化收益率 : 0.07%\n",
"最大回撤 : 0.92%\n",
"夏普比率 : 0.06\n",
"卡玛比率 : 0.08\n",
"总交易次数 : 568\n",
"总实现盈亏 : 360.00\n",
"交易成本 : 0.00\n",
"\n",
"--- 交易详情 ---\n",
"盈利交易次数 : 135\n",
"亏损交易次数 : 143\n",
"胜率 : 48.56%\n",
"盈亏比 : 1.15\n",
"平均每次盈利 : 34.93\n",
"平均每次亏损 : -30.46\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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RERERERG5pBRYQvaPP/4I+Pvw4cMMHDiQGjVqcNddd1GlShUA/vrrL+bMmcPu3buZOXNmQW1eREREREREREREpMgrtNG1xo0bR6VKlXjxxRdp0KAB4eHhhIeH07BhQyZPnkzFihUZP358YW1eREREREREREREpMgptITsmjVraNmyZZbzW7ZsyerVq/NV9vz58+nQoQMNGjTg1ltv5bfffst2+WXLltG1a1caNGhAt27d+P777/3zXC4XL7zwAt26daNx48a0adOGUaNGcfjw4XzVTURERERERERERCQrhZaQDQoK4pdffsly/ubNmwkKCspzuUuXLmXChAkMHTqUxYsXU7t2bQYMGEBcXFymy2/atIkRI0bQq1cvlixZQseOHRk6dCg7duwAIDU1lW3btjF48GAWLVrEK6+8wp49exg8eHCe6yYiIiIiIiIiIiKSnQLrQ/Zs3bp1Y968eZQoUYI+ffpQsWJFAP7991/mzZvH559/Tt++ffNc7ttvv03v3r255ZZbAF/XCCtXrmThwoUMHDgww/Jz587lmmuu4d577wVg+PDhrFq1infffZfx48cTERHB22+/HbDOk08+ya233sqBAwcoX758lnU5NWbZRS19Hy+FfZWsKQ4EFAfioziQdIoFAcWB+CgOBBQHcppiQUBxkJNCS8iOHDmS+Ph43n33XebPn4/F4muM6/V6MU2TG264gZEjR+apTKfTye+//86gQYP80ywWC61bt2bz5s2ZrvPLL79w9913B0xr06YNX3/9dZbbSUxMxDAMSpQokeUyUVFhWK2F1sC4yImOjrjQVZAiQHEgoDgQH8WBpFMsCCgOxEdxIKA4kNMUCwKKg6wUWkLW4XDwwgsvMGDAAH744Qf2798PwOWXX07btm2pXbt2nsuMj4/H4/EQHR0dMD06Opq//vor03WOHj1KTExMhuWPHj2a6fJpaWm8+OKL3HDDDYSHh2dZl2PHki6JLL9h+E6euLiTmOaFro1cKIoDAcWB+CgOJJ1iQUBxID6KAwHFgZymWBC4tOIgJibvSedCS8imq127dr6SrxeCy+XiwQcfxDRNxo0bl+PyF3tAnck0L639lcwpDgQUB+KjOJB0igUBxYH4KA4EFAdymmJBQHGQlUJ75/7hhx/m/fff9w+eVRBKlSqF1WrNMIBXXFxchlaw6WJiYjK0hs1seZfLxfDhwzlw4ACzZ8/OtnWsiIiIiIiIiIiISH4UWgvZ7du3s3TpUn9frE2aNKF58+ZceeWV1KtXD5st75t2OBzUq1eP1atX06lTJ8DXJ+3q1avp06dPpus0btyYNWvWBPQju2rVKho3buz/Oz0Z+88//zB37lxKlSqV57qJiIiIiIiIiIiI5KTQErLLli3j2LFjbNy4kQ0bNrBx40ZeeuklvF4vwcHBNGzYkCuvvJJhw4blqdz+/fszevRo6tevT8OGDZkzZw4pKSn07NkTgFGjRlG2bFlGjBgBQL9+/ejbty+zZ8+mXbt2LF26lK1btzJ+/HjAl4x94IEH2LZtGzNnzsTj8RAbGwtAZGQkDoejAI+KiIiIiIiIiIiIXMoKtQ/ZqKgoOnfuTOfOnQFITk5m+fLlvPHGG6xdu5Z169blOSF7/fXXc+zYMaZNm0ZsbCx16tThrbfe8ndBcPDgQSyW0z0xNG3alBdffJGpU6cyZcoUKleuzIwZM6hZsyYAhw8f5ttvvwWge/fuAduaO3cuLVq0yPf+i4iIiIiIiIiIiJyp0Af12rNnj7+F7IYNG9i/fz+hoaG0adOG5s2b56vMPn36ZNlFwbx58zJMu+6667juuusyXb5ChQr8+eef+aqHiIiIiIiIiIiISF4UWkL2gQceYOPGjRw7doySJUvSvHlz+vTpw5VXXkmdOnUCWrGKiIiIiIiIiIiIXAoKLSH71VdfYbFY6Nq1K71796ZJkyYEBwcX1uZEREREREREREREirxCS8hOmzaNDRs2sGHDBu69914Mw6BevXo0a9aM5s2b06xZMyIjIwtr8yIiIiIiIiIiIiJFTqElZK+99lquvfZaABITE9m8eTMbN25k48aNvPfeezidTqpVq8Znn31WWFUQERERERERERERKVLOS0eu4eHhVK5cmYoVK1KhQgWioqLwer3s2rXrfGxeREREREREREREpEgotBayO3bsYP369WzcuJENGzYQGxuLaZqUL1+eZs2aMWjQIJo3b15YmxcREREREREREREpcgotIXvTTTdhGAbVq1enQ4cO/n5jy5UrV1ibFBERERERERERESnSCi0h++qrr2rgLhEREREREREREZEzFFpCtkOHDoVVtIiIiIiIiIiIiEixVGgJ2XSHDh1i27ZtnDx5EtM0M8zv0aNHYVdBREREREREREREpEgotIRsWloao0eP5quvvsLr9WIYhj8haxiGfzklZEVERERERERERORSYSmsgqdMmcKKFSsYPnw48+bNwzRNJk6cyOzZs2nbti21a9fmk08+KazNi4iIiIiIiIiIiBQ5hZaQ/fLLL+nZsycDBw6kevXqAJQtW5bWrVszc+ZMIiIimD9/fmFtXkRERERERERERKTIKbSEbFxcHA0bNgQgODgYgJSUFP/8Ll26sGLFisLavIiIiIiIiIiIiEiRU2gJ2ZiYGOLj4wEICQkhMjKSPXv2+OcnJiaSlpZWWJsXERERERERERERKXIKbVCvhg0bsmnTJv/f7du3Z9asWZQuXRqv18s777xD48aNC2vzIiIiIiIiIiIiIkVOoSVk+/bty/Lly3E6nTgcDh588EE2b97MqFGjAKhYsSKPP/54YW1eREREREREREREpMgptIRs8+bNad68uf/vcuXKsWzZMnbs2IHFYqFq1arYbIW2eREREREREREREZEip1D6kE1JSWHYsGF8+umngRuzWKhduzY1a9ZUMlZEREREREREREQuOYWSkA0JCWHVqlWkpqYWRvEiIiIiIiIiIiIixVKhJGQBmjVrxubNmwureBEREREREREREZFip9ASsk899RQbN27kpZde4tChQ4W1GREREREREREREZFio9A6cr3pppvweDy88cYbvPHGG1itVhwOR8AyhmGwcePGwqqCiIiIiIiIiIiISJFSaAnZLl26YBhGYRUvIiIiIiIiIiIiUuwUWkJ24sSJhVW0iIiIiIiIiIiISLFUaH3IioiIiIiIiIiIiEigQmkh63Q6+eSTT/j555/5999/SUpKIiwsjEqVKnHNNddw4403ZuhPVkRERERERERERORiV+AJ2T///JMhQ4Zw4MABTNMkIiKC0NBQjh07xrZt21i+fDmvv/46r732GtWqVSvozYuIiIiIiIiIiIgUWQWakE1KSmLw4MEcO3aMhx56iO7du1O2bFn//MOHD7NkyRJee+017r//fj755BNCQ0MLsgoiIiIiIiIiIiIiRVaB9iG7aNEiDh48yMyZMxk4cGBAMhagbNmyDBo0iNdee419+/axePHigty8iIiIiIiIiIiISJFWoAnZlStXcvXVV9OiRYtsl2vVqhWtW7fm22+/LcjNi4iIiIiIiIiIiBRpBZqQ3bFjB1dddVWulm3ZsiU7duwoyM2LiIiIiIiIiIiIFGkFmpA9ceIEpUuXztWyMTExnDhxIl/bmT9/Ph06dKBBgwbceuut/Pbbb9kuv2zZMrp27UqDBg3o1q0b33//fcD8r776invuuYcWLVpQq1Yttm/fnq96iYiIiIiIiIiIiGSnQBOyTqcTmy1344RZrVZcLleet7F06VImTJjA0KFDWbx4MbVr12bAgAHExcVluvymTZsYMWIEvXr1YsmSJXTs2JGhQ4cGtM5NTk6madOmjBw5Ms/1EREREREREREREcmt3GVP82D//v38/vvvOS63b9++fJX/9ttv07t3b2655RYAxo0bx8qVK1m4cCEDBw7MsPzcuXO55ppruPfeewEYPnw4q1at4t1332X8+PEA9OjRI191Mox87UKxkr6Pl8K+StYUBwKKA/FRHEg6xYKA4kB8FAcCigM5TbEgoDjISYEnZF9++WVefvnlHJczTRMjj5+K0+nk999/Z9CgQf5pFouF1q1bs3nz5kzX+eWXX7j77rsDprVp04avv/46T9s+W1RUGFZrgTYwLtKioyMudBWkCFAcCCgOxEdxIOkUCwKKA/FRHAgoDuQ0xYKA4iArBZqQnTBhQkEWl0F8fDwej4fo6OiA6dHR0fz111+ZrnP06FFiYmIyLH/06NFzqsuxY0mXRJbfMHwnT1zcSUzzQtdGLhTFgYDiQHwUB5JOsSCgOBAfxYGA4kBOUywIXFpxEBOT96RzgSZkb7755oIsrsi72APqTKZ5ae2vZE5xIKA4EB/FgaRTLAgoDsRHcSCgOJDTFAsCioOsFKt37kuVKoXVas0wgFdcXFyGVrDpYmJiMrSGzW55ERERERG5ABITKXFbT0KmTsY4ehTbjz9Qql0rSl3TguB33spTUcFvv0XYE6Mh8WQhVVZEREQk/4pVQtbhcFCvXj1Wr17tn+b1elm9ejVNmjTJdJ3GjRuzZs2agGmrVq2icePGhVlVERERERHJpaBPFlG6anmCvvsa65/bCVryMfZVP+ItUQIj7ighs97EOB6ffSHJydi//w7H558Q+tILhL7xGiWGDcp+HREREZELoFglZAH69+/PggULWLx4Mbt372bs2LGkpKTQs2dPAEaNGsXkyZP9y/fr148ff/yR2bNns3v3bqZPn87WrVvp06ePf5njx4+zfft2du/eDcCePXvYvn07sbGx53fnREREREQuEcHz5xL60gsAhE56zj/dW6Ei3rLl8NStT8rAIbhaXY31338wEhMzFuJ0ni5vwftE3nUHeLyk3Hs/AEFLPweXq3B3RERERCSPCrQP2fPh+uuv59ixY0ybNo3Y2Fjq1KnDW2+95e+C4ODBg1gsp/PMTZs25cUXX2Tq1KlMmTKFypUrM2PGDGrWrOlf5ttvv2XMmDH+vx966CEAhg0bxn//+9/ztGciIiIiIhcvy+5dRLdqiqthI44vXkr446MwkpMxjseTdkM3UiMiweXEU60GOBz+9Tw1a2H+/CMlBt2DERcHmOA1sZw8Qeott4FpYjid2Nf8jLdUFNZ//8Zb9jKcza/CLBUFbjfY7Rdux0VERETOYpimutbNj9jYS6M/KsPwjRZ39OjFPyqeZE1xIKA4EB/FgaRTLAjkLQ5KtWqKbfcu/9+pPXoSvGQRZmgo3lJRpPbshfuqVpmua1v1I0HffYs3MhKsVjAsmIaBp0EDHCu+xEhJAYsFV5OmpHW7GYKDISmJoKWfYYaGknrf/eD1gmniKV8Bs0wZjKNHse7fi7tBI7AUuxcHixRdDwQUB3KaYkHg0oqD0qUj8rxOsWshKyIiIiIixZBhwdmiFRgWPJdfjqdOHZIuvwJv5SpYYmMxg4OyXNXdqg1mmbJ4y1yGGRp6usikRNy164FxaoLN5kvGAgQFYZw4TvCniwn5YL5/neQhD5DW/WYc36wg7FRXCSefm0Rq//vA7Sb8qTGk3tEHd+OmBX4IiiLjyBFi6lfH1aw57jr1MMMjSHpiLABhT/8Py7E4TIuFlP8+hKdmLewrv8VITcHZ9YYLW3EREZFiTAlZEREREREpFNbdO7Hs24erXXtsu3aQWusm0m6/M8Ny3svKZV+QYeCpXjPDZDOyZNbr2Gyk3dwLT5Wqvi4QDAMMA29YGPbVP2Mahn/RoEUfY4aFg8dDyNtvEfzuHI7+feiS6OrA8eNKAOwbN2A5fBgzPAJ3rdq+aat+wjh5EtvffxHy4Xsc+3EdJXv3AMB5TTtOvvgyZkwMYc+MhXnvEON2E3vgGJZ9eynZrQtpve/ADAsj+aFHTm/w1HE3jsdjlix1/nZURESkCFFCVkRERERECkXI6zOwbfmNlH37ALBvWJdpQrawmNExuDpem+X8xCfHY8TF4alVCzDAasNdpSq2PX9hxMdjlilz3uqaW9Y/tmPEHsF9VUtwODBOJmBGlPAnOnE6CX/sERKfngghITmWl3ZLbxIMsP7xJ55q1QPmpQwcAkDEw//FcDmJuuYq/zxL7BGCPv8UMyKCoI8+9PXVCzi++IwSA+/GME2C58/BWyIST/nLCfp0MY6ff8QbUQLrkcMAxG3cgveKSgVxWERERIoVJWRFREREROTcJCbi+GYFzptuBnyvuodOfwkzOBh3jZpYt20FwNmh04WsZQaemrUyTHO1bI1tz19Yd+3AfYESskbCCcygYAjK2I1DxIgHsG3ehOF2BUxPGj4ST9WqBC9ZhOPbrzGOH+fkW3MCVzZNbGtX4/j+O8xT/fGaIaF4g4PxVqiAWbJkpvVJmDWXsKcew/b3XwCkXn8jrpZX4y1TFoDkJ8cSvnk9qcmp2P7cjnGqs8CUu+7FU6mSr/9eux1X86vAasVb/nIsRw5j/f13JWRFROSSpISsiIiIiIick5A5swkb+wQn3rbhveIKQqe/BIDrqpa4a9TC3epqTjS70p+oK8pcV7Uk+P13sf75J+7WbS5IHWKqXwGAu1oNkh94GGf7jgR//AGWgwexr1+Lu1p13LXrYvtzO7ZdO0nr0ImwqS8CkDB5Go5vv8YbHQ1uN6HTpmA5eBBML5bDhwn6cikAZlAQmCZmcDCu5leRdmP3rCtkGCQ99iRhU17Ac/nlOK+9DjM6xj/bGx4GdWrgTEjBNOHEW3Ox/PM33mrVfYOwAan/18+XmD3FsnsX3gpXBGwm5NXp2L//loQPFp1u8SsiInIRUkJWRERERETOiXmqr1Xbll8x/9lD0pAHMCPC8dSs4xtoy2IBu52in471dXOQ/N+HKTH6IZJ3/OFrRev14m7YCPeVLbAc2I9t43qc3XoUel28Zcpg3baV4H3/EvLhe5CcjDcqGneDRqR170mazQYeD7Ztv2P78w+s+/fhqVqNtPYd8dSuS9BHH+BY9gWWo7H+PnTdNWuT1qkz3irVMC0WAIy0NMxSUdlXJiSUpMf/Bx6PP8mapaAgvJm0PiZ9e8eOETH+ScynnyLxuUl4atTC1fY/hI99HADrjj/xnOrHVkRE5GKkhKyIiIiIiGRgHDmCfe0qDLcbMzgE53U3ZL1sUhLe8HA8lSpjRkVDtRrnsaYFzDAwgxwAhM6aiWm1gmGQ1vUG0mKP4PjuG0LmzObYzxvw1Mg40FiWxab39Zqd1FRwOIjbsIWgz5bgqVzVPyvpkcd8LUxNry+5ajv1U85qxd2gIa6mzbHu30fEqIdI/u9DWI4exQwJIWXAwMBteLxgtwUMiJanRHlOydjcOFV3wzQJf+oxXK3bkJKUeHoTu3b6EuFqJSsiIhcpJWRFRERERC5xtl82ETrlBRJmzYVTrV3Dx4wk+LMlAHjKlMX7wnOYUdGc+PjTDOsbJ0+e6u/04kigeerUI/m+wXgvK4cZEeGfbjlyBNPh69fVsuevXCdk7WtWUfKmrpx8eiKpg4aAaWI5eABMk7AJTxO84H0SXn2DEkN8ydPkIQ/gjYk5nXSFLPt3TZd2082+/lljorHEH8NTqTI4HHnb8fPELFGChKkzsP7zD95y5bAcPIj1962k3tIb6+5dRPa/k7jN2/BeXuFCV7V4yU3rZRERKRKUkBURERGRS1JUw1oYycmcfPFl3M2a+/qzvNhb5JkmJCdDWFjA5PBRD2H/ZTORd95Kwow3MeKOEvzZEpwtW5PW8VpwOIj432MAGHFxmNHRAeu7WrfB2L/P/0p6sedw4Gr7n8znOZ0AWI4fOz3NNMHpxHA5McMjMqxiOXwIgLAXJ+C6ph243UR1uiZgmfRkbOr13TDz07lDcDBpt/TO+3oXiBkdg/tUP7TecuUB8DRoRPDbbwEQ/M4sXB0742p2JdjtWLduwXLkMI4fVpJy/1C8l5Xzl1Xi7jsJWvoZsQeOBSSxL2ppaZS+ojTeUlG46zfA+u8/4PFwYt4H4AgCj4fQGS9jxMdj3b0Td7MrOTlxMoSHX+iai4gISsiKiIiIyKUoLQ3roYMA2H/6gaCln5I4fiLmZZdd4IoVHCMujqBPF+OtUAHPFZXw1K5D6AsTCHtxIu6q1cBmx12jJonPT8HV6mrsv2wGr5egTxZCagrOq6/B1exKvLXrAGBaLBheLxinujPYvBHD9EJ4EEbCcVxXtgCP+wLvdeFLb6kaOnUK7mo1ibquQ8D84wuW4K7fEOvefyjVpT3H31/oa0EMpF53A/aV34BpknxnP3+/rratv2FJSsLV7Eqc/+kIoaHne7eKjLSbb8Gx8hvCXp4ML0/m+HsfY0ZGEjb2CRzr1wIQ+uo0PBUrgddL4rPPE7T0MwAcK7/B2anLhaz+eWOkpgBgiT+GER+PNzISs2QpIh76L/ZfNmVY3rZ7F7ZNG4hftfF8V1UuApG9uuP44Tti98f536I4Z14v9nVrcLVs7fvb6SyyrfpFCoMSsiIiIiJyUTPi4nyvcFf39Wtq/WM7kb1uAiDl5l5gMQhesoi0627EeXOvgHUt+/Zi3bf39A/GYiRi1EMEnepyIPWGm0i55z7MU6Pce6NjfK82e70EfbIIb8mSpPS6DXfzq/CWLgNAyj0DA1obGqfWtf/8E5bdu4h4bpx/XgnA1bgJycMeOj87dwGZkSXxxJQm7bobCFr2OQBp7drjLRWFdd9ebOvXEPz+PIIXLwTA9utmXC1a4alcBU/zFnjL+pL+3uqnuztwde7q6z82OPjib6WdA7NkKRKffQHL/r2+ZPUf28FqxdWuA5bEk9i2bwPwJWQNA9vmjaTd0I2gLz7DtNmxr/4Z26+bwWv6Wi6bJu569XG173iB9+wcJCcT9OkiSjwwBG/JUoAJbg+uJs1w/qcj7lMPTSyxR7Du3oGrUeNTg+kZmCGhOH74Hvsvm3DXrovji09xXt8tV3EW1bgOzmvakTj99cLdv3Ph9RI+6iHSulyPp1p1zFKlch6gTrJlnEzAtmE9nspVsK9ZhePLZTh++A6Akj2u48TrszGvqHjO2wn+YD4Rw4cCkPjYUwR9uhjbH3+A1QIeD65WbTixYLG64ZCLlmGaZnEY7LTIiY09eaGrcF4YBsTERHD06EkUKZcuxYGA4kB8FAeSrjjFQtSVDSE1lRMfLsa++mcixoz0z0vp1x93rTpEPD4KAG9UFPErfgCgxMD+2DeuB+Do77sxS5c+/5U/B9E1rsBy4gTJ9w3BU7asL9nn8YDXi3lZOcygoNMLG4bvR292SRqvF9vqnzGjozHtDozUVLBAeHgIzuVf4a5aDVfHawt/x4oKpxO8XozkJMyQUAgJAcA4cQLHss+xHtgPLifOztdhRkaC04mnSlXf53CRMQwoUSKEhISUwr0eeDwEfbIYd/XqeGrW9rfUs61fS9iMlzk56SXs331N0Lff+LozPtUC2Xl1W+zr1+Ju3ITEZyfhqVqt2CR5LAcPEN2oNqndehD0xac427UHiwUjKQl34yZ4ylfAW+X04G+YZsbz2OvFiD+G5cgRwp8bR/zCz3Bf0y5gESPhBOEjHsRTtSopQx/E+tduSl37HwDiNmwhbOIzuJpf5Xug4LDjbNXGF8tnPrTJ5X3Btm4t7oaNIDiYEv37YN22lcTJ07Ac2Efwh++DzQ74kulpXa8nrddtWP/YTtjzz/qT7ABmqVK4ml5J+Pgn/WUn33MfqbfeDsHBeKpU87W4vFS6sSggYU+OIXjhhzj/0xHTbvfdBy0WvDGlcfz0A65mV3J82TfZlpFTLBhHj1Kqa3us//6DNzyCtB49wenEEh+PabVi3b8X+5bfiP/oE9zt2hfSnkphK07fFc9V6dIZuyvKia5MIiIiInJRM06cwBsVheObFZCQQOqN3bGvXYU1NhZvdGm8l5XDWyIST+UqeMuU8bcq9VSqhHXnn1gSErAcOYynmCVkU2+7E+vOP3E3aoQZWfLcC7RYcF8d2O+pYQAlQkitWA3T4z33bRQnp16tNc9KsJqRkaT1uOV0YuwiTMBeMFYrad1vxjiZEHBc3S1acbJUKYykRFwdr834YMDrJWjFchwrvyXq6uYcX/wFpsWC9e89vr6CvV7MyEjMEpGQlITl8CEM00tUq2Y4/9OBE+99nPMDi7NEDLkXb1QMSc9MPKddtq/81rcLEeEkvD4LgoL9fTUbJ477HgacKbM6WiyYpaKw/PorAKVu6Ub8F1/hqVMPx4ovcXz7NcbRWIK+WUFa5y4ELfoY49jpPpKjmzcAIPjjD/3TTj77PKbNjrv5Vb4B/UwTwkIhph54PFj/+ON08vRUJsZTpy72VT9RstdNJA8YiH3Nauy/b8FTrjz277/DsfJbcLnOGBvQwLZ5E1isvs/k+PH0yb7/8XgwTibgKXsZrquvwRsZiTeyJFHXnW4N7a5WnfiVq08NOnhxC/pgPiUeGEzsn/9AqVKZL+TxEPzePMz0Pqcz6fc7dOYM3NWq465SFe8VFX39XuMbvNHx0w++BG1yMkZSEjH1quEND8fduCmmw0HKPffhqVgZs0oVSLZCYqIvZm02gj6Yf+pBlQv7qp+w7NtLWsdrcTdsjKdiJczwcN/nZBjgdBL60iSsB/Zzdkc49jWrsG35ldTb/s93zl7qkpIIWva5775js50+51JSKNmrG65GTfFWrep7o2DdWk6+8TYYBvbvvsFwOcHEv46rVWvMkqWwbt1C8IfzwRGEu05d34Otzl0wS0Ri27wRy759uK5qiVm2bNb1SkuDIHVBkR0lZEVERETkomaGh+O9vIKvywKLBU/zK0nrcQv2VT/5FnA4SHx+CnjcAYlLT7UaeGPKEPLOLLCdx9Z0pkmJvrdh2b+fhDfexoyKJnTqizi+WYElPo64bX/lnBhyuwn6ZBHOtu0xg85TQvBiGdCrICgJW3isVsySZyWbDANvrTpZr2OauCtVxlu6DO669bBt3kD4+P8FLJJ8z0BS+9yFfdVPRDwx2j/dsfJbgj6Yj+2P7b7+g91uDI8H3G6SRozGSE7GcvgQlsSTuGvX8b8uH/zxAgBS7x5A5O09MZKTSevcFQzwlruc5OEjAAgfM9I3INwZicukUY/hLVeekJmvEv6Mr56emnXgrORrnh60WCy42raDt98AwP7lcqzbtmFfuxr72tXg9eKqVx/XVa3wRpaEyJIkjnmK8AnjAXA2vwpPrVq4q1THML0EfboYx9o1AZtwNb8KZr6Gde9hSvW4PkMVjn/8KaHTXgJ8D8oscUd9x6hnL9yNm+KpWh3sNkxrxjSFN7Ik7pq1M9211D53465Vy398Urv1wPbbL2CzY9u9E8vuXXjr1sv9sSrirL9v9XVPsWsHeE1SBw4GIPS16QA4vvuG4AXvYSQnYaR33eH1kjj6cYyUZCJGPOAraOhA0m68CXeDRr63Jzwef4LfGx2Dp37DgOu6GVHC/++ghQt83awAWKwY8fFYPG5K9rktoK4xQMJLr+Bu1ISQmTOw7v3X93DDYsXZ9j8423fEe6r7kQAOB/atW7A/OATv+CdPdUHi5fiHSwh9cSKOH1b6kotvvlNwB7YYsuzbS8jsNwl9ZSoMuQ/TMDBME3fdeiTMmovl6FFC3n4T7HaMUwNSpt1wI96YMpS4pw+WpKSA8hKen4KnRk1C3ppJ8Km+udOdfH4y3vKXEzLzVRw/+d4kcjVtDm43J1+aTuhLLxL0zVeYNpvvIcqJ46TcfS+8/sp5ORbFkRKyIiIiInJxczp9PyrP/MEXFITr6mv8PzbNLEYed7VpizcmBsv+fXiyS/hkwXJgP97yl+dpHeuffxD01XJMiwXH8i8gJBTLgf3Ydu0AwL70M1w33HR6G4cOEvTRB6QMffB0y7n4eKyHD/kG2dIgKXKpMwySxk8Ar9f/+nrKbf9H8JKFpN50M2ZICN4SEdh/XImRlETy3QN81wvT91q8dc8ugt+fBxYrWC2YFqvv4U6VKoQ9Mw7L8Xj/po6/u8DXnccp9h9WQmoqlqOxOH76HgwDT+kyBFWo4Ju/+mdwu09dnwwwwPHJIsyY0th+3YwZFEzqzb0wT/XtfE5sNk6Oew4jNQVvxcoAgS2KnU7MEiX8x8hTtx7e8HA8VauTekcfzDKnW8OlXFEJd70GAV0kmMEh2L/7DvuJJJLvHZR+8P0tWm2/bsbXHA/MklEkPj8Fy79/4y13OdhsmFH56/vV3bhJwN9pve8g7aabsRyLw7HsC4J++oGUU638cmIciyNkzmyC35rJsdWboESJHNcpLKFjnyD0zdfwxpT2J1Wdna7F/stmbNu2+pdzNWmK4XZjxMfjqXAFluPxWE6cOBVXgOG7L9g3rAOvl5PjJxDx1BgAgj7/FPv334FhwZJwAs+pPq49FStm+pDtxBvvYDl0EIJDIDiEhGmvYSQm+vsed3y7Autfu/CWu5zgsGBSnW6s+/dhOXGctBu7Y8aUxkwv12LFjI7O8nNJ7dYDy5HDmKGh/u5HHCu/wdXsShw/rPTFal6YJjGXlcRTuSqulq3A4cDVojWuZs0JeWsmRuJJEp95HkJDsf61G8fypaR1v9mXMC6CjLg4SvS7HfvWLQCkXnej79w1DMywMBxfLSelz11gmr5+4wHrrp1Y//4Hy5HYU32+m5x5jhqpqdi2/Y6r+VW469UHlxMz+tTbQV4Ty4EDvv6aK1yB7bdfwfRiOhzYf1iJNyoK5zX/8cWq24V1z194L68Ay5fD1R0y2QNRQlZERERELmrecuXxhodn2gInR4aBkZbq/0GbG5a9/2IkJGDdv5fIPreROPpxUvv2J+jjD3wDPZ36YYnFgqtBIwgNJfX2O8HrxZJwgqBFHwPgbNMWb6UqAKR174mnSlXCpk3Bum8v7gP7KTHkPjC9OFavAsBzRUXcLVsT2ftmjHjf68ZmyZJquSoCvvPgjHPBeWN3XG3bY4aFZehP1nPWqsaJEyQ9PhbTHnjNsO79F0+lyqS174Bjw3qMY8ew/bIZLAZJD43C+tdOMAwSn3keIykx09Hpkx96JMsqO7tch7PLdZhh4QXWD6q3arU8LX9yxpu+h1pnt/oOC8PVvlPApPQuTLwJKb4+fjORUrU6nirV8NSu7euXtHLVTJc7Z8HBeMtfjjcqmvAnRoPbRcqQB07PT+/Q8qz7QviTYwj+6AMAHF9/hbNn4ECPABH39sPVtj2p/fpjxMYSvPgjME2M+HhCZs7gxEdLcDdvcU7VN2JjsW/9DVfjpr6Wv4aBaRhgWEjpfTvWfXux/vMPQSuWY1+zGkvcUcywcF/fvEDyoKGZF2y3+xLz4ydg2b8fAy+eqtUxbXYwTWy/b8FwOfFGZNEfZkhIYJ/FEDCImrNTFyzHmmOWK0dwiRCc59CvdFrvOzKf4XIBYNm/DwDr9m2+c9tq9Q1kZ7HiLX85tk0biex/J5a4o7jr1idp5GgM08S2Z7e/2xPj2DFISiTo80+wHjxAyPvvkjDtNRw//UDwgvcJf/op0jpdS9Lox7EeOICz6/W+mPF4Aq4bxuHDBC/6iJTBw3x1O7AfvF685coXWn/VJe7th3X/ft8hadactO49ISws23XcZbLpYiAPnJWr4OzclTM/XG/V6rjO/L7h8WD7ayecvDTGX8oPJWRFRERE5KKWMHM2juVL87WucfQoYZMnAeC6sgXekqU4Oe01AMIfH43l2FFfX5QHD+Jq0YrUPv0Ie3w0jrWr/WVYjh4l6JNF2HbuOP3DzDR9AxR9tQzrgf2EvjrNv7xpteJs2Rp3g4YB/R66m11J6o03gWEh6LNPMBITwTBwNW6CJe4o1kMHsX6yCE/58hhlyuBu2AhPYSU7RC4CuW1hZ0ZG+gZmO4u7TBncTZuBaeLs2RuSkgISIu6mzU6XcWrQt2LHYinYLjhsNpydzt/gf95TLZHDxz5B6JQXODljJiGvv4rj5x84OfFF0m66+XSi3mIhtcctOL5a7huAL+T0fju+XErEg0NwV6+JY90agj9dgjcqGss/fxM2YbwvSef1YrhcBC1a6EvIpndDkY+HYiFvvobjh5UkDRqKu3WbgHmWI4dxN2mOq217nFe2gNBQPGXrk1y3PqbNCmGZv/ERcFyqVPUlVr3egPq5ypbF8vdfvhaw+eFw4L2sHDm3RT4Hdjue0mVw162PbcM6St7Q2dflxxlOzJqLdd9ef7cYxskErP/8TeLoJzA8bryRkae7PvF4SHrkMUo8PAxvVDTWf/bgrloN02bDcLshKIiSPa7HkpSE6QgCtwtsdlJ79cZzRUUIDSP8f48B4K5fn+AP3vMn9eMXLMHweHD88B3JI0bnv89bt5vgD98jtfcdvu8RLheOn3/EU+EKiD8GGP6BJc+bnB5qW614S0bpoXA2lJAVEREROVNqKpbDh/BWqkzpMiVIHjSEpKfPbVAWKXhG4klfq7HcvIJK/of2DUjYuJwYJ44TtNjXgtWy71+MkyexmCa2P7Zh/XM73uho36t+DRr5WjQFOfBeUQlvTGmcl5XD2aFz4AY8Ht9r0i6Xb38ATC/eKyriueKs1yQtFtJ6/9+pfvtMkoc9GLCX2O2+16H73XN6cjEZSV6k2Epv8Q45tk6T8899ZQtSbrsDS1wcmBD+2CNY9+4FwLJvPyGvzyBs2hT/8p4rKpLS+w6sRw5jOXQYy997MLwerLt24qlQESM1FVf9hriuvsaX7AsPJ/HZSf71LbGxGEcOET7iQULmvQ3AsWXf4q1UmZDZb2L/6ftTA8RZwGrBG1mSk1NnwBnd5lj//IOwqS8CYDhdGRJa3svKnf53nbrndoAySZYVWqvlApT43AtY/9qFfd1aUu4Z6E9+G14vmCbW3bvBbid54BBITcV7RQW8pctm+mAl3YmZs32t3k91T5Qw+13fd42QUFwNm+BY/gVm2bK+PlINC7g9hE15wdeNic2GN6Y0ts2b/MnY1Jt6YPv1F+zr1xL81TI8V1Qmrdetvr6fnU5fdyXp9TZ99Xb+pyPYbDi+XEbQgvd9yeL/PY31n7+JeGgY1l078cbEED7uScDXxQaAaaDEZzGkhKyIiIhcvJxOSleIwVW/Ice//iHLL6th457EseJL8Hqw7doJQNz3vhaOoTNfJemppzN91VQuDMcniwh5dw4nJ72U4dXJDLxeSnZqi7NzV9KqVc/HxhyceGuubzTzswbQSRk45PQfqalY9u3FW71Gnkfzdl19je+V1Nz8mDIuQCsYEZFizHljD/+/w04N2JbSsxfeypWx/PMPKbfdCYB9zc9YDx7A4kwj6PNPCP5kUUA5qT17k3b9jb4kmt2e6QMvMySEoE3rsf2x3T/N8f03mCUise78EyMpCUyvb5AqwNO0OWHPjiNo2We+19s9Xv/gS54rKuItHVOgx+KiERyMp259ADzZ3Ns91WvkvszQsMC+4g3DP5CZp249Us4aGM5ycD+JDRr678nG8ePgcfmSwKaJu1ETzMhInJddRvBXy4h4bCQRj43k2HersOzbR8m+vTNUIf79jyEklNBJz2Lf8hum3Y7lyGFS+98L4Bu06/hxUm/uhe33rbgaNSHko/f9g7FJ8aKErIiIiFy0jKREAOxbf8O2+mfcV1+T+YIpyXijosAwcJaIxHpgP441voSsq259X19hSsgWGcEfzMfx/XdYEk/izWIZy6GDlLz2P1gPHQTO8XXhoKCAwWyyWsabTcubbOXi9VIRETl3ySMfxRIbi+fyChAaivfUIFYAzutuwBJ7BMuRwySOeQrbn9sxQ0OxJCRghoXhrl0nxwduZkQJnJ26kHZDdyxxsZCWhqd6LTAMX/cIZ7EcOkjwN19hOXgQb9lyYLVihoSQNOwhzJIl8dSoWeDHQAqGt9xZA3amD4h21nJmyVIk3zMQ67//4C1ZEsd334DLSfKAQXhLlgwY0M+2Y4ev64xuPUjtfgtB367Avnb16biz2nA3vxJ386tI63nrqXqU83WlIMWOErIiIpInRuJJQl+YSNKjTxZsn2IieeT4dDHOjtdCWJivxYvbQ9LEFwOWMUtFcfK5SUQ8NoqIJ0aT0uduDK8HvF5cLVrhbtwUIy4Od916uOs3PN2f2Kn+PQHs27Zi3fEnnoaNME4c930xNvH1u2aauJs1D/hBJwUvbLzv1Txnm3YYHjdB36wAwHS5s1zHtmkj1kMHSevQCW94BO5zfa1TRESKPbNkKTzp9/qzWa14Lyvn7xLAWSvzgcmyZbH4RpYHPDE5t271VqxE8sOjMY7F+VtjwqkB4ypU0GvoFwlX+464TDOgmyVPLr6WpNSoSWqv2wib8LRvgtuVYRkzJAQjk+lS9CkhKyIieWL7ZTOhr07HSEoiceyzEBpK+OiHMY7Hc/Ll1/QqrZwfLheR994FQGrPWwle9BEAzk7X4jpjsBD7t18TOu0lAGy/b/WNtGyxYLhcpN5yK0mP/Y/oZr5X3hJefTPLVrBhE8aTPGw41p07KDHqoYB5zjZtObFgSYGNgC0Zhb7ycsD/p0tvAW2cTCBiyEASxz/n68LA4yHy7v8jrdO1uBs3xd2oyXmvs4iISK5YrZilywRMUsvYi1Au+rzPwGLBLF2G5OEjCVr+Bd7yl2dYxFOnXiYrSnGgXw4iIpInnqrVAAiZMxvXlS0xQ0MJeWeWb17NOiSPHH0hqyeXijMSp7ZNGzCDQzBSU3B8/11AQjZk1kyshw7iuawcadffiKe2rzmCZd9ewqZNIXihL5Hratw00/63PGXKYj1yGHfNOth+3wpuN4mjH/e/XmbdtQMzKto36ENWLW6kwCTfez/eUlFY9+0l5P15WI4cJvzREdi//w7b7l04flzJ0T0HsezfB4B1107Sru92YSstIiIicg68FSsF9lt/Jg3eWWwpISsiIqd5T/XGmM3rUSVuuQkAV/2GWA4dAKuVtA6dCfp2BcbBA+ejliKQnIyzXQfcFSvibnk1mCYRI/6LEX/M19WA2w1WK/YN63yLDx/p6yP2VNLVW/Yy0tp3BJsd0+HA1aBhpi1cE5+egO23X3E3aZZpv3GeatV9oyybZsHvo9cLKSmZjtpt3fIb1n/+xtnpWggOxnLoIGZoKGaJfPZhWsQlPfAwlkMHcTdohBkVhbfCFQQt/wJLwglCZr/pX85ITsb+5TL/jxPb33vUtYqIiIiIFDlKyIqIXMSMI0cwS5fO9SsyMZXK4mp+FScnvUTQ11+RenMvzMsC+8a0nmp55ux4rX8kUk/1mth27fD1zXnm9k8mYIaG6cmtFDhLwgkc33+L+//6YZbw9bnmrluPkAXvE7LgfQCSHh6FJT7et4LH40/G+gqwkHrPwJw3FBqGu2XrLGdbt2/DenA/aT165ntfshL2xGhC35pJ7J6DGZKyUR3bAHBy0ku4mzWnZNcOGC4Xsf8chpAQ7D//CKdGaXZd2QLCi/egUWm3/R+Or7/EjIoCwIyKIvGp8ViOHM6wrG37NsywMFJv6I4ZGYEZpISsiIiIiBQtSsiKSNFnmkTXrkLSI2NIvXeQf7IRfwwTsMTHE/bCc/5Xj2O37oIyZbIorIgxTUhNLbB+V+0//0jolEm42rTF8cWn2H/7lYSXX8XVsjXeKlWxHD6EbdPG09s2TcyICFxt/wNuN0ZaGrbt2wiZ9zahr88g+N13SJg1D0+VqhAcBP/8g+eKipgREbjrNwjYdmrPW7Eci8O6dQuWxJPY1q8lbOIzuK5qibdUFIbXg/M/HUi7pXfAoAUi+ZKW5vv/M5L9yQ+MILL/nQCk3tgdnE7c1WrgLVMGb0zpQqmGfcM6bLt3klQIDWSDPlkMQNgLz5E09tlMl7Hs/Rd7ShKGyzeYg+PrL/GWKUvknbdiJCcDkNK3P4mTX86wrvWvXZghoXjLlc+yDrZ1a/FUrYaZi4FJCk1yMmFjH8dTuSqeqtX9k82Y0nhiSnNi1jxsG9cT/Oli3DVr4aldBywW0ipV9rUy1oAoIiIiIlLEKCErIkVfcjKW+GM4fvweV4tWWI7GYng9BH30IfYfvyf5/qE4vl/pXzxk/hxSHnrkwtU3FxyffYJ11w4cP/+E44fviPv2Z7zVaxA69UU8VauR1vuOHMsIe3IM9p9+wCxdGtNmI/G5Fyh58w0A2Nes8idoSjw4hJQ+d5HW4xbsa1cT9sKEgHI8FStxcsp0OLW85VgcrlZt4PUZ2HbuIKptC068NQdv5crw8ovYdvxJWodOGQY/Cpn9pu/14blvB0y3HDqI5chhbDt3ELT0c0yrnbS+d/lexdYAYJITr5eIQf1JfnhUwKAFlqOxvn+En9Fy1GYj4aUZ2DZtwN24KWaZMribNPN1KRCasX/YAmGzgddzuruPApTWoyehb76O4+sVuOs1xF2nDp76DQE4/t5C7Kt+xF2vAYSFkTjmSUJffwXbli14o/eTNHgYYBA++XlC5r1N0PIvMK1WME0Mr5fk/z5E+FNjAIjdH5fpYGaWA/spdWNnAOI/WY67VdYthQuDZd9eopvWw7TaMDxuku/sl/mCDgfuVleT2KIVRlJSYAJWyVgRERERKYKUkBWRIs3+7Qoi7+kLgLtSZSIeGY590wb/fGfL1lgSkzj5zEQs8fFY9u3DU71GpmUZR45g2/orQZ8uIfGZ5yE8HNuvmzGOHTuj/0cTT606eC+vgOXAfmy/bzk12QQTvCVL4W7R8nSZ8cewbd2C65p22Lb8CknJ2P7cjuXAPjx165PW3fcas+PzT7EknMD+7dcEf7o4435uXAe/biZ4wfsYx4/j7HQtZlR05gfF5cISe4TQmTN8f9aph8XrxfHFZyQ++gSOH77D1eJqjGOx2Nevw3V1WzyXlcP6x3a8oWEkPvokGAAGpgFYLFj/2O4/nu469cBiIemhR7Du2Y03OgbrX7ux7tsLDRqQXP4KPJdXyNANQdLIR7Gv/gmzTBmM48cxQ0Pxli2Pp3JlcDiw/PM34c8/S4kR/8V8/BGM1FSSHh6FGVkSTJO0m3rgrXAF9tU/Y1u/DvC14DVME3e9+jhbtcG+bjWeuvXB48GMjMQMj8gqdOQiYRw7RvAniwn+ZDGxRxL80y2Hfa+qnx0DZkwMrmu7np7gcGTbAvSc2WzgLpyEbPIDI/BUrwkuF46vv4SUZDz1GvhatpeMxFv2Mv956Klbn5NTX/V1T3JGFyXOlq2x//YL7jp1/QORmYaBZd9e/zLGyYRMrzfWXTv9/7Zv3nDeE7Ihb7wGgKtlK7xR0b6Wr9mxWDAjdE0QERERkaJPCVkRKdIc333rf+3WSEwgrXMX0tp3AosBBhhuD+6GjcFqxRsWjuO7rwmbMRVviRJgmhxf+BlmVDThYx4haMVyf7ne0mVwtu9I+JNjsG/5NWCbSYOH4exyPY5vVhA2/aWAea469Uh8bhJhzz+LbfvvWE6cAODE2/MJe3YstjMSGN7QULyn+qwMf3wU1jMGvHJXq0Fatx54K1Tw9fNosYHdTsr/9SN80rPE1K5Cwkuv4PpPB4IWfUzoa9PAa4LXi+V4PCl39sPVtBnOZlfhvrJFQB1TKleBMF9/ka5OXcmLlCEP+BNL7qbNcTdt7p9nGECJENwJKZmOX+StUpW0KlWzLNtTrwGeChWx7vsXIzUVMyiI0FemgmHxJYiTEvHUrEXQ55/gWPGVb9qpBJK7bl0i7+wdUF7S8JGkde+JGRPjS0zJRSl4/hwA3FWrE9nzRixHjnDijXcgLRV3zdp4L3DfqEbCCayxRwh/bCTJj4zBU6Uaji8+xfHdNxhe76mHPSbOlleTdme/gAcZ1j//wFOjZkAS1frXLkrc2ZvkEaOxHDgALieeOvVwTH6e4MUfw8gHAd+geq7WbfBWrnK6Mpm0Bk0Z8gBpB/b7zpGz57/xqu//vZmc0E4nlgP7AUi9qQeumrXzf5Dyy+PBGxqG66pWuJs2O//bFxEREREpJErIisiFcfQoYS+9gLf85ZjBQf6WkKm39MaMisa+8lts237H8dUyADxlL8NbvoL/dd2sBH3lS7q6ml8FFiv2776BoCA8MTGk/acjZmgo1kMHwevBtuU30q6/kbRrrzvVYhTAwAwOxrblN7wlS5E46jH/dADTasW25Tcca1b56lWmLGZMDLbffiW1e09fNwEejy+RUK68r1UpkPzfh04VY2D9ew/GyQTctWv7E6fpPPUjMUNC8EaWxLbjTywJJ7AcOoCrQSN/0ibomxVYjh4l7Yab8FxRqWBf+zeMwhuAyzBIfPZ5bJs2EPTFp6T2ug3zrH49LSdO4LrmP7iu+U/gqicTcDdoRMi8OaTeeBNmSCimYRD21BgIDib1zrswTiaQduvtekX5YuJyEf7sON+/7TYcP/2Aq0EjHCuWQ0gIqXfcmXVL8vPl1NOJ4M8+8SWIK1yB/cfvsW9cf0ai1cC6cyfWfXtJHv04WK0Yhw8Tdc1VAKTcdQ9Jjz6J5Wgspdq1xPB6KTHkPt+8Pnfhqd+Q5AEDsW37HaxWTMMAixVPbvp1NQy8l1fIdFZal+ux/fYLUS2bACaWBF8L5OPvfYztj+2Ej38SAOv+/di3bsHd6dpzO1Z5ZCScwFu6NJ5q1c7rdkVERERECpthmpm1c5KcxMaevNBVOC8MA2JiIjh69GSmLeLk0lDQcRD89lvYft/i72vUtNn9rSETnxiLt8IVBM+fi2PVT2AYpF1/I56KlXDXqptjP5CW3buwb9qAs3NXzJIlz72yWW3n77+xxB7B3agxRloaZnh4wGvC5yQ1FcuhA3grVcl8vseDkZDgH238fDEMKFEihIQsWsjmSVISBAfnPvlrmhjH4zFLlgo4ziUG9fe3oAZIu74bJydPw77yW1+r4lNdTWCaeGrVJvHZSWBw4ZN4xdj5vC8YsbHE1KuGNzoaS1wcAEn3D8N9VcvTlbFd2GfLtt9+IeyFCaR2uR5nt+5ZLhc+9nEsR4/6HrjElMZ5bVeC35uHkZJCWsfOeC8rR8j8uf7lk+4fhrdMWczomEI7141jxwha/JHvPDQsWI7HY9+wjsTRj2O4nNhXr8Kyfz+2f/8GIHbPQQg73WdvjrGQmIh9/Vpc7Tvmq34RA/tj2/IrySNGayDAIqxA7w1SbCkOBBQHcppiQQAssUeIKBvF0Wu7XfRxULp03rvNUgtZuSTYNm3w9SFomr6+J0uWvPR+3KVfAQsqaZiD0OefJWzy8xz7YS1GQgKRd/byvRZrmhjJSbhaXU3i/572JWODgwPWtcTF4ex6A86uvgGqzOBgXyIuF7zVqpNWrXrOC54jb+XKvkGuANPhKNjCg4PxVs761X9stvOejC1wZyR1csUwMEtl3OeEKdOx/7oZb2Qpghd/hDcmhqDFH2P5529MR5B/XQwDkpMJ+vhDjIQTpPa7B7Ns2QLYESkotnVr8ZYvj7fCFf5plhPHAXDVbQDBQZhBQXirVc90AKoLxd2gEanX3Yi7SRNff8hZsBw96lu+Xn3M4FBISyNp1GMELfwIV526YHeQPGAgobPeAMBbvUahd8VhRkWROmBQ4ESXy5egtVhwN2kOqalE3ncXAGHjnyJp3LMZrtlZCZv8PKEzXiZu1Ua8WfTtnZ3gJQtxV6nq69ZEREREROQiUiwTsvPnz2fWrFnExsZSu3ZtnnzySRo2zPo15mXLlvHyyy+zf/9+KleuzMiRI2nXrp1/vmmaTJs2jY8++oiEhASaNm3K2LFjqXwq2SJFVGIipW7oRPwXKyCbgX2sv2+lVNcOAdOShj6I4+cfsBw/zrE1mzO+4ux0Yjl0EG/FSoVR83MWOvEZvOXKk3rXPbla3jh6lFLXtiOlX39Sho88p20HLXgf+88/kjzqMd9rsMnJOFb9iG39WpJHPe5v8Rg2+XkAHF8uBY8H15Ut8HX66vvPXbe+b7AakXMRFo6r9TUAJNWr7+uP1zTxlimboW9dAPtP3xPyzmxf37OnErJG/DFfIi03XR2kpfli2OHASDxJ6KQJpN3YnbDJz5Paoydpd/Q5p90x4o8BZJp8znHdxJPY1q3Bvm4N9lU/k3bjTaQOHAJA6AsTCHthAin/15fEZydh3fknYVMmgddL0FfLSb7nPlyt2uDsfvPp8k4cJ+S1V0h+ZEzuWjK7XJTs8h/sW7eQ2q2Hr89mr9f/38kXp5HWp1+Wq5e6sTMAzvYdwesl9c5+eE89ePBUqYoZHYO7fgMo6Acg58owSPu/vjku5q5RE9vOHTivaY+7YSPfxLQ0kh942JdgttnwACfatMNy8ADe0mUKt95ZOTvZHRxM2nU3ErTsc6z792G4nJi5TMjatvwGQMhbM7Ft//1Ui3Xfw0FXu/akDBiIZe+/RIwZ6W/Jjmli2u0kzH0fAMvx45gXuBW0iIiIiEhBK3bfcJcuXcqECRMYN24cjRo1Ys6cOQwYMIDly5cTHZ3xFdRNmzYxYsQIHn74Ydq3b89nn33G0KFDWbRoETVr+pJBb775JvPmzWPixIlUqFCBl19+mQEDBrB06VKCgoLO9y5esoyjRzGcaZTo05ukJ8bhLVeOyNtuxkhM9P1Qw8Twekl4aQbuZs2JGDYI2/ZtlK56OZ5KlTkx7wPMkqUIG/ck9tU/g2liORZHyl33kNqthy9JU8r3urPpcGD/ZTMAlgP7A1pkAYQ9M5bQ118h/pNlvsSI1Yqneg1Kl40E4NjK1Xj8I1YXItPMdBtBy5fiDQ8n9bb/y1VLJfvG9Vj37SXoi09xXnsdnrr1ALBu+c1XvsXi+89qxVOxEmQT9yWG+VpTWQ8eIGnMk1j2/EXk/QMACHvpRbyly3D8k1P9vl5WDm9MGcyYGN/I4CKFLYdknVmmLAYmwYs+IqX/fZTseQO2nTtIfPx/pDw4Isv1rH9sx3I0lpI9bwQg9ZbbSHpoJCFzZxP6+isA2DasJa3XbXlvvel0EvHQMFJv+z9K9roJgJNPT4CIEqTe9n9Ytm/DW6kypI8en57UMgxISfElS4OCcHzxGSX+e7+/WMvRo3ijfH2MBp/qHiTkvXm4mjbHcvAA1j17MJKTAAid/SbMfhPv6IdwNW1Owsy3CX15CqGvTMW+djWpt/0fabffme1uWPf+g33rFt+///2btP909D+ACV76GSUeHkbs//XJMvGdctc9voGwjhwGw8C2ZvXpzzM4uNgP6uQpfznGiRN4o0qd7mYhs0SjzYb3iornt3I5cNeoSdAyCPpqGanffYvzph65Ws/xw3cAGMlJGElJAX11W3ftJGjxQowTx8HtOb2SYfgeFCxeSNKQBzCtlqKXhBcREREROUfFLiH79ttv07t3b2655RYAxo0bx8qVK1m4cCEDBw7MsPzcuXO55ppruPfeewEYPnw4q1at4t1332X8+PGYpsncuXMZPHgwnTp1AmDSpEm0bt2ar7/+mhtuuOH87VxRlJwM+05gOZbof+PdtDswS/sG4kkfgflM3tJlwG7HiD+GkZLin27dvQtPxUrY1q87/aqw14sZFYW7QSNi6p5+RTv0lamk3tyLtBtuwvrvP5iG5dQPe7Du2I7l8EFcDRpi2/EHnmo1MIODcXy1/FQi0fSNWg1Yv/+O0DdeI/HJ8ZiRkQGvf5qGgWGaWPf8hW3bVv8I9ni9mKcSH6W6X+ffpxPvf+xfN+o/rXC2bE3qPff5WvOEh+Ps7BvNPmjxx9hX/4z95x/xli6Dp2Ytkh57ClwuYupVx1sikhMfLASPF89l5bDt2uH7sXlq294KV+ANC6Pk//XCtu130jp2xtWmLZYjhwEwkpOx/Ps3tsREgue9jfP6bkQ3qQtA2g3dMC1WUv+vD+4WrbCtW0Pw4oUEf/geAPZff6HEvf04OXUGACVv6uobBfwMJ2bOJmzSc9h27yKtY2cMj4e0W26Fu+7E/t03vleGo2Nw16rlS3y7XCQPHIJ97Sq8MaUxQ0J9rWIBd606mLkZdEbkPDFPDaIW+vJkXwvRU0LemknK/cMgKAgjLg4j4QSG6QXTxLprF0EfzCfo1ABzAMbJEzi+/47kAYOwxB/D/tOPEOQgaMkisNt857Npkta9J9hs2L/7hpK33Yy7Vh2cbdqSevcAPDVrYd29i+AP3yP4ow8wPaeTUuFjn8AsFYV12++EvvEqAMff/xhPjVpEN8/4cCOt6w2YwcGk9r4DkpPw1KyNt+xlGKm+a3DS6McJm/w8rnoNICQUb7UaJD84Ajxugt9/F3eNGth27cISd5Sgr7+idLXL/WU7fv4Rx88/krztd5IefQLCQuGddwjd9Bt4vXgqVsLZviOWw4cxLRbSut+Cq1lzXxL5lOClnwFg2/Ir3rKXEdn9OoxTrZl9H4xJ4rjn8FSqjKf8GQNQmSZJA4fgqV/8H+hY4uOxHjlcLF+/d5/xQM32yybcTZoCYFb0JY4tBw9gpqT6uqTB98DAW/YynP/pgOXwYdzNr8LZoXPmhUdFkzz4v5nO8kZF+x5waKA+EREREbnIFKuErNPp5Pfff2fQoNP9nVksFlq3bs3mzZszXeeXX37h7rvvDpjWpk0bvv76awD27dtHbGwsrVu39s+PiIigUaNGbN68OduE7HnqivOCCn5vHox5hDNfnvVUq+7rQw6I6Hs7xlm9Mye+8BLecuUJfn0Gjp9+CJjnuaIi1r3/BkxzNWpMysOjMC0WDK/XN4BTrTpYYw9jXn45rqoZR1c2ALNKVZJHjMZwuQJeZ3Q3bnr6302bYSQmYVgtkJaK9dTAJIBvZPrkZEJem07Q118FlO/s2Jmk0Y9h+eefU6PO23As+4KUO/rg+PorrLFHcKxZhWPNKt9+XVaOpGd9r+hHPDTMP8iQKyQE6769BC9ZCKeSLZaEE5S63pf891SpinXPXwHbTrv2OlytWvlG0wZwuwleuMCXkHW5sZx6pRkg4vHRJB8+6P/b+ucfYJq+Ou7bi23Lb9hX/YRpd2C4nDivvgZPrToEfeuL/9Q7+vg+vzP+s+3aiW33Ll95B/ZjWizY1q8Fu4H9jx2469XHVb8h3goVfT+S7Xa8lSqRVimwe4ekB0dgWCyBx1yKv/BgLImpF7oW+Wez4mrRClfjJoTOfNU/2Xr4ECGz38BbrTpBc98m6KvlAat5Y2JI7XM32KyY4RGYkZFYXE6IjsZz2WVgsRC0ZBElht4XsF6CaUJQEGHjfKPV2/7cjnHyBGaJCDxNmxM2egTWUw+2zHLlSX7oEXC7/a1sLX/v8c0zDOwb1p2+LnD6FXgA6+6dWI4cIbXXrXgbNQbAcLsw3C7/8ikDB/se6Bw/fQ0BcN7Qzff/NWtj3bkD2x/bffscHU1q957YdvyJ46cfCP5gPu6qVTBCw2DBewRv87UaTnfy5RmcnDkb27bffZfNTM59++qfwTB8LUDTW/meupnadu/wJcDjYgPWMStVwnIyAU4mZCivOEm79TZcHTpheD3F7rpoxB7x/zvslamEvTIV02rl5Jz3oEQIkf99AOs/fweskzxsOKn3DsKy918sJxMw0orxdUNyVtzvDVIwFAcCigM5TbFwybMcOwalS14SubP8MEyz+Ix1dvjwYdq2bcsHH3xAkyZN/NMnTZrE+vXr+eijjzKsU79+fSZOnMiNN97onzZ//nxmzJjBqlWr2LRpE3fccQc//vgjZcqc7q/twQcfxDAMpk6dWqj7VOT98Qfs3Flw5bndvv/PLuxKljx/2e74+Oznh4Rk7BLA64WEU4mB3Jw+Z76Smt6fYm7YTreyy7Adm+30scyLsLCcX/08ftz/ymiWgoIgNDTv2xcpCpxOSPK9qo9h+M6vU112ZMnj8Z0TpbIYXC4lxde/bF5uqWe3+suq/PTrVPq89L8jI+HEidP7AL7z8ly72omPP11m+vU4u2vlmcfO6/Udq7P3IyUFUk99IY/IZgRSq/XSeNpZHKXHQF675PB4oEQJfa4iIiIil6KSJeGM/J2cVqxayMoFULu27z8RERERERERERE5Z8WqU65SpUphtVqJi4sLmB4XF0dMFv1UxsTEcPTo0SyXL32qL9S8lCkiIiIiIiIiIiKSH8UqIetwOKhXrx6rV6/2T/N6vaxevTqgC4MzNW7cmDVr1gRMW7VqFY0bNwagQoUKlC5dOqDMxMREfv311yzLFBEREREREREREcmPYpWQBejfvz8LFixg8eLF7N69m7Fjx5KSkkLPnj0BGDVqFJMnT/Yv369fP3788Udmz57N7t27mT59Olu3bqVPnz4AGIZBv379eO211/jmm2/4888/GTVqFGXKlKFTp04XZB9FRERERERERETk4lTs+pC9/vrrOXbsGNOmTSM2NpY6derw1ltv+bsXOHjwIJYzBkpp2rQpL774IlOnTmXKlClUrlyZGTNmULNmTf8y9913HykpKTz11FMkJCTQrFkz3nrrLYLOdWAUERERERERERERkTOZkievv/662bNnT7Nx48Zmy5YtzcGDB5u7d+8OWCY1NdUcO3asedVVV5mNGzc2hw0bZsbGxvrnb9++3XzooYfMtm3bmg0aNDC7du1qvvPOOwFlHD582Hz44YfNa6+91qxVq5b5zDPP5LqO7777rtm+fXuzfv36Zq9evcxff/01YP4HH3xg9unTx2zSpIlZs2ZN88SJE7kqd//+/eZ9991nNmzY0GzZsqU5ceJE0+VyZbrshg0bzDp16pg33XRTjuVu377dvOOOO8z69eubbdu2Nd94442A+U6n05w+fbrZsWNHs379+ma3bt3M77//Psdy4+PjzYcffths0qSJ2axZM3PMmDFmYmJinradlYshDvr06WPWrFkz4L8nn3wy2zLXrFlj3n///ebVV19tNmrUyLzpppvMTz75JMvlP//8c7NmzZrm4MGDsy33yy+/NO+++26zRYsWZpMmTczevXubP/zwQ8Ay69atMwcNGmReffXVZs2aNc0VK1bkcAQCHTt2zLzmmmsyxPyaNWsyHIeaNWuaR44cybHMoh4HuTlmXq/XnDp1qnn11VebDRo0MO+66y5zz549OZb99NNPmzfffLNZr169TM/z1NRUc/To0eaNN95o1qlTJ8cYSPfqq6+at912m9mwYUOzWbNm2S6b1WeakyeffNKsWbOm+fbbbwdMb9++fYY4mDlzZo7lna84yM15kpmcPuO9e/eaY8aMMdu3b282aNDA7Nixo/nyyy+baWlp2Zab1/rMnDnTrFmzZq7id+nSpWaXLl3M+vXrmzfeeKO5cuXKgPmxsbHm6NGjzauvvtps2LChec899+QYt7t37zb79OljtmrVyqxfv77ZoUMHc8qUKabT6czTtrNT3GMhq+thzZo1M9xDzpSba9SOHTvMYcOG+c+zs8+/zOTmnvPhhx+ad9xxh9m8eXOzefPm5l133ZVtXU3Td+245557zKuvvtqsV6+e2bZtW3PcuHHmyZMnM2y/R48eZr169cxOnTqZCxcuzLHOpln04+DLL780+/fvb1511VVmzZo1zW3btmVYJj/fFXNT5zPl9rtibu4n+b1P5mY/i/q9Yf369eZtt91mXnXVVWaDBg3MLl265Or8ysv9Py0tzbzpppuyjJcz5eazyM95m9vPOD/X8Nz8xinq14PCjIO//vrLvP/++82rrrrKbNKkiXn77bebq1evzrbc4vib4WKIgzPl5fd4buIgL9/Rz9yn3PweyM9xLawcQrqsrnt79+7N9HvS5s2bc1XuxRAL+bkv5uYalZ9zNzfXhNwc8+z8/fffZuPGjTPE/cKFCzMch/r16+e6XNM0zWLXZcGFtm7dOu68804WLFjA22+/jdvtZsCAASQnJ/uXee655/juu++YOnUq8+bN48iRIwwbNsw/f+vWrURFRfHCCy/wxRdfcP/99zNlyhTeffdd/zJOp5NSpUoxePBgateunev6LV26lAkTJjB06FAWL15M7dq1GTBgQMCgZSkpKVxzzTXcf//9uS7X4/EwaNAgXC4XH3zwARMnTmTx4sVMmzYtw7IJCQmMHj2aVq1a5VhuYmIiAwYMoHz58ixatIhRo0bxyiuv8OGHH/qXmTp1Kh9++CFPPvkkS5cu5fbbb2fYsGFs27Yt27JHjhzJrl27ePvtt3n99dfZsGEDTz31VJ62nZWLIQ4AevfuzU8//eT/b9SoUdmWu3nzZmrVqsW0adP49NNP6dmzJ6NHj+a7777LsOy+fft4/vnnad68eY71Xb9+Pa1bt+aNN95g0aJFtGjRgsGDBwd8xsnJydSqVYv//e9/uTwKgR5//HFq1aqV5fzly5cHHIvo6OgcyyzqcZCbY/bmm28yb948xo4dy4IFCwgJCWHAgAGkpaXlWP4tt9zC9ddfn+k8j8dDUFAQffv2zdW1IJ3L5aJr167ccccdOS6b02eamRUrVvDrr79SpkyZTOc/8MADAXGQ3r1Nds5XHOTmPMlMTp/xX3/9hWmajB8/ni+++IIxY8bwwQcf8NJLL2Vbbl7q89tvv/HBBx/k6vPatGkTI0aMoFevXixZsoSOHTsydOhQduzYAYBpmgwdOpS9e/fy6quvsnjxYi6//HL69+8fcMzPZrfb6dGjB7Nnz2b58uU89thjfPTRR0yfPj3X285JcY+FJk2aBMT/Tz/9xK233kqFChVo0KBBluXm5hqVkpJChQoVGDFihH9A1Zzk5p6zdu1abrjhBubOncsHH3xAuXLluOeeezh8+HCW5VosFjp27Mhrr73Gl19+ycSJE1m1alXAtXLv3r0MGjSIFi1a8Mknn3DXXXfxxBNP8OOPP+ZY76IeB8nJyTRt2pSRI0dmuUx+vivmps7p8vJdMTf3k/zeJ3O7n0X53hAaGkqfPn149913Wbp0KYMHD/Z/d85OXu7/kyZNyvK+ebbcfBb5OW9zU25+ruG5+Y1THK4HhRkH999/Px6Phzlz5rBo0SJq167N/fffT2xsbJblFrffDBdLHKTLyzUWchcHefmOni431+/8HNfCzCGky+m698477wTcF+rVq5erci+GWIC83xdzc43Kz7mbm2tCbo55VlwuFw8//HCW16fw8PCA45DZNS5beUrfSgZxcXFmzZo1zXXr1pmmaZoJCQlmvXr1zGXLlvmX2bVrV45PTcaOHWv27ds303l9+vTJ9ZP+Xr16mePGjfP/7fF4zDZt2mT6xCK9JUxuWj2sXLnSrF27dsCTmffee89s2rRphlZUw4cPN1966SVz2rRpOT6FmT9/vnnllVcGlPHCCy+YXbp08f999dVXm++++27AesOGDTNHjBiRZbnpx/y3337zT/v+++/NWrVqmYcOHcr1tnOrOMZBXsrLzn333Wc++uijAdPcbrd52223mQsWLDBHjx6d69aRZ7r++uvN6dOnZzovry1k58+fb/bp08dctWpVli1k89LCMitFLQ7OlNkx83q95tVXX22+9dZb/mkJCQlm/fr1zc8//zxX5ebmPM9PDCxcuDDbp+/ZfaZZOXTokHnNNdeYO3bsMNu3b59pC9nctCbJyfmIg3TZnSemmf/P+M033zQ7dOiQ7bZzW5/ExETz2muvNX/++edcxe+DDz5oDhw4MGDarbfe6m/B/9dff5k1a9Y0d+zY4Z/v8XjMli1bmgsWLMhTfZ977jnzjjvuyPW286q4x4LT6TRbtmxpvvLKK9lu+0y5+YzP5VzL7J5zJrfbbTZp0sRcvHhxnsqdM2eO2bZtW//fkyZNMm+44YaAZYYPH27ec889eSrXNItWHJwpvZVPdi0ez/UemVWd8/Jd8Uy5uZ/k5z6Z3X4Wx3vD0KFDzZEjR2Y5Py/Xg5UrV5pdu3Y1d+7cmasWsmfK7WeR1/M2q3Lzcw3PzW+c4no9KIg4SK/v+vXr/cucPHnSrFmzpvnzzz9nu/2zFeXfDBdbHOTlGpvX7wc5fUfPSlafb36Oa2HlENJld93Lzb0zL4pjLBTUfTG7a1R+3ohNl9N3obOPeXYmTZpkjhw5MtO4z++5cCa1kD1HJ0+eBCAyMhLwPa1wuVy0bt3av0y1atUoX748v/zyS7bllCxZ8pzq4nQ6+f333wO2bbFYaN26NZs3bz6nsn/55Rdq1qzp76sXoE2bNiQmJrJr1y7/tIULF7J3796AJzg5ldu8eXMcDkdAuXv27OHEiROA76nEmfMBgoKC2LRpk//vRYsWBbS82rx5MyVKlAho0dO6dWssFgu//fZbrredW8U1Dj777DNatGjBjTfeyOTJk0lJScnz9jKr84wZM4iOjubWW2/N1z54vV6SkpLyfCymT59Ohw4dAqbt2rWLV199leeffz6gf+mz9ejRgzZt2tC/f382btyYn2oXqTjIjX379hEbGxtQv4iICBo1anTO14zClNNnum/fPmrVqsXatWv907xeL4888ggDBgygRo0aWZb95ptv0qJFC3r06MFbb72F2+3Oc/3OVxzk5jzJ72d88uRJf/1zK6v6jB8/nnbt2gXUITu//PJLhqf4bdq08R8rp9MJENDPu8ViweFwBJy7jz76KH379s1yO//88w8//vgjV155Za63nVfFPRa+/fZbjh8/zi233JJluedbTsciJSUFt9sdEL+Z3RvOdPjwYVasWFFosVCU4uB8y6zOef2uWFDWrl1LrVq12LdvX57XLU73hm3btrF582auuuqqLJfJ7fXg6NGjPPnkk0yaNIng4OCcdjHfMjtv8yM35+3Z14Pc/MYpjteDgoqDUqVKUaVKFZYsWUJycjJut5sPP/yQ6OjoXLcIzK7OReU3w8UUB3m9xl7o3wP5Oa6FlUOA3F/3Bg8eTKtWrbjjjjv45ptvctzPrBTXWDjX+2JurlH5kZtrwtnHHDL/3bB69WqWL1+ebYvd5ORk2rdvT7t27Rg8eDA7d+7MU32L3aBeRYnX6+W5556jadOm/kHCjh49it1up0SJEgHLRkdHZ/lax6ZNm1i2bBkzZ848p/rEx8fj8XgyvGodHR3NX3/9dU5lHz16NOAGBfj/Tt+vv//+m8mTJzN//nxsttyF1tGjR6lQoUKm5R49epTIyEjatGnDO++8w5VXXknFihVZvXo1K1aswOPx+NeJiIigSpUqAeVGRUUFlGuz2YiMjPTXNzfbzo3iGgc33ngj5cuXp0yZMvz555+8+OKL7Nmzh1deeSXX21q6dClbtmxh/Pjx/mkbNmzg448/ZsmSJfneh1mzZpGcnMx1112Xp/VKlSrFFVdc4f/b6XTy8MMP88gjj1C+fHn27t2bYZ3SpUszbtw46tevj9Pp5KOPPqJfv34sWLAgT180i1oc5EZ6HTKLlaNHjxb69vMjN5+p3W6nSpUqhISE+Ke9+eab2Gw2+vXrl2XZffv2pW7dukRGRrJ582amTJlCbGwsY8aMyXX9zmcc5OY8yc9n/M8///Duu+8yevToLMvNbX2++OILtm3bxscff5zrcjK735xZ36pVq1K+fHkmT57M+PHjCQkJ4Z133uHQoUMBx7N06dJ4vd4M5d9+++38/vvvOJ1ObrvtNh588MFcbzsvLoZY+Pjjj2nTpg2XXXZZluWeT5ndc8724osvUqZMmYAfE2ffG9I9/PDDfPPNN6SmptK+fXueffZZ/7ysvvckJiaSmpqa6+RUUYuD8ymzOufnu2JBCQkJoUqVKtjt9jytV1zuDW3btuXYsWN4PB6GDRuWbYIrN9cD0zR59NFHuf3222nQoEG+Etm5ldl5mx+5uYaffT3IzW+c4nQ9KOg4MAyDd955hyFDhtC0aVMsFgtRUVG89dZbeUqgF/XfDBdLHOTnGnuhfw/k57gWVg4hN9e90NBQHn30UZo2bYphGHz11VcMHTqUGTNm0LFjxzzte3GNhXO5L+blGpUfOV0TMjvmkPF3Q3x8PGPGjOGFF14gPDw807KqVKnCc889R61atTh58iSzZ8/m9ttv54svvsj1d2clZM/BuHHj2LlzJ++9916+y9ixYwdDhgxh6NChtGnTJtfrbdiwgfvuuy+gLi1atMh3Pc507733+lsZlS9fni+++CLHdTweDyNGjOC///1vwEWtIDz++OM88cQTXHfddRiGwRVXXEHPnj1ZuHChf5nOnTvTuXPnAt1ubhXXOLjtttv8/65VqxalS5fm7rvv5t9//6VixYrccMMNHDhwAIBmzZrx1ltvBay/Zs0aHnvsMZ555hl/i8PExERGjRrF008/nSEhnlufffYZM2bM4NVXX81VP65n6tOnT0D/NZMnT6ZatWp07949y3WqVq1K1apV/X83bdqUvXv38s477/DCCy/kettFLQ5uuummfNfjTPm5HhSm3HymZcuWZfny5f6/t27dyty5c1m0aBGGYWS5Xv/+/f3/rl27Nna7nf/973+MGDEiwxP2rJyvOMjsPPn0008DnuC++eab2bYKz8zhw4e599576dq1K7179/ZPb9Kkif/f3bp1y5AQy6w+Bw8e5Nlnn2X27NkBrVnPld1uZ/r06Tz++ONcddVVWK1WWrVqRdu2bTFN07/ciBEjMl3/pZdeIikpiT/++INJkyYxa9asgPOnoBT3WDh06BA//fQTU6dODZieUywUlszuOWd74403WLp0KXPnzg2IubPvDenGjBnD0KFD+fvvv5kyZQoTJkxg7NixBVrvohYHuemjMTdyujdkVufC/K6YGw0bNgy4N+RWcbk3zJ8/n+TkZH799VcmT55MpUqVuPHGG/N9PZg3bx5JSUkMGjQoy2UK4nqQ1XlbWLK6HpwPxTEOTNNk3LhxREdHM3/+fIKDg/noo4+4//77+fjjjylTpsxF8ZvhfCqsOMjNNbYgvh9kJac4ON/yk0PIzXUvKioq4L7QsGFDjhw5wqxZs/KckC2usZDTfTG7e0NW16iCkJtrQlbH/OzfDU8++SQ33nhjwNtTZ2vSpEnAvjZp0oTrr7+eDz74gOHDh+eqzkrI5tP48eNZuXIl7777bkD2OyYmBpfLRUJCQsBTjbi4uAyDWOzatYu7776b2267jSFDhuRp+/Xr1w94mhgdHY3D4cBqtWYYuCkuLi7DU6fsPPvss6SmpgL4n6bExMT4X/VPl/6UpHTp0iQlJbF161a2b9/O008/DfiePpimSd26dZk1a1amHUnHxMRkePKW/nd6naOionj11VdJS0vj+PHjlClThhdffDHT1i5nlnvs2LGAaW63mxMnTvg/h9xsOycXUxw0atQI8LWOq1ixIm+88Yb/1YOzn0yuW7eOwYMHM2bMGHr06OGfvnfvXvbv38/gwYP909KfNNWtW5fly5dTsWLFLOvwxRdf8MQTT/Dyyy+fcysJ8H0B3LFjB19++SWAP1nTsmVL7r//fh544IFM12vQoEHA6yw5KYpxkBvpdYiLiwvotD4uLs4/YEZm14MLKT+f6YYNG4iLi6N9+/b+aR6Ph+eff565c+fy7bffZrqtRo0a4Xa72bdvX0DSPivnKw6yOk86dOjgP4/Bl5hOf9Kd3Wec7vDhw/Tr148mTZr4r+Ppzoyvs58SZ1Wf33//nbi4OHr27Omf5vF4WL9+PfPnz2fLli1YrdYM+5fZtfns61f9+vX55JNPOHnyJC6Xi6ioKG699Vbq16+f8YCdpVy5cgBUr14dj8fDU089xT333IPVas3VtnOjuMcC+F5zK1myZIZX/bOLhcKS1T3nTLNmzeKNN97g7bffzvWgTqVLl6Z06dJUq1aNyMhI7rzzToYMGUKZMmWy/I4QHh6e61ZQRTEOCkp294as6pzf74pFTVG9N6R/L65VqxZHjx5l+vTp3Hjjjfm+HqxZs4Zffvklw4B+t9xyC926deP5558/5+tBfs7b7OTnGp7Tb5ysyi2q14PCiIOVK1eyfv16/2dcr149Vq1axZIlSxg4cOBF8ZvhYoiD3FxjC+L7QVayi4Ps5Oe4FlYOITfXvcw0atSIVatWZb+jZ7mYYuHs+2J294asrlHnKjfXhKyOeWbWrFnDt99+y+zZswHfb06v10vdunUZP348vXr1yrCO3W6nTp06/Pvvv7mu94X/dV3MmKbJ008/zYoVK5g3b16GE7p+/frY7XZWr15Nly5dAN8I1gcOHKBx48b+5Xbu3Mldd91Fjx49eOihh/Jcj+DgYCpVqpRher169Vi9ejWdOnUCfCfe6tWr8/QEMLMv7I0bN+b1118nLi7On+xZtWoV4eHhVK9eHZvNxmeffRawznvvvceaNWuYNm1ahlcKzix36tSpuFwu/ytkq1atokqVKhlegwkKCqJs2bK4XC6++uqrbF9NadKkCQkJCWzdutX/A33NmjV4vV4aNmyY522f7WKMg+3btwOnv3RcfvnlmS63du1a7r//fkaOHBnQyhZ8rU3PjoOpU6eSlJTE448/nu2F7/PPP+exxx5jypQp/Oc//8lyubyYPn26/wcjwJYtW3jssceYP39+tl/y/vjjj1yNAl7U4yAnFSpUoHTp0qxevZo6deoAvhYLv/76q38E1YL8AV8Q8vOZdu/ePcONecCAAXTv3j0gWXi27du3Y7FYckxwn884yO48CQ8Pz/ClJzefMZxOxtarV48JEyZkeEKeVXxlV5+WLVtmuB6MGTOGqlWrct9992WajAXftXnNmjXcfffd/mmrVq0KOFbpIiIiAN9rWVu3bg3ofiA3TNPE7Xbj9XqxWq152nZW5RX3WEjfj0WLFtGjR48Mr3fn51pzLrK756R78803ef3115k1a1aGH1G5lf5wJ72P4saNG/PDDz8ELJPbWCjKcVBQsro3ZFfn8PDwfH1XLGqK4r3hbF6vF5fLBeT/evDEE08EtPA5cuQIAwYM4KWXXvL/iD+X60FBnLdny881PKffOOnLFIfrwdkKIg7Sx5c4+w0jwzD8CdSL4TfDxRAHubnGhoaGntP3g+xkFQc5yc9xLawcQm6ue5nZvn17rn47wsUZC2ffF3N7bzjzGnUucrom5HTMM/Phhx8GdG/xzTff8Oabb/LBBx9k+R3I4/GwY8cO2rVrl+u6KyGbR+PGjePzzz/n1VdfJSwszP8UISIiguDgYCIiIrjllluYOHEikZGRhIeH88wzz9CkSRP/CbRjxw7uuusu/wBC6WVYrdaAVzbSE2RJSUkcO3aM7du3Y7fb/TeFzPTv35/Ro0dTv359GjZsyJw5c0hJSQlIOsTGxnL06FF/5n7Hjh2EhYVRrly5LDs/btOmDdWrV2fUqFE88sgjxMbGMnXqVO68807/61pn9sEBvlZ6QUFBGaafqVu3bsyYMYPHH3+c++67j507dzJ37tyA/kd+/fVXDh8+TJ06dTh8+DDTp0/H6/Vy7733+pdZsWIFkydP9r+KVq1aNa655hqefPJJxo0bh8vl4umnn+aGG27wn0C52XZWinsc/Pvvv3z22We0a9eOkiVL8ueffzJhwgSuvPLKbJ9+rVmzhvvvv59+/fpx7bXX+utst9spWbJkpp93+pO97OLgs88+49FHH+Wxxx6jUaNG/nLTj2X6/p/5tGnfvn1s376dyMhIypcvD8C7777LihUrmDNnDkCGBF18fDzgi4/0er3zzjtUqFCBGjVqkJaWxkcffcSaNWv8T8OyU9TjIKdjZhgG/fr147XXXqNSpUpUqFCBl19+mTJlyviT+Vn5559/SE5OJjY2ltTUVH/9qlWr5r8m7Nq1C5fLxfHjx0lKSvIvk36Dz8yBAwc4ceIEBw4cwOPx+NepWLEiYWFhufpMDx8+zF133cWkSZNo2LAhpUqVolSpUgHr2e12YmJi/K2bNm/ezK+//krLli0JCwtj8+bNTJgwgZtuuinHBzTnKw5yc56cLTef8eHDh+nbty/ly5dn9OjRAW8XZPflMqf6hIeHZzjvQ0NDKVmyZLbXg379+tG3b19mz55Nu3btWLp0KVu3bg143WnZsmVERUVRvnx5/vzzT5577jk6deoU8Prm5MmTOXz4MJMmTQJ8r2bZbDZq1aqFw+Fgy5YtTJ48meuuu87/ZT43285OcY+FdGvWrGHfvn2ZPv3PSk7XKKfTye7du/3/Pnz4MNu3byc0NDTLL+453XPA1yJn2rRpTJ48mcsvv9y/TGhoKGFhYUDGe8P333/P0aNHadCgAaGhoezatYtJkybRtGlTf1Lw9ttvZ/78+UyaNIlbbrmFNWvW5Lp/76IcBwDHjx/n4MGDHDlyBIA9e/YAvlY56ed8fr4r5lRni8WSr++KkLv7SU4x+NtvvzFq1CjmzJnj/y6Y034Wh3vD/PnzKVeunP9+tn79embPnp3toIa5uR6kf7dKFxoaCvjuxzm1LMrps8jNeZufcnNzDT/7epCb3zjF4XpQWHHQuHFjSpQowaOPPsrQoUMJCgpiwYIF7N+/P9tkaHH7zXAxxEF+r7G5/X6Q03f0rOR0/c7PcS2sHEJurnuLFy/2t4RML2PhwoU888wzWdb3TMU9FvJ7X8zNNSo35+7ZcnNNyOmYQ8bfDdWqVQvYztatWzMc11deeYXGjRtTqVIlEhISmDVrFgcOHMhTv7iGeWaHa5Kjs0fhSzdhwgR/sistLY2JEyfyxRdf4HQ6adOmDf/73//8X3KnT5+e6cBJl19+ecCrs5lt6+xlMvPuu+8ya9YsYmNjqVOnDk888UTAE52stn/mPmRm//79jB07lnXr1hESEsLNN9/MiBEjsnyNefr06Xz99dd88skn2db3jz/+YPz48WzZsoVSpUrRp08fBg4c6J+/bt06xo4dy969ewkNDaVdu3aMGDEi4MnEokWLGDNmDH/++ad/2vHjx3n66af59ttvsVgsXHvttTzxxBMBN4yctp2V4h4HBw8e5JFHHmHnzp0kJydTrlw5OnXqxJAhQ7JtTfPoo4+yePHiDNOvuuoq5s2bl+U6CQkJvPrqq1mW27dvX9atW5dh+s0338zEiRMB31P2zAZkOnOZ6dOns3jx4iyPTXoZ69ev93/pe/PNN1mwYAGHDx8mJCSEmjVrMnToUFq2bJllfdMV9TjIzTEzTZNp06axYMECEhISaNasGf/73/9y7N8vq8/sm2++8Sc0OnTowP79+zMsc+Z5erasYmzu3LmZ9o+c2We6b98+OnbsmOU66XXr16+fvxXN77//zrhx4/jrr79wOp1UqFCB7t27079//xz7CDxfcZCb8yQzOX3G6dfPzGT3WeWnPn379qV27do8/vjjWZYLvoTr1KlT2b9/P5UrV+aRRx4JeNo8d+5cZs2a5X99q3v37gwZMiTgs3r00UfZv3+//9q0dOlS3nrrLX/yqXz58tx0003cfffdAf0W5rTt7BT3WEg3YsQI9u/fzwcffJCr/Yacr1Hp5+XZcrp/5HTPyeo6M2zYMP773/8CGe8Na9asYerUqezatQun00m5cuXo3LkzAwcODHg9cO3atUyYMIFdu3Zx2WWXMWTIkGy/J6Ur6nGQ1Tl/9jHL63fF3N7Pzl4nN98Vc3M/ySkG0+8XZ96nctrP4nBvmDdvHh9++CH79u3DarVSsWJFbr31Vm6//fZs+wPM6/0//RxesmRJtg9Ws9r3M+ucm/M2P+VCztfwzL4r5uY3TlG/HhRmHGzZsoWpU6f6R3+vUaMGQ4YMyfbeWBx/M1wMcXC23F5jcxMHef2Oni431+/8HNfCyiGcKbPr3uLFi3nzzTc5cOAAVquVqlWrMmDAALp27ZptfdMV91jI730xN9eo3Jy7Z8vNNSE3x/zs3w1nW7RoEc899xwbNmzwT3vuuedYsWIFsbGxREZGUq9ePYYPH07dunWzPA5nU0JWRERERERERERE5DwpmCH1RERERERERERERCRHSsiKiIiIiIiIiIiInCdKyIqIiIiIiIiIiIicJ0rIioiIiIiIiIiIiJwnSsiKiIiIiIiIiIiInCdKyIqIiIiIiIiIiIicJ0rIioiIiIiIiIiIiJwnSsiKiIiIiIiIiIiInCdKyIqIiIhcpDp06MCjjz56oauRb3379qVv374XZNsHDx6kQYMGbNy48YJsvyhatGgRtWrVYsuWLQVW5vTp06lVq1aBlVfQ1q5dS61atVi7du152Z7L5aJdu3bMnz//vGxPRERELgzbha6AiIiISGFYtGgRY8aM8f/tcDiIjIykVq1atGvXjp49exIeHp6vsjdt2sTPP//MXXfdRYkSJQqqykyfPp1XXnnF/3dwcDCXX345nTt35r777st3ffNj/vz5hISE0LNnz1wtX6tWLe68806eeuqpQq7Z+TFjxgwaNWpEs2bN/NMeffRRFi9e7P87NDSUqKgo6tWrxw033EDnzp2xWPLX3uGzzz4jLi6Ou++++1yrHuDRRx/lyy+/ZPPmzQVablHUoUMH9u/f7//b4XBQrlw5OnbsyKBBgyhZsuSFq1wu2e12+vfvz+uvv06vXr0ICgq60FUSERGRQqCErIiIiFzUHnjgASpUqIDb7ebo0aOsW7eO5557jnfeeYdXX32V2rVr57nMzZs388orr3DzzTcXaEI23dixYwkNDSU5OZmff/6Z119/nbVr1/L+++9jGEauy1m+fHmelj/T+++/T6lSpXKdkL2YHDt2jCVLljBx4sQM8xwOB8888wwAaWlp7N+/n++++44HHniAq666itdeey1fifPPP/+cnTt3FnhC9lJTp04d+vfvD4DT6WTr1q3MnTuX9evX8/HHH1/g2uVOz549efHFF/nss8/o1avXha6OiIiIFAIlZEVEROSi1rZtWxo0aOD/e9CgQaxevZr777+fIUOGsHTpUoKDgy9gDTPq0qULUVFRANxxxx3897//5auvvuKXX36hSZMmuS7H4XAUVhUvap9++ilWq5X27dtnmGez2ejevXvAtIceeog33niDyZMn88QTTzB16tTzVFM5W9myZQM+n1tvvZXQ0FBmz57N33//TeXKlS9c5XKpRIkStGnThsWLFyshKyIicpFSH7IiIiJyyWnVqhVDhgxh//79fPrpp/7pf/zxB48++igdO3akQYMGXH311YwZM4b4+Hj/MtOnT2fSpEkAdOzYkVq1alGrVi327dsHwMKFC+nXrx+tWrWifv36XH/99bz33nvnVN+WLVsC+LeRnJzMxIkTadeuHfXr16dLly7MmjUL0zQD1ju7D9n0PkA3btzIhAkTaNmyJY0bN2bo0KEcO3YsYL2dO3eybt06//7ltS/X9L43ly5dymuvveZPjN911138888/GZb/8MMP6dSpEw0bNqRXr15s2LAh03KdTifTpk2jc+fO1K9fn3bt2jFp0iScTqd/mdGjR9OgQQN2794dsO6AAQO48sorOXz4cLZ1//rrr2nYsCFhYWG53t+BAwfSpk0bli9fzp49ewLKSp9Xv359OnXqxIwZM/B4PP5l+vbty8qVK9m/f7//eHfo0CFP+3wu9u/fz9ixY+nSpQsNGzakRYsWPPDAA/54O1tqaipPPfUULVq0oGnTpowaNYoTJ05kWO7777/n//7v/2jcuDFNmjRh4MCB7Ny5M8f6/Pzzz9xxxx00b96cJk2a0KVLF6ZMmZLv/StdujQAVqs1YPru3bv9LZsbNGhAz549+eabb3JV5rJly+jZs6f/eI0cOTIgrr755htq1arFH3/84Z/25ZdfUqtWLYYNGxZQ1nXXXcfw4cMDprVu3ZqNGzdy/PjxPOypiIiIFBdqISsiIiKXpO7duzNlyhR++uknevfuDcCqVavYu3cvPXv2pHTp0uzcuZMFCxawa9cuFixYgGEYdO7cmb///pvPP/+cMWPGUKpUKQB/i9b333+fGjVq0KFDB2w2G9999x3jxo3DNE3uvPPOfNX133//BaBkyZKYpsngwYNZu3YtvXr1ok6dOvz4449MmjSJw4cP89hjj+VY3jPPPEOJEiUYNmwY+/fvZ86cOYwfP97fsvOxxx7j6aefJjQ0lPvvvx+AmJiYfNX9zTffxDAM7rnnHhITE3nrrbcYOXIkH330kX+Zjz76iKeeeoomTZpw1113sXfvXgYPHkxkZCTlypXzL+f1ehk8eDAbN26kd+/eVKtWjR07djBnzhz+/vtvXn31VQAef/xx1qxZw+jRo/nwww+xWq188MEH/PTTT0yaNImyZctmWV+Xy8WWLVu444478ryvN910Ez/99BOrVq2iSpUqACxevJjQ0FD69+9PaGgoa9asYdq0aSQmJjJ69GgA7r//fk6ePMmhQ4f8/R6nJ4Nzu8/nYsuWLWzevJkbbriByy67jP379/P+++/Tr18/vvjiC0JCQgKWHz9+vD9+9uzZw/vvv8+BAweYN2+ev4uMJUuW8Oijj9KmTRtGjhxJSkoK77//Pv/f3p3GRHW1cQD/z+goICCLVQTFihQL4gYjhqIWAQ1i1UpSEYRiwEYNiktai0uhqTFWCwFBRRBlihWlBhRpkKaFioJABTWtinVBEXGpgoZFgRF4P5C55TLsVd5U/7+ED3Pn3LNwD18envscLy8vHD9+HCNGjGh3Ljdu3MDy5csxduxYBAYGYsCAASgtLcWFCxe6tZaXL18K/1xoaGjA1atXER8fjylTpmDkyJGicTw9PTFs2DB89tln0NLSwqlTpxAQEICoqCjMmjWrwzFU9anHjx+P9evXo6KiAgkJCbhw4QJOnDgBXV1d2NraQiKRoLCwUCiLUlhYCKlUKjoorrKyEiUlJfD29haNMW7cODQ3N+PixYvtZmoTERHRfxsDskRERPRWMjIygo6ODsrKyoRrXl5e8PPzE7WbNGkS1q9fj6KiIsjlcrz//vuwsrLCTz/9BBcXF7XA0g8//CAqgeDt7Q1/f3/Ex8d3OyCryjZU1ZBNTEzEkCFDIJfLkZmZifz8fKxduxYrV64EACxZsgSBgYFISEiAt7c3TE1NO+1fT08PBw8eFIJnTU1NOHToEKqrq6GjowMXFxdERERAX19f7fX8nqqvr8eJEyeE8gm6urrYtm0brl+/DgsLCyiVSoSHh8PS0hIJCQlCO3Nzc3z11VeigGxaWhrOnTuHQ4cOQS6XC9ffe+89hISE4MKFC7CxsRHG8Pf3R2xsLD766CPs2LEDLi4uXa7nwYMHqKur6zBg2BkLCwsA/wTQASAsLEy0Hzw9PREcHIwjR45g3bp1GDBgABwcHJCQkICqqiq1+XV3zf+Go6MjXF1dRddmzpwJDw8P/Pzzz/j4449F38lkMigUCshkMgCAsbExvvvuO2RlZcHZ2Rm1tbXYtm0bPvnkE2zdulW4b+HChXB1dUVMTIzoemu5ublQKpXYv3+/8E+OnsjJyYG9vb3omo2NDaKiokTXtm3bhuHDhyM5OVnYc15eXvD09ERoaGiHAVmlUonQ0FBYWFjg8OHDwqFbtra2WL58ORQKBQIDA6Gnpwdzc3MUFhYKwdaioiLMnj0bGRkZuHXrFsaMGSMEZ1sfHgdACB7fvHmTAVkiIqI3EEsWEBER0VtLS0sLtbW1wufWgbP6+npUVlZi4sSJAIArV650q8/WfVRXV6OyshJ2dnYoKytDdXV1t/pwdXWFvb09nJ2dERwcjFGjRiEmJgaampo4c+YM+vXrp1ZCwM/PD83NzThz5kyX/S9atEh02JdcLkdjY6PohPpXxd3dXVTLVhVUVAXCL1++jIqKCixevFjUbuHChdDR0RH1lZGRgTFjxsDMzAyVlZXCj6qkQ0FBgdB22rRp8PDwwJ49e7B69WoMHDgQ33zzTZfzVb0i3pvD2rS0tACgwz1VU1ODyspKyOVyvHjxAiUlJV322ZM191brOSqVSjx9+hSmpqbQ1dXF1atX1dp7eHgIwVigJcjcv39/ZGdnA2jJNK+qqsLcuXNFc5ZKpZg4cWKnc1b93jMzM9HU1NTjtUycOBHx8fGIj49HTEwM1q1bh5s3b2LlypWoq6sD0PKM8/PzMWfOHOGZVFZW4unTp5g2bRru3LnTYVkL1X719PQUgrFAS1DbzMwMp0+fFq7Z2toKpTdqampw7do1eHh4QF9fXwjEFhYWQldXVwjmqwwePBgAROVSiIiI6M3BDFkiIiJ6az1//hyGhobC52fPnmH37t1IT09HRUWFqG13g6lFRUWIiorCpUuX8OLFC7U+2gYZ2xMVFQVtbW30798fRkZGoozX8vJyDB06FNra2qJ7xowZI3zfFWNjY9FnVRCsqqqqy3t7qqux7t+/DwAYNWqUqJ1MJhO9Yg4ApaWluHXrlloGpErbZ/bll18iKysLxcXFCAsLEz3rrrStx9sdz58/BwBR7dkbN24gIiIC+fn5qKmpEbXvzp7q6Zp7o66uDjExMUhJScGjR49Ea29vjm2f1aBBg/DOO+8Ie+/OnTsAAF9f33bHa7t3W3Nzc8OxY8ewZcsWhIWFwd7eHrNmzYKrqyuk0q5zSfT19fHBBx8Inx0dHTF69GgEBgbi2LFj8PHxwd27d9Hc3Ixdu3Zh165d7fZTUVHRbmkL1X5VlaRozczMTFSOQC6X4+jRoygtLcXdu3chkUgwadIkyOVyFBYWYtGiRSgsLISNjY3a2lTPoPU/ToiIiOjNwYAsERERvZUePnyI6upqUbBz7dq1uHjxIvz9/WFpaQktLS00NTVh2bJl3QrQ3b17F0uXLoWZmRmCgoIwfPhwyGQyZGdnQ6FQdDvjTy6X9+p17e7qKLDVmyBkX47V1NQECwsLoc5qW0ZGRqLPxcXFQsDy+vXr3RpDT08PQO+C06oxVHuqqqoK3t7e0NbWRmBgIExNTTFw4EBcuXIFoaGh3doPPV1zb2zduhUpKSnw9fXFpEmToKOjA4lEgnXr1vXqOanu2blzp3CgVmttD9dqTUNDA4cPH0ZBQQFOnz6Ns2fPIj09HUlJSTh48GCn93ZEFcw+f/48fHx8hN+7n58fpk+f3u49XZX96A5VGYLz58+jrKwMVlZW0NLSglwuR0JCAmpra1FcXKx2oBfwT9kSVY1qIiIierMwIEtERERvpdTUVAAtr7YDLQGQvLw8rF69WnQKuirbr7WOstaysrLQ0NCA6OhoUWboq3itXMXExAR5eXmoqakRZRqqXn83MTF5JeP0VWae6vdUWloqygJVKpW4d++ecCAS0BIku3btGuzt7buc3/Pnz7Fx40aYm5tj8uTJiIuLg4uLCyZMmNDpfcOHD4eGhgbu3bvX47WcPHkSEokEDg4OAIDff/9dyLqeMmWK0K69vjtaT0/W3FuqOrFBQUHCtfr6+g4zeEtLS4WSCUBLiYbHjx9jxowZAP6pf2poaCjKVu0uqVQKe3t72NvbY+PGjdi3bx/Cw8NRUFDQq/5evnwJ4J8MZtX8ZDJZj/tT7dfbt2+rZS3fvn1b9HdvbGwMY2NjFBUVoaysTCjXIZfLsX37dmRkZKCxsVG0N1RUe0SV+U5ERERvFtaQJSIiordOXl4e9u7dixEjRmD+/PkAOs7a+/7779WuqU6dbxuwUvXR9pXv5OTkVzJvAJgxYwYaGxtx+PBh0XWFQgGJRCIExf4tTU3N11LCoC1ra2sYGBjg6NGjaGhoEK4fP35cbfw5c+bg0aNH+PHHH9X6qaurEwJuABAaGooHDx7g22+/RVBQEExMTBAUFCQaoz0ymQzW1ta4fPlyj9YRGxuLnJwcuLm54d133wXwT3Zw6/3Q0NCAxMREtfs1NTXbDYD2ZM291d7eP3ToEBobG9ttn5SUBKVSKXw+cuQIXr58Key96dOnQ1tbGzExMaJ2KpWVlR3ORVXDtzVLS0sA6PLZdeS3334DACG4b2hoCDs7OyQlJeHvv//u0fysra1haGiotl+zs7Nx69YtODo6itrb2toiPz8ff/zxh5Axa2lpiUGDBiE2NhYaGhoYN26c2jhXrlwRShwQERHRm4cZskRERPRGO3PmDEpKStDY2IgnT56goKAAubm5MDY2RnR0tHAwj7a2NqZMmYK4uDgolUoMGzYMubm57WYzqgIo4eHhcHNzg0wmw8yZM+Hg4ACZTIYVK1Zg8eLFqK2txbFjx2BoaIjHjx+/kvU4OTlh6tSpCA8PR3l5OcaOHYvc3FxkZmbC19f3lbxqDbSs8ciRI9i7dy9GjRoFAwODDuuY/hsymQxr165FcHAwfH194ebmhnv37iElJUWthuyCBQtw6tQphISEoKCgADY2NmhsbERJSQkyMjIQFxeH8ePHIy8vD4mJiVi1apXwrLZv3w4fHx9ERERgw4YNnc7J2dkZ4eHhalnIQEu2pSq7uqGhAeXl5cjKysJff/2FqVOnig4Omzx5MgYPHoygoCD4+PhAIpEgNTW13TIA48aNQ3p6OrZv347x48dDS0sLTk5O3V5zZ5RKJfbu3at2ffDgwViyZAkcHR2RmpoKbW1tmJub49KlSzh37pxQvqG9/pYuXYo5c+bg9u3bSExMhK2tLZydnQG0/C19/fXX2LBhA9zd3eHm5gYDAwPcv38f2dnZsLGxQXBwcLt979mzB4WFhfjwww9hYmKCiooKJCYmwsjISAhodubRo0fC81Eqlbh27RqSkpKgr68vOggvJCQEXl5emDdvHhYtWoSRI0fiyZMnuHTpEh4+fIiTJ0+2279MJsPnn3+OjRs3wtvbG3PnzkVFRQUSEhJgYmKCpUuXitrL5XKkpaVBIpEI8+/Xrx8mT56MnJwc2NnZiQ6zUzl37hxsbGxYsoCIiOgNxYAsERERvdEiIyMBtARS9PT0YGFhgU2bNsHd3V0t2BYWFoatW7ciMTERzc3NcHBwwP79+9XqTE6YMAFr1qzB0aNHcfbsWTQ1NSEzMxNmZmaIjIxEREQEduzYgSFDhsDT0xMGBgbYtGnTK1mPVCpFdHQ0IiMjkZ6ejpSUFJiYmGDDhg3w8/N7JWMAQEBAAO7fv4+4uDjU1tbCzs7utQRkAcDDwwONjY04cOAAdu7cCQsLC0RHR6sduCSVSrFnzx4oFAqkpqbil19+gaamJkaMGAEfHx+MHj0aNTU12Lx5M6ysrLBixQrhXrlcjk8//RTx8fGYPXt2p5mHCxYsQFhYGDIzM7FgwQLRdw0NDUJAV1NTEwYGBrC2tkZAQABmzZolqpmrr6+Pffv2YceOHYiIiICuri7mz58Pe3t7+Pv7i/r18vJCcXExUlJSoFAoYGJiAicnp26tuStKpbLdw6tMTU2xZMkSbN68GVKpFGlpaaivr4eNjQ3i4+OxbNmydvsLDg5GWloaIiMjoVQqMXfuXGzZskVUUmHevHkYOnQoYmNjceDAATQ0NGDYsGGQy+Vwd3fvcK5OTk4oLy9HcnIynj59Cn19fdjZ2WH16tXdOhCvuLhYeD5SqRT6+vqYPXs21qxZIzqky9zcHMnJydi9ezeOHz+OZ8+ewcDAAFZWVggICOh0DHd3d2hoaGD//v0IDQ2FlpYWXFxc8MUXXwiH1qmoyhSYmZmJgqtyuRw5OTnC961VV1cjJycHISEhXa6XiIiI/pskza/j9AYiIiIiov+wTZs24c6dO+2WFyB6nRQKBeLi4vDrr79CQ0Pj/z0dIiIieg1YQ5aIiIiIqI1Vq1bhzz//RFFR0f97KvQWUSqVUCgUWLlyJYOxREREbzBmyBIRERERERERERH1EWbIEhEREREREREREfURBmSJiIiIiIiIiIiI+ggDskRERERERERERER9hAFZIiIiIiIiIiIioj7CgCwRERERERERERFRH2FAloiIiIiIiIiIiKiPMCBLRERERERERERE1EcYkCUiIiIiIiIiIiLqIwzIEhEREREREREREfURBmSJiIiIiIiIiIiI+sj/AIzUDcFn092gAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
},
{
"data": {
"text/plain": [
"<Figure size 1400x700 with 1 Axes>"
],
"image/png": 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jR6X1JUuWiBkZGeLDDz8sVlZWKtqazWZx8+bNisdUVlYmXn/99WJGRob43nvvKfaVlpaKTz75pJiRkSFOnjxZ0deiRYvEjIwMcdKkSV7/DDZs2CD9DM+dO+f18aJo/906uuuuu8SMjAxx3LhxYklJibQ9Ly9P+r0++eSTimMGDRokZmRkiFu3bnXqLzc3V9y3b59i29dffy1mZGSIQ4YMEQ8cOKDYt2XLFrF79+5ix44dxRMnTnj8eGzPb8fnhCiK4oULF8Tu3buLGRkZ4n/+8x9puz/PtT179ogdO3YUMzMzxXnz5olms1mx/8yZM+KePXukdV+vE3dOnTolZmRkiH379lXd/+2334oZGRlix44dRaPR6HG/NgcPHhQ7dOggZmZmikuWLFHs++OPP8SOHTuKGRkZ4rp16xT7Jk2aJF1f7777rmgymaR9hw4dErt16yZmZGSIf/75p+K45cuXixkZGWLnzp3Fn3/+2Wk8R44cUTxXRVEUf/75Z8V1KoqiaLFYxC+//FLMyMgQb7nlFtFisSj2u/qdytl+H2PHjhVzc3MV++bOnSu99skf26ZNm6THPXz4cMXrbHl5ufjQQw+JGRkZ4v/93/85ne/3338X8/PzVbd36NBB7N27t1hWVqbY58lryLvvvitmZGSId911l3j69GnFvmXLlont27cXe/XqJRYUFEjbL168KD1fHP+WbNiwQezcubPL1w931J6jFotFzMnJEb///nuxd+/eYkZGhrhgwQKnY48ePSru2LHDaXt+fr70c501a5bTfts4e/TooXq8t6/3crfeeqvL1z0iIqpfWNOWiIgoQIYOHYp77rlHsa1fv34YMGAAzGYzNm3aJG0vLy/H119/DQB49tln0bBhQ2lfdHQ0XnnlFZe340+fPh2iKOKVV15xyjKUz/jtarb24cOHY/DgwV49tjFjxgAA/vvf/0IURcW+7777DpWVlbjhhhuQlpbmVb8TJ050urV67NixiIuLw8mTJ5GdnS1t37ZtG/bt2weDwYAXX3xRkfnUsGFDv2Y6P3bsGHbs2AG9Xo+//OUv0vbhw4dDq9Vi8+bNUmahTXFxMcrLy9G8eXPVLNamTZsqblfOzc0FAPTv398pe0qj0aB3796Kx7RkyRKcPn0a1113nZT1ZxMdHY1XX30VKSkp+PHHH1FQUODzY5e7fPmytJySkhKQPgHr727Xrl2Ijo7Gv//9bxgMBmlfcnKyVHbjl19+wfnz56V9eXl5iIuLUy3BkJKSoshGtFgsmD59OgDg3XffVZSlAIBevXrh73//O4xGo/Tc81VpaSm2bt2KcePGoaSkBAaDAXfddZdTO1+eax999BGMRiNGjRqF0aNHQ6NRvl1v2rSplAkOBOc62b9/PwCo3m4PWG8pB4DExESvMutt5s2bB5PJhCFDhmD48OGKfQMHDsTIkSMBALNnz1Y9vmPHjvjnP/+pyFrOyMiQnrsbNmxQtLddF0888YRqbd02bdo4Pdabb75ZcZ0C1nIg9913H7p3744jR47g2LFjHjxau2PHjuHnn39GgwYN8M477zg9xx544AEMHDgQJ0+exJo1a5yOFwQBU6ZMUbzORkZGYuLEiQCcHzdgnZxLnr0u337jjTciPz8fmzdv9upx5Ofn4/PPP0dkZCSmT58u1XW2ufHGGzFy5EgUFBTgxx9/lLZ/9913KCkpQbdu3fDAAw8ojunXr5/0e/fVjBkzkJmZiczMTLRr1w79+/fHM888g8TERHzyySf461//6nRM69at0a1bN6ftCQkJeOGFFwBYS0C48tBDD6ke7+3rvZythrTteUhERPUXyyMQEREFyHXXXae6vXXr1li7di0uXrwobdu3bx9KSkqQlJTkdPsoYJ2QpH///k61YC9duoTdu3cjKirK5flstVz//PNP1f3yW2E91aVLF3Tv3h07duzA2rVrpTFbLBYsXLgQAHDfffd53a/aY4iIiEDz5s2xf/9+XLhwQarvuGXLFgDA1VdfjcTERKfjrr32WsTHx6OwsNDrcdgmGxs8eLDi9tkGDRrgmmuuwapVq7Bo0SL885//lPYlJyejadOmOHToEKZOnYo777zTZQ1HAOjcuTMA623aiYmJuPbaa1Ufh83q1asBADfddJPq/piYGHTq1AmrV6/Gnj17MGDAAE8fbo2T/+7k9SVtOnXqhHbt2uHgwYPYsmWLFHzr3LkztmzZgmeeeQZjxoxBhw4dnIKYNvv378fFixeRnp6uCGrK9e7dG4C1pqa3HOuU2qSkpGDatGlOdUgB759rZrNZCrzdfffdHh0TjOskLy8PANxen/6wXQ+uSivceeed+PLLL7Ft2zaYzWankhLXXXedao1wW+D1woUL0racnBwcOHAAGo3G65qpp06dwtq1a3Hq1CmUlJRI5VdsAbkTJ064fc47Wr16NURRxDXXXIPY2FjVNr1798bq1auxY8cOp9fHJk2aOH0ZAag/brkLFy5g9erVOH78OIqKimA2mwEAR44ckR6HqxriajZv3ozy8nL069dP8YWj4+P46quvsGPHDowaNQqA/feuVmoGsF4P8+bN83gcjhzLUhQUFOD48eM4efIkpkyZguTkZKcavoD1ebdlyxb8+eefyMnJQUVFBURRlL6gPHHihMtz2iasdOTt672crZ3teUhERPUXg7ZERFSvyT/4O2aQOrLtVwsWAFAN2gCQPpxXVFRI22wfruUT3zhyrE0IAGfOnIEoiigvL5c+FLoiz5qsrl9PjB49Gjt27MCCBQukoO2qVatw9uxZdOjQQVHf0VNNmjRR3a72M7NlYLr7mTVp0sTroK3RaMQPP/wAAKq1Tu+44w6sWrUK33//PSZOnKgIGr711luYOHEi5s6di7lz5yIxMRFdunRB//798Ze//AXJyclSW9sERrNnz8akSZMgCAJatGiBHj16YPDgwRg0aJCib1tm7zPPPINnnnnG7WOwZT76Sx6wzsvLc3lNe8t2vbu79tLT03Hw4EFF4Onll1/G2LFj8cMPP+CHH35ATEwMOnfujL59++K2225TXD+2n9fp06cVk0Kp8eXnJQ8I6XQ6JCQkoGPHjhg0aJDqBGqA98+1/Px8lJaWAgBatWrl0THBuE6KiooAwGVg0XZd5+fnqwZVq1Pd9WDL3KyoqEB+fr5TRmp1r7WVlZXSNlu2flpamsc1fc1mM1599VV8/fXXbv8u2OoZe8r2u/ruu++kL4pcUftdefO4bWbMmIGPP/4YRqPR5bl8fRwbN2706rlmew139Xv39W+TzfXXX+80qZ8oivjqq6/w6quvYsyYMfjll18UrxsnT57EhAkTpAC2Gnc/H1d/j7x9vZez/T4DdQcFERHVXgzaEhFRvSafUb2srMxtW1swxfGWWRtXH8ACyRZAMBgMPmXMAnBZdqE6N9xwAxo2bIg1a9YgKysLzZs3x1dffQXAtyxbwLefmaugeXX7XFm1apWU0fThhx/io48+Uuy3ZaVlZ2dj3bp1iszonj17YuXKlfjjjz+wdetW7NixA+vWrcOaNWvwwQcfYObMmejXr5/U/l//+hfuuecerFq1Ctu3b8eff/6JxYsXY/HixejcuTPmzZsnXV+2rD5X2alyroLf3rJlslosFuzZsydgQVtftW7dGr/++ivWr1+PTZs2YceOHdi+fTs2bdqEmTNn4vXXX8dtt90GwP7cSEtLqzab1HEyIk+oBYSq4+tzzRvBuE5swU1XwSpbJrPRaMTBgwfRsWNHT4cbEMF+rZ03bx4WLlyItLQ0TJ48Gd27d0dqaqr0+3zqqafw008/VftFnyPb76p9+/aqGbNyjmVjAO8f92+//Ybp06fDYDDg//7v/9C3b180aNAAUVFREAQB7777Lj755BOfH4ctCOmOJxMgBpOtpMWiRYuwb98+zJ8/H5MmTZL2T5w4EUeOHMF1112Hhx9+GK1bt0ZsbCz0ej0qKyur/XLU1Rc2gHev93K2L03UyloQEVH9wqAtERHVa4mJiTAYDCgtLcXp06cVM7LL5efnIz8/H4DrbCdvNGjQAABw9uxZl23U9jVq1AiA9YPoG2+8USOBYhudTod7770X77//Pr766ivcfffdWL9+PRITEzFs2LCgn992G667n9m5c+e87lee8VbdbfPfffedUzmLqKgo3HjjjdJtspcuXcL777+Pr7/+Gs899xxWrVqlaN+sWTOMHj0ao0ePBmCd2fzpp5/Gnj178Nlnn0n1KRs3bozjx4/jzjvvdHkLbqAlJCSgZ8+e2LJlC5YsWYKhQ4cGpF/b786xLrCcbZ/j7dY6nQ4DBw6Ubt8uLi7G3LlzMWPGDLz00ksYMmQIDAaD9NxITEzE1KlTAzLumpaYmIjo6GiUlZXhxIkTLl+P5IJxndgyW22veY4yMzPRrFkznDlzBkuWLPE6aNuwYUOcPn0aWVlZqo/xzJkzAKxBb38DV7bX65ycHBQVFXmUbbts2TIAwCuvvKJak/jkyZN+jaVHjx548cUXferDG7bH8cQTT6jWi/X3cbRq1cqr51rDhg1x/Phxl6/h7l7b/dWsWTPs27cPx48fl7YdO3YMhw4dQkpKCmbMmOFUn/nUqVMBOa8nr/dytuddIOuKExFR7cSJyIiIqF6zTQgCAP/73/9ctrPtS0hIUNTM81WnTp1gMBhw+fJlrFu3zml/bm4u1q9f77S9YcOGyMzMRElJCdauXev3OLw1cuRIREZGYvHixZg7dy5EUcQdd9zhNtsoUGyTrq1du1b1ttHVq1d7fTvp+fPnpZ//L7/8gkOHDqn+98svvwAAVq5cWe0t5snJyXj66acBWIPI1Y2pS5cu0gQ5Bw4ckLbbgsO2wIunbJPemEwmr46zGTduHADrY/3999/dthVFEdu2bau2T9tzbO3atVI9ULn9+/dLdUcdJ9dzFBsbi8cffxzx8fEoKyuTAk+dO3dGUlISjh496vZW53Cm1Wpx1VVXAQC++eYbj47x9TpxxxaEdTXRliAI0nWycOFC7N69221/JpMJO3fulNZt18OSJUtU29u+SOnZs6dPE53JpaWloV27drBYLFi0aJFHx9ies2q3vh85cgQHDx5UPa66557td7Vy5UpF6ZdgsT0OtQzrvLw81YnLgOofR79+/aDX67Flyxav6q7anttLly5V3f/999973Je3bF8KyTNbbT+fBg0aqF5n8knUAsXV672c7fWrpjPYiYgo/DBoS0RE9d7DDz8MQRCwdOlSfPvtt077d+zYgXfffRcA8OCDDzrNBO2LqKgoKfNpypQpiknKysvL8fLLL6O8vFz1WNtkWM8++6zTRGWANZC2a9cu1WCwv5KTkzFs2DDk5+fj66+/hkajUZ2ROxh69eqFdu3aoaSkBP/+978V9RsvXLiAN9980+s+Fy9eDLPZjC5dujjNHi/XunVrdOrUCUajUfogf/bsWXz77beqt5Dbfi8JCQlSfcLff/8dW7dulW4ttjEajVIAXh4kuvvuu9G0aVP8+uuvePvtt1XPk5OT4xTcs2WcejuzvU3//v3x0EMPAbBm6M2dO1e1VubevXvxt7/9DXPmzKm2z549e6Jr164oLy/Hiy++qChFcunSJSnr8Oabb5ay+MrKyjB37lzVIPm2bdtQWFgIrVYrPV69Xo8JEyZAFEVMmDBBNZhsNpuxceNGRQAx3IwbNw46nQ4LFizAggULnG5dP3v2LPbu3Sut+3qduNO8eXM0adIEly5dcplteNddd+GGG26A0WjEgw8+iCVLlkilRGxEUcTGjRtxzz334Oeff5a2jxkzBjqdDsuXL5fqSdusW7cOX3/9NQBI16G/JkyYAAB47733VL+cO3r0qOL5Yrulf8GCBYrn68WLFzFp0iSXwUzbtXj06FHV/R06dMANN9yA7OxsTJgwQcoolistLcWPP/6o+uWGt2yP45tvvlE8h4uKijBp0iTpNnxH1b2GpKamYvTo0SgtLcW4ceNw6NAhpzaVlZVYsWKFoo8777wTBoMBO3bscJpwbPPmzdKkloFkq2m7f/9+AFBkTrds2RJarRaHDx/G5s2bFcetXLkSn3/+uc/n9fb13qaoqAhHjx6FwWBQnTSNiIjqF5ZHICKieq9Xr1547rnnMHXqVLzwwgv45JNP0KFDB+h0Opw6dQr79u2DKIq45ZZb8OijjwbsvBMnTsT27duxe/du3HDDDejTpw8iIyOxfft2GI1GDB8+XDXzaNCgQXj++efx5ptvYvz48WjRogVatWqF2NhYXL58GQcPHkReXh4eeeQRj2aK99aYMWOkjLWBAwf6PXmMpwRBwNtvv43Ro0dj6dKl2LJlC3r06IHy8nJs3rwZ7dq1Q/fu3bFjxw6PAuuiKGLx4sUAgOHDh1fbfvjw4di7dy8WLVqEBx54AIWFhXjhhRfwyiuvoF27dtLP4dSpU9i/fz8EQcDTTz8tTdK0ZcsWzJs3D0lJSejQoQOSk5NRUlKCXbt2IS8vDw0bNsTDDz8snc9gMOCTTz7B2LFj8dlnn+Gbb75BZmYmGjZsiPLycpw8eRLHjh1DSkoK7r77bum4rl27okGDBti/fz9GjBiBjIwM6HQ6tGrVStG/O5MmTUJCQgJmzJiBqVOnYvr06ejatSuSk5NRWlqKQ4cOSbcyP/LIIx71OW3aNNx///1YsWIFBg8ejJ49e8JkMmHz5s0oLi5Gx44dFbeMG41GTJ06FW+99RYyMjLQokUL6PV6nD17Vgq6jhs3TjHZ26hRo3Du3DnMnj0b9913H9q2bYv09HRERUUhJycHBw8eRGFhIV5++WV069bNo3HXtC5duuD111/HCy+8gFdffRWzZ89Gp06dIIoisrKycPDgQTz22GNSXVlfr5PqDB48GPPnz8f69evRokUL1TbTpk1DWloaFixYgMmTJ2Pq1Kno3LkzEhISUFxcjH379iEnJwdarRYjRoyQjsvMzMSLL76Il19+Gc888wy++OILtGrVCufOncOOHTsgiiIef/zxgL1+DRkyBE888QTef/99TJw4EVdccQXatWuH8vJynD59GkePHsWUKVOkL27GjRuHtWvX4ptvvsHmzZvRoUMHFBcXY+vWrWjevDmGDBmimoU+YMAAGAwGLF++HPfeey9atmwJjUaDHj16SJMcvvHGGygsLMSaNWtw4403Sq8doiji7NmzOHjwIIxGI3755ZdqaxRX5/7778cPP/yA1atX4/rrr0e3bt1gNBqxdetWREVF4Y477lDNPvbkNeSpp57CxYsX8dNPP2H48OFo164dmjdvDq1Wi/Pnz+PgwYMoLS3FrFmzpJ9rw4YN8dprr+Hpp5/G66+/jm+//RYZGRm4cOECtm3bhvvvv9+vQOny5csVJRYKCwtx7NgxKRv/tttuwy233CLtT05Oxn333Yd58+bhgQceQM+ePdGgQQOcOHEC+/btw/jx451qnHvK29d7m02bNsFisWDgwIEB+YKYiIhqNwZtiYiIYA1E9urVC19++SW2bduGNWvWwGQyITk5GYMHD8btt9+uWtvQHwaDAfPmzcOnn36Kn376CevWrUNCQgL69euHf/7zny5vHbaNt2/fvvjyyy+xefNmbNy4ERqNBqmpqWjfvj2uvfbagNUjddSuXTukpaUhJycHo0aNCso5XMnIyMCiRYvwwQcfYN26dVi+fDkaN26MMWPGYPz48VJtXU8mmtq0aROysrKg1+sVH+RdueWWW/Dmm2/i8OHD2L17N6644go899xz2Lp1K44cOYLVq1cDsN5qO3z4cIwePVoKrAHA7bffjqioKGzfvh1Hjx7FpUuXEBcXh8aNG+P+++/H3Xff7TTutm3b4scff8TChQuxfPlyHDp0CDt37kRiYiIaNWqEhx56CEOGDFEcExERgdmzZ+O9997Dzp07cfDgQVgsFvTu3dvjoC1gDVzdeuut+Prrr7Fhwwbs378fxcXFiI6ORvPmzTF48GCMGDECHTp08Ki/5s2bY/HixZgzZw6WL1+OP/74AxqNBq1atcJNN92EMWPGKMpsGAwGvPLKK9i6dSv279+PDRs2wGg0okGDBhg6dCjuvfdexSRvNs888wyuv/56fPXVV/jzzz+xdu1a6PV6pKWloXfv3kF9bgTK8OHD0alTJ8ydOxebNm3CqlWrEBkZiYYNG+K+++7DTTfdpGjvy3VSnfvuuw9ffvkllixZ4jKbXq/X4//+7/9w77334uuvv8aWLVuwa9culJaWIiYmBi1btsQdd9yBESNGoGXLlopjR44ciXbt2mH27Nn4888/cejQIcTGxmLgwIEYM2YM+vfv79V4qzNu3Dj07dsX8+fPx9atW/H7778jJiYGjRo1wsMPP4y+fftKbbt27YpFixbh/fffx549e7By5Uo0btwYo0aNwvjx4/Haa6+pniM1NRWzZs3CzJkzsW/fPuzcuRMWiwVms1kK2sbGxmLOnDn45Zdf8OOPP2Lfvn04ePAgYmJi0KBBA9x6660YPHgw0tPT/X7MzZs3x5IlS/D+++9j+/btWLVqFdLS0nDLLbfg8ccfx3//+1/V4zx5DdHpdJg2bRr+8pe/4LvvvsOuXbtw5MgRREdHIy0tDddddx0GDRrkVO7klltuQcOGDfHRRx9h586dyMrKQqtWrfDKK69g5MiRfgVtDx48qChdodfrkZSUhEGDBuGOO+7A9ddf73TMc889h8zMTHz11VfYu3cvtFotMjIy8N577+Hmm2/2OWjry+s9AOmLRF8n9yQiorpFEL2dLpSIiIjqtQ0bNuDBBx9Eq1atsGzZMgiCEOohAbDWLBw6dChiYmKwZcuWGp2kjaguGjt2LP744w/8+OOPyMzMDPVwiOq0nJwcXHfddWjbtq3bL22JiKj+4KcZIiIi8pjZbMYHH3wAwFrft6YDtqWlpaqTTJ09exZPP/00LBYLhg8fzoAtUQA8/fTT0Ol0mDlzZqiHQlTnffjhhzAajZg8eXKoh0JERGGC5RGIiIioWosWLcK2bduwd+9eHD58GBkZGdLtvjXp0qVLGDZsGNLT09GyZUvExsYiOzsb+/btQ2VlJdq1aydN1EZE/mnTpg3uu+8+fPHFF9izZw86d+4c6iER1UlZWVn49ttvceONN6JPnz6hHg4REYUJlkcgIiKiak2ePBlLlixBfHw8+vTpg+eeew5NmjSp8XGUlJRgxowZ2Lx5M86dO4eioiJERUWhVatWGDp0KEaPHo3o6OgaHxcREREREVEgMWhLREREREREREREFEZY8I2IiIiIiIiIiIgojDBoS0RERERERERERBRGGLQlIiIiIiIiIiIiCiO6UA+gNsjJKQr1EGpUcnIMLl0qCfUwKEzweiA5Xg8kx+uB5Hg9kByvB5Lj9UByvB5IjtcDydWn6yEtLa7aNsy0JQVBALRaDQQh1COhcMDrgeR4PZAcrweS4/VAcrweSI7XA8nxeiA5Xg8kx+vBGYO2RERERERERERERGGEQVsiIiIiIiIiIiKiMMKgLREREREREREREVEYYdCWiIiIiIiIiIiIKIwwaEtEREREREREREQURhi0JSIiIiIiIiIiIgojDNoSERERERERERERhREGbYmIiIiIiIiIiIjCCIO2RERERERERERERGGEQVsiIiIiIiIiIiKiMMKgLREREREREREREVEYYdCW3BowoCfWrPkj1MPw2oQJj+I//5kW6mEQERERERERERF5TRfqAVDo5OXlYt68OdiwYT1ycy8iKSkZbdtm4JFH/oa2bTuFengAgNmzP8HcubMAAFqtFmlpDXDNNdfi4YfHw2AwuDzujTfehk7Hy5uIiIiIiIiIiGofRrXqqezscxg//m+IjY3DY49NxBVXtIHJZMLWrRvxyiuv4Msvvw31ECWtWl2B99//EGazGXv27MKUKa+ivLwczzzzvFNbo9EIvV6P+PiEEIyUiIiIiIiIiIjIfwza1lPTpk2FIAiYNesLREdHS9tbt26NMWPuQ2Wl+nHHjh3Ff/7zDvbu3YOoqCgMHDgIjz/+hJT1+uef2/DRRx/gxInj0Ol0aNXqCrz00uto1KgxAGDt2j8wd+4snDx5AikpabjpplswZsxDbrNitVodUlJSAQCDBw/Ftm1bsX79GgDPY/bsT7B27WrcccfdmDdvDs6fz8batVsxYcKjaNs2E//4x1MAgMrKSnz22cdYvvx/uHz5Eho0aIjRox/AsGHDAQDHjx/FzJkfYPfuHYiKikbv3n3w+ONPITEx0Z8fMxERERERERERkdcYtA0GUQQspTV7To0BEASPmhYWFmDz5o149NG/KwK2NvHx8cjNLXLaXlZWhiefnIBOnTrjs8++wOXLlzF16mt477238PzzL8NkMuG55/6FW28dgZdffgNGoxEHDuwDYB3Xrl078NprL+Gf/3waXbp0w7lzZ/DWW28AAB566FGPH2pkZCSMRpO0fvZsFv74YyVef/0taDRa1WNee+0l7N27G//4x7/Qpk1bZGefQ0FBPgCgqKgIEyeOx623DsfEiU+ioqIcH300HS++OBkffPCxx+MiIiIiIiIiIiIKBAZtA00Ukbh1KPQFm2v0tMbEvsjv+T+PArdnzmRBFEWkp7f06hy///4rKisr8cILr0rB3ieffBqTJj2J8eMfh06nQ3FxMa66agCaNm0GAGjZspV0/Jw5szBq1AO46aZhAICmTZvh4YfH4cMPP/A4aHvw4AEsX/4revToKW0zGo144YVXkJSUpHrM6dOnsHLl73jvvZno1auPdG6bRYu+RkZGJsaOfUza9uyzL+L222/B6dOnkJ7ewqOxERERERERERERBQKDtsHgYcZrqIiib8edOnUCbdq0VWTndu7cDRaLBadPn0K3bj1w88234qmnHkfPnn3Qs2dvDBo0BKmp1tIGx44dxp49uzBv3hzpeLPZgsrKCpSXlyMqKkr1vMePH8WQIVfDbLbAZDKiX7/+ePLJZ6T9jRo1dhmwBYAjRw5Dq9Wie/crVfcfPXoEf/65DUOGXO207+zZMwzaEhERERERERFRjWLQNtAEwZrxGsblEZo3bw5BEHD69MmAD+O5517CnXeOxObNG7Fy5e+YNesjvPfeTHTq1BmlpWX4298excCBg5yOi4iIcNlnenoLTJ36LrRaLVJT06DX6xX7o6KcSzzIRUZGut1fVlaG/v2vxvjxE5322WrpEhERERERERER1RQGbYNBEABtTKhH4VJ8fAJ69+6HxYu/xZ133uNU17awsBC2OrRyLVq0wi+//ISysjLpmD17dkKj0SiyUTMy2iEjox1Gj34QY8c+iOXLf0WnTp2RmZmJ06dPoVmz5l6NV6fTe32MXOvWbWCxWLBjx3apPIJcRkYmVq9eiUaNGrudEI2IiIiIiIiIiKgmaEI9AFc+/fRTZGZm4vXXX5e2jR49GpmZmYr/XnzxRcVx586dw6OPPoquXbuiX79+ePPNN2EymRRtNm/ejBEjRqBTp04YMmQIFi9eXCOPKZw8+eQzsFjMeOSR+/HHHyuQlXUaJ0+ewLffLsTIkSNVjxk69CZERETg9ddfwvHjR/Hnn9vw3ntv44YbbkZycgrOnTuLjz+egb17d+P8+Wxs2bIJZ86cRosW1rq2DzzwCH799WfMmfMpjh8/hpMnT2D58v/h008/DOpjbdy4CW66aRimTHkVa9b8gXPnzuLPP7dhxYrfAQB33HE3CgsL8fLLz+PAgX04e/YMNm/eiDfeeAVmszmoYyMiqncsFaEeARERERERUdgLy7TC3bt3Y+HChcjMzHTad/fdd2PiRPtt7PIsUbPZjLFjxyI1NRULFy7ExYsXMWnSJOj1ejz55JMAgKysLIwdOxb33HMP3nnnHWzcuBEvvPAC0tLScPXVzjVN66qmTZth9uwFmDdvNmbMeB95eblITExCZmY7vPzyy6rHREVF4d13Z+A//3kHDz98P6KiojBw4CA8/vgT0v5Tp05i2bKfUFhYgJSUVNx++9247bbbAQB9+vTDW2+9j88/n4UFC76ATqdDenpL3Hrr8KA/3qeemoxPP52JadOmorCwAA0bNsLo0Q8CAFJT0/DRR7Px0UfT8cQTE2A0VqJRo8bo06cfNJqw/V6DiKjWicz+GvF7H0Fhp9moaHxXqIdDREREREQUtgRR9HVaquAoKSnB7bffjpdeegkfffQR2rVrh+effx6ANdNWvu5o9erVGDduHNauXStNfvXf//5XCs5GRETg7bffxurVq/HTTz9Jxz3xxBMoLCzE7NmzVfvNySkK8KMMX4IApKbGITe3yOcJy6ju4PVAcrweSM6X6yHt93hpOWdIYZBGRqHA1weS4/VAcrweSI7XA8nxeiC5+nY9pKXFVdsm7NIIX331VQwcOBBXXXWV6v6lS5eiT58+GDZsGKZNm4aysjJp386dO5GRkSEFbAFgwIABKC4uxtGjR6U2/fr1U/Q5YMAA7Ny5M/APhoiIiIiIiIiIiMhLYVUe4eeff8b+/fvx3Xffqe4fNmwYmjRpggYNGuDQoUN45513cOLECcyYMQMAkJubqwjYApDWc3Jy3LYpLi5GeXk5oqKiVM8tOM/LVSfZHmd9ebzkHq8HkuP1QHL+Xg+8juoWvj6QHK8HkuP1QHK8HkiO1wPJ8XpwFjZB2+zsbLz++uuYM2cOIiMjVdvIJ8jKzMxEWloaHnjgAZw+fRrp6elBG1tycgy02rBLSg6qlJTq07Sp/uD1QHK8HkjO4+tBtChWU1N5HdVFfH0gOV4PJMfrgeR4PZAcrweS4/VgFzZB23379iEvLw+33367tM1sNmPr1q1YsGAB9uzZA61Wqzima9euAIBTp04hPT0dqamp2L17t6JNbm4uACAtLQ2ANavWtk3eJjY21mWW7aVLJfUm0i8I1idIXl79qCFC7vF6IDleDyTn7fUQmf015G+/cnPrT734+oCvDyTH64HkeD2QHK8HkuP1QHL17XrwJIklbIK2ffv2xdKlSxXbnn32WVxxxRV45JFHnAK2AHDgwAEA9oBst27d8PHHHyMvLw8pKSkAgA0bNiA2NhZt2rSR2qxZs0bRz4YNG9CtWze346sPF4ycKNa/x0yu8XogOV4PJOfp9RBz4F/SsjmiEa+hOoqvDyTH64HkeD2QHK8HkuP1QHK8HuzCJmgbGxuLjIwMxTaDwYDExERkZGTg9OnTWLp0KQYOHIjExEQcOnQIU6ZMQa9evdCuXTsA1gnF2rRpg2eeeQZPP/00cnJy8P777+O+++5DREQEAOCee+7BggUL8NZbb+GOO+7Apk2bsGzZMnzyySc1/piJiIjqD/stK2JESgjHQUREREREFP7CJmhbHb1ej40bN2LevHkoLS1F48aNMXToUPz973+X2mi1Wnz88cd4+eWXMXLkSERHR2PEiBGYOHGi1KZ58+b45JNPMGXKFMybNw+NGjXCa6+9hquvvjoUD4uIiKjeMUc2CfUQiIiIiIiIwlpYB23nz58vLTdu3Bhffvlltcc0bdoUs2bNctumT58++P777/0dHhEREXlKNEuLlsjGIRwIERERERFR+NOEegBERERU92nM8onH6kCRKlGEYLwU6lEQEREREVEdxaAtERER1bDaH7SNOfIiUv9oiYicZaEeChERERER1UEM2hIRERF5yXDqPwCAmMMvhHgkRERERERUFzFoS0RERDVKqAOZtja60iOhHgIREREREdVBDNoSERER+UOsO0FoIiIiIiIKDwzaEhERUc2qa0FO0RjqERARERERUR3DoC0RERGRP0RTqEdARERERER1DIO2REREVMPqVqatYGGmLRERERERBRaDtkRERFTD6lbQlpm2REREREQUaAzaEhEREfmDQVsiIiIiIgowBm2JiIiohtWtTFuBE5EREREREVGAMWhLREREQWeK7RTqIQQPM22JiIiIiCjAGLQlIiKiGmCxL4p1LNOWE5EREREREVGAMWhLREREwSdaqm9Ti4iaSNmKOXQDISIiIiKiOolBWyIiIgo6wVIuW6sDmbbyILRohGDMD9lQiIiIiIio7mHQloiIiIJOW3ZStlYHgraycg8xR/+N1D/SEXl+cUB6jj45HUnrr4Sm4nxA+iMiIiIiotqHQVsiIiIKKk35mVAPIeAEWUmEyNxfAQCxB58ISN+xR56HrvQIDMemBqQ/IiIiIiKqfRi0JSIioqDSlhxWbqjtE5G5Gn+AH5eypAQREREREdUnDNoSERFRcAkRoR5BgNXUpGq1PLhNREREREQ+Y9CWiIiIgsoSkeawpZYHI0X1oK1gKgj0iQLcHxERERER1RYM2hIREVGQmatvUpuI6o9HcBdkFUXE7xqFhO1/qf3lIYiIiIiIKOh0oR4AERER1XEugpze0pQegyWqOaAJdbkFH8ojWEoRefFHAICmPAuW6PQAj4mIiIiIiOoSZtoSERFRUAlOQVvvM031ub8jZX13JOwcGZhB+cNFeQR3Yo5NsR+uifT0RF6fh4iIiIiI6gYGbYmIiCi4ApBpG31mLgAgIm+F3335yzkI7Z4+dzkMpz6wH19NGQUiIiIiIiIGbYmIiCi4HIKcgg+BSXN0i0CNJgC8y7Q1nPqPcoO7oK9YKVtmAJeIiIiIqL5i0JaIiIiCzIcasA5EbXQAxhEgXpZHMMdkeHy8YKmQN/TqPEREREREVHcwaEtERERBJVhMDlu8D0b6kp0bPN6NxRLRwGGLm0xbWdA26vy3Xp2HiIiIiIjqDgZtiYiIKMj8r2kbVlmnXtfodXi75S7T1lzu/XiIiIiIiKjOYdCWiIiIgkpXvM9hiy8BWP9LLASKvmC7dweIykxjdxOZKcsjEBERERFRfcWgLREREQVV7KHJDlv8zJoNcamEmKMvqm636FNUt4u6eIcNbgLQsqCtObqlt0MjIiIiIqI6gkFbIiIiCn/yQK0ltCUENMbLLvYIqltFbazDFncTkckem8Xo3cCIiIiIiKjOYNCWiIiIapZPmbL2Y9JWNgzcWHwgmEpc7HD1tsohSOuqPIK5FLri/fbuxEqVrkzQFu0LebYxEREREREFF4O2REREVAuEUZBSVM+AFV1k2jqXQ1DPtE3aNABx+x+T1jWVOYDDxGQxh59D8qZ+iD75nsfDJSIiIiKi2odBWyIiIqphPgRg3dWBrWkOE4tVT5lZ62oiMl3pUedtxfsQeX4RYvf/E7CYYMj6GAAQc/RVL8dARERERES1iS7UAyAiIiKqnkOg11wKaA0hGYngIujsartTwNmLALRgqUD8ngcBAMaEnrJzhVEQm4iIiIiIAo6ZtkRERFTDvM+0jbzwg2I9+szcQA0mcFwEYx0DrIbjb3ncZUTu/6RlbeV538ZFRERERES1DoO2REREVLN8mERLW3FWsR57+NlAjSaAXGS/OgRzI3OXOf0M9Lm/u+hT1i6cSkQQEREREVFQMWhLRERE5IXK5OsAAGVNH1DucBVUVQlSa0uP2VfM5UjccYeLs2mr75+IiIiIiOocBm2JiIgoqErTJzhs8WEisjAiGC8DAEyxHRz2qAdVo7IXqmy1/gyEyjwIpkKX5xK10fbzWsq8GicREREREdVeDNoSERFRUInaqKp/YwLbsaUysP15SF+0EwCgMeYrtguiWbW9rniP0zZRo0fUmTlIXd0KhtMzXZ5LV7TXvmIph6gJzeRrRERERERUsxi0JSIiohohSm87ApNpK5j9zzyNPfgUYg7/n+cHyEodaEsOwhzZVLZPPdPWGNdNZasGcQf+CQAwnHzP5ekiL34vLQvmCkAQPB8rERERERHVWgzaEhERUVAJtmCmoHXf0Gv+BX81ZacRnTULhlP/ASxGD49yCMxq9K73AYAoQmPMrb4fD0SfneNZdrFoRvLazkja0MvrcxARERERUXhg0JaIiIiCzBa0tWWJBqimraXCr8MFc4m8M88OEk2yDrQo7DxHts+5PEL87tHQlp8BABjjurpt6wlBrD64rMvfAm35KehKDkFXsN2n8xARERERUWgxaEtERETBJZUNqMq0Fb0P2irKEFRJXdPWiwxZtXHJjnVR2sD5GHvQ1pRwJUwJPZF3zWGXfURe/FFaNhuukJYFT88nY9GnetZQlv2rK9zh9XmIiIiIiCj0GLQlIiKi4KoKUIp+lUdQD/RqKs773KMgLzXgYearYLEHbcuaPmA9tOpxCbC4DUgbk66Rnc/7oK16mQXVltKSObqF1+chIiIiIqLQY9CWiIiIgsxWHsH6tkMIVHkEWZ++MJyYZu/Gl/IImkjbgr2fyosuDzXFdpCtqZ+vOHMq8vrv8mwsLkRnfSQti/oUv/oiIiIiIqLQYNCWiIiIgswWpLXWtNVfWoOYg08D5jIf+nAkuNjunq5wByJzfpZ172mNWXmwteptlGAfg75gm3XBXIK03+OVh2p0sEQ0kM5njmqu2C1qolCW/ndYDK08HIu6qOyv5b361RcREREREYUGg7ZEREQUVIItICroqtYrYcj6BIZTH/jfuTzz1QtOZRU8LFdgK48gCjp7sFZWEkHURgFQZvHaD46AKL31sqAydajjqDwag3cYtCUiIiIiqo0YtCUiIqLgEpXlEWy0ZScD0LdvQVvI69laN3h0mGAusf4rO6+oS7D3EpFWtS3R6VhRowds9W9Fs1P9W9GPUg+uMWhLRERERFQbMWhLREREQSZW/d+Ptx0uJvgSPC5r4HCcudShf8+CtjFHXnDeqNHBorOVQrA+RrOhjcpJ7UFbiGYI5iKH/UF4W+ZmYjQiIiIiIgpfDNoSERFRcNkCqxqdcrMP9Wjze3zv0LfRpyEJlgrFuq70mEfHReb8orpd1BiqlmzBX+dgqTXTtuqtl2hB1PlvHUfl0RjsHVYfkI3IW+5dn0REREREFBYYtCUiIqLgkrJYtQ47vAlSWgOUtvID9s2+lUewRDZUrEfIJyXzRVUwVpACqSqZu0IkYC63LqtmCHsbxK4+aBtzfKqXfRIRERERUThg0JaIiIiCTL2mrW+UgU3bxGDed6MMIAumEl8HVNWBfYIxAKrBZFFrgLbSOgFaVPZXbvrwlHrQ1pjY18t+iIiIiIgo3DBoS0REREFlqzsrChGK7RpTkVpz9T5cZZX6PBGZ8rjos3Ogz1vpW18ApGByVVaxWjBZ1Bqk5eizX6j04eXbMhf1fB1/zkREREREVPswaEtERERBVpV9qtErtkZe/N6HvhxKCPg4ERnESqdNiX8O960vAPa3VFXBZbVgssPjdyLLtM3vvrjaM+qK9ztvtBgRcXlNtccSEREREVF4Y9CWiIiIgqsq+1QUqgla+kDweSIy56CtfwNRZtr6EkwWZW/LjKnXwxh/ZTUHOAeGI3KWeX1eIiIiIiIKPwzaEhERUXDZApgaf27bD3B5BB+DvZVJ17jYY8sAto5TcBiXObJp9Z0LDvV6zcXu24vOk50JZj9r8xIRERERUVhg0JaIiIiCzBrIFKsrD+AJx8Cmj0FbXzNtzdEtAQAlV0xWbBcdgrbyYLIxoRcuXXOg2r61FdmKdV3JIbftRV2cylbnQC4REREREdU+DNoSERFRUAm2jFB/yiOI9kzby31kNVt9rWlrqXBxHvf92YLE8knFrDuq3lKJyqCtRZ+Mgh5L7N1rIr0fqysePnZN2cnAnZOIiIiIiGoEg7ZEREQUXFXBRdGv8gg2Akzx3WBM7GtdtfhW5iD6zGz1HdVl4NoyaAWd07is/7cGqG3B3cqUwRB18fbuIxp6PEZjXFe3+wWVoK2gUjIhafN1Hp+TiIiIiIjCA4O2REREFGQByLR1qGmrz98EAIi4vNqn3jQOpQhsqiubINWMFbQOOxwzbasCqo7BXS/KMhgT+7ndryk77rTNFNvOuZ0xz+NzEhERERFReGDQloiIiIJLKo+gDHRK2bJeUda0jc6a5dOQyps9pL7DxQRl2qLdSPhzOCJzfrY2c5FpKwWobWUUHNppK897PshqagAn7L5f7aCq89p/1pXJzLQlIiIiIqptHD9xEBEREQWWrTyCQ9BW9PC7Y6Eyp8ayRQVLpUNOr1XypgEODR3eQtkybauOFlyWUfBmML5kJluDxpbIZtCWnwIAVCZf6/sYiIiIiIgoJJhpS0REREFlq/Pq+LZDUA2POjOceMflvsrE/r4NSqX2KwDAUgGh4iIiLv7sug3gsqatdIwUtHUoo+DNEKvJtFWjqcyVzl/W7G/WIVjKfB4DERERERGFBoO2REREFFxVgUwBZtXt1dGWHpOtWYOjpekTAACmxN6+Dkp1q2CpROqaNkjYdS9SVrd2fbRTMFaZaWvPLlYGd0vT/65YNyb0cj1EDzJtBVORYj1h50gAgLbiLERNtLWNpaLafoiIiIiIKLwwaEtERERB5pB9KjE7tXSkKT0GbbnKpGHSxF+eBX6diC6CtqZ8+7ndlWRwCMaKgjLTVrAYVduVZLwBc3RLab2w8xzXQ/QgaKsMaDscr42yLpiZaUtEREREVNuwpi0REREFlT5/q0/HCcZ8pKzv7rCxKjgqBW2rD/yqUw/aaoyXPByc41soZaat4dR/AAC6kv0Ox2lgjm4FbdlJAIAluoW0y6JPduiy+qCtc8av/Hhr0JaZtkREREREtQ8zbYmIiCioBEspAMAU19Wr4zTlp93stQUrLdAVbEf8rlHQlB73onf1DF3Bw6CtY9kDWzBZcMj8jchb6XRsxKVVivVLfdejosFtyO/5P4c+PamH6/qtnCgFbcs96IeIiIiIiMIJM22JiIioRhjjr4SojYFgLvHwCDcBSVk5gqQt1wEAInJ+Qe71HmbKuiiPoDFe9ux4VxORuQgGu2OO64zCrvOdtotSn+7G4TqwK2oiq4bEoC0RERERUW3DTFsiIiIKHnnmqdbgWSBSotbWtk1TtWbvX3Cqmet2YOpn9Lg8gkOwVFB/S1WRMsSLMTmdxL822qqJyMwM2hIRERER1TYM2hIREVHQRJ/+UFoWXQQ2feJnTVvBVXkEDyftEjUuMm2rgtSmmPYAgLIWf/dpfNYuPQnaus7stWXaRuYuQ+yBJwHWtiUiIiIiqjUYtCUiIqKgECrzEHv4OdkWDTzLHrVxU2rAlunqosxBtaqOK294B8xRzaXN2vIsz453MxFZ5LmvoCs5UNWu+snEXNFU5lXbJiJvhct9tpq2ABB95jNEn/7I57EQEREREVHNYtCWiIiIgkJbdkK5QRA8zB61cReQtb2F8b6GLAAIZtvkaJ1w6ep9qEi9AQAQefFHDztQn4hMV7wP8fvGuW7nBU/G4jYQKwvaAoC27JTPYyEiIiIioprFoC0REREFiWPQ1fFth/sAriCqBGSrtkmlFkQLzNEtvRqV7vJGRGV/ZT1cF+9ibFVjcDExmegQjBWrjteUZTm0cz1RWHXMhjbVttGWZyHmyEsQVLJyRW2UwwbfAtxERERERFTzGLQlIiKi4HAqXSDAq/IIqkHbyqoF20RkZql2q6cSdt0rG1JV+QIX9XZT/2hhPa0Qodzh1N72uBzG7Ed5BHlfBd2+dtnKcPI9xB14wmm76JBpK1g4IRkRERERUW3BoC0REREFiUPQ1uuJyNTKI4jKvkSL9xmkosm+qHEftAUAwVQIwGHCM8cJ0ARbEFk5ZucJy7wgO0dl2k1um+oKtjpvdAzamgp8HwsREREREdUoBm2JiIioBskzbaubRMw5GGs2tK3qRitr4+NkZAAgZdC6LmMgmIogOAZpnTKGq9bNZQ6bnYO25U3uAwCUNRnlfmxO53Tb2HmLY9DWcWxERERERBS2/Ej/ICIiInLHIevU20xbhwza4sypgDa6aq0qSCqavc601ZgK7aeoyrR1NzbB6Fwv1rlRVaatpcJhu3N5hKL276O80UgYk/q579LfoK1DTduIS6usJSu8mgyOiIiIiIhCgUFbIiIiCg6nmrb+3eBj0cbbV6qCpFHnv/OrT3umretApuH0RyrHqde0tUQ1VWxVnYhMEwljyrXVj82boK0oQqi4qNzkkGkLAIK5SDb5GhERERERhSuWRyAiIqKgcKzvCkFQZHnqC7ZBMLqps+qYQSsLgIo+voXRlhxVdmmbnMtNpm3UuQXOQ3Oc/EyQZf4qtvvx/bgXmckaYy6S13d32OjdBG1ERERERBQ+GLQlIiKiIKk+0zZu/99dHi041rSVBW0Fc4lPIzIc+7diPSLn56oOvXtLZI7t6LCl6niLUbnZj6BtceZbMEc0QnHmm9W2FUQTNOYiab0y+TqIUikJGafsZyIiIiIiCkcsj0BEREQ1RIBjGYLIi0tdN3fKtLW/bYnOmuXTCDSVOYr18sb32vZ415FD2QOx6nFFXVik3O5H0NYc0xaXrjnkUw3asvRxstIPihH5PB4iIiIiIqo5zLQlIiKi4FDN6vQmAOk4kZks01as9GlIjpN7WaJbVu1w/ZbIoo3zoOOqicgcM4C1znVlvSIL2OZf+ZPPx9p5N2kbERERERGFBoO2REREFCSOQVsvszzdZNqKqlmk1ROMecpTVAVb3dXINSb1U64n9lNppR6MDuSkXxZ9ssdtRa3BxQ5m2hIRERER1QYM2hIREVGQOAYILfAu09YxaCt726LRuzil+6BkZeqN6n06lDtQdKlPUvaRMsi5kZc1cX0iuHjMKkxxXYM4ECIiIiIiCrawDdp++umnyMzMxOuvvy5tq6iowCuvvII+ffqge/fuePzxx5Gbm6s47ty5c3j00UfRtWtX9OvXD2+++SZMJpOizebNmzFixAh06tQJQ4YMweLFi2vkMREREdUvDgFUr7M8Hcsj2DNtjQm9PDunnMUIXdEeh422YK2bt0Si63HYeV931luWCC8ybfWJrnoJyFiIiIiIiCi4wjJou3v3bixcuBCZmZmK7W+88QZWrVqF999/H/Pnz8fFixcxYcIEab/ZbMbYsWNhNBqxcOFCTJ06FUuWLMEHH3wgtcnKysLYsWPRp08f/PDDD7j//vvxwgsvYO3atTX2+IiIiOoFh2CnIJq9m1TLqTyCPRu2rMUEqHI8Ribm6CuIuLRKWq9IvRGWqGZVfbsbl7JPS1S6c5MayLQVI9JQ2HkOCrp+hdJ0F4+/2k5YHoGIiIiIqDYIu6BtSUkJnn76abz22mtISEiQthcVFWHRokWYPHky+vXrh06dOuGNN97Ajh07sHPnTgDAunXrcPToUbz99tto3749Bg4ciH/84x9YsGABKiutE5YsXLgQzZo1w+TJk9G6dWuMGjUKN9xwAz7//PMQPFoiIqK6zDFDVQNvMlIFdzVtNS5qtrrJJI0+PVNaLmv6EAq7f2MP1roLusoCnaXNx6Ki0R1qo3V9fABVNLoTlQ2GoaTtyz4dr8/fENgBERERERFRUIRd0PbVV1/FwIEDcdVVVym27927F0ajUbG9devWaNKkiRS03blzJzIyMpCamiq1GTBgAIqLi3H06FGpTb9+yglEBgwYIPVBREREgWIPdpY3HglLdCufjwegyLQV9QlQ5y6TVPa2xyFI624iMluf5Q1HoKTd2y4CvM7bLvcJ4l08Gs8mYjPGd1esa8tOBWM0REREREQUYGpF2ULm559/xv79+/Hdd9857cvNzYVer0d8vHIW5pSUFOTk5Eht5AFbANJ6dW2Ki4tRXl6OqKgo1bF5czdnbSYlHNWTx0vu8XogOV4PJOfJ9WDbZ4rrjOLOs6pyUZ0PcNWH4BiA1eiktmJUI5S2egqGE9McjrG4THoVRKNsuUJxXsHNAxGkfwXXj9dhR0mbl2BO6FpD+beuh1PRdDT0hTvs22EOynOYrw8kx+uB5Hg9kByvB5Lj9UByvB6chU3QNjs7G6+//jrmzJmDyMjIUA9HITk5Blpt2CUlB1VKSlyoh0BhhNcDyfF6IDm314MxGgCg02qQmlrVTuP8Lkza56hc+X4gMTEOkLeN/gfgELRNTYkFdK5KJ9hFnZ2PqIHz7BsiXGfoRkZqq/7VIdLVWCOVma8xCamIcdW2Bkg/03zlGGLiEoM6Lr4+kByvB5Lj9UByvB5IjtcDyfF6sAuboO2+ffuQl5eH22+/XdpmNpuxdetWLFiwALNnz4bRaERhYaEi2zYvLw9paWkArBmzu3fvVvSbm5sLAIo2tm3yNrGxsS6zbC9dKqk3kX5BsD5B8vKKOFcJ8XogBV4PJOfJ9aAvKEECAJNZRH5uEQAgSQS0Du1yq/Y5iigogfz+msuFFTDD3lZTXoxkp74KAJ1Ztb9Up7b2vpJPfSMVODBHNoYxeSCishcCACrKKxEJoKLShCIXY42rNEEeYi4pvIQyF20DxfHx2FSk3SKNM7LEBPnb3gKkwxiEcfH1geR4PZAcrweS4/VAcrweSK6+XQ8uE1dkwiZo27dvXyxdulSx7dlnn8UVV1yBRx55BI0bN4Zer8fGjRtxww03AACOHz+Oc+fOoVu3bgCAbt264eOPP0ZeXh5SUlIAABs2bEBsbCzatGkjtVmzZo3iPBs2bJD6cKU+XDByolj/HjO5xuuB5Hg9kJy760Gs2iFCkLVx/ha0uuOldWgVbVWPEy0eX5/ydoKpRFrO770SlshGUtDWVtNWFAWXfWuL9ijWI898gdKWT3g2kAArb/JXaZzmyKbKnRZjUJ+/fH0gOV4PJMfrgeR4PZAcrweS4/VgFzZB29jYWGRkZCi2GQwGJCYmStvvuOMOTJ06FQkJCYiNjcVrr72G7t27SwHXAQMGoE2bNnjmmWfw9NNPIycnB++//z7uu+8+RERYb1u85557sGDBArz11lu44447sGnTJixbtgyffPJJjT5eIiKius5ek9bX21UsDh06vm1R6dfDd3iVydcp1s2G1tCVHLCeNcoa6DTFZEJXcgiRF38EAGiMeS7705UcdhiaYz5xzbjUbxPMsR2kdWPyQJRcMRkxx6daN4imkIyLiIiIiIi8EzZBW08899xz0Gg0mDhxIiorKzFgwAC89NJL0n6tVouPP/4YL7/8MkaOHIno6GiMGDECEydOlNo0b94cn3zyCaZMmYJ58+ahUaNGeO2113D11VeH4iERERHVXaJa0NbzAK4gWhy3eHCU4zGy4QgREMRKAEBZ84eVR0U1BaqCtq7OF3HpDw/Ob+uvmcdtA6Ws+SOKgC0AQBBQ2vo56C+vQ8TldQzaEhERERHVEmEdtJ0/f75iPTIyEi+99JIiUOuoadOmmDVrltt++/Tpg++//z4QQyQiIiKXqoK21cVaRdHFNLHKrFnBXKLSRin2wD9R1OUL1X2VKYMQmfsrAMCY1F95Jk2E2iE+K231ZED784SocTMBW1WWsmBh0JaIiIiIqDbQVN+EiIiIyBeeZtqqlzTQX16vWLfoUxxaOPcVdWEJorJmIeLiT077BEs5AKCo3XsQ9Q5TmAlqQVvfZyE1xXXz+VhfuQ0828o1iMaqf92UkRAtiNs3HtEnPwjc4IiIiIiIyCsM2hIREVGQyYKfHmTU2kSf+UxaLugyHxZDK4/OFnfwKSTs+qvzKMylAABLZAOnfZXJA5w7Uh2rZ0R9gs/H+sq5nISdaMu0Fc2IOv0xUv5Ih65wp2pbXcFWRJ1bgNgjL3AWCCIiIiKiEAnr8ghERERUB1QX/BQtqhN3yWvQVja8zfvzihZAsH8/LZjLrJs10U5Ny5veD235OVT4cp5w4a5erW0SN9GEuEPPAADi9j6Cy1dtdWoac/Tf9hVLKaCNCeQoiYiIiIjIA8y0JSIiouBQzdL0PNO2rMUEAEB5wztcnKCaYHBVZq3EUrWuVan9qolESduXYYrv7nn/4cZW+kCNLGhrb68e5I24vMZ+mLk8ECMjIiIiIiIvMWhLREREQaJW01atmevb+gHAEtnIp7NrzMWKdcFiDWqKGr2HPXgetC1p/X8etw0WwU2mrViVyaxsU/3jExx+hkREREREVDMYtCUiIqIg8WwissgLS1wcXpU5KvhWzSlu3ziHLbbgsHMpBn9ZIlID3md18rsvhim2o7QumIpcN64KVOvzVsg2Vh+0jchd7uvwiIiIiIjIDwzaEhERUZB4FrSN3zfWxeHWrFCXmbHV1MqNyFvp0F9V0Fbw9O2P55m2pph2HrcNFGPq9bjcb6N9g5vyCBG5vwMAInN/8+ocynIRRERERERUUxi0JSIiouCw1bStbiIyF2zlDNQmKfNtPNagrehh0Fb0YtymxL4wJvTyaViB43q8GuMlp2260iNO2yLPfRXQERERERERkW98u9+QiIiIqFoe1rR1ebi56vDAvF0RpPIIngVt9UW7vehcQH6v5Yg+9QFM8d28Hlu4iHdZUoKIiIiIiGoSM22JiIgoSMSq//satK0qjyCol0fwul+vyyN4SRBQ1vIfMCYPDE7/fihp9S+nbWVNRlV/YDWTxBERERERUXAw05aIiIiCzB5c1ZafUm8iik5lFAQ/JyJzFryJyMKfc4Bb1MZKy9qSw9AVbFM5TlTZRkREREREwcagLREREQWJFwE/0ewUnLVPJBagbE8/M20v9/JuEq+wovaYNZHSYvKGnurHMdOWiIiIiCgkWB6BiIiIgkKQatJ6ktnqHBzUVF4EAERnferqDF6OyPcau8bEfjAl9vX6uPCh8pg9+L0IrGlLRERERBQSDNoSERFRcFiqyhto1GvSKrjJ6NSWnwnMeKrOIXqYaXup7zr7ob7W5Q0bao/Zg4AsM22JiIiIiEKCQVsiIiIKCltNWlcTiSmZ/TqXRZ9c/XjgXXkES1S6/VjRv/GFnKASdPYkIFvbHzcRERERUS3FoC0REREFh6XC+q+LTNvitq9Jy4KbAKLJ0FZ9hywQWZl8XbXDEcwlVUuevf0RNRGyFZNHx4Qv34K2McdeDcJYiIiIiIioOgzaEhERUVAIlkoAgChEqO4va/6wfcVNALGkzQsenMz5LY05qpl9d2We27bqfcqCzbUg49Qc2971TtXHbP2Z6wp3ujxMX7DNv0ERERGFKU35GWjKToV6GERELumqb0JERETkBXMJErffBn3BFgD2CcWcKMomOAdFjXFdoS/aBVEb68FJnTNJzYY20rKuaKfbtupd2t8mhXN5hMu9VyAi538oTZ/gso16TV7rxGyR5xcFaWRERERhSrQgZW0HAEDutVkQ9QkhHhARkTMGbYmIiCigos9+IQVsASDi8lr1hoLWviyKKg1s21wFWe3bNZU5bo533OxhAFZeBzaMyyOYEnrBlNCrmlYqmba27GZLecDHREREFNaq6u4DgLb0KEwJV4ZwMERE6lgegYiIiALLXOFhQ3lQVBlIFSrzoC/aXbVSfWasPEhs71NecsH+lkeweDo+ufDNtPWIys/QNjGbwKAtERHVctEnpyPq9MeeHyB7jxB74MkgjIiIyH8M2hIREVFgeRBktbUTq96K2AKINilr5fVZq8+0rUi9wXm3ImhrXzZHNvZsfHKW8M209Yx6pq1QcQHakqM1PxwiIqIA0ZSdQuyR5xF36BlobV/4Vkf2ZbG+aEeQRkZE5B8GbYmIiCjAXAdt83ssgSUiDZd7r6xqWvVWxGEiMmX2Z/VBYLPhCpVR2PtUBCZ1ntTIdegrjGvaekblZ2gxInVNW0Tkr6/54RAREQWIYC6VlpM3DfDsGLieAJWIKFywpi0RERHVGGPKYOQNPCbbYgvaug6KCrK6c66YYzs5b5QFguMOPe3pENXHYCrw6/iQU8l+Vq8DrMJiBDT66tsRERGFgKiJ9OGg2v5lLBHVB8y0JSIiogBTBghL2rzopqltMjLXGS+6gu3VnlHURKhsDVwWjcaUH7C+QkOlpq1Y6dGRuuL9gR4MERFRwETkrfD6GP1l3mVCROGPQVsiIiIKMGWA0GRo66apenkEOVEX58EpdahMusbhQHufxsS+1fdRh2nKTqlsFVXbmgytcbnXcnsrbUyQRkVEROQHUQREC/SX13l9XMKuv9pXfcnUJSKqASyPQERERIHleCu+4Po7YhEaCFDWjNWUHnNopB5cVDTR6FVKANiDtqa4LtDnb0JJq39V21ddpCs55LzRRaC8qOMnMCX2hkWXWJVhXP3Pn4iIqEaJIhK23QzBXAS9bPIxURNd7aERub85bPFwAlUiohrGTFsiIiIKMjdvN6TyCPbAYMr67g6NXGThyoO0QgScPnTJY40Wk6xdPaQWOLe4qBVs+50I1dcbJiIiCgmxEhH56xUBWwAQLGWIOjPX/ndfhabyomNnQRggEZH/GLQlIiKiIHOTwWILvNqyPtUChG5KJ0hNNCpBW3mwt6p+q1hPJ9QSVd7yCaKLD7SC7UYs2zGcYZuIiMKLu3rrcQf+gajs/7rcb3Esu+TBHT1ERKHAoC0REREFl1PZAjnbWxFrsFYwXnZqYYls4ME5dE7nEWTBXkGsyioVfAvailJGcO2kLTvuvNFF0Nb2WKXHzExbIiIKM3F7H3G7X1u0x/VOD0ooEBGFAwZtiYiIKKCcA68elEeQAqzKbBeLLhEVjUa6OlhasmbQusm0tZUC8DLTtqzJKABA6RWTvTou3AjmcueNroKxtkzbqvIIggeZzkRERDVJU5njdr+oT3az0/FLS2baElF4YtCWiIiIAirmxNuKdbGaicisrIFBwaHOanG7twGNB/OmChHOJQBUMm1FLzNti9t/gEt916G01dNeHRduijp/5rRNMBWqN5Zq2jLTloiIwlN543vc7he1brJpq0ommaNbBXJIREQBx6AtERERBY5aVqaboK09m7MqMOiU/eLhjM4q5RHUM229nIhMo4M5rov7x1ALGJP6wxzdUrFNsJSptrXX/WVNWyIiCk+WqObuG7j5ey9YbHXubW2YaUtE4al2fwIhIiKisCJU5qptdXOAQ3kEr4K28vIIKhORiRbAUgnBeFmWaetB1m4dVZF2s2JdsFSoN7RlI9sC1cy0JSKicFPN3ya3d9bY3msIDNoSUXirv59ciIiIKOAi8n5X2eruO2JlYFBwDNq6y3CVfWATNZHQlRxyaGBB2opUh/58m4isLrBENnLYYFRtJ33QdVFnmIiIqKZpiw8hbu/DEEQjRG0MKlNvdH+Aq6CuKKpk2hIRhScGbYmIiChgLGr14TwojyAFBr3JtJV92BL1idCWnVTs1pUeczqkPn9AK296PyJy/gdRn4jInJ8hVNX0c1JVQ1hbfhoAEHFpLUyJfWtqmERERE6SN/ZSrJurKY9gu8NGLm73/Yi6sMReD9f2nkDkl5NEFJ5YHoGIiIgCxqKLVdnqZiIy6RZ89fIIbicx08Uh/8qfcLnn/wBNpIcjrL8fzER9Egp6LUN50/utGywugrYOJSSizswJ8siIiIi8ZCuvVKUibZhiPfLCEuX6uf8iqmpbVPZCAKxpS0Thj0FbIiIiCirR4YOVnC0bVl/4JwBAsHg3EZkx+RqYkvp5PBbHD3H1ka2ur+DiQ6pj3V9zTEbQx0REROSK/vJ6p21R578FABgTeqPkikkoafOS8piCrfYMWlMx4veNdepDFOrv3TdEVDswaEtEREQBI6jdYqiNqvY4w7E3rAuOtzO6K63gA2PiVQHtrzbSlRx0ua/kiucArQEAYIlIAwBUNBxeE8MiIqI6RlOeHZDSA4nbbnJzjrMobf08RJX3GoKpEJrSY0hb1cTFwda7dFx9iUlEFGoM2hIREVFQiZroatsIsJZHEJwmDnGfaestY9KAgPZXK0kTjDkrbT1ZWjYm9q9qrz5hGRERkSsxh59HytpMJGy/Najn0VacrVpyDm3EHpqE+H3jXR5bn+vcE1HtwKAtERERBZBztoqo0XtwWFWw1mkisgC/VXFTqqG+KEv/u0ftbB9m9Zc3BnM4RERUBxlOTQcARFxeUzMnFJy/5I3K/gqVKde7PsaT9ydERCHEoC0REREFlwc14yy6ROuCY9BW5UOYf2Nh0BYaXfVtAGgqzgEAoi4sCuZoiIiI/CaYilW320r9qBEF2SSmASjjQEQUaAzaEhERUVB5cvthWbr19kXBEtxb8cUA18itS0paPaNYj7i8LkQjISKi2s4c1aJGzpN/5c8AAFETqbrfEtHA9cGKTFsGbYko/PCTCxEREQWQyoceN7cflje6s6qNNbCrK/zT8eAAjasKM21dKm3zguudzEAiIiIviLp4v/uIuPA90n533U9p+ngYk68GAFgMrVTb6Au2ujzeVaCXiChcMGhLREREQSW6K48gWG/VF8zFMBx9FTHHpyiP9eIDVUG3r6Vll5k1gmelAcgBJyMjIiIvWCJS7StOk4x6JmH3GLf7S1s/r1jPGVKInCGFim2CSbmuoLgTiF9OElH4YdCWiIiIAkctI9NNeQRRsGbhxhx7HTEn3nHer432+NTGhN7SsjmyiYtWfOvjE0tlqEdARES1iLyWbPTpj4JyDlEb58FAyqXFosy3lccLsjuBeEcJEYUhfnIhIiKi4BLczM5cXearJsqL89hLH5S0eVG9jeNEZ+TSpau2S8uCyKAtERF5QTaRaOzh5wLefd7VB11OVmqM62ofhqXCui2xn1MJhYjc5QEfFxFRIDFoS0RERAGkzFSpaPAXlx+qAFRbY9abTFtRVjvXEuUq09bicX/1iTmqmfM2QxtpOSL3t5ocDhERhSvRjJRV6Uj7PR7aoj1u2vn/99aiT1asF3T7Gpd7r0LO9QVu/s4D+X3XojLpGgD2oK0IAZryM4p2uqJd8gH7PV4iokBj0JaIiIgCzqJPQc6g8yjs+qXbdmI1mbaim9IKzmQBYBfZvZYams26trncd53zRlmwPX7vozU4GiIiClcRF5dCY8oHAMTvfcR1wwAEbU2xHRXrlWk3wZRwpfsvg21s7x9s5REEjXMJBMVEqQzaElH4YdCWiIiIAk7UGgCtofqG1ZVHcDeJmSNZgNfsKgPHkw969ZDokM1ERESkRiOb2EswlbhpqQyCxhzypUSCvQ9vJia1tre+JxDMpVVbBFQ0ulPRpjjjDR/GRERUcxi0JSIiogCyfcDyMDgquH8rImrc1MNV6Sv3miPIu/oAoI3x/Lh6rqjdtFAPgYiIagnFHTBuvggVHDJtDadn+HAye9DWVubAY1Vf+kZcrrqTRNBA1MUrmpjie8hP5v34iIiCjEFbIiIiCp1qgrbevlURIxvCEtXU9/HUQ+VNx4R6CEREVEuI8glC3ZZAUAmCOpYnqP5sXraXHen0pa8ACAKK2r0na+NNCSYioprHoC0REREFkJeZttW8FQnEbfvmqHS/+6jTPLzlVJ/7e5AHQkREYU/2N0Nbfhr6y+tdNFQJ6IpGr04l+BW0dfzbZn1fYkzqZ98kb+N1QJmIKPgYtCUiIqKQEavLtPWjBq0tG6iwy+coa3o/CrrM97kvAhJ33BHqIRARUcgp/24nbrtJvZlaFq6l0stzWQOposaAvP67vDvS8UvfqvcToqzevihwIjIiCm/VzP5BRERE5AVbporHwdbgTQyWd81BaMqzYY7riOKEnkE7DxERUZ0kiojd/zhEXTxKMm2TdimDsaKrv+MqQVtrXdpYr84PAIWdZ8FiaOX5cXAo4wBACjYLsuxaQetVn0RENY2ZtkRERBQ61da09Z2oT4Y5rmPQ+q8LLLrEUA+BiIjClLZ4H6LPzbNOImYut24UTYo2ZS0mujjaOWgbe2iSlyPwtuSSjEN5BFtw2aJPsG9TTFrKTFsiCj8M2hIREVEIqb8VMcVkIv/Kn2p4LFQt1vwjIqo3DKdnSsuCudi6IJo9O1gl0zbq/DdejsDWh/dBW13+JuUG25fEWgMu916Fy71XQtTKs3H5942Iwg+DtkRERBRA3n7oUf8gVtrySRiTr/F/OFQNL39f5pLgDIOIiMKOYCywL5sKAQBxB550aKX+d0SoCrgWdvzI9wGIvmfaaqrGa6Mr3CktmxKuhIllk6geEipzAIt3EwJSaDFoS0RERAETfWYOAEBbdtKj9prKC+o7/JiAjKpX3vB2AO5ua7Uqav8fxbqgNhs4ERHVSRUN/yItR2d9AlhM0BhzHVq5+PLPlmlbXd1YcwkMR1+FrnCHWidVfXj/nsDiMBGZVvX9hqxf3klCdZy2+BBSV7dG4pbrQz0U8gKDtkRERBQwUdn/9ap99JnZLvYwaBtMRZ1m4XKf1Sht9ZTbduXNHlRuUJsNnIiI6gbRgsjsbyFUXLSuyuqeG05/BMFSpnqMi86q/nUIOTgERw0n3kXMiXeQtHmgmz68f09Q0vYlD1oJsiUGbalui6wqT6IvUvuChMIVg7ZEREQUhhi0DSqNHqb47t5PBOdpLUMiIqp1Ii8sRvzevyF5ffeqLcpApj5vubRckTJEtY1EyrTVoKDb1/btDmV2dMUHXA9I6tr79wTm2A4o6LpAWi/KfNvrPojqFEEf6hGQDxi0JSIiIiIPMROJiKiuirywBACgMRdZv6RzyKJN2H2/tGyO62JdcJlpa9uuQWXqjRCryiQ41pqVl0+I2zsW2uIDiN9xJyJylsGf8ggAUJk2DAXdv0Pe1ftRnj5WpYW8X/59ozpOowv1CMgHDNoSERFRGGKmbTiyfaAnIqK6R5Rl4lmDpvaArDGuOypTBsna2v5Ou8q0FavaaQBBgKiNtW53yLQVZXd8RGX/F8kb+yAy9zck7Bwp9S36+p5AEFCZOhSWqGYu9zuOl6iuEhn+q5X4WyMiIqLAsFR4fYgxvof6Dk5EFpbiDrqvgUtERLWXIMua1VRkK0viCBpUVpVEqEzsD9uXq65qwQqyTFvbFvX2rv/e28fD9wREfhOYaVsb8bdGREREARF9aqb3B2kiXOzgBzQiIqKaJGqjpWV9/kZEnf9OWhcslbBlvlqimtprorsqjyCraWv9t+rvukNGq8aU725Eyj4CjuURqB4J2vOIgom/NSIiIgoIXclBr48Roa2+EREREQWdObqltCwP2AIAxEoI5lLrsqCFPeCpDHZG5CxD0saroCvaU7VFmWnr2N4U097leLQlhx2ODTQGbanuEUxFiDr9MTTl5xx2MPxXG/G3RkRERAHiw9sKl2UQmGlLRERUo0STy12aimzEHHsNgLX2rKu/0wk7R0JXvBeCxRbgtbVTz8wVtTEuzymIlbal6kZORFViD/4LcYeeQeK2GxXbFYkS8tInFNYYtCUiIqKAEH36Bl/9g5imItu/wRAREZFXBDeBHI2p0KFxNeURbCxVgVfHicuqyiQIbgLF9nMx05bIU9YvVQBt2UnlDkEWtLU9LynsMWhLREREARK4oG1E3u/+DYWIiIi842H2XWXyQNj+fmsqL7htqy3PqlqSBW3X/xWpvydAMBUBotG3sQaCPBgsMmhLdU/M4RcgGPOtK7LkCiGUzzvyCoO2REREFBi+ZMK4OEYUXE1QRjXNHNUs1EMgIqKa4GHQ1hLVDIK5BAAQmfOL22xbUZdg/VdeHuGUNRMwfudIwGINHpmj0l32IVgqPBoXESkZTn2AhO1/qVqTZ9oyaFtbMGhLREREARK4TFv5DNYUWpeu2h7qIRARUY3wLGhbcsVz0Bbvk9YF42UIxsuqbSsa3lbVyHkisojL66SMP1N8dzfDKvNoXN6Tv29hpi3VTfqinVVL9mucmba1hy7UAyAiIqK6wh6ArUzs7/UxCppI/4dDgcEAOhFRvaBW09aiT4JGFpCtSL0JlujmEGSZeqmrW0EUtMjvvdLpeFEbV7VkC5Aqs3I1lRet7TSu77ARzKUePgIvCQJEQQtBNEOwGBm2pbpN/vxmTdtag5m2REREFBiyUgclbV/yq6vijCn+joaIiIi8oRK0Lei6UPlFrO1vvcMEYoJohuHEu8592tpX/Ss41I6NvLjUuuAmaGuJbFjNwP0gVH1JLLIEA9V19ue3wKBtrcGgLREREQWGIH9b4d9Mz2JEin9jISIiIu+o1KbVmItQ3GG6fAsAQLColCxwGwhyLo+gOLUmSnV7afpjMCZd46Zf/9gyfBnEorpOkUnv8KULhS8GbYmIiChAAjcRGREREdUwlUCOKGhh0SfJtwAABJU6s/r8jW46l01EplICSbCUqx5VkjkF0ASxqqMtw5eTnVFdJorKTHoxTL6kEEUgWOVP6ggGbYmIiCggRPnbCg9r0rqbLZrCk7bkSKiHQEREQaBW09aY2B+iNkZaj8z52dpWJdBiTOzjpnN5pq1ztq2m7LS9n7huKG84AkXtpzu1CzSx6v0KM22pthGMl6xBTw+kLU9A7OHn7MdaVCYiM5cj5tBz0BYfCtQQq5XyRwukrWwEbdG+6hvXUwzaEhERUWDIsmYt+kSPDilp+3JwxkLBo/KhnoiI6gKV13dtlOoXscWZbzlti8z9n2K9NP0xlXOIqmUY5NsqGt2Joi5foLzZ/dWO2F+Cqci6wKAt1SK6/C1I/aMl4vb+zbcOROegbdrKBjCcnoHkjb38HJ3nNKZ8AEDypn41ds7ahkFbIiIiCgh5ho4luqVHx4j65CCNhoJF1KrXHSQiolrO1Zdysi9lzRHWScEq025ARdowl11VpN5gLW1g61oqjyCqnkeALJAraL0YtH9sQSN9wbYaOyeRvwwn3wcARJ3/zqfjNZV5inUdr/+wxaAtERERBYbFWguv5IrnqmmoVJl4VTBGQ8Hi4a14RERUy1Rlu5ojm7psojEVSsvKWrdKpa3+pdxQFfgVLBVQK49giUiVlvWX1ngy2oAStZ6VdSIKC35+sRFz+HnFetTZeX715wtNebZyDGc+r/Ex1AYM2hIREVFgVN1qJWr0Xh1W0P07VKTeIK2XN7wjoMOiQGPQloioLtIXbAEAlLV8HCWt/oX8nsuc2lgiG0rLEbm/u+zLEpHmsMUatE3Yfqtqe3mQV19Yc1l/0vsPTXSNnZPIX6KfQVtd2XHlBsFhsj+ViQYDLXHrUMV63IGJEIwFQT9vbcOgLREREQWEYKuPJXgXtIUuFoXdv0V+90WoaHArijPfDPzgyC8lbV6UlgW1WoRERFTracvPALDWyyxt8yKMSf2d2pijmtnbV5532Zd88jIAgOA+9GDRJXo+0ADSlh61/lvMiZCoFglwCRHHILCmwvVzOxCiT/4H2vJTTtsF46Wgnrc2YtCWiIiIfFNyWjmZiG0mWh/fSBpTh6Cw6wKIkQ0CMDgKpNJW/4JFl1C1xkxbIqK6JiLHPomYKb6H0/7CTrNgislEcfv3PetQo6x/ris5XE17+xe+xW3/7dk5AkBXegwAYDj9YY2dk8hvjpmxXipr+qBi3XGOCcFc7Ff/1Yk98n+q26WJAUnCoC0RERF5LfLcf4EfWiB2/+PSNkG01rT1tjwC1RZC9U2IiKhWSth5l7Rc0fAvTvsrGo/E5au2whyT4VF/otbLcgOyIJQx6WrvjiWqZ/wtj2CK66Rcj22nWBcslX717yvbZwmyY9CWiIiIvGY4+joAIOrsfPtGX8sjUO1gmz2c5RGIiOoW0axYtUQ0dNFQKb/H9653aiLcHlvS5iWUpj9mH4IsNOF1wNcPJVc8W2PnIgoY2Zcc2qLdPnSgvGtKcKhhG3VmNhCKwK3DaxExaEtERES+UKtNV1UeQWTQto5jeQQiorpEMJcqN3gYNDUmX4fyhrfDZGjt9TkrGo1ApWwSUjEiFZUp16MyZbDTrdrBFHlxqdfHRJ35AjGHnmOAiUIi8txXiD77ubQecXm9fafJw7IGovK9XPy+cYr16HNfIjokJUOYGOCIQVsiIiLynsptWdItTRr/6mxReNIYLwMAtCWHQjwSIiIKKEu5tHjpqu2eHycIKOryOYo6z/X6lKIuHqI+SdaXBgU9FqOgx5JqJy0LpNIWj1XfyEHcgcdhOD0Dkee/C8KIiFzTlGc7BVgjzy+W7oJK2Hm30zEF3Z2vU3n5A8FUqHquiNzl/gzVY0Xt3rOviEwMcBRWQduvvvoKt956K3r06IEePXpg5MiRWL16tbR/9OjRyMzMVPz34osvKvo4d+4cHn30UXTt2hX9+vXDm2++CZNJWRdj8+bNGDFiBDp16oQhQ4Zg8eLFNfL4iIiI6grVWlosj1AvRGd9EuohEBFRAMlvjTbHtPX6eNFh0jGPjtEnwRTfFaUtn0BR5tteHx8oprguAACLPtXrY+P3PhLo4RC5J/uCxUZfsBmR2V8DACIur3PaX5ky2Glb7JHnpWVNxXnVU+nzN/o6SvfMysdQ3vxvMBnaVK0x09ZRWKXCNGrUCP/617/QokULiKKI77//Ho899hiWLFmCtm2tfzzuvvtuTJw4UTomOtp+64bZbMbYsWORmpqKhQsX4uLFi5g0aRL0ej2efPJJAEBWVhbGjh2Le+65B++88w42btyIF154AWlpabj6ahY8JyIi8oTaLNACyyPUC7YPuEREVDfYgrYWeearF8xRzXw4qRYQgZK2r/h0zsCpqtdeg9m9RL5Tz0TVlRxGhctjqrm2VQLBACDYkjECTFt+Rlou7DS76mRVY+S8CU7C6pVp0KBBGDhwIFq2bIlWrVrhiSeegMFgwM6dO6U2UVFRSEtLk/6LjY2V9q1btw5Hjx7F22+/jfbt22PgwIH4xz/+gQULFqCy0pr+vXDhQjRr1gyTJ09G69atMWrUKNxwww34/PPPa/jREhER1S2CucS6oGHQti4TdXGhHgIREQWQYLEGbUWNjxOA6WKR33OZ2yaVKYN867vG8LZsCn+Ci6CmqNEjbt94FwcJLvuL3TcByZsGqO6z6BK8Hp9n7M+1ikZ3Vi1ZQ5MCM22dhFXQVs5sNuPnn39GaWkpunfvLm1funQp+vTpg2HDhmHatGkoK7PfyrFz505kZGQgNdV+a8OAAQNQXFyMo0ePSm369eunONeAAQMUgWEiIiLykqkYuuK9AABRCKsbeSjAYo6/GeohEBFRANm+dJVq0/vAmNQfZc2t5QKKMt9y2l/Q7Vvk9d+JktbPAUPWO+0PHdcBLTXRp2YGaRxErgnGfCSt74GI3P+p7tdU5iDq3AJpPb/7YpQ3uhPFma7fs2mLDyL63DyX+zWmAsDi+2uCS1WvMxZ9ij2gbCu7xkxbJ2H3qerQoUO45557UFFRAYPBgJkzZ6JNG2t9i2HDhqFJkyZo0KABDh06hHfeeQcnTpzAjBkzAAC5ubmKgC0AaT0nJ8dtm+LiYpSXlyMqSr0ej5svJ+oU6TlTTx4vucfrgeR4PZArggDoCzbZ17VRvE7qIIsuERpTPioaDHP6/fL1geR4PZAcr4fwF33K+nlaU3nRr99TSftpKL3iGYiRDZ1DoVo9xJgrUN5mMmJS4iDkFfl+ogCSHq8oevTYYw8/q348+YSvDx4QRaT+kQ7A+fqziT4zW7lBZ0BxlzkAXH8tEZHvXP+2oMciJPx5h7RuOD0dZa2e8H7MbtjKLogavf33Ltgybc3Wf3k9SMIuaNuqVSt8//33KCoqwv/+9z9MmjQJX375Jdq0aYORI0dK7TIzM5GWloYHHngAp0+fRnp6etDGlJwcA602bJOSgyIlhbc+kh2vB5Lj9UCOUlPjAKO9XFFCg+ZAIq+TOqfVfcCRmYhs0B2Rqeq/X74+kByvB5Lj9RDGcn6WFlNdvL57zrPjw+Z60Fnfv2g0QvWP3VTqtMn/nxcBYXQ9hKPs37w+JDEpAajm2owtWO60LaHd7YDhW2DdXQCAmCMvIabXi16fH8fnAZvuB+LaAl2nAOn2QDCECACAVhthf/7orKHJ+O0jgBYXkJLSwPtz1lFhF7SNiIhAixYtAACdOnXCnj17MG/ePLz66qtObbt27QoAOHXqFNLT05Gamordu3cr2uTm5gIA0tLSAFizam3b5G1iY2NdZtleulRSbyL9gmB9wczLK4LIsj71Hq8HkuP1QHLye1Zyc4ugLyyDrfLVpQITLKbwyKChwImpMCEaQGlpOUpzlb9fvj6QHK8HkuP1EP7ik69FxKU/AFj/pgdTuF0P2qISJAGwWCy45O6xWyqRsGUoHKv25+bk22/tJq+F2/UQjgwnfoXBy2PyC8pggv16TlVrdO4Xp025uUXQl2qR4LDNW6mb7rcuFB0B1t2J3KGF0j5dfgESAZhFLS5X9Z1ghv259euVyLt6f724Hjz50ifsgraOLBaLNImYowMHDgCwB2S7deuGjz/+GHl5eUhJSQEAbNiwAbGxsVKJhW7dumHNmjWKfjZs2IBu3bq5HUd9uGDkRLH+PWZyjdcDyfF6IEfWa8L+7aaoieY1UgfZfseiKLr8/fL1geR4PZAcr4fwpS07CcBaBqemfkfhcj2IspvH3Y0nbs8j0Bf+6Xy82QhoGbT1V7hcD+HJh7u+TSWKn2dx21cRe8R9xqwpph1EEbBo7XfPGeN7eP170RYfctommk2Axhp+jD453dqu7IS9b/lJRDOvB5mwuud/2rRp2Lp1K86cOYNDhw5h2rRp2LJlC2699VacPn0aM2fOxN69e3HmzBmsWLECkyZNQq9evdCuXTsA1gnF2rRpg2eeeQYHDx7E2rVr8f777+O+++5DRIQ1Bfuee+5BVlYW3nrrLRw7dgwLFizAsmXL8MADD4TwkRMREdV29ndWokb9zhWq5Wz1xvgumoioTrEFbTWm/JCOI7TU/7ZpKs5Dl78ZUReWqO631eckChbDyWlO2ypShsAUk+nyGFNcN8V6Wct/Iu+aw8i7+oBq+5JWT6Og+3fWYxP62PuJ7+71eAWzc2aubbJDAIi8+KPTfl2JbFxXPOj1OeuysMq0zcvLw6RJk3Dx4kXExcUhMzMTs2fPRv/+/ZGdnY2NGzdi3rx5KC0tRePGjTF06FD8/e9/l47XarX4+OOP8fLLL2PkyJGIjo7GiBEjMHHiRKlN8+bN8cknn2DKlCmYN28eGjVqhNdeew1XX311KB4yERFRnSBY7HfFiNqYEI6EgseWjcSZfYmI6pKKtGGIzPkJZc0fCfVQQsB9HcSUNRnuD2fQlkKgosm90OdvhK7EOau1uO2rEPUJTtstkY0gGPNV+ytt83/2FUFAyRXPIub4FJ/GJpidaz8L5hLVMUn7LRX2lbM/AU0n+3TuuiisgrZvvPGGy32NGzfGl19+WW0fTZs2xaxZs9y26dOnD77//ntvh0dEREQumKOa2Ve0zLStkwTbDVrMtCUiqkss+mQAgDmySYhHEkrOf9uEigvVHhW391EUVmUoEgWCPm8FLBENYI7r7LJNRcM7UJl6A0yGDMQdelqxr6zlP1137nH95aovM3y4uypx+zCnbdGnpqMk08MgcP7u6tvUI2FVHoGIiIhqK+ubOktEWojHQcFjewPPTFsiorrF9rpeH8MDrjNt4/dWn3kcmftbIAdD9Zym7DQS/xyB5E393QdMBQGiLg7l6WO96l8UPMzbFAJ7d5Xh9Exp2RjfAwBQlPmWeuOmtwbknHVFfXxVJiIiooATq/7PtxZ1FjNtiYjqHKEyB9Hnqu5oFerx33CVAFnEpT9qfhxUr2lLj9hXLNYyA6aYdoE7gadBWwThPV/Vc0zUWcskiPpEaZcigBuRHLhz1gH1+FWZiIiIAsf2ps59bTiqzZhpS0RU18Qeft6+4vGt03WI4N/7FnNEwwANhAjQyGrOaiovAQAESzkAoKzJKACAUTZRGACYDG08P4Gnz3HB9/IIrmgqbeVGbH3aw5Hl6eNQ2vIJh/0EMGhLREREASBYTAAAbeX5EI+EgoeZtkREdY229Ji0rCk7FcKRhB9jQi+nbZf7rEFJa/ukTZx8lQJJqMyRlqNPTbcumK1B2/LmjyL/yqUo6P6t4pjLV22XSg5UfwLnEKAlooHTNjEIk89qi/ZUdV7Vp0MAuaz5OJQ3vhtoOz5g56wLGLQlIiIiv0VmLwz1ECjIRIGZtkREdY086KiYwb3ecJ1pK2oinbcJepReYZ/4qTLtxqCMiuqn2CMvS8uGrI8B2DNtRa0BxuSBirIC1gYCCrsugDH+ShR2+rTac8i/jChrMhqXe69UaWUNFQoqX9Qnr+2AtN/jXWbh2jJ/83v8gIJu30jbE3aPgWAqRMTlNbaBK46zRDVGcefPgNS+1T6G+oRBWyIiIvKbPFOH6jpm2hIR1RWiLk5armh8TwhHEmrOf9sE0ey8zVQIALJbuVkWigJHqKpja6MpPQaNKR+A+pcINpaopsjvs8qj57BFb68ZW9xxJizR6SoDUf+iXlNxHtryMwAAw4l3VPsXROvdd6LWoJigWDCXIOboq9K6/tIap2PJGYO2RERE5B9RREWjO0I9Cgo611kXRERUO0VeXCotywMsBEAlaCtGpFr/td3ardKGKFCS118pLYua6ID0qanM9aSV7azKzYrr3cX7QVn5A5OsbIOoiURU1mfSekWjER6Mgxi0JSIiIj9ZAEEPAKhMuibEY6GgYXkEIqK6xSHgaDa0DtFAwoFKAKoqY1DOHNO2asn2RSaDthQ4xsR+inVBXlPWTaatN2w1cSvSbnHTyvqeT1tyBNqifdJWbckR+3AqL6ofanveCDpAEGDRpwCw1qw1Jts/J5ijW3o/+HqIQVsiIiLyj2gBxErrsiYitGOhIOJEZEREdYntVn8AKOowQ3WSorrPTXkDd19S2n5W/CKTAslN5raoTwjMKSJSkTOkEIXd/uu6UdUX9frC7Uje1A/6S6sBAIl//kVqEp2lXj9XKo8g6ABAuhtP1OgRcekPqZ0luoXPj6E+qY+vykRERBRQFggWa9BWZNC2DrNl2jJoS0RU14gOM7nXOyp/29Rq2tp32sojMGhLAaSS3Q0AxZlv1vBAlF9mJG6/FdGnZii2ia7CibbnTdVzxPbaEiOrgWuOUqmjS6oYtCUiIiLvOHywESwVQNWM06ImKhQjopog1IJMW9ECmMtCPQoiotpBFnCsr6URRMHdRGKeBG1ZHoECyEXQtix9fM2OQ+V5EXv4OcW6MflqpzaasixojHlVfehsW53aFbd72+8h1hcM2hIREZGXlEG7iItLrYFbIGD1tigc2d7Ah29WUcKO25H6RzqEyrxQD4WIKKwJpiIkbRogrZsS+4ZwNGGqKiBb3OZlAEB5Q/ukqyKsQduISyuBqruNiLxiLkP0qRkQKi5ImwSVoG1RZs0HOF1m0cpoZOO2SVnX0bmhShY/69l6Tld9EyIiIiIZh1sBY4+8JE1GwEzbukuU6veFb6ZtRN5KAEDkxZ9Q3uz+EI+GiCh8RZ39AtqKs6EeRhhR/m3TVJyHruQQAMAU3wO5A49BrJpQCYAUiNKWn0HaCmuNUCJvpK5qDkGsRNSZubjcf7t1o8Xo1M5suKKGRwa4rfVsIzqPVdGDuaRqwTkALOrifBlUvcRMWyIiIvKSwwcbxeyxHrzJo1oqzDNtZR90WFuZiMg9ff7mUA8hTKi/bzEcmyota4yXIEakKYNPDoEobfGhoIyO6qbkdV0gVE3iqys9Yt0oWuzLMiEJcLotG2KlKz2G2ANPKiY0rGhgn6jMEpFWteQcdrRENfN7iPUFg7ZERETkJddBO43xUg2Og2pU1QdUIUxr2uovr7WvsEwHEZFbkRd/CPUQworj3zapLieUgShpv+ILayB5Y6/gDIzqJG3ZScW6YLyEtOWJqm1FrSH4A3JiDxXm9/jeZavoM58hdZU1ACtU5iHy4o8AgMqUQbBENQUgu1OLfMKfHhEREXknjG+Pp2CqyroI05my5betMtOWiMgNh7/jZc0eDtFAwoF6RqFZngmoca4qaTj5fpDGQ/WBRRsrLYuaaERecPMliiYUQVv780LUJSj2WHSJTq01ZVnQF2yT1isaDJfvDfDY6hf+9IiIiOoJXf5maMoDUb/OddBOn78hAP1TeLK9bQx+0D5232NI2H6bVwFiUbB/qE7Y9ddgDIuIqNbTlhxF0oYeim3FmVNCNJow4hDINvowMZum9ESgRkN1mcWoyOwWLGWIO/APl81FbUxNjEpJlh0ravTIvTYL5ohGuNxrOQqudA4wayrOIWHnXfbDLWWqfZH3+NMjIiKqB7RF+5C0dQhS1rb3vzM3gbTK5IH+90/hSai5TNvoc/MRcWkVdLKsjeoI1UyIoSbi4s9I+z0eEReWeH0sEVFtlLyhB3Slx5Qb63NJGZe1O61BtcrEq1T3Xu613GlbyvquiD79UaBGRnWU4fgU+yRdHrBENgriaFyRPS8EPUR9Ai4NPAxTYm+ohREFS6Vivbzh7bKdWsW+wo58jnjD76BtcXExPv30U/ztb3/D8OHDsXv3bgBAfn4+5s6di1OnTvk9SCIiIvKPrnCH/52IIrQlhyGIJpdNitu94/95KMzVXHkMwVLueWOH61IwFVV7SMKue63/7r4fAKApO+XRcUREVLcIllJANNvXpS8o1YO61uCVs9hDkwI9NKpjorM+dbu/sNNsXO79h3W58xyPJgULPHnQVlkeRHQIwgJARM7PyjaRDe3LunjFvopGd4E851fQ9vz58xg+fDg++OADnD9/HocOHUJJifUbg8TERCxcuBDz588PyECJiIjID9oo+7LsQ4k3orM+QvKGnog98E+XbUR9kk99Uy1gu70t2Jm2vtZMdgjapq5q6tXhsfsmIGVdZyRtUP8gTkREdY88QzDqzGzZnqq/Rb4EzMyl/g2K6jSNqdDlPmN8D1Q0vgumhB7IGVKIikZ31uDI7CwRadKyKKu/C0C13IHh9IfScn4Px/IJ9vd1xsS+AOcd8IpfQdu33noLJSUl+P777zF//nyIDm+yr7/+emzcuNGvARIREZH/RE20tBx15nOf+jAcfc16/IXFgRgS1TKC0fohI+rCouCeSPGlgudvVSMurfbrtNHn5gEAtBWBqPtMRFQ75F19MNRDCCmLbJKlqHNfyfbYYhveh0w0Fef9GxTVWdXNLRGS+rUqjLJMcnkA18o501bOFNdJsW6Obi0tl6b/3e+x1Td+BW3Xr1+P0aNHo02bNhBUvoFq3rw5srOz/TkFERERBYT973RE3gofe6i52+Ip/ERmL3TapivcCW3JkQCfSZbJ68XkFTHHXvf6TCZDG9XtQmWu130REdVGlqgmoR5CSMlv4xYsstroYvWZtvk9fkRR5luoSB2q2J6yvhvSfo+HYMwP5FCpDtBUXHC73ymrNUTEiFRc7v0HLvVdB2iU5RGqe2/mWA6hMnWItGyJSg/YGOsLv4K25eXlSE5OdrnfViqBiIiIQiv69ExpWTAX+9SHu0kTRG0McgYxs6Quc5zoS6jMQ9Lma5C84crAnkiWaSsGecZhURunuj0i939BPS8RUSgkbhmsWC9u+1qIRhKelH9zbF9Uuw7aGlOuRXn6OEBQv93bcHxK4AZHdYIoC4DKs7yl/WFUZsyU0APmuC4qe6opGeI4saGgQXHGGyht+QRM8d0DNr76wq93wq1bt8bWrVtd7l++fDk6dOjgzymIiIgoAOSTK4kqbxIhmqEtPuRzPdGKtJsBrcHX4VEtpC0/Y1/xtQ6tGkV5hOBOvqEvcjFBX32eSZ2I6iRdwTboC5Sf3U2qAZn6S1dyWJYd634iMsVxRTtVt4tOt5UDEC3QFu/3eX4BquVkk3qpvR+Pyv7KaVu4UZuIzCa/u3oJtbIWE1DS9pUQTapWu/kVtL3//vvxyy+/4NNPP0VxsTVrRxRFnDp1Ck8//TR27tyJBx54IBDjJCIiIj+UpY+VliuTr3Han7Y8CckbeyHi4o+qx+svr3feqJhIgG/C6j5lYFaekRS7fyKwYXRAgreC/IOsh5m2gsqkHhUNbvN5DOao5j4fS0QUjgwn3lXZyrJHcoKlDKl/pENbfNCj8gg2ii8xZUwx7e0rFiNgLoXhxNtI3tgXMYeeDcSQqbaRZWWXNx6JS33Xw2Sw13w1R9aCciVu3puJ+sSaG0c9oau+iWu33XYbzp07h//85z94//33AQAPP/wwRFGERqPBE088geuvvz4Q4yQiIiJ/yL4VFywVLpsl7B6Ny71XwJTQS7FdW7zfubE2GpDNukx1W0nr5xG/b7x1RTQrrqmos18AADTNnoE5uqWfZ5JnH7mf7MIm+tSHKlvdByPc1xpkIIOI6haN0blWtzmmbQhGEv6SN9onYdIW7au2vUUXD43Kl4eoKiuky9+EpK3KureGrI9R0u4t/wZKtYamLAuRF3+AMWmAtK30imcBjQ6F3b6RSk0Vt5sWqiF6TNREud4p6GtuIPWEX0FbABg/fjxuu+02/Pbbbzh16hQsFgvS09MxdOhQNG/OLAUiIqKwU02gNWnLYOQN2AtLtH2yAFGt9IHOABgLAj06ClOVDf4C2IK2lkqo3rAlmvw/kSifiMyzDO6InJ+k5cqkaxBxeQ2qDby6uTVVkI+BiKgOMEc1gzyccrn3SliimoVsPOGkOHMqYg9NVt2nrXQ/cRQAXLpqO1LXOAfAE3aPwaV+m5Gw426/x0i1W8L2W6ErO67cWFXf1izLtLXIJsYLV/KyH5f6bkDypqvs+zQM2gaa30FbAGjSpAnLIBAREYUz2W3rgqVcuc/iHGgznHwPxe3fsx+uV5l4tCw7YMOj8CfKymFYs7XVAqoByFD1IWCqL9otLZuj04HLqLZUg+DuywsGbYmojok6/51i3ZTQM0QjCT+VSc5lo7whugm0JW/sg5LW/4eYY//26xxUuzkFbOUEDcqa3g9NxQWY4nvU3KB8JWiQ138XBEs5zLHtkX/lT0jcPqxqH4O2geZXTdt9+/ZhwYIFLvcvWLAABw4c8OcUREREFGDOwSrnAJWoiXbY4tdbBqoL5G/ERaNqFmwgKhtrTP5lb9tr4roP2qaszXSzl0FbIqq7Crp8GeohhBV3ZSLMUeku98lVJl7lch8DtvWbptRNwLZKcYfpKOz+jce1/EPNYmgFc6y1ZrP8S31m2gaeX1fEe++9h40bN7rcv3nzZqnWLREREYWSPYAVmf21wy7nAJUlqqlDG85yXO8JGohVsx67zFINQIZqzNGXZf35kLlbda1G5vzs+8RovN6JqA7RlJ2UlktbPoHKhn8J3WDCkSbS5S5Pa4waUzmXD6lLWd/NaZtYlzJS5Y+lLj2uMOF3pm3Pnq5vq7jyyiuxd+9ef05BREREAWEPXmkrzrrcJ23RxjpssJZQsOgSAzwuqk1s14WucCfi9jys0sL/oK2ucKf8jF4fb4rrKuvrT5/GELd3rCLIQURUmxlOzZCWKxrcFsKR1D6VqUOrbwSgrNkjXvctVOZ5fQzVDXnXHA71EAJGnl1bp4LRYcKvoG1JSQm0Wtez+mo0GhQVFflzCiIiIgo6lUCb063v1sxDU2zH4A+HwpaoiwMAxO+6D/qinSoN/M9QVdZc9ixoW5F6EwDAGNcdoi7e3pdJ/X2o4wflgm7K7HNt5Xkkbb7Oo3MTEYU7xWSiguvP7/VZQZd56js8nBBT1Ccgv8f3Xp0zdXUr6C+v9+oYqhvEiJRQDyFgNLJJiUV9UghHUjf5FbRt0aIF1q93/SKzdu1aNG/e3J9TEBERUTDIbxtXu4XcIfgm2CYr08jmME3uFYSBUVizlUdwlVEbgKCtqDHI1zw7qCrLo7zpaIcP2M7Ha8rPIXV1K8U2i975w5PGyAwoIqob5K+rIoO2qiobDkfudWdg0af63IclqpnXx8QcfdXn81H40xbtCfUQgs6Y0BPmyCYwJvSU3o9R4PgVtL3zzjvxxx9/YMqUKSgsLJS2FxYW4o033sDatWtx5513+j1IIiIiCjDRXpNUUAuMOQbfqsojQNCioPt3MCb2Aa6ab9/vYSYK1W62mrauCAEI2pa1+LvXxwjmUgCAqHWcQM85uBy391HFelG795h5RkR1jlBxEZrSEwCUmbaCpSJUQwp7oi4eojZGWjfFdvLqeHNMBgq6foX8Hj+qfhmoRlOR7dU5qHYxnP4w1EMIPm00Lg3Yjfxey0M9kjrJ/TvvaowZMwYHDx7EF198gfnz56NBgwYAgIsXL8JiseC2227DAw88EIhxEhFRiGmLDwDRjQEkhnoo5AuHbFrBVAwxomriDdXJoxy3WddFQYfK1KEwpg1Fanxc4MdJ4a2aoG0gMm0tsvIGUdlfozjBg4xuc5n19FoDBGOh26aayovK80U2YNCWiOqc1DVtAAC5A48pst8skQ1DNaRaQdTaJyUr7DTL6+MrGwwDAJS2mIDYo68EbFxUS/k6IWpto4kI9QjqLL8ybQVBwJQpU/D555/jnnvuQdu2bdG2bVvce++9+OKLL/Dmm29CYOYNEVGtJ1RcRNKGPsAP6aEeCgWIvmCLbM35DaVjxqRUHgEMbtVr1WXaKurR+i8661OPPvBoTJerFqIh/8JBV3zAqW1FA+Ws6RGXVvN2YSKqW6S/2YCuaJ/0xZYptpNPt/DXL/b4hahP8LmXikZ3e9SOEzfVbZYIe7mN8oZ3hHAkVFv5lWlr07dvX/Tt2zcQXRERURjSlR6RlpPWdEJBj+9hjrFmcGhLjiDm8PMoveJpmDzJiKMapyvchfj9ylvOE3aORM7gHEATCdWJyByzb0WVmrZU7+iK3ddmizj/HSqTrvbvJA5BWk3F2WqDDLri/baDIf8SIvbwcyhrMQEwlyEibzmMyQOVE/IAVeNlkgER1SLmUsTtewwVDW9DZcPhTrsFs30Sxoicn2HI+gQAFLf+kzpdySFpWT6xpbdsE3dWp7LBLT6fg8KfJSJNWi7J+Deg0aMsfXwIR0S1jV+ZtkREVD/I61hqy08jfvcoaT1+118RmfsrkrYMDsXQyAMJ24epbhdMxdYFlUxGXeEO5QbRaP2nutvjqV4zx2T63YdTjWWL0f0BsvqM2rIT0BYfVO4XRcQefg4Ju+5D/K7RTpOoVTa8DYKlzJ8hExHVqKiz8xB1YRESdo+BUJmDmEOToS3aLe0XzPa7HmwBWwDQF2yu0XHWdqI21vdjPbxdXBR4W3mdVnUnjzGhJyxRzVDU6VOY4ruHeFBUm3j1yWvQoEHQaDRYtmwZ9Ho9Bg0aVG35A0EQsHw5CxITEdVKlgroivZBV7xPsdme1QZoy07W8KDIWxpTgYs9osO/dlHnv0FR589kfVjrhLrKOtGWnvRjhFRnBKOmmVBNjoEsqGuM74mYnGWK3fE770FkrnVbxKVVMCb1d+4isrH/4yQiqiHa0mPSsuH4WzBkfQLD6Q+RM6SqprdocnEkeaW6vz9uj/X076HavAJUZ1QlRpgNrUM8EKqtvAra9u7dG4IgQKPRKNaJiKhuit81GpG5v1bTijdt1F6ug7aOBOMla0t9sup+x8mdqJ4yB6KmreP16P76FGTBCVN8d4iaSMV+W8DWXX+s8UhEtYqsDmr02Xn27aLFGmh0EbQtTZ8Q7JGRjUqt9LImowFttLVeO9UTtqA8Py+Rb7wK2k6dOtXtOhER1S3VB2wB1oKsxWxlEWTlEUrTJ8BwegbKmoxRNNVUnAcAWPSpUFPe2LMJN6huC0iZAcdyHY71lZ3ayybNE7SoTL0Jkbm/uWnPrCYiqt1EbbS0LH/djbj4Eyob/kXxZZZcSeYbQR9bbZd77WkYjr2OspZP+NeRQ3KbRRuH4o4zAUARtBU8mGzTH9qSo4jd/zhK2/wfjElXBfVcpML2nsOfrG2q13y+csrKyjBhwgT8+OOPgRwPERHVNrzjolapSLtZtmb9oGCr8SlCAzHCmkkbfW4e4vY+KrUUzNb6txZ9krK/hrfDoo1FebO/BXHUVFsI5mDUhq0u07aq3jI0gKBBefPqrkX1/gq6zENZ0wd8GB8RUU2zv45VJl9n36qrqsGqErTN77446KOqC0R9IkravQ1LVJOA9nu533ppuaz5I7I9wf0iMWHbTYjIX4/EbTcG9TwE6PI3I+33eMTv/KvsC2j7e2wiX/h85UT/P3v3HS9HWfYN/DezfU9v6ZU0QjoQQkIggKCoIAI+lAcLioqFYkVAX4oooOIjWEFUUFGxIdgVKUIg1BBCIIQ00svpZ3ubef/Y3dmp29s5+/t+PsrMPffO3Huyba655ro9HjzzzDMIh8txGxwREY1WQiJQ6yFQgeRUdrQy4VP6h6UgaCbEcB94AK79v0luSk/2pLv13Lf4XvSv2Q7JNaGyg6ZRQZDKXx4hZxZSOjiR7yR5Fpm20fHvhf+o7+a3DyKiGnHv/Tmadt6urDsHHleWld9kuqBttH0VYt2nVWV8ZE7yzFCW/Ud+G8HpV6TWKpxpGz1U0f1TRscLpwMAXL1/hWPgMQCAwExbKlFJr5xjjjkGL7/8cu6OREREVCeEzA9HXRYAIBhmO7ZF9iW3pGqVyja3bncCoLpNkxpcWTJtC6tpW3DQNkdWU3DG5wAAkW5mJRFRHZEluPfei5bNV1h2EWLJiUcF1QSNABCabv0Yqg27byMAwPvWHdadZAn24RfK9N1KlSRE+3UN6d8krGlLpSnplXP99dfjpZdewne+8x0cPHiwXGMiIqI6F29eVOshUEnSJS1keLd/HV1PzU+ti4AuaBtvSm2zyLSlxiaL2oB9WWraGo+SdauYOlGSTSZ9KUZmhufKZj8RERXCefgvaNl8VdY+YjwZtNVn2sballdqWFSk9FwBAIy13FNaN34QHc+/Da0bP2i6PSfV3XCSxUSyVB7NW67WrMu2ltQCM22pNAVNRKb3nve8B4lEAj/+8Y/x4x//GDabDU6n9mRPEAS89NJLJQ2SiIjqS7xpLgBAiA1oN8gya9zWE1mGZ89dukYB6qBt045vZLbIUU15hHQfIHPbuz5IR40t1rESzv7HlPXy1LTVT0SWPXja8XyynqOY8CltwelXwbvrTtP+gqo8wvDS35ocPfn+ECO8pZSI6oc98EbOPun6857dP9K0y65xFRkTZZfwzIQttBMhk7r/kQn/A/v2rwEAHP2PmpavcB1Ozh/k6vtXMvinC/yJ4f2QXBMtf3t79t6rLPP3W+WIwR1wH/y9rtV4NxtRMUoK2p5xBm8bIyJqROlZibufmKHdIMcAQ9CPasUx9Ayat3zJZEsmaGsgOjSrTdu/hmj321VBW/77UoY6YAuUqca1LkjrOvxnhO0XQXJPyXsXgbk3Q5CC8Oy5x2Rr8gQqOO1yRHveadjqOvwwAMDh25D38YiIKi3hnpazj5AIwD68Hu5Df0w+xjkeA2u2VnpoZGFg9SuW24LTP42mVNBW1CdBwHi7vd23EfHWpcq6e+99aNl8JYLTr0Bg7tdNjyE5xyvL6sdSeXU9vdSkVT9vBDNtqThFBW0jkQgeffRRzJw5E+3t7Tj55JMxbhyv3hERNQrX4Ydh820ytAuJEIN6dUSI9pk0Csn/yYCz95+GzbKu/IHd/zqaN38GSNfH478vZZMuo1ESbdC2afvN8O64FX2nGU9qs+7F1myxIfsJlBg5UNBxiIiqwVBT3oQQ90GIZYJ9nISqjtmalEXJ2WXYnM6azqwnL4rafBvR8voVcIwk5xby7vqeZdA24Zmq2kFJ+XpUMG2mrcyatlSkgt+5/f39uPDCC7F3717IsgxBEOB2u/GDH/wAq1atqsQYiYioDrVs/qyxsSwBGyoX2W4StJJlCKl/p5Y3PmfcblKz1rP/fkjO5MVZY/kEamSSvRVifERZFyr0GSDo6jPmx6qsQvb6csFZX0bbhguKOB4RZeM8/A84+v8D/9xbeQGwCIKk/RzsPW0YzVu+oLmjQEj4Ad4GP2rE2o+HY+hZCHGTu1TkhGY1Pclcx3NrIOi2WdFOSMc67ZUiOcdBjB7WNqZKMTXtvB0AICSC1R4WjREFh/t/+MMfYt++fbjkkktw991349prr4XL5cL1119fifEREVG9kqOGpvQt9FQnRGNWjqv3r1kfIps8RrI1A1Lq31tXPoEai6yryeaff4ehR6mE9EQ6efCqajIbqGrXah6z63vpI5lu10zWopuBnYiK17rhAnj23AO3qs4mFUB/8UoQEDjiWm1TPJAsVZWi3071RU5l2+qzagEYgoDO3r8n++YZsIUso3XjB9QNRY2Rcot2rAYA+Od8DQnPTNM+nv2/qOaQaAwpONN27dq1OPvss/GlL2Vq5HV3d+Pzn/88duzYgSOOOKKsAyQiovqUvi1LrVJZdlRFJpm2iaY5sAfeBADIAoO2jUxQnfRJtmZEJrwPePUjmQ4WgdK8SDE0vXkdvHvuzq9/Ioym7ea3hKYGk2MHFrkLqveAs/8/pnVviah4tvDuWg9hVFLfceCfk/rs090x4Or9q+bibHAWg7b1TLa1ADAphRA5jI4X3q5p8+z/BfwLvp/3vr3bb9bWys0xqScVL/3elG1e1cVt7d871rK0uoOiMaPgTNsDBw7gmGOO0bQdc8wxkGUZ/f39Fo8iIqLRLuGeDrxrY/ZOzLStL/lmY6REO1YbatomCZl/W97SSimyswcA0Pu2AYwsvi/dWvT+3Pt/nX/AFoCr929Zt8falmfdLlvMtq3JNi/wPUREFoZeUxa9u74HIdpbw8GMUqnAULRzDUIzrsjZPd40v9IjohLJqbuXBN1dHc7+RwrckfG7VyjlIioVJv3vJzhgD+0AAIixYUBVEiEw56ZajIzGgIKDttFoFC6X9oTO6UyewMXjxdQbIyKi0UBydgG27HXSWB6hzpgEnPxzbrbsHmtfZRq0dYysV27H40RzlCanM7xEO+T0Z0OhmTxSHK5990MMvQX7yPqsXcXQLv0IsvaPjjs7x8HNg7aazDXBlmMfRJSXvy/UrLa89skaDWT0EuI+AIBs71Da0pmaZuyBzRUfE5XKPCvTaiJNx+DTpu2ug783tMVbFutamGlbVgnVOU8601bM3MjetuF/0LT1xkwXR+Z9S1SIoqYQ3LdvH157LXO11OdLfoHs2rULra2thv4LFiwocnhERFQ3BFvuoG2CQdtasw+ugy28G5GJF5gGbWOdJyM88SK4D/zG+GBBMC2PoO3D2YcbmSy6lYsz9uB21Zb0iWdhmT2evfegecuXIENAZOJFWft2rV2EvpP3QHa0pQ6VoxyLRSZtZrt57kLCPUVZlniSRVQRrr5/13oIo4oQ7Ufz1q8AAFyHH8psEB3oW7MT7v2/RPNW7RwzMi861b/095A+K9bit1b7i+blepq3fBGRiefrWvVBWgZty8V18EG0bPoofAt+hMjECzITsur+3bx77sqs8M4dKlJRZ1533nkn7rzzTkP7TTdpU75lWYYgCNi8mVf5iIhGvTyCto7BpxDrPLFKAyINWYYQ7UXHi+8AAAw0z4dgGkCT4Ftwl2nQVoiP5MykZaZtY5PtrRCiZhdncgRILaSzhgTIuYOwANz7f4nQ9MuTj8ljkrB48wLY/a9ZbLUYs80LydENMdaX1zGIKDvnwT/Vegijnmf3D5TluEc7h4zs7EJk/LmGoG2sfVVVxkalSF881AZUBSmkLMdaj4Fj5KXsuzGbb0AfCGZN27JpffWS5H83fQy9494Dx/BzyQ26f4dYy1I4fBsAAJJrUhVHSGNJwUHbW2+9tRLjICKiOpdomgeHLXsWZnoWXKq+9hfPgGNonbJuC+5QsmZjrUdDiPsgRg8na9wJAhLuKbCF92r2IUhRSK7J2Q8kZg/cU4NKZQsVWkNPfRHAFtmXs3/zm9clg7ZSHC2br8zZf3DFU/DuvB3hyR9A11P6+o7WVcIk1wSIsT7NLOxEVJzWjR+q9RBGNUf/o2jaebuyHpnwPmMnk6Cdc/CpSg6LykA2y7SVomhNTfCZ8MxAaPoVcKSChFbCky7WrAtxH1o3XVrOoZIFuz+ToChGDyLS8y64ev+OaMeJSomlSM+ZkNwTazVEGuUKDtqec845lRgHERHVucDcm+G2uNUu0n0GXH3/hOzorPKoKE0dsAWSwTM5fRIg2DC48jkAiUz5A7PbtKQIINrR+7Z+9DzaZX4gi1vKqVFYZeqY1+XLuTfRqyw7hp7N2T+WqtGXT18AgGhHcNY15tuyvJZlwXxyGCIqUJbsPjG8H0J8GAnPjJx38jQq+9BzaF+vPf8WEgFjR5MLTPHmhcZ+VGeS352C6t+v9dVMsNUWekuZrCwbyTVBs+7o/49JL2baVoLr0B+VZTG0F5Hx58LV+3fNRZPw5A/UYmg0RvDMi4iI8iI72q0n5UnXcJI5IWUtiJGDhjYhEcicxAk2QLRr6tUKJv9WykRyFicI/jlfK32wNLpZBWAE81s8c7K5C+oeHf/ewvafVZaSDunJRJhpS1QSMXLAclvXU0eic90KtL1ysWWfRtfxwunGRpMLTpKzR7Me987GyKKfVWpYVCau3r8DAJq2J39fieEDcB1+WNspr7kE9N+9Zr/XGbStBO+u7ynLiaa5phdVeCcilYJBWyIiKoDxayPaeQqDtjXk6PsPvNtvM7SL4d1w7/slAEBymGTNmmQQClI067Ek1/jiBkljRrTrFIstqQBogeURkAgW1F0WUuUUypDxLWfNtE0dh0FbopJ4t9+iWY92nWbo49RnBSbCcB76c151rscyMfSW+QazC+i6TOXBE9Yj0Xxk+QdFZSXG+jXrbevPMnYqZkI50wuiDNqWRZbfOeFJ74d92Fh/WIj7KzkiGuMYtCUiIkvRrlMBAMFpn0o2mAQ5Rhb9VJmh2Cx7kyrHu+NbaH/5XHj2GbNpXIf+BFf/IwAAITZofLBJeQSb//XsB+RM1A3Pf+S3k7cyI1krOcOiPIIsw9H/GITIYePOpAg8++8vbACp1222gGv+rPfhHEpOkObd+X9lOA5R47KF9yjL4UkXQ85j0sKex8ahbeP70fNoT86+Y1nX2sWm7ZLLvDbm4PJ/J7c7x1VsTFResvp3lRSDPfCmSR/zu5/6T3wdCd1rQYj2AVIMsmgM2rr6/p28yN8gE5KJ4X3w7PwOUO6AabZzHdGOwJwbDM2sZ0ulYNCWiIgspW/nSTTNTTYI2pOt0OQPQXZ2Z24llhi0raam7TdbblP/8LeFjRM8mQXY7cFtynL/CS8btssM2jY82dGOgRM2YOjYf2L4mD9nNiiTqWhPBp2H/4z29e9F5zNHQ8/Z/1jBxxeQUJYK1b96o7bGo5B7Hw7fKwUfh4gy7L6NyrJ/4Y8yZXh0TC8uAvxdoRNvPgqhKR8139Z+PAaX/wcDK9eZbqf645ufvLU+4ZkBz96fmHcyKY8Q7TwFknsKYh0nJBtkGbbAVnT/9wi0P38KrL4jm3bcAlF1IWUsa978GTRvuwFtGz9Y0OM8u3+Ilo2XWH/2WARtB497NLnZ2YORhT/WbIu3LitoDERqDNoSEVHR4i1Lkwv68gg5brOn8og3zcurny28y9iouu07Xau2f/VrSpvknWW2p4LGR2OUICLWsQqyvVXdmPqv9rZBZ18y80uMjxj3U0y2jzK5XuE/YSXPDASO+KKqhT+DicrNPvQcvNtuVn4H6G//FqSQ6eOatn3VtN3Z98/yDrDeyXLW31D+ed+0rDsPAPH24yA7GztDeTRJpH5r2UJvwb33XsP24aW/N31cZnKyTHDWdTA5IZbDt9F8stmU9hfeDkf/40WOOIc6+v3v6vsXAJPyKxaEuA/tz56E5i3XwH3oQTgGnzTvZxG0jbctV5bVmc59J20z606UN/5aJSKigoSmfVJZFuLDAAA5FbQV5Dicvf9A92OT4Nr/65qMr5GY3f5mZnCF8Yenf26yzmBw+hUIzbgSvaePQPJMzb6jstySTmORbFUeQXSqOmUCukJsGG2vXGi6L8nRjYFVL1ocKFUeweS175/3jdwDFVyqZb6eicqt44XT0bTzW2h/8d2AnDC5Vd/8fefZ+1PTdtfhv5Z5hPWtZdNH0fXkXAiRQ0pbpPsdqh783BpLZHvyjjbJ3gp74A3NtsHl/0a05x2QXBOMDzSUTJABqAO11nVXbZH9aF9/dnEDzsIx8BS6H58Mz+4fln3f1eDZ/UM4fBuUddEq+z+PUnCC6veO7DSZV4KoAPzUJyIiayaZcOFJmVmeXYceSi6oMm3bNlwAQY6i9bVPVGGAjS1mOSlURsI1EfHWpYb28LRPoH/1qwiksmzNGEoksDwCWbEoj6C+5bnnP+3KxELu/b+03JV/3i2Zkix66ewhkxp/4fHn5RymPc9yByML7sqsJMxv5yYia47h5+DZ/SOI0VQ961nJW/r9R37btH/cc4T5jhpsMkD3wd9DjA2g+8k5Slto+pXKMssUjS2yrSW1oA2y9p28C/H24wEAiaY5+oepSiYkL5jaQjvRtEN14TJLpm2lNL9+BQQpguYt10CIDVX9+AAgBnfCPqL9ns+njjYA2AJbNeutr35Ys24ffgEtGz8MWyhz95rV+zEy/r2I9LwLvvl38LczlYxBWyIiyoPqB48qcy448wupzckfJN6d36zmoBqeZG/P3cliAgsAkDzTs9b1lLyzMLLgblULfzaQFSH1/7rsHl0tvq7/Jk8+m9+8Lsu+sr3Okvu3q7JhgGQ2uezKPfmOkOds9JJnurJszzVBHxGZ0rzPtyfrdcZbl6D3tGFD31jnSeY7aaQJTi1qaCbck5RlW3h3tUZD1ZC64CnICUj2NqVZVi0DQN+anZp1Wffd6tlzj3a3snWmbaXYQzuU5e4nplX9+JAldD29BB3PnQgxfCDTblITOM21/zdwHnoIkGJwH/ydsYOUuWjU/uKZcB/6I1pe/UjycIINkfHnmu9YEDGy9AGEp3ykmGdCpMGzLyIiKoz6luJUADdTHqH6V/YbWT5/b/0P+8IPkvn3ZoYPWbMoj6ALuIjxIc1JUPZ9WWvd9HFlOTz+HNNscjOhqaoJfLKMQ1N+gWUUiErXNCOzrLpYKDk6k00WF1SM5RXGLrM7ARLuaZr64ZZ3IdAolQraSiEIqXqw8eZFhu8dfRBXmQDY8sJ7JmirnxSrVoTYAFwH/wAkzOtal6p5y9XKsi2oypq1SF4Qor1ofe0ytG38IDqfOca8T/puISmm1OO2B7enNtohsX40VQF/hRIRURYmEwWpAh1CbCC1YBEYlGKALMN14HewBd6swPgaXD5BcrHEoK06gMbgFVlJnzjqyyOYvEZdB80nVsk8qLDXma+AE1LJNVm1Zj0Rmqy6o0DOkq1ORHlaaV4SJdp9RnJBNYFRwjNDWZbckzEWiZGDEEParFnZ1mTsF+2D7OhCrP14xFqWId6yuFpDpGpQXQxPBwVDUy/N2g/I/b1kCyQnv4q1HqNMdmZQhknDxNBbECKHgbg/Z9+2l89H66sfQdN267JcpfDsyfwWaH/pTGVZtvgdLKgmSLWF3jLt077+Peh4ehl6HjWrSysgOOOzkBxdCE35qMl2ovIo9UyOiIjGICHug2xvUbcoS7KjXdWc+hFpGbSNwNn/d7RuSv6Y6T3dZAZ5Kpp7//159CoxO1YdQGOmLVmyyrQ1Bm09u3+UdU9ylqCt6azNosvYZrmDzGeZoZSDSqJpvmr/DNoS5UNMZ6CZ6ToOGMxk0waO+BLE8D7EW4+G+8CvISQCmb7qSQvHYnkEWUbXk8mM2b5T9im/t2STzxpBCgKCiKHl/05eFMtS0ohGIbPvO7OArCBAFuzK+8Gz/374F/wQVnemNG/9MgDAMfKS5aFdB/+AyKT/LXjIypBiA+haa34RQRa9hjbH8PMAAPeB3yIw9+tFH7dQYtzq3CP3eylbeSRBCkN2jUf/mm38fUwVxZQZIiLSaH79M+h+fDKatl5vul2d9ZLOhrG6BV+QY3AMW8wCTyXLp7adPbC5xKOof9TyRylZsJiILN6ywKRzrp+fWU6kTCZHLFq2fYl2SI7uVL8xGDSiMc8+uE5b17EK2tZnmQzQ5tSsBmd9ORl0SgU7XH3/zARr1e85izqvo5qcyXAUI4cAAEK0P3fNbQZsxxzZ5PvQsqxVkeWu4s1HmbanX3vFsA89B8fAk1mOeaTlNvWdLOUU6X6H9UazCUUtLhCHpn7ctN0SA7ZUYQzaEhGRhmffzwAA3rfugNXtw0PH/hO++d9DvH0FAECM9prvTIrxJGOUEyMHlWXWtCVr6fe5NntVFj0mfXNNkGL8eRrtOjW9x0IHlkX2cSgnzgza0ihjH3oOHS++A11PzavucVUTEeVLPct8un6kNrt2DNXKl2U0bbkOPY9m6mDKohNieD+6/zsTneuONzwkPPGiao6Qqs0009Y8OFt0qR5bE/pOfssQDG7edkNRu3P2/hMdL5yOto0fzNJL912tviBRzouveRIj+4yNunGEJn0QvW/rg//I2+Gfd1vOfSZck3L2ISoHBm2JiCgP2sBrrGMVwlM+pKw7+/5t+qjkpBoM2laE6semLLoqFlC1+rcl0jIvjyDIxsm+cs5qbXISG29OZ+zKEKJ9RYzPKOGemnW7mKrZbfeXmq1OVF2evT+r9RA0+tdkKZugonxeqIO2Y2SCU/fen6HrvzPg3f193RYBLa990vJxgSOuttxGY4DJ951ZbeNk38zvvJGFP0k35nUY2dFpPqlfruxuE549d+VxQO2q6+AflGWbWQC1DLKVUrGF92ft37dmJ/wLvq9MsCw5J+Q83sCJ1qUTiMqJQVsiIiqZ1Q8w98E/gkHbynD2P6IsS/YO0wmfykFyZzIJzGa2JgJUdWj1GTSSMWibO9M2+ZkxsuhnkOytGDr6T5mTVVlCx7pVJY11eNkfEJzxOUQmXpB9FKlbmFs3fayk4xFVm2NoXa2HoCG7rGdY1wRa0suq77OxUtO2ZfNnIKZnoteQ4Bx43PJxslmgjcYQk6CtvdW8Z3xIWY61G7OyzWgCtWWaTDbadXrOPg7fy5p1wfS3QJlluSDs2XO3Sf/k54zk6ITs1E40Zh9+wXQ/sdZlmRVOzktVwlcaERFVTLT7dHjf+r9aD2NMkgVVTTCbBwn3NNN+Q8seLOk4/jmZWX6j487M0pMam3l5BNOAS56ZtpEJ70P/ybsR63ob1Jm8tuhBy4fmI9r9dgTm3Mg6dDQmCfER7UzoNbgVWW1k4T3ZO2jq16YzbTNBW/vQCxCsSjAVSIwchH2kvi4+ClIUsbYVltu1k8LSmGMS+JMc5kFb88dlT4wIzPyCas0k9JPr+9hMno8RVZ9DknoS40pJfZbE2o41bHId/rNJ/9TnjFk5CpPfB/65t2DouMcQnvA++OdUbyI1IgZtiYjIWp4ne7553zJ/uO5HT7UnRRnLBCmkLMuCDUPL/4XArC+jT3cbaqz7tJKOIzu7MLzkVxhZcDck95SS9kVjmXl5BEhRQ8/ck+OpTkKVE9P0f2sYgJJlNG25Fp637qzdGIhy8Oz5sa5FghDtL+o26ILoJvqJNy+ALLoR7Xln1oepMwEdw8+jc+0SiAm/0uYcehrd/51VliF2PTkXHc+dCNf+X5Vlf+Xg2fU9xNqOMbTHWpchNOXSGoyIqsl0IjKHdWZ6plN+34X2wJuZFdPM0GK+U/O7s0uIjyjL3t0/1Gxr2XhJ8nOpjNIXicXQXvPtuos/6f5m5cVC0z6tWY83zUNo+uWAYINv0c8QmnFFOYZMlBcGbYmIyJRmAqEck4mFLWZadR3+i2bduyN3YX/KjxDPnNSGpn0Sknsygkd8CbIz82M/2nlyWY4VHXcWIpM4GQplkToZFGR9TVtj0DbWenSunRla5NRnkBD3adoli9tIK8E+sh7e3T9A89b/V7VjEhVEltG07auaJltwO7r/OxNt68+r6KG9O2/XrA+ueBL9a7Zb3uqdFp78AWW5ddPHYAvtrMj41FrVNWQTAbj3/Fgz6WY1efbdZ6jb23/iGxha8V/453+nJmOiKjIJGEqu3PVUZXtz6vHZf59HJrwv85iyZdrmGbRNZJIL9BeN3IceRNPW4iZCs5QKwkqezJ1nI4vuVY1He2EJUmpddBl2JbnGa9Z9C/UXw4iqh0FbIiIyJZv8iLEkCKYTHLgP/l7bTQob+lBx0hkMCdckhHXZONGO1QCA0FTW4qRqMS+PYFrTNsdni2ySDWQL7QIAePbfrzts5UocRDvXaNbF6OHMSo1vOScy0/rK/xraXAceAAA4B5+s6LGbdn5T2yA68ru1X3Tm7lNBrRsvQcsbX0DXk3NrNgZ7YIuyPLz455pa8jTWaYOu/rm35A7E9pwJ2dGR195jHZka8Ga/wYUiMm3znUNBjA8ry5EJ/2PYbouYZ8QWS0gEAQDBGZ9DaOrHMXT0w4iMP1fVQzvudBay6cRvut8hkqPL2IeoShi0JSIic6IDhdw2NXiccSKNeNOR2gYW7S8bMVXXM9r9DsPfdfjoP2Fg5QuIjjurFkOjhpQ6ycwj0zbnbdomnxP6C0AZlQvaRsYnMxMjPe8GAIjRvszGMTKjPY0trt6/Gdocwy9W5dixlsVVOU6x0sFrQ3vfvwrbUSJgetHG2fsvOAb+a2gXov1ofdkYsNI8duAJAEBg5tWIjj+nsPHQ6CY6ldvze089mLwF38Lg8kcQmHk1Rhb/IvPw4FuW/ftO1m6zRfYb+nh1mfn5UJc90JNFb6ZfbFi1wex8orwTFYvh5KTICc80+I+8HbGuU5JJJbZUVrL+eztVZkyIDZjuL+Gerhoqa+BT7fDsmYiITGkmusrjh5XkmYre07U/5Gyq7JHkTsfGLND1IF0eQXa0GTeKLiSa51V5RNTQBIuasyYBWsfI+lw7y/uwphky5ZI+SUt9brW8rqpxZxaMJqpD6YBgpUmuTHZo/0lvZulZpBKz21s3mZdxUrP538i5vfuxSWje/FlNuxDtQ9uG/0H7S2cZAkOtr34k/8BwIXc40dggiOhfswN9a3YCNm/WrvH2FQjO/gogqibOEh2mfWMtyyA7OnMe3rvn7oKGax96Ft5d3zXdlnBOQHDm55T11k2Xqt63xjIMQmywoGNn4959N8T4UPJI+kz11He5oCsFkc7MjXWeYrpPW3iXsiw5u8s0UqLCMWhLREQAANf+36B1g6puqcUPwVx6T9mPuOcIAMbbrsr5A63RCYkAAEBOZxAQ1ZR5eQTBrDxCTvn/PB1Zcn/uTkWSlRM948Wm4p4X0djl6vunspxPTc6C93/wt8U/2KJup76OrWf3j7LuxvvWtyFAhmffz7T7UU9wpAsuOweMdyFZDpPZfA1JdnRAdhZ5+71gN2+3VeACQCKAltc+lWUsNsNcCs7+R1JLxosuiaY55RmXLKFlyxczq3ZdMkP6orLugkrmd3T2YDkAXlChmmLQloiIAACtr12mubWyoJq2avZm2EM7TDe5+v5d3D5JQwzuUE4SK5ppSJQvwbw8gqOAgIWigAtG8dYlhe8/X+mTYbNSCLxrgOrNGL+Q4Dr0UNGPFSOHjI2yjI6nj9E0efbda+ynYh/ZYNL2ii4wqwoQpzL58mYVgCOyZJ6BXtBv+DzL/XQ/MQP24DbrDoIN8fbjNE32kVdSx0i+LxKeGco2yVmeiztiWFcb13DxI33XjPZ5Nu34RnKMw8+XZRxElcKgLRERmRMKq2lL1WEfXo+up5dmAuysrUl1QFYybbWfGWKW2neW+6qXwIUuaCupbjUV5LEdIKPRp+fR0TtRjuTsyd2phCxU996fmBw0AjHhM2m3KH0iy5oJwwDAefhv6HjuRDRvuUbdUVkyDRZnw7r/VDCL3+lCAXfL5XPBR4pAyFGPPj3xoKSaJC3zfZ4cZ7TjJARmfiG1z3JNTmyeSZ8ZQ/qzw/z3st3/mmn74PJkokn/iVtMtxNVC78ZiIjInCoYKJdpsgCJt/KXzKWfkIkZf1QXzIO2xe3KeLI5vORXpe+3QOmTzXR5hIR3VmbjGM9qJCpUNFUXMtq+KkdPo1jb8jx6FR+0FRJ+k7aAad+uJ2agefPnDO02XYahzfcq2l65yNBPXYrBrLRK9oGyPAIVSHV3S//qVzPNBdyFZTphqL6PelIxC5JrIgAg3nq00pbwzkgdI/W+EARAdCcXc01Kmi/1+YroMW5XSh1l+onhzKRsA6vMJ2uMtx+P3tNHILknlmecREVi0JaIiEwJqVlVyyFd4zbhnV22fTas1I/dtFjniTUaCJGKUjMu/6BtaMqlSHhmINZ2rG5fxsBFtPudhraEq8InUrqJyDQ1uZlpS3Uu0vOuqh5PcrQDAKLjziz4scEZnzFt9x31fdVa8XeVOAbXGdoEi9IFYsIPz96fwHnoz9oNut9EzsG1FkdTfQaaBG2DMz4P/5ybEZp8ifGRDNpSCSTPdPjn3YaEezr8c282bA9O+7TJo5DXRUgxqs0aN/t8SX8GjCy6T2mTHeks+vT7QoSsBG3Lk2krSJn32cAJL5l0SL2vpCjaXngnmrZci66njsyMO3WOQlSvGLQlIiJTQnwE5SqPIKdulSo464QMZN3tk4YJF4hqIplpq7/dOO61nmhEck3CwOqNCM78knaDWUBUNJZM8C38ceHDLEjyOTmGX0gOQRW05WcZ1RP7sDFQEZp2edWOL0QOwX3oT8nl2EDBj4+3H2/arpnQzKpsQR4cvg2GNlvwzayPadv4fs2FmpbNn9Vsb97yJf1DUmSIod3oeaQVbS+dbdgamHMDQjOuQmDu15FwaWe510xoRlSE0LRPYeDEVyGpasemBebegr41OwwXSYQ83lv6ixxm2fHp7F7Z0YZ407xUYwwtmz4O9550iRIBsi2VfFC2TNvkbwbJOQ6Se4pxeypo2/zmtXAOPQ3v7h/otpfnbkKiSmHQloiITGluHSz1B03qliRbcGtp+yFDFqLEoC3VA9XrUgwfMGwOHHEtErqTqXT5AVkXkM33lsm8ZnwugRjJ3D4JWYYY689sY3CF6ojd96qhTV1XstK6nlqgLDv7HsnSszDRrtOVZTF6uCz7TGfou/fnLrkiRvuU5fTFm1wEWULX2oUAAFv0oGU/2d6C4ExtGYay3S5ODcMqY9y8swDZ2Y3ArOsxuPzfkNOhIHV5BFmGzb9FO1+CnICQ0N19Z/L9q/1OTp43uA7+Ae4DD2TeC6I9Ux5Bv88ipS+iWtXDTz9Px7B5GQSieldXQdtf//rXOOuss3D00Ufj6KOPxgUXXID//ve/yvZIJIKbbroJK1aswLJly3DFFVegr69Ps4/9+/fj4x//OJYsWYKVK1fiG9/4BuJxbTbEc889h3POOQcLFy7E6aefjgcffLAqz4+IaFQpYyZZetIeQYrAzh9NJdEHqmTnuBqNhEhFXccxrq59l8zWj3WuQWT8OdrHKIFe7YUIfXDXWmV/xka7TlGWmzd/RrOt/UVjuQaiWnEdeECzPnT0n/Kb3KtM1DUxfYt+VsYdZy4YR8YZs1YLFR5/rlIzW8jjlnCzWri5FXCHkq5+t2PgqSKOR43MMfxc4Q8S7Yi3H69MHKZ+L3j2/Aid65ajKTW5nuvgH9Dznw549tyt2YVsMkeFduLR5HvXpr74ieRvWFl0pY5b3kxby8nXUr81oh2ry3M8oiqrq6DthAkT8IUvfAEPPvgg/vjHP+L444/Hpz/9aWzdmszMuuWWW/D444/jjjvuwC9/+UscPnwYl1+eufUnkUjgsssuQywWwwMPPIDbbrsNf/rTn/Dd735X6bNnzx5cdtllWLFiBR5++GF86EMfwle+8hU89RS/JImI1AQ5UVB9ymzUM7N63/pulp6Ui/pHbnDqJ3hbF9WF9MlfckWdtZMM5sqCCLtvk/ZB6aCtLjtG8kzP76BVrP/o2Xdv1Y5FVCh9HdlY19tMS4pUQ6LJuiRKIXzzvgUAiIw7C0BppYAi3W8HAES7TlPqb9tMspP1hHgRQVs5+0z2us6atcCs6wo/HlGx0kFOVUmipq03AQC8qSBt66sfAQC4ev+meajZBMU2/2bVvgVjG5CqZ5t83TsHHk92jfYDb9yZ/G8xTyOVsWsL7zLdng4w2wNbDNvC488t6phE1VRXQdtTTz0Va9aswYwZMzBz5kx89rOfhdfrxYYNG+Dz+fDHP/4R11xzDVauXImFCxfilltuwcsvv4wNGzYAANauXYtt27bhW9/6FubPn481a9bgqquuwq9+9StEo8kTiAceeABTpkzBNddcg1mzZuH9738/3vGOd+C+++6r3RMnIqpTxdZtDMz6iuW2yPj3FDscApQaYMGplyFw5DdrPBiiJNnZpSy3bvqksiwoQQkB4YkXah+TCrqKWW4hznpMocI/YwuYfZuolmzB7cpyaPKHkgtmF13zyC6tFXXwRLK3ITztstRa+n1e/EVkZdZ4QVQ+d+yhHbkfp8kczJeMyLj3mm4Jzvi8Zl0M79Wsx7pPB1G1yKITgLambd6TEIt2DB37D0RUJUwCc25SdTDPtBWkKFyHHlLWPW/dgZaNHwbWfwYtqQBxobw7b8+6PT3hmVlZI8kzs6hjElVTXQVt1RKJBP72t78hGAxi2bJl2LRpE2KxGFatWqX0mTVrFiZNmqQEbTds2IC5c+eiu7tb6bN69Wr4/X5s27ZN6bNy5UrNsVavXq3sg4iIVOTiZmuWdLfsRztOUpY9u75X0pAanZJpm6oJRlRv7H51BlsmaCvrg6DpDNuiJxiqbKatZhIkojrm2ftTZdl/VPI7Vjapaauuy1xvfAt+qFpTB2jTGX2FZLBqOQaeSO3KVlCGvrbUS55kCVDPCZDSt2YnArOv1+6fExpSLaWCtuq7Y/S/37M8GLGOE+BbdI/SEutco9pufheYs+8RhCd9UFlv3no9nKn3p7P/8TyPrWUzyaBVM/su98+9BfHmhQhO+6TJI4jqS23um8liy5YtuPDCCxGJROD1evGDH/wAs2fPxubNm+FwONDa2qrp39XVhd7e5FWTvr4+TcAWgLKeq4/f70c4HIbbbX4S3Ch3n6afZ6M8X8qOrwdKX5UWUODrQddJtmeCNY6Rlw37ECKHAAiQXazPmos3HfQWHTV9b/LzgdQM72kpDNjcyq3CgiBAap6r7STaIAhAdMK5wGufsNxXmiw4NbUzhdTja4WvfWv8fKiNWOuyzN/cJBNdSPggCOW/GJHwHgFbcAdGlv7G9N88r9eD3YvwpPfDvf9+hGZ+3vA8BEhFvZ7EwDZVpq0NZhd7Ij3vhKv3H8Zxy9GCjykIgJgwydB1dRnDWLoL443yfuHnQ/lEO06EczBZ5rHQv6ct9BaA5ARdifblALQT/mXbn+wan9zu7MTACesBm0fb3+LBYvQQ4h3HWe43n+cghvbAs/uHCE29DJJ3BiKT3w/vjm8h4Z5q+vjIxP9RSjEAQHDm5xCecTnCM5JlNvkyrC/8fDCqu6DtzJkz8dBDD8Hn8+Ff//oXvvSlL+H++++v6Zg6O5tgs9VtUnJFdHW15O5EDYOvh8ZlDyRrUbW0eIDU6yCv18OwdrIs14IrgCcyJ0Td3ap9JMLAb1M18C6M1awOX91LhDNZEQC80Tfh7a79e5OfD2SmO/48MP7dQHg3AKC9xQaMXw6MXA9s+ioAoMX3JFq6rwTQknzvb/x/wPhTtZ8PaqINUMU4OjpagLbavf4sx0kKfj5Ul6NjvvZ1ueRWYPM3geggAKDz6WOA8/oBV2d5D2xP1sZs7Z4EZHlf5Hw9nHQvMPxFNLUvQlP6jN2d/N5r9jrRXMx7TlV+pbWtGXAYJytyTV4DmARtW7wiWtLHdI8DwoeBIz4M7FDVuO48FhjITLDaJW0EhnSTQ834gPnnxVva1Ub7TOHnQxmc/k/gqfcBU88t+vXTvOVLaD7makN7tv21zVwNOFPbu5cZO9jNM9rFlhnommRdkiCv5/DwmUBgJzy7fgCcvRtIzmsG24zzzR/fr81o9x7/LXgrXV6JSsbPh4y6OzN2Op2YPj05AcXChQvx6quv4he/+AXe+c53IhaLYWRkRJNt29/fj56e5Oyo3d3d2Lhxo2Z/fX19AKDpk25T92lubrbMsh0YCDRMpF8Qkm+Q/n5fueYfolGMr4cGIsvozrLZ5w8j2u/L+/Xg8keh/qrtc67W7L+vz6csi8GdSJ8+9h3uBezGGWkbnRAfQceTCyG5Jytf3JGYAJ/q71j1MfHzgVQEAehSrfv69iDi8inve/++5xG2HQ1b82noQDJoGxvZg2H1a3hKahIei9e1d8pHM5nmAAaGQpBilX0PZPtc7KvQ+0+Ij8DR/wSi484atakm/HyoHjG8V/kOHZrwccTVr8vxnwbGfRKdT8yEGEsGbsPPfBL+RT8p6xg64nHYAAwNRxAXje+Lwl4PM4H+zARgzZEE3AD8gSDCRbznHCMRpKcwC+5/Ec6EYDgBDgTjMKtgHezbimCnD5AldIeTGYjDHe9FG5JBW//cWyB5Z6F14ALlMfLT/2vI3BtpORlRk7Hbui5EB5KfaeHJH4K/ht/p1cTPhzJb9Nvkfwt8/Rh+l+vOBfp6RwzfgeHJH0Bg9o2QR2wArI/XPbjBtH145vWI9fnQPPlDcO/7uWF7/OH5iEy6GOGpH4Zsa4IQ90NI+CFGDiHednRy34GdSv/gxjshxH3wAAhGbQia/A1ad/wBTtV6X7+xfAnVj0b7fMjnQkXdBW31JElCNBrFwoUL4XA4sG7dOrzjHe8AAOzYsQP79+/H0qVLAQBLly7FXXfdhf7+fnR1JU8dnnnmGTQ3N2P27NlKnyeffFJzjGeeeUbZh5VGeMGoyXLjPWeyxtdDA8jxDyyG9ihd8nk96Dfr+2vWExHVBomvNROOvicgxocg+ocybQOP18Xfip8PZEaGoHldRLrfnXytaH56CgW9dgKzb0DCOwctm69MHUOs+GvPP/tGNG+7UVkPTblUqR8qx0OAzVP2Y3Y/NiW5f9GFvrcZJ04ZTfj5UHmdTx6lLEui1+TvLUK2twGpoK37wO/gW1jeoG36Nn/9+97QrajXQyoEmuWxYuQgJEcXPLt/gFjnGsRbM5l/sqocghjcaTqBoWwxzYv3rTsRmHMzxGAmSIREBP0nvgFbcCtinWvg6HtE85ho5xq4ev+uH6Hp2OPNizJjEF0N917h50P9kGVAiGlrONtGNhr6CdEBSM6eoucFjLtnpH4LmGfi2gNvwL71/8Gz67uINy/UlDUYOvYfEOLaoKwsuiFIfcqy2esp1n4cnIOZ+A9fc6MDPx8y6iov/Nvf/jZeeOEF7N27F1u2bMG3v/1tPP/88zjrrLPQ0tKC8847D7fddhueffZZbNq0Cddddx2WLVumBFxXr16N2bNn4+qrr8Ybb7yBp556CnfccQcuvvhiOJ3J6ysXXngh9uzZg29+85vYvn07fvWrX+Ef//gHLrnkkto9cSKiWkoE4d3+NWU1OO3Thi6ugw8WuNP8v17c++7LrFhMfNb2wjvR80hrCRMWjV724fVo3vIlQ7tY1KzWRNVh923U/NqW08FN1SRAcqEBT9GJaPfbM+sFTChULFF3gugYfCZz+Hhls+IEKQLnYX3wh8iaLBpv/U+2OzXr9pFXynzg1Hu9Eu/JdJBVliCG3gKkmGazo+8RdD05Fz2PdqF56/XoeG6N7vHqMQkWY8ye0S7ImUnQ4i2LILknZSZdErR/c8lhzM83CxTrOQaeytmHqJL0E++ZvW5dvX8r8SCi9r8WxGivJmALAO0vvhNtG87XjlF0wxbeqyybCc34rLIcaz260BET1VxdBW37+/vxpS99CWeccQYuueQSvPrqq/jpT3+KE044AQBw3XXX4eSTT8aVV16J97///eju7sb3vpe5Tc5ms+Guu+6CKIq44IIL8MUvfhHvfe97ceWVVyp9pk6dirvvvhvPPPMMzj77bNx777342te+hhNPPLHqz5eIqB5437oTTTtvV9aDM79g6CPbC6srFG9ZYGiTHCY19KQIvLtVM0bLxtmhhfgInENPAwA61q0oaBxjQcfzJ8MW2WdoHzzusRqMhig/3t0/BCRVFr2QzrBVBXItTrCyUwdXKv8z1u7boG2QVQGjKtTEa3vlwoofgxqPGDZ+p5QmfcG1Eu+J5D6bt34FXWsXG4Ky3p3/Z/ooIdqHpi1fgi24IzNKzzToJyKTHB2QcwWbVZ9lknuy9jjqzzlAM1liIQJzvlrU44iKFW9O/lZPJ2t0Pq0NaAomiRLBaZ8q8ajpWabK81khSFE4+x9NLltcSJXtLRhY9RJCkz+CkcXGkgxE9a6uyiPccsstWbe7XC7ccMMNuOGGGyz7TJ48Gffcc0/W/axYsQIPPfRQMUMkIhpzbIEt2gaTGoqRcWcXtM9Ey2JDW2jap9CUzuiVZUAQkpMIqMmZyQK827+Oph3fwMiCHylt9uD2gsYxaiWCgOjO+qM23nZsFQdEVDj3wd8ry5kMwMznS7T7HYXvVP35VIVMW1nQ/lSOtx0De3Bb8vByvNg7RPMW9xxR4SPQaBf3zoE9uBUAILkmWfTSfq9bZeQWLX2XTAXekzb/Zs263b9J18E8Y79l81VwHf6Lpi0y8SJNtjwADC3/DxypoI8VQQoDABLuacaNsnaSI7M7guz+1xEdf47pvntPPQRbeA8STXOzjoGo3KIdJ8Lufy1510siAEHWZbEPPGl4TMI7K699x1qPgWPkJZMtyd+1OS+U5Klp+83Ksn1kg2W/RNMc+I+6oyzHJKq2usq0JSKiGjCcvBmDtqHpxpIJuaQDvQnXxOQ+pn0yszGRnATAlgp+KEdOn/jJMpp2fAMA0PraJzV99LdGjjUtGz+MnscmoFV3CxjRaCOGVHUgBWPQNjyptCzScp30ZePq+5dmXXJ0Qk4/F32wpgLMLoARaaS+N4eX/NoygGnXXZwVyn25IXWXTCXekw7fy9kPbZGxbx9er+vnQqJpjiawPLLoXiSa5sDhy14uIp1NK4suwzZNyRbAEPgCgMiECwxtCpuHAVuqjdR7we7biJ7HJho2N28zJsrF247La9fBGVeab1AuvJY/DJVvQJlotGHQloio0QnZb7qIN80t6jYm/5yvIjLubPgWJWdZlm3NyjbH8HPJBf0JUDoIYlHbNrltbAdt3Yf+CABw9f3bsk+085RqDYeoaEqgA6Kh7mOyQ+HZfrL6olIVyhPohaZ/JjPuKgRtJXtrxY9BdSwRRMe6leh5pBUt+guYKQKSAVPJOa6aI9OOQcm0rf570iyQChjLFkipC8jqoG28eX5yHxaTImUenMy0hVmAWHQgPDFzAcpw9xKAhGd69v0T1ULqvZDt96ZaePx5iLcuyXPn5u8pZdK/ClzgCR7xxbLvk6geMGhLRNTg9Lf/yvZW9J56EAAQnngRBle9WNR+Je9MjCz5JWIdq5INqtua29cnbxM0ZMgombbWwRCzGltjhpRfEGh4ya8qPBCiIqz4mWY1PbGOAEl5/2vqYxdx0iZo6l5X/mdsePx5mnXJNR6ymPzMFPJ8vxYq3jQ/s1Lu29hpVOl4/m2w+18DALj3az/3xdAeuA7+IfN9meMCrEbZp+ROvy/LH4gZXvIbzbrm/YFsExpqa+Sng0U2/xuq1tTvEt1EbXpCInUBymYeIPYtuFtZtgfeNHbg+5jqkcVnhmTTzmMR7ToVvacegm/xvQXs2+KzIPX9aQvtyn9feZIdHWXfJ1E9qKuatkREVAP6H22CDbB50Xv6SOWPrQvaCnkEbR2DzyA67l2VHFXN6Gfu1U/M5p/zdYRmXFHFEREVYNr7gOc+oqw69JN4ITmJj3/uLcnM+6IybVRZ+FXI6pP0GXKCmBl3xTJtVQG1bHcd0JiXDtia6Vqrm/Azy/sp3rwIdv+rqpbKlEeoxHsyOu7d2kM52pMLUhyug7+DzWJSNVmfyZ8amy16UNWYbDOdKFX90FSmreXkiSZzARDVO7tvo2m7mNBN6CXLlqVXrOgz3ZVdpd5rrsMPF7Q/okbGTFsiokanOtGLta+s6qEle7O2IRWgMKsJl+YYWlfJIdWUENcGyoWEH7G25co663VRXXO05O4DIDT9coSnXFLUIWRVBpBchdIB6mDO4PJHkgsVL49Qu6CtGD6A9ufWwL3vl1U9LhkJ0f6C+uvvmlELzvxsqcPJcfBEagzVO7V07/sZWl/7BJwDj5tut0UP6VqMgVVBCqUWzMct2dtTC1nKIxCNUs7+/+TXz+I9lo3NLONcRRbNg8Dx5qPyPobk6EJk3HsBAIFZX8n7cUSjDYO2REQNTn2i5zvq+xU9VsIzEwAQmvSBZIPNq++RGpR1oKIagZpa6XpaWyvMMfQs0gGcaPsqRHveWYNREdUP2dGGweMew8Dx6ypSE08vNPVjCI8/FyMLf4J4+4rkGFKfmUIVgraVO4aREDmMrqfmwTHyMlpeL3zySSov/UW83A+wfj9Exp2N8KSLVS3ly7R19v4jk5lXhfdkeuyOwWeKerS69q8QT45bXxd3YFV61vvksTITkeUftJUcnYh2rsHQ0cwopNEjMPOLkBzdJe8nMkFbWigw6ysYPO4JZd135LctHqkNT0mOTowsvMe0Z2D2DRhZ8gv0njaM4BFXlzJcorrGoC0RUSOTZTgHnsis2poqerjwxIuSC+n6cfrgrJJpax2oiLUdU4mh1aW2l9+n3HYamnEVb8GkUSV9e3Jw6ifKut9427FItCzI3bEcbB74Ft+HyMTzM23pC13VCKhWK2gry2h99SOmm3oeaUXPI61wDKytzlgalH1kA+zDL2XqzRZSoxaAnK0uq+iAb8GPEGs9uoQRmmvbcIH6QGXfv6Vst2vLEqKdazRN9uBWAED/iZmSE+m7i8JTPqp9eDrzVpYAKYaWzVcBAIREIO/hSY4uDB/zF8S6OHEo1aehY/6iWQ9PuhjBmV8wXMQo5nNDPzFi8IirEW/L7EfW32mX2aJZ61+zE5GJF5j2jIw7K7nA38Y0xjFoS0TUwNx774Hd/7qyLhsyX8tMVQvSu/0WNL95nXZzOkCRNVBhnSEkBrej6c0vQ4wc1G6QorD5NlVg8pXyirUaA9LpWnpEo41S5mSsTcKjfI4Z7whw9P0HNos6gXmTq1seQQztQdeTc+AcfNK4MRFSFttfGpu1xOuCFEPHcyeh4/lT0LFuuaGeeT7ymoQntV8xvL/g/eelGpm2qfeH1e3VyY0JQ+BJIbrQe/pIsm5/alIk2dGmbJbsbUifIguQ4NmTmWQs223iIwt/qln3z/9OtmdBVHMx3YWNwMwvAjYPbBFtneiRxb8oeN+57ooT9J9xHcsAAOGJ/6vraB6QHVz+b8jOroLHRTQaMWhLRNTAWt74gmZdmeCjQpRSDHICTTtuM+mQClBI1jVts53Mtr/4bnh3fQ8tGy/JNCaC6Hm0G53PrkLn2oWFD7qKEk3zDG2ZoDozCaj++Rb8yNhYYMZgvZNTQWhB9zll87+B9pfPReezq0s9grIkVCFo6935TYjRw8YNcT9soZ0VPz4l65en2QNvomnbjWh/6Uxjv9ggXAd+D5vvNci67wTZ3mbor5eeHLDljUrVuK3i91SW+rmO4RcgJIq74JnwzMjsW5ZhH34xr8dFxr/XuB+i0cQkcWN48c8heaYVvi9BgG/+nQCA/tVmEyrqkihOfwqDq55HrP24nLvuP+FlxNuPL3xMRKMUg7ZERAQACI8/p/IHSWXhWE40lgqCZCuPIKgDGtFezQmVLZLMHnIOZWrdOfsyEy3YwnsKH3NVZckirvuxEwGRyRcjOP0qTVu2CZJGJYvyCHa/2YlpMdSZtpUvj5Cu66knxgbRvOVaZV2yt8PZ+w90rFsFm69cz5UAQFBlNAOA9607TAPm3U9MR+umS9H57EpI7im6ndT+tK5S7/XhJb9RHwWA8fZrtfYXzzDPHM9i6Ji/I9p1KnyL7kXmFFky/NtY0j13yTW+oOMT1YJ/7q3KsmnNZiFL2ZUcwlM+jN7TRyB5pppszXzPjSz9DWBvQqL5SCS8s033FZz2SQDJgK3ESXmpwdT+252IiOqCPmusMgdJBm2dvf8y3SwmfHAe/gtcB35rvQ/VrcOda5eg4/lT4egvfGbb+mQdtC14UhqiGpH1tSaFsVUeQbYI2sqqW8Ntga1lOlgVgraJoMUWCUJ8WFkT40No23AB7P5NaN34/oqPq5EUUis1rR4vQsou60BqKaLj3q0L3KbLGCT1n/AKBo97rKRjxDpXY/joh5Bomq3KtJXg7Mv8XvHN+6b1DvS3cVuVZyCqI9HOk5Vls6CtIOV50aJAkiNT2iA67t2ZMTi7MHD8OiRcE+Gf81WlPTDvG+g9bZgBW2pIYyz1gYiIimUfebnix0gHO8T4kOl2ITaE1k0fNd2m2ouyJKZuKW1ff3ayPp0pbTkFIT6Ss9ZW7SSfW2jqx+HZ82PNFqGMs30TVZL+xE8eczVtk59jxjsCMrkQtuAOJJrmFLd/1YWp9Kz1lWRZFkeWEBl/Dhwj6w2bxNhAZQfVaCoUGKmmhNssm64Sku+P9PsvPP48SN6ZkOTpZTxGqqatHNW0JprmlvEYRPVA9RvZ7Lu6iPra+Yh1rkFoykdNJxdOtCzAwElbjA/ihGPUoJhpS0TUwBKuicqyfuKBisgxSYk6q8ta8oRNDB/QNZv/sGx5/UrNumPgqTyOUSOpYI1ZLbzQpA9UeTBERbJpg7a20Fu1GUelWGTaam5PtyoBk8/u1SVgYkNF7ydfUd1kNBkyZJvFDN9VqLXbSKyznXMLzvgsBla9VMbRFCbedCQAi3rWZaUL2KS/89O/K8paHsLi9Z1n+QdZrPCkrkRlIjlVZTxS76X+E15R96jMgQUR/vn/h8ikiyuzf6IxhJm2REQNLNF0JGyRZPDTd+S3K3/AHCc8+tqKCfd02MK7zDtL2klG2tafjXjTXNgDb2ra9Vm9sq0pv7FWgRjcAe9bdyAy7j0QpAjcB39n2VdmfTwaJWRdDTxn3yM1GkllWJVHECOHlGX1rZ+lEGODZdlPNtaTncmW5RlElmspq1KCtqEpH4ZU00mv0hcZqpUFlz5e6nVbgTq6VpOYyXmWehGk4v89iapJdo3D0NF/hmzP/DaWvDNrOCIi0mOmLRFRI0udrAdmX4/w1I9V/ng5Mm1FXaatLNgQa1+paWt95X+Tu9LdTuoc+K8xYBvabXKUCmUNFKHt5fPg2Xcf2l8+F22vXKTaImB42R9qNi6i0ugz4sZYVqZJeQQhNoSWNz6bWZeKm7k+SZVpG6980Nbq30eQpayTQlL5CFLyNvx40/wiHlzrHJzU67XSE6Hpbo1OT/wn5/hdkRZrW573oRLeI8w3iPlm2npydyKqE7GukxG3eH8kPAzgEtUag7ZERI0sdUIe9xZZe7HQw1mcXIWmXAoA8L71He0G0YHhxb9EYPb1SpMgJwAplldmUuurl5gMon4CSPbgdvMNgoBo99uV1f7Vm6o0IqIy0AVXxlzgT9Rm2tr8m9H9xDRtl+gh/aOKO1R8BJAq/Pez+kyUE/DuzDLxUoVqHTak1GvJdPb2XA+t9UR/yuugyvUmU4HufCdx009klpVVADrH39o3/w7EWhZjYNUL+R+LqA4NHf1n+I78DuLtK2o9FKKGx6AtEVEDU4Ip1crUsTgRkpwWM04LdsiucQjO/IKm2bPrexASuSdusQW2GXdZD0FbKQoxZFH2AUD65Lf39BH0nj4CyTMtS1+ieqN9n6tnpx4LlPIIqWCqZ889hj4tr19RwgG0kw7mV+u7eM6B/5q2e3fdmbU8QzUmr2wY6RrIotN0c9YLd3WSaStXK2iben+kg7WxjtVZu48suAuDyx+B7LL4nVHIoXMEbcNTPoKh49fyO5tGvVjXyQhPvbTWwyAiMGhLRNTYlKBtfrcXls78pE62md9KKFucjDZvuxHIZ1Z1k+cl6Grc1kLTtq+ia+0iy+1VO/klqgjt6zc046oajaNCdOURZJMZt4V8Pp/y1LbhwrLty4zr8MOa9XRNYvtw9smtPLt/ULExNRpBSgZtZdFlul12dFg+VnZ0VmRMeUtfZKjyzO7purOyvc2yj+ToQmTS/5YvW9Di34eIiKhSGLQlImpkqaxTq+Bo+Vmc1Fllr2QJJudzS2TCJNul6c3/l/Nxlebd9d0cPRi0pVFMl1FvFYgatdKfV0rZB+PP6dJKzmgzbR3Dz5Wwr8IJcvK2c3vgjaz9xNhQFUbTINKvJZMLAL75d0K2t1g/tthgqS6ju1hCjSYiS/8GUF/0HVlwl65reUuLJNxTyro/IiKiXBi0JSJqYFUvj2ByUhftPMU6qJPlVkRb0Fj6QC/hnZ38r2pmbVuZak1WVJUzlojKyZgpPrZez0pt7tTnp1lWrT24tZQjlPDY0gSnfTLvvtHu0ys4ksaiZG2rvvNk0YP+1ZsQnvJhAEBwurHkRrxpXvEHTZdkKFm1grba/TtGkpng6UncACAy8QIEZmUuzOonNy1EcMZnjY22wmsOExERlYJBWyKiRlb1mrbak67AEddiZNHPLOv4qTOARxb+RLOtedtNAIBY+0pELWrauQ/+HgBgC72FhGsyAECyNRc39jJo2nojeh5pzdnPMby+CqMhqhDDRYexFbRN3wHQsuVqIBGwvOjU/PoVaH92NZC6jRsAxOBOdD51FNz7fpHzMOls3fCE88sw6PwE5n0j776WtcipIE1br0fL65cnV1SZtpGeMzS1UR1Dz2seF5zxWQwev67o4wrlypSuenkEGTbfq8qa3fdKZpNgQ2TcWWU5SmDOTWXZDxERUSkYtCUialSyBHtgS3JRrE2mbfCIayA7uzKZa3qqcUUmmgcuZMGGWPvKnEcOTU+eFEd7zshzrOXnfev/8urn7P9PhUdCVEm64M0YyxxPXwwCgOYt1yHhmW7az7Pv53D4Nmom+up6egls4b3JIJ3l7enJ9njrMs163VFlOFLxvG/doSyrL1TqSwDpy2QE5tyk+Y4sVNdTJWTpalQ/07bl9SuV5ZA+O7xCF6EHVzxZkf0SERFlw6AtEVGDcqkCD9WaiEzW1bpMB3MsJ+3JZ1yC3VBDUy/hnqLUBBRjA7n3WQH5ZNalxVqPruBIiCptbAVps3Ed/IMyiZQVq4tSjsG1Fg9IBsHStTrLOalZOQllrhdKgPvQn5RlV9+/NdtCkz9S1mMJqZr2patyTVtZO6Go5Byv3azKVg5NubSkQ0W6kxd5Rxbdi3jr0pL2RUREVAwGbYmIGpSz71+ZlRpPROZQZaKp5TVBmmCz3G9avPkoJRtODO/Lvc8KUG5/zYN/3q0VHAlRhekvopQtOFQfZCFTziV4xNWAnD3jVIBk2t668f1WR0j+J112QQpb9CueGDkIz+4fQohlan7Gm+YCAEKTrMalU7aaqJQP//xv13oIFqoUtFVl7NuD203bk+uqusAl/rYZWfJr9J/wMiITzitpP0RERMVi0JaIqEG5D/5BWS71xCZ/5id1gdk3mLbra/j5595i6JPMYsv+dSZG+yCL9Z21piZxhmoa1XTv8zGWkdl/8k5lWba3aCZCMpUwD7qKscGsD0t/ZukzLsuh68m5aN5yDVo3fkBpi4w7G0ABn5Esj1B2Cc8M5U6L4SW/1m4UbOhfvQlx72z4C6g9rDa89LfaBssSHQVQatpW57TS4Xs563Z1pm3JdxGJdkjeWaXtg4iIqAQM2hIRUdXKI1gFbSXvEabtouoWSCBZl3Z4ya90uzSWR1BnwgHJ2n/pW41tobfyH26tWExsRDQ6aN/nY+02etneogQ4IUs5M04FKVjoEZKPS/gz+4j7CtxHfpwDT2SO6ugAANMa4b4jjfW4HSMbKjKmRhae8D4MHfc4+tbsRHTcmYbtkmcaBk9Yb6zjmqdozzvhn32jsq5+jRUvnUle2Uxb+/ALhrZo19uMHdV1gePleH5ERES1w6AtERFVLxNOdRtjsMiTTsi6W40FO6wmPpLs7cn/uiYColvZbPNtLO7YFeCfewtCUy5Fgtm1NFYYyiOMraAtoKrPLSfQtPN2pX3omL8h7p2j6SskQspyPJ+sPTkdtFUFe6tQiiDhnQ0ACE++RNMe6X4noj3vMvR3DD5d8THVMzFyEEK0t6R92HV3k0D0AIIA2dlV0n6zUl0UtAW2lr6/dA3mCk84qH4/pEt5hCdeZByOqjyCetJAIiKi0YhBWyKiBqXOptJP5FE5mZO6eMvinL0TbrNZ2fW3cwqGCc4EKQLICWX2bdnWBFl1omoPvJn3iMtFX4JCsjVjeOlvEZp+OfzzvwPJNbnqYyKqDH15hLFV0zYpNYmirl5trPNEDK14XNPW/MYX0fzG5wFZRrxteR77Tn7GpetwAwByTHZWDtHudyQXRDviTfOU9oRnmumt75Ged1Z8TPXIu/1WtL34bnQ9ORfd/50FUV1ftUAdL5ymWY+1H1/q8ApiH1lfhr1Uq6Zt5o4g5TvcrLSTqjyCIIWM24mIiEYRBm2JiBpVKnMrOOMzkF1VCtqqgzeqbBgAiHSdbugemvpRQ1uieYFm3XX4YZh9nbn33gsh9Rxlm1cTdJBStwFXU6JpvrLcd/Ju9J+yD1FV0CNwxJcAAOGJF1R9bETlZLyIMvYybZXPE33mPwBZldUPAIIchWfPPfDs/iGMF52sRVS3x9vLkRGZi3qip8AWVbsNsklAzu5/Hd5tX4Nn1w8qP7Y60rTjVjgHn1LWu55eVtR+7MMvatbjzYsQ6zyxpLHlJ/MabHnjcyXvTahS0FZydBra9J81ADSZxPHmhZUcEhERUcUxaEtE1KAcqRPGaMdJVTumq/evyrKsq9vqP+pO4wNMau0mmuYYM3BNbst0DmSy3WTRo8lklW1N+Q65jJLBneHFv4DsaDeMOdZ9GvpO2grfgrtrMDaictK+tuOtS2o0jgpKfzaZTcaluyCV1vzmtZqJn2SLfpkgWOZnevtLxvIElaS5sCXYNJOTpcvOOAefRNPOb6aelzF4PSaVqUaqfeh5eN+6Q9M2svi+suw7J/3kY4lSs1GrNRGZWVDY/JgjC3+ChGcGfAt+VNkhERERVRiDtkREDcg+8kpmRXRadyyzyPjzLI+bnild02YR1EgYJi4z+TpTB1NEByAIiKdqNgq1CDCkjilnyfKVXeOrNgM3UeVkgiv+ubdAtrfUcCyVYUvdnt287QalLdq5JrlgUdtTcnRBneUouSZZ7L3AzEVZSt6irw/GlSA0VVVzXLBrshz1E0QCAKRw2Y5dz5q33VjyPsTQLnS8cBpch/+saZerNCFotOsUzbpjaF1pO5SrMxGZ6YUBi79ZZOL5GFi9cWxeMCIioobCM0MiokYiJyDEhtHxXOYWTH3GayVJrgmq4+qCxWaBDovgh6if/MUk0Onq+5f6Eal+qRO8mmSFGbPniMYk1ftRtrfVcCCV4xh5WVmOtR4NAAhN+UjWx0jOcdCWRyhPkLVpyzXoenoZ3Ht/Wpb9AdD+GwoOwN6M/hNeQf+Jm827l5ytOTp49vzY0BZrLaw8gi24zXyDWX3WCki0aEsGlP4erVJNW5gFbfl9SkREYxu/6YiIGoUsoec/Heh+Yqq2vYqZtppAraA/rvErSbCYwEg9qZd/9k3KhGOWfZXgb/oYtZgYqUrZSEQ1l3mNVyt7sJYcymRO2X9W2wOb4T74B1WLRdA2nTGrv2hlkUnr3XMXAKD5zetyjDQlnxrD6qCtoz35MO9MSG7zCRNdh/9q2l5TsgQkgtU5TjnU6r1ScuCzOkFbwawUCb9PiYhojGPQloioQQixftP2ambaqms9GjJtzU6+LIK2sc5MHd7Q9E/DvfdneR0z2+RBFZcKlMiieckHojFDHfCzeWs4kGorVwDJKgiW/XNLyLNEgS3wRh4jUP8bastbxFqPMfS3Dz+X17Grqec/7eh5bAKEqPl3XzGi7asMbebBRGvuA781bTd+J1ZOcNqnVQcu8fvQ6iJDmcU6TjAeugEuChERUWNj0JaIqGFYnFBZ1I2tBHWGLPTBYrNsH9k8IyxwxDXwz74RA6teAkQnwpM+kOfx0yd41Q/a2kM7kgtVugWWqC6I7lqPoHpUQauRBT9CvHlRjgdYlUewCNqWq2atyYW6WMtSbYPq89jm36TZ5D/ym4bHx00CubUkRg4qy/rasaUQzL475MKCtnGTcgqSoxuyqm5wpQXm3gJZTF9QKe37MFPjuMJB206TSVNZHoGIiMY4ftMRETUIwSIAWtVMFdE601Y2OeGzGjPszQjN/BwSTXMAAMGZX7A8pCCpay2Kqf1WqTxCIoieR1rR80hrZgQWGc9EY4e6PEIjXaTIPO/IpIsxstBY/1Sj4CBseS422VX1eNOi487SrLsOPaQsx7reptkmmwTiE96ZZRlbuQix4cxy3F+R/Spt+ZSbUJHsrZr1oWP/if6TNle3PIIgQHKNSy6XkGnrGHhKvdPSxlQUZtoSEdHYxqAtEdU1R/8TcAysrfUwxgYpZrGhfDOO5yJrShXoJyIz+UrK92TYlmc2X5XLI3Q9eaShLda2oirHJqoZ9Xt5jAZtE54ZJq26z7CcpWcKzLQt02d166aPatZ987+H4IyrNG3xliXKcrTnDM0200nHajK5YxaqAGg5S9II8RFjoxyFGNqF9hfeAWeO2r7Ovn/D2f+4sh6c8XnEOlbl8VopP7nE00CbbyPaX3q3Zo+VFu1YrW1gpi0REY1x/KYjovoV96N9/XvQ/tK7gAaZmbqiZIugrWFCsApSZ9oasopMTvisMm1NDKxaj+D0q5DwZMn4Uk7wKn9yaQu8qbptNEO2NVX82ES1pMmaH6NB2+ElvzE26j6viq4XrqoRGu1Q3RJegcBoYPb1CE/5kGFCSv+8b8A/52b0n/CK4THx1qMNbaZlA2rIpZrwTbm7QYqjbf170bT1hqL3K8SNmba2yAF0rV0Ex9A6tL3yv5aPFUO70Pby++A++DsAQHjC+QjMKX4sJUuX8yjydeXZe59mPX3nSyUZ76rhqSwREY1t/KYjorpk872KrrULlXUxNlS7wYwRgkWmreSZWrUxyKoAsWxv1m4UvYh0n4Fo16mqxvxPJhNNsxGYezPCE8/P0iudaVv58gidzxxrMYSxGcQiaiRm5QBEXUAvd9BWe/FIDO9FxzPLNTVCh5c+YNk/2aRrSwRzHFPLsrSMzY3QjKsgmZU9MPsMq7NMW8fgk8pyeqIwZ/+jcPY/Bu9b3ylup7IMIRHIo5/536Jl82d0LbX+m6XKBRU5Ds/enyjL0c41ZRlRTrqLvZyIjIiIxjoGbYmoLrW++hGIsYFMgxwx7ygn0Pz6lXDvvbc6AxvNTDJt+07aVt0x2JsROOJaBGZ9BbKzR7tNEDCy7HcYPvohSPZ2AEC06/SCDyGG91lvTJ3giZEDBe+XiPIjqm4hF0yyzccEk7quhizMXEFbXcC1aesNsAe26HaayVpWT66ltKUnOFT6HMp+zDKRDXdoVK/MTj7i6jI0Uur3g9XdJvmSYxDyeJ6tG80nxnT0P6ZdH3qhtPGUSikXVPq/nXPgvyXvIz+6IC3LIxAR0RjHbzoiqkv6iUOERNi0n2PgKXj23YeWzVeVb2btMUowOWGV0xORVFFw1rUIHnF11j4DqzdgcMWTiHesLHj/7gMPWG5LB2sFyeIiABGVl1C+eqJ1xSRYJMQGNev6yRZz7tJ0wqxM0NYe2GrYKkZ7tetVCpIPH/NnxFR1b+st0zbunaUspzNtS50oK9/vDdfhv5iPqe04zbqsm5Cs+tJ/j/r6t8vGmFlbi8nPiIiIqodBWyKqP4mw4URUsLjlU5AytW4FdWYuGVlORFZ/ZEcn4q1Li3psrN060BtrPSa5oJzEE1H5ZS6gyQ1UDiTepiuJkjMLUH+hUb8uADavsta09Ssm+9AFrar02RbrWIWh459CrP349IGrctx8qX8bwCxoW8xF3hL/trF2XdC21lmixUzMKUtofeWDaNpyXWXGlIv+b8byCERENMYxaEtEdcXmfx09j42DIGtPjtwHfm3aX1ZNctO0/esVHdto5jrwW7S+ekmth1El2iBG76mZ24Vle1uyR6UzbVU1cyPjzq7ssYjqjWZCrsYIqsgQEe0+Q9eaPQtQfau9EBuAq++fWfsbSifAWKtcyDF5o334RWXZN/97WfvmQ0YRgb8qUN+dI8aHAFmG3b8p06GASS6VfUrmd/wU+3j//DtL2l/pCp+Y0+57Fa7DD8G7+/ua9uD0K8o4riwMQVueyhIR0djGbzoiqiud6443bffs+bFpuy20M9NHNSkGabVu+hhs4b2atpjuVs2xwjBBkM2jLCq3K5da2zAXVUaWb/4dlT0WUb1RXbRIVHGiw2qLdp6iLAfmfFVTfzYp/0zbllc/Ztxq2J/xjhIh1q97kHUw0nXgd2jadpOyHp74vhzjy4MSNKuzoK0q09Z1+M/o+U8bmrZ/TWlz7/tF4Tst9WJfIvn4wOzr0XvaMOJtR5e2v5IVXh7BULcZQGjS+xGYW52L5mJ4v76lKsclIiKqFX7TEdHoJcXR8obFzNekEHXBWgDwz/k6hpeYZy+PdoHZNyDhnAAAGFr2R+3GVNBWKOMtxLbAVni3fVUTTFFnu8k2LwZWvYhYy2KMLOKEeTT2CVLm9S+paouONaHpn84sT/uksUMBWYDmGbLJoFpENSFj9xMz0PNIphZqy+artA+xCNoKkcNo3fRR7YRRote0b2GSz1Goo0xb+/CLcAw+nbVPyxufLXi/+d6hob4DSPv4ZKatLLpNAvzVJxdRHqF5y5cMbf4j/69cQ8op1nWqZt1Y45aIiGhsaZxCY0RU/3IF0mQZEAS4d9+Fli1XIzBLW98vWy3TRpaefEstNKNKtzLWgOzsxsCaN823pTNty1geof35UyHGh2EL7YZvUSrbW53JKziQaJqLoePXlu2YRPUtkbvLGBDtOh2DK55KZveLZhOumQfmIj1nwtX7V01d1ciE98E58Lhp//CUS+Dqf8R0m6jPvJXMg7ZifMRkeGUIHKoDf4kwbKFdSDTPK32/xUoE0PH8qbn7FUEw+RtK9lbD39ZqgrH0xcJCJ6irnOS/fyEBd7v/NWOjzV2uAeUk25ohQ4SQzg5meQQiIhrj+E1HRHXDdfivWbcLieTM2i1brgYAza2OAJBwT6nMwEa7OsqAqjkhnWlbvvIIYup2UU1mlzpwwkwgajRF1AsdlQQB8dYllkE6q6BoYHb6gqNqwjZblqxX0ZX3kOwjLwFxv6FdPyGcurRDaTK32LetPwed65bD2fuPMu27cGK0r2L7FhIhQ9vA6lfhn3OzttHi9e86/FBqPxWuqZ4v5fWZf01byTmuMmPJlyDovlN5KktERGMbv+mIqOrce+9D05ZrYR9+EWLkYGZDIpj1cULOk7EiZoMe44S4D+0vnalpG1n0sxqNpvbkdPBDLkN5BFlG64YLlVVbZJ+ynL7VWRbsdXEbLFE1CXJjZNoWL/nzW4z1Z8qq6C6uSY5uSJ4ZyU2idSZjePw5mvWmHbeh44XTjR11t+zbfRsLHLMFVaatcyh54cqz557y7LsIrsN/qdi+1XVy02RHB0IzroIsOCClgvdifMR455Aqq9qz+4cVG2MhHCMvAwBswW15P0aMHq7UcPImVLomPRERUR1h0JaIqq5l85Xw7v4BOp4/FV1Pzk02JsJo2p59IgsxliNoKzNoq+fdebuhDl+sbXmNRlMHUrcw51ubMBvXoQfh6v27tjH9GkyfVApmt0wTjW2x9lW1HkLdiow7S7PetPWrAAD3/szEWMNLHkD/mu1KQNQW3G65P9neYWgzvYVd95Nf1E9gVqR0/VZNIM0kI7UahMghNL95XeX2n+V59Z3Wj/6Td2f66kspqL5zRhbXV23zYv5mocmXIO6dDd+8b1VgRPlLpC5sEBERjVWsaUtE1ZUImDa3vnKxJlPRTO7bHhm01RNDuzTrkZ4zIXmm12g0tSeLxZdHcPb+A20bLgAA9J42BKdZOQ85DggOZf+yaZ1LorEt3roEgyv+i4Rrcq2HUnf8c29TJqQCAEcqO1Vy9iht0XHv0jwm2vU2zbrk6FKWBTnfC1Da70d9hm6xZFtTchyJTEkGs4zUarBnCW6Xhe55JdxTtdsFETIECJABXba5IGXuJIq3HluxIVZarO1YOIZfRLT7DPiP+m6th1PVerpERES1wKAtEVVVz2MTTdutJllRsw+/iFjbceUe0tgly3AfelBZjXSfgZGlv67hgOqAkCqPUESmbTpgCwA2/+vmdSzlOABHpqahxSziRGNdvHVZrYdQFwaX/xtibBAJ92RIrkmQnd3aCcjGnQ0ASDQlJ+8KTf6wYR+SZ5quRRWAzfFZZh/ZAPf+X8LZ+y9Ne7z1mAKeRRapkjO2wFalKVtGaiXJFa4fnn5esbYViDcfhdDUj5p0sgFyHIKc0ITJ04+VBQcg1tf3gvqCQTau/b+CY/hFAICQ8FVySERERJTC8ghEVHsms133n7gFkR5ttlHTzm+h+78zs+yImbZqYmiHZl22t9RoJPUjnfkq5FvTVoqj6Y2r4Tz0Z02zIMdNZwAX5DiEuA8tr386uZ6jTjMRjW3x9uMR7XknEi2LkwFbABAERMa9BwAgucYnm9JBPZsn905V9W8Ffe3UFPvQswCAtpfeA8+ee2AL79ZsN/v8Kob7wG8AAJ69P1WNqTZB20pOQgYA7v2/AgDYR16E/6g7kWhZZOyUvlCnm4ws/V2QdcK5KvPNvxMA8r4Y3vraJ5Vlx9BzFRkTERERaTFoS0Q11/7C2wxtknsiJEd3QfsRWNNWR/sR7z74+xqNo46kasw6+x/Nq7vr4O/g3XMX2ja+X7tBliCrblHOtMfRtPV6OIZfSB5OdRs0EVGarAT3krfRi6mgasFBPYtM244X3p7cb3zI/HHpSRkroQaZtp7dP0LbKxcZ2geOX4to16nKenhicvJIyd5e8DEcIy8ByDHRXjrbV18eIVU+QhbzCMpXSXpizmK+p4IzPlvu4RAREZEJBm2JqKpkk9vF0zMYp8XakvXe4m25b9+MNy9U772ksY05ukyqkYU/qdFA6odjcG1mJY8sWDFywGKLBMk1wdAqxIc1GWdERKZSk4wJcgL24fVwH/wDAMA58GQeD86daQsAQtR6sjG5TEHbmEmZBSUIGNiFlpcvgmPwmbIcK5vmLV8ybU+0LMbwsj+hb8129J4+guD0KwAU9/zTpSuC0z5t2SczMZs207bjuTUAAFv0YMHHrRgxVQ82z3JBCed4ZVly165edeCIa5P/nfmFmo2BiIioWhi0JaKqUme8WBlZ9HMAQHjyB+Gbf4dlv+ElD0ByjVO1WAdtnYceRtv690KIHMp3qKNf6hZaWXCi/6Q3EZl4fo0HVHuCaiK8tpf/J3d/1W3IGrKEdOAk0nOm0ty07eaSxkdEjcHZ9x8AQPOb16Lj+ZOVdsfw87kfLOdX01aMWQdty5VpGzziGkObEE/VO113CVy9f0P7i2eU5ViF8M2/AwPHr0sNSICcrtuayoTNmi1rSQAA83rmSpfUqZXVd0cdkVNB23wzbeOpC+qxlqWZ51kDwZmfx9Axf0PwCPNAPRER0VjCoC0RVZVlECxleOnvIHlSMzILNoSnfCTLzgT45qtnL7YI2koxtG38AJz9j1lm44xNqZNSwW6aFdqI1NlBzsGntMEPE03bzYOwYvRQ5qRcdfLqGFqH8PjzSh8oEY1pVmULQpMvMW1XZ3eKCR+EyGG0vXAGnENZslilmOWmcmXayrYmQ5sAKVkHPLCrLMcoVKT7DISnfASJlgUmW9OTlRURtJVTf89UbXRTJjVtlSB2nZFt6Yk586zxngp0h80mYKsm0YlY54mVLfFBRERUJxi0JaKyEuIjOQJh2YNk0e53GNrUmYx6kmdaJhvX4rht689Wlt2HHsx6/LEkfUuqIHEyrLTwpIu1DTn+NpJZ3VoAba9cnHytw2TGctUJfXqiFyKifETGn2vaHpj7dc1FyuYtX9QEbCPd7zQ8xjnwuPWByjQRmRL402l95f2AaCyHVCmxtuXKcmj6ldYdlUzYwoO26ZIHsmAdtJVNgsJiJFMSwfAdVEtCYTVtM8/flqMnERERlQuDtkRUNvbhF9H9+BQ0b77KvIMs554AShAMTeFJ7zfpCGQ+wtKPMQ/aOtV1TBtI62ufqPUQ6k6iaa5mXYj7s/aP9LzLclvzthvTe1Ha4i1L4T7wQPJYzvEIT/5gUeMkogZlFRATREQmZLL43Yf+pNkc61hteEjzm9dZHkZydBQ3Pp2sGbsmNewrRhWE1ZZN0ko/bzE+kleGqRAbRMe6lfDu+Aac/f9JNWZ5XqlAtSCpa9pmviPq6UJeOuAuRnvh2fl/EIM7cjwgc/cOERERVQeDtkRUNt4d3wAAePbdZ9woy2jd+KGi9htvXWa+QQnwpv4rW98K2nBy3PZPSWK221ZlGZ79v8y9E0FEZFwymzvhnaU026KHrAMwRNTQgtM+Zb4hS61Q2d5ivc3mLuj46XqmJcu2n8Bb5TlGPlJZoOEJ5xsuzmm62duV5XzKFrj33Q+7/zU0bf86xGgvAMDu22D9ACWgqc7kTX4fS/b2smU4l0P6NSDGBtG87UZ0PHti1v5CIvX3YtCWiIioahi0JaIysg4U2oefg+vwQ0XtVXJPxMDK5xCeoJ04SogNAwAcQ08DAFx9/zZ5cNzYVgIh2g8hcris+yw3MbwXXU/OrvUwRgUhYZ1pK2SbxEdDRMIzI7lUTzODE1HdUmfNqgmxoaL2Jzl7EOk5E5Ged+f3gCy3+BdCzhaETITKcox82P2vA0DuuxtUF9LEaO6JSWWT+rX24Zes+8Os/EKdXkTVZUmLiexBbMfwi8l+EX7PERERVQuDtkQ63u23onnz52o9jNEpS3anoLsNsdBJUBLN8+Gf901Nmxg5ACDLCVQigI5nV+qO6y3ouNoHJ9D935nofnK2Us+03giRw+h66iglIwgAEu7pNRxRfcuWaSVkmZVdzX3wd0ogwH3gt0q7euIgIiI12dZs2p7wHlHcDkU3Rpb+GiNLf5Nf/3JlS+aYXDTNPrgOzt5/lOeYOo6+/2TqrebKZFWVYPLs+mHOfcuOdkNbwjvHevdSKPVf1QVjk0kr60Gxk9GVLUubiIiIcqqvXw9ENSZE+9C041Z49v4E9pENtR7OqCNkySbRn0iNLL4f0fZVBe1fdnah97RhZV1yTwIAxFuWGPp6dn0fPY9NhD2wRdNeSh2/9ufWKMti+EDR+6mkljc+b2gLTzy/BiOpX/0nvqEse3Z937Jf20vvyXufssnJeKxzjUlPIiJAtjWZtiea5xe1v4SnsItzcpkmCZNSdxnk0vHiO9C24QKIoT1lOa6ad+e3lWVbeF/ejxOQezIy838n6986ttTFZPfen5j0r6/TrkKCr7bAVmU5wt8UREREVVNfvx6IaswW2qUs20deruFIRqsstwDqMjqi3afDMfx84YcQBAwe9yj8c76GyPhzAAAJ70xDN+sJWPLLCkprfeWD6HmkFY7+x+HwbcwMIxEoaD+VIMQGDbef2gKbTTryo14tHewHAFefeeaXLfAm7MGtpttMmdWuzTNTl4gaj1XQtlgFB3vLVB4Bgoho5yl5dxcjuqCqLJd8u726LE28ZXHej4tmubAmRA6h67FJaHvlYsO24EzjxVE996EHMyvpevsmE63WlEmmrc3/Opq2XIv2Z0/K/L6QZUAKK32sssSJiIio/HgmT2RBcnTVegijnmPwGfQ80grXvvuNGR2CqNzOWKh423KEZlypBMrCUz+e2SjnyJzJ81ZOAEAipNThbV9/tmaTY/Cp/PdTAUJsGN1PTEfXU9oTdfNAACfDKpSYJVtreIn29uPAEdfB7G8c68o/kEFEjUW2Vy7wpQ+iSrYWjCy8R3v8cgVtAYwsvi/vvq7Df9Ose7ffjK4n58K99+dFHz8y8SJlOdFkXbogLfP3sQ6idj85B6JFzfN4+4qCxtf57GoA0JQtqgdm5RE61x0P7+4fwOHbANehB9HzSCt6/tOGzmdPAAAk3FPrL/hMREQ0hjFoS41HlmEffhH2kVeMNVhHw8QRdU37N2t/8QwAQOvr2lmyE+6ppo8utnSBJlCZI7tRKCDTNls2bfPW/web/w3L7ZWWnr1ajA2g+9EeIBEEYBG0ZaZtEcxPSmXBaTjRjfa80zTTVra3VmRkRDQGCMbaq/HmhUXtSj9J5/AxDyM4TfW9a3MjMvECRLtOUx2/fBfzCrnN3rvrTs16087bAQAtm68o6thCfARN278GAIh0vyPPB6WeexEXjnNlSIcmfaDgfdZMjpq2TTu+aWirh7uMiIiIGgnP5KnhuA49iI7nT0XHcyfCMfC40u489BAcQ88q620bR9EP7xpzHnoYPY+0wtn/mNJmqAmsynCNdSRr2cZaliptoUkfxODx64o6vvqEMefkUQVk2tp9r2bd3rnuuLz3VXaqSWQEKYKexybAPrgOglmmMYO2BoFZXwYARLpON+9gkUnUd+pBw4muLLoh6wIgsbZjSx8kEY1dus+Y0JRLMbjicYvO2ZmVRpAdnZnl1HekZG/JdBDLl2mbK/inZx96rrjDhHZBDL2lafPsvjuzkmf2sJz6/jT9vsz12BynTtFxZwIAYq1HF7zvqsvx28AW2mloE2MDlRoNERERmeCZPDUcW3Cbsty07SZAlmHzv4G2jR9E89av1HBko5dZgNvmf03XogqWSlEAgCOVLQoAkQnv09QaLYhgh5zKjBSkiDGDGsDgcemT4fyCtrbAVkNJhHqiDxICyYleHEPGwHeuk8xGJDm6kws28wwx+/CLynJw6icyG0S7IUMt4Z1lKPUxsui+soyTiBpDwjMjr+CneiLFtLjXrCRAJiicvjsgNO2TmbYylkdQB//8s29EwjU5a/eOFywulmUjRdG1dhG61i4GEpn6qkLqLhMAkJzj8ttXOmBdTImmHBnKss2rHZdUXBmoaglN/lBB/c1KKhAREVHl8EyeGo6g+rHvGHkZ7n33wabL3BjtxMjB3LVdK0yf8apeF2NDALS3gsY6TyzhYELmZFeKGEokxFqWZm5VNwnoGkhxuA7+MWe3mp68FHJraxlvgx0zxBFaLVcAAKyBSURBVNStyakLCHrN225SluNtx2i22fybdPuyw73/fm2bUJ6Z2Ylo7OpfrfosyfNzWnJPwuBxT2Bg1UsYXP4f+Ofdhui49xg7qjN505m27mmq7ZX5jIq3LsPASZsRnnh+WfcrxEeUZc/en2baY4OqTvnVWk1n2mYL2upLPsSbjgQA+I6606y76nHJ3wX2QDK47hh6Jq8x1Yrk7Cmof2T8eRUaCREREZlh0JYajxTUrLZsvgrZJqMYbexDz6Hrybloe/l9hm2eXT9A6ysfyMwIXEEtmz+jWVcHbcOTPwgACMy+XtWhtMBi+gRLkKJQZ9MOL74fw8f+DZl/49yZtq2vXISmHbcY2mMtixFvmqusR8a/t4QRl6iQCdX4UW8gpzKtBIugrVpkwvsQmvpxDC9OTpRjdtIaGX+udv8M2hJRDpInE0RNeGbk/bh429FINM1BvP04hKZ9yjRYKZtk2kruSQjMvh7+ubeUtzwCgOC0TyPadSpinScBAPwL7wHOtZ54yxbYWtD+1XczNL95LYS4DwAguTNZvbK6/EPWnSV/bwhSzLKLbNNOFDd03KPoO2UvouPPybrr9EVpAPBuu1kTVB5cUdsJTM0UOiGsbPNUaCRERERkhmeV1HDUmbaZRuMJT6x1WRVGU36ePckZop39jxq2Nb95LQDAvf8khKd+rGzHjLUsg8P3ctY+9qHnleV0gCva/Q6MLLgb8XLUflMyJ8OagGa0+zTA5oWcnrU5V7BTluDq+5fppsCcm9G8+bPKuhCv3YQcBZ1ocaZnAyVLWrY+aVcINviPvD3zWGeXspwO5MZbFhoeQ0SUy/Di++EYWY9oz7vKvGd10DaTNRqc+YUyHycpMO9W3eEFwNlm2d91+OGCxuI6+AfNunvvzxCacRXiTZnSECF1KZtslEzbLHckqb4bYm0rkkHcPL5LY23LleWmnd/SbDN8T9SB8MSL4H3rjloPg4iIiCwwaEsNR9Bl2gLmNT+VmpejjPvg73L2EePDZT2mkEfgq3nbDQAAyd6eOfERBEQmXVSWMaSDcIIUgaDJpk3926Zq7gk5grbqoKzawKqXkGiao5m4REj4ix9wqQoI2orh/RUcyCiVmrk9n0xbM0PL/gjH8EuIjnsvAEAM79Xtn1+vRJRbdPx7EB1vUt6gZKoAo61WpXyy3OVhdgE9C1twu2bdnqqb37T1RqUt37r4+ZRHSH839J/wCiTPjPxLL6gu6qnFWpbU5cW8hPeIgvrbAm9WaCRERERkhvfMUsPJN9NWgATXgd+j4+mjYfO9WoWRlZ9n1/fRtPUGQ7tc7nIQ+WQrpojxofIeOz2EdNA2PqI9qVBOktIfd9mDtp599xrafEd+G4l0No/qJG+0BG3znXytoaRvDTYL2qoC85FxZ5k+PNZ9OoKzrlE+OyT3VO0uynzrMRFRIcToYWVZX5+1arIEOpt2fhMda5fmvatYh7buvRBPfv/aQzuKGFcyaGt5x4qcgCClykiJ7rLcraKeMK2uiC4MHP8MgtOvyKu7c7D+SjwQERGNZQzaUuORjPVcbUGTH/2yhNZNl8Ie3IbmN66uwsDMOQafhmfndwqsYZrU/OZ18L71Hdj8+tmmy/vWT5881VK6jlz7+vfCs+cnmQ2CLtNWCqPnkVbLCaj0Bo5fqykloc4qrtXzdvQ/AVtgW979a1p7t07J6Uxb2fg68Oz5sbKc74lsZIKuzi0zbYmohry7f6As1yxom+MCcUEBV10pA8k9sZgBJSmZtuYXnL07vpk5bBEX4KKdpxja7MHCavhWU6JlIQJzv55X30j3Oyo8GiIiIlJj0JYajmAyCZd6VmKF6gTBFtpZySFl1f7iO9G87Qa48ih7AACx9uMNbXbfBm1DmWuc2iL7yrq/YoixPmXZfeDX6i26/yY5htaZ7ic06f2adck9XXscVfZStTNthWgfup6Yifb170HLli/m/TjJOb6CoxqllBrIxqCtWzUzebxlcXH7Z9CWiOpFHWbaFrwr3QV3R/9jRe9Ltrcm96maNEx7rIhqpfCSBsEZVxraol2nFryfWhs8zvg39h/1vRqMhIiIqHExaEsNR//DP9kWMXZUZ3XUQQDG7t+SX0eTIJSz7z+6lspOTBVvmm+9zTurosc2UOrnaj/u7MPrjV3jI/Dsv1/Tpp+N2qeakKpqmbZyAh1rl6L7v0dAjPUX/HDJNa4CgxrdZDFd09aYaWVXl9cQi5wpW+DXKxHVjmTPTAIm17CWqtmcAYUSYsNw9v5T02ZP1biNe2cDAIaO/nPe+5OcPQAAMT1BqU7CPUVZlm3NBY0VAGxh44Xsoi8AVpGs+q07eOy/EG871tBHck2o5pCIiIgaHs8qqeGka9qGJ16YaYv7jP2QCdqmAzy1lO9Jl5AIGNpiHSfoe5VhRIDN9xra1p+jaZNFb9ZZsBNN88py7HwkVFmyku7ES7Y3Gfqrb4kEgMAR1xiCb+EpH8PQMX8BkMq0leVyDdecLKH9hTMKuo3UP/tGbYPN+FwbnfKeNimPoFHmrHQiomqQXJlJuWpah7QMn6Edz66Cq/ev5rtPXag2+063IjmTFzLVd85od5r83o+2r8rUPy+A+d0t9TcJmd7QsX9HtPMUDKx8AfGOlbUeDhEREYFBW2pEqckgEk1zlSZ17TeFOtNWrNXMyyr5ZsqYZA4KUlhXE7c8gai2Vy6Cs/9RZb3/hA3oO2WvMimYKV1dukryz705s2LXBm1b3vgCRF02jHoW5ZGFP0Zw1nXGnQoC4i1Lk4tyXBP0a379M2h74Z1lfY6uAw/AMfyc5XZ9FpNv3jcRmvHZsh1/zErXtDXJsh+Nt7ESEamNLLpHWbaF3qrdQIr9vZEIKBfUbeE91ntP3T0lF3BXRPruE8ugbWqCMslVXGmhaPfpCI8/V7vLGmY75yvefjyGj3kYiebqXVwnIiKi7Bi0pYYjSMlMW33mpaGfqtZZtTNtxdBuOA//LTlhVop7/y9zP1CWIZgFDBNB2H2vqA5QnpMH/Ymg5J4CiHbItiz184qYUK1YieYFmvXB457QrDdtvcHysZEJ51tuk1UB4HSJBDF8AJ59P4Nz6GntbZwlZuJ6VPVVzagDzUPH/BXhaZ8ABAGRce8FAMRalpR0/LFKmVzG5CJHwj0NABCY9f8K2qf+JJ2IqFYSdXM7fhGnGnICPY9NRPfjkw2f0YbyS6m7pwqp25vOhLUH3jT9jlbK5hQbaBVE+BbokgFGQdA2l4RnZq2HQERE1HAYtKWGo9S0zfEDXz3Tr933WiWHZNC1diHaXrlI02YL7836GFtgK7r+OxO28C7DNiERgH0ok63ZtO1mQ5+yEJKBsGy1XgVUJmib8MwwtOlnzI63Ha1Zt4V3ax+QOlELjz8ne01S1cmX3b8JkGIQVX/39MR27r0/R9cT02Efej6fp2AqniPoag9uQ3jihQhPvAixjhOV9pFFP8PgcY9i6LjHiz72mJbOtDUrj5C+sFDgbb2+xfdh4Pin0XfStlJHR0RUNpGu02t38EI+R1N3PqhLVunrzsZbk9+JCddECJFDEBPJvrKtkEzbTF1W+8iLyQVZhs3/BpAIKZm2pc1noP8NMfpL7fgW/LDWQyAiImo4DNpSw0nXtI3pAnhZH5Or7mUd8Lz1HYixAdNtTTtvh+zoVNbN6t6WRerkrGnnN637VCjTdujYfxkPZXIS13dSJhjvGHoWQrRPWReUE7X8M2LaXzoLPY92wbszM0GZc+BxQIqiZfMVEONDaNlsnEk6b3mc8PoW/hi+hXdr+4p2xNuWA2LtJ9GrR+kSHoIUMcm0klP/X/hJdqJlEWRO/EZEdWBg5QsITvsUfAt+VMNRZD5Hox2rEe1YjcDML5j2dAw+k1xQ3THk1k0OagukvsNlCS1vfFFp11+kzUZWTdImpn4DuA7+Hp3rjkPPY+PRvDV5l4VcStBWd+FXjOwvfl91wjg/AhEREVUag7bUeORkNqXs6EZo6scLeFyFJ5zKQXJ0ZO+QI9AoRg6UcTRGspCZrCN7Vk9l/o6Se6LxSCYlMGTXeER63q2sd/83U15AORksIljn6vu3suw+8AC6nsjcRpi1xm+u/R58MOv2uHdW0ftuaKrJZZq2/j/N+ztTp5lfkUQ0eiWa5yEw77aaXkhKl6QCgETTkRg+9u+Wwb90jVn3vl8obU3bv6bpI7mnJvcrJ2ALZu5qkAuZcFMQEGtZlj4qnH3/Ruumj5r0K3wSsgx90Layv8GIiIhobOIZKTUWWVayKWXRgUTqx3/ayKJ7EW860vShyi10FeYYfNq0XRa9WR+XK8tEjPUXPaa8pLNUAQTmWNeKrWZNW1jU1rUKgHv2/QwA4D74+5IPnb5lEwAcIy8DspwsUVHA8xdDe5R/t4R7OqKdawx9ho/5W8ljbUTqiwzeXd+FK/1vLkuwpTKiHMPFl7UgIiKtQGpyT0GKm25v3fQxiKE9aN5m/RsiMOua1JIEIaEqxZStlr4Jh+9lAICz969oe/l95p1KqUOry7QVZPPnXO98R/5f8r/zvlXjkRARETUmBm2psah/NAt2Q6AzMuE8+OfdZvpQx/ALlRyZov3Fd5pvyPWDP0c2pxAtc9BWV2JBUGXQJloWI9Z2rOnDol2nlHccRXCpJwor0sjCezTrCdckZTk86WJD/57/tKHjhdPR/dgkwzYrXWszE6kFZl2LkUU/M/SRnF15749U7NosbMfQOgDQBAGE2GBVh0RENJbJzu7UgsmEqSnq7z1zyUCqGBuAbGspeUyefT+33FZSeQTdKZZ/7tdL2FfthKd+FH0n70Z42mW1HgoREVFDYtCWGoucmYVYFhxwjKw3dIl1mgcVm7dcY9peLbboITS98UUIsWHjRlmCd9d3sz7es/+XZR2P3b9Zsx5VTYIFAEPHPYbe00e0fTrXIDT9irKOQ01yZAKY/auzTB6XmuxEIxFSFq0CzlraEgo2Vb26bLVQBSmYx76Not2nQ7abZAiXUHqBMoR46n2lmqlcXQeaiIjKpMis0/4T34AQz1xME1J3tMS9s8syLIOSatpmfgdIjk4kmo8qw4BqQ3a013oIREREDYtBW2oogiogA9EBm/91ZVWyt6c6Ceg7ZW91B5ainhQrbXhxprabd8/daH7jc8bHxYcKOk45TnAEVZATAMITLzLtN6iaICw480uA6Cz52FaGlj+iLEueqdYdRWOdOnU9O9/87+U8lj5oreYYeTnn43PSlVGQ7R2AaEek+4zS900GYuQwIMXQ/uK7VK21rWNNRDTahSdfAgDoO/ktpU1d5zbv/Uy8EJJ7EuKtmUlkbaG3Usf4UMH7C025NGcfu39Twfs1E5idpWQUERERURZ1FbS9++67cd5552HZsmVYuXIlPvWpT2HHjh2aPh/4wAcwb948zf+uv/56TZ/9+/fj4x//OJYsWYKVK1fiG9/4BuJx7VX95557Dueccw4WLlyI008/HQ8+mH2yHxoj9OUR7K3K6siin2a62VvRe+pB9J20DRoVnoysZfNnlOXIuLPQf9KbiLcs1vSx+zYaHifEfYY2f5aTBHtwW8nPRT05iH/urYhM+l/TfvH2FcpyzsnUSpRomo3+E7eg9229WfuZzaTtOvyXzH6a5+c8VrTzRMttdn+WLN88CfoaxGIy42dk6W9L3jcZOQefhLPvn7AHVMH4UVqDkIioXvgXfBe9p49o7lyIdp4MoLBJOv1zbk4uiE5E21dptsm27DX/zSQ803N3KqWmrfpYTfPKsh8iIiJqPHUVtH3++edx8cUX43e/+x3uvfdexONxXHrppQgGtbcTn3/++Vi7dq3yv6uvvlrZlkgkcNlllyEWi+GBBx7Abbfdhj/96U/47nczt47v2bMHl112GVasWIGHH34YH/rQh/CVr3wFTz31VNWeK9VIehIyCIBgQzA1KYYpm9c447KqvEIlOAaeVJYTrkmQXBMMt+epZ0tOMwvahqZfhaGjH4IsmGe2ug78JvnYaC+QKDzrRQxnygGEpn/aMOlGZnAi/HNvQXD6FVW5PVByT8xZMiDWdlz2nVg9F/U+Otcg2nFSIUMriDqTV10vF4KAoWP/gbjnCAwt48WmcjKWHmGmLRFRucmuceg7eRf6Tt6V/2NUdchle5t2WxFBW0FXl9+M2QXeQsS9cyALTsRal5S0HyIiImpcpVTYL7uf/vSnmvXbbrsNK1euxGuvvYbly5cr7W63Gz09Pab7WLt2LbZt24Z7770X3d3dmD9/Pq666ircfvvtuPzyy+F0OvHAAw9gypQpuOaaZI3SWbNm4aWXXsJ9992HE0+0zp6j0cPR/xgcQ88jeMTVmgCckA66pmaOVwfvxLi2/qoZQQpDruDt/YIUVS2n6q7qMj0Ekwk8NDMop4l2xLpOheTogC16yLC59bVPwB8bQPOb1yHhno6BE18taKyRcWfCu/sHed1iGJp+eUH7rjTZ1mS5LZhvzV3BhuFj/4qeR1pz9y2QEDmM1lcyk5kNrnpesz3WcQIGV28o+3EbTe/betHzaOa7RExoL36Epn6i2kMiImoIcqF33giqi7G6C7PZvtOtxFuNtesHVr6ARPM8QIomJ0uzeQrer9rgymeTyQIl7oeIiIgaV11l2ur5fMkT6LY27RX1v/zlL1ixYgXOPPNMfPvb30YolKmtuWHDBsydOxfd3d1K2+rVq+H3+7Ft2zalz8qVKzX7XL16NTZs2FChZ0LV1r7+vWjacQtch3SZiOmatumapqIDCddkAMlyBGbUk1sVk5FaiMh49Rhk3X9Ta4ITnl0/QNtLZyuTZ2UNOJvUb03uVUTzm8lMY1t4F8TQnoLGmq5pKznHF/S4umBzW24qpjZeWSWC6H5yNsR4JutTXcaDykh0ITj9ysy6boK6WPdpVR4QEVFjCcz6MiLd78jdUczkmRgunouFB0Wj3W/XrA8tezAZsAWStffLEWgVHQzYEhERUUnqKtNWTZIk3HLLLTj66KMxd+5cpf3MM8/EpEmTMG7cOGzZsgW33347du7cie9///sAgL6+Pk3AFoCy3tvbm7WP3+9HOByG220M6AjWk8GPKennOVaerz3wJqKq5yIiGbSVBYfyHAdPeh2ADMHilviRZb9D+/NvA5Csexmd+L6Kjdd9IFOvNDTz88kx2ls0fWJdp6L5zWsBAJ59P0N4+qchmARtlX9Di9mPBWgnuupauwB9b9fuJ9vrwe7bkFpoGpWvl8i4s+A6/Bck3FM1fwvZ0Vbx55Nt/3a/MeO5Xv6+Y+3zAQASLQuUZVtYOwHhWHqelTAWXw9UPL4eSC3f10No1pcAAK5/ay9ORrtOgbP/ccP+AAA2XaZtMb9DBAGB2dejadtXk+uj9LfMaMHPB1Lj64HU+HogNb4ejOo2aHvTTTdh69at+PWvf61pv+CCC5TlefPmoaenB5dccgl2796NadOmVWQsnZ1NsNnqOim57Lq6WnJ3GgW8Hhu83arnIifLD4iudnR35/kcu08FUnent/Y/CCz6cJlHaWL2Zeictii10gJ0rQD6nwMAOFUXFZoPPYDmY64B/v0Rwy6U5+dwAyHDZlNWfxPD6yERAUbWAwCa3DKa8v1b1pOjbwT++RfYBAnd7szEZV3jJwH2wuvjmfJOA4K7tW32puyvvahx8qu8X6tVMlY+HwAAnZcCmy4DAHj2/Fizqd7+7vVqTL0eqGR8PZBasa8HdcAW0H0eJw5qtrV39QDFHKf7JqC1Axh6Fe2zT8urnj2Vhp8PpMbXA6nx9UBqfD1k1GXQ9qtf/SqeeOIJ3H///ZgwYULWvkuWJIv779q1C9OmTUN3dzc2btyo6dPX1wcASh3c7u5upU3dp7m52TTLdmAg0DCRfkFIvkH6+32QR+EcPELkEGR7K9J51OGBbfD3ZepUOnt3oxVAzNaJ4T7j5F1W0vuLhn0YKeBxhWpvWQK77xUMt74dMdVxxAW/QOeTqdv29j6UecDQK+jrHYE2bxyQHB0YSD2+XXbn/Ubv0z03q9eDzfca0tXoQkP7Eajg36RSbL4IOgBIiShGDu5Ae6q9bzAOCPk/n/aWRbD7LOoBqwK2CfdU2MJ7kLC1YzDL38s52Ad1vlFo+qfr5u872j8frHSJrkwNaRX9+4G0xurrgYrD1wOpFfp60P+OSXhmIt66TClzpf48bgv2QV34adAHJOQiP6+7L00evD/3xGRUPH4+kBpfD6TG1wOpNdrrIZ8koboK2sqyjJtvvhmPPPIIfvnLX2Lq1Kk5H7N5c3KG9XRAdunSpbjrrrvQ39+Prq5kLdJnnnkGzc3NmD17ttLnySef1OznmWeewdKlS7OMrZhnNHrJ8uh7zmJoD7rWLkDCM0Npcx/4LXwL71HWbcMvAgAEKVbU84uMO6uyf5fURGkyHJrjSFnKT3c9Ok6zPrjiKSQ805THq4cbbzoS9sAbpvtJOMdbPjfl9RD3w9X7VyS8czJjc3SOutcKkKwNDCBZ5zgRBADEm+ZChqAvI5zV4LH/QtPO2+HZ9T1Ijk5l0jfJ1qKZ2Gpkyf3oeG4NADn73yse1Kz6Z99U0HiqYTR+PmRjFrAFxtZzrKSx9nqg0vD1QGr5vh6Gl/0BbS9nyk8NrHoRra9m7iLS/CZyaEO8kujla26U4OcDqfH1QGp8PZAaXw8ZdRW0vemmm/DXv/4VP/zhD9HU1KTUoG1paYHb7cbu3bvxl7/8BWvWrEF7ezu2bNmCW2+9FcuXL8eRRx4JIDmh2OzZs3H11Vfji1/8Inp7e3HHHXfg4osvhtOZDNJceOGF+NWvfoVvfvObOO+88/Dss8/iH//4B+6+++6aPXcqjhAbQuuGCxGZ8D9o3pKsi2YLvWXZv2nn7QDM64ZmE+08Bc6BxyHbKpymLyXLN0A/yQasU73VAae+k3cZZmR2pGvPApYBWwCQvDNzDq/jhXfA7n8VsmBTDWB03k6YnshEkKIQUn932dZc+I7szQjMuRGBWdcBgi35ehx/LiKTLoJ9eD06nj8ZoSmXIvNvmP3bR0hkgrbx5qNMXgtUDXlNjENERGUR7X47et82ADF6MFmLX3QAutr7abJTG7SVbWUqaURERERUZ+oqaPub3/wGAPCBD3xA037rrbfi3HPPhcPhwLp16/CLX/wCwWAQEydOxNvf/nZ86lOfUvrabDbcdddduPHGG3HBBRfA4/HgnHPOwZVXZmYInzp1Ku6++27ceuut+MUvfoEJEybga1/7Gk488cTqPFEqG+9b34Fz6Bk4h56p6HFkMX0jnvkJRLkIUkx3vPSG3PU5JHurIWCrJws2+OZ/D62vf8pko7GWql462C3ICaUt2rE65+PqUjrTVo4ms22B0gKkqceOLPu90hRvOxq9pw0DggCbL1W2JcclQyGRuUVzZPEvix8PlcS36Ge1HgIRUWMR7ZDcUzLrqt8aapLutw6DtkRERDRW1VXQdsuWLVm3T5w4Effff3/O/UyePBn33HNP1j4rVqzAQw89VMjwqA4JsaGs29WlEoBk9pyr71/wz/tGgQdKvlUEKXdgsySp8ggQtEFbIRHO+VDJOS5nn6HjHrc8CXKkSkcUKt5+fFGPqzVZTM4+LchxCFLy76uUTCgnJeCe/K8tetC6LwAhPgwACE39OBJNc7L2pcrofVsfM5yJiGos1r4Srt6/Qxa0pyvRcWfBu/uHmQabp8ojIyIiIqqO0XlfM1GKkMg+8YQQ92sb5GSmrFRomYP0CUMe2ailUG7T1wWMJGdnzseKkUOm7X0nZybDircsgSwaJ9srVrxpXtn2VXWqbGYlu7WigbpMtnTPI62wD6837xUfAZDMnKYaYcCWiKjmQtMvh3/ebRg8/mlNe6zjhBqNiIiIiKi6GLSlUc0W2Jq9g26CIcfwC6kHFha4lKsUtFX2r8u0ha0JA8dnLwEhWgSwZUc7ek8bRu/bBpJZn7qAVHjiRXkPL9a2QrvvVLbqaKTOqk0H9/XB8nIS4tp/n5bXPwWb/w1lErQ0MTaQHAuDtkRE1MgEG0LTPoVE8/xaj4SIiIioJhi0pdFNyF7hQx/IFONDAABbcHuBx0lOvCVULdPWYdiWaFlYwo4FQLSn9q0NWIcnXphZyVFvVXJN0KzL9vbix1RrqgBt89YvJxcqUR7B5HgAYPe/js51x6F9/XuVNiE2DPfBVE1cTpdZNXEvy1AQERERERFRfWHQlka3PCboUqQCogBg828u8DjpTFvzerAKWUbrhgvR+vL5mmbv9lvgeevO3IeRUlmXRQQPfUd+O69+sirLWBaciLcuU22M5Xq0Zi3hmZbv8OqPIEKG9vVjFiwvl3jbMabtjqFnlWVn719V7ZWdXI8yBk94qdZDICIiIiIiItJg0JZGtXjTUTn7CNH+5H8TIaVNck8t6Dj5lkcQw3vg6v07XH3/hM33WrItuANNO25D89b/lzXoa0+XboD1bfrBGZ9DrGUJBo97VNM+sGo9wlM/ls9TAVQlDWR7q2bWZUF3q75hjL6NmnVZN4PzaCPogtD6Egbl5jvyO9k7pDK6ASA04zMVHQsRERERERER1S8GbWlU09+ub0aIDwMAZFVALDLuzMIOlHd5hEzmZsezqwAArkMPZTanJkIz492pypS1KPsQmHMjho5/ylCWIOGdmWNcqiGoyyPIcU39XMfQuqyPtYXe0u5rNJdHMCFGDlZ0/7GOVeYbpGSGs5i6wAAACfcozmIexSI9BX42EBEREREREVUAg7Y0qgm6icbM+4ST/0UmYBpvWVzggVJB21yZmELmLZXO4pQ8M1QdrIO26ixX2dac9TDqCcBkW5MmQzMnVZBWjA9pSkzYRzZYPswsoDmaJyIzE5lwbkX3b/X3ch38HQCg+c1rlTbJU1g2OBERERERERGNHQza0uiWR9DWvfe+5IJ6YiehsJe+s+/fAADvrhx1aU3KH9h9G1TbrSeXinadnlkRs0+wpg7+STkCvAZZ6gBbZoJasI+sL+zYdU4/SVvZWexfjBwCACScuTPHiYiIiIiIiGjsY9CWRrV8Mm0zdVjVWa4FTGAGwBbek9nfyMtw9v4LkLSlElwHfo+29ecYHusYXKtay5ZpGwAARDtPzj0gVc1bW/RQ7v45xJsXJBf05RsSYSCwC94tX0bXk3MNjwsecXXJx66l4IzPadYFKddEbKWxyrQVUhPAxTpXAwD8c75e0XFQFoVMbkhERERERERUIdnT+YjqjC2wFa6Dv0do2qcgO9rzCtrC5kktqLNci79e0fHcGgBAtPMUDB/zsNLeuulSQ1/Xgd/CMfxipiFLTVshPphcyCNwWO6yBHKqZEI6eJjW/eg4AIBX17/vlL0Q4iOQ3FPKOo5qC8z6MqKdJ6I9FWyXnJ0VPZ7Vv1us/QQAmZq2krOrouMgIiIazSLj3gPX4T8jMPv6Wg+FiIiIqGIYtKVRpfOZYwAATTtuQ9+anUCqXm02zv5HkwvqYGgZsumcA4/n7NO66WOadQESrAokiNE+AEB03LtzH1z05O5TiHQ5BpPyDmZkeytke2t5x1ALogOxrrdheMmv4Rx4HJEJ51f2ePZm+OfeAshxhKZ+HJ3rVsIW2qlMkidGDwPIb4I9qhRm2hIR1buRhT+B3bcB8bbltR4KERERUcWwPAKNHrpyBC2vfxqCFNW0DR37D8PDEq6JAADP3p+qWsscmMlSq1bbzzrTVoylsiwdeWR7CgKinamM344T8zu2ysjC5N8i0pMKEAupoK06sJ3vcxoDouPOhP/IbwOiI3fnEoWmX47QjM8ANi/k1N9dmSQvnTle6dq6lAWDtkREdc/mRrz9+MImYiUiIiIaZRi0pVFDkEKa9XjrMgipTNtI9xnoP/ENxDpOQKTnXZp+sc6TAAC24Hb13go6dmjyh0zbxdBbyb0lfHnuyToQKkQHkj0c+d0aP3zMX9B/wssYPvrh3J11IhP/B72nDWFk6W+SxzQrj5Bn1i2VIJ3xnQqQC3LywkQ6mEtEREREREREjYlBWxo1ZF02hSx6lczEyMTzIbknAQAk92TdA1PBR0GVRVlgeYTQtMtN2zvXLknuLjaU346yZtomyyMUUs9U8s7KlDYolKB6+6eDhLI6m9l6rFQu6ddhKpifznSuQsYvEREREREREdUvpnPRKKIPtCaUicjUEzwFZn0FQjwAIT4MV+/flECpXFIgzDzrNN52XHJk8aE892ORaStLECOHANSmnqlsFrS1yLQdWXBXFUbUKGTNf9OZzrLAoG21xZvmwR7YgvDECtc1JiIiIiIiIsoDM21pFNEFPOVEZiIyVdBWdnTAt/AuRLveBkB1y7nNW/SRE95Z5u2eacnDl5hpK8T6IcgxyBAgOccXM8TSpALagqqmrd3/mmnXyKT/rcqQGoE98CYAwL3/V8mGdHkKBm2rbui4xzC44r+I9pxZ66EQERERERERMWhLo5cgS3D4NiZX1BNoKR1S5RRSGaOSe1rxB1MFhTWHSB3XlqptmxZrXWba3zHykukEX2JsEAAg29tqcmt8OqBt972itDmGn1eWE67JhsdQ+bgPJGsLpyfbk4steUFFk+0tiLcuK7h0ChEREREREVElMGhLo5fq9n0xss+4XQnaJgNhzW9em1wtYxajGN4NAGh5XVvzNjD7BtP+bRsugCsdoFNxHXggOTaL4HClyY4OAIBn708hhpN/S++Obynbw9M/VZNxNRIx9FZmIjhm2hIRERERERE1NAZtadQSY73KcrT7nYbt6YnLBF1tViUwVgaOkfWm7bK9xfIxnr0/M7Q17bwdAGCLHirPwAok2duUZVvgDQCAGOtX2sKTL0Z4/LkYXvLrqo+tUXStXQwhXe6DQVsiIiIiIiKihsagLY1anj33KMumGaq68giV0vNIq6HNFthq2T9bQLd2MreEy/YOw1bZ0Qnf4vsQHcd6n+Xkn3ebaXtpk+YRERERERER0WjHoC2NIsZasArRadJYnaCtqSxlDiRHZxUHkp/0ZG0A4NnzI0CWEBl3VrJh0rtqNKqxLzTNvOyErMp8JiIiIiIiIqLGw6AtjQlmmbbpyZycg0/Cu/3rVR1PZNyZlrVzJed4Q5ssJIPOIwvvMWyrhmjHamXZfeC3aH79CrgO/yXZMP6UmoypUcWbjqzJZHREREREREREVD8YtKXRIRGAc2Ct9XbTzFabstS04xuZXbmnFjWE0OQPAwD6T9iQu7PowuDxT5tusgW3G9oS3iMAAJJrYlFjK1Ws6zTNumf/LzMr4cNVHk1jk9yTaz0EIiIiIiIiIqoxe60HQJSPzmeOhy28y7qDYLz+4Bh+wbTr0DF/KWoM/qPuhP+oO7P28R31AyRSQTfZ0W7ax9X3D22DFIc9NflXza6jCIL1Nu+06o2jASXcU2AL71XW7RavWyIiIiIiIiJqHMy0pVEhW8DWd+R3TNuFhN+0XUpltVZCePIHEOs6NXkc1wTTrN6Ee4pm3dn3L2VZFmz67rU369Jaj2BM05fLkHSvDyIiIiIiIiJqPAza0qgWnnA+wlPNg4oJz/Qqj8ZocOWzynLClczAtYX3Aolwctm/BW2vXKT0UU8IVjfsnlqPYEwLzP5/mnWzmsdERERERERE1FgYtKX6JssQ4j7Lzb6jvme5LTLhfZUYUUFkZMoORHvOUJabt34ZtsA2dK5brukfa11WtbHpSfa2mh27kcW6TkVo0geUdf+8b2TpTURERERERESNgDVtqa41b74Snn0/t+4gOi03SY4uk7bucgwLvqO+j5bXL8/d0eaFLLogSBEkPDOUZs+eeyBDWwpBhgDYm8syvmLIogfAcM2O38iCs74MMTaI0NSPItF8ZK2HQ0REREREREQ1xkxbqmtZA7YAkK0GrM14W//wsj+UOKKk8KT359dRENF38m70nnoA4Skf1mzy7rlLsy47e8oytqKZ/L3iLYtqMJDGI7knYWTpr5V6yERERERERETU2Bi0pTEtMu69mvV465Ly7Fgo4K1j8wC2Jsj2VkjOcZbdhpf8qgwDK55vwY8gC9rke9+in9ZoNEREREREREREjYtBWxq14s0Lc/YZWfxzBGZ+IdOQLTO3CmLtKyy3xbNsq4ZYxyr0nXpQ0yaLrhqNhoiIiIiIiIiocbGmLY1KA6teQsI9NXdHQQAER0XG0HvqQbh6/w7n4b/CfejBvB7jOvyXioylbPQ1gmsc5CYiIiIiIiIiakTMtKVRKeGeCtjcefWVxfz6FczmRWTC+xCZeBEAQLK3V+Y4NSXXegBERERERERERA2HmbY05oWnXgrX4YcQGfeeiuw/2v12DC5/BAnv7Jx9JVszxIS/IuOoCJlBWyIiIiIiIiKiamOmLdU1uQy358v2Vgyt+C9CMz9fhhGZEATE21dAdnbl7Dpw4qbKjKGMwuPPUa0xaEtEREREREREVG0M2lL9khMQ5EStR1FWsqMTIwvurvUwsvKpxic7Oms4EiIiIiIiIiKixsTyCFS/pLD1NkGo3jjKLDLpIgy0Ho3OdctrPRRzNjcGVzwFSBHIjrZaj4aIiIiIiIiIqOEw05byV+X6pkIiE7TtP+GVqh670hJNcxDtOrXWw7AUb12CePtxtR4GEREREREREVFDYtCW8mIfXIeuJ2fDdeD3AABbYCvaXjobzkMPV+yYjpGXlGXJOxPB6VdW7FhVJ4gYPvohDC/+JQDAN//OGg+IiIiIiIiIiIjqBYO2lJfWTR+FGO1F66ZLAQAdz54A58DjaNv4ATS9+WW49/2ivAdMBND28vs0TZHx7y3vMepAdPzZ6D31MMJTPlzroRARERERERERUZ1gTVvKj25CMEFVb9a763sAgPCE8wBbU8mHsg89i44X3m42CPUISj5O3bC5az0CIiIiIiIiIiKqI8y0pfzIkrJo871q2kWMHCzLoVpe15ZBiLavKst+iYiIiIiIiIiIRgMGbSkvtmgmICtG+0z7CIlgmY6mnfBsZOlv00co0/6JiIiIiIiIiIjqF8sjUMEEKWLengiUtmMpAltoD4S4X9MsO9pK2y8REREREREREdEowqAtFU6OmTbrg62Fan/hDDhGXsrSQ7BYJiIiIiIiIiIiGjtYHoEKZg9sMW1PZ9o6Dz2Enkda4Trw+/x3KkVzBGwBfdkEIiIiIiIiIiKisYhBW8pL3DtLWW7a9lXTPkIimWnbtvGDAIDWTZfCvfdnee3fs+v7pu2BWV8uZJhERERERERERESjHoO2lJdY+8qcfVyHHgJkbTZsy+bP5LV/x9AzhjbJOQ7BmVerWlgSgYiIiIiIiIiIxj4GbSk/Qu7yx66+fwEWk5TlIsYGDG39J74OCFaBWgZwiYiIiIiIiIhobOJEZJQXz7778uonSOGi9h9rOw6O4RcBAL1v6wMgAiJfnkRERERERERE1HiYaUs5tWz8kGn78OKfI9q+StPW/cQ0zbrk6M7rGEIiGewNHHEdIDoZsCUiIiIiIiIioobFoC1lZQtsg/vQn0y3SZ6ZGF7+Twwcv87y8WKsD55dP8h5HEEKAQBkm6e4gRIREREREREREY0RDNpSVq6Dv7XcJtuaAACJlgVZ99H85rW5D5SqhSuLriydVHVsLWvdEhERERERERERjW4M2lJWttCuqhzHMfRsckF0Z+klV2UsREREREREREREtcSgLWUVb1lsuS3hnqIsR7tO02yLjDtb19ligjJZguvgg7BF9gMA7P5NxQ2UiIiIiIiIiIhojGDQlrJyHfy9aXusZRmgrj8rJ5TFwBHXYGTRvQhOv1JpE+LDpvtx7/8VWl+9RFkXQ29lGY1gsUxERERERERERDR2MGhLWTlGXlaWfUfentkgOjT9hPiIshya9mlAtCPWviqzPREw3b97372adf+8b5UyXCIiIiIiIiIiolGPQVvKS8I5HrK9XVmX1Vm2ABwjL2W2OdoAANGuU5U2IRE03a9j+EVlOXDEdZC8M8sxXCIiIiIiIiIiolGLQVvKS2D2DYiMz9SpFRKh3A+yuZHwzAAAiLEhw2bn4b9o1iVnTylDJCIiIiIiIiIiGhMYtKX8CDZAdGXW5Vh+j5MlAIDdv9Gwqe2Vi7Vd7a2FDKiAvkRERERERERERKMHg7aUlZx6iSSa52s3CDbN6vDS3yHhmoyhY/6qfbxgT+1H29/0WPbm7B0EBmqJiIiIiIiIiGjss9d6AFS/xPB+yPYWCPFhyKkgrWRrgZjwIdr1Nk3faM8ZGOg5w7CPePtxsId2QJByl1OQbTmCtrKc/+CJiIiIiIiIiIhGKWbakimb73V0PXUkxPhwsiGVMTu48mn4jvw/BGd+Ia/9OHv/CQBo3np9zr6yzVvcYImIiIiIiIiIiMYQZtqShhjcAfz7k2gNHNBuSGfaemYgPPWj+e8vPmS+QU6YtMWz70xdHoGlEoiIiIiIiIiIaIxi0JY0ml//DDCwLo8KtMWzj2yAd/vXDe2SZ3oFj0pERERERERERDQ6MGhLGmLkgGl7wjur9J1LcUC0o+O5k5QmGQL8R30fsuiC5JpQ+jGIiIiIiIiIiIhGOda0JQ17YIuhrf/EN5TyCIUKzLxaWRbS9XFVBMgIT/4AIhPPL2r/REREREREREREYw2DtpRVrP14SO5JRT8+OOvLyrIY2Q8xvLccwyIiIiIiIiIiIhqzWB6BspJLrW6rmjCs89kTShwNJx8jIiIiIiIiIqKxj5m2lJ1Y2bj+8JJfVXT/REREREREREREow2DtpRD5V4i0a5TER13VsX2T0RERERERERENBoxaEsKITZk0lhieYQshpf+oWL7JiIiIiIiIiIiGq0YtKUMOWFocgw8UZFDDax8ruKlF4iIiIiIiIiIiEYjBm0pQ44bmgSTtnJINM2ryH6JiIiIiIiIiIhGOwZtSSHIMUNbrH1lyfvtP+EVRLrfqT9ayfslIiIiIiIiIiIaixi0pQzJGLS1j7xc+m69MxGY/WVto8CgLRERERERERERkRkWFSWFWSkEQQqXZd+JlsUYWfhTCAk/ot3vKHIvDPQSEREREREREdHYx6AtZZiURyinyMT/qej+iYiIiIiIiIiIxgKWRyCFkEhl1Qo2pS08/twajcZIcnTWeghEREREREREREQVx0xbUsRbFiI88Xy4p50BPPcRAID/yG/VeFQZkmcqRhb8CLK9rdZDISIiIiIiIiIiqhgGbSlDdMK/6Cdwd7egr+W9QDwA2VFfAdLIpItrPQQiIiIiIiIiIqKKYnkEMifa6y5gS0RERERERERE1AgYtCUiIiIiIiIiIiKqIwzaEhEREREREREREdURBm2JiIiIiIiIiIiI6khdBW3vvvtunHfeeVi2bBlWrlyJT33qU9ixY4emTyQSwU033YQVK1Zg2bJluOKKK9DX16fps3//fnz84x/HkiVLsHLlSnzjG99APB7X9HnuuedwzjnnYOHChTj99NPx4IMPVvz5EREREREREREREeVSV0Hb559/HhdffDF+97vf4d5770U8Hsell16KYDCo9Lnlllvw+OOP44477sAvf/lLHD58GJdffrmyPZFI4LLLLkMsFsMDDzyA2267DX/605/w3e9+V+mzZ88eXHbZZVixYgUefvhhfOhDH8JXvvIVPPXUU1V9vkRERERERERERER69loPQO2nP/2pZv22227DypUr8dprr2H58uXw+Xz44x//iNtvvx0rV64EkAzivutd78KGDRuwdOlSrF27Ftu2bcO9996L7u5uzJ8/H1dddRVuv/12XH755XA6nXjggQcwZcoUXHPNNQCAWbNm4aWXXsJ9992HE088serPm4iIiIiIiIiIiCitroK2ej6fDwDQ1tYGANi0aRNisRhWrVql9Jk1axYmTZqkBG03bNiAuXPnoru7W+mzevVq3Hjjjdi2bRuOOuoobNiwQQn6qvvccsstlmMRhHI+s/qVfp6N8nwpO74eSI2vB1Lj64HU+HogNb4eSI2vB1Lj64HU+HogNb4ejOo2aCtJEm655RYcffTRmDt3LgCgr68PDocDra2tmr5dXV3o7e1V+qgDtgCU9Vx9/H4/wuEw3G63ZltnZxNstrqqJFFxXV0ttR4C1RG+HkiNrwdS4+uB1Ph6IDW+HkiNrwdS4+uB1Ph6IDW+HjLqNmh70003YevWrfj1r39d66FgYCDQMJF+QUi+Qfr7fZDlWo+Gao2vB1Lj64HU+HogNb4eSI2vB1Lj64HU+HogNb4eSK3RXg/d3bmD03UZtP3qV7+KJ554Avfffz8mTJigtHd3dyMWi2FkZESTbdvf34+enh6lz8aNGzX76+vrAwBNn3Sbuk9zc7MhyzatEV4warLceM+ZrPH1QGp8PZAaXw+kxtcDqfH1QGp8PZAaXw+kxtcDqfH1kFFX9/zLsoyvfvWreOSRR/Dzn/8cU6dO1WxfuHAhHA4H1q1bp7Tt2LED+/fvx9KlSwEAS5cuxZv/v737Dovq2ho4/Bt6b6IgxYIo9tiN3djFTuyIPZbYjSV2E3uLMXbsqCh2ozHNxF6S2JJoRBEbomJBlCIMMPP9wTcnM5ZEc4XRYb3Pc58bZs4Ma5zFPnuvs8/ely/z8OFD5Zjjx4/j4OCAv7+/cszJkycN3vv48ePKewghhBBCCCGEEEIIIYSxvFVF288++4yvv/6aefPmYW9vz/3797l//z6pqakAODo68uGHHzJz5kxOnjzJ+fPnGTt2LOXLl1cKrjVr1sTf359Ro0YRGRnJkSNH+PLLLwkODsbKygqAjh07EhMTw+zZs4mOjmbjxo18++23dO/e3UifXAghhBBCCCGEEEIIIbK8VcsjbNq0CYCQkBCDx2fMmEFQUBAAY8eOxczMjMGDB6NWq6lZsyaTJk1SjjU3N2fZsmVMnjyZDh06YGtrS5s2bRg8eLByjK+vL8uXL2fGjBmEhYXh6enJ1KlTqVWrVg58SiGEEEIIIYQQQgghhHg5lVYrK0X8m/v3E40dQo5RqbIWQ37wIHcs/Cz+meSD0Cf5IPRJPgh9kg9Cn+SD0Cf5IPRJPgh9kg9CX27Lh7x5/30jsrdqeQQhhBBCCCGEEEIIIYTI7aRoK4QQQgghhBBCCCGEEG8RKdoKIYQQQgghhBBCCCHEW0SKtkIIIYQQQgghhBBCCPEWkaKtEEIIIYQQQgghhBBCvEWkaCuEEEIIIYQQQgghhBBvESnaCiGEEEIIIYQQQgghxFtEpdVqtcYOQgghhBBCCCGEEEIIIUQWmWkrhBBCCCGEEEIIIYQQbxEp2gohhBBCCCGEEEIIIcRbRIq2QgghhBBCCCGEEEII8RaRoq0QQgghhBBCCCGEEEK8RaRoK4QQQgghhBBCCCGEEG8RKdrmQlqt1tghCCNKTU01dgjiLRIXF8fVq1eNHYYQQoi3nJwvhBBCvIrExETS09ONHYZ4S+hyQepQ/40UbU3c3bt3+f7779m/fz/nz58HQKVSGTkqYSznz5+nadOm3L1719ihiLfAX3/9RcuWLblx44axQxFvgfj4eKKiooiOjiYpKcnY4Qgju3//Pr/++iunT5/m9u3byuPS4c6d5Hwh9En7IPRJPgh9Fy5cIDAwkGvXrhk7FPEWOH/+PC1atODJkydSh/qPLIwdgMg+ly5domfPnnh4eHD79m1sbGxo2bIlw4cPN3ZowggiIyPp2rUrQUFBeHp6GjscYWSRkZEEBwfTrl07Pvjgg+ee12q1cmLNRS5dusSAAQOwsbHh+vXr1KpVi6ZNm9KyZUtjhyaM4NKlS3z00Ue4uLhw8+ZN/P39ad68Od27d5d2IReS84XQJ+2D0Cf5IPRFRkYSEhJCUFAQxYoVM3Y4wsj06w9OTk7K49JveD1StDVRiYmJjBw5ksDAQEaOHElMTAynTp1i+vTpxMXF8fnnn2NtbW3sMEUOiYyMpFOnTnTq1IlRo0YBWTmSnJyMm5sbVlZWRo5Q5KQrV67QuXNnJR8yMzM5e/YsycnJ2NraUqVKFTmR5iIPHjygX79+NGrUiM6dOxMVFcWPP/7IvHnzePDgAT179jR2iCIHPXr0iMGDB9OkSRP69evH1atXOXLkiJIPI0aMAKTDnVvI+ULok/ZB6JN8EPp0F/g6duzIqFGj0Gq13L17l+TkZJydncmbN6+xQxQ56EX1h4yMDFJSUgwKuOLfSdHWRKWnp6PVamnYsCFWVlYUKVKEIkWKUKBAAQYOHIi1tTWff/65scMUOSApKYnBgweTP39+Ro0ahUajYcSIEdy+fZu//vqLOnXq0LRpUwIDA40dqsgBmZmZzJgxA4APP/wQjUbDxx9/zP3794mNjSU1NZVWrVoxceJELCzkFJEb3L59GwcHB+XOjIIFCxIQEICPjw/Lly/HysqKLl26GDtMkUOePHmCpaUl7dq1w83NDTc3N4oXL46Pjw+fffYZVlZWDB48WAbguYCcL8SzpH0Q+iQfhE5qaipDhw7F1tZWGW8OHjyYu3fvEhkZSalSpWjRooX0J3OJhIQEPv74Y/z9/ZV8GDduHLdu3eLy5cu0aNGC+vXrU61aNWOH+k6QHpYJu3XrFtHR0VSpUkV5rFq1asyZM4ehQ4dSokQJOnXqZMQIRU4wNzenW7duzJ49m4ULF3L+/HnS09Pp2LEjGRkZHDt2jKVLl2Jvb0+dOnWMHa7IZubm5kyePJmhQ4cydepUHj16RJ48eZgyZQq2trZcv36dTz75BHt7e0aPHm3scEUOUKlUXL9+natXr+Lh4QGAr68v7du3R61WExERQfHixalUqZKRIxU5wczMjOvXrxMdHU3RokUBcHBwoGXLlqSlpbFw4UICAgJo3LixkSMV2U3OF+JZ0j4IfZIPQsfGxoYxY8YwfPhwJkyYwK1bt1CpVAwcOJCMjAxOnz7NokWLsLe3p02bNsYOV2SztLQ0mjRpwo4dO9i4cSNHjhxBrVZTr149ateuzYEDB7h69Sr29vaULVvW2OG+9WQjMhPl5uZGhw4d2L59O6dPn1Ye12q11KxZkzZt2nDy5EnUarUsEm/ibG1tad++PWPGjGHx4sU8efKEuXPn0rp1a9q2bcvHH3+Mvb09p06dMnaoIhulpaUp/+3r68uXX37JgwcPsLGxYerUqZQqVQo/Pz/q1avHkCFD+P7777lz5460D7lAvnz5KF++PD///DMPHz5UHvfw8KBly5ZYWFhw4cIFI0YocpK7uzuNGzfmm2++ITo6Wnnc2tqaxo0bU758ec6dO2e8AEWOyczMlPOFMJA3b14aN27M3r17pX0Qkg/CQJ06dZg/fz47d+4kKSmJOXPmULduXRo0aEDPnj2pWrUqR48eRa1WGztUkc08PDzo0aMHHTt2ZMqUKSQnJzNv3jx69OjBRx99xLBhw7hx4wZ//vmnsUN9J0jR1kTEx8dz5coVzp8/rzzWqFEjbGxs2Lhxo/IHoVKpsLKyIm/evNy8eROVSiW3rJig6OhovvnmG+VnS0tLWrduzcKFC+nVqxcuLi7K4Kpo0aK4uroSFRVlrHBFNrt69Srjx4/n5MmTymO+vr6sWrWKrl274u7ubnC8SqXCwcEBFxcXaR9M0JMnT7hz546yC7yHhweNGjVi586d7Nmzh8TEROXYokWL4uvry4kTJ6QgY6Li4+OJjo7m999/B7Iu9NWvX5+oqCi2bdtGTEyMcmzevHnx9PTk999/JzMz01ghi2yk+141Gg3m5uZK4VbOF7nT48ePuX37Nrdu3QKyZtM1atRI2odcSvJB6IuOjmbt2rU8ffpUeax27dps2LCB7t274+LiojyeN29eHB0duXv3LpaWlkaIVmS3a9eucfToUeXnvHnz0qlTJyZMmEDv3r0N6g+VK1cmb968clHnFcnyCCYgMjKSIUOGkJGRQWpqKl5eXkyYMIEKFSrQs2dPFi9eTGhoKB07dqRGjRpoNBoSEhLw9PQkMzNTGk4Tk5iYSNu2bXn69ClPnjxRlsCwsbGhVq1aWFpaYmaWdb1Gq9WSkZGBhYUFAQEBxgxbZJP09HS+/PJLfvjhB8zNzbG0tKRixYpA1gzLF61lHBMTg5+fX06HKnLA5cuXmTx5Mg8fPsTKyoo6deowYsQIunTpQnx8PHPnzkWtVhMYGIiPjw+QdYt0gQIFjBy5yA6XLl1i7NixpKSk8PTpUypVqsTcuXMJDAzk0aNHrFy5kvT0dNq0aUOpUqWArE0kChQoIEV8E3T58mWmTJnCrFmz8PLyUgq3Go1Gzhe5UGRkJGPGjOHx48dYWlpSqFAhpk6dSuPGjXn06BHLli2T9iEXkXwQOlqtlpSUFHr37s2dO3dITEykX79+Sk2hXLlylC1b1mC8CVljktKlS8vGdCYoISGBwMBAtFot8+fPp2nTpkDWxJBmzZphb2+vfOdarZbU1FTs7e0pXbq0McN+Z0jR9h137949Pv74Y1q0aEGjRo1IT09n7ty5DBgwgE8++YTWrVtjYWHB5s2bGTJkCMWKFcPa2po///yTDRs2YGNjY+yPIN4wR0dHqlevjoODA1OmTCEtLY3u3bsDPPd9q9Vqli9fzrlz5xg+fLgRohXZzdLSkhIlSpCWlsYff/xBQkICWq32heuTxsTEsG3bNnbv3s3GjRuxtbU1QsQiu0RFRdGlSxfatm1L1apVOXfuHAcPHiQ4OJj8+fMzePBgzM3N2bx5M8ePH1eKNocPH2bz5s3SwTYxV65cISQkhA4dOlCvXj2uXr3K0qVLiYqKomjRogQHB2Nubs6OHTs4cuQIfn5+mJubc+LECcLDw2XjKRNz69YtBg4cyM2bN+nevTthYWF4enqi0WiUgbc+OV+Ytrt379K7d29at25N9erVefToEcuXL6dDhw7Mnj2bjh07YmlpSUREhLQPuYDkg9CnUqmwt7enZs2aZGZmEhoaSkpKCkOGDFHGmvrnjcTERFavXs2RI0dYv379C88p4t3m5OTEe++9h6+vLxMmTCAjI4MWLVoAGMy4hqyi7YoVK7h27RqTJk0yQrTvHmlB33F3797FwsKCoKAgChYsCMCGDRsYMWIECxYswNbWlsaNG1O4cGGuXLnC0aNH8fDwYMKECTIzwgTpBlepqanUqFGDsmXLMmXKFKysrOjcuTM///wzFSpUwMXFhQMHDvDjjz9y4MABVq1aReHChY0dvnjDdFeybW1tKVOmDBMnTqRXr16sXbsWV1dXdu7cSVBQEH5+fkRGRrJy5UpOnz5NWFgYxYoVM3b44g168OABn3zyCe3atWPkyJFA1hIZp0+f5vHjxyQkJFCiRAkGDBhAQEAAkZGRnDp1igIFChAeHq5sMCJMQ3x8PKNGjeLDDz/kk08+AaBAgQLs2rWLR48eceTIEWrWrEnHjh0pWbIkly5d4tixY/j4+DB06FD8/f2N/AnEm5SWlsb27dspVqwYn3/+OYsXL6ZTp05s2rTphYVbOV+YvujoaFxcXOjevbuyJEbDhg2VtQiXLVvGhx9+iJ+fH1euXJH2wcRJPgh9unNCcnIyFStWpHHjxnz88cdYWloyfPhwtm/fTq1atciXLx8nTpzg66+/5vDhw6xcuZIiRYoYO3yRDXR9hPLly5MvXz4mTpyIlZUVjRs35uzZswQEBGBnZ8cPP/zA4cOH+fHHH1mzZo3cyfeKVFq5X+Gddvz4cT755BO2bduGt7c3T58+VWY7DB48mHPnzrF3716cnJyMHKnICZmZmZibm7Ns2TKcnZ3p1KkTa9euZebMmQQEBGBtbc2SJUtwd3fn9OnTHD16lBYtWkgB38RduHCBhQsXsmzZMqKiohg2bBjJyck8fvyYbdu24efnR3x8PJcuXcLX11e5LV6YjpiYGHbu3EnTpk2VAuzChQtZs2YNzs7OWFlZ4erqyubNm5XXaDQatFot5ubmxgpbZJOkpCTCwsKoXbu2cmuabiklLy8v0tLSsLa2ZuPGjbi5uRk5WpET9u3bB0BgYCCxsbGMHj2a2NjYFxZuk5KS+OOPPyhQoICcL0zU3r17mTJlCseOHcPCwgK1Wo2VlRUAwcHBPHnyhD179hg5SpFTJB+EPt2kkF27dnH9+nWGDh3KDz/8wLBhwyhQoAAqlYpVq1aRP39+IiMj+e2336hVqxaFChUydugiG+iWWpw8eTK1atWiatWqLF68mC1btlCoUCEcHR358ssvcXFx4ciRI/z4449069ZNCvivQeamv+OqVKmCk5MTc+bMAbI2ENHtyPjVV19ha2vLkiVLjBmiyEG64oqzszM///wzAN27d6dUqVJcvnyZihUrKlfIK1asyMcffywF21zA3Nyc6OhoEhMTKVq0KD4+Pty/f59SpUqRlJQEgJubG9WqVZMBuIny9vamS5cuSsF206ZNhIWFMXXqVJYtW8bs2bO5desWc+fOBbI65GZmZlKwNVEODg707NlTKdju2bOH8PBw5syZw4oVK9i6dSsAM2fONGaYIgcFBgYqa9Z6eXkxY8YMfHx86NSpE3fv3sXMzIy0tDT++usvLC0tqV69upwvTFjt2rWxtLRUxhdWVlbK+GLOnDkkJSWxdu1aAFmvNBeQfBD6dMtl2djYcOTIESBrA/QKFSpw/fp1ypQpg6enJwDFixenc+fOUrA1YbrlTzw8PDh48CAODg4MGDBAKdpXqVJFWSKhVq1ajBs3Tgq2r0mKtu8w3VWNkSNH8vvvvzNr1izA8ERavHhxnjx5YswwRQ7TarV4e3srM2LGjh1LXFwcISEhrF+/ntDQUOVY2YQud/Dz8yMgIAArKyvGjBnDxYsXmT17NgkJCcyZM0fZNV6YLjMzM4MZkwULFmTp0qUEBgYSEBBAqVKl8PPzU4r4sn6t6dNf47xgwYIsX76cRo0a4ePjQ548eShZsiSpqalGjFDkFP0ii0ajQaVS4evry/Tp05XCbUxMDLNmzWL8+PGkpaUZMVqR3TIzM7Gzs6NXr1788ssvSjHOysoKjUZDnjx58PDw4P79+4CcL0yd5IN4Ea1WS6FChciTJw+QNd68ceMGw4cP5/vvv+fzzz9X6hEyASB3cHd3JyEhAYBp06bx6NEjAgMDWbduHTt27FCOs7a2NlKE7y5Z0/YdpLsFXndVo3z58nTq1Int27ejVquZMGGCcsuKSqXC0tJS6ZDLidT06PJBR6VSUa5cOTZu3EjHjh2JiYlh1apVFC1aFGdnZ1atWkWHDh1wdnY2YtQiu+jfwqrLDSsrK5KSknj//fext7dn6dKllClThkKFCjFp0iTy5ctn5KhFdnm2fdBd7KtevbrBcVqtFicnJ2UmhOzsa5pelg9ly5Y1OE6r1aLVapWZ2ZIPpkl3vtD/bvXXrtUVbseNG0fDhg2xtbVl3bp1suSWidK1D7o2okGDBly7do09e/agVqvp06cPZmZmWFtb4+rqqoxDpH0wTZIPQt+Lxpt+fn6o1WoCAwN5/PgxoaGhlCpVinz58jFz5kwGDhyoFHWFaXk2HwBq1KjBiRMn+Oijj7h48SKrV6/G1dUVGxsbvvrqKxo1aoS9vb20D/+BzLR9B5mbm6PVavn444+JiYkhT548tG3bli5duvD999/Tvn17pk6dyujRozl06BAhISGoVCr5AzFRunyYNGkScXFxAKjVau7fv09iYiKhoaEUL14cc3Nzevfuzffffy8FWxOk0WiAvwfcPXr0YMuWLaSnpwPQqlUrqlSpwrJlyyhTpgwajYaSJUuyceNG8ufPb7S4RfbStQ+LFi0iPj7+pTs4L168mPPnz1O/fn1ALvCZqmfPFy/KB61Wy4IFC/jtt99o2bIlIPlgqszMzNBqtfTp04fjx4+/8BgPDw/c3d1xdnZm69atzxX4henQtQ8TJ07kzp07+Pr68tFHH1G5cmUiIiLo27cvq1evZvz48Zw8eZJWrVoB0j6YKskHoe/Z+gNkjTddXV2xt7dXCraQNeb48ccfpWBrwp4dX0BWIffQoUNcuXKF0NBQAgICyJcvHwMGDGDbtm04ODhI+/AfyUzbd1R0dDSXL19m7ty5fPHFF7i5udGhQwdq1qzJ4sWLiYuLw9ramoiICNm1Mxf47bffOHToEJaWlowdOxZ3d3fmzp2LmZmZwRpC1tbWckuCibl16xaWlpZ4eHgYzLJ1c3PjwIEDBAUFAVC/fn3q1Kmj3CKvO06WyDB933zzDZs3b8bS0pK+ffsaPHfu3Dl27tzJd999x5o1a/D19TVSlCKn/Prrr8r5Yty4cQYd6FOnTrF9+3YOHjzIqlWrKFiwoBEjFdlFfyZcQkICKSkpbNy4kSpVqhgU8jUaDVu2bOG7775j27Zt0p/MBU6ePMnhw4eV5ZR8fX3p27cvNWrUYMWKFRw4cAA7Ozs2bdokeyLkAr/99pvkg1Do6g/z5s3jiy++wMHBgREjRqDVap9b49zBwcFIUYrsputD7Nu3TxlffPTRR/j6+rJx40bMzMwoVqyYcrxufWPx36m0slr4W+3q1avs27ePa9euUa1aNYoWLcp7772HVqvl6tWryuyHF9Hd9ihMx+PHj9FoNLi6uho8rtVqOX36tLIEgsgd4uLilELs1q1b8fb2NrhdJTk5GXt7eyNHKXJKTEwMZ8+eJTY2ljp16uDp6YmbmxuZmZl8//331KhRw6B9ePz4Md9++y2nTp2ib9++yq3wwjTExMRw9OhRbty4Qd26dSlRogTOzs4vPV8kJSVx4sQJjh49SkhIiBToTExcXBxxcXHKTNlnC7cWFhYvHGQfOHCAwoULyyYyJubatWvs3buXmJgYatasSbFixShevDgajYZTp04REBDw0v6kWq1WlmETpuF/GV9IPpie160/yJIYpu327ducOXOG2NhY6tevj5+fH2ZmZmg0Gn744QeqVaum9C8lD7KHFG3fYpcvXyY4OJj69euTnJxMQkICd+/eZfjw4TRt2vS54588eYKTk5NSrJU/HNNy5coVevfuTZs2bejevbtysnzRmjKQNQB3cHB46fPi3RcfH0+vXr0AuHfvHps3b37pTMnz588TEBAgM2tN1KVLl+jWrRslS5YkISGBO3fuUKtWLTp37ky5cuWeOz4lJQU7OzsSExMxMzOT4r6JuXTpEh999BGFCxfm4cOH3L17l2HDhhEcHPzC43Xni6dPnyprFArTER0dTdeuXSlWrBgDBgygUqVKgOEa6PpiYmJk1r0Ju3LlCp07d6ZChQokJSXx6NEjrK2t6dWrF82aNXvu+Gf7kzK+MC3/6/hC8sG0/Nf6g4w3TdOlS5f4+OOPyZMnDw8ePODRo0d8+eWX1KlT54XHP336FFtb25f2L8R/I/+Sb6nk5GRmz55N+/btmTlzJgsXLmT48OE8fvyYYcOGsXPnToPjw8LCqF69usEadXICNR1xcXGMGjUKe3t7VqxYwfr163ny5Anw4h05165dS/v27Xn48KGcQE1UZmYmmZmZaLVaRo0aRenSpencubOyrvGFCxeUY3/44Qfatm3Ljz/+aKxwRTaKj49n7NixBAcHExoayo4dOxgyZAhff/01M2bM4OTJkwbHr1mzhuHDh5OQkICjo6MUbE1MbGwsgwYNok2bNqxcuZK9e/fSvXt3li5dSlJS0nPHr127lnbt2vHgwQNsbW2lYGtiHjx4wKRJkyhQoABPnz4lLCyM3377Dfh7TVt9O3bsoGHDhpw9e9YY4YpslpGRQWhoKPXr12fp0qVs2LCBqVOnUrZsWT7//HO+/vprg+Nf1J+U8YXpeBPjC8kH0/G/1B9kvGl6YmJi6NevH82bN2f16tX8/PPPtGzZkunTp6NWq587fs2aNQwbNozHjx9LwfYNk3/Nt1RGRgZxcXGULFkSyJoNUb58eWrUqEGNGjWYOXMmR48eVY4vW7YsVatWJSUlxVghi2yi0Wj4/fff8fT0ZPXq1UyYMIFFixYRFhamdKye5ebmRt68eXn69GkORytyirm5OXnz5qV48eLY2try2Wef4e/vT4cOHejfvz8rV65U8qNRo0b07NmTgIAAI0ctssPjx49JT0+nXr16SiepefPmlCxZEpVKxdq1a7l586Zy/NOnT0lKSiItLc1YIYtskpmZyQ8//EDp0qXp1q2bMogKCgrC2tqa+/fvP/caNzc38uXLR2pqak6HK3JAXFwcDg4OjB07lsGDB3Pv3j3Wr1+vFG5VKpVB4bZatWq0bNlSlloyUVqtlps3b+Ls7KwU28qXL0+vXr1o0aIFX3zxBYcPH1aOz5Mnj/QnTZSML8SzpP4gdNLT09m2bRsVK1bko48+UiZ4tG7dmszMzBdOAkhJSSEpKUn6k9lAFjx9C2m1Wp4+fYqFhQUPHz5U1gq6efMmv//+OwMHDkSr1fLjjz9Ss2ZNAMqVK8eSJUtkhowJMjMzo0SJEjg4OODh4UGHDh3QarVMnjwZgJCQkOduZWrRogX16tWTReBzgZSUFA4fPszgwYNZuHAhgYGBHDhwgCVLlhjcrjRq1ChjhyqySXx8PLdu3cLc3Fwp2t65cwcLCws++OADNmzYwB9//EGBAgUA6NevH507d8bFxcWIUYvsYG5ujpubG0WLFlU2HQSwt7cnOTmZ+/fvU7hwYYPXyPnCtBUvXpxhw4YpF+00Gg0LFy5k/fr1aLVaqlSpgkqlUpbWyp8/P9OnT5c9EUyUpaUlZcqU4erVqzx8+FDZ3d3X15eOHTty7949du/eTeXKlbG1taV58+Z88MEH0j6YIBlfCH1SfxD6LC0tyZcvH2C4qZyXlxeJiYncv38fZ2dngxnW/fv3Jzg4WMYX2UB6ZG8hlUqFp6cnlStXZunSpURFReHt7c3y5ctp06YNQUFBPHnyhA0bNqBWq7G0tESlUkmDacJ8fX2V9eU0Gg0dO3YEUDpWXbt2xdHRkR07dlCqVClKliwpHSoTpL9elG4NsXLlypGcnAzAZ599RkZGBmXLlmXq1KkUKVJEdn/PBSpWrEi5cuUYNGgQAwYMwNzcnIkTJ9KhQwf69u3LtWvX2L17N82bN1cKM9KhMl2tWrVS/lvXTlhYWODo6GjQTzhy5AgFChSgYMGCcr4wQbr15MzNzQ0KtjVr1kSlUvHVV1+xYcMGVCoVlStXZsGCBVSsWJG6detKwdYE6a87WrZsWX7++Wf2799Py5YtsbW1BcDf35+6desybdo0Hj9+jK2tLSqVStoHEybjC6Ej9QfxrBftg2BmZoaNjQ02NjbKmPT333/H29sbd3d3GV9kE+mVvSViY2M5ceIEWq0WDw8PateuzdixY3F2dubMmTPcuHGDAQMG0Lt3bwBsbGxwdXVVGkxhWh4+fEhsbCwpKSkULVpUmQkBf68d1bFjR8zMzJg4cSJarZbY2FgOHDjAtm3bjBW2yCb37t0jX758mJubK4VbXR4EBAQQERHBxx9/zO+//87KlStxd3fn448/pn///uzevVs2HzMx9+/fJzY2loyMDAoVKoS7uztffvklY8aMYf78+djY2NC9e3eGDBkCgK2trVKEkWKM6YmLi+PSpUukpKRQuHBhgwKdbs1SXSdbt8P33Llz2blzJ9u3bzdm6CIbPH78GGdnZ8zMzJ7bGEZ33qhRo4ZSuF2/fj2rVq3iyJEjL9yESrzbdJtGqVQqg9mSf/zxBzNnzsTKyor69evj5OQEZBV0PTw85PZWEyXjC6FP6g9Cn3774O/vj7u7O2DYn9RqtVhaWir9yTlz5rBv3z7pT2YzGb29BS5fvkxISAj+/v7cvHkTCwsLypQpw4IFCxgwYAAZGRmkp6crV8Iha5Oh/Pnzk56eLg2nibl06RJDhw7F1taWv/76i0aNGtGjRw/Kly8PZHWqdI1n+/bt0Wg0TJ48GQcHB9atWyc7PpuY6OhoWrZsSYUKFVi/fj3m5ubKbEnIuu35l19+wc3NjdDQUGUdqoULFyonVmE6Ll26RJ8+fXBxceHSpUtUrlyZOnXq0Lt3bxYvXqwsi5A3b17lNYmJiRQsWFBZt1LOF6ZDt6tv3rx5uXjxIuXKlaNTp040adJEWSpDV6x58uQJarWahQsXsmHDBsLCwvD09DTyJxBvUnR0NMOGDaNevXoMHToUc3Nzgx2cdevXqlQqqlevTmZmJgMGDMDa2prt27dTvHhxI38C8SZFR0czdepUmjZtSvv27TE3N1fGDePGjSMtLY1Zs2YRExNDw4YN8fb2Zvv27WRmZsqaxiZIxhdCn9QfhL5/ah/0+xBmZmakpKSQnp7OggUL2LhxI2FhYQZLcok3TzYiM7KUlBQmTJhAs2bN2LhxI9u2bWPChAmcPXuWkJAQ4uPjsbCwUK5mXLlyhalTp/Ltt98ycOBArKyspME0IdevX6d37940bNiQRYsWsXHjRq5cucLBgwcNjtNd7VKr1dy4cQMnJyciIiIoVaqUcQIX2eLevXtMmDCB9957jwcPHtCrVy8ga7ZkRkYGkLWe1Lhx41iwYIHB958/f368vLyMErfIHo8ePWLw4ME0adKEFStWsGXLFooXL054eDiTJk0Csr533ZXxuLg4Zs+ezaFDh2jXrh0qlUrOFybk5s2b9O3bl8DAQEJDQ4mIiMDW1pZjx4698HhnZ2fmzJlDaGgoGzZsoGzZsjkcschOt2/f5pNPPuHJkyf88ssvLF68GMjqL2g0GuU4XeFWrVZz8OBBbGxsCA8Pl4Ktibl16xYDBw7k999/59tvv2XXrl1A1jqFul2/P//8c0JCQjh+/Djt27ene/fufP3118yfPx9XV1cjRi/eNBlfCH1SfxD6XrV9gKw+hIuLC7NmzWLFihXSn8whUrQ1Mo1Gg1qtpnr16gB4eHhQr1491qxZw507dxg5ciSQtblIfHw858+f548//mD9+vUUK1bMmKGLNyw1NZXVq1dTo0YNBg0aRP78+alYsSIdO3bk22+/fW5nTpVKxZkzZ4iIiGDlypUUKVLESJGL7HL27Fny5MnDkCFDGDVqFLGxsQaF27S0NABatmwp7UEu8PDhQ8zMzOjQoQP58uWjbNmy9OvXj169evHTTz8xa9YsIKttiImJYfPmzRw4cIB169ZJ+2Bi1Go1mzZtokKFCgwcOBBHR0eKFy9OixYt+OGHH4iPjzc4Pj09nYcPHxIVFcXWrVspXbq0kSIX2eX777/Hzc2NWbNmUbZsWQ4dOmRQuM3MzFSOValUyoZTK1eupGjRosYKW2SDzMxM9uzZQ8GCBVm8eDG2trZs375dKdxaWVkphdsBAwYwb948QkNDGTVqFDt27FDu2BGmQcYX4llSfxA6r9M+aLVaUlJSuHr1Kr/99hvbtm2T/mQOkeURjMza2pqEhATOnj1LgwYNgKw/CH9/fxYsWEDv3r2ZP38+w4YNw83NjQ8++IB69eopa08J05Geno6FhQVVqlTB0tJSuZXZx8eHjIwM5Wd9JUqUYP/+/XJLgomqV68eNjY2VK1aVVlHaPbs2fTq1YtVq1ZhbW1tsFSCMG3W1tY8ePCAv/76Cz8/PwDy5MlDixYtUKvVbN++nQoVKtCwYUN8fX1p2rQpnTt3NlgqQZgGjUaDo6MjxYoVM9gEpGDBglhaWhrMrARwdXWle/fu1K1bVwp0JqpNmza4u7tTtWpVihcvzuLFizl06BCAskGh/lIJPj4+HDlyxODWV2EazM3NadSoET4+PlSrVo0iRYowefJkZc3B1q1bY2VlpfQfvL298fb2NnLUIrvI+EI8S+oPQud12geVSoWvry+9e/emWbNmcodODpKZtkak0WiwtLQkODiYo0ePsn//fuDvNYVKlixJx44d+f3330lKSgKybm+UBtM0OTo60q1bN5o3bw6gNJJeXl44ODgYrE165coVICsfpENlmnTtQ506dYCsdqFmzZqMHj2aW7duGcy41d3GIkybq6srFStW5NChQ9y6dUt53MnJicDAQJycnDh37pzyeLFixaRga6JsbGxo06YNbdq0AVCKtPny5VM2HdLR5cRHH30kBVsTpdVqcXFxoUWLFkBW36Bfv36UK1eOgwcPsmTJEiBrxu0333yjvM7GxsYo8YrsV6RIESUf8uXLx8SJE3F0dGTbtm3KjFsLC4sX3v4qTIuML4Q+qT8Ifa/TPkRGRgIwYsQISpQokfPB5mJStDUi3WyHOnXq4OHhwdatWzly5IjynJmZGV5eXty5c+eFV0GF6SlYsCCAwWyYlJQU4uPjlVvhv/rqKyZPnsyTJ0+MFqfIfrrvX5+VlRU1atTg008/JTY2lt69ezN16lSmTJmirDslTJeDgwMdO3bk559/ZuPGjTx48EB5zsPDg1KlSvH777+Tnp5uxChFTsmfPz+Q1cHWtRfJyck8evRIufX5q6++YuTIkcTHx0s/woQ9u7agVqvFzc2Nfv36UaFCBQ4ePMjixYuZMmUKn3zyCXfv3n3h64Rp0mg0eHp6MmHCBJycnNi+fTs7duxgypQpDBkyhPv37xs7RJHNZHwhdKT+IJ71qu3D1KlTefz4sdHizM2kaPsWKFq0KH369CElJYW1a9eyY8cOIGvNumvXruHh4fHCAo4wXfrfd2ZmJunp6VhbW7No0SKWL1/Op59+Klc8cyGtVouVlRU1a9ZkxIgRHD16lD179rB9+3YKFChg7PBEDqhbty4TJkxg3bp1LF++XLnqDfDkyRN8fHzkfJHL6BfeMjIyyMzMxMbGhiVLlhAaGsr8+fNxc3OTAl0uopsx5ebmRt++fSlXrhzLly9Xzheenp7GDlHkIN2axvnz52fixIk4OzszZcoUdu7cSXh4uNyRkYvI+ELoSP1BPOtV2gdnZ2cjRph7yUKIOSwzMxNzc/PnHq9UqRKffPIJERERzJo1i+XLl5MnTx6uXLnCunXrsLe3N0K0Iru9LB/0OTg4ULhwYebOncumTZuIiIiQRb9NkFar/deiiu55S0tLDh06hI2NDRs3bsTf3z8nQhQ5TP+KN/ydI7r1COfPn8+ff/6Jg4MDjo6OHD58mPDw8H9tU4TpcnJyokCBAsycOZN9+/axefNmOV+YqH/rP+h2gXdzcyMpKQlLS0s2btwoS2SYqH/rQ+jWNPb09MTR0RELCwvCw8MlH0yUjC/Eq5D6g3gZaR/eLlK0zQFXrlzh66+/Zvjw4Zibm7/0RFquXDkKFChAly5d+Pnnn/H09KRy5coUKlQo54MW2ebatWscPXqUkJCQ5zYGeZG0tDTOnTtHVFQUmzdvplSpUjkYrchuaWlpWFtbo1KpXqlwC3Ds2DHOnDkjBVsTFBMTw/nz52natClmZmYG7YN+jgQGBuLj48OFCxc4efIkXl5ebN68WQbgJuZ1NxpMTk7mr7/+4tq1a2zZskXWHDMxr9qf1FGpVGzevJmdO3eyfft2aR9MzNOnT0lPT8fKyuqV1ic2MzMjNDSUnTt3snPnTskHEyPjC6Hv0aNH3Lt3Dzs7O2VN2heNM6T+kDu86hhTR9qHt4tKK4uVZCu1Wk2LFi24ceMGQUFBTJ8+HXi1K6DC9KSkpNCsWTPS09Pp0KEDgwYNAp6fUafv+vXrTJgwgcmTJ1OkSJGcDFdks+joaObMmUNwcDC1atUCXu2kmpGRQUJCAu7u7jkRpsghjx8/plmzZri5udG1a1fatm0LPJ8TL8qR1+2Mibff9evX+e6772jWrBm+vr6v9Jr79+8zd+5c+vbti5+fXzZHKHLSf+1PpqWlce/evVfOIfFuuHLlCtOnTyc+Pp6UlBT69+9PkyZNsLW1/cfXpaamEhsbK/1JEyPjC6EvMjKSIUOGAFlLZ5UsWZLevXtTrVo16S/mQjdv3uTMmTPUr18fR0fHV3qNtA9vFynaZjOtVkvXrl3x9vbmxo0bFCxYkKlTp2JhYfGvV0CF6UlKSqJ9+/YUKlSIx48fU7VqVT7++GMsLCz+ceD19OnTf+2Ii3dLTEwMPXr0IDExkdKlS9OzZ09q1KgB/HMBTtoN03X79m06dOiAj48PFhYWtGrVitatW2NhYfHaMy7Fu+3GjRu0b9+eJ0+e0LdvX9q3b4+Xl9crvVY3e1+Ylv/Sn5QJAqYpOjqa4OBgmjdvTsWKFTl27Bg//fQTa9euJSAg4KWvk/OI6ZLxhdC5f/8+bdu2pWnTprRv354LFy5w8OBBvv/+e2bPnk1gYKAUbnORa9eu8eGHH5KSksKkSZNo1aoVdnZ2r/RaaR/eHjLyz2YqlYpSpUrh7+9PmzZtOH/+PJMmTQLgyJEjJCQkGDdAkaMcHByoXLkyTZs2pWLFihw8eJDQ0FAA/vjjj5e+7lVuexPvDrVazapVqyhevDhjxozB0tKSFStWcOzYMeDv2+BfRAq2psvLy4s6deowePBg3N3d2bZtG9988w2QVcQTuUNKSgqLFi2idu3aDBw4kB07drB582Zu3779Sq+Xgq1p+i/9SSnYmp6EhASmTZtGYGAg48ePp2nTpkydOhUfHx82b978j6+Vgq3pkvGF0Llz5w4uLi706NEDPz8/WrRowejRowkJCWH48OHs37//H8cZwnQkJSWxYMECmjZtSo8ePfj888/ZuXMnKSkpr/R6aR/eHnL2zka6mQ/m5uY8fPiQ3r17o9Vq2bJlC3Xq1CEzM5MffvhBZs7lErrvOTExkfv37zNgwAAyMzM5cuQIu3fvJjk5mf3792NlZfVcPsjVUNNiZWVF48aNuXHjBq1bt8bLy4vVq1ezYsUKAGrUqPFaa9yKd5/uu75x4wbx8fHKLUk7duxgzZo1PHjwgAMHDmBubi7nCxOn1WqpWLEiDg4ONG/eHBcXF5YvXw5Ax44dX3nGrTAd0p8UOnfv3kWlUtG8eXMA0tPTsbS0pESJEqSmpho5OmEMMr4Q+tLS0rh06RIJCQl4eHgAkC9fPvr27Ut6ejqTJ0/G29tb1rzPBZ4+fUqJEiUoXLgwjRo1wt7enmnTpgHQpk2bf51xK+3D20N6dtlAd+VK9/+1a9cmJiYGgA4dOmBmZkZCQgKlSpXCzs4OMzMzMjMzjRavyBm6fKhTpw7Xr1/H2tqaESNGkJiYyL1796hbty42NjbK5kPCtFWrVo2OHTsCUKVKFbp164aNjY3BjNuMjAyio6ONGabIIbpzQPXq1YmOjsbNzY25c+dy8+ZNbty4Qdu2bbG0tFR2hBemy97enqZNm9KsWTMAgoOD6du3L7t27WLTpk3KjNuMjAzi4uKMGarIZtKfFM8qXrw47dq1o0KFCsDfg+p8+fKRkZFhcGxycnKOxydynowvhL7ixYtTtWpVwsPDefjwofK4i4sLHTt2pECBApw+fRpA+pMmLm/evLRo0YKGDRsCMHDgQPr378+0adPYsWOHMuM2MzOT+Ph4Y4Yq/oUUbd+gpKQkkpKSlFvUdLelWVlZERUVhUajYdy4cdy5c4euXbvy8OFDBg8ebHCsMB0ZGRkGgyfdd+zs7Mz58+cBGDduHI8ePaJhw4ZcvXqVWbNmAXILvCl7dkCt60BXq1bNoHB7+PBhZs6cSZs2bUhOTpaOlYnRarUG36nuttX8+fPz559/AjBp0iTUajVly5bl7NmzhIeHA3Ll25Tp2gdnZ2dUKpVShAkODqZPnz7s3r2bzZs3c+PGDebNm8eYMWNIS0uT9sHEpKWlkZ6eztOnT4G/+w/W1tbSn8zF0tPTAWjSpAmQ1X/QnTvUajUPHjxQjl25ciVr1659rpAr3n0yvhAvohtPODo6UqtWLU6fPs2ePXt4/Pixcoy/vz82NjacOnUKkP6kKUpLS0OtVisFWS8vL4P+5KBBg+jfvz/Tp09n586dJCQk8MUXX/DFF1+gVquNGbr4B7I8whty6dIlpk6dyoMHD7Czs6NmzZoMGDAAKysrSpQogY+PDz179uTq1ausW7cOX19fXF1d+fnnn4mLi1NuXxCmITo6mnXr1hEVFUXp0qWpXbs2tWrVAqBIkSI4OTkxaNAgzp07x8aNG3F3d2fOnDlERkYSHx+Pm5ubkT+BeJOuXbvGgQMH6NmzJ+bm5gabQuhmTqpUKqpVqwZAWFgYQ4cOxcLCgg0bNmBvb2/M8MUbdu3aNbZv305UVBSVK1emRo0aym1qBQsWJDMzk1GjRnH8+HE2b96Mg4MDw4cP5+DBg7Ro0eKVd34V74Y7d+5w5coVatWqhbm5ucGyKPqbTHXp0gWVSsWqVavYv38/MTExREREyBq2JubKlSssWbKEa9eu4e3tTYMGDWjdujWQNeD29fWV/mQuot8+WFpaGrQP+v0HKysrZf3BBQsWsHTpUnbt2iXr2JoYGV8IfTExMZw+fZrWrVtjZmamLJfSu3dvYmNjCQ8PR61WExQUhLu7OwCurq54eHjIEmwm6MqVKyxatIibN29SuHBhWrZsSZ06dQDD/uSgQYMAmDVrFrt27eLChQvs2LEDKysrY4Yv/oFKK9Mz/mcxMTG0a9eONm3a4Ofnx6NHjwgNDeW9995j/PjxFC5cmN69e3PhwgVWrVpFyZIlgazNRtLT03F2djbyJxBvUlRUFF26dKF+/fpYW1tz9epVbGxsmDRpkrIWYVBQEPfu3SM0NFTJh8ePH5ORkUGePHmMGb54w27cuEHnzp158uQJPXv2ZNiwYcDzu3rrd5769u3LmTNnCA8Pp2jRokaJW2SPy5cv0717d6pUqYJWqyUyMpIKFSowfvx47O3tSU1NpUWLFqjVapYuXaq0Dw8ePCAjIwNPT08jfwLxJl29epVOnTrh4+ND//79adCgAcBzgyn9tUo7dOjA9evXCQsL+8ed4sW7JyoqiuDgYJo3b06ePHmIiYnhypUrTJ48mdKlSwPQq1cvLl68yMqVK6U/aeJepX3Q9SVCQ0O5desW3t7eLF68mPDwcCVnhGmQ8YXQd+3aNTp16oSNjQ0fffQRwcHBQNase13xbdasWfzyyy+YmZlRuXJlHjx4wE8//URERISML0zM5cuX6dKlC82aNcPd3Z2zZ8/i6urKtGnTsLS0VPZK0Wq1Sn+yZcuWxMXFsW7dOooXL27kTyD+iRRt34CdO3eyfv16wsPDlavc165do3v37nh5ebFkyRKcnZ25desWBQoUAJ4fkAnTcP/+ffr370/lypUZPXo0AL///jt9+/Zlzpw5ytXwW7duodVq8fX1BZDNQ0zU48ePGT9+PBqNBn9/f/bv388HH3zAiBEjgOcLtxqNhgULFrBixQp27NghJ1ATExcXx0cffUStWrUYOXIkkLXr+6BBg9i4cSOlSpUC4PTp0+TJk4dChQoB0j6Yqvj4eIYNG4aFhQUZGRlYWFjQqVOnlxZuMzIymDZtGps2bWL37t1SsDUx8fHxDBgwgHLlyin9h6tXr9KvXz/69etHUFAQkJUHd+/excfHB5D+pKl63fZhyZIlfPXVV9ja2hIWFkaZMmWMFbrIBjK+EPoePXrEyJEjsbCwwNnZmevXr9OiRQu6dOkCGBZuf/rpJ06dOsWFCxfw8vKiR48e0n8wMbdv36ZHjx40adJEmRy0fft2Dh48yLRp0zAzM8PBwQHIahMyMzOZPn269CffIXLPzBvw6NEjkpOTlYKtWq2mcOHCRERE0LZtWyZPnsyCBQuUgi3IGjKmKioqCk9PT1q1aqWsMfjee+9RqlQpbt26pRynG2zpSIfKNFlYWODq6kqtWrWoWLEidnZ27N69G4ARI0Zgbm5u0KE2MzOjevXqBAYGygnUxGi1Ws6cOUPBggVp166d0j7UqlULf39/7t27pxRtK1asaPBaaR9MU2JiIu7u7nTq1AknJydmzJjBpk2bAGjQoIEyK0J/qYSSJUuybds2aR9MUGxsLG5ubkpRDsDPz48yZcpw/fp1AOXWV/0+hPQnTdPrtg8ODg7Y29uzZcsWihQpYszQRTaQ8YXQp9VqcXFxoUWLFhQpUoTly5ezZ88eALp06YKVlZVyvqhfvz7169cnIyMDMzMzyQkTpFtCp3PnzspjV69e5fLlywQFBZE/f36qV69O//79MTMz4+nTp+TNm1f6k+8QKdq+AdWrV+eLL75g27ZttG3bVmkoPT09mT9/Pv369WP//v0GHXFhmvLmzUvdunWVGZK6jpVarTbYwVOYPq1Wi729PaNHj1bWpP3www/RarVKx2rEiBGYmZmhVqsxNzfH3NycqlWrGjNskU1UKhX58+enYsWKygxayMoTtVpNXFyc8YITRlGwYEGGDh2qzIgaPXo0s2bNYtOmTWi1Who2bKhsHqFbl7Jdu3bGDFlkozx58tCyZUvloo3ugp5Go+HJkycAWFpaGjNEkYNetX3QFWa6du1K48aNZU1jEyXjC6Gj1Wpxc3Nj7NixyhrFffr0UQq3Wq2WkJAQLC0tDWbcyvrWpuu9996jYMGCSvu/ZMkSwsPD+fTTT3F0dCQmJoawsDBKlChB3bp1sbe3p2/fvrJx6TtELrX8j7RaLQULFqRz586Eh4fz008/AX93rP39/cmXLx937941ZpgihxQtWpS2bdsChreuPbuR1Lp16/j2229zPD6Rc5797jMzM3F3d6d9+/Y0b96cAwcOMHfuXACmTp2q/LcwXeXKlaN79+7A3wMulUqFnZ2dwWy5nTt3cuLECWOEKHKYriCTkZFB8eLFGTNmDJmZmWzevJn9+/cDMG/ePDZv3mzMMEUO8PLyonHjxgAGa87Z2tqiv5LZokWLJB9yiVdpH7744gs2btwIIAVbEybjC6Gj++51BduMjAx8fX3p27cvRYsWZe/evWzYsAGAzz77jNDQUKPFKnKGs7MzBQsWVH5WqVQsWLCADh06EBgYSIsWLbCwsODOnTvKMVKwfbdI0fZ/pFKpsLW1pXnz5nh7e7NixQq+++475XlXV1fc3NzQaDQAyBLCuYOuQ6X7vh0cHJTlM7744gvmzZuHv7+/MUMUOUy3K7ybmxsdOnSgRYsWHDp0iMDAQHbs2EHTpk2NHaLIIbr2QXde0N3WClntw+eff07+/PmNGaLIYbpdfYsVK8bYsWPRaDRs3ryZHj16sGHDBt577z1jhyhyiEajea7/oJsh9cUXX7Bs2TLKli1rzBBFDvu39qFChQrGDlHkEBlfiGfp2gdfX1/69etH0aJF+eabb+jQoQO7du3i/fffN3aIIofoxhX9+/endu3aSjthY2ODj48P+fLlM2Z44n8gRdv/UXp6OgBly5Zl2LBheHt7M2PGDL744gv27t3LtGnTuHz5MnXr1gVk7TFT82wRPjMz0+D/dc8nJSWh0WhYvnw5a9euJTw8XHbtzAV0eaBrJ3Tc3Nxo06YNKpWKhw8fsmPHDhmE5wK6fNB1qnTng6SkJDIyMliyZAnr1q0jLCzMYAkFYZqePV/oBuLFihVj5MiRnD17lvPnz7N161ZKlChhzFBFDnhZ/yE5ORkLCwtWrFjBmjVriIiIUHaFF6ZL2gehT8YXQp8uDzIyMoC/2wcfHx969erF3bt3uXbtmowvTNTL6g+6x58dZ6xbt474+HhKly6dg1GKN0mKtv+DzMxMLC0tiYmJITg4GHd3dwYPHkyfPn3Yu3cvq1ev5s8//yQsLMxgEzLx7ktMTAQMi/CZmZmYm5tz+/ZtRo0axYMHD5TbG62srFi8eDHLli1j48aN0mjmAhkZGZibmxMbG0u3bt24c+eOki/p6emsX7+ea9eusW7dOooVK2bkaEV20XWcdO3DnTt3mDdvHo8fP1Y62TY2NsybN4/ly5ezYcMG2fXbxNy5c4fo6GjAcOCtnw8JCQmoVCpUKhVqtZotW7agUqkIDw9X1jAUpkuXD/rnC13/wcLCgnXr1rF06VLCw8OVDQuF6ZL2QeiT8YXQ96J80G8fNm3aREJCAuvXr5dNpkxMSkoK8OL6g/74Qtc+REVFKZtYzp8/X5bQeYdJ0fYV6Abduv/X0XWwg4ODKVSoEE5OThQsWJDg4GC+/fZbNm3axKpVq+QKuIm5ePEi/fv359KlSwaP6/KhQ4cOuLq6kidPHuU5d3d3HB0diYiIkIKMiblz5w4nTpxg7969JCYmolargayBdmxsLJ06daJIkSJ4enoqr8nIyODhw4ds2bJFBlwmJjExkbi4OG7cuAFk7dycnp6utA/t2rVDo9Hg7OwMZHW2rK2tycjIYMuWLdI+mJioqCg++OADpk6dCmSdJzQazXP54OLiorwmNTWVEydOsGrVKpkxZWL+rT/5ovOFr68vnp6ebN68WdoHE3P16lU2bNhAWlqa8pi0D7lXbGwsu3fvZsWKFcpeKPr5IOOL3Ek3m1bnn/JBrVZz6dIlwsLCpGBrYi5evMi4ceO4deuW8phWq33p+OLWrVvs3LmTv/76i7CwMBlvvuNUWllk9R9dvnyZadOmMXv2bDw8PJTdfCGr49S7d2/8/f2ZNGmSctVD/xhhWiIjI2nbti3dunVj5MiRBs8lJiYSFBREtWrV+Oyzzwyugp07dw53d3d8fHxyOmSRjSIjI+nduzeurq7Exsbi4uJChw4daN26NR4eHnTq1IlixYoxefJkJR/01zOVdsK0XL58mSlTpnDv3j1UKhWVK1dmypQpADx58oRatWrRqlWr59qHI0eO4OvrK0simJiLFy/SuXNnihUrRmJiIpMnT6ZKlSpoNBpSUlKoUaPGc/mgaxcyMjJkp2cT81/6kwDR0dE4ODjIDBkTotVqSU5OplmzZsTFxSl36VlYWKDVaklKSqJmzZq0bNmSzz//XNqHXODSpUv06dMHb29voqKicHZ2ZsuWLbi5uZGUlERQUBDvv/++jC9yiaioKBYuXMicOXOUC/u6v/nk5GTatGnzXD7oxhe6mZfCdERGRhIUFESPHj2eqz88fvyY2rVrP3e+gKzCrb29Pa6urjkdsnjDpGj7D27dukWPHj2IiYmhUKFChIWFkS9fPoOO9oULFyhZsqSsVZsLREVF0bZtW3r16sXgwYOBrIYyMTFR6SydPn2a8uXLK/mhv8OrMC2PHz+me/fuVK9enR49euDi4sLs2bM5d+4cRYoUYezYsSQkJODl5SWdp1wgOjqazp078+GHH1KlShVu377Nhg0b6N69O+3btwfg8OHD1KxZU9qHXCAyMpKOHTvSq1cvunXrRrNmzQgKCmLYsGHKMc/mgz7JDdMi/UnxIuPGjSMzM5O9e/fSo0cPBg0ahJWVFQC//vorFSpUeGFxVtoH03L37l1CQkJo06YN3bp1w9bWlg8++IAxY8bQpEkTIKs4W6ZMGaU/KTlgumJiYujWrRu3b9+mQoUKrFmzBmtra4Ni7KlTp6hYseILc0Byw7RcvnyZ9u3b061bN6UP+fTpU9LS0pS7MA4dOkStWrVkfGHCZJrXS6SlpbF161YCAgJYs2YNrq6udO7cmXv37ilXuQFKlSolfxS5wKNHjxgwYAB+fn5KwXbs2LH06NGDjh070qVLFy5fvkyFChUMBuCSG6YrMTGRx48fU6tWLdzd3bGwsGDs2LE0b96cK1eusGDBAhwdHaVgmwskJiYyZ84cmjdvzqhRo6hbty5t2rShQIEC/Pnnn8pxtWvXlvYhF7h69SqtW7emW7duDBo0CCcnJ3r16sXWrVuJjIxUjns2H/RJbpgO6U+KZ+mWx0hOTua9995jwYIFrFq1imXLlgGwa9cuihQp8tLZtJInpuXixYs4OTnRrl077O3tMTMzo0SJEsTGxjJjxgxOnjxJoUKFDPqTkgOm6enTp6xZs4bSpUszZ84cnj59SkhICGlpaZibmytLsFWqVOmlOSC5YToePHhAp06dqFChglKw/fzzz+nVqxchISEMGjSI5ORk6tSpY/C9Sw6YHinavoS1tTVFixYlMDCQatWqMXv2bPLmzat0tC0sLJ5bk0yYLldXV6pXr46trS2LFi2ibdu23Lt3j/bt2zNx4kTS0tLo37+/ss6M5Ibps7CwwNramri4OODvNae6du1Kw4YNOX78OGfOnAEkH0zd06dPcXJyolKlSkDWFW5bW1tq1KhBbGwskLX5nI7kg2mLj49n3LhxBrNqK1asiLOzM6dPnwb+3pBMmD7pT4pn6QbUtWrV4sGDB9SvX5+5c+eybNkyAgMDWbFihcE5Q5i2Bw8eEBMTo2xyvHr1ao4ePcqFCxc4deoUkyZNYvfu3dJO5AK2trb4+fnRuHFjmjVrxqeffkp6erpSuLWyspL+Qy7i7u5OxYoVSUpKYteuXXTo0IFr165Rt25dPvzwQy5dukRISAjp6enK5sbCNMnyCK9Iq9USExPD6NGjuX//PuHh4eTLlw+1Wk10dDSFCxfGxsbG2GGKbKB/i8G0adPYt28fpUuXZtq0abi7uyvHNW3alPLlyzN9+nRjhSpyWN++fbl//z5hYWE4ODgYrDnVs2dPNBoNa9euNW6QItulpKRw5coVypYtC/zdZqxbt44ffviBjRs3yq1KuYh+O6D/vY8bN44TJ07www8/yHqUucSL/u6lP5m76S+J8c0337B27Vq2bt0KQJcuXTh9+jStW7dmxowZxgxT5KD09HRat25NQkICJUqU4OTJkyxfvpwaNWoAMGnSJH777Te2bNmCg4ODkaMV2eVF54v09HROnTrF7NmzsbCwYMOGDVhbW5Oamkp8fDyenp6yP4aJ0l8OY+DAgRw4cIA6deowdepU3NzcgKyllzp27Ejbtm0ZOnSoEaMV2U3+yvUkJiby4MEDEhISDB7PyMhApVJRoEABZs6cqcyQiI2NZebMmUycOFG5XUGYDl0+PH78WLlyNW7cOLp168aHH36o7Napu+JZpEgRUlJSjBavyF76V7Z1/z19+nQSEhIYNmzYcxuD1K5dm4yMDJkZYaJSUlJ4+vQpqamp2NnZKQVb3fkCwMzMTMkVlUrF9OnTn9tAQJgG/Xx4tiCrawNCQkJQqVTs2LEDQGZE5ALPznzRDcqlP5m7pKSkkJqaSlpamsGag4UKFVIG32PGjOHmzZsMGTKEffv2MW3atOd2jRemQT8fACwtLdm1axeTJ0+mcePGVKpUiYoVK/L06VMga0a27nXC9Ojy4dm2PyMjA0tLS6pUqcKoUaPIyMggJCSExMREZs+ezdixY+V8YYJ0+aDf/i9atIiuXbvSokUL5ZwB4OHhgY+PjzJLX5gumerx/y5dusTIkSPRarXcuXOHoKAgGjVqRKVKlZRb18zMzChYsCCzZs1i7Nix1K9fH1tbW9atW4eTk5OxP4J4g16UD/Xq1eP999+nT58+pKamKoUZc3NztFotZmZmFClSBJAFwE3NtWvXOHToEM2aNSNv3ryYm5uj0WjIkycPc+fOZciQIfTq1YvPP/+c/PnzY2VlxeXLl7G3tycjI0PZWESYhsuXLyvFlQcPHtCzZ09q1qyJv7+/svu3SqXCwcFBaQe++OILIiIiWLdunZGjF2+afj48fPiQHj16KPmgfx4oXLgwXl5e/Pzzz7Rv317OESbq+vXr/PXXXzRp0gQzM7OXrjMn/cnc4UXtQ61atShSpIhysb9Zs2YkJCQQGhpKqVKlyJs3L3PmzKF///4GA3Tx7nu2/9CjRw+qVatG8eLFadiwIRERESQmJhrMtj958iR58uTB3t7eiJGL7PBP7YOFhYUy27Jq1aqMGjWKuXPnUqNGDczMzAgLC5O7MkzMi/Lh/fffp3jx4owePZrU1FSD47VaLc7OzhQoUED5WfqWpkmKtmTt2tmjRw+aNWtG48aNuXDhAj/88APnzp2jd+/eNGrUCDMzM6Vw6+npSd68eXF2dmbjxo34+/sb+yOIN+if8qFnz540adLE4CSZkZHBokWLOHPmDJ988gkgC4CbkuvXr9OxY0ceP35MQkIC3bp1w9XVVZktU6FCBVasWMEnn3xCnz59cHZ2Jm/evBw/fpxNmzZJwdbE3Lp1i5CQEJo1a0blypWJjIxk06ZNnD59mi5dulC1alXl7z89PR17e3sWLVrE6tWriYiIoFSpUkb+BOJNetV8yMjIwNrammHDhtG5c2f2799PgwYNjB2+eMOuX79OmzZtePr0KYmJiXTo0OEfj5f+pGn7p/ahc+fOVKtWDTc3N1JSUpSCLcCHH35I48aN5VZ4E/OifNi8eTNnzpxRzhfVqlVj1qxZDB48mFq1avHXX3+xb98+1q1bJ0VbE/Mq/QfdJBEzMzPKlSuHm5sbtra2bNiwgaJFixr7I4g36FXOF/r1B61Wy5IlS7h48SLjx48HpP5gyqRoC5w/f578+fMzYsQIrK2tqVSpEqVLlyYiIoKFCxdiaWnJBx98oNzqGhERwffff8+2bdukg22C/ikfFi9ejLW1NR988AEAR48eZcOGDZw/f57Q0FAKFixo5OjFm5SSksLy5cupV68eJUuWZNq0aWRmZtKzZ09cXV2V44oXL84333zD+vXruXPnDtbW1nzyySf4+fkZMXqRHY4dO4afnx8TJ04EstayLlOmDBs3bmTFihVYWVlRvnx5IGvX+KNHj3Lu3Dk2b94sBVsT9Kr5oFsyIW/evDRo0ICAgABjhi2yQVJSEgsXLqRevXr4+PgwefJkMjMz6dy58wuP12g00p80cf/UPqxcuZJ8+fIxceJEnj59io+Pj8FrpWBrev7tfGFpaUmFChWYO3cu8+bN48aNG+TNm5f169dTrFgxI0cv3rRX7T+YmZmRkZFBWFgYJ06cYOvWrVKwNUH/lA+rVq3CxsZGGV+cOHGCiIgIfv31V1auXImvr68xQxc5QIq2/y8mJoZbt24pt7dXrFgRa2trVq9ezaZNmyhSpAgFChTA3NwcLy8v9u3bR6FChYwbtMg2r5oPPj4+FClShJEjRyrHCtOhVqspXbo0rq6uBAYG4uLioqxJql+4TU9Px9LSkpCQEGOGK3KAmZkZ9+7d4/79++TNmxeABg0aYGlpycqVK9m5cyeFCxfGxcWFEiVKULJkSWbOnCkDLhP1Kvng5+eHk5MTKpUKX19fZs+ejZ2dnZEjF29aUlIShQoVUm5zdnBwYMqUKQAvLNyamZmRP39+6U+asH9qH0JDQ1m7di2jR49W9kgQpu2f8mHFihXs2rWLgIAA6tWrR61atXj69CmWlpbY2toaOXKRHV61/+Ds7IyFhQVOTk7s2rVLLvCZqFfNBxsbG8zNzXF1dSUsLEzyIZeQjcgAb29v3Nzc+PXXXw0WfS5dujStW7fmwoULXLt2TXm8fv360sE2Ya+SD1evXgWgUKFCDB8+XAq2JsrFxYWmTZsSGBgIQIsWLZg9ezYrVqxg1apVyqaF5ubmxMTEKK+TDYZMl4eHB8nJyVy8eBH4e1O6OnXq8OGHH/L1118ruVC8eHHWrFkjBVsT9ir5cPPmTYMNqaRga5o8PT0JCgqiYcOGAHz00UcMGzaMKVOmsHHjRuU4jUbD/fv3gawBmfQnTdc/tQ/t2rVjz549BuMLYdr+KR/atm3L7t27iY6OBrI2J3NycpKCrQl71f6DTqdOnaRAZ8JeJR9u3LiBtbU1FStWZMyYMZIPuYgUbYESJUrwwQcfMHv2bE6ePGnwXO3atfH29ubgwYPGCU7kuFfJh0OHDimPmZub53SIIgfpNgHJzMxEq9XSsmVLZs2axcqVK1m1ahX37t1j9uzZzJkzR9npV9YUMl21a9emVq1ajB07luvXr2Nubq5c3GndujVeXl5K++Dg4ICzs7MxwxXZ7HXyQdoF0+ft7Q38feGuT58+DBs2jKlTpxIeHo5arWbOnDmsXLlSdv3OBV6nfRCm79/ywdvbm8OHDxs5SpFTpH0Q+l4lH3Ttg7m5ueyZksvk+qKtRqMBYPTo0dSvX5+hQ4eyf/9+UlJSlOcdHBzw8vIyZpgih0g+iJcxNzdHq9Wi0Who1aoVs2fPZs2aNXTv3p3169fTv39/mRFh4nTtw/jx4ylatChdu3YlMjJSWa9UrVbj6OhIvnz5jBmmyCGSD+Jl9Av0usLtjBkzCAkJYc2aNbRp00YGXCZO2gehT/JB6JN8EPokH8S/UWlz+X28GRkZWFhYkJ6ejkajYerUqezbt49mzZrh6elJfHw8u3btYsuWLbKpUC4g+SD06fIhNTUVMzMzrKys0Gq1yoA8JCSEy5cvExYWJhsL5QK6fMjIyCAuLo4pU6Zw+vRpevbsSZ48ebh+/Trbtm1j69atsilhLiD5IPTp9x8sLCyem1kdFBREbGws69ato3jx4kaKUuQUaR+EPskHoU/yQeiTfBD/JlfNtH22Pq37A4mJieHjjz8mJiaGKVOmMHz4cJKTk/nhhx+4ffs2GzZskAKdCZJ8EPpelg+3bt1i8ODByjrGKpWKjIwMpk+fzm+//ca6deukYGvitFqtQfswevRoLCwsWLZsGV26dOHo0aOsWbOGP//8k3Xr1kmHysRJPgh9z+bDqFGjiIuLU57PzMxk2rRp/PXXX4SFhUnB1sRpNBppH4RC8iF3S09PB/6eSQlIPuRikg/iv7IwdgA5ITk5GXt7e2UjEN3sB90fSHBwMDVq1FA2gwgODqZDhw7KAtDW1tbGCl1kA8kHoe9V80G/MKvRaPD392fnzp0yADcxDx8+5M6dO6SmplKkSBFcXV1RqVRKAT84OJj3339f2dl1yJAhPHnyRFk+w8HBwcifQLxJkg9C36vkQ7Vq1fDw8FBe8+TJExwdHdm5c6dc4DMxd+7c4bfffkOtVlO4cGEqVqyImZkZZmZm0j7kQpIPQt/ly5eZNWsWn3zyCSVLllQmh0j/IXeSfBD/C5NfHiE6Oprp06cTGBjIhx9+CKAUZjIyMhg/fjxarZaZM2c+V7QRpkfyQeh73XzQJ7lhei5dusSwYcOwtrbm4sWLNGnShB49evDee++RmprKJ598gpOTE9OnT0elUqHRaDAzM5NcMFGSD0Lf6+aDvvT0dCwtLY0UucgOkZGR9OvXDx8fH65fv46fnx/Dhg2jfPnypKamMnz4cJydnaV9yCUkH8Szhg4dyo8//kjp0qWZOHEipUqVQqPRoFarpf+QC0k+iP+FSRdtb926Re/evYmLi6NChQq0atWKli1bAn8XXO7duyeLOucSkg9Cn+SD0Hf9+nW6dOlCUFAQ7du3JzY2lkmTJtG8eXMGDhyIWq3mxo0b+Pv7SwcqF5B8EPokH4S+6OhounXrRlBQEAMHDiQ6Opr+/fszfvx4GjRogEaj4caNG/j4+EixPheQfBAvMn78eO7du4ejoyPXr19n0qRJlC1bloyMDK5evUqxYsWMHaLIQZIP4n9hsmvaZmZmsnv3bgoVKsTixYuxtLRk69atfP311wDKLEopyOQOkg9Cn+SD0JeamsqqVauoWbMmgwcPxtvbm6pVq9K+fXv27NlDSkoKVlZWFC1aVAoyuYDkg9An+SD0PX36lNDQUOrWrcvQoUOxsrKiRIkSlClThsjISFavXs33339P4cKFsbS0NFi7UJgeyQfxMlWqVKFEiRIEBwfj4uLClClTuHXrFjt27MDc3NzY4YkcJvkg/hcmu6atubk5DRs2xNfXl+rVq1O4cGE+++wztm7dCkDLli2fu/1dNxVdmB7JB6FP8kHoU6vVmJub8/7772NhYaGsM1WgQAEyMjJeWIiRW5ZMl+SD0Cf5IPSZmZnRokUL3NzclD7BsmXL+PHHH9FoNCQlJREdHc3FixcZPny49BtMnOSDeBlzc3NOnTrFsGHD6Nu3Lxs2bODDDz8kOTmZEydOGDs8kcMkH8T/wqTPHEWKFFFud86fPz/jx4/H3t7+uRl1hw8fBpATqYmTfBD6JB+EjpOTEyEhITRr1gz4e1fX/Pnz4+joiIXF39c3o6OjAaQgY8IkH4Q+yQehz9ramgoVKlCyZEkAzp07x/Lly1myZAmLFy8mNDSUjh07cvjwYeLi4owcrchukg/iWbqNqytUqKCcC6pUqUJiYiJpaWkULFiQO3fuAGDCq1SK/yf5IN4Ek6pCJCUlcffuXe7evYtGo8Hc3FzpXGs0Gnx8fAwKM7t27WLq1KkMGTKEBw8eGDl68aZJPgh9kg9Cny4fbt++jUajoUiRIgBKbkDWbY8PHjwgLS0NgK+++orJkyeTmJhotLhF9pB8EPokH4Q+XT7cuXMHjUaDnZ2dMrguV64ce/fupV69ekBWEc/JyYnMzEwcHR2NGbbIJpIPQp/++EKr1SrnCGdnZx4/fszNmzcZM2YMUVFRjB49Gj8/PwYMGEBkZKRc4DNBkg8iO5jM8giXL19mypQpxMXFYW1tTaVKlRg3bpwyA8LMzIzMzEx8fHyYMGECU6dO5bPPPkOlUrFhwwbc3d2N/AnEmyT5IPRJPgh9/5QP+jOqMzMzycjIwMbGhkWLFrFs2TK2bNkiAy8TI/kg9Ek+CH3/lA+ZmZmYm5vj5eVl8JqYmBiKFSsmd+iYIMkHoe+f8sHa2hpPT0969+5NRkYGq1atIiAgAC8vL77++mvs7e2NHb54wyQfRHYxibNHdHQ0ISEhlC5dmvHjx9O8eXMuXLjAd999Z3Ccbmadt7c3Tk5OWFhYEBERQalSpYwUucgOkg9Cn+SD0Peq+QDg4OBAoUKFmDt3LsuXL2fLli2ULl3aCFGL7CL5IPRJPgh9/5YPuhlUutlRycnJzJ8/n71799KvXz9sbGyMFrt48yQfhL5XyYc6deoAsHDhQgICAgCoU6cOU6dOxdfX12ixizdP8kFkJ5X2HV88IzExkZEjR+Ll5cXEiRMBSE9Pp1evXnh7ezNjxoznXrN06VIWLFjAzp07KVGiRE6HLLKR5IPQJ/kg9L1uPpw+fZrg4GDs7OxYv369FPBNjOSD0Cf5IPS9bj4cOnSIn376iUOHDrF06VJljVNhGiQfhL7XyYeEhARcXFwA2aTSVEk+iOz2zs+0TUpKws3NjerVqwNZt6tZWlrSsGFDnjx5ojymLyQkhG+++UYKMiZI8kHok3wQ+l43H5ydnalUqRJbt26VgowJknwQ+iQfhL7XzYf8+fNTtGhR1q9fLwU6EyT5IPS9Sj6kp6cD4OLioqx5LAU60yT5ILLbO7+mrbOzMy1btuT9998HDHd41/2R6B7TaDSYmZnh4OCAg4NDzgcrsp3kg9An+SD0vU4+ZGZm4u/vz/Lly2WdKRMl+SD0ST4Ifa/bfyhWrBh+fn7KWvnCtEg+CH2vkg+67143vhCmS/JBZLd3MmOSk5NRq9U8efIEOzs75Q8kIyNDuWKRmZmpXNFQqVTMnz+fESNGGC1mkX0kH4Q+yQeh77/mwyeffAKAnZ2dcQIX2ULyQeiTfBD6/td80K1pKkyD5IPQJ+MLoU/yQeSkd+7y36VLl5g8eTJpaWkkJCTQrVs36tWrh6+vLxYWFsrVCxcXF6ysrAD44osvWLduHRs2bDBy9OJNk3wQ+iQfhL43kQ9y65LpkHwQ+iQfhD7JB6FP8kHok/GF0Cf5IHLaO1W0vXXrFl27dqVly5aULFmS27dvs3jxYv744w86duxI5cqVDW5ds7OzY8GCBaxZs4ZNmzbJrr4mRvJB6JN8EPokH4Q+yQehT/JB6JN8EPokH4Q+yQehT/JBGMM7VbQ9cuQIBQsWZNy4ccpjZcuWZf78+axfvx5ra2vKli0LQEpKCgcPHuTXX3+VPxATJfkg9Ek+CH2SD0Kf5IPQJ/kg9Ek+CH2SD0Kf5IPQJ/kgjOGdWtNWpVKRlJTE48eP0Wq1aDQaatWqxciRI4mKimL37t2o1WoA/Pz8KFOmDBEREfIHYqIkH4Q+yQehT/JB6JN8EPokH4Q+yQehT/JB6JN8EPokH4RRaN8hhw8f1pYqVUp77NgxrVar1arVauW5b7/9Vlu8eHHtb7/9ptVqtdqkpCTtw4cPjRKnyBmSD0Kf5IPQJ/kg9Ek+CH2SD0Kf5IPQJ/kg9Ek+CH2SD8IY3qmZtrVq1aJVq1YMHTqU6OhoLC0tlSsZTZo0oWjRopw5cwYAe3t73NzcjBmuyGaSD0Kf5IPQJ/kg9Ek+CH2SD0Kf5IPQJ/kg9Ek+CH2SD8IY3to1bW/cuMHmzZuJjY3F39+fzp074+7uTp8+fbh//z5dunRhzZo1FC9eHMha6Nna2hpHR0cjRy6yg+SD0Cf5IPRJPgh9kg9Cn+SD0Cf5IPRJPgh9kg9Cn+SDeFuotFqt1thBPOvy5cv07NmTcuXKYWtry08//cQHH3zAvHnzlOe/+uorDh48yJAhQ3B2dub69ets27aNrVu3UrBgQSN/AvEmST4IfZIPQp/kg9An+SD0ST4IfZIPQp/kg9An+SD0ST6It4qx12d41t27d7XNmzfXzpw5U3ns4sWL2nLlymlPnDihPJacnKxdvny5tlWrVtrmzZtrO3furP3rr7+MEbLIRpIPQp/kg9An+SD0ST4IfZIPQp/kg9An+SD0ST4IfZIP4m3z1i2PcPz4cfLkyUP37t0ByMjIwNvbm/z585Oenq4cZ2dnR58+fWjbti12dnZkZGTg4OBgpKhFdpF8EPokH4Q+yQehT/JB6JN8EPokH4Q+yQehT/JB6JN8EG+bt65oW6lSJW7evImHhwcA5ubmODo6YmNjw8OHD587XhZ3Nm2SD0Kf5IPQJ/kg9Ek+CH2SD0Kf5IPQJ/kg9Ek+CH2SD+JtY2bsAJ7l6+vLkCFDANBqtahUKuW5lJQU5b/37dvHH3/8kePxiZwl+SD0ST4IfZIPQp/kg9An+SD0ST4IfZIPQp/kg9An+SDeNm9d0VafSqUiIyMDABsbG2Unvvnz5zN8+HBcXV2NGZ7IYZIPQp/kg9An+SD0ST4IfZIPQp/kg9An+SD0ST4IfZIP4m3wVhdtAeXKhkajwcrKimXLlrFu3Tq2bt2Kr6+vkaMTOU3yQeiTfBD6JB+EPskHoU/yQeiTfBD6JB+EPskHoU/yQRibSqvVao0dxKvo3r070dHRJCQkEB4eTpkyZYwdkjAiyQehT/JB6JN8EPokH4Q+yQehT/JB6JN8EPokH4Q+yQdhLG/dRmTP0mq1qNVqHj9+zP3799mzZw9FixY1dljCSCQfhD7JB6FP8kHok3wQ+iQfhD7JB6FP8kHok3wQ+iQfhLG9MzNto6Oj0Wq1+Pv7GzsU8RaQfBD6JB+EPskHoU/yQeiTfBD6JB+EPskHoU/yQeiTfBDG8s4UbYUQQgghhBBCCCGEECI3eOs3IhNCCCGEEEIIIYQQQojcRIq2QgghhBBCCCGEEEII8RaRoq0QQgghhBBCCCGEEEK8RaRoK4QQQgghhBBCCCGEEG8RKdoKIYQQQgghhBBCCCHEW0SKtkIIIYQQQgghhBBCCPEWkaKtEEIIIYQQQgghhBBCvEWkaCuEEEIIkUvUq1ePTz/91Nhh/GchISGEhIQY5XffuXOHMmXKcPr0aaP8/rfRjh07CAgI4M8//3xj77lw4UICAgLe2Pu9ab/88gsBAQH88ssvOfL70tPTqVOnDhs3bsyR3yeEEEKIt4eFsQMQQgghhMgJO3bsYMyYMcrPVlZWODs7ExAQQJ06dQgKCsLBweE/vfeZM2c4duwY3bp1w8nJ6U2FzMKFC1m0aJHys42NDd7e3jRs2JCPPvroP8f7X2zcuBFbW1uCgoJe6fiAgACCg4OZOHFiNkeWMxYvXsx7771HxYoVlcc+/fRTdu7cqfxsZ2eHm5sbpUqVolmzZjRs2BAzs/82R2LPnj08fPiQ7t27/6+hG/j000/5/vvvOXv27Bt937dRvXr1iI2NVX62srIif/781K9fn759++Li4mK84F6RpaUlPXr0YNmyZbRt2xZra2tjhySEEEKIHCJFWyGEEELkKoMHD8bHx4eMjAwePHjAr7/+yvTp01m7di1LliyhePHir/2eZ8+eZdGiRbRp0+aNFm11Jk+ejJ2dHSkpKRw7doxly5bxyy+/sGnTJlQq1Su/z3ffffdax+vbtGkTrq6ur1y0NSXx8fHs2rWLmTNnPveclZUVU6dOBSAtLY3Y2FgOHDjA4MGDqVKlCkuXLv1PxfW9e/cSFRX1xou2uU2JEiXo0aMHAGq1mvPnzxMWFsZvv/3Gtm3bjBzdqwkKCmLu3Lns2bOHtm3bGjscIYQQQuQQKdoKIYQQIlepXbs2ZcqUUX7u27cvJ06coF+/fnz88cfs27cPGxsbI0b4vMaNG+Pm5gZAp06dGDRoED/88APnzp2jfPnyr/w+VlZW2RWiSfv6668xNzfngw8+eO45CwsLWrVqZfDYsGHDCA0NZd68eYwfP54vv/wyhyIVz/Lw8DD4ftq1a4ednR2rV6/m+vXrFCpUyHjBvSInJydq1qzJzp07pWgrhBBC5CKypq0QQgghcr1q1arx8ccfExsby9dff608HhkZyaeffkr9+vUpU6YMNWrUYMyYMTx69Eg5ZuHChcyePRuA+vXrExAQQEBAALdu3QJg+/btdO3alWrVqlG6dGkCAwMJDw//n+J9//33AZTfkZKSwsyZM6lTpw6lS5emcePGrFq1Cq1Wa/C6Z9e01a1Jevr0aWbMmMH7779PuXLlGDBgAPHx8Qavi4qK4tdff1U+3+uuLatbC3Tfvn0sXbpUKZ5369aNGzduPHd8REQEDRo0oGzZsrRt25ZTp0698H3VajVfffUVDRs2pHTp0tSpU4fZs2ejVquVY0aPHk2ZMmWIjo42eG2vXr2oXLkycXFx/xj7/v37KVu2LPb29q/8efv06UPNmjX57rvvuHbtmsF76Z4rXbo0DRo0YPHixWRmZirHhISEcPDgQWJjY5V/73r16r3WZ/5fxMbGMnnyZBo3bkzZsmWpWrUqgwcPVvLtWampqUycOJGqVatSoUIFRo0axePHj5877tChQ3Tu3Jly5cpRvnx5+vTpQ1RU1L/Gc+zYMTp16kSlSpUoX748jRs35osvvvjPny9v3rwAmJubGzweHR2tzJAuU6YMQUFB/PTTT6/0nt9++y1BQUHKv9eIESMM8uqnn34iICCAyMhI5bHvv/+egIAABg4caPBeTZs2ZejQoQaPVa9endOnT5OQkPAan1QIIYQQ7zKZaSuEEEIIAbRq1YovvviCo0eP0r59ewCOHz9OTEwMQUFB5M2bl6ioKLZs2cKVK1fYsmULKpWKhg0bcv36dfbu3cuYMWNwdXUFUGbGbtq0iaJFi1KvXj0sLCw4cOAAn332GVqtluDg4P8U682bNwFwcXFBq9XSv39/fvnlF9q2bUuJEiU4cuQIs2fPJi4ujrFjx/7r+02dOhUnJycGDhxIbGws69at4/PPP1dmiI4dO5YpU6ZgZ2dHv379AHB3d/9Psa9YsQKVSkXPnj1JSkpi5cqVjBgxgq1btyrHbN26lYkTJ1K+fHm6detGTEwM/fv3x9nZmfz58yvHaTQa+vfvz+nTp2nfvj1FihTh8uXLrFu3juvXr7NkyRIAxo0bx8mTJxk9ejQRERGYm5uzefNmjh49yuzZs/Hw8HhpvOnp6fz555906tTptT9ry5YtOXr0KMePH6dw4cIA7Ny5Ezs7O3r06IGdnR0nT57kq6++IikpidGjRwPQr18/EhMTuXv3rrIOs65g/Kqf+X/x559/cvbsWZo1a4anpyexsbFs2rSJrl278s0332Bra2tw/Oeff67kz7Vr19i0aRO3b99m/fr1ynIcu3bt4tNPP6VmzZqMGDGCp0+fsmnTJjp37szOnTvx8fF5YSxRUVH07duXgIAABg8ejJWVFTdu3ODMmTOv9FkyMjKUCxBqtZq//vqLNWvWULlyZXx9fQ1+T6dOnfDw8OCjjz7Czs6Ob7/9lgEDBrBw4UIaNmz40t+hWy+7TJkyDB8+nIcPHxIWFsaZM2fYtWsXTk5OVKxYEZVKxalTp5QlWE6dOoWZmZnB5nbx8fFcvXqVLl26GPyOUqVKodVqOXv27AtnfAshhBDC9EjRVgghhBAC8PT0xNHRkZiYGOWxzp0707NnT4PjypUrx/Dhwzl9+jSVKlWiePHilCxZkr1799KgQYPnik8bNmwwWG6hS5cu9OrVizVr1rxy0VY3a1G3pm14eDju7u5UqlSJn376iZMnTzJ06FD69+8PQHBwMIMHDyYsLIwuXbpQoECBf3x/FxcXVq9erRTYNBoN69evJzExEUdHRxo0aMCXX36Jq6vrc0sBvK60tDR27dqlLNXg5OTEtGnTuHz5MsWKFSM9PZ358+dTokQJwsLClOP8/f2ZMGGCQdF2z549HD9+nPXr11OpUiXl8aJFizJp0iTOnDlDhQoVlN/Rq1cvQkNDad68ObNmzaJBgwb/+nnu3LlDamrqS4uK/6RYsWLA30V2gHnz5hnkQ6dOnZg4cSKbNm1i2LBhWFlZUaNGDcLCwnjy5Mlz8b3qZ/5f1K1blyZNmhg89sEHH9ChQwe+//57WrdubfCcpaUla9euxdLSEgAvLy/mzJnDzz//TP369UlOTmbatGm0a9eOKVOmKK9r06YNTZo0Yfny5QaP6zt27Bjp6emsWLFCuRDyOo4ePUq1atUMHqtQoQILFy40eGzatGnkz5+f7du3KznXuXNnOnXqxNy5c19atE1PT2fu3LkUK1aMjRs3KhuFVaxYkb59+7J27VoGDx6Mi4sL/v7+nDp1SinInj59mkaNGvHdd98RHR1NkSJFlAKu/oZ3gFJgvnLlihRthRBCiFxClkcQQgghhPh/dnZ2JCcnKz/rF9fS0tKIj4/nvffeA+DChQuv9J7675GYmEh8fDxVqlQhJiaGxMTEV3qPJk2aUK1aNerXr8/EiRMpWLAgy5cvx9bWlsOHD2Nubv7ccgU9e/ZEq9Vy+PDhf33/9u3bG2xQVqlSJTIzM4mNjX2l+F5HUFCQwdq6usKjrlh+/vx5Hj58SMeOHQ2Oa9OmDY6Ojgbv9d1331GkSBH8/PyIj49X/qdbPuKXX35Rjq1ZsyYdOnRg8eLFDBo0CGtraz7//PN/jVd3O/p/2WDOzs4O4KU5lZSURHx8PJUqVeLp06dcvXr1X9/zdT7zf6UfY3p6Oo8ePaJAgQI4OTnx119/PXd8hw4dlIItZBWiLSwsOHToEJA1Y/3Jkyc0a9bMIGYzMzPee++9f4xZ9+/+008/odFoXvuzvPfee6xZs4Y1a9awfPlyhg0bxpUrV+jfvz+pqalA1nd88uRJmjZtqnwn8fHxPHr0iJo1a3L9+vWXLqGhy9dOnTopBVvIKnz7+flx8OBB5bGKFSsqy3wkJSURGRlJhw4dcHV1VYq1p06dwsnJSSn46zg7OwMYLM0ihBBCCNMmM22FEEIIIf5fSkoKefLkUX5OSEhg0aJF7Nu3j4cPHxoc+6oF19OnT7Nw4ULOnTvH06dPn3uPZwuRL7Jw4UIcHBywsLDA09PTYOZsbGws+fLlw8HBweA1RYoUUZ7/N15eXgY/6wplT548+dfXvq5/+123b98GoGDBggbHWVpaGtzODnDjxg2io6Ofm0mp8+x3Nnr0aH7++WcuXrzIvHnzDL7rf/Ps+sCvIiUlBcBgLdyoqCi+/PJLTp48SVJSksHxr5JTr/uZ/4vU1FSWL1/Ojh07iIuLM/jsL4rx2e/K3t6evHnzKrl3/fp1ALp16/bC3/ds7uoLDAxk69atjB8/nnnz5lGtWjUaNmxIkyZNMDP79/knrq6uVK9eXfm5bt26FC5cmMGDB7N161ZCQkK4efMmWq2WBQsWsGDBghe+z8OHD1+4jIYuX3XLX+jz8/MzWPqgUqVKbN68mRs3bnDz5k1UKhXlypWjUqVKnDp1ivbt23Pq1CkqVKjw3GfTfQf6F1eEEEIIYdqkaCuEEEIIAdy9e5fExESDgujQoUM5e/YsvXr1okSJEtjZ2aHRaOjdu/crFfFu3rxJ9+7d8fPz49NPPyV//vxYWlpy6NAh1q5d+8ozBytVqvSfbg1/VS8rfv2XQmVO/i6NRkOxYsWUdV+f5enpafDzxYsXlaLm5cuXX+l3uLi4AP+tgK37HbqcevLkCV26dMHBwYHBgwdToEABrK2tuXDhAnPnzn2lfHjdz/xfTJkyhR07dtCtWzfKlSuHo6MjKpWKYcOG/afvSfea2bNnK5uA6Xt2QzB9NjY2bNy4kV9++YWDBw9y5MgR9u3bR0REBKtXr/7H176MruD922+/ERISovy79+zZk1q1ar3wNf+2xMir0C158NtvvxETE0PJkiWxs7OjUqVKhIWFkZyczMWLF5/bhAz+XiJFt2a2EEIIIUyfFG2FEEIIIYDdu3cDWbfRQ1aR5MSJEwwaNMhgd3fdrEF9L5v99vPPP6NWq1m6dKnBDNM3cQu7jre3NydOnCApKclgxqLuVntvb+838ntyaoaf7t/pxo0bBrNJ09PTuXXrlrKJE2QV0iIjI6lWrdq/xpeSksKYMWPw9/enfPnyrFy5kgYNGlC2bNl/fF3+/PmxsbHh1q1br/1Zvv76a1QqFTVq1ADg119/VWZvV65cWTnuRe/9ss/zOp/5v9KtW/vpp58qj6Wlpb10JvCNGzeU5RkgazmI+/fvU7t2beDv9Vjz5MljMOv1VZmZmVGtWjWqVavGmDFjWLZsGfPnz+eXX375T++XkZEB/D0TWhefpaXla7+fLl+vXbv23Ozna9euGfzde3l54eXlxenTp4mJiVGWBqlUqRIzZszgu+++IzMz0yA3dHQ5optBL4QQQgjTJ2vaCiGEECLXO3HiBEuWLMHHx4eWLVsCL5/9t27duuces7W1BZ6/dVz3Hs/eXr59+/Y3EjdA7dq1yczMZOPGjQaPr127FpVKpRTO/le2trbZslzCs0qXLo2bmxubN29GrVYrj+/cufO539+0aVPi4uLYsmXLc++TmpqqFOUA5s6dy507d5g5cyaffvop3t7efPrppwa/40UsLS0pXbo058+ff63PERoaytGjRwkMDKRQoULA37OM9fNBrVYTHh7+3OttbW1fWCR9nc/8X70o99evX09mZuYLj4+IiCA9PV35edOmTWRkZCi5V6tWLRwcHFi+fLnBcTrx8fEvjUW3prC+EiVKAPzrd/cyBw4cAFAuAOTJk4cqVaoQERHBvXv3Xiu+0qVLkydPnufy9dChQ0RHR1O3bl2D4ytWrMjJkyf5448/lJm3JUqUwN7entDQUGxsbChVqtRzv+fChQvKcgpCCCGEyB1kpq0QQgghcpXDhw9z9epVMjMzefDgAb/88gvHjh3Dy8uLpUuXKpsJOTg4ULlyZVauXEl6ejoeHh4cO3bshbMidUWW+fPnExgYiKWlJR988AE1atTA0tKSfv360bFjR5KTk9m6dSt58uTh/v37b+Tz1KtXj6pVqzJ//nxiY2MJCAjg2LFj/PTTT3Tr1u2N3NYNWZ9x06ZNLFmyhIIFC+Lm5vbSdVX/F5aWlgwdOpSJEyfSrVs3AgMDuXXrFjt27HhuTdtWrVrx7bffMmnSJH755RcqVKhAZmYmV69e5bvvvmPlypWUKVOGEydOEB4ezsCBA5XvasaMGYSEhPDll18yatSof4ypfv36zJ8//7nZzJA1a1M3S1utVhMbG8vPP//MpUuXqFq1qsFmZ+XLl8fZ2ZlPP/2UkJAQVCoVu3fvfuGSA6VKlWLfvn3MmDGDMmXKYGdnR7169V75M/+T9PR0lixZ8tzjzs7OBAcHU7duXXbv3o2DgwP+/v6cO3eO48ePK0tFvOj9unfvTtOmTbl27Rrh4eFUrFiR+vXrA1l/S5MnT2bUqFEEBQURGBiIm5sbt2/f5tChQ1SoUIGJEye+8L0XL17MqVOnqFOnDt7e3jx8+JDw8HA8PT2Vouc/iYuLU76f9PR0IiMjiYiIwNXV1WDzvkmTJtG5c2datGhB+/bt8fX15cGDB5w7d467d+/y9ddfv/D9LS0tGTFiBGPGjKFLly40a9aMhw8fEhYWhre3N927dzc4vlKlSuzZsweVSqXEb25uTvny5Tl69ChVqlQx2IBP5/jx41SoUEGWRxBCCCFyESnaCiGEECJX+eqrr4CsYouLiwvFihVj7NixBAUFPVeQmzdvHlOmTCE8PBytVkuNGjVYsWLFc+teli1bliFDhrB582aOHDmCRqPhp59+ws/Pj6+++oovv/ySWbNm4e7uTqdOnXBzc2Ps2LFv5POYmZmxdOlSvvrqK/bt28eOHTvw9vZm1KhR9OzZ8438DoABAwZw+/ZtVq5cSXJyMlWqVMmWoi1Ahw4dyMzMZNWqVcyePZtixYqxdOnS5zaJMjMzY/Hixaxdu5bdu3fz448/Ymtri4+PDyEhIRQuXJikpCTGjRtHyZIl6devn/LaSpUq0bVrV9asWUOjRo3+cQZjq1atmDdvHj/99BOtWrUyeE6tVitFX1tbW9zc3ChdujQDBgygYcOGBmv4urq6smzZMmbNmsWXX36Jk5MTLVu2pFq1avTq1cvgfTt37szFixfZsWMHa9euxdvbm3r16r3SZ/436enpL9xwq0CBAgQHBzNu3DjMzMzYs2cPaWlpVKhQgTVr1tC7d+8Xvt/EiRPZs2cPX331Fenp6TRr1ozx48cbLN/QokUL8uXLR2hoKKtWrUKtVuPh4UGlSpUICgp6aaz16tUjNjaW7du38+jRI1xdXalSpQqDBg16pU38Ll68qHw/ZmZmuLq60qhRI4YMGWKwsZi/vz/bt29n0aJF7Ny5k4SEBNzc3ChZsiQDBgz4x98RFBSEjY0NK1asYO7cudjZ2dGgQQNGjhypbLSno1sSwc/Pz6AAW6lSJY4ePao8ry8xMZGjR48yadKkf/28QgghhDAdKm127DAhhBBCCCGECRk7dizXr19/4VIGQmSntWvXsnLlSvbv34+NjY2xwxFCCCFEDpE1bYUQQgghhPgXAwcO5M8//+T06dPGDkXkIunp6axdu5b+/ftLwVYIIYTIZWSmrRBCCCGEEEIIIYQQQrxFZKatEEIIIYQQQgghhBBCvEWkaCuEEEIIIYQQQgghhBBvESnaCiGEEEIIIYQQQgghxFtEirZCCCGEEEIIIYQQQgjxFpGirRBCCCGEEEIIIYQQQrxFpGgrhBBCCCGEEEIIIYQQbxEp2gohhBBCCCGEEEIIIcRbRIq2QgghhBBCCCGEEEII8RaRoq0QQgghhBBCCCGEEEK8RaRoK4QQQgghhBBCCCGEEG8RKdoKIYQQQgghhBBCCCHEW+T/AK86FQcSGMZUAAAAAElFTkSuQmCC"
},
"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(100360.0), '总收益率': np.float64(0.0036000000000000476), '年化收益率': np.float64(0.0007288020108193738), '最大回撤': np.float64(0.009180769955285883), '夏普比率': np.float64(0.057973449685811404), '卡玛比率': np.float64(0.07938353911152753), '总交易次数': 568, '交易成本': 0.0, '总实现盈亏': 360.0, '胜率': 0.4856115107913669, '盈亏比': 1.1468013468013467, '盈利交易次数': 135, '亏损交易次数': 143, '平均每次盈利': 34.93333333333333, '平均每次亏损': -30.46153846153846, 'initial_capital': 100000.0, 'final_capital': np.float64(100360.0), 'total_return': np.float64(0.0036000000000000476), 'annualized_return': np.float64(0.0007288020108193738), 'max_drawdown': np.float64(0.009180769955285883), 'sharpe_ratio': np.float64(0.057973449685811404), 'calmar_ratio': np.float64(0.07938353911152753), 'sortino_ratio': np.float64(0.029821197749072444), 'total_trades': 568, 'transaction_costs': 0.0, 'total_realized_pnl': 360.0, 'win_rate': 0.4856115107913669, 'profit_loss_ratio': 1.1468013468013467, 'winning_trades_count': 135, 'losing_trades_count': 143, 'avg_profit_per_trade': 34.93333333333333, 'avg_loss_per_trade': -30.46153846153846}\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": 12
}
],
"metadata": {
"kernelspec": {
"display_name": "quant",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}