460 lines
262 KiB
Plaintext
460 lines
262 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"id": "522f09ca7b3fe929",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T12:13:24.473280Z",
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"start_time": "2025-09-28T12:13:24.457367Z"
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}
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},
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"source": [
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"from datetime import datetime\n",
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"\n",
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"from src.data_processing import load_raw_data\n",
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"%load_ext autoreload\n",
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"%autoreload 2\n",
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"\n",
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"import sys\n",
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"\n",
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"if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
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" sys.path.append('/mnt/d/PyProject/NewQuant/')"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The autoreload extension is already loaded. To reload it, use:\n",
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" %reload_ext autoreload\n"
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]
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}
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],
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"execution_count": 37
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},
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{
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"cell_type": "code",
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"id": "4f7e4b438cea750e",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T12:13:24.494014Z",
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"start_time": "2025-09-28T12:13:24.478826Z"
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}
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},
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"source": [
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"from turtle import down\n",
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"from src.analysis.result_analyzer import ResultAnalyzer\n",
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"# 导入所有必要的模块\n",
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"from src.data_manager import DataManager\n",
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"from src.backtest_engine import BacktestEngine\n",
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"from src.indicators.indicator_list import INDICATOR_LIST\n",
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"from src.indicators.indicators import *\n",
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"\n",
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"# 导入您自己的 SMC 策略\n",
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"from src.strategies.TrendlineBreakoutStrategy.TrendlineHawkesStrategyFast import TrendlineHawkesStrategy\n",
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"\n",
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"# --- 配置参数 ---\n",
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"# 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",
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"data_file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv'\n"
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],
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"outputs": [],
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"execution_count": 38
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T12:13:24.511277Z",
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"start_time": "2025-09-28T12:13:24.498458Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"initial_capital = 100000.0\n",
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"slippage_rate = 0.000 # 假设每笔交易0.1%的滑点\n",
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"commission_rate = 0.0000 # 假设每笔交易0.02%的佣金\n",
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"\n",
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"global_config = {\n",
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" 'symbol': 'KQ_m@CZCE_SA', # 确保与数据文件中的 symbol 匹配\n",
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"}\n",
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"\n",
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"# 回测时间范围\n",
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"start_time = datetime(2021, 1, 1)\n",
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"end_time = datetime(2024, 6, 1)\n",
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"\n",
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"start_time = datetime(2024, 1, 1)\n",
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"end_time = datetime(2025, 8, 1)\n",
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"\n",
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"\n",
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"indicators = INDICATOR_LIST\n",
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"indicators = []\n",
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"\n",
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"# 确保 DataManager 能够重置以进行多次回测\n",
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"# data_manager.reset() # 首次运行不需要重置"
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],
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"id": "9ee53c41eaaefabb",
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"outputs": [],
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"execution_count": 39
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T12:13:36.932569Z",
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"start_time": "2025-09-28T12:13:24.518257Z"
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}
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},
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"cell_type": "code",
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"source": [
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"from src.indicators.indicators import ROC_MA\n",
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"\n",
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"# --- 1. 初始化数据管理器 ---\n",
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"print(\"初始化数据管理器...\")\n",
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"data_manager = DataManager(file_path=data_file_path, symbol=global_config['symbol'], start_time=start_time,\n",
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" end_time=end_time)\n",
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"\n",
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"strategy_parameters = {\n",
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" 'main_symbol': 'SA', # <-- 替换为你的交易品种代码，例如 'GC=F' (黄金期货), 'ZC=F' (玉米期货)\n",
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" 'trade_volume': 1,\n",
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" 'trendline_n': 60,\n",
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" 'hawkes_kappa': 0.1,\n",
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" 'order_direction': ['SELL', 'BUY'],\n",
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" 'reverse_logic': False,\n",
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" # 'indicators': [ADX(240, 2.5, 10), PriceRangeToVolatilityRatio(7, 5, 3.2, 5)],\n",
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" 'enable_log': False\n",
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"}\n",
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"\n",
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"\n",
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"\n",
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"# --- 2. 初始化回测引擎并运行 ---\n",
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"print(\"\\n初始化回测引擎...\")\n",
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"engine = BacktestEngine(\n",
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" data_manager=data_manager,\n",
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" strategy_class=TrendlineHawkesStrategy, # <--- 更改为您的 SMC 策略类\n",
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" # current_segment_symbol 参数已从 SMCPureH1LongStrategy 中移除，不需要设置\n",
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" strategy_params=strategy_parameters,\n",
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" initial_capital=initial_capital,\n",
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" slippage_rate=slippage_rate,\n",
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" commission_rate=commission_rate,\n",
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" roll_over_mode=True,\n",
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" start_time=start_time,\n",
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" end_time=end_time,\n",
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" indicators=indicators # 如果您的 SMC 策略不使用这些指标，也可以考虑移除\n",
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")\n",
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"\n",
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"print(\"\\n开始运行回测...\")\n",
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"engine.run_backtest()\n",
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"print(\"\\n回测运行完毕。\")\n",
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"\n",
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"# --- 3. 获取回测结果 ---\n",
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"results = engine.get_backtest_results()\n",
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"portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
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"trade_history = results[\"trade_history\"]\n",
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"initial_capital_result = results[\"initial_capital\"]\n",
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"bars = results[\"all_bars\"]\n",
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"\n",
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"# --- 4. 结果分析与可视化 ---\n",
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"if portfolio_snapshots:\n",
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" analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
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"\n",
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" analyzer.generate_report()\n",
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" analyzer.plot_performance()\n",
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" metrics = analyzer.calculate_all_metrics()\n",
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" print(metrics)\n",
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"\n",
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" analyzer.analyze_indicators()\n",
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"else:\n",
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" print(\"\\n没有生成投资组合快照，无法进行结果分析。\")"
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],
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"id": "f903fd2761d446cd",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"初始化数据管理器...\n",
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"数据加载成功: /mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv\n",
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"数据范围从 2020-12-31 14:45:00 到 2025-08-26 13:45:00\n",
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"总计 25662 条记录。\n",
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"\n",
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"初始化回测引擎...\n",
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"模拟器初始化：初始资金=100000.00, 滑点率=0.0, 佣金率=0.0\n",
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"\n",
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"--- 回测引擎初始化完成 ---\n",
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" 策略: TrendlineHawkesStrategy\n",
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" 初始资金: 100000.00\n",
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" 换月模式: 启用\n",
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"\n",
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"开始运行回测...\n",
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"\n",
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"--- 回测开始 ---\n",
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"TrendlineHawkesStrategy 策略初始化回调被调用。\n",
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"开始将 DataFrame 转换为 Bar 对象流...\n",
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"首次运行，正在初始化霍克斯状态和滚动窗口...\n",
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"状态初始化完成。\n",
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"Bar 对象流生成完毕。\n",
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"\n",
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"--- 回测结束，检查并平仓所有剩余持仓 ---\n",
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"--- 回测结束 ---\n",
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"总计处理了 8698 根K线。\n",
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"总计发生了 114 笔交易。\n",
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"最终总净值: 100250.00\n",
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"总收益率: 0.25%\n",
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"\n",
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"回测运行完毕。\n",
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"\n",
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"--- 结果分析器初始化完成 ---\n",
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"\n",
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"--- 交易明细 ---\n",
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" 2024-01-16 21:15:00 | BUY | CZCE.SA405 | Vol: 1 | Price: 1948.00 | Comm: 0.00\n",
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" 2024-01-17 14:00:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1900.00 | Comm: 0.00 | PnL: -48.00\n",
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" 2024-01-22 09:00:00 | BUY | CZCE.SA405 | Vol: 1 | Price: 1965.00 | Comm: 0.00\n",
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" 2024-01-23 13:30:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 2135.00 | Comm: 0.00 | PnL: 170.00\n",
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" 2024-02-19 09:15:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1866.00 | Comm: 0.00\n",
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" 2024-02-19 14:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1846.00 | Comm: 0.00 | PnL: 20.00\n",
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" 2024-02-26 09:15:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1792.00 | Comm: 0.00\n",
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" 2024-02-27 09:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1778.00 | Comm: 0.00 | PnL: 14.00\n",
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" 2024-03-04 22:30:00 | BUY | CZCE.SA405 | Vol: 1 | Price: 1851.00 | Comm: 0.00\n",
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" 2024-03-06 10:45:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1867.00 | Comm: 0.00 | PnL: 16.00\n",
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" 2024-03-13 21:30:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1849.00 | Comm: 0.00\n",
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" 2024-03-14 10:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1835.00 | Comm: 0.00 | PnL: 14.00\n",
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" 2024-03-25 21:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1770.00 | Comm: 0.00\n",
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" 2024-03-26 10:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1786.00 | Comm: 0.00 | PnL: -16.00\n",
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" 2024-03-29 21:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1784.00 | Comm: 0.00\n",
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" 2024-04-01 22:15:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1784.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2024-04-10 22:00:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1930.00 | Comm: 0.00\n",
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" 2024-04-11 10:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1932.00 | Comm: 0.00 | PnL: -2.00\n",
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" 2024-04-17 21:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1938.00 | Comm: 0.00\n",
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" 2024-04-19 09:00:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2072.00 | Comm: 0.00 | PnL: 134.00\n",
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" 2024-04-25 09:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 2226.00 | Comm: 0.00\n",
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" 2024-04-26 10:45:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2264.00 | Comm: 0.00 | PnL: 38.00\n",
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" 2024-05-14 14:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2136.00 | Comm: 0.00\n",
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" 2024-05-15 10:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2127.00 | Comm: 0.00 | PnL: 9.00\n",
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" 2024-05-23 09:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2368.00 | Comm: 0.00\n",
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" 2024-05-23 11:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2377.00 | Comm: 0.00 | PnL: -9.00\n",
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" 2024-05-29 21:30:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 2438.00 | Comm: 0.00\n",
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" 2024-05-29 22:45:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2426.00 | Comm: 0.00 | PnL: -12.00\n",
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" 2024-06-04 21:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2185.00 | Comm: 0.00\n",
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" 2024-06-05 10:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2222.00 | Comm: 0.00 | PnL: -37.00\n",
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" 2024-06-24 09:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2063.00 | Comm: 0.00\n",
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" 2024-06-24 10:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2064.00 | Comm: 0.00 | PnL: -1.00\n",
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" 2024-07-05 09:00:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2159.00 | Comm: 0.00\n",
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" 2024-07-05 14:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2128.00 | Comm: 0.00 | PnL: 31.00\n",
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" 2024-07-10 13:30:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1972.00 | Comm: 0.00\n",
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" 2024-07-10 22:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1956.00 | Comm: 0.00 | PnL: 16.00\n",
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" 2024-07-15 09:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1977.00 | Comm: 0.00\n",
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" 2024-07-16 09:15:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1937.00 | Comm: 0.00 | PnL: -40.00\n",
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" 2024-07-18 21:30:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1964.00 | Comm: 0.00\n",
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" 2024-07-19 10:30:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1947.00 | Comm: 0.00 | PnL: -17.00\n",
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" 2024-08-22 22:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1544.00 | Comm: 0.00\n",
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" 2024-08-23 14:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1560.00 | Comm: 0.00 | PnL: -16.00\n",
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" 2024-08-27 21:15:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1625.00 | Comm: 0.00\n",
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" 2024-08-28 10:00:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1607.00 | Comm: 0.00 | PnL: -18.00\n",
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" 2024-08-30 21:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1582.00 | Comm: 0.00\n",
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" 2024-09-02 13:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1526.00 | Comm: 0.00 | PnL: 56.00\n",
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" 2024-09-05 09:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1464.00 | Comm: 0.00\n",
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" 2024-09-05 14:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1434.00 | Comm: 0.00 | PnL: 30.00\n",
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" 2024-09-19 10:30:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1378.00 | Comm: 0.00\n",
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" 2024-09-19 21:00:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1375.00 | Comm: 0.00 | PnL: -3.00\n",
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" 2024-09-24 14:30:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1416.00 | Comm: 0.00\n",
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" 2024-09-26 10:30:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1494.00 | Comm: 0.00 | PnL: 78.00\n",
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" 2024-09-26 21:15:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1530.00 | Comm: 0.00\n",
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" 2024-09-27 10:45:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1576.00 | Comm: 0.00 | PnL: 46.00\n",
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" 2024-10-08 11:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1578.00 | Comm: 0.00\n",
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" 2024-10-08 22:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1491.00 | Comm: 0.00 | PnL: 87.00\n",
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" 2024-10-11 22:30:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1578.00 | Comm: 0.00\n",
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" 2024-10-15 09:45:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1537.00 | Comm: 0.00 | PnL: -41.00\n",
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" 2024-11-11 10:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1461.00 | Comm: 0.00\n",
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" 2024-11-11 13:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1469.00 | Comm: 0.00 | PnL: -8.00\n",
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" 2024-11-15 21:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1469.00 | Comm: 0.00\n",
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" 2024-11-15 22:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1472.00 | Comm: 0.00 | PnL: -3.00\n",
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" 2024-11-22 22:15:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1521.00 | Comm: 0.00\n",
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" 2024-11-25 13:45:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1505.00 | Comm: 0.00 | PnL: -16.00\n",
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" 2024-11-28 22:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1465.00 | Comm: 0.00\n",
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" 2024-11-29 10:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1483.00 | Comm: 0.00 | PnL: -18.00\n",
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" 2024-12-04 14:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1424.00 | Comm: 0.00\n",
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" 2024-12-04 22:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1423.00 | Comm: 0.00 | PnL: 1.00\n",
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" 2024-12-19 21:30:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1465.00 | Comm: 0.00\n",
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" 2024-12-20 10:30:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1468.00 | Comm: 0.00 | PnL: 3.00\n",
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" 2025-01-03 22:45:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1420.00 | Comm: 0.00\n",
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" 2025-01-06 13:30:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1419.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-01-13 09:00:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1432.00 | Comm: 0.00\n",
|
||
" 2025-01-13 14:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1421.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2025-02-17 09:15:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1498.00 | Comm: 0.00\n",
|
||
" 2025-02-18 10:00:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1506.00 | Comm: 0.00 | PnL: 8.00\n",
|
||
" 2025-02-27 21:00:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1568.00 | Comm: 0.00\n",
|
||
" 2025-02-28 14:30:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1566.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-03-13 14:00:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1436.00 | Comm: 0.00\n",
|
||
" 2025-03-14 10:30:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1440.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-03-24 09:45:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1436.00 | Comm: 0.00\n",
|
||
" 2025-03-24 22:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1445.00 | Comm: 0.00 | PnL: 9.00\n",
|
||
" 2025-04-07 09:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1366.00 | Comm: 0.00\n",
|
||
" 2025-04-07 22:45:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1367.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-04-15 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1361.00 | Comm: 0.00\n",
|
||
" 2025-04-16 14:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1353.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-04-18 09:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1339.00 | Comm: 0.00\n",
|
||
" 2025-04-21 13:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1342.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-04-22 22:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1348.00 | Comm: 0.00\n",
|
||
" 2025-04-23 22:30:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1369.00 | Comm: 0.00 | PnL: 21.00\n",
|
||
" 2025-04-28 09:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1381.00 | Comm: 0.00\n",
|
||
" 2025-04-28 13:30:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1379.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-05-12 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1335.00 | Comm: 0.00\n",
|
||
" 2025-05-13 11:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1297.00 | Comm: 0.00 | PnL: -38.00\n",
|
||
" 2025-05-14 14:45:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1348.00 | Comm: 0.00\n",
|
||
" 2025-05-15 14:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1335.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2025-05-19 09:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1278.00 | Comm: 0.00\n",
|
||
" 2025-05-19 11:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1277.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2025-05-23 21:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1251.00 | Comm: 0.00\n",
|
||
" 2025-05-26 11:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1259.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-06-04 14:45:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1225.00 | Comm: 0.00\n",
|
||
" 2025-06-05 09:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1206.00 | Comm: 0.00 | PnL: -19.00\n",
|
||
" 2025-06-12 21:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1158.00 | Comm: 0.00\n",
|
||
" 2025-06-13 22:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1155.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2025-06-24 21:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1154.00 | Comm: 0.00\n",
|
||
" 2025-06-25 13:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1161.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-07-02 13:45:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1200.00 | Comm: 0.00\n",
|
||
" 2025-07-03 13:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1186.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2025-07-09 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1200.00 | Comm: 0.00\n",
|
||
" 2025-07-11 14:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1223.00 | Comm: 0.00 | PnL: 23.00\n",
|
||
" 2025-07-18 11:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1220.00 | Comm: 0.00\n",
|
||
" 2025-07-21 22:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1303.00 | Comm: 0.00 | PnL: -83.00\n",
|
||
" 2025-07-22 21:30:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1383.00 | Comm: 0.00\n",
|
||
" 2025-07-23 14:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1316.00 | Comm: 0.00 | PnL: -67.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.0024999999999999467, annualized_return:0.0010929819567884191, 252 / total_days:0.4375\n",
|
||
"绩效指标计算完成。\n",
|
||
"\n",
|
||
"--- 回测绩效报告 ---\n",
|
||
"初始资金 : 100000.00\n",
|
||
"最终资金 : 100250.00\n",
|
||
"总收益率 : 0.25%\n",
|
||
"年化收益率 : 0.11%\n",
|
||
"最大回撤 : 0.30%\n",
|
||
"夏普比率 : 0.16\n",
|
||
"卡玛比率 : 0.37\n",
|
||
"总交易次数 : 114\n",
|
||
"总实现盈亏 : 250.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 24\n",
|
||
"亏损交易次数 : 32\n",
|
||
"胜率 : 42.86%\n",
|
||
"盈亏比 : 1.91\n",
|
||
"平均每次盈利 : 34.67\n",
|
||
"平均每次亏损 : -18.19\n",
|
||
"正在绘制绩效图表...\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 2 Axes>"
|
||
],
|
||
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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
],
|
||
"image/png": 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Ghry/ZMkSKTU1VRo3bpxUXl6u6muxWKTNmzerXlNpaal07bXXSqmpqdIHH3ygOlZSUiI99dRTUmpqqvT888+rrrVo0SIpNTVVeu6553z+GWzYsEH+GZ49e9bn8yXJ8but6M4775RSU1OlCRMmSMXFxXJ7Tk6O/Ht96qmnVOcMHjxYSk1NlbZu3ep0vezsbGn//v2qtu+++05KTU2Vhg4dKh08eFB1bMuWLVKPHj2kTp06ScePH/f69djf3xXfE5IkSRcuXJB69OghpaamSv/5z3/k9uq81/bu3St16tRJSktLk+bNmydZLBbV8dOnT0t79+6V96s6Tzw5efKklJqaKvXr18/l8R9++EFKTU2VOnXqJJlMJq+va3fo0CGpY8eOUlpamrRkyRLVsTVr1kidOnWSUlNTpfXr16uOPffcc/L8ev/99yWz2SwfO3z4sNS9e3cpNTVV2rFjh+q8FStWSKmpqVKXLl2k//73v07jOXLkiOq9KkmS9N///lc1TyVJkkRRlL7++mspNTVVuvnmmyVRFFXH3f1Oley/j/Hjx0vZ2dmqY+np6fJnn/K1bdq0SX7dw4YNU33OGo1G6YEHHpBSU1Ol//u//3O63/Lly6W8vDyX7R07dpT69OkjlZaWqo558xny/vvvS6mpqdKdd94pnTp1SnVs2bJlUocOHaTevXtL+fn5cvvFixfl90vFv0s2bNggdenSxe3nhyeu3qOiKEpZWVnSTz/9JPXp00dKTU2VFixY4HRuRkaGtHPnTqf2vLw8+ec6Z84cp+P2cfbs2dPl+b5+3ivdeuutbj/3iIiofmFNWyIiIj+57rrrcPfdd6va+vfvj4EDB8JisWDTpk1yu9FoxHfffQcAeOGFF9CwYUP5WEREBKZMmeL2cfxZs2ZBkiRMmTLFKctQueK3u9Xahw0bhiFDhvj02saOHQsA+PbbbyFJkurYjz/+iPLyclx//fVISUnx6bqTJ092erR6/PjxiImJwYkTJ3Du3Dm5fdu2bdi/fz8iIyPxyiuvqDKfGjZsWK2Vzo8ePYqdO3dCr9fjH//4h9w+bNgwaLVabN68Wc4stCsqKoLRaETz5s1dZrE2bdpU9bhydnY2AGDAgAFO2VMajQZ9+vRRvaYlS5bg1KlTuOaaa+SsP7uIiAi8/vrrSEpKwi+//IL8/Pwqv3al3NxceTspKckv1wSsv7vdu3cjIiICb7zxBiIjI+VjiYmJctmNpUuX4vz58/KxnJwcxMTEuCzBkJSUpMpGFEURs2bNAgC8//77qrIUANC7d2888sgjMJlM8nuvqkpKSrB161ZMmDABxcXFiIyMxJ133unUryrvtU8++QQmkwmjR4/GmDFjoNGo/3O9adOmciY4EJh5cuDAAQBw+bg9YH2kHADi4+N9yqy3mzdvHsxmM4YOHYphw4apjg0aNAgjR44EAMydO9fl+Z06dcITTzyhylpOTU2V37sbNmxQ9bfPiyeffNJlbd22bds6vdabbrpJNU8BazmQUaNGoUePHjhy5AiOHj3qxat1OHr0KP773/+iQYMGePfdd53eY/fddx8GDRqEEydO4M8//3Q6XxAETJs2TfU5Gx4ejsmTJwNwft2AdXEuZfa6sv2GG25AXl4eNm/e7NPryMvLw5dffonw8HDMmjVLrutsd8MNN2DkyJHIz8/HL7/8Irf/+OOPKC4uRvfu3XHfffepzunfv7/8e6+qDz/8EGlpaUhLS0P79u0xYMAAPPvss4iPj8fs2bNxzz33OJ3Tpk0bdO/e3ak9Li4OL7/8MgBrCQh3HnjgAZfn+/p5r2SvIW1/HxIRUf3F8ghERER+cs0117hsb9OmDdatW4eLFy/Kbfv370dxcTESEhKcHh8FrAuSDBgwwKkW7KVLl7Bnzx4YDAa397PXct2xY4fL48pHYb3VtWtX9OjRAzt37sS6devkMYuiiIULFwIARo0a5fN1Xb2GsLAwNG/eHAcOHMCFCxfk+o5btmwBAFx55ZWIj493Ou/qq69GbGwsCgoKfB6HfbGxIUOGqB6fbdCgAa666iqsXr0aixYtwhNPPCEfS0xMRNOmTXH48GFMnz4dd9xxh9sajgDQpUsXANbHtOPj43H11Ve7fB12a9euBQDceOONLo9HRUWhc+fOWLt2Lfbu3YuBAwd6+3JrnPJ3p6wvade5c2e0b98ehw4dwpYtW+TgW5cuXbBlyxY8++yzGDt2LDp27OgUxLQ7cOAALl68iBYtWqiCmkp9+vQBYK2p6auKdUrtkpKS8N577znVIQV8f69ZLBY58HbXXXd5dU4g5klOTg4AeJyf1WGfD+5KK9xxxx34+uuvsW3bNlgsFqeSEtdcc43LGuH2wOuFCxfktqysLBw8eBAajcbnmqknT57EunXrcPLkSRQXF8vlV+wBuePHj3t8z1e0du1aSJKEq666CtHR0S779OnTB2vXrsXOnTudPh+bNGni9GUE4Pp1K124cAFr167FsWPHUFhYCIvFAgA4cuSI/Drc1RB3ZfPmzTAajejfv7/qC8eKr+Obb77Bzp07MXr0aACO37urUjOAdT7MmzfP63FUVLEsRX5+Po4dO4YTJ05g2rRpSExMdKrhC1jfd1u2bMGOHTuQlZWFsrIySJIkf0F5/Phxt/e0L1hZka+f90r2fvb3IRER1V8M2hIRUb2m/Id/xQzSiuzHXQULALgM2gCQ/3FeVlYmt9n/ca1c+KaiirUJAeD06dOQJAlGo1H+R6E7yqzJyq7rjTFjxmDnzp1YsGCBHLRdvXo1zpw5g44dO6rqO3qrSZMmLttd/czsGZiefmZNmjTxOWhrMpnw888/A4DLWqcjRozA6tWr8dNPP2Hy5MmqoOE777yDyZMnIz09Henp6YiPj0fXrl0xYMAA/OMf/0BiYqLc176A0dy5c/Hcc89BEAS0bNkSPXv2xJAhQzB48GDVte2Zvc8++yyeffZZj6/BnvlYXcqAdU5Ojts57Sv7fPc091q0aIFDhw6pAk+vvfYaxo8fj59//hk///wzoqKi0KVLF/Tr1w+33Xabav7Yf16nTp1SLQrlSlV+XsqAkE6nQ1xcHDp16oTBgwe7XEAN8P29lpeXh5KSEgBA69atvTonEPOksLAQANwGFu3zOi8vz2VQtTKVzQd75mZZWRny8vKcMlIr+6wtLy+X2+zZ+ikpKV7X9LVYLHj99dfx3Xffefx7wV7P2Fv239WPP/4of1HkjqvflS+v2+7DDz/Ep59+CpPJ5PZeVX0dGzdu9Om9Zv8Md/d7r+rfTXbXXnut06J+kiThm2++weuvv46xY8di6dKlqs+NEydOYNKkSXIA2xVPPx93fx/5+nmvZP99+usJCiIiqr0YtCUionpNuaJ6aWmpx772YErFR2bt3P0DzJ/sAYTIyMgqZcwCcFt2oTLXX389GjZsiD///BOZmZlo3rw5vvnmGwBVy7IFqvYzcxc0r+yYO6tXr5Yzmj7++GN88sknquP2rLRz585h/fr1qszoXr16YdWqVVizZg22bt2KnTt3Yv369fjzzz8xc+ZMfPTRR+jfv7/c/1//+hfuvvturF69Gtu3b8eOHTuwePFiLF68GF26dMG8efPk+WXP6nOXnarkLvjtK3smqyiK2Lt3r9+CtlXVpk0b/P777/jrr7+wadMm7Ny5E9u3b8emTZvw0Ucf4a233sJtt90GwPHeSElJqTSbtOJiRN5wFRCqTFXfa74IxDyxBzfdBavsmcwmkwmHDh1Cp06dvB2uXwT6s3bevHlYuHAhUlJS8Pzzz6NHjx5ITk6Wf59PP/00fvvtt0q/6KvI/rvq0KGDy4xZpYplYwDfX/cff/yBWbNmITIyEv/3f/+Hfv36oUGDBjAYDBAEAe+//z5mz55d5ddhD0J64s0CiIFkL2mxaNEi7N+/H/Pnz8dzzz0nH588eTKOHDmCa665BuPGjUObNm0QHR0NvV6P8vLySr8cdfeFDeDb572S/UsTV2UtiIiofmHQloiI6rX4+HhERkaipKQEp06dUq3IrpSXl4e8vDwA7rOdfNGgQQMAwJkzZ9z2cXWsUaNGAKz/EJ06dWqNBIrtdDod/vnPf2LGjBn45ptvcNddd+Gvv/5CfHw8brnlloDf3/4Yrqef2dmzZ32+rjLjrbLH5n/88UenchYGgwE33HCD/JjspUuXMGPGDHz33Xd48cUXsXr1alX/Zs2aYcyYMRgzZgwA68rmzzzzDPbu3YvPP/9crk/ZuHFjHDt2DHfccYfbR3D9LS4uDr169cKWLVuwZMkSXHfddX65rv13V7EusJL9WMXHrXU6HQYNGiQ/vl1UVIT09HR8+OGHePXVVzF06FBERkbK7434+HhMnz7dL+OuafHx8YiIiEBpaSmOHz/u9vNIKRDzxJ7Zav/MqygtLQ3NmjXD6dOnsWTJEp+Dtg0bNsSpU6eQmZnp8jWePn0agDXoXd3Alf3zOisrC4WFhV5l2y5btgwAMGXKFJc1iU+cOFGtsfTs2ROvvPJKla7hC/vrePLJJ13Wi63u62jdurVP77WGDRvi2LFjbj/DPX22V1ezZs2wf/9+HDt2TG47evQoDh8+jKSkJHz44YdO9ZlPnjzpl/t683mvZH/f+bOuOBER1U5ciIyIiOo1+4IgAPC///3PbT/7sbi4OFXNvKrq3LkzIiMjkZubi/Xr1zsdz87Oxl9//eXU3rBhQ6SlpaG4uBjr1q2r9jh8NXLkSISHh2Px4sVIT0+HJEkYMWKEx2wjf7EvurZu3TqXj42uXbvW58dJz58/L//8ly5disOHD7v839KlSwEAq1atqvQR88TERDzzzDMArEHkysbUtWtXeYGcgwcPyu324LA98OIt+6I3ZrPZp/PsJkyYAMD6WpcvX+6xryRJ2LZtW6XXtL/H1q1bJ9cDVTpw4IBcd7Ti4noVRUdH47HHHkNsbCxKS0vlwFOXLl2QkJCAjIwMj486hzKtVosrrrgCAPD99997dU5V54kn9iCsu4W2BEGQ58nChQuxZ88ej9czm83YtWuXvG+fD0uWLHHZ3/5FSq9evaq00JlSSkoK2rdvD1EUsWjRIq/Osb9nXT36fuTIERw6dMjleZW99+y/q1WrVqlKvwSK/XW4yrDOyclxuXAZUPnr6N+/P/R6PbZs2eJT3VX7e/vXX391efynn37y+lq+sn8ppMxstf98GjRo4HKeKRdR8xd3n/dK9s+vms5gJyKi0MOgLRER1Xvjxo2DIAj49ddf8cMPPzgd37lzJ95//30AwP333++0EnRVGAwGOfNp2rRpqkXKjEYjXnvtNRiNRpfn2hfDeuGFF5wWKgOsgbTdu3e7DAZXV2JiIm655Rbk5eXhu+++g0ajcbkidyD07t0b7du3R3FxMd544w1V/cYLFy7g7bff9vmaixcvhsViQdeuXZ1Wj1dq06YNOnfuDJPJJP9D/syZM/jhhx9cPkJu/73ExcXJ9QmXL1+OrVu3yo8W25lMJjkArwwS3XXXXWjatCl+//13/Pvf/3Z5n6ysLKfgnj3j1NeV7e0GDBiABx54AIA1Qy89Pd1lrcx9+/bhwQcfxBdffFHpNXv16oVu3brBaDTilVdeUZUiuXTpkpx1eNNNN8lZfKWlpUhPT3cZJN+2bRsKCgqg1Wrl16vX6zFp0iRIkoRJkya5DCZbLBZs3LhRFUAMNRMmTIBOp8OCBQuwYMECp0fXz5w5g3379sn7VZ0nnjRv3hxNmjTBpUuX3GYb3nnnnbj++uthMplw//33Y8mSJXIpETtJkrBx40bcfffd+O9//yu3jx07FjqdDitWrJDrSdutX78e3333HQDI87C6Jk2aBAD44IMPXH45l5GRoXq/2B/pX7Bgger9evHiRTz33HNug5n2uZiRkeHyeMeOHXH99dfj3LlzmDRpkpxRrFRSUoJffvnF5ZcbvrK/ju+//171Hi4sLMRzzz0nP4ZfUWWfIcnJyRgzZgxKSkowYcIEHD582KlPeXk5Vq5cqbrGHXfcgcjISOzcudNpwbHNmzfLi1r6k72m7YEDBwBAlTndqlUraLVa/P3339i8ebPqvFWrVuHLL7+s8n19/by3KywsREZGBiIjI10umkZERPULyyMQEVG917t3b7z44ouYPn06Xn75ZcyePRsdO3aETqfDyZMnsX//fkiShJtvvhkPP/yw3+47efJkbN++HXv27MH111+Pvn37Ijw8HNu3b4fJZMKwYcNcZh4NHjwYL730Et5++21MnDgRLVu2ROvWrREdHY3c3FwcOnQIOTk5eOihh7xaKd5XY8eOlTPWBg0aVO3FY7wlCAL+/e9/Y8yYMfj111+xZcsW9OzZE0ajEZs3b0b79u3Ro0cP7Ny506vAuiRJWLx4MQBg2LBhlfYfNmwY9u3bh0WLFuG+++5DQUEBXn75ZUyZMgXt27eXfw4nT57EgQMHIAgCnnnmGXmRpi1btmDevHlISEhAx44dkZiYiOLiYuzevRs5OTlo2LAhxo0bJ98vMjISs2fPxvjx4/H555/j+++/R1paGho2bAij0YgTJ07g6NGjSEpKwl133SWf161bNzRo0AAHDhzA8OHDkZqaCp1Oh9atW6uu78lzzz2HuLg4fPjhh5g+fTpmzZqFbt26ITExESUlJTh8+LD8KPNDDz3k1TXfe+893HvvvVi5ciWGDBmCXr16wWw2Y/PmzSgqKkKnTp1Uj4ybTCZMnz4d77zzDlJTU9GyZUvo9XqcOXNGDrpOmDBBtdjb6NGjcfbsWcydOxejRo1Cu3bt0KJFCxgMBmRlZeHQoUMoKCjAa6+9hu7du3s17prWtWtXvPXWW3j55Zfx+uuvY+7cuejcuTMkSUJmZiYOHTqERx99VK4rW9V5UpkhQ4Zg/vz5+Ouvv9CyZUuXfd577z2kpKRgwYIFeP755zF9+nR06dIFcXFxKCoqwv79+5GVlQWtVovhw4fL56WlpeGVV17Ba6+9hmeffRZfffUVWrdujbNnz2Lnzp2QJAmPPfaY3z6/hg4diieffBIzZszA5MmTcdlll6F9+/YwGo04deoUMjIyMG3aNPmLmwkTJmDdunX4/vvvsXnzZnTs2BFFRUXYunUrmjdvjqFDh7rMQh84cCAiIyOxYsUK/POf/0SrVq2g0WjQs2dPeZHDqVOnoqCgAH/++SduuOEG+bNDkiScOXMGhw4dgslkwtKlSyutUVyZe++9Fz///DPWrl2La6+9Ft27d4fJZMLWrVthMBgwYsQIl9nH3nyGPP3007h48SJ+++03DBs2DO3bt0fz5s2h1Wpx/vx5HDp0CCUlJZgzZ478c23YsCHefPNNPPPMM3jrrbfwww8/IDU1FRcuXMC2bdtw7733VitQumLFClWJhYKCAhw9elTOxr/ttttw8803y8cTExMxatQozJs3D/fddx969eqFBg0a4Pjx49i/fz8mTpzoVOPcW75+3ttt2rQJoihi0KBBfvmCmIiIajcGbYmIiGANRPbu3Rtff/01tm3bhj///BNmsxmJiYkYMmQIbr/9dpe1DasjMjIS8+bNw2effYbffvsN69evR1xcHPr3748nnnjC7aPD9vH269cPX3/9NTZv3oyNGzdCo9EgOTkZHTp0wNVXX+23eqQVtW/fHikpKcjKysLo0aMDcg93UlNTsWjRIsycORPr16/HihUr0LhxY4wdOxYTJ06Ua+t6s9DUpk2bkJmZCb1er/qHvDs333wz3n77bfz999/Ys2cPLrvsMrz44ovYunUrjhw5grVr1wKwPmo7bNgwjBkzRg6sAcDtt98Og8GA7du3IyMjA5cuXUJMTAwaN26Me++9F3fddZfTuNu1a4dffvkFCxcuxIoVK3D48GHs2rUL8fHxaNSoER544AEMHTpUdU5YWBjmzp2LDz74ALt27cKhQ4cgiiL69OnjddAWsAaubr31Vnz33XfYsGEDDhw4gKKiIkRERKB58+YYMmQIhg8fjo4dO3p1vebNm2Px4sX44osvsGLFCqxZswYajQatW7fGjTfeiLFjx6rKbERGRmLKlCnYunUrDhw4gA0bNsBkMqFBgwa47rrr8M9//lO1yJvds88+i2uvvRbffPMNduzYgXXr1kGv1yMlJQV9+vQJ6HvDX4YNG4bOnTsjPT0dmzZtwurVqxEeHo6GDRti1KhRuPHGG1X9qzJPKjNq1Ch8/fXXWLJkidtser1ej//7v//DP//5T3z33XfYsmULdu/ejZKSEkRFRaFVq1YYMWIEhg8fjlatWqnOHTlyJNq3b4+5c+dix44dOHz4MKKjozFo0CCMHTsWAwYM8Gm8lZkwYQL69euH+fPnY+vWrVi+fDmioqLQqFEjjBs3Dv369ZP7duvWDYsWLcKMGTOwd+9erFq1Co0bN8bo0aMxceJEvPnmmy7vkZycjDlz5uCjjz7C/v37sWvXLoiiCIvFIgdto6Oj8cUXX2Dp0qX45ZdfsH//fhw6dAhRUVFo0KABbr31VgwZMgQtWrSo9mtu3rw5lixZghkzZmD79u1YvXo1UlJScPPNN+Oxxx7Dt99+6/I8bz5DdDod3nvvPfzjH//Ajz/+iN27d+PIkSOIiIhASkoKrrnmGgwePNip3MnNN9+Mhg0b4pNPPsGuXbuQmZmJ1q1bY8qUKRg5cmS1graHDh1Sla7Q6/VISEjA4MGDMWLECFx77bVO57z44otIS0vDN998g3379kGr1SI1NRUffPABbrrppioHbavyeQ9A/iKxqot7EhFR3SJIvi4XSkRERPXahg0bcP/996N169ZYtmwZBEEI9pAAWGsWXnfddYiKisKWLVtqdJE2orpo/PjxWLNmDX755RekpaUFezhEdVpWVhauueYatGvXzuOXtkREVH/wXzNERETkNYvFgpkzZwKw1vet6YBtSUmJy0Wmzpw5g2eeeQaiKGLYsGEM2BL5wTPPPAOdToePPvoo2EMhqvM+/vhjmEwmPP/888EeChERhQiWRyAiIqJKLVq0CNu2bcO+ffvw999/IzU1VX7ctyZdunQJt9xyC1q0aIFWrVohOjoa586dw/79+1FeXo727dvLC7URUfW0bdsWo0aNwldffYW9e/eiS5cuwR4SUZ2UmZmJH374ATfccAP69u0b7OEQEVGIYHkEIiIiqtTzzz+PJUuWIDY2Fn379sWLL76IJk2a1Pg4iouL8eGHH2Lz5s04e/YsCgsLYTAY0Lp1a1x33XUYM2YMIiIianxcRERERERE/sSgLREREREREREREVEIYcE3IiIiIiIiIiIiohDCoC0RERERERERERFRCGHQloiIiIiIiIiIiCiE6II9gNoiK6sw2EOoMYmJUbh0qTjYw6AQwflASpwPpMT5QEqcD6TE+UBKnA+kxPlASpwPpFSf5kNKSkylfZhpSyqCAGi1GghCsEdCoYDzgZQ4H0iJ84GUOB9IifOBlDgfSInzgZQ4H0iJ88EZg7ZEREREREREREREIYRBWyIiIiIiIiIiIqIQwqAtERERERERERERUQhh0JaIiIiIiIiIiIgohDBoS0RERERERERERBRCGLQlIiIiIiIiIiIiCiEM2hIRERERERERERGFEAZtiYiIiIiIiIiIiEIIg7ZEREREREREREREIYRBWyIiIiIiIiIiIqIQwqAtERERERERERERUQhh0JY8GjiwF/78c02wh+GzSZMexn/+816wh0FEREREREREROQzXbAHQMGTk5ONefO+wIYNfyE7+yISEhLRrl0qHnroQbRr1znYwwMAzJ07G+npcwAAWq0WKSkNcNVVV2PcuImIjIx0e97Uqf+GTsfpTUREREREREREtQ+jWvXUuXNnMXHig4iOjsGjj07GZZe1hdlsxtatGzFlyhR8/fUPwR6irHXryzBjxsewWCzYu3c3pk17HUajEc8++5JTX5PJBL1ej9jYuCCMlIiIiIiIiIiIqPoYtK2n3ntvOgRBwJw5XyEiIkJub9OmDcaOHYXyctfnHT2agf/8513s27cXBoMBgwYNxmOPPSlnve7YsQ2ffDITx48fg06nQ+vWl+HVV99Co0aNAQDr1q1BevocnDhxHElJKbjxxpsxduwDHrNitVodkpKSAQBDhlyHbdu24q+//gTwEubOnY1169ZixIi7MG/eFzh//hzWrduKSZMeRrt2aXj88acBAOXl5fj880+xYsX/kJt7CQ0aNMSYMffhlluGAQCOHcvARx/NxJ49O2EwRKBPn7547LGnER8fX50fMxERERERERERkc8YtA0ESQLEkpq9pyYSEASvuhYU5GPz5o14+OFHVAFbu9jYWGRnFzq1l5aW4qmnJqFz5y74/POvkJubi+nT38QHH7yDl156DWazGS+++C/ceutwvPbaVJhMJhw8uB+AdVy7d+/Em2++iieeeAZdu3bH2bOn8c47UwEADzzwsNcvNTw8HCaTWd4/cyYTa9aswltvvQONRuvynDfffBX79u3B44//C23btsO5c2eRn58HACgsLMTkyRNx663DMHnyUygrM+KTT2bhlVeex8yZn3o9LiIiIiIiIiIiIn9g0NbfJAnxW6+DPn9zjd7WFN8Peb3+51Xg9vTpTEiShBYtWvl0j+XLf0d5eTlefvl1Odj71FPP4LnnnsLEiY9Bp9OhqKgIV1wxEE2bNgMAtGrVWj7/iy/mYPTo+3DjjbcAAJo2bYZx4ybg449neh20PXToIFas+B09e/aS20wmE15+eQoSEhJcnnPq1EmsWrUcH3zwEXr37ivf227Rou+QmpqG8eMfldteeOEV3H77zTh16iRatGjp1diIiIiIiIiIiIj8gUHbQPAy4zVYJKlq5508eRxt27ZTZed26dIdoiji1KmT6N69J2666VY8/fRj6NWrL3r16oPBg4ciOdla2uDo0b+xd+9uzJv3hXy+xSKivLwMRqMRBoPB5X2PHcvA0KFXwmIRYTab0L//ADz11LPy8UaNGrsN2ALAkSN/Q6vVokePy10ez8g4gh07tmHo0Cudjp05c5pBWyIiIiIiIiIiqlEM2vqbIFgzXkO4PELz5s0hCAJOnTrh92G8+OKruOOOkdi8eSNWrVqOOXM+wQcffITOnbugpKQUDz74MAYNGux0XlhYmNtrtmjREtOnvw+tVovk5BTo9XrVcYPBucSDUnh4uMfjpaWlGDDgSkycONnpmL2WLhERERERERERUU1h0DYQBAHQRgV7FG7FxsahT5/+WLz4B9xxx91OdW0LCgpgr0Or1LJlayxd+htKS0vlc/bu3QWNRqPKRk1NbY/U1PYYM+Z+jB9/P1as+B2dO3dBWloaTp06iWbNmvs0Xp1O7/M5Sm3atIUoiti5c7tcHkEpNTUNa9euQqNGjT0uiEZERERERERERFQTNMEeAAXHU089C1G04KGH7sWaNSuRmXkKJ04cxw8/LMTIkSNdnnPddTciLCwMb731Ko4dy8COHdvwwQf/xvXX34TExCScPXsGn376Ifbt24Pz589hy5ZNOH36FFq2tNa1ve++h/D77//FF198hmPHjuLEieNYseJ/+OyzjwP6Whs3boIbb7wF06a9jj//XIOzZ89gx45tWLlyOQBgxIi7UFBQgNdeewkHD+7HmTOnsXnzRkydOgUWiyWgYyOiCsTyqtdwISIiIiIiIqojmFZYTzVt2gxz5y7AvHlz8eGHM5CTk434+ASkpbXHa6+95vIcg8GA99//EP/5z7sYN+5eGAwGDBo0GI899qR8/OTJE1i27DcUFOQjKSkZt99+F2677XYAQN++/fHOOzPw5ZdzsGDBV9DpdGjRohVuvXVYwF/v008/j88++wjvvTcdBQX5aNiwEcaMuR8AkJycgk8+mYtPPpmFJ5+cBJOpHI0aNUbfvv2h0fB7DaKaIpjykLi+C0zx/VDQ44dgD4eIiIiIiIgoaARJYkqTN7KyCoM9hBohCEBycgyyswuZ7EacD6QS6PkQfnYBYvdPBABkDS3w/w3Ir/j5QEqcD6TE+UBKnA+kxPlASpwPpFTf5kNKSkylfZhGSEREoUFwvyAhERERERERUX3CoC0REYUESWtQ7NSDr1aJiIiIiIiI3GDQloiIQoMy01YyBW8cREREREREREHGoC0REYUEZaatYCkN4kiIiIiIiIiIgotBWyIiCg2CTt7UlvwNiGVBHAwRERERERFR8DBoS0REoUFRxzZhyxDEb7s5iIMhIiIiIiIiCh4GbYmIKKAEUz7Czy8CLMXQFeyGPvcvNz1F1Z4+f4tTD03ZeYRd+BmQLAEYKREREREREVFo0FXehYiIqOpi996HsJyVMDa+B4Zz3wAAcq48BNHQRN1REl2crZawsT80phwUtn8PxuYPBWK4REREREREREHHTFsiIgqosJyVACAHbAFAW3LURc/Kg7YaUw4AIDzrv34ZGxEREREREVEoYtCWiIhqnGApcW50lWmrbBPN8qa26FAARkVEREREREQUGhi0JSKimieWOjUJLjJtYw48qjjHKG9qy856VU6BiIiIiIiIqDZi0JaIiGqcYCl2bnQRhDWcXeA4RyxTHdMV7vH7uIiIiIiIiIhCAYO2RERU4wTRDEgSdAU7AYst67aSzFlBLFfth138NVDDIyIiIiIiIgoqXbAHQERE9ZBkQvjZBYg98IjcZI5s57qvWA5owgBJnWkbdfzfKGn7f4EcJREREREREVFQMNOWiIhqnCCVI+LMl6o2XckRl31j99xrPadCpi0RERERERFRXcWgLRER1bjow89D0sW4PW4Jbyxvh2f917pRoaYtERERERERUV0VUkHb2bNnY8SIEejRowf69++PRx55BMeOHXPZV5IkjBs3DmlpaVixYoXq2NmzZ/Hwww+jW7du6N+/P95++22YzWZVn82bN2P48OHo3Lkzhg4disWLFwfsdRERkbOwnJUu280Rl+HSlQec2gXRGOghEREREREREYWEkArabtmyBaNGjcL333+P9PR0mM1mPPjggygpKXHq+9VXX0EQBKd2i8WC8ePHw2QyYeHChZg+fTqWLFmCmTNnyn0yMzMxfvx49O3bFz///DPuvfdevPzyy1i3bl1AXx8REVXOEpUKCFqndpZHICIiIiIiovoipBYimzt3rmp/+vTp6N+/P/bv34/evXvL7QcPHsQXX3yBRYsWYeDAgapz1q9fj4yMDKSnpyM5ORkdOnTA448/jnfffReTJk1CWFgYFi5ciGbNmuH5558HALRp0wbbt2/Hl19+iSuvvDLwL5SIqB4xxfeDPm+T9ydo9M5tllKWRyAiIiIiIqJ6I6QybSsqLCwEAMTFxcltpaWlePrpp/HKK68gJSXF6Zxdu3YhNTUVycnJctvAgQNRVFSEjIwMuU///v1V5w0cOBC7du0KwKsgIqrfJB//qgm/+KtTm6bsPAQGbYmIiIiIiKieCKlMWyVRFDF16lT07NkTqampcvu0adPQo0cPXHvttS7Py87OVgVsAcj7WVlZHvsUFRXBaDTCYDC4vLaLagx1jv011ofXSpXjfCClqs4HAaJP/ctSbnS6hwZmOWhriWgNbelxSIKOczOI+PlASpwPpMT5QEqcD6TE+UBKnA+kxPngLGSDtlOmTMGRI0fwzTffyG0rV67Epk2bsGTJkhofT2JiFLTakE5M9qukJPerulP9w/lASj7PB52PmbaXv4nwRPU9EuL0gGj921sbHguUAoJkRnJSNP9WDzJ+PpAS5wMpcT6QEucDKXE+kBLnAylxPjiEZND29ddfx5o1a/D111+jUaNGcvumTZtw6tQpVX1bAHjsscfQq1cvzJ8/H8nJydizZ4/qeHZ2NgDI5RSSk5PlNmWf6Ohot1m2ly4V14u4gCBY3yA5OYWQpGCPhoKN84GUfJkPEcfeQVjW/5B/+c+IM5ngokqtk6IOH0AwF6HU0hbILoTmqgNI/LMjACD3Uh50BXmIAWBChHy97Kw8QBOSf5XVefx8ICXOB1LifCAlzgdS4nwgJc4HUqpv8yE5ufLgdEj9S1eSJLzxxhtYvnw55s+fj+bNm6uOP/zww7jzzjtVbbfeeiteeOEFXHPNNQCA7t2749NPP0VOTg6SkpIAABs2bEB0dDTatm0r9/nzzz9V19mwYQO6d+9eyfiq8+pqF0mqX6+XPON8ICVv5kNUxpsAAENmOgDvJk9pswcVNwEs4c1gMbSE1ngSEE2AxWg9pI1ydBPNgBBSf5XVO/x8ICXOB1LifCAlzgdS4nwgJc4HUuJ8cAipf+lOmTIFv/32Gz7++GNERUXJNWhjYmJgMBiQkpLicvGxJk2ayAHegQMHom3btnj22WfxzDPPICsrCzNmzMCoUaMQFhYGALj77ruxYMECvPPOOxgxYgQ2bdqEZcuWYfbs2TX3YomI6gGN6RIg+VbTVklrPGm9Tnk2BLEcACBpHd9ICpIJElw/IUFERERERERUW4VU0Pbbb78FAIwZM0bVPm3aNNx+++1eXUOr1eLTTz/Fa6+9hpEjRyIiIgLDhw/H5MmT5T7NmzfH7NmzMW3aNMybNw+NGjXCm2++iSuvvNJ/L4aIiBB54j2YYrpX2q8odarH4+EXFsMSaV2UUtI5Mm0hmaszPCIiIiIiIqKQFFJB28OHD/vlnKZNm2LOnDkez+vbty9++uknn+9HRES+0ZSd93i8pOVklLac5PKYqIuHxpwHc0w3CKZcAOryCAzaEhERERERUV3k25LeREREnohliNsxXNWksRTK25ImEhZDM/U5gvu/ispTrnd0E8ts14iAJGhtbQzaEhERERERUd3DoC0REfmN4dz3CMtZqWoTLMUAgPwePyL76uMwR3dWHy/Pdns9SbDWIodYJl9H0oQ5Fh9jpi0RERERERHVQSFVHoGIiGo3QZFVW5Ek6AFtBIQKgVZ93ib3F9RYg7b6gt0Iv/iTrc0ASdBDQBkglVd3yEREREREREQhh5m2RERUQwTrH5JF1Vra/GG3Z0iCHgAcAVsAksYgZ9qyPAIRERERERHVRQzaEhFRzbDXrq2QaWuJbOP2FEmf4NymDZczcJlpS0RERERERHURg7ZERFRDhAp/WknaaLdnWCIvc27URFjr2gIQRJO/BkdEREREREQUMhi0JSIi/5Ek98dsmbZO2bPaSPeX00Y5X8acr1iIjEFbIiIiIiIiqnsYtCUiohoh2f7KKUp9U93uIjArE7ROTab4KxSZtiyPQERERERERHUPg7ZERORHHjJtbYFWMaIlcvv+6TjDQ9C2PPFq1X5ps3Ewx/UEBOu14rffjPgtQwGWSSAiIiIiIqI6hEFbIiLyHw+Zr5ImXLnn2NJ5yLTVRqAs+Xp5tzzpWus59vIIAPT5mxF5bLrvYyUiIiIiIiIKUQzaEhGR3wii0f1BZdBWMjs2PZVHAABB7+irjwMA6At3qbpEHf+312MkIiIiIiIiCnUM2hIRkd8IYpnbY/Y6tABgibhMcZJz3VqlsOzf5W1RF1f1wRERERERERHVEgzaEhGR30Se+AAAUNJiotMxSRPh2A5LwqUrdiDnysOVXlNQZuUyaEtERERERET1AIO2RETkF0J5jrwdlr0CFkNz1XEpLEm1b4lqC9HQ2Kd7SLqYqg+QiIiIiIiIqJZg0JaIiPxCV7hH3i5Pvh6lLSepO1RSBsEbkj4eACBqo6t9LSIiIiIiIqJQxaAtERH5h2LBsJLLnoPkhyAtAOT1WARzdEfk9lktt+X2W4fitq+gKHUqAEBSLnJGREREREREVMsxaEtERH4hWIoBAKaY7pD06tqzuX1WVfm6puShyO2/Cea4y+U2MbINSlr/C+XJ1wNQ18slIiIiIiIiqu0YtCUiIv8QSwAAkjYSAKApz5IPmWO6B+SWksaa3SuI5QG5PhEREREREVEwMGhLRER+IVisQVvYgraCudBxUKML0E3DrH9KDNoSERERERFR3cGgLRER+YW9PIKkjbLumwsCfk9JYw3aCpIZkKSA34+IiIiIiIioJjBoS0REfmHPtLWXR5AzbwN6U8fiZ5BMgb8fERERERERUQ1g0JaIiPzCkWlrDdqWtHkJoi4exW1eCtg97Zm2AADWtSUiIiIiIqI6IkBFBomIqL4RzOryCJaodsi5+gQgBPD7QUXQVl+4G6aEAYG7FxEREREREVENYaYtERH5RcXyCNbGAP81I2jlzfhtNwb2XkREREREREQ1hEFbIiLyC0FUZ9oGhWQJ3r2JiIiIiIiI/IRBWyIi8guXmbY1LOziL0G7NxEREREREZG/MGhLRER+UXEhsuCMoSRo9yYiIiIiIiLyFwZtiYjILxyZtsErjxCWsypo9yYiIiIiIiLyFwZtiYjIL/R5m6wbQcy01RjPBO3eRERERERERP7CoC0REVWbUHZB3g5mpq05rnfQ7k1ERERERETkLwzaEhHVQoLpEhBC9Vu1pSfk7ZoO2ub2XStvR578DyBJNXp/IiIiIiIiIn9j0JaIqDaxlEAw5SN5TSskr20T7NE4aMLlTTGsQY3e2hzbA2XJ18n7gjm3Ru9PRERERERE5G8M2hIR1RL67OVIWdUIsXvvAwAIlmLo8re5P0E0ISxrGQRTXuAHJ5Y7Ng1NAn+/CgTR5Ng2F3l9XmTGG4g89u9ADImIiIiIiIioyhi0JSKqJWIOTAIAhOWslNuiDz7ltn/k8XcRt2sk4nYMC/TQIIhlAABzVFrA7+WKsfFIx1jMhV6dI5RdQNTxfyPq6BuAxRiooRERERERERH5jEFbIqLaQghzatKUX3Tb3XDuWwCAvmBHwIZkJ1is2a2SNjLg93KlrPHdjrHYAsiVERTZwYJU7qEnERERERERUc1i0JaIqJaQNHqnNm3ZWff9BW0gh6MimPOt99TF1dg91QPQwBLR2rotmTz3VZwjExm0JSIiIiIiotDBoC0RUW2hcc609ahGg7YFAIIYtIUjqK2sb+v5BIu8KYgsj0BEREREREShg0FbIqJaQnJRHsETXfHfARqJM40taCvqYmvsnk7sPx9vSx0oMnIF1rQlIiIiIiKiEMKgLRFRLSFIZtcHJNGpSZe3KcCjURNM9vIIQQza2mrZxu8YBkhSpd0FRaatxng6UKMiIiIiIiIi8hmDtkREoc5SjPit10NXtM/lYcGU69QWlrMy0KNSjyEEyiPoSo7I24I5r/ITFEFwjSk7ACMiIiIiIiIiqhoGbYmIQpzh3I/Q5210ezxux+0uMktr9uNdXohMH8RMWwW9F5nGytq3gikvgKMhIiIiIiIi8g2DtkREIc/zo/76wp3Q5W9WtQliaSAH5ESwlAAAJG10jd7XHa/KHSgybQVLzf68iIiIiIiIiDxh0JaIKMRJGn2lfSoGHc2RqfK2qIv395Cc7y9aF/KSNIaA38sbgmKRMbeUQVuRC5ERERERERFR6GDQloioLhDUH+fKRbbgbgEzf95ezrSNCPi9vCJaKu2iWtjNtogZERERERERUShg0JaIKOQJLlslwZGBG35+sfqgInNUYykKyKhc3S9UMm29ClQra9oyaEtEREREREQhhEFbIqKQ57qmrbIEQMSZdPWxCkFIXcFO/w/LJjLjTegL91h3tJEBu48vBG+Ctoo+YVlLAzgaIiIiIiIiIt8waEtEFOLcZYGaYnt4OEdd4zZm/6N+HZPMXISo4+/Iu8HMtM3v+rVjx4ugrTKwqys5Av2ltYEYFhEREREREZHPGLQlIgpxhrPfumwv6Oa6HYBTjVbBnOfHESmuW+E+waxpW97wHyht/pBtIJXXtK0Y2NVf+jMAoyIiIiIiIiLyHYO2REQhTp+/2WW7aGiCgk6fyPvKEgiCRZ1pK4Y1CMjYBLFctS9powNyH29Jgg5AhYXY3HZWB22jjv87EEMiIiIiIiIi8hmDtkREtZkQJm/G7bzD0axYiAwALBGtA3N/SZ1pKxqaBeY+3rIFbb0qj6BYiIyIiIiIiIgolDBoS0RUi1giWsMc3RF5PRYDAMoajZCPacqz5G170NZiC6J6tTBXFSgDn6I+ERCC/NeKD0Fbr/oQERERERERBQGDtkREIa488Rp529hkNHL7b4Ip+VprgyJIWtpkjOMkiz3TVgAAhF/8GXCRWRp94HGkLI+FPvevqg1OUdM2t8/Kql3DjyRBa9vwJmjrRQkFIiIiIiIioiBg0JaIKNRJ1mCrqE9ASavJTodLWj5m7RaWJLfZM221xky5zXAm3encCFtb/LYbqzQ0e01bi6E5xMg2VbqGX8k1ba1B28ij05GyPBa6POe6wIKkDmKbozoEfnxEREREREREXmDQlogoxNkDo4UdPwY04S562D7KFZmj+rwNTr10RYf8Pzhb4FMS9P6/dlXI5REsCD/3HaKOTQUAJGwd6tQ1/OKvqn1d8UHAUhzwIRIRERERERFVhkFbIqJQZy9roHETGJVLAohyk8aUCwAwNrpLbos4/bnfhybYyyNowjx3rCGSoqZt7L6H3PbTFh1EWM4Ka1dNpNxuOLsgoOMjIiIiIiIi8gaDtkREIU6QrIFRSfAcGI089ZE1wCtJcpvkZTC1smu7ZcsC9vY+AVehPIJS/OZB8s9GW/y33C5pI+TtsEvrAzxAIiIiIiIiosoxaEtEFOpsgVF32awa42l5W5+7XrU4WGmrJ7y6hSCVQyjP8Xlocl3YkAnaul+ITF+wE7qC7bY9R2BbY3K8bkmjC+Toaoy26AAij78LWEqDPRQiIiIiIiKqAgZtiYhCnGArj+Aum1Uw58vbmvJsCIq6rJYKi4PFb70O4W5KAMQcdF7krFL2TNuqZur6m2D9a81w/keXhzXlWdZuilIS6vND5HVUU+LGfojKeB0xB5+EIXMOYDEGe0hERERERETkAwZtiYhCnS1z1m3QVnQE5MLPLZQzRyVBDwhaSIrFy/R5mxC7f6Jq0TK7sKz/+Ty0UKtpqy3c7/F4+PlF0OVvheH0F3KbsdGd8nbIlHnwE8O5bxBz6GlEH3k52EMhIiIiIiIiHzBoS0QU4gTJVh7BTRaooHgEPjxnOWL2PQwAjmCtosatXcqKBCRs6KtqK0+5Ud7W5W1B9IHHIZgueR6crTyCJLhZJK2GKevTumI4/z0StgxBWO6fcpuxyT2ODu4We6vlws9+E+whEBERERERkQ/qRvE+IqK6ylIKjS1w6jYLVFQ/+q4v2GHdsAdtBR1gD/wq6IoPqvbl61uMSNh6rfVUsQyFnT91OzxBrrcb7rZPjarCOOzlJwAA7som1HJy7WEiIiIiIiKqFZhpS0QUwsIv/uLYcVcewc1iU/ZM28JOH3l3M1vJhHhbwBYAtMWHPJ9TSemGmiaGNfCpf3niNeq6vy4WMKt1XASeBbEM4ecXB2EwREREREREVBUhFbSdPXs2RowYgR49eqB///545JFHcOzYMfl4Xl4e3njjDVx//fXo2rUrrr76arz55psoLCxUXefs2bN4+OGH0a1bN/Tv3x9vv/02zGb1P8Q3b96M4cOHo3Pnzhg6dCgWL+Y/Zoko9GiLD8vb7hb7knTRrk+2BW3LGt7u1b0EW9BWX7hHeXXP58iZtqFRVqC0+Tif+hd2eB+WqHYoT7gSACDUiaCtc71iAIjdex8Ec0END4aIiIiIiIiqIqSCtlu2bMGoUaPw/fffIz09HWazGQ8++CBKSkoAABcvXsTFixfx3HPP4bfffsO0adOwbt06vPTSS/I1LBYLxo8fD5PJhIULF2L69OlYsmQJZs6cKffJzMzE+PHj0bdvX/z888+499578fLLL2PdunU1/pqJiDyJOv6uY8dNYLSw02yYYrqjrMEwVbtc01YQvLuZi2CftvSkx1MEsdR2r0jv7hFoWt/GIdqybOV6vmIdKCPgIfAsmItrcCBERERERERUVSFV03bu3Lmq/enTp6N///7Yv38/evfujdTUVMyaNUs+3qJFCzzxxBN45plnYDabodPpsH79emRkZCA9PR3Jycno0KEDHn/8cbz77ruYNGkSwsLCsHDhQjRr1gzPP/88AKBNmzbYvn07vvzyS1x55ZU1+pqJiLzlbrEvS3R75PX7E+HnfkD4xZ8c/X2t7+oiaKupZCEywWKtpytpDb7dKwQYFRnIkmD767AOZNoqs4VLmz+EiMw5joNiSRBGRERERERERL4KqaBtRfayB3FxcW77FBUVITo6Gjqd9aXs2rULqampSE5OlvsMHDgQr732GjIyMtCxY0fs2rUL/fv3V11n4MCBmDp1qsfxeJusVpvZX2N9eK1UOc6H4DPF9YE+fwsAQNC7KYNgp6nwka4Jl393JZc9i8hj73g8XYDF6XdtMbSApvwCpLAGEGwHlX0EexBQG1n75oni5yPYspgFyVT7XkcFAhxBW2OLCaqgrUYsgeSn18fPB1LifCAlzgdS4nwgJc4HUuJ8ICXOB2chG7QVRRFTp05Fz549kZqa6rLPpUuX8PHHH2PkyJFyW3Z2tipgC0Dez8rK8tinqKgIRqMRBoNzxlhiYhS02pCqJhFQSUkxwR4ChRDOhyCKawXkbwEun4nk5Ep+D6Xq4/rwSMc5F+Ldn9fyHuDkNwjTC0730JpzkbS2HdD5/4CurwOoMB/CrIteRUbHIrKy8dWUHu8CO/9VaTdDVAwM9jHnW/8M1wPhofI6qspolDcTWvQAtjcAjBet+9EA/Pz6+PlASpwPpMT5QEqcD6TE+UBKnA+kxPngELJB2ylTpuDIkSP45ptvXB4vKirC+PHj0aZNG0yaNCng47l0qbheRPsFwfoGyckphOR5/SGqBzgfgi/GWIJwAEUlIozZhR77hhWaEKvYL5MiUGg7x2AU4CpPVwxriOLYaxCDbyBmb8GlCxeg+krLbLvnvjeQ0/QZp/kQXVoCA4Bio4TSSsZXY1Iehuaqm5H4ZwdVs6iLh8acJ+/nJf0TZtuYw4tMiAFQbixFQai8Dh8JZVnQFWyDJaYLEgFIghY5OUXAwANI2NAH2pJjyL+UBZPgn9fHzwdS4nwgJc4HUuJ8ICXOB1LifCCl+jYfKk3KQogGbV9//XWsWbMGX3/9NRo1auR0vKioCOPGjUNUVBQ++ugj6PWOOo/JycnYs2ePqn92djYAICUlRe5jb1P2iY6Odplla1cfJo2dJNWv10uecT4EkVhu/UMTXunvQBK06n1drHyOpIlwfXl9PGC2ljjQmHKhy93k/vqS4095LLbxSdCH1ByxhDdF9qBjiN37AMIurQEAFHachbg9Y+Q+ptjLAftrstcLlswh9Tp8kfhXD2jMBY4GQWd9LUIYRH0ytDgGmEv8/vr4+UBKnA+kxPlASpwPpMT5QEqcD6TE+eAQUs/7S5KE119/HcuXL8dXX32F5s2bO/UpKirCgw8+CL1ej08++QTh4eqFdrp3746///4bOTk5ctuGDRsQHR2Ntm3byn02bVIHJjZs2IDu3bv7/0UREVWDIJpsG5V/xyZV6GOJaOU4pnH9hZSkT4CkdeTgxu8Y5tsA7eOrWE83BEhhyRD1CfK+JbKN+86Khch0+duRuL4rwi78EuAR+pcqYAv1wnWSNgoAIFiKanRMREREREREVDUhFbSdMmUKfvnlF7z33nuIiopCVlYWsrKyYLTV5ysqKsIDDzyAkpISvPXWWygqKpL7WCzWVc8HDhyItm3b4tlnn8WhQ4ewbt06zJgxA6NGjUJYWBgA4O6770ZmZibeeecdHD16FAsWLMCyZctw3333BeulExG5JtmDtnrP/QCnwG5pi4nKgy5PsURchrKGw70ci/PXnYJtfJIQ5t01apzidWsMyO2zGsaGw5EzcK+qlz1LWZAsiN09CtrSE4jbM7omB+p/ikC9pI0EAAiWkmCNhoiIiIiIiHwQUqlR3377LQBgzJgxqvZp06bh9ttvx/79+7F7924AwNChQ1V9Vq5ciWbNmkGr1eLTTz/Fa6+9hpEjRyIiIgLDhw/H5MmT5b7NmzfH7NmzMW3aNMybNw+NGjXCm2++iSuvvDLAr5CIyDf2TFtJ41vQtizlJkj6RMVB0eUpRalveZ8laykBVFVzoci09WJ8QWBsNg6GC4sBAJLWAEtUWxR2/cq5o720hGSBxpQrN4ef+wFlje+siaFWiz5npXOj4PhelkFbIiIiIiKi2iWkgraHDx/2eLxv376V9gGApk2bYs6cOZVe66effvJleERENU8yW//0qjyCoqZthczcsobDgP3WzFtRnwCNKRe5ff+EFJbk9VA0pksA1HXGHZm2IfXXicyUOBDliVdD0sVADG/qvqMiaCtnNwOI3fcgsmpB0Db68PPOjZLFsWnPurXVICYiIiIiIqLQFpr/yiYiquf0OatU9WW9Cooq+gjmfPUxbRQKOn4MQTSirPFd0JSdhyUq1e2lLIZm0BpPqxtFo3NHOdM2VMsjAPmXe1Ob1pqVqi/Y7nxILA/p1wcAumLnLzRFZaa1bW4I9i8BiIiIiIiIKKSFVE1bIiKycloQzKtMVkf9Vo0x0+loWdPRMDYfB0kX6zFgCwDFbV52vrqLLE1Hpm1olkfwlipLuQJ93uYaHIn/WKI7OXbkTGIGbYmIiIiIiGoDBm2JiGoDr4Kijsfh4SEI6Q1Jn+A8BLHMuaM9kBvimaiV8vTzqvC6dfk7oM9eHuAB+YOjjrGcqc2gLRERERERUa3AoC0RUS0gebNYmOQI0pUnXefT9Qs6f6bat0S2de7kqh6qLQgYqjVtveYhaFsxWJ2w5WrE7xwBTcmxQI/KZxIElCVfDwAwNhnlOCCXR7C4Oo2IiIiIiIhCDIO2RES1gRdBUWVArqzR7T5dvqzx3ap9S+Rlztd3kWlrL4/gXSZwCPMYtC112e6qjqzHW5TnQFv8t0/neMsUezkAoKD7QhR0nYdL/begPOVGRwd70F80uTibiIiIiIiIQg2DtkREQRR+/kckrusCffYKzx29CNpK2kh52xzXq3oDE7QobvtKhRtUCPhJFuiKDli3a3t5BA8EiyJoK0nypi7fxaJlHiSvbY3EDb2gLc7w19Bk9oC6pAkHtBGwRLdXHWd5BCIiIiIiotqFQVsioiCK3fsAtMaTiDr6hsd+3iz0ZY7phtLmD6Oo3ZtVGkthh5mq/ZKWjyG/69ewRLQGAAgVsjQNZ7+Rty2GJlW6Z6gQzAXuD1pKAElC+PnF0BYflJujjr8DoeyCz/fS5QdgYTPRaP1TY3B93JZJLDBoS0REREREVCswaEtEFCTa4iPytqY8y3Nnb2rGCgKK2r+L0laTqzQeY9N7UdDpE1zqv9U2qHCUN/wHxPCG1v0KmbYxBx6Vt8WIVlW6Z6hwFbQ1R3e0HhONMJz5ErF770Pc9ttUfaL/frEqd6vKED1f0VZvWNKEu+5ga484/TlgKfb7/YmIiIiIiMi/GLSlukeyQJe70ZodRxTCwi8skbc1xjOqY5I2Sr3vzUJk1SUIKGsyCpboNPW97Vm+Fcsj1CEmF+UkTPH9AQCCpQT6S2sAANpydWatxpTj8730uX/5PsBKCLZMW8lNpq3F0FLeNpxd4Pf7ExERERERkX8xaEt1TsTJj5Gw7XrE7b4n2EMh8kgMS5a3BUjQ525QHCxXd/Ym0zZQbPdWlUdQ1HatC8TINrh0xTbk9bQG0ovbvATJVqc36tg0uPvrUlt81LsbSKK8GXF2frXG6pJ9kTg3mbaSLlrerljmgoiIiIiIiEJPEKMARP4nmAsRceojAEBYzqogj4bIDdEEQSx1CszGb7sBWUMLAEmCUDGr1YuatoFiD16qMm0lS3AGE0CWqFRYolKRdW0+IAhIWtNaPma4sMjlOVrjSe8ubg+qBoicaat1k2kbcZljKLq4gI6FiIiIiIiIqo+ZtlRnaIszkPhne2jLzgZ7KEQeJWzsg+TVzaAtO+d0TDBdCr0yBLaAsTrTNsTG6E+CteZsVUofuL2kfaGwQJAkCLagsLuatpboNLnkhiCydAwREREREVGoY9CW6ozIY9OgsRQGexhEldKVWB+p1+esdDoWdeR16PO3ObWL4Y0DPi53JI1zTVuhYvmGOsgU091v1xIqZtr6sea2rnC3Y8fdQmQAyhr8wzoW1vsmIiIiIiIKeQzaUp1hOP9DsIdA5BPBUuzUFnHmC8Rvu0Hez7o211oywZb9GRT2erqq8ghmebO0yegaHlDNKOz0kXcdvSl9UKFPWO76KozIBUspEjZfJe+6W4gMADSl1lIOkSdm+ufeREREREREFDAM2hIRBYlXGY+CNvADqYytpq2yPIIy07aowwc1PqSaYInp4lW/iFOfVdqnYqat5KeF5cKyf69wI/e1j8PyrAvdaUzZfrk3ERERERERBQ6DtlRnuavtSBQqXNW0DUWSoCiPkDEHsdtus9beBax1UuvJe62wvevgdPSRl2A4Mx+C2UN5lgo1bSMyKw/0eiSaANGEuD33qts9ZGSXtHxc3rZn3RIREREREVFoYtCW6gxRn6Tal7SRQRoJUR1jywoVRBOw5WGEXVqNxE39AdSvL0eMTe91eyzmwKOIPvQvQJJcHq+YaRuetbTqA5EsSFzfBYl/9VQ3eyiNAACWqFR5W1N2vur3JyIiIiIiooBj0JbqEHWGmaSLC9I4iDxwE9QLZa4WInMctNTsYIJJ47mkgeHct0hZEQddwU4Xxxaq9kV9ctWHYTwLbdlZaI3qbFmhQjavE0U5DsFSWuX7ExERERERUeAxaEt1h6CezqIuPjjjIPLETZDTFNenhgfiA1s2rT5vs/Mhc35Njybkxex/xKktInOO365fMWvXzhLeuJLzHEFdwZzrt/EQERERERGR/zFoS3WGVCHTVqhPGYBUizjPy5yBe5DX+39O7Zeu2F4TA6qU/bF7fe5fQR5J8FgMLb3vG1F5X8GcW+Ws68jj7zi1meL6oKD7d57vqciu1ZgKqnRvIiIiIiIiqhkM2lKdIVR8dFsyB2cgRJ64mJeioSUgaJ3qw1oi29bUqDySNBHBHkLQ5PVahvKEgcjv4RwQLej0qctzLIYWlV5XkCyuy014oWKpBQDI670c5tjuHs8ra3S7vK0xciEyIiIiIiKiUMagLdUZYlgD1b4gGhF96F8wnP4iSCMiclYxA9xiaAYI1ixxp8XzBHX2eNBoPS9wVZeZEgYgv9dSWKI7Oh0ra3Snz9cTtTHytqCoMes1SXRqMke29WquWKJSIQlhAICo4+/6fm8iIiIiIiKqMQzaUt1hC4YVtZ0CANCWHkdE5meIOfhErVz8ieqoimU7BMfiVvaAWqixRLQK9hBCRknz8QCAsga3AfYF2ipwyvpXMDYdDcn2O6/SYmAuMrUlbZTXpwtSubwdcfx93+9PRERERERENYJBW6pDbBloGufAl2DKqeGxELlRIWgrCVrHjou5GwrMUWlujxW3frYGRxJ8xalvIa/nEhR0nu22j6cMWmOzByHYAq9Rfz8PiOVu+7rkKmiri/P6dOUCjdEZr/l2byIiIiIiIqoxDNpSnWF/7FxyEfiKOPMlIJpcPlpMVKMqBG0F0RGEkwTXmZvBJhqaObWVNr0fWUOyUNL25SCMKIg0YTAlDQEqlrJQcBW0lTSRtj8ddYsNF5Yg/Nz3Pt1ecBW01cd7fX5+z0U+3Y+IiIiIiIiCg0FbqjvsJRAqLOYEALAYkbIyCUlrKl8giCiQKta01SoXhHLzuH3QVfgixBLeGEUd/+P6vVbPFHRJd250WhRRAuxlCSqUwNCWHvfthqJz6QXRh0xbc1xv3+5HREREREREQcGgLdUhtkxbF9mKUcffAQBozAVAVRb/IfIXF5mSdoK5SN4uSp1aE6PxWl7Pn2CO6gBENkNh92+CPZyQUdZoBLKGFqC02ThHoyKwKphykbi+q5whW/FJAEtUqm83rFgTGb6VRyAiIiIiIqLagUFbqjvswYxKsv805axvS0HkIuhmpy07I28bG91ZE6PxmilpMPIGbAaGZcIcd3mwhxNyijq8j4LOnwFQlzBI2Hy1Uza1xdBScabg031clUcQw5J9ugYRERERERGFPgZtqe6w1auVKntk28PK7kSB5iroZleeOEjelsIa1MRwyJ/sWf6KwHzF8geSEIbcPisVLT7W2XYZtK3GXBHdz0ciIiIiIiIKHgZtqc7wtBCZq35EQVFhMbz8rvPl7cJOn6L4shdw6YrtgOBbBiYFnyTobBseAqEaPaTwBihPutbWt/pBW6kambaCpajyTkRERERERFTjdMEeAJH/2IIflWbaMrOMgkn9pUF5w9vkbdHQFCVtXqjpAZG/2IK2gqdsfkELAJAE+3emkm+3cJlpm+LTNVTXsxRD0sdX+XwiIiIiIiIKDGbaUt0hl0fwnGnLoC0Fi7ZwHxI39gv2MChQbAFZ7z5jrH/9Cn7ItBXDG/l2DQXl4ndEREREREQUOhi0pbrDXvZAqKw8AoO2FBwx+x9R7Rd0nhukkVAgOMoj2D6LPAVk7Zm2fgnaNvHtGsphWAqrfC4REREREREFDoO25B0xdBfvEsqzEX3wSWhswYdKM21D+LVQ3SaIZfK2ObINyhrfGcTRkN9prAuRyV8MieWeOtv+9C1oK7haOMzH+scFXb6Qt2P2T/DpXCIiIiIiIqoZDNpSpcIu/IzkVY0Rfu6HYA/FpeS1lyHitCJjsdKatlyIjIJDsgX1AEDSRgVxJBQQFRYi0xozVYfNUe0VfauaaVv9L53KGt0hb+uK/6729YiIiIiIiMj/uBAZVSrm0FMQpHLE7nsQWSGWGSiYnR/tlTQGebuswTBYItvAcOYraEzZ1nNYHoGCRVB85GojgzcOCgh7eQRd8d9I2NAbuuLD8rHS5g+jtOlYRe8qZtravnSyhDdGWeN/oqzBP6ozZCIiIiIiIgpRzLSlSolhVV/kJtA0ZRecGxWBsbKU61Hc7lXkDDoKc3QnayODthQsitIdEoO2dY99ITJAFbAFgKL278IS01Xel6pZ01bSxaO43Wswx/Ws2liJiIiIiIgopDHTltyzlCL8wmLoivY62iSLKjARbBGnPnZqkxTjk1dmFwTFIkEM2lJwSALLI9Rpit+vF51t/1/FhcgEP/71HWKf60RERERERMRMW/Ig6uibiN0/UdUmmPODNBrXdPlbnBsFx7S2GJoq2q1BDpZHoGDR566XtyWfAnxUG0i+BFKrmGlr//zy6V4u5PX82bGjWCCPiIiIiIiIQgODtuRW+IUlTm2CKbSCti6nsKBBXs+fUNTuTZgSr1G0M9OWgkuAJG+7LO1BtVsVgrau6nIDgFCeg6hDz0JbuEd9QLR9fmmqlxlrShjouBeDtkRERERERCGHQVtyz0UAQhNimbZSWJKLVgGmpMEobTUZEARHXwZtKYRoys4Fewjkb25KDOQM3OfUps/dBACIOjYV2qKDTsejDz+HyMxPkbhpoPqAv8ojCDpIthINEMurdy0iIiIiIiLyOwZtyS3JRQAi1MojlDUc7tQm6RNcd9bYyiOIDNpScJji+srbofYFCFWfpFhozq6k5WMQI1o4tWuNJ+XtxI19AUlSHdcV7HR5D0d5hGqW1xAEQBNu3WSmLRERERERUcjhQmTknotMrlArjyDZvnewGFrCEnkZitLecd/ZHoRmpi3VNIsRYdl/QFN+UW4qSn0ziAOiQJB0sfL2pX4bYYlsIwdGKypu83+IOvqGvK8pOwPR0MyLm/hvITJJEw5BNDJoS0REREREFIKYaUtuuaq1GGrZgfYaoeboDsi//GdYotPc9rVnpnEhMqppURmvIm7PaGhLjwMACjp9grImo4I8KvI3ZdBW0sUAWoOqRItSSet/wRTTzdEgmtxeN+rIK/J2WNZS64abUgw+sWcGszwCERERERFRyGHQltxz8fitYMqr+XF4Yl95XfBiKrOmLQWJ4ewC1b4lsm2QRkIBJWhQ0OkTFKVOdVkSQd1XQF7v5Y5dD59LkSdmAAB0+TtguLDYul2wo9rDlTQG671FY7WvRURERERERP7F8gjkgcWpRTDn1fwwPLIFbeE6m02FQVsKloqPsrt5ZJ5qP58yqLUGiPpkaEzZgKTOtNW4+KwNv/iL47jpUlWHKLPX4GXQloiIiIiIKPQw05bcc7FgV6iVR4CtPIJXmba2wETFrEeiQKu4aJQ9w5FI0tjmRoUvk0R9smpfMOXKn2H+Ihqs2cDa4iPQ5W9HyvJYhJ/91q/3ICIiIiIioqph0JbcEmyZtsYmo1DS4lFrW6gFbSXvM23Ds/8HAND74bFiIp/Ya4faSMy0JTtbFrZQoaatrvigal9/aR00ZRfk/azBF1Bdlqh2AICYg5ORsOUaAEDs/vGAJFX72kRERERERFQ9DNqSe7bMr5KWT8ASeRkAQLCUBnNELtiDtr5NZVeLrBEFTIXyCJI2MkgDoZDjomyLrmCXUzet8RQEsQwAUNhhBqCNqPat3c3DlBVx0BjPVfv6REREREREVHUM2pKKPmsZcGKhdUexyJeksQUIQi1oa8sIk7wpj6DAoC3VJPkRePu+PilII6FQY58bykxbXf5Wp37Rf78oP+ngr0xtT9dJ2HC5X+5BREREREREVcOFyEglZs+DgFgC4eqT8mrmkqADtKG5yrggZ9r6io//Ug1S1LQtbXovoOFHL9lUyLTV5/6FyJOz5MOSoJM/i8Ny11kb/VQTWVtyzO0xjaXIL/cgIiIiIiKiqmGmLakIohGQRBgyP4NgKbY1auVMW0EMsUxbXxYiU51mqrwPkZ9oys7K28XtXg/iSCjUyIvUSSZANCN+243Qlp6Qjxub3e98jqb6pREAICxnhV+uQ0RERERERP7HoC2p2bK+ojLeULVJ9kxbS2hl2joWIqt8Kpc2GydvRx5/D4Yz8wM0KCI1jSlX3pZ0sUEcCYUc+0JkkhlChezWklZPQgxr5HSKv+ZQfo/FfrkOERERERER+R+DtlSBc9kASRMO2DO7Qi3T1r7KuSBU2rUo7W15O+LMV4g58Kh1RzQj4vj70OVtDsQIiWSSJhIQtMEeBoUSW01bTdkFx9MNNmUpN6K02QNOp4j6OL/c2hx3OXL7rnXfQWIZGSIiIiIiomBh0JZU7KuTK0lhSZBsK5WHXKatHGT2YipXWAzKeroFYVm/IjrjNSRsHQpD5ueAZPHrCInsLJFtgj0ECjHakqMAgJiDk5G0roP6oKCDFJYEc3RHVbOk80/QFgDMsT1QlnwdAEDUxlQ4WtWa4URERERERFRdXA2HPCpLuRkAQrimrT2oUHmmrSuCpQSa8mx5P+bQUxAsRSht9UT1h0ZUgahPCPYQKMRoyrPcHpO00dY/NeHqdl20X8dQ2CUdZRd/QVnDYdCYCpC0Ls12Iwszw4mIiIiIiIKEmbbkkTm2JwCEcE1ba6at5OVCZCbb67GLODHDKWst+sgr/hkbUQXF7V4L9hColihKexuW6PbWHUXQ1thwBCSdf4P/ki4GZU1GAdoodUCYTx0QEREREREFDYO25JGki7L+qaxpG1J1Dr1fiAwA8nv+pNoPv/gLBDHEAtFUtyjeL5aIlkEcCIWiwrR/u2wvbTFR3pY0Bkf/rule1fCuKkmZWcugLRERERERUdAwaEseycFaW9BAgASEUJBTkGxBWy+DGBWzanXFhxH190v+HhaRg2R2bAusSENqxhbjkXPlAY99itu8CEkTjqK2UwI/IEXQVmDQloiIiIiIKGgYQSAVc0w36Ap3y/uSYF28S9JFQ9JGQbAUQ1tyDJaYTsEaYgW+Zdq6Cu5qzPn+Gw5RBfr8rfK2pIsN4kgoVImGZqr9nAG7Vfvm+H7IvuYMoAmrgdEoa9gyaEtERERERBQszLQllfyePwJxnR0N9iCnoIUlvBEAQJ+/JQgjc8OeCebHxXIqLvpDVB26wl2OHS7qRJUwxfeHGNna+UCNBGyhnqPMtCUiIiIiIgqakArazp49GyNGjECPHj3Qv39/PPLIIzh27JiqT1lZGaZMmYK+ffuiR48eeOyxx5Cdna3qc/bsWTz88MPo1q0b+vfvj7fffhtms1nVZ/PmzRg+fDg6d+6MoUOHYvHixQF/fbWBFN4QGLpe0eKYIrqSowCAmIOPA/ayBMFme/Rc8iEYZo5s47K9PGEgAEDUJ1Z/XEQ2kq0kQnniNUEeCdUGZcnXB3cAggDJ9rnP8ghERERERETBE1JB2y1btmDUqFH4/vvvkZ6eDrPZjAcffBAlJSVyn6lTp2L16tWYMWMG5s+fj4sXL2LSpEnycYvFgvHjx8NkMmHhwoWYPn06lixZgpkzZ8p9MjMzMX78ePTt2xc///wz7r33Xrz88stYt25djb7ekKVRVM1wFwwVS2tmLJVw1LT1Pmib12clzFGpTu2SNsZ2TbPTMaKqEsRyAIAYlhzkkVAoy+uxGKXNH0Jpy0eDPRTH5ymDtkREREREREETUjVt586dq9qfPn06+vfvj/3796N3794oLCzEokWL8O6776J///4ArEHcm266Cbt27UL37t2xfv16ZGRkID09HcnJyejQoQMef/xxvPvuu5g0aRLCwsKwcOFCNGvWDM8//zwAoE2bNti+fTu+/PJLXHnllTX+ukOOMgDqJhgqWEogaaNqaEAeyOURvJ/Kkj4Rpvj+0BX/rW7XWYO2EE3+Gh0RIEnWP1kagTwwJV8LU/K1wR6GlaAFJBODtkREREREREEUUkHbigoLCwEAcXFxAIB9+/bBZDLhiiuukPu0adMGTZo0kYO2u3btQmpqKpKTHVltAwcOxGuvvYaMjAx07NgRu3btkoO+yj5Tp071OB4Xa1jVOYIAp6Ctq9etsRRDFFJqbFzuCLBlxboZp/sTnQNoctBWMteL37U35JLG/HlUmWBfzEnQ1PqfI+dDPWH7fBRg8fi75nwgJc4HUuJ8ICXOB1LifCAlzgdS4nxwFrJBW1EUMXXqVPTs2ROpqdZH2bOzs6HX6xEbq16BPSkpCVlZWXIfZcAWgLxfWZ+ioiIYjUYYDAan8SQmRkGrDalqEoGjqFcbGxcNJMc4dUmM1QDxzu017oQ1uBAZFYFIF+N0K8L5dxxha9NIJiT7cq16ICmJP48qu2D9mDUYDDDUkXnF+VDHabSABUiMjwBiK/9dcz6QEucDKXE+kBLnAylxPpAS5wMpcT44hGzQdsqUKThy5Ai++eabYA8FAHDpUnG9iPYLgvoNUlBYhvJsa8azMsydl3MRZnOLGh6ds4TTv0ELoKTUjBLbOL0RZTQjokJbaZmICACSZEaOD9eqy+zzISenUH7Kn3wTUVyKKADGMguKavm84nyoHxIlDTQAcnMLYCl3PWfDLv4GTdk5RPd4ivOBAPDzgdQ4H0iJ84GUOB9IifOBlOrbfPAmWTAkg7avv/461qxZg6+//hqNGjWS25OTk2EymVBQUKDKts3JyUFKSorcZ8+eParrZWdnA4Cqj71N2Sc6Otpllq1dfZg0FUnQyK9bggABth1zSUj8PLQlxwAA+pxVkNq87P2JLmo1imHW+SFIFkiixJx8BUmqn/PfL0TrXJOgrTM/Q86HOs5WHkESLa5/z5IFsbvusW63GwZJSuF8IBk/H0iJ84GUOB9IifOBlDgfSInzwSGknveXJAmvv/46li9fjq+++grNmzdXHe/cuTP0ej02btwotx07dgxnz55F9+7dAQDdu3fH33//jZycHLnPhg0bEB0djbZt28p9Nm3apLr2hg0b5GuQgqL2a1GHGY5mU46LzsGjK9jlU39JG6naL0u+DsbG9yg6+GkxMi5qRrCVG+GXAFRb2D/33SxEpik95dixGGtgQERERERERPVPSAVtp0yZgl9++QXvvfceoqKikJWVhaysLBiN1n8UxsTEYMSIEZg+fTo2bdqEffv24cUXX0SPHj3kgOvAgQPRtm1bPPvsszh06BDWrVuHGTNmYNSoUQgLCwMA3H333cjMzMQ777yDo0ePYsGCBVi2bBnuu+++IL3y0CUpgrbGZvejPN66CJy27HywhuSSOaarT/3tWbUAkNdrGQp6/AhRH+fo4Iegrab0FJLWtkb0waeqfS2qxeyBLxeL3xGFIvvnvuAuaKv8/M/aUBNDIiIiIiIiqndCKmj77bfforCwEGPGjMHAgQPl/y1dulTu8+KLL+Lqq6/G5MmTMXr0aCQnJ2PWrFnyca1Wi08//RQajQYjR47EM888g2HDhmHy5Mlyn+bNm2P27NnYsGEDbrvtNqSnp+PNN9/ElVdeWaOvN5QZG4+EKaY7TAlXqdotkZfZNkqDMCr3itq/61N/Ue+o0GtKGGDdEBzVQoRKMmQjTn6EsAtLPPYxnJkHjbkAEac/Z8ZtvSbZ/j+kPm6J3Ksk01aQzI6dLQ/VwICIiIiIiIjqn5CqaXv48OFK+4SHh+PVV1/Fq6++6rZP06ZNMWfOHI/X6du3L3766Sdfh1hvFHWZ47qGiK2sgGAprtkBuSEJOgiSGWJ4E5/OM8f1dm4U9IoLuw5WAIC26BCi/34BAJA1dLjbfmK4ox5z/JbByOu3zqcxUt0gMNOWah37XHXzOejh85GIiIiIiIj8I6SCthT6JDloWxLkkQCQJDnjS9LoK+msZolOQ17Pn1VlEiBoIEEDASIEyQR3da8FU65X91BeW1+426fxUR0i2WvaMtOWagn7XHUTnI0+xJIvREREREREgcagLflE0oRS0FZRckDwLWgLAKaka5wbNXpALPNczkAZfJNEr4Jxojba5/FRHcFMW6plJFupGFc1bcPPLoCuJMPREJZYU8MiIiIiIiKqV5j6RT6RtFEAAEEMraCtr5m2bi9pD/56WohMUfvW84JlorylsRRBKM+u3uColrLPAwZtqZawf8Ypa9cCgCQidv9EdVv5JUc2OREREREREfkNg7bkE7k8gjn4NW1Vi4UJYX66qPsMM0cfRfDNQ0ZuxWtEH36+WkOjWso2DyRBCPJAiLwjaayfp4JYBo3xLCKPToNQdgHakqMu+4dd+Lkmh0dERERERFQvsDwC+UTSxwEABHNBkEeCCuUR/DSV5Qwz98FYSXEvTfkFiNoowFVArkL2ma5gh1+GSLWLYM+0ZXkEqi1sQVuIJsTuGgl94W7o8zZB1Ce47K4tPVmDgyMiIiIiIqofmGlLPhF18QCAsNw/ocvbDF3BLnUHyQJI7pbw8i97pq0k6FwHTavAXmZB8FTTFo57Jf3VA1F/v+DmYhWydf0VWKbaRQ7e8+OWagdt8d8AAF3hbnkRxbBLq2G4sNj1CR7LxADa4iPQ56z26xiJiIiIiIjqOkYRyCf2TFsASNg6FAmbr3IEJy0lSFrTGonrO9fQYMqtf/qrNALgWNDMYxBCHZSOPPWxm37qTFtLRMuqj4tqL4mZtlS7aMz5AICoY9PlNsnDYo+ev+QCEjdcjvgdt0FbuMc/AyQiIiIiIqoHGLQln9gXIlPSFewGRDP0eRuhMedBa8xE3LabAz4WOdPWT4uQWS9qC6x5qmkL50V3tEWHnbtVyDgOz/5fNQZGtZZ9Lgn8uKXazMNiY5Vk2trpKz6ZQURERERERG4xikA+sUR1cGpL2HI14rddj/gdw+W2sNx1gR+MfWVzDxlgPl/SXh7BQ81ewcVK6Ykbe8vb2sK9iN90FcKz//DbuKg2s84XCcy0pdqhqN1bTm2VLs4olkMoz0bk0begy98mH9LlbnT08/hlGBERERERESkxaEu+EQSUtHraqVmfv9W5r1ge2KHYru/PTFv7NXVFB9x3chG0tbZbM2sTNw2AvnAXwi/+5LdxUe0lMNOWahlLZBuf+mvKLiBlZTKS116GqGNvI37rUPmY1nhK3g4//yMgmv02TiIiIiIiorqMUQTymWAp9K6jVLV/nAvlWYjZ9xB0eZsqub7tkVw/ZtqK+kTbtX0rjwAAuvwt0BYdcmo3R6XK2xEnZlZneBQEurxN0BjPVuMKrGlLtYukcy6D44nhzFeqfVVWruLvgbDcdUhe3QSwGKs1PiIiIiIiovqAQVvymX1l8coIVQzaxhx8AoZz3yFh63Xus1oBIAA1bU3x/QEA0RmvIXr/o647uRlTwtahSNzYx7m7JlLejj7ycvUHGWCCuQDaooPBHkZI0OVvQ8LW65C0rj3idgyr2kXkAJbgr2ERBZQlsp3frlVxkTJBNCJOUUqHiIiIiIiIXGPQlnwm6eK97Fi1oK0uf4e8HXHyI7f9NKZLAACt8UyV7uOK8rHgiLPzoS06hJh9DyFleSwMmZ/ZjkiuT3ZD0sX6bXwBI4mI2XM/UpbHInl1MyRu7Av9pfUQyrODPbKg0uf+JW+H5awCxDLfL2IL8kvMtKVaQjQ0QW7fatYlt5WL0ZSdczoUlveXUxsRERERERGpMWhLPitKfRNlKTdX3rGKi85IWoO8HXnyP277xe3+JwBr5pa/SNoI1X7ixj4wnPsOABBz6F/2XhXO8fwosSWipd/GFyjhZ7+B4cIiVVv89puQtOYy4OwyOQBT/6g/IjWmXJ+vIC9cx5q2VIuYY7tB1Cc4tRe2f1feLm12v9vzwy7+DACIPPa26w6WkuoNkIiIiIiIqI5jFIF8Jka0QEH3byvt53G1cU8U5QRqPOAphHk+LkmOIJyNKbaH51P08Shtei8AQPQ2S7mG6Qu2uz+45iZE7xtfc4MJIRWzpHV5G1108lDCA4CjBjIzbal2kbQxTm3G5g8r9tz/J0TcnrEAAMFNDfCUVY2qNTYiIiIiIqK6jkFb8itzZFvHThXLI0jacHnbYmhRaX8xLKVK93F5b024x+P63D8Rs3+ivG+ObANJF+f5mro4lDUcBgAQDc2rPcZAcJVRp2Q4t7CGRhJq1F88xO25F4K5QN6PODEDySuTEX52gftL2L+8YKYt1TIllz2n2q/4VIEY3rB6N6hQ75aIiIiIiIgcGEUgv8od4KhHqyvYVcWrOKalGN7YbS8xrAEAIK/nT1W8j7PKFk+L23kHtKXH5f28PmsgmPI8niPq4+FYhCo0ywxI+sRgDyEkCS4e4Y7ffLW8HX3kFQiSGbH7J8JwZj6E8izni8jlEZhpS7WLsclo5PZegcIOsyDq4pDf3frlTUGXL1F82XMwJV3j8XxNyXGI+mQAQHnCQKfj/ixtQ0REREREVNcwaEsBE3liRpXOM0d39K6jfVEojcFzPx9YDE09HhcUC1GZYrpC0sdVuqiONRPX/lYLftBWKLsAQ+ZnqoxRck0wFzm16UoyXPaNOfAokte2gWAuVB+wfRHAhcio1hEEmOP7wNjsXuRcfQqmxEEAgLJGt6OkzUtOta4ljUEVnE36qxs0JutihkXt33Na3Cz8vLqONhERERERETkwaEsBU+VHZ1W1cN3XxRUspdbufgzamuP7oqTVk9511ka6PVQeP0DelnSxgGDLtK20/mngxe+4DTGH/oXoA487GitZaMxiaBbgUYUg0QxB9H2xJE3pCdW+IJXbDnguvUEU0uyfYcomxRc/ZQ1uRfbVJ1DY8SM35+tgju2GrGvz5KaYg5OhLT7i75ESERERERHVCQzaUpW5C24WpU6zblQxQKlcwMztYmaSKAfDJG1Ele7jTnG7KShp+biqzRTXx3kImgjbsd6Oc9u+gktXbEdBt/nWY7GXozxpMEKpPIKu6AAAIPzir4pWz78roZ7VntTlb0Xy6mZytrix4QgXfTws3qagLToEwL9fLhCFAlPSIHm7oOvX1i+yNHqXfSV7u6CBqI2W23UFOwM6RiIiIiIiotpKF+wBUO1V3PZVGBvdgYSt10GwFMvt1hqu6lICvlEEEN0FbZW1EAOQwVic+gb0eRugz99qHYbgHIiQbJm2BZ0/R0TmZyht+RhEQxP5eNZQZfmB0AnaOih+tpUF2O3ZovVE9N8vqbJszTFdkd/kn4jbeYe1QbKoFqRTqlgHV1t+wdpuzg/MYImCRRMO3CMhO7tQ/mhz9VnpRHD8pwfLtBAREREREbnGTFuqOkEDS0wXiGEpFdpttTvdBVwrozzPzTXspREAR8ar3ynv7SJ7TLIFi8XI1ihOm6YK2DoLwaCtIlAruChDUdpsHHIHWLNJNaZcwMWiXHWVVKH0hbbsDMoTHVmFmvIs6IoPuTxX+QWGsuyEpjzbv4MkCkWC6++CJW2MY0fxecqgLRERERERkWsM2lK12cshFLV7w9ZiX3DJ9/II+twNMJz/Qd43nFvosp89i1cStIAmMAnj1gXE7Dd0XkTKcGGx9xcTbG+1SmrH1iRBGUCukGlbfNkLKOrwPiwRreQ2fT16jFnUJ1ZoKFNldMdtv83tuYZz3zt2FIH/ssYj/TY+opDlLmgbluTYVvTRMGhLRERERETkEoO2VG3lDW5G9tUnUNpysrXBHuAUzT5fK2bfeNW+oCyDoCTaFyELUJYtgMIOM2CKvRz5Xed798ivB5KcaRv8hchcsgVtS5uMQfbVmShp84K1XaMHYtsDAARzUbBGV+MkfYK6ocLvX1d80O25hnPfQFewy3YhRy1gSRvlr+ERhSzJxVMJyrrfANSB3XqUwU9EREREROQLBm3JLyR9ory6uGQL2rp65L4yWuNJr/rJ9XIDuLiTGNkaeX1Xo7zhbaqMyaK0tyFBQF4PXzJtbUHbEMq0VbMFkzXhkPRx6kOGhgAAwVJ/grYVM49LWj8DAChq96bL7jlXHoA5upO8n7D5Kuizl0MQHbWAqxv4J6oVXMzzvMt/q9DH8eSCINWvRQ6JiIiIiIi8xaAt+V91a9oqiLpY17ew1bSVtIEL2qrGoahXW9p8PLKH5sOUfK0PVxBs/x+iQVt7kFJw8ZGgs9aiVNVqreOUi4lJ0EA0NLa2i6VOfQs6fwbR0AzmqDRVe/zOEdDnbXQ0uMhAJKpzKpRHKG0yFtCqn4hQlkdQ1icnIiIiIiIih8AUA6X6zY9BW425ABrjOWvQTCyD4ey3KE++Vl7USQpgpq1ScdtXoCnPQXnKja4Dm14L0aCtLdNWcvU9jj4aACCYC2tyQEGlDNqKES0U7c7lOsoaWWvVCpJzORDD2a8VF3Wui0xU5wgCRH0iNKZLyO/6FcobDnfRRxm0ZXkEIiIiIiIiVxi0Jf/zY9AWAPSXVqGsyShEHnsHUcf/rT5YQ0FbKSwFBd2/qfoFqhXo9S9zxGXQlR5TtQkeM21tQdv6kGkrSdZSFopAUn43x+/d2PguRJ54T963RLRylL4QnR/ztoQ3cWojqutyrj4BwVwIyZal70TxBUe9KrtCRERERETkg9CJJFGdIde09VPQNiJzDgAgLPsP53vVUHmE6rPXtA2BhcgUPzNNqb2GsH1cnsojWIMr4ed/RNSR10K4Pm/VhGUtQ9Ka5gi7uFQug1DQ5UtYYjrLfSzRHWCK6yPvl7ScJG+7qs0phSVb/6yhLxeIQoXbgC0AMaKlvB2Ws8JvX/ARERERERHVJQzaUgD4OdO2YAeEsosug8C1JxhmC9qGQHkESRMubyet74L4rddDV7Db2uDqEX5beQRd/jYkru+K2L0PIPLE+wjL/r0mhltjog8/B425AHG775Yf2ZYq1OIEAEtkW8eOxnHc2HikU9+wrGUAgLKUm/08WqLaq6DTpzBHXCbva8qzgjgaIiIiIiKi0MSgLfmfJsz6p1jmt0tGnngfjmxQh7Dc9X67R2CFTtC2YkkJfd5GhF1abT1kPOXc35YxF5a7HtrSE3KztvS4dcNSCsOpT6EpOR6Q4dYUjfG0vK21bYu6eKd+ki5KuSdvlTUeidxe/0P2VRlym75gu3WD9WyJZFJ4Q+QO3CXvC7Ya5UREREREROTAoC35nahPAABr3VQXdT6rIvLUx7X7EVp73dMQKCngKTvZHNPVudGWaVuRfWGyyBPvI+bws0jYNNAv4wseQd7SlF8EAFVpBDtJ6wja6vM2qo6ZE/pDCm/g4tIsH07kTuy+ccEeAhERERERUchh0Jb8TrTV8QSAiJOzqnyd3D6rVPu64sNVvlbw2d9qIRC09RBALGt8j3Ojm9qUmrLzAAD9pXXWfUth9QcXTBUWYZOEMJd1OZVB29JmD3h1aYmZtkRu6YoOQFtUmz/fiYiIiIiI/I9BW/I7SZ8obxvOLvD+RLFctWuJaA1JCPN4Ss6VteMf+pIQOguRCR4Cx2JYinOjznWmbcTpudYNF3Vf6wJBKnfZrqy/aYlo7eW1/JNxTlSXFLV9Vd6O33ZDEEdCREREREQUehi0Jf9TZBXqSo5AV7DLu9NMeap9SReHktb/ctm3oMsXyBpaANHQuKqjrGEhVNPWRW1gmcZFFq7e/SrwEE3Q5W917IdAULqqBC9rMNszjAG4zMR1JSz7f1UaE1FdZmwyRt7WmHLc9tOUHEfK8likLI+FYC6oiaEREREREREFHYO2FHCxu+72qp+29Ji8XXzZC4BGB0mjd9m3rOEIv4yt5gi2/w+BoK2burrlide47i+6zjgFgJSVSdAogihCLV4F3mJortovbvN/LvtJWkXmsSbcZZ/S5g+p9jWm3OoNjqgOkvRxXvWL2f+IvB2W/UeghkNERERERBRSGLSlgNOYLnnVL377MHm7pM0L1g0X5REKunzpWNir1gi9TNvC9u+hLOUWuVXSuClFkXi59XglpSoAwHD26+oPL0jMUe1V+5aI5i77lTa7DwBQHn+F22sVpb2rqn3rqS9RveXmS4+KwvL+cuxI5gANhoiIiIiIKLQwaEsBUdB5jmPHy0fmBbHEudHF4/pljW6v6rCCx77IlZss1xolWuurimEpKE8a4mh3F7Q1NMClqw4i5+pjro+r1LZguoNQIRgkWFyXSzDH90POwL3Iv/wXDxcTIFiK5d3CLnP9MkaiOs322QRLMaIOPwd97l8wnJmn6uLtl4BERERERES1HYO2FBCWqDR5292CTkrKlcNFneORWUlQl0eQBBc1V2sFezAz+DVf5dqtmnBAUX6i4s9aSTQ0haSLrfTaks67x50BwJD5eWg96lxxsTDB/cejGNHSfZDbVX9D06qOiqjeiPr7RQBA4sb+iDz1CeK33YiYA5NUfaIPPw9YjMEYHhERERERUY1i0JYCQlX3E6g02zZ+y2B5u7jdm44DToHE2jplPZdHCMv+A/FbhkJb/HfgR2IL2kqacEiKReO8fVTZIy8eXdYV7ETyyoaIOfQU4nbeUf17+olQoXavOaZrta5XmPYOACC/2zfVug5RXWZs7Kh5Hpk5GwCgLT3h8RzDuYWBHBIREREREVFIqK0RMApxoi5GtR+/dajH/hpLobytrK0qVSiPUNbwH34YXRDYa/C6KY8Qt/MO6PM3I2bfwwAAfc5qxO66GxrjOf+PRZlpqwyKi67LASiVNRjm1FbaZDTKUm4GAAgVs1VdiNsxAoJYKu9HHH9P3UGyVHqNQBAs1vIcxZe9gPyuX8Mc261a1zO2mICswedQ3uCWyjsT1VOFnWar9r354kpbciRQwyEiIiIiIgoZDNpSQCgXYQIAff5WQDQj6tCzCLvgoRYoAHNcL8dOhUzbovbv+22MNcleeqBiNmdF9oBF/I7bEJ61FDEHHvHYvyrsY5A0YYCi3IThwuJKzy3s9CGK276CS1dsl9tKW05ylE7wIuCqMWWr9qMzpjiOGc8iaU1rRB1+rtLr+FP0wSehK9oHADDF9Ua5v74cqPA+IKIKBAEFnR01nxM39PLQ2UrSRARyRERERERERCGBQVsKDG0UypMGq5rCsv6LyMxPEbdntMdTLVHt5G1JUXPV2OguSPp4vw6zpkj6RAC2xdY81GPUWIoQv2mgvB+Ws9L/gxGt95c0BohhKXJzUdsp7s6QSbpYlLT+FyxR7VCWfCNMsT1hiUpzBKW9yLR1RVewCwAQceIDaMx5iDz1CVKWxyLhrx4QynOqdE1fRJxWLBSmZUCIqCaVp1zvVb+yBrYvU4Tau+AhERERERGRtxi0pcAQBOT3WCLvmuL6QrAUO44rtwGIthq45ujO6ssoyglIeu8XuQo1ks5R41eo8Nor0hfuUe1riw74dSzKhcjEsGS53ZQ4yKfrFPT4Dnl9VgOC1pGxK1Ze01aCc8AlZr81o1ioUBNXV3IUEZmf+TSu6hLDGtTo/YjqO28WOQQAi6E5gMqfWCAiIiIiIqoLGLSlwBEEFHT8GAAg6uMQc+hp+ZCu6JCqqzm2JwCgpNWTqnZN+Xl5W9Kq6+TWLoq3WsUSApXUko08McOvI1GWR1DVD67Ko/z2jDd77WEvMm2NTUY5tdkD0/a6smqeF7HzNwZtiUJP8WUvAPbPKwZtiYiIiIioHmDQlgLL9qh5ePYfqgxTbbEiaCtJjkCmoFWdrgygSbX5sXVBgGR7bYIiaKspPYWkNa09nur3ldIlW5BYCAc0BkezNrLql7Rl2gpe1LQV4LwYmyWqLQBAYzzt4gSdc5s/SRLMUamOXS+z/oioZhS1nYKSy55XlGFh0JaIiIiIiOq+agdti4qK8Nlnn+HBBx/EsGHDsGeP9dHuvLw8pKen4+TJk9UeJNVe7haM0ZaehLb4CCJOzELin6nQ2VYDlyoEbcsaDJO3y5OGBmycNcP62jTGU9ZdcxFiDjwGjaWo8lM91MH1iWiWA6uSNlwVJK9O0FZeMM6bmraicx/JVh4jLHed87EKi9H5ky5vE1JWxEFnWwCuKG0662USBUFR6lS3x8Twhtb3pZxpW7Xa2URERERERLVJtYK258+fx7BhwzBz5kycP38ehw8fRnGxNZsyPj4eCxcuxPz58/0yUKqd3GXHRh2bjsQNlyP6yEvQll+Apvyi9UCFoC00OmRflYHcPqthjusZ4NEGmC2gmbB1KCCWIW7PaIRdWu3VqWHZf/hpDI5SDJImHKLOUXJCWXfXZ/ZsWKnymrYu+wjuP4oiT35YxUF5psvbjISt16naxLCGAbkXEXlW2nISsoYWyPuWCMcTCOVJ1wKwfmYBrGlLRERERET1Q7WeO37nnXdQXFyMn376CYmJibjiiitUx6+99lqsWbOmOregWs7nkgYVg7YApPAGMIfX/jqjyrIAsXvHISxnldfnxu0ZjZyBeyFGtKzeGJT1c4VwQKNDbp+VALSALSBSFZKtpq3GlF/5GGzB68K0f8MSlYr4HbdBsJS67a8xZVd5XJ5EZbzu1CYFuhQDEXmU12MxIs6ko7D9+9AX7IIl8jJI9s9/jT2jn0FbIiIiIiKq+6qVafvXX39hzJgxaNu2LQQXjxQ3b94c586dq84tqLbzORBYP8osh1/82edzYnePrfZ9BYs1aCtBIy8eZo7rXf0sZluw03DuGxgyP7O2SW4WELM/2qwxyCUZ7AuQmaPauz7HX+UhFDRl550bGbQlCipT8rUo6LYAUnhDlKdcD0tUO/mYJFjLIzDTloiIiIiI6oNqRciMRiMSExPdHreXSqD6S1IsdEXeKeg8B+bIdihs/76qXV+407poWzUI9vq5fv69KOvOxhz6F7TFR5C0phUij053HoMt01bS6ByZ2KI1KCtpo1xeP3F9V7+OFwDMMV2c2qRqZBsTUYDJNW0ZtCUiIiIiorqvWkHbNm3aYOvWrW6Pr1ixAh07dqzOLaiW8zkIJpYEZiC1iCnhKuQO2A5j83FOx8Kyf6/WtbVF+wAAgr9/zhXKWsTsexgacx6ijjkvLhSWs9KxY1uoTlt2DhDNbhcy05a7yIqtLnsASMFd0JiIgs/+5ZDA8ghERERERFQPVCtoe++992Lp0qX47LPPUFRkzeCTJAknT57EM888g127duG+++7zxziplpK0vi1uZYnuFKCRhD5zZFvk9l4B0dBYbjPF9Vb10RXsrtY9tLaSAGY//5wFs7qWrb5gu+uOijIHuoJdkDSODF3DuW+hKc9xfxM/Z9cJrkou+FqDmYhqjv1LQNH1lztERERERER1SbUKON522204e/Ys/vOf/2DGjBkAgHHjxkGSJGg0Gjz55JO49tpr/TFOqqWksBSIYSmApRTFqW9C1Ccjbs9op37GxvegrOEwWKJSgzDK4DLF9IC+cCeKOn4Ic3wf1bH8bt8iLPsP6PM2IeLsPEAyV+te+ty/AABlDYdX6zpOKmTairo4aMzOi5LJ5RkAQNBANDgWVos58Ki8XdDpU+hz/0LE2flym6Y8C6Khqf/GLDovfibqYv13fSLyK0nDmrZERERERFR/VHvVnYkTJ+K2227DH3/8gZMnT0IURbRo0QLXXXcdmjdv7o8xUm0mCMgZuBeCWAZJnwDBdAkSBAhQ12Y1xfVGecoNQRpkzcjt/Qd0RQdQ1nA4ktc4gpUF3b6CpImAFN7Q6RwpvAHKmo6GrnCPrcXN4l5eEswFAABLRKtqXaei0ubjEXXsbcWNFEn8olle9EwQHdmtZQ2GAS4WMAQAS1QayprcA3N8X8QcmAQA0JRd8GvQVjkWeagufgdEFCLstbMZtCUiIiIionrAL0ulN2nShGUQyD1tJCRtJABA0ifi0sDdSKqwsJQYlhSMkdUoc3w/mOP7ObW7C9iq2IKgglTNoK3FWstW8nMZACksGVlDCxC7YwTCc5ZDY8p13NOcCyksBVFHXkXkiQ/kdnNCf/fXsz0GbWw6FobMudAX7oSm/KJfxyxYnDNtwZq2RCHLnmmrL9wJWIr5fiUiIiIiojqtWjVt9+/fjwULFrg9vmDBAhw8eLA6t6A6SIxohUtXbFO1lTe4NUijCY7C9o7gpasFsZzZ36rVC9rCll0qaQJUu1VrcGrSlF8CAFXAVtQne76O8meitdex9G92nabsgl+vR0SBpcyOD7u0LogjISIiIiIiCrxqBW0/+OADbNy40e3xzZs3y7VuiZScatdWqIla14lhifK2PavUI/vPpxqZtvqcNdDbyywEbMEt59+jpuysU5s98xpwvSiafZV4AJDka1qqPzwbXcFuaI0nAQDZV2Ugv+s8ZF91xG/XJyL/sz8pAAA6d4sdVkJbnIHw8z8CllJAkio/gYiIiIiIKEiqnWnbq1cvt8cvv/xy7Nu3rzq3IKqTBFGxoJg3Wa/2GrFVDdpaihG/4x/yrqRxzoj1D+fAavyO2wCxTN0rsrW8XdhhhtM5Yngjx46fSkMoJWy+Ut6WwlJQ3nBY5SUqiCioxDDHe1RXsLtK10jc0BOxex9AyqqGiD74uL+GRkRERERE5HfVCtoWFxdDq3WfIanRaFBYWFidWxDVTZLiUX83i3Gp2d+qVcs2FcxF6tsrMl39SVewx3V7kbpMSlkDRwAZgrq0dkGXL9WZwHKWsf8ybVW8+vkTUbCZEgbAFHs5AECwFFXS24UKJVYiznzph1EREREREREFRrWCti1btsRff/3l9vi6devQvHnz6tyC6oHypMHBHkKNM8d086m/ZA8sVjHbVFkLEghcpq3GmOmyPervl1T7lohWisGY5M2SFpNQ1uh29clylrH/grbm6I62+0302zWJKMAEASWtn7FuulpIsBIx+x7y94iIiIiIiIgCplpB2zvuuANr1qzBtGnTUFBQILcXFBRg6tSpWLduHe644w6vr7d161ZMmDABAwcORFpaGlasWKE6XlxcjNdffx1XXXUVunbtiptuugnffvutqk9ZWRmmTJmCvn37okePHnjssceQnZ2t6nP27Fk8/PDD6NatG/r374+3334bZrMZVLPyev6Csga3oaDT7GAPpcZZYjoj7/JfkTNgp3cn2LJNhSouRCZUyDALVKataHD9JU1YrnrRIFFRikCwOALKxalvuTjbVh5BUc+yuiRbdm950rV+uyYRBZ5ky8IXRN+DtoYLS/w9HCIiIiIiooDRVd7FvbFjx+LQoUP46quvMH/+fDRo0AAAcPHiRYiiiNtuuw333Xef19crKSn5f/buO8yN6lwD+DujvtJqu9e994a7sTGYXgMYU0wLAcylhUAglAChBYIhcTChhBZKIORCCIRAQpJrgyE2xoA7rrjb67p91dvM/UPSaEZtpW3S7r6/50mYc+bMmSP7rFb+dOY7GDFiBC688ELccsstCeefeOIJrFy5Er/5zW/Qp08ffPnll3jkkUfQo0cPnHLKKQCAxx9/HF988QWefvppFBYW4tFHH8Utt9yCd955BwAQCoVwww03oLy8HO+88w6OHj2Ke+65BwaDAXfccUdr/jgoS4GyExEoOzHXw8iZQOnsLFq3Mqdt3EpbtNNK26bxf4Tt+3vhGnwPZEMJSr5O/holY0/VcUXsRJJUBXIkYF249XbIhmL4el7Y6nEqQexMNoEjoryhBG1bsNKWiIiIiIioM2lV0FYQBCxYsADnn38+/u///g/794cfjT7llFNw+umnY/r06Vn1N3v2bMyenTqQtXbtWsyZM0fpd968eXj33XexYcMGnHLKKXA4HHj//fexcOFCzJgxA0A4iHv22Wdj3bp1mDBhApYvX44dO3bg9ddfR3l5OUaNGoXbbrsNCxcuxC233AKj0djCPw2idtTKjcgS0iPoMtj8rAWCRZPQMPU/StlbORfmIx9o2oTM/SCbesTKhWPgGPUMQua+yTsVYnmzC3YtaKOgbXhjNJlBW6LOJfqFU/wXUURERERERF1Mq4K2UcceeyyOPfbYtugqrYkTJ+Kzzz7DRRddhB49euDrr7/G7t27ce+99wIANm7ciEAggJkzZyrXDBkyBL1791aCtuvWrcPw4cNRXl6utJk1axYefvhh7NixA6NHj055/+6wX1H0NXaH19qpRIK2AqSs/m5MB/+Mgh2/gmeAduW6IBqADPpp7Xzw9zgnIWhbf/yGhP58/a4O3yfpIFRZXOTsXr8QdEAI1EOy9NeeiAZ8dCbO9Szw/YHUcjIf9OHULkLI0yb3FWQ/IPLL2rbA9wdS43wgNc4HUuN8IDXOB1LjfEjUJkHbjvLAAw/ggQcewAknnAC9Xg9BEPDYY49h6tSpAICamhoYDAbY7XbNdWVlZaiurlbaqAO2AJRytE0ypaVW6HStSgHcqZSVFeZ6CKR2JByoMB/4I8zHPgWYSpu/xlsDbLwRAGDbdo/mVHmFPdkVKbV4Pvh6JlSVVxRn14cpthpWLwLl5VmM5aOJgHMncO52oHBorD4UzsFdUtEbKORczxbfH0itQ+eDJfz7WpQ8qd8LZBn46keA3gpM/X3aT33la84AzlzVHiPttvj+QGqcD6TG+UBqnA+kxvlAapwPMVkFbU8++WSIooh//etfMBgMOPnkkyE0EwIXBCFhQ7GWeuutt7Bu3Tq88MIL6N27N1atWqXktFWvrm0PdXWubhHtF4TwD0htrQOynOvRUJTFHYA1Wni/DDWnNQIAjEc/RtA2GpJ1qKa9ec9zsH1/X8r+amocGd23tfPB4PCjSFX29rwIzgzvHVXo8yMatg2FgqivcQCyBOORvyNYNAmSZUDKa8udOwEArq1vwzMokrNaCqI86AIA1DpEyL7sxtOd8f2B1HIxHwRfCGUAIPlQU92oXYkfIbp3oXTPWwCA+oqrECocCwAosQyEzrNH27huNWoPVUE2FIFah+8PpMb5QGqcD6TG+UBqnA+k1t3mQyYL0rIK2k6bNg2CIEAURU25I3i9XixatAjPPfccTjzxRADAyJEjsWXLFrz66quYOXMmysvLEQgE0NTUpFltW1tbi4qK8GZH5eXl2LBhg6bvmpoaAFDapNIdJk2ULHev15vvZGgDE4YjHwGiEfb1VwIAqk+pVjbVMlf9MW3Atn7a0qz/bls6H2TBoC3ri7Pux3T0Y81AZBkwHf4b7N9dAxmCEsBOK+hU7mvd8SulWtLZAc7zrPH9gdQ6cj7IYiwftxzyADprQhvBF3tqRnTvQ9AWDtomBGwjrJt/Csf419t2oN0Y3x9IjfOB1DgfSI3zgdQ4H0iN8yEmq6DtE088kbbcnoLBIAKBQEKQWKfTQY78bY4dOxYGgwFfffUVzjjjDADArl27cPDgQUyYMAEAMGHCBLz44ouora1FWVkZAGDFihWw2WwYOlS7WpEoX4je/ZqysXYJLAf+qJStOxfANexhAEDhlp+k7MdfPBPBosntMsakBO1bjGvwPSkaZkbn3QvbppthOfincPeQoXPtQMia5GdX9S6v3mm+YM9vY22Yy5Koc1FtoiiEvJCTBW0lv3JsOvoh/D3OBoLOlF2aj7wPBxi0JSIiIiKi/NLiJK0ejwe33HILPvroozYbjMvlwpYtW7BlyxYAQFVVFbZs2YKDBw/CZrNh2rRp+M1vfoOvv/4a+/fvxwcffIAPP/wQp556KgCgsLAQF154IZ544gmsXLkSGzduxH333YeJEycqQdtZs2Zh6NChuPvuu7F161YsW7YMTz/9NK644goYjQzgUH6SCgZry+a+mnLBnqcy6idYPKPNxpQJOS5oK5sqW91nNGAbZdt2Z9J2esc65ViQ/TDUf4mKxdnl8iWiPCPoIAvh39VCKEVqEzmgHBprPw23lXztPjQiIiIiIqK21OKgrcViwYoVK+D1ettsMBs3bsScOXMwZ84cAMCCBQswZ84cPPPMMwCAp556CuPGjcOdd96Jc845By+//DJuv/12XHbZZUof9913H0488UTceuutuPLKK1FeXo5nn31WOa/T6fDiiy9CFEXMmzcPd911F+bMmYNbb721zV4HUVvz9LlKU7bu/FXyhrKUth9ZtUqtQwit3+vQ12NO2vPG2s+Sn1AHaWQZxavOavVYiCj3QgUDAQAFu36d9LwgxYK2/rKTI3X+hHYhU59Ygc9fERERERFRnmlVRGXy5MlYu3YtLrnkkjYZzPTp07Ft27aU5ysqKrBgwYK0fZhMJjz00EN46KGHUrbp06cPXnnllRaPk6jD6axonPhX2Lb8FDpvVdImQrApIYdsPFlX0B6jS03QtboLx+hnIRnLYKl6Nen56Kq7xHvH/iwMDV+3ehxElB+CheOhd30Py8E/wdfzEgTKTtQ2kIPKoRAMr8bVN36b0I+/4ixYqv4AADDUfZHYDxERERERUQ61eKUtADz44INYvXo1Fi1ahMOHD7fVmIgoCX/56QikSW9g2fN0s48Aqzfx6QhCMLZJmL94Zov6kA1FcA+6K+V5f8XZKS6MBW70zu9adG8iykOqL2rsG65KPK9KjyAEmwAARRuuVOr8JbPgq/gBvL3mKXV658Z2GCgREREREVHLtWql7XnnnYdQKISXX34ZL7/8MnQ6XUJeWEEQsHr16lYNkojCzIffS3lO9B3RpgQA4Ol7HSBLsBx4DUDHp0cIFE1Vjp2jftfifiRTzzRnQ0lrRX9t2j4bJ6T+sySi/CWqnjYQgw0QfYfD7xGyDPv6y2Gq/qdyPhq0VWuc8gkAQN+4RqmzfX8fAsUzESya1I4jJyIiIiIiylyrgrZnnnlmW42DiDLgHPYYbNt/oZSbRv8e9s03AwAkc28IkjbHtHPUUzDUr1AFbTs4PYLOgupTGwChVYv6E653jH4ekCUUbvkJoMpfqWbbenvaLv0VZ7RuTESUE+4h98K46r9Kuey/w1Fz4j4IwQZNwBYAhJArZT+SqYembF9/BepO2NK2gyUiIiIiImqhFgVtfT4fPv30UwwaNAjFxcU48cQT0aNHj+YvJKJW8fSbrwRt/WUnQzaUKOesu56EddeTSrl+6hIAgKyzxjro4PQIAFofsI3wVl4A85G/hY97XwHToXfC3cvJg7Y636Gk9U1jXkTQPqFNxkREHS9Qchw8va+E5eCflDrr9oeS/lwLwTRBW3NfSHo7xMhq3HQBXiIiIiIioo6WddC2trYWl156KaqqqiDLMgRBgNlsxvPPP4+ZM1uWs5KIMiTGVsp6e12WNvgYLJ4GAAiZ+yp1QsjRbkNrb84Rv4HOvRPe3j8MB4KjG42pcteqyaIpaY5fX+/L23OYRNQR4jY5tBx4HTiQpJnkTtuNv+w0mI+8DyCcaoGIiIiIiChfZL0E7ve//z0OHDiAq6++Gi+99BLuvfdemEwmPPjgg+0xPiJSEwTUHrcOjce8A1/PSyCZ+8BX8YO0l8jGstixetVtJyObeqDh2OXw9r8hXBYj+bNTpEcIFB/bUUMjog7mHnQnQsbKZtsJQScgy2lapDtHRERERESUO1mvtF2+fDnOP/983HPPPUpdeXk5fvazn2HXrl0YPHhwmw6QiLSkgsHwF8R+znw9zoGp+h9pr2ka+zIMjd/CX96F8rhGVtoaG1YAUhAQtW9nguTPxaiIqANIlgGoO+F7mA6/C/vG61O2EyABkkcpO0Y+pW0gGkFERERERJSPsl5pe+jQIUyePFlTN3nyZMiyjNra9Lu1E1Hb85edllDXeMzbmrKv16Vwjvxtm+WXzQuqIK2h/ovwgSwBkg/29T+EoeGrhEv8pSd11OiIqL0JAnw95zXbzLr94VghLkjrHvjTth0TERERERFRG8l6pa3f74fJZNLUGY3hfwQFg8lzSxJR+5FNPdAw5d8oXnUmQqY+qD92GWRjea6H1e5k1XdOQrAJgu8oSldMSZuXsnHSBx0wMiLqMIKQ8pQMAQJkFOx/Uanz9rxQ0yZkGw1f+Rkw1fwH3l6XttswiYiIiIiIspV10BYADhw4gE2bNillhyO8udHevXtht9sT2o8ZM6aFwyOiTARKZqL2uPWQTD2ATpy3NhuCHMtlK4Q8sFS91vxGQnGbFxFR1yUky1eb5P0xUDobppr/IFV+W9G9G5b9L8LT/xZIln5tPEoiIiIiIqLkWhS0/d3vfoff/e53CfWPPPKIpizLMgRBwJYtW1o2OiLKmFQwKNdD6GCxFXb2TTc221pG6hV5RNR5NY17A/bvrgYABG1j4S8/DUHbGNg3XpfR9XIkP7ah/iuUfdYbDVMXI1QY+7K5aN086F1bUbDvBVSf2ph2dS8REREREVFbyTpou2DBgvYYBxFRVvxlp2TUzjX4Hlh3PYmmCX9p5xERUS4ErcOUY1k0wTUs8gVyhkHbaJ5bnXcfAKB05QxUn9aknNa7tirHhrrPEShjbmwiIiIiImp/WQdtL7jggvYYBxFRdkQDGqb8C8WrzkrZJGSshHvI/fAM+AlkfWLqFiLq/GR9UexYNKds5xz2y+TXx21Olo7Osw+B5psRERERERG1WhfaSp6IuptA0dT0DXQWAGDAlqgLUwdtUwnaxsLbd37yk0Lm31/LoiHjtkRERERERK3BoC0RdV6iEd6eFytFb69LIRnKlLJ7wG25GBURdSBZX6gcC5JXOfb0uVY5dg+8XdNOTf2ekUzAPjl2L52tpcMkIiIiIiLKSos2IiMiyhfmw+8px65hv4Rj7MsQgk0wNKyEv+y0HI6MiDqEEPv+WR20dY5+GpYDrwEAQtbhKS8PFY5N271krIgVuNKWiIiIiIg6CIO2RNSphSwDofPsAQBIkVVwst4Of/npORwVEeWCEHJpynXHfgmdZy+C9mNSXiPrrNqyaNL2KfliBcnf+kESERERERFlgOkRiKhTa5j0t1hBz0eXibozIdikKYcKx8Hf4wdpr0nYvEwKQPQdhr7h60g5FqgVGLQlIiIiIqIOwpW2RNSpSQVDUHvcem42RkSAoGvBNdqPQgIklC4bBUEOoX7aZxBk1UpbmUFbIiIiIiLqGFxpS0SdnlQwCLIx/WZCRNR1OUYuhCya0TTu9ewvFoTEKjkEACj55mQYGlfF6rnSloiIiIiIOghX2hIREVGn5u13Pbx9rmn/jcIYtCUiIiIiog7ClbZERETU+bUiYFs/5T9oGvtqs+0EOdDiexAREREREWWDQVsiIiLq1oIlM+DrdXHzDSVf822IiIiIiIjaAIO2RERERBmw7XgEQqAh18MgIiIiIqJugEFbIiIiIgCOUU8nrfdWXqgcW3c+1kGjISIiIiKi7oxBWyIiIiIA3t5XoWn07xEomqqpD1mHK8fG6n919LCIiIiIiKgbYtCWiIiICABEPXx9rkTIMkBTLRl7KMdB25iOHhUREREREXVDDNoSERERqQghj6bs63VJ7Bw3IyMiIiIiog7AoC0RERGRiug7qCnL+kI4Ri4EABjrlgKynIthUQaEQD0gBXM9DCIiIiKiVmPQloiIiEjFNfRB5dhbeQEAQPTXKXVCoLbDx0TNMx34E8o/H4CyZSNyPRQiIiIiolbT53oARERERPkkUHYKambvBGQZsrECAOCrvADWXY8DAISgA7KxPJdDpCTsm28GAIj+6hyPhIiIiIio9Ri0JSIiIooTDdZGhWyx1ZuCzMfv854UAERDrkdBRERERNRiTI9ARERElAHJUBo+YNA27+kbV+V6CERERERErcKgLREREVEGxEA4r23pV9Mh+g7neDSUlsiHyYiIiIioc2PQloiIiChLZf8dDshyrodBqQhMjUBEREREnRuDtkREREQtYKz+Z66HQCnIDNoSERERUSfHoC0RERFRCxhrP8v1ECglroImIiIios6NQVsiIiKiFrBU/QG2zbfmehgkS7Cvu1RTJYRcORoMEREREVHbYNCWiIiIKAOe3lcl1FkOvNHxAyENfeO3MFV/oqmz7lqQo9EQEREREbUNBm2JiIiIMiCZKnM9BEpGNCZUGeq+yMFAiIiIiIjaDoO2RERERBnwV5yVtF7n2t7BIyE1WSxIUqvr8HEQEREREbUlBm2JiIiIMhAsmoL6qUsS6ktXTIah/sscjIjCkmw6JvAjLhERERF1bvxES0RERJShYPG0pPWmQ3/p4JFQjJSkjh9xiYiIiKhz4ydaIiIioiw0Tng3oU4WTTkYCQEA5MSgbdA6IgcDISIiIiJqOwzaEhEREWXBX3EW6qcu1tTJph45Gg0lW2nr6z0vB+MgIiIiImo7DNoSERERZSlYPD3XQ6AIQU6S0xZCh4+DiIiIiKgtMWhLRERE1AL+0pOUYyHoyuFIurtkOW2TBXKJiIiIiDoPBm2JiIiIWqBx0t/g7ndjuBBi0DZnkuS0TVpHRERERNSJMGhLRERE1BKCqOSyFdogaGuoWQLr1rsAydfqvrqXWIDWX3ZqDsdBRERERNR29LkeABEREVFnJeusANomaFu8dm64T1Ml3IPubHV/3UYkp23IMhCSsUxTR0RERETUWXGlLREREVELyTobgLYJ2kZZd/yyzfrqHuTI/4uIbUDGoC0RERERdW4M2hIRERG1kKwrANC2QVsAEAJ1bdpflxbNXysIiH20ZdCWiIiIiDo3pkcgIiIiaqFWp0eQJRTs+jUkc29Ntb5pHQJlJ7d2eN2CoOS0FSOBW3AjMiIiIiLq9Bi0JSIiImqh1gZtDXWfw7rrcQBAyNQbOt9BAIDIlbaZi+avFUTITI9ARERERF0E0yMQERERtVAsaOtOOKdz7UDJVzNhOvReyutF35FY+0jAFgD0ju8yur/gOwrL7kUQ/NWZDrkLUq20ZdCWiIiIiLoIBm2JiIiIWigatNV5q2IrPiOs398LvXMj7Bvnp7zefOidpPUFexZB59za7P2L1l0M246HYN/woyxG3cVoctqGg7YCg7ZERERE1MkxaEtERETUQrLeqhzrG7/VnBPkULPXG+uWpjxn23ZP+oslPwxNa8P91C9v9l5dlzqnbeSjrcygLRERERF1bgzaEhEREbWQZIptIKbz7teeM5TECi0IIgqBhrTndZ49WffZNYX/bGVBnR6BG5ERERERUefGoC0RERFRSwkifBXnhA+DjZpTsqFYOTYd+VvWXcvG0rTnLXufz7rPrsjQuAYAIMhBKEFbrrQlIiIiok6OQVsiIiKiVpBFY+QgqKmX9LGVtpb9L2bUl7fXvNj1hmaCtgdejxtI4upSneM7FH9zKgx1yzK6f2dk3fkoAEDv3BzJawtwIzIiIiIi6uwYtCUiIiJqDUEX/k9c0Da6SRmgDeCqSfoiTdlfdrrq+oLshhG30hcAitZfCUPjNyhefU5WfXVG/pITVCUGbYmIiIioc8uroO23336LG2+8EbNmzcKIESOwZMmShDY7d+7EjTfeiMmTJ2PChAm48MILcfDgQeW8z+fDI488gunTp2PixIn4yU9+gpqaGk0fBw8exPXXX49jjjkGM2bMwJNPPolgMBh/KyIiIqLmCfrwfyXtxmMCYuVg4djkl0peTdlXOUd1zpfVMETvwYQ6IVCbVR+dUaBwPADAM+AnsY3IGLQlIiIiok4ur4K2brcbI0aMwEMPPZT0/L59+3D55Zdj8ODBeOutt/DRRx/h5ptvhslkUto8/vjjWLp0KZ5++mm89dZbOHr0KG655RblfCgUwg033IBAIIB33nkHTzzxBP72t7/hmWeeaffXR0RERF2PHA3axq20hRwL2lp3/waID8LKsiYw2zj+TUA0wDHiN+EKyZ/VOCxVf1D6Ldi9EIbazwDRlP6iLkAMOgAAkqEIQuRY79ycyyEREREREbWaPtcDUJs9ezZmz56d8vyiRYtwwgkn4O6771bq+vfvrxw7HA68//77WLhwIWbMmAEgHMQ9++yzsW7dOkyYMAHLly/Hjh078Prrr6O8vByjRo3CbbfdhoULF+KWW26B0WhsvxdIREREXU8kaCuEnNp6Wbvy1rb1HgTt4+HtdSkEyQ9ZNCvnak7cD9kQSZUQCbTGr8JtjhxJtWCs+TesO34JAAgZK7PqozOK/rnLukKYD70DADAd/bjlHcohmKteh7/sZEgFg9tiiEREREREWcurlbbpSJKEzz//HAMHDsT8+fMxY8YMXHzxxZoUChs3bkQgEMDMmTOVuiFDhqB3795Yt24dAGDdunUYPnw4ysvLlTazZs2C0+nEjh07Ouz1EBERUdcgBJsARFbTqsUFbS0HXkPhlp+i4rOeKP+8P0T/kVhTXSyAK7cwaBtd6St6D2R3XScXXV0r621t0p/x6D9QuPUOlH05oU36IyIiIiJqibxaaZtObW0t3G43XnnlFfz0pz/FnXfeiWXLluGWW27Bm2++iWnTpqGmpgYGgwF2u11zbVlZGaqrqwEANTU1moAtAKUcbZOKsiFxFxZ9jd3htVLzOB9IjfOB1DgfYow1i5Vj9Z+HACn9dXWfAwBkwQBBNALRayMBXEHyp/3zlSFAUOVuFSR3uL3OotTpVIHh9vy7ytl8kIKx4HZc0LalYzE2rmx1H90d3x9IjfOB1DgfSI3zgdQ4HxJ1mqCtJIX/4XPKKafg6quvBgCMGjUKa9aswTvvvINp06a16/1LS63Q6TrNwuRWKysrzPUQKI9wPpAa5wOpcT4A0BkQ3XOsvMwW+6RZlf5jVuHmnwAABDmA8grVF87eYgCAQQygvDzNn29BH8BdBfS/BNj3F1gMIVjKC4G65MHicpsPMJcnPddWOnw++Btj967spTmV9s8unf2xoHeL+yAAfH8gLc4HUuN8IDXOB1LjfIjpNEHbkpIS6PV6DBkyRFM/ZMgQrF69GkB4xWwgEEBTU5NmtW1tbS0qKiqUNhs2bND0UVNTAwBKm2Tq6lzdItovCOEfkNpaB2RuvNztcT6QGucDqXE+xJiGP47CjTcCAGqq6yEE6lG0+nzonZsy7qOmxqEcG5wSigAE/W40qOrjlQYDEAF4Q2aYAfjcjXDUOGBpOAprkvZN2z+Cv9fFGY8pG7maD6L3MEoR3gyuts4HdUi6Js2fXTolu/4EXSv76O74/kBqnA+kxvlAapwPpNbd5kMmiwM6TdDWaDRi3Lhx2L17t6Z+z5496NOnDwBg7NixMBgM+Oqrr3DGGWcAAHbt2oWDBw9iwoQJAIAJEybgxRdfRG1tLcrKygAAK1asgM1mw9ChQ9OOoTtMmihZ7l6vl9LjfCA1zgdS43wAvD3moBDhoK0c8qH427Ogd2/Pqg/1n6GyQVnIm/TP1lj9H8iCDpADAABJF/nAF/RAlgHzvpeS30M0t/vfVUfOB+PRfyr5hGWdDTIEuAbdCevuhZAM5RmNw1j9b1j2PgvHmOchWQZCdO+CzndYOd/d53Zr8f2B1DgfSI3zgdQ4H0iN8yEmr4K2LpcL+/btU8pVVVXYsmULioqK0Lt3b8yfPx+33347pk6diunTp2PZsmVYunQp3nzzTQBAYWEhLrzwQjzxxBMoKiqCzWbDY489hokTJypB21mzZmHo0KG4++67cdddd6G6uhpPP/00rrjiChiNxly8bCIiIurMIhuHAYAg+bIO2NZPX6YpxzYi8yfeynsAReu0q2VlQ0mkvQcAoPMfTrgOAPSODfD3ODerseUrQ+3nKFp/mVKWdeG1xcHC8eH/Wodn1E/RuksAhFNVNE7+GGKgQXNeCNRBNpS2wYiJiIiIiLKTV0HbjRs34qqrrlLKCxYsAABccMEFeOKJJ3Daaafh4Ycfxssvv4zHHnsMgwYNwjPPPIMpU6Yo19x3330QRRG33nor/H4/Zs2ahYceekg5r9Pp8OKLL+Lhhx/GvHnzYLFYcMEFF+DWW2/tuBdKREREXYeggyzoIMihpIFWGWLKTclC5n4I2o/Rto8GgaMbbKmI3v0JdVI0aBvypB2mddeTcA+5P22bzqJ4zXmashzdhEwIJzYwNqzIqj/RXxfpKKCpNx36C7z9b2zZIImIiIiIWiGvgrbTp0/Htm3b0ra56KKLcNFFF6U8bzKZ8NBDD2kCtfH69OmDV155pcXjJCIiItIQTIDshnXHIwmnHGNfhn3jdUkvk/XFiZWR9AiC5Eu8jRRM7CMStDU0fg3z/lcRMg+AzrsX/uKZWQcvO6voSlt90/qWXS+EPxILcYFyvSv959I2E3JDDDRAMveOG5gEy56nESyejpBlQDhAr0uWsZiIOiPz/j/Asvc5NE7+EJJlYK6HQ0REeSavgrZEREREnZEsGiFIbpgP/TnhXKhgcPJrBB0co59O0lc0PUJi0BZyYl10pS0AFG69XTkWZG2AN2Tqk3QcXYGsC6+0FQO1sUrJD4gZpr4Swyt0E1YrS4EkjduWoWYxitZfCch+1B+7AiHbKOWcseY/sO14WCmHzP1Rd/zGdh8TEXWMwq13AABs2+5D04TE3x9ERNS9ibkeABEREVFnJwYbUp6TkwQOvT0vRs1JBxAsmpqkvSo9QtwuDEIoMWibdLUuAFkwJO+3C9JF0kZ4+v2PUicEHRlfLwSd4YO4QLnl4JswHXq39QNMJeRB8doLIUgeCHII5qrX4salfQ067z7uzEHUyQmBBpgO/xUIuWN1IWcOR0RERPmKQVsiIiKiduKtnAuogqeBwgkI2sbBNewxQFeQ/KLoSlvICTlW4x/fB2KpAeI5xr2GQOFEePpcG+422NiSl5CXPL2v1JR95WcAAEK20ara5HmEk9G7tgJI/udr3/g/CXVtRVAFbQBAMvXSlJP93RqP/r3dxkNE7c++4SrYv7sWtm33xio7YFU/ERF1PgzaEhEREbUTf8XZgBDLRuUeci/qZ3wJydwr5TVyJKctAAjBRli3PwJ9wzfhiqRBW0tCXdAyGJK5FxqO/QLuwXdG+mrqMqs0ZVVKCACAGAuMyxAiB5kHbYPWkQBSpKRoR/FBYiHk0pR1nt0J1xjrl7XrmIiofRnrPgcAWA68rtQJMoO2RESUiEFbIiIionYii0ZNegTJWNn8Rar2BXt+h4I9v0XJt6dC59yaPKiYJO2BoFplKuvt4To5kDTo2yWoAuMQwh9vBWQeoA6UHh8+6OA/n/gcupqgbcgD2/f3JV4khVp8P9PBt1H89YkQfEda3AcRtQM5cZNJIiIiBm2JiIiI2kmoYJgmoCiZMgjaCrGPZ6YjsUfhS7+aBtFfHe7X3BchY084RzyZ9BF6WYytvpV1NshCOBCs8+zN+jXkJ0FTktVB2xastJUjH4l1ru0AAElX2KrRZSzNSlvRX5P0EllnTloPAAh5YV93Gcz7X0l62r7pJhia1sBS9Yfsx0pE7SbVhpVERNS9MWhLRERE1IZC5gHw9roc3t5XIGQbHbfStiKrvnRebZDVuvMxAECgdDbqZn8PT/+bIOsL0TROu4GVJrAniAjax4f7c32f1f3zVvyKY03QNvrxNvtUEAX7Xwr3EIrbxKyd8k3G57S1HPhj+F6yDAi6pNdIpj4p+zMfegem6n+icOvP0t5X563KfrBE1H6y+JKJiIi6DwZtiYiIiNqUBMfYF+EY8wIgCJCNFXCMfg5N497QpD5I20N8ztY46ry3AODreRFkdZAv7rxkKAUQyWvbBejdO7QVqpy2EDJcaavK71uw/yUYaj9TytEct0qXbfHnJgWhb/xWEwBOtvFZxadlKPlqWkJ+29g17qT1QBY70HPTI6K8Yj7yQa6HQEREeYhBWyIiIqJWqp/yn1hBTsw56u1zFXw952bcX8Pkf6Y9L+sKEurqZn2nHAetw7UnI+kRBNmf8Rjymc69S1OWk660bS5oq/17Kl4zBwH7RACAv/yMuPvFBYlboGDX4yj55hRYdzyi1MXntI3Su7bBWP1vpSzpCuGtnJv2GgCQBUPKc9qGzJ9JlHfS/GwTEVH3xKAtERERUSsFS2YgWDAUAODvcU6r+5PMvdOeD1kGJLmmLxonvAdfjzlwDX1Yc05J0SB1kaCtZ7e2IslGZM2nR0gM6hqa1gIAAiXHQRZjgfGSb0+D8egnLRhpjHX3QgBAwd5nVENIHaRRr5oNWYcjZB0Wrg/Upb5Jhiu5uVM9UY5Iqb8wMdb9twMHQkREnQGDtkRERERtoHHKJ3CMegbOYb9sdV/RjcNS8fWYk7TeX3EGmo55E7KxTHsikj5A6AKPxQuB+oQ6ydhDOZYz3YgsyYroWH/lqDlxj6auaP2lED37Mx5nJtKtmrXuWhBrJ/kRsoQ3KkoIWKuoV9qaDv5v6ht3gXlA1CklSYkSVbTuYlQstisbIhIRETFoS0RERNQGJFNPePteDeisre9MNKU9LevtWXWnBIG7QHoEIdCgHLv734RA8bHwVZ6vapDhSts0QVtZZwV05oR60Xcwi5E2L5rTNmTun7ZdsHAsJFNPAIC+aT0KN90EQ90XiQ3F2Ipj+6YblGND7VIUbrpJdd+4jdyIqEPE57FumPRRQpvSFZM7ajhERJTn9M03ISIiIqIOJTTzES1JQDGtyGPzQhdIjxANOEqGUrhGPJmsRfj/m1lpK6TJeZssZ3BbEoJNkPV2ZbOxQNFU6Lz7UrZ3Dn8cOvdOAIAYbID54NswHf4ANacciWupS7wYgP27ayEGapWy6K9p3QsgohbReQ8ox9Wnpd7gUAg0QDYUd8CIiIgon3GlLREREVG+EQRlcy3JUNLq7pTH5rtALtNo0FYWUwWuhcz6CblTnksVtBVasYGXZChXjotXnoDCjddD9IcDqZKxHK7B96Yej7EMss6iHUvSfLja1cOGmsUAoAnYAoDe+R2IqOMlXSGfhDHys0tERN0bg7ZEREREeahh6mI0jf49ak/YAU/vK1vXWRdaaavkhEy16ZaQWU5bQ82SlOdSBm0jK2OzIsuA5Fc2EgMAvWcXzIfegd4R3vhMNlXCPSR10BYAkCxIHbepUcGeZzVlS9XrKbsT/LUpzxFRGnIo/LPXkvfTyBc/Qdu4hFPO4Y/D2/MiAIDoO5BwnoiIuh8GbYmIiIjyULBoMnx9rgREA5xjft+qvuRogLMLBG2bX2mbWU5bydwn9UnRkrw+06CtHLu3bcvtKPtisJLeQM1Y+1m4W2PPZruUkjwqXbpstHIs+GsTVtDKoinlmHWevc3eU/QehKF+RbPtiLoNWUbFkhJUfFqKss8HJd0YMR3RdxgA4C8/TakLmXoDAHwV50DW2QB0kS/YiIio1Ri0JSIiIuoEGsf/CQAQLBjWTMskIukRhC6QHgEZp0doJqdtus24hOQfkdOlVIgyHfwzyv47FPrGbwEAlgOvQQw2QfQfTXmNbOrRbL+ysSKhTuc/rByXfzEo2VVJg8VAOK9uc4q/ORnFq85k4JYowlj9T+VYDDlgOvx+VtdH30Nk1YaV9TNWova49ZAKBgFiJJUNg7ZERAQGbYmIiIg6BX+Pc9Ew5d9omJb6sf5UoittLVWvdq5ggCxD9B7UVCnB1pTpEUTl2rRSBG09fecrx65Bd8bdu/mgt33TjRD91Sj55pRm20aFzP0BAAF72+4aL0he2L+7Nvm5YGPqC2UZ9nWXQucL/9kbjybucE/UHZkP/UVTFqLpWgBADqFg5xMw1P035fXRFCuyPha0lQ3F4YAtAFmIpLLpCl+wERFRqzFoS0RERNQZCAICJTMht2BjMnUuVn3TmrYcVbsq2PUEypaNRMViOwR/DYDm0yPIGa+09Satd45apBy7hz4Y13l2G5EZapdm1C5kHQEAcA37Zdp27n43asqSvjhpO3/JCQAAU/Un0Lu+T9rGdOTDlPcRfQdgqv5EKeub1qUdF1F3ESjSfrFiPvg2dM6tyrF11+MoXv2DlF8KKSttRWvS8xBN4f92pi/XiIio3TBoS0RERNTFhQqGKMfpgnX5xrprQex4eySAGgm2ytHgRjwhLqdtihW3adMjqLgG3RUryKHkjeQQjNX/VgLLUbZtdzfbv7fnJcrmaXL00ehUYxnxJGpO3Ie6GStjlSEPjEf/qWmnd25s9r7mI+/DULc86TnT4b9qysYGpkegzOmcW6Fv+CbXw2hTgr8Wxup/wVj3uaZe79yE0q+mAQDM+19R6qO5axP6ia60TbHZYfQ9wHT4rzAe/UezGyoSEVHXxqAtERERURfn63WZclywr3WbmuWKPpKbNZYeIXnQVvRXh9s7voNl9yKUfTEQOuc2IOiEvnFVLIgb8mR0X/fQB+DteXH43ilW2poOvYuidZeg5OvZ2jG7tjXbv2TuGysI+oTzmhXFghB+lNpQFi4GG1HxWSWK1sf+fh2jnkHQPinpvZxDH4a3cq5Stm2+JWk7IehMqCvY9SRMB/6U9rUQAUDpV9NQ8u2pEL0Hcj2UNlP+xSAUrZsHY+2nKdsYHOuV41T5r2NB2+QrbWWdHQCg8x9B0frLNTl0iYio+2HQloiIiKirS7GxVmdiaPgKJV9Ogt65CUDqlbbRwKp9002w7XgIYqAe1u/vQ/Ga81DyzcnKKtJMV9qGG0eCqSlW2hprPwMA6Lz7M+8zQr3iTlbl6XWMegaS3o7GiYkbHcn6ovCwkLiKOGgdAW+vSxPqG8f/EZ5Bd8DT/yalTgwlBmcBwHT0w4Q6685fwb75ZiCDvL7NMdQtg23zT5vPO0ydmn39lRDdu3I9jA4Rv1lfqo3+lPQI+hTpEZrpl4iIupfO/wmeiIiIiJoli8kfxxWCTTDvewmC70gHjyh7evcOWKKPIOuS57RNRpADMDSuAgCYD74V7iuDFAJRsqCLHCRfaRuy9I+1bebjtWP089q+1Y9JC7H0CN7eV6D2xH0IlB6f2InOrGxYlCBFMNtfeUHkfrZYU//RxIaSP2UeXACwbbsn5blMFa8+B5YDr6Fo9Tmt7ovyjOqLDUPTapR9OSF3Y2khIVCfUBcsGKYpN054V1MuXnWmpizGb/QXdAKyHAvapkiPELRP0JRlnSWTIRMRURfFoC0RERFRN9Aw9V+xgmq1ZMGOR1G47S4Urz4vB6NqOVlIkdM2CW0eyvDqTvOhdzK/WWSlbar0COpHnYVmNkDz9vkhmsa9obo2FryRjOWqe4ppV0irV+WqScYypNuELVWwSLmtaoM2X8XZCectVX9Ie302jPXJc+rmHVlibtFMtXIltqH2c9jXXQbRe7CNBpSdkq9moPzzASiOS3UiG8s0ZX/FWXD3T55eBACK1l4Ey56noW9ah7Kl/VGxtDes2x+Azrs33F+K9AiB0uPhGnyvUjY0ftvSl0JERF0Ag7ZERERE3UCwcLySH1Xn2avUF+x/CQCgd23JybhaSs5ipa1k7KG6sAWP5CsrbVNsRJYkF20yrkHhjckkQ1FsOOr0CMYKNI17HY3HvBO7ZwqpUhuEA7+Cpq5pzEuxe+jt6QepCrp5+s5HsGBoQpNkKxG7LFlC8TcnoWJJMcz7X871aPKeIPsTKzPMHw0AxWvOg6n6n7Btub0NR5UhWVbSrxia1oY36ov+zKt+Ltz9bgAAuIb/KrEL1Up32/YHUfL1CRCDDQCAgr3PxNqpVrzHcw+5F54+1wAAjHVfQPAlWRFPRETdAoO2RERERN2BoIOsLwwfBmpRsmIqrG3wqHuuyPripPWOUU8n1GnTAKQO2jqHPZr8XkpO2+QrbQW5+dWF9dOXwT3kvnA3+ljQVvTXaNr5el4If4/EFa4Z01nh63Guts/esY3KZGMZ3ANuCx+LiYFvvWurchwoPw0N0z5LaBO/4VpaITeMR/8JnSMxHYVkiKwslmUU7Po1TIfeTWiTa0KgFoamtQCAwq13QvQeyvGI8lySlbZZ5Y+OMNX8C5CS/7y1m8gmYVHFq8+GueoNAOFUDwDgHPoQXMMXhBsIArw9L9Jc4xz2WEa30mxAmITOs1s5NjR8mVGfRETU9TBoS0RERNRNRIN0lgNvQO/ahoJ9L+R4RC0nq1arqimBwNRXJtS4Bt2F6lMb4Rl4W/JLlPQIKVbaZvBIeNB+jJLuQL3KTrMKuK3oCuAvOznlaU//m8MHcUFo06G/oHjVWeFTkbkiG4oTu/fsyXgoZf8dgaL1l6F05UwYarUBYDFQA4Rc0Dd+A+vOx2Df+D8Qgg6UfDUDFYvtSQO9Hc1Y+6mmbG7D9BBdkSAlWWmbrC5KlmGueg36JGkAbNvubsORNU9MsnlY4dbbUbpsjFIOFQwDxNjKese41zQb/4n+5nODO4c92uzmkKK/OnbcnVa2ExGRBoO2RERERN2EzrsfAGCoXZrjkWRGMpSlPqcrTH4iRa7XKJ1rB0yH31fKjlHPwD30AUAQUl/UzEpbJFlpK6kCs97KC7XnDKXKsa9ybtrxZsNXfnpG7WRRlaNXlS7CvvE65Vid27Y11BsyFex9NuF8xWe9YDr6D6VsPviW8oh66cqZbTKG1ohfCZ0ycE8AACFJ2o50c8lY/S8UbvkpSr45BQhp27Vl/uRMCEFH0vro+yYAiP7DCeclUy/l2NCwMu09Qqbeqb8cUvGXzIqNK9DQbHsiIuqaGLQlIiIi6mZ0vsRNfkLGShhqlkBIstosV/ylaR7DF5PnkVXnlExG5z8M+3fXKOWQdXjzA1Fy2qZIj5Bkpa1z9HMIWkcCALx952vHaOqBxvF/QsPED1K+jmw0jXsDAfskOEf8RnWTNLl71flyOzAIKQTqktYX7P2dcmzb9vOOGk7LxD1CT1rqwKcUzZ+sTo8QNy+L1sdWqercOxP668gNyQTVFwypBEpPSqjz9LsRgaIpcIx6Fu7Byedv0DYOwYJhqDtubUZjcQ99UDm27Xg4o2uIiKjrYdCWiIiIiKDzH0Hx2rkoWntR8407iCBLaU4mD3Zmmz9TzmATMbm5jciSbb4EoH76f1E3cw0CpbMSzvkrz0Og/NSMx5mOr+dcNEz/HFLBIKUuZE3cQEyhfs2pVg+rRIPPGiF3NkMM3zYYXoUpZ/NPENUcEPzV0Lm2Z33fVombg6bqf3Xs/TuZ6Jc+QesoIPIFSjRlgnnv71G2tA+MkT9DY9yfZenKGQn9lS0bCUNcior2IHqrNPmcUwlZhyXUSeZeaJj2Gbx9f4RA6Qmom7kG/mLtKvH6GV+i/rjVgM6S0XhkfWHaFCdERNQ9MGhLRERE1E24Bza/I3tzj/d2rNSrQCVDSdJ6IdtgYgZB21hO21QrbVPk7NSZ0wdP25FryIPw9J2P+in/STgnCwZVIflrqp/+hXLcMPU/8Pa6THNeDNRB9OxPv6I3jt69HeWf9oSANMH4eKo/27L/jkDpiskQvVWZX99q2rHqvPs68N6djxAKr7SV9YXKqndB8gGHFsO27ecQQ04U7HwCAFC0bl5GfRavuaB9Bhsl+VG2bDQKN98SLurtSVf5N47/Y0bdhaxDEbKNVsoNkz9u0bC8va8CAASKprboeiIi6vwYtCUiIiLqJjz9b8r1ELKTZqVtsseUASCkWm2a0S10Bc03UnLaplppmxj4jG7k1V7cA34CAKifviz5kAxFcI5ahGBJ4upFdaA6WSC6ccK7CNonqvoqgWPsS5o2BXueRtnyMbBtvSOrcQtSLKgeLGg+oG2pehWiexfM+15UxtqhXywkCUrHb6hGMdGVtrLeDlkI55c2HXgLWBrLt6xz7wi3yeJnpD3zcMfn4Q0Uz0Tj5I/h7Rl76kDS2+GvzDx47B70M/jKzwqnLkmX5iWN2J9P5l+MEBFR18KgLREREVE3IZl6ah51dw26E4HiJEG9fJEu32qK3deD9okZpTyIChUMbn4YkfQIOs/e5EOJW2krC0b4M9wUrKVcw3+F6tOaELQfk/3Fmpy2kaCtKi9voHh60suqT61XNoCz7H85/N+qV1MH16X0qRcapsUCcUFL8r8H2/f3ouzLCSjcdnesbssdMB79GAh50vbfNhJfm23rXR1w385JjARtJb1dSY9gqXpV00aQPBC9h1JuUCbrrAl11p2/auORqm+o/TuW9ZFNDlUr0l3DfplVl5K5D5omvgtfz1ZsNBjNd93MzxEREXVdDNoSERERdSdyLDjnHvogGib9PYeDSS/b/LRRdTNXI2gdDsfIhc03Fo3NNjHWfRH5b/LVfurH9UPGnqg5cU+bbDDWbgQRkr4YAKDz7AlXqdJKyGKK1ceCTvPYt1KdYvM6vWpFrGQoTzgvRzeqAhAoPaG5USvEYAOK1l+Bis8qUfb5QFi/fyDtquzWiOZVVq+6VIJ6bUT07EXZ54PDr6OTi25Epk6PkNBGDsIWSUWQjGPkbxPqJFPvthlgsvHEf+kSmZemw+8rdb7KOe12/1SiaUwEOXGjQyIi6h4YtCUiIiLqRoT41aspAiv5QO/c2KLrpIJBqJ+5Ct6+17XJOAz1X6Y9H328unHCe6ib/T2gt7XJfdtTMBJ8LVp9Hkq+nKQEnmWIaedEsnQSond/+L+efZoNysRAverCJKsFBQGN49+Er/xMuIY/1pKXATFQh4K9v9ME2NpW+NF0WVcIx+jnAQCSsaJN72A++L8QAzUo2Ps7IJR89WlnoUmPEBfcbpgeSythbFihHEe/QIjyVc5F0DYW3p4XwdPnagCA6eiH7beyOi4oGg3aentdGqszlLbPvdOJBG31zk0df28iIsoLDNoSERERdSMhUx9thSBoioHCFjxu3w6MRz+G6K9uXScpUigAgL/kBNQety6jbhxjfp/+NpHHl+V8Xl0bJxqEEkNO6N07YNkfzlkr66wJc0Jznc4S/q8QW6FcuvI46Fzfo2z5WJQuj80f6/f3AwD8pSfB2/fapP35K+egaeJfNKtuAaB+2udZvR77xvko+erY9Ck1WkJZwStAFiMrH1NtPNfSW4ixx/BF/5E27bujiYFaAOEgtyZX7PHvI1g0BUHr8HBZtTLaOWqRctww8X1AZ0b9jBVwjHsNgZJZyjnT0ZZt6NX8mOu1FZEvGJyjn4Fr8D2oO3Z5u9y3WapgstDa90IiIuqUGLQlIiIi6kYcY56Hv/SkNGkR8uPjoWXv8+3Wd9OYF9A45R+QMshnCwD+8lNjhWT5JaOrSFU5MPOdEBeoshx4A0DzG7NFzwuyNnBZsCcceNP5jwBBV/g4knrBWLcUriG/SJ12IcJfEk6REDL1QrBoEoK2cc2/EBW9czP0jauyuqZ5kU2gBEF53F/v2NCmd1CnAVEHJg21n0PftK5N79VehKADpcvHw3zwbQCAZCgBoAr+R1bdymJivtqgbRSqT2tC9clHECg/TXNOu1o3wxQYUnbpBGyqfMkAYrl2BRHuIfcjVDg+q/7aSqDkeOXYfPCdnIyBiIhyKz8+lRMRERFRh5AKBqNx8t8RKDtJqWuYHAsUxQfjcqVd8zhmGVxVBxsFyZ2kQTRo23lW2hpUj6drRFbSppTiNUaDdUBiWgt3/x8Doh6+yvOVOm+vyxP6aJrwv3AOexQNU/8DAHCMeS79WJLQeQ9kfU16kUChICp5f8VALSAFIQSbYNt0Cwy1n7bqDuqgre37+wAABTseQ/Ga81Dy9QmALLeq/45g3v8HJUgPAIGyk7VpNkomAoit1JaMZcqpUEFk9W2SuSeLqroMfr4su59C+dK+0DetzXjsBlXuZQBZbWTYrkQ9QsbKyLEufVsiIuqSGLQlIiIi6uYCpbPRMPmTcCFPNr1JtoN8lK/iB63sPctNq0QT5OiqwSR5NaMBZlnoPIEVz4Bbk9arA2/JmI581Gzflt2LgNpvlbJ74E8BQPO4vGP0swnXyfpCeAbeBskyEAAQtE9EzUkHELBPTHkvf/FMTVn0HWp2fFlRpUfwl5+uVOudm2De/wdYDr6J4jUXtO4eqqCtpAuvLLXu/rVSJ0RSDuQzMVCnKYeswyCrN/kzRzaiiwRmRe9BAIC38sK0m/Ypq16BlBubqdl2PAxB8sC2+baEcwW7fo2ypf1hqNOmOwhaR8a1zJ+fY8nUCwBg2/ZzCHF/xkRE1PUxaEtERERE7Zavs6UCRVOS1jdM+juaxr7cqr5lnb35RmqCAETTAoSSrbSN5FHtROkRQhmmhoiXdKVxHFP1J8B/pill2dgDAOAacj9knRWuwfcAYmZ/VrK+EK4hDyQ95xj9PPyq1bsAYN3+UELqh3SMRz9GyVfHQuf4LtUIIv8vQlZtQGauek0TINY5N6e9j2Xf71Gx2J4QMASAgn2xnMliyIGCHb/UnBcDDc28itxTB1QbJ7wLAHAO/xVksQCuob+ItYt8GSNEvjgxHU2VpiXMr8ppm3QzuxSEkENTLtxwDaw7H4MYbIB9vXaVdzQwHLSNhaQvhmfALRnfp70ZHOuUY9ORDwEA+qa1qFhsj8ynZbkZGBERdQgGbYmIiIgoFnDMIjDSnqLBY2+vy5S6xol/Dad10Nta1KdjxK/h7TUP/oozsr42+pi2ICXZwV7ufBuR6VMGKdNLFUBNxdP7SmVjs5BtNGpO3Af3kPuz6kNINSflIHTObXFt/bBt+WnGfRetvwJ652bYvk8+JkGO5bQFAElfHC6Les1Gd6VfHQsh2JS0D+PRj2Hb9nMAQPHqszXnzFWvJ7S37l6oKRduvC78xUCefKGiZv3+fti23K689kDxsfBXnAUACBWOR81J++EZHMsZK8elQEj5dxult8FfOjvcNuRN31Z9mXunJq2E+cj7yrEYbAAAGGqXomKxXVld3jT2FdTO3gnJ3Dvj+3QsHfRN61Dy9Wylpnj1OTkcDxERtTcGbYmIiIgo71baRgNUIXMf1Jy4H9Wn1GkeT28Jb/8b4Rj7CtCCNAZympW2QnTjo3zJhZkB0Xc4ab1j5MKk9VHuQXdmdR/JMijuxq1bjRwojKVK0Lm2IWQdmtAmuiIxKymDh9H0COF/NrkHhh+7t+x/BQX7XtC0LNj9VMLVlr3Po2j9FSlvW7gl8TH+eIamNahYUoLSLycCWQQu213Ig4K9z8JS9aryJYCv/Extm7i/7/jN6GqPW9/sbWRd+EsadaqETFQsKVKOlWC7SvEa7SptWWdp9fxsa+onDgq3/CSc45iIiLoNBm2JiIiICBAi+SfzJKetEjwWjJANRWnzXnaE6ApBIeQBJD/0jatiaRGUjcjyK+CTTqr8oCHb2PQXCgIcIxcpRU+/69M2D5Qcl/XY4vnLTkbAPhmevvMhG0tV9afC0/c6uAbfB8lQHrtANGfUb/HK2KP3UiSFQ6LoStvwP5tkQ0nK/swH3tSURc8+2L6/N6Gdkr4hyy9IdN790DuaD3K2J8F3JLw6WApCCLmUemPDlwDC6SzS8VfEVhq7Bt0FqWBQmtZh0bmaLGhrOvQeCnY9mXqzNin8sxmyjmj+PmnyaOdK0/i3m28k5cd7NhERtT0GbYmIiIhIebRfDNSnXIXZoeRwQEuzmVErePr8qFXXR1cICiE3CjfdjJJvTo49hh8J3namjch8lecpx+7+P1aO5QxWC3v7zUftrO9QN3MNnCMXwtPvf1K2DZTMTHkuY6IRDdOXwjlqETx9ror1XXYKoDPDPeTnkEyxoGvQOjyjbg2ODcpxymCsaiMyAJCMlamHGajRlHXuHUnb2deFU37oPHu1t4oEDT1958NbmXxzMzGLfL3tofy/w1C45TbYN1yp2VguqtmgbfmpyrG3d+oVyBrRILxqw7Yo+8b5sO78FYw1/w7fP7phYIQQcsC+9iIYGr9W6kKRje4S6AqS1+eQZO4Fd/+b0rYR/Uc7aDRERNTROs8zXERERETUfoRYcLRkxVTUnrQ/h4MBhGiApo2CtnKSx6Ozuj6ai1PywHz4LwAAy4E/wtv7Sghy50uP4O8xB40T3kOwcCwkUy8Y6/4LyD4EC8dldL1kGaAcB4qmw7L/FQBAw+RPlLytkqGsncb9l/A4BXWALrYWpbnAYVIpVytqV9om28DN2+tymA/9OVwIOmM5l1PMB2PDClQs1m6GV3v8FkjmPuEVo5HX5a27FsWrz9W0Mx15H/6KuBQEOWCq/iRp8LPZTf4EHWqPWwvRXwMpw83w5EjQNiGnrWp1beGmH8Pb+3II0K64Lf98AOLpPHsg+GsS6uU8DNoCQLBoKoAXUp5PujkiERF1CVxpS0RERESaXI5isBH29T+EzrU9Z8OJ5olt7UrbpjEvwF86G+6BP23dgJRHtLWr/Qr2Pq9Kj9B5grYQBPgrzggHCgUR9ccuQ/2xK4C4jaIyEk0TASBQMgO1J+0Dpv8BDcd+3nbjjRIE+CvODI9bPQTVo+3G+uXZd5tsgzlAtdI2kh5BnxiUdIx+Tjku3HxLrE9V+oCmca/B0+fapLcI2CfFXo8qEB0onY1QXE5gvWNz+EAKaIKWpsPvw77+qnDQuL1I2ry/Bft+n9Akk4C5VDAEweLpGd9W1kWCtvErbVVlMVCDgr3PZNxn4ZY7EivzdKW8r3IufBXaDexkwYiQqRcA7TzLhug7DNOh94BQirlPRJQhwV8L+/ofwlj971wPpcth0JaIiIiIIMflYzUd/TtKVDk/O5wcy2nbGr7eV6Bx8seQja1b9amkDYjbsMp09EMIkTo5zzYxyoogtmJVsxQ7FHSQDcXAkPma1bjtTR04BZD1hl3mw+8lrdd5dkeOoukRypUAsXvAT9Aw6W+afMvmIx9A8NfCdOgd2CKBQX/pSfD1vChlCoZkgeCopnGvacp653coWn0eypf2hX3DlUq9/btrYDr6Iay7f5P+hbaCEKhttk3I0r/tb6ykR9AGF4VgY4u7NB39UDmWdVZ4+s5vcV/tThDh66Fdce0c8biyMljn3gGdY2PW3do23wL7xvlZBbuTknww1C1nbl2ibsy64xGYjv4dResugW3LHTDUfprrIXUZDNoSERERUdJd01OuPuwA0VV1eRMIjQQ0hXSbR+XpSr32JshS843aWcg2AnUz1yhlnbeq+WuMPZttY6r+BABgaFgRrhBNqJvxNepmroFr+K/CeXXjFK2/DPaN10PnOwAgFpSVBSGhbfh86tWpwaLJqJvxLWpm71bqjHWfQ5A8MB39GAA0j/oX7FmU0EdbySR3ansE6qPvAQX7fg9D3TKlXuc7mFU/9dM+TQjOyoIeNScfgnNU+/25tQV/j3M16ShkfREQybNt/+5alK6cCdFbBcgydK7vmw+gyhJMNf8HALDu/FWrVmjbtt6N4tVno+LTMhiPfKj0r3NuS71BHBF1KaLq/dhS9QcUr0mel52yx6AtEREREUFu5YrWNhcNOkTSEuSaENkAylz1WppGnSg9Qhvy9TgXkr444RHujhayDlWOM3lkXEBcsDkaYAp5Yd73omalkOA7ohxLlv6aewFA44R3lWNDw0ptt5EVkXKKHL86V/INy6JCthGpV4oHnSjc/JO017cVUfVn0JFEVVC6ePU5ynuDzr071SUImfsm1AWLpsLb61JNXb7msY0n6+2oO259JM3G1fBVzk0Yu865Bcajf0fpiiko3Hh92v5Ezx5NuXTF1BaPzXLgdeW4aEN4o8CKJcUo/WoqKpYUwbz/Dy3um4iou2PQloiIiIgAnRnuAUmCPzlaRamstM2TYLIxstLS4FiPQOExSdvI3TRoKxuKUTt7O5qO+d9cDyW2GlHKID1C/NyWPDAdfh8Vn/VA4ba7NSuFGqYtaea+g1KeM9R9AQDw9bwQAOAvPg6Nx/w5dm2SAGMyDZM+TKgr/XIiRL82mGqoXZpRf9kqXjs3oc7d/yb4eswBAASKprXLfeNXjdq/uyZSn/xJgKaxr6Bhyr/g6f1D5f3DOeIJAEjIpSuLnSNoCwAQBPh6XgTn6GcA0ZAYcBaNsO4Kv07zkfdhOvxXTb5pheSHsfYzTVV0VXhLRDeKiypao50nhVvv0OQfJiKizDFoS0REREQAANfwX0HSaR/Vjq4w7XDRNAT5kh5BI8VH6LjgRbcimjSbaOWKLrKC0LrjkcRzzm0o/G5++PFxAIA2oGVoWhcLCMaRjeVp7xuyjYRr0F1JzwWKjwUASKaeqDlxLxon/10T4Gw65u20fSv9lJ0Mb8+LNXU6/xEYGldp6zypV6C2lBBoSFrvGvEkHKMWwTnsV2jM8HVkfe+44Kzp6Efh+kjeYn/JLNTNCK9u9va8BL5e8yBZBsA55nnUnFqD6tOa4Ol/s3J9yBTbxC5VnuHOQO9Ypykba5dC79yslO3fXQtz1euaNuaqP6L8s17hQGq8aGA1y5QGgRJt7nNjbeIXHJZ9L2TVJxF1fkWrz8/1ELoEBm2JiIiIKCZuM6r4wEBHEeRoTtv8C4QaHGuTnxD40TpfGOuXaytCXpR+NRXmw+/Bvj6ygVdccKp41ZlJ+2oak1nAyZNspToA58jfKseyoQQQjZBNPVB7/DbUnLgP0GU+xx1jXkL99GXpG6XLu9xC6k2/nMMfh2vQXaifFl7RKxvL4Bn4E8imyja/LwAISfKz6hvXhFeSIhwMD9lGo/q0JjjGNf8ovmwoVY6lVm5QmEti3BdqBXueSmgTH5wt3PITCHLyfLei7yiM1f9G2ReDYaz+V8bjEELN58M1Hf5bxv0RUddgrFuafLU/ZYWfLImIiIhIIcbtEF+4+ae5GUh01Vee5LT19EufI5Lym3XXAuVY79oaOcos9YcvLg9qKrK+KKGu9oTvU+ajlcy9IBuKM+pbIeoRtB+DpjEvpWyi8x0CQhmkh8iCoHq8PVA8E+6hDyBYNLlN75GKa8j9kPR2uAbdqdSVfHMijA1fAoBmc7JMqAO1YqCubQaZxwp2/BIVi+2oWGxP2070HUTRuksgBmpRtG5eRn0LgUYlh7Ov4gcp24UKUqcPIaKuIMWTNnKwY4fRBTFoS0REREQp6bx7c5KPUIisFpTF/Mhp6xz+RK6HQBlwDb43VlDlrNU3ro5VR/Mkp8nX7Ok7Hw2TPkLtcesAQZfZzQUB7n43KMX66f+FZOqZ2bVZ8vW+DE1jXkx6rmDPIpSsnNn6m8gyENnQTb2xW7BoUuv7zkLINgK1s/fAPfTBpOeFLN+fZPUXQUlW8XYWjhG/AQAEiqakbWfdvTCj/kq+PU1TFr2JeW71TethPPKhUrZUvaIc+8tPTWjvLz4OAKDzVmU0BiLqYhi0bTUGbYmIiIhIUXfsioS6ik8rOnwcykZkebLSFqIegcIJuR4FNcNfcZZybKiPrcAMWforx4LsByQfhBSPbVafUgPnqEUIlJ0IqWBwVvcPqnLVBq0jsro2W/EreyXVY/969w4AgPHoP1D43Xwg2Pwj7PEqlhSh4rNe0Dm3wlizGABy9zMgpt7kzzX0oay6ElTpI+qPXZ6mZX7z9r8BNSfuQ8PUT1t0va/HHM2XDPH0jg0JdSVfH4+iDVdB3/gtAMC645fKOX/pSZq21Scfgqd/+AkFQ+M3qFhsh8jgLVG3kiy9DWWHQVsiIiIiUoQKx6J21ia4B96uPdHRH7yVjcjyJ6dtoOyklOdqj1vfgSOh1GKPaBavPhdFq8+HzrUdOt9hTauSr09O2OAKAKpPrU/I65wNWWeNFdp57sr62KaBTWNeSHjUX9/4LYrWXw7z4fdQuOW27DpXrawt/WoarDsfAxAJeOcRX4858Pa9Nqtr1KuGobO08Yg6lmwoBgQBsmreu/vdmFEucE/fa+Aa8QQaj/nf5A3iciMXqFbs6h3fhe+vmu9SfAoEnRWyzqapKls2utlxEVEXwpy2rcagLRERERFpSJZ+mlWKACAEmzp0DLGVtvmRHgEAdM5NynHtcWshGcoBACHzgMSABeVEyNxHUzbWLUXpiskJO9rrnd8lXOsvOzXzVAgp+MtOQrBgKHw9zgeEFDn+2og6aBuyjYErLn2A6eg/lGPz4fdQ8tVMCIFGZEIIuZPW+yrObsFI20f1aU1oOubNrP+cQ5aB7TOgHBIQ21TPPfQXqD1+S9r29dM+D38JJejg73EO5CRhAUvVa7GCHNKsqrVtuwcAwvMcgGvQ3QAAb+WF4TFEVvCq56iiBau+iSi/xe+HEJVq40PKHIO2RERERJQg+o/xKCHY0LEDyLONyADA0PC1ciwVDEHD5I/hrZyLxknv53BUpCYby7O+pmnca/BWzoVjzO9bPwCdBfUzV6PpmLda31czZCGWMiBkGQB3/5s15wv2LNKU9c6NMB/6c0Z9a1ajqkjm/knrO4pj1LPh/478bYv7cA1/DN7KuWiY/ElbDSvnfD3Oi/z3fMh6O2RDiXLOPfBnCe3j8xLXH7sc3soL4Bj5lFJnrFsK0VsV3sRsSYmmvZJHWApveCdFfu4cY55D44R34RoWDvAm25yv/LPewH/nAhJzXRJ1GVLypzB0rm0dPJCuh0FbIiIiIkrgict1qPMe6ribS0EICG8SlU8rbQOlszXlUOEYOMa/gZB1eI5GRMk0jXsj9bkxLyTU+ctOg2P8G223aVg7r7CNChUMhiwYIBlKIeuLAV0Bamcl5iFVS7aiMhkx0JBQ5y87Bd7el7VgpG3H2/dHqD75ELz9/qfFfUimnnCMfwOB0lltOLLccox+Bo7Rz8Ex5vlwhSAiaB0JAHAP+DFqZu9Me32ocCwc4/8Ib7/rNPXp0hkYj/wttiJbVxD5rzWcVzqSdiJUMBiyaFGeSlBU/Q2G+i8zfHVElO9S5a61bs8u5zglYtCWiIiIiBLptDkRLXuf7bh7y7Hd4DPJzdhRnMMfQ9A2Fk1jXsz1UCgNX8+5aJj0t4R6b6/L4et9RUK9bEhcDdgp6Kyonb0dtcdvUgLFkmUgfOVnpLzEVP0P6JJsMJXQ7tBfEuoaJ/0tP1a+q/MGEwBANpTC2+cqyHq7Ulc//QvUzN4N2VgO2ViB6lMb4By+APXTv0jbV8OkjzK6Z9GGH8FU8+/w/cUUuYFFE2pP+B51s9YlnBJCTJNA1GWkyHfOL7Vbj0FbIiIiImqWEHkMtkPupc6nmQ9BogjJMhD1M1bA1/vyXA+FmhEoOwXuAdrNtxyRVbbR/JsAEDJpc+B2NrKhNCGIGSg5IWV7Y90XKF05C4LvaNp+1QE1X8UPUD99WZrWlJd0FsjGslhZEOEZ8GME7RPTXhYonp7yXNA6Kmm9HF1pm+ycoQiy3g7n0Ec09ULQkXYcRNR5CHHpTgJFUwEAkql3LobTpeRV0Pbbb7/FjTfeiFmzZmHEiBFYsmRJyrYPPvggRowYgTfeeENT39DQgJ/97GeYNGkSpkyZgvvuuw8ulzYn09atW3H55Zdj3LhxmD17Nl555ZX2eDlEREREnZpj9HPKcahgSMp2onsXsOUpIMXmRdky1n4eK7RyYyjqvlzDH9VWRFajevpdr1Tl+nH/9hC/clj9eqMMTasBObZ5FUJuWHY/BUPNYgCxnLbO4Y+jacKfEbQf034DpvyiS75q1jX0QTRM/T84Rj2dcE7KIJe0Z9DtqD61EaFIGhIhUN+qYRJRHlFtOOYafE/sy0PJk6MBdR15FbR1u90YMWIEHnoofd6LxYsXY/369ejRo0fCuTvvvBM7duzA66+/jhdffBGrVq3Cgw/GdlJ1Op2YP38+evfujQ8++AB33303nnvuObz77rtt/nqIiIiIOjNvn6vgHPpwuCD5UrYrWT4JWPsz2DbflrJNNuwb57dJP0TJyKYe8JedAgDwJkmX0Nl5e83TlH0V5ySk9ChaNw8VS4ogRnJVm478DbYdD6N47YVAyKWsdpeZiqBbqpuxEq6hDyp///VTl8A96E7IhiJI5r4J7dN9qachCJB1hQAA6/e/aLPxElGOqfYfcA+5H3LkC3dBDuVqRF1GXgVtZ8+ejdtvvx2nnXZayjZHjhzBo48+ioULF8JgMGjO7dy5E8uWLcNjjz2GY445BlOmTMEvfvEL/POf/8SRI0cAAB999BECgQAef/xxDBs2DOeccw5++MMf4vXXX2/X10ZERETUKUXSE+jd24GQB4WbboLx6MeaJtFNw8yH+CU4dQ6NE/+KmhP3QMo02NSZiCY4Rj+vFEO2UfD1Sr6iuGzZCJgOvQfRX63U6dy7YKr+JwBocqRS9xGyjYZ70J2oOekgambvRrB4mnJOMpQktM8muB9dCS7IyTcuIqLOx1d5obZC0If/y6Btq+VV0LY5kiThrrvuwvz58zFs2LCE82vXroXdbse4ceOUupkzZ0IURWzYEE64v27dOkyZMgVGY+ybgFmzZmH37t1obGxs/xdBRERE1IlIhmIAgKFhJSwH3oD54NsoWt++qxN9PeYAAOToh36itibowvlguyj1z46kLwYEAdUnH0bAPjmhrX3jfE1+0dKVxynHIUv/dh0n5TlB0ObFBRAyJ5kTKVIqJOMZ9DMAQKCZ3LpE1HnIkfRD7n43hCuiqa3kYIorKFOd6pPwK6+8Ar1ej6uuuirp+ZqaGpSWaj986fV6FBUVobq6WmnTt6/2kY7y8nLlXFFR6t1jI/OwS4u+xu7wWql5nA+kxvlAapwP3UeoaJJybN12r3Jsqv4H/D1+kNC+LeaEZAqnwPIMup1zrBPKp/eHpmPehm3jDXCOeyUvxtNhdLEFKoLOBAgA9AVoPHYpTAfeRuGmmzTNxUBd0m4k65BW/7nl03ygNqCPrar1l50Cx/hXs/q7lU3hf3sbmtbCsu8FeAfclLa96eCfIets8Fee16LhUn7j+0PXIERTaImm8N+lGA41CnIwq79bzodEnSZou3HjRrz55pv44IMPIOTgb7C01AqdrlMtTG6VsrLCXA+B8gjnA6lxPpAa50M3YKlUDqNpEADAvu5y4HI5oXl5EYBlc4F+FwLDbmzZPY3h+xTYilBQzjnWWeXF+0P55cCoebCL3WxDO09sIUp5RVyKg6IrgLigraXq1cQ+hlyHsl4D2mxIeTEfqPXkWNDWOO23KCvJco4YYyt1bdvugW3y3aq+ZWDlNYC/Hjj+fcB7BNgY+T1ywWHN7yPqWvj+0MntCX8eLLAVhj+3VRcAAMyezTC34HMc50NMpwnarlq1CrW1tTjppJOUulAohCeffBJvvvkmPvvsM5SXl6OuTvstcTAYRGNjIyoqKgCEV9XW1NRo2kTL0RW3ydTVubpFtF8Qwj8gtbUOzYay1D1xPpAa5wOpcT50H6LXh1QPkdfUhB+pVn+C8i6/HubDS4DDS1BTNE9ZbZENm9sJMwCXF/DUOJptT/mF7w+5pwv0QDTzaE2SnyHzqKdh2/LTtH3U9n8Achv8/HE+dD0FA26F6D8MZ3AQkOUcEQMm7e+UPwtwDXsEnkG3w7JrIay7/wgAaNj9JQp2PoHomvHAp2ej8djP22L4lEf4/tA12FyRz20+AZ4aB4r2fAgDANSvTfo7KJXuNh/KMwhod5qg7fnnn4+ZM2dq6ubPn4/zzz8fc+fOBQBMnDgRTU1N2LhxI8aOHQsAWLlyJSRJwvjx4wEAEyZMwNNPP41AIKBsZLZixQoMGjQobWoEAN1i0kTJcvd6vZQe5wOpcT6QGudD1yelySsb/buXBSME2Q8AMB96RzlfvqQUtbM2QLIMzPh++sY1EL0HI/c2cX51Ynx/yJ1g4Xg4Rj2DkLlP0r8DT99roW/4BuZDf056vafvfEj6EqAN//44H7oO1/DHYoUs/04lfXFCnXX7Q/D0vhLWHb9U6oq/PlHTxtC0BrIkAUL3efq1O+H7QycXSY8gRz636Ru+UU615O+V8yEmr97xXC4XtmzZgi1btgAAqqqqsGXLFhw8eBAlJSUYPny45n8GgwHl5eUYPHgwAGDIkCE4/vjj8cADD2DDhg1YvXo1Hn30UZxzzjmorAw/SnHuuefCYDDg/vvvx/bt2/HJJ5/gzTffxDXXXJOz101ERESUt1IEbf2lJ4YPJD/S/avddOTvGd9K37QWJd+cCGP9f8MVoinja4lIy9v3agTKT0t53tPv+qT1kqEEzpEL22tY1N0JIjDrrwnVxavPbfZS+4YfMpJDlI+UnLbhtfGCHMjhYLqWvArabty4EXPmzMGcOXMAAAsWLMCcOXPwzDPPZNzHwoULMXjwYPzoRz/C9ddfj0mTJuGXv4x9Y1dYWIhXX30VVVVVmDt3Lp544gncfPPNmDdvXlu/HCIiIqLOL0XQVvQdAeQQdK7tWX04F71VQMiV9JyhbpmmLIvGpO2IqPVkvfaxzEDRNDQe8zYapn4a2/mbqD30vzChSu/c3OxlpqMfQ+f8rj1GREStIEjhp63kyJftzhFP5HI4XUpepUeYPn06tm3blnH7zz77LKGuuLgYv/3tb9NeN3LkSPz5z8kfBSIiIiKiGDlF0Fbv2oKiVefA2++69B2ogj/GIx+iaMNVAABf2Wlomvie5lFXOWFlbTfYUIAoRyRTbFMnX8XZcIx+HrKxLIcjou7E1/NCmA6/n/V1esdGhArHt8OI2pgUAERDrCzLAGSmd6DOTfKjcOP1CBTPgLf/Dar6SHqEyOe4QNF0AEDI3LfDh9jV8B2DiIiIiFITDClPGRtWQNfM6igh6FSOowFbADDVLoZl3+/TXhssHJfhIIkoW7LeDk/vqxAomgrH2FcYsKUO5Rr2CAKFxyBQPKPZtk1jX1WO1Xlv85W56g2UL+0NQ+1ngCxD8NegfGlvVCwphungn1UJ4ZnqgToX86F3YD7yAQq33QXLnqeV+ui+BhAiT0hFv/CXgh07wC6IQVsiIiIiSk3Uo2nMSylP69y7015u3fV4ynO27+/TlAVZ++Fe1qffJJaIWsc55jk0TPs0IVUCUXuTLP3RcOwyOIcvSDhXd+yXqJ21QSnLogGBwonhY11Bh42xpQq33ApB8qF4zRyU/nc47N/NhxBJC2TfdCPKvhiC8iVlqFhSBMve53I8WqLMib4jyrFt+4PKsRC30jb6lJaAUAeOrmti0JaIiIiI0vL1vizlOfORxMdb/WUnwzn0EaUsBBoyuo8QcmvKss6c2QCJiKhTChUM1pRdQ+5HqHAcJMvAWKVohjfyeyhfn8DQOTbBsntROG+7ut5/BMa6pZo6MVCj5IK3fX8fdI5NHTZOotaw7nw0+Ym4jciU1FgyV9q2FoO2RERERNSsYMEwANAEYzVKp8SOZRme/jcpRdFfDQDwVl6QeJ0cgnn/K7CvvQSi94BS7e5/C2RjResHTkREeUs2FCvHrkF3wj3wZ0rZMeLX8Pa6FP7y04DIClsh5OnoIWakdOUM2HY8hLJlo7O+tmh96i9GiTqD+I3IYkFbKUcj6jryaiMyIiIiIspPTRP+F/qmNfD1nAdfr0tQtmyUtoF9JFC3KlKQAJ0ZsmiGIHmhd6xHwc5fQe/6HgDgGnyfkjZBCLlRuPVnmq5cg+6Ce+gD7f2SiIgoD9RPXQKdZzd8veZp6r39b4Q3ciyL4ScvTDX/RtlnfSCGHHCM+h28fa9p/QCiuWUFIXm5Oa3M26nz7IG+aR2C9gmt6ocoZ6TIT6qSHiEctI1Pe0XZ40pbIiIiImpWyDocvl6XAoIAydRb+Qe0YuKvVYXwP3SFyId4+3fXwnzkA+id4UdAZb0NcqQN4lIiAICss7X5+ImIKD8Fi6clBGzjyTqLciyGHACAwi23tf7mUhAlK49D0Zo54b69B1GxpAglKyYDUqDZy837X0XFp6WtHoZl3wut7oOovcnRjcbixFbaxm1EliRoq29cBevWuyEEGttljF0NV9oSERERUXYEAbLeDsHvjdVZeimHzQVdZdEYftQ15FI2Z9GcN3ADMiIiikn4orCN6FxboXduBAAIgTqULRsJANC7d0Dn3omQbWTa6wu33t4m4zA0fNUm/RC1J8lQCp3/cEJ9/EZksaBt4kZkJd+cHG4iB+Ec9VT7DLQL4UpbIiIiIsqarLMqx764XLUhS/9wffnpyS8W9Eqw1nTk7wmnQwVD2miURETUJYiWhKpA4YRWdalzbETpyplKuXjVOdpb+o+0qv/GY/6sHAfskxCwT1TKzqEPw196olLOdMNOolySTLEv6CVjD9WJ8ErbbNIj6CIpsyg9Bm2JiIiIKGtCMPZYm3vQHQAAx5gX4C89Ee7B9wAAQtYUK5QEg3Jo2/FQwmmJG5AREZGKrLcm1Bkc62LBohYo2P1bTTmawieqaN2lLe4bAPw9fqAce/peB8eYl+EvPg4Nkz6CZ9AdcKlzt4uGJD0Q5ZvYxmJKmiuoV9rGpUcAUm9GxjmfEQZtiYiIiChrgZLjYoXIh3NfnyvQOPkjyIYSANrVuGqyoM3QpVmtAQZtiYhISxYLktZb9r3U4j5D1hFpzydL35NOoPhY+MrPAADUT/0/AIB74M8QKJoKX8+5CNlGoHHqvxAoOzFyg9jvQtFfndW9iHIhGpyNP0b0WIimR4iFGs0H/5S0L1lg0DYTDNoSERERUdb8ZafGCilWS6TMbZvQXtaW9CWtGBkREXU1kqln0nrzoXfa9b76xtUZtw1aR6Fp4nuoPq0JweJjAQCuYQ+hYdqn4TzuceK/wCxdPh6Q5YR2RPkiusEsAIjBhvCBFIQQWYGbbKVt4eZbYh2o5zdX2maEQVsiIiIiypp6FW00d1lim8QchOH22g/qCTsIi9wrl4iIYmRDEeqO/RKuwffA12OOUh+y9GtFr+FNkjx9r0OgMJZvNqhagVvyzUmpL5e0+TpdwxLT/aQV97tQ59kD0XcYBTsXoPjrkyD4a7LrL757fy0g+cP/JWoLcelIdM5tmhXp0c998V9IRBmPfhRrm6INaTFoS0RERERZU3YIBrS5y9RSPfomGOAeGNtxW5BbnpOQiIi6h1DhOLiH3I+mY95UNrqMT6+TlcjO9rKgh6ff/yjVrqGJwVch2ATTgT/BXPU6hEAdAED0VSnnq08+CtlQmt39k3zhad3xEKy7FsDQtBrWXU9k15+KzvU9yr8YhIpPy1H+xSDoHN+1uC+iKCHk1pRNRz+E6DsMAJD0RbEV5fFzO/KzVrThh7GqVE9jkQaDtkRERESUNTFQHyukDNoKKepFuIY+nFAt6QrRMOlvrR8cERF1adEUPca6z7O6Tt/4LUT3TgCAEAkkQdBpgkyBkuMTrrNtvRP2zTejcMttsG/4EQBA9B6KNdCZsxoHkHyloTrdQ2tW2poO/1VTtux7scV9EQEAZEmzCS0ACEEHjHWfAQAkU2/VCe3cjq7GDdpGK3WGpjVMB5IBBm2JiIiIKGuajchSSfVhXA4mDejWH7sMgbJTWjkyIiLq6qIBIp1nDwT1l4hpGI9+jJJvTkHZlxPDv5/UQVtVbnVZb4en91VKWQjUa4KpxrovwvWSBwAQtI1p0WsQ5Fh6BRmJvxPlJHlwMyWL2iBydKxELSV6dkOArEmJJYvm2JcLciDWWIgLNYbC8y9UMFSp0js3wXj07+023q6CQVsiIiIiylqoYLBynPoRNylpbXQjC02KBSDxQz4REVESQXssB63oOxo7IcswV72WsIGY6N6FovVXKGVD/TJV0FYP2aDaAFMQ4Br+mFI0H3w74f5lS/vBWBteYRgfIM2UpEqnECg9IbFBinzxmTA0aV+/OW7lLVG2xKADACAZK5U66+5fw7r7NwAAX6/LUl6r5L2VtXmgjTWL23iUXQ8/GRMRERFR9gQd6qcvQ/3UxZANRcnbyMmDtiFz38h/4zeQafk/UImIqPuQVBuQqTdCMh/4Iwq3/BTF356haV/25QRNWeferQSQZEGEv/x0eHtfAcfI34brDMVK22jOTjUx2IiCvc+E26bYdLM5srEM9VP+g7pjv1RW72ru4a/OoBMJpoNvQ+farqk2Hf04oanOsaFF4yQCoFmZ7q28IOF0yNxbU/b0vU45VnLhRvuIMNZ+2rZj7IIYtCUiIiKiFgnaj0GweHqaFtqgbeOEv6BpzIsIFoWvaRr/prY5V9oSEVGGgtaRAAAh5FDqdK4t4TrVBpfm/a8mXFu45Sco2P9SuBDJaesY8wK8qg3JnEMfAQAlOJtKyDKoZS8AQLBkBkKF45KeyyRoazr8F9g33YTSFZObbVu6clbW4yNSaHJAJ+Zjlky9NGWnarV69IsVIW6lrc53sI0H2fXwkzERERERtRNtTttA8XT4el+u5LMNFY5F/fTY6qLW5O8jIqLuRdYXAghvhhSrUz35EfKgcMPVKNx6e9p+xBQbfkmmntr7pUhXIBsrMhlu1gyN30II1KVtE58GollxKx2JMhaZO7KgAwRDwmnNRmQAoCtQNh4TIjltUz2BRakxaEtERERE7UKQ/Jqy5h/TEUHbaAStI+ErP12bU5CIiCiNZEFbdVDI0PAVzEc+aLYfIdiYtD5+5aBsKIVr8D2J7fT2TIablvpRcjXb1rvSX5jsy840gVnRsy+bYREpBNVKW1k0JpyP/3kBAFkMpw6JpUeIpCQR+SV9phi0JSIiIqJ2IQSblOO6mauSpz8QTaif8TWaJnKTFCIiypzoPQQAsG2LBTatu3+tHBevmaNpHyiaguqTjyp51aNSfWEoxa2gDZn6wD3kftRPWwpfxTmx69sgaBsompK03nz4PUCWULa0PyoW21Gx2A7Tofdi9xYT8+nq3LuU47oZKzXnLPtfafVYqbuKbdwnBmo1ZyR9UdKfA1lnDV+ibEQW7sPT99pwj61ILdJdMGhLRERERO3C1/NiAECgaCpC1uGpG0bSJRAREWVKH8lfKwabwsEgKZCybc3s3WiY9hmgM2vyqUu6QrgG/zzpNfFB2+hKwmDRZPh6nKfUR1f8tkb09yUANEz6CJ4+1yrlgj1PQQw2KGX7xvmxe6tX2kYeQbdufzBWZRsNx6hnY33tew4659ZWj5e6ISUfrQ76pnWaU8HCY5J+lovOz/ictsrmfXFPZFEiBm2JiIiIqF2ErMNQM3snGqb8J9dDISKiLsY94DbluGDXb1DxaVnSdr7y0yEbY+dCBcOU49qTqlLmpJUNpZqyZI7l7FQ/Ct4WK20hGlB98hHUnLgXgbITESg5Tjmlc32f0Fzf8DWAcN5bpYtI/ltT9T81bb19f6S9VdwqSaLm6FzbUbzmAgCA3vkdpLjV6TrPrmSXAaIJAFC45VZAlmOpOyL1zLHcPAZtiYiIiKjdyMYKQEzcZZiIiKg1XMMeVo6tux5P2a5p/FuasmwoQu2sjag5YUf6Jz1EPZrGvgwACJl6wTniSeWUepOyNgnaAoDOoqRq8PW8MHavJPngCzffCgAwHf17bLgpNlQDANeQX8QKaVYkEyVTtPpcbYWg/VwXtI1Nep3oOxS7xH8UhqbwxnnKClxl9S6lwqAtEREREREREXUugi7lqaaxL8Mx4teoPX4roEvM+ypZ+kM29Wj2Fr5el6L6tCbUnbANUG2+pA7axq86bBOCCH/JLABAwf6XEk5HU0NoLglog7a+ih8ox+7Bd0NGOEAthJxtOVLqBnS+g9qKuBWyjrGJcxQAnMNjX6YUf3uGchy0jgQAiIHUXzRQGIO2RERERERERNTpBArHJ9QFraPg63UpvP1v1KQ0aEuyoRiuwT+He8BtCFlHtcs9JHOfhDpfj9iKRyHo0KzCNdYtgxBoVMqO0c9qrg0UzwAAiPEBOKIshIyVsY3FAHh7XpxyM79g8TSEzP0AAHpVCgXJMkA5Nh75e8J1FMOgLRERERERERF1Ou7B92rKzmGPoX7m1x1z7yH3wTX80XbbTDNYOCGhrmn8n5RjnWsbxGAsSFuw5ykYGlYoZXUeXwAwRs5ZdzzWxiOlrkx079SUG6Z/gWDRFKXsGPdq+g6SpECQVavkrTsead0AuzgGbYmIiIiIiIio05F1Zk3Z2/fq3AykHUjGck1ZFi2aAHHBnmcSrilaNy9lf77yMwEAYrABgr+6jUZJXV3R+qs0ZcnUE84RT8A16G7UzVzT7PU6VV5bAJD0dk1OXL17R9sMtIti0JaIiIiIiIiIOh/BpCnKusIcDaTtBe2TNOXGY/6kKZuOfph4jW10yv6cI3+jHBfseYYbklGzRO8h6J3fKWXX4J8DggjZUAr30F8gZB2adZ+Oca+lzUdNWgzaEhEREREREVGnI+u0Qdv2SlWQC6GCoXHlIQAAT9/5CW2DlsEAAL1zMwDAMfK3CW3UeUQL9v4O9vWXtdlYqWsq2PWEpuwecGur+5T0RZqgrb/0pFb32ZUxaEtEREREREREnY4smptv1FmpAtD+0pMgFYQDsyHLwMSmkjeuIvlKRn/JLOXYVPN/rR8jdWnqDccAADpr1n14+lyjrRBNgCwpxZas1u1OGLQlIiIiIiIios5HFbSVDOVpGnZO7v4/RqBoGhon/K9SJ8cFznw9zodr2MOaOtFfk7Q/fdN6bTvPvrYZKHVNQixkKOkKW7SS3TlqEZrGvaaUZdEEyCGlrG/4hqk60mDQloiIiIiIiIg6HVk0KsfqnK1dhWvEAjRMWwLoCpQ6MVCvaeMc8SR8PS/W1Hl7Xpi0P/fgezRlS9VrSdtBDsG+5kLY187TrIqkbkTyw3zoHaXoGPeHlvUjiAhZBilFWTRBMvdRygbHephTzUNi0JaIiIiIiIiIOiExltM2fgVqVxW0jdSUJXNvQNAhaB0VqzNWJr3W0/9mTVkWTRCCDlQstqNisR2iexcAwFj7KUy1i2Gq+RfKP6uEed9LgORv41dC+UzfuFpTVgdes6X+cgWiCRBEuAbdqVQVbrurxX13dQzaEhEREREREVGnIxnKEDL3BwAESmbmeDQdw19xjnLsrZyrHDdM/RcknQ0B+yRAb0t+saiHc/jjStG6awHKl8ZWPZZ9OQHG6v/AWPMfpU6QfCjcdheK1sxpuxdB+S8uFUJ0I7wWUX+5EjmW9UUt768b0ed6AEREREREREREWRMNqJu5CpCDqQOVXY0govb4zTAfegfeXlco1bKhFHXHb2x2xbFnwC0wVv8LxvplSc8Xrbs4ab2xfnk4VYLAtX/dgeivBgDIghE1J+0FREOL+1Jvnifr7ZGDoFIXLBjW4r67OgZtiYiIiIiIiKhz0pmbb9PFSOa+cKseL4+SDaUZXW9o/LZF961YUozqU6o1Kyepayrc/BMAgCD7gdamHhGNqDlhBwQ5BERSJUimnsppyTKgdf13YfyKhIiIiIiIiIiom/CXnZpRu5CxZ0KdzrW9rYdDeUgM1LVpf7KpByRzL6Xs6zlPmV/G2iVAyNOm9+sqGLQlIiIiIiIiIuomHKMWNdsmZOqNuhO2oG6GdlWu6K9pr2FRHpGF8IpYb+WF7XMDUY+mie8qRXUeZYph0JaIiIiIiIiIqJuQTZUImcIbkNUetxY1J+7TnPeVn4n6GSsAQYeQbYTmnKFhRYeNk3JD8NeG0yIA8Ay8rd3uE7SNU45lQ0m73aczY9CWiIiIiIiIiKgbqTthC6pPa4JUMASyoRj1079AyNwPzmGPomniXzT5ceunfa4cW3c9geKVs2A88vccjJo6QsGep5XjoH1C+91I1EPSF4ePpUD73acTY9CWiIiIiIiIiKgbC9onou74TUlXVgaLJsE57DGlbHBsQNGGH3bk8KgDGWs/7bB7icEGAEDx2rkdds/OhEFbIiIiIiIiIiJKKVQwNKFO8NcCspyD0VB78lVeAACQOzhkaN3ysw69X2fAoC0REREREREREaXkLz0hoa78i0Eo2L0wB6OhdhXJZ+vte02H3tay/xXAV9uh98x3DNoSEREREREREVFqehukJJtFWXc+moPBUHsSpCAAQBaNHX/zLy/t+HvmMQZtiYiIiIiIiIgoLeeIJ5OfYIqErkUOB20hGNr9ViHzAG2FaGr3e3YmDNoSEREREREREVFakrFH0nq9Y0MHj4TalRK01bf7reqnf66tmPl2u9+zM2HQloiIiIiIiIiI0gqUzoa358VwDvsVGiZ9qNSL3v25GxS1vUjQVhZ07X8rY5m2wljU7vfsTNo/bE5ERERERERERJ2boINj3KtK0dfjPJiOfgTReyCHg6K05BBsW+9EoGgqfL0vz+gSoQNX2lJ6XGlLRERERERERERZkYwVAADRX53jkVAqxqMfw1L1KuybboQQaMzsIgZt8waDtkRERERERERElBXJEH60Xe/cCMu+30Pn+C7HI6J4Om+Vcmzd+cuMromutJXF9t+ITE0yVnbo/ToDBm2JiIiIiIiIiCgrguQBAJiqP4Ft289RuvK4HI+I4smiSTm27H8lw4tys9JWFhiijMc/ESIiIiIiIiIiyopkKE+slEMdPxCCzrUD9nWXw1j9HxiP/lP5exADDZp26fIPG2qWoOzzgTDWLg1XdMBGZFoMUcbjnwgREREREREREWXF0/+mhLqypf0hxAUKqf2VrpgEU/U/ULTuYhStvwyW/S8DAISgNo+tsfqfKfsoXjsXYqAOov8oAEDu6Jy2HR4kzn8M2hIRERERERERUXZ0ZvhLT9JUiSEHDPXL2qR70bMHBTt+CYEbnWXNdPg9AIlB28KtdyZtr3NuTqwUOianbaBoOgDA2+eHHXK/zoRBWyIiInYZri0AAH4ySURBVCIiIiIiylrT+DfQOOEvmjrT4fez6kMI1GvTKsgyBH8t7N9dC+vuhbBv+FFbDLVbEYJOAIAYaGymZVjhxsRV0x210rZx4l/ROPGv8Ay6o0Pu15kwaEtERERERERERFmTDSXwV5yJprGvKnXmIx9A9OzNrIOGTShbOgCFm25Uqgp2PoryLwbB0LgKAGCsX96mY+5yZDmhSu/aCgAQgvUAAF+POQAAyVCWtAuDY21iZQelK5ANRfCXnw6IHbOytzNh0JaIiIiIiIiIiFrM1+tiePrOV8oZr7Zddw8AwHzoXaXKunthm46tqxNCjqT1FYvtMNZ9AQAIFE0NVybbKC7V5nEdndOWEjBoS0RERERERERErWKs/kQ5tu14GPqGb5q/6Ojn2rIste2gugGda3uzbUIFAwEAYrABlr3Po2xpfxir/w2dYxOsOx5V2knGHsqxLDJom2sM2hIRERERERERUas0TXhHUy759lTYNv8k/UWGIk3RpFpxS5kxqNJH+MrPTNomaBurHNu+vxdisAFF6y5B6coZKNjzlHIuZO6jHOud29phtJQNBm2JiIiIiIiIiKhVgvaJcIx+TlNnOfBHCEk2wxL8tbCvPh/wHNTU2zfdkLRvQ+1nAADr979AxWI7zPtfbqNRtw8hUI+iNRfAdPDt9r9XyA0ACJn7oWniX+AYmZheQrIMzKgvWV+sHPsqL2iL4VEr5FXQ9ttvv8WNN96IWbNmYcSIEViyZIlyLhAI4De/+Q3OPfdcTJgwAbNmzcLdd9+NI0eOaPpoaGjAz372M0yaNAlTpkzBfffdB5fLpWmzdetWXH755Rg3bhxmz56NV155pUNeHxERERERERFRVyWLloQ6IVAHSEEYq/8NIdAAALDuWgBj7dK4ixM31IoqXjMHOudWFOx9BgBQuPVOVCy2Q9+4ps3G3pbMVW/AWPsp7JtugujZ0273sex7AdZdCwAAOu9+AIC33/WaNjUnbAcEodm+PH2vg2vIfQDCOXBDthFtPFrKVl4Fbd1uN0aMGIGHHnoo4ZzX68XmzZtx00034YMPPsBzzz2H3bt346abbtK0u/POO7Fjxw68/vrrePHFF7Fq1So8+OCDynmn04n58+ejd+/e+OCDD3D33Xfjueeew7vvcgk+EREREREREVFLBYqnJ9TZtv8Clr3PomjdJShaE169qXMlPnpfumx02r5Lv5qWUFfyzYnQOTe3cLTtR705mL5pfdI2OudW2LbcAdF7qGU3kWXYtt2jFP1lJyc0aZj8MWRTZbNd+UtnwznqKQSLp6P2uHVomPJJs9dQ+8urrMKzZ8/G7Nmzk54rLCzE66+/rql74IEHcPHFF+PgwYPo3bs3du7ciWXLluGvf/0rxo0bBwD4xS9+geuvvx533303Kisr8dFHHyEQCODxxx+H0WjEsGHDsGXLFrz++uuYN29eu79GIiIiIiIiIqKuSLL0R92xX0E2lKLk61kQ/dUwHf0YpqMfAwAMTasBADr3roRrdb4DynHdzNUo3HwLDA1fNXvP0q+ORc1JVZD19jZ6Fa0XTVkQPnYlbRMNQuucW9A49V9Z30Mf+bOMahrzsur4Jeg8uxEoOUGpkyFAQOJqZk/f+XANjS2elAoGZz0Wah95tdI2W06nE4IgwG4P/2CuXbsWdrtdCdgCwMyZMyGKIjZs2AAAWLduHaZMmQKj0ai0mTVrFnbv3o3GxsQ8K0RERERERERElJlQ4RhI5l4Q/dXJG0g+QPKn78MyAA1T/4Pa4xNX5AYLhiTUGWv+r0VjbWumQ+9C37QOov+oUieEnIkNpYByaGz4skX3su58TFOWjRXKsa/3ZXAPuU+TFqHuuDVomPwxqk9rgmPEb5R656hFkA3FLRoDta+8WmmbDZ/Ph4ULF+Kcc86BzWYDANTU1KC0tFTTTq/Xo6ioCNXV1Uqbvn37atqUl5cr54qKtDsXqmWQAqTTi77G7vBaqXmcD6TG+UBqnA+kxvlAapwPpMb5QGqcD92LpC+GGGxIqLfu/BUgGtJeJ+jCC+1kSy80jX8T9g1XKef9leejYdjDKP+/2Mpa+3fXoqbXRW03+BYw1C2DfeP/AABCqo2/xJAzYc4LoSZN2VL1B3j7XQfr1nsgGSvgGXxns/cL2UYDkQ3aAEAQ0/9gydYhCFqHQADgG3ADZFMFQgVD8ubnke8PiTpl0DYQCOC2226DLMt45JFHOuSepaVW6HSdemFyVsrKCnM9BMojnA+kxvlAapwPpMb5QGqcD6TG+UBqnA/dhMECJAnaFux5Ou1lYkFPlJer5kjJPEAVtC0wBFFQnjiHypPUdaia2KpgnWrzMevu38A6NW7vJmeNpmjbcgdsQ84B9r0QvmbKg4CoS30vWQbqIquLjSXAmWtQbsvy9Zf/KLv2HYTvDzGdLmgbCATw05/+FAcPHsQf//hHZZUtEF4xW1dXp2kfDAbR2NiIiooKpU1NjfaHI1qOrrhNpq7O1S2i/YIQ/gGprXWk27iRugnOB1LjfCA1zgdS43wgNc4HUuN8IDXOh+6lRBKQLOwoC0YIciw9gqf/DQgUHwv7hmsAAAFY0Vjj0Fyjjta4gxa4axyIj+D4PrsIjvGvI1fMLi9syU4EXaiJez06xyGUxDWrr3codbVHDkE2pH4S3FCzGEWO7wEAjmGPw+ctA7yOlO07g+72/pDJlwydKmgbDdju3bsXb775JkpKtFN84sSJaGpqwsaNGzF27FgAwMqVKyFJEsaPHw8AmDBhAp5++mkEAgEYDOHl+CtWrMCgQYPSpkYA0C0mTZQsd6/XS+lxPpAa5wOpcT6QGucDqXE+kBrnA6lxPnQTQvKVopK5d2wl6qUBuOo8kEOxHK+i/0ja+eEacBsgA97KuTAf+UCpNx1+H0KgEY2TPkh9cXtKM+bi5RNRf9xapaxr+k5zPmCfBFmOrRQU3XsQtB+Tsj9z1Rua23alnye+P8Tk1fP+LpcLW7ZswZYtWwAAVVVV2LJlCw4ePIhAIIBbb70VGzduxMKFCxEKhVBdXY3q6mr4/eFvaIYMGYLjjz8eDzzwADZs2IDVq1fj0UcfxTnnnIPKykoAwLnnnguDwYD7778f27dvxyeffII333wT11xzTc5eNxERERERERFR15I85BQN2IYsAwExspZQlePWNeT+hGucI54EADSNfRXQ2yJ1v4ZzqDZlprF2CYRUG6BlSg61KGooBOpTntO7d2r6NB1+X3ttsAnmg28p5aI1FyTpvw6mg/8LhFwwHf1YqfeXn5H1WKlzyKuVths3bsRVV8XylCxYsAAAcMEFF+CWW27BZ5+FEyyff/75muvefPNNTJ8+HQCwcOFCPProo/jRj34EURRx+umn4xe/+IXStrCwEK+++ip++ctfYu7cuSgpKcHNN9+MefPmtffLIyIiIiIiIiLqFgIlM6A7tDfleXXeVwBomPQRRH81fL0uTmjr6X8TPP1v0tTJph7wDLodth3afLE6bxWCxoqWDVqWUbT6XOi8B1A3YyWgs2R8qZgmaAsAQsgJWR9+JD5kHQ7ULoYsmiBIPujdO6BX5foVAzWA5AdEo1Jn/+46GGuXAJtuUOp85WdANqZO9UmdW14FbadPn45t27alPJ/uXFRxcTF++9vfpm0zcuRI/PnPf856fERERERERERE1DzniCcRMveFIPkgGSshmXrCvvE65by395Uwq9oHyk5s2X2GL4C56jXo3dsBAEKgscVjFn2HYKxfDgDQOzYgWDw942ujK229PS+BoX453EPuQ+HmW2Ln/UeVoK0Q8gAAfD3OhfnwX5P2p3duRtA+QSkba5cktAkVDM54fNT55FV6BCIiIiIiIiIi6vxkQwncQx+Ea/iv4Bl4K4KF4zXnnSN/3Sb38Qz4MeqPW41A0VQA4RWtmdI3rkbFYjssuxeFrw3GNvOy7noiq3GYj4RTHgRKZ6PuhK3w9rkK1ac1hdNAABBVaRsEyQsACNrGpOxP9B5s9p6eAbdmNUbqXBi0JSIiIiIiIiKidhWyjVSO3QN+ouSmbSuyLtyfzr0b5qo3IATq0l8QdKLkm5MAALYdD6FisR1WVaoFY+2nEHxHYaj/EoaaxWluLEPw1yjFkLmf5rQUSdUg+o6qKsNBW+gKIAtGJFOw63HlWPQkppkIFE6EZO6TelzU6TFoS0RERERERERE7c4x6mn4i2fCPehnbd53dNWqbfv9KNxyK+zrLgcAiJ59qFhsR9GqswFZAgBYdi9C+dLEgKep+hNN2bb9QRSvOgvFay+EvmkdjEc/BoLalbyly0aj/ItYmoJA6WzNeb3jOwCAdcfDSl10pa0sWuDpf2PS12NwbEDFYjsM9StQtnxcwvlAFqkbqHPKq5y2RERERERERETUNXn7Xgtv32sBAEIb9x2yDNCUjQ0rAABly8eGy/XLYT74Nrx9fpiweVkq+qa1ynHJ1ycox9Wn1AKiAYK/GjrfAe1FgvaV+ctOhqn6E+jdOyB69kOy9FNy2sqiCe7Bd0PWWRG0T0TIMgj6plWwb4ptula86kzlWNLZ0DD9c5iO/A2e/jdn9Bqo82LQloiIiIiIiIiIOjfRlFgnhzTFws0/RtA2KqGZZCiDGKhNqNe7tiS9ld6xDqGCYSj/Ykizw3INfUhZwVu2fAw8va+EsW5peHg6C2S9He4h9yrtQ5a+gCpoq1Z3wtZw+8H3NHtf6vyYHoGIiIiIiIiIiDo1OUnQtmJJSUJdyTcnJ9TVzVwFX8U5Gd9LCDTC/t21CfUNkz9JqAsVDNOULQf/FOtHCiR2rrMmvadz+OOQ9faMx0idH4O2RERERERERETUuQm6Fl0WLBgC2ViGoH2iUtc09tW015iOfAhj7RKlXHPCdlSffBiB0lmJjUU9qk8+nHzIwcak9fXTv0DjMW+jfmrsHt5e89KOiboepkcgIiIiIiIiIqJOTQi5Up5zD7wdBXsWaeqcQx+BIAfhHvBjAICn3/UAAF/FWQjZxgAb5ytta07cA9F7AKUrjwMAWA6+qZwL2sZANlWmH5yuIGm1r9clSeuD9olAJIhcc8J2yIYSQDSmvwd1OVxpS0REREREREREnZqvcm7Kc54+V6Nu5mpNnbf35XAPvksJqMqGYrgH341Q4ThAEOHpOx8hcz/UHbsCsqE0XJ9E48T3Mhpf7azvIAsGAOENxRqP+d+M0h3IpkoGbLsprrQlIiIiIiIiIqJOTTYUpTwnFQwCAPhLZ8NY90W4vbFH2v6coxYl1PnLToGx9lOl3HjM/0Iy981ofJJlAGpOqQEEAZDl8H+J0uBKWyIiIiIiIiIi6vSaRv8eAOAa8kCsbswLyrFj9POQxQI4hz/eoqCpY+RvNWV/j8w3LwMQuycDtpQBrrQlIiIiIiIiIqJOz9fnSlT3uRIA4Ol3HYSgE5Kln3JesvRHzSnJNwXLhGSO9dUw5d8tHyhRBhi0JSIiIiIiIiKiLkU2lIQ38GpLogE1s3eG+zdWtG3fRHEYtCUiIiIiIiIiIsoAg7XUUZjTloiIiIiIiIiIiCiPMGhLRERERERERERElEcYtCUiIiIiIiIiIiLKIwzaEhEREREREREREeURBm2JiIiIiIiIiIiI8giDtkRERERERERERER5hEFbIiIiIiIiIiIiojzCoC0RERERERERERFRHmHQloiIiIiIiIiIiCiPMGhLRERERERERERElEcYtCUiIiIiIiIiIiLKIwzaEhEREREREREREeURBm2JiIiIiIiIiIiI8giDtkRERERERERERER5hEFbIiIiIiIiIiIiojzCoC0RERERERERERFRHmHQloiIiIiIiIiIiCiPMGhLRERERERERERElEcYtCUiIiIiIiIiIiLKIwzaEhEREREREREREeURBm2JiIiIiIiIiIiI8oggy7Kc60EQERERERERERERURhX2hIRERERERERERHlEQZtiYiIiIiIiIiIiPIIg7ZEREREREREREREeYRBWyIiIiIiIiIiIqI8wqAtERERERERERERUR5h0Jaom6mrq0NtbW2uh0F5wuFwIBAI5HoYlCe8Xm+uh0B5hL8vSI2/L0iN84HUonNBluUcj4SI8g3fH1qHQdsurrq6Gt988w1Wr16NgwcPKvX8gemeNm3ahB/84AfYvXt3rodCeWDTpk04++yzOR8IALBx40acddZZOHz4cK6HQnmAvy9Ijb8vSI3zgdQ2btyIc889F01NTRAEIdfDoRyrq6vD9u3bsXPnTjidzlwPh3KM7w+tp8/1AKj9bNu2Df/zP/+D4uJi7Nu3D0OHDsUPfvADXH311fyB6Ya2bt2KK6+8EhdddBGmTJmScF6WZc6LbmTr1q344Q9/iLlz52L48OG5Hg7l2NatW3HVVVdh7ty56NmzZ66HQznG3xekxt8XpMb5QGrqzw92u12p5++J7mnbtm348Y9/DLPZjD179uD444/HWWedhfPOOy/XQ6Mc4PtD22DQtouqr6/HrbfeijPPPBM33ngjdu3ahWXLluG3v/0tampqcOeddwLgD0x3sW3bNlx55ZW47LLLcPfdd0OSJGzfvh1utxs2mw3Dhg2DIAicD93E1q1bccUVV+DSSy/F3XffDVmWcfjwYbhcLhQVFaGioiLXQ6QOtHXrVlx22WXK+wMQfuzV5XKhtLQURqMxxyOkjsTfF6TG3xekxvlAask+PwSDQbjdbk2AhrqHmpoa3HjjjTj99NNx+eWXY/v27Vi8eLESf7j22mtzPUTqQHx/aDuCzOfku6S9e/fixz/+MRYtWoRhw4YBAJxOJ/71r3/hkUcewfXXX49bb701x6OkjhAMBnH++eejqqoK33zzDQwGA26++WYcPXoUu3btQklJCebMmYPbbrst10OlDuD1ejFnzhw4nU4sX74ckiTh1ltvxeHDh7F161aMGTMG5557Lq688spcD5U6gNPpxNy5c6HX6/HJJ59AkiTceeedOHjwIDZv3ozZs2fjrLPOwtlnn53roVIH4O8LUuPvC1LjfCC1hoYGzJ07F2VlZXjvvfcgSRLuv/9+VFVV4fvvv8e5556LU045BTNmzMj1UKmDbNiwAffffz/+8Ic/oLKyEgCwf/9+fPjhh/jTn/6En/zkJ3x/6Cb4/tC2uNK2ixJFEXv27MHOnTuVoK3NZsN5550Hn8+HZ599FiNGjMAZZ5yR45FSe9Pr9XjmmWdwxRVX4LbbbkNTUxMsFgvuu+8+CIKAzZs3Y8GCBbBarbjuuutyPVxqZ2azGffeey/uuOMOPPDAA6iqqoIgCLjlllsQDAaxevVqPPfcc7BarbjgggtyPVxqZzqdDj/60Y/w61//Gs8++yw2btyIQCCASy+9FMFgEF9++SVeeOEFWK1WzJ49O9fDpXbG3xekxt8XpMb5QGo+nw9nnnkmPvjgA7z99ttYtmwZ/H4/Tj75ZJxwwglYunQpdu3aBavVivHjx+d6uNQBBEHAnj17sGvXLiVo269fP1xyySXw+/149913MXLkyKRpl6hr4ftD22LQtouqqKjAGWecgX/84x8YNmwYhgwZAgAwmUw444wzsHz5cqxbt45B224gGAxiyJAhePvtt3HRRRdhwIAB+N3vfqc8wjZu3DhUVVVhyZIluPjii2G32/nIaxc3e/ZsLFq0CDfffDNGjRqFF198EWVlZQCAY445BgcPHsTy5ctxzjnn8NH4Ls5iseCSSy6BTqfDww8/jIkTJ+L5559HaWkpgPB8eOCBB7Bq1SoGbbuwYDAIvV4PWZb5+4I0+PuC1DgfKKqyshLXXHMNjEYjHn30UUydOhXPPPMMSkpKAAATJkzAz3/+c3z33XcMynQTPXr0wMSJE/HZZ59h+PDhyntDZWUlzjvvPCxfvhybNm1i0LYb4PtD22LQtotobGyEy+WCJEno27cvzGYzTj/9dDz11FP461//issvvxz9+vUDEA7o9uzZE+vXr0coFIJOp8vx6Km9RP8hHgqFMGTIEPzzn//EypUrUVxcrLQxGo0wm80IBAKwWq38B3gXFp0PAHDCCSfgT3/6Ew4cOKCZDxUVFSgsLMTu3bthMBhyNFJqTzt37sTWrVtxzjnnAAAMBgPmzJmDsrIyCIKA4uJiJV/psGHDUFJSgu3bt+d41NRedu3ahffffx+XXHIJBgwYoARu+fuie9q5cyeWLVuGefPmwWKxAODvC+LnB9KK/vuxoqICl112GSoqKtC3b1/N54epU6eioqIC69atwxVXXJHrIVM7aGpqgsvlgt/vx4ABA1BZWYnTTz8dTz/9NPr06YMLL7wQhYWFAIBhw4ahX79++Oqrr3DVVVfx80MXtHv3bhw4cACzZs0CAL4/tCEGbbuArVu34t5770VjYyMMBgMGDhyIxx57DGeccQbq6+vx4osvIhAI4IILLsCYMWMAhD989e/fH0xp3PVs374dixYtwsKFC1FQUKB80JYkCb1798bcuXMTrqmvr8fIkSMhSVIORkztadeuXXjrrbdwzz33wGw2a76omTBhAsaPHw9RFAFAeT8IBAIYO3YsNxrqghwOBy666CJ4PB40NTXhsssuAxB+7PX444+HwWDQzIfo+8eIESNyOWxqB7Isw+fz4e6778bGjRvhcDhw0003oVevXpBlmb8vuhlZluF2u3Hdddfh0KFDcDgcuPHGG5XgG39fdD/8/EBq0Vzn5513nrIgRKfTobKyEuecc47mizxZluH1emG1WjF27Ngcj5zaw/fff4+HH34YtbW1MBqNmD17Nu68805ceeWVqKurw8KFC+H3+3H22Wejb9++AMIpufr375/jkVN7aGhowNlnnw1ZlrFo0SKcddZZAMD3hzbCoG0nd/jwYVx33XWYM2cOZs6cifr6erz00kuYN28efv3rX+PSSy+FwWDAu+++i2XLlmHw4MHQ6XT46quv8Oc//1n51py6hv379+OGG27AwYMHcc011+D111/XBG7jHT16FG+//Tb+85//4O233+ajbF3Mvn37cPXVV6O+vh4NDQ1YsGBBwj+8ov/gAsIBvddeew3Lli3DW2+9pTlHXUNhYSFmzpwJm82GRx99FD6fD1dffTWAcOBWze/346WXXsK6detwxx135GC01J4EQYDZbMZx/9/efYdFdW19HP8OHUQQLCiCBbtib7EnijGisWBDkGCsMbZg7LHFEnvvJVFQsJeo15hibzFRY5oFRFTELqIgbWDm/YN3zj2jxqhXGB3W53nuc8NwZlgjP05Zs8/eDRpQtmxZdu7cSVJSEiEhIcqdOWpyvDBvGo2GPHny0LBhQzIzM1mxYgXJyckMHjxY2TfI8SL3kPMHoRYTE0Pnzp1xcnIiNTWVzp07GzVu1SOuIasps3LlSmJiYhg/frxpihbZJioqim7dutGxY0fq1q3L2bNnOXjwIIGBgRQpUoRBgwZhaWnJhg0bOH78OO7u7uh0Og4fPsyGDRvkAx0z5OTkRNWqVfH09GTs2LFkZGTw4YcfAsj+4TWQjt1bLjo6mnz58tG9e3cKFCgAQPPmzenduzchISEsW7aMDh064OXlxaVLlzh27BgeHh589tlnlC5d2sTVi9cpJSWFNWvW4O3tzZAhQ1i9ejXdunVj3bp1z2zcnjlzho0bN3L8+HHWrFkjeTAzSUlJzJ8/n2rVqlG9enX+85//MHz4cGbMmPHUhRfAiRMn2LlzJ4cPH2bVqlXKPNjCfOh0OiwsLEhNTaVBgwZUqVKFSZMmYWNjQ0BAAPv376dGjRrky5ePAwcO8OOPP3LgwAG+/vprSpYsaeryxWtmyENycjKVKlWiZ8+etGvXDisrKyZMmMD69etp0aIFHh4ecrzIBQx5ePz4MTVr1qRFixZ8+umnWFtbM2TIELZu3UqjRo0oVKiQHC/MnJw/CLWHDx8ydepU6tWrh4WFBTt37kSv19OlSxflTj51k/6HH37g8OHD/Pjjj6xevVpGVpqZe/fu8fnnn9OpUyeGDRsGZC02dvr0aR4+fEhCQgIVKlSgf//+lCtXjgsXLnDq1CmKFStGRESEskC6MC+GfUD16tUpVKgQ48aNw8bGhhYtWvDbb79Rrlw5HBwcZP/wiqRp+5Z78OABd+/eVT7BSE9Px8bGhtDQUAIDAxk5ciS7du2ievXqVK9enU6dOpm2YJFt7O3tKVWqFDVq1MDX1xc3NzemTp1q1LhVn2gXLlyYxo0bM2DAgGeOqhJvN0dHR7y8vPD09KRly5Y4OzsTERHxjxdeLi4uVKxYkb59+1KiRAnTFi+yheH21dq1a6PRaAgICECr1TJx4kQ2btyIra0tS5YsAbI+MXdzcyM8PBwvLy9Tli2yieEEu3Hjxnz33XcEBgYSERFBYGAgp06dIiMjg/fffx/ImpesSZMmcrwwY4aRT40bN+bKlSsEBgYyd+5cQkJC+PHHH9FoNNSvXx+Q44W5k/MHoZaZmUmxYsVo1KgRNWvWZOLEiezatQtAadyqp8OwtbXFwsKCiIgIaeCboZSUFHx8fJTb3wH+85//8Ndff9GvXz9sbGxwcXFhw4YN+Pj44OPjg06nQ6/Xyzo6ZsowMKx8+fLKonM6nY7Ro0ezYsUK8ubNy7x583BwcMDe3l72D69Ao5dJTd9qjx49wtfXl1atWjFq1Cjgv43bGzduEBgYSHBwMN27d5f5pczYs363GRkZnD59mhkzZqDX65XGbWpqKvHx8bi7u0smzNSzfq9paWns3r2b9evX4+7urlx4paamotPpnjuNhjAv69evZ//+/axcuRKADh06cO7cObp3786IESOU7bRarSwmkwv8/PPPTJgwgR07dmBnZ0efPn04cuQIDRo04KuvvqJQoUIAT42mEuZp7969rFy5kq1btwIQFBTEqVOnaNOmDdOmTVOOLbKQrXmS8wfxLPHx8bi4uKDRaHj06BGTJk0iNjaW1q1b4+/vj5WVlXL9CZCamvrUlEvCPOh0OhISEnB1dQWyzinnzJnDl19+SalSpUhNTaV///60a9eOoUOHyrVmLrJ06VJu3LjBpEmTSEpKwt/fn5iYGPr378+nn36qbJeWloatra0JK337yNn3WywzMxMHBwd69uzJyZMnWbNmDZC1urNOpyN//vy4ublx9+5dANlhmjGNRmO0KIxOp8PKyoratWszbNgwNBoN3bp1IyEhgRkzZjBixAhSUlIkE2bqyTxkZmZia2vLhx9+iL+/Pzdu3GD48OEkJiby1VdfERISQmZmplxw5QJ6vZ6iRYsqzbfRo0dz+/ZtgoKCWLt2LStWrFC2lYZt7uDl5UWJEiWws7Nj1KhRXLx4kalTp3LmzBnGjRvHrVu3AKRhmwvo9XpKlChB/vz5gaz9w9WrVxkyZAjff/89EydOJD09HUAatmZKzh/Es7i6uqLRaNBqtTg5OTF+/Hg8PT3ZvXs3GzduJDk5mZkzZzJ58mQAaciYMQsLC6VhC1C8eHGWLl2Kr68v5cqVo1KlSnh5eZGUlARI/yE3KVCgAAkJCQBMmTKFBw8e4OvrS2hoKNu2bVO2k/3Dy5Mj7FvIMLrBcMLs4+NDTEwMu3btIj09nT59+mBhYYGtrS0uLi7KiZR80mWeDHkwXFCrRztYWFhQp04dhg8fzuzZs2nUqBFWVlaEhoZib29vyrJFNnkyD4av9Xo9NjY2tGnTBo1Gw6ZNm/jggw9ITk5mzZo1cgFupp4cDafRaKhWrRrh4eH4+/sTGxvL119/TZkyZXB2dubrr7+mS5cuODs7m7BqkV2eNVo2f/78PH78mIYNG6LX61m2bBmVK1fG09OTwYMHy3mDGXvW/sHLy0tZ8fvhw4esWLGCSpUqUahQIaZNm8aAAQOUpq4wL3L+INSe3D/odDqsra3R6XQ4Ojoyfvx4vvzyS3bv3s2OHTuIiopi3bp1gDTqzNGTeTBcbxqmzTHQ6/U4OTkpU6VI/8E8PetumwYNGnDixAl69+7N+fPn+eabb3BxccHOzo4FCxbw/vvvkydPHsnDK5BhE28hwwnUuHHjuHnzJp6envTu3ZvatWuzceNG+vbtyzfffMOYMWP4+eefadu2LSAHUHNlyMOnn35KbGzsU6MdLCwsqFq1Kvny5cPBwYFNmzZRpUoVE1UrspshD+PHj+f27dvKAVWj0SgXXi1atFBGTGzcuJGqVauauGqRXZ7MA2RNoXP37l0SExNZsWIF5cuXx9LSkl69evH9999Lw9YMGWbCsrCwQK/X06dPH44fP658v1atWnh5ebFixQoqV65MZmYmNWvWZN++fbi5uZmqbJHNnjx/gKz9g4uLC3ny5FEatgBt27blxx9/lIatGTKMrJXzB6FmyMOmTZtITExUmvkWFhZK43bUqFHExcVx9epVNmzYgLe3t4mrFtnFkIdFixYRHx//j6PrFy9ezF9//UWzZs0A6T+YqyfzAFmN3EOHDnHp0iVWrFhBuXLlKFSoEP3792fLli04OjpKHl6RjLR9S508eZLDhw9jY2PDqFGj8PT0pG/fvjRo0ICVK1dy4MABHBwcWL9+vSwikwtcvnyZyMhIZs+ezdy5c412iJmZmYSFhXH8+HE2b94sq3bmAidPnuTQoUNYW1vzxRdfKHkwXGitXLmSc+fOsWnTJsqWLWviasXr9KyRlOo8jB49mgIFCjBr1iwsLCyMFo2xtbWVW5bMTGpqKtbW1qSkpODo6AhkLWCanJxMeHg4tWvXxtramoCAALp27arMX2to1hjmJxTmKzo6Wjl/mDNnDo6Ojso8hB4eHkbbGjIkzMODBw/IkycPNjY2yqipX3/9Vc4fhJKH0NBQli1bhqWlJR06dFC+b2FhQXp6OnPmzCExMZGNGzdKHsyYYbTsnj172LBhA9bW1vTt29dom7Nnz7J9+3b27t3L6tWrZdFSM/asPPTu3RtPT0/Cw8OxsLAw2h8ULlzYhNWaB1mI7A139epVDh8+zNWrV2nSpAkeHh6ULFkSnU7HqVOnKFeu3D+OilJPCC/Mw/3790lMTHzm6rwxMTG4uroa5cGwU920aRM1a9aUVRrNzMvuHwx5WLRoET4+PpQvX96E1YvXLSYmhk2bNhETE0PdunVp2rQpxYsXR6/Xc/r0aWUKBJE7REdHM3/+fG7duoWrqyvdunWjYcOGACQkJGBlZSVNuFzk8uXL7Nmzh5iYGOrVq0eZMmWoWrUqer2ey5cvU6BAgWceL4R5unr1KoGBgTRr1oxRo0Ypi0b90/FCzh/M2+3bt7lw4QJ37tzhvffeo0CBAkDWLfAbN26kVatW5MuX76nn9evXj759+1KtWrWcLVhkqxs3bnDmzBni4uJo1qwZXl5eygjrH374gXr16hntHx4+fMh3333HqVOn6Nu3rwwQMjMvmgc5b8g+0rR9g0VGRhIUFESdOnVISEjg/v375M+fn759+yoXXmpJSUk4OjoazUElfzjmIzo6muDgYBo1akTv3r2VEdT/tILzo0ePcHJyyukyRQ551f2DME8XL14kODiYhg0bkpqaSnR0NP7+/gQHBz9z+yePF8K8REZGEhgYSJs2bXBxcSEqKgqtVsusWbNwcHB4avvY2FgZFWPGDHlo1qwZjx8/JiEhgVu3bjFkyBBatmz51PaG8wfZP5ivPXv2MHbsWGrUqEHx4sUZOnSo0rh9kpw/mLeLFy8yePBg7OzsuHv3Lnq9nnXr1v3jnZoyKMi8Xbx4kU8//ZT8+fNz7949Hjx4wLx582jSpMkzt09OTsbBwUGZQiNPnjw5XLHITi+bh5SUFOzt7Z955594dfIv+YZ69OgREydOpGvXrixcuJC1a9cyZMgQzp49y8iRI/npp5+Mtl+zZg2dO3fm/v37RnNQCfNw584dRo8eTaFChTh58iRr167l8uXLwLNXcA4LC6N+/frKHJbCvPwv+wdhfmJjY/nkk0/o0qULs2bNYtGiRdSqVYsrV66QmZn51PbPOl4I8xEXF8fAgQMJCAhg7NixDBgwgIYNG2JlZYVGo+HBgwfKtnq9nm3bttG8eXN+++03E1Ytssvjx4+ZMWMGnTt3Ztq0aSxcuJAhQ4bw8OFDQkJC2L59u9H26vMH2T+YL1dXV9zd3Slbtiy///47s2bNUua+Vo/nkfMH83bt2jV69epFixYtWLlyJbt376Zq1aqMGTMGrVb71ParVq1i1qxZPH782ATViuxmOJ9s3bo133zzDfv376dNmzZ89dVXpKenP7X96tWrGTJkCAkJCeTNm1catmbmVfIQEhLCw4cPpWH7msm/5hsqJSWFhw8fUrt2beUxHx8fZbGQRYsW8eeffyrfy58/PwULFiQlJcUU5YpsFh0djaurKzNnzmTo0KHs27fPqHH7JG9vb+rWrUtycnIOVypyguwfhEFGRgaHDx+mSZMm9OjRQ7nYtrS05OrVq3Tt2pUvv/ySQ4cOKc9xdXWVPJixq1evUrt2bbp27Wr02Llz5+jQoQPdu3dn7dq1QNaHu/Xr16dNmzYydYaZysjI4Pbt21SsWBHImve6evXqNGjQgAYNGjBt2jSOHj2qbF+lShU5fzBzOp2OQoUK4enpyaeffsp7773HX3/9xbx58xg0aBAbNmxQFieT8wfzlZ6eTmhoKPXr16d///4ULFgQFxcXWrVqxaNHj3jyZly9Xk90dDR//PEHaWlpJqpaZBetVsuWLVuoWbMmvXv3Vhqw7dq1IzMzk6SkpKeek5ycTFJSkuTBDP0veUhNTc3pcs2eLET2BtLr9Tx69IiHDx8ahT4mJoY7d+7QtWtXNm/ezPHjx6lcuTIArVu35r333pPbl8xUhQoV6NOnD6VKlVLmpZ02bRoA3bp1Ux4z3MpYo0YNlixZIosKmSHZPwg1Kysr6tevT82aNZWm2/z589m+fTv9+vUjLS2Ny5cvs2jRIooVK0bJkiX58MMPadq0qeTBTFWvXh1PT09l4YdvvvmG8PBwRo4ciZOTE9evX2fKlCkUL16cxo0bU7hwYaZOnSqjKs2QXq8nJSUFKysr7t+/r9zWfO3aNX7//XcGDBiAXq/nxx9/VKbVqVatmpw/mDkLCwu8vLx48OABt27dom/fvtjY2LBmzRoePHjARx99pIySkvMH82VjY0OhQoVwdnY2mu6gUqVKxMfHc+/ePQoVKoSVVVa7QKPRMHnyZOLj43F1dTVV2SKbWFtbK4uRqv/e3d3dSUxM5O7duzg7OxudK/Tr14/AwMBnzncs3m6ShzeLNG3fQBqNhjJlylC7dm1Gjx5NcHAwzs7OzJo1iw4dOtCtWzdu3brF999/T9++fZVGnZxQmR/DfDD58uWjevXqymO+vr7Afxu3QUFBeHl5sXr1aqpWrUrt2rXlgstMyf5BGBh+tyVLllQe02q1XL58mblz59K0aVMATpw4wcCBA7l9+zYlS5ZEo9FIHsyQIQ/29vZG89MmJSWxZMkS6tWrB2QtaLlp0yauXLlC48aNgWdPsyPefhqNhsKFC1O7dm2WLl1KVFQURYsWZfny5bRv3x4/Pz8ePXrEunXrSE9Px9raGo1GI+cPZki9zoVOpyMjIwOA69evU6pUKc6fP09ycjKlSpXiwIEDVKpUCXt7ezlemLm+ffs+9Zher8fKygpbW1ulYXv58mWKFCmCvb09BQsWzOkyRQ4JDAx86jELCwvs7Oyws7NTzhV+//13ihYtSoECBaRBZ8YkD28Oadq+IW7dusW5c+fQ6XR4eHhQvnx5Zs+ezbhx4/jhhx+wsLCgd+/efPrppwDY29srw9TlYsv8GBZ9MKzMqJ4XxnDS7evri0ajYdq0aej1ehISEjh06BBbtmwxVdkim8j+QagZ9g+WlpZG+we9Xo+1tTXz5s1Do9EoTbxChQrh4eEhCxOaKcOoJ0tLS6OFowxNmkGDBhl9rdFoKFCgAO7u7qYsW2STuLg4Tpw4gV6vx83NjcaNGzN69GicnZ05c+YMV69epX///vTq1QsAOzs7XFxclIatMC+G44VGo1H2ARYWFtjY2NCgQQNSU1MZNWoUv/zyC9988w0nT55k+/btWFpaEhISIpkwMw8ePCAhIYHU1FTKli2rHC8M5xJ6vR6dToelpaXy4c2MGTP46aef2Lp1qylLF9ng/v37xMXFkZycTOnSpSlQoABgnAfDuaVhNPbMmTPZs2eP5MEMSR7eXNK0fQNcvHiRjz/+GHd3d6KioihRogQ1a9Zk3LhxTJw4kYcPHwIYzTd3/fp1PDw8yMjIwNLSUk6qzEh0dDSTJ0+mZcuWdO7cWdlJGn7H6hPvli1botPp+Pzzz3F0dCQ8PFyZKkGYB9k/CLXn7R+e/D0bLsa2b9+OlZWVcru8MB/R0dEEBwdTv359ZsyYYdS4NeThyXyEhoaSkJCgTJ8izEdkZCRBQUGULl2aa9euYWVlReXKlZk/fz79+/cnIyMDrVaLvb298py///6bIkWKoNVqpXFrZp48XqjPHyHrfHLw4MEULlyYpUuX4u3tTYUKFbCwsKBly5aSBTMTGRnJ8OHDyczMJCoqik6dOtGvXz/c3d2VD381Gg02Njakp6eTkZHB3LlzWb9+PaGhoeTNm9fE70C8ThcvXuSzzz7D3t6ec+fO8f777/Pxxx9TvXp1ozxYWFiQnJyMVqtl/vz5hIeHExYWJlNkmBnJw5tNmrYmlpiYyLBhw/D19eXzzz/n5s2bHD16lMWLF3Pnzh0WLVqEs7OzsgJ4bGws4eHh/Pjjj2zYsEG5bUWYh+vXrzNgwABu374NZM031a5dOzQajdGIOsOJt1ar5ffff8fJyYmIiAhKly5tyvLFayb7B6H2MvsHgBs3bhAREcHGjRtZu3atnFCZmVu3bjFy5EhcXFyIiopizJgxTJ48+akRt4Y8REZGsmnTJnbu3EloaChubm6mLF+8ZsnJyYwdO5ZWrVoxbtw4bt++zd9//8348eMJCgpiwYIFuLq6Knm4dOkSGzZs4LvvviMiIsJoTkvx9nve8cKwfwgODiYlJYUWLVrg7e2NTqfD1taW3r17m7h68bpdvnyZ7t2707FjR3x9fbl9+zYhISGUKVOGjz76yGhbjUaDk5MTU6dO5T//+Q8bNmzA29vbRJWL7HDlyhV69epF+/bt8ff35+bNm4wdO5aDBw8q0/EZaDQa8uXLx/Tp0zl06JDkwQxJHt58Fv++ichOycnJyhyl9vb2eHl50blzZ2bMmMGvv/7KsGHDgKwRU7dv32bfvn2cOHGCsLAwadCZmczMTHbt2kXx4sVZvHgx9vb2bN26lR07dgAoUyUYaDQaLl26xNatW1m1apXkwQzJ/kEYvOz+4dy5c8ybN4+jR48SFhZG+fLlTVS5yC6HDx/GycmJsWPH4ufnx59//smYMWOArH2CYc5KyPpA54cffuDixYuEhYVRoUIFU5UtsolOpyM9PZ369esD4ObmRtOmTVm9ejU3b940Ol7Ex8fz119/8ccff7B27VrKli1rytLFa/ZvxwvDBzuOjo589tlnyqh79VRcwnw8fvyYJUuW4OPjQ0hICOXKlaNJkyZ069aNPXv2kJmZiV6vB7LuzEhKSiImJob9+/ezefNmaciYmdTUVL755hsaNGjAwIEDKVKkCDVr1sTf35/vvvuO5ORkZVu9Xk9ycjKXL1/m119/ZcuWLZIHMyN5eDvI0dnE7OzsuH//Pn/88YfRYw0aNGDixImcOHGC8PBwIOsE/P3332f16tVUrFjRVCWLbGJpacn7779Pq1atqFevHhMmTCBv3rxPNWYMJ1YAFStW5ODBg1SpUsVEVYvsJPsHYfCy+4eKFSvSqVMnli9fLg06M9WuXTs6duxInTp16NSpEx06dDBq3FpZWSmj8D09PWnbti0LFiyQBr6ZsrW1JSEhgd9++015TK/XU7p0aebPn8/ff//N3LlzAXB1deW9995j1apVsn8wQy9yvLC0tFQWnAKUfYUwP2lpacoHOuopL4oWLUpSUhKA0ZQZFSpUoEuXLqxdu1b2D2ZIq9ViZWVFw4YNsba2Vh43TKumvs7UaDR4enrSq1cvQkND5fzBDEke3g7StDUhvV5P3rx5admyJYcPH+bs2bPK96ysrGjQoAH16tXj999/V/5g3N3d5RZXM1aqVCk+/PBDAAoVKsS4cePImzcvW7ZsUU60NRoNBw8eVJ4jc0yZJ9k/iCe96P5h//79ANSuXVtugTdTOp0OGxsbWrZsCWR9mOPn50fHjh35448/jEbcbt68meTkZDw9PXFxcTFl2SKb6HQ6rK2tCQwM5OjRo/z0008AytQpFStWxN/fn99//11p0jg7O8vihGbsZc8nZdFS8+Xq6srAgQP54IMPAJS7cgoXLkyePHmMfvexsbEATJgwQRoyZipv3rwEBwfTunVrAKNrCEdHR6PG3YULFwAYOnSoNPDNlOTh7SBNWxMyTObcqlUr7t69y4YNG5Q/BgBHR0e8vLy4ePEiaWlpJqxUmIJOp6Nw4cKMHTsWJycntm7dyrZt25g0aRKDBw/m7t27pi5RZCPZP4jned7+ISQkhDt37pi6RJGNnryNWa/X4+joSPv27enUqRN//vknY8eOZdKkSYwdO5b4+HgTVSpygiEPTZo0wc3Njc2bN3PkyBHlexYWFri7u3Pz5k2jUTMid5DzSVGmTBkgKwuGJq1WqyU+Ph6tVgvAggULmDNnDsnJybIInZkrXrw4gNF6CMnJycTHxyvXFAsWLGDy5MnKgsfCfEke3nzStH0D1KxZk5CQEH799VdWrVqlnGjr9Xru3LmDh4eHzDOVC1lYWJCZmUmRIkUYN24czs7OTJo0ie3btxMREUHBggVNXaLIAbJ/EM/yb/uHQoUKmbpEkYMMi1MaGrd+fn5s27aNXbt2sXXrVjw8PExdosgBZcqUoU+fPiQnJ7NmzRq2bdsGQHp6OjExMbi5ucnxIheS80lhoP771+l0ZGRkYG1tzYIFC1iyZAk9e/bEwcHBhBWKnKTOQ2ZmJlqtFltbWxYtWsTy5csZOXIkzs7OJqxQ5CTJw5tLlhbPYXq93ujTS8PXTZs2xdrampUrVzJx4kScnZ1xdXXlzJkzrFu3Tlb1zaUsLS2VERJ58+bFysqKiIgI5RNzYV5k/yDUnszDk2T/INTUjdvIyEhsbGwIDw+XPOQytWrV4vPPP2fjxo1Mnz6d5cuXkz9/fi5dukRoaCh58uQxdYnCBOR4kTvcuXMHrVZL0aJF/3Ebw7mFra0txYoVY/78+axatYqtW7dSqVKlHKxWvEkcHR0pWbIks2bNYv369WzcuFEWmcrFJA9vFmna5oCUlBS0Wi02NjbY2dkZfc9wkaXRaGjUqBGenp5cuXKFgwcPUrRoUUaMGEGpUqVMVLnIDnfv3iUyMhJbW1s8PDwoXLjwc7e3sLBgxYoVbN++ne3bt8sJtpn5888/Wbx4McuWLXuqQSf7h9zneXl4Ftk/mLf09PSX+lBGo9GwZ88eDhw4wLp16yQPZubBgwfcuXMHBwcHZU7aZ324U61aNYoVK0a3bt3Yv38/hQsXpnbt2pQoUcI0hYtskZiYSFJSEg4ODjg4OGBtbf3cD/vkeGHeLl26RP/+/enSpQs9evQgMzPzmXMVG/Kh0+k4efIk586dY/369dKwNTMJCQncuXMHW1tb8ufPj6Oj43O3T0tL4+zZs0RFRbFhwwbJg5n5t4EgT5I8vFk0epncKltdunSJr776ivj4eJKTk+nXrx8ffPAB9vb2pi5NmMDFixcZNGgQ1tbWJCQkUK9ePUaOHEn+/Pmf+7zU1FTi4uKkQWdmLly4QNeuXfHz82Ps2LHK4y97YBXm4VXzIPsH8xQTE8OaNWvo0KEDVapUeeHnpaenEx8f/68fCIq3y4ULFxg8eDAAjx49omLFivTq1Yt69erJMSMXunjxIsOGDUOr1ZKYmMh7771Hp06dqFKlynPzIMcL83ThwgX8/f2xsLCgaNGi7Nq161+f89dffxESEsKyZcskD2YmMjKSkSNHkpaWxoMHD+jcuTN9+vR57tQXV65cYezYsUyYMEHyYGauXbvGmTNnaNas2QsvYC55eLNI0zYbRUdHExgYSOvWralZsybHjh1j3759rFmzhnLlypm6PJHDYmNj8ff3x8/Pj+DgYA4ePMjChQsJDQ197uiXjIwMrKxkULy5MTTo/P39GTFihPK4ehJ4kXu8ah5k/2Cerl27RmBgIImJifj6+hIYGPhCoxxk/2Ge7t69S8eOHWnZsiWdO3fm77//5uDBg3z//ffMmDEDX19fadzmIrdu3aJDhw60bNkSX19fzpw5w88//0xMTAwTJ06kQYMGz8yDHC/M04ULF5TRte3atePjjz/mk08+oXPnzv/63MePH8uUKWbm0qVLBAYG4ufnR4cOHfj+++9Zu3YtO3bs+NcPc1NSUmRgmZmJiYmhQ4cOJCcnM378eNq2bfvC81ZLHt4ccuTOJgkJCUyZMgVfX1/GjBkDQMuWLbl48SIbNmxg/PjxJq5Q5LTvvvuOypUr8/nnnwPQsWNH9uzZQ2RkJNeuXcPd3Z3SpUs/daItJ9jm5/79+wQFBdGwYUNGjBhBeno6M2fOJDY2llu3btG6dWuaNWtGyZIlTV2qyAH/Sx5k/2B+0tLSWL58ObVq1aJmzZps376dsLAwPvroI6Vx+08NOmnYmqebN2+SL18+Pv74Y9zc3PDy8qJu3boUKlSIIUOGYGNjg4+PjzRuc4mLFy/i7u5OSEgIefLkoUaNGrzzzjusXbuWYcOGMXfuXOrWrfvU8+R4YX7Onz+Pv78/3bt3Z/DgwSQlJVGoUCGOHDny3KatYV8hi46ZlwcPHjB27Fg+/PBDZQCAl5cXp0+f5tq1ayQkJODs7EyRIkWeebx4chpH8XZLSkpi/vz5tGzZEicnJyZOnIhOp6N9+/Yv9LcveXhzyNE7m9y6dQuNRkPr1q0B0Gq1WFtbU6FCBVJTU01cnTAFrVZLXFwcN2/epEiRIixdupTjx4/z8OFDtFotDx48YPbs2dSpU8fUpYpslpCQwDvvvMNff/3FqVOnWLVqFY8fP6ZKlSq4uLiwZ88ezp07x9ChQ3F3dzd1uSKbSR6Emq2tLQ0bNiQlJQU/Pz/y58/PypUrjRq30pjLXdLS0rh48SIJCQm4ubkBUKhQIfr27YtWq2XChAkULVqUChUqmLhSkRPS0tI4f/488fHxyihJb29vevfuTWZmJnPmzGHmzJkUK1bMxJWK7LZ7926Cg4MJCQlBp9Ph6OjIwIED6devH/v376dp06bPfJ7hGCLHEvPy6NEj3n//fZo0aaI8tnTpUk6cOMHt27fR6XTkzZuXcePGPXNRKcmDeUlJSaFChQqULFmS999/nzx58jBlyhSAF2rcSh7eHDIkI5uUL1+eDh06UKNGDeC/oS9UqBAZGRlG2z5+/DjH6xM5xzADSfHixbG1teXTTz9l2LBhzJ8/n0WLFhEeHs6CBQuoXbs2a9euJTk5GZm1xLyVKlWKkJAQatSoQbdu3dBqtSxYsIBhw4YxdepUgoKC+O2334iKijJ1qSIHSB7Ek3x8fPDz8wOy7tLp1asXly5dIjQ0lHPnzgFZtzrHxsaaskyRzQznAmXLlqVu3bpERERw//595fv58uXD39+fYsWKcfr0aaPnCPNj+N2WLl2a8uXL88MPPxhdQ5QuXZr27duTlJTEpUuXTFWmyEHDhg1jyJAhQNadFnq9njJlylC1alWOHz8OQGZmpilLFDmoePHitGzZEi8vLwC2bt3KwoULmT17NmvXruXLL7/E1taWvXv3kpmZKccLM1ewYEE+/PBDmjdvDsCAAQPo168fU6ZMYdu2bSQnJwNZ+4j4+HhTlir+hTRtX6PU1FTS09OVPwBfX18ga445wy1J6enp3Lt3T3nOqlWrWLNmzVONXPH202q1ZGRkKA371q1bExwcTKdOncibNy+dO3fGx8cHOzs7SpQoQf78+YmPj8fBwUE+2TJjhr91Ly8v+vbty4ABA+jevTsuLi7odDog69NPvV7Pr7/+aspSRQ6QPAg1w8W1tbW10de+vr707NmT6OhoQkND+eOPP5g+fTq9evUiJSVFLrzMTFpaGlqtlpSUFACcnZ1p0KABp0+fZteuXTx8+FDZtnTp0tjZ2XHq1ClARsaYo4yMDKPGm5eXF1WqVGHt2rWcOHGC9PR05XsNGjTAxsaGw4cPm6JUkQP0ev1T+3zD1xqNhkKFCvHuu++yZcsWbt68iaWlpSnKFDnE0H8w3Mmrnrf2vffeY+PGjfj6+uLq6kqdOnWwtbXlypUrWFpayvHCDKWlpRn1o9zd3dFoNMr1hmEk/ldffcX27dtJSEhgzpw5zJkzx+hYIt4sMj3CaxIZGcncuXO5ceMGHh4e1KlTh+DgYCDrk0/D4iA2NjbK/CDz589n6dKl7NixQ+aZMjOXLl1ixYoVXLt2jcqVK+Pt7U3btm358MMPAVi8eDGXL182ek5mZiZFihQhLS0NW1tbU5QtssnNmze5dOkSjRo1wsrKiszMTCwtLSlbtizOzs64uroCWfuKzMxMHj16RJEiReRWVzMleRBqsbGxnD59mnbt2mFpaWm0mJilpaUy75zhg+DVq1czYMAAEhMTWbt2rSwSYWYuXbrEkiVLiImJoWjRojRt2hQ/Pz/69OnDjRs3iIiIID09HT8/PwoUKACAi4sLbm5uMqetGTJ8UBMVFYW3tzcNGzakSZMmjBs3jhs3bjB+/HhGjx5NkyZNcHR0BMDNzY2iRYuauHKRHWJiYti6dStRUVHUrl2bBg0aUKFCBeXv3rAP6Ny5M7t372bNmjUMHz5cGrdm6nn9B51Oh6urq3JOqdPpyMjIIF++fJQqVcqUZYtscunSJRYtWsS1a9coWbIkbdq0UabKsLKyUs4vBw4cCMD06dPZsWMHf//9N9u2bcPGxsaU5YvnkJG2r8HVq1fp1q0b7u7utGzZEjc3N+bNm8eIESOUTzkMI6ZsbGwoWLAgy5cv5+uvv2bLli2UL1/elOWL1ywmJoauXbtiZWWFt7c3169fZ+rUqUyfPl3ZJk+ePJw+fZodO3Zw9OhR5s6dy+7du+nbt680bM3M5cuXadeuHfPmzeOnn34CshoxhlEzbm5uyqg6w/fWrVvH/fv3qVq1qklqFtlH8iDUYmJi6NSpE/PmzSM8PBz47we9BhqNRhlF5evrS548eUhNTWXjxo3PnJNOvL2ioqIICAggX758+Pj44OjoSEREBL///jsAEyZMoFmzZuzdu5dPPvmE6dOnM2zYMA4cOED79u2lYWtmDHnIyMigfPnyREZGEhERwbVr1wBYtmwZdevWZcGCBYwdO5YVK1Ywfvx4Tp069Y9zmYq3V2RkJIGBgVy/fh07Ozs2b95MWFgYjx8/NhppC+Do6Ej16tU5ePCg3M1ppv6t/2CYLsPAwsKCpUuXcurUKVq2bGnCykV2iIyMJCAgABcXF5o1a8bDhw/ZvXs36enpRvsHw/nlwIEDKVGiBNeuXWPbtm3Sj3rDyfDO1+DAgQOULVuWUaNGYWVlRXp6Ok2bNuXzzz8nNTWV+fPnKyNpMzIy2LRpE/b29oSHh8sFlxnavXs3NWrUYPLkyVhYWBAfH8++ffuYNGkS6enpjB07lu7du3P27FnmzJmDtbU1+fPnJywsjDJlypi6fPEaxcfH8+WXX+Lt7U1GRgbr168HsuarVI+gM9i/fz9Hjhxh9+7dhIWF4eHhYarSRTaQPAi1Bw8eMGXKFKpVq4azszM7d+5Er9fTrVs3ozt0IOtEOzMzk0mTJvHzzz+zY8cOypYta+J3IF6n+Ph4xo0bR4cOHZRVvy9fvswnn3xCdHS08qHNiBEj2LdvH6dOneLvv//G3d2d9evXy/mDmbl79y6jRo3Cz89PycPvv/9O3759uXr1qrLI2Jw5cwgPD+f333/nu+++w93dnXXr1slIOjNz+/Zthg4dSvv27Rk2bBgAR44cYeDAgXTr1o1KlSop2xrOJQIDAzl48KDRAobCfLxI/8FwTnno0CGOHDnCrl27WL16NSVKlDBt8eK1unHjBgMHDqRr166EhIQAWfMZHzx4UJk+w9HRURkEoNVq+eqrr4iMjOTbb7+lXLlyJn4H4t9I0/Y1uH37NsnJyUpj1tramoYNG7J48WL69OnDlClT+OKLLwBwcnIiT548bNq0SU6ozNT169dJT09XLrZdXV1p27YtNjY2jB8/HhcXFwYMGMC8efM4d+4cDg4OODs74+LiYuLKxeuWmJhIgQIF6Nq1K05OTkydOtWoUWc4eBpOqu7cuUN8fDwRERFyAW6GJA9CTa/Xky9fPj788ENKlSrF8uXL2bVrF8AzG7eWlpa8++67dOzYUUZEmKG4uDhcXV3x8fFRHvPy8qJy5cpcuXIFyFoXwcbGhmbNmtGsWTMyMjKwsLBQMiLMR1RUFIULF6Zt27bKKKmqVatSqVIlrl+/Dvw3D4GBgQQGBpKSkoKlpaXc4mpm9Ho9Z86coXjx4nTq1EnJQ6NGjShdujR37twxatoaziWKFSvGt99+S968eU1VushGL9N/uH//Po8fPyY8PJzSpUubsmyRDQxTrgUEBCiPXb58mcjISPz8/ChSpAj169enX79+WFhYkJKSQsGCBdmyZYs0bN8SGr2sXvE/O3HiBAMHDmTGjBnK7UiGC+8dO3Ywb9485syZQ40aNYCsC/FChQqZsmSRjXbu3MnChQuZOXMm1apVUx5//Pgxa9asYd++fcyePZuSJUuarkiRY2JjY/H09ATgwoULTJ8+HQsLC/z9/ZXVPA0XXgBJSUnKvHTC/EgeBPz3HCE+Pl6Zby42Npbly5cTFRVF69atCQoKArIWtVRPmSHM040bN/jzzz9p0aIFgNKwDwkJwdnZmQkTJpi2QJGjoqKi+P333+nYsSPw331GUFAQdevWZcCAASauUOSks2fPcvbsWbp37648ptfradu2LQEBAfj7+5uuOGESL9t/SElJkTnwzdTDhw9JSEigePHiACxZsoSVK1cycuRI8ubNS2xsLGFhYUyZMoV3330XQFlPQ7wd5KP516BkyZI0aNCAzZs389tvvwH/nVOoRo0aZGRkcOvWLWV7adiat7Jly5I/f362b9+ujI6BrHlsGzduzOXLl43yIMyboUFnmJNu1KhRZGZmsmHDBmVO07lz5xIREQEgDTozJ3kQ8N9zBEPDNiMjA09PT/r27UuZMmXYvXs369atA7LmMV2xYoXJahU5w93dXWnY6vV6ZfSsvb290byEixYtYsOGDSapUeScMmXKPNWwhaxzSbXQ0FD27t2b4/WJnFWtWjWlYauen9LBwcFoWqXt27dz4sQJU5QoctjL9h+kYWu+nJ2dlYYtZOVg/vz5dOnSBV9fXz788EOsrKy4efOmso00bN8u0rR9DQoXLoyfnx/x8fGsXr2an3/+Wfle0aJFcXd3VxaZEeavfPny+Pv7c/jwYdatW8fFixeV75UsWZISJUogA9xzH8OqnWXLlmX06NHodDo2bNjAxx9/zLp166hevbqpSxQ5SPIg1Ax58PT05JNPPqFMmTL85z//oUuXLuzYsYN33nnH1CWKHKLT6YwWn3N0dFRuf50zZw7Lli2jSpUqpixR5CBDw1adBzs7OyArD7Nnz5bp1nIRQx4Miwk5Ojoqjfw5c+YwceJEihQpYsoSRQ6R/oN4kmG/0K9fPxo3bqwcN+zs7PDw8JCBg28xmdP2f2S4bbFJkyY4ODiwYMECZs6cSZs2bShfvjwHDhzg6tWrcgGeSxjy0K5dO2xsbJg/fz43btygZcuWlC9fnm3btnH37l05wTZTTy4kZbj1xPD/hguvsmXLMmzYMIKCgrCwsGDz5s0yR2UuIHkQaoYcZGRkYGVlpeTBw8ODnj170qNHDx4/fsy2bdtkzrFcQL1/MKz6rdFoePz4MY6OjqxcuZLVq1ezceNGKlasaOpyRTZT58HKykrJQ1JSEjqdjuXLl7NmzRqZ8zyXMORBp9Mp5w+QNYVSRkYGS5YsITQ0lHXr1skiU2ZIPb89SP9BGDPsHwxNWkNeDPuJ0NBQ4uPj8fb2NmWZ4n8gI23/B5mZmVhbW3P9+nU+//xzqlatyueff079+vVZuHAhkydP5sSJE6xZs0ZW/TZjhk8x1XmYOXMmvr6+jBw5EkdHR8aOHUtISAj79+9n5cqVsoqrmUlOTgZ4ZsP25s2bzJ49m4SEBDQaDRqNhvT0dDZt2oRGoyEiIkIadGbm5s2bREdHA8b7B8mDMIyCyMjIwNLSkhs3bjB8+HDu3btnlIf169eTkJDA2rVrpWGbCxj2D3FxcQQHB3Pz5k3lAt3KyorQ0FCWLl1KRESE0YJDwjwZ8qDePxjyYGNjw+LFi1m2bBnh4eFyEW7G/un84eHDh8qHfHZ2dsyePZvly5ezbt06KleubOKqxev08OFDAKOGrfQfcq8Xub54+PChkpeoqChl0eO5c+dK/+EtJk3bl5CRkWH0teEEu2vXruTNmxcbGxuqVavG559/zr59+wgLC2PdunVUqFDBRBWL7HDv3j3+/PNPDh8+DGTlQKvVKnnw9/cnPT0dgPfee48pU6awZ88eli5dyoYNG2SEjJk5f/48X3zxhbKaM2SNuDXkoVOnTuh0OvLly6d8PzU1lRMnTvD111/LCBkzExUVxXvvvcfkyZMBjEbGSB5yn/j4eGJiYvjjjz8AjBpxcXFxdOnSBRcXF/Lnz688Jz09nYsXLxIWFiYNWzNjaNob/t9AfT5ZqlQpChcurHzP09OTwoULs2HDBmnImKl/ur541v6hQIEC5M2bl40bN0oezMy/XV8Yzh+cnZ2BrGaNra0tGRkZbNq0SfJgZiIjI+nVqxc7duxQHlNfX0j/IXd50esLw/7h+vXrbN++nXPnzhEWFiYDQt5yGr1MrvlcUVFRLFy4kJkzZyoHRsPcYo8fP6Z9+/a88847fPnll8oouydvYRDm4+LFiwwdOhTIWum5WrVqfP311wAkJibSsGFD2rRpw8SJE5U8PHnLvDAfFy5cwM/Pj48//phhw4YZfe/hw4c0btz4qTwY9g/qfYkwD+fPnycgIICyZcuSmJjIhAkTqFOnDjqdjuTkZBo0aEDbtm2febyQPJifCxcuMGTIEKytrXn06BEuLi4MGzaMypUr4+DgwPvvv0/9+vWN8mA4XsiqvuYnMjKSKVOmMGPGDNzc3IzOFVNTU+nVqxelS5dm/PjxRucM0dHRODo6yggZM/Mq1xcAZ8+epUCBAjKCzsy8yvUFwJEjR/D09JQpEczMpUuX8Pf3p0OHDgQEBBgtMpWUlES7du2eOn+Q/oP5epXrC8hq3ObJkwcXFxcTVi9eB2naPkdsbCzBwcHcuHGDGjVqsHr1amxtbY0upk6dOkXNmjWlKZcLREdHExAQgL+/P61ateL+/fuEhISwYsUKZVGQQ4cO0bBhQ7nYzgUiIyPp3LkzwcHBhISEAJCSkkJaWpoyivLQoUM0atTomSdR0sw3LxcuXMDf35+ePXsSHBxMq1at8PPzU7IBcPjwYRo2bCh5yAXi4uIIDAykQ4cO+Pr6Ymtry9ChQ7lx4wa9e/cmKCiIP/74A29vb8lDLnD9+nU+/vhjYmNjKVGiBGFhYRQqVMjoIvvvv/+mYsWK8nvPBV7l+kL2CebrVa4vJA/mKz09neHDh+Ps7MyXX36JXq/n4sWL3Lx5k1q1apE3b17OnTtHuXLl5HozF3iV6wvZP5gfadr+g5SUFGbOnMm9e/do3rw533zzDdbW1qxduxZbW1vS09OxsbExdZkihzx48IA+ffpQq1YtRowYAWSNjOnTpw/BwcEkJSXx7rvvKrckCPN27949WrRoQdWqVfnmm28AmDhxIhcuXCAxMZESJUowbdo08uTJIwfOXODy5cv4+vrSt29f5SRqzZo1rFixgm+++UZuScqF/vOf/7Bp0yaWL1+OtbU1lpaW7Nmzh+HDh+Ph4cGnn35KmzZtZP+QC6SlpbFkyRKio6MJDAxkwYIF3L17l4iICAoVKiSj7HMZub4QanJ9IZ6UkpJCYGAggwcPpkmTJnz88cfcv3+fq1evkj9/foKCgmjfvr3RNFvCPMn1hTCQMfT/wN7eHi8vL1q0aEGrVq0YOXIkWq2WoKAg0tLSsLGxUSaAFubPxcUFHx8ffHx8lMe+/vprzpw5w+LFi5k/fz7t27fnr7/+Ap6er06YlwIFClCzZk2SkpLYsWMHXbp0ISYmhnfffZcOHTpw8eJFgoKC0Gq1ymIRwnzFx8fzxRdfGH3qXbNmTZydnTl9+jSAHC9ymatXrxIbG4udnZ0yEiZPnjy0bduWokWLMm/ePGX/IMybra0tZcqUwdfXl3r16jFjxgwKFixIQEAAd+7cwcrKSs4ZchG5vhBqcn0hnqTRaJRBHzNmzMDS0pKZM2dy5MgRfHx82L59uzLvseTBvMn1hTCQkbbP8KyRL1qtllOnTjFjxgysrKxYt24dtra2pKamEh8fT+HChWUeGTP1rLkFDxw4wIQJExg3bhzVq1fH1dWVTp064erqyvLly01UqcgJ6jwMGDCAAwcO0KRJEyZPnoyrqyuQdSusv78/HTt25LPPPjNhtSInqEfKqY8fX3zxBSdOnOCHH36QkXS5zIULF+jTpw9+fn706NGD69evExAQwNChQ+nWrRtNmjThs88+o3379qYuVWSjZ51P6vV6YmNjGTFihNGI2/T0dKKjoylZsiR2dnYmqlhkJ7m+EGpyfSGeZJgyp3fv3iQlJVGyZEkaNWpEy5YtlW1CQkK4efMmGzZsMGGlIifI9YUwkLMAleTkZFJTU0lPTzd6PCMjA2tra+rUqcPw4cPJyMggKCiIxMREZsyYwejRo596jnj7GfLw5Kq+AB4eHqxatYpmzZopk3vXqFFDcmDGnpWHRYsW8dFHH/Hhhx8qDVsANzc3PDw8SExMNEWpIgckJyeTkpJCamrqUydMhpEPQUFBaDQatm3bBiAjrs2YYf+QmpoKQIkSJQgODmbz5s20atWKwMBAOnXqRLdu3dBqtdjZ2fHw4UMTVy2y25N3WhguuooVK8a0adOUEbdxcXFMmzaNcePGyXmEGZLrC6Em1xdCzZCHtLQ05QOaL774gjt37rBt2zYePXoE/PfcskmTJkDWBz7C/Mj1hXgWac3/v8jISOVk+f79+3z88cc0atSIUqVKYWVlpXwaWrduXYYPH86sWbNo0KABFhYWhIWFyagIM/O8PACUKVNG2dbwqdeDBw8oW7assuOU217Nx7Py8M4771C+fHlGjBihNGoM9Ho9zs7OFCtWTPla8mA+npWHhg0bUrp0aaPfc8mSJXF3d2f//v107txZMmCm1Hm4d+8e3bt3p0WLFvTs2ZMWLVpw6dIlnJycqFGjBpA1X6GbmxtFihQxceUiO1y5coVz587xwQcfYGFhYfR3r/7v4sWLM336dEaPHk2zZs2wt7cnNDQUJycnU5QtsolcXwg1ub4Qas87nwwJCWH69Ols27aNOnXq4OnpiYWFBX/++Sf58uWTRp0ZkusL8U+kaUvWrcxBQUG0atWK2rVrc+HCBdavX8/p06fp1q0bdevWxdLSUrlloVq1ari6umJvb8+6deuMDrDi7fcieVDLzMxk4cKFHDt2jHXr1smO08w8Lw8BAQHUq1fP6KJKr9ezZMkSzp8/z5gxYwA5wTYnL7J/0Gg0ZGRkYGtrS0hICAEBAfz0009Gc9YJ8/CsPGzcuJEzZ84QFBRE3bp18fDwULZPT09nxYoVXLlyhcqVK5uwcpEdrly5Qvv27UlJSSExMZEuXbo8d/vChQtTsGBBnJ2dCQ8Pp3Tp0jlUqcgJcn0h1OT6Qqj9Ux5OnTpFjx49aN26NXZ2dkyePJm+fftSvHhx8uTJo+RBFiw0L3J9IZ5HmrbAsWPH8PLyYty4cQC0bNmSypUrEx4ezsqVK7GxsaF69epYWFiQkZFBWFgYJ06cYPPmzXJCZYZeNA8AJ0+eZPPmzfz888+sXLmSkiVLmrJ0kQ2el4evv/4aOzs7JQ8nTpxg48aN/PLLL6xatQpPT09Tli6ywYvuHwy3NBUsWBAfHx/KlStnyrJFNvm3PFhbWysjbH///XfWrVvHsWPHWLVqFe7u7qYsXbxmSUlJLFy4kKZNm+Lh4cGECRPIzMwkICDgmdvrdDo2btzI999/z5YtW6Rha4bk+kKoyfWFUHteHhYvXszgwYPx8fHhnXfeYcWKFTx69Ah7e3s2bNigjMwW5kOuL8TzSNMWsLCw4M6dO9y9e5eCBQsC4OPjg7W1NatWrWL79u14eXnh7OyMlZUVTk5O7NixQ06wzdSL5sHOzg4rKysKFixIaGioHEDN1MvkwdLSEhcXF8LCwmT/YKZeNA9OTk5oNBo8PT2ZMWMGDg4OJq5cZId/y8OOHTsoVaoUzs7OVK1alXPnztG/f39KlChh2sLFa5eUlESJEiUoX748zZs3x9HRkUmTJgE8s3FrYWFBkSJF2LNnj+TBTMn1hVCT6wuh9rw8rFy5ki1btuDh4YGrqytDhgwBZLo1cybXF+J5ZCEyshYNevz4MefPnweybkeBrIm+O3TowM6dO7l27ZqyfdeuXeWEyoy9SB6uXr2Kra0t1atXZ8iQIXJCZcZeJg81a9Zk1KhRsn8wYy96vFAvQCQnVObrVc4fpEFnngoXLoyfnx/NmzcHoHfv3oSEhDBp0iTCw8OV7XQ6HXfv3gWyLsgkD+ZLri+EmlxfCLXn5aFjx47s3LmTuLg4QBaayg3k+kI8jzRtgcaNG9OoUSNGjx7NlStXsLS0VFb0bNeuHe7u7hw6dMjEVYqc8iJ5OHz4MJD1qZi1tbUpyxXZ7GXyYGlpKXNMmbmXOV7IaAjzJ+cPQq1o0aLAfy+w+/TpQ0hICJMnTyYiIoL09HRmzpzJqlWrZDX4XED2D0JNri+E2qucT8p5pfmS6wvxPLm+aavT6QAYM2YMZcqU4aOPPuLChQvKfCHp6enkzZuXQoUKmbJMkUMkD0JN8iDUJA9CTfIg/on6gsrQuJ06dSpBQUGsXr2a9u3bywd8Zk72D0JN8iDUJA9CTfIg/o1Gn8vH22dkZGBlZUVGRga3b99m0qRJnD59mh49epA/f36uXLnCli1b2Lx5M8WLFzd1uSKbSR6EmuRBqEkehJrkQagZ8qDVarGysnpqJIyfnx9xcXGEhoZSvnx5E1UpcorsH4Sa5EGoSR6EmuRB/Jtc07TVarVYW1uj0+mwsMgaYGz4A4mNjWXevHkMHz4cNzc35s+fzy+//EJ8fDwFChRg9OjRVKhQwcTvQLxOkgehJnkQapIHoSZ5EGr/loc5c+YwYsQIChcuDGTNSzdt2jTWrl3Lt99+Kys9m5mkpCQcHR2NHpP9Q+4leRBqkgehJnkQr0yfC1y8eFHfo0cP/d9//63X6/V6nU6n1+l0er1er4+NjdU3atRIP2zYMH1mZqbynIcPH+qTkpL0iYmJJqlZZB/Jg1CTPAg1yYNQkzwItRfJw/Dhw5XH9Hq9Pj4+Xj9//nz9uXPnTFKzyD5//fWXvnr16vpLly499T3ZP+Q+kgehJnkQapIH8b/IFSNtP/vsM3788Ue8vb0ZN24clSpVQqfTkZ6ezueff46TkxNfffUVGo1GGTmh1+tlkmczJXkQapIHoSZ5EGqSB6H2MnlQM4zOFebjwoULBAYG0r59e8aMGWP0vfT0dAYPHky+fPlk/5BLSB6EmuRBqEkexP8qVzRtx4wZw507d8ibNy9Xrlxh/PjxVKlShYyMDC5fvkzZsmVNXaLIQZIHoSZ5EGqSB6EmeRBqkgcBcPHiRfz9/QkMDGTo0KHo9Xri4+N5+PAhbm5u5MmThytXruDh4aEsJCPMl+RBqEkehJrkQbwOuaJpu3PnTqKjo2nSpAmLFy/m0aNHzJ07l+PHj1OzZk1KlSpl6hJFDpI8CDXJg1CTPAg1yYNQkzyI5ORkunXrxp07dzh69CgAAwcO5ObNm/z111/Uq1eP5s2bExAQACAjpcyc5EGoSR6EmuRBvC4Wpi4gJ1haWnLq1Clq1KhB3759KVKkCB06dGDixIkUKlTI1OWJHCZ5EGqSB6EmeRBqkgehJnkQVlZW9O7dm7S0NL744gv69OlDSkoKvXv3ZsmSJXh4eBAREcGOHTsA5ALczEkehJrkQahJHsTrYtZN28zMTABq1Kih/BHUqVOHxMRE0tLSKF68ODdv3gSyPtkQ5k3yINQkD0JN8iDUJA9CTfIgDGxsbPDx8WHq1Kns3buXhIQEpk+fTosWLWjatCn9+vWjYMGCnDp1ytSlihwgeRBqkgehJnkQr4tZNW2TkpK4desWt27dQq/XY2lpCYCzszMPHz7k2rVrjBo1iqioKEaMGIGXlxf9+/fnwoUL8smGGZI8CDXJg1CTPAg1yYNQkzwINUMebt68iU6nw9ramoYNG7Jo0SI++eQT8uXLB2Q17N3d3SlSpAhXr15Fp9OZtnCRLSQPQk3yINQkDyI7mM1sx5GRkUyaNInbt29ja2tLrVq1+OKLL7CyssLW1pbChQvTq1cvMjIy+PrrrylXrhzu7u7s3LmTPHnymLp88ZpJHoSa5EGoSR6EmuRBqEkehNo/5cHOzo6aNWtiaWmpNPU1Gg16vZ7U1FS8vb2xsDCrsTECyYMwJnkQapIHkV3MIh3R0dEEBQXh7e3NmDFjaN26NX///Td79+4FsuYga9KkCQALFy6kXLlyADRp0oTJkyfj6elpstrF6yd5EGqSB6EmeRBqkgehJnkQav+Uh++++w7IuvXVcAEO8PjxY+bPn88vv/xCx44dTVW2yCaSB6EmeRBqkgeRnTT6t3zyrcTERIYNG4a7uzvjxo0DQKvV0rNnT4oWLcrUqVOVbRMSEoyGpMstbOZH8iDUJA9CTfIg1CQPQk3yINReJg8ABw4c4IcffuDw4cOsXLmSihUrmqJskU0kD0JN8iDUJA8iu731I22TkpJwdXWlfv36QNZiEdbW1jRv3pxHjx4BWX80APny5VMWiJATbPMkeRBqkgehJnkQapIHoSZ5EGovkgfDAnUARYoUwcvLi/DwcLkAN0OSB6EmeRBqkgeR3d76OW2dnZ1p06YN77zzDoDRfCCGPxIrq6y3qdPpZL4QMyd5EGqSB6EmeRBqkgehJnkQai+SB8NjOp2O8uXLU7p0aSUjwrxIHoSa5EGoSR5EdnsrzzgfP35Meno6jx49wsHBQfkDycjIUEY8ZGZmKiMiNBoNc+fOZejQoSarWWQfyYNQkzwINcmDUJM8CDXJg1B71Tx8/vnnAEbzFYq3n+RBqEkehJrkQeSkt669f/HiRSZMmEBaWhoJCQkEBwfTtGlTPD09sbKyUkY/5MuXDxsbGwDmzJlDaGgo69atM3H14nWTPAg1yYNQkzwINcmDUJM8CLXXkQeZKsN8SB6EmuRBqEkeRE57q5q2169f56OPPqJNmzZUrFiRGzdusHjxYv744w/8/f2pXbu2MvQ8MzMTBwcH5s+fz+rVq1m/fj3e3t4mfgfidZI8CDXJg1CTPAg1yYNQkzwINcmDUJM8CDXJg1CTPAhTeKuatkeOHKF48eJ88cUXymNVqlRh7ty5rF27FltbW6pUqQJAcnIyBw8e5JdffpE/EDMleRBqkgehJnkQapIHoSZ5EGqSB6EmeRBqkgehJnkQpvBWzWmr0WhISkri4cOH6PV6dDodjRo1YtiwYURFRfHtt9+Snp4OgJeXF5UrV2bjxo3yB2KmJA9CTfIg1CQPQk3yINQkD0JN8iDUJA9CTfIg1CQPwiT0b5HDhw/rK1WqpD927Jher9fr09PTle999913+vLly+t//fVXvV6v1yclJenv379vkjpFzpA8CDXJg1CTPAg1yYNQkzwINcmDUJM8CDXJg1CTPAhTeKtG2jZq1Ii2bdvy2WefER0djbW1tfJJxgcffECZMmU4c+YMAHny5MHV1dWU5YpsJnkQapIHoSZ5EGqSB6EmeRBqkgehJnkQapIHoSZ5EKbwxs5pe/XqVTZs2EBcXBylS5cmICCAAgUK0KdPH+7evUu3bt1YvXo15cuXB7Imera1tSVv3rwmrlxkB8mDUJM8CDXJg1CTPAg1yYNQkzwINcmDUJM8CDXJg3hTaPR6vd7URTwpMjKSHj16UK1aNezt7dm3bx/vvfces2fPVr6/YMECDh48yODBg3F2dubKlSts2bKFzZs3U7x4cRO/A/E6SR6EmuRBqEkehJrkQahJHoSa5EGoSR6EmuRBqEkexBvF1PMzPOnWrVv61q1b66dNm6Y8dv78eX21atX0J06cUB57/Pixfvny5fq2bdvqW7durQ8ICNCfO3fOFCWLbCR5EGqSB6EmeRBqkgehJnkQapIHoSZ5EGqSB6EmeRBvmjdueoTjx4+TP39+unfvDkBGRgZFixalSJEiaLVaZTsHBwf69OlDx44dcXBwICMjA0dHRxNVLbKL5EGoSR6EmuRBqEkehJrkQahJHoSa5EGoSR6EmuRBvGneuKZtrVq1uHbtGm5ubgBYWlqSN29e7OzsuH///lPby+TO5k3yINQkD0JN8iDUJA9CTfIg1CQPQk3yINQkD0JN8iDeNBamLuBJnp6eDB48GAC9Xo9Go1G+l5ycrPz3nj17+OOPP3K8PpGzJA9CTfIg1CQPQk3yINQkD0JN8iDUJA9CTfIg1CQP4k3zxjVt1TQaDRkZGQDY2dkpK/HNnTuXIUOG4OLiYsryRA6TPAg1yYNQkzwINcmDUJM8CDXJg1CTPAg1yYNQkzyIN8Eb3bQFlE82dDodNjY2LFu2jNDQUDZv3oynp6eJqxM5TfIg1CQPQk3yINQkD0JN8iDUJA9CTfIg1CQPQk3yIExNo9fr9aYu4kV0796d6OhoEhISiIiIoHLlyqYuSZiQ5EGoSR6EmuRBqEkehJrkQahJHoSa5EGoSR6EmuRBmMobtxDZk/R6Penp6Tx8+JC7d++ya9cuypQpY+qyhIlIHoSa5EGoSR6EmuRBqEkehJrkQahJHoSa5EGoSR6Eqb01I22jo6PR6/WULl3a1KWIN4DkQahJHoSa5EGoSR6EmuRBqEkehJrkQahJHoSa5EGYylvTtBVCCCGEEEIIIYQQQojc4I1fiEwIIYQQQgghhBBCCCFyE2naCiGEEEIIIYQQQgghxBtEmrZCCCGEEEIIIYQQQgjxBpGmrRBCCCGEEEIIIYQQQrxBpGkrhBBCCCGEEEIIIYQQbxBp2gohhBBCCCGEEEIIIcQbRJq2QgghhBBCCCGEEEII8QaRpq0QQgghRC7RtGlTRo4caeoyXllQUBBBQUEm+dk3b96kcuXKnD592iQ//020bds2ypUrx59//vnaXnPhwoWUK1futb3e63by5EnKlSvHyZMnc+TnabVamjRpQnh4eI78PCGEEEK8OaxMXYAQQgghRE7Ytm0bo0aNUr62sbHB2dmZcuXK0aRJE/z8/HB0dHyl1z5z5gzHjh0jODgYJyen11UyCxcuZNGiRcrXdnZ2FC1alObNm9O7d+9XrvdVhIeHY29vj5+f3wttX65cOQIDAxk3blw2V5YzFi9eTNWqValZs6by2MiRI9m+fbvytYODA66urlSqVIlWrVrRvHlzLCxebYzErl27uH//Pt27d/9fSzcycuRIvv/+e3777bfX+rpvoqZNmxIXF6d8bWNjQ5EiRWjWrBl9+/YlX758pivuBVlbW/Pxxx+zbNkyOnbsiK2tralLEkIIIUQOkaatEEIIIXKVQYMG4eHhQUZGBvfu3eOXX37hq6++Ys2aNSxZsoTy5cu/9Gv+9ttvLFq0iPbt27/Wpq3BhAkTcHBwIDk5mWPHjrFs2TJOnjzJ+vXr0Wg0L/w6e/fufant1davX4+Li8sLN23NSXx8PDt27GDatGlPfc/GxobJkycDkJaWRlxcHAcOHGDQoEHUqVOHpUuXvlJzfffu3URFRb32pm1uU6FCBT7++GMA0tPT+euvvwgLC+PXX39ly5YtJq7uxfj5+TFr1ix27dpFx44dTV2OEEIIIXKING2FEEIIkas0btyYypUrK1/37duXEydO8Mknn/Dpp5+yZ88e7OzsTFjh01q0aIGrqysAXbt2ZeDAgfzwww+cPXuW6tWrv/Dr2NjYZFeJZm3nzp1YWlry3nvvPfU9Kysr2rZta/RYSEgIK1asYPbs2YwZM4Z58+blUKXiSW5ubka/n06dOuHg4MA333zDlStXKFGihOmKe0FOTk40bNiQ7du3S9NWCCGEyEVkTlshhBBC5Hr16tXj008/JS4ujp07dyqPX7hwgZEjR9KsWTMqV65MgwYNGDVqFA8ePFC2WbhwITNmzACgWbNmlCtXjnLlynH9+nUAtm7dykcffUS9evXw9vbG19eXiIiI/6ned955B0D5GcnJyUybNo0mTZrg7e1NixYt+Prrr9Hr9UbPe3JOW8OcpKdPn2bq1Km88847VKtWjf79+xMfH2/0vKioKH755Rfl/b3s3LKGuUD37NnD0qVLleZ5cHAwV69efWr7jRs34uPjQ5UqVejYsSOnTp165uump6ezYMECmjdvjre3N02aNGHGjBmkp6cr24wYMYLKlSsTHR1t9NyePXtSu3Ztbt++/dzaf/rpJ6pUqUKePHle+P326dOHhg0bsnfvXmJiYoxey/A9b29vfHx8WLx4MZmZmco2QUFBHDx4kLi4OOXfu2nTpi/1nv8XcXFxTJgwgRYtWlClShXq1q3LoEGDlLw9KTU1lXHjxlG3bl1q1KjB8OHDefjw4VPbHTp0iICAAKpVq0b16tXp06cPUVFR/1rPsWPH6Nq1K7Vq1aJ69eq0aNGCOXPmvPL7K1iwIACWlpZGj0dHRysjpCtXroyfnx/79u17odf87rvv8PPzU/69hg4dapSrffv2Ua5cOS5cuKA89v3331OuXDkGDBhg9FotW7bks88+M3qsfv36nD59moSEhJd4p0IIIYR4m8lIWyGEEEIIoG3btsyZM4ejR4/SuXNnAI4fP05sbCx+fn4ULFiQqKgoNm3axKVLl9i0aRMajYbmzZtz5coVdu/ezahRo3BxcQFQRsauX7+eMmXK0LRpU6ysrDhw4ABffvkler2ewMDAV6r12rVrAOTLlw+9Xk+/fv04efIkHTt2pEKFChw5coQZM2Zw+/ZtRo8e/a+vN3nyZJycnBgwYABxcXGEhoYyceJEZYTo6NGjmTRpEg4ODnzyyScAFChQ4JVqX7lyJRqNhh49epCUlMSqVasYOnQomzdvVrbZvHkz48aNo3r16gQHBxMbG0u/fv1wdnamSJEiynY6nY5+/fpx+vRpOnfuTKlSpYiMjCQ0NJQrV66wZMkSAL744gt+/vlnRowYwcaNG7G0tGTDhg0cPXqUGTNm4Obm9o/1arVa/vzzT7p27frS77VNmzYcPXqU48ePU7JkSQC2b9+Og4MDH3/8MQ4ODvz8888sWLCApKQkRowYAcAnn3xCYmIit27dUuZhNjSMX/Q9/y/+/PNPfvvtN1q1akXhwoWJi4tj/fr1fPTRR/znP//B3t7eaPuJEycq+YmJiWH9+vXcuHGDtWvXKtNx7Nixg5EjR9KwYUOGDh1KSkoK69evJyAggO3bt+Ph4fHMWqKioujbty/lypVj0KBB2NjYcPXqVc6cOfNC7yUjI0P5ACI9PZ1z586xevVqateujaenp9HP6dq1K25ubvTu3RsHBwe+++47+vfvz8KFC2nevPk//gzDfNmVK1dmyJAh3L9/n7CwMM6cOcOOHTtwcnKiZs2aaDQaTp06pUzBcurUKSwsLIwWt4uPj+fy5ct069bN6GdUqlQJvV7Pb7/99swR30IIIYQwP9K0FUIIIYQAChcuTN68eYmNjVUeCwgIoEePHkbbVatWjSFDhnD69Glq1apF+fLlqVixIrt378bHx+ep5tO6deuMplvo1q0bPXv2ZPXq1S/ctDWMWjTMaRsREUGBAgWoVasW+/bt4+eff+azzz6jX79+AAQGBjJo0CDCwsLo1q0bxYoVe+7r58uXj2+++UZpsOl0OtauXUtiYiJ58+bFx8eHefPm4eLi8tRUAC8rLS2NHTt2KFM1ODk5MWXKFCIjIylbtixarZa5c+dSoUIFwsLClO1Kly7N2LFjjZq2u3bt4vjx46xdu5ZatWopj5cpU4bx48dz5swZatSoofyMnj17smLFClq3bs306dPx8fH51/dz8+ZNUlNT/7Gp+Dxly5YF/ttkB5g9e7ZRHrp27cq4ceNYv349ISEh2NjY0KBBA8LCwnj06NFT9b3oe/5fvPvuu3zwwQdGj7333nt06dKF77//nnbt2hl9z9ramjVr1mBtbQ2Au7s7M2fOZP/+/TRr1ozHjx8zZcoUOnXqxKRJk5TntW/fng8++IDly5cbPa527NgxtFotK1euVD4IeRlHjx6lXr16Ro/VqFGDhQsXGj02ZcoUihQpwtatW5XMBQQE0LVrV2bNmvWPTVutVsusWbMoW7Ys4eHhykJhNWvWpG/fvqxZs4ZBgwaRL18+SpcuzalTp5SG7OnTp3n//ffZu3cv0dHRlCpVSmngqhe8A5QG86VLl6RpK4QQQuQSMj2CEEIIIcT/c3Bw4PHjx8rX6uZaWloa8fHxVK1aFYC///77hV5T/RqJiYnEx8dTp04dYmNjSUxMfKHX+OCDD6hXrx7NmjVj3LhxFC9enOXLl2Nvb8/hw4extLR8arqCHj16oNfrOXz48L++fufOnY0WKKtVqxaZmZnExcW9UH0vw8/Pz2huXUPj0dAs/+uvv7h//z7+/v5G27Vv3568efMavdbevXspVaoUXl5exMfHK/8zTB9x8uRJZduGDRvSpUsXFi9ezMCBA7G1tWXixIn/Wq/hdvRXWWDOwcEB4B8zlZSURHx8PLVq1SIlJYXLly//62u+zHt+VeoatVotDx48oFixYjg5OXHu3Lmntu/SpYvSsIWsRrSVlRWHDh0CskasP3r0iFatWhnVbGFhQdWqVZ9bs+Hffd++feh0upd+L1WrVmX16tWsXr2a5cuXExISwqVLl+jXrx+pqalA1u/4559/pmXLlsrvJD4+ngcPHtCwYUOuXLnyj1NoGPLatWtXpWELWY1vLy8vDh48qDxWs2ZNZZqPpKQkLly4QJcuXXBxcVGatadOncLJyUlp+Bs4OzsDGE3NIoQQQgjzJiNthRBCCCH+X3JyMvnz51e+TkhIYNGiRezZs4f79+8bbfuiDdfTp0+zcOFCzp49S0pKylOv8WQj8lkWLlyIo6MjVlZWFC5c2GjkbFxcHIUKFcLR0dHoOaVKlVK+/2/c3d2NvjY0yh49evSvz31Z//azbty4AUDx4sWNtrO2tja6nR3g6tWrREdHPzWS0uDJ39mIESPYv38/58+fZ/bs2Ua/63/z5PzALyI5ORnAaC7cqKgo5s2bx88//0xSUpLR9i+SqZd9z68iNTWV5cuXs23bNm7fvm303p9V45O/qzx58lCwYEEle1euXAEgODj4mT/vyeyq+fr6snnzZsaMGcPs2bOpV68ezZs354MPPsDC4t/Hn7i4uFC/fn3l63fffZeSJUsyaNAgNm/eTFBQENeuXUOv1zN//nzmz5//zNe5f//+M6fRMOTVMP2FmpeXl9HUB7Vq1WLDhg1cvXqVa9euodFoqFatGrVq1eLUqVN07tyZU6dOUaNGjafem+F3oP5wRQghhBDmTZq2QgghhBDArVu3SExMNGqIfvbZZ/z222/07NmTChUq4ODggE6no1evXi/UxLt27Rrdu3fHy8uLkSNHUqRIEaytrTl06BBr1qx54ZGDtWrVeqVbw1/UPzW/XqVRmZM/S6fTUbZsWWXe1ycVLlzY6Ovz588rTc3IyMgX+hn58uUDXq2BbfgZhkw9evSIbt264ejoyKBBgyhWrBi2trb8/fffzJo164Xy8LLv+VVMmjSJbdu2ERwcTLVq1cibNy8ajYaQkJBX+j0ZnjNjxgxlETC1JxcEU7OzsyM8PJyTJ09y8OBBjhw5wp49e9i4cSPffPPNc5/7TwwN719//ZWgoCDl371Hjx40atTomc/5tylGXoRhyoNff/2V2NhYKlasiIODA7Vq1SIsLIzHjx9z/vz5pxYhg/9OkWKYM1sIIYQQ5k+atkIIIYQQwLfffgtk3UYPWU2SEydOMHDgQKPV3Q2jBtX+afTb/v37SU9PZ+nSpUYjTF/HLewGRYsW5cSJEyQlJRmNWDTcal+0aNHX8nNyaoSf4d/p6tWrRqNJtVot169fVxZxgqxG2oULF6hXr96/1pecnMyoUaMoXbo01atXZ9WqVfj4+FClSpXnPq9IkSLY2dlx/fr1l34vO3fuRKPR0KBBAwB++eUXZfR27dq1le2e9dr/9H5e5j2/KsO8tSNHjlQeS0tL+8eRwFevXlWmZ4Cs6SDu3r1L48aNgf/Ox5o/f36jUa8vysLCgnr16lGvXj1GjRrFsmXLmDt3LidPnnyl18vIyAD+OxLaUJ+1tfVLv54hrzExMU+Nfo6JiTH6u3d3d8fd3Z3Tp08TGxurTA1Sq1Ytpk6dyt69e8nMzDTKhoEhI4YR9EIIIYQwfzKnrRBCCCFyvRMnTrBkyRI8PDxo06YN8M+j/0JDQ596zN7eHnj61nHDazx5e/nWrVtfS90AjRs3JjMzk/DwcKPH16xZg0ajURpn/yt7e/tsmS7hSd7e3ri6urJhwwbS09OVx7dv3/7Uz2/ZsiW3b99m06ZNT71Oamqq0pQDmDVrFjdv3mTatGmMHDmSokWLMnLkSKOf8SzW1tZ4e3vz119/vdT7WLFiBUePHsXX15cSJUoA/x1lrM5Deno6ERERTz3f3t7+mU3Sl3nPr+pZ2V+7di2ZmZnP3H7jxo1otVrl6/Xr15ORkaFkr1GjRjg6OrJ8+XKj7Qzi4+P/sRbDnMJqFSpUAPjX390/OXDgAIDyAUD+/PmpU6cOGzdu5M6dOy9Vn7e3N/nz538qr4cOHSI6Opp3333XaPuaNWvy888/88cffygjbytUqECePHlYsWIFdnZ2VKpU6amf8/fffyvTKQghhBAid5CRtkIIIYTIVQ4fPszly5fJzMzk3r17nDx5kmPHjuHu7s7SpUuVxYQcHR2pXbs2q1atQqvV4ubmxrFjx545KtLQZJk7dy6+vr5YW1vz3nvv0aBBA6ytrfnkk0/w9/fn8ePHbN68mfz583P37t3X8n6aNm1K3bp1mTt3LnFxcZQrV45jx46xb98+goODX8tt3ZD1HtevX8+SJUsoXrw4rq6u/ziv6v/C2tqazz77jHHjxhEcHIyvry/Xr19n27ZtT81p27ZtW7777jvGjx/PyZMnqVGjBpmZmVy+fJm9e/eyatUqKleuzIkTJ4iIiGDAgAHK72rq1KkEBQUxb948hg8f/tyamjVrxty5c58azQxZozYNo7TT09OJi4tj//79XLx4kbp16xotdla9enWcnZ0ZOXIkQUFBaDQavv3222dOOVCpUiX27NnD1KlTqVy5Mg4ODjRt2vSF3/PzaLValixZ8tTjzs7OBAYG8u677/Ltt9/i6OhI6dKlOXv2LMePH1eminjW63Xv3p2WLVsSExNDREQENWvWpFmzZkDW39KECRMYPnw4fn5++Pr64urqyo0bNzh06BA1atRg3Lhxz3ztxYsXc+rUKZo0aULRokW5f/8+ERERFC5cWGl6Ps/t27eV349Wq+XChQts3LgRFxcXo8X7xo8fT0BAAB9++CGdO3fG09OTe/fucfbsWW7dusXOnTuf+frW1tYMHTqUUaNG0a1bN1q1asX9+/cJCwujaNGidO/e3Wj7WrVqsWvXLjQajVK/paUl1atX5+jRo9SpU8doAT6D48ePU6NGDZkeQQghhMhFpGkrhBBCiFxlwYIFQFazJV++fJQtW5bRo0fj5+f3VENu9uzZTJo0iYiICPR6PQ0aNGDlypVPzXtZpUoVBg8ezIYNGzhy5Ag6nY59+/bh5eXFggULmDdvHtOnT6dAgQJ07doVV1dXRo8e/Vrej4WFBUuXLmXBggXs2bOHbdu2UbRoUYYPH06PHj1ey88A6N+/Pzdu3GDVqlU8fvyYOnXqZEvTFqBLly5kZmby9ddfM2PGDMqWLcvSpUufWiTKwsKCxYsXs2bNGr799lt+/PFH7O3t8fDwICgoiJIlS5KUlMQXX3xBxYoV+eSTT5Tn1qpVi48++ojVq1fz/vvvP3cEY9u2bZk9ezb79u2jbdu2Rt9LT09Xmr729va4urri7e1N//79ad68udEcvi4uLixbtozp06czb948nJycaNOmDfXq1aNnz55GrxsQEMD58+fZtm0ba9asoWjRojRt2vSF3vO/0Wq1z1xwq1ixYgQGBvLFF19gYWHBrl27SEtLo0aNGqxevZpevXo98/XGjRvHrl27WLBgAVqtllatWjFmzBij6Rs+/PBDChUqxIoVK/j6669JT0/Hzc2NWrVq4efn94+1Nm3alLi4OLZu3cqDBw9wcXGhTp06DBw48IUW8Tt//rzy+7GwsMDFxYX333+fwYMHGy0sVrp0abZu3cqiRYvYvn07CQkJuLq6UrFiRfr37//cn+Hn54ednR0rV65k1qxZODg44OPjw7Bhw5SF9gwMUyJ4eXkZNWBr1arF0aNHle+rJSYmcvToUcaPH/+v71cIIYQQ5kOjz44VJoQQQgghhDAjo0eP5sqVK8+cykCI7LRmzRpWrVrFTz/9hJ2dnanLEUIIIUQOkTlthRBCCCGE+BcDBgzgzz//5PTp06YuReQiWq2WNWvW0K9fP2nYCiGEELmMjLQVQgghhBBCCCGEEEKIN4iMtBVCCCGEEEIIIYQQQog3iDRthRBCCCGEEEIIIYQQ4g0iTVshhBBCCCGEEEIIIYR4g0jTVgghhBBCCCGEEEIIId4g0rQVQgghhBBCCCGEEEKIN4g0bYUQQgghhBBCCCGEEOINIk1bIYQQQgghhBBCCCGEeINI01YIIYQQQgghhBBCCCHeINK0FUIIIYQQQgghhBBCiDeING2FEEIIIYQQQgghhBDiDSJNWyGEEEIIIYQQQgghhHiD/B9/s/Lh7gWGAAAAAABJRU5ErkJggg=="
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"图表绘制完成。\n",
|
||
"{'初始资金': 100000.0, '最终资金': np.float64(100250.0), '总收益率': np.float64(0.0024999999999999467), '年化收益率': np.float64(0.0010929819567884191), '最大回撤': np.float64(0.002954048140043764), '夏普比率': np.float64(0.1603191323199815), '卡玛比率': np.float64(0.3699946327794871), '总交易次数': 114, '交易成本': 0.0, '总实现盈亏': 250.0, '胜率': 0.42857142857142855, '盈亏比': 1.9060710194730812, '盈利交易次数': 24, '亏损交易次数': 32, '平均每次盈利': 34.666666666666664, '平均每次亏损': -18.1875, 'initial_capital': 100000.0, 'final_capital': np.float64(100250.0), 'total_return': np.float64(0.0024999999999999467), 'annualized_return': np.float64(0.0010929819567884191), 'max_drawdown': np.float64(0.002954048140043764), 'sharpe_ratio': np.float64(0.1603191323199815), 'calmar_ratio': np.float64(0.3699946327794871), 'sortino_ratio': np.float64(0.08311903639710808), 'total_trades': 114, 'transaction_costs': 0.0, 'total_realized_pnl': 250.0, 'win_rate': 0.42857142857142855, 'profit_loss_ratio': 1.9060710194730812, 'winning_trades_count': 24, 'losing_trades_count': 32, 'avg_profit_per_trade': 34.666666666666664, 'avg_loss_per_trade': -18.1875}\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": 40
|
||
}
|
||
],
|
||
"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
|
||
}
|