638 lines
319 KiB
Plaintext
638 lines
319 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": "2025-11-09T15:27:17.395332Z",
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"start_time": "2025-11-09T15:27:16.307699Z"
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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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"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/')\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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],
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"outputs": [],
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"execution_count": 1
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},
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{
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"cell_type": "code",
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"id": "c00ccfeec592844c",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-11-09T15:27:17.928555Z",
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"start_time": "2025-11-09T15:27:17.401076Z"
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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 futures_trading_strategies.MA.KalmanStrategy.KalmanStrategy2 import DualModeKalmanStrategy\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 = 'D:/PyProject/NewQuant/data/data/KQ_m@CZCE_MA/KQ_m@CZCE_MA_min15.csv'\n"
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],
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"outputs": [],
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"execution_count": 2
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},
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{
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"cell_type": "code",
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"id": "7599fa7cd2cb3d45",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-11-09T15:27:17.958408Z",
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"start_time": "2025-11-09T15:27:17.935360Z"
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}
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},
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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 = 0.0001 # 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_MA', # 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(2022, 1, 1)\n",
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"end_time = datetime(2024, 1, 1)\n",
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"\n",
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"start_time = datetime(2024, 6, 1)\n",
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"end_time = datetime(2025, 10, 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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"outputs": [],
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"execution_count": 3
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},
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{
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"cell_type": "code",
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"id": "f903fd2761d446cd",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-11-09T15:27:24.213472Z",
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"start_time": "2025-11-09T15:27:17.965693Z"
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}
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},
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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': 'MA', # <-- 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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" 'order_direction': ['SELL', 'BUY'],\n",
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" 'kalman_measurement_noise': 0.51,\n",
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" 'entry_threshold_atr': 0.7,\n",
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" 'strategy_mode': 'REVERSION',\n",
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" # 'indicators': [NormalizedATR(21, 0.6, 1), NormalizedATR(21, 0.6, 1)],\n",
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" # 'indicators': [RSI(14, 40, 70), RSI(14, 40, 70)],\n",
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" 'enable_log': False\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=DualModeKalmanStrategy, # <--- 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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],
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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: D:/PyProject/NewQuant/data/data/KQ_m@CZCE_MA/KQ_m@CZCE_MA_min15.csv\n",
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"数据范围从 2020-12-31 14:45:00 到 2025-08-21 14:30:00\n",
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"总计 25596 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=0.0001\n",
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"内存仓储已初始化，管理ID: 'futures_trading_strategies.MA.KalmanStrategy.KalmanStrategy2.DualModeKalmanStrategy_4afb8241b2ac0570e52b2fde245441b2'\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: DualModeKalmanStrategy\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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"DualModeKalmanStrategy 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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"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 6804 根K线。\n",
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"总计发生了 281 笔交易。\n",
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"最终总净值: 100546.07\n",
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"总收益率: 0.55%\n",
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"\n",
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"回测运行完毕。\n"
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]
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}
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],
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"execution_count": 4
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-11-09T15:27:24.684596Z",
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"start_time": "2025-11-09T15:27:24.222442Z"
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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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"# --- 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(profit_offset=1)\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": "7b191529e909c4d3",
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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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"\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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" 2024-06-19 11:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2538.00 | Comm: 0.25\n",
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" 2024-06-25 10:45:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2520.00 | Comm: 0.25 | PnL: 18.00\n",
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" 2024-06-25 11:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2527.00 | Comm: 0.25\n",
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" 2024-06-25 11:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2521.00 | Comm: 0.25 | PnL: 6.00\n",
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" 2024-06-25 14:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2511.00 | Comm: 0.25\n",
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" 2024-06-27 09:30:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2516.00 | Comm: 0.25\n",
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" 2024-06-27 10:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2521.00 | Comm: 0.25\n",
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" 2024-06-27 21:30:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 3 | Price: 2528.00 | Comm: 0.76 | PnL: -36.00\n",
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" 2024-06-27 22:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2526.00 | Comm: 0.25\n",
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" 2024-06-27 22:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2524.00 | Comm: 0.25\n",
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" 2024-06-28 09:30:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 2 | Price: 2537.00 | Comm: 0.51 | PnL: -24.00\n",
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" 2024-06-28 10:45:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2546.00 | Comm: 0.25\n",
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" 2024-06-28 11:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2548.00 | Comm: 0.25 | PnL: -2.00\n",
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" 2024-06-28 11:15:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2546.00 | Comm: 0.25\n",
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" 2024-07-02 11:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2563.00 | Comm: 0.26 | PnL: -17.00\n",
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" 2024-07-02 13:30:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2560.00 | Comm: 0.26\n",
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" 2024-07-02 13:45:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2568.00 | Comm: 0.26 | PnL: -8.00\n",
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" 2024-07-02 14:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2573.00 | Comm: 0.26\n",
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" 2024-07-02 14:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2568.00 | Comm: 0.26 | PnL: 5.00\n",
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" 2024-07-02 14:30:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2570.00 | Comm: 0.26\n",
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" 2024-07-02 21:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2575.00 | Comm: 0.26 | PnL: -5.00\n",
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" 2024-07-02 21:30:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2572.00 | Comm: 0.26\n",
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" 2024-07-08 21:30:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2551.00 | Comm: 0.26 | PnL: 21.00\n",
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" 2024-07-08 21:45:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2550.00 | Comm: 0.26\n",
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" 2024-07-10 21:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2555.00 | Comm: 0.26 | PnL: -5.00\n",
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" 2024-07-10 21:30:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2568.00 | Comm: 0.26\n",
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" 2024-07-10 21:45:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2570.00 | Comm: 0.26 | PnL: -2.00\n",
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" 2024-07-10 22:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2568.00 | Comm: 0.26\n",
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" 2024-07-10 22:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2568.00 | Comm: 0.26 | PnL: 0.00\n",
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" 2024-07-10 22:30:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2566.00 | Comm: 0.26\n",
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" 2024-07-11 09:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2572.00 | Comm: 0.26 | PnL: -6.00\n",
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" 2024-07-11 09:15:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2570.00 | Comm: 0.26\n",
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" 2024-07-11 10:45:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2589.00 | Comm: 0.26 | PnL: -19.00\n",
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" 2024-07-11 11:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2586.00 | Comm: 0.26\n",
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" 2024-07-11 11:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2587.00 | Comm: 0.26 | PnL: -1.00\n",
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" 2024-07-11 13:30:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2589.00 | Comm: 0.26\n",
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" 2024-08-13 09:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2447.00 | Comm: 0.24 | PnL: 142.00\n",
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" 2024-08-13 09:30:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2452.00 | Comm: 0.25\n",
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" 2024-08-13 09:45:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2448.00 | Comm: 0.24 | PnL: 4.00\n",
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" 2024-08-13 10:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2439.00 | Comm: 0.24\n",
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" 2024-08-15 14:45:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2420.00 | Comm: 0.24 | PnL: 19.00\n",
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" 2024-08-23 09:15:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2497.00 | Comm: 0.25\n",
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" 2024-08-23 10:45:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2486.00 | Comm: 0.25 | PnL: -11.00\n",
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" 2024-08-23 11:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2487.00 | Comm: 0.25\n",
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" 2024-08-29 21:30:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2521.00 | Comm: 0.25 | PnL: 34.00\n",
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" 2024-08-30 13:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2532.00 | Comm: 0.25\n",
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" 2024-09-11 21:15:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2350.00 | Comm: 0.24 | PnL: 182.00\n",
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" 2024-09-11 21:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2355.00 | Comm: 0.24\n",
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" 2024-09-12 13:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2378.00 | Comm: 0.24 | PnL: -23.00\n",
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" 2024-09-12 14:00:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2380.00 | Comm: 0.24\n",
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" 2024-09-12 14:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2391.00 | Comm: 0.24 | PnL: -11.00\n",
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" 2024-09-12 14:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2385.00 | Comm: 0.24\n",
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" 2024-09-19 13:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2408.00 | Comm: 0.24 | PnL: -23.00\n",
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" 2024-09-19 14:00:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2407.00 | Comm: 0.24\n",
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" 2024-09-24 13:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2388.00 | Comm: 0.24 | PnL: 19.00\n",
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" 2024-09-24 14:00:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2381.00 | Comm: 0.24\n",
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" 2024-09-24 21:15:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2402.00 | Comm: 0.24 | PnL: -21.00\n",
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" 2024-09-24 21:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2403.00 | Comm: 0.24\n",
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" 2024-09-25 09:15:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2426.00 | Comm: 0.24 | PnL: -23.00\n",
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" 2024-09-25 09:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2412.00 | Comm: 0.24\n",
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" 2024-09-27 09:00:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2440.00 | Comm: 0.24 | PnL: -28.00\n",
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" 2024-09-27 09:15:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2441.00 | Comm: 0.24\n",
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" 2024-09-27 21:15:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2459.00 | Comm: 0.25 | PnL: -18.00\n",
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" 2024-09-27 21:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2464.00 | Comm: 0.25\n",
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" 2024-09-30 09:15:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2508.00 | Comm: 0.25 | PnL: -44.00\n",
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" 2024-09-30 09:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2522.00 | Comm: 0.25\n",
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" 2024-09-30 09:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2504.00 | Comm: 0.25 | PnL: 18.00\n",
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" 2024-09-30 10:00:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2501.00 | Comm: 0.25\n",
|
||
" 2024-09-30 14:00:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2529.00 | Comm: 0.25 | PnL: -28.00\n",
|
||
" 2024-09-30 14:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2523.00 | Comm: 0.25\n",
|
||
" 2024-10-08 09:00:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2624.00 | Comm: 0.26\n",
|
||
" 2024-10-08 09:15:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 2 | Price: 2589.00 | Comm: 0.52 | PnL: -31.00\n",
|
||
" 2024-10-08 09:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2609.00 | Comm: 0.26\n",
|
||
" 2024-10-08 09:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2587.00 | Comm: 0.26 | PnL: 22.00\n",
|
||
" 2024-10-08 10:00:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2596.00 | Comm: 0.26\n",
|
||
" 2024-10-08 10:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2575.00 | Comm: 0.26 | PnL: 21.00\n",
|
||
" 2024-10-08 10:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2575.00 | Comm: 0.26\n",
|
||
" 2024-10-28 09:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2476.00 | Comm: 0.25 | PnL: 99.00\n",
|
||
" 2024-10-28 09:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2480.00 | Comm: 0.25\n",
|
||
" 2024-10-28 10:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2492.00 | Comm: 0.25 | PnL: -12.00\n",
|
||
" 2024-10-28 10:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2491.00 | Comm: 0.25\n",
|
||
" 2024-10-28 11:15:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2496.00 | Comm: 0.25 | PnL: -5.00\n",
|
||
" 2024-10-28 13:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2495.00 | Comm: 0.25\n",
|
||
" 2024-10-30 22:00:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2470.00 | Comm: 0.25 | PnL: 25.00\n",
|
||
" 2024-10-30 22:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2465.00 | Comm: 0.25\n",
|
||
" 2024-10-31 09:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2472.00 | Comm: 0.25\n",
|
||
" 2024-10-31 10:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 2 | Price: 2479.00 | Comm: 0.50 | PnL: -21.00\n",
|
||
" 2024-10-31 10:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2488.00 | Comm: 0.25\n",
|
||
" 2024-10-31 11:00:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2490.00 | Comm: 0.25 | PnL: -2.00\n",
|
||
" 2024-10-31 11:15:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2492.00 | Comm: 0.25\n",
|
||
" 2024-11-01 10:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2489.00 | Comm: 0.25 | PnL: 3.00\n",
|
||
" 2024-11-01 10:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2497.00 | Comm: 0.25\n",
|
||
" 2024-11-05 21:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2509.00 | Comm: 0.25 | PnL: -12.00\n",
|
||
" 2024-11-06 13:45:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2487.00 | Comm: 0.25\n",
|
||
" 2024-11-06 14:45:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2475.00 | Comm: 0.25 | PnL: -12.00\n",
|
||
" 2024-11-06 21:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2473.00 | Comm: 0.25\n",
|
||
" 2024-11-06 21:15:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2474.00 | Comm: 0.25 | PnL: 1.00\n",
|
||
" 2024-11-06 21:30:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2472.00 | Comm: 0.25\n",
|
||
" 2024-11-06 21:45:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2467.00 | Comm: 0.25 | PnL: -5.00\n",
|
||
" 2024-11-06 22:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2467.00 | Comm: 0.25\n",
|
||
" 2024-11-11 09:15:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2472.00 | Comm: 0.25 | PnL: 5.00\n",
|
||
" 2024-11-11 09:45:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2472.00 | Comm: 0.25\n",
|
||
" 2024-11-11 09:45:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2474.00 | Comm: 0.25\n",
|
||
" 2024-11-15 14:30:00 | CLOSE_LONG | CZCE.MA501 | Vol: 2 | Price: 2485.00 | Comm: 0.50 | PnL: 24.00\n",
|
||
" 2024-11-15 14:45:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2490.00 | Comm: 0.25\n",
|
||
" 2024-12-02 21:15:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2532.00 | Comm: 0.25 | PnL: 42.00\n",
|
||
" 2024-12-02 21:30:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2540.00 | Comm: 0.25\n",
|
||
" 2024-12-04 13:30:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2520.00 | Comm: 0.25 | PnL: -20.00\n",
|
||
" 2024-12-04 13:45:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2516.00 | Comm: 0.25\n",
|
||
" 2024-12-04 14:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2520.00 | Comm: 0.25 | PnL: 4.00\n",
|
||
" 2024-12-04 14:15:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2519.00 | Comm: 0.25\n",
|
||
" 2024-12-11 14:45:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2588.00 | Comm: 0.26 | PnL: 69.00\n",
|
||
" 2024-12-18 21:15:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2607.00 | Comm: 0.26\n",
|
||
" 2024-12-19 10:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2597.00 | Comm: 0.26 | PnL: 10.00\n",
|
||
" 2024-12-19 11:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2594.00 | Comm: 0.26\n",
|
||
" 2024-12-20 09:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2587.00 | Comm: 0.26 | PnL: -7.00\n",
|
||
" 2024-12-20 09:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2586.00 | Comm: 0.26\n",
|
||
" 2024-12-20 13:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2583.00 | Comm: 0.26 | PnL: -3.00\n",
|
||
" 2024-12-20 13:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2581.00 | Comm: 0.26\n",
|
||
" 2025-01-03 21:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2656.00 | Comm: 0.27 | PnL: 75.00\n",
|
||
" 2025-01-03 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2643.00 | Comm: 0.26\n",
|
||
" 2025-01-03 21:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2646.00 | Comm: 0.26 | PnL: 3.00\n",
|
||
" 2025-01-03 21:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2644.00 | Comm: 0.26\n",
|
||
" 2025-01-06 09:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2639.00 | Comm: 0.26 | PnL: -5.00\n",
|
||
" 2025-01-06 09:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2637.00 | Comm: 0.26\n",
|
||
" 2025-01-06 09:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2621.00 | Comm: 0.26 | PnL: -16.00\n",
|
||
" 2025-01-06 10:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2615.00 | Comm: 0.26\n",
|
||
" 2025-01-06 10:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2625.00 | Comm: 0.26 | PnL: 10.00\n",
|
||
" 2025-01-06 10:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2623.00 | Comm: 0.26\n",
|
||
" 2025-01-06 13:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2600.00 | Comm: 0.26 | PnL: -23.00\n",
|
||
" 2025-01-06 14:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2607.00 | Comm: 0.26\n",
|
||
" 2025-01-06 14:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2595.00 | Comm: 0.26 | PnL: -12.00\n",
|
||
" 2025-01-06 14:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2592.00 | Comm: 0.26\n",
|
||
" 2025-01-08 21:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2575.00 | Comm: 0.26 | PnL: -17.00\n",
|
||
" 2025-01-08 21:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2577.00 | Comm: 0.26\n",
|
||
" 2025-01-09 09:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2556.00 | Comm: 0.26 | PnL: -21.00\n",
|
||
" 2025-01-09 09:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2563.00 | Comm: 0.26\n",
|
||
" 2025-01-16 13:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2616.00 | Comm: 0.26 | PnL: 53.00\n",
|
||
" 2025-01-16 14:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2621.00 | Comm: 0.26\n",
|
||
" 2025-01-16 21:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2609.00 | Comm: 0.26 | PnL: -12.00\n",
|
||
" 2025-01-16 21:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2603.00 | Comm: 0.26\n",
|
||
" 2025-01-17 09:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2591.00 | Comm: 0.26 | PnL: -12.00\n",
|
||
" 2025-01-17 09:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2599.00 | Comm: 0.26\n",
|
||
" 2025-01-20 09:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2587.00 | Comm: 0.26 | PnL: -12.00\n",
|
||
" 2025-01-20 09:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2585.00 | Comm: 0.26\n",
|
||
" 2025-01-20 10:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2565.00 | Comm: 0.26 | PnL: -20.00\n",
|
||
" 2025-01-20 10:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2568.00 | Comm: 0.26\n",
|
||
" 2025-01-21 21:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2573.00 | Comm: 0.26 | PnL: 5.00\n",
|
||
" 2025-01-21 21:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2569.00 | Comm: 0.26\n",
|
||
" 2025-01-21 21:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2570.00 | Comm: 0.26 | PnL: 1.00\n",
|
||
" 2025-01-22 10:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2574.00 | Comm: 0.26\n",
|
||
" 2025-01-23 09:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2555.00 | Comm: 0.26 | PnL: -19.00\n",
|
||
" 2025-01-23 09:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2550.00 | Comm: 0.26\n",
|
||
" 2025-02-05 21:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2541.00 | Comm: 0.25 | PnL: -9.00\n",
|
||
" 2025-02-05 21:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2540.00 | Comm: 0.25\n",
|
||
" 2025-02-05 22:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2534.00 | Comm: 0.25 | PnL: -6.00\n",
|
||
" 2025-02-05 22:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2534.00 | Comm: 0.25\n",
|
||
" 2025-02-11 22:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2586.00 | Comm: 0.26 | PnL: 52.00\n",
|
||
" 2025-02-11 22:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2586.00 | Comm: 0.26\n",
|
||
" 2025-02-12 09:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2577.00 | Comm: 0.26 | PnL: -9.00\n",
|
||
" 2025-02-12 09:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2581.00 | Comm: 0.26\n",
|
||
" 2025-02-12 21:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2568.00 | Comm: 0.26 | PnL: -13.00\n",
|
||
" 2025-02-12 22:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2569.00 | Comm: 0.26\n",
|
||
" 2025-02-12 22:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2567.00 | Comm: 0.26 | PnL: -2.00\n",
|
||
" 2025-02-13 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2526.00 | Comm: 0.25\n",
|
||
" 2025-02-13 21:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2530.00 | Comm: 0.25 | PnL: 4.00\n",
|
||
" 2025-02-13 22:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2535.00 | Comm: 0.25\n",
|
||
" 2025-02-14 14:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2534.00 | Comm: 0.25\n",
|
||
" 2025-02-14 21:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 2 | Price: 2520.00 | Comm: 0.50 | PnL: -29.00\n",
|
||
" 2025-02-14 21:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2528.00 | Comm: 0.25\n",
|
||
" 2025-02-19 10:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2535.00 | Comm: 0.25 | PnL: 7.00\n",
|
||
" 2025-02-19 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2533.00 | Comm: 0.25\n",
|
||
" 2025-02-25 13:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2545.00 | Comm: 0.25 | PnL: 12.00\n",
|
||
" 2025-02-25 14:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2549.00 | Comm: 0.25\n",
|
||
" 2025-02-25 21:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2540.00 | Comm: 0.25 | PnL: -9.00\n",
|
||
" 2025-02-25 21:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2544.00 | Comm: 0.25\n",
|
||
" 2025-02-26 09:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2529.00 | Comm: 0.25 | PnL: -15.00\n",
|
||
" 2025-02-26 09:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2527.00 | Comm: 0.25\n",
|
||
" 2025-02-26 09:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2525.00 | Comm: 0.25 | PnL: -2.00\n",
|
||
" 2025-02-26 10:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2515.00 | Comm: 0.25\n",
|
||
" 2025-02-26 10:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2512.00 | Comm: 0.25 | PnL: -3.00\n",
|
||
" 2025-02-26 10:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2523.00 | Comm: 0.25\n",
|
||
" 2025-03-06 09:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2562.00 | Comm: 0.26 | PnL: 39.00\n",
|
||
" 2025-03-06 09:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2569.00 | Comm: 0.26\n",
|
||
" 2025-03-11 09:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2563.00 | Comm: 0.26 | PnL: -6.00\n",
|
||
" 2025-03-11 09:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2574.00 | Comm: 0.26\n",
|
||
" 2025-03-12 10:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2559.00 | Comm: 0.26 | PnL: -15.00\n",
|
||
" 2025-03-12 10:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2555.00 | Comm: 0.26\n",
|
||
" 2025-03-12 11:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2545.00 | Comm: 0.25 | PnL: -10.00\n",
|
||
" 2025-03-12 13:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2552.00 | Comm: 0.26\n",
|
||
" 2025-03-12 14:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2534.00 | Comm: 0.25 | PnL: -18.00\n",
|
||
" 2025-03-12 14:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2536.00 | Comm: 0.25\n",
|
||
" 2025-03-12 21:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2531.00 | Comm: 0.25 | PnL: -5.00\n",
|
||
" 2025-03-12 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2533.00 | Comm: 0.25\n",
|
||
" 2025-03-17 21:15:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2553.00 | Comm: 0.26 | PnL: 20.00\n",
|
||
" 2025-03-17 21:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2553.00 | Comm: 0.26\n",
|
||
" 2025-03-18 09:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2541.00 | Comm: 0.25 | PnL: -12.00\n",
|
||
" 2025-03-18 09:45:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2546.00 | Comm: 0.25\n",
|
||
" 2025-03-18 13:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2531.00 | Comm: 0.25 | PnL: -15.00\n",
|
||
" 2025-03-18 14:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2525.00 | Comm: 0.25\n",
|
||
" 2025-03-25 10:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2544.00 | Comm: 0.25 | PnL: 19.00\n",
|
||
" 2025-03-25 11:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2552.00 | Comm: 0.26\n",
|
||
" 2025-03-26 10:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2541.00 | Comm: 0.25 | PnL: -11.00\n",
|
||
" 2025-03-26 22:30:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2571.00 | Comm: 0.26\n",
|
||
" 2025-03-27 09:15:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2576.00 | Comm: 0.26 | PnL: -5.00\n",
|
||
" 2025-03-27 10:45:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2569.00 | Comm: 0.26\n",
|
||
" 2025-04-10 09:15:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2393.00 | Comm: 0.24 | PnL: 176.00\n",
|
||
" 2025-04-10 09:30:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2395.00 | Comm: 0.24\n",
|
||
" 2025-04-16 14:45:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2373.00 | Comm: 0.24 | PnL: 22.00\n",
|
||
" 2025-04-23 09:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2275.00 | Comm: 0.23\n",
|
||
" 2025-04-23 14:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2296.00 | Comm: 0.23 | PnL: -21.00\n",
|
||
" 2025-04-23 14:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2305.00 | Comm: 0.23\n",
|
||
" 2025-04-23 14:30:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2303.00 | Comm: 0.23 | PnL: 2.00\n",
|
||
" 2025-04-23 14:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2299.00 | Comm: 0.23\n",
|
||
" 2025-04-28 09:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2305.00 | Comm: 0.23 | PnL: -6.00\n",
|
||
" 2025-04-28 09:30:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2300.00 | Comm: 0.23\n",
|
||
" 2025-05-07 09:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2279.00 | Comm: 0.23 | PnL: 21.00\n",
|
||
" 2025-05-07 09:30:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2270.00 | Comm: 0.23\n",
|
||
" 2025-05-09 09:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2240.00 | Comm: 0.22 | PnL: 30.00\n",
|
||
" 2025-05-09 09:30:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2234.00 | Comm: 0.22\n",
|
||
" 2025-05-12 09:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2245.00 | Comm: 0.22 | PnL: -11.00\n",
|
||
" 2025-05-12 09:30:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2244.00 | Comm: 0.22\n",
|
||
" 2025-05-12 14:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2256.00 | Comm: 0.23 | PnL: -12.00\n",
|
||
" 2025-05-12 14:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2258.00 | Comm: 0.23\n",
|
||
" 2025-05-12 21:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2299.00 | Comm: 0.23 | PnL: -41.00\n",
|
||
" 2025-05-12 21:30:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2289.00 | Comm: 0.23\n",
|
||
" 2025-05-12 21:45:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2280.00 | Comm: 0.23 | PnL: 9.00\n",
|
||
" 2025-05-12 22:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2279.00 | Comm: 0.23\n",
|
||
" 2025-05-12 22:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2278.00 | Comm: 0.23\n",
|
||
" 2025-05-13 14:45:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 2 | Price: 2297.00 | Comm: 0.46 | PnL: -37.00\n",
|
||
" 2025-05-13 21:00:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2301.00 | Comm: 0.23\n",
|
||
" 2025-05-13 21:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2296.00 | Comm: 0.23 | PnL: 5.00\n",
|
||
" 2025-05-13 21:30:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2295.00 | Comm: 0.23\n",
|
||
" 2025-05-13 22:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2313.00 | Comm: 0.23 | PnL: -18.00\n",
|
||
" 2025-05-13 22:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2318.00 | Comm: 0.23\n",
|
||
" 2025-05-13 22:30:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2320.00 | Comm: 0.23 | PnL: -2.00\n",
|
||
" 2025-05-13 22:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2323.00 | Comm: 0.23\n",
|
||
" 2025-05-14 09:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2331.00 | Comm: 0.23 | PnL: -8.00\n",
|
||
" 2025-05-14 09:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2330.00 | Comm: 0.23\n",
|
||
" 2025-05-14 09:30:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2342.00 | Comm: 0.23 | PnL: -12.00\n",
|
||
" 2025-05-14 09:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2347.00 | Comm: 0.23\n",
|
||
" 2025-05-14 10:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2354.00 | Comm: 0.24 | PnL: -7.00\n",
|
||
" 2025-05-14 10:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2344.00 | Comm: 0.23\n",
|
||
" 2025-05-14 10:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2336.00 | Comm: 0.23\n",
|
||
" 2025-05-14 13:45:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 2 | Price: 2363.00 | Comm: 0.47 | PnL: -46.00\n",
|
||
" 2025-05-14 14:00:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2362.00 | Comm: 0.24\n",
|
||
" 2025-05-21 10:45:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2282.00 | Comm: 0.23 | PnL: 80.00\n",
|
||
" 2025-05-22 09:15:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2249.00 | Comm: 0.22\n",
|
||
" 2025-05-23 14:00:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2236.00 | Comm: 0.22 | PnL: -13.00\n",
|
||
" 2025-05-23 21:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2242.00 | Comm: 0.22\n",
|
||
" 2025-06-03 09:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2207.00 | Comm: 0.22 | PnL: 35.00\n",
|
||
" 2025-06-03 09:30:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2196.00 | Comm: 0.22\n",
|
||
" 2025-06-24 09:15:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2383.00 | Comm: 0.24 | PnL: 187.00\n",
|
||
" 2025-06-24 09:30:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2383.00 | Comm: 0.24\n",
|
||
" 2025-06-24 09:45:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2376.00 | Comm: 0.24 | PnL: -7.00\n",
|
||
" 2025-06-24 10:00:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2387.00 | Comm: 0.24\n",
|
||
" 2025-06-24 10:30:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2393.00 | Comm: 0.24 | PnL: 6.00\n",
|
||
" 2025-06-24 10:45:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2401.00 | Comm: 0.24\n",
|
||
" 2025-06-24 13:30:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2369.00 | Comm: 0.24 | PnL: -32.00\n",
|
||
" 2025-06-24 13:45:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2372.00 | Comm: 0.24\n",
|
||
" 2025-07-08 21:45:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2351.00 | Comm: 0.24 | PnL: -21.00\n",
|
||
" 2025-07-08 22:00:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2360.00 | Comm: 0.24\n",
|
||
" 2025-07-18 11:00:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2364.00 | Comm: 0.24 | PnL: 4.00\n",
|
||
" 2025-07-18 11:15:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2364.00 | Comm: 0.24\n",
|
||
" 2025-07-25 22:15:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2461.00 | Comm: 0.25 | PnL: 97.00\n",
|
||
" 2025-07-25 22:30:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2463.00 | Comm: 0.25\n",
|
||
" 2025-07-25 22:45:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2442.00 | Comm: 0.24 | PnL: -21.00\n",
|
||
" 2025-07-28 09:00:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2428.00 | Comm: 0.24\n",
|
||
" 2025-07-28 09:15:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2414.00 | Comm: 0.24 | PnL: -14.00\n",
|
||
" 2025-07-28 09:30:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2412.00 | Comm: 0.24\n",
|
||
" 2025-07-28 09:45:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2414.00 | Comm: 0.24 | PnL: 2.00\n",
|
||
" 2025-07-28 10:00:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2410.00 | Comm: 0.24\n",
|
||
" 2025-07-28 10:30:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2413.00 | Comm: 0.24 | PnL: 3.00\n",
|
||
" 2025-07-28 10:45:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2419.00 | Comm: 0.24\n",
|
||
" 2025-08-01 10:45:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2399.00 | Comm: 0.24 | PnL: -20.00\n",
|
||
" 2025-08-06 22:45:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2395.00 | Comm: 0.24\n",
|
||
" 2025-08-07 21:00:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2389.00 | Comm: 0.24 | PnL: -6.00\n",
|
||
" 2025-08-08 11:00:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2384.00 | Comm: 0.24\n",
|
||
" 2025-08-08 11:15:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2382.00 | Comm: 0.24 | PnL: -2.00\n",
|
||
" 2025-08-08 21:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2394.00 | Comm: 0.24\n",
|
||
" 2025-08-14 14:45:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2343.00 | Comm: 0.23 | PnL: 51.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.005460685999999049, annualized_return:0.0030956584610828397, 252 / total_days:0.5675675675675675\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 : 100546.07\n",
|
||
"总收益率 : 0.55%\n",
|
||
"年化收益率 : 0.31%\n",
|
||
"最大回撤 : 0.34%\n",
|
||
"夏普比率 : 0.20\n",
|
||
"卡玛比率 : 0.90\n",
|
||
"总交易次数 : 281\n",
|
||
"总实现盈亏 : 618.00\n",
|
||
"交易成本 : 71.93\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 52\n",
|
||
"亏损交易次数 : 83\n",
|
||
"胜率 : 38.52%\n",
|
||
"盈亏比 : 2.41\n",
|
||
"平均每次盈利 : 35.06\n",
|
||
"平均每次亏损 : -14.52\n",
|
||
"正在绘制绩效图表...\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 2 Axes>"
|
||
],
|
||
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FivCzaQEAAAAAAKAx1q51SLt2TiOUNcO7bEtWRwVt4hk/Pt/4mpMjMn16ZUMPWuvr5i+gravzbWVwxx05smIF9ZEIjC0EAAAAAAAgyt5/P1P69i2SCy7IM362C2jNYK+xHA6nR5UuGu/VV7Nln30KLRW0/m+bmem/xcG8edRGIjgCWgAAAAAAgCh76qkc4+sbb2R7tTigB22yWL8+o6EHrbV3sDezbYVdi4M8Vz6ftLZsEfnnn3gvReojxgcAAAAAAIgy72rW6mrX13zXCPqoMlslUEEbfWaLg0AVtO4WB77XFRQkb1nzM89kyxVXuBLmG26olP339zMLWph22y3w+kxHrA4AAAAAAIAos7Yv0MrK2lpXipqf7w7sCFQTX2gtDvxX0O6yS718/bUkJTOcVTfdFL1SYF2XX3/tkM6dkze8jjYCWgAAAAAAgCgz+8Jaq2e9K2ijFdAy2VjsmK9dpBW0zZpJyujUySaBjsDOO2dI69aEs1YEtAAAAAAAADGsoP3ii0xLT1J3MGVXcYnEsnWr2YM2sgpaswLXGsonY6CuLQ7GjdvW76ER9Lm3bdtMioupILdikjAAAAAAAIAos4ZwX35pDWgl6gEtPWhjZ8uW4JOEuStofZNXa/W0Ki2VpNS+PRWvsURACwAAAAAAEENPP53T8D2TIyWXf/5xhNCD1um3xYF3BW23bs2kokKSzrHHej0RRBUBLQAAAAAAQJTV1LirKfv1q/MZDq+ooE2mCtrIWhxUV/tW1S5dmhxxXIsW7qpZTizEVnJsEQAAAAAAAEmkxtKus3t3V3LXpk29R29au4pLJJbbb88JeZIwu4DWuh2YqqokKRx6qKtq9vrrK+O9KCmPgBYAAAAAACDKunat9wnpBg6s9+hNqxNGRQM9aGPH6Qzeg9asoLUL3O0CWruq2kRkPh9r32TEBgEtAAAAAABAlFmrKSsr7UM+a1iLxBa4B63r64YNvi/oO+/49kaoTJKCVDOgtVZ9IzZYxQAAAAAAAFFmraY0A7mcbXOF9e/vunLUqOhMvEQFbXTYVbuaAvWg7dTJlcavXh1azFZVlRzJvDnBGf1nY4+AFgAAAAAAIIYVtGYgZ4Z8s2aVy4IFpdK7t03TUsRNRYX/6wK1OGjb1mnbg9bfJHAPPbQtqU9w9fUOn4ntEBsEtAAAAAAAAFFWW+uuknz3Xdf4+JwcZ0NPzx12iFIDWol+T9tg/v7bIcOGFchrr7meV2mpyIQJuXL++XlNtgyxUF7uv7I1UBWpGbx7V+D+9Zf9/X37bWZSVdBmZibxi5okCGgBAAAAAACiSEPKhQt9IxezxUG8lZWJvPdeplRVRfb711yTK/PnZ8r55+fLE09kS9euzeTZZ3PktdeyjfA2WZWXR9biwKwwNQNN03XX5TZ8P3RogP4JCR/QxntJUh8BLQAAAAAAQBR98EGmLFqUGVbI15Q9aDVYPemkAnnwwcgS43/+cYewkyblhdzHNdGVlbmf1xlnVIdcQWteV1fnGU7Pnet+wZ9+2nNmsD/+SPwg25z0rE0bKmhjjYAWAAAAAAAgil5/3T6JNVscxNu8ea5E8bnnIkuM/fVWDdYmIFl60O60U70cdlhtGAGt06eC1jssz8gQOekkd+i7995FAddjIgW0HTokxnabyghoAQAAAAAAYlDRmogVtCtXuheuRQtnoyaPslNamlwBrbZ5mDcv0+ij+9xzroriP//M8AlkzRDWjtkCoKTEIdXbMlhrWPvpp2XG1zFjPEPf8ePz5JJL8hI2qDXD9sJCAtpYI6AFAAAAAABogoA2EXrQPvGEeyHy8yO7j0CB4tKlyRU1TZmSK2PHFsgZZ+TLiy9m+w3TA4Xr1jD35JNdK3X1avdGsMMOrhWWkeEZdM6cmS0vvJAtX3yReE1eNeyvrGzcdoLQJde7BgAAAAAAIGkraJ1xqaCdOTNLRo7MN4asP/ywNaCN3vKYFabWCt1kYLZ5+PjjLI9KUd8KWv/3Yb1O70fttVeRT7jr3aPWtG5d4q0zrQQ2K6ULCqigjTUCWgAAAAAAgChyOJwJVUF70UX58tlnWXL88Z6lkHme83uFzC4Ibt3a6dG3NFlob1jT2LGuGc5GjqzxaWkQakCr6uo8fzYDWn8BulYkJ9rkamY/3sZsJwgdAS0AAAAAAEAa9KD99dfMqFT0LlrkGyeZIV6y9aC1BrSmTp3qfV6rQD1ovdfj3387bF+fHj28ktttxo3Llx49imzXa7xUVDgannestlu4Jc4rDwAAAAAAkAISuQetVW2to1HhndXBB9cmfUBrBtx6WTgtDpo3F9l/f/cEYL/9Zh+3tW7t/z50vb38coAHaULacqFfv6JGbSMIDwEtAAAAAABACveg9aeqKjqP36tXnRxwgKs6tKREUiKg9a2gDXw/L7/s7glw8skFES1LTU1ihKHTpyfYmYQ0QEALAAAAAADQBBKtgjaSgLa01Peyiy+ulqIiV7r5zTeJUQUaqsxMp0cvWDOgtV6ugg3z19/Jy2tcAD9jRo5P/9qmtmKFQ559NsE21DRAQAsAAAAAAJACPWjDVV0d/i/ut1+hz2UazhYWusPJlSsToxI0XGY4quvT+7XyDmzt5HvOwWYYNcpz9q9//9sy+5aNyZNzJdaqq/1P5jZ2rM2TQMwR0AIAAAAAADRJD9rYtDiIVGVl+L+zZo1vlFRU5NmrdMsWR1K2OHjqqRy/LQ5CCdcLCjxf39WrS+Thhz1X8nHH1cr//lcmhxzi7llr9fjjsa9eHTkyX3bbrcgIg73bYixe7DmR3COPBA6UER0EtAAAAAAAADEKaEeOrIl5Be2mTa4HDHdoelVVdIJUrZ7dc0/32Pzy8uQJaNu0cdq+fpmZ4fWgVfn5zpB+p1+/ennxxYq4VQmbbSi0pcLcuYGfWN++ce65kCYIaAEAAAAAAGIU0Pbsua2xqYjkxmj0+nffudPEv/8OHo6a/WLt+slGQito8/LcYV4yTRRmDZZNrgra0MJWfy0OmjcPpSWCs8l7Dm/c6Ll9fPaZe9vxrqY98sga6d49saq+UxUBLQAAAAAAQIwC2pYt3QGXd+gXi8cbMaIg6O1bt3Ytx/r1GbJlS+iPU+PZTtUn8F2yJKOhMjNZbN7ssA1ovQPZUF47a+B6993B+0c89ZRvFe3OO7sD/Wj65ZcM6dKlSHbfvcjj8u22cxpVtfPmZcqaNZ7r4sYbI5hFDhEhoAUAAAAAAIhRYGqdPCsnRrmlNTxcsSJ41NO2rfv2H38cQmnoNtOm2T8B8zlWVjoa7nPmzNDvN55mz862DWgLvHJu75YHdqy/E0o7C2114N2f2AzPo0mD9YMPLpT6eofthGFTpuTK2LEFsscenuFt585UzzYVAloAAAAAAIAo0opEU2GhxLwHrb9Jyfxp394dDN52W47P0HZ/HnzQvkeD9TmaLrooXx5/PEZPOEp+/TXD7/q0Th4W6muXl+e0Deb9MSuPrd+Xl0vU3X+//zMDOqHbww/bX++9DhA7rGoAAAAAAICYBbTWCtrYVCTWhzkqXsPGAw6oNb5ftixTli1rXDxkVpdef73nsP4PP0zsKtoTTrA0jbXIyHC9Tocd5lpHofagtfYCtra28Mfak9isvq2oiP4Ea7ffnhswoLUzYoSffhaIiYR5p1RXV8vIkSNl8uTJsvfee9ve5tdff5UbbrhBlixZIt27d5ebbrpJdt9994br3377bbn33ntlw4YNMnjwYLn55puldevWDb977LHHetzfbrvtJq+99lqMnxkAAAAAAEgn/gLaWFXQhloBa12OSkuWunatQ3bZpfHL0aOHZ1K8aZNDnn02W845J/TnUVbmmnQsEJ3cLNhtQnmsdesyAlaO7r9/rfzvf1khB7Rbt7rDzh12CC81N7cTneRt6NDgfYS9FRQ4ZeLEavnXv3wnPQtEXyM7jzwSvIcuUiygraqqkgkTJsjSpUv93qa8vFzOPfdcOfroo+W2226TF154Qc477zz53//+JwUFBfLjjz/Ktddea4S2PXv2lKlTp8qkSZNkxowZxu8vW7ZMevXqJY899ljDfWaF8u4CAAAAAAAIQ22tO/Rq394ZVh/TSDid7sfLzHQ/3ldfZcrTT2fbBrTWsNjf5F/h2mcfz3Bw/vxM499vv4ncckvw37/88lz5739z5IMPymT33e0DzhdfzJLx4/Ploouq5PrrqyNe1o8/9v9imAFts2buy7KynGG1mthWLxiy7bd3yh9/OKW62iELFkS2oXz2WZb8/nuJT3i911518u239vc5b559NkZ7g6YV94RSg1MNZ51BTvfMnj1bcnNzZeLEieJwOIww9pNPPpG5c+calbfPPfecDBs2TEaMGGHcfvr06XLwwQfLqlWrpHPnzrJ8+XLp1q2btGvXromeGQAAAAAASPcKWg3eTM2axabFgTVSadXKafy8YoVDjjkm3yO8tbZaOOWUWvn8c1csVOseye+X923+858KOe20fNl1V/eT9VfVqrVzoQS0Gs6qQw4plHXrSmx762o4a/bDnTy5Ouz+u6bly/23dTDDSWubglBq/MKtZLbS1+2TT8oiajehIeuzz7rW3fnn58uzz1YY6+WZZ7KN52m2bEDiintA+8033xgtDS677DLZY489/N5u4cKFMmDAACOcVfp1zz33lB9++MEIaPX6cyw18x07dpROnToZl5sBbY8ePZrkOQEAAAAAgPRlDWi1alYrQrWlQPPmsXk8azBYV+eQV1/NkgsvtO+vqtq1c8rIkbVywQWun//732zZY496j2pfb//8405Cv/qqVHbe2SlvvlkuPXuGNqT+008zZfDg0Iff6+0POKAu6PD8Nm3CDx/feitLfvrJfxBqhr6dOrmreHP8z7PV4KyzaowJt4YODb0kuUOHeqPVwv/9X6107eqUrl3Da1FgVmw/+6zr+3ffzZLrrsuVqVOr5Ior8sK+L6RpQHvSSSeFdDvtK6t9Z63atGnT0BZh/fr10r59e5/r165da3yvAW19fb3RIqGkpEQOOOAAoxq3KEDTkkjPwiQb83mmy/OFf2wLYHsA+wcEw2cF2B7A/gGhSPfPC2tAq+ugT58wZ/FqRECrla6XXRY4mNthB6dRJbrPPrXy5ZdZMmdOtqxalSEfflju93fWrXM0VJV26+a0bWkQiLZa2H//0G+/YYMj6PZTVRX+NrZ0aYacdVa+36BUff55ppxzTo20bu306BEb7LGuu65KDjyw1ugDG+py6Tr/9dcMI4yO9P3iPUncY4/lyJQpVdIYsXrvpvu+IWED2lBVVFRIjtfpCv1ZJxdTlZWVfq+vqakxWh3ssMMOcuutt8rWrVtl2rRpcuWVV8rDDz9s+3itWxdKZmbjZjFMNm3aWJqrIK2xLYDtAewfwGcF+NsB/C0Jji0i16uXVmm6vm/bNvbH2tZ+oVpNaQ2I7bRtm2f827LFfdnPP2cGXNaVK11fd9vNEdFzKirKlrZtQ58lrV27fGnbNvBtCgqKgt7G24IF9pePGZMh997r+n7pUteyWoPP7bYrDOmxTjghvOXR+9TtpTGGDvW9bM89I9/u7rwz9tstuUOSBrTaf9YMY036c15eXsDr8/PzJTs7W7766ivjNvq90onGRo0aJevWrZMOHTr4PN6mTWVpk+br89Q3xsaNJY3ql4Lkx7YAtgewfwCfFeBvB/C3JDi2aDxXEJknXbvWS3FxWcw3qpqaAm2mYHxfW+v0mKTMzqpVlVJcXCO//uoZwm3YUCJvvpkl/fvXyY47ugOCL77IlNNOK9iWl9RJcbH/StszzsiVp57y7QfgdNZIcXFlkGfiXp7y8gopLq4NeJu1a8ukVavwqpPLynQ9FfjeazOtOM01vq+vdz3Higr3423eXCbFxbGthI6URl077lgoK1e6k/o1a3xv9/TTFXL66fatL267rVKGD681WnFohXVxcWyWNR1zh7YhhN1JE9BqiFrstXXoz2ZbA3/Xm5OCebcy0AnDlL+AVqXLhmJ9vun2nGGPbQFsD/CH/QPYFsC+AcHwWQG2B/eQ81696prkONu7xUEoy2e3XNq79oIL8iU/3ykrVpQ2tBo45hh3oLloUWbA53TbbVXGUP9u3TxDqaws1+RlodL2BXa3/9e/auWrr1xx1pYtjrDXr/YE9jZ5cpXk5Xnekd5vviXLbNEivOVvagMH1nkEtOPHVxn9cGtq3GF9nz7+S6sHDKiTtm3dTzDWz5XPCk9JM4a/X79+8v3334tz2xaiXxcsWGBcbl4/f/78htuvWbPG+KeXL1u2TPr372+0OTAtWrRIsrKypEuXLnF4NgAAAAAAIFWZ4VZTjcy1hmlOp8PoExtIVZX9gk2Z4qograhwXz9vXni1ffqcm9kUDD77bI68/XaWEfh6++qrTJkxw7P9gat61Zc1cLz99hBm7rJZPqvp0yvl4ourJdf11A0nn1zTcFutOr3vvgrZfvsETmdF5PTTPScm69+/3nheprZtXZPAXXmlqzfthAlVHoFtv36JWR2cLhI6oNWJwbS3rBo6dKjRO3bq1KlG4KpftS/tsGHDjOvHjBkjs2bNkpdfflkWL15sTAB20EEHSefOnaVr165GEDt58mRZsmSJfPfdd8b3xx9/vLRo0SLOzxIAAAAAAKSipgpovSeJ6t3bFbztvrt9xeRxx7nCvEmTPCeSWrPGHROVbevMcPnlgSccC8eZZ+bLbrsVyUsveYa+w4cXyOTJno9TWenwCKAvuihP2rdvJvPnu0tgFyywKYcNosYzxzQm9DIrZE3nnee+0f/9X62MGRNCWXKc6fP45JMy6dmzTjp3rpfBg2vl6qur5fffS2T+/FL59NNyI4S+4opq+eqrUpk4sVq6dSOUTRQJHdAOHjxYZs+e3dCiYMaMGUaV7MiRI2XhwoXy6KOPSkGBq8xeK2SnTJkiDz30kBHWavCqE4GpjIwMYzIwvY+TTz5Zxo0bJ/vss49cc801cX1+AAAAAAAg9cSzglaVl7se+JJLPOfqWbq0xAjsOnVy/cKll1bL4sUltvdpHS5v1b17kBnIQnDNNcFD3231eoZvvsmUmTN9Jxg78MDaiAPaHXesN9ZFz56ukHLYsFoZPrxGbrmlUrKSpiGoJ30uH39cLt9+WyZmPaJ2/Ozc2Slt2jgbtsmuXZ3G16lTq2TkyBp54w3/PYXRNBJqk/vtt98C/ty3b195/fXX/f6+Brf6z07Hjh3lwQcfjNKSAgAAAAAAJGZA+8MPrsrSwkLPK7wHEevytW4d+D4zMpxSX+9+Is8956f3gBedaOz77+0rXLOzg7cLsFbQele9mqytGEJlzi/frp3TCC9NOTkijz8ebBKzxKevaajbna6DRx5J/uecChK6ghYAAAAAACDZNHVAG2jiKJ2wSz35ZGjBqmn58gyZNy/TI5xVWn0ZihdfLJf//KdCCgp8b5/tWwzrw9qD1l9Fa3kEhZ///ON6PkVFid1TFukloSpoAQAAAAAAkl1TB7TePWhNLVuKMVGUTnplDnG3oxNIFRd71vCddVZ+o5apVStX2wCz3YKVdUIubw6H05jo7J57cmXXXetl1KhaycmxX/ZvvsmSujqRX37JkN696wO2JvjzT4fk57v77HbsSECLxEEFLQAAAAAAQAq1OLDSZQgUzgYLTGNB+9uabQv++MNzJY0Z4+5ncMEFrpDYO3i95BL35GajR+fLkCGFcv31/p/E5s0igwYVSZ8+RVK17Vfz8ghokTgIaAEAAAAAAJooMG2qCtqjj/bTuNVGy5ahLfB553lOOhaKG2+073H60Ueu/rRffunuU/vLL6Wy007OoM/viCPck4N9+qkrvX388Ry/y7BokfsxSktdgXCmfXtcIC4IaAEAAAAAAJK6gtb3gbS1Qah2391PjwSLhQtL5aab3JWroRo3rkZWrPC93AxIrRN1NW/utK1s1TYGVjU14a3Yv/5y3379egJaJB4CWgAAAAAAgBRrcRDKRFymKVMqAw753223OqNna0aEKdKOO4qccYZnYFxY6Ppaua3Atlu3eqPVQl6eBA1o99zT64Ig1q51L/i6dY6EmMANsCKgBQAAAAAASOOAVif0WrmyVJ57rtz2ervQNFw33lglnTvX+7QtqKhwraRdd3WFrgUFnk9m0ya9reeK1CD39NNDrxA2+86q9etdURgtDpBICGgBAAAAAABi0HKgqQLaHXbwbVGQlRV+I9zDD7evTM3Pb3xT3YICndzLHaqak4RVV3uGwF26eD7WNdfk+VTQqnfe8Zo5TETmz8+wDavNx7JW0GZkMEkYEgcBLQAAAAAAQBJX0N53X6UMHVoTcQVtMNGooFVjxriXsXbbPF+VlY6GqljVvbtn2Pzaa9m2Aa3dxGjDhhXKyy/7BrfmRGKKScKQiAhoAQAAAAAAYqDpKmid8swzniGtGYBGQ6D+tOHQ0Lh//zqPqlaz/UBOjusx2rRxyvnne7YvsAtoW7e2X6abbtqW9G6zZEmGzJ+/bUYyC1ocIJEQ0AIAAAAAACRxBa3pqacqZccd62WPPep8WgWE6oknKqRjx3oZOLAu6hW0auNG10pZvTrDI6C1PsaUKVV+q2VPO80V3tbV2a/cvff2THPfeMO3olYxSRgSCQEtAAAAAABADALapu5zqlWh331XJu++Wy4ZESY+Rx9dKwsXlsmpp1ZHtQetaeVK14JNmpTr1eLA/2NYK2h1sjHVtq1Nj4NtFbhW5eX2QS4VtEgkBLQAAAAAAAApUEEbTc2bu7/fujX6T6R9e6dHBa3Zg9bOH3+44qsBA+qksNB12f33V8q++9bKCy+Ue9y2osK9rMuXO+Tf/86xvc9IA2wgFtgcAQAAAAAAoigVAloNQ02zZkVvxrHrrnMlsoMG1cnKlQ6pqnIEbaMwebLryuxsd3Vs165OeeONCjn0UM+WBmvWOBraIuyzT1HD5c2aeVbWUkGLREJACwAAAAAAEIOANpl5B5rRYk7u9eab2TJwYJG8/XaWbYuDt98u8/ndFi3s73P0aPfkaJ9+mmW0RPjrL0fA50MFLRIJAS0AAAAAAEAUpUIFbX6++/vttrPv9xoJaxWsKilxraRsryLdjh19A+IWLexD41tuqZRWrdzXPfNMtqxZ4xl5NW/uHdCmQIqOlEFACwAAAAAAEEWpENDqsl97rasdwZNPVkTtfrNcBbM+Pvkk0+Nnu5YHRUX2oWrLliLvv++uuJ05M1uWLcsIOHkYLQ6QSPy8LQAAAAAAAJCuAa265JJqGT++OqrPw19Ae9xxtQEDVbV6tf8FadvWffv58zONf1ZF7na0BlocIJFQQQsAAAAAABBFqRLQxuI5+Ktc3X//Wp8AtWtXz9YKXbr4b0ugFbfebQwCtUegghaJhIAWAAAAAAAgilIpoI22rCz7ENW7wlVNmOBqsWC67DLPn70tWVJqe/mll1bJ0KG1TTIJGhAJAloAAAAAAIAYIKANrcWBVs/aVbRWVDg8JgJr3Trw+vbXtuCaa6olP98zkN1hBwJaJA4CWgAAAABAQlUejhmTL+ecYzNDEJAkqKANL6AdMKDO9raVle7vx46tiei1mDfPNXlYdrbn5Z06ebZPAOKJgBYAAAAAkDD+/NMh77+fJbNmZUt1dbyXBogMAW14Aa1dewPVt687RM3Pj+y16N/fdR/t23tWzG6/PRW0SBx+5s4DAAAAACB+wRaQzAhowwtod93VvoL2X/+qk+efL/eZLCwSPXt63od3RS0QTwS0AAAAAAAAUURA619mpu9ZmFat/N9+yBD78DYUTz9dEfHvAk2JFgcAAAAAAABRRCW4f3atBVq2jF7p/Jw5ZXLqqdWyeHGJ/N//1Xpc16YNfWeRmKigBQAAAAAkJEIuJCsqaP3r1MkpO+5YLytXZsQkoB0woF4GDKiyve7jj8tl3Lg8OeOMyCYcA2KFCloAAAAAQMJwOILfZubMLDn44AJZsSKEGwNx4HQ6Qt6e09E335TJk0+62w+0aNE0zad1orCXX67wqawF4o2AFgAAAACQVBW0F12UL7/8kilXXZXX1IsEhIQK2sAyMkT22MPdWzaPtzLSHC0OAAAAAAAJI5yKw7//pjwRiYmANrgddnDK88+XS6tWTVM9CyQyAloAAAAAQFL2oM3NbaolASINaAkfAxkyxF1FC6QzWhwAAAAAAJIyoM3JaaolAcJDBS2AcBDQAgAAAAASssVBsIA22PVAvDFJGIBQENACAAAAAJJSTU28lyDxrFzpkPXr6c0bb1TQAggHPWgBAAAAAAkpWIXsjz9mGiFtdnZTLVFiKykRGTiwyPh+3boSqjfjiIAWQDiooAUAAAAAJO2Q8L/+Sr9q0fp6kc8+yzQCWas1a9yH+Oefnye33UaT3nghoAUQDgJaAAAAAEBCCqXHbGampJ0nn8yWkSML5KST8j0uz8hwr7DXX8+Wu+/OleLi9AuwEwEBLYBwENACAAAAAJJykrB0DWifesrV0+Hrrz27FtbW+oaxlZVNtliwYAI7AOEgoAUAAAAApE1LhFRQXu7waHdgqq31ve2NN+YSFsYBFbQAwkFACwAAAABI2ipEa0CZLurq3N/Pm5dle7npzTez5fvvOfRvagS0AMLBXhoAAAAAkLQtDuxCyVSXYTmS/+KLzIAVtGrDhjQsM44zAloA4SCgBQAAAAAkJCpogwe0BQXOgD1oVXU1AW1TI6AFEA4CWgAAAABA0vaUTccWB61auUPZ/Pzg1cQVFU2wUPA4oUBACyAcBLQAAAAAgKStoP3xx0yprpa0ssMO7lQ6J8daQWt/+4oKKmhjbcUKh+y2W6HccUeOpPskdgDCR0ALAAAAAEhITmfwdOu88/Ll7LPzJJ3MmZNt29Zgzhz3hGFWpaVNslhp7Z57cqS4OEPuuCPX+JkKWgDhIKAFAAAAACTtJGFq7lx3YJlurFWzTzzhWb1pmjkzfddPU6mqcm+4q1Y5CGgBhIWAFgAAAACAJFVTE/w22eSzMde2rftswtln5xPQAggLAS0AAAAAICH5q6DNzw+xtDYFffut52G8OTHYsmWe7SD++KNEXnyx3OM2iI2ffsqQd991t5f4/vvMhvYc9KAFEAoCWgAAAABAQoay/gLaUFsfpKLTTsv3+LmmxhUErlzpeXhfWCiStS0zrN82p9j8+RnywAM5BLZRduihhfLHH+7137ZtfVpvowDCR0ALAAAAAEhIBLS+Sko8K2W3bnV9zbPMk/bEExXGVzOgNfvUDhtWKDffnCsvvWQ/mRgCW7/eIf/6V6Hcfbd9r1+TThbGJGEAwkFACwAAAABIKulcnWidjEqZlZuVle7qzaOPdiWyGduO+OvqPH/nl18ym2RZU80jj2TL779nyG235TZcVlVlf9s5c1whuMORxhsrgJAR0AIAAAAAkip8NYfsQ6S83OHxtVs398rJzHR6VNCavNshIDT19Z5Bt/JXTbt1Kz1oAYSOvTIAAAAAICHR4iC4BQsyjUmqKlxdDSTf0qLWuwetae1a36ARweXk+J49ePXV7IC/wyRhAEJB4xkAAAAAQEIioA3NxRfnyW+/ueqv8vLcIWJmpnsYvk4QZmrZkmH3jaXrNDc3eDUyAS2AUFBBCwAAgJRXViYyb15mQ4UZgORucZCuPWj9tXb49dfMhj6zBQXiE9Bu2JBhTBBmygk8xxVC8OKLgStnTQS0AEJBQAsAAICUd8kleTJ2bIFMmuSe2AVAMlfQpucQ/ZkzPQfBNmvmu4Ly830raL2Zk4chPNXV7u3uww/tV+7IkTUePxPQAggFu2UAAACkvDffdFU6Pf88ZWNAMoWydgFtulbPqq++8gwFp02r9LlNXp4EDWhrPDNEhDEawzRoUJ3tbfbdt046dHCXOhPQAggFAS0AAAAAICER0Hqytia49toqjwnB7ANa+zSbgDYyZWWOoG0iCgqcHq/BF1/4SckBwIKAFgAAACntn3/ivQQAoimdK2it1Zg5OU7JzvZdGXaThHmrro7J4qWs2lqR0lLPCtrbb8+1/XyprHR4vE6ff87c7ACCI6AFAABASrvuOkspE4CER4sD/9q0cYevmzc7bHvJWqtqO3TwV0Gbnj18I3XYYQXStWsz+esv9wrfssUhu+7azDbM/fNP9+0eeojZKQEER0ALAACAlPbaa1QvAalULVvvbu+Zdu67zz2uPivLvr/pgAHu3qjWofZWf/9NQBuOX35xlSL/9JP/dgUXXlgte+5ZJ8cd59ng9/DD7XvVAoAVAS0AAADSyvTpOfLnn4QTQLr1oP3gg8ykP2FjrXw955xqnwraGTMqZL/9/AeCM2eWG1/XrcuQN99M7nXRFObOzZQDDywI6bZXXVUlc+eWS1GRZz9aAAgFAS0AAABSWm2tZxh75525ctxxoR1wA2h6wQLYSALaujqRE08skPPPz5d161LjBE2rVp4VtD171smxx9YG/B1r+4OHHvIzyxUanHpqgSxaFNokX9nZ7u/PO8/V5Pf666tYmwBCQkALAACAtLNyJX8GA+lUQWsNZSu2tQRdvDhDyl0FpUnLWkG73XaBV8y++9Z6TCqmvVLhX7jbmXVCtptuqpJvvy2VM87wbHcAAP4kzF+m1dXVctRRR8nXX3/t9za//vqrHH/88dKvXz8ZNWqU/Pzzzx7Xv/322zJkyBDj+nHjxsmmTZts7+emm26SsWPHRv05AAAAAAASb5IwndDJ2sP2o48y5YADCmXEiOSpprc+77vvrvQJaPPyAq+Y5s2dHlWe1kARnuG9KisLb61Yq5n1denSxWnbIxgAEjagraqqkssvv1yWLl3q9zbl5eVy7rnnysCBA+W1116T/v37y3nnnWdcrn788Ue59tpr5aKLLpKXXnpJtm7dKpMmTfK5nwULFsgLL7wQ0+cDAAAAAEicScKs1aLax3X8eNfsWT/8kDwp5W+/uQ/fjz22xiagtf+9nXd2rbDjj6+VHEtXg3QOaH/9NcOjF7kGsxMn5kqXLs3khRdcvXm3bvWfro4ZQ2UsgBQLaJctWyajR4+WlStXBrzd7NmzJTc3VyZOnCjdunUzwtjCwkKZO3eucf1zzz0nw4YNkxEjRkjPnj1l+vTp8vHHH8uqVas8qnSvv/562WOPPWL+vAAAAJDYIp1oCEDiKCpyvZF3283/xFiq2tUS1FBTI7J2bdwPhcNWWur+vrBQfAJaM4j1NmdOmbzxRrkcdZRniwPvCcbSxcaNDjnooEIZNMg9m9dll+XJ00+70utLLskPGtBqBfOdd7qqmNXPP1teHACIQNynbfzmm29k7733lssuuyxgcLpw4UIZMGCAOLaNEdCve+65p/zwww8ycuRI4/pzzjmn4fYdO3aUTp06GZd37tzZuOzRRx+VHj16yE477WQ8bjDpMhzBfJ7p8nzhH9sC2B7A/gHp9FnxySeZctBBgUMdpM/2gMTdHgLd3wMPVMoZZ+RLVlbg21knC/TuvZos2291tWtBd9mlrmGZrSFry5b2Q+rbtBHZb786n0nCMjJiOwQ/UfcPK1e6F+jUU/Nkr73q5bXXLL0fROSvvxwyYoRlZVl88EGZsb116OAOxNu3p51BMm4LiA+2hwQNaE866aSQbrdhwwbp3r27x2Vt2rRpaIuwfv16ad++vc/1a9euNb5fvny50dpg1qxZIbU4aN26UDIz0+uUYps2zeK9CEgQbAtgewD7B6TKZ0VJif/r3n23QI47rimXJnUly/aA5Nge/vnH/X2rVkXStq3n9dY+qi1bukK0zMxMadvW/+MWWFrN6khMq0C/l0jM55Cf736urVu7r2/VKk/atvXT58AS1pq+/jpL8vObNVTjpsv+oWVL9/dz52bLtkG5Hj76qEj8TGkjffoUGtvk4Ye712m7don1HBNVom0LiC+2hwQLaENVUVEhOdaGOSLGz9q2QFVWVvq93ul0Gq0NLr74Ymnr/enux6ZNZWlzdkefp74xNm4sYahfmmNbANsD2D8g1T4rbr5Z/z7Mtb3O6ayW4uKqJl+mVJJs2wOSY3vYtEkPxFzDzzdtKpXiYs8727xZ/3cFPa45SQqkurpOiotd85PY2bBBG666Es4NG8olIyNf6utdB3xff10qXbsmfgXkTz9pMp0nmZnu57p1qxYVuRLW6upKKS4O3hv1xhuz5cYbXUHuDTdUydVXW/o/pMH+YfNm9zrzZ+tWbV/gDrvbtKmXjRtdBVw1NSVSXOyqXv7pJ4fRZkN/RvJtC4iPdNwe2oZwIjBpAlrtP2uGsSb9OW9bJ3R/1+fn5xuThtXV1ckJJ5wQ1mOmy4Zifb7p9pxhj20BbA/wh/0Dkm1b+Pxz/3/u5uc7k+I5JINk2R6QHNuD9Xft7quqyp2k6lBzVVcX+DG176zpq68ypXlzd6Xuv/5VJNOmVcpZZ0Vv4qcPPsiU227Llfvuq5RevSKY1czGhAmuY9+lSzManqs1VM7KCm2fZp1k7Zdf3PeVLvsHnSQumHXr3KNpH3ywQu6+O1c2bnRvc+bz6dDB9U0iPb9ElmjbAuKL7cFT0ozh79ChgxR7nZbSn822Bv6ub9eunbzzzjvy888/Gz1r+/fvLzNmzJDvvvvO+H716tVN+jwAAADQdH/4//ST76znpu235ygRSHROp2eYVlmpQ8zdkzuZPVXN/qz+WK/XFgka6FpNmWJfaR+pE08skB9+yJQDDyyUqggL9desccioUfny1lueJ5pKS93PxRrQWls/hLpOQ/2dVOJV12Xr4Yddo3MPPLBWRo+ulXbtohOyA0DSB7T9+vWT77//3mhXoPTrggULjMvN6+fPn99w+zVr1hj/9PI777zTCGnfeOMN49+JJ54ou+++u/G9d99aAAAAJL8tW0QGDiz0CGV0xu3x46v8ThQEIDF4V9BaXXSRZ4/VnBxnSKHbDTe4A9jSUu1P7Rno6gRbasaMbNlrr0JZtSp6/Q5uvDGy8PfOO3Pk00+z5Kyz7Cer8p4kzKvjn18nnOA+WTVoUPpNlBhOYG6e5Ev09hcAkl9CB7Q6MZj2llVDhw6VrVu3ytSpU2XZsmXGV+1LO2zYMOP6MWPGGBOAvfzyy7J48WKZOHGiHHTQQdK5c2ejurZLly4N/1q0aGG0RtDvs8wxMQAAAEgZ2tpg1SrPP3WLijyHRlu/B5CYvAPaN9/0LPnM3ZZ9bjts9Ouvv9z7A++KVLWtc55MnpwnK1ZkyNSp0auofeIJd3JaVqZ9c0P7Pes+yjoa4MknK2wD2lCrYdu3d8qoUa6QViuJdTLFadNyZNGihI4HoqayMvR9f8eOTp+2EAAQCwm9Bx48eLDMnj3b+L6oqMhoTaBVsiNHjpSFCxfKo48+KgXbprLUdgVTpkyRhx56yAhrNYSdNm1anJ8BAAAA4kEnbbE6/PBaowKqRw/3UfbWrXFYMABRlZtrVtCGHrrV1fne1qzENXlX2EaDhqGDBhUaLRqsPXH9sS7ToYe6J7Xq08dd9Wqt7PR+DoGYYW5trcMIo++5J9dox5AOwqmgNYP7c85xvWCHHMLQCwCxkVDlo7/99lvAn/v27Suvv/6639/X4Fb/BXPxxRc3YikBAACQ6Lyrna680nVEfuKJNXL33TlGNd3vvyd0rQKQtgK1OPBmVtCG0lfUlJnpe6caVGprFFNFhefEYtHwzz8O2bDBtd/5+2+H7LRTZH2wrYNAI6mgdd3W2dDq5aefMiWdBApo77qrsmEyNuu2Mnx4rey6a5nsvDOltADSIKAFAAAAosG7v6wZaOhXDWsvuSRfKipocQAkumABrdl3VVsc6G1D6RW6bJlvILl8eYbsu6+7gvSzz7Jk++2bSayCwUGDimTatEo566yasJ+7v4A21B60asMG14p66qls6dkzvULHQC0OjjuuxiOgNUNv3a569Uqv9QSgaVE2AAAAgJRTU+N5AG6tLDNnfX/vvSz6CgJJHtDm5ZmTSDsaPfGfWd0abfn5zoaqXKtJkzwnPGt8BW3oFblz57p2iuvWZUhBQWSVvMlGq6y/+SZDSkv9B7TeU9QwZQ2ApkIFLQAAAFKO99DkrCynT1ii3n8/Uw47LP1mMQcSmYatpl9+yZCvv86U006r8Qgj7apG//gjQ3bdNfQqx/796+T77+2H93/7bam0aBF5cKnLPHasa76U3XZzLdPixb6P9c47WXLGGfkyZ06ZDBhQH1I4bQ1iI62g7dGjTn77LdPjpFWqu/LKPHnhhcB9IDIzXVW0r7ySHXbbCABoDAJaAAAApJzp03P8VkFZw4iNG2lzACSyceNcb9i2bZ1y5JG1fnvQqsGDC2X9+pKQ7/vWWyuNCtLTT/dNKHfc0RlSuwR/+vSp9whUS0vFCGK9mZcNG+a77NoXN3gFrTusDSdMnDGjUg46qNAn2A21TUQyChbOmoH3v/9d2RDQ7rUXJ/AANA1aHAAAACDlLFmS6bei1lpBG2z4NICmZ/e+1OpY7TPrza6qNlTNm/v2q1aDB9c2OqTs1MkpY8e6Zi778sss6datKOz70OdsxxrEWpczJyf0HdqOO7oD5I8+cu8v7dZxumjVyr3+Pv64TG64oVIuvDCM2ecAoBEIaAEAAJBS6m1GOGv1nSnP0vaxvj5FS8WAFFNY6AxrYj89KTNqVL6cdlqeEfi2bOkbXjZv7pR//vG9z6Ki6Jy5GT681rZtQ6i2bJGgAa2GzKZC9xxnQVlv27q1M6wq01Rx8cVVRjsD0+jR7u91QrBx42o8KrQBIJZocQAAAICUsnKlbxDSooV9uGEX5gJIPBqyek+yFcjSpRny6aeuw921a6ts3+saxNpV60arJ6v1ZFAkysuDh7p68unBBytk0yaHbLdd6MGyVt527Vovv/+eYfRdNd16a66ceaZXE+8UVVQk0qaNe53ZhfgA0FSooAUAAEBasQ6JJqAFEo9daFpXJ7J5c+hVqFVV7u+vvjpXtm71/N1u3eqNKtJRo2pkzz3r/PZ4bQzrZF6h8A6gNXRVO+xQL48/XiEHH1wrL75Y7vN7o0fXyvnnhx+qFhQ4fdZV+/b1aVWVvfvu7teegBZAPBHQAgAAIKVUVXkGMSNGeAYXHTq4A4gXX0yf4bxAMtOTKXfe6Tn5X6j7gTlzPN/ne+9dK19+WdZQRTl3rmfo+fnnnj2sI+Uv6LX2f7VasCDTI6w1K2g//LDMaJfw0ksVcsgh0Zu0yqycta6rvfdOn0mxOnZ0yqGH1nm0vACAeCGgBQAAQEqprnZXQz33XLncc0+l33YH8+dHJ4gBEPuANpye0daqUKv580vlrbcC90qwTirYGNbWAVbffecKh73dcEOuR4sG1aKF06PPbDSZAbK5z1Sff54+XRC1vUFenjuULSiI6+IASHMEtAAAAEgpq1e7Qhyd/Ofww+vCmjgHQKK2OHDI+vX2Aa32YDXDTJM1dPTX4sRqjz3qAj5+tCpoZ850VeuedJLvAv74ozvRfe657Ibl1X6xsWCuC+u6+vPP1IwI7EJ37UFs7ROcn08FLYD4Sc29LwAAANLO33875MADC2TsWMqggFQzZ06WfP+9fUlqnz71Pj1fKysdYQW0Tz7prqodMaJWoiEry+kTAu+3nysIHjgwcK/Xp592tXMIp+9uuDIznQHXVSqxC541oLWG6PozAMQLAS0AAAASypYtIu++mxn2MOPbb8+VRYtCa1lwxBHRCWAARJ9dBWugdiRmhan1977/PiOsgHaHHZyyaFGpUY173XV++iM0osXBPvvUyrvvlkv2tna4xx8f2g7uwANjt69y96CVtBlZYWWOrjj//Go56qiaoKE5AMQSAS0AAAASyoknFsgppxTI3XeHPiGQWrfOYTtDuZ0LL3SN6d1ll/SZEAdIVWboau1R++CDuQFv668n6ejRtVHrRWqtzmzWzPO63FyRtm3rbXvtWl11VezSU3Nd1NamfgWtTrrmzayYnTKlSp58sjLgtgEAscYuCAAAAAnFrJS7665cefPN0Ces6d7dM9l45BH/EwHl5jp9Zi8HkByuuabKI7zMyHDahpt2mjKECzZ8vrTUd/+jIwfeeScr6ERj0V6+VFdR4buumRQMQCIhoAUAAEDCOvvsfNvhzn/+6ZAFCzICBrTbb++/gjZnW3FuZaVr6Ouvv/JnMZAogk3Sdeml1bJ0aYlMmFBt2+KgpMT/75phblOwhqt2wbBd79e1ax1yxhn5DT/vskvsht3bhb95ec60qaCN1eRrABAJ/hIFAABAQit3TXruYdCgIhk6tNAIak11dfYhrB0zhNAK2gMPLJSDDiqUP/7gaB1IFi1a+AZtW7c6pKxMZOTIgojD32iyThJWWhra7xx9tOeyFxVJkwa03vvRVK6gBYBEQkALAACAhFZS4v/A+scfM22DhVNPrZYePfxXnmn/R7Vli8P4pz79NI3G+wJJ6vXXfc/YWKtTH300RxYu9N8XINCJm2izhqtXX+2q9rVq3dq1j2rTxr2vWrvW/WQef9x/m5ZosKsmrk3R+RPTYSI0AMmNgBYAAAAJ7dlnt017bjNU1fq9GSyMHl0jd94Z+GjcDGitCgtTc2gvkGwCVbl27FgfMKBdtcr+hM6UKZXy4ovlMa1I9ZadLfLJJ2Xy3HPl0ru373K//HKFHH54rbz2WoVteDt8eGzTUrsKWqfT0aRVxk2lupoKWgCJjYAWAAAACe2OOzzT1GeecQe2DzzgLoerq3P4DCv2x67PIv0IgcRnd3LF+t5ds8b+EFeD0EMOafrx+z171svhh9s/bp8+9fLccxXSq1e9bbgba/4mCUu1NgcaOG/e7BnQXnklJbUAEgvjuAAAAJDQTj65uiGMnT8/wyNUWLIkUzZvFmnVSuTNN11XbNgQvAYh3z0HT8qGEkCyClTBaRdcWito/Z1oad5ckkpTBLR2E5eZ+0J/4W0yOvfcPJk1y7VCR42qkaFDa+X//i9FezkASFoptNsFAABAKjKDiptvdpXOtW3rWW22YkWGtGpV39CP9n//y4oo/IhXQLt8uUPeeSdbzj23WvLy4rMMQLLIzXUGDBpraux/r2XLxB63r/u14mL3E2mKgNSuxUEqnqwyw1nVqVO9HHMM4SyAxEOLAwAAACSUXr1c6cC//lVrG7hYQwxVVRVZb8HevT1TiHr/c4rFxL335siECbly4okFcsstuXL99TZjtwGEVUFrneTqvPPcE3MlekXoFVd4TiKWnR37QDldAtp4TRIHAOFI8I8pAAAApBtzMpcWLdw/Bxry7B3g2s1MbufXXz3Tidrapp1E5tZbPQPZ11/PlunT6YsIBHq/B6syN/cf221Xn1RBY0mJ5/6naSpo7Vd0Mq23aPQwBoBEQAUtAAAAEooZuBYWOht+rqz0f/vqbYVnZuuDp54KcGMLh8PZJKHExo0OmTEjW4qLAwfA1so/AC677FInTz5ZYQxNv+OOStu+qXYtDrRS8uijXW+qnXdu4vL4CAwfXtPk+wNrBe2wYTU+Ey6mopycxG51ASB9EdACAAAgoZjBREGBsyGAragIHtCaQ5+33z60MOaRRypj1uLg008zZfTofFmwIEMuvDBPJk/Ok9NOyw/4WGVlqRuKAJHo0KFePv+8XI46qlZ++KFMTjvNvsGsNaCtqnLvD/bZp04++KBM3nuvLOFfgJ139gwOly71038giqz7oTFjakKqYE423ifeli8nAgGQmGhxAAAAgAStoHV9rax0SEWFI+iQ5vJyh0ewG0ynTrGroNV+sr/8kil//+1oCFq+/TbTCJrz80VOPdUd1gKw54jgnIW5PzArJXffPfGrZ02XXFIl993XdGPwV61yh5X77VeXkgGtdyBbWsqJMACJidNHAAAASChmL9h27VwpwVdfZcrs2f7rCsyKufJy11cNQEPRrl19TIYUb9okRjirNJy1TvZz8cWuBprvvkudBBAt1kDRrKhP9EnB7EyY4DlRWKxZT0o1a+Zu+9LUEyY2xurVDjn44AK59Vb72b+82+Pk56dQ+gwgpRDQAgAAICEraHV4s1kZe+21eQFv7/oXXgVt+/beFbTRqaw6+eQCj5+bNXM/zptvZsvVVzNLDRBK4BpqBa01UDSrQrUHbbKxToB21VWxnzDQ+6SUXX/fRPfcc9nGCbF7780NeAIvHfrrAkhuSbgLBgAAQCozQ4PmzUO7fVWVo6F6VhV45qN+FRW5Q+BoVo3Nn+/uHdmrV51RmWb15JP2yVEyTGQEJAtr5XoyGjQoRrMW2oxWMJmBeKJV0L7wQpY8/fS2JuNetmxxhNTywnTCCfZ9jAEg3pJw4AcAAADSoYI22FBUrZTV6tqVKzMa+s9mZjrDqpz7+usyueSSPJk1K1vKYjCPkIYD1graQKwhM4DQme1QrMxJA5PNxx+XyZIlGbL//rEPaL2DWLOCNpF60GrLiksucfWtGTasVjp0cAaskPVmvf7zz8tkl10SLH0GgG2ooAUAAEDC0INpcwhqixaBU4LMbYWqDz2UI//8Y7Y3CG9iIb39Dju4HkeD3liEzaEGtN6VXkC6CrfFgd3tkrHFgerVq16OOSZKDbGD8J4YMREraK0nzpYt891Hr18frILW9XXAgDrCWQAJjYAWAAAACaOkxH2w3aqVM+RwYdWq8PrPWu24oyuNqKiQqDjyyBqPwNm7xYE/mzc7pLQ0OssApLtkb3HQFHr3du37+vSpS9gK2rIy92fCscf69q/57LOskE58sT0ASHQEtAAAAEgI8+ZlSu/eRcb3RUVOyXeNavUrL8+dIhQXuytow2VW2kVr8hjr7PEaDoQza/iRR0bwBADIbbdVpkQFbVO68cZKOfPMarnxxqoErqANvF/OyXHvX+3a1JgtDtgeACQ6AloAAAAkhLFj3eFk69ZO24qn00+vlsJCp1x8cZW0bOm+fMOGjIgraLVvrd2M5o3toWtWxVZWhh78LlrknmAMSFfhtjhQ22/vmSoSyAXXqpUG21UN/W7N9Z1IFbRPPBG4mbDuYwNNwGhW0ObmxmDhACCKmCQMAAAACWeHHeobesya/v67xJj4Z+rUKuPr8OG1cthhhcZ1U6fmRlxBaz7OBx9kGcFEOKGQnY0bPe9g3jz+5AZizXt/oVX4CE8iVtA+/bT/UmjdXzud7v2tXYsYdwUt2wOAxEYFLQAAAOJKw4ADD/RMVnv0qPdocTBiRE3DrOzm13796uXooy3lqhFW0FpbErz9duPC1MpKka+/Dv0+DjmkaSYDApJJJBWc3r9T6Dp3gzA09uRUtP3zT+Dr//e/zKDbjTlJGBW0ABIdAS0AIOa0ouGtt7Jse4MBwIQJuT5D+7WNgQ5R/uSTMpk+vVLuv9+zv6Rpxx2dttVSkVbeffJJ41oMrF7t8Jl8zJ97762Q55+vkJ9/ZmYwoLGBoXXSQBVO72dITCYJ09EEf/3VuN/3Zt3H//FHRsBtwNrigJYXABIdAS0AIOYuuihPzjorXyZMyGNtA/Dx3//6DmE1D6Z79qyX00+vkbw8/60QrJYvz2hUQFtSEr0Ssp139h/Qrl9fIiedVGsEIm3aECQBjVVf7/ne7dCB91XkLQ4cURkZ0b9/oey8s33rgVBs2uS7HNZ9vHdbiwceyJXNmz0v27LF9ZUWBwASHQEtACDmZs92jUd+7bXAEz0AgCnUaqfttvMMYSKp/MrKcv9SaakjahV/AwZ4lnM1b26/cBoyWFszJNIEPUCyTBLm3Te1XTveSOHKyHBGbR+0apVDKiocxuSLv/8eWezgrn51L1BurvV739+57LI8n9BW/f030QeAxMZeCgAAAHHjLwgItdqpRQvP20USsFqrsCKt9LJ7Pjvt5JkYvftumfTuXSdTpvi2a/j6a3cPmESaoAdI1n1Js2YEtPGcJOyff9z74kMPLYyo/UzNthbj3bvX+4S21uutPv7Yvgd4Y9vXAECsMaUsAAAA4sZfEBBqBa13VeqgQTZNCIOwVulZQ4VI1NT4//3OnZ3y0Uflttfl5Tk9+ih6D90FEPq+5IADamWffcLfF6Q7c18YjQpa73YxX32VKQceGN5rYvaU1Ykct9uuXtauzTAqcgN9fuhz0OV/9tlsj88DJgkDkOgIaAEATT50DgCiFdAWFXnuVx580H4ysUCsYcSGDY0NaP1flx2gy4s1kKWCFumusS0OXnmlIvoLlQaiWUHrPRpBJ36MdH+q+07zM6G6WsNfkXHj8qS4OMP2OcyalSVXXOHZ6iDYpI0AkJQtDtatWxf9JQEApLxA4QSA9GSdddvaW9BaURpI8+bu77V1gHdP2nBmLg9WARsK71nEL7ywOqTfswZRBLRA+AYPrrOdOBDh7wtjUUFbWxv+vtX8ncxMp6xc6Vq4Tz7Jkm7dmsncudny3XeZtvvSBQt8L7///vBP3gFAwge0Bx98sJx99tkye/ZsqdZTWAAAhECHqAGAlTWMPPnkAOWnfkSjz+S++9Y1tErQICBaFbS77VYvhx5qGY8bYkhMQIt0F0lAqJOC/fZbiXz5pbufMxKnxcFFF3lWtIZzwst6gn/aNJuZwbyeg/eJMrXrrgT3AFIwoJ02bZrU19fLFVdcIYMHD5abbrpJfvrpp+gvHQAgpVBBC8CbNYy0nsSprAyt2sraVzDU3/GWlycyZ46rN2xdXeMqaK1VYn361Mv++9fJc8+Vy1dfBZ59jIAWaLxWreg1migVtN4TNpoVsJGc8AqnJ7cGtNb9qdliix60AFIyoD3mmGPkySeflA8//FDOPPNM+eqrr+T444+Xo446yri8uLg4+ksKAEh6WVn0oAXgyRoEWGf5DueEzrBhNcb+5aijwq/ANZmVs9YJaCJRuW0Ube/e7hKuww+vk65dA+//CGgBpFIPWu0T21jm/lg/D048sSbi+Q7y88PrZwwASRPQmjp06CDnn3++zJkzR1599VVp1aqV3HHHHXLQQQfJxRdfLAsXLozekgIAkp5O5uA9aQSA9GYNAqqr3UfQxx4betj65JOV8ssvpdK9e+Qngczq3cYGExUVjoZAIBxMEga4RaOCE01bQav7zrfeypK//3bYtjhozIgE3T/vv39oZ882bcqQZcs8Y46yMtJZACke0KrvvvtOJk+eLGeddZbMnz9f9ttvP7n66quloqJCxowZI08//XR0lhQAkBJuuSVw7zAA6cXaK7DCMvF6QUF44aYObW4MM6BtbAXtggWuP6/z88NLODwnCSNMALzfF0jsCtqXXsqSs87Kl4MOKvQIaA880HV9//42jWGDMPfHOsKhTZvQ96nvv8+kBwCST0R7rhUrVsisWbPkzTfflL///lu23357GTt2rIwcOVI6duxo3OaUU04xetQ+/PDDcvrpp0d7uQEASer778NoJAYg5VnDSLuJXZqKWcHamIB2wwaH3HdfbkQVtBqMOBxOcTodTBIGIOkmCZszxxUtbNliVtC6Lm/XzvV1/XpHoyYJ69iRsmoAqS2igPaII46Q3NxcGTJkiNx8882yzz772N6ua9eu8ueffzZ2GQEAKSQ7mz+wAbhZK7WuuaZKFi/OkHHjqpt8FblbHLgCUu9JZtTjj2cbIcR//lMhRUW+169Y4Q4gwq2gVfqYGkhEo/8jkMzMgJAK2qa1YoVrx/fpp1kycGB1RO1d1Lx5mQ2ThJkB7d9/Zxghbfv2zogmCQvn9wAgbQJabWkwfPhwadasWcDbXXjhhcY/AAAimfgHQPoEMTqxS7duTvn88/K4LIc5SZjSkNQuoL3mmjzj6xNP5Mgll1QH7CMbyb5Of5+AFkC8TZuWK5ddFl5A+/HH7mhh7Fh3j5p+/TxbwAwdGtpQidWrHXL99XkN+9PmzQloAaS2iHrQzps3T9avX2973eLFi+Xoo49u7HIBAFIUAS0AuyGsdoFoPCpoQ2lz4G+orvU+rN+HylwHZgVtWZlOnBb+/QDJTlt9IDX06eP+Ps+Vt4bkoovcN87Kcgb8+/HTT8siXTwASBhZ4UwG5txW4vDNN9/It99+K5s2bfK53YcffiirVq2K7lICAJKWdx+znJx4LQmARGSGkdbq03iwPn6wXriVlcHvw1qRGyrdP+p9z56dJSefXCNduxZJ585O+e47wgekJ1ocJL/+/d3fP/lkthx0UGgVtNruxnvfesghtfLzzxly4ok1cv/9rn7fl11WJT161Muzz5Z7VO4CQMoGtC+//LIxMZjD4TD+3XTTTT63MQPco446KrpLCQBIWmb/MGsVBJDs2/R//qMHmbXSvTvbc7QC2nhX0Go4mpfnlMpKh7zzTpaccIL/Mlp/E+hYn0Mkz6d9+3rZujVTrrsuT/r0qTeqCFeupJIQQOJr27Zeios9d3x9+9ZJfr77zNXcuVoG6+cMlxfrPtSsnn3++QpjhIOOUDAD2gsvdA0zYIQWgLQJaK+77joZNWqUEcKedtppcv3110v37t09bpORkSHNmzeXXXbZJRbLCgBIQlVVnj9TQYtkd//9OXL77blGmLdyZWm8FydlAtp4V8pphVa3bvXyyy+ZcvHF+XLooaXStq3TNpT1F9BaJ/fKdWUHYamrc9i2WfA3aRmQqvy9xxBbZ59dLY8/HtlQp9pa3514x46Rv5DWfZ7ZMkYvM/+OXL++xOP2hYWev7/jjvWyciU7TgApGNDqhGCDBg0yvn/mmWdkt912k0LvvSAAAF60Gs2KkAHJTqsr7bZtJHcFrWrd2h0mLFuWIW3b1hlB0RVX5Erz5uEFtJG0bNDQ3270gfahDad3I5Aq4n3iJt2MGVNjBLRazR8uu37Z5ommiy+ukgceyJVjjvEaVhVmQBuIVutavftumfTsGXhScwBIyoD2jTfekAMPPFBatWolq1evNv4FMmLEiGgsHwAgyX39tWdK8dpr2fLww5UcdCFplZeTGKRqQFtQ4NuH9scfM+TZZ3NCmsDIGtCOGBF6EGHac886WbQo0yfsIKCNv+Jih/zvf5kyfHitT6UekCrMyv+aGkdUAtrSbYNMdtzR6XHiSXttf/FFprHPa9kylIA2eCVufr67anbAgDpp3TrspwAAyRHQXn311TJz5kwjoNXvA9EetQS0AAB15pn5PitiyZIMY0IHIBkFm0AK4amvdyTEJGGuZXCHACXbRs+ecorvPsy8LtC2MXBg+Pu4SZOq5b//dYXB1dXugMT1PWO+42nUqHwjPP/zzyrjdQJSUXa207Y9VTB6csquxcFtt+kdZTWMDjBHnpx2Wr58+GGWbauCSCto1WuvlcvTT2fLOeeEf4IMAJImoH3//felXbt2Dd8DABApfzOgA8mA3oixqqB1JtRwap2oa+jQMlm3zre0d+3ajIDPRau4ItG+vdMIibUXbXl54Mo0NC2zsvmee3IJaJsQLQ7iVUEb3u/9/rtnODtyZI2cfnqN7L67a19otmgx//4zw9lQX/tQP3e1Uvf669lhAkjxgHb77be3/R4AgHCF+4c/kEiooI2MOfN2ok4S5l2xpQGpv1DAGp5aPf+8a6rxxkxMY04UNnu2e2UR0CYWff2t7TAQfZwIi4/sbHeLg3AmJ9x336KG77/5plS6dHF67NPz8z0raK2WLs2QnXeu9/l8WLHC/eBDhlhmTQSAdA9orR588MGgt7nooosiuWsAQBooK0uAJAaIMJz9++8EaJaaZI46Kl+++SbLOHDfaSenbeCdCD1orYFCcXGGTw9tU0WF/T7Mu1dtY8ydm53QLQ70dfvgg0wZOLBO2raVlLZggefGOXVqrkydGuYYcIRl61bX1+XLE2DHkEZycz0nKjQrasPhvY933a/ra0WF62tOjrOhjct++7maOp9xRrVMmVJl3NY7oO/cObH2fwCQFAFtUVGRtG/fnoAWAGDo1cs16Y32NdMhbiUlDiktJaBFcnr11Yj+dEpry5c7jHBWDRpU5NNv0DwQT4QetN4h8fDh9mWSZsjQVJr68ULxxBPZRhuIXXapkyVLJGXpkOyhQz1nBXvssRyZNKlKitxFg4iyG2/cNiYecamgbUxAa8dscaB//2nFrLXHtumpp3KkRQunXHNNtTHiwtS7d5106EBACyD1RXRKcvHixT7/FixYII8++qg0b95cJk+eHPZ9VldXy1FHHSVff/2139v8+uuvcvzxx0u/fv1k1KhR8vPPP3tc//bbb8uQIUOM68eNGyebNm1quG7jxo0yfvx4GTBggOy3335yxx13SK11zw8AiIlWrVx/VD/0UKUxq651Vl8g2Xj3I2UYbnDffpsZcJ25e9BKQoUTgZSXN+1JpilTopSSRNGrr7pW1tKlCZCsx5C/KuqtWznRGEtUzsaHNZCtqoreNm62OFi1KqOhYtbOa69l+8xVMGZM5H2xOnd2fcDoiSQASHRR+1O4oKBADjjgACMYnT59eli/W1VVJZdffrksXbrU723Ky8vl3HPPlYEDB8prr70m/fv3l/POO8+4XP34449y7bXXGpW7L730kmzdulUmTZrU8PtXXHGFlJaWGtfdd9998s4778jjjz/eiGcMAAiF+Qe+/tFfVOT6A50KWiSru+7yHMK+ZUvcFiVp5HiN+v/554yEDWjPPrs67n20b7vNdxbFTz9NvMrtdOkl7u95Niag1W3+p58y0mYdInnofjgry/xbLbTfCeVEZc+e9bL33rXSsqXTqJL1Z/Nm1/tq+nR3UqyTjUXqlVfKjdYJzz+fgMMQAMBL1P8U7tSpkyxfvjzk2y9btkxGjx4tK1euDHi72bNnS25urkycOFG6detmhLGFhYUyd+5c4/rnnntOhg0bJiNGjJCePXsaIfHHH38sq1atMqpz27RpIzfccIN0797dCHmPOOIImT9/fqOfLwAgMHNyG+1rZg4HpQdt41RViTz+eLbPrMmI/VB978rJaFYYpSrvqtRNmxwJO0lY//71Rp/ceE4U165d4g/l1ef/88+pXTnrHRh5e+yxbBkwoNCnP20onnwyWw49tFAmTGAYvx1GJsSX2U7g119De4+HMomhnqR/660KWbKkVJYuLZXVq0ukZ0/fHam2wVIzZrjP7DWmzcLOOzvl9turjEnLACBtAlqn0ylr1qwxqlK33377kH/vm2++kb333tuobA1k4cKFRnsCx7a/3vXrnnvuKT/88EPD9Rq8mjp27GiExXp5Tk6O3HnnndKlSxfjOq3U/eCDD2TQoEERPlsAQDhhom8FresA7MsvM2Xz5uiuy3Q4sLv77hy55po8Ofhg/8MEEX0bNzqaNKhLFdp/2mr1as/1WFfnSJgKWn8T3DTl626dpCdRzZ7tW9H7zTcZMmRIQUSBZSIzAyO7CeF0uLZ3f9pQ3HKLK3F68cUQe2qkGdogxVffvq4dnPaKDTegLSgIbf+VlSWyfr3veyvU3weAVBTReCmtUDWDUrugNpwWByeddFJIt9uwYYNR/WqlVbFmW4T169cbk5N5X7927VqPy0455RT59ttvZbfddpOTTz454GMmQiVHUzCfZ7o8X/jHtoBYbA/mRBCuClpnQwWtHuCfcUa+7LyzVqyVRW34uU5cM3t2eUghS7J6772shpnkm2rfzf5BhzrbB7Ter8Fffznkvvty5LzzqqV799TbDsPdFryrn1avzvD4XeskYcnyt4gZKnsv74471svKlRnGvi7S57Jli/0v2t2fue6aer3984/vAx55pCuo1MBywwbPieCSWSgjPsJd/9ZK/GTZ5pvys8Ia3B15ZE3KraNEp1WnatEiz321nc8/z5QRI9yTKerfX9bfCbQ9bNqUYfvesN5W2yHw+qcG/o4E20OMAlrtM2sX0BYVFclBBx0kO+20k0RbRUWFUQlrpT9r+wJVWVkZ8HrTddddJ1u2bJFbbrnF6Hv7yCOP2D5e69aFkpmZWhUAwbRp0yzei4AEwbaAaG4P5m54u+0KpUMH1/e1tTny6quu7//4I0Pato3O/ue221xfH3ywSJ5+WlKWdUb3aK27UKXz/iE/3/eyFi2KpG1bz8sOO0xEB/jMmpUjlvlKU06o20KLFp4/b9yYK23bulPb5s1dX7Ozo7cvaAqtWzczQmVVUiJy9dUaLLl+fuIJR8TPxd9EZS1bNjOqzkxag9Cxo+v7sjKtPJMms8MOga9PptcxkN9/F7n55uC3a8zzTZV1Fc3PCus80K1aZUvbtlQaN6U+fVxf6+uDr/sRIzx/PvDAwpC3B629WrbM97Y//+y+7VtvRb4vRWJK578j4YvtIQoB7cUXXyxNTfvPeoet+nNeXl7A6/O9jqa0+lfdeuutctxxx8lff/0lO9j8lblpU1nanK3T56lvjI0bS9JiaDD8Y1tALLaHykr9Yz1Dysu1SlbTjDxZurRWPvvM/RFUXBytaivXH32VlTVSXOw70U6q2LrVtU6ju+4CY/+gwaJuv54p2CefVEiLFrUel/3wg2s71PYdK1eWNGlwlojbgvd627jR8/25ebPreqezToqLXZO/xl8znxnItWJ9993rGnqvrltX0jAB2iWX5Mrzz7sLBcrKKqS42HO7CFW3bvreLmwYavzjj67HW7OmxOMkwU03acjtesxhw2rl1VebbhKc9et1/+1emL//9ry+qfZLsXbhhflBD5f69Ilku22Wcusqmp8VS5a4t69jjy2X4mJ6yTSl6mrX+i8pqZXi4oqw9pXe23Og7eGppzLk8svz5NtvPXvdvvee9sZyncRr375Uios5QE0F/B2JdN8e2oZwsimigFZbBIRjr732ksbq0KGDFBcXe1ymP5ttDfxd365dOyktLZVPPvlEhg4dKhnbGpyZ7RI2b95sG9CqdNlQrM833Z4z7LEtIJrbgzmJkvahLCx03ZE1nDUfI5p0BuJU3p+tX+8e4dHUzzOd9w9muw6rM8/Ml/Xr/Qcsy5dnyO67b5sFK8WEui3U1nquNz2fbv292m05pv6Jlqjb1sSJVbLnnvXStWu99Onjmu2wpsZd7frTT54Bg1bWRvpc+vSpt62m1fW2rS7BsHWr+/tPPslq0nWnYbWV95/Sifo6NqYX6sUXV8mHH2bZTo7WmOebKusqmp8V69a5ti89IbL//nUpu44SlXniSecQCHfd+7u93fbQo0e9vPNOuaxY4ZC1azPkkkvy5PffMzxGCWl7LF7/1JLOf0fCF9tDFALasWPHNrQ40J6zJu+2B3qdXrZo0SJprH79+sljjz3WcJ/6dcGCBXL++ec3XD9//nwZOXKk8bNOWKb/9HJtj3DZZZcZE4f179/fuP6XX36RzMxM2XnnnRu9bAAAF/1IePfdTCNg6NTJ6TFJmAYLRa5cIyasf+w1ZsZfwB8N5Pxte/5G3ViHpKcr7wm1vHv51m/LIxNlkjB14ok1HhM4nX56jRQWerYXMZdbe1/7BrTROfo0H8N9gsBp26v2tNNCmEa9EVatcsgrr2TLGWdUS8uWOkrB/207dUqdExJmCwuln2kffFAue+1VKCtWZPicYED0lJa6tu0996RyNp4BrdfgVB/RCtm6dHFKly51ctBBtfL77zkeE3LatRYCgFQV0WHDU089JZdeeqkcfvjhMnz4cKN69Z9//pH333/fuG7ChAnSq1evRi+cTgzWrFkzo42BVr/eddddMnXqVDnxxBPlxRdfNILXYcOGGbcdM2aMERzvscce0qdPH+N22g+3c+fOxvW6rDfffLPRe7a8vFyuvfZaY8Iw7ZsLAIiON9/MknPOyZeMDKesXVtqBDNm9Zz+wW9OEhYL//wTvIdjKtBel6ZYrk/48newqsGtVxv8BokUOiZKQGuetPE+yE+kdXXrrZXGDObt2tXLww9XGuGsd+Cuz+unnzLk9ttzYxbMb9jgMEYfaKjtfYLAGnT72/4aY/Vqh1x2WZ6ce2618VUr3H7+OUOeeKJSKiv99wEzT86lwvtdK5NN5ggQa2jrPeFXKB56KIU/oKJk+nTXe6qkJE36zSUYrVq1BuX+vPeebzV5Y5jvMTOgzclxJtTnAgDEWkS7vH//+99GpaoGntq+YMcdd5S+ffsaVapa0Tp79mwZNGhQw79IDR482LgvpUHqjBkzGqpkFy5cKI8++qgUbGvsppWxU6ZMkYceesgIa1u0aCHTpk1ruC/tOdujRw8544wzjEnONLy94oorIl42AICvjz5y/bFeX+/wCWL0D/5YBorWYf+vvpole+xRKLNnp175ojUM2GGH1KlUSwbelZ+m77/PDLvqNp14Vxh6r5NErKDV8/dz5pTLM8+4w1nvcG7q1Fw59FD7CXF23DE678099qhrOOGk7TTMod+qc+f6mFZxXnVVnjGkf8yYAiOcVW+95VqYW2/1P0whWNVdsli2zHOD7N+/3rY6OlA1sZ2bbsrzWyUNT6+/TpgdD+bEjTqJayDXXOO5LTeWua99+23X625t6QIA6SCiI9cff/yxobWAN20p8Mgjj0S0ML/99lvAnzUEfv311/3+vga3ZosDb1qJaw1sAQDR5z3czXqgrm0HrEFHtGmlmam42HVQcfrpgfuDJiNr6M3Q2qZlbs9HHlkj77zjDg6OPrrA73aWKmFVY3hvp9qXesGCDOPrPvvUJWRA6491GZ9+2n/ZavfujTsZdfnlrn6n999fKXvuWSTl5SLz52caE4P9+9+VPtVtsdgXrF9vf0JC+0UG4l0hnazy8py2VYUnnlgrN9/sTuqt1cT63AO12LEbEq6V2Mmw7TcVa29lxEf37vUNJ4R1/+xv+9xttzqPdh9vv62TwUZuyJBao2WMeTLUe/QFAKS6iP4c2G677eTjjz+2vW7OnDnSpUuXxi4XACAFlJW5/sh2OJzGkN9mzWJXQasBRjqwBn7eky8htszKT7vh5Fu2iO0B5RFHxPCsRJLYtMnRMHmf+V4dOrRQjjmmwAhj6upc16dKSBWN6tmrr66WefPKjUref/5xv8/NijYNTV56KTtodXdjeA/lNx11lGv0WrCJIZOdd19psxfmuHHVHqNBzL7E11+fKz16FMnvvzvC+pwihPKsRu7ePfgs14gtbS0QyiiQtm09/6YbNKhx+76+fetlyZJSn78hASBdRPSn8GmnnSbPPPOM0dLgrbfeks8//1xmzZolF1xwgbz22msyfvz46C8pACDhOZ2ef0wvWJDZcLke7LZr54zZRBOxCCgSkWuiIBcqaJt63fvvcWz2qrT2CE5EOkS+zKvISQ/A//orNu+fL7/MlBtuyPMI/KwVV1oFmkwVtIEMHFgnzz5bLp991rgqskCaN3ftLF94ITvmldr+Jjpbt879Qo0Y4ZveJPp7IFTewan2Aja301Gjajz2yfq+euSRHKPi0Oyfaseup2e67se//TZD5s3zPAtwxhmeM0Ldd59lVj40GWsP7UABrbXl0quvRucseSxHWgFASrY4OOmkk6Surs5oZaAVs6aOHTvKnXfeKYcddlg0lxEAkKQ2b3b98b7TTq4ERod+tmzp9KgIMw+EI51UZ80ah3z1VWbUZhNOrgraeC5J+jFPAmh10TPPlMuppxaEPalKPK1d65C+fYukVSun/Pabu0pp9Oh8+fzzLHnzzXL517+iO6b0008zfSorrQf1zzyT3TAkPNl7cXbsWC9HHBH9MbktWjhlyxbXOtOWEEon7bKKxb4glH3y+PHVcsYZNUY1tGnjxgyjqjTZZ1/3HqFgfT4axv/nP+6fTzjBfWWg7dj75Eiw26eyI490JXHfflsqXbq49p/vv++50R1yCGPc48H63g+0bzG35+nTK2X//aP/WuXnp8kfdgCwTcSzp4wdO1ZOOeUU+f3332XLli3SqlUr2XnnnaWyslIWL14sPXv2jPSuAQBJyjskNXsY7r9/bcADVD0AiDSgPfzwAqOia++9Uz+t1IDtkkvcwQwBbfwqaIcOrZMpUyrl+uvzPNoemLNPm9q1S5z0RatZrSdOTBrOmmFptANac1Zuf+6+211tqD1Wk5ld64to81fNFosTA6FUNBcUOKVPn3p56SXtyVsjc+ZkNwxNTsZw5aefMowWFS1aeO5fX3ml3COgPf74Wqmvr5BLLnFd+OuvmUH3y3oi8sorXfuLNm3qjSA70O1TmbU6WauPzYDWm57QRdOzjhJxnZi0fx3Mk226H4imJUtK5N13s2T48DR8cwBIayEPJhs8eLAsWrTI47Knn37aCGb33HNPI5w1J/Y69thjo7+kAICEZ60EWro0Q2bOdP2Vb21tYNdvrzEHqOZw26+/jvicY9IYNy5PFi2yBgGJW62ZKlatcshtt+XIE09ky3//m+0RxHXs6N6u33orS26+OUdOO82zbLCiInFeo2CVerGo5DP7y6aSbt3sV5T2Jo1XQOsdukfD9tsHD13MWdZHj9aAv7Khd2UyThT2xReZcuihhTJ4cKHHZ1WnTvVywAF1PuH1mDH2H1z+Ps/efDNLPv3U9TnVsmVqv0eCMfv2mq1PXn45S5Yt810PgSZcQ+xoSyqzxUmgv8/cAW10H1/fH6NH1zbsXwAgXYR8NFtcXCw1lr8KtcXB9OnTZdCgQdK6detYLR8AIElnX9YDMHPYt7XyqL7e9yCMSVJC8913nhWGgXrDITouvTSvIVTx7kU5dKj7yPXZZ3P8VjZu3izSqlXiVbt7T4IUC6n43tZqyv79izwu++mnUunQITbVfmedVd1QaWztQW3l3TYmGrbfPnhin5fntH29dbKnZDN7dpbHST8zmAp3dIf3MH1rpahJJxnTAEzD2VR8j/jz228Z8tBDOXLyye4Pr+ee05NfvvvPffahejLeVbS6bQYOaCUmFbQAkK4aNR2DM10a/gEAQrLLLvUe1UjmDLwHHBD4QItK0NB4V2Om04F9vHiHs9YKWq3uCiVECDRpUFP680/3n312B912M8w3lvUkgvZSDeTWW5Mj1dPKUh2ibsrIcMYsnFWXXlotvXrVNbTQsKtOjcXJmlAqqr0r3Mxq0DvvTIxtPhzehzXm55I5uV2ovGe2txs27gpo02s/rs9z//0L5cUXs+WMM9wbzjvv2My6KCKTJsW+Ih3+mdun+XdcoApaJvYCgOhI8vlyAQCJxFodq705zT/s/Q1/cziCD6FrDPP+U1U69i5sam3b1gcMWkLpO7p6dWIMYb79dndoZhfyzZ2bHfXJ9qzb6Msv+0+Ax4+vkrPPTp6S8Nat3Ssq0v7ZodIQ9PTTXevm/fcz5bzz3OGWTuwWq5YC5ms3dmy13HBDpe0s7f6GIL/6arYsX+7wuz3NnJklTz9tH8zFi3VZV6xwyF13ud7cWVn+3xS//Vbic5ldZfrEibkyaZJ7ZRUVuQOwWFQ/J6Lff3cfdhYXu7/39/zt9r1oOu4T7K6WH3aooAWA6CKgBQBEjXcVlzkhmN1EQTq80+wvV1oanccLFKSlIq3wYjBLbNlVz1m3K/8BVbnXJCvxN2CAu1TvhhtybaskO3RoJh06FAX81759kdGDU7/6v00z49+997oe5/zzq2WPPepl2DD3m7ZrV/eDW/v5JoPttnMvr7+2A9HUpUt9Q7A1e7Z7A2zTxtmwjX3wQabsv3+BMdFVOH75JcPoAeq9LzGrYZs10/66NdK7d33QicS22859m332KbINYbXlx0UX5cvEiXny+++J8d5Q1ud/+eV58tFHWUEDeLvWJd7tHfR+n37a80zODz9kNIyIOPjgQo/2B6lqv/0Kwwpfu3VLrn1COnJX0PJaAUA0ENACAKJCJwV79FHPg1AzuGjWzBlwsh1rZU2kE43Y6dQptQ4a9t3Xt2Q2XYbHxotdyG89MWBOimSll+2/v/uF6dkzMV6k3r3rfHrm2r2HnE5HCP8C386b2bd38uQqj96qdmFtMgjWriHa/A0hNre/6moxJqj77TfXRFfh0IBw3Lh8ozrXbt9iVpBqGKyv2WmnVcvxx9fIlVf6lu0++qhnOjlpkm+rg5IS9/axdm1GQga01tYm4Z7oq6z03P7t+vGafW5Ns2al/iSXVtYKWjsvvFDeJD2yETmtkDffy9GeJAwA0lWj/xpw8OkJAGlPwwFrdYzn54TTqMCy07y5s1Ez3dv93qhRNcbwWmt1Waow15d3WBjrIdbpSgMbneTL29ix7oT2ww99V775egwfXiNvvpltDGeONx2KajeRmfU9pBNdhfJnnd6mTZsi2bix1G8F99ix+fL995k+68QaNGrw9cADFbJkSYYcdFBihNih8rdPixV/k/CYLTZ0H9zYXt4//JApQ4ZYQ/xsnyryadMC91LYY4+6oBXo1hMcGzY4Er5lTLg9aLWqcNMmbYMRvIenKdVHQoR7IvHQQ5Nrf5Buli1zyL77uj/YmCQMAKIjrEO6cePGSY5Xs7Xzzz9fsi2nlqv1L0QAQFp55RX/HyctWvgOgzXl5zduciK7yiTrgUKg3oHJ3uPXRB/a2HnrrSyf/oj9+tVJ+/bu7couwDXDlpYtXd88/ni2MdGTv/dBU1i40D5lMito8/JCn+hKA9q2bV1tSvwFS66h7pk+AY1OjmQaMaJGWraUpORvVECs+BtCbP5ZruGsbm+N6Wdq3ZfoPtkcvhxOLYZ3yw9tvaAtbKwnKV56yX3c8OuvGXLMMRIzX32VaVQ79+oVvELbbLnjzXqiwc5hh9XK//6XJdtvXy9//+16k59zTr68+mqFR6sfqxtvrJQbb8zzen8mTw/mcIXTI1nXDRKb9wn5pj5hBQCS7gHtscceG9slAQCk5HBFf0OBNdjJz29cBa33UFJr6Gs+Rqp46aUsefdd18f2tddWydSprjShqsrR5GFRujj7bMvGtM3MmcHPJkyY4DpZ/fHHWQ3vj379CuWjj8rjVtVtFxIpM4SLdgWU97BwM5zWA/mHH64wgsVkDWe9W1t06lQflxYHxx5b47Ecja2R0H2J6a+/Mmx7F0fissvy5LHH3KGb2ZdYrVoVm7MWuu8fNqxAFixwhavr1/tO5hXKCb9Q3H9/pfz3v9nGCYeBA4t8WiSsX++wfT215civv7qW75VXsmXatErjhGYqMvczgfTtWycPP1wpu+ySXO1O0smqVQ6jZ7V3GxsG1AJAEwe006ZNi9JDAgBSTaDJuswqQjtmmBqsl+znn2caB9yDB3sGBXa/p5WAdoFDMtu6VeTii/M9AqHcXKfx/AYPLjAOag8+mCGhTcF7UqAnn6yQM890vTa77FInM2ZUym67uQIGa8Ws9px8440sOeusGtsZ7XfaqV4GDYpdMGFX6Wt9D1lPbETDNddUGe0dTNZ1MWqUn7HkScQ6oOzOOyubvIL2gw/KjEm7rPvecKoU7VgDXuvJrR49GrddzpqV7RHQWm3eHN199IwZ2fL889myaJFn1WtJSfAqv+XL7cPi8eMDr1g96TJ+fLXtCUG97Pzz7d9cxxxT2xDQqk2bHE3e27ipnHhiftDWGO++G+FQGsSEjhbxHnkxYEAC9OsBgBSWOJ35AQAp2V8uUHWnWf0VaJZ7rfw79tgCGTmywKcVgl0FrVWw4DdZFBd7Pk/t52kGaps2ZchFF3mNK0aj1YeYSR11VK3HpHi7717fUE1kToxlsusV/O23+vrly1FHhTexU7hWrswIuG35G94dqa5dnWG9V5M5oPXq/hUT3gH6rrvWG6G3tVK5rs7h0TogXI89liMbN7ru49tv3cHMjjuGFxpefHHoSXGk7W38mTw5zyecVVrZGmxEhd2EZYceWiuXXBJaabJdFeFffzlsq4QPOaRWxo2rNk60pcOEjz/+GLhNxLx5hLOJZsqURp7xAQCEjYAWABASPXDX6iTvsFAFOvANVJlnTr5i10f17LPzZNSofI9JZLwrxLwDWK0s7d7dnaxF2joh0XhXP+p6M9tDqA0b+DiP7vrWHqrucrvu3V3JybnnBg5qrMPNXbf3rJa98so8mTfPM6iYMCHP9v20eHFGVPsL33JLru2Ecyed5Jp++/ffY7sNaZ/OVGINRpsioPWeqMp8fFdI63ottSewaevWyPZ9vXq5KuQuvzzPZ0RCqCZPrpalS4O3FFBbtkRvHx0o4NRKXX9tPtzL4vnzjz+WygsvVDSqv6Zd/9oxY2qkc2ensd0sWlTq0Qbg5JPz5ZBDClKqPU8wL75YzhD5BOTqI+6//3Wq9voHgHjiiA4AEJILLsgzqpN69y6SH37w/PgIFFB4H+D37Ok6ij788NqGkMG7RYIGrzo8Wvv4WYfYeVfaegewd91VKccfXysHHFCbUhW03utHQ5loD0mH27hxnqHpe++Vy7vvlsmNN9pXFF1/faXRw/WhhzyHcY8d69vOYOzYAvnwQ/c2vXixb4DzxBPZcsABhXLVVVEua7WwVu7Fym23udbHdddVyb77plZ5oDWMt0581lSs1ZrmftRaQduYylRr9Xiklc/aS/X0010nNPbay/3ae5900CH+//wjUREsgLU7uWjSQNR7grXttgv/de3Vy3M7t55gVCedVC1Tp7r3Ezp52s47u1a4TjCmk439/HOmvPBCWPM4J5UTTnDvF6+8skoOOSS19g2pwjwpFGw0ycyZKfKHFgAkAAJaAEBIPvrIfcCok69YBQpCvScLevnlCmOW5vvuq2wY8u1d+fToozm2B9Xek+Bob1bvg2w9qJg+vTKlKmi9D5DWrnV4VNCm+vDYpq6enTMn22PimoIC7ZFYb9uiQF10UY0sX15q3MY7RPNuc6DuvDM3YBB/222u6599NnalmWVlDo8qvf33j36F65ln1sjff5cY/TlTbRIZa1W7GbDFi3d1rSopiXyFRysw3WefOp+TdHY9Z7VHbTR4Vw3rJFyjRrnDwEGDivx+Vmm4awbc++xTKzffHFlf4eeecz/AkiUZHttJly71cu+9VUYoa2WuH+1Ba7r99tidnIk3/ewPt5UM4rdfMf+28K7qbtXKafRg954bAAAQOQJaAEDYvCu1Hn7YM0g677xqvwdgHTo45cILa4zJlszAq7bW88B67lx3ErZmjf+AVit6rcw+mu6KMkkJ9fW+lcPeFbRPPx2dkCPdebeTWL3aEXFI5q+/sr8AzGwzEMvq1nPOqTaGwutw6nXrHNK2bX1M+w16n6BJFTvu6FpvnTvXS2Fs2wf70FYuwcLYc87JN0422NG+qFqdvXy5/bb97rtZUX3trfttawhpitb27t0CR0d2PPCAZ9CqvcztmNWzekLljTcq5LzzAsx8GYC1l/PgwYUya1ZW0H2EOYHeZZflhTTxZrKzThhora5GYge03tvktGmVHj3YAQCNR0ALAAiJd39N00035UpVlcNnRuaGD5qM4L3LvIe9WiuudNinv7DLu3+hWbHlr3VCsvKuXNFQ/M8/HbY9Rr/5JsPo3fvLL3zER+LNNz3DqeLi6K/H3r3ty8b237+wYVb4aDOHXh9xRK20bu26//XrHQ3PLx7D9JPZyJG1cuedlTJjRtMP7/Xep+63n31IMnx4QUNAOmJEvtxwg2sfccYZ+fLUUzkyalSB3HKLb5X20qXR2ebN6nHrftusoNWWICYd1h/tE4fmZ5Z31fv8+ZkBA9oWLZyNqvb2Dpu1XYHJ2iPYyi64PfLI1Am+7E6UfvVVqVF9efDBBLSJytzPmO8r7xYiWiEOAIgu9qwAgJDkec1lpOHnH384PCqEhg+vMYaGHntsbYgBrdgGtNaDNmt1mHcF7ciRNbb356788BzGnay8q5D/7/9qfYJDM4w+6qhCo3evVooF6rmYLrSK8JFHsmXVquDrQisLr7vOc0Nv1y76Y3CDVXa3bOneaKM1UZi5fejJC7NKeMgQd+ln+/Yp8EZpQrqPOfXUGhk4sD7u+wMNup5/vlzWrSuxDQc/+CBTvvgiyxjpsGhRRkNf79WrM+T++32H0ttVuUarglYnm1Q77OB+Em+9lR2T95Vdb/RBg+zfUObJPut7r7EVtN601UeoAa05iV8qsFY2a89Z1bWr06i+TLXWJ6nEul3qPsd7dMmAAYTrABBtBLQAgJB4T/Z11ll5svfeRbJpk/ujRCcC0qGh1lA2koDWeqBtrdrwroi1HtxZJ16x9v2MVsAVT9ZARl+HPn3qGyZbM1VXex48aaWaTuiW7q69Nk+uvz5PTjgh+Kxqq1b5bqxz5zZitiU/w+KtEy916FDv81prcGaqjKwVpg9z+9D3hndvZq36Y9K55OHbC1LD9jq/YZe1hcyBBwbvx2DXJzYSZkC6fHmGT/i7007RDyBDCWj9tRlwV9A2bhn8TZipweTo0fYfRnafkZFOzpboAe1ll9mH1Eg81opvfW9p73sr3ecAAKKLgBYAEFEF7dy5vlVP1mGrwQ6IAwW01h6IOpmRvxDSPCC/5ZZKOeccd3prHdaaCm0OrAHt5Ze7DnAvvtj3QPedd1J35u9IvfKKa50sWxZgQ9w2XPOttzzX3yOPVEjnzo0Lkr75xtUIdMiQWrnmmiqfwMI7iPGe9V17xUaD+T7QAOm66zybdVI9m1y6dvVftWutvNT9sYa5/nrRhjLZ1nvveY1rjqCCVk8IzJnjem/df78rwWzWLHoBrfn54V1ZbLbl0Um/TP5ORGzZIg0tDhrD3wnJ3Xar9xug27U+iNaJmURgfm7r8/Q30SISj/VvN20Ncsop7v7N+hlC9TMARB8BLQAgoglY7NhNluOv75610tXaZ1Z7qFr7BAaqoDUPzL0P+qw/p8JEYdbgQXuI+huKq70lEXySLjs6oc/jj7vL37RCWfuMNpZWCq5aVSL//W9Fw0kObUExfHi+vPBClk8Qo/2Fre81f7POh8t87+h749hja9JiIq9U8847ZXL00TVy//3+07tXXy2XvfeubQj3L7ooT8aPD2+/YG1JoNX60ehbrsGs3u+KFa59fffu0WkNcd11udKjR5HRwsR7X29+Hun6MteJv+DzjTeyo9LiINwe7v5OYkbrxEwiMNd5oPYPSDwFlvn0rrkm16Oy3l+7DgBA4xDQAgCC0sBo3brgHxl2B7c77OD/wHTnnc2A1v2H/1dfeaat1uHeoQa01sAplSpotSKuVy/XD1QiRc/vv/uGIRMnRu8AVIMJrTYyq/TM7fySS/J9Jtj7+OMsj/ead1VgY4NqDYq8qxetLUGQuPbaq16eeKIyYFV3v371MmtWRcNr+vLL2RFvKxkZjZswq0sX98bbrVu9R2/bs84K7f21eXPgk4OPPppj9Cm/++4cm4DWtQ66dHEarXcCtbz5/feMmO5X/bU+8CfUClq9XbT2EbFi7uMIaJOL9cSB+XcHACC2CGgBAEGFOmmM9qA13XhjpRxySK2cd57/A3FzopilSzPlyy8zbScC82xxYN9b0Ttg0gMLh8N3BvFkddNNuT5VZx06hBaqpcIkaU3Rp9abTmATbYFeCzM0nTgxLyavn7WCtsirNTFhf2rRYfYdO0a+4Zj72cZuF61bi5x2muvOZs7Mlr593Rtey5a+t9eAVduMrFnj2mdv2iTSo0cz6dy5mXz9deAWJVrdZ842bzeiw/yMsPbjtTJDzhNOqGnygNa7J7R6553soK0pdP307FkkRx5ZIE88kW17oikRmAG79rpGcjFPsgwalAJDkQAgCRDQAgCCf1iE8Gnx4IMVHhUXF15YIy++WGHb9sBkreQ75pgCYzhuoIpX77C1uNjsbed7WzNcSPYWBytXOmTRIt8n2Lt3vdx/f4XcfHPgUqtUqCBuDDOoD8TaRiOWRozwH/r6m7U9ehW07qBI3xv5+e7Ho8VB6ikqcjZ6WwnUPzxUw4bV+gzvHzjQtVPu3r3OY6K8F17IlrPOypd+/VxB7jffuBfg6KML5Isv/C/Q7NnZPiGu9T1lbuP+9odmxWqbNk3f4kDbmtg5//zArSnefDPbaIWgLYEmTcqTf/2rKGondCZPzpWDDy4wQt/GTrRpBrThVhEj/nbfva7hc8icY+Dqq0PodwUAiAgBLQAgqFBCzkgOvrwr+bTK6p57/Deq866g/eGHTI+g1irYAXmysE4i5X3wfeKJWqEc+Al6r7NIDq5HjcqXW2/NSdmTC97DuKM5gZF3T78dd/RNXLOynH5DkPr6xlfF6XZjntww3xfWAI8K2tTTmDDMPalT45fjkEPqZMmSUlmypMT49/nnZTJzZrnHhIc9erjeE+ZEYkqDQe8J9D76yHOBvN8zt9zi+dnRqVN90AkpTRs3msPwG//ev/LKKsnL87wff5OTeY8S8TdZZqjBbjR6Vuv+YsaMHPnll0wj9D3nHN8RBpG0OPBeJ0iez0/dJsyWIYcfHv3RJQAAFwJaAEBQoYSckVThhXvA5m857Ia/BjsgTxbWUNZfNeWsWeUhBbyR+OqrTGNSKw3OQ5koLtGE0kPTDKRMDz0UpZm5bMybV+5TgaSTh/nr8RyNClrr+8Yc6m09OfLdd1FI4pBQIglX+/ati3oFrXliQlsa6L9ddqlv2PbM+zf3cVu3un/n1Vez5dxz821DVJMO6w+kWbPQTtgtWJAhTmf0+qReeWW1/PFHaUgV8oEC2mCs/dlN2o+3sbxPeGq7hei0OGjU3SDOAa35t4R19AUAILoIaAEAUamgNasrwhHuAZsZpH37bYb89Zf7IPKYY2ptqxID9RxMRv7Cun328f8C/fNP9B7/xx8l6YTy+usQYZNW+Q0dGru+GDqE+rLLqkM+URGNIcueAW1sq4SRGKzbtClYsHLyyTVePWidTRL+mJ8v1irTO+7w/XDYsMHzvfz554ETZGs1rPlc7HqSP/WUu9w4WsPwvcPtQO+3SFus2PWGLymRRvvjj+h+ZjJJWPIyT3Dq3x5m0K4nFAEAsUFACwAIyjyobd3afzlfJLP8hlt1q0HT229nyZFHFsqee7pLAI84wi6gdf9OMpo7N1MWLw79Y/r558sbNcGbP6Wl7t//7DNJar/+mhEwyNGhm3aTF8XioNcaHmkwNXJkTRNV0Lq+EtCmnz33rJNFi0qNNgNnneXb+8TcJs39fSjtQRrDvH9zG+/TJ/CJkfXrMzyqXufODfwBYg1b7XqSb96sJ/fyPVoJNKZ3b6jVvN6sofF//lPRqBOnW7c2PlxdsSK6LzyThCUv8z2qI5HME+QEtAAQOwS0AICgzDYBWhXkr/9Y27bOmAw/9z7Qu+ce3xInu/5+ZhCVjC0OtN/rqacWyAEHFIbU4kANGVIXNGCNhHUm8aaaTCtW7IKHFSscDRVeDzwQu9YGgarHtYL2zjsrbSc3i0ZAa23hYL4vWrd2b1iPPdZ0zxvxM21alVHBrW0GvIfcT5pU1RAiuitomzag1QmvAtm82X390KEBZp/cxrrvNJ+LORmY2bP2yy+zGu53t93qjHYM0aITZ+6/f6388ktpwM+6jAzXgvbqVSc9e4Zevf/6674B9SuvNK4dgV3Ia04OFSkmCUte5nZbUeHeJuglDACxQ0ALAP/P3n3AN1H/fxz/dNOWgkAZ4kABZSoyBBQEREVwIghucYI/Ef2riCIqOEDFjThAxa0oiiJD3HuAsgQRAXGgssqwe+f/+Fy45JJc2pQmTdK8no9HH1mX3OVyuTTvfO7zRaXMkFPDnRdesA9zgtWv0M6BB5a7Ko3sqobsKr2iuQfto4+60zsNaU37Etade25atUI+a8D7338S1ewGAFq/3r3x1ET1rF0IohVJ2pfT2iakWTNH0FocmKGUHuJufuFu3Nj9wD17hq6lAyLH/vuX+z16QdtumPvRYPegrbzFQVxAvVjN7TjQoyKsAyTut59ze8/Kinftx7x7uLZuHYRfQyyGDy+Vt98u8Hiv2XnttQLjM27s2GLZf//qveGffbb6PRq8168G54G0OfL/eHFBbR+BmmN+XlgHpKOCFgBCh4AWAFApM+TU0DPYVVWnn175t+2jjipzfeEOtMLJHdDWph60FT+XyZOdCcZjj3mG6Lfdtu+js1hDE+sgPtHAO9y0CwjM6rm+fUurXNEdLOYXXmvbAe/qwn01b16ifPddgk8PUjOwcs6ffrS1jfmjllW9ehW/FxISPFschDqgNednvk8rq9A3KzH/+MPz60v//qWufZ+VNYQ+6CCHNGjgnNGXXyZ6DJhn2rQpPF+L+vcvk+XL8+T000uNfcGYMe5BBKv6A83ZZ1e/p4/3oIneAd2+Br7e6xuRz/wcMito9TUM9X4BAGIZAS0AoFLmF3a7cLZly3LbL8eBOu64yktzzFG/9YveaacF9gXU/DIYjT1o/R3mWtmX9SuvLJHNm3PkvPNKg1ZVZW1xEG0VtN5VX8nJvivwv//ifALLmmYGpNbKJOvo2ftqw4Z4ufLKVBkzJtWnFYj1h470yo8WR5R5/XXPH2nefjvf4weIww8vq/RIhJpqcaDv0zVr4mXlSvvk5913nemgOYq89w9O2h7EOlBk9+6lctZZJdKnT5ltRe3vv8fbhtR2oXY4jB7tLv2t6Acau8Czqn3d7Zifmda+2JVVNwfyeMFYNtQs8z1qBvRUzwJAaBHQAgACDrrsvhB+/32eEQzuq0AGKzKnWb06wad64+qrfQe7sYYLOTnRV0G7bZv9x3Mg1ZRmb9O77/YMzXv0SJeNG+NiqsWBd0Br1wrDrKANZ0BrBqfWClfr6Nn7yrvi2fr41vdyqIM41Lw2bdwbzrBhJT4/hA0YUOY6MmHw4BLb94dZ4Roq5vz0Pdi/f7ps3uz7Bv3hh1xp1cr5XAoKnD9YfPaZ5warbQGsg3tdfXWJzJhR6PNZcf75JR4DJ3oHhhMnuitXw8n6fvTXWkCvtw4uFoxKV+9AVSuO69d3+PxQV1VmME5AG33M/shmf2iOtgCA0CKgBQBUyrsnYefOwetZecYZpdKmTVlAX+T//TfOp6fsddfZf6k2v1jqIFDRRA/jtQ6GY+V9aG9FLrzQMzTXqrGnnkqO6YDW7HVptWeP8zrz8OdwML/0nnWWc+M+9NDyoAS03oHb1q3uK8L5fFEz9FB5DS4vuKDEdtv44IN8+eqrPHnyyUI/AW1ol8+c3/bt/vfRLVo4XO8PhyPOo6+sdTn1R44uXcqMwc+6drX/PGnSxPk45v7V2htW79OyZWS8J6yvg78e6tbBzqzmzat+mao1UDX7YlengtZsM2R3BAMim/k5tGyZc2ewYwfRAQCEEntZAEAVKmglaCPLm/Qxv/qq4rIfcxAj/bLqHbKZFaN2rRe8A8ZokJUVnOXVw9a1cs7KruKqMtbKqWjrQeu9ndptt+GqoH366QKfbVgPbX7yyQKZNy/f0oPWuXx6CPjo0XXkr78Cfw29wx3rIe4aBp98cqlMmrTv7UkQ2W6/vVg2bsyVY4+1Dyx1e9BKW7NiM1wBrff78qabijx+fLMeVu0vmNTnsnBhvqxenStNm9q/l80K8tdfT5IVK+I92oe8+WYQSk9DUEHr77PWbPegpk8v8OjlXt0f0tyDerkrk6vzOWoGvlTqRx/zPfrXX0QGAFAT2NsCAAKuoDW/YA0aVFojPfvatSuTM84okcMOc85n+/Z4ny+s/g6bNA8bt6u4imR6GK9KSXFI+/bVq1QeM6bY9nDFhQsT5Zhj0uXTTxNqdQWtd0Bpd7jw228nhSWgPfVU98ItWZLg2pbPPrtUmjVz+PSg1UPA58xJkm7d9jZkDoD3jxlHH13mEQq//HKBcTg4ai+7th7+eAeyoQ7UzPl5D0o1cmSxLF2aK+PHF7t6xcbFVR4UmpW0/lh/zDv55HTX/uH664skI0MihvV1qKyCVkPU4cNL5ZhjyiptkbMvFbRm//fqtDgw/3+wG5gOkc174MxDDomMPs0AUFvRdQwAUKnnn0/2OMztmmuKpUWLcundO3itDux8/rlzYJvdu90DOpkBZmVVXubhlEVF0VVBaw5apT79NF+aNcuotN+uP3qovPe6+vrrBLn0UmeKce65abJ9e06Fj2ENRKKtgtY7oPQO963tL2o6oLGGRXZV02aYbjdIWE5OYMvrHe5ceWWU/VqBsIa5of5xy194XK+eu0WN0s8ADV61v+ozz3imfFU5bN67P6tZPR9plZ2eAa0uo8NvQGtWF1vf699+myCHH14elEDVbHFQnQraigYZRXQFtDfeGBl9mgGgtqKCFgBQKe9BWfSL29ChpX4PJQ32l4P99nNXUO3cGRfQl3xzIJinn46usp0nn0x2BcvW53bttUVVHsRGQ8AOHdwhuj7e/fdXvj5+/DFevv8+wQgHf/wxwaM/bnT3oPW8/Pff7hVsrUCraXY/Mvg7/Fudc05aQI/r/XwZpAcV8R4EMjs7tD9u+dt3e4dCyuxDa+4fVbduZfLuu4G3Jtixw/OBzUHJIi04tK6XLVvsX4OCgjjXkRbKOghcdQcKMyuadXswWxxMmpTi8+No1QNfetBGG+/3aDgH0wSAWEBACwCISPvvX+7xhd0Ml156KbDA9bXXoiuYNW3b5vmFfMGCPBk7tkhuuaXYNriojB7Gbj08eMmSRJ8qTe+q0lNOSZczzkiTiRNTfCrq7Co6o7UH7T//OFeotpLIzKz5J/biiwXStGm5cVpZQHvwwe6F/+OPuH0KaPdl+0HsOOoozzeItYo1FOz2P/60b++5bH37lsqiRfnSrVvglaINGnhezsurmV671TFmjKUBr00FrdnSoUOHcunZs9TnKIxAWX98s1bQmi0OtG3Ca68lVbtlAqI7oK1fP1xLAgCxgYAWABAR3n473xi06IUXCmTAgFJ54w3P0KqqVU46onc0GjDAudzHHef8st29e7mMG1e8z1VeBx7okPvvd377/vxzzySiUSPfgGTVKvc03tXHGs7664kYbT1o9fw11zjTjSOPDE9fPe3lvHp1XoWtQj75JFFWrYr3GKTljDP8vwha5fbee4lGv2Dv508PSFTEe/swqydDpSrB6OzZBfLxx3sTVRHp2LHq79nLLiu2rUL1rhyOJGvXJlQ4SJhZWazMweD27KlaQHvbbSnSsmVd2bgxziOgdfagdT/++PH2YbEd/ay4995kmT070bUfIqCNPt4/6oX6RxsAiHUEtACAiKCHaGq15ymnlMorrxRI27aeX8CrGlDecUeUHY+/l/nlOJiDcZiHlu7c6fmxb9fHtEGDir+ARdOga94VpNYK2u++cwcfzZuXR2zlkh7SfdJJ6bbbiJ077kiRK65IlcsuS93bv9Jp4MASj0HCgMqEui+zXYuDW24p8hseW39Iadmy6u/Z9HStBM2RzMxyjyDTrBKNRAcdVF5hxavZg9YanlW1gnbmzGSjT+wjj6R49IzVdf7zz/v2VfGDD0QefjhFrr021aNlAqKL93vUemQTACD4CGgBAFEhMbFqX+7MoNH8Mh4NNHgzD7sNZl/Edu3s10FamsNndG67nqeBhoOR34M2zvZ5VmdAnZruz1lZAPP6687jiL/6KtH1/PXQ55deKqzwMQFvZ54Z2je79/aoP5Rcf33FvwDNnZtv9OM+99ySfa4IND8bzEHC6tWLvODwsMOcb149msSOWf1rraA1+4NWtYLW+4c8d0sChyxdum8fREuXus+bn2lU0EZ/Ba2OBwAACB3+VQcABNyb7rnn9nGUkCDwDizPOqtEvvrKfcirN3PwFB1sK9LpwGdffJEgxxyTLtOnpwQ9oPU3sMeaNQnSsmWG/PJLfKUBrNnHdl/6G4aLWbllF8paK4HPOivy+jZU1C/2vfeS/L5O1tDLDGgjbRAkRD7dZ5x9dmmNBrT//htfaZ9kbQdy223F1Qr7vN8PGRmRF9Bq+5OK3rtmD1prBa1Z8Rzo4G5//RUnv//unlbXqe4zzKML9PL99++dURVNnOg+r/1rzcdDdLG+H2+4ITqPSgKAaEJACwCo0FVX1YmISkPrF9V27cpkxoxCadPG//Kk7B3fKicnTsaPT5GcHIlYxx+fJsOGpXn0GQ3mwDWV9R6dOTPJb6hpVmA6HM7rf/opgkfU8eIdYpqBpfZHPP/8NFcVcSQOnlVZpfLmzXEV9qa0jgAfyYMgIbJoheoxx5TK7Nn5Id9uWrQIz+eJ9/Nq3jzyAlrz886u57fux66+OtVjkDBrJXAgn3W6f+nWra706OHu77B6dYI89VSSax+iLRMuuaREJkwoqrDdQmWWLXOucHpgRx/rjygE7AAQegS0AIAKLViQFPYv1N4BbbdulffStA5m8dxzybJwYeSWEW7d6vtxbB4WGgyVfbGyfgmzCwa1RcKRR5ZFXQXthg3xPhW0W7dqr0V3Yp2fH5nPxxq02tm+vfJ/4SZOdP64QgUtAqUVqvPmFUiXLuVR3+PWH+v7ISHBIQcfHHktTsxltNsfr1njfu83bOjwCWi1dYP+CFURuypbDVKnTdv7y6YRyDp/vLroIufhBps3xxtHe+wr67IiOsTHu18zAloACD0CWgBAwKyHU4bzS3WjRpV/0fMe+MXsNxgtXn65krLXfegtaOra1TPgtlaQWltaWENMc9C2PXv8z0eDA+9QNFy0yuyqq1J9rhs+PFXuu88dQkSqyrbxxx6z3z6OPda35I4KWkSq7t3d22tqqqPGP0u0lUOas5g+opjL6N1H27uq1tpj3aym1R9vdD9XEX9Vttb+teZAbA0bihxwgPP8H38E9jl6wgm+13l/7iDyWX+81R8zAAChFRnfogAAqIR1BOhDDql6xVOgfflqglY3Pf54snz7bc0ce26tfNHDVKdMKayggtZ3PZ12Wokr5LW7XWVni/Tvny69eqVXOtBYTTjnHN+AQsOOdeui43h/u8HtTjnFXU73ySf2FeF2A4HxxRqRavp0976oplqNWAecjNQfL8xlLC31XSnaiqCyH+K++CJRduzwv0K19U9lrOvGbE9gFxjbsfb4VjffXCRNmhDwRRvra5aXFzn/QwFAbUVACwCICtbDI/ffv+pf9HJzI+fLxfz5iXL33SkyeHDNlG5Ze/+1bl3uc6iiNdTz/mJ9661FMmBAmevLur8v6FlZ7vVbEL6x5Fy+/NI3wLQLjmfMiICFteH9Gl18cbFMnVr5IC12z5EWB4hUhxziCENAa38+kpjLZbcvtf7YaPZat+vxqu1c/KkovLVj/shTXh7Y/bxbM1x5pdcHC6KCddwBXkMACL0I/bcEAABP7duXy3ffOc+np1c9oK2sJ19NmjTJ/a36++/tq6FGjQreF1prCKGHsNap4wi4B+0ZZ5QYwUllAa01UNRKm315jULNO6TXirOzzgrtSPXBqFzavt19PHLfvqVGdVxVetdGaggFqAMPLJe//46X44+vmfeitT95pL43zP68v//uW0vz0kvune2IESV+f9SpqF/stm1VDWj9D1pmx/tzhAHColPfvmVy9dXF0r59mTRoEO6lAYDajwpaAEBALrigOGICq/T0wL/4myLhsHuThhGmM85IC3lAa61M69OnVOrVE78BbVGRc2INWB98sFBatnQE9AXden0wBzgLlFaEXXBBqixenOB3oJNnn/UsMQv0cN1wGDu2WNq1K5OxYz2rZh94wHlIeFqafQBuV3EXqYdxA2revHyjUv+hhzxbr4TKkUeWV9gSJBK0alXud1DGv/5yLvRxx5VK06YOv73GKzokfdGiikeOPPRQzw9Mcz0Fus/0Dmitlb6IHvq/w6RJRTJ8eGT+kAkAtU2E/lsCAIi0XpgjR9oMJ12DjjnG/c0wMzOw6swXX3SnVd5fLDXIevnlJNmyJXJaH1j5C+CqS0dn14Fx/AW45hfrIUNK5OKLSwIatMa7V6IOKlbTJkxIkY8+SpSLL3YG3k2bOrfbTz/Nk1NOKbUNO8rKIvO1NwcJ++KLfBk3zjOo9/c6mIO72VXQEtAikh10kEP+7/+Ka6xCT9u8ROIPd1b16jn30fn5/n8Is7aVsatS9W5XY/XBBxWXDj/yiGdYXtn+35v3vGuqfQUAANGMgBYAUCEzbAtVYBionj3L5PnnC4w/a9VQRY44olzGjSuy/SJ+770pcuONdeS009LCOuCZVdu2ZT4jcgfLF1/kybRpBTJwYGmFh5uaX6y9D5c1B63xF2paK6aWL6/5ks21az3/pTFfb2t7Bu9gOhqZQYk1qJk5M0kOPbSufPZZgquC1lpNZx0UCYh1HTuW+VSjRprUVIfHDy5LliTIXXcle/zIZB7tYPLer5s/2nirKLg1ZWR47jPMfWiggXYk9CEHACDaRGjnJQBAJNDQzQxovb+whcOpp1b9MDvz0EzvL5aLFzs/Ajdvrtkv6Lm5ul7tQ84GDdzruE6d4M63Xbty46+yL+xm0OpvILFAWhxo8N2tW5nf+YWC9+tr9hzW5TbDBWvvyWjlPtTYvQ3ddptzYznnnDRXCK3P1RwIiApawH7AyUhl/kCnfbN1X3b66Wk+oax3AOvdT9c7wLX2Ibdz001F8sADKRUGtIH2oNXPOQAAUDWR+bMxACDsdu/W/qjuHp7160tU8hfQhsv27f6P9dywIT4sh4S2beteOQUFcR4VXN5f/mfOTJbs7Mp7Dmq7gZrkHShbA1pzXUbSQHH7yloNa7dNm4dEH3xw5A+EBISDdw/uSG5xoL7+2n1Ewuuvu3d0d93lWyI7e3Z+pZWy5j4iJcVzhzh0qHsnfsAB9gNJBtoWxhrQXnRRePvXAwAQLQhoAQC2tAXA4sXO81qVF61VeO6ANjKa4FX0BbcmR7r+5BP3SF7W4DI726yY9pze+vo//LDviC/eVcEPPVSDT8amStR8va0tDgI5tDfSWZ/nd98l+PSoLC6O8xhkyPs+QKzTfcKRR0bwCIFGSyH3+VdfdYeyWlFrOv1033LW/v3LZPjwkgpbHJg/wlmrZOvUcRgDQuoghK+/nu+3xU0gP3Rqla057w8+yJOpU/0sCAAA8EBACwCw9c8/8VF1SKg/Wv1rfrHUMMt7YJWa5i8k1L6006cXGoemP/FE6Bv4aX/eM88s8fnSbVbHWiu4vEO+Vat8/31YsSLeNgSoCatXx8uaNQl+KmjdPy54V/necEP0BQfW1+Gss9Lk5pvrVDoQkoYvANyiqd1Jr16+YXJcnP/lNytjzR9rvJk/6lhD4JYtnfuLESNK5IQTyvzudwIZJMz6o5G2ueEHIgAAAkNACwCwZT3EPboDWnGFkGefnSbt29eVf/6Jkz/+iI+ogDYlRaR37zJZvz5Xhg2req/dfeE98Mv69fHy8ceJtgGttcrW7ov/xIlBbpobIF2uE05I97nefE7OHrSegcXxx5fKm2/my9ix0VdS6x12vPFGkjRs6FvWZq2gjYZDuoGaFOhAk+F06qkltj8sqWuvLa70SAx/FbTPPOM+umHOnHw59thSefbZin8UrKwHuZXZt15/HNPPNQAAEBgCWgCALesgVbUhoNXKnx9/dKZbb73ldfxmDfniiwQ5+WR3mNiihe9h6DXZe9acl1kV1bt3upSW2g8KZw2WQ1mRqdW53oftV+SNN+wbrFqrgs3naQYduvz9+pVFZW9Wu2o0u22mQwd3qVtNblNANJg4sUiOOKJMHnywUCKV2WbALhSt6EcXd0Dr+8Z/+ukkmTvX+cB//RUvffuWybvvFkjr1o6A9jtXX51qewSFvwpd9j0AAASOgBYAUOlgRNEc0JpfLK0VoObo9jXt4ov3Ds0tIm3alMm0ae5w4L//4sJaXew96rZ3D1qzr6G/wba8A1313HNVC8LffTdRTjopXUaPDrwa9777fEu0dPmsg4R5tziIxmDWZLfsO3f6/jun/SQB+K+g/eSTfLn4Ypvy1Ah7r9tV0LZv77/XgPkDmvfRGv/9J3LHHft2pIP1sXQfHUgFrfdAkwAAoGIEtAAAW4sWJdW6Clq7QVdqymuvJXr0ZU1NDWzAlZppcRAn27d7BsTer3mrVg6ZM0dsv/jr88jbO+bY9OnuQ2XHjw8sDCgoEBk5so6MHOkMsBcuTNqnSm+TLp9dQGu2OIjmnojm9lyRZs08N6xOnSJ7QCQAvpKTnTsx86gGK+vRF773s29xsHnzvn/tO/54z33Ie+8l+j3Swbw+veIcFwAAeCGgBQDY2r3b/aWwQYPoXUnmIZaFhe7nk5dX89Wq//d/7upZcxAnu8qocA2gtmeP5zpp3rzcbxhaUuI5rVbfashrBs8mPYR4w4Z4v313TbNmJcm77+5baG63Dl97LckVfuvr711BG0jIGc3MfpKLFuXJI48UGocxA4guZgVtoU0XBusAX/4C2uxsz/10Zfvhinj3vL3iilQZMsR+IcwfItPSoveHXQAAwiFivqIUFxfLaaedJkuWLPE7zdq1a2XYsGHSqVMnGTp0qKxZs8bj9gULFsiJJ55o3D569GjZtWuX67bs7GyZMGGCHHvssdKzZ0+55ZZbjOsAAJWzO3w9WphhnFZpRhKtUA33ACrW4NK7xYJd9ZP5xV+n1wpVsy2CGebrIa3WwcVWr06QXr3S5aKLPMNpb9u37/u/I3YD4TzwQLJHBa13D9porqBVr72WL8ccYz9az8EHl0v37s50ulu3crnggsg9hBtA5T1oH3rI94Oifn3/n8nm0Q+//RbvUdX6zjvBPXJk+fKESlocBHV2AADUehER0BYVFckNN9wgGzZs8DtNfn6+jBw5Urp16yZz586Vzp07y6hRo4zr1U8//WQEsNdcc4288cYbRvg6fvx41/0nTpwo69atk5kzZ8pzzz0nv/32m9x222018vwAINpFc89OM4wzvzTasbY/qMnQu0eP8FY2Nm/u/CL/ww8JHgGtv4FzrAHt2LEp0rZtXfn113j56acEV+XUcceVSatWntW3n31W8QZUnVYPZtsCK63wNR/T2uLAPFQ42gPaE08sk3nzCjz6Aqs+fUrlo4/29poAENUqCmErah9g7n/XrElw/Yh2990pMmPG3h14iH35pXMHSwUtAABRFtBu3LhRhg8fLn/99VeF0y1atEhSUlJk3Lhx0qpVKyOMTU9Pl8WLFxu3v/LKKzJo0CAZPHiwtG3bVqZOnSpffPGFbN682QhxP/jgA7njjjukY8eO0qFDB7n11lvl448/NsJhAEDFOnYsq9UVtKEOaO0G1dpvP0fYD7U/9ljnE1+zJt7V4uDII8vkoovsqy7NFgcadr/8crIRjt51V4rcdJO7wkuf04wZVStXrl5A63udBsieLQ48XwDvy9Hqjjs8/4eZM6cgqtuRAHDz/qErUNbBuVq2zDCOYHjuueqHsw89ZP/DnTfzBzDvvuYAAKBiYa+JWrp0qfTo0UOuv/56Oeqoo/xOt2rVKunatavE7T1OUU+7dOkiK1eulCFDhhi3X3nlla7p999/f2nevLlxvbY9ePrpp6Vdu3Yej1lWViZ5eXlG8GvHPCSytjOfZ6w8X/jHtgC7wKxfv1Lp3DnMo1kFoc+qdYAuu+cbyn1gaal99arOMyXFIUVF5meb1Cjtg6t27IiXxx5zfoE/5JBy2+BYl615c+f5rVvdC/rRR4ly5pklMm9evGs6u+dR0XOzC2i18isjw3ME8nvuSZFhw0pch/Cr9HSHT3W0rm+7QcJMerk2fObpSPSPPVYg113nPJa4pgJ/PivA9hB6+iNeZe/BQAZO/OAD+697jRuXV2k/ePHFJUY7G90Pm/RARu9qXvPz7rTTSmvFfhbVw+cF2BbAviGKAtrzzz8/oOl27NghrVu39riuUaNGrrYI27dvlyZNmvjcvnXrVqlTp4706dPH47aXXnpJ2rRpIw0bNrSdX8OG6ZKQEPYC4xrVqJHlmzBiGtsCrNWmOlpzhjUpizL16ztPd+70v0/fb78MjzAwEC++KPLzzyL331952JeT43vdAQekSmamBrTuPqqZmTW7ns2WBeqff5zr5733kiQz075Xofl7pvcgYc2aOae/+Wbnczj+eN/7VvTc7H4njYvLMNaPacIEkRde0D93f1ll107e2vagceO6Ureu5+3p6cmSmVkzh/uG2tVX64/dIm3a1Pz2w2cF2B5CZ//9fa978kmRAQMqfq/7+Wrj4cgjRZ57Lr7K+4yhQ/WHMvflpKQM+fZbPQpDA1wdgNO9T65fP0UyM8PcaB0Rg88LsC2AfUMUBLSBKigokGTrN0nji6UeXuk8trGwsLDC2620HcL7778vzz77rN/57dqVFzO/+urz1A/NnTtzbA/DRexgW4C1WlHE+cUtNzfHdiCmaJGfrx91qbZBnmn79qo/x0suca6f3r3zXa0C/MnK0g8Uz5QwLy9fsrLKJDlZy4+c4WhWlk2SG0LO0cEzfKq2srL2Ni702j/UrWv/ZX7tWi2ZShSHo0iysszPXc9pd+zI8fu5+uSTvo97000l8t13CTJ3br60bOmQmTPd05jrSZe/qMh5/YsvFsiIEb6j0uzalStFRRogu4MC/d8gKyuKN2ovjz7qPM3Kqpn58VkBtoeaeJ/p54JneeqwYTmVvtdzc30/b6wmTCiS//u/4n3aZxx4oMjIkSkyc6bzO9dLLxXK+PF1XD+iWZWUWD8PEKv4vADbAtg3OAXyo2jUBLTahsA7bNXLWh1b0e2pXkOIvvrqq3LPPfcYA4j17t27wnnGWlipzzfWnjPssS2gsDDOY4CwaN43NGtW+cJrRaijCk/SOqkeil/ZXZ1BqO9h9nq/xx8vlPPOS5M77iis8fVsN/jbI4/4Xw5zVHFvO3bEuSphzfuOGlXsMSjNrl2BVXaZ3nrLOTM9nPa55wp9egbr4fxm31xtY3HyyaV+vhz69vo11z2qh88KsD2ETvv25XLVVcXy9NPu/Wgg+61DD/U/0ejRxXL11cXV2v/dc0+RLFyYaBx1YYazdpKSHOxn4cLnBdgWYId9g6eoOYa/adOmkuX1M69eNtsa+Lu9cePGrsvPPfec3HXXXXLTTTfJiBEjamjJASD6mL93aeAW7UcT9OxZ+QhgK1dW7eNQD+P01+/Pjl11rtkX9YQTyuSPP3LkmmvsB+YKJV0Gs0ev6dBD/fcb9tfjdNeuOJ/Bae6+u0jGjnU/cbPPblUHaJs/3zcVXrXKuSDZ2c7H1PYUumwHH+y77P560AJAJNPP3rvuCl6lf2ZmuUycWOT3h7aquOWWIunZs1R69LD/YczfD4AAAKAWBLSdOnWSFStWuCqc9HT58uXG9ebty5Ytc02/ZcsW48+8/Z133pGpU6calbOXX355mJ4FAERfQBvt9Eti3bq+5UIDBri/WE6ZUrUnmpfnWWH8yy/xctxxaUa/XjtPPunb7zQhwb1MaWkSNt6hqw5aVlU6cIxdWD1uXLExiJd3X2OrQFpLbNoUZ3MIr7sy2QyG7ZZdQw7fClrKZwHUXtdf77tjDeYPU+ecUyrvvVcg8+cXGINE2glGEAwAQCyJ6IBWBwbT3rJq4MCBkp2dLZMnT5aNGzcap9qXdtCgQcbt5513nsybN0/mzJkj69atk3Hjxkm/fv3koIMOkj179hiVs2eddZaceuqpxuOaf2WVle4AQAwyqx1rQ0CrzJBQTZpUKOefXyzTphX4jDodqHJLoWZJicg119SRX39NkCuu8O2Bql56Kdn28NVIUFoaV+2qJ3PQMGsFrXeY/fDDKZW2f5g9O9/n9mbNyuWVV5JsQ13zvmYwPH26by8JDWe9q4SpoAVQm517rm9oum1baL72+fuBUVscAACAWhLQao/YRYsWGefr1q0rM2bMMKpkhwwZIqtWrZKZM2dK2t7/Cjp37myEsE888YQR1tavX1/uvfde47ZvvvlG8vPzjSpafUzrn1bZAgBqbwWt9xfTvn3L5NFHizz6of7yS8I+B7Qa7ubkVK0PxMqVuWGtmq1I48b7/qW6onYPb75pX041Z477+uOP9/3RVMNUa8WyKigwK2jNyl3nMnfuXC6dOpX5VNDS4gBALKnJzxfrD6BWXsOAAACASkRUd6Bff/21wstHHnmkEbL6o8Gt/nnTqln9AwAE5ssvnR8Pf/9d+9aYXZVnVVkPvrjvvpQK+/Ru3Oh7Y8OGkVNZ1KhRuezc6QywV6yoXnC8L+v2q6/c/4rYrUcNw70D2ssvT5Xt23PkttucvyCsW+cO2L3bHNgFtP566QJAbWD+aFUTTjmlVGbPTpL8fG3nUyhXXeVMZvffP3I+5wAAiAZ8RQEA+Lj77lpSOrvXkCElVRrUqyoB7cqVCfL77+6PU22Vvm1bnHzySYJx3jtcDNYyBEvHju5y4AMOqN4Xartev9dcU+QaoMZOjx6eFa+nnlris67nzbP/Pdmu8tm7RYOzxYHndbQ4AFCb1asn0q5dmSQnhz4k7d27TDZtyjX+zjqrVIYNK5EBA0S6dKGNHAAAVUFACwCo9bp1K6u0smjnzsDbFOwdr9JWXp5Iv35pct55aTJ/fqLxZ3XAAZHRe9bUrFnwvsA3aeL7WC1bOq/LyoqXrCzfdfzZZ86Q9YwznMHss88W+lTQmj2RA3kNvv020Sew9a7MJaAFEG3q1w98X637vPffz5elS/OkXj3n/UIdmOrRFzpfraL94IPa0yIJAICaQkALAPDbX7W2sIZ5/qpXv/wy8D60ZWVxPm0CTPffn+JqGfD++4kybZrnt9R33/UdCCucdBCuqqho4Be7/rV62GtFIfjXXzsD1YULE23DU39BrA7OVhkNJnQk8e3bPedLiwMA0eLeewslIcEhM2e6B7YMNDBt3twh77yTL0OHllT5/gAAoGYR0AIAbCsaa2vobA1o//03x3W+KtU+3iH2Mce4K5NWrHB/tL79tu/AWC1aRFZfPu8WA5UZPtyZjJ50UqlcddXe0eT2Sk/3nb5XrzKfwefsWFsTnHmmO30tKbGvbC4IIGvo06fUOG3VyvMF04HdACAaXH55ifzxR67tIIqBOOKIcnnqqUI5+ODI+uwBAACeCGgBAB42b3Z/NPTtWztWjrVi0npeQ8Hjj3emddnZ+9aD1jvw+++/wFslRIITTiiTqVML5b33AqvsnTy5SO65p1AmTSqSo492rwhzPXrr0KHcdYjtxx8nutbXr7/Ge1THPvqou7XBjBmFsmhRnnG+0LPjgUthYVylfXC1eladfbbnsi1YEFFjpAJAhWgXAABA7UdACwDwYA3Err66dqycQYNKjUGqTjvN97j41FRHhYFfIAFtcbH7vr/+6r8CefFiZ+gYSbRn4CWXlEjPnoFVZ2mV7MiRJXLYYeUe/Xzvucc5GJidzEzndG+95QxGb7yxjhx3XLq88EKSqz2EBrnWEN2sNLau20BaHLz2mru0tqjI/XgDB5Z4hMwAAAAAECkIaAEAHqxBZW3p1XnggQ5ZvTpPZs0q9HtovXfoWhHvvqiBHjLfpUvtavCbnOw+rz0S/bnppiKPsPX1152lrQ8/nOwaAMx7tHF/g7mZHnzQPfNLLnH3TmjSxL2Oly1zh+Xdu5fZtqQAAAAAgHDjGD8AgIc//6x9Aa3d4FPeAW1V+pJ6h7mBDFhV2w+79bd+rdWxOTm+99+zxzfsNQe4qchrr7nvcNpp7hcvI8P+MbTqV+fRrx/hLAAAAIDIQkALAPCQnx8XUOhWW5gB7a5dcfs8SFhV2iPUJikpjoC2FbMHbXZ2nEf1sbZXcFfQet5HHy8jwyE5OZWvW7PXrGrc2GE7KJk+voa0AAAAABBpalFtFAAgGKzVobWpgtafxERnoPfIIynywQcJ+1RB628gq9rOGqqaQXdFAW1paZysWuXeqP78031+v/18Wxo0aBDYqOPe7RFi/XUBAAAAEF1i4Ks3AKAqrIf6Ww8Xr62slZ8XXVTJcfV7lZd7VnWaVaCxXEFbUZhvbTUwYEC6z+0HHljuU0Gr6td3VGuEc2s1OAAAAABEKgJaAIDL7NmJsmiR+3jxvn1ZOYG0ONi0qfKP01atatcAYd6tBcxKZDuVVWI3b26/buyqau34G1DM+3UCAAAAgEhEQAsAMGhv0GuvTXWtjccfLzB6hNZ21p6o6r33Eqvc4qAyRx9dJu++my+1ufq4sn7Fn3ySJ3Pm5Mv27TkyZYpn74F69ezvk57u+eL07Ws/kludOp6Xn3uuwAh3X365oOKFAgAAAIAIQEALADDk5XmuiFgYIEyVlXmm0Fdc4Q6p/QmkMvO449xh4qWXFkvTpoFVg0YTa99Z76Db2xFHlEvfvs5k27udgQ4GZsc6nfajffPNgoBaHJx+eqn8+muu9OtXxSQdAAAAAMKAgBYAYMjL8wwqs7NjoHx2Hw+Dt/bp9eeww8pr/WBrjRs7pEmTcmnWrLxK/YqTkhwBBbTWAFhbKGhF97x5vpXIqam+94+F6m8AAAAAtUPlx3ECAGJCfn7FgS3cSkoqXxsdO5bX+rBQq6yXL8+rcsW197TpvuOG+fS4Nc8feWRZwIOEAQAAAEA0IKAFANiOeB9ICFkbWCtdA1VSUnHiesMNRZKS4qj1FbR27QoCYQ1enZftK2it15vVtNaqWu/bAAAAACAa1eKvjACA6lTQxkpA62/gqeq0ONB+qdYq0doc0O4L70DVX8Dq2eJA/Fbq1tYKZQAAAACxga+MAADbCtri4thYMZ06lcszz9gPPuVPZeG1BobWcJEAseJA1rui1q46d8+e2Bq8DgAAAEDsIKAFABjOPz/VY02MGBEjJbQicuaZpdWuoJ02rUAuvLBYmjYtl+HDS6igrYAO+BVIQPvXX+4fDXbtcv7LQtgNAAAAoLahaxsAwKhOtPZV/eOPHL8DN8UCDWAr6mtq14P23HNLjb+ysiIjnE1IsPagte+xGquaNXNUGNiaGjWqfL29/rpXbw4AAAAAiDJU0AIAJDvbM3BMS4u9lfLGG+6gr7Bw33vQmofgWwNeetB66tjRc2C24mL7JrLXXltxn41XXsmXE04oq/jFAgAAAIAIR0ALAPAIE2+6qSgm10i/fmV++/F68+7PO3lyxYmuXcVtLNM2BTqQmik72366Qw91T9OqlWeoq/bfn8pkAAAAANGPFgcAACmzFCHGauiloWFqqkMKCuIqraA1A9dzzimRqVMLJdWzfa8hN9cdyubkBH1xo551He/YEV+lgdm0cnbz5ng54gjf0BYAAAAAog0VtAAQwzT0Gjo0Vc49150wdu4cu4eMa0CrNKQNpMVBcrLDNpxV5ZbskBYHvqyV2qef7n9Auttuc0730EPuRHfAgDK5/PLYGcQOAAAAQO1GBS0AxLBff42Xr77y/Cjo0CF2qxLr1HGe5uYGVs1Z8UBi9mEtnEaPLpHOncuN8LpnT/8/Cmgf2iuuKI7JvsgAAAAAYgMBLQDEsIICz8uZmbGdJObkOCtnTzstTbZsya20gjYpyf9jWQe+Ki2lB603bSnRq1dg1dqEswAAAABqM1ocAEAM8z6UPyFBYpoZ0JaVxQXUg7aiCtouXcpse/wCAAAAAGBFQAsAMcy7graiwBF2FbT+B1SztoogoAUAAAAA+MNXcQCIYfn5VND6o6Gqd0Xx/PmJsmJFvBQXVy3QJqAFAAAAAPhDBS0AxLCsLM+ANtYraB98sNB1/sUXfRvMXn55qkyfniKLFydW2oPWruIWAAAAAABvBLQAEMMmTKjjcXnTptj+WBgypMR1/u23kyoNtisLtI891pnMnnkmCS0AAAAAwF6M10oBAOCWluY+37mz58he5e6WskYwq1WxFfWgVXPnFkh+vkjduqxlAAAAAIC92C6VAoAYtm4dHwHe4uNFBg50VtE2b25JZEUkL8993qycrazFgT4e4SwAAAAAoCJ8OweAGHX33Sk+111wwd7Rr2LYfvs5T0tLPfvz5uTE+VTTxnrPXgAAAABA9fHVEgBi1Pr17t/olizJFYdDpEWLig/ZjwWJic51UObZ4cAjoM3Pj6vSIGEAAAAAAPhDQAsAMSg7W+TPP50B7VFHlcmhhxLMmhISnKfaY9YqJ8d/mAsAAAAAwL6ixQEAxKC8PHc16J49nofyxzqzbYF3BW1uru96ooIWAAAAAFBdBLQAEINKnONgGe67rzCcixKxAa1vBS0BLQAAAAAg+AhoASAGmeFjRoZD+vf3KhWNce4WB56B7KxZvg1nk5JocQAAAAAAqB4CWgCIQSUl5iBXBIyBDhL2zTe+bdv32y9UrxAAAAAAIFYQ0AJADLc4MA/nh28FrbUNhD8tW5az6gAAAAAA1UJACwAx3OKAQa58xe/9ZCwPIHtNTqYCGQAAAABQPQS0ABCDqKCtvII2kICWgBsAAAAAUF0EtAAQg8wBsOhB67+C1uFVHNuokTOxPf74UksFbQhfJAAAAABATCCgBYAYVFjoPKUCNPAWBwUFzlD78MPdN9DDFwAAAABQXQS0AFCL5OWJTJmSLKtXV7x737HDGTZmZtJD1V9A++qryfLPP3Gualoz1K5f373O4pw3AwAAAACwzwhoAaAWuf/+FHn00RQ54YT0Cqfbts25+2/WjIDWmzV0vfbaOsZpcbFW1DpvaNs2gOa0AAAAAAAEKDHQCQEAkU1DxKefdjdFLSsT+fLLBOPQ/JNOKvVoZ3D//c7pmjYlbPQWH+8OrX/91Rlkm9WzStfl5ZcXyyGHsO4AAAAAANVHQAsAtcTixZ679BdeSJLx450VoNddVyQTJhS7bisudlaDbt7MgRT+WhxYBwoz16M5MNi99xYF/fUDAAAAAMQmvpkDQC1xxRWpPgGt6bHHUlznS0vd0+y3Hy0OKgpozfNvveVel/SdBQAAAAAEEwEtAESZkhKRb79NkKJKijjXr/fcxZvBbH6++7qxY91VtfANaA8/nDYGAAAAAIDQIqAFgChzzz0pMnhwmtx+u7sq1o7DYRntSkS2bHFe/uMP564/MdEhTZpQQeu73tzny8lnAQAAAAAhRkALAFHmqaecA3y98EKy7NolctFFqbJ4cYJ06lRWaeWt+u03566/tDSOw/UrCWh1oDUAAAAAAEKJQcIAIIo98ECKfPBBovFXmbw8raB1yK5dzkraQYP2JraoIKCN87gMAAAAAECwUUELAFHsueec1bSBcAa0ItnZztOGDUke7VjbGvzwQ4IUFlb3VQIAAAAAwD8CWgCIIqtWVb7bzsy0b5xqDg5WvHdcsOTAs92Y4l0xS0ALAAAAAAglAloAiCIjRqRWeHurVuXyzDOFFVbQmr1oCWgDC2jNlhAAAAAAAIQCAS0ARJF//614t33SSaXSq1eZfPppnuu6lBRn4pi396qSEmfgmEgXclsOh2cgu2ULH5UAAAAAgNDhWycARJH99qu4b2znzmXGaceO7jYHBx9c7lFBW1rqvD4piR60gVTQnnuuu2r53ntpSAsAAAAACC7qpwAgiujAXnv22B9yP3JksQwevDd9FZF3382XzZvj5JtvEmXDhgQjoNXw8ZlnnM1nk5JqbLGjWnGxe31ffvne/hAAAAAAAAQJAS0ARIlt2+Jk0yb7Ax/uv79QLr3UMzw89lhnNe3KlQmuQcKWLHGeVwS0gVXQAgAAAAAQSrQ4AIAocdFF7kPtp0zxPNS+Y0dnGGsnLc3sQRsne/a4r4/nE8BWubs7BAAAAAAAIRcxX8+Li4vltNNOkyVLlvidZu3atTJs2DDp1KmTDB06VNasWeNx+4IFC+TEE080bh89erTs2rXL5zEcDodcdtllMnfu3JA8DwAIFbMSVpV4HWlfWGjf9kClp4urgtY8r3Jygr+MtcFhh5HQAgAAAABiLKAtKiqSG264QTZs2OB3mvz8fBk5cqR069bNCFc7d+4so0aNMq5XP/30k0yYMEGuueYaeeONNyQ7O1vGjx/v8Rjl5eVyzz33yDfffBPy5wQAoTR8eKkccogzSGzSpFyOOsp/BW16uruCtqzMtwUCPJ1ySqk8+GChJCd79jqoX5/eBwAAAACAWhjQbty4UYYPHy5//fVXhdMtWrRIUlJSZNy4cdKqVSsjjE1PT5fFixcbt7/yyisyaNAgGTx4sLRt21amTp0qX3zxhWzevNm4fdu2bTJixAj59NNPpV69ejXy3ABE12Htt9+eIu++G7mtuVu1cgayXbqUSaNGDvn22zzZti1HVq7Mk4wM//dLS3Oe6u9ZxcXu648/noDWjrZ+uPjiEp/18+GHecF4GQEAAAAAiKyAdunSpdKjRw+j6rUiq1atkq5du0pcnPMwXj3t0qWLrFy50nW7Vtea9t9/f2nevLlxvfr555+N695++23JqCjJABCTFi5MlBkzkmXkyNSIHSSqcWNnQDt6tDNlTUzUfaHztCJmBe3XXyfKhRemuUJeVCwhwXNDaNo0QjcMAAAAAEBUC3up2Pnnnx/QdDt27JDWrVt7XNeoUSNXW4Tt27dLkyZNfG7funWrcb5///7GX1XszYJrPfN5xsrzhX+xvC1s2+Z+0s8+myQjR3o1eY0Au3Y5l3G//RxVeo1at3YGu7m57jvtv395pY8Ry9uDSkryvGwG4rEq1rcHuLEtwIrtAWwP8If9A9gWwL4higLaQBUUFEhycrLHdXpZBxdThYWFFd5eVQ0bpktCQtgLjGtUo0ZUFiN2twWzDYB65JE6cuutdSq9z7vvinzyiU5feRVrMGzZ4jzt0CFNMjMDv98JJ+gAYyL//ONsc/DvvyJnnJEkmZleCaQfsbg9KOuAaqpp04waeZ0jXaxuD/DFtgC2B/jD/gFsD2DfgMrwWeEpar5qav9Z77BVL9epU6fC21NTU/dpfrt25cVMlZA+T31j7NyZE7GHdqNmxPK2kJOjYaVzf1JW5pB//801wsz99vN/n7POcgZVBx5YKJdfHtqK28JCXUbn/BITcyQrq2r3P+AA559VZY8Ry9uDKivT7cEdYu/alWP0p41Vsb49wI1tAVZsD2B7gD/sH8C2APYNTpmZGbUnoG3atKlkeaUJetlsa+Dv9saNG+/zPGPtC6g+31h7zrAXi9uCDhJmSkpyyAEHOHegq1fnVtp7dM2a+JCvr3/+cf9ipG20a/L1icXtQSUmOny+ZMTievAWq9sDfLEtgO0B/rB/ANsD2DegMnxWeIqaWqBOnTrJihUrxLH3W6GeLl++3LjevH3ZsmWu6bds2WL8mbcDQKAB7fbt7l3j0097tk6xU1wc+nL7m25yt1yIler+cLMegOE9YBgAAAAAADER0OrAYNpbVg0cOFCys7Nl8uTJsnHjRuNU+9IOGjTIuP28886TefPmyZw5c2TdunUybtw46devnxx00EFhfhYAooG/ikDr4GFVvW8wffVV1BzwUGv071/qOp+QENZFAQAAAADUYhEd0Pbu3VsWLVpknK9bt67MmDHDqJIdMmSIrFq1SmbOnClpe0f26dy5s9x1113yxBNPGGFt/fr15d577w3zMwAQLUpL7YPY1NTK09eFCxONHrGoXbp0KXOd55B+AAAAAECoRFRJ1q+//lrh5SOPPFLeeecdv/fX4Fb/KvPpp59WYykB1EYFBfbXJwawl8zPj5PJk1Pk7ruLJBRWrHD/lvbcc34WFEFnrZqN5cHBAAAAAAChxVdOAKigj2xJif3q8a6ofPnlpJCtx88/d6fETZtamuWixhDQAgAAAABChYAWAIyAtmrBrff0/u4f7EpO68BVCC3rYGwMzAYAAAAACBUCWgAQkZycqlXQegey/nrYBkNCgqNKLRcQHNZQlgpaAAAAAECoENACgIhkZQVWKWsqKgpdIOstObnGZgU/cnNr7vUGAAAAAMQWAloAMe/ff+Pk44+dpakdO5btU4uDUNFet9ZKzkMOoQdtTaGtAQAAAACgJhDQAoh5n37q7hswdmyxfP99rkycWGhcLvPMa12KiiofOKy6rryyjpx4Yprk5zsT2oEDS+hBCwAAAABALUM3QwAxr149d7JaXi7SsqVDGjd2uC7bsauszckRqVcvOKtTw95585KM86tXO0cJS0uL+ZcqbI47rpSVDwAAAAAICQJaADHv5ZedQai1CtYcFMp/QOt73ddfJ8qhhwanBUFuru918+YlytNPx/zLVWMYJAwAAAAAUBMIaAHEvC++cO8KTzyx1COg9de2wC6gveSS1JCuy7IyBqoKF3N7AAAAAAAg2AhoAcAiNTXQClrfsDQzM3gDeGkwvHOnZyqYlBTkJreoEBW0AAAAAICaQEALADYSnG1fAxok7NVX8+Wkk/xMWA233JIis2Yluy4/8YRz4DKEb3sAAAAAACDYOGgTQMwbMqTEWAcTJxb6VE9W1oP2qKPKQhLOqvr1PStmBw9moKrwVdBSvQwAAAAACA0CWgAxzwxhk93FqpYWB76tDP75J04uvDBt731CF9ylOWeBCAtrAQAAAAAIJgJaADHPbGNgHQjKrJi0GyRs/PgU1/kU99mgS011z5wKzppHD1oAAAAAQE0goAUQ8+wDWv8tDjZudE+YmVkzFbT3329peosaQUALAAAAAKgJBLQAYpZZHWuGsNaBoCoKaOvUcZ8/9dTSGqmg7dIlNH1uERgGCQMAAAAAhEpiyB4ZACJYdrbI8ceny4knlrr6zAYS0L7+eqKsWeOesHfv0AW01p64Bx7oZ7Qy1EgFLT1oAQAAAAChQgUtgJj0xhtJsnlzvDz/fLKrxUFCgrXnq3tAsJkzkyQ313n5uutSPR6nQYPQLWNamnt5MjJCNx9UjoAWAAAAABAqVNACiEnWylgzoLXrObprV7zcdlsdo+/s1KmefWAfeaQwpMFdv35lcumlxdKsmUMS2VvXOOtrS4sDAAAAAECo8JUfMeGll5Lkxx8TjECNoAXW/rPKXUHrvs46YJj64otE+euvYo/r6tQJ3QBh5vIwOFj4MEgYAAAAAKAmENAiJowd6xzVSfuNnnFG6HqGInqsXOlOYysaJMy0a1ecdOtW1+O6pKTQLiMix549ISyVBgAAAADENHrQIqZoyAaouXOTqhTQ/vef77bTogUDd8VKBe3u3eFcEgAAAABAbUZAi1rPPHzd+7B2xC7v7cC+B23FG8tpp5VIp04EtLHi9NOpvAcAAAAAhAYBLWq1e+9NlrZt3Yelc5gyVF6e53ooK4urtILW27PPFrIyazlrYB/KweAAAAAAALGNgBa12iOPpHgcmr56NZt8JFqwIFHGj0+R0hoqUvzzT8/tIDfXeZqW5ggooNXBwSoLcBH9CGUBAAAAADWBQcJQa5mhm9WCBdp3lMrHSHPZZanGaefOZTJ8eOhT2vPOc87PuzdxvXrugDY93f/9rZW2iA2EtQAAAACAUKEGDLXWli32m3eTJhk1VqmJym3b5q5w3r27Zo4j37o13jagzchwX3f44eUydmyRDBtW4nN/AtrYQCgLAAAAAKgJBLSotaZPT/Z7219/0VAyUnzwgbuQPyWlZuZ50kmltj1orRW0Gs6NG1csd95Z5HP/7Gy2HwAAAAAAEBwEtKi1Xn9d2xnYc7hzOERQlWLdujXzwiQn288nI8P3+vr12VgAAAAAAEDoENAiJhUXUwEZib2Cg1VB+/ffcfLBBwl+g3i71z8x0SGpnq1pDUn+c34AAAAAAIBqI6BFTCrxbSuKMHjnnUSZNCkl6K9L9+7pctFFabJwYaL8+2+c3HJLimzY4N7dFRf73qd5c0fAPUdvuMG37QFqN/rRAgAAAABChYAWtdaZZ7rTvnbtyuShhworDOhQ80aNShWHw52KfvSRux9tdZSWOh9Tg9nbb0+RWbOS5cQT01y35+b6JrGHHloe8ONTVQsAAAAAAIKFgBa1ljng0803F8kXX+TLRReVSOvWZcZ1JSW0OIhEb78d3H4C27fHy/z5zscsKHC+5tr2YNmyBJ9pTzvNc+AwqyFDnGF/s2bOEHf4cEqwAQAAAABAcASnXA2IQGYIa612NM9TQRt+4RiorbRUZMcO+3C+eXP/FbRPPVUoU6cWSt26Ivn5OphZCBcSEYkWBwAAAACAUKGCFrXSM88kyezZzjQ2KcnhE9DSgzb8ghmSa9i7bVvlVdG//RYvv//u3O3Vr++ZEGdkVBzO1asnEh9POAsAAAAAAIKLClrUOlohOWFCHdfl5GT3bQl7j2wvD7zdKGowoI2L27ey2kMOqWu0MDj//GJ59FH/A3gdd1y663xios7LHeqmpIShpBcAAAAAAMQ8KmhR6+Tm+j80WSsgVVkZPWjDrbDQ9zXQAcPKnG2Cq8TsL/vaa8lS5D+f9ZCYKLJyZa5tkA8AAAAAAFBTCGhR6+Tmxvm9bAa0VNCGX16e+/xbb+UHrfXBk08mBxzQpqc7fLYNAAAAAACAmkQkgVpn61bPgDY+3uFz3gxotVqzsLBmlw9OW7Y4dz+HHFIu3buXeQzkVZ3Bxr7+em8fi0poIEvVLAAAAAAACDcCWtQqmzbFyQUXpHlcV17uW0Frhnr9+6fJwQdnyB9/0PKgpn3ySYJrsC5z8LZ9GcBt4ULPVtpffRVYa+3Nm+MlJcV9OS2NHrQAAAAAAKDmEdCiVnnmGd/D25s2LbdtcaB/v/ziDAm7d69bcwsZw/78M07OOitVPv44QaZNc6ajq1YlGIO3mdXNJSVVC8sXLKg4kLW2MfCm28PkyYUyblyRtGhBQAsAAAAAAGoeAS1qFQ36TImJDhk5sljOPrvUNqC19kA1abuDl15Kkg0beGuEwpgxdeSbbxLl/PM9q5yVWUVb1QraOnUqDlbbtCmX77/PleHDS2TePHevW9OVV5bI2LHVbHwLAAAAAACwjwI7FhiIQuecUyL33FPkcZ01oM3O9qzU1Ouefz5JJk6sI4ceWi5LltgkuKiWP//0H3xrQFtUtC8BbcW39+9fKi1bOmT6dGez4ZYty2XTJgJ4AAAAAAAQGUgpUKvs2OEOXa19Tb0DWh0cLCfHM6AdODDNCGfV77/z1giFwkL/7QvcFbRVa3Fg7SNr54ADPCtsL73UWS3bqJG79QVQmTjaVAMAAAAAQoQKWtQq1upLcyAwK+sgYdnZnretXGnpj4CQqKg6NiFBX7A4yc0N/PHWrImX7dsrTs7q1XP4tDSoW1ekRw936wsAAAAAAIBwIaBFra3QzMjwTWitLQ68K2gRnirEhx5yth7IynK+OAMHpsv27TmVPtbKlfEyYEC639uHDSsxAtyTTir12QYuuKCKfRQQ86igBQAAAACECgEtapWCAvf5UaNK/Aa0v/6aII8/zuYfCS66yPd1ys8XSfMdR8zD5597vn7JyQ4pLnYmwDogmPac1UppgjUEg11FPgAAAAAAwUCjTdTKCtqXXsqXpk3tKmid1z31VLL89hubf03zrlqeNMlZPestkEG8UlM9X18znFVDhjhDX8JZAAAAAAAQ6UioUKto5aVKTbW/3aygRWQ45BD7ssRABmmr4xzPzeWKK4olMdEhgwaVSP/+ZcFaRMBA2A8AAAAACBXiKtQqBQVxttWVFQW0hxxSHurFwl59+3r2g01Ls3+dli2rfMC2RK8OFT16lMk//+TKiy/aV+UCAAAAAABEIgJa1Bo68Ncff8RXWEG7Z4/vKFWXXFIs55xTIl27ltlW4yJ4vAPy9HR3QPvpp3mu81oJW1V16jiockTIUEELAAAAAAgVAlrUGt9956669FdBu3Klb2VmaWmcPP54oVx5ZbHH9WPHeh1Dj2or9SyglfR09/mOHctl9Gjna/Dss8lSVFS1x/ZueQAAAAAAABANCGhRaxQWVt5r1i70y8hw2FbdvvVWUlCXD3YBrWeQnpTkvJyfHyfTpydXuMocXhl8SgprGAAAAAAARB8CWkQ1M6RbsyZezjsvzXX9oYfaV9AWF3u2ODjjjBI577wS43xKStUPq48V//0n8uGHCVLiXFX7zHv9WytoVZIlE7///ooT1zKvccDat2dgMAAAAAAAEH28htkBokdBgcgJJ6RJ587l8t57iR49ZQPpF7lgQZ507+4eIIwek56ys0WeeSbZCE3vuccZlp58cqm8/HJBpetWA/MNG+LlrLNKK+zr692KwhrQVqUad+DAEqlXL/D7AgAAAAAARAoCWkStDz9MlI0bE4w/u5YFdrRa9vXXk+TSS4s9wtmK2iLEquuvryPz53smph984LnL2LIlTu6+O0WuuKJYunQpd1W29u/vLI094ADPEFxbF1h5t5UwWxyYtm2Lk6ZN7V/PXbvcj3XYYZ6vJRBs/IADAAAAAAgVIilELX+DSCVX0Lr0/vsL5ZlnCuTmm33vXL8+LQ6svMNZu96vZ5+davTqHTjQ3avgnXfcIe7mzfEVVtB6h+K5uZ4B7hVX1HFV8+7a5Tnt2rXuOzNAGAAAAAAAiFYEtIhK69bFyzXXeJVf7vX55/4LwzXIO/PMUmnY0Pe2Tp2owgzEBx84K5ZXrtQ2Bp7Vy2rHDnfI2rChZ+hdUFBx74kvv/R87X74IcEIhFu3zpC2bTNcAe/69fGycKE7QG7RgtcOAAAAAABEJwJaRKVrr3VWVtrZf/99C+s4hNlt40b/QepXXzlD1DfftK+w/e8/933LLS+FBq3eFbTexo71rGwuL4+T6693DxZ2ww115Nlnk+SNN9xBbny8w6fXLQAAAAAAQLQgoEVU8tdntmXLcrnrLj+9DwKwdGmuxDoNVY85pq7f2zdvdgawzZrZvwa7d7sD2qIi63ln4FoRu16yr73m7lkxd26S3HprHUm0FNr+9VdulQYXAwAAAAAAiCQEtIhK3buX2V4/b16+HHjgvveSPeQQz/uuWhV7b5GNG+2vHzKkxDhdvDhJfv01Xj791LO9gVktax28q8R5F0Nl1bNm6HvwwZVXQD/yiLOq9pZbiirsOQwECxX2AAAAAIBQib30CbVCXp59JWZSUvUH+jrjDHeq+N13vj1WaztrqGrVvr07OD3uuHT59ttE2/tZA9riYvfte/ZUXD2rtDL222/zPF6DijRvTu9ZAAAAAAAQ3QhoEZWeecb+mPZgHOp+/PHu6tz4GHyH5OTYX9+pk33Vsqm0VGTJkgRXj1o1enSqcb3atMlzZZ5yin0IqxWxgfaUbdq0+oE8AAAAAABAOMVg/ITaoKzMWY1Zt65nQGftTbqvrI+ZEHsFtJKdbX99nz5l0qSJ/4rVDz5IlNNPT/O5/ocfnCuxsDDOFfTOmlUgDz9c6PexTjmlVOLiKg9fU1MrnQQIClocAAAAAABqfUBbXFwsp512mixZssTvNGvXrpVhw4ZJp06dZOjQobJmzRqP2xcsWCAnnniicfvo0aNl165drtscDoc8+OCD0rNnT+nevbtMnTpVyq1DzCNq6GBTpscfL5Tnny8IagXt4Ye7t4tYrqBt3bpM3n03X9q1K5MpUwqNgOroo/1X0V51lX1aarY8MNsd1KvnkNNOK5WGDf0vg85r9GhLfwQ/gtHSAgAAAAAAIJwiIn4qKiqSG264QTZs2OB3mvz8fBk5cqR069ZN5s6dK507d5ZRo0YZ16uffvpJJkyYINdcc4288cYbkp2dLePHj3fd//nnnzcC3OnTp8u0adNk/vz5xnWIPq+84k5hNTDUasuhQ0vk0kuLg1JBm5LiDv1iOaBt0cIhxx5bJl98kS9XXOFsR/DPP1VfIbt3ewa0gQ7qVadO5dMwQBgAAAAAAIh2YY+fNm7cKMOHD5e//vqrwukWLVokKSkpMm7cOGnVqpURxqanp8vixYuN21955RUZNGiQDB48WNq2bWtUyH7xxReyefNm4/aXXnpJrr32WiPg1SrasWPHyquvvlojzxHB9dln7hQ2Lc1hVFs+9VSh3H+/pbS2GqxVuLHY4sAMaL3bR6hC/10J/HJX0DpPk5MDq3rNznYPKnbZZfbVtMGomAYAAAAAAAinINQbVs/SpUulR48ecv3118tRRx3ld7pVq1ZJ165dJW5vI0A97dKli6xcuVKGDBli3H7llVe6pt9///2lefPmxvXJycmyZcsWOfroo12362P9888/sn37dmnSpEnM9hzMzRV59NFkI5QrKkoRRxQcMf7hh4kePUiD/TqlpLjPx8c7A+BYoc/VGtB6P/e2bctl3bqqpZGUpuAAAK9sSURBVNaffpog113nWUEbyDo95BB3q4lGjew3TA17Y+n1qWnmumUdO9dBrK8HtgewLYB9A/isAP87gP8jwfeKWhrQnn/++QFNt2PHDmndurXHdY0aNXK1RbALWvX2rVu3GvdV1tszMzONU73dLqBt2DBdEhLCXmAcckuXijz2mHkpwGPPI0izZhkhffy6dVNl76YSc4OENW6cLJmZntvEU0+JvPtu1R4vLy9RMjMzXO0n6tVLkszMyktfx41zVuz26aM/0FhSc4tmzerG3OsTDo0ahfZ9Fg0yMupIZmYAfTdiANsD2BbAvgF8VoD/HcD/keB7RS0LaANVUFBgVMJa6WUdXEwVFhb6vV1vMy9bb1Pm/b3t2pUXE9VSWrT82GOJkp+fKvn5RRFfQbtiRbwsXOgM9wYMKJWsLPcAYcHirCB1BlK5uQWSlVUqsVVB63zuCQlFkpXl+f5whqxVC+uKi8vk77/zZdw45/02bw78dRszxnn600/6mvuGY//9lytZWRG+0Ub59qBh3M6dORG/bwgd53abk1MoWVnOXsyxiu0BbAtg3wA+K8D/DuD/SPC9ouq0aK3WBLTaf9Y7TNXLdfaOJOTv9tTUVI8wVqczzyu93Z9YCCS0h+f555caVYgaxkX6c9bl69AhQbKy4uX220MTKNet6z5fv35sbAdWWVnO0wYNHJU+982bc+SddxLl2ms930fnnlsis2c7g/SCgji56y53Bezff8dVeZ1a++HqwHA//OBss9C0aeXLiOrTdRzr61nDyVhfBya2B7AtgH0D+KwA/zuA/yPB94rgippj+Js2bSpZZnK0l1422xP4u71x48bGbcpsdWA9r7cjukKS1avzZNOmHGnTxt2jNNh69HBWzZaHbhYRp7RUw/pUefNN5+UmTSpOo5o3Lzf69dpNd+KJpfLJJ3nGeS1gf+YZd/X6o49WfaSx1FT3PCZPLpThw0tk7tx8iY+aPRiiHeEsAAAAACBUoibe6NSpk6xYsUIce78l6+ny5cuN683bly1b5ppeBwXTP71eA1odMMx6u57X6/wNEIbIlZDgWeUaqnnEWiij7SM++shdVN+4sSOgdVSvnu909es7ZG9xuxQWevYKOeKIqqfe5ryUBvPTpxdK795lVX4cAAAAAACASBPRAa1WuZr9YwcOHCjZ2dkyefJk2bhxo3GqfWkHDRpk3H7eeefJvHnzZM6cObJu3ToZN26c9OvXTw466CDX7Q8++KAsWbLE+HvooYfk4osvDuvzQ+QyKzPLYjgD9BfQxsc7r2/fvtzVBsKqe/dS6dWrTOrUcU5XYGk3e+ih5VJBVxG/rJWyZvAL1KROnWJ4ZwAAAAAACKmI7kHbu3dvuffee2XIkCFSt25dmTFjhkycOFHefPNNadOmjcycOVPS0tKMaTt37ix33XWXTJs2Tf777z/p1auX3H333a7Huvzyy2Xnzp1yzTXXSEJCgpx99tlyySWXhPHZIZKZA8TFUosD70rXzEz7J//pp/ny5JPJMnZskU8FbVqaQxYsKPAIUouK3I/70kv7NqibBrumWBi8D5Hjhx9yZcuW+H2q/AYAAAAAIOoC2l9//bXCy0ceeaS88847fu+vQa7+2dFQdvz48cYfEOgh9b/+GtFF5kFlrXS1q4w1aeWsthgwNWzokJQUhxHEfvBBvm3f2IquC8ShhzrktdfyjXkBNalFC4e0aEH1LAAAAAAgdGInfQL24ZD6Rx9NkeXL40M6MNfq1fER0UohPz/Ob9/XiiQliaxalSsrV+Z6DNxm14pgX9obmE48sUy6dKGKEQAAAAAA1C4EtICN3Fz3+TffTArZOrr//mQ54YR06dkzPawDkmlQvHXrvvcOaNhQpHlzzyeQaFOfn55OBSwAAAAAAEDEtjgAIsXSpe63RiirWx97LMU4/fPPePn88wQ5/viaL6VdsiRBzjknVYqcLWUNPXqUhmRee1tGAwAAAAAAYC8qaAEb1oGvMjJqpupz06aafzv+8UecnH56mtHeoKzMWUF77bUic+bs22Be3m64wZ36PvNMcB4TAAAAAACgNiGgBWzcfntRhb1UQyEcA5KdcopvSWuvXtXrFWt1yy3Fsm1bjvF35pmhqcoFAAAAAACIZgS0gI3+/Us9+rOGSlqauzr3hReSa/y1yMry3QU0ahTcecTFOf8AAAAAAADgi4AWsHHQQQ7p18+ZzBYXe6aLmzbFeQwiVh3l5eFb/X//bZ+aZmbW+KIAAAAAAADELAJawI+jjnIO2FVS4rzscIjcc0+y9OxZV3r3Tq/2etPHKyz0DEmLi2vm5fjggwTp2tX+OQS7ghYAAAAAAAD+EdACfiQleYamb7yRKNOmpRjn//23+m8dM/i1ysurmZfjoovSxOGgghYAAAAAACDcCGiBSgJaM0j98svEoK6rIvc4ZC75+b6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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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AAABlA0FbAAAAAFB5Nz5t3hqSU38CObQ+s1sskpkqOyqigzy5DdpKkbIIrp4v055XyDNc9zhQs5O49TUflGCmLYK2AAAAAOUOQVsAAAAAiJ4cBrrNW0MpHaBM42tV7weqd8jA1gsHbYMVY6lnx9upa8qjpkBxtrl6vxC31SuuTntevpbDw7dNB4jbrmlPUd/431L3TnfFfJ6snpqjpi0AAABAudOfgQMAAABAWZMCneaBhhIIUmgwox2RqTVgJQcNjv4JFb3I6/E37SNuQxVjqH/CZfGfF8m0lVDTFgAAAKDsIdMWAAAAAFSuvqWmrVG55h/6AZpArST70t96SpBSKQ9Q5JTatdpyD4lBpi0AAAAAhJXGmTEAAAAAZFSwYhv1vrvnM90474Zo3VtJ0ylZ6pRyALktiZAtSudsSQdtlUzbQE+0rm2gFzVuAQAAAMoQgrYAAAAAyQj5ydG/sjS3mSaDtmfHW20nq9jwmOVzUqaWRyiNoC0FI5m2zsqUTs2dg2uoZvEvydX9GQ17azTVLP51FlYSAAAAAAoZgrYAAAAASahbeAo1fzCVPFv+V3LbrXrFn9X7/sZ9qH+b8xLOKs1ETVu5UIK2adaUVbeJw5vkM6PLrVz3AFWt/Gvk/j/TWh8AAAAAKD4I2gIAAAAkwbvlRXFbufbukttuVatujj5wuMjXcqi4G6jeQWQYezc8SY7BDbrncE1bZ9/ykqppK8oTpPP8SEdtyZZHkLgUgm5AgQSxQeVue5NcXZ9iiwAAAEDWFcaZMQAAAECRCbkaqVQ4+5ZR5apbTMOVoCN3rFW5+jaq+/IX1Dhnn3AQV6Ppw93SXINgQdW0lQLd6c0g1aBtqF/3WJZc6a0HZPxz0jD/GGr85EBsWQAAAMg6BG0BAAAAUuFMspOpAtY4Z1+qWfZ78wgl6BgaoprlV4YH+TaTbPXaQ74M1LR1lETQVsm0Vbdfos8L6oO2OFUvLK7OOep9x+C6tOfnbnuDqr++PL3PDgAAAJSswjgzBgAAACgypZQFKQX7LIcrHWk5hzbEbsbP0xg6Z3MMrKa6z08id8cHCZdHKJSatg7D602WFIxk2iYZ2A/U7mqYEU7VC/VzUv/Z8WnPr2H+96lq9W1UsV7TsR8AAABABM4EAQAAAFJRQkFbO7JNR1pSMBy07dnxb+qwinUP6aapXvYHUf+34dMjyNU1N+ZyJLWmbWEEbZ2Da/JS0zZQNzWjHaJBZqkZ1Jx127soY/N1+LdkbF4AAABQOhC0BQAAAEi2GX8BBRizyS7oqGTe+pv2p0DVxPCwAX2mrVPTfLx20TlEnKWo3X46wbyfmvZO/EP0gRxIb2ZqeQTroHcsHTNfE7dB72hekfTWAzInOEA1y67QDapcc2fKs5N8ber9kGdEWqsGAAAApQlBWwAAAIBEaTLtSom/Ybbucde0p8N34mSKhrwjqX/8xZYlFrj2rcLVt4SGvTmKGuw6cFJr2uYvED4w7kLyNe4TXg3b4HICZJkckZq4srMm+adHniPJ/mgGMuQdd8BnVLX86pTnp/182GW0AwAAQHlD0BYAAAAgQTVLL1PvV679R8lsN9lZrXscctVFhsdp3u+sJNlVL+5KgR5dFqFz4BvT5O7uz6yb/BdA0JaFvKP065MCV9cn0fm5G5KfgcMdebKf/6W8HpBZrr6vY5ZLSJo2mxsdkQEAAIAFBG0BAAAAElS57v7S3FbGQKqSYZtABqCaGarJtHV3zrGd3rvxmcLtiExZfhpBW+/GSJYyS7KmrVh0pFYyZ9pq3xd3+zsprxNkR6B2SsrP9W55Wb0vyb4MrREAAACUEgRtAQAALLi6PqWKbx8QTZ0BrIRcKWRRFiz9fi47q5LO0pUC4c7JwuyDnpVr/m4aJqkZpRLlkxo0tqtpK8tUsfY+cnHGsA1/457RB1IKr8fhCT812EfeLS9kpH4qZD4bXZAc5Nn0LHlaX01qXq7OOVS9QlNaAZm2AAAAYKH0uz0GAABIQWOk9iY3l/YNOwzbEEjyteq2QrBmcslm2gYrt1Hvd+90F9UtOsv8HO+w8FNdtWqQ0d3+vigb4e780HZRrt5FBVseQVm+XU1bz+bnqXbJr8X9LYd0W88isi2V+rjJkqVIeQQDZ/8KKjjBQape8SfyDT+SqOUQKmV8IcNYt9ndNZfqF/5U3N9y4EaiBC928PO0lBrIAAAAAFrItAUAAIjBaVHHEMpT7aJz9APS6ayqgDNtu3e+R1cWwd90QGKZtsEeapj3HfJu/o+ukyWjkHd0wQZtlaCcZ8tLluO5Q7W4lCzdVF9LpDyCaXBoiApN1TfXU9Xqv1HD3EOp5MXJhnX1fJnyRRKr+s8AAAAACNoCAAAAJMDd+ZF+gFWHWsUq8lq6dn2Ihkb9UDcqVDGKhlqOMD9n8gXh8e5IR2SJBrGtpiuQmrYVkXq07u75luMTKRtRs+Si8B0pxdNspSMy08IDlheVhr1WR40fzqKcCw1R9TfXU1mQZV1He1aSCrwaPwOi0zkAAACAAgvabtq0ic4//3yaNWsW7bPPPnTttdfS0FA4k2D9+vV0+umn05QpU+iQQw6hl17SZz288MILdPDBB4vx55xzDrW3t6vjZFmmG264gWbPni3mfd1111EoVEI/rgAAACCnJGOmXaygbZEFYaI1Za1PDbunPkYdM1+jnh3+Jh4HqiYR7fCb8EhnNYUinZElhDvYMi0/WCinpomXLghZ1L2Vg+QIdIm7zr5lKS4jXNM2kQzlxjn7qRnAqS4vVVZ1XLkWeNO725N347+plNQuOkP9jPjrpltPZFcH2YJknLaksvYBAAAgU/J6ZsyBVQ7YDgwM0COPPEI333wzvfXWW3TLLbdQIBCgM888k1wuFz377LN02mmn0cUXX0xffx1uprpw4UK6/PLL6dxzz6UnnniCuru76dJLL1Xnff/994ug7u2330633norPf/882IYAABAUlLpSAhKk6mHd+tAS82SC6n5nXHkGFhLRUMJQNvt75KDAg270+CYn1HbXp9R555ziBzRrNiQd4Tl0wI1O5lnZRXQLpDyCDpWnRBqt49sUa5AE4xz+LZkJNM2WLG17aTaGqtV39xAOWURXG6YcyA5hzZQ3RenUimp2PCEer9z5qvUteu/bGsZJ8QU4EViCQAAABRY0HblypX0+eefi+zaSZMm0YwZM0QQl4Ot77zzDm3YsIGuv/56Gj9+PJ144om077770mefhXvrffjhh+mII46gY445hiZPniwyafk5a9eGfyA99NBDYl48T862veiii0RgGAAAACAlhmw4uyBN5dp7RMdCXO+zeMgJnxqGqiYQOfR1V502AWrLcgJWGYlq0LhwgrbVX0eTAaxIwcGY+4gUshifCMM2CNRNSaimqr8+tyUS8l3KIm8cbgpVjEkr09aYbZ5waREAAAAoK3kN2g4bNozuvfdeamlp0Q3v7e2lTz75hPbYYw+qqYk2t7vjjjvohz8M11lbsGCBCMgqRo0aRaNHjxbDueQCB3xnzpypjp8+fTqtW7eONm+27xgDAAAAwI6k6ayLuXq/JMkfbgpvpXLdA0W0MZWgaWqnhpIpC9k+aCtZlEdQli+nWgc2C6rW3BF9EOwjz+bnyeHvVAc5/NGyXNkMvinb0G4bR1fIuqxCzsqFDLZSSbLMuLboLC6Z994Y8EbQFgAAACzk9cy4rq5O1LFVcM1ZzqDlzFjOmB05cqSoS8vTHHXUUfT666+r03Lwdfjw4br5NTc308aNG2nLlnBzNO14JTDM4wEAAAAyci6z8JTS2JBq1nBq5UBkR0XiAS+L8gjRYGd+g7ZB71aWw2uWXEL1C35M1SuuiQ5b/EvzhBkKvg1s9fPoLB3VttvN1xSuaZt0pmcGmDKJl2mC3CXEMbjGNCzkqknrvZeCAyk/FwAAAMqHxWXi/OFSCF999RU9/fTT9Oc//1nUsv3Od75Dd911F82ZM0eUO+D6tbvssgsNDg6Sx6PPKODHPp9PjFMea8cxHl/uZQtd3fOI1r1B0qjziByV+V4dKADKvl8unwGIDfuDcYPgs4F9wp6n/S39sdMQWCue42okuCpJCa2zcZ/o3u1pqv/0uxYTWgRhZb95GZGgleRw5nWb8eto/GgP9bFYF1mmyvUPmab1dLxvWtdoh2qa56fCqTnHdSmZtlbbLVqiw3J8FkmyIWj7xR+KdN+PrWHuIebX5W4wTSdRIOHXrNQiDlaMJefgWrHflMr2UuB7A7BPAI4TgO+NEgracsD2wQcfFJ2RbbfdduR0OqmhoYGuvPJKcjgctNNOO9Gnn35KTz75pAjaer1eUwCWH1dWVuoCtDydcp/xeCtNTdXkdBZOk7ysevUAcdPMHV3s8vt8rw0UkObm2nyvAhQQ7A9hNdUVVNOCzwb2CSIaeTDRxteJmmYStc9VPyst2v3D16H7HOnGFTJnOGJUX19DlMQ6q8eJ6t2IPjWPN15gV8pMtDRV6ToyUzp1a2quJ6rK4zZrnEr0keH9W/2k7eSm93egP/b4RFVEOyOrrG0St04pYJ6fFM3YrKlyZfdY1bGQaPH1RLteRVQzjqgzxnlz5aji2ffjGdK30hOvK2T+PVFT5U58+7vDWdFObx3RIJHHJZXO9jLAuQRgnwAcJwDfG0UetL366qvpscceE4Hbww47TC1tIEmSCNgqxo0bR0uXLhX3R4wYQa2t+tpZ/Jjr5PI4xmUSxowJdxSglEzg8Vba2/tK7gq3HaWC8NDmz6mntSfPawOFgPd9Pqlua+uxbMkK5QX7g/5Y2ds3SINlfqzEPhFWNzREHIIcqJlJlZqgbatm/3AMbKBwiM08rpA1BALipLCre5D8np6k9wnJH6Bmi+l8/pDYZkyWXCRFmvC3bmknckZLKjTLIVGYoa1jgOT+PG4zWVY/+6xt43qq2LyEIgUKdIIVY6jD8P46Brsy8v43L7tTLVTRN+QSyw8FhqjdML+GoR71ZL6vt5cGsri/Nb82U9TVDbR9QZ17vEcV3Z1kUSRACJLXtG2Klb7njeh72uyo0JWI6OvtS3j71/Z3EaeV+Kma3JHkku4S2V4KfG8A9gnAcQLwvRFbIhds8x60vf322+nxxx+nm266iQ4//HB1+JQpU+jOO++kYDAosm7ZihUraKuttlLHz5s3j4499ljxmDse4z8ezkFb7pSMxytBW77Pw4x1cLXKLVjFvf6W22uG2Hh/wD4B2B/0PK2v08DW52LHwDFC7UDLWL9VGthAoYpR4QeBXtNxtWCEhqjh0yPIX7879W1/rTq4Yu295OpZKO7LnAcrJ/+9IUvWNW21HYvxdpOCke0T8uu2o1LTVpYded5m+iv4Uv8akh3hVltGQ8OPMq2rbCiPkeprUYLbLBTpiMzh20L1H+9HnTNeJnJWkqvzY3L1LdUsO5DVbad0hObs/Uosp3J1jBq2IV9h7fsZpLyutr2/pJZ3J2pGBEn291LDp98hf/NB1DdJXy5CJxAujyC7aqPP1W4v/jwYOysrUji3BOwTgOME4HsjdXmtB8BB2DvuuINOP/10mj59usiGVf6++93vio7J/vjHP9Lq1avpkUceoffee49OOOEE8dyTTjqJnnvuOXrqqadoyZIldPHFF9P+++9PY8eOVcdzJ2ZcC5f/brzxRjrllBLpLCRTrHq+BQAAHU/bm9giEBYJyBmDeFUr/xL9alWCkgXIu/lFcnd9SlVr/q4bXrvkgvRPDW0Cm7K7xXqakI8kX5upLmuhBaqc3AlVyK6TKH1UsnrZ76n5/Z3Vxz2Tb8zIOsjOaJ6vu/sz8rS+LO43zj3U8qJCxsly9L3SLMc5sMr2KVJoiEqd7NUngkiBXqrY+CS5ez6nqlXW773Yjrw9Q+GyFrIzGrRVOHsXU8sbI6hq+VXZXH0AAAAoAnkN2r7xxhsik5Yzavfee2/dX01NDd1///20cuVKEcB96KGHRL1brm3Lpk2bRldddRX9/e9/FwHa+vp6uvbaaNbIaaedJjoxO/fcc+mXv/wlHX300XTqqafm8dUWnpA3XEYCAAAAEqBkPxqCY5Xr7tcFbnTj1txZOJs2kUCaVcdhiZAk6pz+EoWcNdS164PUP/ZMUT6gb8Jv1Ukc/mjgr3bRWdT8zgRy9nypC1ilvPwsqf/8h+Rpe916pDbYzMH7VbdER5FEg2NPT3m5vdtHLwSEKrfVj5Q8+m2mTpidoG310kuo5Z1xumFV39wQ+0nZCiDnQcjdZBlAZ33jo/t31aqbSIpk0FpxdX4itmPd5z8kZ9+y8Lwjmbbuzo9ICnSL+zVfXyaymqt5G4fsO1AGAACA0pfXVMszzjhD/NmZOHEiPfzww7bjuTSCUh7BiEsqXHrppeIP9Aa2PpMq19xNni0vU9+kq7F5AAAAEiCpART7IvjGTNuapZfQwNZnF8j2TaS9eupBU3/T3tR24Hpx3zfi+9S3/XXmNZDcIlPT2/qKeFy9/GrqnvJQwWbaMk/7W5bDJdIHbbVkV11ay/Q17h2dl8PQ6ZXDbbo4INYnaB8wTEfV2rtMw6rjZIFKwWit12Lnr5tO3rbXxP3O6f/VjeufcJkIwFZsekY8dvYtti1xUBnZjt5IprS2DAZ3ztf4wQxq3+9rkgKaGtlDGylUuXW2XhoAAAAUuMJKZ4CcCFZNsMwQAQCAiFItxgjpiWQP+psOoMFRJ1pOwnVHtQZHHl9AWz2B/TqTvbLyvAzzs2zCr8kalYvp1FR7HmXMfE03Y1hyR2ftULpyiwgOWgZo3Z0fUz70bv9XGhz9E90wzhTVBh+LmRJY7d75HxSon2ka7wh0qfcr10eTTSR/u266QO2upue6er5Q7zt9G8V3j7vrk+RWMDhAFd8+SI7BDck9DwAAAApeEZ0ZQ6b4m/YXtw5/KzZqkeBOPyq/uZm7js73qgCUCQRtwT54w0G0np3/YbmJHEOb9XuSI9yJVMGx+T7JRtDUXzvVdpy39X/kaX+voDJtTZmtthNGjxMV64wtw5wZC9oa6wVzPVSroG2sGrPZ5K/bjfq2v8Y0XDJcwChaSkDeri8Im1IQ1Sv+bNu5nFVGNfNEMnrV5yRQ0qR6+R+pdvF51DD3UKpa8Rdydc2nTPFsfpEq1t6XsfkBAABAchC0LUMhd4O4lfxdyLYtEk0fzaaa5X+gytW35ntVAMqDVb1IAKU8gjHzUcO74XHdYynUXzDbzdm/IvpAtqmVmYWasrIzduC6/vMfFFTQtn2PRDNWw5m2NYt/LYJmmS1VEA0IhzwtptIDUtC8XxnrrWZEIheLHRUkc93XIxdR34TLRF1jsZ6h4iyR4Nn8AlUv+U30tUe+D2S7oK3NNvJs+Z9+gMV71redPrDr6pxjmHf8bejd+G9x6xxcTdUr/0yNn4STM9Imh6h+wUlUu+TXVP/pd8nV8VFm5gsAAAAJQ9C2DMmuSNCWQiXTdK2UOTSZM9xRBQDkAsrHQFjVimupZtH/iQCG0rSf67IyX/OB6maqXXS2+HMNrCzY2p4Of4d639P+ruU0Ic+wjC83qWBiAQRtQ1XjqGvqU/EnlEPhljDfmjMRbQN8ia6Dpzk6L1cD+ZoO0Iwc0AUAe3b4W9YuNrm642dtyo6K8J36HWlgwm9JdtWrF5yHvVZHrjyVbUhV/YIfUdXau8m78Ql9hqzNvjk0+iTL4f7GPXWPLc+5Hfr9pGLDY0ln2nLmdTZoM6U9He9S46eHZWU5AAAAYA9B23LkrFCb2kmBznyvDcRRu/iCjHVsAgAJQs1vEPuBTNUrrxV1Kt3tbxOFIs2gHeGgbc/kG9XtVLH+EfFn5N3yQgHVSI7Wl63//ITwHcO6harGZ3ypg1ufKW59jfsWzalpsHKbBKYKUe3iX1mOcQTTuyjOmasdu79H7XvOE3WBu3f5J4Xc4UBu1Tc3qQE0f+2u5K+fHnlSkCrW3E2NH+5OjsFwh3DpSiRoKDv15RucQ+t0jxvnHkrFyDG0KfxdoAZtrQPxxnq+ikDNTrrHzqGNcZfpHPw26e2vrambSc7BNVmZLwAAACSuMM6MIfc8jeLG4UfQttA5hqIdS8iRJocAkG2FEmSDvNJksLl6vzJl2iotV5I5jueTsZM0QRMUatvnq6ws19dyqAg+du32TG47QktDrIukavN/OUgOQ5BN0Tfx92mvQ6BuCgWrJ4XXx9NMQyOOiXZYFeEc5ACpUx1eu/Q35OpbTA1zMtVE3qaMhpakD9qWCinYS03v70Lu7nmxfzZJDsu6zdqAq6trLnk3P2f59MFRP7JfiTyWmLDbtwEAACB3ELQtV95wtoakaSoJhcnXuI9632HIXgGA3ARtucYhlB9tc2Zn75JondJIpq16G28+/jbKN8fQRsugkbZpdcgzPGvLF8FHh5d6J11tO82Wgwqng1TZVWs/LtI3AGfaGuv1du72LLXtvYj6x12U+XVSyhBoOHjfsmi2n6nsS0mp4xwxOOqHcTNti5om89zVs4icg2ujo2LUspZd5ovqkpKZT0R1C39uGj844vvitmenO23nKwXjZ9qa1sXQcV2qnAMI2gIAAOQbgrblytsSPdmHgsbZNQpv66vk2fRsXtcHoCwYmozXaMqUQPlwBLrV+5XrH1LvK4G6WMGRgbGnZ7BTqvS5ehZaDldq7sp8ShjJIM6mgW1/aV/3NkZQLNfsWrb4a6fR4OhTIhOFaGikPogZqtiaQpVjs7ROldYjLGutZihjOVIawN8wm7Yc3El9E/+YUDDZtDbF0oeCJrPY2/q/hDvUC1ZalBXRZNpyJ2FGPbs+GL4jSdQz+QbL+abSmZvI8E2kA7l48wlGj39M5n0KpYMAAAByCkHbMg/a2mX/OPpXknfj0wVUh6+MKbXUIuoX/pQkTSBB8neRd/0j4hYAsqQAOkeC3LMLNCkdLdkFObcc1E7+hr0sM+7yxi6Io2TackAwj6UJQk77zNa8sNgW7Xt8Qp2z3yHZHXn/5ZApYBmsGJ29dbK5SCBLFqfzSb6Xzp4vybP5RdtMW1ESRHJQyN0Ud72sSkPUfX4iFYNYF1hiBW37Jl1pGuZpfcVy2kDVBOqbcIVumL9xP+sZxwnaSj7r7HRP2+uULslwzJC4BYqmAzwAAADIvvS6toXiz7T1WQdtmz8I1+bq5iySUZHOSiA/LHqDlnxtar097q2cO7oZanmOuqc9mYcVBCg94sepbgCucZYj7QUyyyC+3X7hcNHQiKOJvog8jtTCzXd9TsvhkaBQItmS2RBy1Yum/Fz3tpB1TX2KgjWTo1nJ3PncpmdoQNMaRuCM4SyRHeZMW3/9DMuLSso6Jqrp4z3FbcesNynA81RnpO98jzuz7d3uzySJ4J0cPhcxLH9gzOlUvfwq3TBPx3tUDKRAjKz4GJ8R2RM+r2aDo06iig2Pkat/GUlDm0j2jtBN2z3lUQrW7GBYsPX7VbXyOhoaeYI4piRcp5p/4HXPI9+wwyktFsctzuKVCf0rAAAA5Ap+hZZ5TdvKtXfHnMzd8UGOVgjsSIZMW2OPvqJnctGM72VsRICMMbYywNdlOXL4NpuGBaomxnxOoHq78B3JKZrSF0qmbTjIZjV8IHbT+yzrnPka9Y37DfVt/2cqNF1TnyBZ8lDX1CfJN+wwywBb5dp/aKZ/KqvrYyzH4WvYk7p3fUTtiEzLEUytHIGrR7nSEOZpeyu8bE1W+cA251L/+Iupf/wlNLD12eb1VDKRi5Dd50S5wBBL164PU88Ot1CwYow6rH7Bj8jVNT9uxq5ltjS/HwMrqUJTmiVRwapwB3bZCNoCAABA7uBXaLlqD59AOvztMSdzd7yboxWCZJq01n55BjYYQDYZS8Mg07Ys1X35C9Ownh3/bjt90DOSunb7r/rY2b9c3Lq6PqF88254wnK4u/1tcesYXJ+zdemY+Rr562dR677LRfZq/8Qr1NYjhcQ37AhqPbjVImPRfPo8sNXP9IHdbNBkevLFga6ZL1OoYpR9+ZZIveKUA3WyLDJGyylY5+782Hac7I3dUZ9vxFE0OObn6oUQMb+uudT4yf76+VhmY9v/JHN1W9ejDs/Mn7FauOZ5hOfdN/6S6DqXyX4AAABQKBC0LVcJ1j919a/I+qpAPObyCM6hDeTZ/BI1fLwvNh9AVsgJZUFBCbPJuAs07hGzk62Qpqapku1Y/c31VLPkQsonT6e+5UywItxZVs3ycMdSEoVyti6Bht2pc9brcYNgBcuyhmz2jxGyU9M8X1tP2WbZdiUxYtFmhSsXHdjg6JOpHDj7v7YcLspQJEhS6kQnUxvXEHjXlbeIsW/ZZvFrAscpU1p6SW6SI50EKjWOAQAAIDfwK7RcaZtBJtsTLGegoSOCvJZHYPULTiR3z+e5WxGAsoavy3LjsOngJ5ZYzacr195j37lnHr5TtdmAkIEO6nLQWaG27rC2XIFss+xUgrZ2mZuyK7mO4ga2OlXccukLFqwcR8VACpi3Wfvsj6hz+vOZKbHAHe5Z1CY2BmZlV01iFwRsM23T/3xLkXnzvqbse5nI4AUAAIDE4VdouZp2Q8I/Fp1c30zTRL9m6W+o5c1R5Oxdms01LBqOgbWWnYVlTMg876HmQ6zXZXBD9tYDoKzIOQ/IQHEGbTtmhWt+JhTYCpm/b12dc2jYmyOpavnVlEvGoM7giGNzuvxi5rGoIW8XOM0obUdYuo6pHAkHIOPRZVJqAoK+pn2Smk/vDn+j1v1WihIT4XlZX4AuNFJQ3xFZ37iLKVi7U1IdzNntC1wfuW2/5USSZDFW/x76mg/WPjOhTFtt2YWaZb+ntIU0ndAp9ZRjlUeQZXIMrLK/OAUAAABJQ9C2XDVOUe867HrHjmj6eC+qn3+UrtMN7lm96pu/UjlzDH5LtV+eRc3v70R1C36cvQVZ/NDxdH5oOanSsZxjYA05exdnb50ASp7xR6fVj2woWcFBqp9/TEKThrwjrbPjEujkidUsvVgtoZALA2PPIJkkEZySfFso6N0qPHzbX+Zk+aWAO+AykbRB1OyXRwh5R2mWbR0kdPg2Jb2M6hXXqLVwnX3L1VrNyQQtw+skkexpiZZxKIDO+FLJkk2l1nL/+Esth8vuBn1LN+04zXvYvfO9iQffI4H1QM1O1Lr/WsqoyPmnLLkSKo9QtfLP1Pz+rlS56qbMrgcAAEAZQ9C2XEkOCnlGiLuezdFOU+x4Ot43XTkv57pWjv6V1PzejlSx4VHx2LvlJfJsfoEcWagBrJRH8DdE6ygGK7a2nLYqcqLc/P7O1PTR7si8BUiV4Xin/GCF8lC76CxyBDrVxwNjwh2Sde1q7sU95G6O3o8EQBX925yve9w491DybH5RN8zVY+5kSPK1kXfj0xnt9MdfO03c+poPIdndqGYTO4fWifuyw6LOJlhvy7rp5oE5OCfSlkcI1O4aHW4TMG6Y/32S/B1JL6dxzt7itn7hT9JuEi9zlqamqX2hkyLZ8L6GPcnXtD8NbpV8Ld9Q5Vjq3/oc0/CY3yOaEggh8fnUfAfFOA4ombaiXIYu+zp96nvG85Yimbay/bpUr/yrrk42AAAApA9B2zKmnDw6jDXPbJo1eba8pB8QGiJ321u2PVKXsuYPppqG1S/4ETV/EP5RnFGRoO3Q8O9Rx4xX4p/A+9rU+9VfXyqCyQCQpkjgAcpDxaZ/68rR9O5wE205pJt8Iyyyb50V1DvxSlG7M1gzWTdqaORxpsnrF5xEjqGN6mPJorxO/fzvU90XP6fqFX+mzAmpnerJznBGsAgMR8hu+3q8YGCRUV357f3Z30yaoG3Io+nETWm6bqFm8QVJL8bVp++MS3sBI2lKpm3RlEcIB20Htj6buqb/V73AkZHvjJjZ2JqfZA4vBeqmxTxGqGSfbnmyZl/gFmGZKo+AjsgAAADyA0HbMuZrCdfL8rS+an0CaODueM+Uadsw/2iq+/J0cvYty96KFpmKNeESBRmjnKxz0zmleZrNe8RcfUui67Lp3yKYbNlpCgAkAeURyoU0pG9S7hseLQ9kZ2DcBdQ/8YqYmZFazt6vYs5P6WTSu/4xyhRJ6XRUcpJzcI2pJIO2zAPE52s6QPc4WDU+tx2R6erbRgOE/dvoy1xUbHomtYVp+jJIh5IF7Ah0kWNgNeWDu/19qv76d4llrkeCtrIz3cxzc8kKJ9d7taPtbExyiqBxyN0UfhwjaOvwbRG3IXeLuB0c/ZPouMH1qay4RUdkLnV/q1l6SU6yygEAACAMQdsyVrHuEXHr7vxYN1yyOamtWnOHfoDmpE2bNVTuapf+hiR/GlkpGlKgW/3BFT5pDmdQOGNkTzgtSjR4NzyZkfUBKB+GFgdKwAtKnrG2bNzOxWKwC9pKkZqh8Th9mfxuVfZhB4VcDfox2qxNSIiv5VDd486Z5s7JMk12ei3r2+qn0Qcb5RRP9R1DaWZpqjOKlgRofn8XyrWKtfdRw7zvUNXqW6lyzV2Jd0SWbA1fkyQ749LUtBXvmcNLfRP/mEDQNtxhYsgzTNz2Top2aCgF07xgr2RHi9ILHjXw7N1ovhAgDW02DROdK37006KpZwwAAFCIELQtY7bZmjGuoLu65mtmoN190FOsbjt1z0///RnaRC1vjdEMcMVsAqlO5u8yDatd8uu01wegvBiPaQjalgtjZ2F2PcEnxDZo22N5McCz6VnKGjXT1kHdu/xTPyoHnWiVmsHRJ+mC3rKSFZlFsqMy7r5lDNoGaqMdzxqzTxs+OZBc3eGsbqOqVX9LZ1Wj66OUR8ghZ8+X1PDx3qKzWO35j9NQ9iFWeYT0M22T+87QBdcj59eyUqM2VmkJJdFCCeK7atQ+ENJuZaXUy9WUR2AVG82JAMa6x66ueVS18nqibx4iV+ec9NYDAACgjCFoC2HBAar85kZqfns8edrftf0R1/DpYdEHuvEI2uq20/xjRKdkTe/tTJXfpNaLbs2y3+kHSM6EggdSwBy0BYAkGWp7u7s/I0espq1QEtxtb5O78yPdsLQ6YdJkRlpm8xlattQv/Gn4eVkpxxHNtA1WTTCsEGo2ZyqLOqt0F271p/BKR3NDI46hwVE/ik4V6FDr3Te+PzWc/cjnKfO+Q+6uT6nusxOo9sszzYsylAlJlezWZ3XnAp8/uXsWqp3FKirX/4ucfctjPlcKDohbOd1M22RbZxjKI4SFh0lkn2mrdAosS9GgashVF352oDupVaheegk1fjiLKNBr6ojMORjusJB52t6wWA/9cbLh08PV+46hDUmtBwAAAEQhaFvGeiffoN4f9uYI0durw99KVSv/Eh7o8FLXrg/bl07IYK/WxUp7kmxU/9kPRN3AmuVXkqvzk6TnrfxwiC7LSaEKTeatDefAyqSXBQBG5gtRNUsuxmYqcQ3zzfVrfS2ai5XpZEZaZPNZBoRlDtnKWc20NXaSpGb0QeJifP/nIlAcMgRDO2e9Rq37raRQ5TbUs9Md1Lnbf8OrGSnXVLn2bnINrAyX/9CU5+ASHBUbLGonx6idnxSHh7qmPJa5zrES4OxdbDuucvXtMZ+rXFCRndaf3ewFbZ3mn2dKckSseakdkUUD+q6+peK2etkfklqFqjV3in4RKpSMf6WuseQiV++XSZ2zan8vONCvAkD2hHwkRcqkAEBpQtC2jPmGf8dyuMO3Wf2x6RtxFLXt81XMH53hicso01Zz8tw99VHbbBtXfzSbo3HuwbZNEO0EvaPN2RQOD/VNMHd2o1Wh6Q0cADIHHfqVn4Exp6WXKWgoaTM48oTwnUhAw7KGfKaCZSbh7y5ZclDI8P0Su1d7iB9ky9E5kMNLQy2Hk69xHwrUzzCM85DsaVED84HancODA53hsleaJvbD3oxfw1jKYB1S37Do+aazN9pZatbEOCeNWfaAgx9K51tpl0dIdp+wyLRVbmOUR1AzbTUXYpQOzxz+tiTXIbK4SNavui0MF3ksxWqRoGTsAkB6Qj5ydX2qq3PdOGdfanlnPDn6kbQDUKoQtC1jtiekkaCk7KoRt3bZnUrv1mH2TbdKjqbmr79hdsI9bnu2vJjUYozN4ZTsj2CF4cc2AGScVaajckyEEiTL5NnycswWKSmRHORr3Ffc7Zz2jNqpmRqsNQQ6Qq56kiJNkzNdJkFSLzhK4aBe9WTNSJRHSH6DRt8bY8duWSNJ1D3tSeqa8aIhaGzGNXaVMlcO35bk32NNoLBrapqdmUoS+Rr3FnfdXdmvbyoZ6sn662ep990d79s+z7vpOfW+nM+OyJSatpFhUoyOyNRzUk3N2YHRJ4dHuRsTWrS7/T19MJ2TEYJ90exayU0ds96MLtJivsZMW51YNXkBIGG1X51DjZ8cGG0Vy0lCveHkKu+Wl7AlAUoUgrZlTHZUxTy5kp2JByiUK/3ivr+dKtfcSRL/SChB2uasydS00/4QT4ihOZyS5Tc08gRRr657pzsTnlXOflAClAqrTC3Nj2IoLZ7Wl6n+80gWbETnbv+JGxhLRNeMF2jLId3kbzlEDaJVr/yLqHfuMjTj5uxGXY/vug4/0yXr56kJ4qEjsvSECvFiquRQz+O4TrN383PJPV2THZlOiRCFI9JJavXKv1Ku9W9zri7hoGbJhZbTOXyaOr4JdPwak0VJA23g0yx6EUBWztnU8gg2Qc+QT9TpFZNI0fX1N4UvFAVqp8ZdTWffMmqYdyQ1fRQNbDsG11LtonOii3E3iczuzmn/Dj/2jjKvfYxMW0kpswAAaanY8IS4rVp1q2mctrNAACgtaA9XzmxOSB3BcHBRyQhKiKYZXe1XvxQ/DmqWXiJ+qJYaDkpHH7h1TVRiPi+yXRNmmK/6fIebena+S9wd2vwiebe8IO77a6casp8z05EOQHmyypLCdc5SVbXiWtMwfyRDNpMqNoWDHozrnZsuqMl+cnd8qHmcwWb36neKoWf6jAeHy0/IM4IKUuRHfN0XP0/+ucoFfN5fNFnFKa/K0HrNvOWMzNOOMXgRrJpEfeN/Ky6WsMq191Dv5Bttz2UHR/84E2uh3usbfykFanY0l7QwZlHvdCc5Al0Uqhyr/1zanGdWrr4tujSnJokgXrBXw9XzhWlYzbLf6x4rLcqC1ZPUQK8o8aL9HRGzPAKCtgCZpPu8KzQXbgCgtOAsvZzFOWEOVE1MuJmYti5fstkcxaZq1c3RB5Kkq3PZO/EPGcy0Ddg274sOmxmdf4yO4Tho6+rQ94gOADE/gOYhGci6hMJkvODVv80vibLQOZdopq59zPVGNS1fOLuxbtFZts28M9MRmdOUaevunp+55ZShZFrd5FJamVdqJ1SZOe5pEwGkQEdG5mm7LENSApcDMw6zIkXqSWuzVlPlj5SDYP0TLiXfiKPjPmdo9I9pYOv/06yQUtPW+jjgaX9XvR+smmDKnPd0vEee1ldjLzSBgKrsaRa3oYqtKeSsEccp58Aay/IIwcptLWaAmrYAmaR2cqq5sCs7EbQFKFUI2oItbf3G9j3nxt5SNh2nOAZWl9wWVnrlVQxsE25CNjjiWBoYZ93kTluTNlFKDbOBMb+grl0fJt9wc6/m/qb9xK0seahvoj4zwqjx0/SbNwKUt+xlhkFhyURzcCsDW1lnPMasl5yxbNtoR2ThW9SxzZgCzVTmc4NUqeURMhW01Vz8r1z994zMM5llm+rCWnW0Frn4nVDHW3HwOVvXlEeobW9zJmuilOCrlEhgVVtnVtOxYP1nx8d5oj+5ZA/lAoXheUqLrkDNTqK0TPvsD2hg7BmR9UfQFiArFwp1JfsQtAUoVYV5lgmFQXPw587IbGvgctO7RWdTyxsjxI9LpbMJMfyLX1Cp8TUfpHvcv+2F1DnjZeqJ1Jjt3zpaOy0T5RGCVePJN+Ioy8zoQP1u1LH7O9S27xLyDT9S9HQOAJkgF01gBjJPm7WWSb3bm8swMM5es5eZoC3Xyw2L7MeawNTgyB9kZBnlq0CPDen8iM900FYTSMzUPm3HGKCVXdWm5vtSsN/0vOpvbrDtiDL5lZDIN/x7FKrcJo15RD6jIetOvjztb6n3df1QJPGeafukSITa4sRYwiuyjhxM8jcfSMHaXTRlGsqos2KAXHBWmo9jKI8AULIK9CwTCoHk19ej7dnp9tjThwaoZskF5NH0zOvsX0GlJuQZLm59TQeEBzhc5G/cU/0ClSO3Rg5/uBlswpST3DiBokDdNJI9LeL+0PBo87uhlkOpba8FyS0TACKfP6ugLcojlIPOac9QqMLc0U5G2Hw/xK4hn4EAUshHDn9r+L6SaeuMXojtH39J+ssoZwV6QceqPEKgeruYz+mddI0uyJ+NsjDOQU1922wwlhNQmhLHCdoqPK2vUSFQziddfC5tUWIrUDXJMpPZ1LFgjKCptsRXQiL7gylzOThoOgdWMpaTDQwDQGxKVq1ysST8AK3BAEpVYZ5lQkHwtL2R9O5S+e19useB2p2p5Cidc7jqLUcPbB2tR5hOeQS1KSsl8YNJ+wPN4aVQ1bgklwkA9oEynBCXA3/LIVmdf+t+5ouZuiw508j0g7auni818wt/t4TczdFBaFaZFtlVRwXJImjr7Fse8ynqBQS1SX6mfipEj58VGx4lydeWofmG92lX94JoyQNjQFFy0NCoEynkDl/gDk9jCCRqAouZKI+QCdoLK562N03jpUA0uSLk1XSGZwjaSjGSBtSLOYmKk2mry+5WautufDq5ZQBAQjVtlVrS4YEZrIEPAAUFQdsy17PDreSv241a911OPZPDzcIUIW19LCH6w7F7p7sTmn/ygcrCp9Tmsss+kT3D1HHcIUPHrDdS6j1XrWFmzJiIQZtdkU4tOwCwCpRlt0kv5Ikm+BC7TEGGFucZRh0zX7UNzpiFMppxqWTWye6mgu9Iq9D1bH+d6BC0f9tfUiFy9i42DdO+75aU8wglAJqpTFtDFpi780MRQPZsedl0YcLV+Qk5+5apj3k6V+cc21lXrr6VGufsQzVLL7bNLA1Wb0dt+62gkBJg15yTOXsWkqf1FfVxz453UEHQ1J0WJR40nL1fkdO3SdzvmvKo/n0yvGexOqp1t0VLLFjpH3tmgkFbpR5wpWn90yoRAQBmzgpziwGUIQEoWQjalrnBMadS5+5vk+wdToNb/VQ3Llizg+3zhkafRIOjfhR/AaXYJCoUOVGN0bN456w3aajlCOqa+mQ0g8mq04uEyiMkk2mryQ5Jp9doADD/AMUJcUnS9q7ePfXJ3CzUeFEt8gPMWhoXC2SZvBueIHf3/OiwyHeS7Na0FsH3RUoGtz6LOme9oe8EqoA4LGrp+5oPEB2n2lE6qst0R2T+hj316+Zrp/p536X6z0/QBUwdA2uoce7B1PThdHVY04e7UePcQ6hq+VWWx+HqFX/WtfaSKGgfODY27w/5qOnjval+wY/VyQINs6gQ6EoNaMofmDJvDZ9fc3kEm6SB4CC5e2KX0Roce7p+VupPR83FJDlIlWvviaxn9Fjmb5gpbqVI6QQAyAz1Qq+u3jUybQFKFYK2YNthRe924ZNgux+OgbopcbeeqeZVsZBlqlx1G7lNJSI0J78xMmC5zmz3tCcoWDNZzTSI13uuq2s+VfEPDyUjIoWgrbY3cCWzqnfSVeJW1ywQAOJ9miK3ksimUz6Tkr+LqpZfQ87epdiCJaJi/aPiNuRqIH9TtCPNbDKWI+CWEd273G8zcfiHmKv7c6pa8ScibXPIOFzd86juy9Op9qtzdd9P4XWosA0IQeni979n1wdoyyHd1p2Xqp1HRUpBZSho2zfx9zQw9nS1DqtjcC05h8K1bV1dn6jTOfu+jj4pFDB1FFa76Jz4NaFjNRM2ZBIXcosw7gRYZchG1tewNZRzMF6EsTn/dPg2xl0HU+mWyP7QOPdQcUxi3g1PRrejptWAetHTpiM1AEiC5rufyxtVrP0HVWx4svh/cwNAXAjagiUOUsieaL07qxPGgTG/iB8ITLIkQKFwd7xHNcsup4b537ctW2DKZLBj+AFkp/GT/al65V+ocs1dui9fJesllZq22s7JpGCSnU0AlDPleGfIzKr++nKq/uY6avoonEEExc/V9am49Q0/MncLNQZVnBU0NOIY9aH+uzW8LzbO2ZeqV/6VGuYfk/hifPp6lYGaHdVm6rrvMGTalg1tqyrjeUzXlEeiF5ozXR7BWUm9k28kX8th4dlqAon6HtCjZRQq19xpmo13ozkbPuSs1R+7YwQvlNeslqAq8DqQgertdetbueoWqlx1qy6YKoX0mazB6mgHZeHxgYSOD8xfP0sfEDZc0NF2MFw/7yhx69aUrpCGNls04UbQFiBdDn+0DrhjaD3VLrmIKr+9NzpBgR/LACB1CNqCzZ6hzwJigbqphmnc1DfxdyUZtOUvQ1tJ1ppVOrRwBLrI1TUv7vQupQZdSpm20XVSOplRmsByvTHJtyXheQGUt3CgTObOc5Sm7KFBcnfZ11WEIhU51g6OOjF3izR0dCSyXjXHel3nQIYfYu7OjxJfjiFLTvJ3aB4URmdLkFu6LG/DeYxv+PeiF4rVoGqGgrammqjR80OHb7Nlh2Xu9rftn68R8o5U7w97vZ4cgU6L5vw2F9IL/DzV1Rdu1eHq/kx0KFaz7PdUs+x3uk7ItPctO8azeY2WwVTJQe17RI8xsstwDNE0wRbbOdin6wTNN+yI2J0lAUBqNBejHNrvchUybQFKFYK2oKME+nzNB5q2DF+575j1NrXt81XCPU67+rnziGizt6KsY2msxZV0pm30h3HtomiHDp7NL1HTe7uQZ9OzojSCwrvpP4agbeIdkWmXFfIMi7yWKlPdNwBIvDxCKHLhgy+8QOlRstRC3lE5XKihBmWM71LJqqZtwhk1+h9xgdpd1fu+loPDU+TydUP+ac8pLC8K62vaZqo8gnH53o3PqIOcg99aBiacQ+uoYe6h+udbZNHGLO9h7GTPEDRWM24jgp5oALKQcKBWG3yt0GQc+xv2ME3fts8S9b5deS4pUrbAXxtNyuBz21DlttS+x8fUvue8uIkDw94cRRXfRku7+Jv2j85LqW9ryAQGgBRovvctOw9Fpi1AyULQFnTa914ogrJ2Pb0G6nfT19iy6XG6f+to/byGeTlscpopmuCn0rmCOkrtnCOxLCVtrTHHULR+WPXXl5FzcDXVL/wp1Sy9JDr/UL+ueV9SP5g02VshT6R5rSYY4ECmLUByJIlkV0P4rj+avQWlF7S1/BGUJaYgbcxlm4O2lvXWLZ+qD3B5Wl9T7/P3fNvei8KBGShJ/VufY5lJaax9bzc+/DizQVslk1epZytoyiNom/o7BteTu/NjwwxCpnJduvIKxuUZXqNzYJW49ShZvIbPSPvesTvmyidtgFmbcR+q3No0bahiNAUrto7bEZmpI8TIsShYs6OpzIIdZ6Q27sDYM3TlLSiSNKAEhwEgHZrjnkVCTzXXvAeAkoSgLZg6c9AFZePQNknTGhoRrqOqNMsvKqEAedqjP4i5ti0Fesnd+ro4weWejYU4WcYqh3VWi9O3Sb1vbHLNdTOjvR+n2BGZuymyTCnhzGgobg6uNYdmiBkhaYICSvNQV98S9Qc/lAhZzkvQVnuBLe6xOZI9o80mdA58k9hyDAGpvol/0D0OVY4lMjR/htLRP+6CmOOHRp5gMTS7QVurYIMU6I3e13yHacscqOMpRJKh1YNzMHJeZsHuc60GODQBTTGtpiOtghPymQb5a+07BVZbhNmVR4gEU7Wty9QL/qmsXqSFl7p8paYtH4eUGskAkH7Q1qLFgXNwLbYsQIlC0BbS4m+YTUMt0fpVSkcnpt5mi0j1iqtM2bXD3hpNDZ8dS83vjKeKTf+ODLVosmpBdtZZZoNwZw92qtbcrqmdm1qmrewKN+nW8jfuk/i8oKi4OudQ8wfTqPETc2kTSK88gvYHbdFdhILYtO9nDi9qyabyCPrAkrZkgbNvqegsTdvLvdpJVBzG3qT9TfgOKCeyqzHm+GDNZOqY9RYFqnegrqmR5vbaTMlcBW01n0Njp1qWs1ACu8E+8rS+GjtYob1wbuDsXax+RkKuOmo9SFtbtwBZlDnoH//buE9z2LQScXfNDc/W4aWeyTdRoGZn6pt0VeaCttrvzhjZ0AAQn6QtfxCjs0UAKD0I2kJ6JCd1T3tCN6h3+xv41K1ot2zVqltsxzmC0WwQR6IZd5ofDPzDRGRD2gRVdVLqiCwaCAh5hqv3jYF1KD01S34jbl29i/K9KiVGymkwD3JLyeTjzoq4pUnOaJsji8fhfaxj1hvkaz6IuqY9rY5qnHuI+WKMTY1KE9MPO0NADkqbw0W9k66OWfM1UD+dOvacQ75hh1vuI5muaWs1P+0FiVitRZSLGxXr/kmOwQ1Ut/BnVP/Z8TGXx4kEdpo+2p0kf3vRdMxndbEm5An3RWHFNbBS3NYt+LF5XPfnVLn2H+H5BrppcOwvqGOPD21b0KUStA1/d0b2J9S1BcgYYy1uAChtCNpCRnCmhkJ2Vpq/TLQn5AUu6EnshFX3IyOBjGQFZ0NKvrb4PRYrTWKT+cHkrKDe7f5MvZOuolDFKHMGLr7kS1NoiNw9n2seB6hqxbVUu/Cn5BhYnc81K2Ka8gjGABuUDHEsVsrJGGt5Zln3zveaglGB+pnUtduzFKzZKeZzE820NQVtc/waIf8Gtv0ltR6wnvrGXUTdO94R/wmmfSQHmba6mraxgrbhixvVK/9K9fO/R97Wl2MuanD0j6l3MicSRHEQW6tm2RWRBWf4dWZI/9hoB7YcXDVKJMhq1RFZ45x91fuOQE9a66iui9tQWoGztl3hCwY1y/5Azr6vM7IcgLKky7RF0BagnODsHTIiULuzfoDhB6Wx3EAhC3mjGaqxJNKETzE46iTd46pVN8X9wlWbtSb5Q2Jgm3NpYNtfJVXXDIqbpy160YRVfnsPVa+8lio2PUsNnxZhR4CF1hFZEWRgQWqUTo4kTSuKXPHXz1DvS/6OpDJiK9Y9lOBSkGkL4eNY/8Tf09BWP4m7OTjrXL8rZvinglWmrewTFxtjNaPv3uV+XcDXZREA7Nj9Xd3jnp3upFDltrphQyOPszwGqOdJBWZo5A/U+8Zavsz4+hLhGPxW9ziZ187buG/8ZdS9092mcbJVPVx3uAVDxYZHqenD6DEPANKpaYvfcwDlBEFbyNCeFG0+HKzcmoKV2+hGO/uWFc2WTjSDaWh4tLO1eIy9F3MdsbhNW1IM2lqKzAPNaUpT/ef6zmS4/mUiHbRADLqOyGyazaNjlaJXu+TXSV+Ey5RQ1Xj1vsOYQWesK2rgHLTPoHd1L6C6z44nZ8+Xppq2wYqxqa4ulAtDkFYKZiYLM0qO2XrJKjA5OPIEEWw1nktpDQ3/HgXqptpnfSpLd+qP57JygaRAM205+96qkzYW9I5OfEbausF+wzZ2JP7aeRv3T/gtDY36YWJZv+joECDjx078ngMoLwjaQsa07zmPOma9TbJnGMneEdQ15RF1XKx6askGULIuwauXg2N+lvgsDT8SRBaVRRH5rl3/FT0RVzsiy0D2BzJtS0cCnwV3+7txe5yGuBs6ciuJ3sSDVtlMnB0GRc2UVZgvKQSNJZsmzfWffoe8ra9Sw7zvqd8jwYox1LH7OyTHqH8JIBg6xct0hzfeDfp+EBScYVu1/CqqWnOnaVzPjn+LTBQjaDvsuwmdyxkvwgVrdi7ooK22tYexLBeXI0t4NoFe+w41UznPlBy05cAN6sOuXR+yvsAZKY+Ql/N5gBItj4D+KwDKS4H8WoFSEKyeRIH63dTHgbrp0ZExsiPi8Wx+noa9Xk8trzVQLiRy9XKo5fCkTvBNPXbzibfhh1DvpD9RMNJhhqhbFhmfiU5AlKZvuDJb3Nzt71PzO+PJu/GZmNM5fPoesD1tb2R5zUo8aMufYe3xTBmDYHjR406/WM/km/OyfKWTyMGtEr8IqFA7UDJwRDIjHf429XskWD2ZAnXT0lpXKA8hYxP3DAcznUPrdY9lR6VaoqT6mxusO7WKXPiXNR27GoUMWeS2nb0ayz1EAqGxsnjzLhK0rVx3v364oyrm0wbGnh6dhVICRpZNxw451brFzmpq3X8Nte31OflGHGOz7ob3LEbNYgCIJfYFj0DVRGw+gBKFoC1kjbaZVNXqW/U7Xv/KhLM36iO93koUss0syqhI0Jbrp/ka97GeJMlsJdnVQP6GPdTHwdpdTFkgA9uep24zR7BX01zWkbETfs+m59OfF+RN3YIfiUBM3RfhAI9jYJVo8qitjckk04kdDvXpBm21JWBUKI9Q3OSQekEjWDUuL6vQPfUxat1/FQVrJic0fbAyup7eTc/FnV5KpUNLKGvafYzJzpqMzp87So3Ou5pCkeCqq/sz3XRcN5U7hh0cdWJ0YIxM22Ck3Ah3xipLHuqbdGVC5a0cgc6svM5MkiOdySr1dxNt7aFt5aZk2lYv+z01fHasfsI0jg+yu0FX6sVE6QhXWRS+NwFS/bTFGR+7rBIAFC/8kofsMWQzuDs+EBkN3DSu+YOpVPPVeUnP0jG4jrLNObhW3AaqJ9meyMqSRQAnFkmizhkvU+/EP0RmIFtmvXLTMuUk2+FvjTw3Ez+2Q0l1sgaFStM0qmseNb+/KzW/PZ5Cbk1GkgUEbNIQqS0qG5sMK53nQNGqXnaFuBholaWXM5KDZHdTwpMPjjxevV+z7Hfxn6D0Gl+gnSxBATIE2WRXXUZnH6jV1J11NZDTtzG8WEMGLgdh2/ddTD2aDq9kp31macg7Su2MtfXA9aYOx7S6d31IDR5L/sIP2tp9fl19S2M+rX+bX6r3PW2vk2NwPVWt/pvF/J25W3d0oASQ2kdJUx5Bq3PG/7JSygYACgeCtpBV/dteoN5v+PQIqv/8RKpaeZ14XLn+4YTmwRkTiroFJ1E2Ofq/MZxoWl+1lJ1JBm3F/KRorTiuJ2bz5WqsWZaJH9u+5gPDs8pFpjJkTyRjmlV8+0+1KbS39X+xn2bTGzfYcyq9aytlSqyazqI8QlGrWn1bQsGgQsHH8YFtzk/qOZWr/x6+g0xbSFHGg5mafZGzNBU1y36vXy6P42k1nfJppzfPV3O+Fq/UgTgfC0+jXLiRC7jDLLtSKPFoW4XVLLuCmt+bHLOEVlYYSlqgrBBAZjNt1RJ4kWOZ5GsN1w4P5r6DVQDIDqReQFb562fpHnva3yG/pifceNzt7+my2Vz9Kyib6r7U1P/iwKrND11n3/KU5q9k64nXlOAVUcsOkJJdbqRzCAeCtkVNGzisXB/utC4RpgsBEFf9Z+GMRofyY9lZocsO4ya1aOZZOgo9aLvlEKVcTnwhV51aXsfVv0zcItseUhWoi2bGZoTmvIqPpckEi0PuxoythjFQqauhW2DMJY/MmffpCNRNodxl2kay/wEgM+URlJatkUzchrmHie/+volrqX/cRdjKACUAmbaQkzpcWu6uuQk/v2HekZRLjoHV6n2us2b3QzdYNSGl+ctKXczQkFoewde4L3Xu9mx0uZqmsrx82W3TmUYyy3WGg7ZSpIMaKD5cv9Y5FO2p2YpdDWYJHX+kTf3sau/jx2fJKPSgrbHWZ6xOR6zLLeB0D1IzsPVZGd102vOqWLWctedC6vSZ7GjHGLSNlFcoppZsvdtfH3+6sWfF7FS3b9xvqH/cbyhrDNu5+f2dRSYgACTJpjwCqR0JhnQXa92tr2MTA5QInMVDzppzJ/cFFK77mmtDo05Q74uOFWyCtv0TLk1tAUpzPG5WHQna9o+/mPyRHsxZz453aKY319FMhVKTTlI7N4NiU7fw1JjjZZKof0I4mGOE8ggZoO2ILHIxCs08i5jxuydGB0f51jP5Jt1jf9M+yXc6YmiiDBDL0PDvidv+bc7LeE1b7XlVoGZH28msOnz1N+xpGtY76Rpqn/1hCuuh/0wEqyZRMeGO1hLpFDd6vDDj88/+iVcQOSspayyOPbVfnpm95QGULPPv4sHRP1YzbUVZL03LOm1HhABQ3BC0hSyLE3iNVWszlIdaPJEalZx5wBxKXUsNf8MeJKfYRE/J0JP4tSnlEYw/HCq3znizdrU8gr+dajn4l4eAOKTH3T0/5vjB0SeTv3Ev6pr2tGkc70ecRd7w8b5U+Y0+AASJ0XVEplyMQqZt0XK3v6Pe597mdfUwC4xv2JHWmYpJdTqSxY6GoOR073Q3de36MPVNuDzzM9fVtG0kf91uCT/V37QfdU15TDdsYNvzKVi7c9KrYWxJJWtK4BQa2VFp28FYUhccNXom30CB+hmUdd1LTINkT0v2lwtQaiwSnQI1O5Gs6fjbu/ml6EiL1q4AUJwQtIWsipfh5+r5wv65Nlmhrs451Pz2+HCR9QwTwVSm1p41Bzd7Jt+Y+gKUmqSa8gjGHw7BqnGUadracBWb/m3qpRkKX6zaf0wK9opbX8uhFuMGqHLNneTu+Zxqll+ZtXUsl3rCyv2YmbayTPXzvkd1XBsXF0kKhxyk+rmHU8P8o9VB/lwELlLQut8Kat9zPoUqRlmeuimdjhjJFqd2qGkLSXHVkG/EUURZKRuiCdo6q6lv0tWJN+mXJPINz1DZLFPnW4V8YSMUt3REQhcc1WGVNDj2DMqJnnBTba1YGdYAYEe2TAbS9q+gS/aJ19oVAIoGgraQXXEy0apW3Ww7TulIxahx7iHk8LeKTsOcfV9TNoK20ZPckOlHdCoZHaaOyER5BCXT1vBDIQvNWYy9InOReigu8bK7+zUZUQOjTxZB3oHRp4QHBPvI1WfOdoEk6DJtIwFcTSeJpskH14iOF72trxKhpnDBcPavJE9nCk2p80D2DKNgtUUNzziZtpLV965NqR+AXNNeQOB6+7JF0/y+7f+S/RUxBm012WoFJ6ms+gSCtnmq4R2s2Cbt1wMA+s+yNkHK4dscHWe6MAUAxaqAz1CgFPhaDku5V2Ip0KV7LFvUHGz6MLMZUlJwUN9MzvDjl39Ep0M5URZfsJFMW3O2RxYYfrA7B9dkf5mQUbF6zRYXE6qj9fh6d/o7te23gkJV24rHDn8Hedre1MwsRoYoxM10VjpY1GY3mCif7/CU2KoFQvJ3WAwssmyUeEFbq9JCCNpCodAFbat0rRii08T+ecKdtwYrxlDntGdSXg1T4LKgg7bGGtyJf6dYlX3QdqyZdVsdpd4NVoc78ZUQtAXISHkE43GsesU10QcojwBQMgr4DAVKQpzODbjZtu04TaYtN1+NFbSKuYyhzeTZ9F+ikDaIYubsW0aeLS+GH2gzYjNIKQovmrJHTlpjXQkNZLFjDO/Gf4tSE+7297O2DMgMyd9lW9O2e5cHrC8mONzqyZyr53PdqMrVt+OtSZJv2HdoqOUI6ht/WUI1bSXdyTVqSBcKqzrhgSRqahYC5TtDKbEj7g9tIs+m58Lfc6Eh85MQtIWCDNpWptQJIHfe2r7PV+RvOSTl1ZBd9frHBfwZMZVCSabkjqEebs5t+2P1bsgd6TgNQVuApElW55KOSvI3mjtoFB8zR34y6gEg8xC0hazr3uWfNDjqR9Q11VyDVvK3JRa0bdhDZAumonHOvlS/8CdUufbumNM1fTg9WmdWaU5m9eM3A2UKpEBv9Ad3rB8KWczCrfviVFFqomHed8gxuC5ry4H01X71f+r9nsk3J5wxo5ywuQxlRCo2mjsrgzgcLuqe9gT1T/htQjVtpUCP9p3A5i0Qrp4Fusf92/6qoDshSzTTtvGTg6h+4clUt+AktcVIyFVXFAEpKDOajFYO2lpm2uaAORGgND8j1ucIOTzm1UZLvMjqMQnlEQAyUtOWkzMkJ/Vvfa7FuMLtXBEAkoOgLWTd0MjjqWfnu8g37AjTuMr1D9s+T5tZyD0YSzb1IyvW3hNz+c5Ip1tqFm0ClC86u7q66XYIJnGNSyXgEyswm6N6RJmuDQyZ5d38fPSBIfgSq7M/u7p1sqs2cytXjpQmZzGCttUrrrLJuoV8qln2e91judhKI9gEbZWSN97WV9TvSlnXeWFpBqSg+Gg/c7KrMdpBa44Fq8brBxTwhQ1u5ZFyeQSrmrZufZZxVjXtRr3b/Zm6d7o7bmkXAEi2PEI4k152WfSHgs8ZQMlA0BbyTptRKx772mjYa3VUteoW8djXdEDMHoxrl1wonhNXMoGTSGbCgF0PxqnS/DhxBHtsM6D8DbPF7RD33pwhgyNPSKlMBRSWQM0OsX94WpTjyGs9uxKk1Ne27PApwt32tuYJCNoWrDwFjDJz6hZ7vwpWjNU8BR2SQIFwVlLXlMfFHwcPrforyAnj92ABB217dr5TBD5T+flmdZE25G6iXBrc9lwaGn2Ser6LC5kAGcq0jbSoszrfR+1ogNKBoC3knWfL/9T71cv+SC3vjNON9zfuFXcelh2vZCAjtm/CpeRrPlAXSE1rvlbBMotsWi4pwVkJ/ducT5nSs8Mt1L3L/ZbjpEBnxpYDiXO3v0cNcw8lZ8+imNMFPSPV+4GG3alzxstiH+GSI4H66bbPs+qVm6VaHxoSz7TVd2qD8gj5VLX8Kqr7/EeWWSfFmGkbDXzEzlYLVUZ6ahcKNyAF5cc3/Dvir5AunBRyCRHZ3UQD25xrKrWVEGcldcx8lTpmvambX34g0xYgK5m2VkkayLQFKBkI2kLe1X15urh1dX5CVatuNI0PRn54tu6/1n4mCQRtLQu423Tq4K/dNXzH4aGuac9Sx8zXRW/FabMIEFgFckMVY0RWQryO3JLiqqGhkcdZr5YfQdt8aJh3JLk7P6b6z39ItV/8QgRwrQKBwdodxa2SacOdDnDZEauSI7FKJwyO+mFkROH+OM037pyv6b1d1McDY35hG+iLlWmr/3pFpm3eBAeo+psbyLvlBXJ16+vZFlLAKClK0DbYR03v7kCeLa+YJpHJQcGKMdHHyLSFApWvmrZmxVPbWnYmV+Io0DCbAvUzaKjlUPG4f5vzKC9QHgEgDRa/YyMtUa2DtrE74IYs46A5WtpBhiBoC3mhBkU19bbqF5wU8+Q0Vg0uKaEOw+yDthXrohmobXt9JgKc0ZlLFGiYRWTT1DwpkkPt+duuB+NsC1RNMg2TAl05XQfQ43qUFRufFAFcT+tr5s0T6VhIG4RJhLFHWX/9zPAdXH23Vf/Z8eQcXK0+7ht/iXkiJcgQ8ieWaZtMT9+QUQ7fppjjjcfjoqBZZ+fQOqpb+FPzJBSikHdkykEegJzJV3kEoyK4mMnlwkLOWvJFgq/J6p7yGLXts1i02MnvNkZNW4BkWXWoHXK36FqI6j5uONfPHzlEDXMOoIY5+yJwCxmBoC3kRcg7irp3ukstbcDNwx2+LXHrcckO68xTpbfsmGyudjmGNlLt4l/p1i2rjJm1Oe7ds2eX+0zDHMi0LRgOf7vFsI6UAvymJpCRYI+Eq++2TB27WQT1lBqM/F45e76w3va6E2gEbfNFW6/bqoxOtDfz4mFsnSGF+i2Dz7qgbTLNqQFyyeESHW1xbcaQZzj17Pj3/Gz/Igjadu32LLXtvzL1jsQcbgpVbEX5IkcuZiKYBJA875aXdI+Dlduq9eqtOyJDpm2+SP4Ocvd8Tu6eheRue5OkQLgfG4BUIWgLOdU78Y/ka9iLenb5J8maupqNn+xv+xxt0LZzxgvkr51GnTOidXCVZqLxOAYtyivIMjW/u51hwgyWJLCgXdeQu5lyLVA3lYZaDtevUyaDtnKIPJtfJM/mF8jZtyxz8y0XFhcXHL6NpiBMogJVE8Kz5UxxJbATwolcwk1klfq1FsOqVt1ETR/vJU7IjAa3OiX6AM2jEubs+ZJcXXMpK0H4YD8Fqibqxqfymco3q1rVVhdi+FgfVfgBKShf3dOeoNYDN1DbvstocKuT87MSxZCVxkHPYu5IFOURADKmZ3K0pKBVpi2CtvmjJNuwhs+OpYZPDs7j2kApQNAWcmpg3K+pa+b/RCA25GpIqLxBSBO0DdTPpM7Z74jOyXom36wO9xiuPiaawSgFLa58Sbmra9a7/XWUDwNjz9A99m76N9H6lzMy78o1d4hSF/ULfkRNH05H0/AY1HIFWrLhsxAcVL/8UwkwdU99koaGHUmd01/QdGAUqxYr6N4OqzrUhmFVq2+PU6cRmbYJCfmo6eM9qfGTg0gKdGdkR3T4Nqv3XX1LTRlewWrDRbtiECkpFE/IG82oQ01bKHh87pXD869sd2gLsToiQ513gHSFONM2wqqmrYTPWd7ULdQkbojzz8V5WxcoDQjaQt4k2nutXS2+wbGnqfer1sRvTmcVGK5co68PxLXCcilftWT9zQdR37iLaHDEcdFt8/YRRIH4GcvxVK4Jl71QeDc8nvY8S5bFCZUU6NU9dvhbw5NKbpI1FzoSFayeRN1TH6NA/fRopm0xZBTlizFoYBG0NWffWgRlNdsYJ87xeTa/RDVLfhPdZhkK2rq65qn3a76+VP3MDYw5jXp2uEV0+lh0tPWSbQQ9I3T7clEGpwFyCUHb7FM6RESzbYC0KYkY4j46Iisort4v870KUGKKsAcOKBXBqnEJTactj5DtTmr6tv8L5VKwZgfKC0mi/om/J3f7e1Sx6Zno4GCP9Rd/cjPXPXJ3fkRDo607mSt3XPPINCyoD9o6+1dEs2PTzEJSsz8T6rivXEW3scz3reocGoZ52t4gyd+lqzOoz+hEVlE89QtOTL5OeSKMPdNHggWDo0+mQP1uVKq6pz4qbjunP0/O/m9EKxUAsBeq2BqbJ8uUevCS7MO2BkiXNmhrVbceCRoAJQOZtpDHvc9DfRN+l1ZTUF/j3kkt0tU5R/c4YMg+Ghz9Y8q2ga1+phaQ5zIP+RQ01Hc0ZnmmwtQM1xg0gZglO6q/uUH3uG5B5vZJpdMlR4ayGEseH3ssA+XmYdXLr6SaRedQ9bI/WpwsozxC0jJ1YSFkCA5E3pdiLxfQMett8tdOsRwXrBynBmn9TfvR4JhTc7x2AMWHW6VAdkUvHCNoC5A2TQekyLQFKG0I2kJe+Zr20z3u3/psat3vG/1EMbIL+yZcIW65x2E7IlsuonHuIVT7xc8texYPD8j+R6J3+7+K7Kf2PT+lfDP2NmrM8ozFu+5hanp/iqmzMWM5C8nXmuZKlmiWYshPjoBNB3CajsIyGWBVyiuIZjulul0zmWnrtLtgZD5OeDc+Q5Xr/0VVq24M13HWBm2xrZN/F0KGY3OKjPWbJQqWRMdcnCXcOfs9y3HdO+lL1ABAbHyhA3Ig0olarH4sACBB2lZfjsQ6KAWA4oSgLeRVoHZX3WPfsO+S7GkmWXP1MBalOYg2MGuaxtCjZsXGp4kiwVptz+KhSBZi1jkrRPZTIWSgyoYveefAGttpJX+nLhBV99X/kXPgm3BnYxqhiq30zwtYdPaWIK6H2/zWGHK3vUWlxtX7lbiVLQ7Dlh3kZTiTyDG4LivLKCWyTZa/bHEhSReAF4FCZNomvqHNNZYzVh4h5LdellXZiyLUteuDusdte39BgcY98rY+AMVEae3Vs8NN+V6VsiAjaAuQMl/DXrY1ba0TnJCcAVAqELSF/HLqg4ahSE3IkLslsedHgioxe/21yJ5VOrnRZnP1bn8dlR1DcNwxtN5yMmff19Ty9tZU+8Vp1uM5AKlkE0Yy2wI1O6VdjL3uyzPIEeyl+s9LpyauY2CtyD529i8XjyWLkyp1/xzS11zORHkEJUicqUzG0hM98XUObYg7jeXYQI++pi0ybUXwNHycsCgVYdFUVgqY6z2nQls70V+/e/S9KJGgrW/E93WPQ5Xb5G1dAIpN//iLqfWAdaJzVsiBSNAWdfUBkhdtKUSW5zGDI0+wbbUHAMUNQVvIu4HRJ0cfRDI/u6c+LoJ+ndP+nVAmXMygrUXAxOFvI3fr6+SIBMX6xl1EQ6N/RGXHcGXWLiu26psbxW3FJuv3o+mj2eo0UiQA46/bTQ18OfpXprmipVETlLdv8/s7Ucs749VOyIaGHWk5HavY8Fjm1yESJK5cc2fG510SEunsLU4ZldpF/2fI8ES2Q+1X54rjRMW6+82b0yJo6xjaSBmh/dHCF5SUmrY5KIWTK0GvvnUDACQum53dgmFbI9MWIIOtkvRB255d7o0d5IWc8TegxRNkVun8aoGiNbDNuaYTOq7X17HHR+RvOTjmc+VIpi7Xx3K3v2s5jVUmI3cW1PDZsWpQzLKAexmy7Ygsgfpj1Suu1gXQZc8wdVzD/GPSXLHSOFQ5BqOZzO7ueeI25G40T6dmgmevs47Kb+/L2rxLX+zArrf1fyI7XZ3aKru0zCjH2trFv9J9DgRD3VlttnnatL2Uy4FoBnSJZNqy9r3m09Dwo6lnh7/le1UAAOyhIzKApHlaXyVX58fiHEbLqkPVnsk3R0vfoaZt3gQrt87fwqEklUYkBEqmbqRdDcm4Ta04MDjvu9ZNQSwCJhxUiVWmoZx073R3/FqqyQQ4gkOmQLhzYFUaaxiu++rZ/BJVrfhLUTf3cfYtVe97Nz4rboNVk6hj1ps0sNWpFKzYWhewSrS2M2SOtj72wOifpPzV6epbrJsrRDW/N1mtKy62Ve9i8xb2tVLVimvJ2ZN6eRXjhQ9JZD+XRkdkOs5K6p7yLxoc87N8rwkAgC1k2gIkx93xAdV/djw1zj3UouWo+TxmcOxp1L3rQ+EHIWTa5g3KokGGIWgLBdb7ZTQImwhjkNfhb7WYKn7TZNlRvpm2Q6NPor5JV8fOtNW8R5K/y7ouJZdRWH4NuXs+y/hVRs7erV9wIlWv/DNVrfwLFav6hdEgoBTqVzsHC9TPoN4db6Vg1QQxzOHbEpkoGrTt3ikz5Qz6tzlP3Prr9B3IgfrOqPcC9TNTLqGgyxQt4ZM3z+YXqXrJxUlfTFHKqbD6+Uebx6/5O1WvvJYa+IdKGnSlczTlEUop0xYAoBhES5rFb70FAEQNnx6hbgZTXxQ25zHRDspK99yzUDkG1lDNV+dZJiMAFHXQdtOmTXT++efTrFmzaJ999qFrr72WhobCX+bXXHMNbb/99rq/hx9+WH3uCy+8QAcffDBNmTKFzjnnHGpvb1fHybJMN9xwA82ePVvM+7rrrqNQCAevQhTyNKv3ZWdVck92uHUPJd9m8zQJBEyUMgvlXtNNCvbGDY63vD2W3O1vWk5X/U20M7dg5TZqZ2TpkjTNp7XLKAW8nRSBmh3FratnQXiApulToG5aRpY3NOLYmJ3OQZQs6Y8vyXx1SppmafWfHSdO5EpR/YKTqGrtXVSx4dGknufu/tRyWxlxR4SpcvZ8Qd7N/9UvR61pi6AtAEBOoTwCQMpckbJbvdv/hTqnv2T6DWwsKefuWUC1C08t6haKxaZuwU+oct2DaXXCDVBwQVsOrHLAdmBggB555BG6+eab6a233qJbbrlFjF+xYgVdeOGF9P7776t/xx13nBi3cOFCuvzyy+ncc8+lJ554grq7u+nSSy9V533//feLoO7tt99Ot956Kz3//PNiGBQgZzW1z/6I2veYY/8FlCCH36oOYjho2znjfxTyDLd8XtLB4hIju2pidkSmnmhHNMzX91hu/RwvdU1NsSOtEq0BGvSMNA0LVYxR7wfqpopbV/fnkSHRjM5QxdiMrEPIO0KfzQv29ZMt6oWl0omVc3CN6IirlCmdOmaD5GtL+jnOvuXU9PFe+oEhH0lKqQoEbQEA8lQeIUbnwQAQ08BWPyV/0972E2jOb7gD6ab3d8EWzRF3j/L7DaCEgrYrV66kzz//XGTXTpo0iWbMmCGCuBxsVYK2O+64Iw0bNkz9q6wMZ0Ryxu0RRxxBxxxzDE2ePFlk0r7zzju0du1aMf6hhx4S8+J5crbtRRddJALDUJiCtTtRsGaHtOdjWZM1kmkbqJpIQy2HWz4v6Vq6JUZ21toHbUNDVLn2HynMs4ZkV51mPubOhqxUrbyOmt8ZT47+lZbjA5ESAsUo0LC77jFn+8muBvVxsGqiuBWdWHHgOpIV6GvcN2M9XKvZo6ZeaCFMU/rANtM2Ok2wctuENpzTZn8uFUlnrmouzAQrotnmVhLukI/36WCfuFv99aUW8xkquc4NAQCKhhRJAMhiJ6sApczPre7idp6tP79xDq3L6joBQPbl9VcLB2Hvvfdeamlp0Q3v7e0Vf1w6YdttrX8QL1iwQARkFaNGjaLRo0eL4fy8DRs20MyZ0XqE06dPp3Xr1tHmzRbN56FkcLDL2Ou4pNT0kRz2ZRDSzPAtdqEY5RHcXfNSm6d3JMmOaAazFAzXcI2nesU15PC3Uc1Sc9BFzKeog436Uh2yq1FXH1XJ+HYEOqnu8x+QFOgyZeOmLRJcExmHJVxrNVXaY4RteQRNwI87yUtsxsW838YXK3Pbu+Ep0zBP+1vq/ZC7Udz2bH+96JDPRE7sB379vKOo+d0dSPJ3UKB+lnkCXR1FlEcAAMgldEQGkB5/vT75wxJaEgGUnLwGbevq6kQdWwXXnOUMWs6M5SxbSZLorrvuon333ZeOOuooevbZcG/rjIOvw4frm7o3NzfTxo0bacuW8I9H7XglMMzjoXTVLLuCmt+ZZNPM3kFkUQYh5G4hf330AkB5l0fozVjpCJEZqi2rkGDgReHu+thmxkVcm8kQuAt5mvSjNR3xeVtfpeqVfxX3HZm8Sq49mSvxQGIqdCVUNB3B2WfjJvg1WuIXhrjjMMkfrSuv5eqel1hzMg6YW2ynhDJtg33k6XhPXPBwd82lkDucwT40/Ghq32NuZD7RoC1q2gIA5JbsjHRExueDJVoGCyCbQpp+MOwkW8ILAAqf3S/SvLj++uvpq6++oqeffpoWLVokgrbjx4+nn/zkJzR37ly64oorqKamhg455BAaHBwkj0dfZ5Mf+3w+MU55rB3HeLydBDoELwnK6yyV18vZcNqOqrh3zehri2YSSg5JPWFUtB4azsotkU2ROk1NW+N+IVFqQVIxH85ujrw/DnmIQklsaIe/w3q+IX/R7ruSIbNVdjfpXotkkwnubn8vY69Z0tRpFe+tRTZpqR0jkqItQ+GqsNwGkvaEOMGMBufAKnL4NpPsta6rXegS2SfcvV+Sv2lf03Bv6yv289R0kBEuC2LO/pbkobj7okPbwkJykkTB6PvjUgIFmu8JhxMH/jSV9XECTLA/QLx9QtJcyJfIRyRFL1RDecBxIj2ypzHud67uHNWw3QtRuewTpf76MqVc9oeiDdpywPbBBx8UnZFtt912osbtAQccQA0N4WwZrlu7atUqeuyxx0TQ1uv1mgKw/Jhr3moDtDydcp8pNXGNmpqqyeksrytTzc2ZqZGZd4d/QvS/abpBLU0V4YwtTR3V5uZ6onZNjVWRgV0i2yBdA6PUntpbmmuIlv+DyF1LtO2PuHZCSrNUt63TSxTwU1O9m6g2/e3tkILF+7659d9A7oo6/WsZsq77K7mqMveaA9EgY0tTFZE7HLAv6WNEMiqitcLqG5uIrLb7lujFH5cr8c9H84Jjib6zgIpZrH2ivq7SvL0C/UT9K8L3d/4D0cr7iPq/FQ/FPu2P1tGuGrETUXCIKDxa1VjnIoq3Ly68ProeVRwIDp8HeCu85G2O1o1WtLQ0EDn1F34hNWV5nABb2B/Adp8IRi8StzR6wueZUJZwnEhNbX0D1cb9PWAeXwy/m0p6n5BcRfEeFJKS3h+KNWh79dVXi2AsB24PO+wwMYyzbJWArYKzbj/+ONxkesSIEdTa2qobz4+5Ti6PY1wmYcyYcC1IpWQCj7fS3t5XNhF9fp38QWhr6ymR1kkTqHK7a6j669+pQ9o2bSCZ6ySGhkipmNzW3kfeAZm0IarWVouOt8qQFJKoWdyTiR6LXrxo8+5Fru4Oqk9hnsq2bZI8og5LR1s7BYfib299hWuzUNBP7UX6vtX5fJFQUsTGV/X7YDBo+fpDjqrMveaQL/qZaO0g2S2XwTEicbUBFym5P51dAxRwmLd7Rb9PPY4EglLiX6SdC4v2mGO5T8j6/bW7fQv5XPrXJw1tjhxbiAbbFpM75FSryfK2cHV9Sso3fWvdD8QxqIXO182js72TArL9dqtefAFVrr1XfdzTsZkkf794jwZ9QerrGFLXQdHa3s8rl+RWAN17W8bHCTDD/gBx9wk5FD3/2NxKsrdMfniBCseJ5Bh/E3T3hcgX5zzS2T1I4Z4Cogr53LOU9gm737Dc6rStgN+DQlJK+0OiEgno5z1oe/vtt9Pjjz9ON910Ex1++OHq8L/97W/02Wef0QMPPKAOW7JkiQjcsilTptC8efPo2GOPFY+54zH+4+EctOVOyXi8ErTl+zzMWAdXq1x2DIXonL5EXvNQ0/6k60sz0B/u5CkUbWobkh0ka5pm9W99dsm8/rRJ1hno0lAbVX19pe3T+sZdRL7hR1HjHH2T6P6t/0/dtrIjnJVYs+h8CtTsQL07/M22zUPVimvjr6ocKN73zdD0O1ixtaHssr58h7ajpsy95mimrRwKxpxvKR0jEqU9Rti/fkfKtcOKfXvqtglnxWr5O0yvT9JM42s6iFydn0bnFfRR3WcnRh9HaggHK7cV5SRUoSH77Rbs1wVsxTL9XZrPmlOdr/51lFfLmmwqx+ME2MP+APb7RPS4W/HtA9Q//jfYWGUKx4kUt5vkif99a3F+Uwzf0aW8T/B5aKm+tmwp5f0hFXn91cKdjd1xxx10+umn0/Tp00U2rPLHpRG4ju19991Ha9asoUcffZT+85//0M9//nPx3JNOOomee+45euqpp0Qw9+KLL6b999+fxo4dq46/4YYbaM6cOeLvxhtvpFNOOSWfLxeyKFi7K/WNu9iisypNkExykL/pAPVh/4RoZm7Zswmiujs/JnfPZ7abJ1S5LQXqptLAaP1nq2/SH6NvhSucp+vumkOV6x4gZ/9y2/lVr4wftNWWvCg++qBtz463J/Qs2ZFaZ3BxD/voiMxE0pwhBKu3s34/NFWwnf3f6Mb1TrS/yFGIJH8HNcw5gKqXJP/j2dhBmMPfaTFNNGg7NOoEXQ3givWPiTq/RkHvVrbzMHIOmjvp49rc6meNg+qGus2iE7JyaVoDAFCAqldcHX2AX+YAZhafCyURJhZ0tApQevKaafvGG29QMBikO++8U/xpLV26VGTb3nrrreJ2q622EoHXadPCtUv59qqrrhLju7q6aK+99hJlFhSnnXYatbW10bnnnktOp5OOP/54OvXUU3P+GiF3+idcTtXfXKcL2uo7fnJQsHoSte85j0KeFpK1HQ6BJWf/yoRODPzN+1Pl+ofC9+t3J3JEO5cIVo0nV99i9bEU7LOeWXAgsXdB05lQ0TEESYOV4YtMcWWyJ1hJEld8OWNZkoNcEAN0wseM/m1+SbKnOe774QjqmzuFvOH60CxQvR25uHOtAubd9Cy5u+eJv77J0bqwcckhkoK9FsFSPVfXXM0ETuqfcCnVfRG++Fq97ArLWXP2lWf+B9EBhuCwlsMmaKtkTMsU7gxRL7HO4wAAILsqV91GlWv+Tp0zXqJQVbg1JQBYJ1bImt9XOfnNABkhGZJ2AIoqaHvGGWeIPzsHH3yw+LPDpRGU8ghGHKi99NJLxR+UCUkSzcgd/g4RjBK0QdtIZhUHbiExjoFo0LZjxisku+qo6eM9ops0EA7ahFzR+tPGpsiy01B6ITRoWk7Fun9R7VfnJLROEocZg4NEzvhXmwu9PIKou2ychBymL/dMX2DggC2rWvlX6t3xlozOu+hF3iO+2GDPPksz5InWTe+dfCM1zPseFTLnwBr9a0/gZJ/r1DbMP5pcvYv0I2RzcLVu0Zm6x77m6He6I9BJvqYDyNP+lm4af/OB1Lrvcqpb+FPydH6gZvRKgW6Raa8NpjuGLIK2wV6S5Mhniy8scaeUugkQtAUAKAQ1yy6P3P6Buqf8K9+rA1BAzIE+2akrBmgD5ziF/vsPIFm4FAMlxqkvj6CWSQj33AgxuOtMgyo2PRvejJKbAo17UKhijP4p3fPC492aTgMNARJj037JIqM2kYAtBzMVzv7Czl60o15M4Kbiw74Trrts0DXjRdMwDv5lQ+W6f2ZlvsUtlMDXo/04f1O0vnPIM5wGR+gvLHpaX6VCUrXqpqSy2B2DG6jl3YnmgG2cMgbqIgzHh2DlOHHbN/4y/XTe4UTOSEYJz1eWqeWtMdTyzjhdRq93y/9My/BufEaTocLlEZy6khYJZaoAAEB2ac8HtefrAGAZ6JM9Lall2qIESV5EEznQrhHSg6AtlBQ1y9MQtBU/2JFdFdvRa+y3q6smcoVXH4Dt3+Z8Xd1ay+C4ISNWssi0NerZ4TbdY1/DntQ563X1cdPHe5Nj8FsqPuETsK4pj1H31Mct62r6G/eirl0fVB9373Q3ssPzcZKcavMyh4f6tzmPBkedSMHqyaaLGFXLr6FC5e74KP40bW/YjrP6bA8NP1rcBpULPsbjQyRQbAzmimFSuMQBZ9p6Nv9Xs57h0gmurnnkjQwPaspScMkK78Ynde+jyNBXIeMBACDf6r44TfMIdcYB9MzlEULuprgbybKDXPRhkRcdu7+D7Q8ZgaAtlBaHS5fRKCmZY6aahmDiqafWg9stN4yaLWsIrIQqwjVZuSyFKthveG5l3Exbo8HRP6Kh5kMi826irpkvU6B+hm6apvd3Kb43UTlpihMQ5DIUCu7oLdO0TdTBKGR/0muRkarNAFf0bfcn6tn5H5ZBeXfP5wW7yRvmHxW3trSxjq1O0D7Ttn/bX4fvGLJcYx6jlQ435CGqXh7t3NC74XFx62l7Mzr/8ZdRx6xomQWX0uGhxfvo4DILAACQV94tL+juu9vfy+v6AOSLs/crqlhzF1EomnGu75clIlKvPzar81dcrM4H5TewONfVvLcAyULQFkqKM5J9WbvoXKr49n5R/1CwyOICCw4XBaomWAZRFQNjo3WolcxbWVPT1tP5oe65srH2bCiBDsccburZ6U6Ryds58zV1cMesty1LDRQNtXlSnKCtpqREyDsy46sxOOoE9X7NkouoYe5h5G6NZjKXs+hJsn3Wj3bf65it6TDLgr9+FhUyLuGg5fBtjjm95O9IONPW2buYvJufi8zYpga1eow2l69Rji9SoC8ahNUEerWBdb5wFKjZyTwPnOYAABSFhnlH5nsVAPKi6aPZVLv0YqpYd3/6dVAtEgaQaZsf2j5JYiY9AMSBoC2UJFfvF1S7+JfU8Onh4rEU7Mv3KhUN2R3t5EcxuNUp6v2+cb+JjlCC4RYBl3QybcXzvMOpb7trdKUBAvW7UXELxs/iZJrxsrMm82tRtZ16v3LtP8jd+RE1fGbdqWP5iR+01Z5IB6u3jzm3wa1+RgXNEGh1+FpjTu4cWGs7TukwTEzXt4yaPtpdfSzbBG29rS+Hx1tk2iplWaRgj/45m58nyd+le4/EibGzggbGaJvb4iQZAKCQxLuQ5t3475ytC0AhcPYuVe+7u+drxkTPNfmidIcmiSUW2WnVeTEybfPC4VHPbx1DG/KzDlASELSFkubEATJpA1ufZRqmzaSVvSOoY8Yr1B4nwzD6JlSYOwmKYXDUSYmuKlWsvZeKiaTUWo7TKV6wamL0QRayxIs/+J2DbOiY5RG0HRxGe+kNacpaqCwuaFQv+wMVCtNFlLidkckJBYDrFp6if5amHnagOnrRIKT+uDBvb+WChXfLS6ZxVSuvNQRtw9t+yNDxW+X6h03PHRh7uv1rAACArGnfe0HM8XVfnErSUOwWHwClRArwRejYCQLcqivQEL0QHovsaabOGf+jjllvFnfrxBKhtA6z6sAXIFEI2gKAztCI48QXfcfMcC/3wYptdM07WKBxDwrWJlZTVtvUn3k6P4jZo6m/blrC70jtkguK690LDsbMOtSecLXvOY/a9lmcoxWDqFDcr0dJ2zmEJFH/tr8Sd3t2vD2hDVm16ubC2OByMFpTNkIK2deljUxhP0bzXKemnAEL1O6q3u+e8rjacaQkh5/jb9zTNL9QpJdkV+9XpnHO/pX6jPRI0FZ26jP71eVXRTP2B8ZES7wAAEDuhCq2jjtNy7sTqXLVbdHyOQClTFvrX7fPa7Jjk+wclzs1DtROSb/UAqQtUL1D5D1A4BxSh6AtAOhJkuj0K9Awm9r2WUode3yY0MlCNGOOYte0NU2g/xIbGnl8yb4jas3PeNtENLufRKGKrbK2LsHKceaBhgB6WUog01Y2BC77Jl5Jbft8Rb4Rx1hO382dkhUiq1IlmhIHiVIuzEj+NnVYoHaq7XEgpFwE4qBxIFy6xnhhSKxe5ba2y3QO6ss0RJ9vvQ/zcaxtnyXUuu8yCtbELmkBAABZYlVv00LNssup6YOpcTvHBCh2siZoq7twHgm0plybX3sei4Bh3gQrxkTeA3REBqlD0BZKCmduQeaEKkZZBlOsdE17moLe0dS167/074mht3hf80H6Jxoy/eRIdl0pB23jZdrmQs/kG8wDcUKhZjbErDts2Kf5xDiknJRZsKxLrGQ9hPzk6pqXlxNqY8dhYliwP+Uf3O6ehWrQO1hlCLhKmh6PI8dpicPfcjhILDurLZZlfzznZmae1lfUx6HINtZm9Oo4vBSqGC3KuwAAQOHji3NKB8MAJUtTZos0QVu1pEGSWbZRjmiSAc7vc65v3EW6Mnfafh8AkoWgLZSUvglXWA5Xmi9D9nDJhPZ9l5BvxNH6EcbAiyE4pdZ55fdv/G9L+i1SrqAXQtDWqsM5XInXNiGLkWmb9PtnMa/IyVvN4l9R4ycHUNXKv1K+6tnKmoBqzdeXxX6SRTa2FNIEeiOdPkqRUiDq07SBbu0PFGW8RaZ+vItwno73ow8inZZxcLZ3+7+og7umPhVzHgAAULhc3fPyvQoAuaPrxyL++Wjci+yRc6/4pa8gbaaWoz+MvA+eBPuMALCHoC2UFNkd7TBLEajZkfomXZWX9QGLoK2xRpnmS6x//CWlvcmUzEZjpmYeyEqQSzcQTXck5SQ5RmZDqDJ+Tb542anKCXTl+nBmetU311PeMr81dWCNZQcS2UcGR/9Yve8IdIfvhAxNWjX7vGzoXE8EwS06bEu0E76h4foLRSF3NFvfqlYuAAAUhkDl+Oj9GnNfCXVfnkGOwXU5XiuAHNLUm9W1FlKGW1zoTnjWCNrmTOXau3WPg5FOd+XI+S0ybSEdCNpCSQl5R5qGDY4+OS/rAmR5sqHNrOVmQDVLL41m1aVxYlLw5JDa1El2ePK/OhbZorr3plwlkGnraz6E+sZfQl27PpxGpq0h6yEf2dcplOswdlwmnk8OCrnCF8ykQDd5Nr9E3tZX7QPXhgs5lqURLKZj/vpZcS9AhDzRLPJCyGoHAIAobSerroGV6n3ZpvxO/adHYvNBCZOtszXTLo+guWCOTNus82z6r36AcjxTM23xGwtSh6AtlBSreoaBmkivjZAXpibOmqBP5dp7qGLDY+J+sGoClTRtsKsAai9bBrPQUUG0OVqsk2RJov4Jl5NvxFGJbWuLeUmRMgLR98OTt/II5KxUS5P463eP/SSLfYSzhWVXfXiegS6qX3CiOm5wxPepc9ozhgUnFrQ1Hjv6JlxuufyQq073OFi9Y9LZugAAkBshj11tcesL987BNVldH4D8imba6s9x0uyIDJm2OcX9NCj6t73QdH4vGVuaAiQBQVsoKaGKrahz+gu6GrbBagRt80oyBE00VxqdA99EBxdAyYBUeDa/SPXzvhe/+Z7my9rYPDwvnAjaxs60TayH64RYBG0rNjyuX6zkzWvHeIG63SIrEqejBIuTzmDlthRyK0HbSHmECN/wo8nfcojhGfrtYft5MGTei6azmmaEdkFf7kCRvwc6Zr0V+7UAAEDuOVzkb9hD3B0ceXzMlhxsaOQJOVs1gJzT9BUgac5xpIyUR4gkBKATrByIvo/+uinRwUoCQrzza4AYELSFkuNv2pf8SgBC1Dc017mF3DFmy4maPpETkVAkO0/teT4F3vWP0rDX6qjljfz0Cl+/4CTytL9DNYsviDmdrvSAMZBdMOURzFmMZXvynE5zNLt5alSvvDZ+ED1XHZE5KkmOZKu6uz8jz6bn7J9j0cSOA6TK8x3+Tv30gS6LmRgC4nafB1NGrpf6x/3aNJmrb5nl90Cgfrr1fAEAIK/4e6Nz+kvUs+Md6jBfy6GW01ZseNTygh1AadDu29rzcOV8NI0kAtS0zQ3j7ydNB7+yEnTHbyxIA4K2UKI0QRLUNMwvwxViV98Savx4T/HlpTSpTkfdorPCizF2fJRjjqGNsSfQBW3zXx6BA2X+2in696b3i7ytTuFIvzmabedmBtrs7HyUR3B3fhC+4/TqSgzUL7SvAy4Fey07ZlOCtnVfnqYbNzT8e/FXxObzIBuDuY4K8o04xjydpiM1AAAoAg43+Zv21l2wDFZuLerdbjlwk2lyZ/+KHK8gQIHUtE2nPEKkFZfVBXfIDMfAKmp+exy5Oz+ODtQmfkR+B2uzqAGShaAtlCZtoDadK5SQPouAjKv3K/ElJzujHQj1TvpTSrNXOkAS5BA5e5cSGeqF5oJdsz51fKRZuQgGZjKLM1WSRJ2z3qLWA6KBw5olF1G5izZHy9x7ZFf6o3L13/PcYVb4RNIxuJ5kV61ujLHMgX0t3nDA1NWzyDRt2z5LSfa0WM5nYMxp9sFZu0xbm+m0GfsAAFCk5IAoc8Z11o2kYH9eVgkg23TBPKv7aZRHcPd8Jm6rVlyT+gpCTNXLryFHQN/KzDG0PvoAmbaQAQUQOQDIPF/zweRr2p/6tzU3pYXckh02WaWi6Uj06vLANuckNL/uXR7QZYhqvyjrFvyEmj6aSY2fHEQ5Fydoq44vhHq2CodLF6yTAuYsyvITyvjXY8g7ynqE9kQ8D5m2SjM8zoZVMmUVru7wib5O26fk6glnY3PHZYGanalzxovisWNog2lypc6tlZC7MfrA4Uzs2GHTtKx/3G9slwMAAMVBeyHfBEFbKLdM2wy2/HL3LEh7HkAJJTNoExrCE6A8AqQPQVsoTQ43dU3/L/VN+mO+1wRs67cG1ezUwRHHJpzZODTyWOqc/Z7lOO+WF9RMXqvyBRXf3p+9LFxt+YMY422zCguAw9+a71XIvyxk2gart6P+rc/WDQtUb6frlCAfHZGpPw4kF8nO2phZrtLQZqJXZqqPB8b8gjr2+JAC9TPE467pFnVwY3QuqP9xbt0aIuQdrXscaJgV7ZCMt6tnBG05pJtk73Db5QAAQGHr2eFWGhxxHA1pOiUznis5B1fnYc0ActwRmaamrdrPRCG0zoOkgrb8WzVKSUxAvyGQOhwFACCrtPUmtRmyolyAckKSg+zThjkHUO3iX1LVqr9lZf7xOvFSOyIrhHq2kNNMW9a3/V/1S6mI1oHN20m5uk86RdZ1rPIIzv7l+qcayh74G2ab5x+jSZ82w9vdNdd6Imcl+ZoOMM2va+qjNLDVz6lrxku28wcAgOIwOOZU6tn1fl2Lk47Z70c78BH10s/I09oBZFu88ggI1xRT0HZg9Cm6pAXlOKbrkBogSTgKAEBWaTP4dIFN/vKK1HnNRiDTFHQaCtdudXe8n7mFaF+P8lrsZPG1QgZlMbMhWLmtbjkh71bqQykUzbrNFeXzKFu8VuPnx9SJhek5yW0vYw1dO127PUu9k66hjpmvqcNCldtQ7463ULB6UlLLBACA4hCs2YE6Z76e79UAyHt5hGimZppQYiQ3QVtjuT+1PAI6IoPUIWgLAFklu2qsv9hkv1oeIRslA9xtb0eX64/WvTXW7kyHd8OT0QdxrqCqr7WQatpGDA0/Wr1fP/8YcvYto3IlBQdMGeKZ0jnjFRpqPkTc97S/RTVLLoyO1JRKyEd5BNa+56f2HZHFuyhh6PAxZCy3YFx0nPHR+TpoYNvzKdCwe2LTAwBASQjUT8/3KgBkny67NmiRaZt6h9p94y9R71euvS/l+YA9KdBnuuCknwA1bSF9CNoCQHaJDsfCgpoOmcLlETTNszOMO0Zy9nxJjR/OosaPok23ZUdF5I7mynaKnP3R4GbcZi/qay28oG3P5BvU+562N6l2wSlUjhwDq9WMbNlRlfH5hypG0eBWJ5sC+eK+EhTNwH6ZfNDWqdbeHRj9E+ugbZK1uHp3vC32op0VmqZk4WUCAAAAlCspwx2R6Vp0BbrSWjdIvKatllrmJU4ZPYCsBW1DoRAtWbKE3n33Xert7aXOzmg2GwCAIEnUuv8qattnKfVtd7U+iJnFzrkcvk1U98Wp5OpbQs6h9dERkoscg99S8zsTqGr5VektQ3MCJPnbY0+svtYCLI9gyCp19q+kclSx4Qn1fjYybQW79z80JDK3m98eq8sSz2XQVpuJ7jCWR0iiWVfQM9LQCYMZ18ANeYaJ+707ZKfONAAAFH8nZWyo5dB8rwpAdujOr7QdkYXSTmzR/uaQ3Y0pzwfsScGe2JtHrWmLoC3kIWj73HPP0f7770/HHHMMnXXWWbR69Wr67W9/S+eddx75fHlo5gkABUt2N4ksw0D9TDXblmt4qtmpKZQM6JtwuXo/WDHGNL76mxvIMbTRNDxUMZqqvrmRHP5WMU06JL8maMvXwmMEO9VMygIsjyA7DAHKMi2WL2nrfWUruG5z8s1Zt3Vf/kIESxvmH0VZx0Hi1lfMJ/WRoK0p0zaJk81A3a7xJ3JWU9veX9KWg7YU5GcCAADyT3ZW5a3uO0Au8O8HhbPv62g5qkx0RKa9KK/p6A8yR9vng3VWtPIeIGgLqUvpKPDSSy/RJZdcQrNnz6abb75ZZNyyQw45hN555x2644470lglAChloUiAVfJ3pNU5V7+mTpNdnVpjtmCmGQNbld/ebz+x0hS+EDNtjUGzMg3aVq26Sb0f0pTyyCQp0Gs9wtjRV5Y1fHIwOXybI4/MmbamZnRJ7BOyM1rHOibOZtb0sAsAAKD7PomUtJJCg9gwUPKZtu7uz6j+s+PFfWff4sjQdIK2kmW5OsgSq8C4I3yO7RgMl18DSEVKR4G77rqLTjzxRLruuuvo0EOjzVWOO+44kWn74osvprQyAFD6Qt6R4rZi/cOajshcGetIK/4KBDJWQ1d7dTVeNqKUxVIQ2bzqX7bS6PghNjmxfSnL3D0L1Puu3kWmrOtk9u2Ug7YAAACxvk/cTeLW3fkxUZzakQDFSX9eyB3VclJLbaSz2rQuWGgCwoXYEXKpsfqN5+qcI249He/nYY2grIO233zzjciqtTJlyhTatGlTuusFACVKjlzp9ba+TM6+SEdeaQZtuflc9053JzhxIHN1ZQ3N9SR5KHawmDkKMNMWcmZohM0FhpCPghVb5+WdcHXNNWcJmPbtJIK2LgRtAQAgfcHKaPmrui/PwCaFEmTuM8ATKV+VUJ8ZidbLRXmE7LNICnJwy1KAfARtm5ubacWKFZbjeDiPBwCwUrHpGf3VZHEkSu/qb6BuGvmGHZbQtJzdW7XmjqxcHdfVRLUtj1D4V7p96PAje2zKATiCvSQFbUonZIC77S2qWXIRUXBQd/FEWzMwPDx8UUHJgo+OQKYtAADkVqhyW/W+d/Pz2PxQemRzC6z6BT9S72eqnnNBdoRcYgZH/9g0rH/bX+dlXaC0pPTp/c53vkO33norDR8+nPbbbz8xTJIk+vLLL0U92+9+97uZXk8AKGGplgxon/0+uXqXkr9p32h9XAv+hj1EJ2FO3ybytL1pWHgo5SL/xjICIWeteaJgP9V9eaa4FYsrgqAtv7Jylq9eqh3pZFPE0TA/nOEb9I6mgXEXhLPbZZ/5JFPNtE09aOtrPigTqwwAAABQdpm2OpFztVTI7vqUnwvJ659wmcV70CBug96t/p+9+wBzo7raAHxG0vZqr3s3rrhgG2ObXgKhQyCEHnoLBAglhBpqaKF3QodgOiTwU0KAmN6LbcBgjA3uNl57e1WZ//muNNKMNNrV7korafS9z2OvNCo7q707c++Zc8/lR0rd1q1IxVlnnSXTp09XX2fOnKm2HXXUUXLwwQfLqFGj5E9/+lP394iIck83a8z6y7aQtsEHd5qtWzvrdWkZ8Yfgt2qvtj6YpFpRULTqwZinFK24Vwp+eVEKNr4Rk9WYSdr6my62RWdZ5gJTULJx89sl7boQJO0Kd/OPlkFAw+Z3SOvwkyLfNnRRIb/mPan89Nci4YXTTJ/P2Mts33vjDoukdubL4uuzTUr2nYiIiMhZOl5HoivlqaJ5K+Z0+7WUWGa0Pz+4Vkv91EdE98Qm7+jGGDdF/XrKDd3KtM3Pz5cHHnhAPvzwQ/noo4+ktrZWysrKZPbs2SrzFlm3RESJSmX2qbdsRvB7eIJXOl3+Bsvjmr+lB4HUqPIINsFOd+tK6ysyNGhbP/UhKVl2nRT/fHMwG7kBwb2BkjNMC28FPOW99m1rZr0pfT7bLWa7p+Eb8ZVPS/r3y9/0jupwGgvjtQ3Y23rRxHTxI6/uEylaeZ/KzDUGDf6iUdIy6izb9w4UDlP/iIiIUgJTxVmbkxxeHiFpb10wQPyFw0NjES4y3FPuhq+l8ov9pWnMhdI6PFhjWwslNfhKxsd7leV5RN3h6vYAv75efD6fnHvuuXLVVVfJEUccIatXr5bGxtTV5CMiZwZoA4VDkvo9Ap7IdCB/yTj11Ve+he1ztR6tRhzsALX33cW62d8qrpYV6qar/RfrY+4iyUjuQvGag4RfnSe5xFIzLE7d2WSpmfOO+to47irxVQRnq0QrXfyXlHzvQF4ftRhfWFSNs+i/T1fbutADwdf4yrfsdmY8ERFRT6Sy9jtROmidlUfoIX/RyJS+fy6pmH+4uLwbpQxrRETPuozXN2amLaUraIvFxvbZZx+5/PLLw9tWrlwp1157rRx00EGyZs2aZOwbETkQMvWitfffOynv3bTZBeIrnSQ123wS+X6lE9XXQOFw29fEBFW7EbRtG3hA6J5LXTGvmH+wVL0/RV2RjV44w9W2XjKWOWCXpIUPsoY5SzrFizVg4bwNu9VIy6g/xe/kpejzV4vlmeqjxVxEicpgKqj+j0jAF57WpXez/jMREVF3NJtmd2i+nlxoJ8qtTFszrZe+j5PZjhmNsgedBm1TG5wnZ+vW6OuGG26QgQMHypNPPhnets0228g777wjlZWV8ve//z2Z+0hEDlI/ba74SqeG7/uKxyUtcw8F4Gu2+Vhl7jZOuE7aqn4tzSNOVY/pcabTFax/sfvfMNQBMkoeqKvlgbbgFHQRKVwTOUYa8mrel4xl/j3kWOdCC5VH0LV8rKzZC9+wF7NVTR11T/OP4m4xleyI+ruIDuK6W36WouW3RWqqMcuWiIh6lZak2VFEmSjQS38/DNr2nN7B788+rBapaWua5UbUG0HbL7/8Us444wwVuDWrqqqSP/zhD/Lxxx93522JKAcg87Vm63fD97WeLATWgZYRp0n9ls+LuEsiwTgbrra11g16QIpW3COe+vkJfJfgiVoPfQ/QAs2R2zYrvgZCtXUzkW7OMM2xoK2R2RovuN/bAoVJXGU2qqPY5+PtI3diMm1jy5cUr7hHNF998K1sFlkgIiJKFUutSC7mQ9RFXGsoaWyylY2khnBwNuYJoZq2PHZRbwdtsdBYS0uL7WOoc+v15uDK40SUONOJLXqhrpSJE4zTvDWW+wVrn5LSxedLn092DG8rXHGvFK56NPbFxrlbywtnKLraNoQfxiJOMS/Jy9ygrSWAl2OdCy0QOm9lSNC2vY8psJrkoK1xMUF1MKOyiu2C1gFPmeRVvxF8PIMvOhARkfO0DT7MdI/ZguQwvZYkwb+dlHyG4Zlorpysaat5N0np9+dK/obX070rjtatoO2sWbPkrrvukk2bNlm219bWyr333iuzZ89O1v4RESWHzQJo4PI3WO57Gr4J3y7+6UYp++YUKVv8Fyn77gybOqOhk7emiRaqiZpXF6mna8copZCJdE9JL07XyjDhQGZmBG2TeUXeaJuxD+Qn9HfiaV4qmj81GfFEREQd0tzizzdmdzLwRE7TcZtu67dHz96+N0p+5bLOFiITY7szg7ZFKx+QopX3q/VcKHW6tdrKueeeK4cccojsuuuuMn36dOnbt6/U1NTI/PnzJT8/X2666abk7ykRUQo6Lca078iGyEm35McrrQ/5W6IyEUM1bUUTf+EwcbeuEs1nDQKDr3SyBPKqJL/mXWkZdmLG/h51d6npjp6TNW3TkWnbOPZyKf0xsrBn0q/IG1nEUXSbUgjxLm4Y2breyjnJ2y8iIqKEMPBEuZlp2zD1oSR9n9zq16dG5DOs/GwPqZvxrCkYax+01R1eHsHVuirdu5ATupVpO3r0aHn55ZflsMMOk+bmZvnmm2+kvr5eBXL//e9/q8eJiLJBTJC1g4WWtEBLvPoI4iudEnq/OttasTix18x5R9qGHClZEbT95W3JJZqvMW01bVtGnS01c96VTVu/L97KbZK/YEG8jqK5hnFHgVy1Ym6o7EcGZ4oTEZHTMfBEudOmsXBzz9cS4EJkqfhd5dV+pEoCJFrTNvgk581itMwgjZMkQmnKtAUsQnb++ecnYReIKBfVzH5b+ny6szSNuTit+xGdaavHq0mEerdr5krL6HMjrw1PiXGJuArUTXfTEptv4hJxF4mvfIZkskB+v6gNPtvAntO4mpdJ5Zf7q9t69GfQGzRNfOXT1U1fyQTVEUzmFXlP0w/2D9h1HuMt2OerDb4kB9oDERFl5mwpjdmC5DjxA3n1U+5JwvszSz1poo4/mr/RdKeTmrbq9b6YfnZkod9yyUquoshN70YJFAxK6+44VcKjL2TQ7rTTTtKnTx91uzMHHHBAT/eNiBzMV7GlbNi1Ou0LP6mTJU7CRvmEDjJti1Y9bAnamjNtdSNo27ba5pvEf8+M4o6ceI3OSC4sPFW4DtObgvxFaZ4pYkyjii7b0QMF657pMBCbSKZtWAcXNYiIiFKDgSdypngXIrwVs8RftkUSvxOz1HtKiwqwa/6mLgZtoxIydL/0mzdM3cyEMXG3GOXl8KO2V4swaJveoO0FF1wgzzzzjAra4nZHNE1j0JaIOtfLJ6fmkX+S4uW3WbZp6MTgJGpkEIaCr3a8fbaN2mIO2hYGb/lMJ3DTd8kWmJ6PTE/FofWXopkXHwvkpTdIXbDuefUV7bRp/FVJeU9Lp7ITel5VJ2/GTFsiIkoXBp4oNzJtM3nhYrLrX3dc09ZuXGV+fcH6f0vb4EOy7qPVApGFit2tK8VfFiwXSMmV8Ojrrbfekv79+4dvExFlm/hZhP7w4RCLinXwDlF3Q/eRpesOBns1f+xCZLqnQrKS7vzaRFr7RilecWfG/K6is189dZ+Lp+FbaR16dLdWAM7b9F44k7htwH5S8Mv/dfwCTZPaGS9I4ZrHpWn8tVL13gTLw3FrdhEREaUM63KSQ8Ur+ZH0/hYveCSb5o8ELBOpaYvSZ5bfgimIW/7NibKxzw4SKBws2SXyE7lalqd1T5ws4aDt0KFDw7cvvfRSOfHEE2WbbUILphARZYM49TrNtT3DdWo7OTmHXmg8IrpWYFnQqq3f7lJQ/V91u2XosZIt2vtsF8601XKgoHy/d0bHX4wtA/T59Ffqa6BgoLT337PLr6/8Yh9LRnHrkCOlcM3cDl/j7beb+getg34nheueizzITFsiIupt3bhoSZQd7IOpmrcmuX87rAeddHkb30ggyG7eHl0ewbrosLvp++wL2pralaf5x7TuipN1qzjdl19+qUogEBFlk9jyBgZzoLaDlT0DLXFe5xLdXWgtSq/lSc3s/0nDxFukfcB+ki2aR5+XU5m20YzfY7rUTw4uOuEvHBFcCC6kYv4hKuu2J7RAm7T33blLr4kJYjNoS0RE6cLAEzlOcCyhmxZ0grz6r5L0/ozZpEpew8Iu1rSNqokblRxjWdgsC9kuxk3pC9rusMMO8tJLL4nXm3sDeiLKXt6+O9put2TXdjAgiMm0NZdHCNXCDdf20fLEV7GVtA4/IbsyRNxFEggtPoZpPDknVJs4XQIFQ9RX3VMmeXWf2mbdJkpr32DdoPulbdDB0l4ZvHjRNuA33QjasjwCERH1NpZHIIcKjSW8fbYRb8VWqfxGKXxvilfTFmNAPRRy06Iya6MzbbMzwK7b1rel5OrWiiIFBQUqaPvaa6/JmDFjpLjYWigbWbiPPvposvaRiCi1LMHJDsojxGTaxi5EFn7ElcULNhnZlDlQHiFa9O+x14WC/57Gb6Xy866XQzAzSnVEYME9l9Rt9Yp4aj8VX/m0Tt9D95RY7zNoS0REvS4bgxlEiYjM2osb+OsR/u30io76x3gMCULRyTDRMxpjgrhZJqaMICVLt6IK69atkxkzZoTv61GZadH3iYgymznTNn7Q1o1aPTghhafQ6+HFy/RQsM3g8loXlMrKBdtysjxCUXq/f1Q76gl321rL/fAVfs0tvj6J1aTX3WXWDQzaEhFR2nCMSc6kFkI29bFUmawkfwdK5e9O6yRo640J2mqmMmjB+21Z+Ctipm1GBm0XLlwoRxxxhIwYMUImT56cmr0iIupNlgtN8YO2Lm+N9Pl4G6nZ7iub8gjWDE1P0mpRpS/TVsvJoG1UkLKX+UomJOmNGmMydXW3NWs2ETGvYdCWiIh6HcsjkDOFS7RhLGGqi9o86uzkBRQptTrrGxuPd5Zpm+UzHFkeIQOCtvX19XLKKafI/Pnzw9uQbXvTTTfJ4MFZtsodEeWsQF4/cXmrJeAuFZdR8N10EtU6mSngaV4qEmgXceWLFg7wxmba6m5r2ZisLI+QgzVtvX13SO8OeEpF1/JF09tjHvKVTk34bfJqP7bc95ZNl6axl3V5d3SPqaatK08C+f27/B5EREQ9kk1rAxB1iTHucFmDf8la+JV/O2lfJgqlxTSbtUKik2MKfnlR2gb9zjSjM8uwpm36FyK79dZbZdGiRXLGGWfIP/7xDzn//PNl2bJlcumll6Zu74iIkqx2q5elrf/eUjvr9UhheEt2rTXTtnHCddLWz5qx6Ipe4AlB2+gTbBZnJIbLI2T5Fd+uqpv2ZEb83uKWaOhCrauy78603K/d+l3xl4zvWeZx4aBwzV0iIqJexxJ85DThsmyaJTST9LUx+LeTOp2OHVz2szmj+vUF1a9L6eILJLuwPEJvSPhoMG/ePDnnnHPkmGOOUfd33HFHGThwoPz5z3+W5ubmmMXIiIgykb90ktRPfyp4B9OQVGH4+DVtA54KqZ/xjPR/ozy8TfM3d1oeIatpeTlZHkH3RH7H6eTy1cV5pOPMZ3fTj1Kw9glpGfFHcbeuSsq+WBYiy++TlPckIiLqHtblJKcxxhLItDXl0yUtiYBZ6qmmd7c8QlRNWyha/ZA0TrpVspGWhIXI8ja8JlK9VqTf8UnZp5zLtN2wYUNMDds5c+aI3++XtWuti50QEWWF8Ek2fqatbXYiyiNYBg8oj5Af/eaS7UHbXMq0ba/aVbx9tpPM1nGbqvz0V1Ly043S753Rlu1NYy7u9nfU3abyCAzaEhFRWmRxn4oowUxbYwZg8G5yM23x7tQzgdDss4bNo4KqnQRt9XDZuaiFx5yQHGPO4EZ5hB5mdFd8dajIl2eJp+7Lnu9bLgZtfT6f5OdbgxIVFRXqa1tbNq50R0Tkir3yGeo8oSRC3bS54quYFfMxFa2833hy6CuujkfVtM3iAYYWyvQsWPu05Ir6yf+wZjhkiNYhR5ruddymXL7amG2+0knSPPq8JAVtK7v9PkREREQU09MyZdq6YwN9PcZF/JJFC7Sor+1Vu8X5jOO9MPh71TpbiCzL4cKAZjMW6dZ7ta9Pyvs4RVJGqDprpBBRNjKCdJaSCMHb/tLJ0j5gv/DW9j7bW6auWF6naeItn2556+bNuh8oSzd3y0/qa+G6Z8VTH1l80nHMv/cMqGVraO+7S/g26i9HdP1CQNPYy3sUjLYsRMZMWyIiSoPIhfAuZHFhfBpV8ooo85hq2lrKIyS5pi11T+gYorVvEC2UKWvpG6sHu1ceQXPEjEbrMbl8wZFdfHnAZiaradYnJS9oq3FVQiLKQpFpSOaatsGTjx51XKub8ZztOwRpIqYTuL9giLRZMiSzV8kP3Z9an/HMnacMyrINFAyM80j8wWpe9ZudZ8p2g+421bR1ROeSiIiyTjfGmmVfHy99P5guYqxDQJSJwuMOa6Zt0mvaMsmu659c+wapene8lCw+X4pW3BPerruKrHVsuxm0LVj/gjhNfs37CT/X1fKzVL2zmZQsuVzd1/xNkQd50cKiS5dwLr/8ciktLY3JsP3rX/8qJSUlliDuo48+2pW3JiLqdUYtIc10lU8LB3Cjgnhu62KLnrrPrUFbE19U1m02c3mTM80l84O2mZNpG1/8jKHS7/9s/4q8yuQtzjZo9x69FxERUY90IfBUuP559bVgw2vSNuggfvCUocxjCVfyyyMwua7bEKh1tf8ixSvukabNLog8gMWn8fsJjSM6W4jMNkkIx6i1oYWxs5r1mOwvHJHwKwvXPCEu7yYp/vlmaRp3eWShb4WzJMwSTi2aNWuWCswiUGv8M7YXFxdbtgcC/JCJKPNpKJiOq4IbXolsDJc86PjwmL/xfzFZufWT7xFf6RRpnHC9OEaoflM207ybJP+XV0ViVjX1J77ya6/S7G93MM1Tz6+y3+6p6OGuuKRp9F/EWz5TZPiBPXsvIiKi7p2MQv93fZGb4p9uFFfzMn7ulJEiySJRfdGkZxpyIbKui4wFfeUzIpsx7jP/fhLMtI2paRtPFs5s8xcFF0H2lU5O+DV6VEKUOWir+blmllnCR4N//vOfiT6ViCirFK16SFpGnRW7uFgU3VUYDvRqvvqY56IkglPKIhiMnzdbuZqXStUHwY5W02YXSvOYC8OPaQHzKq6ZFLSN07G2C9rqupQsuVTy6j6zf0kPM22heewl0jLuEumXh1VzG3r8fkRERF3T/cVdPY3fStUH02XDr9FvI8rQ7HEki5gzyZO+EFn65G/4jwTy+oqvcrZkFZssZZXEEMqE1hLNgzR+l6GauJ1+W1+t6Pn9JRsYF9KMAGzXxo3WsZerfUNS981JMqeIHxFRmrhbfk4o07Zm9v8idwLtpqvj6e8QJVPT2MvCt61TVbKPEbCFwlUP264Cq6YtuQokU/jKtjDdi7Qtuwyj/Or/SPHy2+K+V09r2hIREWUOZguSg8sjmDI2k1YeIeb79B5343dSPv9wqZh/iPT5bDfJPi774Lr6as6KdnW5pq3WvtFRpel0d5FlbJUQV+Qz1NqrpfjHq8L32/vukNwdzHJclpCIyCJ+0NZfNkVla5YsuzZYDzd8AndW0NbbZ5vwbc2f/eUR4nVYPXVfqK8q+J5Bv8OW4Serz729atdwJyhm/5Fh++Nlkv/Lyx2/WQb9XERERN1inMu4mBI5jSUYqKVuIbIEg7boV+bVvCdN464WcfUsVNT3ozmxP2tW9UvN+xqVqGMKqnda09YmaOvyRoK27X12kPYB+0jp4gtMszmzhFEq0BUqddCFcaNuyrQt+/ZU8TT/EHkQC3zzGl0YM22JiMxCmbaRovFRXHmmekP2C5FlPVPno0tXTLOobhhULDhcMpIrX5o3O098FVuKv3RzaRr955jyCHmb5knxz7eKp/nH9O0nERFRr3BYP4vILhiYipq2XQySViw4Qi28lb/h1eT/jgJZVqfUksBjzbTVtdB4MKGatq6Ymrb51f8N324Z8QfxVkQC3H0+3UVcLcslmxhJJnkNCyRv49uJvcj0ueVXv6GSVZTRx6RkH7MZg7ZERKYrhZ2VPNC1fPW1aM1jpqukThtMOPTUkKUZOu0D9oudVuWrS98OERERpYXu6PM95QZ3w7fS56NtJH/Da5b1McwJI3oPs1y79TdhWrBXCyS/PJrmb5JsYsmg1eNn2nZe09Ydk3zhafgmfLu9/z7iqwjWyjWUfXtalhzHQvvoiswMrPxy/y4HxTH+drVXB+8M2Cm5u+gADh2ZExF1kd4uGmoIGUXitU4ybc0vdRc66+MOtFvvJ7raacaz7/x4y6ZJZgu2RXfb6si0owQyMFoHH5rqHSMiIuoFXZvi7Zx+CzlR34+3UQvkVcw/1LSWRnSmbex4o3sSSCzxNaovBeueS8H3lyxeJyO2PIIRWLcEdDstZRF8XPObyh6ExptNm11kO+bMr3lP+r9ZIQVrn5ZsYC3nluiLrDMgNWMhssKBSdor52DQlohyVv3UyMJU5V8fL/3eHiGFxskxzgnYyLQ1C+QPEieJLomggtlOEGcQp+f1kUymmzpz+dWvq6+aryHmeU1jL7Xcb5h8Xy/sHRERUap1dUYTg7aULUI1QVUbN4VmemkhspLF50v/eUPEU/uJlC86LfJAIJJ12x2ulpUx29xZNuXfHEx1ta23bnN1vaZt+Tcni6tlhRqPeBoWqm2BvMoOX1v+zUmSFe3XXdyNl0aO0+19d1GlFZTCAUnbO6dg0JaIclbboIPCq7MW/PJ/lsfirtrqsgZtA+5SEadl2kb97JrPGUFbS2F/U0chUJDpV3RNncZQsNbdujrmWc1G7Vujg5hViz0QERF1hpm2lOWiprxr4Rl+eZYgYWeBwGRlqaN+LZT8eFVSs2KLl98Ws83VmmVBW1P/u2zxXzooj9BZTdvIcwtXPyolSy4VT9P3Nu+TvXRTeYREaaaLa/mb5kUeYNA2BoO2RJTTdE+Z/QNxpgXFBHNdDgvYolxA3x1FRhwSvu9ySKatr3yG7WIITWP+KhnNFHwtXnad+lqy1Nq5DkRnCzuwXRIRUY4yzoMJ1ng0L/hDlFGi26ZRkgyZm+Zp8kkP2nZcDi2/5l3rq3QsuNwDpqCvv2CoNVs1S+h2WbDhhchM48F4JfXCj1tLKRQvvyOlZSjSk2nb8/IIYQzaxmDQlohymo5M2QQyauNt79ZJKtOh87H90+IrneysRa90vxSsfUYKVz0imqmjGigYlDWnandr7HSz0CPqf3/RKPW1ve/OvbJnREREqdfFmSN2AaesWNSHnM9vm2mL8mvWOqlxxiHdFtv+O8ymDYQygLvJfOEkkF9lmS3mhGORZi4f0VnQ1simVqzPTWTBueJlfxdP3eeSyXpaHsHCaTNYk4BBWyLKbXFr19qfRPXooK2DMxp1T4WjgrautrVS/s2JUvbdmeJu/C6LrnJHBqttVb9WX/2FwyzPMDr6tTP/T5pHnS2NE2/u5X0kIiJKtcQCrwXrXuj2a4lSKjq7MJxpm2fp7+k2Cx9369t1WCorEJMNG3lh94K2+b+8KiVLLpe82o9jxhPib5KsYhdUDH2enqYfEs6KxqJicZ9rGm9u2voDae+zY8zrS5b+TcrnHy4ZybgYFnWRwVPzUbc+37aBv03arjkJg7ZElNPcLT/bPxCvsxQV4HNkpm2IHrrSqfmtC5NlK3d7ZFpW+benRB7IotqvBRvfEAl4JZDX17K9ddgJ6mugaKQ0jbtCAoWD07SHREREydZxXc6E+nYsmUCZIKodanowaKtjfGEO6CY7ocAu09y8LWa/ulceoWLBYVL8883ibvkpvM2YBdbTOrm9La/2k4TCZ3pnNW3Nz43OyjUFcf1lU6Vp3JWdjmEyUtRYyt28tPOX2FwYaB1yaFJ3yykYtCUisqE6T4lk2nrKHfv5GUXlNVP913RxN3wtlR/vKHnVbyTn/UIDuphasBnJmpWRt+lt67QstQjZ2b28T0RERL2laxdXfWVTbLbGqZ9I1Iui6y0Xrbw/uD3QblmYKVmZth1f8AjEBI8jD/Wwpm1I8/A/iL90UvB7ZFmmbeHaJzoPunax/nD+prej3tDX4Tgz80XaVd30Z8K3yxedJu6mH7ucaau7nTuu7gkGbYmI7MS7wh21PRA1Td1JjGBt6XfpDwhWfr635DXMl4r5kQXSksFXajewy/CpdK4i0fxRgXRXQa/uEhERUe9LLNM2PB3bspFBW8oE9nU8i1bcGZVpm9+7AWTTWg8xj/VA28ADRXeXBN/TVy/ZwtW6usMgeHuf7RMO2norZodv5296x/puUZ+7uVxCjOjnZhh/8VjL/bJFp3U9aJvHoK0dBm2JiGyPjonWtHVusCx/45vqq5bu7BRdF1eorm5XO5ExNbqiZcUV7ajPX9NECzijZAUREVHCdTkTXUzMtq/AoC1lgDhtWPVvze22C9mbidDsLniYgsQxs+q6UR6hcNXDsRvdReGsYVXiK0sWBCxedkOH4bOmsZd3ug6KoWWEffAy4CmPWTg4eiadWf+3+mVgmRfj96mJv3i05RF346JOXhtIzoJmOYBBWyIiG76SiYll4HZyoqYkMAUofaEpVl3tTHjLZtg/2guZDD2lRWcHocOWASUriIiIekcXa8+Hzpu+0qmRd8i4YAflpDjtsHH8tdap8klbbyGxhchiath2YyGysu/+FLMNWbbulhWmDZmdLWpwtyyzfyBUHkH3lJme3PH6Jm39947Z1jj+Gtm4448SKBrRpRmArrYMrm2ruSXgjnwurk4yq22PyS4Gbe0waEtEFOItnxn+LKJPovEybf2Fwx37+Zmn86RzSo7LuymyG/kDuzVwi3vlNisypaODtj7L4nB6VwezREREWSnRLD2/ZUHV4B1m2lL6RQeqfMXjgl/LpqX4woJdpm3879fdhchivoW7WAL5/SPvm8qkg0Cb5K//l2jtG3v2PnogtvZsWLDPbZR8ULddpuOMHXehNG12gfVb4DXm45PB5ZENv66X6p0iC7n1NJjeK0IXGQKhReeiL5rZyQ+tU9I88kxpGXaCtAw9lgspx8GgLRFRSMuIU6Vl+EnSMPHm+J+JKWiLq4l4jVM1TPtn+LYWKk+QDnm1H3c7eBwu7RBnQYfkLfSQOoGo2nxqsYpQpkJ7352kdo61PhYREZGzaPGneNs927hga5kdxaAtZQJ/VFalbsrgTEHpgI5Ki9hcyNCN8FAgeUHb1iG/75UkkJKl10jFwmOk3zvWafpd5m+O/5hdpm0Csy6jA7vRpQRin2+fVNJR+YS0iGpX9VPvD/+sHY2xPPVfiafxm+AdzSONm98ijZNuT+2+ZrG0B23Xr18vZ555psyePVt22GEHufbaa6WtzXoFpqGhQT32wgsvWLa//PLLsttuu8m0adPkj3/8o2zaFMnG0nVdbrzxRtl6663Ve//973+XQIAnayLqgO6Txok3SevwE+M/xXRibpj6UKdTYrJZoHBwOGDo8tamcUciHUeXr4v7EeqQxrting01iQPFm0njhOtNGyJZtnXTnhRf+fT07BgREVFGlkfwxwZTmGlLmcCU3eovGByZEZayWVOJlUcw6HnBfr/WUeCyC1RGqrswXI6su0FHT+0n0uejraVkyWVx6+IWrfhH5I6/+8HNjteNMIK2kYQKzd/Y+ZtGZdV6+/6q4+fHyd7tyu8lv/q/UvHZXtLvrYFSsGaupFawnflLJ0ndtLmdZnJ76j4P39ZDgXCKL62fEAKrCNi2tLTI3Llz5ZZbbpF58+bJrbfeanneDTfcIL/88otl28KFC+Xiiy+W008/XZ5++mmpr6+XCy+8MPz4ww8/rIK6d955p9x+++3yf//3f2obEVE8WiJXlU2ZttGlEpwokFelvrra1qZvJ0wnfXfzj11cxMDItomzoEMWBG0BGd1GuQpkEYTlQBskIiJSEj7/h4JRmjsSDNMDUvTTzVKy5Ap+mJQ+5sW/VOs0Mm01aa/6dczU+yR+487XTDAFIwvXPdOld9fafol9L/S9Q9nuxgwxT/1C6Y4+n/1aPI2LpPjnWyS/+j/2+xCIBDTdLcu79X0KV/xD+r0zJu7jrrZVoW8WCaNpvoZO31d3RZJ8/EWjO69ZHGdB7KLliWejVnz1O8mv/UAFocu/TdXMUJtjcmjMpUWVckDguHTRmWpch1mD0c+nDA3aLlu2TObPn6+ya8eNGydbbbWVCuIi2Gr4/PPP5eOPP5b+/SO1UODxxx+XvfbaSw444ACZOHGiyqR95513ZOXKlerxxx57TL0X3hPZtn/+859VYJiIKB5f2eROPxzLwlXRi5I5kL9krPrqbo5TkL8XmGt8qVpYHV4Bjyj5/rxwPVzzKq9m1qmTmc12dVouhEdERE4Xjm/oXcy0dUUCCIE2Kf3xcin++SZxpbFPQ7nNWrc2YGrTmrQN+p3KUty07WfJ/I7xH7IJ2rpbfjY9nniSRPGKe2LfHsHnqOBkxYLDpKcSWYyruxm9ZYvPi9nWNuCA8O08U4ZoROefk3lmX3TZs3i85VvGbCtc91xCr82r+SB2Y5JKXtixZIqHxiaexm/F3fhdeDMCx0WrH5H+b/aR0h8iyZYiDNpmdNAWgdgHHnhA+vXrZ9ne2BhMMW9vb5e//vWvcumll0p+vjWbaMGCBSogaxg8eLAMGTJEbUfJhbVr18qsWbPCj8+cOVNWr14dk7FLRLnNfJLxVUSOKXGZ6vPkQqatHloFVPM3pXEnrFdqEyrVEGiT4pWRaVJ6Xt+szrRVbIO2nFJEREROF+yrVcw/RArWPiN9PpwjJT9cEv/poWCTyvQLnec100rmaS35RDkuYG2n4cCoFsy2HbCfBAqHJf/b2i5gFRu0bR10cPi25u88g9SAiyEx39Jlvwhw5cc79Ki2bULjr1BmbzIE4o0hwt+r8xKcuqmcnr84fiavRbyfM4FgeuXne8VsS1bJi66MV0p/uCiB5zNo25m0jvbKy8tVrVoDas4igxaZsXDvvffKpEmTZPvtt495LYKvAwYMsGyrqqqSdevWyYYNG9R98+NGYBiPExEZ6rcILrbVMPGWhD4Uc2ZmID9YOsDZgh0D6xXR3matiZRI1q95cBbdwWsZelxWdhRUaQi7xSKIiIhyRPk3J4qn6Tsp7mCacHgRUnGHz/+u9vWZu5gP5Q5Lpi362JHyCCkRet/SJZeKuyG08FMHwUZv5bbh2+Xzj+jRtzavQ2Hus+Y1LJCy7/7UgzcuSE7JuwQFCgZ28owEMpJNNWqNWYCdibvuBmYdJr1Wb/JYS9KlYHG9HNT5Une9CLVrFy1aJM8995z8+OOP8tRTT8lLL71k+9zW1taY7FvcR3YuHjPumx8DPB5Pqo6Vmcb4OXPl56XO5XKb8A7aX6r7/6IKxCf043tKpL3qV6rTpRePduRnZm4P5gW80vWzRtdEcrcsE72hVPxl0+LulMtvDdpqeqTz1jz+Mila/bA5sSEruNvWWDdo7l7b91w+RpA9tglie6DeO0bEOde3rxO9YJDNI5HyCJo/GKio/DIyxVnz1/F8lgY8byCQWRMVNA0GtTS01ZT0sSJvWvrDxVK/1YumR/wdzijMr3m3R/uEiyPG65smXCOliy+IfJv2X9Rj3WoTcT6r1sGHSeHap4JP0du6vu92QezyGeLtt5vIsmsj3z7qffW8Pp1/L1OmLZIwEtq3OCXcXIEm0T32C5V1+HaB5qS3MaMms6Zpkd+lKxK0DRQM6vR7uluXx7QDjjcyNGiLgO2jjz6qFiNDfdvDDz9c1aSNLp1gKCgoiAnA4n5RUZElQIvnGbcBj9vp27dE3O7cylqqqgpOeyZim+ji38Ieb6kv9kcnhx0jPAUioXhnv35pOmZssJ6qyhadHryx1V0i40+zf80ma0e0rG/kKnnVwCHh28VF+VKcrp+rh9Ap6u3fCc8bxDZBPEZQr5838uyHrFW+L0WGHhr7QE1wLFhQWCBik1VbUdgmkqXnfifI6b7Ef/cM38zPc4m0BYNelZWlIqn4XApMQViPbu03mhbHMpSVW/ehX1Vp5xG0DrJaw99vo7VUQr5eL/1a54kM2bvLbaK8xGX/91vWXyS0bnKFtrLrf+P+qAzWvrMkb89PpbIuUpdVxpwQ+Zm2fUJk8e1SsM2dUlDSyfcKROrYurd9OLH+e6HpM9v+OZH3f6duVlW4ROJ9P3+ryJrXbB/qW6aJ9ElyGysIHptLSwql1PiZ9EiGcGFRkRR28rMWbnoz5jk5fYzI1KDtVVddJU8++aQK3O6xxx6q9uxXX30lixcvluuvv149p6WlRS677DJ59dVXVR3cgQMHSnV1teV9cB91cvEYoEzCsGHBmjBGyYToBc0MmzY15UxEHz8n/hA2bmzo2iLs5FhsExSvPVTq+eHy8NXVide26hJdl4I1T4ivfAvxl02NebiosVns1tH1fXe71PY9yvYt8zatE3OZ/415W0vxsOPFXzJOWje2hAPuzS3t0pyqnyvJoi8S6LpLNvbSvvMYQWwTxGMEpeu8UeHzi13OWV1bqXhtzoOFDU1SigWE2gNiN8G4sWadtJZlx7nfSdiXsPblvF6vuPwB1c+uqWsWv578Nlna5hMjJ9Pb3iZ1ob+XvI1vS96mdyW66mx9k0/KTferN9SKuDoOGWltGyRewThj7KCV7StVcmbkgY2fiLz7G2ka/zcp2eriuMcJd/0C8TR8Y0mvaairkzabv/uS5mYJh6E/P12q+x7d4X7H/By+BsvP0VowRhqrG0RrLwxvry/bXdqN7126r8jMfUWQzN/S8e/OU9sklaHb1doWIgn038u8Wvj4VV28u/TN6yMub43UbFgv/pY+tq+p/GCWeJoW2z5Wu3GD+LpQpzgRZW1etY+NTW3SarStmtrwGMy7cVG4zcVLdvLmDQ4/JxePEf0SCOCnPWh75513qjIIN998s+y5Z/DKE4Ku//3vfy3PO+qoo9S//fffX92fNm2afPHFF/Lb3/5W3cfCY/iH7Xg9FiXD40bQFrexLboOrlmuNAzb2udEbBNkd4ww1YJN1fEif8N/pOzbU9XtDb+2ljWIv3gCaPH3yWvtlARcJdK4+a02761n7XEQNaN6e9953iC2CeIxgnr/vGGfWaP722zfWw9Nc45b+z3O66h3sC9hfA6mmrZ6B33apH3wvuD30HWp+GJ/+6doeRLI7y+u9mDCmx7w2S+EaxK9sF/r4EOlcO3T4i8cGf6Z9Lx+0tZ/HynY8IrlufnrnheRi+O2iT5YtCzezxFSuOoRyf/l/yR/41vWp3X18zRlDLf32V6aNrswuF+eyEJkvuIx3fs9mV6kawUJlXrVzYtfYz/cJSLeGhFfk/0++FvjBmyDj7d0ad899Qsk/5cXpXn0uSL43rY7GfkS/l2bFpnLq/1IipZcKS2jzor7fbyVs2P2i8eIDAraLl26VO6++245+eSTZebMmeFsWBg5cqTluR6PRy00ZmTRonwCgrjTp0+XqVOnytVXXy0777yzDB8+PPz4jTfeKIMGBesc3XTTTXL88cf36s9HRJT1Eij231O4gp74og1m8adHmBccUYX8tXjlb7J41JZFi6gRERF1l7tpSZcWG9KMfkOcc7/WzYV8iJIpv/ZDCbiDWXZ63H5qT5n6yrpf8ja+JYVrnoj/dFeh1G71H+n74czgq3Wv6OFc3TjfAYHEkJrZb4u/eDPxlUyStkEHWZ7XMOlO0RbWS37Ne93+aaKTOVxt66TsO1MGb0ggrxuLRSNAHVI38xVTgVWX1E1/WjRvrfhLxndrl/1FpthWgtO726t2lcJ1z4ke+h3q7mBetOZv7nTsY8fT+K14++6U8D73+WSH8PGyafzVnYyjIj9ToNAaxyv56UZx+erifp+mMX9NeJ9yVVqDtm+99Zb4/X6555571D8zlEboyIwZM+TKK6+U22+/Xerq6mS77bZTZRYMJ5xwgmzcuFFOP/10cbvd8rvf/U6OPfbYlP0sRERO1DrkCCn94aKUfg/zlWT7JwQ7Ua2Dfqc6LwZXW6hwlQ13y8/Bl4pLame90cF7Z0/Qtnn4KVK88h+RDblS04eIiHKaeRV6Cz3OAtPG4qMqa3CAWvTIrGTp3ySQ11dah5+Y7F0l6hJXeLp6L/TpNJdUfnlgh0/xF48Rf9Go8P2Kz/eW+mlPSKBoePy3DQXkvGVbiK9iS3W7ZfTZMc/T86ukecxFkv/5Xj34IaIu1vibevRelvcNHTd0ZBZH9bHb+/dsnwNFI6R2y3+LnhfJ2u1M2+DDpd5VJN6KYABdDwX4NV99nKCttXRotMJVD0vLiNPEU/eFlCy5VJWmwPERsx1bhp8i7QP2iZtx2xX+krFSN22uVCw40vQeX9k+V0ddZQ+K2VDGBm2RYYt/ifjf//4Xsw2lEYzyCNEQqL3wwgvVPyIi6p7WwYdHgraYbqgHpOKL/dSV5sZJtyXnY4037QqZMppb8je8bumsJJQpE3qsefQ54iufLk6Aq9xYBbtozWOhLcy0JSKi3KWZpuHaTdcOeCpUFlfZd2fEPKfs+3MYtKUMkqKgrSX42Hk2r5qCb+qX5zUskNLFf5H66U/GfY27dWXwtfkDOn9/V6F9VnxXmF+jxUn8iFtaLT4tFAA2MlqTzVv1qy7ukEvaBkViXQiwQsWCwyPl5EJjJfV0mwD2pm0+laIVd0nR6kfVGALjuD6f7qIey/9kJ2kd+FvJ3/S2+mdbog7Pq3m3g52MzbSF9gH7ib9gsLiNBJs4vyctgILA1JlU5eETEZETmAOquk/y6j6V/NoPpGj1w0nLUlVXtMN3gu9ZtPwuqZo3Qjz180XPq7RmzkSe3PlALl5nLhu58qW9368tNW2JiIhyVfk3J3aY+Yf+Q+vQri1GRJQWKSqPYEytD36PzvuNwZJi1gBc3qZ3OnyNu3mZ+mrO0I37/u7wUmGKp2GhSPMa6QqVOW+MQeKVQOlG0BalFiBQECyvmWmM4Lii61Ky5DKpenuUuJt+jBu09ZdOlJbhJ4Vev0L6v2kshxYUXQMXJSDil6XrmkC+6XMM1Rmn7mHQloiI4tLNK8ai8L+5wxewr6mUMD0g7oZvRHdHpsW4Wperr6U/XKimjJUuOj1cyw5Xba2vt69lF9y39kjnswudx4xnzlBIWf0zIiKiLGETqFAZZUbGXAelhLROphMT9Z7Ul0eIuzCf+Tk2/WaXv1Hy1/9b9dmjA3ruxsVSvPz24GsTCgrb1Mddcpd0Bb5f8bJrOgwGqgCmrou7cVF4TNBRTV5Xy3JTpm2GTte3lIMJSPHPt6hasSU/Xmlb67Zhwt+DN1zFHda5NeRtelf6vT1CKj7fR4qW32l5Xl71m+JqXSOu5qXROxW3/VqC3zYZtShRUzf9mbj7RhEc8RERUQfcUVettbirxXZV8dKrpe/H20r5otMi7xk1gEIHxN22Wt0O5PWxPtbBlWC30alw5ds+3jj+GvGWb6lqO2UTS5CZmbZERJTjXG3rJb/6v+IK1bIPMvoHHQeRCja8ltJ9I0p/0NacaZtA6CdOskPFwqNVn71kyeXhbZ66L6XvR7MiL03kIohd6YE45QhczT9Z7mMqv6Fk2fWhW9agbf3kyDpJ5QuPkr4fbS3lC4/pcJeq3p0gVe9PFVfr6szuX5sD1Ka6vgW//FsF06Mzbb19tu9SuYfKL/YNL5AXvZ5J5Ve/lar3JkrVBzPE3fhdQu8XKBgcvh29byjbsHGnn6S9/54JvVeuY9CWiIgSLo/g8m6M3O/h6sslP90QNzvG4DKtSOsrm2Z5LOCxTvExQ4cD1BV2Gy0jT5faOW9HSi9kCWuGQoZ2KomIiHpJn092koqvfieVnwcDDpbgRijLtnFcvJXPiTJFhiwuG2+diZDi5ZH1LIpCGbadLhhoEsjvH7tx+VO2i2vlm8oyVO/0k/1roxI42vtFgoAFv7wU/LrhlQ73SQu0qq95obFDpobIzMkqheuiMlT9LZJXY+y/SMvQ48RfOjklNXrzN/wncidcpiK2/fpLx4dva/7WqMcmckHlLsjMFklERJnBfLVZD6jVRg2Fa5+WgrVPJffbRU3tMTpSStSUKj3eaqOmWrv5Ne+Lk+huc3mEDOngExERpQmmBxv1GsOM4EaoD9M6+BDb1+odZR7qASn6+VbJq/kgmbtLZC9lJa9M6z+Ygn7eillx9iPxvmVe3WfWDVGBOfv3t0k4qPtGqv43TIqXXhusqWrXz8fMOZt1KrTo8ghdzZI1ZayGxyCZWn7M9LOWLTo9ZnHmwrVPqNu+kgnBxaJDv0vdU5HkHUmsPm3L8FMi+2dTxoYSl6EtkoiIMoKmhWtUoTyCq31D+KGSZddK+Tcni9Zuyr7tIXfjN9YNoQ6UWqwsqiPpbl1l+x75v/xf+HZ71a7iKK5IeQQuREZERGR30Va3nCfjBi06WFC1z0dzpHTJpVL5+V78iClraab1H8yZmrUzI33ltn57ia94rNRNiyRi1G75L1VGrENRi31plpqrXYdxReniC+y/ladMxLzORvgBawCxs7UsohWu+WdM0DaR2r/pEb8sHIK28RYXw/gpkMTArWZZCDp+TVsE0JtHnR28Gbq4Bpu2jmQEU2IytUUSEVGmMKZK6T5pHXKU/SquSRIdiA13DGyurqvNNnV13S2RGljZVrO2M+ZOlyuJwXIiIqKsF1rsJhKcCg11XXH6EHFq42PBpZjAB1FKpWj2lCmT1BL0MwU3vX22kZrtvpT2AXtHtlXtKk3jQ4t9xeHy1nXwvbrHU/dJTBC1rd8e6qsevaCWuugSlfXpLupSwobb9HcezgbN0Ezb1qHHxn/QNDOxZWhsDd+aZAZK4yz+ZvvU0BjSGM+1DDla/GVTkrcvOSIzWyQREWVk0NZcyyr8sE0dqu4qWvWgbeaLHmdBseJl18VuNE2N0t0l4iS6qZ5XIrXDiIiInKh18OExtd41X6NteYT4U6btgw89XWiVqKs6LNXRA1ogkv3qqfsi0jc295VNs7gs+9RJIFkLWEuatYxMLFGive8uHbxpXmwgMvQ37ivdPHbRYZsLL+19dpBE+UsmRb61d1PoRmaGyJpHnZPQ77l59LkxjweKhkv9lPuStCcJZtqqzVEXzMxl3ihhmdkiiYgoY4Svkvrs6xG5jE5OF/lKIx0ls8pPdkx4YQR38482z3V3e5pUxmMdWyIiokjfxJRhpvkbJW/jPNPCQ50MdQPtopnKPhE5LdNWdxfFzl4LZcS2V26rArZtgw6yfa2/LLiQVewDTeJCwNTEVzxO2gYdmtA+1c14RjZt+7n9g6b+vhGINBI3/MWjLU8t/e5Pthde8moj2brh92qznxVoXqQrMoMtQ9eMsCsPYTr2GXR3me1z8PsxSl40jbkkoW/ZPOLU2O/VhZl+etQsh3gXCKhjDNoSEVHHjJq2pg6B5UTSXt29TzCqFpYhr2FB7FPjlEfwF4+1eV9TBy7OlMhsxg4PERHluvzq/8ZsQz+l4ssDE679Xrb4POn3zhgp/vHKyEZ/kxSseza5O0uUpovygYLBMdtahp+gvtbNfEmqd1oqen4/29fqnnJpGfL7mO395o2Uqg9mxC4ImOjP4CoQf8l4++9pybRts2TTBwpHWp6bX/OebYkTc6A6vM/vjpWin+1mC9bZzGDL0KBtB8yzHi2LFluepEnt7HlSvfMKaR55ZkLvGygYGrOteOW9kfVDOqgLHvyeUUFbZtp2C4O2RETUIS20GmyJeVBj4m5e0q1PUOtK7as4wVeXtyZmm3mQZmTiOInjsoeJiIi6qGHK/THbXL5G0cyZdzZBpJahx0nrwN9atpX8dKPk1QRrPvb9cLYUrX7Y+qI4tW+JMj4s09GFC2Sweko7fLnuqYx9S5sFx5K1eJerfX3s4lqhTFs9r0JaBx8W9Y0DCY8ZSpf8Neq1upR9b1NyIEPLI0Dz8D/Ybtd8DaY7BR0vMJ1XqcoUVO/0k/hKp3b4/aJLUhjKvo3OwNUSyg6OqUtMCcncFklERBnBqFmFK9q2j0cvRJAof0uXO52tgw5RX1uGBbMEXG3rYp6q5w+I3DFNe3IKc/0+IiKiXOTtu1Ps+TA6uGoTsEJtR7ugjJG5625dGfvNTCuzE6VGqrI7Y9t6vOnzdgJFwxL7Ln5T0DBBdjVz3W1rxNW6Oqo8QiQI2RBdl9X0Nx8w1n1I8CJLXq394lzJCkCnQtPEv4s/f1DM9qIV90b2vYMyCmZ6fpXUbPNBh7VyAwVDbLe7wpm9HWfaxsyUZKZtt2RuiyQiouygd2+12K518IIdu4apD8iGX9dL24B945dmCJVd6HChg2zGDg8REeU6ZIy5o7ME9bhD3fopD6jFy1qGHW8/BO4g0KN15SIzUbfYL4rXU7pNtnnzZn9J+PVGkkRnNL/9uhcdqZ3ztgQ85THb1QJjloXIOpphFvmbr5/6aId/y9HjApfdBZoMz7SNruNtyK/9IHijG7PxsHBZvEC17imTuulPS8vQY6Rx3NUd7FRiC5GxxFv3ZHaLJCKijKd1J2gb8MV08Lxl0xJfVdeY+mMzRSscRO6kll22ausfDFj7bepMERER5YrY+ohRQVtTP6Bt8CHSMOUfouf1tQ/KdBS0ZaYtpZrdNP9kiOoLB/KqwuUGEpJgELBtwH5d3TPxlc+QTbvEBk6NzFrj767DsmChz81XPFa8fbdXt72V2yT0/Y1M3mwLkVnq18YERbsetEVgtnq3TSoo2161W8xj7f33ksZJd3SrHq2n8Wvr+zHxpFsyu0USEVHm60pt2g6uyNdt9UpHr7Dc042pPzaLmRmLEjixni00jf2rNGx+q9TOfiPdu0JERJRyG7dbIA2b3xGzPSZAEbUoTswF35D86jdttsYPmsXNyCNKmtQEbb19drTc17sSsA1pGXps3Mfa+u0pDRNvloZJd3Zr/1SG5pgTrZuMvr1NeYRonsZFoRdF/tZbh50oTWMuluaRZ1ifbLr4orWtl7JFp8fZp8wOkbUOD35ebQN+I+399kjOuheaS1pGnSHeitnW9zNlQke3pcJVj5gulNln2hqlLiL757yydb0hs1skERFlvML1L4infkH4vqf2E6n8eHvJ2/R+/BeZgq11056U6l1WWToGnXeggvftVo0Nv3echQiynrtIWocdL4HCxOqMERERZbNA8WhpHXZM7AOu2FXizdzNP9tud3mr7bPudD22BiMWKlt6TVd2l6jLtBRl2nr77mCtWap1PWjbOPFmqZv+jO1jgYLBKoio5/Xp/k7OvF38BaY6rShHouumhcisgchAXr/w7bLvzw7eMP/dujzSvNn50jTeOp3fvA5Gv3fHmd6vb1YFbRvHXaVKFtRPuVf8qNFt1sPFinV3UdxMbX/pBMtDZd+d2en7tQyzBuTVImjUZZndIomIKCtUfrpz+HbZt3+QvIaFUvnF3vFfYAq2tvff2zZgG7CsWBtdHsHItI0ftHVqpi0REVEuah75J/W1fnJo0Z2YAIUuvtLJHa5yH0/Rqgek/5sVtiWf/LxISinX8YJOPdFetWuPMm0RBG3vv6ftQ0mZ7u4pkvb++4Tvln1/jlS9M0ry6j613ecam5lm8RI/zBn64UUGozPyYxZmS9WicEnixue1l4i7JObClattTY/eui204DNs3OH7mMdj1wvR4y4qB95+0eUWKnq0f7mKQVsiIupQ44TrEqpLFT6xeGs7fX6khIE7bvH6QH6V6QUu+yu/tuURfI6uaUtERJSLmsZdKdU7LZO2IUfEmVGji+4qTNoCYt6KWaE34kVgSrGoQGJS39r0d+JpXpLcNzf9vfVEy+izIzHJlp/F5a1RXy3rWITYJ3pEB16D2gb9VnQEN401OAJtokUthKx7go9nY4isdXAkyGoZA3VToHCwVO+8XDbsukEChUNiHq/b8gXLfVfbL117f2badkv2tEgiIkoLPYGpVIG8/pE7iQRLw4FV60CoecSpkTuWDBrr6crIorXtnATs35uIiIiymKaJnh+ZGp1X+3Hsc0z9gm7Xd1RZZt+Fs3aLVj/c7fchiqd25svh2/6S8Vn5QXUrc9dGoGiEJSPY+j2iLs7Y9O9js2VNi2zt9FP4ftHyu0TzNXSY/RmvFnYm8pdOko3bWxf76ilV6iLesTNqjJfXMD+0PX52srm2sG6ZRUmJyp4WSURE6RHVOTJPPYyIZAio7NlO+e2Dtpudb7pnfp+ozgDLIxAREVFUX8RYER59kZYRp3X6+fiKx9hu193F9kFhoiTQxSXevjvKhl/Xq38dBb16yvibSAVzZnuP3ytO4NVfNLrTTFu7BY7DTCUcSn+8XEqWXGZ5OBBTjzfDyyNECRSNlEzWOuQoSxCduo5BWyIi6lB0bdj6qQ9J66CDpWXoceFt1hpwnZ9atFA2bHSAN15WTMxVb+O+TU3bSHkEhy5ERkRERPZTzEP9kdqZr4qel0j9xDh9Fs0TnlYdt4Y+UXf1Ygkvb5/tpHXwoep2vAXFElG3xT/FWzYtqQtfJVIf11+8Waefnbslkk3bmcJ11s/A3bws6v2zL0TWMuT36uvG7Rem/HtFB9E7fX7pRGkedZY0jr82Kz/bTMBPjYiIOhZ19d9fPFYapj6oMgQM7ualUrL4AnE1/5TYCdkY/ER3vMx1q8xXzaPe0wgku3x1UvzjVSLmVXdZ05aIiChHM21DF5FdPSuRpGt5lqCt5qvv6c4RhXn77tR7n4bmloYp96uM3ngLiiWifeBvpHbr9yylzJKaaRu1qFZ4u/niSUjziD926fNsmHRn3Me8FVtZN2RhYLFx8t3q9xsoGpXy71U788Vu1SNvGWn9nVHisq9FEhFRr9J8jdYNodpSvrItwpuwWEDxirul8ov9Ejy12JdHMA+yPC3L4i/QYAr2lvx0gxSsfyEmaBudIUxERETOYRfMET00FbyDevytAw80v8D+Sa4CaRuwb+fPI+qGpjEXZ+3npvlbU5Rpa/P3DO7imE3t/Xa33G8a89cO37t16NG22xsnXC8tppqr4Gpd2/nO5jAEhuunPJDVJSWyDYO2RETUIc0fFbQN8ZeMk6bRf7Zsc7euEHfr8s4/USOwaqlb28E+BFqjNlgDsq6WlZGH4ixyRkRERM6xccfFlvuaKdM2ZvEik8bNbzXd06Wtn032oaZJ67DjTU9j0JZ6LpAfXLhXd9tnlWYDb8Ws8G2tvTpp76t7SmO2tffdxTbz1TwuaBlyVEKlUNr7bB+zrWXEqTELkeXXvNuFvc5NcQPslBIM2hIRUccniuhMW5P2ql9369PTjPIICU5fjAnaRilefnvkTqhebk+nRhIREVHmilmQyFTTtqO69uYgjaYHxF+6uf0TefHXonjp1dL3/S3E1bauB7+1HOeE4H8HF0SSvRCZt2Km/ZMDbeGbLaPOTuj92/vtZb1fuW3w+6bo58mtoC0zbVOJQVsiIupEZPGN1sGHRZ1FujktysiG7SDTtmHSXaZdaLE8FsgfYN0N78aY92Z5BCIiImdr679v1EVeI9M2fnkEc+YeFjCKrsvZOuiQZO9m1nNh7YJl16tyWEUr/pHu3XGALA5ymUqUaaYxQkoWIoszzggnf6iZf2MTev/WoUda7tdt9WrozaxJHi3DTkjo/XKZ7mGmbW9i0JaIiDqEYv/+olHSNPov0jD5Hwmt9Bp5gr+ThchiT0MbdquTDbuskdahR8XPtHV5xFcUtZqs8VwuREZERJQT6qfNFV/plNA93VTTNi/hoK85aFs/9SG1aBNZlSy9Onw7m6f2p1/2Z9q29d87JQuR2WW2BwoGx90HX+mkLgVY9by+1rJuoTGI7qm0PK9p7GWJ73OOYnmE3sW5o0RE1CG9YKBs2n6h/WOdddYwfclmAQHN3xx8vc1jqCMnUXWtjOdbvrcndhqV5t0kBeueS2zfiIiIKLtpmimrVg9fuO0w0zaKy1ttDUagHxJ886TuajbL3/i/8G1/4bC07oszZHHbchdL4/hrJX/Dq9Iy7LiUBm39hSPi7EOR1GzzcZe/RaBgqM331aSt3+5SUP1fdVd3x9bWpU6CtuFjJqUCM22JiKgHZ5GOA6NaVB9apY0AAIlZSURBVFmDyPamhDpGRhkEn11Nq6gpU5qvQSq+2F9cvlrbx4mIiMiJQgGDQLtpU+K5SZ6GyIXp+KWVsj9Dsie85kWcEsxiJue2o5aRf5S6rV4RSeKCVLrN7Du7BI2eaBt8sLQNOEAaJ1xv2W4EbBWuidEpBrZ7FzNtiYgoZdNjNH+j6FIVu93XkFBNpJpZr0vRyvukZeSZsd87KmBctOJeyTMPvJhpS0RE5HyhLC/NFLRNPNMWQTRTsMjcr2H2mOljCtisS0Ddx8zEmE/EdlZd1GKDPYT3q5/2WMx2f/5AcbevT+r3crLYmZJsz6nETFsiIkpd0DYUnI05+bQHpyIGoupIRQsUj5GmCddLoDB2OpMelUnrqf8iat9Yc42IiChnGPVsQUu8PEJ7/z0jb2FaZCnqzSWnWdYoMAVwiZJE04OLCJoFkhy0jadmm4/EVzxW1bSmBLgKUYyGH1UvYdCWiIh6cBbpeMKGy1dvux2rD4O/2H4xsYRELYKmu6KCtCyPQERElAOCwYPCtU+bNsULvkbTrYsZJfy6XBMJ2moBZtp2X44H/xPN5jY29VLQVs/vJzXbfSltg37XK98v62EWgqWUDAO4qcSgLRERpYwWHbRFpob6F+rw96CEQXSmbXRHOPZxIiIicp5gwCB/09umTV0IIrjywxm2/pLxSd87J9DMmbYsj5CED5RBrkSCtj0ZJ1CKdaFuOPUMg7ZERNQjtVu+mFDQVvPWSP83+6h/RnmE+NMQExC9EFnMIILZMkRERNT5gqkbd14u1Tsti5/Zp+d4hqQpoFb2/dlp3ZWsluvtqEORNobyad7yLRnczmDWMRwvQqQSg7ZERNQj3qpdpG7aE5Ztgby+MUHbwjWR5xRseDl4owdB25iFxgJRtbBsVqElIiIip+l+wEAPZYshWIsp0jGPMxgh4m8VT8PX1g/G39rtz5yAQa7YP7ZI0Hbjjj9I7ey32FQyGTNtew1HtERE1GPRmSl6aAEQI4MltDWpJ/zo8gd5Ne9FvTdPcURERI7XjanmdVs8Jt6y6dI04boEX5G7GZIVXx4oLm9whpSh8ou907Y/lAMlOLBuBetLZzbz74flPlKKhSiIiKjHdC3Pcj9QMEjc7etE8zd1XKuqJ4HVqKCty98YtU8sj0BEROR8XQ/atg88QP1L7L1zN2AL+bUfxGzLq/s8LftCzuUvHJLuXaCu4Dir1zBoS0REPeeynk68fbaVvIb5ogU6zrTVe1B3NjpQHItBWyIiolzTPOL0pL+nJnqOh26JUqtt0KHS3PCtePvuwI86CxilZYJY7iOVOHeUiIh6LlQOAfz5g0R3F6vbeRsj9ai0QLvN63pw7dDVSdCWV4CJiIgcL7rubNvgQ9K2L0QdY+g/LpdHmiZcI+3992IjygLutjXp3oWcwaAtERH1mG4KoKIsgkHTfZHn2AVoexJYNb02kNcnue9NREREWULrsOZ9z96aGWSUCmxX5CRsz6nEoC0REfWcqVRBy9BjxVu1W3Czz1TTVgLJDawGTAFhT0XMwzoXIiMiInK+qMCq7orM/kkanRmSlJSGxI+RiLqENW2JiKjHzFm0rUOPkkBelbqteTeGt2v+ZpvXuZMySLOvb8vrkkRERDknmZm2zCCjFNCZwU1ECeKIloiIes5cX1bLEz0UtHX5G0X8rXGDtj3JtA3k9TO9T5JLLxAREVGWiMq0NdXZTx5mSFIymhHbETmP5jfPrKRkY9CWiIh6zJzpiqxb3VMeXhgkr/6L4AnHlHWbjMBq65DDxVsxS5pG/zlO0JanOCIiopyrp5jU8gis1WhWN22u+uornZzEzzgXsV2Rc2i++nTvgqNxREtEREk4m5jLE2iqdIEWykrR2quDT2lbn9zyCO5iqZ39ljSPvdR+kTPTImhERESUG5K6EBlZP1tPZegG+1jdw0xbcoaWoceFb2uYWUkpw6AtERH1nKWmbLBD2t535+BDgbbgV3+DzVmoMDmfvsvd4UJlRERE5FDR9UFTsRBZrgbboqbzhy+SM2jbQ8y0pezmK5savq35bMZ4lDQM2hIRUY/ZLQRmrN4cCdo2py4bxub7a7o3Oe9NRERE2RMAS2pN+xwPrul+289Wi95ORDmldeix4dsM2qYWg7ZERJSEs0lspm04i7aDoG2yMm01b03sRgZtiYiIckAksOqt3DpF3yNXM23b7bOYQ3076hqjdBhR1nN5JOCpUDfbq3ZJ9944mk0RQCIioi4yZbUEikbGybS1WVk0SdPrPE3fx2zzlU5JynsTERFRdvBWbpv80gs5HGfTAtagrRGkcXnr0rRHDi3pQZSFNm33pXgavhZvXwZtU4lBWyIiSorqnZaqzr3uKQ9uMEofhDr8tpm2ScrU8JZvKXn1X6rbNbPekEDBINELBiblvYmIiCg7BPJCC2WluLZrzoiataSHPl8t0Bzs36WkfrCD5Wo7IkfS8/uLt+pX6d4Nx2N5BCIiStqJO1A4NHJfCwZttUBrsJNqE7T19tk+Kd+7dchR4du+8unhbF8iIiLKpazFZA9vczsjMjrTVneXRB6zm0FFiX6y/KSIKCEM2hIRUUrobiNo2y4SaImp49U88kwRd1GyvlvkpsasDyIiopykcXibqkzbhs1vsy78mqQSV7mFmbZE1DU8qxERUWqEyyO02ZZGCBQMTt73Mq9izDphREREOZq1mKoMxtwMtmmBYNA24KmU1mHHqT6WHlrHwHiMuvXJ8mMjooSwpi0REaWEHsp41fRI0FZ3FUr91Ickv/p1aRl+YtK+lyaBpL0XERERZWkALOmZtjkeXDPKI5hr1yLbFhfLo+rdUiJyM/hPRN3HoC0REaWGaSGycNDWXSztA/ZV/5JKZ9CWiIgoF+mmwKqesomkuRls0/Rg0FY3BW3VWgUIJDR+L+1cQ6C7n2wyfj1ElANYHoGIiFJCDwVt0bk3FqswL2CRTN6KWSl5XyIiIspsnsZFkTuhqfvJk+PBNSPT1lzLNqRi/sG9vz9ERDmGmbZERJTaoK3fVB7BXZyS7+WrnC21W74o/qJRKXl/IiIiykzGheHQvRR9lxzNtA1l1Rp9Ouqp3GxHRNR9DNoSEVFKhLNqAy2mTNvUBG3BW7VLyt6biIiIMhPq5UdP50+aHF/cVPM1qq+6pyzdu+IsOd6uiChxLI9ARESp4S5SXzR/i2khstQFbYmIiCgHmbNAA23p3BPH0Xz1HQdtuaZA1+jMtCWirmHQloiIUsLIqvXUfymS4vIIRERElKNMWYu4UJwSORps0/wN6qvujgRt/UWjw7dLv/9zWvYr+zHTlogSw6AtERGlhO4KZtq6/I2Sv+l/wY0pWoiMiIiIcpQ5oKp7k/vWOR5c03zBoG3AlGnbMPHG8O2iVQ+kZb+yV24G/4mo+xi0JSKilPAXRzIxCtc9p77m1bzDT5uIiIiSKBC+paVsun5uBttcdjVtoy7Au5uW9PZuOUBuXwwgosQxaEtERCkRKBoZe9Lx1vDTJiIiouQxB2p1f5I/2dwOrmn++pjyCOGFZkPczT/2+n4REeUKBm2JiChlfCUT+ekSERFRCpmzYJlpm4ryCOZM29j1CXI7sN01uZmxTUTdx6AtERGljG5e0VnVRKvkp01ERETJ7G2kLtPWtMhZLrIN2kb17TRfXa/vV/bL7XZFRIlj0JaIiFLHlWe52zT+b/y0iYiIKEvKI+S2cNDWHT9o62r7RSTg6/V9y07MtCWirmHQloiIUkbX8i33W4cezU+biIiIkkazLESWmqCtpudmsM3dslx9DRQMimx0Wft2pUsulv5v9ZW8mg96e/eyV45ncBNR4hi0JSKilEnV4ImIiIhIMQdUzVm3SZHbwTVX+wb11V80PG6mraHsm1N6bb+yVo4G/4mo+xi0JSKilNGjsjGIiIiIkisSqA3kV6Xow83RYJveFvyqmQK1cYK2ojG0kPDHmuMXA4gocTyyEhFR6mgefrpERESUOqbs2pZRZyX5zXM4uKb7wzOmLBfhNbf90+NsJ8unxI+DiLqEQVsiIkoZnUFbIiIi6iW6J7JgFvVQoD1yO2rmVP2ku8VbvqVlm6d5KT/yhOXwxQAi6hIGbYmIKHVcefx0iYiIKIWYvZgKWqAtbrmrtqG/l9rZ81LyfYmIKIJBWyIiSh1m2hIREVEqJX3xsQzhb5Hyrw6VwpX3p+f7697Ibc1mjQJNE1/ppF7dpWyn8QIDEXURg7ZERJQyLI9AREREKdUrC2D1fjZv4Zq5UlD9mpR9f664mn9KW6atjoCtZj+dv3bWf3t5rxwizudJRBSNQVsiIkodZtoSERFRCumuIkcG11zemvDt0iWX9v4OGEHbqNIIZrqnXDZuN9/0Gl9v7BkRUc5g0JaIiFKHQVsiIiJKZVdD/Kn/fPXez7QtWXpV+Lbmb+r1768FQuUROgjaQqBgkOlOa4r3yimYaUtEiWHQloiIUoblEYiIiCiV/IXDnB9c8zentzxCR1wFMa+hzAj8E1H2Y9CWiIhSeJbJC9+s2+JRftJERESUVA1T7pf2qt2kZtYbmf3JBrxSsGauuFqWd/mlKEPQ6/T2mKCsLc0tuhbs72mBll7YMSfIkIsBRJTx0h60Xb9+vZx55pkye/Zs2WGHHeTaa6+VtrbgFbr33ntP9t9/f9liiy3U13feecfy2g8//FD23XdfmTZtmhx99NGycuVKy+OPPPKIes8ZM2bIRRddJC0tPIkQEfUqzR2+2T7wQH74RERElFT+kvFSt+UL4quck8JPtudZkoWrHpTyb0+Vvh9M7/S5JYsvsNz3Vu0svU0LtHda09aguwqDr/FzvE1E5Jigra7rKmCLYOrcuXPllltukXnz5smtt94qy5cvl9NPP11++9vfyiuvvCIHHnig/PGPf5RVq1ap165Zs0bdx+PPPfec9O3bV0477TT1nvD666/LnXfeKVdeeaU8+uijsmDBArnhhhvS+eMSEeUcI/OCiIiIKJczIvNrPgy+o95xDV5P7SdSvOJu60Y9IL0uFLTtrKZt8Dmh/p7OhcjiY3kEIsqyoO2yZctk/vz5Krt23LhxstVWW6kg7ssvvyzr1q2TQw45RI499lgZPny4HHfccVJcXCwLFy5Ur3322WdlypQpcvzxx6vX4j1Wr14tn376qXr8sccek2OOOUZ22WUXlal7xRVXyPPPP89sWyKi3sSFyIiIiCjr9TzgpntKEnqeq22dzYt96atpm0imrXGRXg8tXkZK0Yq7pezrE0QCDGYTURYGbfv37y8PPPCA9OvXz7K9sbFR5syZIxdffLG67/V6VZC2vb1dBWABmbMI8hqKiopk8uTJKgjs9/vl66+/tjw+ffp09T7ff/99r/18RES5TjfVtCUiIiLK1Uxb3d1x0LZ00VlS/tUhInazlDrJzk1tpm0nNW3Vc4yatgzampUuvkAK1z0rBetfYKYtEXWLR9KovLxc1Zw1BAIBefzxx2XrrbcOb0OZhL322ksFYs8991wZNiy4OuiGDRtkwIABlverqqpSGbr19fWqLq75cY/HI5WVlerxeLQcqQdu/Jy58vNS59gmKFXtQTPVtOUxJ3vxGEFsE8RjBOXyeUMTvcc/i+4pDd92tf8ieoFpLKvrUrT6IXXTV7lV7PfXfb3+WWqhhch0Lb/z7x2aWaVJ/P10WpvoCnfLT5afW3NpXIssx9sExWJ7yMCgbTTUnF20aJGqUWtArVrc/+qrr+S6666TkSNHyh577KHKHOTnW6dq4D6ycVtbW8P37R6307dvibjdaV+XrVdVVZWlexcow7BNUNLbw7rIAKVfPx5zsh2PEcQ2QTxGUE6dNzA+9Ir06VMiUtnDn2Vd3/DNqvoXRTY/J/KYafp8SUFsKYaSIo+UpLofhX1oWi5SNiZ4vz44Ns4vLO68D5dXINIiUik/i1Tt2mEULuvbRDeULL1aSmZdHr5f1bdMpCD3Pod4crFNUHxsDxkatEXAFguGYTGy8ePHh7eXlZXJpEmT1L+lS5eqTFwEbQsKCmICsLiP7F08ZtyPfhxlFOxs2tSUM1d48HPiD2HjxgZc1CVim6CUHSOKWvxiTAasrm7gJ52leN4gtgniMYJy8bzRN6CreoI1NU3i9zUkrU9Urw+WdnO/yN8iRsHAloYaiR6xNjc1SXOK+1Fl838vBb+8JA1TH5C2wYdIQX29IJTW5nNJQyffuzLgDgYWPj1Jmjd8L83jLnNsm+gKcxFI9ION+xs3NYqexxJiudgmKL5cbA/9ErgYlxFB26uuukqefPJJFbhFQBaWLFkidXV1lrq0Y8aMCS80NnDgQKmurra8D+5vvvnmqgwCAre4j9eAz+eT2tpaVUc3nlxpGOafN9d+ZuoY2wQluz3optMMjzfZj8cIYpsgHiMoF88buq73/Ocw1XvVAz7L+2n+SLKR5quz2YFAyj9HBGyh6KfbpHXQIZJX80HwW7sKOv3e4YXIRKT4p5ukaexljm8T3WlDuf4ZxMPPg9ge4kt7PYA777xTnnrqKbn55ptln332CW+fN2+eXHLJJZaD27fffiubbbaZuj1t2jT54osvwo+hXAJKK2C7y+WSqVOnWh7HAmWoaztx4sRe+9mIiHKeqaYtERERUXZJ4lRMPRK01QJtUY9FyiNovvrY1/qbpPf4VRStcO3T6p7LW9vpK/IaFvTCfjlJjkzxJaLsDtqi3MHdd98tJ510ksycOVMtLmb823///dXXG2+8UX7++WeZO3euvPTSS3LKKaeo1x500EHy5Zdfyn333aeyci+88EK1SNmcOXPU40cccYQ8+OCD8uabb8rChQvl8ssvl0MOOSRueQQiIko+PbQwBREREVH2SkJapO4P39QC1jJ+5vuatyZ8218YXIS7eOU/RGvfKL1CBZAjP6+7eWnvfN8sVbDuOSleek3nqbOm3z8RUaLSOpp+6623xO/3yz333KP+mS1evFgFXa+55hpVx3bo0KFy2223yeTJk9XjCNDecccd6vG77rpLZsyYob5qocK0yNpdvXq1XHrppaqW7e677y7nnXdeWn5OIqJc5asMXkgjIiIiyjZ6EjMiNVN5BAkEF842FKx7Nnw7v+b98O2WEadJ6Q8XqdulP1woDVPuk5TDgmSmAKOvZEKnL2nvs4Pk17wXvp+//t/SPvAAyQXlXx+vvnr77CDevjtEHtADlufh90dElFVB25NPPln9i2f69OnyzDPPxH18p512Uv+6+/5ERJRavvLpUjvzFfEXDedHTURERDmcaRsJ2pZ9f64ECgZJ+4D91P3SJZfYvqRl+CnhoG3h2qd6JWirScAStA0Udt6Hw35Vvbd5+H7FwqNlw69tyjw4mKttdfh26aKzxOW1rr9TtOpB0z2WRyCixHDeKhERpZQl64CIiIgoayQx09YUtIWKBUd2Hth0RRb46jUqYGvKEnV1vj5BwFMhOcmu5EWgTYpWP5S+fSIiR0n7QmREREREREREjhawqWkaaBd3wze2T/dWBEtMNY84TXqV7hPNFIxsHvHHzl/jLpac5G8J33S1rVVfNV9j568LlXQkIuoMg7ZEREREREREvVQewdD/rX7S9+NtbZ9eO+u/6mvbwN+a3iMJ+9EJDQuRWcojDE3gRbkZVtAC5qDtevU1f+NbadwjInKa3Dy6EhEREREREfVSRmR0eYSO+AsGh7+3bspi9dR+LL1eHkE6L4+QqzR/c/i2q32D+lq4+pFEXpnCvSIiJ2HQloiIiIiIiCgOrYMMV629WoqW3ylaKGgXFzJYE9Qw5f7Iy0z1YnslixNBWz3Q4yxazVsrTqeZyiNo/ib11dt3lzTuERE5DYO2RERERERERN3IiCxfeKyU/nCRVMw/osPnaYHEg7bevjuGbweKhkduFwzopaCtv8dB27JFZ0ouZdpiAbLgNmtNW91VLA2T7urtXSMih2DQloiIiIiIiCiu+Jm2+TXvqq95dZ90/Pl1oTxCtJZhJ6iv7tbgYlephEXItFCmrd6DcEH+Ly9KLtW0Dd8OWH/PWqBZdM1aYkJneQQiShCDtkRERERERESprD3ag6Ctv2Sc+upuXiopp8o4hDJto4KNHfGWz7Dc15KxeFumM2Xaav62+L9nzWO978pL9Z4RkUMwaEtERERERESUQlqopm3j2CukaeylXXptIK9v8D18tSKB9tDG7geBO4T91LsetK3d6lWp3fJfiT0Z+95BneBsrGnrafxa1TfWAokEbQt6Ye+IyAkYtCUiIiIiIiKKK7EAo6ttXfxgZKimLWrUNo86N+bhtv77iq7lScuQo2K/u6dSfc3f9Lb0f6uflC08Vvq9PULcjYuT/jtTGbLhhci6EC5wl4i3cpvO39/XIH3fmyzlCzquAZwNUPrArN87m0nR6odinqdHB22JiBLEoC0RERERERFRNK1r5RGq3h0vpd+fY/uYFpo2j8As3tdXHCx5YPAXj5HqX62Rxkl3xrw2kNfHcr9w/Qui+ZukcPXDKatrG9zXxDNtE80gzds4T9zt66RgwytZn21rzrS1C8L7CwZL/aS7LeUQamb/r5f2joicgEFbIiIiIiIioni6EFwsWvWgbXZpXu1HoTtGAM/IZg3dy+8fDHraBIqNTNvY9220bgh4Jf+XV0TzbpKeCe1bV4O2CTxf95RFnu6rk6yi65K/4T/iCi0IF/P5m3j7bCubdlwsbUN/b6mNHCgY3Cu7SkTOwKAtERERERERUYoWIiv75pSYwKa59ilq1raq4J696ExbQ9Gaxyz3i3+6USoWHC6Vn+/b5X0M5A8I3/bUfRba1yQuxBZmes9AaPGuLJH/y0tSMf8QqXpvglR88RvJMz4nG+aSCLor3/ZzJiLqDIurEBEREREREaVIwYaXw7f10FR5zVcf3rZx5587fL2OLNxEvs/659VXT+M3Xd7HQP5AcbX/om4X/3RTaGsXM21FpGmzC6Vk2bWiu4rjfKMWy+Js2VQgoWjFveHb+ZvmdfxkU9DW22dHaR55hvhLJlhKJRARdYaZtkRERERERERxdTG0GF7IC8VqW62PhcojtA0+WH1tr9y28/dLNOO1RwteRfbZ0/xjTIZoolqGnxzclUCzlH19vJR/dagULY/U6dX8puzaUJ3fjBTwSel3Z0vB2mfDm/JrP0j89eEyGIi6eKRp/NXSOvToJO8kETkdM22JiIiIiIiIYnQSLI0OyBqD7LpPxVe5tbpdtPI+22nzjeOuFG/FbGnvt3vSPne1yFm3X2ytsat05/1MmaSF655TXwuqXxNf5RyRfr8SzZxpG/BJpkLWMuoT49+GUIC9KxC0JiLqKWbaEhEREREREXUx07Zw7ZOdZry62oKLVkU2hB5zl0jb4ENFj1OvNhG+0ilxv2/XxQZtjVIOXaFr9tm5JT9cHPo25kxbv2SMqH1xtW9I+KXe8hkx29oG7JeU3SKi3MagLREREREREVFHmbb+5uA/86OmrNG4Qd7QwmPhR1yFSfucY8oXuDIr09YsUDA4+JZ+U6atr1YyQemis6TqnXGihQK1rta1UvrDRQm/vn6LR2Xj9gvD930l4yVQOCwl+0pEuYVBWyIiIiIiIqJ4dL9Uvbe59Ht7tEigPbI5znAadVvdDd+K6HpM9qvuLk1Z+YYelUewyybWuhEu0Ny2n4seCl6XLj4/vK3PZ78Wd+P3km5Fqx8Sl7daSn68WlzNy6Ro+R2Wx/M2vi2aN36AOVA0Sv0z+IvHp3R/iSh3MGhLREREREREFGcBMM3fKC5vjcqsdbWuDj6m6+JpXGT7mZV9e7L0/XgbKVpxdzhYadA9yQza6skrj2CTaetp/LZ772WzgJnLV2/71L4fzRYxZd+mO3hb9cF0cbeusmwvWXaNVH62m+1rGsdeEbPNXzQ8ZftIRLmFQVsiIiIiIiKiODRTdq0WCC4+ll/9Hyla/Yjt842gX/HPt8QEVnV3cbc+50BeP/W1bcAB4ivaTN3Oq//S+t49CNpqevIWBTM+I7P86v/GfX7Zd3+STJJX+4F1g+4XT9MPts/VPSXh23VbPCZt/feR5s0uTPUuElGOYNCWiIiIiIiIKA5rHdZgxmh+9Rudfl6oX6v5IwHMxnFXqwXIuqN+2uPSOvgIaRx3hTRNuDa83WXOCo3K6u2S0AJhyay5G6O9RgJ5fWM2F659SjJK1KJkmq8ubnat7ikP324feIDUT39S9LzKXthJIsoFDNoSERERERERxRs0t62JDeCGSid0xN26QgL5wQxZaBl1Rrc/Y2+fbaVhyr0SKB4dDhxD/sZ5kSf1KNM2mE2se8rC21oHHyZJVfe9uLybJNOZA+0QKBgSvt0y9BgJFAYXVQPdHQnaEhElG4O2RERERERERHEU/3RD7NT/gDUb0463YrYE8gcEn57XJ2mfr+ZrjNwxlyLoUaatN/jVVCbBb1pcKymalkvGwWJxUbRAs+V+/qa3w7cbJ94i/uKxtpm2RETJxqAtERERERERUQwtNngZCpIG8qs6/by8FVuJFppq763YOmmfr7fvTpE91L2mmrbdD9oawWjN1xT5PpXbdOu9fCUTw7drZ74q7X13Cd5pXS8Zp6u1fF0e0T0VkZebMpOJiJKNQVsiIiIiIiKiOAL5g2IzbbXIUNpfOEw27vBdzOuKV9wtZd+d0fMs2Cj+krHSXrldaOciQdvufg/NWxteiMwokwDeqlCwtYvMdXG9fbePBDbbM7A0QqiWb1eYA7UBT2mSd4iIKIJBWyIiIiIiIqIoeijTtqD6tZh6p+aMVJQrCBQO7fjzS2LQ1gjcqrcNtPf4e+RvfEuSKZDf33JfdxUEb5jLOpj4C0dKupiD1InSzYvJGT8bEVEKMGhLRERERERElIhQOQLNH6l7GigILkzlKxkf92WehoXJ/Xy1PMv+qJvdXIgskFcpydQ48UbxlWwu9ZPuDu6XEdiMV9O2G9muyWIJekfxVm4dN9O2deBB0jZgPwkUdBKsJyLqAQZtiYiIiIiIiBJQuPZpcTd8I0WrHwpvq9/iYfW1dchRcV/nbvkpqZ+v7goGbbV45RFsFtiKx8ge9lbMEn8oCNlRALozgeLRUrPtJ9I29PfBDUbQduXz4eds+HW9bNrmk+D372pd2WTqIGDcbqodHK1hi4elftpcES2YjU1ElAoM2hIRERERERElIK/uU+n78bbh+w0TbxF/6aTeH15r+eqLp2GBaZsp09aUgduZvLrPQ693S92WL0jrkCOlbvqzSdtVc41bCyPInMagbUeZtpYyCEREadC9+RNEREREREREDpZIvVPdXWx6QfysS2/FbEmq0IJoWvsG0/c3BY0RjHQFA7udKf75JvU1r/Zj8ZduLg2T70nuvsap+6qHg7Z+6XUBr5Qs/ZsECiKLzEVj0JaI0o2ZtkRERERERERR3K2rOv1MLIG9DhYCa5h0R1I/X1/5luprHjJt/S3BfTFl2mpdyLRNtXBN22ih/XX5G6Tkh0t6dZ+KVv5Din++RUoXnx/3Oe7WNdI88oxe3S8iIjMGbYmIiIiIiIi6wZxpq0v8TFt/8Zikfr7G4mdQtPL+0C1zTds01olNuDxCJMhcvPz23tshfFJNizt/kr9JmsZe1hu7Q0Rki0FbIiIiIiIiom7QPaX25QliRt75yf2+7qLIW3s3Glsju2JeoCxBbf32lJSI+tmN7GRzZnBwQyA1399+pyz3fCUTpWHz2yzbWoefpPa9bvrT6n4L7hMR9SIGbYmIiIiIiIi6wVLT1hUJpFbv/HPvfV9/s7HV9ITEg7besmkpDUpGZ9rWbvmv4I2ooK276fterG+rxeyjt3JO+H7AUyn+knHqdnv/vaR6p2XSOOHGXto3IqIgBm2JiIiIiIiIuiVSkqB10EHiLZuu6qDqeX1T+nkGCoaEbxev/EdMpmpXMm01o5SCliepoLutQVvN2M+oGsB9P9pa+v1vqBSsey71wdvoReNc+ZZAuK98uuVhPb9fhwvNERGlQtR8BCIiIiIiIiLqapkCcRdL7dbv9soHp+dX2W3tXk3bcNA2ReGBqIXIjIzWmPIIKtjcLOVfHy9NLT9L8+g/S8oE2mIWSzMvKudqWZG6701ElCBm2hIREREREREluICWt2KWNI67WppG/1kCxZul7XPzlU6N3NH9ookp09bflNB7uFpXiye0KJfuSk3Q1l8U+Yxqtvs8kmEblWlrVrzs75JKWqDVukEFbSP1iT0ty1L6/YmIEsGgLREREREREVGUuunP2H4mjRNvlJZRZ0jz2Es7/Mx0LbgAV3ufHVLy2bYOPjRyB+UQ9Eimrbs5saBj2dcnmu6lZvq/r2xy+HbA08f07fISD6ommea3vn8A5Q9MWdP+wmEp/f5ERIlg0JaIiIiIiIgoirdq5x4Nozdt97k0TLxR6mY8n5LPtmV4JOCq6e2W8ghaoCWh9/A0L4m8xp/Ya7rMVSB1M18S2f5Z0Qv6m7Z7pHbGC5IO0UHhQMHgqCewkiQRpR+DtkREREREREQJ0juY1m8WKBolrcNPFolaiCsVtWI9dV9YMm0lwUzV9r47hW9r/kZJaQB8xO9it/fbTbyVW9u+pnjpddL/jXIpWXx+ymvaBgoGdut3TESUSgzaEhEREREREdloHnWO+hrIN2WIahkyjDYFFiu//A32MvJQoD2xt/A1hG/HC56mmuatsd1esuwa9bV4xT3J/55RNX8DeX2jnsBMWyJKvww52xARERERERFllqaxl8nGHb6X5lFnZ/wwumj1I10qdeBqXioF1f9Rt5vGXCw66rqmgbEQWq/Rdcmr/7LjRecYtCWiDJCZZxsiIiIiIiKidNM0CRQOEd0cxMuCqfMlS68SV9u6mO2u1lXiCi1SVrDhtfD2QL61PEBv0jtYkCw139DbYakJCOQP6L39ISKKg0FbIiIiIiIioo5YMi+1rPisqt4db92g61L13iSp+mC6aN46S5kHS1C6l9XNeCati5CB7soP7su0ueKtmCMNk27r1X0iIrLDQi1EREREREREHTEFNbNqkaqAT8TlickwdTf/GJU9nL5AtLdqV/EXDhd368rEfo4kL0KmaMFM2/YB+6l/RESZgJm2RERERERERB0xB2ozZSEyG2399rTc13y1kdve2qgFyCI/k6ZHFjFLh9qZL0vziFNl4/bfSvPIP8U+wSY7trvs6v0ambZERJkkc882RERERERERBnAml2bucPoQMEQy31X+8bw7ZJl14Zva/5GayBa90s6BYpHS9OE6yVQNFx0d6FNSQOb7Nhusnsv3V2UtPcnIkqWzD3bEBEREREREWUAc6BPdxdLpvIXjbDcd3kjQVtPw8Lw7fzqN6MWVEtvpm1nkhm0tcva1T0VyXt/IqIkYdCWiIiIiIiIqAPulp/Ct/X8qoz9rHzl0y33NV+d7fM0f4Olxq2kuTyCWcHaZ1NbHiHQHrNNz6tM2vsTESULg7ZEREREREREHWgdfKTorkJpGXp8Zn9OrsIOgp2RxcYK1z0rZd+dFb7fXrWrZIqWkaelNtPWHKw2NrnLkvf+RERJkqTlF4mIiIiIiIicyV86Qap3/lnElVm1T73lW0pe/Zdxau9aF92KV9ahvepXqqZspvBWbhezzdW2Xvylm6cs01a0SECbiChTMNOWiIiIiIiIqDMIemZYcK951J+sGzSXNI69wjZDtb3fHrbvEci0eq6u/JhNFV/+Jjnv7WuUgl9eVDeROe0tmyF1W/wzOe9NRJRkzLQlIiIiIiIiykLullXRW6Rl9NniaVgghetfEM1cHkFzZUUul67Fhik00UV0f9TiaV1X/s3JUrDhZXXbVzpJaue83aP3IyJKpcw6OhMRERERERFRQvzFo6wbjMCsO1TGwW8K2iLoaSduMDdzMm2TtRiZEbDt8PsQEWWIDDs6ExEREREREVEi2vvvbblv1LTF1H+wZNrGDdr2LHs12XQtz3Z7UhcjU9+HQVsiymwM2hIRERERERFlo+iAazhoW5C1QVtxRYK2/oIh4dvulhUp+z5ERJmIQVsiIiIiIiIiRwgGYLVQWYTin28R8bcEt8UJ2uqh12QK3VUUqYhQODx8u2Txhcn9Psy0JaIMx6AtERERERERkROE6tMWrX4ovKlkyWXBG6GgbeuQI6Nek1lBW3EHSzsopkxhT9Oi5H4f1rQlogzHoC0RERERERGRA+ihoK1uGuq7fDWhW/5wJmvNnHfDjwfyqyRT5TUsCN92eWvE1bI8ae/tqf8qae9FRJQKDNoSEREREREROUEoa7Zh8j2mjW7J2/g/cbesDC9WprtLw4/6i8dKtqj8dLekvZe7Nck1comIksyT7DckIiIiIiIionQIBm19ZZPDWwrXPqH+hWku0d0l4bu+8i0lk7UMOUqK1vxT3Xa3r0/37hAR9Rpm2hIRERERERE5KNNWz+sb9ylY3Et3Rxb70l15kmm8FXOCX8umiyaB5LyprifnfYiIegmDtkREREREREQOEigcJv78gbaPeSvnWDJt9bw+kmnqpj0uTZudL/XTnwwvoAZt/fbq/pua3gfaq37Vk10kIko5Bm2JiIiIiIiIspS/YEjkjt4evtk69Bjb56t6tq48qZ35itTOeKHDrNx00QsGSvOYiyVQONQSbNXdxT1408hn0zLkaKmf+lBPd5OIKKUYtCUiIiIiIiLKUjVbfxC+HcjvH1MqIZruKlBfvX13EG+/5C3slTKWDNnESiWUffMH6f9GuRSueiS8TQtEgraNm9+SkcFqIiIzLkRGRERERERElKX0/Cqp3mmpaAGviKnsQbygrbgKJZtopqCtpvs6f0GgPbzwWtl3Z0reprelYYtHRHSv6U0ZCiGizMdMWyIiIiIiIqIspuf3l0ChqUwCaPbDfd2dXUFbMQdqo+rSgubdJJ7aT8ILjWneGsvjhetfUI8Zmba6lieiaaneayKiHmPQloiIiIiIiMhhdIlXHiHbgrb+mNta+8ZgoFZE+r09Svp89mspWnlv8LFAa+x7BFpUBq7iyu+NvSYi6jEGbYmIiIiIiIicJm55hCLJKjblEfp8tI0K1JZ+f274sdLF5wef448N2lZ+8RvJq/0okmlLRJQFGLQlIiIiIiIichqb8gj1Ux7MutIA/rKpkTt6cCEyd/s69bVo5f3WJwd8UvHFvjHvkVf3iZR/+4fgHWbaElGWYNCWiIiIiIiIKAeCtm2DD5Zs07TZeeIr2ix4p5OFyApXPyru9vUdPkdn0JaIsgSDtkREREREREQ5UtM267hLpGnc5XEXIjMr+OXfnb8fyyMQUZZg0JaIiIiIiIjIYVxRGaf+gqGS7fV5VU3bQPxs2/xN73T6Vsy0JaJs4Un3DhARERERERFRcrlbfg7f3rTNxxIoHJ69H7EWCl3ofnG1b+jhe+UnZZeIiFKNmbZEREREREREDtMy4nTRXUXStNlF4i+dJLqnTLI+dKH7RfNW9+idPI1fJ2eXiIhSjEFbIiIiIiIiIofxVWwp1buskuYxF0i2013BTFsNmbbe2oRfVz/p7hTuFRGRw4O269evlzPPPFNmz54tO+ywg1x77bXS1tamHps/f74cdthhMmPGDNljjz3k2Weftbz2ww8/lH333VemTZsmRx99tKxcudLy+COPPKLeE6+/6KKLpKWlpVd/NiIiIiIiIqK0ceU55MM3FlXzi7t5aeIvc7EUAhFlr7QGbXVdVwFbBFPnzp0rt9xyi8ybN09uvfVW2bBhg5x00kkqmPuvf/1LPe+qq66St99+W712zZo18sc//lF++9vfynPPPSd9+/aV0047Tb0nvP7663LnnXfKlVdeKY8++qgsWLBAbrjhhnT+uERERERERETU7Zq2Pin77syEX6a7CvhZE1HWSutCZMuWLVPZtB988IH069dPbUNw9vrrr5cRI0aobeecc47aPmrUKPnkk0/k//7v/2TnnXdWWbdTpkyR448/Xj2ODN3ttttOPv30U5kzZ4489thjcswxx8guu+yiHr/iiivkhBNOkPPOO0+KiorS+FMTERERERERUaJ0LZRpq/u79qHZZNo2jbmEHzwRZYW0Ztr2799fHnjggXDA1tDY2BgulRANjwEyZ7faaqvwdgRiJ0+erILAfr9fvv76a8vj06dPF6/XK99//31KfyYiIiIiIiIiSqJQ0BY1bbtCdxfHbPOVTUvabhEROTbTtry8XAVnDYFAQB5//HHZeuutZdiwYeqfYePGjfLKK6/IGWecoe6jfMKAAQMs71dVVSXr1q2T+vp6VRfX/LjH45HKykr1eDyaJjnB+Dlz5eelzrFNENsD8RhBXcHzBrE9EI8R1JvnDc0VybT1VsySvLrPpHHzm6V18OFSuvhC8RcOlpKlsUlfen5V7Ju5CzgWzgDsSxDbQ4YHbaOh5uyiRYtUjVqz1tZWFaxFRu6hhx6qtqEObn6+daoD7re3t6vnG/ftHrfTt2+JuN1pX5etV1VVlaV7FyjDsE0Q2wPxGEE8bxD7EcS+JWXceMNVob64Nb+48wvV7dKqYVI6aJDIoIdF1s8TsQna9hk+TeSLPiL+FhF/ME5QUVkm0o9j4UzBMSixPWRB0BYBWywYhsXIxo8fH97e1NSkFhj7+eef5YknngjXoy0oKIgJwOI+snfxmHE/+vF49Ww3bWrKmatt+DlxYNy4sUFC67ZRjmObILYH4jGCeN4g9iOIfUvK1PGGu6FV+mB2rt8n/vZWyROR+kaftFc3qMc9DX6ptHldda1ftG2/FNEDUvXOGLWttr5dfO7g6yh9OAalXG8P/RK4eJQRQdurrrpKnnzySRW43WOPPSz1a0888URZsWKFCuhiMTLDwIEDpbq62vI+uL/55purMggI3OL+mDHBA7PP55Pa2lpVRzeeXGkY5p83135m6hjbBLE9EI8R1BU8bxDbA/EYQb1x3tCN0IXuE3fL8vA24710rSD+98ursixgpoub4+AMwr4EsT3El/Z6AHfeeac89dRTcvPNN8s+++xjqW97+umny6pVq+Sf//ynjBs3zvK6adOmyRdffBG+j3IJKK2A7S6XS6ZOnWp5HAuUoa7txIkTe+knIyIiIiIiIqJkLUQmAa+42n8J3tZ94Yd1V0Fir8dzPSyNQETZIa2ZtkuXLpW7775bTj75ZJk5c6ZaXMwwb948+eSTT+See+5RJQ+Mx/Ly8lQm7UEHHSQPPvig3HfffbLLLrvIXXfdpRYumzNnjnreEUccIZdeeqkqtYAFyS6//HI55JBD4pZHICIiIiIiIqLMo4eCri5/pKyBq3VV5HGXdT0bO41jL1MBX3/p5inaSyIiBwVt33rrLfH7/Sowi39m22+/vcq2PeWUUyzbZ8+erTJvEaC944475JprrlEB2xkzZqivWqgwLbJ2V69erQK3qGW7++67y3nnnderPx8RERERERER9YzuKY/ZFigaGbljk2kbcJda7reMPpe/BiLKKpqus6opbNiQO4XIEddGwePq6twp8EwdY5sgtgfiMYK6gucNYnsgHiOoV88bAa/0f6vKsmnDbnXBN0bMtm2dVL0bWdAcNm43XwLFm/EXlaHYl6Bcbw/9+5dlfk1bIiIiIiIiIqK4XHmx20IBWwjYZeIyYEtEWY5BWyIiIiIiIiLKXu5iCeRZM3GJiLIdg7ZERERERERElNEax1/b4eO+si16bV+IiHoDg7ZERERERERElNHaBuzb4eO6pyJ8u37Kfb2wR0REqcWgLRERERERERFlND2vT/i2P39gzOOB/H7h277ymb22X0REqcKgLRERERERERFlNN1dEr7dPOaSDoO2usZQBxFlPx7JiIiIiIiIiCizae7wTd3liXnYV7GV7XOJiLIVg7ZERERERERElDX8pZM6zMRlqIOInCD28hQRERERERERUYapmfOeuFqWi698Rsxjurs4coflEYjIARi0JSIiIiIiIqKM5yufJoJ/NnR3qekeJxUTUfbjkYyIiIiIiIiIshozbYnIaRi0JSIiIiIiIiLnBG11fzp3hYgoKRi0JSIiIiIiIqKsZlmITA+kc1eIiJKCNW2JiIiIiIiIKLu58qV51FmieeskUDQ83XtDRNRjDNoSERERERERUdZrGndluneBiChpWB6BiIiIiIiIiIiIKIMwaEtERERERERERESUQRi0JSIiIiIiIiIiIsogDNoSERERERERERERZRAGbYmIiIiIiIiIiIgyCIO2RERERERERERERBmEQVsiIiIiIiIiIiKiDMKgLREREREREREREVEGYdCWiIiIiIiIiIiIKIMwaEtERERERERERESUQRi0JSIiIiIiIiIiIsogDNoSERERERERERERZRAGbYmIiIiIiIiIiIgyCIO2RERERERERERERBmEQVsiIiIiIiIiIiKiDMKgLREREREREREREVEGYdCWiIiIiIiIiIiIKIMwaEtERERERERERESUQRi0JSIiIiIiIiIiIsogDNoSERERERERERERZRAGbYmIiIiIiIiIiIgyCIO2RERERERERERERBlE03VdT/dOEBEREREREREREVEQM22JiIiIiIiIiIiIMgiDtkREREREREREREQZhEFbIiIiIiIiIiIiogzCoC0RUY5hKXMiIiIiIiKizMagLRFRjli4cKH6qmlauneFMsTSpUvTvQtElOF4oY+IiBLFviVRcjFo65AD448//ijV1dXhbexg5za2CYp2zTXXyNVXXy11dXX8cEhBe7j55pulqamJnwjJ+vXrZfXq1eL3+8OfBvsSue3BBx+URYsW8UIfKexbUjSeNyga+5bE40TyeVLwntSLrr/+enn77bdVwHbq1KkyduxYueiii9jBzmFsExTt2muvlWeffVaefPJJqaioUIEYZtvmtuuuu061iaeeekpKSkrYJnLcjTfeKB988IEsX75cdtllF5k0aZKccMIJ6jjB40XuXuj717/+Jbvuumu6d4UyAPuWFI3nDYrGviXxOJEaDNpmsTfffFNefvllufPOO1VmDDJkbrnlFnUl/O6775aCgoJ07yL1MrYJsutUIzD3yiuvyLBhw9S26IAtgzK55YYbbpCnn35aXnrpJRkxYoTaxjaRu/7v//5P/v3vf6tjRWtrq8qsxP3FixfL3//+dwZuczRg++KLL8qjjz4qo0aNkkAgIC6XK/yVcgv7lhSN5w2Kxr4l8TiROgzaZjFMaR08eLBMmDBBCgsLZcaMGSo75rTTTpMTTzxRdbbRuWZAJnewTZAZSiGgdMr2228vgwYNUttwgQcXe9ra2tSFnd/85jfMus0huLj32WefyW9/+9twwBaBmPfee09aWlqksrJStt56awbqckhtba1MnjxZ/d5h1qxZ6v5f//pXOfPMM+X2229ne8ghzzzzjDz22GMqUGdc6DMCtThvFBUVpXkPqbexb0nReN4gM/YtyQ6PE8nDy+VZyKg3h8yo5ubmcGcaA+8xY8bIww8/rGoMIXhrPI+cjW2C7KAUAoJzOAa8+uqrasB97LHHqgH5I488oq6KH3fcceHns36l8w0ZMkT23ntv1cGeP3++OnYcffTRKjB31VVXyRVXXCHnnnuuei7PHc6GPgMgWI8+gwHlMnbYYQe56aab5JtvvpFLLrlEbWd7yA3IrEUywMcffxzedtlll8kpp5yizhcvvPBCWvePev8YwfEGRbcJnjfIjH1Lsjt38DiRPAzaZiG3262+7rnnntLQ0BAeUGE7BuA4cGIAjjIJd911V5r3lnoD2wTZnSxht912k+HDh6vahLfeeqv069dPHnjgAXniiSfkn//8p6xcuVIuuOAC9VwGZZyrvb09/Ds+6qijJD8/Xy1ChlI6aBP4igw71ET/6quv1GPkbMYF34MOOkjWrVunLuKYH9tyyy1Ve/j222/lueeeS+OeUm/CjK199tlHZd9/+umn8oc//EFd5Jk4caLMnDlTtQn2LXPrGIHxRn19vcq+B443chfPG2SHfUvicSK1GLTNInPnzpVLL71U/va3v6n6lBh0o97c559/rhYIMHekxo8fL4ceeqiqSef1etO965QibBMUDQsTYsExn88X7mAbmZPIwp8yZYr06dNHTYMfPXq0/OUvf5Fly5bJpk2b+GE6FMphHHbYYWqKq3GeQBYlLvohWLvTTjvJwIEDZejQobLtttuqoC7KahiBXnIWZEqifu2DDz4oH374oVRVVanjwPvvv6+OEQa0E5RMmDZtmgrcknPhHGAoLS1Vi4+h74gZGXl5eaqvefbZZ8t5552nkgJw3Fi4cGFa95lSB32Iyy+/XI05UCbDGG8g+xpfgeON3MLzBkX73//+J++++244UYR9S0KCEMYX99xzj4pPmfuX6E8Y2L/sOgZtswQWG0NHGRobG1XHGR0q/DGg5hwOnFgh3vhDQKAGg3AMvLGwCDkP2wTZeeONN+Txxx9XF3aMCzYej0cFabbaaisVoDPDgBzBO3J2TSksLoXgPc4fxu8dpRCQVbfFFluEn4vzB8pqIAObQVvnQbY9gi4rVqxQWZRnnHGG3HfffSpYv8cee6gyKgjmmgN4mC6/YMEC9iUcCgF59CcRwDeg1Nbxxx+v+pbIwjYWtkUJnV122UWVT0AbIufBgsboX2IcgXMHBuAYS0yfPl3OOuss+c9//qNWiAeON3IDzxtkZpRSw2y9f/zjHyo4ZwRu2bfMXThX4B9m5qA/gcDtxo0b1boqu+++u1r8mP3L7uNCZFkAAZUvv/xSrrzySjWogiOOOEJOP/10VaPyd7/7nfzxj39UUxt/+eUX+fOf/6yCNMiyRVDXmDpPzsE2QdGQWYu/ewy2kRGBlX2Rdb/ffvupThSOBciiw22cUJFViaAcsqUQpMN2cibUJx05cqQ6P2CRyvvvv1/KysrUdGcE+LGwEGqa4kIfoLTOgAEDeO5w2CALv39kO6BTvd1226m//3feeUdlUKJjbdS//ve//60CdZgGjyD/mjVrVNswpsWS884d6GNiMIU2sfPOO6vtuMiHATl+96hzDGgfaAfsVzoTAvEI1N92223q979kyRI555xzVF8Cv/sDDzxQ/f5xDMExAgkkHG84F88bFO+cgTEDxhvoQz700ENqO44ZOD5svvnm4b4l+h3oTwL7ls6FmNPrr7+uSidhdhaCtpipgT7F4MGD1UVgo3+5du1aufjii9m/7CIGbbNAYWGh1NTUqCvdCNriJIrMKNSlRJYMDpCoOYYrGkhBxx8GnoPiz+hwFxcXp/tHoCRjm6BoGDjB8uXL1erv/fv3V9NUwAjc4h/KIGAxGSxiiFq3GKQZQTxyHpwL8HtHZ+nwww9XmdhYUAjTlDDlFSUTELBFMBedqxEjRqhAPh7nKvHOgd9/eXm5utCLQRTg9//rX/9aDa6wGB0CcSeddJJsttlmalE6BG/Qf6iurlaDMjyfnGfQoEEqkxZt46mnngpn04IxMwN1rhG879u3r3z22WeyatUqlXlJzoK/cQRkMH4ADLbRR7jwwgvV7/+AAw5QNbAx3jj//PPDC5lyvOFMPG+QHSPJA7EJrJuBRKI77rhDxSQQuDXGG+xb5taxAuNQY1YOkkLQLpBIiHroBx98sEoMGDt2rEpCnDdvHvuXXcSgbZb8IWBBEHSS0fAx8DLq1qJkAlaDRxYEsmKQeo7VntHpxoJkRuYUOQvbBNnB3z3+IYsOQTgsMIarmubALY4VqEeIDDtc/cbAG8Fbcu6xAucC1CZFcObkk09WWVT4itrGU6dOlX333VedP7DwEDKwcQUcU+LJWdBvwN/8Dz/8oO7jWIFtOAYgSI9axngcfQpkZyNTAkEcZNOgXZAzff311+r3jqnvqGX69NNPq+OGkXGLNoLpr8iuRL8T5xEE8YcNG5buXackQxII/t6NZA+MMbD43G9+8xt1HzP6EKjBOhroW6DtAMcbzsXzBtnBRX6UYEP9c/QhjznmGFVWBbOAjYxb9B/Yt8ydZDIk/xhlMlB+DecSJAbggjDKciHDFhf7UC6B/ctu0CkrLFiwQJ8+fbp+++23h7f5fD719bPPPtOnTp2qv//++2ncQ+ptbBNkZhwPfvzxR33JkiXqdlNTk/6Xv/xFP+qoo/Tnn39eb29v54eWQ/x+v/oH559/vn7ppZeq299++62+44476hMnTtS/+uqrNO8l9Sb0E/B7f+aZZ9R9tA+v16tuv/TSS/r222+vf/311/yl5BAcD4488kh1G8eDs846Sz/llFP0efPmWZ63evVqfePGjXptbW2a9pRSJRAIqH+wbt268Hb0J9avXx++v3jxYn3KlCnqWEG5g+cNih5voO/w7rvvqmMENDQ0qPMIxhuffPJJeExCzmecO5YvXx7ehn6k+Vzy6aef6ptvvjljVT3AAmVZUOgbNeVQDgFXuDElCVOZwagvh9ohWEwGU5fI2dgmKF6bMBYcxNRmTD/BFXBky2CBGWTBICsGi5NxcancahPGeWKfffYJb3/sscfCZXaw6ExdXV1a95dSy/i9oxQGsvCR+fLXv/5V1b1G+zDayOzZs9VMHpRDoNyB/iMypABZ15jyjtIoyLpFiQwDMvVRHgE10Ml5kF2N8YYxQw9lEpApZdSjNGb4YdYGxxvOx/MGxWsTGEeg37DNNtuoYwTGG1i09N5771WZliiV8MUXX4SzLsnZbQLnDpTIQXk149wxZcoUy7kDM8YnT54cLs9FXcegbQbDHwHSx3/1q1+puiCoG3PttdeqQTb+YYoSGLVjjBpU5Ow28dFHH7FNkO1xAgMu3AccE3CixOD7sssuU1NZH330UVUonpzHCNoD2sDHH3+s6lIiUAcYiKMTjSnwqEmJRYdQpxDnFiwmw861MwdX5vMGfvfoJxx66KFqKjx+73Pnzg0HbdFGMPBCmyDnw3EAtc2hsrIy3GZwMQeBW1z0e+655+S///2v2s6F6Jzfj8BUZ+OcYdTJN9qIsfgcAjRG3UJyFp43yA7GEua+xJFHHqn6EsYxwRhvGIFbnCsQr0AtdMqN44TRJsznDiNJCO0E/9BOzK+lrmFN2wyCGpPoHOEKBa5kYyEhDKJQO8pYJAh1pdC5Rk0QLDiEPwIEZb7//nv529/+lu4fgZIMgyUMoHGgQ41B1KDElSu2idwV7zhx3XXXqQ6TGY4PCMbhGHHJJZeomkK42knOgoWkkC2LhcaQCQdoC5idgRrG6CSNHDlSZcrheehUjxs3TrUN1K/FdgZknAP1aXGu2GuvvcKLh+GCzplnnhleXA41r/EcLDiG/gP6GOhg//zzzzJjxow0/wSUCgi2GQvIYEFKtIcbb7xRZV+DccHPCNyecMIJqv71a6+9pp6DYwk5w4svvigrV65U54Add9xRZVijH4E+gvn3jIuBmN2HBYXwOO5j3QzM4CFn4XmD7Magc+bMUbMrEJTFmCK6L2HAY0bgFjM3sAAV+paUe8cJwMU/jDXQr0DSENZlWrp0qVoom7pHQ42Ebr6WkggdZ0xVxDS1BQsWqK/IksKVC0CABlcu0MHC4Hrx4sVq0Rg8FwdTZNBMmDCBvxMHwaIfzzzzjJpigE4yBtJoE8iSAraJ3JPocSKa0dkiZ7r00ktVuzj77LNlzz33DE9Jioar4QjeolyGMaWJnOcPf/iDzJ8/X13IRUDG6FhD9O8dxxFkU2K6MxaSwOrPWPWXnOOBBx6QZcuWybfffqtWb0ZAFv2JDRs2qIt+HVm0aJFUVVVxUVuH9S3/9a9/qb7Dl19+qc4XSAg54IADbJ//6aefqsVLMfbAxZ3TTjuN4w0H4nmDzBCIO+WUU9SUd1zcj04KiccYh7CPmXvHiWivvvqquvCLZBLM3MHsLvYvu49B2wzw448/qj+Ca665RtWUQ9kDlD9AZwp1CE899dRw4MXIhsKgyzggxgvUUPZCBgQyoZDNgJpBtbW1qtP83XffqQEXDnzANpE7unKcMAdo2XFyLuN3i3rFF1xwgcqeRVBm//33V4EW4zloE+ZzhHHxj5zZHlD7Hh1lzMpBQH/33Xe3/f0bX5Fhi4638ZWc47777lNlcc455xyV5YLg7caNG9VgHCW34h0PeN5wJmTVozTK1VdfLTNnzlSBGQRk8PUf//hHzFjCaBuY9oosKqwCztIIzsLzBtlBbAGzt1asWKGCc+hL4KJNR0kgPG84V6LHieg2gNnCCNji3IGv1H0ctWUATFdFozYKOCPtHB1sTGVDZ9tYIAIHSfwh4B+CeMYfBQO2zoPfPaahYUoB4OCI7AZkRqBG0K233qq2GydOtgnn68pxwvwaZlM6l/G7xYUdZNiiHiGmLr3wwgtqEG48x3yOQJtgwNbZ7QHnid///vdyyCGHqAt8mN5uZvz+8RXHFCNQa0ydJ2fA4GnhwoVy7LHHykEHHSR/+ctfVD8CmZW4IPzWW2+p5xkBfDOeN5ypvr5elVfCgqWA7DmUwUANdGRVR0PbwAViY9orL+o4D88bZAf9RowvkCiEcjo4Z6C/YJRdi2ZeU4Ny9zhhbgM43yDQjzbDgG3PMWibARCEQccJtSoNCNLttNNOsu2226rsyjfffDP8GKYy7rvvviorhtUtnAkdarSBZ599NrwN93GQxAETU1oxvc04QLJNOF93jhPIwOVxwtmMzvMPP/ygsiJOPvlkteo7yiX89a9/VUFcA9tEbkCg5X//+58K0GHGxkUXXaSOG8jMR7swPP300+pxDMyYIeMs+H3iwi+OC+aF5TAAx/kC2bZoD2gn5kA+sva5qK1zoTwOftcI0gKy5jB1FcFYZNZFQx90v/32C/cjGJRxLp43KHrGJ6BkEi76VVdXhwO30Rf60JfAxR+jL0HOlehxAuUdTzrpJLaJJGLQNk2QKYt/gA4TFhRCwAX1P3DAwyJj7777rgrI4GrXf/7zn/BrUcfyn//8p+pksQPlHMYqi8YqnZjmjFq25qtYCNrh5Ini7sZgC9gmnInHCYqGYIu5U4wOFBaIQckM1B5EfWN0nrGgDBaRwAIzBh4nnHveMKBtjB8/XtUsRQ1T1DlGxxmlVTCwmjp1avi5KKGBcivIsGVfwlnw+0R2JC7cvf/++yrj1nxRGJn5mPKKBanWrl0bHqRjFs8vv/ySxj2nZMP0ZvxujcXEjj/+eDWLC0EXZEBh1g4gozYaFi597LHHON5wGJ43KBqCsviHi30wfPhwVUKlX79+atEpjEnR/zQHbo3xKvsSztST4wRiW+xfJheDtmmAqxG4QoHO9JVXXqkWh7nwwgtVA0edEExxxWNYYQ+LA5x++ukyb948VdPSGHiPHj06HbtOKYLALAItxtQT2GOPPVRn+uWXX5a33347/Fy0E7QftInPP/9cbWObcB4eJyi6s4QLeTgfYCFK83bARTzjOIHalag7iGDc119/rRYcAh4nnHveMJiDr8bFXpTEKC8vV9MXlyxZojIfADVNx4wZk4Y9p1RBBiXaBYK0aBdYXArlENC3xMV+JAegpiku5mDGFtqDEbRFIO+VV15R2ZjkDAjCY2CNWRgoj4FM6qOPPloNru3qGBvQVjAzA8cHo5QCOQPPGxTt9ttvV+cFnBMQlMV5ADBbCwvXol+Bxw488EBL4NYYr7Iv4Tw8TmQeBm17GaYaoSOElHIMvnHAu+yyy1S2w/XXX68OnH/84x/l4YcflquuuirckcLUaAy6yJnGjh0rn332mSrqbdSiRDYtpqVggI0rWOZpB8i4nTBhAmvEOBSPExQNnWZc4UZN6xtuuCEcuDWCdOhMo2bUueeeq4K76HTj6vfNN98sr7/+ejgjgpx93jB+z7jwi1k6GHRh6hraADIicE7BBT9yHvQhUWMOf/PoPyKgjzaAwTiOHah7ftNNN6mFCo855hh1EQf15oyLPTiWlJSUpPvHoCR5/PHH1XgD01ex8Nh2222nFrQ1l1hCti2CL+hnGr97BHqvu+46mTZtGn8XDsTzBpk9+OCDaoyJ/iIu7GCGxhNPPGGZnWFk5RuBW8wCxLnG6HeQ8/A4kXmsy4RSyq1evVp1nH71q1+p+7hihc40OtiYlvCnP/1JBeMwjQlXxOfMmaOmuCJFnQuOORcyHlCfFIMnrOqMVXwRmB01apTqcN97772qPgwG6JjSiGwatBFjhXhyFh4nyA6CKsiaQ9kULEKHwfW4cePUYxhwI9iPrAgcP3BswGIBeA3OOfFW+yXnnDfuu+++cOAF7QAXf432gOehf4F2wOxa58EAG4F5rOyMmVgosfXQQw+peqToP5x//vlqWnxFRYVlMSm0C2PBU3IWzM5DgAVTnAHtAtlTmNaK0muA8wOOCZiVgX9oPzhuIIhjnFvIWXjeIAOSwrAeBi7obr/99uFgHS7uIjEANdCNNoPnGoFbxCRw8bepqUmNVcl5eJzIPMy07SXGtCPUijHXjcLAGiUQcBUc05EwuAIMyu+//36VkYsMS2RWYVo8OXfAhVpjKIWAK5innnpq+AomArfInsMiZFhUBJkSeD7aB15DzsHjBHUEpQ5wzkCNSmTIIXCL6c3IgsBsDAy2H3jgATXYNjIuUeMWxxBy/nkDmTLGeWPixImq3xDdHjDDh0Fb50EgFkE3ZNsjcI8s2muvvVbVwEc/8pNPPpH+/fur/icypP72t7+p8lzz589X9bDJWXBOQC1bXAA24ByB4wJmYhjHAwRtUbMSgfs///nPqn+JDN0pU6akce8plXjeIAMy7NGHXLVqVXgbArU4ThgZ+caCYzhWGIFb1LfFugkcgzoXjxOZh0HbXmJMYUXWA2rYImvS3NlG/VIE5hCgRRYl6trOnTtXlUt46qmnVAecnAu1a5ENMXjwYBW4x0Ig5sAtBltoO2gLCO4/+uijsvnmm6d7tynJeJygjqCDjFqECM7gWIBzBwK3Rr3zbbbZJlx/kJm1uXveQPaLUSKB7SF3IClg06ZN6rbP51PHiYsvvlhd8EW7+Omnn8KLFi5btkza2tpUX4IXdZyZJYV6xjgmYFaWEaTFMQO3jfMDAjII3AwdOlTVvn7++ecti8mQ8/C8QQb0ITG2xDECM3+N4wTKMRoLkplrX2OMgnMLjh/MsHU2Hicyj6abK89TSuGjxgEPgytkxiDjBcFaAzpXqEmGqQnoYFPuQE2x+vp61XEGLAxy7LHHqqnQmK6Gk6O5o03OxeMExdPS0qIu5OAijgGZdAi+YOE6TmfNLfHOG2gf6GewPmluweIwb7zxhvzrX/9SfQcMrlFWq7m5WdU2xrEDxwlk46I/gf5o9GJU5Bz4feP4gLaA3zP+od4xsq5R/sCwcuVKNXMDz0U2LjkbzxtktmbNGnXhBtn2xjkBi6OjZCNmdBqwwC1n6eQOHicyD3trvcCIixtZdHvuuaeqVYvi38bqzoCOFaYpIROXi8Y4sx0YbcF8rQS30WE2Bt64j8ypRx55RAXyEdxH55sBW2e3CQOPE2R3nAAsEGEEbNHJBmRGFRQUqCnP33//PT88B0v0vLFhwwa1oCkXCcmtdoE6hMiSRJkMtAEEbBG4RZAWdQgxOMdADNCfYMDWOVDDOPp8gYv9qGmNdmD0K3CBD0F8tAtAXXSUaENbYMDWWbo63uB5w/mMmRjmNoFjxMiRIy3nBMQgkCRgwKxfLGiJCzvkfDxOZCYGbXshGIPOklETBnBwPPjgg2X69OnqQIhVGo1BODpUxsmUnAXtwOg4G1+jb5vvoyOFqYsIxKDWGJPindmBwu/b7iINjxO5CecBY0AdfWwww9Rn43kI3GIgjkw7LBBBzoGBk1HugOcNMpj7lEa7QL1rXOTFxX/UscWUV2MBW8zgwrEBU+DJWe644w655JJLOjxfmPue+Id2gfEH6qCjn4np0OS8GVvA8wYZF2iuuOKKmDYRr/0YAdzbbrtNLXKKGuk8TjgLYk4QL3ko+j7jEunF8ggpgCuWWDAGnWrUDjv88MNtn4cpSVh98cYbb1SruqIThW2PPfaYKgJOzoH6xAi+IsiCwdMJJ5yQ8Gsx8MKBlVkQzoIi/1jx/ZVXXlFTjuKVv+BxIndgSvunn36qjhOoY472gdXejQUg7DraxhRoo60MHz48DXtOqXDXXXfJhx9+qAK3W265pQrMJIrnDWdatGhReI0D9DHtsmXxHATkvvzyS7nqqqtUhv7nn3+uZnahFjYXtXWO6667To058DtGPzPe+hdGW0G7wDFlq622UsHaJ598kouOOQwC8VhgEPVK0R6OO+64hF/L84YzofQi2gWO/S+88EK4ZEo0YxyC8ghIKkFyGRYn5HHCed5++23VVzj66KPVrIx4Yww7PE6kBzNtkwwdIlyRQpYcpqCgM/XZZ5/ZZuBicI0/Fiw+dtRRR6l/zz33HAO2DnPvvfequrRYAASZMLiPThSCuIlkz+J1DNg6j3HFGseAxYsXq46SXcYtjxO5AeeKhx56SLbffnu1ECUCLFic8q233lKBWSNwGw0BW6PdMGDrHAioYNFJTF3GgkJGZzpe6YxoPG84D1b5vvrqq9WaCIBBtznj1oBADbKqDjvsMLnzzjtVYA8JAqhny4Ctc1xzzTUqAPPAAw+oC7/r1q2L+1wjQDNr1iwV0ENyCAL4U6ZM6cU9plTD+BNjDCwuiPEGxh4nn3wyxxs5zDhOIGMW4w4E3OKVxjESR7bddluVWIJEAgZsnQkXcjHTG20DZS/ijTHssH+ZHsH0HOoxNHTUA8KVC0wh2GmnnVQHauHChWpAjYLemLJmHngZZRMQ4MU/chb8jjEV8b333lPBlwMPPFBt//3vfy+HHnqoOpGeffbZMmPGjHTvKqXBFltsoTLxMfUZq3ujY4TBtvlqJ48TuQHnCARkMLgysmIQqLvgggvk8ccfV5mWe++9d9y61qx37Sz4u8eiH7igg2ODATMusNgYBuSJZkSQc6AkynfffaeOCSh18Nvf/jYcuI0ehBcWFso555wjRx55pKp5DZWVlWnac0q2iy++WF3QM2bmYcbOa6+9JjvvvLN6PF5QBosN7bPPPqrm9WabbcZfjIO0trbKggULVDk1lOADlEk5/vjjVaYlal5jxgblDixA+d///lddBMZxAotUIhg7bdq0Dhe3RqLQzJkz5corr+TiYw5j/N4x6xexKSxeij4EFjVGsmFXMm6pdzHTNknQwI0ag0b9OWQ0YHEA1BnE4mOnnnqqfPvtt+Hnq18AV+51LPyOMWUNi8EYxd9xsBw0aJAqmYFp0JiugkE42GXMkDOhHWDQjZMj2gI62EcccYQK1KDd4Kv5xMnjhLOhA4UFgpABZUBGxN///neVLYOONqa0Um7A3z3OGbjoa8DgGwFcXPDD4JuLzuUe9Ckx5RnZ9QjSoZZ1vIxbI2MG02ARrGXA1hnwe8a5AsE5ZNgapdTwFeML9C3QHuJlTGE2xt/+9jcGbB0IF2pwgRcztwBtAMlCmLGB7ci6/+mnn8KPkbOtWrVKzfTFDC7jOIFSjAjadnaxH0FdZNkig5+cxfi9//jjj2rmBUpgYGYf+hM4t3Ql45Z6F4O2SYSO9OTJk6WkpETdxwEPfxDIlkJNmNWrV8tNN90UXtGZfxTOZiwShKDLV199pRYYMoJvWGwOWVSoJ4PADDAwlxvwd4+TJgL6yIqpra2VP/3pT7LHHnvI7373OxWcwVR5LCxFuQNtARf8cKwwoM4UFo5Ae0GbsCufQc6C8wRst9126hjw888/qynx6F+cd955arorLgZjRg9m9wD7ErnRl0B/ATWukWWJPgQCt5jaaBe4tVuEiLIffs/Ihvr3v/+tShsYxwtczEE7wXki3u/dOE6g70HOg79/BGBWrFihpsCjDaBN4JiB8SgSRG644Qb1XB4XnA9Z9QjEIS5hHCdQhhExCJRljMc4TqD/Sc5j/H4xrth8883VTGAGbrMDg7Y9hAE2FnvAlU10pJBVi9IIgKwYLAKBwTimQWNKG7Jjnn32WfU4T5rO9P7776uvGGRjWiIGWMiSu+iii+TNN99UGbbYhjaBqW24EvrRRx+le7cphfD7x+8exwpjtU6jjWCKI44dmL6GOkFoPwjY4OKPMVgn58HfPKatGTXPcZ5AZ/rBBx+01CZEx/nmm29WARscL8iZkOkAmLEDu+++uxpkI5sOnWsEZVDvGNNbUYds2bJlqk8B7Es4u00YCw2iLAYG4sZipkOGDFH1beMFbslZ0IfAOQC/b1y4AWOGHzKwd9ttN7UIsjHbLxqPE86D/iKOASjNh4u6CMphPIo+g3HsMAK3mNmHOpYdBewo+2GcgX8ouWUkkeE4gXMDZnAh6/aTTz6Je8GXxwnnHieQZY1EIcDsTtS9ByQXom/JjNvMxpq2PYArli+++KL06dNHdaDwB4BsOaNGKQIwBpw0cbDcZpttVA0RciZMab3xxhvliy++UNmTgOklTz/9tJx//vlqIRDUucWUeHSwkUmFaYtGxhQ5D9oDrnYjMwqBFgRjEKBDyRTUljM6Twjqo2QCFqFCHSo8f+rUqenefUoBZNe/9NJLKuiCKfCoQYcMaxwfEJxDHbFLLrlEBg8erDrQCOqjzXS00AxlLwy28btHhxoZtMYMDczQwSAcnWzzNEUE8tHXWLNmTRr3mnq7TaC00h133KEG4FgH4ZRTTlEZdMbCZEaNW9akcx7M0kN2LbLmfvjhB5kwYYI6V+C8YAT1999/fzUOefXVV8M1TcnZfUuMQXEsQEIQEob+8pe/yP3336/aBsolXHbZZeH2gVIp6FMiC5ecHZfAuHLlypXqeIAxB+ISODeg74A+xTHHHCO77LKLGm9Qbh0n8Ds/9thjVZatEZ/CMQLHDoxNELhFW8EiuLjYQ5mDmbY9yLDF1Uqs0IusF3ScUU8KtWOQPWVAgM74gwAE6YxMGk5pdB78blET5rnnngtPQ4Jx48apulLIksDB88ILL1Tbi4uLVUeKnAknSExhvf3221WbMDLj5s6dq44buOCDwAsC+MjARmcbJ82tt95aTjvttHDdW3JW1jXaBFZ4fuaZZ1RwFscGnCsQqMc2tBsEbtEmDMieMsojsE04C36fGEwhKIOpaubzBlYDRy1TBPnNdWxxgZDTnHOvTSCjEpA1hfqkCNzi4g8WocJilsBMKWdBEoDRj8B5A9n3WHTq9ddfD7cF/EMGHdoKapci046cnTmH4Pxdd92l+pVYaOqbb75Rfcvx48erMSnGqAjEoLYpIBCDsSjaDrAf4dy4BM4FOFagTUTHJbbaaiuVJIDjiFH/mHLnOIG1M4xzB44BOCYYYwscL9A+nnrqKXXO4TEiszBo20319fUq+wl1QPAVGbQIxKFDjaw6THkGNPw//OEPqmyCMQjfb7/91GPsWDsP2gKmsk6aNEkdGDHl3YABNhYFQOAeB9DbbrtNPY5gv5GdTc6CoCuOCcYiAGgXCMbiuIHFpRDAR8YtBt1oE8imw3QmlFVBkBev5XHCWZAt279/f1WPEHD1G1kR+P0bmfgI1OBiH7bhfIGVvtH5MqYysU04CzrN6Bwjexb1CI1ZGrDFFluojjZq4qO27ZFHHqlq22I6LDJmKLfahDHAMjJqjcAtArwffPCBumhMzlJTU6P6BTgWwGabbabq32MwjuMC2oKxJgIuACPjEv1LTI8mZ0LpHPQjjDaBDGxk16J0BmZzovwaLgBjwTrUxT/++OPVjB6UY9p7773Va9iPyM24hHGcwGxgJBJxxk7uHScwvty4cWP4GIC4hVFaCccJjEt33HFHHiMyDIO23YQVGBF8e/fdd8PbEJBB5xnZk7hCgZIJmP6MzhY6Xbi6iatfXI3RudBJxqDqzDPPVB0jXPk0ArdGpxon019++UVd4cR0eQzIMfAi50FADhmSyIIyjBgxQpXHQKcaV78xhQ0ZNJjuaFzVRBDPXF6FnAMlD/A7x2AbMN0ZgVpMgf/4449VaQxc3MPUeAT4Mf0VnXDUQkctS3IeI/CCgOwZZ5yhFh8zB26RcYsBOKarYUob+hBoD9hOudMmzjrrrPAAC4FbY5Vn9B+QYXnppZeq/gU5Cy7qIhCHjFvA4Br1jdE+ouveo9+AwTYSBFCSjZwJv2eMK82BeYxLMc40xhroLyBxCNPjUQsbbQKl2hD0p9yMS3z33XdqO8pkYAyCUhlYe4Vy7zgRfdHGfD5BDAPHDMosrGnbTZjWjAPeG2+8oQIzRiAW01JwRROdZ1zxPPvss1U9EUybx+qNRmkEcia0BbQBBGYQnMPvHPVhELhFTVuj7WBKNNoCFqXiCdOZMLDCABoZMbjCjfaAsgfGIAz1B5FZiSwqBGlZhzA3IOh2+umnq1II+Ps/6aST1AIAqGGKq+JYLARXwRGsRXsx2gw5l1FrEOcPlELAeQNTnBG4RcYcYMCNYwnlhs7ahBG4xVecOzjAci787SN4j/4E+hUYXCN7Cm0C2VLoW5gH4Miiw3mDq787F/qQ2267rfq9G23CGHOgdI7Rp0S/AvWN8c94HuVuXAKLGRq1TFHvFollrFua28cJ8zHBKOVJmYlH725C5wlBF0xtxwDbqBkE6GijJAKucOIqFjrVwD8GZ8MBEdNQsGorBlloIwcddJCaZmDOuAWjg23UpyPnMaYsYnorft+Y8o6SGQZ0qDAQw/EDWfmcqpYb0EkyArG4YIOprBhYAS72YDEZ1L3l1NbcOW/gAh4GVAjUoZ+www47qMB+dKkEdLTJ+RJtE+aMW3IutAEEXTAbxxhgGxlRuG/8/pF9b9SuZMDW2ZBFi+x6ZM0ZbQLnBxw70B7wD8cHlND4/PPP1eM8TjhbInEJ1DXFwtdGDVMGbJ0tkeME4DjBOuiZj0HbBMQrxDxnzhyVQo6CzlhIxrxICAbfuMKBoJzxh8ITpnO0tLTEbMPv2TgQmjMtjcDt119/rQZh5gA+24RzxDtO4Ko2iv6jA4XyKKhNasAVTwRvmf2QW23CqB0FOEeg9rEBK8QjM4IXdHKjPUSfNwC/eyNIh2nyJ5xwgtrOmTrO09M2YSQFkLPPGVgTwegn4DmoX4nAC8qvAWbtoBY+S+jkTrsw1tAwtwkEZNAmcOxAm0BNU6PUFscbzh6DJhqXwPiT543cOXckepzA7A3KbMyDToBxojNPXzYWGMI0JPwxoC4hak5tt912aqorpsRj6itPks5zzz33qN/5ySefbNluTFVEDVMcDI2FQowp8mgPqFWJ6WxGZh05+zhhlETBapxHH320WgH+/vvvl0WLFsmsWbNUVgzqmaLeFOVGmzCOE1gwyAjMYFEpmDlzppqhgWlLzIBwHvzuo2fcmNsDbiMT2xykQ1/jiSeeULN2WOfaedgmqCvnDOMYgbro2IZ+JsYfWBth7ty5rFfqMAio7LLLLqquvRkyrXEuMcYbaCuYuYNtOHdgnQS0CWRWcs2M3BiDMi6R2+zOHTxOOIumxwvNk+oA/fDDD6rxY4ozVmI0d6BWrlwphxxyiHoeCj2jjszLL7+sBtso8oyOFIqAk3OgPvEDDzyg6gX961//Uh1ndJqNNoFsSrQJ1JxDUM58AG1sbFQHUGNQTs7w4osvqswntAFc5UZNKfPvHccJrNaJ4wGODVjhG51pBPPRHtCmjBpT5AyYpopFBjGIwoW86GMBjhNoE1dffbX63WNghgt9OK7g4g5KrPDc4RzIeMGFGixAecABB8h+++1n6VAb7QGZcr/61a9iBmJGVgQ5B9sERZ8zUCYJF/Iw3pg2bZrabu5bmo8RuNiL4wjq3aKUDmbxTJkyhR+qg1x33XUq6IrSWuYM6njjDdw/7LDD1AKVn332mboAzDaRW2NQxiVyD9ZPwngDCUK4wLPFFluosQbOJTxOOAszbePAVUqssrnrrruqgRZWf0fQ1hhkIUiDIt5YLAaruGI1zhkzZqhVGhGcQz0pFAUn50CABZmSmEbw/PPPq4OikU2LA+OaNWvk8MMPV20CmZUGY4Vn1hhzHnSW0RZwbMB0pbvuukstLHXUUUepOnTIjkOnGidSHB/QXtD5RscaGRI4yXK1b2e59dZb1QAawVoEYO+991754x//qNoBMiXRJrAoCM4tWOUbbQILE2LRSrQhBPZ57nDeMQK1ijHF+bzzzlP9B9SXQ18C5w20DQRicJyIhqwplspwFrYJMrvppptUAAYLxmCWBS7soi+BxSqNvqVxzsAxwuhzImCLIA0CvhMnTuSH6iDXXHONSgh45plnVJ/RuOBrBGJwDkE/0jzewEVi9DlQmxI1Tdkmcm8MyrhEbkGCB44TGF8i9oTZm3fffbcK6hvHiei4BI8TWQyZtmRVU1Oj//73v9ffeuutmI+msbFRfb3gggv0q666Svf7/eHHAoEAP0qHuvzyy/U5c+boS5YsUff32msv/fnnn1e3fT6f3t7eHm4TbAe5YcWKFfpvfvMb/b333gtv+89//qNPnDhRv+KKK/SlS5fqt99+u37NNddYjhPm2+QsGzdu1I888kj9nXfeCW9744039NmzZ6tjyI8//qjfcccdMW2CxwxnWr58uX7ggQfqn376aXjbM888o0+ePFn/4Ycf1P1bbrlFv/rqq9kGcgTbBJnhOLDnnnvqCxYsUPe/+uorfd9999VXrVqlt7S0qG233nqrfu2116q+ptmHH36o+hnkLBhbTJgwQV+7dq1lO/oJdXV16vaFF16oxhvRbeLNN9/UFy9e3Kv7S5k7BmXf0rkwnsC5wjh3LFy4UN1fuXJl+Dl2sSrgcSI7MdPWBrLfcHUCU5UAVzaRCYWMW1zJwKJCp512WkydINavdaYvvvhCZUEgew5XvDFVFQtIzZ8/X63UiatZ+IcFQpAZQbkBVyuRFYNjAuBqN6Y17rPPPirLAVkwyK5DWzEfG7jomLPbBFbmxQrvRptA3XNMbb/44otVtv1vfvObmMVieO5wbnvA8cG8aMjWW2+tapqjf4FprEceeSQXgMghbBNkhmx7jDGMxSjRX8D54y9/+YvKnMOsHWThY/V3g5F1aZRsI2dBiS0sGIWsSqNuKdoDZulgbHrcccepdTKwfooBbQh9S2Rjk7P0ZAzKvqVzYS0U/N1jYTFAZj3qnl9++eVqdhZmZ2CW37Bhw8Kv4XEiuwWXIqUYqAmCIC0gQIvbWCQGKeg4MP7f//2feowlgZ0Pv/c333xT1Z5EeQwE9THdYN68ebJgwYLw8xiwzS1GncmffvrJciwYP3687L777qru1HvvvRcuj0HOZhwbMJDClFUjUIffPQbXqEWIBaVw3DC2k3OhcwwIxiCQb9xHBxplEn7++Wd1n4tS5t5xAm0CfUq2CUIbQAAGxwSjvA7GH7j4+/vf/16V13nllVcs5wwGYpxt8ODB8qc//Un1H1Ga76yzzlI1jFEaA2MPlFdBDXxzm2AygHNxDEp2jDVyEI965JFHVAAfZfmQDIBjyKmnnhoTq+JxIrsx0zYEAyh0hNDQEYhBNhQaPDpPo0ePVjXn8BWw7ZxzzlFXQ821S8lZjEE1rngja9LIisDBD4E5tIevvvpKLRhhFIGn3GkTCNKjLuX5558v5eXlanVfLApw3333yUMPPSQ77bSTqkuGr1y917mwwBQWDcOxAZBtfeaZZ6rjA2rO4XiBf6hx+7e//U21lx122IH15hzeHtA5Rg3jK6+8UmVXGoEWLFKKCz74Z+5EoxYhnkfOP29ce+214VqEwDaRu+1hzJgxKjPKuOiPDEqMQ/r376/uI1nghBNOUP0IZtbmRptAlhz6CEgKwSJDCOxff/314XGI0SZQpxJ1kMmZOAaljtoExpXIpEX9c2zfuHGjys43jhOIT2GtDMzuQsIhZT8GbUOFnHElG51oDKTwR4Cr3Bhco8EjEINpzoBO9p577qmCMt9//z2DtjnQJhCQRZuYM2eOypIygvtYRAgFv/fee291dcuYdkC5c5xARi0WEcEgHB1tY0VnXNhBwAaLjCHLjkFbZ8I01nPPPVcFaffaay+1DQOpCy64QAXrkD2FC4BGcAaPYXobsrO5SEhutAecJ4zpzIBsbCOrzrzwKS4WY9orzyHOPm9gphbaBPoMgLbBNpHb7QGDakBfE30HA/qUCMphwI3VwRm0dX6bQPYc+pa//vWv5ZhjjlHlMbA4KY4R5jaBgMzixYsZtHUojkEpkTEo4g9z585Vx4IbbrghfDEYxwn0QR988EFZsmQJg7YOkfNB27feekutvHrjjTeqwApSybFa59dff60CtRh8X3fddfLxxx+r7EojmxInUGZW5labwFVvTE3CVW5AbWPUGkL2HDIqUa/SPDin3DhOYOoaVu9EcBaMYFyfPn1UmzAy6sh58Pe+du1adaUbmZIHHHCA2o4VfJuamtT5AzWmsB1tAcE6ZOQis45ypz2YzwsIzBiBOrjlllvkH//4h6qDzYBtbpw3Fi5cGO5LoF0gUMM2kZvtAffRHnDOMPoOKK2Dc4X5eICLwpQbbeLpp59WbeKMM85QM7dwrkDgFow2gaBM9MU/cgaOQakrY1CcO0aOHKmCs19++aVaR8OIT2H2Fs8dzpHzQVssJDR58mQ1dRVw5QKNH0EY/EEceuihqgD83//+d1UAHidODMZ/+OEHXuHMoTYxatQoVQj+4YcfVtOSJkyYoB476KCD1GD70UcfVUFcTm/NreME2gSybE866SQ14MLiQmgPCMyhrimmq6DtkDNhCiuCsci8R71aDKRQVwrQJnC+wNXv7777Tg2w8DjaCMvq5EZ7QCDuwAMPDGc/GPWtcSEHgTrUIcOsneeff14dXyh3+xKoc8s2kbvtAccBoz3gIg6OETieoA/x448/qplelDttAmURUBIBZfpQQgPBGARyUQMd7QH/WBrBmTgGpa60CWTTnnfeeaoGOmphX3LJJarWLYK4GIeiJjI5Q87P5UY2HMocYCBt2HfffVUNW/yRvP7666ou4Z133ik1NTXy6aefyrp16+Txxx9XQRvKjTaBchloB+hAY4CNVVwBCwOgFhmudjF7LveOE8iWwnECgVp8xSqeb7zxhlrl9f3335d77rlHlUkgZ8LfPVZwxWKVCMQiUIdOlAHnkTvuuEPVmMIgq7a2Vl3gYbmM3GgPmLZmtAcjoxJZU+hsY8EhtA20GQZsc7svgRJcqIHNNuFsibSHxsZGNasPYw0sNoWB92OPPaYWK6PcaRPoW2LMiaxb9C1RegfBfFzsQQAX/Qi2CWfiGJS62ibuv/9+Vbrzz3/+s8rOx7/PPvtMfeV4wzlyPtMW09OwaMi///1vVTuob9++6oNBPSFk1GIFeAy+ULsS9aQwIENGBNPNc69NYMoBOtS4qoVF6BCMwxQETIFGMMaYvkS52SZmzZqljhvIvEV9ShwnUNOWnAvHAPxD0A2L0WHqO4JwgAxLQL1Co2Yhzx253R6MxeqwyMznn3+uHjMyLSm3+xLImmObyO32YIw3UKdw++23D/cjOA3euRLtW6LUDsagRhk2fCVn4hiUutsmsC4CgreIR2BmH48TzpLzmbbIkkTnaN68efLmm2+q+oMG4ySJxaYA2RDAgG1utwkEYFCzEDAoR+aUsdIv5W6bQDY+YFoKymQwYOtsGDghYxLnB5wTMIURV7233HLLmIxbZFgCzx3O1ZX2gMUKcRxhwNbZEjlvINsabQdlVdgmnC2R8YbRt8RgG0kBDNg6W6J9SxwjsHghAvkMxDgbx6DUk+PEoEGDVIIhjxPOk9OZtkaNuaOPPlotIoQrFQjC4cqFEYTDVe9vv/1W1ZcyFg4h52KbILYJSoSxsBQGUcZxA1OcEagDTGtElhTqohsZlpTb7QGLk+E+LuyQ86D/aCwAkmhf4ptvvlHbkZlNztKd9sDxhrN1t00YpXXIeXicoGS1CR4nnC3nRpJIFzdW38QfgTFd9dxzz1XZcVidD7WDUCsEWTNffPGF+oPhH4JzsU0Q2wR15TgBOCcgGIuvOIeYA3WoR4cVwF977TU11ZVZ187TnfaAGpXoW7A9OMs///lPVf7CnNmSaP8S8Dxe2HGOnrQHjjeciW2C2CaIxwnqiZwI2mIxEBR0P/3009Ugyxhs4UoFOlA///yzqkt67733quknH330kRpkjRs3TtauXasKv3OKkrOwTRDbBPXkOIEgC1ZmxWqtt912m6XYPwbgWAkcWZcM0DkH2wNFQw1zBGR22mknS5CuK/1LTGUkZ0hGe+B4w1nYJohtgnicoB7THa6trU0/77zz9AkTJuiPP/54eLvX61VfV61ape+44476OeecE36sublZnz9/vvq3bt26tOw3pQ7bBLFNULKOE3hOIBDgB+pwbA8U7eqrr9a32mor/bvvvlP3/X6/5Sv7l7mF7YHYJojHCeK5g1JBw3/icM8995z8/e9/V1evDz74YJU1BVhx7+yzz5bBgwfL5ZdfbpnqSM7GNkFsE8TjBPG8Qd1x3333yc033ywffvhheCVng1Ea4+STT1aLgrB/6XxsD8Q2QTxOEM8dlCo5UR4BhZqHDRumpiChY4Xg7GmnnaamLv3hD3+QmTNnpnsXqZexTRDbBPE4QTxvUHegVjHKGixZskTmzJmjpr9fd911smnTJlVSBX3M4447TrbZZht+wDmA7YHYJojHCeK5g1LF0UFbI9th9uzZKhNi4sSJauVm1KVDZxuZtgjYmlfpI2djmyC2CeJxgnjeoJ5AzdKjjjpKJQKgbvWdd96p+pToZ2LBqTPPPFMtOGW3aB05D9sDsU0QjxPEcweliuOCtmvWrJHm5mbZbLPNVMAWvF6vVFdXq39YHKa8vFyuv/569TxMbUPAloFb52KbILYJ4nGCeN6gZPUlsKjU/vvvL8uXL5e7775bPY6vxuJTt99+u8q83XHHHdXMHnIetgdimyAeJ4jnDuoNjrr0f8stt6hyB8h+OPLII+XFF1+UlpYWFaT91a9+pVb6BgRq8/LypF+/fvL888+rbcy0dSa2CWKbIB4niOcNSlZf4ogjjpCXXnpJxowZI7vvvrt88MEH0traqvqRyKoFZNpihtcXX3zBD96B2B6IbYJ4nCCeO6i3OCbT9oknnlAB2GuvvVYtLPbwww/LI488IuPHj5dJkyapzvO7774rP/zwg3z99ddy1113qdtYoAzT1lB7jJyFbYLYJojHCeJ5g5Ldl3jggQdk8803l7333lvWr18v22+/vVrs1lBfX6/uG5m35BxsD8Q2QTxOEM8d1Js0HUU+sxwyG6644go1Be30008Pb99zzz1Vzdqrr75aVq9eLYceeqhUVlbKbbfdpjIksGDEG2+8IVtvvbWMHDkyrT8DJRfbBLFNEI8TxPMGpaovMWPGDBXINSxcuFDVtUWwFjO6nnzySXnmmWdkyJAh/CU4BNsDsU0QjxPEcwf1Nkdk2iJTFlPTvvrqK8v27bbbTq3sCwjWnnjiiapMwogRI9Q2ZN8efPDBXCDCgdgmiG2CeJwgnjco1X0JY6Gx5557TpVNQJAWNW+xSBkDts7C9kBsE8TjBPHcQb3NEUFb2GKLLWTRokVqmtqAAQPUImSYxoZaY1jJt6SkRI455pjw4mRGJ5sr+joX2wSxTRCPE8TzBqWqL4FFbPEPQdorr7xS9TOxZgLKIiAxgJyH7YHYJojHCeK5g3pT1gZtX331Vfnll1/UNDSszouFx9Ch7tOnTzgwi+wIQGcaVSCwHdPXxo4dK8XFxWn+CSjZ2CaIbYJ4nCCeN6i3+hJYfMxYyPabb76R0aNHqyQBcg62B2KbIB4niOcOSidPtq7a+tRTT8lWW20l3333nbz++usya9YsOfXUU9XjXq9XZTog+8Eo2YuO9s033yzvvPOOWkSCQVtnYZsgtgnicYJ43qDe7kuAuX/JoK1zsD0Q2wTxOEE8d1C6ZV3Qdt26dWrxsBtuuEFlQGAxsRdeeEFee+01WbVqlVp0DB1qKCgoCGdF3HTTTfLII4/I3LlzOWXNYdgmiG2CeJwgnjeIfQli35I43iCOQSldGJegVHBJlkFmAzIcBg4cqO6jZthhhx0mxx13nJqadtlll4Wfi3q1eP5tt92msh+QPYFaVOQsbBPENkE8ThDPG8S+BLFvSRxvEMeglC6MS1AqZF3QFos/IJP2iSeeCG/Dgg+77rqrHH/88bJ48WK5//771faJEyfK8uXL1XMRsJ08eXIa95xShW2C2CaIxwnieYPYlyD2LYnjDeotHIMS2wT1hqwI2v7www+ybNmy/2/vTqCsnv8/jn9U1viVyr61WJKQXYVSTtmihBaFFEK2smctSyHSIhQqkUpFEseefV9CHLLvslNaLP/z/Jzzmf+d28w0SzW36fk4Z07NnTvf+/l+vp+Zufd139/3N3z00Ufx89NPPz1W1WYGt1wwonnz5qFx48bhjTfeCAsXLgx77rlnaNq0aRgzZkxo2LBhOe6BljXXhFwT8veE/Lshn0vI55ZaXny9IdeE/D2h8lZlZbgIwJNPPhnmzZsXg9nOnTvHK/m+9dZbsbctt7Vr1y7et1q1avH/bdq0CS+99FJo1qxZGDVqVF5fW1UMrgm5JuTvCfl3Qz6XkM8t5esN+RpU5cVcQmFVD20nTJgQpk6dGoYNGxav2Dtnzpxw9dVXh9q1a8cetkOHDg3Tpk0Lf/75Z+jatWv8HnrdNmjQwKv3VlCuCbkm5O8J+XdDPpeQzy3l6w35GlTlxVxCK0pOh7Yff/xxaNGiRd7Fw+rUqRNmzJgRZs6cGdsenHjiieG+++4LkydPjpW3++67b5g1a1b49NNPw2abbRa/xyrbisU1IdeE/D0h/27I5xLyuaV8vSFfg6q8mEtolQ5tueoeYevcuXNjhW1So0aNUK9evfDiiy+GBQsWhC233DJ07949NGnSJAwfPjyGtxg9enRsDK6KwzUh14T8PSH/bsjnEvK5pXy9IV+DqryYS2hFy8nQNlXHHnrooWHIkCHh+++/D7Vq1QqVK1cOG2+8cfxapUqV4g8MfWz33nvv+LFo0aJ425prrlnOe6BlzTUh14T8PSH/bsjnEvK5pZYXX2/INSF/TyjX5GRom7Rs2TI0bNgw1KxZM++PKMFt+n/6l9YIjRo1CmussUa5jlfLn2tCrgn5e0L+3ZDPJeRzS/l6QyuKr0HlmlB5qRRyHBcWq1KlSqysxfz588O8efPCv//+m3fFvo4dO4aff/45Vtmq4nNNyDUhf0/IvxvyuYR8bilfb8jXoCov5hJaEXI+tE1SIEt4S7XtWmutFYYOHRrGjh0bJk6cGPvdetGxVYtrQq4J+XtC/t2QzyXkc0v5ekO+BlV5MZfQKtseoSDVq1cPVatWDf369QuTJk0K48ePjy0UtOpyTcg1IX9PyL8b8rmEfG4pX2/I16AqL+YSWh5W+28l6ynw9ttvhw4dOoTVV189TJgwITRo0KC8h6Ry5pqQa0L+npB/N+RzCfncUr7ekK9BVV7MJbQ8rHSh7V9//RUGDRoUOnfuHOrWrVvew1EOcE3INSF/T8i/G/K5hHxuKV9vyNegKi/mEloeVrrQFn///Xe8OJnkmpC/J+TfDvlcQj6/lK835GtQrWjmEnJNaHlbKUNbSZIkSZIkSaqoKpX3ACRJkiRJkiRJ/8/QVpIkSZIkSZJyiKGtJEmSJEmSJOUQQ1tJkiRJkiRJyiGGtpIkSZIkSZKUQwxtJUmSVrD//vuvQs15Rduf8uI8SpIkKTG0lSRJKkTXrl3Ddtttl/dRv379sMsuu4QjjjgijB07Nvz9998lnruPPvoodOrUaZnMeebY0sdOO+0UDjnkkDBy5Mjw77//lnh/+SiJ119/PZx00klF3uerr76KY5syZUooq5dffjlui39XlJ49e4ZJkybF/w8dOrTAOW/dunUYOHBg+PXXX0u8/d9//z2cd9554bXXXivzWEtzDAvCsWLfOHZlxXaYt7Ie88yPhg0bhpYtW4Zrr702/PXXXyXa3rJcj4X55ZdfQvPmzcOXX3653B5DkiRVbFXKewCSJEm5rEGDBuGyyy6L///nn3/Cb7/9Fp555plwzTXXxJBt8ODBoVKl4r8P/sgjj4Q333xzmY3vyCOPDEcddVTe5wRYjz76aLj++utjGNinT59ibyvtZ0kQZn788cehoiLY+/7770P79u3z3T5hwoS86tj58+eHd955JwblTz75ZBg/fnyoUaNGsR/j/fffDw888MASj6H8Lr300rDDDjvkrfMPPvggDBkyJMydOzdcd911OTVd66+/fjj++OPDRRddFN/gWW211cp7SJIkaSVjaCtJklSEddddNzRq1CjfbS1atAh169YNV111VZg+fXo47LDDym0ON9544yXG17hx4/DJJ5+Eu+++O5xxxhlh9dVXL9a2tt566+U0ypXTggULYvhNmJ0dzGfPedOmTUOTJk1C586dww033BCuvPLKFTzaio/1mTnvrPM//vgjjBgxIh4jflZzCWuBsT322GOhVatW5T0cSZK0krE9giRJUil06dIlbLTRRuHee+/NF/INGjQoBjScvr3rrruGbt26xUpKcIr4sGHDljhl/Oeffw5XXHFF2H///eP37bnnnuG0004r06npbGfevHmxMhgLFy4Mw4cPDwceeGDYcccd4xhvu+22fC0Usk+tZ4wEv3379o1jojXEmWeeGX788cf49QsuuCBMnTo1fP311yU+3Xxp206YX1oP0IKAOf/mm2+W2Ba39e7dO25n5513Dscdd1yYPXt23tepiubxXnrppSVO/7///vsLHePkyZPjvHFcioMxMq9sM/OUfaqRaalB4Mh9Dj/88PDwww/nnfp/7LHHxv/zb+b8P/744/H7OF6EwgTBVPUuC0WNKdMbb7wR2rZtG9fToYceGmbMmJHv68wPLQqaNWsW79OmTZsl7pNtzJgxeetw3333DZdffnn4888/S7Uf//vf/5a4jRYVVOUSovMYRx99dHjxxReL3M5nn30W3+BgnpkTjgOtP9L2qLgfPXp03v2//fbbuH7OPffcvNv4Wdprr73CrbfeGj9fY4014tpNn0uSJJWEoa0kSVIpUHlJpd+sWbPyetvSl5Sgjx6vd9xxR7jwwgtjD1taFHAaPW0MaGeQTq/nc24/+eSTw/PPPx/OOeeccPvtt4devXrFkKk07QqSTz/9NFStWjXUrFkzPgZ9WUeNGhUf85ZbbomhGa0dlvYYN954YwyjqB5l/5566qlw9dVXx6+deuqpMazbYIMN4v7Qw7Mkito2xo0bF8fHY9x8880xkL3kkkvybYPAu2PHjuG9996LXyM0Z5vHHHNMXtuGs88+O9SuXTtua9GiRTHkpUr6oIMOioFkYaZNmxb3ifCtuAj9Fi9eHNslgGCaAPGAAw6I4R2Vu2yPY/3dd9/F0/35Ovg3HY8HH3wwBvdUdBO2syYYD3Ne1guWLW1Mmbgf88T8b7PNNnEuCZPBOBgjwTpvTlBVSvjOfQoLw6lMp5UBx4e1zvfTGqJ///5LHTfHlZ81PgjFCZRpPcAxTFW2hMiE9k888UQcB2+SUI3eo0ePQoPbOXPmxACbN0kuvvjiOB+0M2A7r7zySqhevXoMcl944YW870nbyuxD/Pbbb8eAN/PngJ+zd999N/48SpIklYTtESRJkkqpVq1aMaAjqKHij8pWQp+DDz44fp3KTyoIBwwYECtICY/4QDrNm36pa6+9djj//PPD7rvvHm+jWu+LL77I65tanCArhWg8DoEfvVUJqgifZs6cGQMnwlEuUpbCxbXWWivcdNNNscKTQK4g2267baxUTQip6cuLLbfcMvZuJfDLbhdQHEVtm30hKGQu6QuKffbZJ85nZnUzVZvMP31kN9tss3jbfvvtF7+PfaPnKfvJMeB0daqLCfsI+ahuLgyPQ/BKYFnSNYFUMcyFqLp37x7D1oRxEhJSycnxSG0p+JcP9p3gkCpU/k0InumTyvEsaUCeqThjSk4//fR43zSvVKRyXAh8WVPPPvtsDN/TmmfMBKqMm8rcKlXyv9wgBN18881jaMsbH/yMrLPOOnkV4UVh37OxrbPOOivvcwJget1OnDgxhvxp3FTOMibeVMlGsMsaJgBO4S/zy/ipIr7vvvvi54TS/LzTboTQlsCdNwsIexkHc8E8UoGbUOkL7l+nTp2l7qMkSVJiaCtJklRKqeKRYJTQh8rBFMRSWUfARfUoqPAsCC0WCIvYFuHP559/HvvREiwW9j2ZCND4yERI2aFDhxi4paCM8Iyqv0z04iXY5OuFhbbZYSyhc+ap/2VR1LaZg59++mmJ1gSEqJmhLWHY9ttvH+cxhdeEgQR1VKYmVIAS+lG1ylzfeeedoVq1aoWOjdPfufAcYVxZ0EICXBSOfeL40hIBhR1f7kfFKxXYaZ+wxx57xFCRquyyhLYlGVMKYxPCWtp68AYFc8/apxI6c5z0fGbuqTLn2GTae++945sRBMRsi++lpUJxLtRFyJ4uRMY4CZ8J4aleZ5ubbrppHBOV39wvc0ysIwLYgsJh1j9fz+yJy88L4TXrhX1lnFRxU03Lmyu02qAymcroV199Na4TLlCYfVzWW2+9+IZOWVqdSJKkVZOhrSRJUikRzhKQcvo0qLTj9H6CMFoT1K9fP1YRoqhT2gm4qIIlKGRbBF1stzjo18kHCL54XAKkzIuPEVRxNfvKlSvn+17CLXAxp8JQBZyJQLSsp+cXZ9spXGPcBY05ocqW0DGFedkIgdPjtGvXLratYBupCrMwaU7S8Suu1F4gVVRTMU2LAcJEjgntDlgXKGwe2acUUhZUDfzDDz+EsijJmFLlcJLabVCJzDj5P72bC8I4s0NbQmCqw++55574ZgMBMNWpBKDZAXE2KlVT5Sp22223WKlL+MtxpcqdMc2dO7fQ9cDXsn+2WGvZ+5n2Pe0r1bObbLJJrC5mTbJv9Mxl3wl9CXWpuqUvczbWX2l79kqSpFWXoa0kSVIpUMVHdSKhDWEoQRj9OVOf0C222CKGqPQPJcwtDD0xaY3A6duchk7FKKgKTBdCKsqGG26YL8gqCBWlv/zyS6wczQxuU/iXHYzmgjQmqm0LCjQzKxkJ7uiJW5DUj5agkAte0dKB1gX0VS2qn296fKpRS4JQj6CX0JDHpL8xwSin2BNgUsFJD1VO41/axbXYJ/YtW1EVwktT0jFlB5rMHWuIMTD37CuV4gXZaqutCrydtgN8EIw/99xzYeTIkfGCXoSwaf0XF9W1tOigqh2MiTYSmW0lMvGGRvbF7tiX7NtSwJu5FghmCboJrgmQCf9pZUIrBvaDMJjPs7GGcvFnTJIk5TYvRCZJklQKnI5NqNOpU6f4ORcb4iJIBGIEg+l07xTYpgpGqkkzvfnmmzFIo5VBCqwIV9NFj/haWRH8ETKnfrFJah9AWFZa2fuzrBC8UdmYPebUbiJz32hFkaow0wcBJKFkCqnpfUvLCSqhqYakB25hF6YCx4Lvzb4wV1Hef//9eAGs9u3bhzXXXDMG5YyN0/cZU+rvymn0mcc2uwKayleCQU6pz9wnxsQp+rNnzw6lVdwxJU8//XTe//kax4MqZQJK5n7+/PlxbWeO88MPP4xtBTLbEyT0n+XNjRSw0u6C3rrctzQVxMwRF6NjvYAxUbHO/GWOiZYSXIgve65T2wnWVWY1LD+DDz30UPzeFPzT+oA+x8xVCtNp98AYaNlBn+jsi9YRelPtTbgsSZJUElbaSpIkFYEg56233soLrQi9qKojtKUnbKtWreLXqKwkAKOC84QTTog9N6dMmZIXehFuZVZRTp8+PYZfO+20U/y8X79+Mewj5KE6l4sppe/L7LVZGvR3pQKQ08dp6cCp8JzSTYUjLQPShbBKg/2hSpGLY1G1SeXvskDozSnzffr0ieOmHy/HgbA1E31qCWj5l3mnonHGjBmx+vHCCy+M9yGkHDx4cGwjQUBHdTQXa+vbt2/8l5YS2agg5X5UOxd0Aay0Jggs6XlKmDd69OgYHqZT5AkOOfWf40m7BOaKED9Vpqb+vYSXYK1Q9cnxOfvss2MLA0JG+q1SrUk7AY5fYaf+JwTNjKWgC79xSn9xxpQwbwSYBOjMPXNJP+BUecp8ErryUa9evXgxOS7+xgXJqIDNRshJhfPAgQPjumS/uBAY85ZaNBSGamDC8DTv33zzTQyHua1Lly7xdnrljhs3LnTr1i307Nkzr6UBa537ZLYNSXr16hWDWC7Il6qQ2QY9cwl6M8fOmxQcJ9qZgGPB+mGdXHXVVUtsO1XLcxE9SZKkkjC0lSRJKgJVjVzUK7NnLOEXp9ofddRR+U4FpwqSAOqUU06J4RsX2rrrrrti6wPaINAXk5CXkJGLQVHtyHYI5wjCqGLkVHQCVrZDRSKhD+FYWTBuWjYQphHmUZnIaeK9e/eO4VZZEJIR2DLWM844I4Zeywqn0BOSEVYyZ8w74TbjTqg+pcqRuWcuqXYmACRAY34J2glvCUY5BR8Eof37949fJzxkmwVp3bp17LnKNlNYmKQ1AapOaYdB1XWPHj3yheyMnbFwvKnCJCAfMWJErPhlTbA2uAgc+5paaRDos7ZYa4SGvEGQQmRO++exikKrjmuuuWaJ29lfQtvijClhOwMGDIh9g5l/ws9UZcqx4UJgXMyO9UUrC44HaypV02br2LFjWLx4cTxm9LVl7ho3bhyPTUGBaqbM48Rj0/+ZnzHeKEmVtswT88h64HZaMBBSE/4T6heE+WcsBLGsFX5eeDOFIJuLjmX2puVnM7PSljdquE9BFyEDt7MtxiBJklQSq/23rK4kIUmSJFUgVJ3So5hAsW3btuU9HK1kqJKn4pg3BlhHkiRJJWFPW0mSJKkAVFbSa/j222+PLQKkkqCamCreli1bOnGSJKnEDG0lSZKkQnA6P71fJ02a5Byp2GhBQisSqmzTRQklSZJKwvYIkiRJkiRJkpRDrLSVJEmSJEmSpBxiaCtJkiRJkiRJOcTQVpIkSZIkSZJyiKGtJEmSJEmSJOUQQ1tJkiRJkiRJyiGGtpIkSZIkSZKUQwxtJUmSJEmSJCmHGNpKkiRJkiRJUg4xtJUkSZIkSZKkkDv+DylJCqvnGoijAAAAAElFTkSuQmCC"
|
||
},
|
||
"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(100546.06859999991), '总收益率': np.float64(0.005460685999999049), '年化收益率': np.float64(0.0030956584610828397), '最大回撤': np.float64(0.0034393363323604207), '夏普比率': np.float64(0.20157665092358157), '卡玛比率': np.float64(0.9000743637532784), '总交易次数': 281, '交易成本': 71.9314, '总实现盈亏': 618.0, '胜率': 0.3851851851851852, '盈亏比': 2.414762208745611, '盈利交易次数': 52, '亏损交易次数': 83, '平均每次盈利': 35.05769230769231, '平均每次亏损': -14.518072289156626, 'initial_capital': 100000.0, 'final_capital': np.float64(100546.06859999991), 'total_return': np.float64(0.005460685999999049), 'annualized_return': np.float64(0.0030956584610828397), 'max_drawdown': np.float64(0.0034393363323604207), 'sharpe_ratio': np.float64(0.20157665092358157), 'calmar_ratio': np.float64(0.9000743637532784), 'sortino_ratio': np.float64(0.23480515197833762), 'total_trades': 281, 'transaction_costs': 71.9314, 'total_realized_pnl': 618.0, 'win_rate': 0.3851851851851852, 'profit_loss_ratio': 2.414762208745611, 'winning_trades_count': 52, 'losing_trades_count': 83, 'avg_profit_per_trade': 35.05769230769231, 'avg_loss_per_trade': -14.518072289156626}\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": 5
|
||
}
|
||
],
|
||
"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
|
||
}
|