659 lines
323 KiB
Plaintext
659 lines
323 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "initial_id",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-16T15:44:31.286901Z",
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"start_time": "2025-06-16T15:44:31.187446Z"
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},
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"collapsed": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The autoreload extension is already loaded. To reload it, use:\n",
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" %reload_ext autoreload\n",
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"初始化数据管理器...\n",
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"数据加载成功: /mnt/d/PyProject/NewQuant/data/data/SHFE_rb2501/SHFE_rb2501_m60_20240901_20241201_min60.csv\n",
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"数据范围从 2024-08-30 14:00:00 到 2024-11-29 21:00:00\n",
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"总计 404 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=0.001, 佣金率=0.0002\n",
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"策略初始化: SimpleLimitBuyStrategy，参数: {'symbol': 'SHFE_rb2501', 'trade_volume': 1, 'limit_price_factor': 0.995, 'max_position': 10}\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: SimpleLimitBuyStrategy\n",
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" 初始资金: 100000.00\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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"SimpleLimitBuyStrategy 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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"[2024-08-30 14:00:00] Strategy processing Bar. Current close price: 3287.00. Current Portfolio Value: 100000.00\n",
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"[2024-08-30 14:00:00] 策略: 发送限价买单 1 股 @ 3300.41 (未成交，订单ID: SHFE_rb2501_BUY_20240830140000_0 已挂单)\n",
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"[2024-08-30 21:00:00] Strategy processing Bar. Current close price: 3295.00. Current Portfolio Value: 100000.00\n",
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"[2024-08-30 21:00:00] 策略: 尝试撤销订单 SHFE_rb2501_BUY_20240830140000_0 失败（可能已成交或不存在）\n",
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"[2024-08-30 21:00:00] 策略: 发送并立即成交限价买单 1 股 @ 3291.70 (订单ID: SHFE_rb2501_BUY_20240830210000_1)\n",
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"[2024-08-30 22:00:00] Strategy processing Bar. Current close price: 3279.00. Current Portfolio Value: 100012.05\n",
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"[2024-09-02 09:00:00] Strategy processing Bar. Current close price: 3245.00. Current Portfolio Value: 100046.05\n",
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"[2024-09-02 10:00:00] Strategy processing Bar. Current close price: 3226.00. Current Portfolio Value: 100065.05\n",
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"[2024-09-02 11:00:00] Strategy processing Bar. Current close price: 3236.00. Current Portfolio Value: 100055.05\n",
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"[2024-09-02 13:00:00] Strategy processing Bar. Current close price: 3228.00. Current Portfolio Value: 100063.05\n",
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"[2024-09-02 14:00:00] Strategy processing Bar. Current close price: 3223.00. Current Portfolio Value: 100068.05\n",
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"[2024-09-02 21:00:00] Strategy processing Bar. Current close price: 3232.00. Current Portfolio Value: 100059.05\n",
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"[2024-09-02 22:00:00] Strategy processing Bar. Current close price: 3230.00. Current Portfolio Value: 100061.05\n",
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"[2024-09-03 09:00:00] Strategy processing Bar. Current close price: 3222.00. Current Portfolio Value: 100069.05\n",
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"[2024-09-03 10:00:00] Strategy processing Bar. Current close price: 3208.00. Current Portfolio Value: 100083.05\n",
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"[2024-09-03 11:00:00] Strategy processing Bar. Current close price: 3179.00. Current Portfolio Value: 100112.05\n",
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"[2024-09-03 13:00:00] Strategy processing Bar. Current close price: 3174.00. Current Portfolio Value: 100117.05\n",
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"[2024-09-03 14:00:00] Strategy processing Bar. Current close price: 3149.00. Current Portfolio Value: 100142.05\n",
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"[2024-09-03 21:00:00] Strategy processing Bar. Current close price: 3129.00. Current Portfolio Value: 100162.05\n",
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"[2024-09-03 22:00:00] Strategy processing Bar. Current close price: 3137.00. Current Portfolio Value: 100154.05\n",
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"[2024-09-04 09:00:00] Strategy processing Bar. Current close price: 3138.00. Current Portfolio Value: 100153.05\n",
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"[2024-09-04 10:00:00] Strategy processing Bar. Current close price: 3143.00. Current Portfolio Value: 100148.05\n",
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"[2024-09-04 11:00:00] Strategy processing Bar. Current close price: 3135.00. Current Portfolio Value: 100156.05\n",
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"[2024-09-04 13:00:00] Strategy processing Bar. Current close price: 3115.00. Current Portfolio Value: 100176.05\n",
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"[2024-09-04 14:00:00] Strategy processing Bar. Current close price: 3109.00. Current Portfolio Value: 100182.05\n",
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"[2024-09-04 21:00:00] Strategy processing Bar. Current close price: 3126.00. Current Portfolio Value: 100165.05\n",
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"[2024-09-04 22:00:00] Strategy processing Bar. Current close price: 3127.00. Current Portfolio Value: 100164.05\n",
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"[2024-09-05 09:00:00] Strategy processing Bar. Current close price: 3097.00. Current Portfolio Value: 100194.05\n",
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"[2024-09-05 10:00:00] Strategy processing Bar. Current close price: 3115.00. Current Portfolio Value: 100176.05\n",
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"[2024-09-05 11:00:00] Strategy processing Bar. Current close price: 3101.00. Current Portfolio Value: 100190.05\n",
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"[2024-09-05 13:00:00] Strategy processing Bar. Current close price: 3091.00. Current Portfolio Value: 100200.05\n",
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"[2024-09-05 14:00:00] Strategy processing Bar. Current close price: 3083.00. Current Portfolio Value: 100208.05\n",
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"[2024-09-05 21:00:00] Strategy processing Bar. Current close price: 3104.00. Current Portfolio Value: 100187.05\n",
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"[2024-09-05 22:00:00] Strategy processing Bar. Current close price: 3099.00. Current Portfolio Value: 100192.05\n",
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"[2024-09-06 09:00:00] Strategy processing Bar. Current close price: 3069.00. Current Portfolio Value: 100222.05\n",
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"[2024-09-06 10:00:00] Strategy processing Bar. Current close price: 3040.00. Current Portfolio Value: 100251.05\n",
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"[2024-09-06 11:00:00] Strategy processing Bar. Current close price: 3025.00. Current Portfolio Value: 100266.05\n",
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"[2024-09-06 13:00:00] Strategy processing Bar. Current close price: 3046.00. Current Portfolio Value: 100245.05\n",
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"[2024-09-06 14:00:00] Strategy processing Bar. Current close price: 3051.00. Current Portfolio Value: 100240.05\n",
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"[2024-09-06 21:00:00] Strategy processing Bar. Current close price: 3025.00. Current Portfolio Value: 100266.05\n",
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"[2024-09-06 22:00:00] Strategy processing Bar. Current close price: 3011.00. Current Portfolio Value: 100280.05\n",
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"[2024-09-09 09:00:00] Strategy processing Bar. Current close price: 3014.00. Current Portfolio Value: 100277.05\n",
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"[2024-09-09 10:00:00] Strategy processing Bar. Current close price: 3029.00. Current Portfolio Value: 100262.05\n",
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"[2024-09-09 11:00:00] Strategy processing Bar. Current close price: 3029.00. Current Portfolio Value: 100262.05\n",
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"[2024-09-09 13:00:00] Strategy processing Bar. Current close price: 3042.00. Current Portfolio Value: 100249.05\n",
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"[2024-09-09 14:00:00] Strategy processing Bar. Current close price: 3078.00. Current Portfolio Value: 100213.05\n",
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"[2024-09-09 21:00:00] Strategy processing Bar. Current close price: 3086.00. Current Portfolio Value: 100205.05\n",
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"[2024-09-09 22:00:00] Strategy processing Bar. Current close price: 3088.00. Current Portfolio Value: 100203.05\n",
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"[2024-09-10 09:00:00] Strategy processing Bar. Current close price: 3077.00. Current Portfolio Value: 100214.05\n",
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"[2024-09-10 10:00:00] Strategy processing Bar. Current close price: 3077.00. Current Portfolio Value: 100214.05\n",
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"[2024-09-10 11:00:00] Strategy processing Bar. Current close price: 3081.00. Current Portfolio Value: 100210.05\n",
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"[2024-09-10 13:00:00] Strategy processing Bar. Current close price: 3088.00. Current Portfolio Value: 100203.05\n",
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"[2024-09-10 14:00:00] Strategy processing Bar. Current close price: 3080.00. Current Portfolio Value: 100211.05\n",
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"[2024-09-10 21:00:00] Strategy processing Bar. Current close price: 3045.00. Current Portfolio Value: 100246.05\n",
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"[2024-09-10 22:00:00] Strategy processing Bar. Current close price: 3079.00. Current Portfolio Value: 100212.05\n",
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"[2024-09-11 09:00:00] Strategy processing Bar. Current close price: 3101.00. Current Portfolio Value: 100190.05\n",
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"[2024-09-11 10:00:00] Strategy processing Bar. Current close price: 3094.00. Current Portfolio Value: 100197.05\n",
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"[2024-09-11 11:00:00] Strategy processing Bar. Current close price: 3110.00. Current Portfolio Value: 100181.05\n",
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"[2024-09-11 13:00:00] Strategy processing Bar. Current close price: 3118.00. Current Portfolio Value: 100173.05\n",
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"[2024-09-11 14:00:00] Strategy processing Bar. Current close price: 3137.00. Current Portfolio Value: 100154.05\n",
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"[2024-09-11 21:00:00] Strategy processing Bar. Current close price: 3142.00. Current Portfolio Value: 100149.05\n",
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"[2024-09-11 22:00:00] Strategy processing Bar. Current close price: 3133.00. Current Portfolio Value: 100158.05\n",
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"[2024-09-12 09:00:00] Strategy processing Bar. Current close price: 3152.00. Current Portfolio Value: 100139.05\n",
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"[2024-09-12 10:00:00] Strategy processing Bar. Current close price: 3150.00. Current Portfolio Value: 100141.05\n",
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"[2024-09-12 11:00:00] Strategy processing Bar. Current close price: 3174.00. Current Portfolio Value: 100117.05\n",
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"[2024-09-12 13:00:00] Strategy processing Bar. Current close price: 3190.00. Current Portfolio Value: 100101.05\n",
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"[2024-09-12 14:00:00] Strategy processing Bar. Current close price: 3185.00. Current Portfolio Value: 100106.05\n",
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"[2024-09-12 21:00:00] Strategy processing Bar. Current close price: 3188.00. Current Portfolio Value: 100103.05\n",
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"[2024-09-12 22:00:00] Strategy processing Bar. Current close price: 3196.00. Current Portfolio Value: 100095.05\n",
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"[2024-09-13 09:00:00] Strategy processing Bar. Current close price: 3212.00. Current Portfolio Value: 100079.05\n",
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"[2024-09-13 10:00:00] Strategy processing Bar. Current close price: 3210.00. Current Portfolio Value: 100081.05\n",
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"[2024-09-13 11:00:00] Strategy processing Bar. Current close price: 3193.00. Current Portfolio Value: 100098.05\n",
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"[2024-09-13 13:00:00] Strategy processing Bar. Current close price: 3190.00. Current Portfolio Value: 100101.05\n",
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"[2024-09-13 14:00:00] Strategy processing Bar. Current close price: 3190.00. Current Portfolio Value: 100101.05\n",
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"[2024-09-18 09:00:00] Strategy processing Bar. Current close price: 3177.00. Current Portfolio Value: 100114.05\n",
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"[2024-09-18 10:00:00] Strategy processing Bar. Current close price: 3172.00. Current Portfolio Value: 100119.05\n",
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"[2024-09-18 11:00:00] Strategy processing Bar. Current close price: 3157.00. Current Portfolio Value: 100134.05\n",
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"[2024-09-18 13:00:00] Strategy processing Bar. Current close price: 3151.00. Current Portfolio Value: 100140.05\n",
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"[2024-09-18 14:00:00] Strategy processing Bar. Current close price: 3150.00. Current Portfolio Value: 100141.05\n",
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"[2024-09-18 21:00:00] Strategy processing Bar. Current close price: 3163.00. Current Portfolio Value: 100128.05\n",
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"[2024-09-18 22:00:00] Strategy processing Bar. Current close price: 3169.00. Current Portfolio Value: 100122.05\n",
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"[2024-09-19 09:00:00] Strategy processing Bar. Current close price: 3162.00. Current Portfolio Value: 100129.05\n",
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"[2024-09-19 10:00:00] Strategy processing Bar. Current close price: 3192.00. Current Portfolio Value: 100099.05\n",
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"[2024-09-19 11:00:00] Strategy processing Bar. Current close price: 3195.00. Current Portfolio Value: 100096.05\n",
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"[2024-09-19 13:00:00] Strategy processing Bar. Current close price: 3194.00. Current Portfolio Value: 100097.05\n",
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"[2024-09-19 14:00:00] Strategy processing Bar. Current close price: 3206.00. Current Portfolio Value: 100085.05\n",
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"[2024-09-19 21:00:00] Strategy processing Bar. Current close price: 3220.00. Current Portfolio Value: 100071.05\n",
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"[2024-09-19 22:00:00] Strategy processing Bar. Current close price: 3230.00. Current Portfolio Value: 100061.05\n",
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"[2024-09-20 09:00:00] Strategy processing Bar. Current close price: 3191.00. Current Portfolio Value: 100100.05\n",
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"[2024-09-20 10:00:00] Strategy processing Bar. Current close price: 3190.00. Current Portfolio Value: 100101.05\n",
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"[2024-09-20 11:00:00] Strategy processing Bar. Current close price: 3183.00. Current Portfolio Value: 100108.05\n",
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"[2024-09-20 13:00:00] Strategy processing Bar. Current close price: 3171.00. Current Portfolio Value: 100120.05\n",
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"[2024-09-20 14:00:00] Strategy processing Bar. Current close price: 3165.00. Current Portfolio Value: 100126.05\n",
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"[2024-09-20 21:00:00] Strategy processing Bar. Current close price: 3150.00. Current Portfolio Value: 100141.05\n",
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"[2024-09-20 22:00:00] Strategy processing Bar. Current close price: 3109.00. Current Portfolio Value: 100182.05\n",
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"[2024-09-23 09:00:00] Strategy processing Bar. Current close price: 3114.00. Current Portfolio Value: 100177.05\n",
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"[2024-09-23 10:00:00] Strategy processing Bar. Current close price: 3106.00. Current Portfolio Value: 100185.05\n",
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"[2024-09-23 11:00:00] Strategy processing Bar. Current close price: 3108.00. Current Portfolio Value: 100183.05\n",
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"[2024-09-23 13:00:00] Strategy processing Bar. Current close price: 3096.00. Current Portfolio Value: 100195.05\n",
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"[2024-09-23 14:00:00] Strategy processing Bar. Current close price: 3087.00. Current Portfolio Value: 100204.05\n",
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"[2024-09-23 21:00:00] Strategy processing Bar. Current close price: 3104.00. Current Portfolio Value: 100187.05\n",
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"[2024-09-23 22:00:00] Strategy processing Bar. Current close price: 3098.00. Current Portfolio Value: 100193.05\n",
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"[2024-09-24 09:00:00] Strategy processing Bar. Current close price: 3136.00. Current Portfolio Value: 100155.05\n",
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"[2024-09-24 10:00:00] Strategy processing Bar. Current close price: 3155.00. Current Portfolio Value: 100136.05\n",
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"[2024-09-24 11:00:00] Strategy processing Bar. Current close price: 3171.00. Current Portfolio Value: 100120.05\n",
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"[2024-09-24 13:00:00] Strategy processing Bar. Current close price: 3181.00. Current Portfolio Value: 100110.05\n",
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"[2024-09-24 14:00:00] Strategy processing Bar. Current close price: 3217.00. Current Portfolio Value: 100074.05\n",
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"[2024-09-24 21:00:00] Strategy processing Bar. Current close price: 3246.00. Current Portfolio Value: 100045.05\n",
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"[2024-09-24 22:00:00] Strategy processing Bar. Current close price: 3250.00. Current Portfolio Value: 100041.05\n",
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"[2024-09-25 09:00:00] Strategy processing Bar. Current close price: 3266.00. Current Portfolio Value: 100025.05\n",
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"[2024-09-25 10:00:00] Strategy processing Bar. Current close price: 3267.00. Current Portfolio Value: 100024.05\n",
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"[2024-09-25 11:00:00] Strategy processing Bar. Current close price: 3258.00. Current Portfolio Value: 100033.05\n",
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"[2024-09-25 13:00:00] Strategy processing Bar. Current close price: 3231.00. Current Portfolio Value: 100060.05\n",
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"[2024-09-25 14:00:00] Strategy processing Bar. Current close price: 3225.00. Current Portfolio Value: 100066.05\n",
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"[2024-09-25 21:00:00] Strategy processing Bar. Current close price: 3250.00. Current Portfolio Value: 100041.05\n",
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"[2024-09-25 22:00:00] Strategy processing Bar. Current close price: 3247.00. Current Portfolio Value: 100044.05\n",
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"[2024-09-26 09:00:00] Strategy processing Bar. Current close price: 3255.00. Current Portfolio Value: 100036.05\n",
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"[2024-09-26 10:00:00] Strategy processing Bar. Current close price: 3249.00. Current Portfolio Value: 100042.05\n",
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"[2024-09-26 11:00:00] Strategy processing Bar. Current close price: 3254.00. Current Portfolio Value: 100037.05\n",
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"[2024-09-26 13:00:00] Strategy processing Bar. Current close price: 3277.00. Current Portfolio Value: 100014.05\n",
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"[2024-09-26 14:00:00] Strategy processing Bar. Current close price: 3281.00. Current Portfolio Value: 100010.05\n",
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"[2024-09-26 21:00:00] Strategy processing Bar. Current close price: 3307.00. Current Portfolio Value: 99984.05\n",
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"[2024-09-26 22:00:00] Strategy processing Bar. Current close price: 3319.00. Current Portfolio Value: 99972.05\n",
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"[2024-09-27 09:00:00] Strategy processing Bar. Current close price: 3319.00. Current Portfolio Value: 99972.05\n",
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"[2024-09-27 10:00:00] Strategy processing Bar. Current close price: 3328.00. Current Portfolio Value: 99963.05\n",
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"[2024-09-27 11:00:00] Strategy processing Bar. Current close price: 3345.00. Current Portfolio Value: 99946.05\n",
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"[2024-09-27 13:00:00] Strategy processing Bar. Current close price: 3314.00. Current Portfolio Value: 99977.05\n",
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"[2024-09-27 14:00:00] Strategy processing Bar. Current close price: 3341.00. Current Portfolio Value: 99950.05\n",
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"[2024-09-27 21:00:00] Strategy processing Bar. Current close price: 3373.00. Current Portfolio Value: 99918.05\n",
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"[2024-09-27 22:00:00] Strategy processing Bar. Current close price: 3401.00. Current Portfolio Value: 99890.05\n",
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"[2024-09-30 09:00:00] Strategy processing Bar. Current close price: 3535.00. Current Portfolio Value: 99756.05\n",
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"[2024-09-30 10:00:00] Strategy processing Bar. Current close price: 3546.00. Current Portfolio Value: 99745.05\n",
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"[2024-09-30 11:00:00] Strategy processing Bar. Current close price: 3551.00. Current Portfolio Value: 99740.05\n",
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"[2024-09-30 13:00:00] Strategy processing Bar. Current close price: 3551.00. Current Portfolio Value: 99740.05\n",
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"[2024-09-30 14:00:00] Strategy processing Bar. Current close price: 3551.00. Current Portfolio Value: 99740.05\n",
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"[2024-10-08 09:00:00] Strategy processing Bar. Current close price: 3642.00. Current Portfolio Value: 99649.05\n",
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"[2024-10-08 10:00:00] Strategy processing Bar. Current close price: 3541.00. Current Portfolio Value: 99750.05\n",
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"[2024-10-08 11:00:00] Strategy processing Bar. Current close price: 3529.00. Current Portfolio Value: 99762.05\n",
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"[2024-10-08 13:00:00] Strategy processing Bar. Current close price: 3479.00. Current Portfolio Value: 99812.05\n",
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"[2024-10-08 14:00:00] Strategy processing Bar. Current close price: 3486.00. Current Portfolio Value: 99805.05\n",
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"[2024-10-08 21:00:00] Strategy processing Bar. Current close price: 3498.00. Current Portfolio Value: 99793.05\n",
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"[2024-10-08 22:00:00] Strategy processing Bar. Current close price: 3497.00. Current Portfolio Value: 99794.05\n",
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"[2024-10-09 09:00:00] Strategy processing Bar. Current close price: 3502.00. Current Portfolio Value: 99789.05\n",
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"[2024-10-09 10:00:00] Strategy processing Bar. Current close price: 3495.00. Current Portfolio Value: 99796.05\n",
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"[2024-10-09 11:00:00] Strategy processing Bar. Current close price: 3493.00. Current Portfolio Value: 99798.05\n",
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"[2024-10-09 13:00:00] Strategy processing Bar. Current close price: 3521.00. Current Portfolio Value: 99770.05\n",
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"[2024-10-09 14:00:00] Strategy processing Bar. Current close price: 3466.00. Current Portfolio Value: 99825.05\n",
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"[2024-10-09 21:00:00] Strategy processing Bar. Current close price: 3444.00. Current Portfolio Value: 99847.05\n",
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"[2024-10-09 22:00:00] Strategy processing Bar. Current close price: 3469.00. Current Portfolio Value: 99822.05\n",
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"[2024-10-10 09:00:00] Strategy processing Bar. Current close price: 3465.00. Current Portfolio Value: 99826.05\n",
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"[2024-10-10 10:00:00] Strategy processing Bar. Current close price: 3485.00. Current Portfolio Value: 99806.05\n",
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"[2024-10-10 11:00:00] Strategy processing Bar. Current close price: 3505.00. Current Portfolio Value: 99786.05\n",
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"[2024-10-10 13:00:00] Strategy processing Bar. Current close price: 3480.00. Current Portfolio Value: 99811.05\n",
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"[2024-10-10 14:00:00] Strategy processing Bar. Current close price: 3442.00. Current Portfolio Value: 99849.05\n",
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"[2024-10-10 21:00:00] Strategy processing Bar. Current close price: 3471.00. Current Portfolio Value: 99820.05\n",
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"[2024-10-10 22:00:00] Strategy processing Bar. Current close price: 3472.00. Current Portfolio Value: 99819.05\n",
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"[2024-10-11 09:00:00] Strategy processing Bar. Current close price: 3469.00. Current Portfolio Value: 99822.05\n",
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"[2024-10-11 10:00:00] Strategy processing Bar. Current close price: 3456.00. Current Portfolio Value: 99835.05\n",
|
||
"[2024-10-11 11:00:00] Strategy processing Bar. Current close price: 3450.00. Current Portfolio Value: 99841.05\n",
|
||
"[2024-10-11 13:00:00] Strategy processing Bar. Current close price: 3437.00. Current Portfolio Value: 99854.05\n",
|
||
"[2024-10-11 14:00:00] Strategy processing Bar. Current close price: 3468.00. Current Portfolio Value: 99823.05\n",
|
||
"[2024-10-11 21:00:00] Strategy processing Bar. Current close price: 3472.00. Current Portfolio Value: 99819.05\n",
|
||
"[2024-10-11 22:00:00] Strategy processing Bar. Current close price: 3520.00. Current Portfolio Value: 99771.05\n",
|
||
"[2024-10-14 09:00:00] Strategy processing Bar. Current close price: 3493.00. Current Portfolio Value: 99798.05\n",
|
||
"[2024-10-14 10:00:00] Strategy processing Bar. Current close price: 3502.00. Current Portfolio Value: 99789.05\n",
|
||
"[2024-10-14 11:00:00] Strategy processing Bar. Current close price: 3517.00. Current Portfolio Value: 99774.05\n",
|
||
"[2024-10-14 13:00:00] Strategy processing Bar. Current close price: 3517.00. Current Portfolio Value: 99774.05\n",
|
||
"[2024-10-14 14:00:00] Strategy processing Bar. Current close price: 3502.00. Current Portfolio Value: 99789.05\n",
|
||
"[2024-10-14 21:00:00] Strategy processing Bar. Current close price: 3503.00. Current Portfolio Value: 99788.05\n",
|
||
"[2024-10-14 22:00:00] Strategy processing Bar. Current close price: 3484.00. Current Portfolio Value: 99807.05\n",
|
||
"[2024-10-15 09:00:00] Strategy processing Bar. Current close price: 3484.00. Current Portfolio Value: 99807.05\n",
|
||
"[2024-10-15 10:00:00] Strategy processing Bar. Current close price: 3488.00. Current Portfolio Value: 99803.05\n",
|
||
"[2024-10-15 11:00:00] Strategy processing Bar. Current close price: 3507.00. Current Portfolio Value: 99784.05\n",
|
||
"[2024-10-15 13:00:00] Strategy processing Bar. Current close price: 3491.00. Current Portfolio Value: 99800.05\n",
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||
"[2024-10-15 14:00:00] Strategy processing Bar. Current close price: 3467.00. Current Portfolio Value: 99824.05\n",
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||
"[2024-10-15 21:00:00] Strategy processing Bar. Current close price: 3489.00. Current Portfolio Value: 99802.05\n",
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||
"[2024-10-15 22:00:00] Strategy processing Bar. Current close price: 3481.00. Current Portfolio Value: 99810.05\n",
|
||
"[2024-10-16 09:00:00] Strategy processing Bar. Current close price: 3477.00. Current Portfolio Value: 99814.05\n",
|
||
"[2024-10-16 10:00:00] Strategy processing Bar. Current close price: 3475.00. Current Portfolio Value: 99816.05\n",
|
||
"[2024-10-16 11:00:00] Strategy processing Bar. Current close price: 3471.00. Current Portfolio Value: 99820.05\n",
|
||
"[2024-10-16 13:00:00] Strategy processing Bar. Current close price: 3468.00. Current Portfolio Value: 99823.05\n",
|
||
"[2024-10-16 14:00:00] Strategy processing Bar. Current close price: 3447.00. Current Portfolio Value: 99844.05\n",
|
||
"[2024-10-16 21:00:00] Strategy processing Bar. Current close price: 3459.00. Current Portfolio Value: 99832.05\n",
|
||
"[2024-10-16 22:00:00] Strategy processing Bar. Current close price: 3471.00. Current Portfolio Value: 99820.05\n",
|
||
"[2024-10-17 09:00:00] Strategy processing Bar. Current close price: 3463.00. Current Portfolio Value: 99828.05\n",
|
||
"[2024-10-17 10:00:00] Strategy processing Bar. Current close price: 3383.00. Current Portfolio Value: 99908.05\n",
|
||
"[2024-10-17 11:00:00] Strategy processing Bar. Current close price: 3354.00. Current Portfolio Value: 99937.05\n",
|
||
"[2024-10-17 13:00:00] Strategy processing Bar. Current close price: 3343.00. Current Portfolio Value: 99948.05\n",
|
||
"[2024-10-17 14:00:00] Strategy processing Bar. Current close price: 3300.00. Current Portfolio Value: 99991.05\n",
|
||
"[2024-10-17 21:00:00] Strategy processing Bar. Current close price: 3321.00. Current Portfolio Value: 99970.05\n",
|
||
"[2024-10-17 22:00:00] Strategy processing Bar. Current close price: 3291.00. Current Portfolio Value: 100000.05\n",
|
||
"[2024-10-18 09:00:00] Strategy processing Bar. Current close price: 3291.00. Current Portfolio Value: 100000.05\n",
|
||
"[2024-10-18 10:00:00] Strategy processing Bar. Current close price: 3309.00. Current Portfolio Value: 99982.05\n",
|
||
"[2024-10-18 11:00:00] Strategy processing Bar. Current close price: 3296.00. Current Portfolio Value: 99995.05\n",
|
||
"[2024-10-18 13:00:00] Strategy processing Bar. Current close price: 3344.00. Current Portfolio Value: 99947.05\n",
|
||
"[2024-10-18 14:00:00] Strategy processing Bar. Current close price: 3336.00. Current Portfolio Value: 99955.05\n",
|
||
"[2024-10-18 21:00:00] Strategy processing Bar. Current close price: 3358.00. Current Portfolio Value: 99933.05\n",
|
||
"[2024-10-18 22:00:00] Strategy processing Bar. Current close price: 3348.00. Current Portfolio Value: 99943.05\n",
|
||
"[2024-10-21 09:00:00] Strategy processing Bar. Current close price: 3348.00. Current Portfolio Value: 99943.05\n",
|
||
"[2024-10-21 10:00:00] Strategy processing Bar. Current close price: 3362.00. Current Portfolio Value: 99929.05\n",
|
||
"[2024-10-21 11:00:00] Strategy processing Bar. Current close price: 3366.00. Current Portfolio Value: 99925.05\n",
|
||
"[2024-10-21 13:00:00] Strategy processing Bar. Current close price: 3349.00. Current Portfolio Value: 99942.05\n",
|
||
"[2024-10-21 14:00:00] Strategy processing Bar. Current close price: 3358.00. Current Portfolio Value: 99933.05\n",
|
||
"[2024-10-21 21:00:00] Strategy processing Bar. Current close price: 3358.00. Current Portfolio Value: 99933.05\n",
|
||
"[2024-10-21 22:00:00] Strategy processing Bar. Current close price: 3326.00. Current Portfolio Value: 99965.05\n",
|
||
"[2024-10-22 09:00:00] Strategy processing Bar. Current close price: 3323.00. Current Portfolio Value: 99968.05\n",
|
||
"[2024-10-22 10:00:00] Strategy processing Bar. Current close price: 3308.00. Current Portfolio Value: 99983.05\n",
|
||
"[2024-10-22 11:00:00] Strategy processing Bar. Current close price: 3332.00. Current Portfolio Value: 99959.05\n",
|
||
"[2024-10-22 13:00:00] Strategy processing Bar. Current close price: 3327.00. Current Portfolio Value: 99964.05\n",
|
||
"[2024-10-22 14:00:00] Strategy processing Bar. Current close price: 3349.00. Current Portfolio Value: 99942.05\n",
|
||
"[2024-10-22 21:00:00] Strategy processing Bar. Current close price: 3339.00. Current Portfolio Value: 99952.05\n",
|
||
"[2024-10-22 22:00:00] Strategy processing Bar. Current close price: 3347.00. Current Portfolio Value: 99944.05\n",
|
||
"[2024-10-23 09:00:00] Strategy processing Bar. Current close price: 3338.00. Current Portfolio Value: 99953.05\n",
|
||
"[2024-10-23 10:00:00] Strategy processing Bar. Current close price: 3322.00. Current Portfolio Value: 99969.05\n",
|
||
"[2024-10-23 11:00:00] Strategy processing Bar. Current close price: 3334.00. Current Portfolio Value: 99957.05\n",
|
||
"[2024-10-23 13:00:00] Strategy processing Bar. Current close price: 3346.00. Current Portfolio Value: 99945.05\n",
|
||
"[2024-10-23 14:00:00] Strategy processing Bar. Current close price: 3316.00. Current Portfolio Value: 99975.05\n",
|
||
"[2024-10-23 21:00:00] Strategy processing Bar. Current close price: 3317.00. Current Portfolio Value: 99974.05\n",
|
||
"[2024-10-23 22:00:00] Strategy processing Bar. Current close price: 3321.00. Current Portfolio Value: 99970.05\n",
|
||
"[2024-10-24 09:00:00] Strategy processing Bar. Current close price: 3309.00. Current Portfolio Value: 99982.05\n",
|
||
"[2024-10-24 10:00:00] Strategy processing Bar. Current close price: 3309.00. Current Portfolio Value: 99982.05\n",
|
||
"[2024-10-24 11:00:00] Strategy processing Bar. Current close price: 3315.00. Current Portfolio Value: 99976.05\n",
|
||
"[2024-10-24 13:00:00] Strategy processing Bar. Current close price: 3296.00. Current Portfolio Value: 99995.05\n",
|
||
"[2024-10-24 14:00:00] Strategy processing Bar. Current close price: 3330.00. Current Portfolio Value: 99961.05\n",
|
||
"[2024-10-24 21:00:00] Strategy processing Bar. Current close price: 3364.00. Current Portfolio Value: 99927.05\n",
|
||
"[2024-10-24 22:00:00] Strategy processing Bar. Current close price: 3365.00. Current Portfolio Value: 99926.05\n",
|
||
"[2024-10-25 09:00:00] Strategy processing Bar. Current close price: 3350.00. Current Portfolio Value: 99941.05\n",
|
||
"[2024-10-25 10:00:00] Strategy processing Bar. Current close price: 3369.00. Current Portfolio Value: 99922.05\n",
|
||
"[2024-10-25 11:00:00] Strategy processing Bar. Current close price: 3373.00. Current Portfolio Value: 99918.05\n",
|
||
"[2024-10-25 13:00:00] Strategy processing Bar. Current close price: 3378.00. Current Portfolio Value: 99913.05\n",
|
||
"[2024-10-25 14:00:00] Strategy processing Bar. Current close price: 3376.00. Current Portfolio Value: 99915.05\n",
|
||
"[2024-10-25 21:00:00] Strategy processing Bar. Current close price: 3425.00. Current Portfolio Value: 99866.05\n",
|
||
"[2024-10-25 22:00:00] Strategy processing Bar. Current close price: 3442.00. Current Portfolio Value: 99849.05\n",
|
||
"[2024-10-28 09:00:00] Strategy processing Bar. Current close price: 3438.00. Current Portfolio Value: 99853.05\n",
|
||
"[2024-10-28 10:00:00] Strategy processing Bar. Current close price: 3466.00. Current Portfolio Value: 99825.05\n",
|
||
"[2024-10-28 11:00:00] Strategy processing Bar. Current close price: 3469.00. Current Portfolio Value: 99822.05\n",
|
||
"[2024-10-28 13:00:00] Strategy processing Bar. Current close price: 3467.00. Current Portfolio Value: 99824.05\n",
|
||
"[2024-10-28 14:00:00] Strategy processing Bar. Current close price: 3451.00. Current Portfolio Value: 99840.05\n",
|
||
"[2024-10-28 21:00:00] Strategy processing Bar. Current close price: 3458.00. Current Portfolio Value: 99833.05\n",
|
||
"[2024-10-28 22:00:00] Strategy processing Bar. Current close price: 3449.00. Current Portfolio Value: 99842.05\n",
|
||
"[2024-10-29 09:00:00] Strategy processing Bar. Current close price: 3440.00. Current Portfolio Value: 99851.05\n",
|
||
"[2024-10-29 10:00:00] Strategy processing Bar. Current close price: 3432.00. Current Portfolio Value: 99859.05\n",
|
||
"[2024-10-29 11:00:00] Strategy processing Bar. Current close price: 3416.00. Current Portfolio Value: 99875.05\n",
|
||
"[2024-10-29 13:00:00] Strategy processing Bar. Current close price: 3418.00. Current Portfolio Value: 99873.05\n",
|
||
"[2024-10-29 14:00:00] Strategy processing Bar. Current close price: 3422.00. Current Portfolio Value: 99869.05\n",
|
||
"[2024-10-29 21:00:00] Strategy processing Bar. Current close price: 3439.00. Current Portfolio Value: 99852.05\n",
|
||
"[2024-10-29 22:00:00] Strategy processing Bar. Current close price: 3448.00. Current Portfolio Value: 99843.05\n",
|
||
"[2024-10-30 09:00:00] Strategy processing Bar. Current close price: 3442.00. Current Portfolio Value: 99849.05\n",
|
||
"[2024-10-30 10:00:00] Strategy processing Bar. Current close price: 3435.00. Current Portfolio Value: 99856.05\n",
|
||
"[2024-10-30 11:00:00] Strategy processing Bar. Current close price: 3418.00. Current Portfolio Value: 99873.05\n",
|
||
"[2024-10-30 13:00:00] Strategy processing Bar. Current close price: 3421.00. Current Portfolio Value: 99870.05\n",
|
||
"[2024-10-30 14:00:00] Strategy processing Bar. Current close price: 3442.00. Current Portfolio Value: 99849.05\n",
|
||
"[2024-10-30 21:00:00] Strategy processing Bar. Current close price: 3434.00. Current Portfolio Value: 99857.05\n",
|
||
"[2024-10-30 22:00:00] Strategy processing Bar. Current close price: 3438.00. Current Portfolio Value: 99853.05\n",
|
||
"[2024-10-31 09:00:00] Strategy processing Bar. Current close price: 3435.00. Current Portfolio Value: 99856.05\n",
|
||
"[2024-10-31 10:00:00] Strategy processing Bar. Current close price: 3440.00. Current Portfolio Value: 99851.05\n",
|
||
"[2024-10-31 11:00:00] Strategy processing Bar. Current close price: 3432.00. Current Portfolio Value: 99859.05\n",
|
||
"[2024-10-31 13:00:00] Strategy processing Bar. Current close price: 3435.00. Current Portfolio Value: 99856.05\n",
|
||
"[2024-10-31 14:00:00] Strategy processing Bar. Current close price: 3427.00. Current Portfolio Value: 99864.05\n",
|
||
"[2024-10-31 21:00:00] Strategy processing Bar. Current close price: 3411.00. Current Portfolio Value: 99880.05\n",
|
||
"[2024-10-31 22:00:00] Strategy processing Bar. Current close price: 3378.00. Current Portfolio Value: 99913.05\n",
|
||
"[2024-11-01 09:00:00] Strategy processing Bar. Current close price: 3406.00. Current Portfolio Value: 99885.05\n",
|
||
"[2024-11-01 10:00:00] Strategy processing Bar. Current close price: 3395.00. Current Portfolio Value: 99896.05\n",
|
||
"[2024-11-01 11:00:00] Strategy processing Bar. Current close price: 3414.00. Current Portfolio Value: 99877.05\n",
|
||
"[2024-11-01 13:00:00] Strategy processing Bar. Current close price: 3405.00. Current Portfolio Value: 99886.05\n",
|
||
"[2024-11-01 14:00:00] Strategy processing Bar. Current close price: 3393.00. Current Portfolio Value: 99898.05\n",
|
||
"[2024-11-01 21:00:00] Strategy processing Bar. Current close price: 3399.00. Current Portfolio Value: 99892.05\n",
|
||
"[2024-11-01 22:00:00] Strategy processing Bar. Current close price: 3364.00. Current Portfolio Value: 99927.05\n",
|
||
"[2024-11-04 09:00:00] Strategy processing Bar. Current close price: 3361.00. Current Portfolio Value: 99930.05\n",
|
||
"[2024-11-04 10:00:00] Strategy processing Bar. Current close price: 3375.00. Current Portfolio Value: 99916.05\n",
|
||
"[2024-11-04 11:00:00] Strategy processing Bar. Current close price: 3403.00. Current Portfolio Value: 99888.05\n",
|
||
"[2024-11-04 13:00:00] Strategy processing Bar. Current close price: 3401.00. Current Portfolio Value: 99890.05\n",
|
||
"[2024-11-04 14:00:00] Strategy processing Bar. Current close price: 3425.00. Current Portfolio Value: 99866.05\n",
|
||
"[2024-11-04 21:00:00] Strategy processing Bar. Current close price: 3421.00. Current Portfolio Value: 99870.05\n",
|
||
"[2024-11-04 22:00:00] Strategy processing Bar. Current close price: 3420.00. Current Portfolio Value: 99871.05\n",
|
||
"[2024-11-05 09:00:00] Strategy processing Bar. Current close price: 3429.00. Current Portfolio Value: 99862.05\n",
|
||
"[2024-11-05 10:00:00] Strategy processing Bar. Current close price: 3439.00. Current Portfolio Value: 99852.05\n",
|
||
"[2024-11-05 11:00:00] Strategy processing Bar. Current close price: 3449.00. Current Portfolio Value: 99842.05\n",
|
||
"[2024-11-05 13:00:00] Strategy processing Bar. Current close price: 3445.00. Current Portfolio Value: 99846.05\n",
|
||
"[2024-11-05 14:00:00] Strategy processing Bar. Current close price: 3433.00. Current Portfolio Value: 99858.05\n",
|
||
"[2024-11-05 21:00:00] Strategy processing Bar. Current close price: 3426.00. Current Portfolio Value: 99865.05\n",
|
||
"[2024-11-05 22:00:00] Strategy processing Bar. Current close price: 3430.00. Current Portfolio Value: 99861.05\n",
|
||
"[2024-11-06 09:00:00] Strategy processing Bar. Current close price: 3417.00. Current Portfolio Value: 99874.05\n",
|
||
"[2024-11-06 10:00:00] Strategy processing Bar. Current close price: 3389.00. Current Portfolio Value: 99902.05\n",
|
||
"[2024-11-06 11:00:00] Strategy processing Bar. Current close price: 3380.00. Current Portfolio Value: 99911.05\n",
|
||
"[2024-11-06 13:00:00] Strategy processing Bar. Current close price: 3406.00. Current Portfolio Value: 99885.05\n",
|
||
"[2024-11-06 14:00:00] Strategy processing Bar. Current close price: 3392.00. Current Portfolio Value: 99899.05\n",
|
||
"[2024-11-06 21:00:00] Strategy processing Bar. Current close price: 3372.00. Current Portfolio Value: 99919.05\n",
|
||
"[2024-11-06 22:00:00] Strategy processing Bar. Current close price: 3379.00. Current Portfolio Value: 99912.05\n",
|
||
"[2024-11-07 09:00:00] Strategy processing Bar. Current close price: 3404.00. Current Portfolio Value: 99887.05\n",
|
||
"[2024-11-07 10:00:00] Strategy processing Bar. Current close price: 3411.00. Current Portfolio Value: 99880.05\n",
|
||
"[2024-11-07 11:00:00] Strategy processing Bar. Current close price: 3406.00. Current Portfolio Value: 99885.05\n",
|
||
"[2024-11-07 13:00:00] Strategy processing Bar. Current close price: 3417.00. Current Portfolio Value: 99874.05\n",
|
||
"[2024-11-07 14:00:00] Strategy processing Bar. Current close price: 3436.00. Current Portfolio Value: 99855.05\n",
|
||
"[2024-11-07 21:00:00] Strategy processing Bar. Current close price: 3436.00. Current Portfolio Value: 99855.05\n",
|
||
"[2024-11-07 22:00:00] Strategy processing Bar. Current close price: 3437.00. Current Portfolio Value: 99854.05\n",
|
||
"[2024-11-08 09:00:00] Strategy processing Bar. Current close price: 3436.00. Current Portfolio Value: 99855.05\n",
|
||
"[2024-11-08 10:00:00] Strategy processing Bar. Current close price: 3396.00. Current Portfolio Value: 99895.05\n",
|
||
"[2024-11-08 11:00:00] Strategy processing Bar. Current close price: 3374.00. Current Portfolio Value: 99917.05\n",
|
||
"[2024-11-08 13:00:00] Strategy processing Bar. Current close price: 3375.00. Current Portfolio Value: 99916.05\n",
|
||
"[2024-11-08 14:00:00] Strategy processing Bar. Current close price: 3367.00. Current Portfolio Value: 99924.05\n",
|
||
"[2024-11-08 21:00:00] Strategy processing Bar. Current close price: 3368.00. Current Portfolio Value: 99923.05\n",
|
||
"[2024-11-08 22:00:00] Strategy processing Bar. Current close price: 3343.00. Current Portfolio Value: 99948.05\n",
|
||
"[2024-11-11 09:00:00] Strategy processing Bar. Current close price: 3319.00. Current Portfolio Value: 99972.05\n",
|
||
"[2024-11-11 10:00:00] Strategy processing Bar. Current close price: 3330.00. Current Portfolio Value: 99961.05\n",
|
||
"[2024-11-11 11:00:00] Strategy processing Bar. Current close price: 3333.00. Current Portfolio Value: 99958.05\n",
|
||
"[2024-11-11 13:00:00] Strategy processing Bar. Current close price: 3312.00. Current Portfolio Value: 99979.05\n",
|
||
"[2024-11-11 14:00:00] Strategy processing Bar. Current close price: 3331.00. Current Portfolio Value: 99960.05\n",
|
||
"[2024-11-11 21:00:00] Strategy processing Bar. Current close price: 3334.00. Current Portfolio Value: 99957.05\n",
|
||
"[2024-11-11 22:00:00] Strategy processing Bar. Current close price: 3331.00. Current Portfolio Value: 99960.05\n",
|
||
"[2024-11-12 09:00:00] Strategy processing Bar. Current close price: 3331.00. Current Portfolio Value: 99960.05\n",
|
||
"[2024-11-12 10:00:00] Strategy processing Bar. Current close price: 3321.00. Current Portfolio Value: 99970.05\n",
|
||
"[2024-11-12 11:00:00] Strategy processing Bar. Current close price: 3325.00. Current Portfolio Value: 99966.05\n",
|
||
"[2024-11-12 13:00:00] Strategy processing Bar. Current close price: 3320.00. Current Portfolio Value: 99971.05\n",
|
||
"[2024-11-12 14:00:00] Strategy processing Bar. Current close price: 3344.00. Current Portfolio Value: 99947.05\n",
|
||
"[2024-11-12 21:00:00] Strategy processing Bar. Current close price: 3333.00. Current Portfolio Value: 99958.05\n",
|
||
"[2024-11-12 22:00:00] Strategy processing Bar. Current close price: 3333.00. Current Portfolio Value: 99958.05\n",
|
||
"[2024-11-13 09:00:00] Strategy processing Bar. Current close price: 3344.00. Current Portfolio Value: 99947.05\n",
|
||
"[2024-11-13 10:00:00] Strategy processing Bar. Current close price: 3350.00. Current Portfolio Value: 99941.05\n",
|
||
"[2024-11-13 11:00:00] Strategy processing Bar. Current close price: 3353.00. Current Portfolio Value: 99938.05\n",
|
||
"[2024-11-13 13:00:00] Strategy processing Bar. Current close price: 3361.00. Current Portfolio Value: 99930.05\n",
|
||
"[2024-11-13 14:00:00] Strategy processing Bar. Current close price: 3337.00. Current Portfolio Value: 99954.05\n",
|
||
"[2024-11-13 21:00:00] Strategy processing Bar. Current close price: 3341.00. Current Portfolio Value: 99950.05\n",
|
||
"[2024-11-13 22:00:00] Strategy processing Bar. Current close price: 3342.00. Current Portfolio Value: 99949.05\n",
|
||
"[2024-11-14 09:00:00] Strategy processing Bar. Current close price: 3331.00. Current Portfolio Value: 99960.05\n",
|
||
"[2024-11-14 10:00:00] Strategy processing Bar. Current close price: 3322.00. Current Portfolio Value: 99969.05\n",
|
||
"[2024-11-14 11:00:00] Strategy processing Bar. Current close price: 3312.00. Current Portfolio Value: 99979.05\n",
|
||
"[2024-11-14 13:00:00] Strategy processing Bar. Current close price: 3316.00. Current Portfolio Value: 99975.05\n",
|
||
"[2024-11-14 14:00:00] Strategy processing Bar. Current close price: 3313.00. Current Portfolio Value: 99978.05\n",
|
||
"[2024-11-14 21:00:00] Strategy processing Bar. Current close price: 3310.00. Current Portfolio Value: 99981.05\n",
|
||
"[2024-11-14 22:00:00] Strategy processing Bar. Current close price: 3295.00. Current Portfolio Value: 99996.05\n",
|
||
"[2024-11-15 09:00:00] Strategy processing Bar. Current close price: 3263.00. Current Portfolio Value: 100028.05\n",
|
||
"[2024-11-15 10:00:00] Strategy processing Bar. Current close price: 3274.00. Current Portfolio Value: 100017.05\n",
|
||
"[2024-11-15 11:00:00] Strategy processing Bar. Current close price: 3268.00. Current Portfolio Value: 100023.05\n",
|
||
"[2024-11-15 13:00:00] Strategy processing Bar. Current close price: 3267.00. Current Portfolio Value: 100024.05\n",
|
||
"[2024-11-15 14:00:00] Strategy processing Bar. Current close price: 3232.00. Current Portfolio Value: 100059.05\n",
|
||
"[2024-11-15 21:00:00] Strategy processing Bar. Current close price: 3245.00. Current Portfolio Value: 100046.05\n",
|
||
"[2024-11-15 22:00:00] Strategy processing Bar. Current close price: 3238.00. Current Portfolio Value: 100053.05\n",
|
||
"[2024-11-18 09:00:00] Strategy processing Bar. Current close price: 3268.00. Current Portfolio Value: 100023.05\n",
|
||
"[2024-11-18 10:00:00] Strategy processing Bar. Current close price: 3282.00. Current Portfolio Value: 100009.05\n",
|
||
"[2024-11-18 11:00:00] Strategy processing Bar. Current close price: 3290.00. Current Portfolio Value: 100001.05\n",
|
||
"[2024-11-18 13:00:00] Strategy processing Bar. Current close price: 3268.00. Current Portfolio Value: 100023.05\n",
|
||
"[2024-11-18 14:00:00] Strategy processing Bar. Current close price: 3279.00. Current Portfolio Value: 100012.05\n",
|
||
"[2024-11-18 21:00:00] Strategy processing Bar. Current close price: 3276.00. Current Portfolio Value: 100015.05\n",
|
||
"[2024-11-18 22:00:00] Strategy processing Bar. Current close price: 3283.00. Current Portfolio Value: 100008.05\n",
|
||
"[2024-11-19 09:00:00] Strategy processing Bar. Current close price: 3274.00. Current Portfolio Value: 100017.05\n",
|
||
"[2024-11-19 10:00:00] Strategy processing Bar. Current close price: 3271.00. Current Portfolio Value: 100020.05\n",
|
||
"[2024-11-19 11:00:00] Strategy processing Bar. Current close price: 3288.00. Current Portfolio Value: 100003.05\n",
|
||
"[2024-11-19 13:00:00] Strategy processing Bar. Current close price: 3289.00. Current Portfolio Value: 100002.05\n",
|
||
"[2024-11-19 14:00:00] Strategy processing Bar. Current close price: 3322.00. Current Portfolio Value: 99969.05\n",
|
||
"[2024-11-19 21:00:00] Strategy processing Bar. Current close price: 3315.00. Current Portfolio Value: 99976.05\n",
|
||
"[2024-11-19 22:00:00] Strategy processing Bar. Current close price: 3311.00. Current Portfolio Value: 99980.05\n",
|
||
"[2024-11-20 09:00:00] Strategy processing Bar. Current close price: 3307.00. Current Portfolio Value: 99984.05\n",
|
||
"[2024-11-20 10:00:00] Strategy processing Bar. Current close price: 3325.00. Current Portfolio Value: 99966.05\n",
|
||
"[2024-11-20 11:00:00] Strategy processing Bar. Current close price: 3319.00. Current Portfolio Value: 99972.05\n",
|
||
"[2024-11-20 13:00:00] Strategy processing Bar. Current close price: 3314.00. Current Portfolio Value: 99977.05\n",
|
||
"[2024-11-20 14:00:00] Strategy processing Bar. Current close price: 3319.00. Current Portfolio Value: 99972.05\n",
|
||
"[2024-11-20 21:00:00] Strategy processing Bar. Current close price: 3328.00. Current Portfolio Value: 99963.05\n",
|
||
"[2024-11-20 22:00:00] Strategy processing Bar. Current close price: 3316.00. Current Portfolio Value: 99975.05\n",
|
||
"[2024-11-21 09:00:00] Strategy processing Bar. Current close price: 3319.00. Current Portfolio Value: 99972.05\n",
|
||
"[2024-11-21 10:00:00] Strategy processing Bar. Current close price: 3333.00. Current Portfolio Value: 99958.05\n",
|
||
"[2024-11-21 11:00:00] Strategy processing Bar. Current close price: 3334.00. Current Portfolio Value: 99957.05\n",
|
||
"[2024-11-21 13:00:00] Strategy processing Bar. Current close price: 3334.00. Current Portfolio Value: 99957.05\n",
|
||
"[2024-11-21 14:00:00] Strategy processing Bar. Current close price: 3332.00. Current Portfolio Value: 99959.05\n",
|
||
"[2024-11-21 21:00:00] Strategy processing Bar. Current close price: 3334.00. Current Portfolio Value: 99957.05\n",
|
||
"[2024-11-21 22:00:00] Strategy processing Bar. Current close price: 3332.00. Current Portfolio Value: 99959.05\n",
|
||
"[2024-11-22 09:00:00] Strategy processing Bar. Current close price: 3320.00. Current Portfolio Value: 99971.05\n",
|
||
"[2024-11-22 10:00:00] Strategy processing Bar. Current close price: 3293.00. Current Portfolio Value: 99998.05\n",
|
||
"[2024-11-22 11:00:00] Strategy processing Bar. Current close price: 3279.00. Current Portfolio Value: 100012.05\n",
|
||
"[2024-11-22 13:00:00] Strategy processing Bar. Current close price: 3279.00. Current Portfolio Value: 100012.05\n",
|
||
"[2024-11-22 14:00:00] Strategy processing Bar. Current close price: 3277.00. Current Portfolio Value: 100014.05\n",
|
||
"[2024-11-22 21:00:00] Strategy processing Bar. Current close price: 3295.00. Current Portfolio Value: 99996.05\n",
|
||
"[2024-11-22 22:00:00] Strategy processing Bar. Current close price: 3320.00. Current Portfolio Value: 99971.05\n",
|
||
"[2024-11-25 09:00:00] Strategy processing Bar. Current close price: 3309.00. Current Portfolio Value: 99982.05\n",
|
||
"[2024-11-25 10:00:00] Strategy processing Bar. Current close price: 3307.00. Current Portfolio Value: 99984.05\n",
|
||
"[2024-11-25 11:00:00] Strategy processing Bar. Current close price: 3288.00. Current Portfolio Value: 100003.05\n",
|
||
"[2024-11-25 13:00:00] Strategy processing Bar. Current close price: 3287.00. Current Portfolio Value: 100004.05\n",
|
||
"[2024-11-25 14:00:00] Strategy processing Bar. Current close price: 3297.00. Current Portfolio Value: 99994.05\n",
|
||
"[2024-11-25 21:00:00] Strategy processing Bar. Current close price: 3303.00. Current Portfolio Value: 99988.05\n",
|
||
"[2024-11-25 22:00:00] Strategy processing Bar. Current close price: 3311.00. Current Portfolio Value: 99980.05\n",
|
||
"[2024-11-26 09:00:00] Strategy processing Bar. Current close price: 3323.00. Current Portfolio Value: 99968.05\n",
|
||
"[2024-11-26 10:00:00] Strategy processing Bar. Current close price: 3319.00. Current Portfolio Value: 99972.05\n",
|
||
"[2024-11-26 11:00:00] Strategy processing Bar. Current close price: 3320.00. Current Portfolio Value: 99971.05\n",
|
||
"[2024-11-26 13:00:00] Strategy processing Bar. Current close price: 3303.00. Current Portfolio Value: 99988.05\n",
|
||
"[2024-11-26 14:00:00] Strategy processing Bar. Current close price: 3303.00. Current Portfolio Value: 99988.05\n",
|
||
"[2024-11-26 21:00:00] Strategy processing Bar. Current close price: 3298.00. Current Portfolio Value: 99993.05\n",
|
||
"[2024-11-26 22:00:00] Strategy processing Bar. Current close price: 3293.00. Current Portfolio Value: 99998.05\n",
|
||
"[2024-11-27 09:00:00] Strategy processing Bar. Current close price: 3283.00. Current Portfolio Value: 100008.05\n",
|
||
"[2024-11-27 10:00:00] Strategy processing Bar. Current close price: 3311.00. Current Portfolio Value: 99980.05\n",
|
||
"[2024-11-27 11:00:00] Strategy processing Bar. Current close price: 3310.00. Current Portfolio Value: 99981.05\n",
|
||
"[2024-11-27 13:00:00] Strategy processing Bar. Current close price: 3309.00. Current Portfolio Value: 99982.05\n",
|
||
"[2024-11-27 14:00:00] Strategy processing Bar. Current close price: 3309.00. Current Portfolio Value: 99982.05\n",
|
||
"[2024-11-27 21:00:00] Strategy processing Bar. Current close price: 3306.00. Current Portfolio Value: 99985.05\n",
|
||
"[2024-11-27 22:00:00] Strategy processing Bar. Current close price: 3309.00. Current Portfolio Value: 99982.05\n",
|
||
"[2024-11-28 09:00:00] Strategy processing Bar. Current close price: 3287.00. Current Portfolio Value: 100004.05\n",
|
||
"[2024-11-28 10:00:00] Strategy processing Bar. Current close price: 3292.00. Current Portfolio Value: 99999.05\n",
|
||
"[2024-11-28 11:00:00] Strategy processing Bar. Current close price: 3287.00. Current Portfolio Value: 100004.05\n",
|
||
"[2024-11-28 13:00:00] Strategy processing Bar. Current close price: 3306.00. Current Portfolio Value: 99985.05\n",
|
||
"[2024-11-28 14:00:00] Strategy processing Bar. Current close price: 3312.00. Current Portfolio Value: 99979.05\n",
|
||
"[2024-11-28 21:00:00] Strategy processing Bar. Current close price: 3311.00. Current Portfolio Value: 99980.05\n",
|
||
"[2024-11-28 22:00:00] Strategy processing Bar. Current close price: 3310.00. Current Portfolio Value: 99981.05\n",
|
||
"[2024-11-29 09:00:00] Strategy processing Bar. Current close price: 3315.00. Current Portfolio Value: 99976.05\n",
|
||
"[2024-11-29 10:00:00] Strategy processing Bar. Current close price: 3337.00. Current Portfolio Value: 99954.05\n",
|
||
"[2024-11-29 11:00:00] Strategy processing Bar. Current close price: 3341.00. Current Portfolio Value: 99950.05\n",
|
||
"[2024-11-29 13:00:00] Strategy processing Bar. Current close price: 3335.00. Current Portfolio Value: 99956.05\n",
|
||
"[2024-11-29 14:00:00] Strategy processing Bar. Current close price: 3318.00. Current Portfolio Value: 99973.05\n",
|
||
"[2024-11-29 21:00:00] Strategy processing Bar. Current close price: 3301.00. Current Portfolio Value: 99990.05\n",
|
||
"Bar 对象流生成完毕。\n",
|
||
"--- 回测结束 ---\n",
|
||
"总计处理了 404 根K线。\n",
|
||
"总计发生了 1 笔交易。\n",
|
||
"\n",
|
||
"回测运行完毕。\n",
|
||
"\n",
|
||
"--- 结果分析器初始化完成 ---\n",
|
||
"正在计算绩效指标...\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 : 99990.05\n",
|
||
"总收益率 : -0.01%\n",
|
||
"年化收益率 : -0.03%\n",
|
||
"最大回撤 : 0.63%\n",
|
||
"夏普比率 : -0.02\n",
|
||
"卡玛比率 : -0.04\n",
|
||
"总交易次数 : 1\n",
|
||
"交易成本 : 0.66\n",
|
||
"\n",
|
||
"--- 部分交易明细 (最近5笔) ---\n",
|
||
" 2024-08-30 21:00:00 | SELL | SHFE_rb2501 | Vol: 1 | Price: 3291.70 | Commission: 0.66\n",
|
||
"正在绘制绩效图表...\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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HHnqo0LU0DINevXpx4sQJli5d6rfvs88+A/AtwufdlpWVxWOPPVZo1HDPnj1p2rQpX331VUD6LyIiImWHRsiKiIiIlKB9+/bx1ltvAWC324mJieGGG27gvvvu8yUEt27dSmhoqF+izsubUCtqrs6iyv8Vu3btIj8/n7Zt2xIaGlpkX3788Ue2bt161lMLBLLuc3Gm52716tVMmzaNjRs3kp6e7jcvq91u9yvbtm1bpkyZwurVq4mPj/cbBdu2bVuWL18OeKYm2LhxI4mJib6ke1ZWFgcOHKB+/fpUrFixUD8SExNZuXKl37atW7f62v2jhIQEgoOD/WKlQYMGREdH+/qVlpbG9u3bfXMVT5w4kbVr19KpU6ciR/B6NWnSpNDIZW9yNSMjo1D50uB017h379689957fPbZZ1x33XWAZ77dL7/8kgoVKtCpUydf2Q0bNgCwceNG9u/fX6iu/Px80tPTSUtLIzo6uuRPQkRERMoEJWRFRERESlCHDh0KLfr0R1lZWacdOehN1GVlZRXa550TtKR42zjdfKBn6suFrPt0jh07BlBkoux0z93ChQt59NFHCQsLo0OHDlSvXp3Q0FAMw2DevHm+xa68EhMTsVqtrF69miFDhrB69WoaNGhATEwMbdu2Zd68eezYsYOjR49SUFDgl0j1nuvpEnlF9dF7TFH7DMMgNjaWo0eP+m1r06YNixYt4ujRo6xfvx7TNLniiito1KgRwcHBrF69mk6dOvHTTz9Rq1atImMxPDy80DabzfPVwe12F9n/U3mv+6l9C7TTxVq9evVo2rQpy5Yt48SJE0RGRrJ69WqOHDnC3/72N7+k+4kTJwCYNWvWGdvKzc0tuY6LiIhImaOErIiIiMh5Fh4eTlpaWpH7vLd6F5UQ8y4KVpL9OLXNs+nLhaz7dH766Sfg5Fy9pzrdc/fWW28RHBzM3LlzC811WtSt6eHh4TRt2pT169eTl5fHunXr/OZvBc+IW29y+NSErPdcT3ftU1NTi2zPu++Pt9CbpklKSkqh57Bt27YsWrSI1atXk5SUREREBJdffjlWq9U3qnfPnj0cPXqUfv36FdmXv6p69epUrlyZw4cP+y109me8o3JPHaXslZmZecZjz/T30bt3b1555RUWLlzI7bff7psSpHfv3n7lvM/lF198QcOGDYvVZxEREZGzpTlkRURERM6zJk2a+G5p/yNvUrFx48bFrs9qtQLgcrnOqh9169YlODiYX375pcgRf95b2ps0aXJW9Qa67qL89NNPrF27lpiYmCJvwT+dffv2Ua9evUIJw2PHjnHgwIEij2nbti25ubl89NFHZGVl+dqrVq0aNWvWZNWqVb6FtE5NDoeHh1OjRg327t1LcnJyoXrXrl1baJv3+Tl1MS6vn3/+mfz8/EKxcuo8sqtXr6Z169a+GLniiivYunUrixcvBoqeP7akeOecfeedd/60rMPhAPAtrlXUyNotW7acc19uuOEGbDYbn3/+OXl5efzvf/+jVq1axMfH+5XzTnvgnbpAREREJBCUkBURERE5z26++WYA3njjDQoKCnzbDx8+zNSpU7HZbH4LDf2ZyMhIAI4cOXJW/QgKCqJnz56kp6fz3nvv+e37/vvv+eGHH6hVqxYtW7Y8q3oDXfcfLVmyhIceegiAxx9/vMg5a0+nWrVq7N27128kb35+Ps8//7zftTmVN+H5wQcfYLFY/JKabdu2ZdWqVfzyyy+0bNmy0By0vXv3pqCggPHjx/tt/+GHHwrNHwvQq1cvbDYbH374oV+S0uFwMGbMGOBkPHnVq1ePihUr8t1337Fz506/BHXbtm1xuVxMmTLF71wC4Z577qFOnTrMnz+fsWPH+pKup9q/fz8PPPAAO3fuBDxJ6zp16rB+/Xr27t3rK5eVlcXYsWPPuS8xMTG0b9+e9evXM23aNLKysor8G7vlllsoV64cb775Jtu3by+0Pzc3V8laERER+cs0ZYGIiIjIeda7d2/+97//8e2333LjjTdy9dVXk5uby8KFCzl+/DhPPfUUl112WbHrq1u3LpUqVeKrr74iKCiIypUrYxgGAwYMICIi4ozHPvHEE6xZs4Z33nmHpKQkWrRowcGDB1m0aBGhoaG88sorhRZ3Kq6SrnvTpk1MmDAB8CRNk5OTSUpKYu/evYSEhPDcc8/Rp0+fs+rjgAEDePHFF7npppvo3r07TqeTFStWYJomjRs3LnJxtVatWmG320lLS+Pyyy/3JcTBk+D85JNPfP//R/feey+LFy9m9uzZbN++ndatW3P48GEWLVrE1VdfzdKlS/3K16xZk8cff5zRo0dz4403cv311xMaGsp3333H7t276dKlS6Hb7r1tf/nll4X60bx5c8LCwkhLS6NOnTpUqlTprJ6vsxEeHs7kyZN54IEHeO+995g7dy7t27enSpUq5ObmsnXrVtavX4/VauXJJ5/0HXfPPffw7LPPctttt9G9e3fcbjfLly8vciqKs9G7d2+WLVvmi6GiErLR0dGMHTuWRx55hN69e9OxY0fq1q2Lw+Hg4MGD/PTTTyQkJPzpPNEiIiIiZ6KErIiIiMh5ZhgG48ePZ/r06cybN4+ZM2dit9tp2rQpAwcOpEuXLmdVn9Vq5a233mLMmDF8+eWXZGdnA56E058lZKOjo5k9ezZvv/02S5YsYd26dYSHh9OlSxcefPDBvzSPZknXvXnzZjZv3gxAaGgokZGR1K9fn1tvvZWbbrrpnJKLd955JzabjZkzZzJ79mzKly9Pp06dGDFiBI888kiRx4SFhdGsWTOSkpIKTY9wavKzqOkAwsLCmDFjBmPHjmXx4sVs2bKF+vXr8+abb5KZmVkoIQswaNAgatasyYcffsjnn39OQUEBtWvX5qmnnmLAgAFFzp3qTchGRUXRqFEj33a73U7Lli354YcfAjpdgVf16tX59NNP+fzzz1m4cCE//PADJ06cICgoiNq1a3Pvvfdy++23U7VqVd8x/fr1o6CggOnTp/Ppp59SsWJFbr75ZoYOHcrXX399zn3p0qUL4eHhZGVlkZCQQM2aNYssd/XVVzNv3jwmT57MypUr+fHHHwkLC6Ny5cr06dPnrEavi4iIiBTFME3TvNCdEBERERERERERESkLNIesiIiIiIiIiIiIyHmihKyIiIiIiIiIiIjIeaKErIiIiIiIiIiIiMh5ctEmZGfNmkXnzp2Ji4ujb9++bNy48YzlFy5cSPfu3YmLi6NXr14sW7bMb/9TTz1Fo0aN/P4NHjw4kKcgIiIiIiIiIiIiZcxFmZBdsGABr776KsOGDWPevHk0btyYwYMHk5qaWmT59evXM2LECG699Vbmz59Ply5dGDZsGNu2bfMr17FjR3744Qffv7Fjx56P0xEREREREREREZEy4qJMyE6dOpV+/fpxyy23UL9+fUaNGkVISAhz5swpsvz06dPp2LEj9957L/Xq1WP48OFcfvnlzJw5069cUFAQFStW9P2LjIw8H6cjIiIiIiIiIiIiZcRFl5B1OBxs3ryZdu3a+bZZLBbatWtHUlJSkcds2LCBK6+80m9bhw4d2LBhg9+2n376iSuvvJJu3brxr3/9i/T09NP2w+Vyn/tJiIiIiIiIiIiISJlku9AdOFvp6em4XC5iYmL8tsfExLBr164ij0lJSSE2NrZQ+ZSUFN/jjh07cu2111KjRg3279/P2LFj+fvf/87HH3+M1WotVGdaWjaGUQInVMoZBsTERJCamolpXujeyPmm6y9eigUBxYGcpFgo23T9xUuxIF6KBfFSLIhXWYqF2NiIsz7mokvIBkrPnj19/+9d1Ktr166+UbNFudQD6lSmWbbOV/zp+ouXYkFAcSAnKRbKNl1/8VIsiJdiQbwUC+KlWCjaRTdlQVRUFFartdACXqmpqYVGwXrFxsb6jYb9s/IAl112GVFRUezdu/evd1pERERERERERESEizAhGxQURNOmTVm5cqVvm9vtZuXKlSQkJBR5THx8PKtWrfLbtmLFCuLj40/bzpEjRzh+/DgVK1YskX6LiIiIiIiIiIiIXHQJWYBBgwYxe/Zs5s2bx86dO3n++efJzc2lT58+AIwcOZI33njDV/6uu+5i+fLlTJkyhZ07dzJhwgQ2bdpE//79AcjOzubf//43GzZs4MCBA6xcuZIHHniAWrVq0bFjxwtyjiIiIiIiIiIiInLpuSjnkO3RowdpaWmMHz+e5ORkmjRpwqRJk3xTEBw+fBiL5WSuuWXLlowZM4Zx48YxduxYateuzcSJE2nYsCEAVquVbdu2MX/+fDIzM6lUqRLt27fnkUceISgo6IKco4iIiIiIiIiIiFx6DNPU1LrnIjk580J34bwwDM9qcSkpl/6qeFKYrr94KRYEFAdykmKhbNP1Fy/FgngpFsRLsSBeZSkWKlaMOOtjLsopC0REREREREREREQuRkrIioiIiIiIiIiIiJwnSsiKiIiIiIiIiIiInCdKyIqIiIiIiIiIiIicJ0rIioiIiIiIiIiIiJwnSsiKiIiIiIiIiIiInCdKyMpFY/36tXTokEhmZuaF7oqIiIiIiIiIiMg5sV3oDkjp8fLLz7Nw4ZcAWK1WypePpF69+tx8c2+uuupaDEP5exERERERERERkb9CCVnx07ZtO5555jncbjdpaWmsXr2Cl19+mS+++IrRo8disxUOGafTWeR2ERERERERERER8achj+InKMhOTEwsFStWolGjxtx99z28/fbbrFq1wjd6tkOHRObN+5Qnn3yUrl07MG3aZFwuF6+++gJ9+95I587tueOOPsye/R9fvbt27aBjx9akp6cDkJFxgo4dW/Ovfz3tK/Phh5MYOnSw7/HKlT9w++196Ny5PQ89NIQjRw4X6u/Spd/Sv38/rrnmSm69tRf/+c9M3745cz5mwIB+vsfff7+UDh0SmT//U9+2Rx55gPfffxuAyZPfY+DAv7Fo0VfcemsvunXrxL/+9TQ5Odl/9WkVEREREREREREBNEL2vLIcPYLl6BG/be7ICrhr1Ya8PGzbfi10jLN5PADWHdsx/pAYdF1WEzMqGiMlBeuhA/71Vq6Cu3KVEun3lVdeSf36DVm2bAm9et0EwJQp73P//Q/y8MMjsFptmKZJpUqVefHF0ZQvH8mmTRt57bWXiYmJpUuXa6lTpx6RkZFs2LCOa67pys8/J/3+eL2vnQ0b1pOQ0AqAo0eP8I9/jOTmm/vSu/fN/PrrVt56a5xfv379dSvPPfc099xzH507X8umTRt5443RREZG0qNHL+LjWzFu3BjS09OJiopiw4Z1VKhQgaSkddx00604nU42b95I//53++o8ePAAy5cv5bXX3iQzM5PnnnuKGTM+ZMiQYSXyXIqIiIiIiIiISNmmhOx5FDJtCuXGjPbblndLPzLfmYTl0EGiul5V6JjkYxkARDx0P/Z1a/z2ZUx8n/y+txP82Vwinn7cb1/240+RM/KZEut7rVq12Llzh+/xtdd2o2fPG/3KDB48xPf/1apVZ9OmjXz33WK6dLkWwzBo0SKBpCRPQjYpaR09evTiiy8+Y+/ePVSvXoNNmzZy5513ATB//hyqVavBQw89CkDNmrXZuXMHs2ZN87Xx8cezaNWqNQMH3vt7mVrs2bOLjz6aQY8evahbtx7ly5f3JYGTktZx2239+fRTz8jdLVs24XQ6iYtr4avTNN384x/PExZWDoBu3Xqw7g/Pu4iIiIiIiIiIyLlSQvY8yrv7Hhzde/htc0dW8Py3WnXSv/n+tMdmTni3yBGyAPm9++Bs3ca/3hIaHetlmgCG73HjxpcXKjNnzmy++upzjh07Qn5+PgUFBTRo0NC3Pz6+FZ9/PhfwjIa9775h7N+/j6SktWRknPg9ORoPwJ49u7n88qZ+9TdrFuf3eO/e3XTo0MlvW1xcC2bP/g8ulwur1UqLFi1JSlpHYmJb9uzZTZ8+t/LRR9PZu3cPGzasp0mTywkJCfEdX6VKNV8yFiAmJtY3zYKIiIiIiIiIiMhfpYTseXTGaQRCQnzTExTFVb/BafeZsbE4Y2P/Yu/ObO/e3VSrVs33OCQk1G//N998zcSJ/8eDDw6nWbM4wsLK8dFH09myZbOvTEJCK8aPf4P9+/exZ89umjePZ9++PSQlrSMzM5PGjf2ToyUhIcGTBP755yQaNGhEuXLhxMcnkJS0lg0b1hMf38qv/B8XJzMMA9N0l2ifRERERERERESk7NKiXvKnVq5cyc6dO+jUqfNpy/zyy8/ExTWnT5++NGzYmBo1LuPgwYN+ZerVq09ERHmmTZtM/foNCQsLIyGhFRs2rCcpaZ1v/liA2rXrsHXrZr/jN2/e5Pe4Vq06/PLLz4X6cdllNbFarQDEx7dkz57dfPfdN776ExJasXbtT/zyy89+bYqIiIiIiIiIiASaErLix+EoIDU1heTkY/z2269MmzaFBx54gPbtO9K9e8/THlejRk1+/XULq1evZN++vXzwwTv8+qt/QtU7j+zixYt8idB69RrgcBSwbt0a4uNb+sr27n0LBw7sZ+LE/2Pfvj3873+LWLjwC7/6br+9P+vWreHDDyexb99eFi78kjlzZnPHHQN8ZerXb0BERHm++eZrv4Ts8uXLcDgcfvPHioiIiIiIiIiIBJqmLBA/q1evoHfv7litViIiylO/fgP++c9/0rFjVwzj9Pn73r37sH37b/zrX08DBl27duPmm/uyatUKv3IJCS1ZvnypLzlqsViIj09gxYof/JKjVapU4aWXXmPChLHMmfMxTZo05b77hvHqqy/4yjRq1JgXXniVSZPe48MPJxETE8vgwffTo0cvXxlPEjieFSt+oPnvU0LUq9eAsLBy1KxZi9BQ/6kXREREREREREREAskwTc9yTXJ2kpMzL3QXzgvDgNjYCFJSMlGklD26/uKlWBBQHMhJioWyTddfvBQL4qVYEC/FgniVpVioWDHirI/RlAUiIiIiIiIiIiIi54kSsiIiIiIiIiIiIiLniRKyIiIiIiIiIiIiIueJErIiIiIiIiIiIiIi54kSsiIiIiIiIiIiIiLniRKyIiIiIiIiIiIiIueJErIiIiIiIiIiIiIi54kSsiIiIiIiIiIiIiLniRKyIiIiIiIiIiIiIueJErIiIiIiIiIiIiIi54kSsiIiIiIiIiIiIiLniRKyIiIiIiIiIiIiIueJErIiIiIiIiIiIiIi54kSsiIiIiIiIiIiIiLnyUWbkJ01axadO3cmLi6Ovn37snHjxjOWX7hwId27dycuLo5evXqxbNmy05Z97rnnaNSoER9++GEJ91pERERERERERETKsosyIbtgwQJeffVVhg0bxrx582jcuDGDBw8mNTW1yPLr169nxIgR3HrrrcyfP58uXbowbNgwtm3bVqjs4sWL+fnnn6lUqVKgT0NERERERERERETKmIsyITt16lT69evHLbfcQv369Rk1ahQhISHMmTOnyPLTp0+nY8eO3HvvvdSrV4/hw4dz+eWXM3PmTL9yR48e5cUXX2TMmDHY7fbzcSoiIiIiIiIiIiJShtgudAfOlsPhYPPmzQwZMsS3zWKx0K5dO5KSkoo8ZsOGDQwcONBvW4cOHfjmm298j91uN0888QSDBw+mQYMGxeqLYZx9/y823nMsC+cqhen6i5diQUBxICcpFso2XX/xUiyIl2JBvBQL4qVYOLOLLiGbnp6Oy+UiJibGb3tMTAy7du0q8piUlBRiY2MLlU9JSfE9/uCDD7DZbNx1113F6kd0dDms1otygPE5iYmJuNBdkAtI11+8FAsCigM5SbFQtun6i5diQbwUC+KlWBAvxULRApqQdblcLFq0iNWrV5OamsrDDz9Mo0aNyMzMZOXKlbRs2bJQovRC2LRpE9OnT2fu3LkYxUzdp6Vll4ksv2F4/nhSUzMxzQvdGznfdP3FS7EgoDiQkxQLZZuuv3gpFsRLsSBeigXxKkuxEBt79knngCVkMzIyuPfee9m4cSNhYWHk5ubSv39/AMLCwnjppZe46aabeOyxx86q3qioKKxWa6EFvFJTU0+b3I2NjfUbDfvH8mvXriU1NZVrrrnGt9/lcvHvf/+b6dOns2TJkiLrvdQD6lSmWbbOV/zp+ouXYkFAcSAnKRbKNl1/8VIsiJdiQbwUC+KlWChawO65HzNmDNu3b2fy5Ml88803mKc8+1arlW7durFs2bKzrjcoKIimTZuycuVK3za3283KlStJSEgo8pj4+HhWrVrlt23FihXEx8cD0Lt3bz7//HPmz5/v+1epUiUGDx7MpEmTzrqPIiIiIiIiIiIiIkUJ2AjZb7/9lgEDBtC+fXvS09ML7a9duzbz5s07p7oHDRrEk08+SbNmzWjevDnTpk0jNzeXPn36ADBy5EgqV67MiBEjALjrrrsYMGAAU6ZMoVOnTixYsIBNmzbxwgsvAJ5Rt1FRUX5t2O12YmNjqVu37jn1UUREREREREREROSPApaQzczMpEaNGqfd73Q6cblc51R3jx49SEtLY/z48SQnJ9OkSRMmTZrkm4Lg8OHDWCwnB/+2bNmSMWPGMG7cOMaOHUvt2rWZOHEiDRs2PKf2RURERERERERERM5FwBKyNWvWZPPmzafd/+OPP1KvXr1zrr9///6+OWn/aMaMGYW2XX/99Vx//fXFrv9088aKiIiIiIiIiIiInKuAzSF76623MmfOHBYsWOCbP9YwDBwOB2+++SbLly/ntttuC1TzIiIiIiIiIiIiIqVOwEbI3n333ezYsYPHHnuM8uXLA/D4449z/PhxnE4nt912G3379g1U8yIiIiIiIiIiIiKlTsASsoZh8NJLL3HTTTfx9ddfs3fvXtxuNzVr1uT666+ndevWgWpaREREREREREREpFQKWELWKzExkcTExEA3IyIiIiIiIiIiIlLqBWwO2SZNmvDFF1+cdv+CBQto0qRJoJoXERERERERERERKXUClpD1LuR1Oi6XC8MwAtW8iIiIiIiIiIiISKkTsIQscNqEa1ZWFj/88ANRUVGBbF5ERERERERERESkVCnROWTfeustJk6cCHiSsU888QRPPPFEkWVN02TAgAEl2byIiIiIiIiIiIhIqVaiCdm4uDj+9re/YZomH330Ee3bt6d27dp+ZQzDIDQ0lKZNm3LdddeVZPMiIiIiIiIiIiIipVqJJmQ7depEp06dAMjNzeX222+nRYsWJdmEiIiIiIiIiIiIyEWrRBOyp3r11VcDVbWIiIiIiIiIiIjIRSlgCVmvI0eOsGXLFjIzMzFNs9D+m266KdBdEBERERERERERESkVApaQzc/P58knn+R///sfbrcbwzB8CVnDMHzllJAVERERERERERGRssISqIrHjh3L4sWLGT58ODNmzMA0TUaPHs2UKVO46qqraNy4MZ999lmgmhcREREREREREREpdQKWkP3666/p06cP9913H/Xr1wegcuXKtGvXjvfee4+IiAhmzZoVqOZFRERERERERERESp2AJWRTU1Np3rw5ACEhIQDk5ub69nfr1o3FixcHqnkRERERERERERGRUidgCdnY2FjS09MBCA0NJTIykt27d/v2Z2VlkZ+fH6jmRUREREREREREREqdgC3q1bx5c9avX+97fM011zB58mQqVqyI2+3mww8/JD4+PlDNi4iIiIiIiIiIiJQ6AUvIDhgwgEWLFuFwOAgKCuKRRx4hKSmJkSNHAlCzZk3+8Y9/BKp5ERERERERERERkVInYAnZxMREEhMTfY+rVq3KwoUL2bZtGxaLhbp162KzBax5ERERERERERERkVInYHPIFtmYxULjxo1p2LAhhmEwf/7889m8iIiIiIiIiIiIyAV1XhOyAHl5eUyfPp1rr72Wp59++nw3LyIiIiIiIiIiInLBlPicAZ988gnTpk1j3759lC9fnu7duzNy5EjsdjvTpk3jvffeIz09nQYNGvDqq6+WdPMiIiIiIiIiIiIipVaJJmTnz5/Ps88+S1hYGA0bNuTIkSPMmjWL3NxcMjIyWLx4Ma1bt+bvf/87V111VUk2LSIiIiIiIiIiIlLqlWhCdtasWdSpU4dZs2YRHR2Ny+Xi6aefZs6cOURGRvLee+/RqVOnkmxSRERERERERERE5KJRonPI7tixg759+xIdHQ2A1Wrl73//OwBDhw5VMlZERERERERERETKtBJNyObm5lKxYkW/bbGxsQA0aNCgJJsSERERERERERERueiUaEIWwDCMIrdbrdaSbkpERERERERERETkolKic8gCTJkyhS+//NL32Ol0AjBu3DgqVKjgV9YwDN55552S7oKIiIiIiIiIiIhIqVSiCdlq1apx/Phxjh8/Xmj7sWPHOHbsmN/2042mFREREREREREREbkUlWhCdsmSJSVZnYiIiIiIiIiIiMglpcTnkBURERERERERERGRol20CdlZs2bRuXNn4uLi6Nu3Lxs3bjxj+YULF9K9e3fi4uLo1asXy5Yt89s/YcIEunfvTnx8PK1bt2bgwIH8/PPPgTwFERERERERERERKWMuyoTsggULePXVVxk2bBjz5s2jcePGDB48mNTU1CLLr1+/nhEjRnDrrbcyf/58unTpwrBhw9i2bZuvTO3atXnuuef44osv+Oijj6hevTr33HMPaWlp5+u0RERERERERERE5BJ3USZkp06dSr9+/bjllluoX78+o0aNIiQkhDlz5hRZfvr06XTs2JF7772XevXqMXz4cC6//HJmzpzpK9OrVy/atWvHZZddRoMGDXj66afJysrit99+O1+nJSIiIiIiIiIiIpe4El3U63xwOBxs3ryZIUOG+LZZLBbatWtHUlJSkcds2LCBgQMH+m3r0KED33zzzWnb+Pjjj4mIiKBRo0an7YthnH3/LzbecywL5yqF6fqLl2JBQHEgJykWyjZdf/FSLIiXYkG8FAvipVg4s4suIZueno7L5SImJsZve0xMDLt27SrymJSUFGJjYwuVT0lJ8dv23Xff8dhjj5Gbm0vFihWZMmUK0dHRRdYZHV0Oq/WiHGB8TmJiIi50F+QC0vUXL8WCgOJATlIslG26/uKlWBAvxYJ4KRbES7FQtIsuIRtIbdu2Zf78+aSnpzN79myGDx/OJ598Uij5C5CWll0msvyG4fnjSU3NxDQvdG/kfNP1Fy/FgoDiQE5SLJRtuv7ipVgQL8WCeCkWxKssxUJs7NknnQOakF2+fDmffvop+/fvJyMjA/MPV8AwjNNOG3A6UVFRWK3WQgt4paamFhoF6xUbG1toNGxR5cPCwqhVqxa1atUiPj6e6667jk8//dRveoRTXeoBdSrTLFvnK/50/cVLsSCgOJCTFAtlm66/eCkWxEuxIF6KBfFSLBQtYAnZSZMm8cYbbxATE0Pz5s3POBfr2QgKCqJp06asXLmSrl27AuB2u1m5ciX9+/cv8pj4+HhWrVrlN4/sihUriI+PP2Nbbrcbh8NRIv0WERERERERERERCVhCdvr06VxxxRW8//772O32Eq170KBBPPnkkzRr1ozmzZszbdo0cnNz6dOnDwAjR46kcuXKjBgxAoC77rqLAQMGMGXKFDp16sSCBQvYtGkTL7zwAgA5OTm8++67dO7cmYoVK5Kens6sWbM4evQo3bt3L9G+i4iIiIiIiIiISNkVsIRsRkYG3bp1K/FkLECPHj1IS0tj/PjxJCcn06RJEyZNmuSbguDw4cNYLCcX3GrZsiVjxoxh3LhxjB07ltq1azNx4kQaNmwIgNVqZdeuXcybN4/09HQqVKhAXFwcs2bNokGDBiXefxERERERERERESmbApaQjYuLY/fu3YGqnv79+592ioIZM2YU2nb99ddz/fXXF1k+ODiYt956q0T7JyIiIiIiIiIiIvJHlj8vcm6ef/55Fi9ezBdffBGoJkREREREREREREQuKgEbITt8+HCcTicjR47k+eefp0qVKn7TCAAYhsHnn38eqC6IiIiIiIiIiIiIlCoBS8hWqFCBChUqUKtWrUA1ISIiIiIiIiIiInJRCVhCtqh5XEVERERERERERETKsoDNISsiIiIiIiIiIiIi/gI2QrZDhw4kJib6/jVu3DhQTYmIiIiIiIiIiIhcFAKWkO3SpQvr16/n66+/BiA8PJyEhARfgjYuLg673R6o5kVERERERERERERKnYAlZEeNGgXAiRMnWLt2LWvXrmX9+vWMHz8el8tFUFAQzZs311yzIiIiIiIiIiIiUmYELCHrFRkZSZcuXejSpQuHDx/m+++/Z+rUqezZs4e1a9cGunkRERERERERERGRUiOgCdmdO3f6RseuW7eOw4cPExERQXx8PH369CExMTGQzYuIiIiIiIiIiIiUKgFLyF5xxRWcOHGCmJgYWrVqxaBBg3yLexmGEahmRUREREREREREREotS6AqPn78OIZhUKdOHerVq0e9evWoVauWkrEiIiIiIiIiIiJSZgVshOzKlStZt24d69atY/ny5bz//vsANG7cmMTERBITE2nZsiXR0dGB6oKIiIiIiIiIiIhIqRKwhGxUVBRdu3ala9euAOTm5rJhwwbWrl3LwoULmTZtGoZhsGXLlkB1QURERERERERERKRUCeiiXl579uzxLe61du1aDhw4AKDRsSIiIiIiIiIiIlKmBCwhO3PmTNasWcO6detITU3FNE1q1KhBYmIiQ4YMITExkTp16gSqeREREREREREREZFSJ2AJ2VdeeYUGDRrQrVs3WrVqRWJiIpUqVQpUcyIiIiIiIiIiIiKlXsASsqtXryYiIiJQ1YuIiIiIiIiIiIhcdAKWkD01GZudnc2RI0cAqFKlCuXKlQtUsyIiIiIiIiIiIiKlVkAX9dq4cSOvv/4669evx+12A2CxWGjVqhVPPPEEcXFxgWxeREREREREREREpFQJWEL2559/ZsCAAdjtdm699Vbq1asHwM6dO/nqq6/o378/M2bMoHnz5oHqgoiIiIiIiIiIiEipErCE7JtvvknlypX56KOPqFixot++hx56iDvuuIM333yTqVOnBqoLIiIiIiIiIiIiIqWKJVAV//zzz9x2222FkrEAsbGx9OvXjw0bNgSqeREREREREREREZFSJ2AJWYvFgsvlOu1+t9uNxRKw5kVERERERERERERKnYBlRBMSEpg1axYHDx4stO/QoUN89NFHtGzZMlDNi4iIiIiIiIiIiJQ6AZtD9rHHHuPOO+/k+uuv59prr6V27doA7N69m2+//Rar1cqIESMC1byIiIiIiIiIiIhIqROwhOzll1/OJ598wptvvsmSJUvIzc0FIDQ0lI4dOzJ8+HDq168fqOZFRERERERERERESp2AJWQB6tevz8SJE3G73aSlpQEQHR2tuWNFRERERERERESkTApoQtbLYrEQGxt7PpoSERERERERERERKbVKLCH71ltvnfUxhmEwbNiwkuqCiIiIiIiIiIiISKkW0ISsYRgAmKZZaLtpmkrIioiIiIiIiIiISJlSYgnZX3/91e/x0aNHue+++2jQoAF33303derUAWDXrl1MmzaNnTt38t5775VU8yIiIiIiIiIiIiKlXsBW1xo1ahS1atVizJgxxMXFER4eTnh4OM2bN+eNN96gZs2avPDCC4FqXkRERERERERERKTUCVhCdtWqVVxxxRWn3X/FFVewcuXKc65/1qxZdO7cmbi4OPr27cvGjRvPWH7hwoV0796duLg4evXqxbJly3z7CgoKeP311+nVqxfx8fF06NCBkSNHcvTo0XPun4iIiIiIiIiIiMgfBSwhGxwczIYNG067PykpieDg4HOqe8GCBbz66qsMGzaMefPm0bhxYwYPHkxqamqR5devX8+IESO49dZbmT9/Pl26dGHYsGFs27YNgLy8PLZs2cLQoUOZO3cub731Frt372bo0KHn1D8RERERERERERGRopTYHLJ/1KtXL2bMmEH58uXp378/NWvWBGDfvn3MmDGDL7/8kgEDBpxT3VOnTqVfv37ccsstgGd6hKVLlzJnzhzuu+++QuWnT59Ox44duffeewEYPnw4K1asYObMmbzwwgtEREQwdepUv2OeffZZ+vbty6FDh6hWrVqR/fh9zbJLmvccy8K5SmG6/uKlWBBQHMhJioWyTddfvBQL4qVYEC/FgngpFs4sYAnZxx9/nPT0dGbOnMmsWbOwWDyDcd1uN6Zp0rNnTx5//PGzrtfhcLB582aGDBni22axWGjXrh1JSUlFHrNhwwYGDhzot61Dhw588803p20nKysLwzAoX758kfujo8thtQZsgHGpExMTcaG7IBeQrr94KRYEFAdykmKhbNP1Fy/FgngpFsRLsSBeioWiBSwhGxQUxOuvv87gwYP5/vvvOXjwIADVq1fnqquuonHjxudUb3p6Oi6Xi5iYGL/tMTEx7Nq1q8hjUlJSiI2NLVQ+JSWlyPL5+fmMGTOGnj17Eh4eXmSZtLTsMpHlNwzPH09qaiameaF7I+ebrr94KRYEFAdykmKhbNP1Fy/FgngpFsRLsSBeZSkWYmPPPukcsISsV+PGjc85+XohFBQU8Mgjj2CaJqNGjTpj2Us9oE5lmmXrfMWfrr94KRYEFAdykmKhbNP1Fy/FgngpFsRLsSBeioWiBeye+8cee4z//Oc/voWzSkpUVBRWq7XQAl6pqamFRsF6xcbGFhoNW1T5goIChg8fzqFDh5gyZcppR8eKiIiIiIiIiIiInIuAjZDdunUrCxYs8M3DmpCQQGJiIq1bt6Zp06bYbOfWdFBQEE2bNmXlypV07doV8MxLu3LlSvr371/kMfHx8axatcpvHtkVK1YQHx/ve+xNxu7du5fp06cTFRV1Tv0TEREREREREREROZ2AJWQXLlxIWloa69atY+3ataxbt44333wTt9tNSEgIzZs3p3Xr1jz44INnXfegQYN48sknadasGc2bN2fatGnk5ubSp08fAEaOHEnlypUZMWIEAHfddRcDBgxgypQpdOrUiQULFrBp0yZeeOEFwJOMffjhh9myZQvvvfceLpeL5ORkACIjIwkKCiqhZ0VERERERERERETKsoDOIRsdHc21117LtddeC0BOTg6LFi3i/fffZ/Xq1fz000/nlJDt0aMHaWlpjB8/nuTkZJo0acKkSZN8UxAcPnwYi+XkbAwtW7ZkzJgxjBs3jrFjx1K7dm0mTpxIw4YNATh69ChLliwBoHfv3n5tTZ8+nbZt257T+YuIiIiIiIiIiIicKuCLeu3evds3Qnbt2rUcPHiQsLAwOnToQGJi4jnX279//9NOUTBjxoxC266//nquv/76IsvXqFGD33777Zz7IiIiIiIiIiIiIlIcAUvIPvzww6xbt460tDQqVKhAYmIi/fv3p3Xr1jRp0sRvBKuIiIiIiIiIiIhIWRCwhOz//vc/LBYL3bt3p1+/fiQkJBASEhKo5kRERERERERERERKvYAlZMePH8/atWtZu3Yt9957L4Zh0LRpU1q1akViYiKtWrUiMjIyUM2LiIiIiIiIiIiIlDoBS8hed911XHfddQBkZWWRlJTEunXrWLduHR999BEOh4N69erxxRdfBKoLIiIiIiIiIiIiIqXKeZnINTw8nNq1a1OzZk1q1KhBdHQ0brebHTt2nI/mRUREREREREREREqFgI2Q3bZtG2vWrGHdunWsXbuW5ORkTNOkWrVqtGrViiFDhpCYmBio5kVERERERERERERKnYAlZG+88UYMw6B+/fp07tzZN29s1apVA9WkiIiIiIiIiIiISKkWsITs22+/rYW7RERERERERERERE4RsIRs586dA1W1iIiIiIiIiIiIyEUpYAlZryNHjrBlyxYyMzMxTbPQ/ptuuinQXRAREREREREREREpFQKWkM3Pz+fJJ5/kf//7H263G8MwfAlZwzB85ZSQFRERERERERERkbLCEqiKx44dy+LFixk+fDgzZszANE1Gjx7NlClTuOqqq2jcuDGfffZZoJoXERERERERERERKXUClpD9+uuv6dOnD/fddx/169cHoHLlyrRr14733nuPiIgIZs2aFajmRUREREREREREREqdgCVkU1NTad68OQAhISEA5Obm+vZ369aNxYsXB6p5ERERERERERERkVInYAnZ2NhY0tPTAQgNDSUyMpLdu3f79mdlZZGfnx+o5kVERERERERERERKnYAt6tW8eXPWr1/ve3zNNdcwefJkKlasiNvt5sMPPyQ+Pj5QzYuIiIiIiIiIiIiUOgFLyA4YMIBFixbhcDgICgrikUceISkpiZEjRwJQs2ZN/vGPfwSqeREREREREREREZFSJ2AJ2cTERBITE32Pq1atysKFC9m2bRsWi4W6detiswWseREREREREREREZFSJyBzyObm5vLggw/y+eef+zdmsdC4cWMaNmyoZKyIiIiIiIiIiIiUOQFJyIaGhrJixQry8vICUb2IiIiIiIiIiIjIRSkgCVmAVq1akZSUFKjqRURERERERERERC46AUvIPvfcc6xbt44333yTI0eOBKoZERERERERERERkYtGwCZyvfHGG3G5XLz//vu8//77WK1WgoKC/MoYhsG6desC1QURERERERERERGRUiVgCdlu3bphGEagqhcRERERERERERG56AQsITt69OhAVS0iIiIiIiIiIiJyUQrYHLIiIiIiIiIiIiIi4i8gI2QdDgefffYZP/74I/v27SM7O5ty5cpRq1YtOnbsyA033FBoPlkRERERERERERGRS12JJ2R/++03HnjgAQ4dOoRpmkRERBAWFkZaWhpbtmxh0aJFvPvuu7zzzjvUq1evpJsXERERERERERERKbVKNCGbnZ3N0KFDSUtL49FHH6V3795UrlzZt//o0aPMnz+fd955h/vvv5/PPvuMsLCwkuyCiIiIiIiIiIiISKlVonPIzp07l8OHD/Pee+9x3333+SVjASpXrsyQIUN45513OHDgAPPmzSvJ5kVERERERERERERKtRJNyC5dupT27dvTtm3bM5a78soradeuHUuWLCnJ5kVERERERERERERKtRJNyG7bto02bdoUq+wVV1zBtm3bSrJ5ERERERERERERkVKtRBOyJ06coGLFisUqGxsby4kTJ86pnVmzZtG5c2fi4uLo27cvGzduPGP5hQsX0r17d+Li4ujVqxfLli3z2/+///2Pe+65h7Zt29KoUSO2bt16Tv0SEREREREREREROZMSTcg6HA5stuKtE2a1WikoKDjrNhYsWMCrr77KsGHDmDdvHo0bN2bw4MGkpqYWWX79+vWMGDGCW2+9lfnz59OlSxeGDRvmNzo3JyeHli1b8vjjj591f0RERERERERERESKq3jZ07Nw8OBBNm/e/KflDhw4cE71T506lX79+nHLLbcAMGrUKJYuXcqcOXO47777CpWfPn06HTt25N577wVg+PDhrFixgpkzZ/LCCy8AcNNNN51TnwzjnE7houI9x7JwrlKYrr94KRYEFAdykmKhbNP1Fy/FgngpFsRLsSBeioUzK/GE7P/93//xf//3f39azjRNjLO8Kg6Hg82bNzNkyBDfNovFQrt27UhKSirymA0bNjBw4EC/bR06dOCbb745q7b/KDq6HFZriQ4wLtViYiIudBfkAtL1Fy/FgoDiQE5SLJRtuv7ipVgQL8WCeCkWxEuxULQSTci++uqrJVldIenp6bhcLmJiYvy2x8TEsGvXriKPSUlJITY2tlD5lJSUv9SXtLTsMpHlNwzPH09qaiameaF7I+ebrr94KRYEFAdykmKhbNP1Fy/FgngpFsRLsSBeZSkWYmPPPulcognZm2++uSSrK/Uu9YA6lWmWrfMVf7r+4qVYEFAcyEmKhbJN11+8FAvipVgQL8WCeCkWinZR3XMfFRWF1WottIBXampqoVGwXrGxsYVGw56pvIiIiIiIiIiIiEigXFQJ2aCgIJo2bcrKlSt929xuNytXriQhIaHIY+Lj41m1apXfthUrVhAfHx/IroqIiIiIiIiIiIgUclElZAEGDRrE7NmzmTdvHjt37uT5558nNzeXPn36ADBy5EjeeOMNX/m77rqL5cuXM2XKFHbu3MmECRPYtGkT/fv395U5fvw4W7duZefOnQDs3r2brVu3kpycfH5PTkRERERERERERC5pJTqH7PnQo0cP0tLSGD9+PMnJyTRp0oRJkyb5piA4fPgwFsvJPHPLli0ZM2YM48aNY+zYsdSuXZuJEyfSsGFDX5klS5bw9NNP+x4/+uijADz44IM89NBD5+nMRERERERERERE5FJnmKam1j0XycmZF7oL54VheFaLS0m59FfFk8J0/cVLsSCgOJCTFAtlm66/eCkWxEuxIF6KBfEqS7FQsWLEWR9z0U1ZICIiIiIiIiIiInKxUkJWRERERERERERE5DxRQlZERERERERERETkPFFCVkREREREREREROQ8UUJWRERERERERERE5DxRQlZERERERERERETkPFFCVkREREREREREROQ8UUJWRERE/Jkmto0bwOW60D0RERERERG55CghKyIiIn5sPycR1fUqwh8ffqG7IiIiIiIicslRQlZERET8uC6rRUHzeEL+MwP7ksUXujsiIiIiIiKXFCVkRURExCM3l+AZH2JbvYL83jfjrlSZiMeHQ2bmhe6ZiIiIiIjIJcN2oTsgIiIiAeZ2Yzl4AMuhQ1jS0zCOp+O4tjtmTAy2VSuxbfsVgKBlSwj6eiE59z+Is0UCOUMfInzUPwl9/x1yR4y8wCchIiIiIiJyaVBCVkRE5BJmZGYQ3boFlrRUv+2Zz7+Eu1ZtQmZMI+i7bzwbrTbybrwJV6MmEBSEu249sp9+DjMyEtvqlYRO/QA6Xw033w72oJLvrNMJNn00ERERERGRS5u+9YiIiFyKsrKwpKVgX7kCR6drMMPCMCMjcYeXx4yIgOBgLMnJOLr3wNG9h+8wMzQMs3x532NX4yZY9u8leOFX2Nf8BJ/No8KEtzjx4Ue469Uv3G5eHpa0VMyICMyI8pCdjXXXTizH0zHtQbirVMFdpSqEhPzeoIn9+6WETvmAoMWLyO/eg8z3poLdfk6nbVu/1nNeV3eG4OBzquNcWXbvIvyfT5H96BO469SFIDtmuXAsR49g3bMb28YN5N72Nwyni/CnHydoyWIwDFy1auNMbENev7/hbJWI5cB+bL9spKBlImblymds00hPw7Z1CwXtOng2mCYYxnk4WxEREREROVdKyIqIiFyCwt6ZQOjk98m+/0Hyb7oFLOc+bbz7slq4q1+GMz6B8nu2Y3n7HaK7dCBj/Ds4bryZ4PlzCPp8Pratm7Hu2Y3hcpF7593k/v1+bGtWU/6J4X71uapV58SczzEtVirc3BProYO4qteg4Ir2WFJSsG1YjzO+ZbGSskZyMkHf/g9ny0TMyEiC/zOTsGlTcEeUJ79Xb3LvewDX5U3P+dyLxTQJ/vgjwp96HDM8nJAv5uGqVYewN1/3TBHhcHiK2e1w4gRmTCzusDAcV7TDcLuxHDtG8GfzMJ1OjKxM7Mu+o9xb4wBwNmpMQfuOFLS5gvybb8VIS6Pc6JcwMo5j3b0L28afwW4nY+wEzOgYIp58DFet2uTd9jfye94IoaGea+92E/7EcMywMFw1a2NGR2OGR1BwxZWYkRUwUlMxHPmY4eGY5cL/UryIiIiIiMiZGaZpmhe6Exej5OSyscCJYUBsbAQpKZkoUsoeXX/xUixcXIwTx4lu2ZSC+Jbk9/sbZoUKJVOvAeXLh5Kx7zCh779Dfs8bcV1+OUFzPsH+y8+4K1XGHROLOzISd1QMZmws5OVhTU3GDCvnmcv2xHFMRwHuJk0wTbCvWI67Wg1cjRrjrlgJIz8fy7GjGBknwGol/9Z+uOrUw5a0DmfTOIysLMLeGodt7U8YOTnYNm0EIPeO/riaxmHkZGFkZmFf+xO2TRsxMjPJGv0GeQMHY2RmEPKfmYRMnYT14EFwOTn+2ULMmBjCXh6Fff06XLXr4oyPxxnfkoLENrir1yg06tRy5DAAZnAwwZ/8l/CXnsfIy8PR5gocXa7FVb8hRm4u9uVLMU6cwIyKwh0dg7tSZczISE/CMzj4ZJ0uF0ZONkZWFhQUeB5nZ2Pb8RvW7duwHjyAs/Hl5N1+p+/8zeAQzPIROGvVwV2vvmfUcW4uQcuXYtv2G9Z9ezFDQnDHxJIxeRqWffsoN/Y1LCnJGMePYzidAGS8MR5X02aEvj2ekM/n+87RDAkh9/b+5D78KEZqCiFzPyG/dx+cLRKw7N+HJSebqE5XkrZ+E+Vv7Y3lxHHcVariql6D/B69yL/zrhKJOSmdAvaekJ1NyNxPCP5iPkZaGkZONln/HourfgNCpk/FvuIHClq3oaBDJ1y162CGR2DGxmKkpWLdvcvzY0NsrEaJn0f6fCBeigXxUiyIV1mKhYoVI876GCVkz5ESslIW6PqLl2Lh4hL22iuEjR9L9rDhuFq2KrF6fQnZjFxMlxsjJRnD6cS02SEoCDM42JNo/KujK3NzCXt7PLYtmzAcDtxRUVjS08ka/jhm1WrYf1yOdc9usFhw1qmDu35DXFWqYUZG+k9TkHGc4IVfURDfClezOCIeGYolJQVni3hclap4jk9oiWkPwvbLz1iPHMaSkozlyGEsJ06QPewRHDfehH3pEkJnfIizaTPMsHIEf/kZji7X4uhyLdbdu7Hs3IFZqRLO5vG4K1cp2WSQ2/17otZxcpthAasV02aFkFCwWv2PcTiw7tiOffUKMCw42rSFqGjPFBIuJ+TnexLAObmYQXYMiwUj+RiW9DTId2A48jHyHbiqVsVdpy7WPbsJ/vg/WHKyMa1WDJcLZ9Nm2F58gcw9Bwie8wmm3Y4lMwMjJQVLRgbpny3E3bhJyT0PUqr8pfcEtxvrls0ErViO7afVGG43mS//GzMmlqir22Hdud3zA014BNjtFLRrj1khCuvPP2Pb/AvWfXuxZGcBkDtwMHk33kzQkm98o8rNkBBc1apT0OYKsl57E4KDCVq8CGfjy3FfVvOMf5+Ww4ew/7icgnYdcEdWIOz/xhI6+V3MqGjcsRVxV66M45ou5N11D5gmRloaZsWKhZ+fE8cpN+pZjOwsXDVre9oF8m6/E4KCCJ4/B8uhQ5ghIRhZmVjS08jvch3OtldiSUn2/NCU78DIyQa3G1fd+jjbtD3LJ/r8OJdYsOzbS/DCL7Hu3uX50Wn3LszwCDI+nIlps1N+UH/PVC5xzXE1aYq7WjWcjS+HoCCM9DTPtDhBwbhrXHZhk+8FBQR9vRDrwf1+m/P63YEZFY39u289i2ZaLOR37eaZyuYSps+K4qVYEK+yFAtKyJ5HSshKWaDrL16KhYuHcTyd6JbNcCa0JK8ER8fCHxKygY4Dtyfha1+zGuvevTjr1cPVqAnuihUhOARcLnC7ICi4cELyj7KzPMnWXTtxx8birlUHs0JU4cSxaUJBAUZuDkZysmekqs2KcfAA9o0bsRw7gpGTQ0FCS5wJrXDXqIkZXspv73e5/vz5ORPT9DwPmZnYNm7AemA/7pgY3FWrUq5uLTJdBu6QME8i3O2G/Hwse3djVq2Go8t1ntGKcsk51/cEI+OEJ+l6YD+m3Y7r9wRpzqC/Q0QEtk2/4A4LxV27LmZ4hCd2vfHrdnteF7Kzse7ZhSX5GO6KlXBHx3hG3x89giU1GUt6OkZ6OmZ4BPm9emOaEPnYgwC4KlXG2TIRd2QkWa+8DhYL4f96Btv6dVjS07AePABAzr3342zcBOv237Dt3IGRk4ORlYWRnYWzYSMcPXphJB8j4oXncNapi6tuPYzcXMyICLJeexPL4UNEDLsPXC4sx9MxTpwAIHPMOMyQMMKmvI9t8y9QUOAZ7V4uDEe3HhS0bott7U+EzfjQ73lzNmlK5hvjMe12Ip4aQUGrRBzde1LQvqN/QjIrC6PAgRkV7f/E5+cT8p+ZuGrXwVWrNu6atf7a68Kp19SA2ONHyf5gCsFzPiHrxdG4GjYi9MPJ2Jd951mo0WJgOXqUvJtuIb/fHdi/X0r4qGdxV6zoeT2JisZdpSrOy5thuF0EL/gCS3IyliNHMPLzADj+3zm4q19G+JMjCFqx3BMSEeVxNbmcnMFDcNx8S4mcD3jm5sbpwqxYESMrE9tPqzGjo8E0sW77DcvxdHIHDMJy5DDRnTt4fuji5HXIeuY53JUqETJrOkFrVnteh4Hce+4j+5nnICysxPpamuizongpFsSrLMWCErLnkRKyUhbo+ouXYuEi4HKBxYJ1229EPHgf+V2vwxVfcqNj4TwnZE/ldnv++1cTnw4HBAWd27Gm6RlZmpuDGRICoZfmF+riOmMsmCa2jRsIWrKYjPHv4m7Y6IL0UQLnrN8TnE6wWrEcOkjY66+CzY6zTl3MqCjPKFGXG1xOzKAgKBf+1zv4+48DhiPf8yNBWirWXTux7t2D5dBBME1y7n8Q7HaCv12MkZoCQUG4qlTDXbeuZ3qRsDDM4JCTc1m7XJ4fbAoKoMCBceIE9o1JWHbv9owetwdhli+Po3tPTGcBlAv3/GDjckFuLobLBXY7ptXqeQJdbgzT89pmWm1gs3pG3ebkeBLKNqvnxyerFSM7G4KDMDIzCVr0FdZ9+7BknMB5eTOyn3wGR/ee2Jd+S+TAOzFyc3FHx+CqWw9nk6bk3j8M2/q1RDzyAMbvr6VmcDCu+g04Pns+Zrlwyg+9F8vePeT3u53cwUNOvyBidjbBXy8gv3tPLEcOU/6+gdh2bMfI8bwuFjRrTn6XazFCQ7H9vAHL/n2eNt1uzPBwnPXqe0aJmiZmUDBmaCgEh3heU+32k8lltxvy8zBycj0/hKWmYFau4omhgwfB4RnJbzl8CMuRwzi6XIejy7VYjh/HyM3BVacu7hqXYftpFc4mTSE4mNAP3iVo6RIKWrbE0flaCq7p4rlr4HdGehrB8+cS8t9Z2JPWkd/zRnKGPojt5w1E/GOk39PgqlKV7Cee9ozUzsrCjK3o9/5kGsbJczEBRz4hC7/EvuJHMl99HcctfT3PwSntXwr0WVG8FAviVZZiQQnZ80gJWSkLdP3FS7FQehlZmYRMm0ro+2+T9c/nwWrDcuQQZsXKmOVL9sveBUvISqnzZ7FgpKYQ/q9nMBwF5PW9jZwHHsJdt/757+ifsG7fhnXXToyMExi5uTibNsPZIsEzqg88CbITx30/CpghoZfs6LaiGJkZ2Jd+5xml6HRCaCj519+AERxEbGwEaet+wb7kW2xbN2OkpZH9zLOYFaIo99Iogr/8zPO8BQWBI5+8/gNx1awFzgLc1S8rsRGaZy0vz3M+hgUMA9NiOTkS12Y7+1vg3W7Iy/MMkDQsnjpsAVw32eXCyMrCtm4NQd/8D2w2Mj74EOu23wiZMxuzQgXP1CGpKbgrVaLgqqs9SeCgYIyUZKxHj2A5ehQjI4P8m2/BtFoJXvAlliOHsW3ZhLtiJXIeHE7e/cMAsP20GvuqFdjXrcH+wzKMrCyyn/onZkgI9k2/YGRkEFwphsw69TErVvG871gsnkT07yNDffNwn5p0LSm/L4ZoSUsleO6n2H9O8tud2/d2XM1bYP11K7Ytm7Ec3I/12DFMm42chx8ld8gwgr+YT/iTI8A0cTa5HGejJrirVcddqTIYBkZmBkZmJobLiatyVYiMxAwJ8cwHfhbX2rJ/P0ZeLu4KFSj3pmeEtjuygmeErQnZ/3qRgjZXYF/7E/Z1a8DpxCxfnvwbenumZyjlzvazomX/PtzVql+41wIJGH1vEK+yFAtKyJ5HSshKWaDrL16KhQskK4ug1Suw/vorjut74DoloWUcPUroh5MInfQuRnY2BQmtKGhzJe5atXDHxJ77SNAzUEJWvIoTC8axowTP+xT7+nUYuTnkDhlGzqOPQ04ORn4+7rr1SqQvlsOHCP7yM1xVq+OuUQPLoUMELV1C9mMjsWScoNyL/8LIycYdFe1Jmrnc5A55AHfVaoSNfY3Qj2b41ZfX80ayX30d20+rKf/gfRh5eb597tiKpC9e5kkinEtiqaCA8CeGg8WCq2EjXLXrYmScwHF9T8ywctiXL8OSmoKrTl2cTeMKjVQ0jh3DtnUzti2bweUk77Y7i5zDtCRYDh4g6pp2WI4f920zQ0I4/t+5UKkSUc89Bd98g2m14q5cBTM0jNx+t0NkBc/oyKOHfx8J6vLMO9ywEc7mCZ5bv6VkFBT4RqGadjvu2IpQrpxnn9PpWSQwJKToWHW7fSN3TbsNrDas27cR/PlcrHv3kDFlJmZwMOUf+DuWtDRcNWrguqwWBc2be6aUiIr2jN4tTe8LeXmeUbNHj2BJSfYsMlm3nudvPyjIM+VFTg6WfXuwbUjCXb0GrvoNsBw5jHXnDs/fZI2anql+ApVUd7sxThzHvvJHrNu3AaYnke9247imC+6qVQn+5n/Yf1wOFgtGdjZGQQHZwx4h5+ln/9p7++93ehAUdO53nDgcBC35BjM8nIIOV3ni6PcRwQYmsY5M0nfu94xMdjiIGP4AlmPHPAnt7GyM7CxOTJ4O4RGEPzMS25ZN5PfqTf7Nt2Ji4GrYEDM6BuvmTdg2bvCMXK9TF1e9+piRFc793OX8ME1PjJtuYmPCScnI97wuFBT4/+D1+10TWoDx4mTbsB7jxAmMzEwIDsJdsRLORk0gNLRQ2bL0HVIJ2fNICVkpC3T9xUuxEDj25cs8C1SBZ77BI4dwtkigoF0Hgud+SsSTj3lGN7ndODp3JXvUK7jq1afcc08TOm0qjjZtcbZqg6tuPcyoqIB+uC1VX7zlgjqbWDDS0rAv+xYiyuNs0hTr1s2EfjSDnAceJmfkMycTH4bh+ZJ2lokQ48B+om7sjvXAyYV1XNWqkztgEISEYP/+O6yHD3m+EP7O0flaXDUu8ySHTdNza7ndjmXPbgyLgataDYysLOw/r8cdUR4snhFcZmiIZy7j6GhCZ3yIOzoGMzwcd5WqFLRpS8E1XTGyMgn94F2C58zGkpyMGRmJq2YtMt96D8uxo5R7+nGsBw9iSUn23P4OZD73AmZsRc+ck6tXetqyB+FsFkfWcy/ijE8g7P23Kffqi559QUFgmhS0vZLMdyaBy4VtyyZwujDycjFOnMCsUIH83n08J5yb6/9FKTf3ZKLOO3oRPLekL/gCx7XdsP72K6HvvY2rTj3clSp5EjhOJwaeL9zh3y8ht1JVXPXq465YCexBnsXmvCNNrdaTSR9vkOjLd+nndmMcPuSbasCSmoI7tiJmeARmWJgnbk5xUb8veJPWdntgRzWfjtvt6QOc/PHC4fBMr2P+nujMyyNozSrclSpTENcC67692Desx5nQCuuO7Vh/3YKj87Xk3TUI20+rCB/9Evndrie/181Y0lI9rxPt2mPdspkKfW7A+P0imcEhmKGhpC9eBoZBxIiHMTJO4KpXH1eNmhi5ueTd0hdXg0bY1q8laNUKLEcOE/zZPCwZJ8jtezv5ffpi3bmDiH8+6Xdarjp1yXzp3xjp6ZQb97pn6o+QkN8XALVT0PZKzIgIz6jstWs8I5d/X6gv65l/4YxrTvCnHxM6Z7ZfvXm9biLrldcxCvIJ/nQ2rvoNPYnacuUw8vJw/T49jnXbb2CxYJYr55l6JKzcyalHLlW5ub44tm7fhuXIYdxR0Zjly2NGRp6ck9s0se7agX3ZUuzr12KGhuKqU5fcBx4GwLZujeeHlvR0LOlpWI4dJa/vHZghIYR8NAPrrp04W8R75ofPycHVoBGuJpcTNPdTIp54BEvmKTmSuDjS35mM6TaJuvpKzza73fM+4nJx/L9zcde4jHKvvoj9++88ixc2bYYzsQ35vW/+a1N6ZGcTtOQbXI0a46pTt8Suv+dHq3kYGScwy1fAXSESd9XqOHrc4Dm9lT/ijGvueb7PVU6O51rZ7ednjYL8fIyMDM/fTEiI50c90/S9PlrS0zDS0rAeOYSjU2csx44S3S4RIy/Xr5qM96bgvLwZ9hU/gCOfgquuwdWoMYbVUma+Qyohex4pIStlga6/eCkWSoaRmUHwvDmE/GcG2SP/gbtSZcLeGE3Il58DnnnnzMgKOK66moIOV2EcPw4ZJzArV8H+00qCVvyIo+NV5N/QG8vOnRimG3eNyzDLR56XRMdF/cVbStQ5xYJ3XsiMDELmfYp9xQ++1eezRr2CGRZG2LgxYLGQe/+DuKpV9xxWpw5meATlnnmCkE9n46pXj4LmCdh27yT39r9hZGZhycn2JCOTj4LdjvuyWrgrRHmSkN7F2hwOX2LQtFg8+073ZcfhOHm7/R/LZGdjX/sTQd8vBadnTlEjLRUzrBwZMz/GtNmpcGsvnHXrYUZWwMjNxcjLI797T8wgu2du0XLhntF8qcmY9iAID/ckWTEwMk5gOXQQ6+6d2PbtpaBpHAVXXIll/36shw7irlwZd5VqmG431rRk3BWrYNm7m3Lvve3romkYuBo2JvuxJzDLhRN51x2nfCE1MfLzSf98EYSEUO7lUZCbi7NFAiFzZmNknCD78SchKAR3bKxnAbw/vL4YBpQPsZKRU4BplOJF7STg9L5wnhQUYKSnYV+5gqDlS7FkZOCqXBl3bEVcjZvgqtfAc1fNksXYtv+GJcuT4CyIb0neHf3heDr2XzZ6XtOcTowCT+LX0bETGAb2tT955iZOS8XIyMAMCSGvdx9cjRphX7WS4K8XYAYH42zWHGeTy3HXquP5EfnQQax79/jWNAuJiSI7Igp31WqYwcGeH2psNkybzfNa6p0ixDfHrmdaGOuvW8EAd1TMyR+PDAMKHFgOH8Zy7ChmeDiuBo2wJB8l7P13MHJPJoTckZGc+M8ccBRQfsggrEeP+D19GWMn4OjZC8vRo7irVPG8rp0PBQWeBQh/nwO5xOTkeOabLnAQPPdTwib+H7l3D8ZZrx4hX3xG8MIv/Yrn97iB7OdewLrpFyLvvRvTZvPc6VFQgFmuHNlP/gMzNIzyQwZhyc72HWcGBZH9yAjcVaoQ/PUi7Ot+wpKa6tuf26cvjut7Yt2xHfvaNZjlyoHFM2I6JLoCWTXrgNvE9vMGcBaAy+2JAbvNM4o6JATrzh1YDhzAknIMy7FjWI4eIXfwfeQ88jjYbZihYUWOvDyVkZWJffn3GBknKLjqauxLvqH8o57FHE2LFTM0FDMmhuPzF2CGhGLb/AuuRo09P7harZ7FEMPKgdVK8Pw52FeuwHLoAJYjh7EcPkxe/7vJv+kWgr5eQNi4NzDDQjFy8zDycnHVrkP2089CZqanTcPA1fhyzw+ZQMaEdyEsjOBPPv595H4MZlQ07phYnM2aY8bEQG4uwfPnEDr5fewbN3gu8d+HkjdwMPbVKwj/x5Oev6Hff/B01apDxntTwGolst9Nnr/b3Fyc9RuQf2Mf8u4aiFkhCsu+vViSj2GWC//9TgE7ZlAwhIZ67hB65y0smRkn46RbD7L/8S8s+/dR4c6+fs+xGRRM5quvY8nJxnLoEO6QEMywchhOJ0bGcczoGLDZCVr0Ffa1P2G4XLgjK5DX/27Cxo0h5fil/x6hhOx5pISslAW6/uJ1KcWCcTzdM+KnQrTn1tkAJTKNY8cwK1WCggLCxozGvnoF9vXrwZGPs3ETHF26YcZEexb/OHWBKIsFMzjY84EpONj/A3xODtbdOz0f5KJjCo1UCjR98RavkogF689JhHw2F3d0DAWJbXBXqYptw3qCfvje78t05r/fwFX9MoKWfONZ8T4lGcvRwxgY5PXq7bkNPja2hM7sLDgcniSv2w1Oz5du7DZwA5i4YyudnMfZ5fIkg8/2dmOn07Ogk2F4FkAqapRPTg6Ww4cwcnLAavEkeENCTraVkYHt5yRPX71CQylofDlGkN0zQu23rVgOHcQZ14KCNlfiql+/yESsl14LxEuxcAHk5WFknACb3TOiLSTk5A9HbjdGZgbWLZvBZsNd4zLc5SM9c1//2ecdp9Pzo1l+vuf1ymoDq2c6BVwucLo8dxOcZh7t8xILBQWe/uXnYUlL9S3yRmgI7uqXYVoMrIcOQW6O5wezfAdGfh7ORk0wYyt65hnemETuHQPIffhRjJwcXNVrQGgo1s2bPInfqCjP66jNhjsmttjvL5Yjh7Gv/BFb0noK4hNwtuuAfdECyo98FHd0NPnXXY/jht64q1bFGdcC48hhwp//J2Z4OKbdjuXoUSypyWS896FnwcG5n2A4CzDLhWOGhWFJSSb/uuuhXDnCXn3RN92OabVSkNiGgjZX4K5V2xMfaalYMjM8U+7k5WGWL4/rsloYBQWeUa716mHGVPx9xGoBhtPpeb85cgRLXg7usHKYEREQ+vvihsFBmPYgDIcD43g6xonjntgL9rzXmKFhnmTs7yPNzykWnE6MvDyMw4cgPxcqRBO0dAlBi7/GVb8+rrr1wGYn/9puOHr1xrJnD6GT38P221ZsSUkYLifOxk3I7T/Qd06Wgwc8782OAjAMnFe2w7TaCH/xOf/3ROD4hx9hVqhA2MT/w7Z5E2b5SNwREZjlwj0/sNas6VmMLzTM837sNsHtmZLH+7dlHDmC7betWPfv8ySgMcj7W38ICiL44/9g2/YbRnaW5xgg+5ER5N/Sj9DJ7xMyfYpnDusGDTEsFtxVquGuUgUjLQ3bb1sxXW7PcW43ZmgoBW2vwDAM7N8v9fTLasW2fx/WXTvJeHcKrvoNiHh4KPYN6/3OM3vEkzgbNca+bg3WnTtxlwuH0BAwwV2+PGb1GpCXi+23rWBYPMnssDBcMbGYlatiRkaeecRxfj5GaqpneqWd23FXrkLI8IdIadT8kn+PUEL2PFJCVsoCXX/xuthiwbb2JyyHDmLJyMC6cwf2FT+Qc/8wXA0bEzJjKmFTPgDADCuHq0YN8m7pR+6jTxRd2e+38xrpadiXL/MtmmXdvw8jO5usl1/zfHD+bC6WvXuwpKViS1qPffVKMsa/g2GaBC34wjOyrVIVCuLicNes7Ul2XIhbJP8CffEWrxKLhd8TAISGnUwo5Odj27TRk4gEzxfi8uUxI8p7kgGAkZsDuZ4vmef7h4lLktP5+y2LnlH6f5a40WuBeCkWxKtUx4JpQl4ulsOHCPrfIoLW/uRJ7AIZo9/ArFqVkKmTCV76rd9h+d16kPXaWNxVqvqmeLEcOoiRne25iyM8HOvmTYT93xsEfzHfMyowJpb8q67G1TIRMjKw7t+Hdc9uzw9f6WkUtEwkZ+iDWA4eIPTDyZ6pa1wuz7QgERHk9e4DwcGETpuMdfcuz49/polpt5N792BctetgPXgAIz0N07BgVq2Mq1bgp606GyUSCzk52LZuwbr9N6yHD3rmKzVNnC3icVzR3vP8ffox7qgoXLXr4KxdF7PGZX8+YCE3F8vBA9h+24JR4PTEhsWgoG4DiAiH4BBPQt5u+32ajaCzX/DR5QJH/snHbjeG0+VZwK+gACMnG+PECU+9oaGec8t34KpT1zNitrijqX+fsxeL5eS0J8nJWHKyPKPPk5M9SdwCB+TmYMkvwFm7FmaVap7RwcX5oeYvsu7bQ3iblqTEty19rwslTAnZ80gJWSkLdP0vAaaJ5cB+zwIwBjiu7X5Ob7wXQyxYt2/DVbceRkoKkXfcgn3TRgDcUdG4atWmoHVbXNWrY5w4juV4umdhj7Q0LCkpuGrVJu/2OzGDgwn+eiHuqlUxQ0IJXvglrspVyLujP/Y1qwl/eRSA51avqGjcVaqQO3gIpj2IiH+O9Nz6FVYOd0wsrkaNPbf1VariGVlg/X3l7QAstnW+lOovW3JeKRbKNl1/8VIsiNfFFAvGkSMErfoBs1w4rstqeqZ+chZgHD+OJSPDk1BzuzCjo3HHVMSyfx9BK3/Aumc3lvR0AHLvGkTu/Q8StOgrQt+dSEGbK3A2uRyzUmXMMM/8tX4/vGdlYd253TPitEIFzJBQT+LN7Qa3y3OHVFAQ2OynzCec7xm9mpfnuVMiIsIzP2kp/yxZ4rHgdnueA9N9sg23eXIaoj8+1xebU+dyv8RY9+8lvHWCErKnoYTsOVJCVsqCMnf9TRPjeDr29Wuxr1qJbc1qsFjImDQNrFaCvl6Iq2ZtnC1blY4PQi6X58PJ7/MJGTnZnl/Yo6Kxf7+Ucq++gPXXX30LJTgbNyH74cdw1aqNUVCAs12HYjdVmmPB+tuvlHtlFMELvyJr5DOYUdEYqcmYIWGeX35PvZWqqF+c3W7P7UOpKdjXriHoh+89qwE78nHWq48zoZVngv7gEMjLxShwehaK8N4SbOL5EO9w/L6gjSfxaoaHX9wfDotwMX3ZksBSLJRtuv7ipVgQr0s2FrKzCPl8HpY9e3BXroK7cmXMkBDPVBDR0ZguFwQFe0bR6o4N4BKOBTlrSsie2aX1TVFE5I/y87Gv/QlX3Xq4o6IJnv0fQuZ+ghkdjWn1JDGdzZqT+/ehWLf/RlTv6wHPHDquWrUxQ8MInj8XgHL/fglLejqmzeabzylz3ERcTS4n9IN3CVqyGGfjyylo2QpX48s9K0//vihNSbDs30folA/IHTgYTJPwZ58i+OuFfmVy776H/B69PKukutwUXNkOV6XKuKtVx6xYCUtWFiHj3yT46wW4qlbzLbTg6HwtOU8+g+l2E/L5PJyXx+Fq0uSvrXAaYLaNGwid9B7Bs/+DOyaWvD59McPCPJPW17is+BVZLJ5boSPKk1/9Mhxdr/PcTpSX55nLtUJUsRLwl/hnDBEREZGyp1w4eXcMgNxczw/7pWFQhohcEpSQFZFLQ16eZ4JxqxXjeDq2zZsI/vRjgr+YjyUjg5wBA3G2TMT28waMjAwsvy8YY9qDsNlsBM+fg5GbQ17f23FVrYK7ag1Pki4kxHMbiekm6/mXsW77DevunZ5J5wsKsK9d7ZmgPTkZMzgY+6oVBH82F8PpJPf2O8m7dwiWHdsJe+ctClq3wRnXArNSJVzVL8PVuAkAloMHsO7dg23jBmybfsGyfx8Z//cOht1G2OuvYt2xHYKDsf+43LPSqMuFq3IVXDUuI++WfifnD7JZcVWIwrpjO+4qVcm5f5j/vIzep6rfHbgjI7EeOug7N+N4OsHz5mAkH6Pc2Ncw3J5bgtzlwnFXrcaJ+V9BMNhW/ICrVp0STTT/Ge/crUErfsS+8kdyhjyAs3k8wR/NJGjRAvJ79KKgVSLuGjX/+sgEu9238q4SrCIiIiICQGjohe6BiFxiNGXBOdKUBVIWlIrrn5+PfdUK7D8ux3L0CFkv/RvDWUDolA/A4cCMKO9J1q38gczX3sTVuAmh779NyKezccdWpCCuBa4GDT2jXcuXxwwr50lCOp0Ybpdn9UirBSxWT0L3D8nLMzLNk8nQU/prZGZ4Vry2WDAjwrEcPIR9xXKsBw/45p1yNmhI5tsfgGEQ1fUqT3X2INxVq+KuEEXejb0x7J4Er+XAfoy8XJyNmuCMT8BdrYZn5dO/ytt/7zk4CzAcBZCdhXX/PiyHDmDJzAKXk4Iu1xIeE4n52AjIzSH/ln5kvTQaMzrmr/fjDMKHDyPkv7Mw3G5cFSvhrlUbR8tWuKvVAAMICcVdIeq0K/5KydItaOKlWCjbdP3FS7EgXooF8VIsiJemLDgzJWTPkRKyUhac7+tvOXIYy/59OFu3hawsIu+6HfvaNRh5ubgjK+CuEEXO0Ac9ebiPP8K6cztGTg6uuvVw1alHQdOmEFkBI+UY5Dtw166LOya2dCTrnE6MnByME8cxjh/3rCoeFYUJWHfugPIRuKpU96ywGhoC9lNW9Cwo8Pyz2SA4+Pz33TQxXE7K2yF7+25sq1cS9N0SzOAgska9TP6dd2NkZRI27g1c1arhrnEZ7grRGAUOCq5o57m9q6DAk/AugnHiOJimZ2Vvl4uQmdNwtoiHvDyC536KJT0NV/36uKtW90wVUa7c2SXOpcToA7Z4KRbKNl1/8VIsiJdiQbwUC+KlhOyZacoCEfGxbt2CdddOjKxMjPx8jAIH9LoeKtcsXLigAPLzITwcsrMJXvQVRmYm7qrVcFWvgat2Hc++U7nd2NauAasFV7362H/4nnIv/At3pUpYDx/Cun8fzrr1yP7n855FlTIyyO90tWf+15q1PYskWW24bTZy7n8QIz8PIz8f0273zHXqndOpbv3AP1lny2bzjNAtXx4u838+3fUanPnYoKALO1+VYXiSqeVDcTVoiLN+QxxXdyVk1oeEvfMWZlQ0nDhOyMwPMY6f8Iw8/l36rE8gNJTwV17AcmAfrnoNcNWui6tOXfJv7YcZEUG5554h9D8zPdcxJARLZia5N9+KK64FzlaJnpVvi1qMS0REREREROQidNEmZGfNmsXkyZNJTk6mcePGPPvsszRv3vy05RcuXMj//d//cfDgQWrXrs3jjz9Op06dfPtN02T8+PF88sknZGRk0LJlS55//nlq1659Hs5G5AJxuwla+BWOjp2wHj1CxMNDsf+cBIBpGJ5RiEcPYru2B7bvv6fc/43xHWc4HDjadSDrpX9jST5G+aH3YhoGxu8/fZmhoaR9vRR34ybgchH82VzCXh+Nbed2HFe0I/+Wvhh79uCuUgUjOwtXjZo42rbDXbsWlpQUzOBgcu9/EDM4+LTJSDMsTPN8XiDu6tXJefxpjORjWI4dw7RayfrXS+AowJKeinHiBKbNhm3nDrBYcNZvgCUoGEt6GkG7dmBJTcOyfy+uZnG4Klcht+/tWLKzICfHk/S9vBlmTKwnGSwiIiIiIiJyCbkopyxYsGABI0eOZNSoUbRo0YJp06axaNEiFi1aRExM4fkM169fT//+/Xnssce45ppr+OKLL5g0aRJz586lYcOGALz//vu8//77jB49mho1avB///d/bNu2jQULFhBcxC3CmrJAzplpnluSyen0LFzlHXV6rvUUFGDd9hv2n5MIfW8itq1byH5wOGZsLJw4DkHBnhGJNhuGxSA81E5WegaWPXuxHDzgqcMwIDgYd1Q0rlq1MTAx3SaEhWFkZHiSdCnJOK9sj7NefSKeHIFtxzYKmjajILEtrgYNMaNjPCNef5/PFbfbczu+EnClUondeuRwYOTne+badTkxw8ppCoKLiG5BEy/FQtmm6y9eigXxUiyIl2JBvDRlwZldlAnZvn37EhcXx3PPPQeA2+2mU6dODBgwgPvuu69Q+eHDh5Obm8t7773n29avXz8aN27MCy+8gGmadOzYkUGDBjF48GAAMjMzadeuHaNHj6Znz56F6iwzCdm8XGKzUjm+9xBkZkFICO4KUSdXhz96BFwuv/KuqtUhNBT790ux7tyB+7LLcFeqjBkcgjsmFjM2FsuhgwR/MR8jKwszKBhCgnHHViT/5ls99R457L9QEnjmAg0O9szBmZ3tt88MC/OsjJ6VhX3DeiwH9mNJTvYkfGx2coc9DE4n4Y8/giUtFXeVqriq18BdtRoFV3fGXbkKRsYJjKwscLmwbd6E/YfvcV7elIJrumDbsJ7wpx7H2aQpji5dcSa2AdPE2Twe49AhIkYOx9ky0bPgUlQ0ZvlIXA0bgWFgHDuGbcc2ghZ8SfCCL7AcOsiJKTNwNY/H/t23WFKSKWh/Fe4aNTznEhHhuf0+NxfLkcME/bicoAVfEvT9dxS0uYKsUa9gOXKYiEcfJP+mW8j72wDMChUwrTbMypUBsCWtw3LoEPa1P2FfvRLL/n1kTJmBu2o1IoYPI+j7pYBnYSlHx6txXd4Ud8VKhZJif/XN1DhxAusvGwha8SMFbdrialJ0O1L66YOVgOJATlIslG26/uKlWBAvxYJ4KRbESwnZM7vopixwOBxs3ryZIUOG+LZZLBbatWtHUlJSkcds2LCBgQMH+m3r0KED33zzDQAHDhwgOTmZdu3a+fZHRETQokULkpKSikzIQtkYyGdf9SP060OFU7a5o6LJmvAOAOEPDcWSnuZ3TPYzz+KqU4/gjz8iaMk3GKckVvO79yC//91Yt/1K2OiXMYNDMJxOcBZ4RmXa7WC3E/7g/VhOHPev99lRuBo1JvijmQQv+MJvn+OaLuQNvg/Lnt2E//MpwHPLvGm1YYaF4q5UEcPlxrp3N5aUVGwbf8Y4cQJLTjbZTzyNq3kLgj/5mODP5508z+gYHFddjSUzAyMtDVfdeth27SBo2RIMlwtXrdpkP/EU1v37se7bS9DKHzFycz1tWyxkTvsIDINyzz6Ndfcu3BUq4GzSlIK45th+2Yht7x6CvvsW+4ofMV590dduXt/bcfS+Gdu6tYS9+TqmYeCqVx/HNV1xV6xI8KIvMU6cwF3jMkJnTCXs/bcBcFWtRvbrbwIQcd8gjJwc3FFRuGrWwtXkcuzLl0FoKM4GDXBdVtOTwA4Oxl2hAkZ+HtYD+4oOgvAQLFl5Zw6UMzBr1sIRWxEzJOTM7Ujp9xdjQS4RigPxUiyUbbr+4qVYEC/FgngpFgQwsrM8/y0DubNzcdGNkD169ChXXXUV//3vf0lISPBtf+2111izZg2ffPJJoWOaNWvG6NGjueGGG3zbZs2axcSJE1mxYgXr16/njjvuYPny5VSqVMlX5pFHHsEwDMaNGxfQcyrVMjJg6VLPKNhTQ8ViOf0iO04nRf78YRiefxaLp8zpGIZnNflzdbr2vSyWQqNvMQzP+XhfKVyuk2UiIjzHGAbk5noWsvKWM01PEtli8Ww/XX3e2/IBKlTwbHe7Pcfk/f5GZbMV/Url7UtoKISEnNxumnD8eOHny+32/Dv1OQgPP+0K9yIiIiIiIiIiJa56dfh9qlDxd9GNkJXzrHx5uPHGC90LERERERERERGRS8JFN5FjVFQUVquV1NRUv+2pqanExsYWeUxsbCwpKSmnLV+xYkXftuLWKSIiIiIiIiIiInK2LrqEbFBQEE2bNmXlypW+bW63m5UrV/pNYXCq+Ph4Vq1a5bdtxYoVxMfHA1CjRg0qVqzoV2dWVhY///zzaesUEREREREREREROVsXXUIWYNCgQcyePZt58+axc+dOnn/+eXJzc+nTpw8AI0eO5I033vCVv+uuu1i+fDlTpkxh586dTJgwgU2bNtG/f38ADMPgrrvu4p133uHbb7/lt99+Y+TIkVSqVImuXbtekHMUERERERERERGRS89FOYdsjx49SEtLY/z48SQnJ9OkSRMmTZrkm17g8OHDWCwnc80tW7ZkzJgxjBs3jrFjx1K7dm0mTpxIw1MmFv773/9Obm4uzz33HBkZGbRq1YpJkyYRHBx83s9PRERERERERERELlGmnJV3333X7NOnjxkfH29eccUV5tChQ82dO3f6lcnLyzOff/55s02bNmZ8fLz54IMPmsnJyb79W7duNR999FHzqquuMuPi4szu3bubH3744WnbXLt2rdmkSRPzxhtv/NP+ud1uc9y4cWb79u3NuLg48+677zZ3797tV2bXrl3m/fffb7Zp08ZMSEgwb7/9dnPlypVnrHfnzp1m//79zSuvvNJs1qyZ2blzZ3Ps2LGmw+HwK7dgwQKzW7duZrNmzcwbbrjBXLp06RnrPXr0qPnYY4+Z1113ndmoUSPzpZdeOmP5L7/80mzYsKE5dOjQM5YzTdM8ePCg+fe//91s3ry5ecUVV5ijR482CwoK/MqsWrXKvOmmm8ymTZuaXbt2NefMmXPGOi+F679p0yZz4MCBZqtWrcw2bdqY//znP82srKw/rXvr1q3mHXfcYTZr1sy86qqrzPfff99vv8PhMCdMmGB26dLFbNasmdmrVy9z2bJlZ6xz1apV5v3332+2b9/ebNGihXnjjTean332mV+Zjz/+2LzjjjvMxMREMzEx0bz77rvNn3/++U/7G4jrf6qyGgvFuWameem/FniV9jj4+uuvzUGDBplt2rQxGzZsaG7ZsqVQmT/r3+n82WuCaZrm1KlTzeuuu86Mi4szr7rqKvPll1828/LyTltnXl6e+eSTT5o33HCD2aRJkyKv79nGytmcZ3Fi5XTKaiwU55qZpmnm5+ebY8eONa+++mqzadOm5jXXXGN+8sknp623OM9FaYqFsnr9i/OeMGfOHLNhw4Z+/5o1a/anff6z1+XMzEzzpZdeMq+++mozLi7OvO222/T5oIRi4b///a/Zv39/MyEhwWzYsKF54sSJYp372fzdFLfPxXmNWbNmjXnbbbeZbdq0MePi4sxu3bqZU6dO/dP+pqenm4899piZkJBgtmrVynz66acLfQ4qznvd6ZTlWHjxxRfNm2++2WzatGmRfSnu58lTFee5+Prrr82BAweabdu2NRMSEsx+/fqZ33///Z/2V7EQmFgI5Hv5n8VYcT+f/FFxvkMVJ16Kojg4c59nzpxpdu/e3YyLizOvu+46c968eX+53tL0WbEoF+WUBRfSTz/9xJ133sns2bOZOnUqTqeTwYMHk5OT4yvzyiuv8N133zFu3DhmzJjBsWPHePDBB337N23aRHR0NK+//jpfffUV999/P2PHjmXmzJmF2svIyODJJ5/kyiuvLFb/PvjgA2bMmMHzzz/P7NmzCQ0NZfDgweTn5/vK3H///bhcLqZNm8bcuXNp3Lgx999/P8nJyaet1263c9NNNzFlyhQWLVrEM888wyeffMKECRN8ZdavX8+IESO49dZbmT9/Pl26dGHYsGFs27bttPU6HA6ioqIYOnQojRs3PuO5HThwgH//+98kJib+6fPgcrkYMmQIBQUF/Pe//2X06NHMmzeP8ePH+8rs37+fIUOG0LZtWz777DPuvvtu/vnPf7J8+fLT1nuxX/+jR48yaNAgatasyezZs/nggw/Yvn07Tz/99BnrzcrKYvDgwVSrVo25c+cycuRI3nrrLT7++GNfmXHjxvHxxx/z7LPPsmDBAm6//XYefPBBtmzZctp6k5KSaNSoEePHj+fzzz+nT58+PPnkk3z33Xe+MqtXr6Znz55Mnz6d//73v1StWpV77rmHo0ePnrbeQF3/U5XVWCjONSsLrwVepT0OcnJyaNmyJY8//vhpy/xZ/4pSnNeEL774gjfeeIMHH3yQBQsW8PLLL7NgwQLGjh172npdLhfBwcEMGDDgtOd4NrFyNudZnFg5k7IaC8W5ZgCPPPIIK1eu5OWXX2bRokW88cYb1KlT57Tli/NclKZYKKvXvzjvCQDh4eH88MMPvn9/3P9HxXld/uc//8mKFSt47bXX+OKLL2jfvj2DBg3S54M/UZxYyM3NpWPHjtx///3FqhPO7u/mbPpcnNeYsLAw+vfvz8yZM1mwYAFDhw71fS49k8cff5wdO3YwdepU3n33XdauXctzzz3n21+c97ozKaux4HXLLbfQo0ePIvcV97XjVMV5LtasWUO7du14//33mTt3Lm3btmXo0KFn/D4CioVAxUIg38vhzDFW3M8nf1ScfMqfxcvpKA5O3+ePPvqIN954g4ceeoivvvqKhx9+mFGjRrFkyZK/VG9p+qxYpLNK30ohqampZsOGDc2ffvrJNE3TzMjIMJs2bWouXLjQV2bHjh1mw4YNzaSkpNPW8/zzz5sDBgwotH348OHmm2++aY4fP/5Pf9Vwu91m+/btzUmTJvm2ZWRkmM2aNTO//PJLv/6uWbPGVyYzM9Ns2LCh+eOPPxbrnL1eeeUV84477vA9fuSRR8z77rvPr0zfvn3NZ599tlj19e/f/7S/WDidTvO2224zZ8+ebT755JN/+gvX0qVLzcaNG/v9ivHRRx+ZLVu2NPPz803TNM3XXnvN7Nmzp99xw4cPN++5555i9dc0L77r/9///te88sorTZfL5Svz66+/mg0bNjT37Nlz2rpnzZpltm7d2vfcmaZpvv7662a3bt18j9u3b2/OnDnT77gHH3zQHDFixBn7/Ud///vfzaeeeuq0+51Op5mQkHDGX8zO1/U/VVmJhaL88ZqVxdcCr9IUB6fav39/kb90n2v/ivOaMGrUKPOuu+7yO+7VV181b7/99mL1uTjX90yxcqrinGdxYuVslJVYONXprtmyZcvMVq1amenp6cXuZ1FO91yYZumLhbJ4/b3++J4wZ84cs1WrVmdVx5+9Lufm5ppNmjQxv/vuO78yN998szl27NjT1lvWPx+c6nSxcKpVq1YVewTU2fzdnGufi/O+4DVs2DDz8ccfP+1+73O+ceNG37Zly5aZjRo1Mo8cOWKaZvHe685GWYmFU51NX/7sO0BRzvS+4NWjRw9zwoQJp92vWDgpkLHwZ302zeK/l5+qOOdY3NeO4nyHKk68FJfi4GSfb7vtNnP06NF+Zc7me8Pp6j1VafusaJoaIfuXZWZmAhAZGQl4svQFBQW0a9fOV6ZevXpUq1aNDRs2nLGeChUq+G2bM2cO+/fv/9PRCV4HDhwgOTnZr+2IiAhatGhBUlISAFFRUdSpU4f58+eTk5OD0+nk448/JiYmhqZNmxarHYC9e/eyfPlyWrdu7du2YcOGQr++dOjQ4YznXVwTJ04kJiaGvn37Frl/woQJdO7c2a8vDRs29M0r7O1LVlYWO3bsKLH+XmzX3+FwYLfb/eZYDgkJAWDdunWnrXvDhg0kJiYSFBTk29ahQwd2797NiRMnACgoKPDbDxAcHMz69euL1X+vop6LU+Xm5uJ0On3POVy46//HfsOlHwvF6XNZfC3wKk1xUBzn2r/ivCYkJCSwefNmNm7cCHhGnS1btoxOnTqVWP9PZ/Xq1TRq1IgDBw4AxTvP4sTK2SgrsVAcS5YsoVmzZkyaNImOHTvSrVs3/v3vf5OXl3dW9fzZ+0NRLlQslOXrX1Sfc3JyuOaaa+jUqRNDhw5l+/btZ6zjz16XnU6nb/TTqf74ueNCvyfAxRcL56q4fzfno89btmwhKSmJNm3a+LbNnTuXRo0a+R4nJSVRvnx54uLifNvatWuHxWLxvW8V573ubJSVWDhX5/Ia/2fHuN1usrOz/cooFi6sc7nOgXLgwAEaNWrE6tWrfY//7DtUceKluBQHFXyPHQ5Hke/pv/zyCwUFBedcb3FcyO8NSsj+BW63m1deeYWWLVv6FghLSUnBbrdTvnx5v7IxMTGnnRJg/fr1LFy4kH79+vm27dmzhzfeeIPXX38dm614a69564+JiSnUdkpKCgCGYfDhhx+yZcsWWrZsSfPmzZk6dSqTJk3yS3Cdzu23305cXBzXXXcdiYmJPPLII759KSkpfgH5x7bP1dq1a/n000958cUXT1smKiqKyy677Ix98T72Pk+nK5OVlVWsL4kX4/W/4oorSElJYdKkSTgcDk6cOMEbb7zhd3xRzvR8euvu0KEDH374IXv27MHtdvPjjz+yePFijh07Vqz+AyxYsIBffvmFPn36nLbMmDFjqFSpkt8L5IW4/qcqS7HwR0Vds7L2WuBV2uKgOM6lf97j/uw1oVevXjz88MP87W9/o2nTpnTt2pU2bdqc022PZys0NJQ6depgt9t9ffqz8yxOrBRXWYqF4ti/fz/r1q1j+/btTJw4kWeeeYavv/6aUaNGFbuOop6L4rgQsVCWr39R7wl16tThlVde4e233+b111/HNE1uv/12jhw5csb+nOl1OTw8nISEBN5++22OHj2Ky+Xis88+Y8OGDX6fO/T54PwpznMb6D5fddVVNGvWjFtuuYW//e1vfj/eRkRE+E2TkpKSQnR0tN/xNpuNyMjIYr0WnO1nmrIUC+eiON8B/qg47wuTJ08mJyeH66+/3rdNsXDhnOt7eaDY7Xbq1KlDaGgoULzvUMWJl+JQHPj3uUOHDnz66ads2rQJ0zT55Zdf+PTTTykoKCA9Pf2c6y2OC/m9QQnZv2DUqFFs376dN99885zr2LZtGw888ADDhg2jQ4cOgGc+ihEjRvDQQw+ddn61zz//nISEBN+/tWvXFqs90zQZNWoUMTExzJo1i08++YSuXbty//33+z7A9uzZ01fvvffe63f8m2++ybx583jjjTdYunQpkydPPudzL46srCxGjhzJiy++WOiF71T9+/dn2rRpAe3LH12M179BgwaMHj2aqVOnEh8fT/v27alevTqxsbEYhgGc+fqfyT/+8Q9q1arF9ddfT7NmzXjhhRfo06eP3wjMM1m1ahXPPPMML730Eg0aNCiyzPvvv8+CBQt46623/H5BuxDX/1RlNRaKc81KSml+LfC6GOOgOM71NWH16tW89957/Otf/2Lu3Lm89dZbLFu2jIkTJ5ZY306nefPmLFq0iMqVKwe8raIoFvyZpolhGIwZM4bmzZvTqVMnnnrqKebNm1esBFdRz0VxXYhYKKvX/3TvCQkJCdx00000adKENm3aMGHCBKKjo/nvf//7l/rz2muvYZomV111FXFxccyYMYOePXv6fe7Q54PAxMK9997rq7dnz57FOqY4ff6rZs2axZw5cxg1ahTTp0/nyy+/9O279tprWbRoUUDaLQ7Fwumdy+fJ4rwvfPHFF0ycOJFx48b5JdgUCxcmFv7Ke3mgVK5cmUWLFtG8efPz3rbiwD8OHnjgATp27Mhtt91G06ZNeeCBB7jpppsAipVPuNg+K3qVvnT5ReKFF15g6dKlzJw5kypVqvi2x8bGUlBQQEZGhl9GPTU1lYoVK/rVsWPHDgYOHMhtt93GAw884NuenZ3Npk2b2Lp1q28kmNvtxjRNLr/8ciZPnkznzp1p0aKF75j/b+/e42JK/ziAfyqTGhXlkmRZ1Tab7hnZ3Lu41dJqLRsSWUuLlv2hwua2fmxbK0U3l5KtxJZLpF3LuqQmCuuy+QkhoaWQShp1fn/0mrMdMzVTmyx936+XP+bMc57zPOf5OjN95znP0dXVZTPxJSUl6NatG+fYkgWMRSIRjh8/jrNnz0JDQwMAYGpqiszMTOzbtw9ffvkloqOj8fLlSwB/38IsoaenBwAwMjJCTU0NAgIC4OXlBRUVFXTp0kXqF8KSkhKpXw6aorCwEEVFRfD29ma31dbWAgD69u2L9PR09OrVS2q/Ll26SN0yIGmbZBxktffRo0fQ0NCQ6ver3tbxB+pmrY0dOxaPHj2Curo6O2taMoNE1vg3dK4k7wGAjo4OwsPD8eLFCzx58gTdunVDUFAQZ2ZKQ86cOQNvb2/4+/uzF95Xbdu2DdHR0YiJiZG7IPfrHv/62losSDQ2Zm3pWiDxb4wDRSjSvuZeEzZu3Ihx48axM5QEAgEqKysREBAAb29vhX+saQmK9FORWFFEW4sFRXTt2hW6urrQ1NRktxkaGoJhGDx48ADvv/9+g/s2dC6a63XHQlsdf0U+xyV4PB5MTExw586dRtsj77rcq1cv/PTTT6isrER5eTm6deuGBQsWNPq9o61/P2gpa9euZX9Mkcy+knduFWlzUx68I4tk7AUCAR49eoSwsDB8/PHHMst26dIFpaWlnG0vX77E06dP5caC5D1FtbVYaIqmXDskFPlcOHToEJYvX46NGzdy7qqThWKhZTQWCy39Wf66SM51Y39DKRIv8lAcSMeBmpoa1q1bh9WrV7P9TUpKQocOHRqdjCOv3uZozb8bKCHbRAzDYM2aNThy5Ah27twp9aXPzMwMPB4PWVlZGDVqFADg5s2buHfvHqysrNhy+fn58PT0xCeffIKFCxdy6tDQ0EBqaipnW0JCAkQiEUJDQ9GzZ0/w+Xw2oSrRs2dPdO3aFVlZWTAxMQFQN6vsjz/+gLu7O4C69TcBsDPgJJSUlNjkhr6+vsLn4uXLl6itrYWKigqsrKwgEokwffp0tkxmZian301lYGAgdS5CQkJQUVGBZcuWcS5g9VlZWSEyMhIlJSXsL6KZmZnQ0NCAkZERW+bkyZOc/eS1920f//okXx5+/vlntG/fHoMGDQIge/ytrKwQEhICsVjMTuXPzMxEnz59pJa6aN++PXR1dSEWi/Hrr79ybhGSJTs7G3PmzMGiRYswadIkmWW2bNmCyMhIbNu2jbNeT0Ne1/jX11ZjAZA/Zm3hWiDxb44DRSjSvuZeE6qqqqSSrioqKgDqzltrUqSfisRKY9pqLCjCxsYG6enpqKioQIcOHQAABQUFUFZWbvD/LtD4uWiu1xULbXn8Ffkcr6+mpgbXrl1rdD3pplyX+Xw++Hw+nj59ioyMDCxevLjRetvy94OWIuuPd3nntl27dnLb3JJqa2sbXXfQ2toaZWVluHz5MszMzADUTVypra1lZ8s15fuvLG01FhTV1GsHoNjnwsGDB7F06VL8+OOPGD58uNw6KRZaRkOx8Do+y18XRf6GUiReGkJxID8OeDwe+90wLS0N9vb2jU7ieJu+K8pCCdkmWrVqFQ4ePIjw8HB06NCBnYmmqakJNTU1aGpq4tNPP8X69evRsWNHaGho4LvvvoO1tTU7eNeuXYOnpycGDx6MGTNmsHWoqKhAR0cHysrK7DoiEp07d0b79u2lttenpKSEadOmISIiAr1790bPnj2xceNGdOvWDU5OTgDqAkdLSwt+fn6YO3cu2rdvj927d6OoqKjRD6wDBw6gXbt2EAgEUFVVxaVLlxAcHIwxY8awH0rTpk2Dh4cHtm/fjmHDhiEtLQ2XL1/G6tWrGz2neXl5AOp+zSktLUVeXh54PB6MjIxk9lnyK0X97T/99BOOHDnC3pY2ePBgGBkZYcmSJVi8eDEePnyIkJAQTJkyhV2M/fPPP0d8fDwCAwPx6aefQiQS4fDhw4iKimqwrW/7+EvOlbW1Nfh8PjIzMxEYGIj//Oc/Umuk1Dd27Fhs3rwZy5Ytw6xZs5Cfn4+4uDj4+/uzZf744w8UFxfDxMQExcXFCAsLQ21tbaO3tYpEIsyZMwfTpk3DyJEj2XPB4/HYxbijo6MRGhqK4OBg6Ovrs2X4fD77h31rjX99bTUWFBmztnAtkPg3xwEAPHnyBPfv32eXpCkoKABQl4Tv2rWrQu2TRZFrgr29PWJiYtC3b19YWFjgzp072LhxI+zt7dnErCzXr1+HWCzGkydPUFFRwcaF5Isx0HisAMDFixexZMkS7Nixg52ZKa+fisRKY9pqLADyx+zjjz9GeHg4/P394ePjg8ePH+OHH37Ap59+2uCMQ3nnQuLfEgttdfwV+UzYtGkTrKys0Lt3b5SVlWHbtm24d+9egw9nBBS7Lp86dQoMw6BPnz64c+cOAgMDYWBgwFmDkr4fSJMXC0Dd+nePHj1iZzFfu3YNHTp0gJ6eXoMPS1Hk3Da3zfKuMfHx8dDT04OBgQEA4OzZs9i+fTs8PDzYOo4cOYLg4GD2VnVDQ0MMGTIE3377LVatWgWxWIw1a9bAxcWFTSgo8lnXmLYaC0DdA6ArKyvx8OFDVFVVsWNmaGgIVVVVha4dr1LkcyE1NRV+fn5YunQpLC0t2TKS8w1QLMjyumKhpT7LZZEXY4D8a0dxcTE8PT0RGBgICwsLhf6GUiReGkJx0HAcFBQU4OLFi7C0tERZWRliYmKQn5+P9evXN9jet+27okwMaRJjY2OZ/5KTk9kyVVVVzMqVK5n+/fszlpaWzNy5c5m//vqLfT80NFRmHfb29g0eNzQ0lBk3bpzc9tXW1jIhISHMwIEDGTMzM8bT05O5efMmp8zFixcZLy8vxtbWlrG2tmYmTpzIHD9+vNF6Dx06xIwfP56xsrJirKysGGdnZyYyMpKpqqrilEtLS2NGjhzJmJqaMi4uLnLrZRjZ57Sxc+Hr68t4e3tztoWGhkrtc/fuXeaLL75gLCwsmAEDBjDr169nxGIxp4xIJGJcXV0ZU1NTxtHRkTOOirb1bRv/xYsXM7a2toypqSkzduxYZu/evXLrZRiGycvLY9zd3RkzMzNmyJAhTFRUFOf97OxsZsyYMYyZmRlja2vLLF68mHnw4EGjdfr6+so8F1OnTmXL2NvbyywTGhrKlmmt8a+vrcaCImPGMO/+taCxNv+b4iA5OVnu/x957WuIvGuCWCxmwsLCGCcnJ8bc3JwZNmwYs3LlSubp06eN1tvQ//n65J0vkUjEGBsbM4WFhU3qpyKx0pC2HAuKjNn169eZ6dOnMxYWFszQoUOZdevWMc+fP2+0X4qci39LLLTV8VfkM2Ht2rXM8OHDGVNTU2bgwIHMrFmzmCtXrshts7zr8qFDhxhHR0fG1NSUGTRoELNq1SqmrKxM6vzQ9wMuRWKhoePLOw9N/X+jaJvlXWPi4uIYFxcXxtLSkrGxsWE++eQTJj4+nqmpqZHqd32PHz9mvvnmG8bKyoqxsbFh/Pz8mPLyck4ZeZ91jWnLsTB16lSZ+0muxYp+n3y1X/LORUPH9fX1lep3fRQLrycWWuqzXBZ5McYw8q8dhYWFjLGxMSMSidhtivwNpUi8yEJx0HCbr1+/zri6ujIWFhaMjY0N4+3tzdy4caPR9r5t3xVlUWKYVr5vkBBCCCGEEEIIIYQQQtqo1nuiBiGEEEIIIYQQQgghhLRxlJAlhBBCCCGEEEIIIYSQVkIJWUIIIYQQQgghhBBCCGkllJAlhBBCCCGEEEIIIYSQVkIJWUIIIYQQQgghhBBCCGkllJAlhBBCCCGEEEIIIYSQVkIJWUIIIYQQQgghhBBCCGkllJAlhBBCCCGEEEIIIYSQVkIJWUIIIYSQd5SDgwP8/PzedDOazcPDAx4eHm/k2Pfv34e5uTlyc3PfyPH/jVJSUiAQCHDp0qUWqzMsLAwCgaDF6mtp2dnZEAgEyM7ObpXjicViDBs2DPHx8a1yPEIIIYS8Ge3edAMIIYQQQl6HlJQU+Pv7s69VVVXRsWNHCAQCDBs2DG5ubtDQ0GhW3efOncPp06fh6ekJLS2tlmoywsLCsGnTJva1mpoa9PX1MWLECMyaNavZ7W2O+Ph4qKurw83NTaHyAoEAU6ZMQUBAwGtuWevYvHkzLC0t0a9fP3abn58f9u7dy77m8/nQ0dGBqakpXFxcMGLECCgrN2++Q2pqKkpKSjB9+vR/2nQOPz8//PLLLzh//nyL1vtv5ODggKKiIva1qqoq9PT04OjoiNmzZ6NTp05vrnEK4vF4mDFjBiIjIzFhwgS0b9/+TTeJEEIIIa8BJWQJIYQQ8k7z8fFBz5498fLlSzx69AhnzpzBf//7X8TGxiI8PBwffvhhk+s8f/48Nm3ahPHjx7doQlZi5cqV4PP5qKysxOnTpxEZGYns7GwkJiZCSUlJ4XrS09ObVL6+xMREaGtrK5yQfZeUlpZi3759WL9+vdR7qqqq+O677wAAL168QFFREX7//Xf4+PjA1tYWERERzUqcHzx4EPn5+S2ekG1rTExMMGPGDABAdXU1Ll++jLi4OJw9exY///zzG26dYtzc3BAUFITU1FRMmDDhTTeHEEIIIa8BJWQJIYQQ8k4bOnQozM3N2dezZ89GVlYW5syZg6+++gppaWlQU1N7gy2UNmrUKOjo6AAA3N3dMX/+fPz666+4cOECrK2tFa5HVVX1dTXxnXbgwAGoqKjA3t5e6r127drB1dWVs23hwoWIjo5GcHAwli9fjpCQkFZqKXmVrq4uZ3w+++wz8Pl8bN++Hbdu3cL777//5hqnIC0tLQwePBh79+6lhCwhhBDyjqI1ZAkhhBDS5tjZ2eGrr75CUVERDhw4wG6/evUq/Pz84OjoCHNzcwwaNAj+/v54/PgxWyYsLAyBgYEAAEdHRwgEAggEAty9excAkJycjGnTpsHOzg5mZmZwdnZGQkLCP2rvRx99BADsMSorK7F+/XoMGzYMZmZmGDVqFLZt2waGYTj7vbqGrGQN0NzcXKxbtw4fffQRrKysMHfuXJSWlnL2y8/Px5kzZ9j+NXUtV8nam2lpaYiIiGAT456enrh9+7ZU+aSkJDg5OcHCwgITJkxATk6OzHqrq6sRGhqKESNGwMzMDMOGDUNgYCCqq6vZMr6+vjA3N8eNGzc4+86cORP9+/dHcXFxo23/7bffYGFhgQ4dOijc3y+//BKDBw9Geno6CgoKOHVJ3jMzM4OTkxM2b96MmpoatoyHhweOHz+OoqIi9nw7ODg0qc//RFFREVauXIlRo0bBwsICAwYMgI+PDxtvr6qqqkJAQAAGDBgAGxsbLFmyBE+fPpUqd+LECUyePBlWVlawtrbGl19+ifz8fLntOX36NNzd3SEUCmFtbY1Ro0bhxx9/bHb/unbtCgBQUVHhbL9x4wY7s9nc3Bxubm44evSoQnUePnwYbm5u7PlatGgRJ66OHj0KgUCAq1evstt++eUXCAQCzJs3j1PXmDFjsGDBAs62gQMHIjc3F0+ePGlCTwkhhBDytqAZsoQQQghpk1xdXfHjjz8iIyMDEydOBABkZmaisLAQbm5u6Nq1K/Lz87F7925cv34du3fvhpKSEkaMGIFbt27h4MGD8Pf3h7a2NgCwM1oTExPxwQcfwMHBAe3atcPvv/+OVatWgWEYTJkypVltvXPnDgCgU6dOYBgG3t7eyM7OxoQJE2BiYoJTp04hMDAQxcXFWLp0qdz6vvvuO2hpaWHevHkoKirCjh07sHr1anZm59KlS7FmzRrw+XzMmTMHANClS5dmtX3Lli1QUlKCl5cXysvLsXXrVixatAh79uxhy+zZswcBAQGwtraGp6cnCgsL4e3tjY4dO0JPT48tV1tbC29vb+Tm5mLixIkwNDTEtWvXsGPHDty6dQvh4eEAgGXLlkEkEsHX1xdJSUlQUVHBrl27kJGRgcDAQOjq6jbYXrFYjEuXLsHd3b3JfR03bhwyMjKQmZmJPn36AAD27t0LPp+PGTNmgM/nQyQSITQ0FOXl5fD19QUAzJkzB8+ePcODBw/YdY8lyWBF+/xPXLp0CefPn4eLiwu6d++OoqIiJCYmYtq0aTh06BDU1dU55VevXs3GT0FBARITE3Hv3j3s3LmTXSJj37598PPzw+DBg7Fo0SI8f/4ciYmJmDx5Mvbu3YuePXvKbEt+fj5mz54NgUAAHx8fqKqq4vbt2zh37pxCfXn58iX740J1dTX+/PNPxMTEoH///njvvfc4x3F3d4euri5mzZoFPp+Pw4cPY+7cuQgLC8OIESMaPIZkfWpzc3N88803KCkpQVxcHM6dO4d9+/ZBS0sL/fr1g5KSEnJycthlUXJycqCsrMx5UFxpaSlu3ryJqVOnco5hamoKhmFw/vx5mTO1CSGEEPJ2o4QsIYQQQtqk7t27Q1NTE4WFhey2yZMnw8vLi1POysoK33zzDXJzcyEUCvHhhx+ib9++OHjwIJycnKQSSz/99BNnCYSpU6di5syZiImJUTghK5ltKFlDNiEhAV26dIFQKMTRo0chEomwYMECeHt7AwCmTJkCHx8fxMXFYerUqejVq1ej9Xfq1Anbt29nk2e1tbXYuXMnnj17Bk1NTTg5OSEkJATa2tpSt+c31YsXL7Bv3z52+QQtLS2sXbsW165dg7GxMcRiMTZs2AATExPExcWx5YyMjPDtt99yErKpqanIzMzEzp07IRQK2e0ffPABVqxYgXPnzsHGxoY9xsyZMxEdHY2PP/4Y33//PZycnOT25/79+6iqqmowYdgYY2NjAH8n0AEgODiYEw/u7u4ICAhAYmIiFi5cCFVVVQwaNAhxcXEoKyuTap+iff4nhg8fjtGjR3O22dvbY9KkSfjll1/wySefcN7j8XiIjY0Fj8cDAPTo0QM//PADjh07BkdHR1RUVGDt2rX47LPPsGbNGna/8ePHY/To0YiKiuJsr+/06dMQi8XYsmUL+yNHU2RkZMDOzo6zzcbGBmFhYZxta9euhZ6eHpKTk9mYmzx5Mtzd3REUFNRgQlYsFiMoKAjGxsaIj49nH7rVr18/zJ49G7GxsfDx8UGnTp1gZGSEnJwcNtmam5uLkSNHIj09HTdu3IChoSGbnK3/8DgAbPL4+vXrlJAlhBBC3kG0ZAEhhBBC2iw+n4+Kigr2df3E2YsXL1BaWgpLS0sAwJUrVxSqs34dz549Q2lpKWxtbVFYWIhnz54pVMfo0aNhZ2cHR0dHBAQEoHfv3oiKioK6ujpOnjwJFRUVqSUEvLy8wDAMTp48Kbf+iRMnch72JRQKUVNTw3lCfUtxc3PjrGUrSSpKEuGXL19GSUkJPv/8c0658ePHQ1NTk1NXeno6DA0NYWBggNLSUvafZEmH7OxstuzgwYMxadIkbN68GfPnz0f79u2xevVque2V3CLenIe18fl8AGgwpsrLy1FaWgqhUIjnz5/j5s2bcutsSp+bq34bxWIxHj9+jF69ekFLSwt//vmnVPlJkyaxyVigLsncrl07nDhxAkDdTPOysjK4uLhw2qysrAxLS8tG2yw570ePHkVtbW2T+2JpaYmYmBjExMQgKioKCxcuxPXr1+Ht7Y2qqioAdWMsEokwZswYdkxKS0vx+PFjDB48GLdu3WpwWQtJvLq7u7PJWKAuqW1gYIDjx4+z2/r168cuvVFeXo6rV69i0qRJ0NbWZhOxOTk50NLSYpP5Eh07dgQAznIphBBCCHl30AxZQgghhLRZlZWV6Ny5M/v6yZMn2LRpE9LS0lBSUsIpq2gyNTc3F2FhYbhw4QKeP38uVcerSUZZwsLCoKGhgXbt2qF79+6cGa9FRUXo1q0bNDQ0OPsYGhqy78vTo0cPzmtJEqysrEzuvk0l71j37t0DAPTu3ZtTjsfjcW4xB4Dbt2/jxo0bUjMgJV4dM19fXxw7dgx5eXkIDg7mjLU8r67Hq4jKykoA4Kw9m5+fj5CQEIhEIpSXl3PKKxJTTe1zc1RVVSEqKgopKSkoLi7m9F1WG18dqw4dOqBr165s7N26dQsA4OnpKfN4r8Zufc7OztizZw+WL1+O4OBg2NnZYcSIERg9ejSUleXPJdHW1sbAgQPZ18OHD0efPn3g4+ODPXv2wMPDA3fu3AHDMNi4cSM2btwos56SkhKZS1tI4lWyJEV9BgYGnOUIhEIhdu3ahdu3b+POnTtQUlKClZUVhEIhcnJyMHHiROTk5MDGxkaqb5IxqP/DCSGEEELeHZSQJYQQQkib9ODBAzx79oyT7FywYAHOnz+PmTNnwsTEBHw+H7W1tfjiiy8UStDduXMH06dPh4GBAfz8/KCnpwcej4cTJ04gNjZW4Rl/QqGwWbdrK6qhxFZzkpCteaza2loYGxuz66y+qnv37pzXeXl5bMLy2rVrCh2jU6dOAJqXnJYcQxJTZWVlmDp1KjQ0NODj44NevXqhffv2uHLlCoKCghSKh6b2uTnWrFmDlJQUeHp6wsrKCpqamlBSUsLChQubNU6SfQIDA9kHatX36sO16lNTU0N8fDyys7Nx/PhxnDp1CmlpaUhKSsL27dsb3bchkmT22bNn4eHhwZ53Ly8vDBkyROY+8pb9UIRkGYKzZ8+isLAQffv2BZ/Ph1AoRFxcHCoqKpCXlyf1QC/g72VLJGtUE0IIIeTdQglZQgghhLRJ+/fvB1B3aztQlwDJysrC/PnzOU9Bl8z2q6+hWWvHjh1DdXU1IiIiODNDW+K2cgl9fX1kZWWhvLycM9NQcvu7vr5+ixyntWbmSc7T7du3ObNAxWIx7t69yz4QCahLkl29ehV2dnZy21dZWQl/f38YGRnB2toaW7duhZOTEywsLBrdT09PD2pqarh7926T+3LgwAEoKSlh0KBBAIAzZ86ws6779+/PlpNVd0P9aUqfm0uyTqyfnx+77cWLFw3O4L19+za7ZAJQt0TDw4cPMXToUAB/r3/auXNnzmxVRSkrK8POzg52dnbw9/dHZGQkNmzYgOzs7GbV9/LlSwB/z2CWtI/H4zW5Pkm8FhQUSM1aLigo4Py/79GjB3r06IHc3FwUFhayy3UIhUKsW7cO6enpqKmp4cSGhCRGJDPfCSGEEPJuoTVkCSGEENLmZGVlITw8HD179sS4ceMANDxrb8eOHVLbJE+dfzVhJanj1Vu+k5OTW6TdADB06FDU1NQgPj6esz02NhZKSkpsUuyfUldXfy1LGLzKzMwMOjo62LVrF6qrq9nte/fulTr+mDFjUFxcjN27d0vVU1VVxSbcACAoKAj379/H+vXr4efnB319ffj5+XGOIQuPx4OZmRkuX77cpH5ER0cjIyMDzs7OeP/99wH8PTu4fjxUV1cjISFBan91dXWZCdCm9Lm5ZMX+zp07UVNTI7N8UlISxGIx+zoxMREvX75kY2/IkCHQ0NBAVFQUp5xEaWlpg22RrOFbn4mJCQDIHbuG/P777wDAJvc7d+4MW1tbJCUl4a+//mpS+8zMzNC5c2epeD1x4gRu3LiB4cOHc8r369cPIpEIFy9eZGfMmpiYoEOHDoiOjoaamhpMTU2ljnPlyhV2iQNCCCGEvHtohiwhhBBC3mknT57EzZs3UVNTg0ePHiE7OxunT59Gjx49EBERwT6YR0NDA/3798fWrVshFouhq6uL06dPy5zNKEmgbNiwAc7OzuDxeLC3t8egQYPA4/EwZ84cfP7556ioqMCePXvQuXNnPHz4sEX64+DggAEDBmDDhg0oKiqCQCDA6dOncfToUXh6erbIrdZAXR8TExMRHh6O3r17Q0dHp8F1TP8JHo+HBQsWICAgAJ6ennB2dsbdu3eRkpIitYasq6srDh8+jBUrViA7Oxs2NjaoqanBzZs3kZ6ejq1bt8Lc3BxZWVlISEjAvHnz2LFat24dPDw8EBISgiVLljTaJkdHR2zYsEFqFjJQN9tSMru6uroaRUVFOHbsGP73v/9hwIABnAeHWVtbo2PHjvDz84OHhweUlJSwf/9+mcsAmJqaIi0tDevWrYO5uTn4fD4cHBwU7nNjxGIxwsPDpbZ37NgRU6ZMwfDhw7F//35oaGjAyMgIFy5cQGZmJrt8g6z6pk+fjjFjxqCgoAAJCQno168fHB0dAdT9X1q5ciWWLFkCNzc3ODs7Q0dHB/fu3cOJEydgY2ODgIAAmXVv3rwZOTk5GDZsGPT19VFSUoKEhAR0796dTWg2pri4mB0fsViMq1evIikpCdra2pwH4a1YsQKTJ0/G2LFjMXHiRLz33nt49OgRLly4gAcPHuDAgQMy6+fxeFi0aBH8/f0xdepUuLi4oKSkBHFxcdDX18f06dM55YVCIVJTU6GkpMS2X0VFBdbW1sjIyICtrS3nYXYSmZmZsLGxoSULCCGEkHcUJWQJIYQQ8k4LDQ0FUJdI6dSpE4yNjbF06VK4ublJJduCg4OxZs0aJCQkgGEYDBo0CFu2bJFaZ9LCwgJff/01du3ahVOnTqG2thZHjx6FgYEBQkNDERISgu+//x5dunSBu7s7dHR0sHTp0hbpj7KyMiIiIhAaGoq0tDSkpKRAX18fS5YsgZeXV4scAwDmzp2Le/fuYevWraioqICtre1rScgCwKRJk1BTU4Nt27YhMDAQxsbGiIiIkHrgkrKyMjZv3ozY2Fjs378fR44cgbq6Onr27AkPDw/06dMH5eXlWLZsGfr27Ys5c+aw+wqFQkybNg0xMTEYOXJkozMPXV1dERwcjKNHj8LV1ZXzXnV1NZvQVVdXh46ODszMzDB37lyMGDGCs2autrY2IiMj8f333yMkJARaWloYN24c7OzsMHPmTE69kydPRl5eHlJSUhAbGwt9fX04ODgo1Gd5xGKxzIdX9erVC1OmTMGyZcugrKyM1NRUvHjxAjY2NoiJicEXX3whs76AgACkpqYiNDQUYrEYLi4uWL58OWdJhbFjx6Jbt26Ijo7Gtm3bUF1dDV1dXQiFQri5uTXYVgcHBxQVFSE5ORmPHz+GtrY2bG1tMX/+fIUeiJeXl8eOj7KyMrS1tTFy5Eh8/fXXnId0GRkZITk5GZs2bcLevXvx5MkT6OjooG/fvpg7d26jx3Bzc4Oamhq2bNmCoKAg8Pl8ODk5YfHixexD6yQkyxQYGBhwkqtCoRAZGRns+/U9e/YMGRkZWLFihdz+EkIIIeTtpMS8jqc3EEIIIYQQ8hZbunQpbt26JXN5AUJep9jYWGzduhW//fYb1NTU3nRzCCGEEPIa0BqyhBBCCCGEvGLevHm4dOkScnNz33RTSBsiFosRGxsLb29vSsYSQggh7zCaIUsIIYQQQgghhBBCCCGthGbIEkIIIYQQQgghhBBCSCuhhCwhhBBCCCGEEEIIIYS0EkrIEkIIIYQQQgghhBBCSCuhhCwhhBBCCCGEEEIIIYS0EkrIEkIIIYQQQgghhBBCSCuhhCwhhBBCCCGEEEIIIYS0EkrIEkIIIYQQQgghhBBCSCuhhCwhhBBCCCGEEEIIIYS0EkrIEkIIIYQQQgghhBBCSCuhhCwhhBBCCCGEEEIIIYS0kv8D7AIuel7MH3EAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"图表绘制完成。\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"%load_ext autoreload\n",
|
||
"%autoreload 2\n",
|
||
"\n",
|
||
"from src.analysis.result_analyzer import ResultAnalyzer\n",
|
||
"# 导入所有必要的模块\n",
|
||
"from src.data_manager import DataManager\n",
|
||
"from src.backtest_engine import BacktestEngine\n",
|
||
"from src.strategies.simple_limit_buy_strategy import SimpleLimitBuyStrategy\n",
|
||
"\n",
|
||
"\n",
|
||
"def main():\n",
|
||
" # --- 配置参数 ---\n",
|
||
" # 获取当前脚本所在目录，假设数据文件在项目根目录下的 data 文件夹内\n",
|
||
" data_file_path = '/mnt/d/PyProject/NewQuant/data/data/SHFE_rb2501/SHFE_rb2501_m60_20240901_20241201_min60.csv'\n",
|
||
"\n",
|
||
" initial_capital = 100000.0\n",
|
||
" slippage_rate = 0.001 # 假设每笔交易0.1%的滑点\n",
|
||
" commission_rate = 0.0002 # 假设每笔交易0.02%的佣金\n",
|
||
"\n",
|
||
" strategy_parameters = {\n",
|
||
" 'symbol': \"SHFE_rb2501\", # 根据您的数据文件中的品种名称调整\n",
|
||
" 'trade_volume': 1, # 每次交易1手/股\n",
|
||
" 'limit_price_factor': 0.995, # 限价单价格为开盘价的99.5%\n",
|
||
" 'max_position': 10 # 最大持仓10手/股\n",
|
||
" }\n",
|
||
"\n",
|
||
" # --- 1. 初始化数据管理器 ---\n",
|
||
" print(\"初始化数据管理器...\")\n",
|
||
" data_manager = DataManager(file_path=data_file_path, symbol=strategy_parameters['symbol'])\n",
|
||
" # 确保 DataManager 能够重置以进行多次回测\n",
|
||
" # data_manager.reset() # 首次运行不需要重置\n",
|
||
"\n",
|
||
" # --- 2. 初始化回测引擎并运行 ---\n",
|
||
" print(\"\\n初始化回测引擎...\")\n",
|
||
" engine = BacktestEngine(\n",
|
||
" data_manager=data_manager,\n",
|
||
" strategy_class=SimpleLimitBuyStrategy,\n",
|
||
" strategy_params=strategy_parameters,\n",
|
||
" initial_capital=initial_capital,\n",
|
||
" slippage_rate=slippage_rate,\n",
|
||
" commission_rate=commission_rate\n",
|
||
" )\n",
|
||
"\n",
|
||
" print(\"\\n开始运行回测...\")\n",
|
||
" engine.run_backtest()\n",
|
||
" print(\"\\n回测运行完毕。\")\n",
|
||
"\n",
|
||
" # --- 3. 获取回测结果 ---\n",
|
||
" results = engine.get_backtest_results()\n",
|
||
" portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
|
||
" trade_history = results[\"trade_history\"]\n",
|
||
" initial_capital_result = results[\"initial_capital\"]\n",
|
||
" bars = results[\"all_bars\"]\n",
|
||
"\n",
|
||
" # --- 4. 结果分析与可视化 ---\n",
|
||
" if portfolio_snapshots:\n",
|
||
" analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result)\n",
|
||
"\n",
|
||
" analyzer.generate_report()\n",
|
||
" analyzer.plot_performance()\n",
|
||
" else:\n",
|
||
" print(\"\\n没有生成投资组合快照，无法进行结果分析。\")\n",
|
||
"\n",
|
||
" # --- 4. 结果分析与可视化 (待实现) ---\n",
|
||
" # if portfolio_snapshots:\n",
|
||
" # analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, initial_capital_result)\n",
|
||
" # metrics = analyzer.calculate_all_metrics()\n",
|
||
" # print(\"\\n--- 绩效指标 ---\")\n",
|
||
" # for key, value in metrics.items():\n",
|
||
" # print(f\" {key}: {value:.4f}\")\n",
|
||
" #\n",
|
||
" # print(\"\\n--- 绘制绩效图表 ---\")\n",
|
||
" # analyzer.plot_performance()\n",
|
||
" # else:\n",
|
||
" # print(\"\\n没有生成投资组合快照，无法进行结果分析。\")\n",
|
||
"\n",
|
||
"\n",
|
||
"if __name__ == '__main__':\n",
|
||
" main()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "9dd93e564f0e2b55",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-16T15:44:28.967791200Z",
|
||
"start_time": "2025-06-16T15:43:26.398945Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'/home/liaozhaorun/.fonts/simhei.ttf'"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from matplotlib.font_manager import findfont, FontProperties\n",
|
||
"\n",
|
||
"font = findfont(FontProperties(family=['SimHei']))\n",
|
||
"font"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "a14196c49af33461",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-06-16T15:44:34.861245Z",
|
||
"start_time": "2025-06-16T15:44:34.757667Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"['sans-serif']\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib as mpl\n",
|
||
"print(mpl.rcParams['font.family'])"
|
||
]
|
||
}
|
||
],
|
||
"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
|
||
}
|