577 lines
287 KiB
Plaintext
577 lines
287 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"id": "522f09ca7b3fe929",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-19T16:02:50.537250Z",
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"start_time": "2025-09-19T16:02:50.516503Z"
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}
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},
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"source": [
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"from datetime import datetime\n",
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"\n",
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"from src.data_processing import load_raw_data\n",
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"%load_ext autoreload\n",
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"%autoreload 2\n",
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"\n",
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"import sys\n",
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"\n",
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"if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
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" sys.path.append('/mnt/d/PyProject/NewQuant/')"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The autoreload extension is already loaded. To reload it, use:\n",
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" %reload_ext autoreload\n"
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]
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}
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],
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"execution_count": 82
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},
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{
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"cell_type": "code",
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"id": "4f7e4b438cea750e",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-19T16:02:50.591552Z",
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"start_time": "2025-09-19T16:02:50.565990Z"
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}
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},
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"source": [
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"from turtle import down\n",
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"from src.analysis.result_analyzer import ResultAnalyzer\n",
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"# 导入所有必要的模块\n",
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"from src.data_manager import DataManager\n",
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"from src.backtest_engine import BacktestEngine\n",
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"from src.indicators.indicator_list import INDICATOR_LIST\n",
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"from src.indicators.indicators import RSI, BollingerBandwidth, HistoricalRange, NormalizedATR, RateOfChange, \\\n",
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" StochasticOscillator, ADX, Empty\n",
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"\n",
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"# 导入您自己的 SMC 策略\n",
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"from src.strategies.InformedTraderDPStrategy.MomentumDPStrategy import AsymmetricOriginalDPStrategy\n",
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"\n",
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"# --- 配置参数 ---\n",
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"# 获取当前脚本所在目录，假设数据文件在项目根目录下的 data 文件夹内\n",
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"data_file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv'\n",
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"# data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@DCE_m/KQ_m@DCE_m_min60.csv\"\n",
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"# data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv\"\n",
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"# data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@DCE_m/KQ_m@DCE_m_min60.csv\""
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],
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"outputs": [],
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"execution_count": 83
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-19T16:02:50.626368Z",
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"start_time": "2025-09-19T16:02:50.602563Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"initial_capital = 100000.0\n",
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"slippage_rate = 0.000 # 假设每笔交易0.1%的滑点\n",
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"commission_rate = 0.0000 # 假设每笔交易0.02%的佣金\n",
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"\n",
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"global_config = {\n",
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" 'symbol': 'KQ_m@CZCE_SA', # 确保与数据文件中的 symbol 匹配\n",
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"}\n",
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"\n",
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"# 回测时间范围\n",
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"start_time = datetime(2021, 1, 1)\n",
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"end_time = datetime(2024, 1, 1)\n",
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"\n",
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"start_time = datetime(2024, 1, 1)\n",
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"end_time = datetime(2025, 8, 1)\n",
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"\n",
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"\n",
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"# 确保 DataManager 能够重置以进行多次回测\n",
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"# data_manager.reset() # 首次运行不需要重置"
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],
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"id": "9ee53c41eaaefabb",
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"outputs": [],
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"execution_count": 84
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-19T16:02:55.924574Z",
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"start_time": "2025-09-19T16:02:50.635443Z"
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}
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},
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"cell_type": "code",
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"source": [
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"from src.indicators.indicators import ROC_MA\n",
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"\n",
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"# --- 1. 初始化数据管理器 ---\n",
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"print(\"初始化数据管理器...\")\n",
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"data_manager = DataManager(file_path=data_file_path, symbol=global_config['symbol'], start_time=start_time,\n",
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" end_time=end_time)\n",
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"\n",
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"strategy_parameters = {\n",
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" 'main_symbol': 'SA', # <-- 替换为你的交易品种代码，例如 'GC=F' (黄金期货), 'ZC=F' (玉米期货)\n",
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" 'trade_volume': 1,\n",
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" 'order_direction': ['SELL'],\n",
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" 'activity_multiplier': [10, 7],\n",
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" 'dominance_multiplier': 2,\n",
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" 'long_power_falloff_pct': 0.35,\n",
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" # 'indicators': [StochasticOscillator(5, 3, 3, 10, 45), StochasticOscillator(5, 3, 3, 10, 45)],\n",
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" # 'indicators': [RateOfChange(20, 1, 2), RateOfChange(20, -2, -1)],\n",
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" # 'indicators': [ROC_MA(5, 10, 0.15, 0.4), ROC_MA(5, 10, 0.15, 0.4)],\n",
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" # 'indicators': [RSI(5 , 60, 80), ADX(30, 15, 20)],\n",
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" 'enable_log': False\n",
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"}\n",
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"\n",
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"indicators = INDICATOR_LIST\n",
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"indicators = []\n",
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"\n",
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"# --- 2. 初始化回测引擎并运行 ---\n",
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"print(\"\\n初始化回测引擎...\")\n",
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"engine = BacktestEngine(\n",
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" data_manager=data_manager,\n",
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" strategy_class=AsymmetricOriginalDPStrategy, # <--- 更改为您的 SMC 策略类\n",
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" # current_segment_symbol 参数已从 SMCPureH1LongStrategy 中移除，不需要设置\n",
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" strategy_params=strategy_parameters,\n",
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" initial_capital=initial_capital,\n",
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" slippage_rate=slippage_rate,\n",
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" commission_rate=commission_rate,\n",
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" roll_over_mode=True,\n",
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" start_time=start_time,\n",
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" end_time=end_time,\n",
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" indicators=indicators # 如果您的 SMC 策略不使用这些指标，也可以考虑移除\n",
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")\n",
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"\n",
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"print(\"\\n开始运行回测...\")\n",
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"engine.run_backtest()\n",
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"print(\"\\n回测运行完毕。\")\n",
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"\n",
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"# --- 3. 获取回测结果 ---\n",
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"results = engine.get_backtest_results()\n",
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"portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
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"trade_history = results[\"trade_history\"]\n",
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"initial_capital_result = results[\"initial_capital\"]\n",
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"bars = results[\"all_bars\"]\n",
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"\n",
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"# --- 4. 结果分析与可视化 ---\n",
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"if portfolio_snapshots:\n",
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" analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
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"\n",
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" analyzer.generate_report()\n",
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" analyzer.plot_performance()\n",
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" metrics = analyzer.calculate_all_metrics()\n",
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" print(metrics)\n",
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"\n",
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" analyzer.analyze_indicators()\n",
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"else:\n",
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" print(\"\\n没有生成投资组合快照，无法进行结果分析。\")"
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],
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"id": "f903fd2761d446cd",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"初始化数据管理器...\n",
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"数据加载成功: /mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv\n",
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"数据范围从 2020-12-31 14:45:00 到 2025-08-26 13:45:00\n",
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"总计 25662 条记录。\n",
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"\n",
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"初始化回测引擎...\n",
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"模拟器初始化：初始资金=100000.00, 滑点率=0.0, 佣金率=0.0\n",
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"\n",
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"--- 回测引擎初始化完成 ---\n",
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" 策略: AsymmetricOriginalDPStrategy\n",
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" 初始资金: 100000.00\n",
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" 换月模式: 启用\n",
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"\n",
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"开始运行回测...\n",
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"\n",
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"--- 回测开始 ---\n",
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"AsymmetricOriginalDPStrategy 策略初始化回调被调用。\n",
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"开始将 DataFrame 转换为 Bar 对象流...\n",
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"Bar 对象流生成完毕。\n",
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"\n",
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"--- 回测结束，检查并平仓所有剩余持仓 ---\n",
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"--- 回测结束 ---\n",
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"总计处理了 8698 根K线。\n",
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"总计发生了 234 笔交易。\n",
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"最终总净值: 100177.00\n",
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"总收益率: 0.18%\n",
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"\n",
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"回测运行完毕。\n",
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"\n",
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"--- 结果分析器初始化完成 ---\n",
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"\n",
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"--- 交易明细 ---\n",
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" 2024-01-30 13:45:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1986.00 | Comm: 0.00\n",
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" 2024-01-30 14:00:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1955.00 | Comm: 0.00 | PnL: 31.00\n",
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" 2024-01-30 14:15:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1954.00 | Comm: 0.00\n",
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" 2024-01-31 14:30:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1918.00 | Comm: 0.00 | PnL: 36.00\n",
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" 2024-02-01 14:00:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1910.00 | Comm: 0.00\n",
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" 2024-02-02 09:15:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1936.00 | Comm: 0.00 | PnL: -26.00\n",
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" 2024-02-05 21:00:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1934.00 | Comm: 0.00\n",
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" 2024-02-06 09:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1946.00 | Comm: 0.00 | PnL: -12.00\n",
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" 2024-02-08 13:30:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1946.00 | Comm: 0.00\n",
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" 2024-02-20 13:30:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1846.00 | Comm: 0.00 | PnL: 100.00\n",
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" 2024-02-22 14:00:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1842.00 | Comm: 0.00\n",
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" 2024-02-22 21:15:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1867.00 | Comm: 0.00 | PnL: -25.00\n",
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" 2024-02-23 10:00:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1846.00 | Comm: 0.00\n",
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" 2024-02-26 09:15:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1793.00 | Comm: 0.00 | PnL: 53.00\n",
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" 2024-02-26 09:30:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1788.00 | Comm: 0.00\n",
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" 2024-02-27 13:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1786.00 | Comm: 0.00 | PnL: 2.00\n",
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" 2024-03-01 22:00:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1779.00 | Comm: 0.00\n",
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" 2024-03-04 09:15:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1779.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2024-03-12 21:00:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1871.00 | Comm: 0.00\n",
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" 2024-03-12 21:15:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1880.00 | Comm: 0.00 | PnL: -9.00\n",
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" 2024-03-14 13:30:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1807.00 | Comm: 0.00\n",
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" 2024-03-14 14:30:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1824.00 | Comm: 0.00 | PnL: -17.00\n",
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" 2024-03-15 13:45:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1814.00 | Comm: 0.00\n",
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" 2024-03-18 09:00:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1809.00 | Comm: 0.00 | PnL: 5.00\n",
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" 2024-03-20 10:45:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1854.00 | Comm: 0.00\n",
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" 2024-03-21 09:15:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1829.00 | Comm: 0.00 | PnL: 25.00\n",
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" 2024-03-27 13:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1745.00 | Comm: 0.00\n",
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" 2024-03-28 13:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1757.00 | Comm: 0.00 | PnL: -12.00\n",
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" 2024-04-30 13:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2164.00 | Comm: 0.00\n",
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" 2024-05-06 09:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2207.00 | Comm: 0.00 | PnL: -43.00\n",
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" 2024-05-14 21:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2119.00 | Comm: 0.00\n",
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" 2024-05-15 14:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2136.00 | Comm: 0.00 | PnL: -17.00\n",
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" 2024-05-30 11:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2360.00 | Comm: 0.00\n",
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" 2024-05-30 14:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2355.00 | Comm: 0.00 | PnL: 5.00\n",
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" 2024-05-31 10:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2312.00 | Comm: 0.00\n",
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" 2024-06-03 11:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2231.00 | Comm: 0.00 | PnL: 81.00\n",
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" 2024-06-03 13:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2211.00 | Comm: 0.00\n",
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" 2024-06-04 10:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2232.00 | Comm: 0.00 | PnL: -21.00\n",
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" 2024-06-21 21:00:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2102.00 | Comm: 0.00\n",
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" 2024-06-24 09:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2064.00 | Comm: 0.00 | PnL: 38.00\n",
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" 2024-06-27 14:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2032.00 | Comm: 0.00\n",
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" 2024-06-27 21:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2036.00 | Comm: 0.00 | PnL: -4.00\n",
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" 2024-07-08 13:30:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2079.00 | Comm: 0.00\n",
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" 2024-07-09 14:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2050.00 | Comm: 0.00 | PnL: 29.00\n",
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" 2024-07-10 11:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1989.00 | Comm: 0.00\n",
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" 2024-07-11 10:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1959.00 | Comm: 0.00 | PnL: 30.00\n",
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" 2024-07-16 14:30:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1946.00 | Comm: 0.00\n",
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" 2024-07-16 22:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1953.00 | Comm: 0.00 | PnL: -7.00\n",
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" 2024-07-16 22:30:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1950.00 | Comm: 0.00\n",
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" 2024-07-17 14:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1931.00 | Comm: 0.00 | PnL: 19.00\n",
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" 2024-07-19 14:00:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1934.00 | Comm: 0.00\n",
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" 2024-07-22 11:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1930.00 | Comm: 0.00 | PnL: 4.00\n",
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" 2024-07-22 14:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1899.00 | Comm: 0.00\n",
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" 2024-07-24 14:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1868.00 | Comm: 0.00 | PnL: 31.00\n",
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" 2024-07-26 14:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1849.00 | Comm: 0.00\n",
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" 2024-07-26 21:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1829.00 | Comm: 0.00 | PnL: 20.00\n",
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" 2024-07-26 21:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1818.00 | Comm: 0.00\n",
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" 2024-07-30 22:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1747.00 | Comm: 0.00 | PnL: 71.00\n",
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" 2024-08-05 14:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1789.00 | Comm: 0.00\n",
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" 2024-08-05 21:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1799.00 | Comm: 0.00 | PnL: -10.00\n",
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" 2024-08-06 11:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1761.00 | Comm: 0.00\n",
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" 2024-08-07 10:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1750.00 | Comm: 0.00 | PnL: 11.00\n",
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" 2024-08-16 21:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1575.00 | Comm: 0.00\n",
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" 2024-08-16 22:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1589.00 | Comm: 0.00 | PnL: -14.00\n",
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" 2024-08-22 14:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1578.00 | Comm: 0.00\n",
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" 2024-08-23 11:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1564.00 | Comm: 0.00 | PnL: 14.00\n",
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" 2024-08-28 10:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1587.00 | Comm: 0.00\n",
|
||
" 2024-08-29 11:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1577.00 | Comm: 0.00 | PnL: 10.00\n",
|
||
" 2024-08-30 22:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1565.00 | Comm: 0.00\n",
|
||
" 2024-09-03 10:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1502.00 | Comm: 0.00 | PnL: 63.00\n",
|
||
" 2024-09-05 14:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1439.00 | Comm: 0.00\n",
|
||
" 2024-09-05 21:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1441.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-09-06 22:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1402.00 | Comm: 0.00\n",
|
||
" 2024-09-09 09:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1376.00 | Comm: 0.00 | PnL: 26.00\n",
|
||
" 2024-09-13 14:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1373.00 | Comm: 0.00\n",
|
||
" 2024-09-18 09:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1324.00 | Comm: 0.00 | PnL: 49.00\n",
|
||
" 2024-09-19 09:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1336.00 | Comm: 0.00\n",
|
||
" 2024-09-19 10:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1364.00 | Comm: 0.00 | PnL: -28.00\n",
|
||
" 2024-09-20 09:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1358.00 | Comm: 0.00\n",
|
||
" 2024-09-23 09:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1371.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2024-10-09 21:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1457.00 | Comm: 0.00\n",
|
||
" 2024-10-10 09:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1497.00 | Comm: 0.00 | PnL: -40.00\n",
|
||
" 2024-10-11 14:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1486.00 | Comm: 0.00\n",
|
||
" 2024-10-11 21:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1518.00 | Comm: 0.00 | PnL: -32.00\n",
|
||
" 2024-10-16 21:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1536.00 | Comm: 0.00\n",
|
||
" 2024-10-17 10:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1497.00 | Comm: 0.00 | PnL: 39.00\n",
|
||
" 2024-10-17 13:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1465.00 | Comm: 0.00\n",
|
||
" 2024-10-18 14:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1461.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2024-10-21 14:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1430.00 | Comm: 0.00\n",
|
||
" 2024-10-21 21:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1477.00 | Comm: 0.00 | PnL: -47.00\n",
|
||
" 2024-10-22 14:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1493.00 | Comm: 0.00\n",
|
||
" 2024-10-22 21:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1521.00 | Comm: 0.00 | PnL: -28.00\n",
|
||
" 2024-10-23 11:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1506.00 | Comm: 0.00\n",
|
||
" 2024-10-23 21:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1530.00 | Comm: 0.00 | PnL: -24.00\n",
|
||
" 2024-10-25 21:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1508.00 | Comm: 0.00\n",
|
||
" 2024-10-25 22:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1527.00 | Comm: 0.00 | PnL: -19.00\n",
|
||
" 2024-11-01 14:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1535.00 | Comm: 0.00\n",
|
||
" 2024-11-01 21:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1537.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-11-01 22:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1519.00 | Comm: 0.00\n",
|
||
" 2024-11-04 11:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1518.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2024-11-08 22:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1512.00 | Comm: 0.00\n",
|
||
" 2024-11-12 14:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1487.00 | Comm: 0.00 | PnL: 25.00\n",
|
||
" 2024-11-15 10:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1495.00 | Comm: 0.00\n",
|
||
" 2024-11-18 10:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1495.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2024-11-21 22:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1485.00 | Comm: 0.00\n",
|
||
" 2024-11-22 13:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1470.00 | Comm: 0.00 | PnL: 15.00\n",
|
||
" 2024-11-25 21:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1489.00 | Comm: 0.00\n",
|
||
" 2024-11-26 11:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1509.00 | Comm: 0.00 | PnL: -20.00\n",
|
||
" 2024-11-29 21:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1465.00 | Comm: 0.00\n",
|
||
" 2024-12-02 09:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1489.00 | Comm: 0.00 | PnL: -24.00\n",
|
||
" 2024-12-02 09:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1476.00 | Comm: 0.00\n",
|
||
" 2024-12-03 13:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1481.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-12-05 14:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1401.00 | Comm: 0.00\n",
|
||
" 2024-12-05 14:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1416.00 | Comm: 0.00 | PnL: -15.00\n",
|
||
" 2024-12-09 10:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1418.00 | Comm: 0.00\n",
|
||
" 2024-12-09 14:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1420.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-12-11 13:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1438.00 | Comm: 0.00\n",
|
||
" 2024-12-11 13:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1438.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2024-12-11 14:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1442.00 | Comm: 0.00\n",
|
||
" 2024-12-11 14:15:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1438.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2024-12-11 14:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1435.00 | Comm: 0.00\n",
|
||
" 2024-12-11 14:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1439.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2024-12-18 14:45:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1426.00 | Comm: 0.00\n",
|
||
" 2024-12-18 21:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1440.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-12-20 21:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1453.00 | Comm: 0.00\n",
|
||
" 2024-12-23 09:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1458.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-12-23 09:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1454.00 | Comm: 0.00\n",
|
||
" 2024-12-24 09:15:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1457.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-12-25 09:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1462.00 | Comm: 0.00\n",
|
||
" 2024-12-26 09:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1472.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2024-12-27 14:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1457.00 | Comm: 0.00\n",
|
||
" 2024-12-31 13:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1440.00 | Comm: 0.00 | PnL: 17.00\n",
|
||
" 2025-01-07 09:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1408.00 | Comm: 0.00\n",
|
||
" 2025-01-08 09:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1404.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-01-09 22:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1389.00 | Comm: 0.00\n",
|
||
" 2025-01-10 09:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1402.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2025-02-05 09:00:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1465.00 | Comm: 0.00\n",
|
||
" 2025-02-05 09:45:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1485.00 | Comm: 0.00 | PnL: -20.00\n",
|
||
" 2025-02-06 09:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1431.00 | Comm: 0.00\n",
|
||
" 2025-02-06 14:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1435.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-02-12 09:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1446.00 | Comm: 0.00\n",
|
||
" 2025-02-12 10:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1460.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2025-02-12 10:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1456.00 | Comm: 0.00\n",
|
||
" 2025-02-12 14:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1458.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-02-13 21:00:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1425.00 | Comm: 0.00\n",
|
||
" 2025-02-14 09:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1442.00 | Comm: 0.00 | PnL: -17.00\n",
|
||
" 2025-03-04 09:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1526.00 | Comm: 0.00\n",
|
||
" 2025-03-04 21:15:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1506.00 | Comm: 0.00 | PnL: 20.00\n",
|
||
" 2025-03-06 13:45:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1453.00 | Comm: 0.00\n",
|
||
" 2025-03-06 14:15:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1463.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2025-03-07 13:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1461.00 | Comm: 0.00\n",
|
||
" 2025-03-10 09:15:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1450.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2025-03-17 21:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1427.00 | Comm: 0.00\n",
|
||
" 2025-03-18 10:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1438.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2025-03-26 22:45:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1425.00 | Comm: 0.00\n",
|
||
" 2025-03-31 10:45:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1392.00 | Comm: 0.00 | PnL: 33.00\n",
|
||
" 2025-04-02 14:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1374.00 | Comm: 0.00\n",
|
||
" 2025-04-02 21:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1393.00 | Comm: 0.00 | PnL: -19.00\n",
|
||
" 2025-04-03 13:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1383.00 | Comm: 0.00\n",
|
||
" 2025-04-07 21:15:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1367.00 | Comm: 0.00 | PnL: 16.00\n",
|
||
" 2025-04-09 09:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1287.00 | Comm: 0.00\n",
|
||
" 2025-04-09 11:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1309.00 | Comm: 0.00 | PnL: -22.00\n",
|
||
" 2025-04-10 21:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1317.00 | Comm: 0.00\n",
|
||
" 2025-04-11 09:30:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1324.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-04-11 22:00:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1330.00 | Comm: 0.00\n",
|
||
" 2025-04-11 22:15:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1334.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-04-11 22:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1330.00 | Comm: 0.00\n",
|
||
" 2025-04-14 09:15:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1332.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-04-14 22:00:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1330.00 | Comm: 0.00\n",
|
||
" 2025-04-14 22:15:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1331.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-04-14 22:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1328.00 | Comm: 0.00\n",
|
||
" 2025-04-15 09:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1329.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-04-15 09:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1328.00 | Comm: 0.00\n",
|
||
" 2025-04-15 11:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1325.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2025-04-18 13:30:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1319.00 | Comm: 0.00\n",
|
||
" 2025-04-21 09:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1333.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2025-04-22 09:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1329.00 | Comm: 0.00\n",
|
||
" 2025-04-22 09:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1337.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-04-22 14:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1322.00 | Comm: 0.00\n",
|
||
" 2025-04-22 21:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1323.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-04-30 09:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1339.00 | Comm: 0.00\n",
|
||
" 2025-04-30 09:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1368.00 | Comm: 0.00 | PnL: -29.00\n",
|
||
" 2025-05-06 09:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1348.00 | Comm: 0.00\n",
|
||
" 2025-05-06 21:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1339.00 | Comm: 0.00 | PnL: 9.00\n",
|
||
" 2025-05-07 14:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1322.00 | Comm: 0.00\n",
|
||
" 2025-05-08 11:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1314.00 | Comm: 0.00 | PnL: 8.00\n",
|
||
" 2025-05-09 14:30:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1304.00 | Comm: 0.00\n",
|
||
" 2025-05-12 09:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1297.00 | Comm: 0.00 | PnL: 7.00\n",
|
||
" 2025-05-13 09:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1299.00 | Comm: 0.00\n",
|
||
" 2025-05-13 22:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1305.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2025-05-15 21:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1318.00 | Comm: 0.00\n",
|
||
" 2025-05-16 21:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1294.00 | Comm: 0.00 | PnL: 24.00\n",
|
||
" 2025-05-20 13:30:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1285.00 | Comm: 0.00\n",
|
||
" 2025-05-20 22:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1284.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2025-05-22 13:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1282.00 | Comm: 0.00\n",
|
||
" 2025-05-22 14:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1279.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2025-05-22 14:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1280.00 | Comm: 0.00\n",
|
||
" 2025-05-22 14:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1280.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2025-05-22 14:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1280.00 | Comm: 0.00\n",
|
||
" 2025-05-22 21:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1285.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-05-23 11:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1263.00 | Comm: 0.00\n",
|
||
" 2025-05-23 21:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1263.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2025-05-27 11:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1234.00 | Comm: 0.00\n",
|
||
" 2025-05-27 14:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1239.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-06-03 21:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1186.00 | Comm: 0.00\n",
|
||
" 2025-06-03 21:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1196.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2025-06-05 10:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1197.00 | Comm: 0.00\n",
|
||
" 2025-06-05 21:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1201.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-06-06 13:30:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1214.00 | Comm: 0.00\n",
|
||
" 2025-06-06 21:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1215.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-06-09 11:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1208.00 | Comm: 0.00\n",
|
||
" 2025-06-10 09:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1204.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-06-12 14:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1176.00 | Comm: 0.00\n",
|
||
" 2025-06-12 21:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1162.00 | Comm: 0.00 | PnL: 14.00\n",
|
||
" 2025-06-16 22:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1165.00 | Comm: 0.00\n",
|
||
" 2025-06-17 21:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1167.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-06-19 11:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1172.00 | Comm: 0.00\n",
|
||
" 2025-06-19 11:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1176.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-06-19 13:30:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1172.00 | Comm: 0.00\n",
|
||
" 2025-06-19 13:45:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1176.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-06-19 14:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1174.00 | Comm: 0.00\n",
|
||
" 2025-06-19 14:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1173.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2025-06-19 22:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1168.00 | Comm: 0.00\n",
|
||
" 2025-06-20 09:45:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1180.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2025-06-30 21:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1173.00 | Comm: 0.00\n",
|
||
" 2025-07-01 21:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1164.00 | Comm: 0.00 | PnL: 9.00\n",
|
||
" 2025-07-04 21:30:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1167.00 | Comm: 0.00\n",
|
||
" 2025-07-08 09:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1175.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-07-29 09:00:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1304.00 | Comm: 0.00\n",
|
||
" 2025-07-29 11:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1311.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-07-29 14:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1314.00 | Comm: 0.00\n",
|
||
" 2025-07-29 21:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1346.00 | Comm: 0.00 | PnL: -32.00\n",
|
||
" 2025-07-31 10:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1256.00 | Comm: 0.00\n",
|
||
" 2025-07-31 21:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1251.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.0017700000000000493, annualized_return:0.0007739898614198548, 252 / total_days:0.4375\n",
|
||
"绩效指标计算完成。\n",
|
||
"\n",
|
||
"--- 回测绩效报告 ---\n",
|
||
"初始资金 : 100000.00\n",
|
||
"最终资金 : 100177.00\n",
|
||
"总收益率 : 0.18%\n",
|
||
"年化收益率 : 0.08%\n",
|
||
"最大回撤 : 0.37%\n",
|
||
"夏普比率 : 0.11\n",
|
||
"卡玛比率 : 0.21\n",
|
||
"总交易次数 : 234\n",
|
||
"总实现盈亏 : 177.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 47\n",
|
||
"亏损交易次数 : 65\n",
|
||
"胜率 : 41.96%\n",
|
||
"盈亏比 : 1.67\n",
|
||
"平均每次盈利 : 21.91\n",
|
||
"平均每次亏损 : -13.12\n",
|
||
"正在绘制绩效图表...\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 2 Axes>"
|
||
],
|
||
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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"图表绘制完成。\n",
|
||
"{'初始资金': 100000.0, '最终资金': np.float64(100177.0), '总收益率': np.float64(0.0017700000000000493), '年化收益率': np.float64(0.0007739898614198548), '最大回撤': np.float64(0.003710187598225476), '夏普比率': np.float64(0.10888051636089234), '卡玛比率': np.float64(0.20861205557100185), '总交易次数': 234, '交易成本': 0.0, '总实现盈亏': 177.0, '胜率': 0.41964285714285715, '盈亏比': 1.6699508617894292, '盈利交易次数': 47, '亏损交易次数': 65, '平均每次盈利': 21.914893617021278, '平均每次亏损': -13.123076923076923, 'initial_capital': 100000.0, 'final_capital': np.float64(100177.0), 'total_return': np.float64(0.0017700000000000493), 'annualized_return': np.float64(0.0007739898614198548), 'max_drawdown': np.float64(0.003710187598225476), 'sharpe_ratio': np.float64(0.10888051636089234), 'calmar_ratio': np.float64(0.20861205557100185), 'sortino_ratio': np.float64(0.06229039017866455), 'total_trades': 234, 'transaction_costs': 0.0, 'total_realized_pnl': 177.0, 'win_rate': 0.41964285714285715, 'profit_loss_ratio': 1.6699508617894292, 'winning_trades_count': 47, 'losing_trades_count': 65, 'avg_profit_per_trade': 21.914893617021278, 'avg_loss_per_trade': -13.123076923076923}\n",
|
||
"指标 'rsi_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_7' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_25' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_30' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_35' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'rsi_40' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'range_0' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'range_1' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'range_6' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'range_13' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'range_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'stoch_k_14_3' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'stoch_k_5_3' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'stoch_k_21_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_ma_5_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_ma_5_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_ma_10_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_ma_10_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_ma_20_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'roc_ma_20_40' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'natr_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'natr_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'natr_21' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'adx_7' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'adx_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'adx_30' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'adx_60' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'adx_120' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'adx_240' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'bbw_10_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'bbw_20_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'bbw_50_25' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n3_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n3_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n3_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n7_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n7_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n7_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n21_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n21_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"指标 'price_range_to_vol_ratio_n21_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
|
||
"\n",
|
||
"所有指标的分析图表已生成。\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 85
|
||
}
|
||
],
|
||
"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
|
||
}
|