586 lines
292 KiB
Plaintext
586 lines
292 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": "2025-09-28T06:22:51.900281Z",
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"start_time": "2025-09-28T06:22:51.885267Z"
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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": 41
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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": "2025-09-28T06:22:51.916418Z",
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"start_time": "2025-09-28T06:22:51.903587Z"
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}
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},
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"source": [
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"from turtle import down\n",
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"from src.analysis.result_analyzer import ResultAnalyzer\n",
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"# 导入所有必要的模块\n",
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"from src.data_manager import DataManager\n",
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"from src.backtest_engine import BacktestEngine\n",
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"from src.indicators.indicator_list import INDICATOR_LIST\n",
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"from src.indicators.indicators import *\n",
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"\n",
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"# 导入您自己的 SMC 策略\n",
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"from src.strategies.TrendlineBreakoutStrategy.DualModeTrendlineHawkesStrategy import DualModeTrendlineHawkesStrategy\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@DCE_c/KQ_m@DCE_c_min15.csv'\n"
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],
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"outputs": [],
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"execution_count": 42
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T06:22:51.933235Z",
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"start_time": "2025-09-28T06:22:51.920165Z"
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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@DCE_c', # 确保与数据文件中的 symbol 匹配\n",
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"}\n",
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"\n",
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"# 回测时间范围\n",
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"start_time = datetime(2021, 1, 1)\n",
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"end_time = datetime(2024, 6, 1)\n",
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"\n",
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"start_time = datetime(2024, 1, 1)\n",
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"end_time = datetime(2025, 8, 1)\n",
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"\n",
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"\n",
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"indicators = INDICATOR_LIST\n",
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"indicators = []\n",
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"\n",
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"# 确保 DataManager 能够重置以进行多次回测\n",
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"# data_manager.reset() # 首次运行不需要重置"
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],
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"id": "9ee53c41eaaefabb",
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"outputs": [],
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"execution_count": 43
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T06:22:57.388741Z",
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"start_time": "2025-09-28T06:22:51.938784Z"
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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': 'c', # <-- 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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" # 'indicators': [RateOfChange(10, -2.1, -0.5), ROC_MA(10, 10, -2.7, -0.4)],\n",
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" 'enable_log': False,\n",
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" 'trend_params': {\n",
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" \"trendline_n\": 20,\n",
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" \"hawkes_kappa\": 0.1,\n",
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" },\n",
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" 'reversion_params': {\n",
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" \"trendline_n\": 70,\n",
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" \"hawkes_kappa\": 0.1,\n",
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" },\n",
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" 'conflict_resolution': 'NONE'\n",
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"}\n",
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"\n",
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"# --- 2. 初始化回测引擎并运行 ---\n",
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"print(\"\\n初始化回测引擎...\")\n",
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"engine = BacktestEngine(\n",
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" data_manager=data_manager,\n",
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" strategy_class=DualModeTrendlineHawkesStrategy, # <--- 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_FG/KQ_m@CZCE_FG_min15.csv\n",
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"数据范围从 2020-12-31 14:45:00 到 2025-08-12 09:45:00\n",
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"总计 25425 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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"DualModeTrendlineHawkesStrategy initialized.\n",
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"Enabled modes: ['TREND', 'REVERSION']\n",
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"Conflict resolution: NONE\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: DualModeTrendlineHawkesStrategy\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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"DualModeTrendlineHawkesStrategy 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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"Initializing Hawkes state with lookback 50...\n",
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"Initializing Hawkes state with lookback 50...\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: 100372.00\n",
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"总收益率: 0.37%\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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" 2024-01-05 21:30:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1909.00 | Comm: 0.00\n",
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" 2024-01-05 22:30:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1904.00 | Comm: 0.00 | PnL: -5.00\n",
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" 2024-01-16 21:15:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1776.00 | Comm: 0.00\n",
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" 2024-01-16 22:00:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1765.00 | Comm: 0.00 | PnL: -11.00\n",
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" 2024-01-22 11:15:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1823.00 | Comm: 0.00\n",
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" 2024-01-23 10:00:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1818.00 | Comm: 0.00 | PnL: 5.00\n",
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" 2024-01-26 22:00:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1872.00 | Comm: 0.00\n",
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" 2024-01-29 10:30:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1897.00 | Comm: 0.00 | PnL: 25.00\n",
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" 2024-01-31 21:15:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1826.00 | Comm: 0.00\n",
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" 2024-02-01 09:45:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1783.00 | Comm: 0.00 | PnL: 43.00\n",
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" 2024-02-06 13:45:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1803.00 | Comm: 0.00\n",
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" 2024-02-06 21:45:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1791.00 | Comm: 0.00 | PnL: -12.00\n",
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" 2024-02-19 09:15:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1769.00 | Comm: 0.00\n",
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" 2024-02-19 14:00:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1741.00 | Comm: 0.00 | PnL: 28.00\n",
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" 2024-02-21 14:30:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1670.00 | Comm: 0.00\n",
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" 2024-02-22 09:00:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1674.00 | Comm: 0.00 | PnL: 4.00\n",
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" 2024-02-23 21:15:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1690.00 | Comm: 0.00\n",
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" 2024-02-23 22:00:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1697.00 | Comm: 0.00 | PnL: -7.00\n",
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" 2024-02-26 21:15:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1695.00 | Comm: 0.00\n",
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" 2024-02-26 22:15:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1690.00 | Comm: 0.00 | PnL: -5.00\n",
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" 2024-02-28 10:45:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1669.00 | Comm: 0.00\n",
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" 2024-02-29 10:45:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1635.00 | Comm: 0.00 | PnL: -34.00\n",
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" 2024-03-13 21:15:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1592.00 | Comm: 0.00\n",
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" 2024-03-13 22:30:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1588.00 | Comm: 0.00 | PnL: -4.00\n",
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" 2024-03-14 14:30:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1589.00 | Comm: 0.00\n",
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" 2024-03-14 22:30:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1587.00 | Comm: 0.00 | PnL: -2.00\n",
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" 2024-03-20 13:45:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1539.00 | Comm: 0.00\n",
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" 2024-03-20 14:45:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1538.00 | Comm: 0.00 | PnL: 1.00\n",
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" 2024-03-27 21:15:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1469.00 | Comm: 0.00\n",
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" 2024-03-27 22:45:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1476.00 | Comm: 0.00 | PnL: 7.00\n",
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" 2024-03-29 14:00:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1472.00 | Comm: 0.00\n",
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" 2024-04-01 13:30:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1470.00 | Comm: 0.00 | PnL: 2.00\n",
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" 2024-04-08 09:45:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1461.00 | Comm: 0.00\n",
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" 2024-04-10 10:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1528.00 | Comm: 0.00 | PnL: 67.00\n",
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" 2024-04-10 14:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1510.00 | Comm: 0.00\n",
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" 2024-04-10 21:45:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1516.00 | Comm: 0.00 | PnL: -6.00\n",
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" 2024-04-16 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1445.00 | Comm: 0.00\n",
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" 2024-04-16 22:00:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1452.00 | Comm: 0.00 | PnL: -7.00\n",
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" 2024-04-17 21:00:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1472.00 | Comm: 0.00\n",
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" 2024-04-18 10:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1506.00 | Comm: 0.00 | PnL: 34.00\n",
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" 2024-04-23 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1544.00 | Comm: 0.00\n",
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" 2024-04-24 09:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1551.00 | Comm: 0.00 | PnL: 7.00\n",
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" 2024-04-30 14:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1525.00 | Comm: 0.00\n",
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" 2024-05-07 13:30:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1597.00 | Comm: 0.00 | PnL: 72.00\n",
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" 2024-05-09 13:45:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1611.00 | Comm: 0.00\n",
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" 2024-05-09 14:30:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1604.00 | Comm: 0.00 | PnL: -7.00\n",
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" 2024-05-14 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1564.00 | Comm: 0.00\n",
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" 2024-05-14 22:15:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1556.00 | Comm: 0.00 | PnL: 8.00\n",
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" 2024-05-16 22:45:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1618.00 | Comm: 0.00\n",
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" 2024-05-20 10:45:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1646.00 | Comm: 0.00 | PnL: -28.00\n",
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" 2024-05-21 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1681.00 | Comm: 0.00\n",
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" 2024-05-21 22:15:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1676.00 | Comm: 0.00 | PnL: -5.00\n",
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" 2024-05-23 10:45:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1662.00 | Comm: 0.00\n",
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" 2024-05-24 22:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1717.00 | Comm: 0.00 | PnL: 55.00\n",
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" 2024-06-04 10:30:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1673.00 | Comm: 0.00\n",
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" 2024-06-04 11:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1670.00 | Comm: 0.00 | PnL: -3.00\n",
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" 2024-06-13 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1655.00 | Comm: 0.00\n",
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" 2024-06-13 22:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1652.00 | Comm: 0.00 | PnL: -3.00\n",
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" 2024-06-17 09:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1610.00 | Comm: 0.00\n",
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" 2024-06-17 14:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1602.00 | Comm: 0.00 | PnL: -8.00\n",
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" 2024-06-20 09:00:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1575.00 | Comm: 0.00\n",
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" 2024-06-20 11:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1588.00 | Comm: 0.00 | PnL: 13.00\n",
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" 2024-06-28 09:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1524.00 | Comm: 0.00\n",
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" 2024-06-28 13:30:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1550.00 | Comm: 0.00 | PnL: -26.00\n",
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" 2024-07-09 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1493.00 | Comm: 0.00\n",
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" 2024-07-09 21:45:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1491.00 | Comm: 0.00 | PnL: 2.00\n",
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" 2024-07-12 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1459.00 | Comm: 0.00\n",
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" 2024-07-15 11:00:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1458.00 | Comm: 0.00 | PnL: 1.00\n",
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" 2024-07-17 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1448.00 | Comm: 0.00\n",
|
||
" 2024-07-17 21:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1447.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-07-30 22:30:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1357.00 | Comm: 0.00\n",
|
||
" 2024-07-31 10:30:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1369.00 | Comm: 0.00 | PnL: 12.00\n",
|
||
" 2024-08-02 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1356.00 | Comm: 0.00\n",
|
||
" 2024-08-02 21:45:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1355.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2024-08-06 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1326.00 | Comm: 0.00\n",
|
||
" 2024-08-07 10:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1323.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-08-08 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1322.00 | Comm: 0.00\n",
|
||
" 2024-08-08 22:15:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1321.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-08-12 09:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1306.00 | Comm: 0.00\n",
|
||
" 2024-08-12 10:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1304.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-08-14 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1252.00 | Comm: 0.00\n",
|
||
" 2024-08-14 21:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1245.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2024-08-16 21:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1273.00 | Comm: 0.00\n",
|
||
" 2024-08-16 22:45:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1290.00 | Comm: 0.00 | PnL: 17.00\n",
|
||
" 2024-08-19 21:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1296.00 | Comm: 0.00\n",
|
||
" 2024-08-19 22:15:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1286.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2024-08-20 21:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1298.00 | Comm: 0.00\n",
|
||
" 2024-08-21 11:00:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1303.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-08-21 21:30:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1324.00 | Comm: 0.00\n",
|
||
" 2024-08-21 22:30:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1320.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2024-08-27 21:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1272.00 | Comm: 0.00\n",
|
||
" 2024-08-28 10:30:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1261.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2024-08-30 13:45:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1277.00 | Comm: 0.00\n",
|
||
" 2024-09-02 22:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1172.00 | Comm: 0.00 | PnL: 105.00\n",
|
||
" 2024-09-03 21:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1155.00 | Comm: 0.00\n",
|
||
" 2024-09-03 22:00:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1148.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2024-09-04 22:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1152.00 | Comm: 0.00\n",
|
||
" 2024-09-05 22:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1133.00 | Comm: 0.00 | PnL: 19.00\n",
|
||
" 2024-09-09 09:45:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1094.00 | Comm: 0.00\n",
|
||
" 2024-09-09 11:00:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1105.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2024-09-09 21:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1104.00 | Comm: 0.00\n",
|
||
" 2024-09-09 22:00:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1108.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2024-09-11 21:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1080.00 | Comm: 0.00\n",
|
||
" 2024-09-12 09:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1058.00 | Comm: 0.00 | PnL: 22.00\n",
|
||
" 2024-09-12 21:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1063.00 | Comm: 0.00\n",
|
||
" 2024-09-12 22:15:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1045.00 | Comm: 0.00 | PnL: -18.00\n",
|
||
" 2024-09-18 09:00:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1015.00 | Comm: 0.00\n",
|
||
" 2024-09-18 10:00:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1016.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-09-19 11:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1064.00 | Comm: 0.00\n",
|
||
" 2024-09-19 22:00:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1064.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2024-09-23 09:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1069.00 | Comm: 0.00\n",
|
||
" 2024-09-23 10:30:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1053.00 | Comm: 0.00 | PnL: -16.00\n",
|
||
" 2024-09-25 09:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1166.00 | Comm: 0.00\n",
|
||
" 2024-09-26 09:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1135.00 | Comm: 0.00 | PnL: 31.00\n",
|
||
" 2024-10-14 09:00:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1233.00 | Comm: 0.00\n",
|
||
" 2024-10-14 14:15:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1219.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-10-15 14:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1305.00 | Comm: 0.00\n",
|
||
" 2024-10-16 10:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1320.00 | Comm: 0.00 | PnL: -15.00\n",
|
||
" 2024-10-25 21:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1358.00 | Comm: 0.00\n",
|
||
" 2024-10-25 22:15:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1369.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2024-10-29 21:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1414.00 | Comm: 0.00\n",
|
||
" 2024-10-29 22:45:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1387.00 | Comm: 0.00 | PnL: -27.00\n",
|
||
" 2024-11-08 09:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1398.00 | Comm: 0.00\n",
|
||
" 2024-11-08 11:15:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1369.00 | Comm: 0.00 | PnL: -29.00\n",
|
||
" 2024-11-08 13:30:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1369.00 | Comm: 0.00\n",
|
||
" 2024-11-11 10:45:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1341.00 | Comm: 0.00 | PnL: -28.00\n",
|
||
" 2024-11-14 21:00:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1290.00 | Comm: 0.00\n",
|
||
" 2024-11-14 22:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1284.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2024-11-21 09:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1267.00 | Comm: 0.00\n",
|
||
" 2024-11-21 10:30:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1269.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-11-21 14:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1269.00 | Comm: 0.00\n",
|
||
" 2024-11-21 21:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1271.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-11-22 22:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1261.00 | Comm: 0.00\n",
|
||
" 2024-11-25 09:00:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1257.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2024-12-02 09:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1290.00 | Comm: 0.00\n",
|
||
" 2024-12-02 21:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1285.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2024-12-04 10:30:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1249.00 | Comm: 0.00\n",
|
||
" 2024-12-04 13:30:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1257.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2024-12-12 21:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1399.00 | Comm: 0.00\n",
|
||
" 2024-12-12 22:30:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1398.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-12-18 21:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1381.00 | Comm: 0.00\n",
|
||
" 2024-12-18 22:30:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1385.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2024-12-19 14:45:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1396.00 | Comm: 0.00\n",
|
||
" 2024-12-19 22:45:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1376.00 | Comm: 0.00 | PnL: 20.00\n",
|
||
" 2024-12-26 14:30:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1346.00 | Comm: 0.00\n",
|
||
" 2024-12-27 09:45:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1343.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-12-30 09:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1338.00 | Comm: 0.00\n",
|
||
" 2024-12-30 11:15:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1345.00 | Comm: 0.00 | PnL: 7.00\n",
|
||
" 2025-01-03 14:30:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1343.00 | Comm: 0.00\n",
|
||
" 2025-01-06 10:00:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1354.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2025-01-10 21:30:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1325.00 | Comm: 0.00\n",
|
||
" 2025-01-13 10:30:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1347.00 | Comm: 0.00 | PnL: 22.00\n",
|
||
" 2025-01-20 09:15:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1429.00 | Comm: 0.00\n",
|
||
" 2025-01-20 11:00:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1414.00 | Comm: 0.00 | PnL: 15.00\n",
|
||
" 2025-01-23 21:15:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1383.00 | Comm: 0.00\n",
|
||
" 2025-01-23 22:15:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1383.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2025-01-24 21:15:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1380.00 | Comm: 0.00\n",
|
||
" 2025-01-24 22:15:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1376.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-02-05 10:00:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1338.00 | Comm: 0.00\n",
|
||
" 2025-02-05 22:15:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1340.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2025-02-13 11:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1299.00 | Comm: 0.00\n",
|
||
" 2025-02-14 14:45:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1267.00 | Comm: 0.00 | PnL: -32.00\n",
|
||
" 2025-02-19 21:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1289.00 | Comm: 0.00\n",
|
||
" 2025-02-19 22:15:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1288.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-02-21 14:00:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1270.00 | Comm: 0.00\n",
|
||
" 2025-02-21 22:45:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1265.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-02-24 09:15:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1258.00 | Comm: 0.00\n",
|
||
" 2025-02-24 10:30:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1269.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2025-03-03 09:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1229.00 | Comm: 0.00\n",
|
||
" 2025-03-03 14:15:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1226.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-03-05 09:30:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1207.00 | Comm: 0.00\n",
|
||
" 2025-03-05 22:00:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1196.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2025-03-11 21:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1169.00 | Comm: 0.00\n",
|
||
" 2025-03-11 22:00:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1159.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2025-03-14 21:30:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1165.00 | Comm: 0.00\n",
|
||
" 2025-03-17 14:45:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1170.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-03-24 09:45:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1216.00 | Comm: 0.00\n",
|
||
" 2025-03-25 10:30:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1230.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2025-03-25 21:00:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1262.00 | Comm: 0.00\n",
|
||
" 2025-03-25 22:00:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1255.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-03-28 22:45:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1181.00 | Comm: 0.00\n",
|
||
" 2025-03-31 10:30:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1180.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-03-31 22:00:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1213.00 | Comm: 0.00\n",
|
||
" 2025-04-01 22:00:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1232.00 | Comm: 0.00 | PnL: -19.00\n",
|
||
" 2025-04-08 21:30:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1177.00 | Comm: 0.00\n",
|
||
" 2025-04-08 22:45:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1171.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2025-04-16 21:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1170.00 | Comm: 0.00\n",
|
||
" 2025-04-17 10:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1176.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2025-04-17 21:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1157.00 | Comm: 0.00\n",
|
||
" 2025-04-18 10:30:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1138.00 | Comm: 0.00 | PnL: 19.00\n",
|
||
" 2025-04-18 21:45:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1116.00 | Comm: 0.00\n",
|
||
" 2025-04-21 10:45:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1129.00 | Comm: 0.00 | PnL: 13.00\n",
|
||
" 2025-04-23 09:15:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1157.00 | Comm: 0.00\n",
|
||
" 2025-04-23 10:00:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1149.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-05-06 09:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1073.00 | Comm: 0.00\n",
|
||
" 2025-05-06 11:00:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1074.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-05-07 21:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1061.00 | Comm: 0.00\n",
|
||
" 2025-05-08 09:30:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1050.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2025-05-13 21:45:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1033.00 | Comm: 0.00\n",
|
||
" 2025-05-14 09:30:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1038.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2025-05-21 14:45:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1032.00 | Comm: 0.00\n",
|
||
" 2025-05-21 22:00:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1031.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-05-22 22:00:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1002.00 | Comm: 0.00\n",
|
||
" 2025-05-23 10:45:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1006.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-05-23 21:00:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1000.00 | Comm: 0.00\n",
|
||
" 2025-05-26 09:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1014.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2025-06-03 21:30:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 965.00 | Comm: 0.00\n",
|
||
" 2025-06-03 22:45:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 964.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-06-04 14:30:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 987.00 | Comm: 0.00\n",
|
||
" 2025-06-05 10:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 962.00 | Comm: 0.00 | PnL: 25.00\n",
|
||
" 2025-06-13 09:15:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 979.00 | Comm: 0.00\n",
|
||
" 2025-06-13 14:00:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 982.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2025-06-16 09:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 973.00 | Comm: 0.00\n",
|
||
" 2025-06-16 09:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 975.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-06-24 09:15:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1012.00 | Comm: 0.00\n",
|
||
" 2025-06-24 10:30:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1012.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2025-06-24 21:30:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1007.00 | Comm: 0.00\n",
|
||
" 2025-06-25 09:30:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1012.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2025-06-30 21:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1001.00 | Comm: 0.00\n",
|
||
" 2025-06-30 21:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1001.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2025-07-02 10:45:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1013.00 | Comm: 0.00\n",
|
||
" 2025-07-02 22:00:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1048.00 | Comm: 0.00 | PnL: 35.00\n",
|
||
" 2025-07-08 13:45:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1033.00 | Comm: 0.00\n",
|
||
" 2025-07-08 14:45:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1025.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-07-09 21:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1036.00 | Comm: 0.00\n",
|
||
" 2025-07-11 21:30:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1087.00 | Comm: 0.00 | PnL: -51.00\n",
|
||
" 2025-07-18 10:45:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1090.00 | Comm: 0.00\n",
|
||
" 2025-07-18 13:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1087.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2025-07-18 21:15:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1116.00 | Comm: 0.00\n",
|
||
" 2025-07-21 10:45:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1164.00 | Comm: 0.00 | PnL: 48.00\n",
|
||
" 2025-07-22 13:45:00 | BUY | CZCE.FG509 | Vol: 1 | Price: 1220.00 | Comm: 0.00\n",
|
||
" 2025-07-22 22:15:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1234.00 | Comm: 0.00 | PnL: 14.00\n",
|
||
" 2025-07-25 21:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1330.00 | Comm: 0.00\n",
|
||
" 2025-07-28 09:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1253.00 | Comm: 0.00 | PnL: 77.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.0037199999999999456, annualized_return:0.0016258005194040859, 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 : 100372.00\n",
|
||
"总收益率 : 0.37%\n",
|
||
"年化收益率 : 0.16%\n",
|
||
"最大回撤 : 0.16%\n",
|
||
"夏普比率 : 0.32\n",
|
||
"卡玛比率 : 1.03\n",
|
||
"总交易次数 : 234\n",
|
||
"总实现盈亏 : 372.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 52\n",
|
||
"亏损交易次数 : 61\n",
|
||
"胜率 : 46.02%\n",
|
||
"盈亏比 : 1.90\n",
|
||
"平均每次盈利 : 18.71\n",
|
||
"平均每次亏损 : -9.85\n",
|
||
"正在绘制绩效图表...\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"图表绘制完成。\n",
|
||
"{'初始资金': 100000.0, '最终资金': np.float64(100372.0), '总收益率': np.float64(0.0037199999999999456), '年化收益率': np.float64(0.0016258005194040859), '最大回撤': np.float64(0.0015844859887591183), '夏普比率': np.float64(0.3208694932492714), '卡玛比率': np.float64(1.0260744057934668), '总交易次数': 234, '交易成本': 0.0, '总实现盈亏': 372.0, '胜率': 0.46017699115044247, '盈亏比': 1.8991744528350183, '盈利交易次数': 52, '亏损交易次数': 61, '平均每次盈利': 18.71153846153846, '平均每次亏损': -9.852459016393443, 'initial_capital': 100000.0, 'final_capital': np.float64(100372.0), 'total_return': np.float64(0.0037199999999999456), 'annualized_return': np.float64(0.0016258005194040859), 'max_drawdown': np.float64(0.0015844859887591183), 'sharpe_ratio': np.float64(0.3208694932492714), 'calmar_ratio': np.float64(1.0260744057934668), 'sortino_ratio': np.float64(0.1910052165737694), 'total_trades': 234, 'transaction_costs': 0.0, 'total_realized_pnl': 372.0, 'win_rate': 0.46017699115044247, 'profit_loss_ratio': 1.8991744528350183, 'winning_trades_count': 52, 'losing_trades_count': 61, 'avg_profit_per_trade': 18.71153846153846, 'avg_loss_per_trade': -9.852459016393443}\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": 44
|
||
}
|
||
],
|
||
"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
|
||
}
|