608 lines
292 KiB
Plaintext
608 lines
292 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"id": "522f09ca7b3fe929",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-29T12:01:34.140261Z",
|
||
"start_time": "2025-09-29T12:01:34.123235Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"from datetime import datetime\n",
|
||
"\n",
|
||
"from src.data_processing import load_raw_data\n",
|
||
"%load_ext autoreload\n",
|
||
"%autoreload 2\n",
|
||
"\n",
|
||
"import sys\n",
|
||
"\n",
|
||
"if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
|
||
" sys.path.append('/mnt/d/PyProject/NewQuant/')"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"The autoreload extension is already loaded. To reload it, use:\n",
|
||
" %reload_ext autoreload\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 25
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "4f7e4b438cea750e",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-29T12:01:34.163475Z",
|
||
"start_time": "2025-09-29T12:01:34.149658Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"from turtle import down\n",
|
||
"from src.analysis.result_analyzer import ResultAnalyzer\n",
|
||
"# 导入所有必要的模块\n",
|
||
"from src.data_manager import DataManager\n",
|
||
"from src.backtest_engine import BacktestEngine\n",
|
||
"from src.indicators.indicator_list import INDICATOR_LIST\n",
|
||
"from src.indicators.indicators import *\n",
|
||
"\n",
|
||
"# 导入您自己的 SMC 策略\n",
|
||
"from src.strategies.TrendlineBreakoutStrategy.DualModeTrendlineHawkesStrategy import DualModeTrendlineHawkesStrategy\n",
|
||
"\n",
|
||
"# --- 配置参数 ---\n",
|
||
"# 获取当前脚本所在目录，假设数据文件在项目根目录下的 data 文件夹内\n",
|
||
"data_file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_FG/KQ_m@CZCE_FG_min15.csv'\n"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 26
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-29T12:01:34.183634Z",
|
||
"start_time": "2025-09-29T12:01:34.167029Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"\n",
|
||
"initial_capital = 100000.0\n",
|
||
"slippage_rate = 0.000 # 假设每笔交易0.1%的滑点\n",
|
||
"commission_rate = 0.0000 # 假设每笔交易0.02%的佣金\n",
|
||
"\n",
|
||
"global_config = {\n",
|
||
" 'symbol': 'KQ_m@CZCE_FG', # 确保与数据文件中的 symbol 匹配\n",
|
||
"}\n",
|
||
"\n",
|
||
"# 回测时间范围\n",
|
||
"start_time = datetime(2021, 1, 1)\n",
|
||
"end_time = datetime(2024, 6, 1)\n",
|
||
"\n",
|
||
"start_time = datetime(2024, 1, 1)\n",
|
||
"end_time = datetime(2025, 8, 1)\n",
|
||
"\n",
|
||
"\n",
|
||
"indicators = INDICATOR_LIST\n",
|
||
"indicators = []\n",
|
||
"\n",
|
||
"# 确保 DataManager 能够重置以进行多次回测\n",
|
||
"# data_manager.reset() # 首次运行不需要重置"
|
||
],
|
||
"id": "9ee53c41eaaefabb",
|
||
"outputs": [],
|
||
"execution_count": 27
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-29T12:01:39.719555Z",
|
||
"start_time": "2025-09-29T12:01:34.192165Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"from src.indicators.indicators import ROC_MA\n",
|
||
"\n",
|
||
"# --- 1. 初始化数据管理器 ---\n",
|
||
"print(\"初始化数据管理器...\")\n",
|
||
"data_manager = DataManager(file_path=data_file_path, symbol=global_config['symbol'], start_time=start_time,\n",
|
||
" end_time=end_time)\n",
|
||
"\n",
|
||
"strategy_parameters = {\n",
|
||
" 'main_symbol': 'FG', # <-- 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",
|
||
" 'trade_volume': 1,\n",
|
||
" # 'indicators': [RateOfChange(10, -2.1, -0.5), ROC_MA(10, 10, -2.7, -0.4)],\n",
|
||
" 'enable_log': False,\n",
|
||
" 'trend_params': {\n",
|
||
" \"trendline_n\": 10,\n",
|
||
" \"hawkes_kappa\": 0.9,\n",
|
||
" },\n",
|
||
" 'reversion_params': {\n",
|
||
" \"trendline_n\": 70,\n",
|
||
" \"hawkes_kappa\": 0.1,\n",
|
||
" },\n",
|
||
" 'conflict_resolution': 'NONE'\n",
|
||
"}\n",
|
||
"\n",
|
||
"# --- 2. 初始化回测引擎并运行 ---\n",
|
||
"print(\"\\n初始化回测引擎...\")\n",
|
||
"engine = BacktestEngine(\n",
|
||
" data_manager=data_manager,\n",
|
||
" strategy_class=DualModeTrendlineHawkesStrategy, # <--- 更改为您的 SMC 策略类\n",
|
||
" # current_segment_symbol 参数已从 SMCPureH1LongStrategy 中移除，不需要设置\n",
|
||
" strategy_params=strategy_parameters,\n",
|
||
" initial_capital=initial_capital,\n",
|
||
" slippage_rate=slippage_rate,\n",
|
||
" commission_rate=commission_rate,\n",
|
||
" roll_over_mode=True,\n",
|
||
" start_time=start_time,\n",
|
||
" end_time=end_time,\n",
|
||
" indicators=indicators # 如果您的 SMC 策略不使用这些指标，也可以考虑移除\n",
|
||
")\n",
|
||
"\n",
|
||
"print(\"\\n开始运行回测...\")\n",
|
||
"engine.run_backtest()\n",
|
||
"print(\"\\n回测运行完毕。\")\n",
|
||
"\n",
|
||
"# --- 3. 获取回测结果 ---\n",
|
||
"results = engine.get_backtest_results()\n",
|
||
"portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
|
||
"trade_history = results[\"trade_history\"]\n",
|
||
"initial_capital_result = results[\"initial_capital\"]\n",
|
||
"bars = results[\"all_bars\"]\n",
|
||
"\n",
|
||
"# --- 4. 结果分析与可视化 ---\n",
|
||
"if portfolio_snapshots:\n",
|
||
" analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
|
||
"\n",
|
||
" analyzer.generate_report()\n",
|
||
" analyzer.plot_performance()\n",
|
||
" metrics = analyzer.calculate_all_metrics()\n",
|
||
" print(metrics)\n",
|
||
"\n",
|
||
" analyzer.analyze_indicators()\n",
|
||
"else:\n",
|
||
" print(\"\\n没有生成投资组合快照，无法进行结果分析。\")"
|
||
],
|
||
"id": "f903fd2761d446cd",
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"初始化数据管理器...\n",
|
||
"数据加载成功: /mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_FG/KQ_m@CZCE_FG_min15.csv\n",
|
||
"数据范围从 2020-12-31 14:45:00 到 2025-08-12 09:45:00\n",
|
||
"总计 25425 条记录。\n",
|
||
"\n",
|
||
"初始化回测引擎...\n",
|
||
"模拟器初始化：初始资金=100000.00, 滑点率=0.0, 佣金率=0.0\n",
|
||
"DualModeTrendlineHawkesStrategy initialized with Talib ATR Stop-Loss module.\n",
|
||
"\n",
|
||
"--- 回测引擎初始化完成 ---\n",
|
||
" 策略: DualModeTrendlineHawkesStrategy\n",
|
||
" 初始资金: 100000.00\n",
|
||
" 换月模式: 启用\n",
|
||
"\n",
|
||
"开始运行回测...\n",
|
||
"\n",
|
||
"--- 回测开始 ---\n",
|
||
"DualModeTrendlineHawkesStrategy 策略初始化回调被调用。\n",
|
||
"开始将 DataFrame 转换为 Bar 对象流...\n",
|
||
"Bar 对象流生成完毕。\n",
|
||
"\n",
|
||
"--- 回测结束，检查并平仓所有剩余持仓 ---\n",
|
||
"--- 回测结束 ---\n",
|
||
"总计处理了 8698 根K线。\n",
|
||
"总计发生了 260 笔交易。\n",
|
||
"最终总净值: 100298.00\n",
|
||
"总收益率: 0.30%\n",
|
||
"\n",
|
||
"回测运行完毕。\n",
|
||
"\n",
|
||
"--- 结果分析器初始化完成 ---\n",
|
||
"\n",
|
||
"--- 交易明细 ---\n",
|
||
" 2024-01-05 21:30:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1909.00 | Comm: 0.00\n",
|
||
" 2024-01-05 22:30:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1904.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-01-16 21:15:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1776.00 | Comm: 0.00\n",
|
||
" 2024-01-16 22:00:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1765.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2024-01-22 11:15:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1823.00 | Comm: 0.00\n",
|
||
" 2024-01-23 10:00:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1818.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2024-01-26 22:00:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1872.00 | Comm: 0.00\n",
|
||
" 2024-01-29 10:30:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1897.00 | Comm: 0.00 | PnL: 25.00\n",
|
||
" 2024-01-31 21:15:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1826.00 | Comm: 0.00\n",
|
||
" 2024-02-01 09:45:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1783.00 | Comm: 0.00 | PnL: 43.00\n",
|
||
" 2024-02-06 13:45:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1803.00 | Comm: 0.00\n",
|
||
" 2024-02-06 21:15:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1789.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-02-19 09:15:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1769.00 | Comm: 0.00\n",
|
||
" 2024-02-19 09:30:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1773.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2024-02-21 14:30:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1670.00 | Comm: 0.00\n",
|
||
" 2024-02-22 09:00:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1674.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2024-02-23 21:15:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1690.00 | Comm: 0.00\n",
|
||
" 2024-02-23 21:30:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1696.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2024-02-26 21:15:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1695.00 | Comm: 0.00\n",
|
||
" 2024-02-26 22:15:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1690.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-02-28 10:45:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1669.00 | Comm: 0.00\n",
|
||
" 2024-02-28 11:15:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1653.00 | Comm: 0.00 | PnL: -16.00\n",
|
||
" 2024-02-28 21:45:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1638.00 | Comm: 0.00\n",
|
||
" 2024-02-28 22:45:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1631.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2024-03-13 21:15:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1592.00 | Comm: 0.00\n",
|
||
" 2024-03-13 21:30:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1586.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2024-03-14 14:30:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1589.00 | Comm: 0.00\n",
|
||
" 2024-03-14 21:00:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1587.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-03-15 10:00:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1616.00 | Comm: 0.00\n",
|
||
" 2024-03-18 14:15:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1545.00 | Comm: 0.00 | PnL: 71.00\n",
|
||
" 2024-03-20 13:45:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1539.00 | Comm: 0.00\n",
|
||
" 2024-03-20 14:45:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1538.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2024-03-27 21:15:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1469.00 | Comm: 0.00\n",
|
||
" 2024-03-27 22:45:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1476.00 | Comm: 0.00 | PnL: 7.00\n",
|
||
" 2024-03-29 14:00:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1472.00 | Comm: 0.00\n",
|
||
" 2024-04-01 13:30:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1470.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-04-08 09:45:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1461.00 | Comm: 0.00\n",
|
||
" 2024-04-10 10:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1528.00 | Comm: 0.00 | PnL: 67.00\n",
|
||
" 2024-04-10 14:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1510.00 | Comm: 0.00\n",
|
||
" 2024-04-10 21:15:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1515.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-04-16 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1445.00 | Comm: 0.00\n",
|
||
" 2024-04-16 21:45:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1453.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2024-04-17 21:00:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1472.00 | Comm: 0.00\n",
|
||
" 2024-04-18 11:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1509.00 | Comm: 0.00 | PnL: 37.00\n",
|
||
" 2024-04-23 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1544.00 | Comm: 0.00\n",
|
||
" 2024-04-24 09:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1551.00 | Comm: 0.00 | PnL: 7.00\n",
|
||
" 2024-04-30 14:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1525.00 | Comm: 0.00\n",
|
||
" 2024-05-07 13:30:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1597.00 | Comm: 0.00 | PnL: 72.00\n",
|
||
" 2024-05-09 13:45:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1611.00 | Comm: 0.00\n",
|
||
" 2024-05-09 14:15:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1603.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2024-05-14 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1564.00 | Comm: 0.00\n",
|
||
" 2024-05-14 22:15:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1556.00 | Comm: 0.00 | PnL: 8.00\n",
|
||
" 2024-05-16 22:45:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1618.00 | Comm: 0.00\n",
|
||
" 2024-05-17 09:15:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1630.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-05-17 13:45:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1631.00 | Comm: 0.00\n",
|
||
" 2024-05-17 14:30:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1630.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-05-21 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1681.00 | Comm: 0.00\n",
|
||
" 2024-05-21 21:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1669.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-05-23 21:45:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1687.00 | Comm: 0.00\n",
|
||
" 2024-05-24 09:45:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1699.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-06-04 10:30:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1673.00 | Comm: 0.00\n",
|
||
" 2024-06-04 11:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1670.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-06-13 21:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1655.00 | Comm: 0.00\n",
|
||
" 2024-06-13 22:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1652.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-06-17 09:15:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1610.00 | Comm: 0.00\n",
|
||
" 2024-06-17 10:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1600.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2024-06-20 09:00:00 | BUY | CZCE.FG409 | Vol: 1 | Price: 1575.00 | Comm: 0.00\n",
|
||
" 2024-06-20 11:00:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1588.00 | Comm: 0.00 | PnL: 13.00\n",
|
||
" 2024-06-28 09:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1524.00 | Comm: 0.00\n",
|
||
" 2024-06-28 09:30:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1530.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2024-07-09 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1493.00 | Comm: 0.00\n",
|
||
" 2024-07-09 21:45:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1491.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-07-12 21:15:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1459.00 | Comm: 0.00\n",
|
||
" 2024-07-15 09:00:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1454.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2024-07-15 13:45:00 | SELL | CZCE.FG409 | Vol: 1 | Price: 1436.00 | Comm: 0.00\n",
|
||
" 2024-07-15 14:15:00 | CLOSE_SHORT | CZCE.FG409 | Vol: 1 | Price: 1445.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 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",
|
||
" 2024-08-06 21:30:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1314.00 | Comm: 0.00 | PnL: -12.00\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 09:45:00 | CLOSE_LONG | CZCE.FG409 | Vol: 1 | Price: 1299.00 | Comm: 0.00 | PnL: -7.00\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",
|
||
" 2024-08-20 21:30:00 | 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",
|
||
" 2024-08-22 09:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1303.00 | Comm: 0.00\n",
|
||
" 2024-08-22 09:30:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1309.00 | Comm: 0.00 | PnL: -6.00\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 10:00:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1111.00 | Comm: 0.00 | PnL: -17.00\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 22:00:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1049.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-09-18 09:00:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1015.00 | Comm: 0.00\n",
|
||
" 2024-09-18 09:15:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1014.00 | 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 22:15:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1063.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2024-09-23 09:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1069.00 | Comm: 0.00\n",
|
||
" 2024-09-23 09:30:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1056.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2024-09-25 09:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1166.00 | Comm: 0.00\n",
|
||
" 2024-09-25 11:00:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1177.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2024-10-14 09:00:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1233.00 | Comm: 0.00\n",
|
||
" 2024-10-14 09:15:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1214.00 | Comm: 0.00 | PnL: -19.00\n",
|
||
" 2024-10-15 14:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1305.00 | Comm: 0.00\n",
|
||
" 2024-10-15 21:15:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1331.00 | Comm: 0.00 | PnL: -26.00\n",
|
||
" 2024-10-17 10:30:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1291.00 | Comm: 0.00\n",
|
||
" 2024-10-17 10:45:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1262.00 | Comm: 0.00 | PnL: -29.00\n",
|
||
" 2024-10-17 11:15:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1249.00 | Comm: 0.00\n",
|
||
" 2024-10-17 21:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1197.00 | Comm: 0.00 | PnL: 52.00\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 21:45:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1393.00 | Comm: 0.00 | PnL: -21.00\n",
|
||
" 2024-11-08 09:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1398.00 | Comm: 0.00\n",
|
||
" 2024-11-08 09:45:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1387.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2024-11-08 10:45:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1368.00 | Comm: 0.00\n",
|
||
" 2024-11-08 13:45:00 | CLOSE_LONG | CZCE.FG501 | Vol: 1 | Price: 1354.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-11-14 21:00:00 | SELL | CZCE.FG501 | Vol: 1 | Price: 1290.00 | Comm: 0.00\n",
|
||
" 2024-11-14 21:30:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1296.00 | 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 14:45:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1277.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2024-11-22 22:15:00 | BUY | CZCE.FG501 | Vol: 1 | Price: 1261.00 | Comm: 0.00\n",
|
||
" 2024-11-22 22:45:00 | 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 14:00:00 | CLOSE_SHORT | CZCE.FG501 | Vol: 1 | Price: 1299.00 | Comm: 0.00 | PnL: -9.00\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",
|
||
" 2024-12-26 22:00:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1340.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2024-12-30 09:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1338.00 | Comm: 0.00\n",
|
||
" 2024-12-30 09:30:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1333.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-01-03 14:30:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1343.00 | Comm: 0.00\n",
|
||
" 2025-01-03 21:45:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1330.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2025-01-03 22:15:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1342.00 | Comm: 0.00\n",
|
||
" 2025-01-03 22:30:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1349.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-01-08 10:30:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1302.00 | Comm: 0.00\n",
|
||
" 2025-01-08 11:15:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1300.00 | Comm: 0.00 | PnL: -2.00\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 13:45:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1329.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-02-13 11:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1299.00 | Comm: 0.00\n",
|
||
" 2025-02-13 14:30:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1279.00 | Comm: 0.00 | PnL: -20.00\n",
|
||
" 2025-02-17 09:30:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1259.00 | Comm: 0.00\n",
|
||
" 2025-02-17 10:30:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1270.00 | Comm: 0.00 | PnL: -11.00\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 21:15:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1267.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-02-24 09:15:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1258.00 | Comm: 0.00\n",
|
||
" 2025-02-24 09:45:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1267.00 | Comm: 0.00 | PnL: -9.00\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 11:00:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1199.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-03-11 21:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1169.00 | Comm: 0.00\n",
|
||
" 2025-03-11 21:30:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1161.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-03-13 14:00:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1147.00 | Comm: 0.00\n",
|
||
" 2025-03-13 14:45:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1146.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-03-14 21:30:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1165.00 | Comm: 0.00\n",
|
||
" 2025-03-17 09:15:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1185.00 | Comm: 0.00 | PnL: -20.00\n",
|
||
" 2025-03-24 09:45:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1216.00 | Comm: 0.00\n",
|
||
" 2025-03-24 10:45:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1225.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-03-24 21:15:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1246.00 | Comm: 0.00\n",
|
||
" 2025-03-25 10:30:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1230.00 | Comm: 0.00 | PnL: 16.00\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 09:15:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1185.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-03-31 22:00:00 | SELL | CZCE.FG505 | Vol: 1 | Price: 1213.00 | Comm: 0.00\n",
|
||
" 2025-04-01 10:30:00 | CLOSE_SHORT | CZCE.FG505 | Vol: 1 | Price: 1225.00 | Comm: 0.00 | PnL: -12.00\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",
|
||
" 2025-04-16 22:15:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1180.00 | Comm: 0.00 | PnL: -10.00\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 09:45:00 | 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",
|
||
" 2025-05-23 21:30:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1017.00 | Comm: 0.00 | PnL: -17.00\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",
|
||
" 2025-06-04 14:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 993.00 | Comm: 0.00 | PnL: -6.00\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 14:00:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1027.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2025-07-08 14:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1023.00 | Comm: 0.00\n",
|
||
" 2025-07-08 14:45:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1025.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-07-09 21:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1036.00 | Comm: 0.00\n",
|
||
" 2025-07-09 21:30:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1039.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-07-09 22:15:00 | SELL | CZCE.FG509 | Vol: 1 | Price: 1049.00 | Comm: 0.00\n",
|
||
" 2025-07-10 09:15:00 | CLOSE_SHORT | CZCE.FG509 | Vol: 1 | Price: 1049.00 | Comm: 0.00 | PnL: 0.00\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 14:00:00 | CLOSE_LONG | CZCE.FG509 | Vol: 1 | Price: 1216.00 | Comm: 0.00 | PnL: -4.00\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: 0.0029799999999999827, annualized_return:0.0013026589872704442, 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 : 100298.00\n",
|
||
"总收益率 : 0.30%\n",
|
||
"年化收益率 : 0.13%\n",
|
||
"最大回撤 : 0.20%\n",
|
||
"夏普比率 : 0.30\n",
|
||
"卡玛比率 : 0.64\n",
|
||
"总交易次数 : 260\n",
|
||
"总实现盈亏 : 298.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 48\n",
|
||
"亏损交易次数 : 78\n",
|
||
"胜率 : 38.10%\n",
|
||
"盈亏比 : 2.38\n",
|
||
"平均每次盈利 : 19.60\n",
|
||
"平均每次亏损 : -8.24\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(100298.0), '总收益率': np.float64(0.0029799999999999827), '年化收益率': np.float64(0.0013026589872704442), '最大回撤': np.float64(0.002033330675384738), '夏普比率': np.float64(0.30065817194496797), '卡玛比率': np.float64(0.6406527984062212), '总交易次数': 260, '交易成本': 0.0, '总实现盈亏': 298.0, '胜率': 0.38095238095238093, '盈亏比': 2.3781104199066876, '盈利交易次数': 48, '亏损交易次数': 78, '平均每次盈利': 19.604166666666668, '平均每次亏损': -8.243589743589743, 'initial_capital': 100000.0, 'final_capital': np.float64(100298.0), 'total_return': np.float64(0.0029799999999999827), 'annualized_return': np.float64(0.0013026589872704442), 'max_drawdown': np.float64(0.002033330675384738), 'sharpe_ratio': np.float64(0.30065817194496797), 'calmar_ratio': np.float64(0.6406527984062212), 'sortino_ratio': np.float64(0.14624009852173908), 'total_trades': 260, 'transaction_costs': 0.0, 'total_realized_pnl': 298.0, 'win_rate': 0.38095238095238093, 'profit_loss_ratio': 2.3781104199066876, 'winning_trades_count': 48, 'losing_trades_count': 78, 'avg_profit_per_trade': 19.604166666666668, 'avg_loss_per_trade': -8.243589743589743}\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": 28
|
||
}
|
||
],
|
||
"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
|
||
}
|