1154 lines
3.1 MiB
Plaintext
1154 lines
3.1 MiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2025-12-08T11:29:47.894474Z",
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"start_time": "2025-12-08T11:29:47.870858Z"
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}
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},
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"source": [
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"from datetime import datetime\n",
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"\n",
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"import sys\n",
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"\n",
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"from numpy.testing.print_coercion_tables import print_cancast_table\n",
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"\n",
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"if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
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" sys.path.append('/mnt/d/PyProject/NewQuant/')\n",
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"\n",
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"from src.data_processing import load_raw_data\n",
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"\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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"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, AtrVolatility\n",
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"\n",
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"# --- 配置参数 ---\n",
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"# 获取当前脚本所在目录，假设数据文件在项目根目录下的 data 文件夹内\n",
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"data_file_path = 'D:/PyProject/NewQuant/data/data/KQ_m@SHFE_rb/KQ_m@SHFE_rb_min15.csv'"
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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": 76
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-12-08T11:29:47.914465Z",
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"start_time": "2025-12-08T11:29:47.899482Z"
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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 = 10000.0\n",
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"slippage_rate = 0.000 # 假设每笔交易0.1%的滑点\n",
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"commission_rate = 0.0001 # 假设每笔交易0.02%的佣金\n",
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"\n",
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"global_config = {\n",
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" 'symbol': 'KQ_m@SHFE_rb', # 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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"start_time = datetime(2021, 6, 1)\n",
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"end_time = datetime(2025, 8, 1)\n",
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"# start_time = datetime(2025, 1, 1)\n",
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"# end_time = datetime(2025, 8, 1)\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": "3686dee30354be0c",
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"outputs": [],
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"execution_count": 77
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},
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{
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"metadata": {
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"jupyter": {
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"is_executing": true
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},
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"ExecuteTime": {
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"start_time": "2025-12-08T11:29:47.923686Z"
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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 *\n",
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"from src.indicators.base_indicators import CompositeIndicator\n",
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"from futures_trading_strategies.rb.Spectral.SpectralTrendStrategy4 import SpectralTrendStrategy\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': 'rb', # <-- 替换为你的交易品种代码，例如 'GC=F' (黄金期货), 'ZC=F' (玉米期货)\n",
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" 'trade_volume': 1,\n",
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" # 'order_direction': ['SELL', 'BUY'],\n",
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" # 'indicators': ADX(7, 15, 35),\n",
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" 'model_indicator': Hurst(23, 0.5, 0.7),\n",
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" 'bars_per_day': 23,\n",
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" 'spectral_window_days': 8, # STFT窗口大小(天)\n",
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" 'low_freq_days': 8, # 低频下限(天)\n",
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" 'high_freq_days': 1, # 高频上限(天)\n",
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" 'trend_strength_threshold': 0.8, # 相变临界值\n",
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" 'exit_threshold': 0.6, # 退出阈值\n",
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" 'enable_log': False,\n",
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" 'reverse': True,\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=SpectralTrendStrategy, # <--- 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\"]"
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],
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"id": "5d32105e37d922bd",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"初始化数据管理器...\n",
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"数据加载成功: D:/PyProject/NewQuant/data/data/KQ_m@SHFE_rb/KQ_m@SHFE_rb_min15.csv\n",
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"数据范围从 2020-12-31 14:45:00 到 2025-11-27 14:30:00\n",
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"总计 27060 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=10000.00, 滑点率=0.0, 佣金率=0.0001\n",
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"内存仓储已初始化，管理ID: 'src.strategies.Spectral.SpectralTrendStrategy4.SpectralTrendStrategy_4ddcb2855cdb3be28992fb6b2ff62d77'\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: SpectralTrendStrategy\n",
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" 初始资金: 10000.00\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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"SpectralTrendStrategy 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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]
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}
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],
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"execution_count": null
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},
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{
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"metadata": {
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|||
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"ExecuteTime": {
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"end_time": "2025-12-07T16:31:00.686759Z",
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"start_time": "2025-12-07T16:30:55.540302Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"# --- 4. 结果分析与可视化 ---\n",
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"if portfolio_snapshots:\n",
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" analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
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"\n",
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" analyzer.generate_report()\n",
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" analyzer.plot_performance()\n",
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" metrics = analyzer.calculate_all_metrics()\n",
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" print(metrics)\n",
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"\n",
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" analyzer.analyze_indicators_v2()\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": "bf9f049302f9bfdf",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"--- 结果分析器初始化完成 ---\n",
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"\n",
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"--- 交易明细 ---\n",
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" 2024-06-24 10:00:00 | SELL | SHFE.rb2410 | Vol: 1 | Price: 3538.00 | Comm: 0.35\n",
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" 2024-06-26 09:30:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3533.00 | Comm: 0.35 | PnL: 5.00\n",
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" 2024-06-28 09:15:00 | SELL | SHFE.rb2410 | Vol: 1 | Price: 3529.00 | Comm: 0.35\n",
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" 2024-07-01 21:00:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3574.00 | Comm: 0.36 | PnL: -45.00\n",
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" 2024-07-01 21:15:00 | SELL | SHFE.rb2410 | Vol: 1 | Price: 3572.00 | Comm: 0.36\n",
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" 2024-07-03 11:00:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3569.00 | Comm: 0.36 | PnL: 3.00\n",
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" 2024-07-04 14:45:00 | BUY | SHFE.rb2410 | Vol: 1 | Price: 3619.00 | Comm: 0.36\n",
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" 2024-07-05 13:30:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3565.00 | Comm: 0.36 | PnL: -54.00\n",
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" 2024-07-08 14:45:00 | SELL | SHFE.rb2410 | Vol: 1 | Price: 3503.00 | Comm: 0.35\n",
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" 2024-07-11 11:15:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3518.00 | Comm: 0.35 | PnL: -15.00\n",
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" 2024-07-11 13:30:00 | BUY | SHFE.rb2410 | Vol: 1 | Price: 3530.00 | Comm: 0.35\n",
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" 2024-07-11 22:30:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3510.00 | Comm: 0.35 | PnL: -20.00\n",
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" 2024-07-12 22:15:00 | BUY | SHFE.rb2410 | Vol: 1 | Price: 3515.00 | Comm: 0.35\n",
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" 2024-07-16 09:30:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3527.00 | Comm: 0.35 | PnL: 12.00\n",
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" 2024-07-16 09:45:00 | SELL | SHFE.rb2410 | Vol: 1 | Price: 3534.00 | Comm: 0.35\n",
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" 2024-07-17 14:45:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3493.00 | Comm: 0.35 | PnL: 41.00\n",
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" 2024-07-19 09:45:00 | SELL | SHFE.rb2410 | Vol: 1 | Price: 3474.00 | Comm: 0.35\n",
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" 2024-07-23 21:15:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3404.00 | Comm: 0.34 | PnL: 70.00\n",
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" 2024-08-08 22:00:00 | BUY | SHFE.rb2410 | Vol: 1 | Price: 3275.00 | Comm: 0.33\n",
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" 2024-08-09 22:45:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3255.00 | Comm: 0.33 | PnL: -20.00\n",
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" 2024-08-20 09:45:00 | BUY | SHFE.rb2410 | Vol: 1 | Price: 3145.00 | Comm: 0.31\n",
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" 2024-08-22 14:30:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3177.00 | Comm: 0.32 | PnL: 32.00\n",
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" 2024-08-22 14:45:00 | SELL | SHFE.rb2410 | Vol: 1 | Price: 3173.00 | Comm: 0.32\n",
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" 2024-08-23 11:15:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3183.00 | Comm: 0.32 | PnL: -10.00\n",
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" 2024-09-03 10:00:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3222.00 | Comm: 0.32\n",
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" 2024-09-03 14:15:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3157.00 | Comm: 0.32 | PnL: -65.00\n",
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" 2024-09-03 14:30:00 | SELL | SHFE.rb2501 | Vol: 1 | Price: 3158.00 | Comm: 0.32\n",
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" 2024-09-06 22:15:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3018.00 | Comm: 0.30 | PnL: 140.00\n",
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" 2024-09-11 10:30:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3098.00 | Comm: 0.31\n",
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" 2024-09-19 09:45:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3141.00 | Comm: 0.31 | PnL: 43.00\n",
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" 2024-09-20 22:45:00 | SELL | SHFE.rb2501 | Vol: 1 | Price: 3119.00 | Comm: 0.31\n",
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" 2024-09-24 13:30:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3184.00 | Comm: 0.32 | PnL: -65.00\n",
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" 2024-09-24 13:45:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3192.00 | Comm: 0.32\n",
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" 2024-09-25 09:45:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3262.00 | Comm: 0.33 | PnL: 70.00\n",
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" 2024-09-26 13:45:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3285.00 | Comm: 0.33\n",
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" 2024-10-08 10:30:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3554.00 | Comm: 0.36 | PnL: 269.00\n",
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" 2024-10-08 10:45:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3574.00 | Comm: 0.36\n",
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|
|
" 2024-10-09 14:15:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3517.00 | Comm: 0.35 | PnL: -57.00\n",
|
|||
|
|
" 2024-10-18 13:30:00 | SELL | SHFE.rb2501 | Vol: 1 | Price: 3325.00 | Comm: 0.33\n",
|
|||
|
|
" 2024-10-22 10:45:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3304.00 | Comm: 0.33 | PnL: 21.00\n",
|
|||
|
|
" 2024-10-24 22:00:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3364.00 | Comm: 0.34\n",
|
|||
|
|
" 2024-10-29 11:15:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3422.00 | Comm: 0.34 | PnL: 58.00\n",
|
|||
|
|
" 2024-10-29 13:30:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3414.00 | Comm: 0.34\n",
|
|||
|
|
" 2024-10-30 22:30:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3438.00 | Comm: 0.34 | PnL: 24.00\n",
|
|||
|
|
" 2024-11-01 10:45:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3398.00 | Comm: 0.34\n",
|
|||
|
|
" 2024-11-01 22:15:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3385.00 | Comm: 0.34 | PnL: -13.00\n",
|
|||
|
|
" 2024-11-01 22:30:00 | SELL | SHFE.rb2501 | Vol: 1 | Price: 3346.00 | Comm: 0.33\n",
|
|||
|
|
" 2024-11-04 22:45:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3426.00 | Comm: 0.34 | PnL: -80.00\n",
|
|||
|
|
" 2024-11-05 09:00:00 | BUY | SHFE.rb2501 | Vol: 1 | Price: 3420.00 | Comm: 0.34\n",
|
|||
|
|
" 2024-11-05 21:00:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3445.00 | Comm: 0.34 | PnL: 25.00\n",
|
|||
|
|
" 2024-11-21 14:30:00 | SELL | SHFE.rb2501 | Vol: 1 | Price: 3333.00 | Comm: 0.33\n",
|
|||
|
|
" 2024-11-25 11:00:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3308.00 | Comm: 0.33 | PnL: 25.00\n",
|
|||
|
|
" 2024-12-16 21:00:00 | SELL | SHFE.rb2505 | Vol: 1 | Price: 3368.00 | Comm: 0.34\n",
|
|||
|
|
" 2024-12-19 11:15:00 | CLOSE_SHORT | SHFE.rb2505 | Vol: 1 | Price: 3275.00 | Comm: 0.33 | PnL: 93.00\n",
|
|||
|
|
" 2024-12-25 22:45:00 | SELL | SHFE.rb2505 | Vol: 1 | Price: 3297.00 | Comm: 0.33\n",
|
|||
|
|
" 2024-12-27 21:30:00 | CLOSE_SHORT | SHFE.rb2505 | Vol: 1 | Price: 3271.00 | Comm: 0.33 | PnL: 26.00\n",
|
|||
|
|
" 2025-01-08 21:00:00 | SELL | SHFE.rb2505 | Vol: 1 | Price: 3206.00 | Comm: 0.32\n",
|
|||
|
|
" 2025-01-09 22:30:00 | CLOSE_SHORT | SHFE.rb2505 | Vol: 1 | Price: 3193.00 | Comm: 0.32 | PnL: 13.00\n",
|
|||
|
|
" 2025-01-13 21:00:00 | BUY | SHFE.rb2505 | Vol: 1 | Price: 3248.00 | Comm: 0.32\n",
|
|||
|
|
" 2025-01-20 10:30:00 | CLOSE_LONG | SHFE.rb2505 | Vol: 1 | Price: 3347.00 | Comm: 0.33 | PnL: 99.00\n",
|
|||
|
|
" 2025-01-22 11:15:00 | SELL | SHFE.rb2505 | Vol: 1 | Price: 3337.00 | Comm: 0.33\n",
|
|||
|
|
" 2025-01-23 09:30:00 | CLOSE_SHORT | SHFE.rb2505 | Vol: 1 | Price: 3369.00 | Comm: 0.34 | PnL: -32.00\n",
|
|||
|
|
" 2025-01-23 09:45:00 | BUY | SHFE.rb2505 | Vol: 1 | Price: 3370.00 | Comm: 0.34\n",
|
|||
|
|
" 2025-01-27 11:00:00 | CLOSE_LONG | SHFE.rb2505 | Vol: 1 | Price: 3371.00 | Comm: 0.34 | PnL: 1.00\n",
|
|||
|
|
" 2025-02-18 09:45:00 | BUY | SHFE.rb2505 | Vol: 1 | Price: 3284.00 | Comm: 0.33\n",
|
|||
|
|
" 2025-02-21 22:45:00 | CLOSE_LONG | SHFE.rb2505 | Vol: 1 | Price: 3337.00 | Comm: 0.33 | PnL: 53.00\n",
|
|||
|
|
" 2025-02-25 14:15:00 | BUY | SHFE.rb2505 | Vol: 1 | Price: 3279.00 | Comm: 0.33\n",
|
|||
|
|
" 2025-02-28 09:30:00 | CLOSE_LONG | SHFE.rb2505 | Vol: 1 | Price: 3311.00 | Comm: 0.33 | PnL: 32.00\n",
|
|||
|
|
" 2025-03-14 21:45:00 | BUY | SHFE.rb2505 | Vol: 1 | Price: 3251.00 | Comm: 0.33\n",
|
|||
|
|
" 2025-03-17 14:30:00 | CLOSE_LONG | SHFE.rb2505 | Vol: 1 | Price: 3212.00 | Comm: 0.32 | PnL: -39.00\n",
|
|||
|
|
" 2025-03-17 14:45:00 | SELL | SHFE.rb2505 | Vol: 1 | Price: 3214.00 | Comm: 0.32\n",
|
|||
|
|
" 2025-03-18 10:45:00 | CLOSE_SHORT | SHFE.rb2505 | Vol: 1 | Price: 3203.00 | Comm: 0.32 | PnL: 11.00\n",
|
|||
|
|
" 2025-03-19 13:30:00 | SELL | SHFE.rb2505 | Vol: 1 | Price: 3169.00 | Comm: 0.32\n",
|
|||
|
|
" 2025-03-21 22:30:00 | CLOSE_SHORT | SHFE.rb2505 | Vol: 1 | Price: 3150.00 | Comm: 0.32 | PnL: 19.00\n",
|
|||
|
|
" 2025-03-24 14:45:00 | BUY | SHFE.rb2505 | Vol: 1 | Price: 3204.00 | Comm: 0.32\n",
|
|||
|
|
" 2025-03-27 14:00:00 | CLOSE_LONG | SHFE.rb2505 | Vol: 1 | Price: 3189.00 | Comm: 0.32 | PnL: -15.00\n",
|
|||
|
|
" 2025-03-31 11:00:00 | BUY | SHFE.rb2505 | Vol: 1 | Price: 3165.00 | Comm: 0.32\n",
|
|||
|
|
" 2025-04-02 21:45:00 | CLOSE_LONG | SHFE.rb2505 | Vol: 1 | Price: 3169.00 | Comm: 0.32 | PnL: 4.00\n",
|
|||
|
|
" 2025-04-18 10:00:00 | BUY | SHFE.rb2510 | Vol: 1 | Price: 3095.00 | Comm: 0.31\n",
|
|||
|
|
" 2025-04-21 13:45:00 | CLOSE_LONG | SHFE.rb2510 | Vol: 1 | Price: 3113.00 | Comm: 0.31 | PnL: 18.00\n",
|
|||
|
|
" 2025-05-14 14:00:00 | SELL | SHFE.rb2510 | Vol: 1 | Price: 3124.00 | Comm: 0.31\n",
|
|||
|
|
" 2025-05-19 09:00:00 | CLOSE_SHORT | SHFE.rb2510 | Vol: 1 | Price: 3087.00 | Comm: 0.31 | PnL: 37.00\n",
|
|||
|
|
" 2025-05-19 22:00:00 | BUY | SHFE.rb2510 | Vol: 1 | Price: 3061.00 | Comm: 0.31\n",
|
|||
|
|
" 2025-05-22 14:00:00 | CLOSE_LONG | SHFE.rb2510 | Vol: 1 | Price: 3045.00 | Comm: 0.30 | PnL: -16.00\n",
|
|||
|
|
" 2025-05-28 09:45:00 | SELL | SHFE.rb2510 | Vol: 1 | Price: 2965.00 | Comm: 0.30\n",
|
|||
|
|
" 2025-05-29 21:30:00 | CLOSE_SHORT | SHFE.rb2510 | Vol: 1 | Price: 2973.00 | Comm: 0.30 | PnL: -8.00\n",
|
|||
|
|
" 2025-06-04 22:30:00 | BUY | SHFE.rb2510 | Vol: 1 | Price: 2974.00 | Comm: 0.30\n",
|
|||
|
|
" 2025-06-09 11:15:00 | CLOSE_LONG | SHFE.rb2510 | Vol: 1 | Price: 2984.00 | Comm: 0.30 | PnL: 10.00\n",
|
|||
|
|
" 2025-07-09 09:45:00 | BUY | SHFE.rb2510 | Vol: 1 | Price: 3059.00 | Comm: 0.31\n",
|
|||
|
|
" 2025-07-11 09:30:00 | CLOSE_LONG | SHFE.rb2510 | Vol: 1 | Price: 3134.00 | Comm: 0.31 | PnL: 75.00\n",
|
|||
|
|
" 2025-07-11 22:15:00 | BUY | SHFE.rb2510 | Vol: 1 | Price: 3128.00 | Comm: 0.31\n",
|
|||
|
|
" 2025-07-15 13:30:00 | CLOSE_LONG | SHFE.rb2510 | Vol: 1 | Price: 3108.00 | Comm: 0.31 | PnL: -20.00\n",
|
|||
|
|
" 2025-07-16 21:45:00 | SELL | SHFE.rb2510 | Vol: 1 | Price: 3124.00 | Comm: 0.31\n",
|
|||
|
|
" 2025-07-17 21:15:00 | CLOSE_SHORT | SHFE.rb2510 | Vol: 1 | Price: 3157.00 | Comm: 0.32 | PnL: -33.00\n",
|
|||
|
|
" 2025-07-17 21:30:00 | SELL | SHFE.rb2510 | Vol: 1 | Price: 3152.00 | Comm: 0.32\n",
|
|||
|
|
" 2025-07-18 21:15:00 | CLOSE_SHORT | SHFE.rb2510 | Vol: 1 | Price: 3180.00 | Comm: 0.32 | PnL: -28.00\n",
|
|||
|
|
" 2025-07-21 14:45:00 | SELL | SHFE.rb2510 | Vol: 1 | Price: 3226.00 | Comm: 0.32\n",
|
|||
|
|
" 2025-07-22 14:45:00 | CLOSE_SHORT | SHFE.rb2510 | Vol: 1 | Price: 3305.00 | Comm: 0.33 | PnL: -79.00\n",
|
|||
|
|
" 2025-07-22 21:00:00 | SELL | SHFE.rb2510 | Vol: 1 | Price: 3319.00 | Comm: 0.33\n",
|
|||
|
|
" 2025-07-24 11:15:00 | CLOSE_SHORT | SHFE.rb2510 | Vol: 1 | Price: 3275.00 | Comm: 0.33 | PnL: 44.00\n",
|
|||
|
|
" 2025-07-28 22:15:00 | SELL | SHFE.rb2510 | Vol: 1 | Price: 3265.00 | Comm: 0.33\n",
|
|||
|
|
" 2025-07-29 13:30:00 | CLOSE_SHORT | SHFE.rb2510 | Vol: 1 | Price: 3323.00 | Comm: 0.33 | PnL: -58.00\n",
|
|||
|
|
" 2025-07-29 13:45:00 | SELL | SHFE.rb2510 | Vol: 1 | Price: 3333.00 | Comm: 0.33\n",
|
|||
|
|
" 2025-07-30 10:00:00 | CLOSE_SHORT | SHFE.rb2510 | Vol: 1 | Price: 3344.00 | Comm: 0.33 | PnL: -11.00\n",
|
|||
|
|
"正在计算绩效指标...\n",
|
|||
|
|
"total_return: 0.05557833999999939, annualized_return:0.03274790491626911, 252 / total_days:0.5957446808510638\n",
|
|||
|
|
"绩效指标计算完成。\n",
|
|||
|
|
"\n",
|
|||
|
|
"--- 回测绩效报告 ---\n",
|
|||
|
|
"初始资金 : 10000.00\n",
|
|||
|
|
"最终资金 : 10555.78\n",
|
|||
|
|
"总收益率 : 5.56%\n",
|
|||
|
|
"年化收益率 : 3.27%\n",
|
|||
|
|
"最大回撤 : 2.35%\n",
|
|||
|
|
"夏普比率 : 0.27\n",
|
|||
|
|
"卡玛比率 : 1.40\n",
|
|||
|
|
"总交易次数 : 104\n",
|
|||
|
|
"总实现盈亏 : 590.00\n",
|
|||
|
|
"交易成本 : 34.22\n",
|
|||
|
|
"\n",
|
|||
|
|
"--- 交易详情 ---\n",
|
|||
|
|
"盈利交易次数 : 30\n",
|
|||
|
|
"亏损交易次数 : 22\n",
|
|||
|
|
"胜率 : 57.69%\n",
|
|||
|
|
"盈亏比 : 1.29\n",
|
|||
|
|
"平均每次盈利 : 45.77\n",
|
|||
|
|
"平均每次亏损 : -35.59\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>"
|
|||
|
|
],
|
|||
|
|
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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': 10000.0, '最终资金': np.float64(10555.783399999995), '总收益率': np.float64(0.05557833999999939), '年化收益率': np.float64(0.03274790491626911), '最大回撤': np.float64(0.02346239220733711), '夏普比率': np.float64(0.26764616861246576), '卡玛比率': np.float64(1.3957615500958276), '总交易次数': 104, '交易成本': 34.2166, '总实现盈亏': 590.0, '胜率': 0.5769230769230769, '盈亏比': 1.28590889740315, '盈利交易次数': 30, '亏损交易次数': 22, '平均每次盈利': 45.766666666666666, '平均每次亏损': -35.59090909090909, 'initial_capital': 10000.0, 'final_capital': np.float64(10555.783399999995), 'total_return': np.float64(0.05557833999999939), 'annualized_return': np.float64(0.03274790491626911), 'max_drawdown': np.float64(0.02346239220733711), 'sharpe_ratio': np.float64(0.26764616861246576), 'calmar_ratio': np.float64(1.3957615500958276), 'sortino_ratio': np.float64(0.2115856535928956), 'total_trades': 104, 'transaction_costs': 34.2166, 'total_realized_pnl': 590.0, 'win_rate': 0.5769230769230769, 'profit_loss_ratio': 1.28590889740315, 'winning_trades_count': 30, 'losing_trades_count': 22, 'avg_profit_per_trade': 45.766666666666666, 'avg_loss_per_trade': -35.59090909090909}\n",
|
|||
|
|
"正在分析 52 组交易...\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
|
|
"image/png": "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
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data",
|
|||
|
|
"jetTransient": {
|
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"display_id": null
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
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{
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|||
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"data": {
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|||
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"text/plain": [
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|||
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|
"<Figure size 1200x700 with 1 Axes>"
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],
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
|
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}
|
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},
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|
{
|
|||
|
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"data": {
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|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
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],
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"image/png": "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},
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|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data",
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|||
|
|
"jetTransient": {
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|
"display_id": null
|
|||
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}
|
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|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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}
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},
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{
|
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"data": {
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"text/plain": [
|
|||
|
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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|||
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"output_type": "display_data",
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|||
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"jetTransient": {
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"display_id": null
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}
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},
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|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
|
|||
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|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
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],
|
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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}
|
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},
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{
|
|||
|
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"data": {
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|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
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],
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"image/png": "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},
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"metadata": {},
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|||
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"output_type": "display_data",
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|
|
"jetTransient": {
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"display_id": null
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}
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},
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|||
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|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
|
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},
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|
{
|
|||
|
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"data": {
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|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
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],
|
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"image/png": "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|||
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},
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|
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"metadata": {},
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|||
|
|
"output_type": "display_data",
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|||
|
|
"jetTransient": {
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"display_id": null
|
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|
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}
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|||
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
|
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},
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|
|
{
|
|||
|
|
"data": {
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|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
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],
|
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"image/png": "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|||
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},
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|||
|
|
"metadata": {},
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|||
|
|
"output_type": "display_data",
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|||
|
|
"jetTransient": {
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|
"display_id": null
|
|||
|
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}
|
|||
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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}
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},
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{
|
|||
|
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"data": {
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|
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"text/plain": [
|
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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|
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"metadata": {},
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|||
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"output_type": "display_data",
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|||
|
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"jetTransient": {
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"display_id": null
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}
|
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
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{
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"data": {
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|||
|
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"text/plain": [
|
|||
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|
"<Figure size 1200x700 with 1 Axes>"
|
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],
|
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},
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"metadata": {},
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},
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{
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"data": {
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|
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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|||
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"jetTransient": {
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"display_id": null
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}
|
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},
|
|||
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|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
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|||
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{
|
|||
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"data": {
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|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
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],
|
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},
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"metadata": {},
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"output_type": "display_data",
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},
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{
|
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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|||
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|
"jetTransient": {
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"display_id": null
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}
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
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],
|
|||
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
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{
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|||
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"data": {
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|||
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"text/plain": [
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|||
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"<Figure size 1200x700 with 1 Axes>"
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],
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},
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"metadata": {},
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
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|||
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|
{
|
|||
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"data": {
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|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
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],
|
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
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|||
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|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
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],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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{
|
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "iVBORw0KGgoAAAANSUhEUgAAA+UAAAJpCAYAAADLxpOdAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAmOVJREFUeJzs3Qd4U9X7wPG3TdPFnpUlKCCbslH2EGWoIEMBRREVVIaiDAERRBBEcTCUIUNAZIrrz8+BA8WByt6yZVNANrTp+D/vwYSmLdCWtDdJvx+ePEnuvbn35J6E5r3nPecEJCQkJAgAAAAAAMh0gZl/SAAAAAAAoAjKAQAAAACwCEE5AAAAAAAWISgHAAAAAMAiBOUAAAAAAFiEoBwAAAAAAIsQlAMAAAAAYBGCcgAAAAAALEJQDgDwKwkJCVYXAelE3QEAsiKCcgBAiiZMmCBlypTxyNl58cUXpUmTJq7nXbp0MTdPOnLkiHTv3l0OHjwovkDPrZ5jT1u7dq05t1WrVpV69erJyJEj5dy5c27bnD9/Xl555RWpW7eu2e7JJ5+U3bt3W/reduzYIZ06dRJvkvRzezXx8fHSqFEj8743bdrkFWVKrVWrVply6z0AwBoE5QCATDds2DBz86Rff/1VVqxYIVnZtm3bpGvXrpItWzYTFD///PPyv//9T5599lm37V544QX56quvzP3rr78uR48elUceeUROnz5tWdm1PHpBwRf98ssvcvz4cbn11ltl/vz54ksqVKggCxYsMPcAAGsEWXRcAEAWVqpUKauL4Jc+/PBDyZUrl4wfP16Cg4NdywcNGmRawjVo1MD3hx9+kKlTp0rDhg3N+ho1akjTpk1l3rx58vTTT1v4DnzTJ598YjIO6tevL++//75pzc6ePbv4Ai1nlSpVrC4GAGRptJQDAFIdeJQvX17Wr18vDz74oFSqVEkaN24s06dPd9tOW1s1CKxVq5bUrFlT3njjDZPem1jS9PWYmBh55513TGBYuXJlueeee2Tp0qWu9XFxcSaI1OW6XoOIjh07yu+//+4qmx5T6T40KHK+7qOPPpJ7773XvE5TjN98802Jjo527Vu3ffTRR03LfbVq1aRly5bmdbr8eun71yuX0x9//GHOWWRkpNx9992mVT+x0aNHm2Mlfp2+J1326aefSmo999xzpjyJA3K73e46x2rlypUSHh5uUtud8ubNa+oqozINNN1aLxRoq3ydOnXMuXr88cdl7969Zr226k+cODFZ6rt+bvT9NGvWTCpWrGjO3Zw5c9z2rZ+jfv36SZ8+fcz5f+yxx8x2+jyp1q1buy46pLburkc/78uXLzffBd3XxYsX5bPPPku2nb4v/SwOGTLEfDc0iNcMBm1hd0prmfR86nZnz551W/7ee+9J9erVTVkuXbokw4cPlwYNGphz2Lx5c7fvbNL09ettDwDwPIJyAECqaZCkgZ8Grho8aBA7duxY+fnnn13rn3jiCRPcDRw4UMaMGSNr1qyRZcuWXXO/GlTNnDlTOnToIFOmTDEBowbFX375pVmvgbQGGhrYfvDBB/Lqq6/KqVOnTFCjgYcG285gS4O7Z555xjx++eWXTcB75513mhbMhx56SObOnWvWJx5U7K+//pLDhw/LpEmTTEq3zWYz22ha77Vcr1xq8+bN0q1bN8mRI4cJTDVNXNPKE+vbt6+UKFHCXBjQ4PnQoUMyatQoadGihbRp0ybV9RMRESFly5Y1jy9cuGCC/7ffftvUk3P5rl27pGjRouY9JnbzzTfLnj17JKPMnj3btNZrfWg/d+17rZ8RpfXevn1781jPuT5XGhzqObvvvvtk8uTJJkB87bXXTD0lpin6mrKvdayfP91eP4OJ+9Lr+9b0fg3MU1t3qfHFF1+YYFov/BQuXFhuv/32q35utC70O/LWW2/JgAEDTMaCvh+ntJZJz5leYNLU/8T0ooB+R8PCwsz+f/rpJ3OuNbjWi1b6nV2yZEmKZUzr9gCAG0f6OgAg1TSQ1WDVGTRpa9y3334rP/74o0nd1R/zGzZskGnTppmWNnXHHXdcc2Cqv//+W77++msZPHiwabF2vkYHbNPWO201PHbsmAlcE7euh4SESO/evWX79u2mRVGDSlWuXDkTdO7cuVMWL15sgmwdAE7pwGYFCxY0AZGW1Zm+HRsbKyNGjJCbbrrJtX/dn3OfV5OaculFhnz58pmA0dlqnSdPHvM6p9DQUHMBo3PnzuZih17I0LRiHYwtvfWkwaEGbLlz55ahQ4e61mmrakqp1RrU6gBwGSVnzpwm4HReDPjnn39Mi/i///5rzrvz3DtTqfUCwcKFC80FDGf96cWagIAAc071XOl5VHpe9Vw5MwS03nTf2oLtvKihF3i0DM7PYmrqLjU0o0E/6wUKFDDP27ZtK/379zd1qBdDErvtttvMRQkn/a4kDqjTWqaSJUuaFncNwp3fST2uZiDo58mZpaGf+1atWpnntWvXNpkS+plMSVq3BwDcOIJyAECaaBDgpEGQpj5rq6yzxVkDJA3QnfQHvQa/f/75Z4r7W716tbm/66673JYnHr173Lhx5v7kyZOmtXXfvn2mlTFxWnZKwYVyBhdO+lxT3TXgdwblGrgmDshTKzXl0venqc3OgNz5XpO2VOt51UHatBVYg2rNHND+4emhFxn0IoAG5Rrka4bAxx9/bFrLrzXtmAa819pnYlr+a22flHZ3SPyenedbW4CdwXVimrKtZdUgOvGx9bm+Nz2vmgGhtK984pT9YsWKmYBYMzScQfn//d//mZZ253bp+UwlpS3vmgnx8MMPy5kzZ8wyvRiin3ltLU8alCcNqvUcJG4BT0+Z2rVrZy666EWsIkWKmG4ft9xyi+t7qkG1Dj6nsxPo511vPXv2vOp7Suv2AIAbR/o6ACBNtFXX7Q9JYKAr0NP+tRrgJg3WnK2IKdH0XHWtlriNGzeaVF1tQdf0ZA0w9bjqakGmcyTxpMcOCgoyQWDifrjaSpweqSmXliNp0OksQ1L333+/SW/Onz+/6X+eXnoBQFs7NYDVrAU9ng4Cp7SVPKUWcV2mKfYpOXDggBmdO/EtcZ//1NBU6sSc5ynpeANJPxd6ESXxcZ0twjpi/LXqT9PUNX1fW+K1njTAdaaup/czlZRmYii9yKN98vWmF6T0IpWm1CcdzT6lc5D4WOkpkzNNXVvL9SKMHldb6520D7t2OdE61HR4vZCh/dT1gkJK0ro9AODG0VIOAPAYDTQ1CNI+tolbRZ0BVko0pdjZOpi4tVr7AOvrdBAqDVD0Xls7tVVUAxXtM6xp71fjbGWOiooyLYhODofDlDGloDgttL9yasqlFykSD+blDLCSBmwanGofak291u11gLy0Thv3/fffm8Bag0Mnfa4tx5oarbQVVQd70+M5Az6lQaumQ6dEU/6dAaiTdhHISM7PhV5MSCno1v7b16L98bXvuqawa6uzfga0u0Va6u5atOVa+5Nr1oO2lCemAa12x9ALF5r9kBrpLZOeG80A0GBc0+P1gkDiiw+aGaDjLehNxyrQlnftRqDdOvQ4SaV1ewDAjaOlHADgMdrCp6nGGgglDl50HuercQZKGlAmpoNe6WBnGlBpcK4DpOlUas5AUvuEJ25pTRxgKh3hWiUNJPS5XjRwHje9UlsuPSe6LHGasg6MpxcHEtPgU/sD60BbOrCXtpL+9ttvaSrTrFmzTGCv789J05D1AodzJHntl62t4s7B+ZwXRLTrgbaup0QDNU0/T3y70YsaSSWtP52mTekFlMTH1bK+++6717zQ4wzqtdvAd999Z4JaHfzNmcGR2rq7Fv286j60FVlTvhPfNKVcB+673kCBid1ImbR1Xcdm0M+Qjm6vA/45R1LXkehnzJjhupChXRk0+0AD7qTSuj0AwDNoKQcAeIwGoBr0vfTSS3LixAnTOqmjbmsgdbX0dO3nrC192jKsQYEO1KaBiLbQ6Ujq2rKrKdc6+ramYetNgyxny60z2HW2rOrAczrwlgY2mg6uo3frNtp6vHXrVrNPDZwS93tPiQ5EpuW+2oBfqS2X9sfVixQ6BZi2hOo
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
|
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},
|
|||
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|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
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],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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},
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{
|
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"data": {
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|
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"text/plain": [
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|||
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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|||
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},
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"metadata": {},
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|
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"output_type": "display_data",
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|||
|
|
"jetTransient": {
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"display_id": null
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}
|
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|
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"display_id": null
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}
|
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},
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{
|
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|
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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|||
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},
|
|||
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"metadata": {},
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|||
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"output_type": "display_data",
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|||
|
|
"jetTransient": {
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"display_id": null
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}
|
|||
|
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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}
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},
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{
|
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|
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"data": {
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|
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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|||
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},
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|||
|
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"metadata": {},
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|||
|
|
"output_type": "display_data",
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|||
|
|
"jetTransient": {
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"display_id": null
|
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}
|
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|
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
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{
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|||
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"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
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],
|
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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}
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},
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|
{
|
|||
|
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"data": {
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"text/plain": [
|
|||
|
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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|||
|
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"metadata": {},
|
|||
|
|
"output_type": "display_data",
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|||
|
|
"jetTransient": {
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"display_id": null
|
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}
|
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|
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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}
|
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},
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{
|
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|
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"data": {
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|
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"text/plain": [
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|||
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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|||
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"jetTransient": {
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"display_id": null
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}
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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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"output_type": "display_data",
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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|
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"jetTransient": {
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"display_id": null
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}
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},
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|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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],
|
|||
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
|
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|
|
{
|
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|
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"data": {
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|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
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],
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"image/png": "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
|
|||
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},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data",
|
|||
|
|
"jetTransient": {
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"display_id": null
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}
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
],
|
|||
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
|
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|
{
|
|||
|
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"data": {
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|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
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],
|
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{
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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},
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{
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"data": {
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|||
|
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"text/plain": [
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|||
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|
"<Figure size 1200x700 with 1 Axes>"
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],
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},
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"metadata": {},
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"output_type": "display_data",
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}
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},
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|||
|
|
{
|
|||
|
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"data": {
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"text/plain": [
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|||
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|
"<Figure size 1200x700 with 1 Axes>"
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],
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"image/png": "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
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data",
|
|||
|
|
"jetTransient": {
|
|||
|
|
"display_id": null
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"分析完成。\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"execution_count": 75
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "Python 3",
|
|||
|
|
"language": "python",
|
|||
|
|
"name": "python3"
|
|||
|
|
},
|
|||
|
|
"language_info": {
|
|||
|
|
"codemirror_mode": {
|
|||
|
|
"name": "ipython",
|
|||
|
|
"version": 2
|
|||
|
|
},
|
|||
|
|
"file_extension": ".py",
|
|||
|
|
"mimetype": "text/x-python",
|
|||
|
|
"name": "python",
|
|||
|
|
"nbconvert_exporter": "python",
|
|||
|
|
"pygments_lexer": "ipython2",
|
|||
|
|
"version": "2.7.6"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 5
|
|||
|
|
}
|