1254 lines
2.4 MiB
Plaintext
1254 lines
2.4 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": "2026-02-21T18:01:28.973039Z",
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"start_time": "2026-02-21T18:01:28.955424Z"
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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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"from src.indicators.base_indicators import CompositeIndicator\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, Hurst\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@CZCE_FG/KQ_m@CZCE_FG_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": 4
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-02-21T18:01:28.993099Z",
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"start_time": "2026-02-21T18:01:28.976044Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"initial_capital = 100000.0\n",
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"slippage_rate = 0.000 # 假设每笔交易0.1%的滑点\n",
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"commission_rate = 0.0001 # 假设每笔交易0.02%的佣金\n",
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"\n",
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"global_symbol = 'KQ_m@CZCE_FG'\n",
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"\n",
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"# 回测时间范围\n",
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"start_time = datetime(2021, 1, 1)\n",
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"end_time = datetime(2024, 6, 1)\n",
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"\n",
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"# start_time = datetime(2024, 6, 1)\n",
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"# end_time = datetime(2025, 12, 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": 5
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-02-21T18:01:37.269547Z",
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"start_time": "2026-02-21T18:01:28.998105Z"
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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.strategies.FisherTrendStrategy.FisherTrendStrategy import PragmaticCyberneticStrategy\n",
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"from src.strategies.utils import run_backtest\n",
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"\n",
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"results = run_backtest(\n",
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" data_file_path=data_file_path,\n",
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" symbol=global_symbol,\n",
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" strategy_class=PragmaticCyberneticStrategy,\n",
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" strategy_params={\n",
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" 'main_symbol': 'FG',\n",
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" 'trade_volume': 1,\n",
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" 'enable_log': False,\n",
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" 'trend_period': 6,\n",
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" 'fisher_exit_level': 1.6,\n",
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" 'fb_entry_threshold': 0.1,\n",
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"\n",
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" # 'fb_entry_threshold': 0.0,\n",
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" # 'indicator': ADX(240, 5, 10)\n",
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" # 'indicator': BollingerBandwidth(10, 1.5, 0.6, 2)\n",
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" },\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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" start_time=start_time,\n",
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" end_time=end_time,\n",
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" indicators=indicators,\n",
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" roll_over_mode=True\n",
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")\n",
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"\n",
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"# 与原代码完全一致的结果提取\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@CZCE_FG/KQ_m@CZCE_FG_min15.csv\n",
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"数据范围从 2020-12-31 14:45:00 到 2025-10-24 14:30:00\n",
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"总计 26508 条记录。\n",
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"\n",
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"初始化回测引擎...\n",
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"模拟器初始化：初始资金=100000.00, 滑点率=0.0, 佣金率=0.0001\n",
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"内存仓储已初始化，管理ID: 'src.strategies.PragmaticCyberneticStrategy.PragmaticCyberneticStrategy2.PureCyberneticTrendStrategy_e517d9c84e56de438102b46978a813a5'\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: PureCyberneticTrendStrategy\n",
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" 初始资金: 100000.00\n",
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" 换月模式: 启用\n",
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"\n",
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"开始运行回测...\n",
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"\n",
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"--- 回测开始 ---\n",
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"PureCyberneticTrendStrategy 策略初始化回调被调用。\n",
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"开始将 DataFrame 转换为 Bar 对象流...\n",
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"Bar 对象流生成完毕。\n",
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"\n",
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"--- 回测结束，检查并平仓所有剩余持仓 ---\n",
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"\n",
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"--- 批量计算指标并赋值到Trade ---\n",
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"--- 回测结束 ---\n",
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"总计处理了 7716 根K线。\n",
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"总计发生了 2 笔交易。\n",
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"最终总净值: 99991.73\n",
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"总收益率: -0.01%\n",
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"\n",
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"回测运行完毕。\n"
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]
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}
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],
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"execution_count": 6
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-02-21T18:01:43.712715Z",
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"start_time": "2026-02-21T18:01:37.280957Z"
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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。\")\n",
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"\n",
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"\n"
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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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" 2024-12-13 21:15:00 | BUY | CZCE.FG505 | Vol: 1 | Price: 1358.00 | Comm: 0.14\n",
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" 2024-12-13 21:45:00 | CLOSE_LONG | CZCE.FG505 | Vol: 1 | Price: 1350.00 | Comm: 0.14 | PnL: -8.00\n",
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"正在计算绩效指标...\n",
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"total_return: -8.27079999999869e-05, annualized_return:-4.102923301185779e-05, 252 / total_days:0.49606299212598426\n",
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"绩效指标计算完成。\n",
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"\n",
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"--- 回测绩效报告 ---\n",
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"初始资金 : 100000.00\n",
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"最终资金 : 99991.73\n",
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"总收益率 : -0.01%\n",
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"年化收益率 : -0.00%\n",
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"最大回撤 : 0.01%\n",
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"夏普比率 : -0.23\n",
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"卡玛比率 : -0.50\n",
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"总交易次数 : 2\n",
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"总实现盈亏 : -8.00\n",
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"交易成本 : 0.27\n",
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"\n",
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"--- 交易详情 ---\n",
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"盈利交易次数 : 0\n",
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"亏损交易次数 : 1\n",
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"胜率 : 0.00%\n",
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"盈亏比 : 0.00\n",
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"平均每次盈利 : 0.00\n",
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"平均每次亏损 : -8.00\n",
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"正在绘制绩效图表...\n"
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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 1400x1000 with 2 Axes>"
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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": {
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"text/plain": [
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"<Figure size 1400x700 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": [
|
|||
|
|
"图表绘制完成。\n",
|
|||
|
|
"{'初始资金': 100000.0, '最终资金': np.float64(99991.7292), '总收益率': np.float64(-8.27079999999869e-05), '年化收益率': np.float64(-4.102923301185779e-05), '最大回撤': np.float64(8.270799999998417e-05), '夏普比率': np.float64(-0.23159334862255582), '卡玛比率': np.float64(-0.496073330413813), '总交易次数': 2, '交易成本': 0.27080000000000004, '总实现盈亏': -8.0, '胜率': 0.0, '盈亏比': 0.0, '盈利交易次数': 0, '亏损交易次数': 1, '平均每次盈利': 0.0, '平均每次亏损': -8.0, 'initial_capital': 100000.0, 'final_capital': np.float64(99991.7292), 'total_return': np.float64(-8.27079999999869e-05), 'annualized_return': np.float64(-4.102923301185779e-05), 'max_drawdown': np.float64(8.270799999998417e-05), 'sharpe_ratio': np.float64(-0.23159334862255582), 'calmar_ratio': np.float64(-0.496073330413813), 'sortino_ratio': np.float64(-0.005541897935783879), 'total_trades': 2, 'transaction_costs': 0.27080000000000004, 'total_realized_pnl': -8.0, 'win_rate': 0.0, 'profit_loss_ratio': 0.0, 'winning_trades_count': 0, 'losing_trades_count': 1, 'avg_profit_per_trade': 0.0, 'avg_loss_per_trade': -8.0}\n",
|
|||
|
|
"正在分析 1 组交易...\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"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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"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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|||
|
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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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"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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|
{
|
|||
|
|
"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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},
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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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"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": [
|
|||
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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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"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": {},
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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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"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": [
|
|||
|
|
"<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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"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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|
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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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|
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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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|||
|
|
"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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},
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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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"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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{
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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": [
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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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"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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|||
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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": [
|
|||
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|
"<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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}
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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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{
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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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}
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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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"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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"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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"<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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|||
|
|
"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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|||
|
|
"text/plain": [
|
|||
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"<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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"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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|||
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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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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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"image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAJpCAYAAABb1epSAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAWhBJREFUeJzt3Qd8VeX9P/BvSAiILJU4gLoXLpygghNXHVXrah20Veuoqyrurai4rWK1bqnW1UptrbbuvReiIiq4B+JgCEIY+b+e4z/5JRAgwRySm7zfr1deSc4599znnvvk5H7OM05RRUVFRQAAAAC5aJXPbgEAAADBGwAAAHKmxRsAAAByJHgDAABAjgRvAAAAyJHgDQAAADkSvAEAACBHgjcAAADkSPAGoFmoqKho7CJQC+8LAAjeAMziyiuvjFVWWaVBjsuJJ54YW265ZdXv++23X/bVkL788ss46KCD4rPPPotCkI5tOsYNKR3jtN/avqof//n16aefZvu655576vW4V155JXtvmpK61sHvv/8+evbsGauvvnqMHTu2SZSprtL7lN6v9L4B0DSUNHYBAGg5zjjjjAbf57PPPhtPPPFEtGSDBw+O8vLyGstef/31OP/88+NXv/pVo5Xr7rvvjlGjRkUhuu+++6JDhw4xY8aM+Pvf/x6HHnpoFIrNN9887rzzzlh88cUbuygA/H+CNwALzIorruho52C11VabrbX2mGOOyQJYU2txLhSp1XiTTTaJ1q1bZxcQDj744GjVqjBG6C266KLZFwBNR2H8BwGgUQNICnbDhg2LvfbaK9Zcc83YYost4oYbbqix3fjx4+Okk06KXr16xQYbbBAXXXRRzJw5c65dalMr7eWXXx79+vWLtdZaK3bccccYOnRo1frU2njttddmy9P6tddeO2vBff7556vKlp4zSftIXdsrH3fbbbfFTjvtlD0uBdCLL744pk6dWrXvtO1vfvObrBV+3XXXje233z57XFo+r6728ypXpRdffDE7ZqnL8rbbbpu1zleXWqTTc1V/XGU34X/+858xv/785z/Ht99+G6effnrkJZUxHeNTTjkle8/XWWedOOqoo+Lrr7/O1qfjmN7LNASgejf19B5ceOGFsdlmm8Uaa6yRvUf3339/jX2n7vHnnXde9v6k45ueY7311osLLrigxnbTp0+PDTfcMAYOHJj9PmXKlLjkkktim222yfad3tff/e53MWLEiHq9tvfffz+r76ne/OIXv8hew1NPPVVr9/sHHnggjjzyyOz1p+Nw6qmnxuTJk6u2q2+Z0r423XTT2f520jFIdShJ7+2xxx4bffr0yf4ed9555xr1Zdau5vPaHoD8afEGYJ5SCPjjH/8Yv/3tb7PvqettCk8rr7xy1iqY1h944IFZQDnhhBOic+fOcf3118fw4cPn2t11wIABWTfx1I03hdP0cwpsqZUxhdoUlm+//fYsNKQgMWbMmLjqqquygPf4449nwSg99uqrr866W1cG5hQ477333vj9738f66+/frz99tvZ41LYSeUqKirKtnv55ZejTZs22boUloqLi+MPf/jDPLtnz6tcCy20ULz11lux//77Z8HwiiuuyEJQaoWu7uijj862T+H/3//+dxZazz333Pj5z38eu+yyy3zVzM8//zyGDBmStdB269Yt8nTZZZfF1ltvHZdeeml88skn2YWEdAzT7+k4psCXjn16b5ZeeulsorXDDjssXn311SxgrrDCCvHQQw9lxyFdhKn+mlOoTwE1vYcLL7xw9tgUco8//viq9++ZZ56J7777LguSSVqX3tN0nNPzffTRR/GnP/0pe5/+85//VD1uXv7xj39kdThdYCotLY1lllkme7/TxYJZpfdut912yy52vPHGG9kxWWSRRbLnnJ8y7b777vG///0vXnjhhdhoo42qwvt///vf7Fgkxx13XHzzzTdx1llnRfv27bO6nv7ullxyyay+zaq+2wPQ8ARvAOYphZ4UpPbYY4/s99T6mAJTCo0peD/55JNZ6Ljuuuuy1rokhYa5Tez17rvvZgHj5JNPzlo2Kx+TwnsKHSl4f/XVV1koq95KnoLyEUccESNHjsxamlOYSXr06BHdu3fPWivThYEUbCq7WaeWvnQBIIWgVNbKAJVaTM8+++wsgFRK+6vc55zUpVx/+ctfYrHFFssuCqQLCUkKZOlxldq2bRuDBg2KvffeO2tBT4E0BaMUkObXLbfckoXF/v37R97ShZcUtiulOpACYpKOYerunMqSjkdlUE4txymcph4GSao/P/zwQ3YxI73nJSU/fjTp2rVrdmGmUgrmKRCnCdvSxZQkBdfll18+a8VN6ydNmpS1OFfuO7VAp2736RinixplZWXzfE2pTvzrX//KypLKnuy6667ZhHhffPFFLLXUUjW2T3UphdjK+pteY/q7SPVvfsrUt2/frD6mFunK4J3+1tKFocoLE6knRbqAsdVWW1XtM10oqCzvrOq7PQANT/AGoE5SV9pK6QN7ClWVXWpTi14KlylEVWrXrl0WSl566aVa95cCVJK64FZXfcbv1EU3SS2no0ePzloLH3vssWzZrJOJVQ8ZyQ477FBjefo9dUtPob4yeKfwUT1011VdypVeX2oxrQzdla81tQjPelxTT4LUYp4ucNx0003RqVOnmB+pG3e66JBaTee1j/Rcqct8dalsdW0VTioDdaV0LFOInpPnnnsu2386/ingVkoXaFLYfe+997ILKEnl90opLKYwnsJ2Ct7ptT788MNVF1dSnawc/pB6IHzwwQfx4YcfzrO+zCqF5hSIU0idMGFCVflSK3Ua651a6ud1DCpn2J+fMqVx5CnopwsoZ555ZtZ7InXZ33jjjavqau/evbO/k9SbIP3NVQ//tanv9gA0PMEbgDpJrbOzBoTKezSn8d0pxM4a2ubWwjhu3Ljse2oVnpPUVT21/qbvKYCkydlS+Jrb/aFTWWp77tSSmlqcJ06cWLUsdWGeH3UpVypHer7ayjCrFLRuvPHGrMypy/38evrpp7PW1DRuel7SBYpZW8VTF/UU0uoqvfY51Yk5vedpfRrnPKeeBJWBO124qS7VrfS6UvhNLcgpvKYLP9Vfa2pNT2PD08WQ9N6uuuqqVfup6/3EU6t6ki6GzCpd1Eg9Pypb5etyDOanTKnr+jXXXBMPPvhg1hU8XbBIPQIqpR4DaX3qep96jaTnTME89d6obXhBfbcHoOEJ3gD8ZClMprG2qQW1eotuZbiuTceOHatajau3OqfbT6XHpbHTadx4+l7ZpTgFhjQOPIWHOals6U33Xq4eKqZNm5aVsbbgWx8p2NalXOlCROVEY5VS0Kq8MFApjY9PLZupa3baPk1KN7+3XUuttam7fep6PS/p/tQpSFa33HLLRZ7S7blS6EwBvzZpLPXcpLHcqQt/6rWQJmRLk/hVvscff/xxVXfqtM3PfvazLKynseKzTow2J+n4p6EIqev/dtttN9vt2dLY9RT407j2upjfMqXtUgt/CsrpbyENP6jsJl55HNO47fSVAv0jjzySjTFPF4PSkIVZ1Xd7ABqeWc0B+MnSWNTUdTh1/a2UutGm8a5zksaJJ48++miN5allL00wlgJCCh2pVTa1KFfeyikFo6Ry1udZb/GUAkuSQnF16fd0YaDyeedXXcuVjklaVr3rdQpb6QJAdalLcRrbnVpF0+RsaRKv1MI5P1I4nFNr8qxSmEsBvfpXWtaQantvUit1ugBR/XnTeP/U1b569/PapMnY0gWD9F6mCx1pxvFKb775Ztb9PHU9TxcxKntfVAbcurR4p0nHUhnSnAOp5b/6V1qWjs8dd9xR59f/U8qUhgukWfDT/cTT+PA0h0CSurGnruKVY+nThZ806VpqwU4T682qvtsDkA8t3gD8ZClkpkmhUhfgNHtyaoVMrZqpNXtOXclTl9vUqphaeNOszamLcQqqqUUxzYKdWl9T0EldZFPX3vSVWpQrW2krA21ly3magCpN7JbCcOq6nWYST9ukVtE0m3naZwpQ1cehz6mVMpV71rG7lepartTSmS5EHHDAAVkLedp
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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": [
|
|||
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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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"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": {
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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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|
"<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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"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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"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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{
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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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"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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"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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{
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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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{
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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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|||
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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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"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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|||
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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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{
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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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"data": {
|
|||
|
|
"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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"image/png": "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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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|||
|
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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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{
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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": "iVBORw0KGgoAAAANSUhEUgAAA94AAAJpCAYAAABb1epSAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAZEZJREFUeJzt3QecHGX9P/BvcsklBJJQEkpAOtJ7Cb33IiBFpQnoT0CaSO+9SFdAkC6CKIhYEEV6lQ6hhdA7hFBSSAhp9399x/+ed8kR7kKGu917v1+vy+3tzM4+O8/OZj/zlOnS0NDQEAAAAEApupazWQAAAEDwBgAAgJJp8QYAAIASCd4AAABQIsEbAAAASiR4AwAAQIkEbwAAACiR4A0AAAAlErwBqkBDQ0N7FwEogWMboHMQvIFO5YILLohFF110umzriCOOiPXXX7/x71133bX4mZ4++OCD+MlPfhLvvvtufFPKeB2t9ec//7mon3feeSc6om+6fP/5z39il112iZVXXjnWWGON2H///eOtt95qts4rr7wSe+21V7HOwIED4/DDD49hw4Y1W2fChAlx/vnnxzrrrBPLLrts7LTTTjFo0KBpKtM///nP2G677WL55ZcvtnfkkUfGRx991Gydp556qngP5TprrrlmnHLKKfHZZ581W2f06NFx4oknFq8r1/u///u/eO211+LrHi8rrbRSPPLII1Ms+8EPflDU3eQ/zz77bLTX++LGG2+MX/ziF9GR5OvIz8mv8uCDDxbrbrXVVh2mTNP62Q3wTRC8AaaT448/vviZnh566KG49957p+s2qQ5PPPFE/OhHP4pZZpklzj777DjmmGPijTfeKALkJ598UqwzdOjQ2G233WLEiBFx1llnxQknnFCE3j322CPGjx/fuK0zzjgjrr766vjxj38c5513XtTV1cXuu+8eb775ZpvK9I9//CN+9rOfxZJLLlkEoYMOOigefvjh+OEPfxhffPFFsc6LL75YbHvGGWcs1vn5z39ehPUDDzyw2bYOPvjg+Ne//lX8zvDZ9LVMi/fffz/23HPPGDVqVIutykOGDCn2yx//+MdmPwsttFC0l4svvjiGDx8e1eimm26Kb3/72/HSSy8V79Vq8tOf/jQuvPDC9i4G0Ml0a+8CANSKhRdeuL2LQA257LLLilD4y1/+Mrp2/e958hVWWCHWXXfduPnmm4tQni2mGTQzwGVAT7POOmsRYDMQr7XWWkUgvf766+Poo48uWrpTtkJvsskmxXNka3RrXXLJJUUr90knndR43wILLBA77rhj3H333bHpppvGb3/72+jbt2/86le/ivr6+sb1smU8W7QXXHDB4uRArn/ppZcW20vZUr3BBhvE73//+9hnn31aXaZJkybFX/7yl6m2HGcvgWxhz+dabrnlWr1tWjZy5Mi44447ih4Lv/nNb+IPf/hDrLjiilWzu+add972LgLQCWnxBjq17CK6xBJLFN1uv/e978XSSy8d6623XlxxxRXN1stWuAwOq6yyStGlN1sX8wv/1Lpojxs3rujem2FimWWWiS233LIITBUTJ04sgkfen8szEHz/+98vAlOlbPmcKbeR3SMrj7vuuuuKLp75uAxi2SJaaXFMuW62QmYLfIa1zTffvHhc3t/Wrvb3339/LLXUUkVwq4xHzQC13377Ne6P7Or86quvtmm7uf9+/etfF+XP7s/ZCtVSa2e2qOX283Xkz7777htvv/12sSxfc37hnzx0ZdfqVVddtU2hMmWQ/e53v1vURe7brbfeumitndyTTz4Z22yzTbFfsv5uvfXWZstvueWW+M53vlNsI8txyCGHFC26bZH7JOuwErrTHHPMEb17927sbp5BOoNqJXSn7t27F78r74fsrp77Y6ONNmpcJwNx7ve29KbI+spu4Rmym8ognSplyhbxfF83Dd2VMuUxkR544IHo1atXcQKgIk8Y5HuprT08siU73+dZH2eeeWaL6wwePLj4vdhii8U3Ibu653GW+z5b4bMuc9/l50Yehym7OucQkvxMaNpN/b333it6CeSxVXkPvPDCC43bzvVy/auuuqo40ZHr5ImXvC9PZkz+uvP+22+/vfGxhx12WLHfs9fCaqutVvz96aeftun1/f3vfy/eU3liJ9/nt9122xQt9639bG1LmfI5c73sJTG5jTfeuOgVkp577rliv+VnQw5jyB4YTz/99Jd2Nf+q9QGmB8Eb6PQyUGRYyHCagSHDXX6Bz8BZWZ5ddDMQ5PjZ7LabwWvysDW5DFv55XiHHXYoWoXyC2N+4ctQljIsZ/DML6WXX355nHzyycWX1+yS+/nnnxfBqNLyl90iM5im4447Lk4//fTYcMMNiy/cO++8c1x77bXF8qYTNT3++ONFa+dFF11UfFHN7sW5Tnavba3HHnusCNgZ8jPEdunSpQiQWebs9pxdmzNM5Bjf/OLalm6z+bgs2/bbb1+8vplnnjnOOeecZuu8/vrrxcmIjz/+uAjXp556ahG6s7t13tejR4+i5TbDcdPXnuNP84t7BufWypMZuW9zv2Z9Zf1keMx6zLHDTeV6m222WVF/iyyySNHlOlsAU3a7zeCQQSBblPPkSZ5MaSksTE3Wfe6bph599NHi5EQ+ZyWsZqCpBO0MC9kanS16lVCbJ0Sy23f//v2bbWu++eaLDz/8sGgJbo08AZDv39w/TVVed6VMeXKgEnDHjBlTDJfI7u15XFXuzzLNM888xXuyqSx31nlbzDXXXEWwzP3cs2fPFtfJAJpBP4/rHAef+2x6jCn/KvneyTCXPQXyBE0e53lyJ+V7PuskW+HzmJx99tmLIQT5fn/++efj2GOPLY6H/PzJY3zyE1vZjT9fQ76mbbfdtth3ORSgqfysyeMqnyM/U7InRG4nT1RkAM6/8zFZP23tZp6hu1+/fsUJjxzW0PSkYms/W9tapm7duhXPl++5pnMG5DGXwybypFnen5/XeTIq91FuJ58ne4i0NAyhresDTCtdzYFOLwNbBtIMyCm/KOcX+Xvuuaf4cnnffffFM888U4Sotddeu1gnW2WmNjlPttJmK9BRRx1VBNLKY7KFK1vD8kt4hp4MbE1byTNI5gRa2YqXra6VLpGLL754EVRyIq0//elPRYjLSddStqTll/YMe1nWStfdbB3KEDbnnHM2bj+319pulvmas6U5g20G3gzdKccKZ8tlnlSohLkMVBmGs3Wr8vxf1VX1d7/7XTHmNoN9yn2d+6TypbwSTmaYYYbiOWeaaabG/ZjhL0NMngjJcJ1BIL98Z3fllF/csyW2EkpbIwN9ftmunOBIc889d/FlPre9xRZbNN6fdZTrpnxP5EmIDOFZrlw3A2DWT6XVN8NPTuKV77XKfmyrDGUZxrKuM3xMLlsesxz53LnfKiE0w0Nl3zWVYbwSPCq32ypbufOESL4/J6/3fK3Z2p8nBPL1Z9krplam1p4IqMhtf5Ucd54nAfr06VOc7MnjMH9noM1u6nmyoAz5mZI9NCrv2wyM+bmS4Tpbg/P9kSdPKt3fs5t+nrzKoQH53qu8vzK45pCD7L5fkSd+cpK7pvV/5ZVXxtixY4u6z/2fJwezVTyfJ08+5GdB1te3vvWt4jFZP3nM5gmd1srPpjwxUCnLgAEDiu3kyYM8ntvy2Zrv17aWKV9zfhbn52vl9Wcdzj///EWwz5NPedItA3z+nfKzIMuX763sMdJUfqa2ZX2AaaXFGyCi6F5YUfkynF/UKy3H2VU2vyhWZOvZ1AJmZbKhbPVsKltUsmU7ZWtWhvIMVPkcGR7/9re/NeuSO7nKl9GmIbDyd7YeNp3NOQNJ09DdFtndNVvT8otztu427e6cry2DQtMW1Hye7ObamtCd8stxtpJl19OmMkw0lS3F2eU2g0SeSMifDGwZsLMlNeXy/PJfae3LoJcBpy2t3Slbc7OFMk8KZPn++te/Fq3gLdVHBqGmMnBnd+D8op7dpbPFLE+uZB1n3Wbrc55gmNbQnSck8r2SvzNUtxRaKy2GGfD23nvvxhMYX3W5qqZ12xbZSplhJVshM4RNvp2sq+yRkT85Djx
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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": [
|
|||
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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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"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": [
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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": {
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|
"display_id": null
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"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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},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
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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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"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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"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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}
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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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"output_type": "display_data",
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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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|
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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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"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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}
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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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{
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"data": {
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"<Figure size 1200x700 with 1 Axes>"
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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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|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"分析完成。\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"execution_count": 7
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"metadata": {
|
|||
|
|
"ExecuteTime": {
|
|||
|
|
"end_time": "2026-02-21T18:01:43.737680Z",
|
|||
|
|
"start_time": "2026-02-21T18:01:43.734438Z"
|
|||
|
|
}
|
|||
|
|
},
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|||
|
|
"cell_type": "code",
|
|||
|
|
"source": "",
|
|||
|
|
"id": "942402c53702c47a",
|
|||
|
|
"outputs": [],
|
|||
|
|
"execution_count": null
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "Python 3",
|
|||
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|
"language": "python",
|
|||
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|
"name": "python3"
|
|||
|
|
},
|
|||
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|
"language_info": {
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|
"codemirror_mode": {
|
|||
|
|
"name": "ipython",
|
|||
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|
"version": 2
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|||
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},
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|
"file_extension": ".py",
|
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|
|
"mimetype": "text/x-python",
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|
|
"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython2",
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"version": "2.7.6"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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