NewQuant/futures_trading_strategies/ru/Spectral/SpectralTrendStrategy4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-12-08T15:02:23.300416Z",
     "start_time": "2025-12-08T15:02:23.283007Z"
    }
   },
   "source": [
    "from datetime import datetime\n",
    "\n",
    "import sys\n",
    "\n",
    "from numpy.testing.print_coercion_tables import print_cancast_table\n",
    "\n",
    "if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
    "    sys.path.append('/mnt/d/PyProject/NewQuant/')\n",
    "\n",
    "from src.data_processing import load_raw_data\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "from turtle import down\n",
    "from src.analysis.result_analyzer import ResultAnalyzer\n",
    "# 导入所有必要的模块\n",
    "from src.data_manager import DataManager\n",
    "from src.backtest_engine import BacktestEngine\n",
    "from src.indicators.indicator_list import INDICATOR_LIST\n",
    "from src.indicators.indicators import RSI, BollingerBandwidth, HistoricalRange, NormalizedATR, RateOfChange, \\\n",
    "    StochasticOscillator, ADX, Empty, AtrVolatility\n",
    "\n",
    "# --- 配置参数 ---\n",
    "# 获取当前脚本所在目录，假设数据文件在项目根目录下的 data 文件夹内\n",
    "data_file_path = 'D:/PyProject/NewQuant/data/data/KQ_m@SHFE_ru/KQ_m@SHFE_ru_min15.csv'"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "execution_count": 105
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-12-08T15:02:23.317838Z",
     "start_time": "2025-12-08T15:02:23.300416Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "initial_capital = 10000.0\n",
    "slippage_rate = 0.000  # 假设每笔交易0.1%的滑点\n",
    "commission_rate = 0.0001  # 假设每笔交易0.02%的佣金\n",
    "\n",
    "global_config = {\n",
    "    'symbol': 'KQ_m@SHFE_ru',  # 确保与数据文件中的 symbol 匹配\n",
    "}\n",
    "\n",
    "# 回测时间范围\n",
    "start_time = datetime(2021, 1, 1)\n",
    "end_time = datetime(2024, 6, 1)\n",
    "start_time = datetime(2024, 6, 1)\n",
    "end_time = datetime(2025, 8, 1)\n",
    "# start_time = datetime(2025, 1, 1)\n",
    "# end_time = datetime(2025, 8, 1)\n",
    "\n",
    "indicators = INDICATOR_LIST\n",
    "# indicators = []\n",
    "\n",
    "# 确保 DataManager 能够重置以进行多次回测\n",
    "# data_manager.reset() # 首次运行不需要重置"
   ],
   "id": "3686dee30354be0c",
   "outputs": [],
   "execution_count": 106
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-12-08T15:02:33.002594Z",
     "start_time": "2025-12-08T15:02:23.322294Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from src.indicators.indicators import *\n",
    "from src.indicators.base_indicators import CompositeIndicator\n",
    "from src.strategies.Spectral.SpectralTrendStrategy4 import SpectralTrendStrategy\n",
    "\n",
    "# --- 1. 初始化数据管理器 ---\n",
    "print(\"初始化数据管理器...\")\n",
    "data_manager = DataManager(file_path=data_file_path, symbol=global_config['symbol'], start_time=start_time,\n",
    "                           end_time=end_time)\n",
    "\n",
    "strategy_parameters = {\n",
    "    'main_symbol': 'ru',  # <-- 替换为你的交易品种代码，例如 'GC=F' (黄金期货), 'ZC=F' (玉米期货)\n",
    "    'trade_volume': 1,\n",
    "    # 'order_direction': ['SELL', 'BUY'],\n",
    "    'indicators': Hurst(115, 0.55, 0.65),\n",
    "    # 'model_indicator': RSI(14, 40, 60),\n",
    "    'bars_per_day': 23,\n",
    "    'spectral_window_days': 6,  # STFT窗口大小(天)\n",
    "    'low_freq_days': 6,  # 低频下限(天)\n",
    "    'high_freq_days': 1,  # 高频上限(天)\n",
    "    'trend_strength_threshold': 0.6,  # 相变临界值\n",
    "    'exit_threshold': 0.6,  # 退出阈值\n",
    "    'enable_log': False,\n",
    "    'reverse': True,\n",
    "}\n",
    "\n",
    "# --- 2. 初始化回测引擎并运行 ---\n",
    "print(\"\\n初始化回测引擎...\")\n",
    "engine = BacktestEngine(\n",
    "    data_manager=data_manager,\n",
    "    strategy_class=SpectralTrendStrategy,  # <--- 更改为您的 SMC 策略类\n",
    "    # current_segment_symbol 参数已从 SMCPureH1LongStrategy 中移除，不需要设置\n",
    "    strategy_params=strategy_parameters,\n",
    "    initial_capital=initial_capital,\n",
    "    slippage_rate=slippage_rate,\n",
    "    commission_rate=commission_rate,\n",
    "    roll_over_mode=True,\n",
    "    start_time=start_time,\n",
    "    end_time=end_time,\n",
    "    indicators=indicators  # 如果您的 SMC 策略不使用这些指标，也可以考虑移除\n",
    ")\n",
    "\n",
    "print(\"\\n开始运行回测...\")\n",
    "engine.run_backtest()\n",
    "print(\"\\n回测运行完毕。\")\n",
    "\n",
    "# --- 3. 获取回测结果 ---\n",
    "results = engine.get_backtest_results()\n",
    "portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
    "trade_history = results[\"trade_history\"]\n",
    "initial_capital_result = results[\"initial_capital\"]\n",
    "bars = results[\"all_bars\"]"
   ],
   "id": "5d32105e37d922bd",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "初始化数据管理器...\n",
      "数据加载成功: D:/PyProject/NewQuant/data/data/KQ_m@SHFE_ru/KQ_m@SHFE_ru_min15.csv\n",
      "数据范围从 2020-12-31 14:45:00 到 2025-11-24 22:30:00\n",
      "总计 26999 条记录。\n",
      "\n",
      "初始化回测引擎...\n",
      "模拟器初始化：初始资金=10000.00, 滑点率=0.0, 佣金率=0.0001\n",
      "内存仓储已初始化，管理ID: 'src.strategies.Spectral.SpectralTrendStrategy4.SpectralTrendStrategy_197d875646e5d5b4dfe4c408cd03b69d'\n",
      "\n",
      "--- 回测引擎初始化完成 ---\n",
      "  策略: SpectralTrendStrategy\n",
      "  初始资金: 10000.00\n",
      "  换月模式: 启用\n",
      "\n",
      "开始运行回测...\n",
      "\n",
      "--- 回测开始 ---\n",
      "SpectralTrendStrategy 策略初始化回调被调用。\n",
      "开始将 DataFrame 转换为 Bar 对象流...\n",
      "Bar 对象流生成完毕。\n",
      "\n",
      "--- 回测结束，检查并平仓所有剩余持仓 ---\n",
      "\n",
      "--- 批量计算指标并赋值到Trade ---\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\PyProject\\NewQuant\\src\\indicators\\indicators.py:603: RuntimeWarning: invalid value encountered in divide\n",
      "  bullish_conviction = (impulse_close - impulse_low) / candle_range\n",
      "D:\\PyProject\\NewQuant\\src\\indicators\\indicators.py:605: RuntimeWarning: invalid value encountered in divide\n",
      "  bearish_conviction = (impulse_high - impulse_close) / candle_range\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- 回测结束 ---\n",
      "总计处理了 6468 根K线。\n",
      "总计发生了 56 笔交易。\n",
      "最终总净值: 9902.99\n",
      "总收益率: -0.97%\n",
      "\n",
      "回测运行完毕。\n"
     ]
    }
   ],
   "execution_count": 107
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-12-08T15:02:39.716147Z",
     "start_time": "2025-12-08T15:02:33.017661Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "# --- 4. 结果分析与可视化 ---\n",
    "if portfolio_snapshots:\n",
    "    analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
    "\n",
    "    analyzer.generate_report()\n",
    "    analyzer.plot_performance()\n",
    "    metrics = analyzer.calculate_all_metrics()\n",
    "    print(metrics)\n",
    "\n",
    "    analyzer.analyze_indicators_v2()\n",
    "else:\n",
    "    print(\"\\n没有生成投资组合快照，无法进行结果分析。\")"
   ],
   "id": "bf9f049302f9bfdf",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--- 结果分析器初始化完成 ---\n",
      "\n",
      "--- 交易明细 ---\n",
      "  2024-06-13 09:15:00 | SELL       | SHFE.ru2409 | Vol: 1 | Price: 15395.00 | Comm: 1.54\n",
      "  2024-06-17 21:45:00 | CLOSE_SHORT | SHFE.ru2409 | Vol: 1 | Price: 14961.00 | Comm: 1.50 | PnL: 434.00\n",
      "  2024-07-05 10:30:00 | SELL       | SHFE.ru2409 | Vol: 1 | Price: 14725.00 | Comm: 1.47\n",
      "  2024-07-09 14:00:00 | CLOSE_SHORT | SHFE.ru2409 | Vol: 1 | Price: 14656.00 | Comm: 1.47 | PnL: 69.00\n",
      "  2024-08-05 09:45:00 | SELL       | SHFE.ru2409 | Vol: 1 | Price: 14425.00 | Comm: 1.44\n",
      "  2024-08-05 14:45:00 | CLOSE_SHORT | SHFE.ru2409 | Vol: 1 | Price: 14346.00 | Comm: 1.43 | PnL: 79.00\n",
      "  2024-09-02 21:00:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 16340.00 | Comm: 1.63\n",
      "  2024-09-04 21:45:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 16136.00 | Comm: 1.61 | PnL: 204.00\n",
      "  2024-09-24 13:45:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 17950.00 | Comm: 1.80\n",
      "  2024-09-24 21:15:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 18346.00 | Comm: 1.83 | PnL: -396.00\n",
      "  2024-09-24 21:30:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 18455.00 | Comm: 1.85\n",
      "  2024-09-25 09:15:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 18826.00 | Comm: 1.88 | PnL: -371.00\n",
      "  2024-09-25 21:00:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 18185.00 | Comm: 1.82\n",
      "  2024-09-27 11:00:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 18531.00 | Comm: 1.85 | PnL: -346.00\n",
      "  2024-10-10 21:45:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 17925.00 | Comm: 1.79\n",
      "  2024-10-11 21:30:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 18381.00 | Comm: 1.84 | PnL: -456.00\n",
      "  2024-11-08 13:45:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 18500.00 | Comm: 1.85\n",
      "  2024-11-08 22:15:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 18521.00 | Comm: 1.85 | PnL: -21.00\n",
      "  2024-11-11 21:15:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 18100.00 | Comm: 1.81\n",
      "  2024-11-14 14:45:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 17636.00 | Comm: 1.76 | PnL: 464.00\n",
      "  2024-11-21 21:00:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 17685.00 | Comm: 1.77\n",
      "  2024-11-22 13:45:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 17256.00 | Comm: 1.73 | PnL: 429.00\n",
      "  2024-11-22 22:45:00 | SELL       | SHFE.ru2501 | Vol: 1 | Price: 17320.00 | Comm: 1.73\n",
      "  2024-11-26 21:00:00 | CLOSE_SHORT | SHFE.ru2501 | Vol: 1 | Price: 17471.00 | Comm: 1.75 | PnL: -151.00\n",
      "  2024-11-28 09:45:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 18105.00 | Comm: 1.81\n",
      "  2024-11-29 10:30:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 18371.00 | Comm: 1.84 | PnL: -266.00\n",
      "  2024-12-02 09:15:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 18200.00 | Comm: 1.82\n",
      "  2024-12-02 09:45:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 18276.00 | Comm: 1.83 | PnL: -76.00\n",
      "  2024-12-03 14:30:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 18765.00 | Comm: 1.88\n",
      "  2024-12-04 21:15:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 18656.00 | Comm: 1.87 | PnL: 109.00\n",
      "  2024-12-09 21:30:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 18805.00 | Comm: 1.88\n",
      "  2024-12-11 10:45:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 18686.00 | Comm: 1.87 | PnL: 119.00\n",
      "  2025-01-10 21:45:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 16905.00 | Comm: 1.69\n",
      "  2025-01-13 22:00:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 16946.00 | Comm: 1.69 | PnL: -41.00\n",
      "  2025-01-20 10:30:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 17280.00 | Comm: 1.73\n",
      "  2025-01-20 21:15:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 17721.00 | Comm: 1.77 | PnL: -441.00\n",
      "  2025-01-20 21:30:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 17745.00 | Comm: 1.77\n",
      "  2025-01-21 22:00:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 17451.00 | Comm: 1.75 | PnL: 294.00\n",
      "  2025-02-26 09:30:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 17605.00 | Comm: 1.76\n",
      "  2025-02-27 21:00:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 17741.00 | Comm: 1.77 | PnL: -136.00\n",
      "  2025-03-24 21:15:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 17140.00 | Comm: 1.71\n",
      "  2025-03-25 21:15:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 17111.00 | Comm: 1.71 | PnL: 29.00\n",
      "  2025-03-26 22:00:00 | SELL       | SHFE.ru2505 | Vol: 1 | Price: 16870.00 | Comm: 1.69\n",
      "  2025-04-01 13:30:00 | CLOSE_SHORT | SHFE.ru2505 | Vol: 1 | Price: 16566.00 | Comm: 1.66 | PnL: 304.00\n",
      "  2025-04-17 09:15:00 | SELL       | SHFE.ru2509 | Vol: 1 | Price: 14575.00 | Comm: 1.46\n",
      "  2025-04-18 14:00:00 | CLOSE_SHORT | SHFE.ru2509 | Vol: 1 | Price: 14646.00 | Comm: 1.46 | PnL: -71.00\n",
      "  2025-05-19 09:00:00 | SELL       | SHFE.ru2509 | Vol: 1 | Price: 14840.00 | Comm: 1.48\n",
      "  2025-05-20 22:00:00 | CLOSE_SHORT | SHFE.ru2509 | Vol: 1 | Price: 14851.00 | Comm: 1.49 | PnL: -11.00\n",
      "  2025-06-30 11:15:00 | SELL       | SHFE.ru2509 | Vol: 1 | Price: 13960.00 | Comm: 1.40\n",
      "  2025-06-30 21:00:00 | CLOSE_SHORT | SHFE.ru2509 | Vol: 1 | Price: 13971.00 | Comm: 1.40 | PnL: -11.00\n",
      "  2025-07-16 21:00:00 | SELL       | SHFE.ru2509 | Vol: 1 | Price: 14475.00 | Comm: 1.45\n",
      "  2025-07-17 09:45:00 | CLOSE_SHORT | SHFE.ru2509 | Vol: 1 | Price: 14556.00 | Comm: 1.46 | PnL: -81.00\n",
      "  2025-07-17 22:00:00 | SELL       | SHFE.ru2509 | Vol: 1 | Price: 14910.00 | Comm: 1.49\n",
      "  2025-07-21 14:15:00 | CLOSE_SHORT | SHFE.ru2509 | Vol: 1 | Price: 14876.00 | Comm: 1.49 | PnL: 34.00\n",
      "  2025-07-29 10:45:00 | SELL       | SHFE.ru2509 | Vol: 1 | Price: 14860.00 | Comm: 1.49\n",
      "  2025-07-31 22:45:00 | CLOSE_SHORT | SHFE.ru2509 | Vol: 1 | Price: 14556.00 | Comm: 1.46 | PnL: 304.00\n",
      "正在计算绩效指标...\n",
      "total_return: -0.009455370000000074, annualized_return:-0.0056438000211460615, 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           : 9905.45\n",
      "总收益率           : -0.95%\n",
      "年化收益率          : -0.56%\n",
      "最大回撤           : 16.49%\n",
      "夏普比率           : 0.00\n",
      "卡玛比率           : -0.03\n",
      "总交易次数          : 56\n",
      "总实现盈亏          : -3.00\n",
      "交易成本           : 94.01\n",
      "\n",
      "--- 交易详情 ---\n",
      "盈利交易次数         : 13\n",
      "亏损交易次数         : 15\n",
      "胜率             : 46.43%\n",
      "盈亏比            : 1.15\n",
      "平均每次盈利         : 220.92\n",
      "平均每次亏损         : -191.67\n",
      "正在绘制绩效图表...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 with 2 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图表绘制完成。\n",
      "{'初始资金': 10000.0, '最终资金': np.float64(9905.4463), '总收益率': np.float64(-0.009455370000000074), '年化收益率': np.float64(-0.0056438000211460615), '最大回撤': np.float64(0.16494737286571232), '夏普比率': np.float64(0.0006465179877132172), '卡玛比率': np.float64(-0.03421576180992478), '总交易次数': 56, '交易成本': 94.00930000000001, '总实现盈亏': -3.0, '胜率': 0.4642857142857143, '盈亏比': 1.1526421404682274, '盈利交易次数': 13, '亏损交易次数': 15, '平均每次盈利': 220.92307692307693, '平均每次亏损': -191.66666666666666, 'initial_capital': 10000.0, 'final_capital': np.float64(9905.4463), 'total_return': np.float64(-0.009455370000000074), 'annualized_return': np.float64(-0.0056438000211460615), 'max_drawdown': np.float64(0.16494737286571232), 'sharpe_ratio': np.float64(0.0006465179877132172), 'calmar_ratio': np.float64(-0.03421576180992478), 'sortino_ratio': np.float64(0.00029338987708884217), 'total_trades': 56, 'transaction_costs': 94.00930000000001, 'total_realized_pnl': -3.0, 'win_rate': 0.4642857142857143, 'profit_loss_ratio': 1.1526421404682274, 'winning_trades_count': 13, 'losing_trades_count': 15, 'avg_profit_per_trade': 220.92307692307693, 'avg_loss_per_trade': -191.66666666666666}\n",
      "正在分析 28 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": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+0AAAJpCAYAAADYEdNpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAioBJREFUeJzt3QWcFOUbwPHnOujuUKTjaJAOCUEEKZFQxEBJUUABCZESRKQFJAREJP4WYoECIhKCdIOEdEgfl/v/PC/uunsBd3Axd/v7+ll3d2Z2ZnZ2btln3ud9Xg+bzWYTAAAAAABgOZ7JvQMAAAAAACBmBO0AAAAAAFgUQTsAAAAAABZF0A4AAAAAgEURtAMAAAAAYFEE7QAAAAAAWBRBOwAAAAAAFkXQDgAAAACARRG0AwBSLZvNJu7G3d6zu71fAID7IWgHANzT5MmTpWjRoglypN566y2pV6+e43mnTp3MLSGdPXtWXn75ZTl16pQklcR4H/Fx7do16d+/v/zxxx/xfu2ePXvkpZdekqpVq0qVKlWkS5cuZlrUY/r666+bZcqXLy/du3eXY8eOJdj+6/ml51l8HDp0SJ555hmxkqjnd2wiIyOlTp065n3v3r3bEvsUV5s2bTL7rfcAgMRH0A4ASFZDhw41t4S0YcMGWbt2rbiTffv2yVdffWWCwfg4fvy4dOzYUW7fvi0jR46U0aNHS2hoqLRv316OHj1qlrl165Z07tzZbGPYsGHy/vvvy7lz58zrrly5Isnl+++/lz///FNSot9++00uXrwoDz/8sCxevFhSkpIlS8rnn39u7gEAiY+gHQCQrB555BFzQ/JYsGCBBAQEyIwZM6R+/fqmRXbmzJlm2sKFC80yP/zwg/z1118yadIkady4sVnmww8/lAsXLpjAGfH3v//9T8qVKydPPfWUfPvtt3Ljxo0UcxjTpk0rZcuWNfcAgMRH0A4AuK+Ao0SJErJjxw55+umnpXTp0lK3bl2ZPXu2y3JXr16VAQMGSOXKlaVSpUoybty4aC3BUdPKtZVXA0INIMuUKSNPPPGEfPHFF475ERERJqjU6Tpfg4d27drJxo0bHfum21S6Dk0Ntr/u008/lWbNmpnXaWqythiHhIQ41q3LPvfcc6blX1PAmzRpYl6n0+PSPUD7V8+aNcusW7ehx2bnzp13TVP++++/zbp1v51Tj7X1VY+p7oe2yl6+fFneeOMNqV69ujnezZs3ly+//NLxmmeffdY81vv4pOlrS6+mwwcGBjqm6eOcOXPKiRMnzPPHHntMPvvsMylcuLBjGR8fH3PvfPwSkh4nvUjw3nvvSbVq1czxfOGFFxwp+ZpKP2XKlGip9Xp+6fnRoEEDKVWqlDRq1MhcmHCmx6dv377Sq1cvc/48//zzZjl9HpUe51dffTVO515c6d/FqlWrzOer6woODjZZElHp+9JzdtCgQeZvSIP83r17mxZ6u/jukx5PXe769esu06dNmyYVKlQw+6JZF5pRUatWLXMM9UKN89921PT4ey0PAHgw3g/4egCAm9Lg6LXXXjNp03q/bNkyGTt2rBQpUkRq1qxp5r/44oumX/mbb74pGTNmlI8//lh27dol2bNnj3W9GkxparsGSkFBQeaxBrsaJGpgooG2BpAawGrgoGnaU6dONcHMmjVrTMCsr50+fboJ6uzB9pAhQ0xgpH23K1asKHv37jWv05Rv3S8PDw+znPYJ9/PzM/M0LdzLy0u6detmAqF72bp1q7noMHjwYAkPD5cxY8aYfdH34O0dv39ydd/ffvttExBpsNazZ0+5dOmSvPPOO6aFU9+LHlcNrjVQ0vc3fPhwc6/90uNK0+BjSpnX/uKPPvqoeZ4uXTpz8UDp+9O0eQ3+MmXKJI8//rgklvnz55tAUlP2NdDV9H19z5qa3aZNG9PPXs87fa7HQWnwqBdAunbtao7bli1bZNSoUabPv/bDt/vuu+/kySefNOeJnqvbt283wa+2eNtbkI8cOSL79+93BO33Ovc0OyEuvvnmGxNs6wWkbNmymToB+h46dOgQbdkJEyaYCxAffPCBnDx50hwLPSf1+f3sU+vWrWXOnDkmQ0KPoZ2eT3qRSpfXc2j9+vXmWGfNmlXWrVtn/rb1b7hVq1bR9lGPb3yWBwDED0E7AOC+aKuyBrP2H/4aXP30008mUNCgXX+4ayuztjxrC5zSIPBuBbEOHjxoUrEHDhxoWrztr9HAX1v1NGg/f/689OnTx6U1WYNsDWoPHDhgWhrz589vphcvXlzy5s0rhw8fNsGdBjZaoE5pi7VePNDibbqvtWvXNtM12Nbg1x4EKl2ffZ134+vrawI/DVaUBooaeOv2ixUrFq/jq8G0tljabd682QSd2uqttOVVt6Pb1CDT3sXgQbsb6EUCDb50vdpnPSoNYDVA8/T0NEH03S7APKj06dObFmANUpW2/GuL+j///GM+H/tnpJ+50hT+JUuWmIJ59s+5Ro0a5oKMpv/rMdULDUovAukFEH2fSj9fXbe2gLdo0cJMW7FihdkH+zkbl3MvLvSigv5NaMCuWrZsKf369ZNt27Y5Lo7Y6UUwDdTt9G/KuUtCfPepUKFC5mKGBun2v13drmYw6EUm+7mmfx9NmzY1z/UikGZfZMmSJcb3E9/lAQDxQ9AOALhv+uPfToOfzJkzm9Zpe4u1BkYawNvpD3kNjrX1M7aWatWwYUOX6c5VxcePH2/uNV1cW3y1VfiXX35xtALHFlQoe1Bhp881lV4vCNiDdg2EnQP2+NBg2R6wK71goKKmIseFXnBwpoGQHgfNENBjqvurwXVC0lZmvTCg2RATJ06UPHnyxBi0awbF119/bY6dthg7t9g60wsgzjT4tmc0xIV2A7AH7Mr+uWgKtz34dqYp4XoxSYNs523rc21R1/PLftFDuwXYA3aVL18+EzCvXLnSEbRrX3O9cGJf7n7Ovai05V4r8+sFEb2oo7SlXf82tLU9atAeNejWY6Dv3+5+9klbvzUbRC+G6Wes3U8eeughx9+znmvaPUMzGfQ805tzlkJU8V0eABA/9GkHANw3f39/139UPD0d42ZrOrMGsFGDNHvrYkzslcjv1kKnAaWm+GoLvAaPmhqs273bmN26LzFtW1PWNfhzDqrTpEkj98u5X7iy71d8K7rHtC5Nk9auCDo8mLbea2CkfbwTali7M2fOmJZobXXVbdmD26i0a4Eee2391WDto48+inE57auv1cWdb861CeIiamr3vY6n/fzRizHO27VfVNDU8bt9ztp/XUce0JZ8Pc80ANZpD3LuRaUZH0oveGidB73pRRi92KUp+/Zz9W7HwHlb97NP9jR4bW3XmgS6XW3tt9M+9NrlRT/Dd99915wL2j1ELzjEJL7LAwDih5Z2AECi0GBYgx9tiXVuLb3bEGGaimxvNXRu7da+xfo67bOrgYneayuotpZqgKJ9xjWtPjYZMmQw91rt3Ln1OCwszOxjTK22iUEvYOjxcGbPTLgX7VeuKdR60xbV1atXm9RxTfHWlPwHoWnUegFAAzjt76yBpDNNydaATIM9ZxoQxzbkmqbN2wPUqJkHicV+/nzyyScxBuW5c+e+6+u1f/6IESNMirweYz1XtNuHPQvhfs49Z9ryrf3ZNZMkatcDPb7aLUQvbOjFmbi4333SY6MZBBqsa/q9noPOFyc0s0AzKvR2+vRp03Kv55p2L9HtRBXf5QEA8UNLOwAgUWjLn6YoawDkHLRoJfTY2AOkn3/+2WW6FtvS/tMaSGnwrhXSNRXd3qKofdKdW2Dt0+20/7eKGkDocw2i7dtNbBos6UUC54rr9i4Bd6Ot6dqybu/LrMGZFtTTquoaJCnnCyPxbWHX6ul6QUFbaaMG7PbjqxcLdFk7PW6ajh5bVX0N5DS93fmW0BdHon7OmgWg9Bg7b1cvAmm6/73GlNegXyu66wURDXq1UJ09UySu597d6Hmt69BWaM1ScL5pynrBggVNinxcPcg+aeu81pDQCxx6HuXIkcNR00Ar6evFG/uFDi2Qp9kL9nPNWXyXBwDEHy3tAIBEC9q1CJimcmvVc2211Gr
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABC0AAAJpCAYAAACJlchLAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAllBJREFUeJzs3Qd4U9Ubx/G3TdNF2aMsBQTZe29ZDoaKDAeIA/+CstwgoEyRIeAAFBAU2cpyIKKCWxCUjewhIntv2rTN/3lPTUy6aEtLb5vvhydPk3uTm5ub25Lzy3vO8XM6nU4BAAAAAACwGP+M3gEAAAAAAICEEFoAAAAAAABLIrQAAAAAAACWRGgBAAAAAAAsidACAAAAAABYEqEFAAAAAACwJEILAAAAAABgSYQWAAAAAADAkggtAACW4nQ6xWqsuE9IH7zXAABYC6EFAGRREyZMkDJlyqTJtl5++WVp1qyZ+3aXLl3MJS0dPXpUunXrJocOHRKrSK99Wrx4sXlv/vnnn+velr4v+v5crxMnTsgrr7wiTZs2lWrVqkm7du1k2bJlid5/27ZtUqFChVS/hhdffNEcg7iX5cuXy/Vas2aN2Zb+TImVK1dKv379xEqS+/7+9ddf5jXXqVNHIiMjLbFPGfG3CgCQ9QRk9A4AADKfwYMHp/k2V61aJT/++KNYiRX3KT1oI/d///ufXLhwQfr06SMFChSQr7/+Wp577jmzrm3btl7337VrlwlzoqKiUv2cO3bskDZt2sQLv4oXLy4ZZcaMGZJZLVq0SEqWLCkHDhwwwc8999wjmUXHjh2lUaNGGb0bAACLIrQAAKRYqVKlOGpZyA8//GBChAULFkjlypXNsgYNGsjhw4dl2rRp7tBCA4zZs2fLO++8I0FBQal+voiICNm/f788+uijUrVq1TR7Hb4qOjpaPv30U3nggQdkw4YNMn/+/EwVWhQsWNBcAABICN1DAMBHaJeE8uXLy6ZNm0zjplKlSqYrwPTp073ud+7cOenfv7/Url1batWqJW+88YbExMR43Sdu9xBtzL711lvSvHlz0+jVb9CXLFni1aiaOnWqWa7rtaH64IMPym+//ebeN31OpdtwlZ7r4+bMmSN33323eVyTJk1k7NixptHrovfVxq9Wf1SvXl1atWplHqfLr1Vy/vfff8tTTz1lSuqrVKlijoursuJ69knpdvQ16mtt2LChDBo0SM6fP+91H30v9D76Xuh2NCC4XgsXLpSyZcvKpEmTkv2YsLAw9znh6ZZbbjHHyOWnn36SiRMnSvfu3U33jtTSSg2t0ihXrpzcCNqFRc+Fr776ylSSaPcXPb+1O8zly5fNffR8Xrt2rbl4di05e/asee/q169vjs/9998vq1ev9tq+3l+Pi3ap0XNCr+tr04DH0+nTp02XGldFh94eOnSo+T2sWLGi2aeePXumuMvNL7/8IsePHzfnkIYV69atkz179iTYZUb3vWvXruZ812BKf7/1nPbcx5TsU/v27c05HNdjjz0mjz/++DV/zxLqHnKt+wMAfAuhBQD4EA0fnn32WdOw1xBBG/ljxoyRn3/+2b1euwloA0H79o8aNUrWr1+f5NgGShuwH374oSnznjJlimmkayN/6dKlZr026t99913T+NCG+fDhw01j8JlnnpErV66YxtbTTz9t7qsNvh49epjr2lgcOXKktGjRQt577z3p3LmzaQjqes8BE//44w85cuSIaai/8MILYrPZzH0+/vjjJI+FNr71+fUY6P7lypXL7IeW2F/PPn3//fdm23nz5jVhjh6fFStWmO4WnoYMGSKtW7c274U2pLUBqY9NLX2fXn31VbMv2tBMLm2QDxs2TPz8/NzLHA6HOQ88q2q00f7dd9+Z46LHOLW0qkNpZYeeK9o47tSpkwlx0pMGW0WKFDHv9RNPPGECHn0PXes01NOLnjcaLmgQpYGYjnWh752eB1oRoL8jcYOLyZMnmyBLq1DuvPNO09j/8ssvve6j3Tb0HNH3XH/qOfLrr7+a80PDw169epntprT7lXYNufXWW81xvOOOOyRbtmym2iIh+lw1atQw+6shov4+6vugUrNPHTp0MNUd+jvjor+LGpJoiHOt37O4Unp/AEDWR/cQAPAh2ijRBq2GC0obL99++63pHqB9yvWb9M2bN8v7778vjRs3NvepV6+e1yCcCX1rruMfDBgwwDTwXI/RwSu14aINI/0WWBt9ntUZ2r2gd+/esnPnTlONcPPNN5vl+g110aJFzTfF2qjUEELHT1D6zbCOt9C3b1+zr7fddptZrt/aa6Pbs8Rct+faZkJOnTol+/btM8fDtR3Xt+RaOZInT55U75N+c6yP0W25goDAwEB5++235eTJk+59eP755+Whhx4y1/UY6Huh1Sf6LXdKadih+6D7pdUE10sDFB3cUV+LS3h4uKSF7du3m5/aMB03bpwJsDS4eeSRR0xgoJUi6UHfG9dAm3qOauNcz319PzWc0YoT5eqy8sknn5iARX/qN/5Kfy/0PNYgTsMCl5o1a7orC9S9995rfie0i03hwoXNMg0xNCDKnz+/HDt2TEJCQsz+6GOVVhZolUFSYVtcZ86cMUGSnktKt6mh5GeffWZel972pL/7rkBLj4GGaXoMtFpCf09Tuk/6+63hpj6f67zT6xqc3H777df8PYsrpfcHAGR9VFoAgI/Rb/RdtCGtjXNXibxWLNjtdq9B8UJDQ92Nh4RoKbrSb3g9aWNXKyqUNkw10NDSc30Obex9/vnnZl1iDREt01f6rbQnva3f8nvODKHfxKa0T3y+fPlMQ1UrE7SR9sUXX5hvebVLiH5rndp9unr1qplZQysxPCsXtCGp4Y4+r4urYai0sajr4nYhSY4///zTVK1oeKI/rzfY0m+4P/roI1ONEPd9TQsPP/yw+YZfn0cbxVqZoJU6egy0AiCx/dJwyvOSUnHHz9BzxnXuJ0QrDDRg0KoL13NqVwoNlbZu3Wq6UrnE7eqix02DOVeVklYf6O+KhhmuAGjmzJkmONSuFxqgzJo1y1Q2paRxrr9Huk9aGaTnjl40LNCfCVVIef7+xz0Gqdmn7Nmzm9fq+n1W2jVMz/fg4OAU/56l5vcSAJC1UWkBAD5GGxKe/P393d0atBGmAYBnY1tpwy0x+i250q4QidmyZYvpJ68/tWGqjRLXt8+e3Tw8uRqEcZ87ICBAcufObWa6cNFvdVNKX+MHH3xgugdohYMOZKiBjYYNuq85c+ZM1T7pffQ1JXU8XOJ+C+75XqSEVrtoo1W/MdfxNlI7Ha02TLVbj1YEaGChlRvpQcfK0IunHDlymO5Krq4jcWlD2DXGiIt229AKmORK6fHWc1ungtXQIiG6znWeaLjnSas29FzSY6ndSTRA0OfXZS7a0B8/frwJNPT3ToOPuL+f16Jjr2ijvmXLlvHWaRcRHXMiub//qd0n7SKij9NAUsM7rdAZPXp0qn7PUvN7CQDI2ggtAABu2vDWcnP95tZzzAJXMJEQbWwqraLwrHbYu3eveZwOsKeNNv2pDThtrGpDScdL0MqDxLgaJ9ow1HEIPMda0H3Ufb1e+s2yjiuh/fW1saxjDmjXGN12Qn34k7NP2ljVhpceD086PoJ2/XB1M0hLWhmjY4loFxxtcGoDr1ChQinahgYu2rVk48aNXl190oM24PW80fEs4h4jrfxJiFY3aNccT1pZkp60ikCnYNWuIAm5VmCig2LqMdWxGPTc14oSV3CiDXytJNCASQMiV9cbrT5xVS8lp8JGz1vtluFZtaO0wa9VEtoVJ7kDnqZ2n3T8Du1Kpb8/+rutv+OeVS0p/T1L6f0BAFkb3UMAAG7ax11L4LWfu+e371omnhgtJVfar96TNvRGjBhh+qdreKHjFWiFhTZqlI7/oFwzk7iWezaEVNzBDPW2hiqu500tHTxQxxfQMTw0ZNCGnTb6S5cubcYhSO0+adWHbivugJr6erUBq+MGpDVXlxOtRNCwSRt8KaHvuc7WoJUwb775ZroGFq4KAG18enY50DEetBuCdhdJiDZYdSBQz4t2b0pLCb3fWnGgVTO
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+0AAAJpCAYAAADYEdNpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAlRdJREFUeJzs3Qd8E+Ufx/Ffm6YtZc8yBdl7L9lDkOFAAQUUUPTPEHCyt8gSBRcgQxABkaU4EBeoqCiCIHvJlL33aNM2/9fvwcSmixZaek0+b18xyd0lubsnV/K9Z5yf0+l0CgAAAAAAsBz/1F4BAAAAAAAQN0I7AAAAAAAWRWgHAAAAAMCiCO0AAAAAAFgUoR0AAAAAAIsitAMAAAAAYFGEdgAAAAAALIrQDgAAAACARRHaAQBpgtPpTO1VgJfhOwUASAsI7QDgY959910pUaJEsrzXgAEDpFGjRu7nHTt2NLfkdPz4cenatascOXIkWd8XCQsLC5MyZcqY70r0W6VKlZK86/r06RPrffT2zTff3HYx/PHHH+a99D4pVq5cKf379xcr0WNJj6mbOXDggNnmGjVqSHh4uCXWKTX+/gCArwhI7RUAAHiP4cOHJ/t7/vbbb7Jq1apkf18kbPfu3RIRESGvv/663HXXXe7p/v5JP9+/c+dOuf/++2Od0ClUqFCqFcPs2bMlrfrkk0+kSJEicvDgQXPi48EHH5S0om3btlK3bt3UXg0ASFMI7QCAZFO0aFH2ppfQoB0QECDNmjWTwMDA26qx379/v3Tu3FkqVqyYrOvoiyIjI+Wzzz6Txx57TP766y9ZsGBBmgrtuXPnNjcAQOLRPB4AfNynn34qpUuXlk2bNpkgUK5cOWnYsKHMnDnTY7kLFy7IwIEDpXr16lKtWjVTAxsVFeWxTMzm8dp096233pLGjRtL+fLlTW3r0qVLPQLI9OnTzXSdr6GuXbt2smbNGve66WcqfQ9XM1193UcffSQPPPCAeV2DBg3kjTfeMAHRRZfVoKi1/5UrV5YWLVqY1+n0mzXP1W3QJt3PPfecWaennnrKTL906ZKMHTtW7r33XrOfdL2XLFkSq5+01uI2b97crFuTJk3MvkxK/2ndbn3/P//8U1q3bm0e33ffffLDDz/Ivn37zHZVqFDBvPdXX33l8dp169bJ008/bcqobNmypnmzNkmOWVY3s2PHDilcuPBtBfboNfalSpWSO+Hw4cOmfL/++mtTftqcX7+zQ4YMkatXr7rLd+3ateYWvWn9+fPnZdiwYVKrVi2zzx999FH5/fffPd5fl580aZI88sgjpnz1sW7bvHnzPJY7e/as6V7gqtHX56+88oo5trRcdJ169uxp1jcpfv31Vzl58qT5zmtYX79+vezZsyfOLgO67l26dDHfldq1a5tjVo+B6OuYlHXS76IenzE9+eST7mPkn3/+ke7du5um+/q5+jclekuZmM3jb7Y8AIDQDgAQMYHuhRdeMMFWQ7SG3PHjx8svv/zinv/MM8+YH9PaD3jcuHGyYcMGWb58eYL7T4PvBx98YJrETps2TerUqWNC87Jly8x8DdpTpkwxP9Tff/99efXVV01wev755+XatWsmmPTo0cMsq+Ho2WefNY81WLnC83vvvSePP/64CU06P3o41tB77NgxmTx5srz88stis9nMMgsXLrxpuWvoS58+vXl/3fbr169Lhw4d5MsvvzTPdb2rVKkigwcPlqlTp7pfp/tNbxqWdXqbNm3Mdup+TQoNurrOGpJ0HdKlS2f2pwYc3S/63rly5TLlof3+XbXjGqCyZMkib775pnld1apVzb7T7UlqaNf9paFPT1xooNP9fvny5SS9j66TWrx4sSl/DYe6H/UkUUrSkzX58uUz5aQnMfTkiu4P1zw9UaU3/S5ouNYTPnoyRPu6v/jii2afaY2wlnXM4K77Xk8YvfPOO+Zkiu6bmCdPtNm6fhdbtmxp7rt16yarV682ZagncXr16mXeN6ldSrRpfLFixcx+bNq0qfmOam17XPSz9Duq66snmPQY03JQt7JO+l3W2n1tlu+ix5eeJNCTGPp3Qt9Tj109BnTf63dRj+Hor3FJ6vIA4KtoHg8AMD/gNcxquFb6Q//777+Xn376yfQ//fnnn2Xz5s0yY8YMqVevnlnmnnvu8RiELq4a1m+//VYGDRpkwpDrNTqgnP7I1xChNYYakKLXzgcFBUnv3r1l165dJiy6+lNrbWb+/PlNraIGMA20OkCd0lpEDbD9+vUz61q/fn138B05cqRHc1x9v+h9tONjt9tNLaSrpnn+/PlmmzQguQZj032jn6FhQ8O19veeM2eOPPHEE9K3b1+zjNbanjp1ytSAa0BJLA00GtBdZXLx4kWzr3Rfumo1M2bMaGo/t27darZRA7J+ntaouvqe677RGnrd5xogE/t90P2v9/r5GqK2bNligqzufz1Bkti+7Rr+lQazCRMmmJMyegKjU6dOJjCXLFlSUoJ+B1wDzen3TsOpfp/1e6PdODJkyGDmuZrsL1q0yOw/vdcaX6Xfdf1u6kkXDcsueiLEVQbqoYceMt/zo0ePSt68ec00DfFaFjlz5pQTJ06Yky66PvpapTXLWsucmBNILufOnTNl+dJLL5nn+p56ou3zzz8326XPo9Oy05pz1z5YsWKF2Qf6XdVjL6nrpMesnrDTz9NWDEof64kDbfVx5swZ0xJE/5a4jkFXa4S4BsxL6vIA4KsI7QAAI/qo4BpUs2XL5m5OrDXWGmKjDyAVEhJifmhrGI2LNttVWhsYnTaPddEQ52qmqz/etXbtxx9/NNPi+9GuTZpVzACqz7UpvYZTVwDQWrtb7T8bs2m4fq7W3MYcPV2bKOtJBK059vPzMyE+5jZr0+xbEf2zsmfPbu5dgdK1fa5Ar1q1amVurn7kuj81NGuTaIfDkejP1bCutdL6HdBaXaXN7XPkyGFORmgLDNc+vhk9gaHNr6N/dzRA6j7SGmDtPhHX50dvxq20f31SxOw/r9+DhK5AoDXMGrC11l3L0EXXXWuBtXtI5syZzbSYTf11W/QEj7Y80Zp5rX3W77+ePFGhoaHmZI5ulzY913LR77u2VklKOP3iiy/MftGWFq4y17Cstef62XoCJ7qY31XdB65j+lbWSU8S6bbqerhCu3Z30RMHwcHB5oSbnhAZOnSoacavLSv0xIeri0tM+n1KyvIA4KsI7QAAQ390R6c1qa6m5hpYNCBqKI1OQ058tEY1etiMi9beatjRe6310x/wrprK+PqA67rE9dka6rJmzWr6nbtoDeCtivla/dy4tleDh9IQ5VpnDbvJwVUbHF3M2tTotAm/djHQ2k8NntoyQYOb7puk9KnXstda15g0LCqthU9saNeTH3qLLlOmTKYLhqvpfEwaBGMGN222rtuTWDH3U/Tvc3zfV20RoaE9LjrPFdr1hFXMctKuGlq7rqFdA7R+vk5z0aA7ceJEE+j1WNLgH/OYS8xYB9oCQ8dLiElbgMQM7Qkd07e6TtpEXl+nJ/K0+4Refu61114z8/Tvw6xZs8wJH22powPm6ck+3Q96nLv2n0tSlwcAX0VoBwDclIZhbZqrtXz6Qz1mMI+LBjNXLXr02u69e/ea1+lgVBpw9F7DjgY7DRXab16b1cfH9UNeQ5TWfLtoTbKuo65rStDPjaufra6H0s911dDqNkcPqtpsWpsda7cDDSUpZfTo0Wbfae21Ns12hUut2U4Kbc6t5aA1n66TKK6TAiop+1gDrH4X9L2i09YA8Z3c0NrtmAP8afeHlKS1yHoJOm0KH5ebnTDQFhfaXUO/I/p91r7urhMHGnC1Gbo2tdf+9VrLrbQG39Ui5Wa2bdtmTnJoDberObuLBt65c+eaVhWJHfDvVtdJ++9r9xLts6/Hq37Po7dq0PcZMWKE6Rev66vLabca/c7E1Vc+qcsDgC9i9HgAwE1p6NNAqn1iXbQJrfYTjo8GVKV9cKPTUKThUpvianjXvs1aw+7qI6190pVrtPOYfac1NKiYA3/pcz2p4Prc5KbNw7V5tQ7EFZ3WOmoQ1764etPHrib+LlqbqP2
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+0AAAJpCAYAAADYEdNpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAkftJREFUeJzt3Qd8E+Ufx/Ffm2723oKibCgbZO+pggwFEQcqyHKykSGycQOyBBFRWYrrj6IMQcQJsqcgQ2ZBdktn/q/fg4lNB7SQttfk8/YVm9xdLk8uR9rvPcvHbrfbBQAAAAAAWI5vRhcAAAAAAAAkjdAOAAAAAIBFEdoBAAAAALAoQjsAAAAAABZFaAcAAAAAwKII7QAAAAAAWBShHQAAAAAAiyK0AwAAAABgUYR2AECmYrfbM7oImRLHjWMBAMicCO0A4KWmTp0qpUuXdsu+hgwZIk2aNHE+7t69u7m508mTJ6Vnz55y7NgxSS/6nvS9ZXarV6+WwYMHu21/hw8flmeffVbq1asn1apVk65du8pPP/2U7PZr1qxx27l2K+fYxYsXZdCgQfL777+LVXz66afm2Pz999833PbFF180286bN88yZUop3Z9+5wAAUo/QDgBwu1GjRpmbO23cuFHWrVvn1n16i/nz58uJEyfcsq9z587Jww8/LAcPHpRhw4bJG2+8IXnz5pUePXrIr7/+mmj7X375xYRNK9i9e7d8/vnnEhcXJ5nNpUuXZNWqVVKqVClZvHhxpms5oWXu3LlzRhcDADIlv4wuAADA89x5550ZXQSkkc8++8wE92XLlkmBAgXMsrp160q7du1k7ty5UrNmTbPs8uXLMmfOHHPLli2bhIeH85ncgq+++sr8HD58uDz66KPy888/y913351pjmnlypUzuggAkGlR0w4AcDaJLVeunGzdulUefPBBqVixojRu3NgEsfguXLggQ4cONeGsRo0aMmXKlEQ1lwmbLkdFRcmbb74pTZs2lUqVKsk999wjy5cvd66PjY2V2bNnm+W6Xv/A79KliwkmjrLpayrdh6PJuj7vww8/lHvvvdc8r1GjRvLqq69KZGSkc9+6rYYcrfmvWrWqtGnTxjxPl6e2ybbWdk6YMEGaNWtmjo+WV8NrfNHR0aYMDRo0MGV64oknTNBNbXPjlH4euk9t8q1N1cuXL2+CnD7WYO34LLQGXG9aBq351pveX7RokdmnHpcff/wxReXSoP7YY485A7uy2WxSvHhxOXLkiHOZHpclS5bIyJEjTc18WtPPU8v1ySefSMuWLaVChQrmQsL69evNen3PjzzyiLmvP+Ofn1qD3aFDB3OM9QLE2LFjXS4yaLPu5s2by7Rp08x5r8f6pZdeMtvquRTfuHHjpFatWuY8cOz7oYcekipVqpgytWrVypyzqaXvSz/b2rVrm2Otn11C+p401Ou/Jf23oO9H/x1t27bNZbvUlOn7778358qGDRtclmsXA12+adMm8/j99983+9HXrF+/vowePdpcuEmuefyNtgcA/IeadgCAk4bv5557zoQf/anBa/LkyaZJrv5hreuffPJJ069c+0jnzJlT3n33Xdm+fbvkz58/2SM5YMAA07S9d+/eEhoaau5ryPL39zfBV0Puxx9/7Oyze+rUKZk+fbrpN62hQQOIPnfGjBkmODnCtgZCbe781FNPSfXq1WXXrl3medoMWsvl4+PjDBiBgYFmnYYxDZl9+vQxgSalrl69aoLO2bNn5ZlnnpEiRYqY8KMh6cyZM/L00087y6S1ov3795eyZcua+yNGjEiTzyMiIsIE0Fy5cpmLElqj/ccff5hjFBQUJGPGjDHLBw4caPan97UVxM6dO81j3U7Dp743DXApoRc99JbwQs5vv/1mAmX88QD0YkNwcHC69WXesWOHnD592nw+WbNmlbfeest8Dhrc9YKGfjZ6TPSnBmv15ZdfmvNTL/zoMdZzW5v8//nnn/Lee+85z6Hjx4+b81bXnT9/3ly0WLp0qbkYUKdOHefn9fXXX0vbtm3Nua3nbt++fc1npOXQ4/zRRx+ZMmhY1n8LKbF//37zb0zfj2rfvr2888475rzTrgnxrVy5UkqWLGk+V21CP2nSJPPaOq6AnvepLZOeZ/pvW/+d6cUKB70QVaJECTOmgZ7jevFOvxP036Z2ndDX1fNTfyaU2u0BwNsR2gEATvpHvoZZR99T/YP8u+++M3/o6x/vGn601k6bPGtNstLav/iD0CW0b98+EyS0/7PWeDueo+FIA4+Gdg1azz//vEvtp4ZsDRV79+41Ne+33XabWa5BuGjRoiZUaYjVoK8D1Cmt+dSAoTXNWtaGDRua5TExMSaUFCxY0Ll/3Z9jnymt+db3ojWcjoCrx0T3rQFKLwDoQGfagkDDyOOPP+7cRsNVwppKd3wehw4dMu9Jg06xYsXMNhqctXbe0b9cQ7oG2KSaKOtFCK3tvBUaVPWihNaS6gUdh9QcW3fRlhD6OTleOyQkxNTya4sNrX13dNvQn3rT46sXjPRY6k8HDaN6oURDul4wUvo56+eqF4eUPlcv3GgAdYR2PZ/DwsJMDb/Sc/T+++83F3Yc9NzRCwa6bUpDu9ay6wUyx78z3adeCNHz33GxyEHLqa0xHJ/5lStXTLn1QpaG8tSWSYO+bv/BBx+YfWXJksUEfb044fh3p+ea/pvs1q2b+Pr6mtYIeuz1Yk5SUrs9AHg7QjsAwEX8GteAgADJnTu3s6mw1lhrDaKGHAf9Y1vDsda0JsXRfLZFixYuy+PXvr722mvm5z///GNq3XR08rVr1zqb1ifFEUq1VjM+faxN6TWAOEK7Bp74gf1m6OtpSEtYI33fffeZ8KRBWS8+aJhLGIT1wsTNhPYbfR56AUNrSTU4a4DX46ahTI+hhrcb0effCm0Cri0m9KKM1l5rd4BboU3N4w+wpoFObymlxyb+xQLHZ641uEnR46SzEvTq1cvleGm3Dw292mXAEdoTHi+tgdfPXo+/Nu3Wz+Z///ufCfyO4Ou4iKFh96+//jLdB7TG/HrndVLH+IsvvjBdMjQs602Ds17A0e4HGpzjH6P4F2mUoxuD4xjcTJk6duwos2bNMheMtJZff+o5qPcdF4p0oDntYqDl1H932nLB0UohodRuDwDejtAOAHChzarj00DgCFJaE6YBOOEf1/ny5Uv2KGpTYpUnT55kt9HQ8PLLL5uf2pxag0fhwoXNuuRGyXbUyiV8bT8/P9NcXGtdHTTk3Cp9vaTep6N5stay60WHpN7r9d77rXweSptwz5w50xxnLYvWpuoxjP/+k6MXXG6Wvt9+/fqZizVa0661prdK+43Hn9JPa3gnTpyY4ufr+47PcZ4mN1q849zUc09vCelFmPgSnkdao65dNn744QdzIevbb791tiZRej5olwTtRqFl0b7o8WvqU0JbVWiXDL0wlHD8BKWv7bg4ldQxcAR6xzG4mTLpNlobrk3iNajrT21d4LggoN0ldP96AUNbnegFOb3Apd0OEnaluJntAcDbEdoBACmmYVgHONMaUW02mzD8JCV79uzOsBC/tvvAgQPmedqnVWv/9KfWVN5xxx0maGjTZK3BTU6OHDnMT22OrH/wx6+Z1DJqWd1JX09rshPS11f6eo5BybQ5vOOig3KEeXfT/tgaarXPutZaak2z0rEAHLWnaUFrp7X5vw6C9/rrr0vr1q3dsl8NwPFre939GSZ3bmp3Cseo90mdY8m5/fbbTesCbSqu56xeyNDadwcNoVqbr1PuaYsJrY3XGm+tIU8pbRqvXR90gLv4NGDrRRPtrhE/tN/IzZZJa9u1i4v+u/3pp59cuhM4WpPoTS8WaasS7UKj56W2CIg/aOHNbg8A3ozR4wEAKaZ90bUZsdbSOWjIut7I4/pHuNKBsOLTP/o1iGiA0PCuA2NpDbujZtAx6rejhjBhM2lHyNKgH58+1vDseF130SbTWgusA73Fp02XtcuAhjd9Tb2Yoc2H49Ma2LSgXQ80eOpFD0dg12bPujx+7XJqmpjfiPZd19pkrYXWWn53BXalF250NHHHTfs9u1P8C01KLxBpKwi
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": "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
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "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": 108
  }
 ],
 "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
}