717 lines
3.1 MiB
Plaintext
717 lines
3.1 MiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 36,
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"id": "initial_id",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-07-15T02:42:15.578383Z",
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"start_time": "2025-07-15T02:42:15.555862Z"
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},
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"collapsed": true
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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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"source": [
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"from datetime import datetime\n",
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"%load_ext autoreload\n",
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"%autoreload 2\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 37,
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"id": "a559dfcf",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-07-15T02:42:19.278093Z",
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"start_time": "2025-07-15T02:42:15.586150Z"
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}
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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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"初始化数据管理器...\n",
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"数据加载成功: /mnt/d/PyProject/NewQuant/data/data/KQ_m@DCE_jm/KQ_m@DCE_jm_min60.csv\n",
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"数据范围从 2020-12-31 14:00:00 到 2025-07-11 13:00:00\n",
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"总计 7601 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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"\n",
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"--- 回测引擎初始化完成 ---\n",
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" 策略: SimpleLimitBuyStrategy\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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"SimpleLimitBuyStrategy 策略初始化回调被调用。\n",
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"开始将 DataFrame 转换为 Bar 对象流...\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Bar 对象流生成完毕。\n",
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"\n",
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"--- 回测结束，检查并平仓所有剩余持仓 ---\n",
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"--- 回测结束 ---\n",
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"总计处理了 1671 根K线。\n",
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"总计发生了 128 笔交易。\n",
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"最终总净值: 100310.18\n",
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"总收益率: 0.31%\n",
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"\n",
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"回测运行完毕。\n",
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"\n",
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"--- 结果分析器初始化完成 ---\n",
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"\n",
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"--- 交易明细 ---\n",
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" 2024-06-06 11:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1635.00 | Comm: 0.16\n",
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" 2024-06-07 09:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1662.50 | Comm: 0.17 | PnL: -27.50\n",
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" 2024-06-11 21:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1621.00 | Comm: 0.16\n",
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" 2024-06-12 10:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1634.50 | Comm: 0.16 | PnL: -13.50\n",
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" 2024-06-20 14:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1594.00 | Comm: 0.16\n",
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" 2024-06-24 10:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1541.50 | Comm: 0.15 | PnL: 52.50\n",
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" 2024-06-25 11:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1544.00 | Comm: 0.15\n",
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" 2024-06-26 09:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1559.00 | Comm: 0.16 | PnL: -15.00\n",
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" 2024-07-02 14:00:00 | BUY | DCE.jm2409 | Vol: 1 | Price: 1605.00 | Comm: 0.16\n",
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" 2024-07-03 21:00:00 | CLOSE_LONG | DCE.jm2409 | Vol: 1 | Price: 1630.50 | Comm: 0.16 | PnL: 25.50\n",
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" 2024-07-08 21:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1568.00 | Comm: 0.16\n",
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" 2024-07-10 13:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1521.50 | Comm: 0.15 | PnL: 46.50\n",
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" 2024-07-23 13:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1506.00 | Comm: 0.15\n",
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" 2024-07-24 22:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1482.00 | Comm: 0.15 | PnL: 24.00\n",
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" 2024-07-25 11:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1488.00 | Comm: 0.15\n",
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" 2024-07-30 22:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1439.00 | Comm: 0.14 | PnL: 49.00\n",
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" 2024-08-06 14:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1407.00 | Comm: 0.14\n",
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" 2024-08-07 10:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1419.00 | Comm: 0.14 | PnL: -12.00\n",
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" 2024-08-08 21:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1401.00 | Comm: 0.14\n",
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" 2024-08-09 11:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1418.00 | Comm: 0.14 | PnL: -17.00\n",
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" 2024-08-14 21:00:00 | SELL | DCE.jm2409 | Vol: 1 | Price: 1337.00 | Comm: 0.13\n",
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" 2024-08-15 11:00:00 | CLOSE_SHORT | DCE.jm2409 | Vol: 1 | Price: 1349.00 | Comm: 0.13 | PnL: -12.00\n",
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" 2024-08-16 10:00:00 | BUY | DCE.jm2409 | Vol: 1 | Price: 1353.00 | Comm: 0.14\n",
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" 2024-08-16 14:00:00 | CLOSE_LONG | DCE.jm2409 | Vol: 1 | Price: 1352.00 | Comm: 0.14 | PnL: -1.00\n",
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" 2024-08-16 22:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1330.00 | Comm: 0.13\n",
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" 2024-08-19 09:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1351.00 | Comm: 0.14 | PnL: -21.00\n",
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" 2024-08-20 13:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1318.00 | Comm: 0.13\n",
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" 2024-08-20 21:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1340.00 | Comm: 0.13 | PnL: -22.00\n",
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" 2024-08-23 11:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1337.00 | Comm: 0.13\n",
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" 2024-08-26 14:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1354.50 | Comm: 0.14 | PnL: -17.50\n",
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" 2024-09-03 13:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1333.00 | Comm: 0.13\n",
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" 2024-09-03 22:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1298.00 | Comm: 0.13 | PnL: 35.00\n",
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" 2024-09-06 14:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1236.00 | Comm: 0.12\n",
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" 2024-09-10 22:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1184.50 | Comm: 0.12 | PnL: 51.50\n",
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" 2024-09-20 09:00:00 | BUY | DCE.jm2501 | Vol: 1 | Price: 1278.00 | Comm: 0.13\n",
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" 2024-09-23 09:00:00 | CLOSE_LONG | DCE.jm2501 | Vol: 1 | Price: 1259.00 | Comm: 0.13 | PnL: -19.00\n",
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" 2024-09-24 09:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1272.00 | Comm: 0.13\n",
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" 2024-09-24 14:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1289.50 | Comm: 0.13 | PnL: -17.50\n",
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" 2024-09-25 13:00:00 | BUY | DCE.jm2501 | Vol: 1 | Price: 1330.00 | Comm: 0.13\n",
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" 2024-09-25 21:00:00 | CLOSE_LONG | DCE.jm2501 | Vol: 1 | Price: 1317.00 | Comm: 0.13 | PnL: -13.00\n",
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" 2024-09-27 13:00:00 | BUY | DCE.jm2501 | Vol: 1 | Price: 1392.00 | Comm: 0.14\n",
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" 2024-09-30 09:00:00 | CLOSE_LONG | DCE.jm2501 | Vol: 1 | Price: 1535.00 | Comm: 0.15 | PnL: 143.00\n",
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" 2024-10-08 13:00:00 | BUY | DCE.jm2501 | Vol: 1 | Price: 1476.00 | Comm: 0.15\n",
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" 2024-10-09 21:00:00 | CLOSE_LONG | DCE.jm2501 | Vol: 1 | Price: 1455.00 | Comm: 0.15 | PnL: -21.00\n",
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" 2024-10-09 22:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1444.00 | Comm: 0.14\n",
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" 2024-10-10 11:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1462.00 | Comm: 0.15 | PnL: -18.00\n",
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" 2024-10-10 21:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1479.00 | Comm: 0.15\n",
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" 2024-10-14 09:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1499.00 | Comm: 0.15 | PnL: -20.00\n",
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" 2024-10-17 10:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1450.00 | Comm: 0.15\n",
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" 2024-10-17 13:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1386.00 | Comm: 0.14 | PnL: 64.00\n",
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" 2024-10-18 14:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1371.00 | Comm: 0.14\n",
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" 2024-10-22 11:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1337.00 | Comm: 0.13 | PnL: 34.00\n",
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" 2024-10-23 22:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1335.00 | Comm: 0.13\n",
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" 2024-10-24 22:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1361.00 | Comm: 0.14 | PnL: -26.00\n",
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" 2024-10-29 09:00:00 | BUY | DCE.jm2501 | Vol: 1 | Price: 1386.00 | Comm: 0.14\n",
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" 2024-10-29 14:00:00 | CLOSE_LONG | DCE.jm2501 | Vol: 1 | Price: 1363.00 | Comm: 0.14 | PnL: -23.00\n",
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" 2024-10-30 22:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1367.00 | Comm: 0.14\n",
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" 2024-11-01 11:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1338.00 | Comm: 0.13 | PnL: 29.00\n",
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" 2024-11-04 10:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1336.00 | Comm: 0.13\n",
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" 2024-11-04 13:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1351.00 | Comm: 0.14 | PnL: -15.00\n",
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" 2024-11-06 13:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1324.00 | Comm: 0.13\n",
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" 2024-11-07 14:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1339.50 | Comm: 0.13 | PnL: -15.50\n",
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" 2024-11-08 21:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1331.00 | Comm: 0.13\n",
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" 2024-11-11 13:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1300.00 | Comm: 0.13 | PnL: 31.00\n",
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" 2024-11-18 09:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1267.00 | Comm: 0.13\n",
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" 2024-11-18 11:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1283.50 | Comm: 0.13 | PnL: -16.50\n",
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" 2024-11-22 10:00:00 | BUY | DCE.jm2501 | Vol: 1 | Price: 1297.00 | Comm: 0.13\n",
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" 2024-11-22 13:00:00 | CLOSE_LONG | DCE.jm2501 | Vol: 1 | Price: 1281.00 | Comm: 0.13 | PnL: -16.00\n",
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" 2024-11-27 13:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1262.00 | Comm: 0.13\n",
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" 2024-11-29 10:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1242.00 | Comm: 0.12 | PnL: 20.00\n",
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" 2024-12-09 21:00:00 | SELL | DCE.jm2501 | Vol: 1 | Price: 1185.00 | Comm: 0.12\n",
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" 2024-12-10 09:00:00 | CLOSE_SHORT | DCE.jm2501 | Vol: 1 | Price: 1205.00 | Comm: 0.12 | PnL: -20.00\n",
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" 2024-12-12 21:00:00 | BUY | DCE.jm2501 | Vol: 1 | Price: 1173.00 | Comm: 0.12\n",
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" 2024-12-13 10:00:00 | CLOSE_LONG | DCE.jm2501 | Vol: 1 | Price: 1158.00 | Comm: 0.12 | PnL: -15.00\n",
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" 2024-12-17 14:00:00 | BUY | DCE.jm2505 | Vol: 1 | Price: 1206.00 | Comm: 0.12\n",
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" 2024-12-18 10:00:00 | CLOSE_LONG | DCE.jm2505 | Vol: 1 | Price: 1194.00 | Comm: 0.12 | PnL: -12.00\n",
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" 2024-12-20 09:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1161.00 | Comm: 0.12\n",
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" 2024-12-24 09:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1137.50 | Comm: 0.11 | PnL: 23.50\n",
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" 2024-12-24 13:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1145.00 | Comm: 0.11\n",
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" 2024-12-25 09:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1160.50 | Comm: 0.12 | PnL: -15.50\n",
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" 2024-12-26 21:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1145.00 | Comm: 0.11\n",
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" 2024-12-30 09:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1157.00 | Comm: 0.12 | PnL: -12.00\n",
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" 2025-01-10 22:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1092.00 | Comm: 0.11\n",
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" 2025-01-13 09:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1109.50 | Comm: 0.11 | PnL: -17.50\n",
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" 2025-01-15 09:00:00 | BUY | DCE.jm2505 | Vol: 1 | Price: 1120.00 | Comm: 0.11\n",
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" 2025-01-16 09:00:00 | CLOSE_LONG | DCE.jm2505 | Vol: 1 | Price: 1154.50 | Comm: 0.12 | PnL: 34.50\n",
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" 2025-01-17 13:00:00 | BUY | DCE.jm2505 | Vol: 1 | Price: 1165.00 | Comm: 0.12\n",
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" 2025-01-20 10:00:00 | CLOSE_LONG | DCE.jm2505 | Vol: 1 | Price: 1145.50 | Comm: 0.11 | PnL: -19.50\n",
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" 2025-02-11 11:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1123.00 | Comm: 0.11\n",
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" 2025-02-13 13:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1103.00 | Comm: 0.11 | PnL: 20.00\n",
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" 2025-02-26 11:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1092.00 | Comm: 0.11\n",
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" 2025-02-28 22:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1112.50 | Comm: 0.11 | PnL: -20.50\n",
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" 2025-03-03 13:00:00 | BUY | DCE.jm2505 | Vol: 1 | Price: 1102.00 | Comm: 0.11\n",
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" 2025-03-04 14:00:00 | CLOSE_LONG | DCE.jm2505 | Vol: 1 | Price: 1090.00 | Comm: 0.11 | PnL: -12.00\n",
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" 2025-03-11 21:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1073.00 | Comm: 0.11\n",
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" 2025-03-13 11:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1089.00 | Comm: 0.11 | PnL: -16.00\n",
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" 2025-03-14 21:00:00 | BUY | DCE.jm2505 | Vol: 1 | Price: 1075.00 | Comm: 0.11\n",
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" 2025-03-17 11:00:00 | CLOSE_LONG | DCE.jm2505 | Vol: 1 | Price: 1061.50 | Comm: 0.11 | PnL: -13.50\n",
|
|||
|
|
" 2025-03-17 22:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1061.00 | Comm: 0.11\n",
|
|||
|
|
" 2025-03-18 22:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1035.00 | Comm: 0.10 | PnL: 26.00\n",
|
|||
|
|
" 2025-03-20 11:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1031.00 | Comm: 0.10\n",
|
|||
|
|
" 2025-03-21 13:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1013.50 | Comm: 0.10 | PnL: 17.50\n",
|
|||
|
|
" 2025-03-24 09:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1024.00 | Comm: 0.10\n",
|
|||
|
|
" 2025-03-26 22:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1039.50 | Comm: 0.10 | PnL: -15.50\n",
|
|||
|
|
" 2025-03-28 10:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 1022.00 | Comm: 0.10\n",
|
|||
|
|
" 2025-03-28 22:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 1004.50 | Comm: 0.10 | PnL: 17.50\n",
|
|||
|
|
" 2025-04-03 09:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 997.00 | Comm: 0.10\n",
|
|||
|
|
" 2025-04-07 09:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 963.50 | Comm: 0.10 | PnL: 33.50\n",
|
|||
|
|
" 2025-04-07 21:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 985.00 | Comm: 0.10\n",
|
|||
|
|
" 2025-04-08 11:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 964.50 | Comm: 0.10 | PnL: 20.50\n",
|
|||
|
|
" 2025-04-14 13:00:00 | SELL | DCE.jm2505 | Vol: 1 | Price: 905.00 | Comm: 0.09\n",
|
|||
|
|
" 2025-04-15 14:00:00 | CLOSE_SHORT | DCE.jm2505 | Vol: 1 | Price: 910.00 | Comm: 0.09 | PnL: -5.00\n",
|
|||
|
|
" 2025-04-16 09:00:00 | BUY | DCE.jm2509 | Vol: 1 | Price: 979.00 | Comm: 0.10\n",
|
|||
|
|
" 2025-04-16 13:00:00 | CLOSE_LONG | DCE.jm2509 | Vol: 1 | Price: 960.00 | Comm: 0.10 | PnL: -19.00\n",
|
|||
|
|
" 2025-04-16 21:00:00 | BUY | DCE.jm2509 | Vol: 1 | Price: 957.00 | Comm: 0.10\n",
|
|||
|
|
" 2025-04-18 09:00:00 | CLOSE_LONG | DCE.jm2509 | Vol: 1 | Price: 941.00 | Comm: 0.09 | PnL: -16.00\n",
|
|||
|
|
" 2025-04-18 13:00:00 | SELL | DCE.jm2509 | Vol: 1 | Price: 938.00 | Comm: 0.09\n",
|
|||
|
|
" 2025-04-18 14:00:00 | CLOSE_SHORT | DCE.jm2509 | Vol: 1 | Price: 950.00 | Comm: 0.10 | PnL: -12.00\n",
|
|||
|
|
" 2025-04-25 13:00:00 | BUY | DCE.jm2509 | Vol: 1 | Price: 966.00 | Comm: 0.10\n",
|
|||
|
|
" 2025-04-28 10:00:00 | CLOSE_LONG | DCE.jm2509 | Vol: 1 | Price: 951.00 | Comm: 0.10 | PnL: -15.00\n",
|
|||
|
|
" 2025-05-08 14:00:00 | SELL | DCE.jm2509 | Vol: 1 | Price: 899.00 | Comm: 0.09\n",
|
|||
|
|
" 2025-05-08 22:00:00 | CLOSE_SHORT | DCE.jm2509 | Vol: 1 | Price: 886.50 | Comm: 0.09 | PnL: 12.50\n",
|
|||
|
|
" 2025-05-12 11:00:00 | SELL | DCE.jm2509 | Vol: 1 | Price: 880.00 | Comm: 0.09\n",
|
|||
|
|
" 2025-05-12 21:00:00 | CLOSE_SHORT | DCE.jm2509 | Vol: 1 | Price: 901.00 | Comm: 0.09 | PnL: -21.00\n",
|
|||
|
|
" 2025-05-13 22:00:00 | SELL | DCE.jm2509 | Vol: 1 | Price: 878.00 | Comm: 0.09\n",
|
|||
|
|
" 2025-05-14 10:00:00 | CLOSE_SHORT | DCE.jm2509 | Vol: 1 | Price: 889.50 | Comm: 0.09 | PnL: -11.50\n",
|
|||
|
|
" 2025-05-27 13:00:00 | SELL | DCE.jm2509 | Vol: 1 | Price: 800.00 | Comm: 0.08\n",
|
|||
|
|
" 2025-05-28 21:00:00 | CLOSE_SHORT | DCE.jm2509 | Vol: 1 | Price: 780.00 | Comm: 0.08 | PnL: 20.00\n",
|
|||
|
|
"正在计算绩效指标...\n",
|
|||
|
|
"total_return: 0.0031018089999992338, annualized_return:0.002164239133232382, 252 / total_days:0.6980609418282548\n",
|
|||
|
|
"绩效指标计算完成。\n",
|
|||
|
|
"\n",
|
|||
|
|
"--- 回测绩效报告 ---\n",
|
|||
|
|
"初始资金 : 100000.00\n",
|
|||
|
|
"最终资金 : 100310.18\n",
|
|||
|
|
"总收益率 : 0.31%\n",
|
|||
|
|
"年化收益率 : 0.22%\n",
|
|||
|
|
"最大回撤 : 0.28%\n",
|
|||
|
|
"夏普比率 : 0.28\n",
|
|||
|
|
"卡玛比率 : 0.78\n",
|
|||
|
|
"总交易次数 : 128\n",
|
|||
|
|
"总实现盈亏 : 163.00\n",
|
|||
|
|
"交易成本 : 15.82\n",
|
|||
|
|
"\n",
|
|||
|
|
"--- 交易详情 ---\n",
|
|||
|
|
"盈利交易次数 : 23\n",
|
|||
|
|
"亏损交易次数 : 41\n",
|
|||
|
|
"胜率 : 35.94%\n",
|
|||
|
|
"盈亏比 : 2.22\n",
|
|||
|
|
"平均每次盈利 : 36.11\n",
|
|||
|
|
"平均每次亏损 : -16.28\n",
|
|||
|
|
"正在绘制绩效图表...\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
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|
|
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1400x1000 with 2 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1400x700 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"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(100310.18089999993), '总收益率': np.float64(0.0031018089999992338), '年化收益率': np.float64(0.002164239133232382), '最大回撤': np.float64(0.0027706936415282895), '夏普比率': np.float64(0.2782465110907618), '卡玛比率': np.float64(0.7811181650666391), '总交易次数': 128, '交易成本': 15.8191, '总实现盈亏': 163.0, '胜率': 0.359375, '盈亏比': 2.2179123921185475, '盈利交易次数': 23, '亏损交易次数': 41, '平均每次盈利': 36.108695652173914, '平均每次亏损': -16.28048780487805, 'initial_capital': 100000.0, 'final_capital': np.float64(100310.18089999993), 'total_return': np.float64(0.0031018089999992338), 'annualized_return': np.float64(0.002164239133232382), 'max_drawdown': np.float64(0.0027706936415282895), 'sharpe_ratio': np.float64(0.2782465110907618), 'calmar_ratio': np.float64(0.7811181650666391), 'total_trades': 128, 'transaction_costs': 15.8191, 'total_realized_pnl': 163.0, 'win_rate': 0.359375, 'profit_loss_ratio': 2.2179123921185475, 'winning_trades_count': 23, 'losing_trades_count': 41, 'avg_profit_per_trade': 36.108695652173914, 'avg_loss_per_trade': -16.28048780487805}\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABJoAAAK1CAYAAACAQ4RfAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4W+X1B/DvvZKulveInb2cvRghkEAITdlhbyirbErYFAI/NhQIJcxQCE0pe5ZRRiBlhpSyR4CQQRJnx45techaV3f8/pCuYicekq2t7+d58jyK9Eo60rVl6eic8wq6rusgIiIiIiIiIiLqJTHVARARERERERERUXZgoomIiIiIiIiIiOKCiSYiIiIiIiIiIooLJpqIiIiIiIiIiCgumGgiIiIiIiIiIqK4YKKJiIiIiIiIiIjigokmIiIiIiIiIiKKCyaaiIiIiIiIiIgoLphoIiIiIiIiIiKiuGCiiYiIKMHOOOMMnHHGGakOo1ey4THkkq+++gqjRo3CV199FdfbHTVqFB555JG43ma62/lnf/PmzRg1ahRef/31pMYxZ84czJw5M6n3SURE1BNMNBEREaWhOXPmYNSoUbv8O/TQQ7u83n/+8x+MGjUKr776aqdrPv/8c4waNQrPPPNMvMPOKoFAAE899RROPPFE7LnnnpgwYQIOOeQQ3H777aiurk51eAmzZMmStEsm7fx7sMcee+D000/Hp59+murQ0s4ZZ5zR7rmaMmUKjj/+ePzrX/+Cpmkx397rr7+OUaNG4eeff05AtERElI3MqQ6AiIgo2/3jH//o0fUkScKdd97Z7rz8/Pwur3PAAQcgPz8fb7/9Nk488cQO17zzzjswmUyYNWtWj+LKBS6XC+eddx6WL1+O3/3udzjiiCPgcDhQXV2NRYsW4ZVXXsEvv/yS6jATYsmSJXj++edx6aWX7nLZTz/9BJPJlIKogH333RdHH300dF3H1q1b8eKLL+Kiiy7C3//+d0yfPj1pcfTv3x8//fQTzOb0fRtdWVmJq666CgDQ2NiIN998E//3f/+H9evX45prrklxdERElO3S9y8kERFRGvN6vXA4HFGtlSSpR/dhNptx9NFHx3QdSZJwyCGH4PXXX0dtbS0qKiraXR4IBPDBBx9g2rRpKC0t7VFcueD666/HihUr8PDDD+OQQw5pd9kVV1yBBx54IEWRpZbVak3ZfQ8ZMqTd78MhhxyCww8/HM8880xSE02CIKT0eYhGfn5+u+fq5JNPxqGHHornn38el19+OSwWSwqjIyKibMfWOSIiom488sgjGDVqFNasWYOrr74ae+21F0477TQAQF1dHa6//nrsv//+GD9+PPbbbz9cfPHF2Lx5c+T6vZlvpKoqWltbY7rOUUcdBU3TsGjRol0u+/TTT+F2u3HkkUcCAF577TWceeaZmDp1KsaPH4/DDz8cL7zwQrf3YbTTtH2cQOezgZYtW4Zzzz0Xe+65JyZNmoTTTz8d3333XZf3UV9fj7Fjx2L+/Pm7XLZu3TqMGjUKzz33HAAgGAxi/vz5OPjggzFhwgTsvffeOPXUU/H55593+1h2tmzZMnz66ac44YQTdkkyAaFk3nXXXRf5f2fHd+eZOsZsn3/84x94/vnn8fvf/x6TJk3COeecg23btkHXdTz66KPYf//9MXHiRFx88cVoampqd5udzUiaOXMm5syZ0+Xj+vbbb3HZZZfhgAMOwPjx4zFjxgzcdddd8Pv97WJ+/vnnI/dl/Ovo/t9//32MGjUKX3/99S739dJLL2HUqFFYvXp15Ly1a9fisssuw5QpUzBhwgQcd9xx+Oijj7qMuSvDhw9HcXExNm7c2O58WZbx8MMP46CDDoo8znvvvReyLLdb19Of/Z1nNBk/8x3923mm0pIlS3Daaadht912w+67744LLrgAv/322y738eGHH+KII47AhAkTcMQRR+CDDz6I9elpx263Y9KkSfB6vXC5XABCx/L222+P3Nf48eMxa9YsfPbZZ726LyIiIlY0ERERRenyyy/H4MGDceWVV0LXdQDApZdeijVr1uD0009H//794XK58Pnnn2Pbtm0YMGBAr+7P5/Nhzz33hM/nQ2FhIWbNmoVrrrkGTqezy+vttddeqKysxNtvv40//vGP7S575513YLfbceCBBwIAXnzxRYwYMQIzZ86E2WzGJ598gttuuw26ruMPf/hDr+I3fPHFFzj//PMxfvx4zJ49G4Ig4PXXX8dZZ52FF154ARMnTuzwemVlZdhrr73w3nvvYfbs2e0uW7RoEUwmU2Rm1fz587FgwQKceOKJmDhxIlpbW/HLL79g+fLl2HfffWOK9+OPPwaAmKvJovX2228jGAzijDPOQFNTExYuXIgrrrgC++yzD7766iucf/752LBhA5577jnMnTsXd999d1zu9/3334ff78epp56KoqIi/PTTT3juuedQU1ODhx9+GECo8mX79u34/PPPce+993Z5ewcccAAcDgfee+89TJkypd1lixYtwogRIzBy5EgAwG+//YZTTz0VFRUVOP/88yPXu+SSS/DII4/goIMOivnxuN1utLS0YNCgQZHzNE3DxRdfjO+++w4nnXQShg8fjtWrV+Ppp5/G+vXr8be//S2yNl4/+8OHD9/luXK73bjnnntQUlISOe/NN9/EnDlzsN9+++Gaa66Bz+fDiy++iNNOOw1vvPFG5PXiv//9Ly699FJUVVXh6quvRmNjI66//npUVlbG/By1tXnzZphMJhQUFETO++677/Cf//wHp512GpxOJ5599llcdtll+OSTT1BcXNyr+yMiotzFRBMREVGURo8ejXnz5kX+39LSgh9++AHXXnstzj333Mj5F154Ya/vq7y8HOeddx7Gjh0LXdexdOlSvPDCC1i5ciWeffbZLufDiKKIWbNm4R//+Aeqq6sxdOhQAEBrayuWLFmCgw46KJKseu6552Cz2SLXPf3003Huuefin//8Z1wSTbqu49Zbb8Xee++NhQsXQhAEAMApp5yCWbNm4cEHH8STTz7Z6fUPP/xw3HzzzVi9enUkaQEA7733Hvbaay+UlZUBCFVqzZgxA3fccUevY167di0AtLu/eKqtrcV//vOfyLwtTdOwYMEC+P1+vPbaa5Fj29jYiLfffhu33XZbj9sv27rmmmvaHeuTTz4ZgwcPxv3334+tW7eiX79+2H333TFkyBB8/vnn3SbabDYbZs6cicWLF+PGG2+MzG6qq6vDN9980y45+Je//AV9+/bFa6+9Fnksp512Gk499VTcd999USWaAoFApBpn69atePDBB6Gqaruqs7fffhv/+9//8Oyzz2Ly5MmR80eMGIFbbrkF33//PfbYYw8A8fvZLysra/dc6bqOiy++GBaLBffccw8AwOPx4C9/+QtOPPHEdj+jxx57LA499FAsWLAgcv59992H0tJSvPDCC5GfkSlTpuCcc85B//79o4pJVdXIc9XY2IgXX3wxMm/MbrdH1q1duxaLFi2KJOv23ntvHH300Xj33Xdx+umnR/0cEBERtcXWOSIioiidcsop7f5vs9lgsVjw9ddfo7m5Oa73dfXVV+Oaa67B4YcfjlmzZuGee+7BlVdeie+//x6LFy/u9vpHHXUUgFAFk2Hx4sUIBAKRtjnjMRjcbjdcLhemTJmCTZs2we129/pxrFixAuvXr8eRRx6JxsZGuFwuuFwueL1eTJ06Fd98802XO2EddNBBMJvN7doAV69ejTVr1uDwww+PnFdQUIDffvsN69ev73XMRqtid5VjPXXooYe2G+puVHQdddRR7RKIEydORDAYRG1tbVzut+2xNlqodt99d+i6jl9//bVHt3nYYYehoaGhXfvc4sWLoWla5Pg0NTXhyy+/xGGHHYbW1tbIz0BjYyP2228/rF+/PqrH+K9//QtTp07F1KlTcfzxx+PLL7/Eeeed165q7/3338fw4cMxbNiwyP24XC7ss88+ANCupTNRP/uPPvooPvnkE9xzzz2oqqoCAPzvf/9DS0sLZs2a1S4uURQxadKkSFzbt2/HihUrcOyxx7b7Gdl3330
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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|
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"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"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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"image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAK1CAYAAAAZu13qAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4U+XbB/DvyW66F2W0ZQ/ZILLXDwFFQBQRlKEyVBBkKCq4GLIVZCOyRGQ40FeZCggICigKCAgIMlug0D2yc877R5q06R7pSr6f6+pFmjw550l6yLjPfd+PIEmSBCIiIiIiIiIiolIkK+sJEBERERERERGR52FQioiIiIiIiIiISh2DUkREREREREREVOoYlCIiIiIiIiIiolLHoBQREREREREREZU6BqWIiIiIiIiIiKjUMShFRERERERERESljkEpIiIiIiIiIiIqdQxKERERERERERFRqWNQioiIyEMNGzYMw4YNK+tplIqoqCjUr18f3377bVlPhQpoypQp6Natm0u3+e2336J+/fqIiopy6XbLs5yO/WXLlqF+/fqlPpf69etj2bJlpb5fIiIqvxRlPQEiIiKqOP7++298++23+Pvvv3Hp0iVYLBZcunQp1/Fff/011q9fj6ioKFSpUqVAgbDRo0fj2LFj+PXXX+Hj45PjmNdffx0//vgjjhw5gsDAwGI9Jnd28+ZNrF27Fr/++ivu3bsHpVKJevXqoVevXhg0aBA0Gk1ZT7FEfPLJJ6hTpw66d+9e1lMBYAuGTZ061fG7XC5HcHAwOnTogEmTJiEsLKwMZ1e+REVF4eGHH3b8LpPJEBYWhkaNGmHcuHF44IEHCr3NYcOGISEhATt37nTlVImIyAUYlCIiIvJQ69atK/R9Dh8+jG+++Qb16tVDeHg4rl+/nuvYbdu2Ydq0aXjkkUcwfPhwnDx5ErNmzYJer8dLL72U6/0ef/xxHDx4EPv378cTTzyR7Xa9Xo+ff/4ZHTt2ZEAqD4cOHcKECROgUqnQr18/1KtXD2azGX/++Sc+/PBDXLlyBR988EFZT7NErF69Go888ki2oFS/fv3Qu3dvqFSqMpnX+PHjER4eDpPJhNOnT+O7777Dn3/+iZ07d0KtVpfaPMaMGZPn/8HyoE+fPujcuTNEUcR///2HrVu34pdffsFXX31VpMAUERGVTwxKERERuRGdTgetVlugsUX5Yv7ss8/ixRdfhEajwcyZM3MNShkMBnz88cfo2rUrli5dCgAYOHAgRFHEqlWrMGjQIPj7++d4327dusHb2xs7duzIMSh14MAB6HQ6PP7444Wev6e4desWJk2ahKpVq2Ljxo2oVKmS47YhQ4bgxo0bOHToUNlNsIzI5XLI5fIy23/nzp3RpEkTAMDTTz+NwMBArFmzBgcOHMBjjz1WavNQKBRQKMr314CGDRuiX79+jt9btmyJMWPGYOvWrZg5c2YZzoyIiFyJPaWIiIgqKHtfmCtXruD111/HQw89hMGDBwMA7t+/j6lTp6Jz585o3LgxOnbsiDFjxjj10ilKT6mQkJAClXydOHECiYmJjvnYDRkyBDqdLs+AiEajQc+ePXH8+HHExcVlu33nzp3w9vZGt27dkJiYiPnz56Nv375o0aIFWrZsiVGjRuHixYv5zjG3x59TLyNRFPHZZ5+hd+/eaNKkCdq3b4/3338fSUlJee5j3bp1qF+/PqKjo7PdtnDhQjRu3NixjevXr+PVV19Fhw4d0KRJE3Tu3BmTJk1CSkpKvo8lq7Vr10Kn02H27NlOASm76tWr4/nnnweQd7+trD2A7MfctWvXMHnyZDz44INo27YtFi9eDEmScOfOHYwZMwYtW7ZEhw4dsH79eqft5dbT6cSJE6hfvz5OnDiR5+Nat24dnnnmGbRp0wZNmzZF//79sXfv3mxz1ul0+O6771C/fn3Ur18fU6ZMyXH/L7/8slOpWGaDBg1C//79na77/vvv0b9/fzRt2hStW7fGpEmTcOfOnTznnJdWrVoBsAURM/vvv/8wfvx4tG7dGk2aNEH//v1x4MABpzHFOfaz9pSaMmWK47nK+pP5728ymbB06VL06NEDjRs3RpcuXbBgwQKYTCan7ZtMJsyZMwdt27ZFixYtMHr0aNy9e7fQz09mbdu2BQDH387+t/zzzz8xd+5ctG3bFs2bN8fYsWMRHx9frH0REVHpKd+nSIiIiChfEyZMQPXq1TFp0iRIkgQAePXVV3HlyhUMHToU1apVQ3x8PH799VfcuXMH4eHhJT6nf/75BwDQuHFjp+sbNWoEmUyGCxcuOGVBZNW3b19899132LNnD4YOHeq4PjExEUePHkXv3r2h0Whw+fJl7N+/H48++ijCw8MRGxuLL7/8EkOHDsWuXbtc1qvn/fffx3fffYf+/ftj2LBhiIqKwubNm/HPP/9g69atUCqVOd6vV69e+PDDD7Fnzx6MGjXK6bY9e/agQ4cO8Pf3h8lkwsiRI2EymTB06FCEhIQgJiYGhw4dQnJyMnx9fQs134MHDyIiIgItW7Ys8mPOy6RJk1C7dm28/vrrOHz4MFatWoWAgABs27YNbdu2xeTJk7Fjxw7Mnz8fTZo0wUMPPeSS/X7++efo1q0b+vbtC7PZjF27dmHChAlYvXo1unbtCgBYsGAB3n33XTRt2hQDBw4EAERGRua4vV69euGtt97C33//jaZNmzquj46OxunTp/Hmm286rlu1ahWWLFmCXr16YcCAAYiPj8cXX3yBIUOG4P/+7//g5+dX6MdjD1Zmvu/ly5fx7LPPIiwsDC+++CK0Wi327NmDsWPHYtmyZejRowcAWyDLVcf+oEGD0K5dO6frjhw5gh07diAoKAiALTA7ZswY/Pnnnxg4cCBq166Nf//9Fxs3bsT169excuVKx33feecd/PDDD+jTpw9atmyJ48ePF7tc8ObNmwCAgIAAp+tnzZoFPz8/jBs3DtHR0di4cSNmzpyJxYsXF2t/RERUOhiUIiIiquAaNGiAhQsXOn5PTk7GqVOn8Oabb2LkyJGO619++eVSm9P9+/cdzZwzU6lUCAgIwL179/K8f9u2bREaGoqdO3c6BaX27t0Ls9mMvn37ArBlxfz444+QyTKSv/v164devXrhm2++wdixY4v9WE6ePImvv/4aH330kWO/ANCmTRuMGjUKe/fudbo+s6pVq6J58+bYvXu3U1Dq77//xq1btzBu3DgAtsyYqKgoLFmyBI8++qhjnP32wkhNTUVMTEyuGUCu0LRpU0cJ1aBBg9CtWzfMmzcPr732miP40KdPH3Tq1Anbt293WVDqxx9/dMrUGzJkCPr3748NGzY4glL9+vXD9OnTERERkWfgEwC6d+8OlUqFPXv2OAWl9uzZA0EQ0KtXLwC24NGyZcswceJEjB492jGuZ8+eePLJJ7Flyxan63OTmpqK+Ph4mEwmnDlzBsuXL4dKpcL//vc/x5jZs2ejSpUq2L59u6PEdvDgwXj22Wfx0UcfOYJSrjz2W7RogRYtWjh+v3HjBj744AN06NABzzzzDABgx44d+O2337Bp0yZHhhcA1K1bF9OmTcNff/2Fli1b4uLFi/jhhx8wePBgTJs2DYDt7/T666/nuShCVnq9HvHx8RBFEVevXsXcuXMBwOn/B2ALUq1fvx6CIACwBc82bdqElJSUQgdziYio9LF8j4iIqIKzf2m002g0UCqV+P333/MtLyspBoMh1+whtVoNg8GQ5/3lcjl69+6NU6dOOZV67dy5EyEhIY6sDpVK5fhSbrVakZCQAK1Wi5o1azqytYpr79698PX1RYcOHRAfH+/4adSoEbRabb4lZ7169cL58+cdmR6ALeihUqkcjbjtqwwePXoUer2+WPNNTU0FAHh7exdrO3kZMGCA47JcLkfjxo0hSZLT9X5+fqhZs2a20rTiyByQSkpKQkpKCh588MEi/619fHzQuXNn7Nmzx5FlCAC7d+9G8+bNUbVqVQDAvn37IIoievXq5XQMhISEoHr16vkeA3YvvPAC2rVrhy5dumD8+PHw8vLCqlWrULlyZQC2TMDjx4+jV69
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"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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"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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{
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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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"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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"image/png": "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|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"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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|||
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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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"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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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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]
|
|||
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},
|
|||
|
|
"metadata": {},
|
|||
|
|
"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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},
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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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"image/png": "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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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},
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"metadata": {},
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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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{
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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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"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": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"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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|
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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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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"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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},
|
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|
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"metadata": {},
|
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|
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"output_type": "display_data"
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},
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{
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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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},
|
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|
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"metadata": {},
|
|||
|
|
"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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|
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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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"image/png": "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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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{
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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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"metadata": {},
|
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|
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"output_type": "display_data"
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},
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{
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"data": {
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|
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"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
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]
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},
|
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|
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"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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"<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": [
|
|||
|
|
"<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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"metadata": {},
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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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},
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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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|||
|
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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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"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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"image/png": "iVBORw0KGgoAAAANSUhEUgAABKYAAAK1CAYAAADyjObpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XmczfUXx/HX3WZfzGbs+5p9iWxZokJatFCoflGpJElIGyqpkNCiSCWivRRKRJSUrC1C9n3GYMbM3P3+/rjmcs0MgzF3zLyfj4eHO/d+7vd7vnc+9869557P+Ro8Ho8HERERERERERGRAmYMdAAiIiIiIiIiIlI8KTElIiIiIiIiIiIBocSUiIiIiIiIiIgEhBJTIiIiIiIiIiISEEpMiYiIiIiIiIhIQCgxJSIiIiIiIiIiAaHElIiIiIiIiIiIBIQSUyIiIiIiIiIiEhBKTImIiIiIiIiISEAoMSUiIpe8yZMnU7NmTVJSUs46tmbNmowePboAopL8sGrVKmrWrMmqVasCHYrkUZ8+fejTp0++bjPrOV6c5DT3hw8fTocOHQo0jj179lCzZk0+//zzAt2viIgUH+ZAByAiIlKcbNiwgS+//JJVq1axd+9eSpQoQYMGDRg0aBCVK1fONv6///5jzJgxrFmzBovFQtu2bXniiSeIjY3N8z4zMzP5/PPPWbx4MZs3byY9PZ2KFSty22230aNHD0wmk994t9vN9OnT+eijj0hKSqJSpUrcf//9XHfddWfcT7du3UhLS+PHH3/EYDDkOKZnz57s2rWLn376CbNZb0Ny888//zB9+nR+//13Dh8+TFhYGJdddhndunXjxhtvzPY7KwoyMzOZNm0azZo1o3nz5oEOB/AmxKZMmeL72Ww2k5iYSIcOHRg4cCBRUVEBjK5wWbVqFXfeeafvZ7PZTKlSpWjSpAkPP/ww5cuXP+dtdujQgerVqzN16tT8DFVERAoZvSMUEREpQNOmTWPNmjVce+211KxZk6SkJGbNmkX37t2ZO3cuNWrU8I09cOAAvXr1IjIykkcffZSMjAzeffddNm/ezCeffEJQUFCe9rl7926ee+45WrRowd13301ERAQrVqxg1KhRrF+/npdeeslv/Kuvvsrbb7/NbbfdRr169Vi8eDGPPfYYBoOBrl275rqfbt26MX78eFavXs3ll1+e7fY9e/awbt06evfuraTUGXzyySc8++yzxMXFccMNN1CxYkXS09P59ddfefLJJ0lKSqJ///6BDjPfZWZmMmXKFAYMGJAtMfXAAw9w3333BSgyGDlyJGFhYWRmZrJy5UpmzpzJX3/9xUcffVSgcTz33HN4PJ4C3ee56tOnD/Xq1cPpdPL3338zd+5cli1bxtdff01iYmKgwxMRkUJI7wpFREQK0N133824ceP8kkpdunShW7duvP3224wbN853/VtvveWrdipTpgwA9evX53//+x9ffPEFPXr0yNM+4+PjmTdvHtWrV/dd17NnT5544gk+//xzHnzwQSpWrAjAwYMHmTFjBr169eKZZ54B4NZbb6V37968/PLLXHvttblW63Tr1o0JEyYwb968HBNT3377LR6Ph27duuUp7uJo3bp1PPvsszRs2JC3336biIgI32133303GzduZMuWLQGMMDDMZnNAk5nXXHONr0qxZ8+ePProo8yfP58NGzZQv379AovDYrEU2L7OV9OmTbn22msBuPnmm6lUqRLPP/88X375Jffff3+AoxMRkcJIPaZERKTIOHLkCI888giNGzemefPmPP/889hsthzHfv3111xzzTXUq1eP7t278/vvv/tu27RpEzVr1mTx4sW+6/78809q1qzJTTfd5Ledfv36ceutt+Y5xsaNG2erdKpUqRLVq1dn27Ztftd///33tGvXzpeUAmjZsiWVKlViwYIFed5nbGysX1IqS6dOnQDvcsEsP/zwAw6HgzvuuMN3ncFg4Pbbb+fAgQOsXbs21/2ULl2ayy+/nO+++w6Hw5Ht9m+++YYKFSrQoEED9u7dy8iRI7nmmmuoX78+zZs3Z+DAgezZs+esx9OhQweGDx+e7fqcehvZ7XYmTZpEp06dqFu3Lm3btuXll1/GbrefcR+jR4+mUaNGZGZmZrtt8ODBtGrVCpfLBcDGjRvp27cvzZs3p379+nTo0IEnnnjirMeRkylTpmAwGBg3bpxfUipL1nyF3Ptv5dQTaPjw4TRq1Ih9+/Zx//3306hRI9q0acOsWbMA+Pfff7nzzjtp2LAh7du3Z968eX7bzK3H0+eff07NmjXP+Huz2+289tprdO/enSZNmtCwYUPuuOMOfv31V7+YW7Ro4XsMatasSc2aNZk8eXKO+7/uuuty7GPldrtp06YNAwcO9Lvuvffeo2vXrtSrV4+WLVvyzDPPcOzYsVxjPpumTZsCsGvXLr/r169fT9++fWnSpAkNGjSgd+/e/PHHH35jLmTun95jqk+fPr7H6vR/p/7+U1NTeeGFF2jbti1169alU6dOvP3227jdbr/tp6amMnz4cJo0aULTpk0ZNmwYaWlp5/z4nOqKK64A8B1f1u9y586dDB8+nKZNm9KkSROeeOKJHJ9vIiJS9KliSkREioxBgwZRtmxZHnvsMdatW8fMmTNJTU3l5Zdf9hv3+++/M3/+fPr06UNQUBAfffQR/fr145NPPqFGjRrUqFGDqKgoVq9ezVVXXQXA6tWrMRqNbNq0iePHjxMREYHb7Wbt2rXcdtttFxS3x+MhOTnZL3l08OBBDh8+TN26dbONr1+/Pj/99NMF7RMgOTkZgJiYGN91//zzD2FhYVStWjXbPrNuz/pQnpNu3brx9NNPs2LFCtq3b++7/t9//2Xz5s089NBDgDeZs3btWrp27UqpUqXYu3cvH330EXfeeSfffvstoaGhF3x8brebBx54gD/++IPbbruNqlWrsnnzZt5//3127NjBG2+8ket9u3TpwqxZs1i6dCmdO3f2XZ+ZmcmPP/7ITTfdhMlk4vDhw/Tt25eYmBjuu+8+oqKi2LNnD4sWLTrneDMzM/n1119p2rSpXzIyv7hcLu69916aNm3KkCFDmDdvHqNHjyY0NJRXX32Vbt26cfXVVzNnzhyGDRtGw4YNz6sv0OmOHz/OJ598wnXXXcett95Keno6n376qe85V7t2bWJjYxk5ciQjR46kU6dOvqRpbg3PO3fuzJQpU0hKSiIhIcF3/R9//MGhQ4fo0qWL77pnnnmGL774gu7du9OnTx/27NnDrFmz+Pvvv/noo4/OqwopK8lyao+plStXcu+991K3bl0GDBiAwWDg888/56677mL27Nm+51B+zv3+/ftzyy23+F339ddfs2LFCuLi4gDvvOrduzcHDx6kZ8+elC5dmrVr1zJhwgSSkpJ48sknAe/r0IMPPsgff/xBz549qVq1KosWLWLYsGHn/PicKit5V6JECb/rBw0aRLly5Rg8eDB///03n3zyCbGxsTz++OMXtD8REbn0KDElIiJFRrly5XjzzTcB6NWrFxEREcyePZt77rmHWrVq+cZt3ryZzz77zJf06dq1K9deey2TJk1iypQpGI1GGjduzOrVq333+eOPP+jYsSOLFy9mzZo1XHnllb4k1ZkSNXnx9ddfc/DgQb8qj0OHDgH4fejOkpCQwNGjR7Hb7XnuM3U6u93O+++/T7ly5ahXr57v+qSkJOLi4rI1L8+KIyuu3FxzzTU899xzfPPNN36JqW+++QbAt4yvXbt2vuU+Wdq3b0+PHj347rvvuPHGG8/ruE41b948fvnlF2bOnOn3O6pevTrPPvssa9asoXHjxjnet0mTJiQmJrJgwQK/xNTSpUvJyMjwJT7Wrl3LsWPHmD59ut/j+Oijj55zvDt37sThcPj1GctPNpuN66+/3recqlu3brRp04YRI0YwYcIE3zG1bNmSzp078+WXX/Lwww9f8H6jo6NZsmSJ31y97bbb6Ny5MzNnzmTMmDGEhYVxzTXXMHLkSGrWrMkNN9xwxm126dKFSZMm8d1339G7d2/f9fPnzycsLIx27doB3oTyJ598wrh
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
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"data": {
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|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"\n",
|
|||
|
|
"所有指标的分析图表已生成。\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"\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, StochasticOscillator\n",
|
|||
|
|
"from src.strategies.OpenTwoFactorStrategy import SimpleLimitBuyStrategyLong, SimpleLimitBuyStrategyShort, SimpleLimitBuyStrategy\n",
|
|||
|
|
"\n",
|
|||
|
|
"\n",
|
|||
|
|
"# --- 配置参数 ---\n",
|
|||
|
|
"# 获取当前脚本所在目录，假设数据文件在项目根目录下的 data 文件夹内\n",
|
|||
|
|
"# data_file_path = '/mnt/d/PyProject/NewQuant/data/data/SHFE_rb2510/SHFE_rb2510_min60.csv'\n",
|
|||
|
|
"# data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_MA/KQ_m@CZCE_MA_min60.csv\"\n",
|
|||
|
|
"# data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@SHFE_rb/KQ_m@SHFE_rb_min60.csv\"\n",
|
|||
|
|
"data_file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@DCE_jm/KQ_m@DCE_jm_min60.csv'\n",
|
|||
|
|
"\n",
|
|||
|
|
"initial_capital = 100000.0\n",
|
|||
|
|
"slippage_rate = 0.000 # 假设每笔交易0.1%的滑点\n",
|
|||
|
|
"commission_rate = 0.0001 # 假设每笔交易0.02%的佣金\n",
|
|||
|
|
"\n",
|
|||
|
|
"global_config = {\n",
|
|||
|
|
" 'symbol': 'KQ_m@DCE_jm',\n",
|
|||
|
|
"}\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Short 可用\n",
|
|||
|
|
"strategy_parameters = {\n",
|
|||
|
|
" 'main_symbol': \"jm\", # 根据您的数据文件中的品种名称调整\n",
|
|||
|
|
" 'trade_volume': 1,\n",
|
|||
|
|
" # 'lag': 1,\n",
|
|||
|
|
" # 'lag': 7,\n",
|
|||
|
|
" # 'range_factor': 1.3, # 示例值，需要通过网格搜索优化\n",
|
|||
|
|
" # 'profit_factor': 2.1, # 示例值\n",
|
|||
|
|
" # 'range_factor': 0.8, # 示例值，需要通过网格搜索优化\n",
|
|||
|
|
" # 'profit_factor': 2.8, # 示例值\n",
|
|||
|
|
" 'range_factor_l': 1.3, # 示例值，需要通过网格搜索优化\n",
|
|||
|
|
" 'profit_factor_l': 2.1, # 示例值\n",
|
|||
|
|
" 'range_factor_s': 0.8, # 示例值，需要通过网格搜索优化\n",
|
|||
|
|
" 'profit_factor_s': 2.8, # 示例值\n",
|
|||
|
|
" 'max_position': 1,\n",
|
|||
|
|
" 'enable_log': False,\n",
|
|||
|
|
" 'stop_loss_points': 10,\n",
|
|||
|
|
" 'use_indicator': True,\n",
|
|||
|
|
" # 'indicator': RSI(10, 60, 90),\n",
|
|||
|
|
" # 'indicator': RSI(window=10, down_bound=30, up_bound=40),\n",
|
|||
|
|
" 'indicator_l': RSI(10, 60, 90),\n",
|
|||
|
|
" 'indicator_s': RSI(window=10, down_bound=30, up_bound=40),\n",
|
|||
|
|
" 'lag_l': 1,\n",
|
|||
|
|
" 'lag_s': 7,\n",
|
|||
|
|
"}\n",
|
|||
|
|
"start_time = datetime(2021, 1, 1)\n",
|
|||
|
|
"end_time = datetime(2024, 6, 1)\n",
|
|||
|
|
"\n",
|
|||
|
|
"start_time = datetime(2024, 6, 1)\n",
|
|||
|
|
"end_time = datetime(2025, 6, 1)\n",
|
|||
|
|
"\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, end_time=end_time)\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\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=SimpleLimitBuyStrategy,\n",
|
|||
|
|
" # current_segment_symbol=strategy_parameters['symbol'],\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=INDICATOR_LIST\n",
|
|||
|
|
")\n",
|
|||
|
|
"\n",
|
|||
|
|
"print(\"\\n开始运行回测...\")\n",
|
|||
|
|
"engine.run_backtest()\n",
|
|||
|
|
"print(\"\\n回测运行完毕。\")\n",
|
|||
|
|
"\n",
|
|||
|
|
"# --- 3. 获取回测结果 ---\n",
|
|||
|
|
"results = engine.get_backtest_results()\n",
|
|||
|
|
"portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
|
|||
|
|
"trade_history = results[\"trade_history\"]\n",
|
|||
|
|
"initial_capital_result = results[\"initial_capital\"]\n",
|
|||
|
|
"bars = results[\"all_bars\"]\n",
|
|||
|
|
"\n",
|
|||
|
|
"# --- 4. 结果分析与可视化 ---\n",
|
|||
|
|
"if portfolio_snapshots:\n",
|
|||
|
|
" analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
|
|||
|
|
"\n",
|
|||
|
|
" analyzer.generate_report()\n",
|
|||
|
|
" analyzer.plot_performance()\n",
|
|||
|
|
" metrics = analyzer.calculate_all_metrics()\n",
|
|||
|
|
" print(metrics)\n",
|
|||
|
|
"\n",
|
|||
|
|
" analyzer.analyze_indicators()\n",
|
|||
|
|
"else:\n",
|
|||
|
|
" print(\"\\n没有生成投资组合快照，无法进行结果分析。\")\n",
|
|||
|
|
"\n",
|
|||
|
|
"# --- 4. 结果分析与可视化 (待实现) ---\n",
|
|||
|
|
"# if portfolio_snapshots:\n",
|
|||
|
|
"# analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, initial_capital_result)\n",
|
|||
|
|
"# metrics = analyzer.calculate_all_metrics()\n",
|
|||
|
|
"# print(\"\\n--- 绩效指标 ---\")\n",
|
|||
|
|
"# for key, value in metrics.items():\n",
|
|||
|
|
"# print(f\" {key}: {value:.4f}\")\n",
|
|||
|
|
"#\n",
|
|||
|
|
"# print(\"\\n--- 绘制绩效图表 ---\")\n",
|
|||
|
|
"# analyzer.plot_performance()\n",
|
|||
|
|
"# else:\n",
|
|||
|
|
"# print(\"\\n没有生成投资组合快照，无法进行结果分析。\")\n",
|
|||
|
|
"\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "quant",
|
|||
|
|
"language": "python",
|
|||
|
|
"name": "python3"
|
|||
|
|
},
|
|||
|
|
"language_info": {
|
|||
|
|
"codemirror_mode": {
|
|||
|
|
"name": "ipython",
|
|||
|
|
"version": 3
|
|||
|
|
},
|
|||
|
|
"file_extension": ".py",
|
|||
|
|
"mimetype": "text/x-python",
|
|||
|
|
"name": "python",
|
|||
|
|
"nbconvert_exporter": "python",
|
|||
|
|
"pygments_lexer": "ipython3",
|
|||
|
|
"version": "3.12.11"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 5
|
|||
|
|
}
|