{
"cells": [
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-26T08:40:44.258823Z",
"start_time": "2024-06-26T08:40:43.100949Z"
}
},
"source": [
"## 因子计算分析\n",
" \n",
"import datetime\n",
"\n",
"from tqsdk import TqApi, TqAuth\n",
"from tqsdk.tafunc import get_t, get_bs_price\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import plotly.express as px\n",
"\n",
"pd.options.display.max_rows= None\n",
"pd.options.display.max_columns = None\n",
"pd.options.display.width = 0\n",
"pd.options.display.float_format = '{:.6f}'.format"
],
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"在使用天勤量化之前,默认您已经知晓并同意以下免责条款,如果不同意请立即停止使用:https://www.shinnytech.com/blog/disclaimer/\n"
]
}
],
"execution_count": 1
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-26T08:40:45.867748Z",
"start_time": "2024-06-26T08:40:44.259725Z"
}
},
"source": [
"# 标准 BS 定价模型假设波动律为常量, 但是波动率实际和时间相关, 这里扩展 BS 定价模型引入时间相关波动率并与标准模型进行对比\n",
"api = TqApi(auth=TqAuth('快期账户', '快期密码'))\n",
"quote = api.get_quote('CFFEX.IO2405-C-3550')\n",
"underlying = quote.underlying_symbol\n",
"exp = datetime.datetime.fromtimestamp(quote.expire_datetime)"
],
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2024-06-26 16:40:45 - INFO - 通知 : 与 wss://api.shinnytech.com/t/nfmd/front/mobile 的网络连接已建立\n"
]
}
],
"execution_count": 2
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-26T08:40:46.202661Z",
"start_time": "2024-06-26T08:40:45.870485Z"
}
},
"source": [
"# 获取沪深300指数过去一年的5分钟现数据,用来分析波动率\n",
"csi = api.get_kline_data_series(symbol=underlying, duration_seconds=300, start_dt=exp-datetime.timedelta(days=365), end_dt=exp)\n",
"# 将 unix time 转换成 pandas.Datetime 并获得周几及时间信息\n",
"csi[\"dt\"] = pd.to_datetime(csi[\"datetime\"], utc=True).dt.tz_convert('Asia/Shanghai')\n",
"csi[\"time\"] = csi[\"dt\"].dt.time\n",
"csi[\"week\"] = csi[\"dt\"].dt.weekday+1\n",
"# p 为每五分钟的波动率, 不计算跨交易时段的波动, 用来分析波动率的周期性\n",
"csi[\"p\"] = np.log(csi[\"close\"]/csi[\"open\"])"
],
"outputs": [],
"execution_count": 3
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-26T08:40:46.362044Z",
"start_time": "2024-06-26T08:40:46.203294Z"
}
},
"source": [
"# 可以看到周一到周五的波动率有显著性的差异\n",
"px.bar(csi.groupby(\"week\").std(numeric_only=True), y=\"p\")\n"
],
"outputs": [
{
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\n", " | dt | \n", "close_avg | \n", "time_value | \n", "close1 | \n", "bs | \n", "bs_diff | \n", "tdbs | \n", "tdbs_diff | \n", "
---|---|---|---|---|---|---|---|---|
0 | \n", "2024-05-13 09:30:00+08:00 | \n", "3642.430000 | \n", "1.654996 | \n", "91.400000 | \n", "94.055250 | \n", "2.655250 | \n", "94.053467 | \n", "2.653467 | \n", "
1 | \n", "2024-05-13 09:35:00+08:00 | \n", "3642.540000 | \n", "0.764482 | \n", "92.400000 | \n", "94.157842 | \n", "1.757842 | \n", "93.817840 | \n", "1.417840 | \n", "
2 | \n", "2024-05-13 09:40:00+08:00 | \n", "3640.660000 | \n", "0.083969 | \n", "91.200000 | \n", "92.360068 | \n", "1.160068 | \n", "91.990269 | \n", "0.790269 | \n", "
3 | \n", "2024-05-13 09:45:00+08:00 | \n", "3642.880000 | \n", "-0.096545 | \n", "93.600000 | \n", "94.477975 | \n", "0.877975 | \n", "94.127435 | \n", "0.527435 | \n", "
4 | \n", "2024-05-13 09:50:00+08:00 | \n", "3644.590000 | \n", "-0.387058 | \n", "95.600000 | \n", "96.114526 | \n", "0.514526 | \n", "95.779602 | \n", "0.179602 | \n", "
5 | \n", "2024-05-13 09:55:00+08:00 | \n", "3644.780000 | \n", "0.602428 | \n", "94.800000 | \n", "96.294486 | \n", "1.494486 | \n", "95.954176 | \n", "1.154176 | \n", "
6 | \n", "2024-05-13 10:00:00+08:00 | \n", "3643.400000 | \n", "0.021915 | \n", "94.000000 | \n", "94.968284 | \n", "0.968284 | \n", "94.607889 | \n", "0.607889 | \n", "
7 | \n", "2024-05-13 10:05:00+08:00 | \n", "3649.690000 | \n", "-1.288599 | \n", "101.600000 | \n", "101.022761 | \n", "-0.577239 | \n", "100.730440 | \n", "-0.869560 | \n", "
8 | \n", "2024-05-13 10:10:00+08:00 | \n", "3653.490000 | \n", "0.710888 | \n", "103.400000 | \n", "104.706017 | \n", "1.306017 | \n", "104.447285 | \n", "1.047285 | \n", "
9 | \n", "2024-05-13 10:15:00+08:00 | \n", "3658.290000 | \n", "-0.289626 | \n", "109.200000 | \n", "109.383127 | \n", "0.183127 | \n", "109.167791 | \n", "-0.032209 | \n", "
10 | \n", "2024-05-13 10:20:00+08:00 | \n", "3659.020000 | \n", "1.039861 | \n", "108.600000 | \n", "110.095092 | \n", "1.495092 | \n", "109.884757 | \n", "1.284757 | \n", "
11 | \n", "2024-05-13 10:25:00+08:00 | \n", "3658.620000 | \n", "2.239347 | \n", "107.000000 | \n", "109.702235 | \n", "2.702235 | \n", "109.490768 | \n", "2.490768 | \n", "
12 | \n", "2024-05-13 10:30:00+08:00 | \n", "3660.600000 | \n", "1.818833 | \n", "109.400000 | \n", "111.638249 | \n", "2.238249 | \n", "111.443192 | \n", "2.043192 | \n", "
13 | \n", "2024-05-13 10:35:00+08:00 | \n", "3659.830000 | \n", "1.248320 | \n", "109.200000 | \n", "110.882588 | \n", "1.682588 | \n", "110.683323 | \n", "1.483323 | \n", "
14 | \n", "2024-05-13 10:40:00+08:00 | \n", "3660.470000 | \n", "1.487806 | \n", "109.600000 | \n", "111.507632 | \n", "1.907632 | \n", "111.313157 | \n", "1.713157 | \n", "
15 | \n", "2024-05-13 10:45:00+08:00 | \n", "3667.410000 | \n", "-0.172707 | \n", "118.200000 | \n", "118.323862 | \n", "0.123862 | \n", "118.178861 | \n", "-0.021139 | \n", "
16 | \n", "2024-05-13 10:50:00+08:00 | \n", "3669.310000 | \n", "-1.873221 | \n", "121.800000 | \n", "120.195245 | \n", "-1.604755 | \n", "120.062026 | \n", "-1.737974 | \n", "
17 | \n", "2024-05-13 10:55:00+08:00 | \n", "3667.370000 | \n", "0.986266 | \n", "117.000000 | \n", "118.281704 | \n", "1.281704 | \n", "118.138850 | \n", "1.138850 | \n", "
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19 | \n", "2024-05-13 11:05:00+08:00 | \n", "3663.260000 | \n", "1.475239 | \n", "112.400000 | \n", "114.236226 | \n", "1.836226 | \n", "114.067249 | \n", "1.667249 | \n", "
20 | \n", "2024-05-13 11:10:00+08:00 | \n", "3659.890000 | \n", "1.104725 | \n", "109.400000 | \n", "110.929702 | \n", "1.529702 | \n", "110.736729 | \n", "1.336729 | \n", "
21 | \n", "2024-05-13 11:15:00+08:00 | \n", "3661.100000 | \n", "1.714212 | \n", "110.000000 | \n", "112.113643 | \n", "2.113643 | \n", "111.928860 | \n", "1.928860 | \n", "
22 | \n", "2024-05-13 11:20:00+08:00 | \n", "3663.910000 | \n", "1.123698 | \n", "113.400000 | \n", "114.870255 | \n", "1.470255 | \n", "114.705511 | \n", "1.305511 | \n", "
23 | \n", "2024-05-13 11:25:00+08:00 | \n", "3665.520000 | \n", "1.133185 | \n", "115.000000 | \n", "116.451949 | \n", "1.451949 | \n", "116.299429 | \n", "1.299429 | \n", "
24 | \n", "2024-05-13 13:00:00+08:00 | \n", "3666.680000 | \n", "0.883428 | \n", "116.400000 | \n", "117.567562 | \n", "1.167562 | \n", "117.430678 | \n", "1.030678 | \n", "
25 | \n", "2024-05-13 13:05:00+08:00 | \n", "3669.440000 | \n", "0.842915 | \n", "119.200000 | \n", "120.288497 | \n", "1.088497 | \n", "120.165952 | \n", "0.965952 | \n", "
26 | \n", "2024-05-13 13:10:00+08:00 | \n", "3666.950000 | \n", "0.952401 | \n", "116.600000 | \n", "117.830932 | \n", "1.230932 | \n", "117.694601 | \n", "1.094601 | \n", "
27 | \n", "2024-05-13 13:15:00+08:00 | \n", "3664.050000 | \n", "1.251888 | \n", "113.400000 | \n", "114.973967 | \n", "1.573967 | \n", "114.818286 | \n", "1.418286 | \n", "
28 | \n", "2024-05-13 13:20:00+08:00 | \n", "3668.220000 | \n", "0.821374 | \n", "118.000000 | \n", "119.080619 | \n", "1.080619 | \n", "118.950184 | \n", "0.950184 | \n", "
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56 | \n", "2024-05-14 10:10:00+08:00 | \n", "3649.710000 | \n", "0.582994 | \n", "99.600000 | \n", "100.489548 | \n", "0.889548 | \n", "100.318113 | \n", "0.718113 | \n", "
57 | \n", "2024-05-14 10:15:00+08:00 | \n", "3651.900000 | \n", "-0.627520 | \n", "103.000000 | \n", "102.641792 | \n", "-0.358208 | \n", "102.488000 | \n", "-0.512000 | \n", "
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67 | \n", "2024-05-14 11:05:00+08:00 | \n", "3658.570000 | \n", "1.837345 | \n", "107.200000 | \n", "109.211636 | \n", "2.011636 | \n", "109.110100 | \n", "1.910100 | \n", "
68 | \n", "2024-05-14 11:10:00+08:00 | \n", "3657.860000 | \n", "2.326831 | \n", "106.000000 | \n", "108.508019 | \n", "2.508019 | \n", "108.404232 | \n", "2.404232 | \n", "
69 | \n", "2024-05-14 11:15:00+08:00 | \n", "3659.010000 | \n", "-0.123682 | \n", "109.600000 | \n", "109.644577 | \n", "0.044577 | \n", "109.547984 | \n", "-0.052016 | \n", "
70 | \n", "2024-05-14 11:20:00+08:00 | \n", "3654.440000 | \n", "2.105804 | \n", "102.800000 | \n", "105.126397 | \n", "2.326397 | \n", "105.005914 | \n", "2.205914 | \n", "
71 | \n", "2024-05-14 11:25:00+08:00 | \n", "3654.770000 | \n", "0.835291 | \n", "104.400000 | \n", "105.450726 | \n", "1.050726 | \n", "105.333805 | \n", "0.933805 | \n", "
72 | \n", "2024-05-14 13:00:00+08:00 | \n", "3652.710000 | \n", "2.165534 | \n", "101.000000 | \n", "103.391106 | \n", "2.391106 | \n", "103.270910 | \n", "2.270910 | \n", "
73 | \n", "2024-05-14 13:05:00+08:00 | \n", "3650.870000 | \n", "1.525020 | \n", "99.800000 | \n", "101.575720 | \n", "1.775720 | \n", "101.439435 | \n", "1.639435 | \n", "
74 | \n", "2024-05-14 13:10:00+08:00 | \n", "3652.930000 | \n", "2.584506 | \n", "100.800000 | \n", "103.605310 | \n", "2.805310 | \n", "103.482591 | \n", "2.682591 | \n", "
75 | \n", "2024-05-14 13:15:00+08:00 | \n", "3652.040000 | \n", "1.293993 | \n", "101.200000 | \n", "102.725948 | \n", "1.525948 | \n", "102.599247 | \n", "1.399247 | \n", "
76 | \n", "2024-05-14 13:20:00+08:00 | \n", "3651.300000 | \n", "1.353479 | \n", "100.400000 | \n", "101.994935 | \n", "1.594935 | \n", "101.865638 | \n", "1.465638 | \n", "
77 | \n", "2024-05-14 13:25:00+08:00 | \n", "3651.330000 | \n", "1.182966 | \n", "100.600000 | \n", "102.023020 | \n", "1.423020 | \n", "101.896062 | \n", "1.296062 | \n", "
78 | \n", "2024-05-14 13:30:00+08:00 | \n", "3653.810000 | \n", "0.462452 | \n", "103.800000 | \n", "104.468396 | \n", "0.668396 | \n", "104.357940 | \n", "0.557940 | \n", "
79 | \n", "2024-05-14 13:35:00+08:00 | \n", "3652.900000 | \n", "1.751939 | \n", "101.600000 | \n", "103.568631 | \n", "1.968631 | \n", "103.454249 | \n", "1.854249 | \n", "
80 | \n", "2024-05-14 13:40:00+08:00 | \n", "3652.170000 | \n", "1.621425 | \n", "101.000000 | \n", "102.846928 | \n", "1.846928 | \n", "102.729466 | \n", "1.729466 | \n", "
81 | \n", "2024-05-14 13:45:00+08:00 | \n", "3653.330000 | \n", "1.180912 | \n", "102.600000 | \n", "103.990293 | \n", "1.390293 | \n", "103.880397 | \n", "1.280397 | \n", "
82 | \n", "2024-05-14 13:50:00+08:00 | \n", "3655.620000 | \n", "1.870398 | \n", "104.200000 | \n", "106.251688 | \n", "2.051688 | \n", "106.154887 | \n", "1.954887 | \n", "
83 | \n", "2024-05-14 13:55:00+08:00 | \n", "3656.340000 | \n", "1.389885 | \n", "105.400000 | \n", "106.962552 | \n", "1.562552 | \n", "106.871013 | \n", "1.471013 | \n", "
84 | \n", "2024-05-14 14:00:00+08:00 | \n", "3658.040000 | \n", "1.889371 | \n", "106.600000 | \n", "108.644041 | \n", "2.044041 | \n", "108.562048 | \n", "1.962048 | \n", "
85 | \n", "2024-05-14 14:05:00+08:00 | \n", "3658.580000 | \n", "3.628858 | \n", "105.400000 | \n", "109.177714 | \n", "3.777714 | \n", "109.097781 | \n", "3.697781 | \n", "
86 | \n", "2024-05-14 14:10:00+08:00 | \n", "3654.920000 | \n", "1.768344 | \n", "103.600000 | \n", "105.554367 | \n", "1.954367 | \n", "105.458036 | \n", "1.858036 | \n", "
87 | \n", "2024-05-14 14:15:00+08:00 | \n", "3657.190000 | \n", "2.637831 | \n", "105.000000 | \n", "107.798757 | \n", "2.798757 | \n", "107.713914 | \n", "2.713914 | \n", "
88 | \n", "2024-05-14 14:20:00+08:00 | \n", "3657.730000 | \n", "1.977317 | \n", "106.200000 | \n", "108.332210 | \n", "2.132210 | \n", "108.250726 | \n", "2.050726 | \n", "
89 | \n", "2024-05-14 14:25:00+08:00 | \n", "3658.350000 | \n", "3.796803 | \n", "105.000000 | \n", "108.945114 | \n", "3.945114 | \n", "108.867394 | \n", "3.867394 | \n", "
90 | \n", "2024-05-14 14:30:00+08:00 | \n", "3658.450000 | \n", "2.496290 | \n", "106.400000 | \n", "109.043001 | \n", "2.643001 | \n", "108.967213 | \n", "2.567213 | \n", "
91 | \n", "2024-05-14 14:35:00+08:00 | \n", "3656.220000 | \n", "2.665776 | \n", "104.000000 | \n", "106.833715 | \n", "2.833715 | \n", "106.749344 | \n", "2.749344 | \n", "
92 | \n", "2024-05-14 14:40:00+08:00 | \n", "3656.810000 | \n", "2.255263 | \n", "105.000000 | \n", "107.416414 | \n", "2.416414 | \n", "107.335882 | \n", "2.335882 | \n", "
93 | \n", "2024-05-14 14:45:00+08:00 | \n", "3655.840000 | \n", "1.884749 | \n", "104.400000 | \n", "106.455190 | \n", "2.055190 | \n", "106.372151 | \n", "1.972151 | \n", "
94 | \n", "2024-05-14 14:50:00+08:00 | \n", "3656.660000 | \n", "3.304236 | \n", "103.800000 | \n", "107.265454 | \n", "3.465454 | \n", "107.187130 | \n", "3.387130 | \n", "
95 | \n", "2024-05-14 14:55:00+08:00 | \n", "3657.050000 | \n", "2.693722 | \n", "104.800000 | \n", "107.650341 | \n", "2.850341 | \n", "107.575578 | \n", "2.775578 | \n", "
96 | \n", "2024-05-15 09:30:00+08:00 | \n", "3646.770000 | \n", "1.299202 | \n", "95.800000 | \n", "97.194105 | \n", "1.394105 | \n", "97.147714 | \n", "1.347714 | \n", "
97 | \n", "2024-05-15 09:35:00+08:00 | \n", "3642.210000 | \n", "1.738688 | \n", "90.800000 | \n", "92.671127 | \n", "1.871127 | \n", "92.596385 | \n", "1.796385 | \n", "
98 | \n", "2024-05-15 09:40:00+08:00 | \n", "3638.550000 | \n", "0.478175 | \n", "88.400000 | \n", "89.049836 | \n", "0.649836 | \n", "88.955822 | \n", "0.555822 | \n", "
99 | \n", "2024-05-15 09:45:00+08:00 | \n", "3638.390000 | \n", "-0.682339 | \n", "89.400000 | \n", "88.890298 | \n", "-0.509702 | \n", "88.795248 | \n", "-0.604752 | \n", "
100 | \n", "2024-05-15 09:50:00+08:00 | \n", "3641.170000 | \n", "-0.302852 | \n", "91.800000 | \n", "91.637479 | \n", "-0.162521 | \n", "91.557236 | \n", "-0.242764 | \n", "
101 | \n", "2024-05-15 09:55:00+08:00 | \n", "3645.950000 | \n", "-0.723366 | \n", "97.000000 | \n", "96.374352 | \n", "-0.625648 | \n", "96.315757 | \n", "-0.684243 | \n", "
102 | \n", "2024-05-15 10:00:00+08:00 | \n", "3642.810000 | \n", "-0.663879 | \n", "93.800000 | \n", "93.258960 | \n", "-0.541040 | \n", "93.187078 | \n", "-0.612922 | \n", "
103 | \n", "2024-05-15 10:05:00+08:00 | \n", "3645.730000 | \n", "0.055607 | \n", "96.000000 | \n", "96.153669 | \n", "0.153669 | \n", "96.094729 | \n", "0.094729 | \n", "
104 | \n", "2024-05-15 10:10:00+08:00 | \n", "3644.640000 | \n", "-1.034906 | \n", "96.000000 | \n", "95.070876 | \n", "-0.929124 | \n", "95.007886 | \n", "-0.992114 | \n", "
105 | \n", "2024-05-15 10:15:00+08:00 | \n", "3640.620000 | \n", "-2.055420 | \n", "93.000000 | \n", "91.086296 | \n", "-1.913704 | \n", "91.005444 | \n", "-1.994556 | \n", "
106 | \n", "2024-05-15 10:20:00+08:00 | \n", "3641.790000 | \n", "-1.085933 | \n", "93.200000 | \n", "92.243277 | \n", "-0.956723 | \n", "92.168346 | \n", "-1.031654 | \n", "
107 | \n", "2024-05-15 10:25:00+08:00 | \n", "3639.600000 | \n", "0.723553 | \n", "89.200000 | \n", "90.074408 | \n", "0.874408 | \n", "89.989087 | \n", "0.789087 | \n", "
108 | \n", "2024-05-15 10:30:00+08:00 | \n", "3637.730000 | \n", "-1.346961 | \n", "89.400000 | \n", "88.224799 | \n", "-1.175201 | \n", "88.129248 | \n", "-1.270752 | \n", "
109 | \n", "2024-05-15 10:35:00+08:00 | \n", "3635.920000 | \n", "0.042526 | \n", "86.200000 | \n", "86.436971 | \n", "0.236971 | \n", "86.331909 | \n", "0.131909 | \n", "
110 | \n", "2024-05-15 10:40:00+08:00 | \n", "3640.400000 | \n", "0.122012 | \n", "90.600000 | \n", "90.861687 | \n", "0.261687 | \n", "90.783249 | \n", "0.183249 | \n", "
111 | \n", "2024-05-15 10:45:00+08:00 | \n", "3637.770000 | \n", "-0.908501 | \n", "89.000000 | \n", "88.259755 | \n", "-0.740245 | \n", "88.168259 | \n", "-0.831741 | \n", "
112 | \n", "2024-05-15 10:50:00+08:00 | \n", "3639.320000 | \n", "-0.359015 | \n", "90.000000 | \n", "89.790361 | \n", "-0.209639 | \n", "89.709042 | \n", "-0.290958 | \n", "
113 | \n", "2024-05-15 10:55:00+08:00 | \n", "3639.800000 | \n", "-1.279528 | \n", "91.400000 | \n", "90.263787 | \n", "-1.136213 | \n", "90.186331 | \n", "-1.213669 | \n", "
114 | \n", "2024-05-15 11:00:00+08:00 | \n", "3643.950000 | \n", "-0.330042 | \n", "94.600000 | \n", "94.374352 | \n", "-0.225648 | \n", "94.316199 | \n", "-0.283801 | \n", "
115 | \n", "2024-05-15 11:05:00+08:00 | \n", "3644.240000 | \n", "-0.840555 | \n", "95.400000 | \n", "94.660888 | \n", "-0.739112 | \n", "94.604686 | \n", "-0.795314 | \n", "
116 | \n", "2024-05-15 11:10:00+08:00 | \n", "3642.240000 | \n", "1.158931 | \n", "91.400000 | \n", "92.676192 | \n", "1.276192 | \n", "92.613173 | \n", "1.213173 | \n", "
117 | \n", "2024-05-15 11:15:00+08:00 | \n", "3642.710000 | \n", "1.028417 | \n", "92.000000 | \n", "93.140862 | \n", "1.140862 | \n", "93.080868 | \n", "1.080868 | \n", "
118 | \n", "2024-05-15 11:20:00+08:00 | \n", "3644.970000 | \n", "0.087904 | \n", "95.200000 | \n", "95.381923 | \n", "0.181923 | \n", "95.331098 | \n", "0.131098 | \n", "
119 | \n", "2024-05-15 11:25:00+08:00 | \n", "3647.190000 | \n", "1.907390 | \n", "95.600000 | \n", "97.586002 | \n", "1.986002 | \n", "97.542763 | \n", "1.942763 | \n", "
120 | \n", "2024-05-15 13:00:00+08:00 | \n", "3647.430000 | \n", "2.137633 | \n", "95.600000 | \n", "97.804856 | \n", "2.204856 | \n", "97.767831 | \n", "2.167831 | \n", "
121 | \n", "2024-05-15 13:05:00+08:00 | \n", "3646.080000 | \n", "1.787119 | \n", "94.600000 | \n", "96.461464 | \n", "1.861464 | \n", "96.421280 | \n", "1.821280 | \n", "
122 | \n", "2024-05-15 13:10:00+08:00 | \n", "3644.190000 | \n", "1.496606 | \n", "93.000000 | \n", "94.582349 | \n", "1.582349 | \n", "94.537705 | \n", "1.537705 | \n", "
123 | \n", "2024-05-15 13:15:00+08:00 | \n", "3644.680000 | \n", "1.586092 | \n", "93.400000 | \n", "95.067990 | \n", "1.667990 | \n", "95.025518 | \n", "1.625518 | \n", "
124 | \n", "2024-05-15 13:20:00+08:00 | \n", "3646.030000 | \n", "0.535579 | \n", "95.800000 | \n", "96.408594 | \n", "0.608594 | \n", "96.370221 | \n", "0.570221 | \n", "
125 | \n", "2024-05-15 13:25:00+08:00 | \n", "3645.340000 | \n", "2.045065 | \n", "93.600000 | \n", "95.721655 | \n", "2.121655 | \n", "95.682533 | \n", "2.082533 | \n", "
126 | \n", "2024-05-15 13:30:00+08:00 | \n", "3645.340000 | \n", "0.644551 | \n", "95.000000 | \n", "95.720582 | \n", "0.720582 | \n", "95.681256 | \n", "0.681256 | \n", "
127 | \n", "2024-05-15 13:35:00+08:00 | \n", "3642.780000 | \n", "1.284038 | \n", "91.800000 | \n", "93.176505 | \n", "1.376505 | \n", "93.130829 | \n", "1.330829 | \n", "
128 | \n", "2024-05-15 13:40:00+08:00 | \n", "3641.380000 | \n", "-0.516476 | \n", "92.200000 | \n", "91.785984 | \n", "-0.414016 | \n", "91.737070 | \n", "-0.462930 | \n", "
129 | \n", "2024-05-15 13:45:00+08:00 | \n", "3638.450000 | \n", "0.753011 | \n", "88.000000 | \n", "88.880616 | \n", "0.880616 | \n", "88.821418 | \n", "0.821418 | \n", "
130 | \n", "2024-05-15 13:50:00+08:00 | \n", "3639.240000 | \n", "1.542497 | \n", "88.000000 | \n", "89.661794 | \n", "1.661794 | \n", "89.607325 | \n", "1.607325 | \n", "
131 | \n", "2024-05-15 13:55:00+08:00 | \n", "3636.810000 | \n", "0.511984 | \n", "86.600000 | \n", "87.254671 | \n", "0.654671 | \n", "87.191674 | \n", "0.591674 | \n", "
132 | \n", "2024-05-15 14:00:00+08:00 | \n", "3635.040000 | \n", "-0.658530 | \n", "86.000000 | \n", "85.503476 | \n", "-0.496524 | \n", "85.434319 | \n", "-0.565681 | \n", "
133 | \n", "2024-05-15 14:05:00+08:00 | \n", "3633.420000 | \n", "-1.279043 | \n", "85.000000 | \n", "83.902615 | \n", "-1.097385 | \n", "83.827834 | \n", "-1.172166 | \n", "
134 | \n", "2024-05-15 14:10:00+08:00 | \n", "3632.060000 | \n", "-1.839557 | \n", "84.200000 | \n", "82.560063 | \n", "-1.639937 | \n", "82.479929 | \n", "-1.720071 | \n", "
135 | \n", "2024-05-15 14:15:00+08:00 | \n", "3631.760000 | \n", "-3.540071 | \n", "85.600000 | \n", "82.262768 | \n", "-3.337232 | \n", "82.182892 | \n", "-3.417108 | \n", "
136 | \n", "2024-05-15 14:20:00+08:00 | \n", "3637.500000 | \n", "0.599416 | \n", "87.200000 | \n", "87.930403 | \n", "0.730403 | \n", "87.875313 | \n", "0.675313 | \n", "
137 | \n", "2024-05-15 14:25:00+08:00 | \n", "3634.630000 | \n", "0.128902 | \n", "84.800000 | \n", "85.090744 | \n", "0.290744 | \n", "85.026059 | \n", "0.226059 | \n", "
138 | \n", "2024-05-15 14:30:00+08:00 | \n", "3633.040000 | \n", "0.138389 | \n", "83.200000 | \n", "83.519539 | \n", "0.319539 | \n", "83.451494 | \n", "0.251494 | \n", "
139 | \n", "2024-05-15 14:35:00+08:00 | \n", "3631.900000 | \n", "-0.202125 | \n", "82.400000 | \n", "82.393800 | \n", "-0.006200 | \n", "82.322468 | \n", "-0.077532 | \n", "
140 | \n", "2024-05-15 14:40:00+08:00 | \n", "3628.880000 | \n", "-0.022638 | \n", "79.200000 | \n", "79.420272 | \n", "0.220272 | \n", "79.336179 | \n", "0.136179 | \n", "
141 | \n", "2024-05-15 14:45:00+08:00 | \n", "3624.750000 | \n", "-0.353152 | \n", "75.400000 | \n", "75.371095 | \n", "-0.028905 | \n", "75.269562 | \n", "-0.130438 | \n", "
142 | \n", "2024-05-15 14:50:00+08:00 | \n", "3624.610000 | \n", "-0.093665 | \n", "75.000000 | \n", "75.232007 | \n", "0.232007 | \n", "75.133333 | \n", "0.133333 | \n", "
143 | \n", "2024-05-15 14:55:00+08:00 | \n", "3626.060000 | \n", "-1.644179 | \n", "78.000000 | \n", "76.648150 | \n", "-1.351850 | \n", "76.561502 | \n", "-1.438498 | \n", "
144 | \n", "2024-05-16 09:30:00+08:00 | \n", "3629.820000 | \n", "-2.798704 | \n", "82.800000 | \n", "80.030639 | \n", "-2.769361 | \n", "80.019019 | \n", "-2.780981 | \n", "
145 | \n", "2024-05-16 09:35:00+08:00 | \n", "3629.060000 | \n", "-1.359218 | \n", "80.600000 | \n", "79.272244 | \n", "-1.327756 | \n", "79.253133 | \n", "-1.346867 | \n", "
146 | \n", "2024-05-16 09:40:00+08:00 | \n", "3630.650000 | \n", "-1.969731 | \n", "82.800000 | \n", "80.856281 | \n", "-1.943719 | \n", "80.839893 | \n", "-1.960107 | \n", "
147 | \n", "2024-05-16 09:45:00+08:00 | \n", "3631.720000 | \n", "-2.900245 | \n", "84.800000 | \n", "81.922489 | \n", "-2.877511 | \n", "81.907561 | \n", "-2.892439 | \n", "
148 | \n", "2024-05-16 09:50:00+08:00 | \n", "3637.050000 | \n", "-1.570758 | \n", "88.800000 | \n", "87.241325 | \n", "-1.558675 | \n", "87.232759 | \n", "-1.567241 | \n", "
149 | \n", "2024-05-16 09:55:00+08:00 | \n", "3637.740000 | \n", "-0.081272 | \n", "88.000000 | \n", "87.929678 | \n", "-0.070322 | \n", "87.921758 | \n", "-0.078242 | \n", "
150 | \n", "2024-05-16 10:00:00+08:00 | \n", "3638.460000 | \n", "0.838215 | \n", "87.800000 | \n", "88.648092 | \n", "0.848092 | \n", "88.640824 | \n", "0.840824 | \n", "
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