In [1]:

import pandas as pd
df=pd.read_csv(r'全部涨停数据.csv')

/usr/local/python3/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3266: DtypeWarning: Columns (17) have mixed types.Specify dtype option on import or set low_memory=False.
  has_raised = await self.run_ast_nodes(code_ast.body, cell_name,

In [2]:

df

Out[2]:

	Unnamed: 0	股票代码	股票简称	最新价	最新涨跌幅	涨停	首次涨停时间	最终涨停时间	涨停明细数据	连续涨停天数	...	涨停封单额	涨停封单量占成交量比	涨停封单量占流通a股比	涨停开板次数	a股市值(不含限售股)	几天几板	涨停类型	market_code	code	时间
0	0	000031.SZ	大悦城	3.89	2.100	涨停	NaN	NaN	NaN	2	...	NaN	NaN	NaN	NaN	1.688573e+10	NaN	放量涨停	33	31	2015-01-05
1	1	000060.SZ	中金岭南	5.21	-1.139	涨停	NaN	NaN	NaN	1	...	NaN	NaN	NaN	NaN	2.151415e+10	NaN	缩量涨停	33	60	2015-01-05
2	2	000550.SZ	江铃汽车	17.18	2.445	涨停	NaN	NaN	NaN	1	...	NaN	NaN	NaN	NaN	1.724468e+10	NaN	放量涨停	33	550	2015-01-05
3	3	000552.SZ	甘肃能化	3.32	-0.599	涨停	NaN	NaN	NaN	1	...	NaN	NaN	NaN	NaN	3.934328e+09	NaN	放量涨停	33	552	2015-01-05
4	4	000571.SZ	新大洲A	2.48	-1.587	涨停	NaN	NaN	NaN	1	...	NaN	NaN	NaN	NaN	4.140471e+09	NaN	放量涨停	33	571	2015-01-05
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
139976	139976	002089.SZ	*ST新海	1.44	5.110	涨停	09:32:30	14:52:33	[{"code":"002089.SZ","time":1695346350313,"ope...	4	...	1.824768e+06	0.774685	0.106567	7.0	1.712327e+09	4天3板	放量涨停	33	2089	2023-09-22
139977	139977	601858.SH	中国科传	30.92	9.996	涨停	10:19:16	11:09:01	[{"code":"601858.SH","time":1695349156343,"ope...	1	...	3.908674e+07	2.783219	0.159915	4.0	2.444226e+10	首板涨停	放量涨停	17	601858	2023-09-22
139978	139978	000813.SZ	德展健康	3.89	9.887	涨停	09:39:30	13:16:46	[{"code":"000813.SZ","time":1695346770592,"ope...	1	...	3.881330e+07	3.898581	0.460945	7.0	8.420366e+09	3天2板	放量涨停	33	813	2023-09-22
139979	139979	002463.SZ	沪电股份	21.90	9.995	涨停	14:10:31	14:10:31	[{"code":"002463.SZ","time":1695363031776,"ope...	1	...	1.349951e+08	5.740502	0.323565	0.0	4.172120e+10	首板涨停	放量涨停	33	2463	2023-09-22
139980	139980	300570.SZ	太辰光	39.20	19.988	涨停	10:09:01	10:09:01	[{"code":"300570.SZ","time":1695348541311,"ope...	1	...	1.297520e+08	10.566978	1.707507	0.0	7.598914e+09	首板涨停	放量涨停	33	300570	2023-09-22

139981 rows × 22 columns

In [3]:

columns=df.columns.tolist()
columns

Out[3]:

['Unnamed: 0',
 '股票代码',
 '股票简称',
 '最新价',
 '最新涨跌幅',
 '涨停',
 '首次涨停时间',
 '最终涨停时间',
 '涨停明细数据',
 '连续涨停天数',
 '涨停原因类别',
 '涨停封单量',
 '涨停封单额',
 '涨停封单量占成交量比',
 '涨停封单量占流通a股比',
 '涨停开板次数',
 'a股市值(不含限售股)',
 '几天几板',
 '涨停类型',
 'market_code',
 'code',
 '时间']

In [4]:

#选择因子数据
factor_name='涨停封单量占流通a股比'
factor_df=df[['股票代码','时间',factor_name]]
factor_df.columns=['instrument','date',factor_name]

In [5]:

factor_df

Out[5]:

	instrument	date	涨停封单量占流通a股比
0	000031.SZ	2015-01-05	NaN
1	000060.SZ	2015-01-05	NaN
2	000550.SZ	2015-01-05	NaN
3	000552.SZ	2015-01-05	NaN
4	000571.SZ	2015-01-05	NaN
...	...	...	...
139976	002089.SZ	2023-09-22	0.106567
139977	601858.SH	2023-09-22	0.159915
139978	000813.SZ	2023-09-22	0.460945
139979	002463.SZ	2023-09-22	0.323565
139980	300570.SZ	2023-09-22	1.707507

139981 rows × 3 columns

In [6]:

#市场收益
import dai
sql = """
    select 
        instrument,date, (m_lead(open, 2)/ m_lead(open, 1) - 1) as daily_ret
    from 
        cn_stock_bar1d 
    where date>='2015-01-01'"""
ret_df=dai.query(sql).df()

In [7]:

ret_df

Out[7]:

	instrument	date	daily_ret
0	000036.SZ	2015-01-05	-0.033333
1	000036.SZ	2015-01-06	0.018391
2	000036.SZ	2015-01-07	-0.020316
3	000036.SZ	2015-01-08	-0.025346
4	000036.SZ	2015-01-09	-0.044917
...	...	...	...
8020382	873152.BJ	2023-06-21	0.011194
8020383	873152.BJ	2023-06-26	-0.004920
8020384	873152.BJ	2023-06-27	-0.032138
8020385	873152.BJ	2023-06-28	NaN
8020386	873152.BJ	2023-06-29	NaN

8020387 rows × 3 columns

In [8]:

params = {'group_num':10, 'factor_field':factor_name, 'instruments':'全市场', 'factor_direction':1, 'benchmark':'000852.SHI'}

In [9]:

from factor_analysis_frame import AlphaMiner
factor_df['date']=pd.to_datetime(factor_df['date'])
ret_df['date']=pd.to_datetime(ret_df['date'])
models=AlphaMiner(params=params,factor_data=factor_df,factor_return=ret_df)
models.render()

导入包完成!
个股日收益率计算完成
因子分组完成
基准日收益率计算完成
分组收益率计算完成
整体绩效计算完成
年度绩效计算完成
IC计算完成

整体绩效指标

portfolio	ic	ir	return_ratio	annual_return_ratio	sharp_ratio	return_volatility	information_ratio	max_drawdown	turnover	win_percent	ic_252	ret_252
long	0.1862	0.3431	86.0955	10.8516	14.3052	0.7878	0.9041	-0.5897	0.4969	0.8036	0.1537	0.9545
short	-0.0267	-0.0513	1.8806	0.237	0.4801	0.4385	0.0355	-0.8902	0.9683	0.5073	-0.0526	0.7162
long_short	0.3679	0.9772	84.2149	10.6146	12.7587	0.8639	0.8064	-0.787	1.4652	0.7781	0.0223	0.2383

年度绩效指标(多头组合)

year	ic	return_ratio	annual_return_ratio	sharp_ratio	return_volatility	max_drawdown	win_percent	trading_days
2015	0.162	3.2116	18.5047	46.5729	0.4231	0.0	0.9762	42
2016	0.0036	20.634	20.4648	40.9793	0.5191	-0.1882	0.959	244
2017	0.0271	21.5459	21.3693	66.7392	0.3329	-0.0149	0.9959	244
2018	0.3451	12.6055	12.5536	19.0284	0.6851	-0.1475	0.8724	243
2019	0.2636	11.5528	11.4582	18.11	0.6568	-0.1144	0.8607	244
2020	0.2457	10.3595	10.4458	15.61	0.6945	-0.1742	0.8667	240
2021	0.2986	4.3187	4.301	6.8393	0.6495	-0.2577	0.6749	243
2022	0.263	1.1935	1.1935	1.7404	0.6931	-0.4295	0.5455	242
2023	0.1438	0.674	0.9163	1.2645	0.7258	-0.5897	0.5562	178

IC分析指标

IC	\|IC\|>0.02	IR
0.1474	0.9283	0.5452

因子值最大的5只标的

date	instrument	factor
2023-09-22	001282.SZ	10.8687
2023-09-22	600355.SH	5.6939
2023-09-22	000633.SZ	4.6884
2023-09-22	603206.SH	4.6883
2023-09-22	002848.SZ	4.0367

因子值最小的5只标的

date	instrument	factor
2023-09-22	000564.SZ	0.0489
2023-09-22	002089.SZ	0.1066
2023-09-22	601858.SH	0.1599
2023-09-22	300394.SZ	0.2958
2023-09-22	002463.SZ	0.3236

Out[9]:

'<script>require.config({paths:{\'echarts\':\'https://cdn.bigquant.com/aistatic/aistudio/lib/echarts/assets/echarts.min\'}})</script><style>.fl-table {\n                margin: 20px;\n                border-radius: 5px;\n                font-size: 12px;\n                border: none;\n                border-collapse: collapse;\n                max-width: 100%;\n                white-space: nowrap;\n                word-break: keep-all;\n            }\n\n            .fl-table th {\n                text-align: left;\n                font-size: 20px;\n            }\n\n            .fl-table tr {\n                display: table-row;\n                vertical-align: inherit;\n                border-color: inherit;\n            }\n\n            .fl-table tr:hover td {\n                background: #00d1b2;\n                color: #F8F8F8;\n            }\n\n            .fl-table td, .fl-table th {\n                border-style: none;\n                border-top: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-bottom: 3px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                padding: .5em .55em;\n                font-size: 15px;\n            }\n\n            .fl-table td {\n                border-style: none;\n                font-size: 15px;\n                vertical-align: center;\n                border-bottom: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                height: 30px;\n            }\n\n            .fl-table tr:nth-child(even) {\n                background: #F8F8F8;\n            }</style><div class=chart-container id=ed8e49c0a9b44df3a3746c94b9af36b8><p style="font-size: 18px; font-weight:bold;"class=title>整体绩效指标</p><p style="font-size: 12px;"class=subtitle></p><table class=fl-table><thead><tr><th>portfolio</th><th>ic</th><th>ir</th><th>return_ratio</th><th>annual_return_ratio</th><th>ex_return_ratio</th><th>ex_annual_return_ratio</th><th>sharp_ratio</th><th>return_volatility</th><th>information_ratio</th><th>max_drawdown</th><th>turnover</th><th>win_percent</th><th>ic_252</th><th>ret_252</th></tr></thead><tbody><tr><td>long</td><td>0.1862</td><td>0.3431</td><td>86.0955</td><td>10.8516</td><td>0.0</td><td>0.0</td><td>14.3052</td><td>0.7878</td><td>0.9041</td><td>-0.5897</td><td>0.4969</td><td>0.8036</td><td>0.1537</td><td>0.9545</td></tr><tr><td>short</td><td>-0.0267</td><td>-0.0513</td><td>1.8806</td><td>0.237</td><td>0.0</td><td>0.0</td><td>0.4801</td><td>0.4385</td><td>0.0355</td><td>-0.8902</td><td>0.9683</td><td>0.5073</td><td>-0.0526</td><td>0.7162</td></tr><tr><td>long_short</td><td>0.3679</td><td>0.9772</td><td>84.2149</td><td>10.6146</td><td>0.0</td><td>0.0</td><td>12.7587</td><td>0.8639</td><td>0.8064</td><td>-0.787</td><td>1.4652</td><td>0.7781</td><td>0.0223</td><td>0.2383</td></tr></tbody></table></div><style>.fl-table {\n                margin: 20px;\n                border-radius: 5px;\n                font-size: 12px;\n                border: none;\n                border-collapse: collapse;\n                max-width: 100%;\n                white-space: nowrap;\n                word-break: keep-all;\n            }\n\n            .fl-table th {\n                text-align: left;\n                font-size: 20px;\n            }\n\n            .fl-table tr {\n                display: table-row;\n                vertical-align: inherit;\n                border-color: inherit;\n            }\n\n            .fl-table tr:hover td {\n                background: #00d1b2;\n                color: #F8F8F8;\n            }\n\n            .fl-table td, .fl-table th {\n                border-style: none;\n                border-top: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-bottom: 3px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                padding: .5em .55em;\n                font-size: 15px;\n            }\n\n            .fl-table td {\n                border-style: none;\n                font-size: 15px;\n                vertical-align: center;\n                border-bottom: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                height: 30px;\n            }\n\n            .fl-table tr:nth-child(even) {\n                background: #F8F8F8;\n            }</style><div class=chart-container id=ce099bb1dafa45eda095c4a9e42a1177><p style="font-size: 18px; font-weight:bold;"class=title>年度绩效指标(多头组合)</p><p style="font-size: 12px;"class=subtitle></p><table class=fl-table><thead><tr><th>year</th><th>ic</th><th>return_ratio</th><th>annual_return_ratio</th><th>ex_return_ratio</th><th>ex_annual_return_ratio</th><th>sharp_ratio</th><th>return_volatility</th><th>max_drawdown</th><th>win_percent</th><th>trading_days</th></tr></thead><tbody><tr><td>2015</td><td>0.162</td><td>3.2116</td><td>18.5047</td><td>0.0</td><td>0.0</td><td>46.5729</td><td>0.4231</td><td>0.0</td><td>0.9762</td><td>42</td></tr><tr><td>2016</td><td>0.0036</td><td>20.634</td><td>20.4648</td><td>0.0</td><td>0.0</td><td>40.9793</td><td>0.5191</td><td>-0.1882</td><td>0.959</td><td>244</td></tr><tr><td>2017</td><td>0.0271</td><td>21.5459</td><td>21.3693</td><td>0.0</td><td>0.0</td><td>66.7392</td><td>0.3329</td><td>-0.0149</td><td>0.9959</td><td>244</td></tr><tr><td>2018</td><td>0.3451</td><td>12.6055</td><td>12.5536</td><td>0.0</td><td>0.0</td><td>19.0284</td><td>0.6851</td><td>-0.1475</td><td>0.8724</td><td>243</td></tr><tr><td>2019</td><td>0.2636</td><td>11.5528</td><td>11.4582</td><td>0.0</td><td>0.0</td><td>18.11</td><td>0.6568</td><td>-0.1144</td><td>0.8607</td><td>244</td></tr><tr><td>2020</td><td>0.2457</td><td>10.3595</td><td>10.4458</td><td>0.0</td><td>0.0</td><td>15.61</td><td>0.6945</td><td>-0.1742</td><td>0.8667</td><td>240</td></tr><tr><td>2021</td><td>0.2986</td><td>4.3187</td><td>4.301</td><td>0.0</td><td>0.0</td><td>6.8393</td><td>0.6495</td><td>-0.2577</td><td>0.6749</td><td>243</td></tr><tr><td>2022</td><td>0.263</td><td>1.1935</td><td>1.1935</td><td>0.0</td><td>0.0</td><td>1.7404</td><td>0.6931</td><td>-0.4295</td><td>0.5455</td><td>242</td></tr><tr><td>2023</td><td>0.1438</td><td>0.674</td><td>0.9163</td><td>0.0</td><td>0.0</td><td>1.2645</td><td>0.7258</td><td>-0.5897</td><td>0.5562</td><td>178</td></tr></tbody></table></div><div style="width:100%; height:500px;"id=e23d56ae6d3a4c32bef260ff85ce7304></div><style>.fl-table {\n                margin: 20px;\n                border-radius: 5px;\n                font-size: 12px;\n                border: none;\n                border-collapse: collapse;\n                max-width: 100%;\n                white-space: nowrap;\n                word-break: keep-all;\n            }\n\n            .fl-table th {\n                text-align: left;\n                font-size: 20px;\n            }\n\n            .fl-table tr {\n                display: table-row;\n                vertical-align: inherit;\n                border-color: inherit;\n            }\n\n            .fl-table tr:hover td {\n                background: #00d1b2;\n                color: #F8F8F8;\n            }\n\n            .fl-table td, .fl-table th {\n                border-style: none;\n                border-top: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-bottom: 3px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                padding: .5em .55em;\n                font-size: 15px;\n            }\n\n            .fl-table td {\n                border-style: none;\n                font-size: 15px;\n                vertical-align: center;\n                border-bottom: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                height: 30px;\n            }\n\n            .fl-table tr:nth-child(even) {\n                background: #F8F8F8;\n            }</style><div class=chart-container id=427d3cb619c943b98b4b05c2814fbba2><p style="font-size: 18px; font-weight:bold;"class=title>IC分析指标</p><p style="font-size: 12px;"class=subtitle></p><table class=fl-table><thead><tr><th>IC</th><th>|IC|>0.02</th><th>IR</th></tr></thead><tbody><tr><td>0.1474</td><td>0.9283</td><td>0.5452</td></tr></tbody></table></div><div style="width:100%; height:500px;"id=1e036c576551403186211c4ffe2e30ca></div><style>.fl-table {\n                margin: 20px;\n                border-radius: 5px;\n                font-size: 12px;\n                border: none;\n                border-collapse: collapse;\n                max-width: 100%;\n                white-space: nowrap;\n                word-break: keep-all;\n            }\n\n            .fl-table th {\n                text-align: left;\n                font-size: 20px;\n            }\n\n            .fl-table tr {\n                display: table-row;\n                vertical-align: inherit;\n                border-color: inherit;\n            }\n\n            .fl-table tr:hover td {\n                background: #00d1b2;\n                color: #F8F8F8;\n            }\n\n            .fl-table td, .fl-table th {\n                border-style: none;\n                border-top: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-bottom: 3px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                padding: .5em .55em;\n                font-size: 15px;\n            }\n\n            .fl-table td {\n                border-style: none;\n                font-size: 15px;\n                vertical-align: center;\n                border-bottom: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                height: 30px;\n            }\n\n            .fl-table tr:nth-child(even) {\n                background: #F8F8F8;\n            }</style><div class=chart-container id=a70c6b6c9d45455f9acdae99e612bcf9><p style="font-size: 18px; font-weight:bold;"class=title>因子值最大的5只标的</p><p style="font-size: 12px;"class=subtitle></p><table class=fl-table><thead><tr><th>date</th><th>instrument</th><th>factor</th></tr></thead><tbody><tr><td>2023-09-22</td><td>001282.SZ</td><td>10.8687</td></tr><tr><td>2023-09-22</td><td>600355.SH</td><td>5.6939</td></tr><tr><td>2023-09-22</td><td>000633.SZ</td><td>4.6884</td></tr><tr><td>2023-09-22</td><td>603206.SH</td><td>4.6883</td></tr><tr><td>2023-09-22</td><td>002848.SZ</td><td>4.0367</td></tr></tbody></table></div><style>.fl-table {\n                margin: 20px;\n                border-radius: 5px;\n                font-size: 12px;\n                border: none;\n                border-collapse: collapse;\n                max-width: 100%;\n                white-space: nowrap;\n                word-break: keep-all;\n            }\n\n            .fl-table th {\n                text-align: left;\n                font-size: 20px;\n            }\n\n            .fl-table tr {\n                display: table-row;\n                vertical-align: inherit;\n                border-color: inherit;\n            }\n\n            .fl-table tr:hover td {\n                background: #00d1b2;\n                color: #F8F8F8;\n            }\n\n            .fl-table td, .fl-table th {\n                border-style: none;\n                border-top: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-bottom: 3px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                padding: .5em .55em;\n                font-size: 15px;\n            }\n\n            .fl-table td {\n                border-style: none;\n                font-size: 15px;\n                vertical-align: center;\n                border-bottom: 1px solid #dbdbdb;\n                border-left: 1px solid #dbdbdb;\n                border-right: 1px solid #dbdbdb;\n                height: 30px;\n            }\n\n            .fl-table tr:nth-child(even) {\n                background: #F8F8F8;\n            }</style><div class=chart-container id=7b557b3710ed40fea211b8ac0278b9da><p style="font-size: 18px; font-weight:bold;"class=title>因子值最小的5只标的</p><p style="font-size: 12px;"class=subtitle></p><table class=fl-table><thead><tr><th>date</th><th>instrument</th><th>factor</th></tr></thead><tbody><tr><td>2023-09-22</td><td>000564.SZ</td><td>0.0489</td></tr><tr><td>2023-09-22</td><td>002089.SZ</td><td>0.1066</td></tr><tr><td>2023-09-22</td><td>601858.SH</td><td>0.1599</td></tr><tr><td>2023-09-22</td><td>300394.SZ</td><td>0.2958</td></tr><tr><td>2023-09-22</td><td>002463.SZ</td><td>0.3236</td></tr></tbody></table></div><script>require([\'echarts\'],function(a){var b=a.init(document.getElementById(\'e23d56ae6d3a4c32bef260ff85ce7304\'),\'white\',{renderer:\'canvas\'});var 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