AKShare 波动率数据

AKShare Pro2025/3/30大约 5 分钟

AKShare 波动率数据

已实现波动率数据

Oxford-Man

接口: article_oman_rv

目标地址: https://realized.oxford-man.ox.ac.uk/data/visualization

描述: 获取 Oxford-Man 已实现波动率数据

限量: 单次返回某个指数具体指标的所有历史数据

输入参数

名称	类型	描述
symbol	str	symbol="FTSE", 具体指数请查看如下已实现波动率指数一览表
index	str	index="rk_th2", 具体指标请查看如下已实现波动率指标一览表

已实现波动率指数一览表

Symbol	Name	Earliest Available	Latest Available
.AEX	AEX index	January 03, 2000	November 28, 2019
.AORD	All Ordinaries	January 04, 2000	November 28, 2019
.BFX	Bell 20 Index	January 03, 2000	November 28, 2019
.BSESN	S&P BSE Sensex	January 03, 2000	November 28, 2019
.BVLG	PSI All-Share Index	October 15, 2012	November 28, 2019
.BVSP	BVSP BOVESPA Index	January 03, 2000	November 28, 2019
.DJI	Dow Jones Industrial Average	January 03, 2000	November 27, 2019
.FCHI	CAC 40	January 03, 2000	November 28, 2019
.FTMIB	FTSE MIB	June 01, 2009	November 28, 2019
.FTSE	FTSE 100	January 04, 2000	November 28, 2019
.GDAXI	DAX	January 03, 2000	November 28, 2019
.GSPTSE	S&P/TSX Composite index	May 02, 2002	November 28, 2019
.HSI	HANG SENG Index	January 03, 2000	November 28, 2019
.IBEX	IBEX 35 Index	January 03, 2000	November 28, 2019
.IXIC	Nasdaq 100	January 03, 2000	November 27, 2019
.KS11	Korea Composite Stock Price Index (KOSPI)	January 04, 2000	November 28, 2019
.KSE	Karachi SE 100 Index	January 03, 2000	November 28, 2019
.MXX	IPC Mexico	January 03, 2000	November 28, 2019
.N225	Nikkei 225	February 02, 2000	November 28, 2019
.NSEI	NIFTY 50	January 03, 2000	November 28, 2019
.OMXC20	OMX Copenhagen 20 Index	October 03, 2005	November 28, 2019
.OMXHPI	OMX Helsinki All Share Index	October 03, 2005	November 28, 2019
.OMXSPI	OMX Stockholm All Share Index	October 03, 2005	November 28, 2019
.OSEAX	Oslo Exchange All-share Index	September 03, 2001	November 28, 2019
.RUT	Russel 2000	January 03, 2000	November 27, 2019
.SMSI	Madrid General Index	July 04, 2005	November 28, 2019
.SPX	S&P 500 Index	January 03, 2000	November 27, 2019
.SSEC	Shanghai Composite Index	January 04, 2000	November 28, 2019
.SSMI	Swiss Stock Market Index	January 04, 2000	November 28, 2019
.STI	Straits Times Index	January 03, 2000	November 28, 2019
.STOXX50E	EURO STOXX 50	January 03, 2000	November 28, 2019

已实现波动率指标一览表

Code	Description
bv	Bipower Variation (5-min)
bv_ss	Bipower Variation (5-min Sub-sampled)
close_price	Closing (Last) Price
close_time	Closing Time
medrv	Median Realized Variance (5-min)
nobs	Number of Observations
open_price	Opening (First) Price
open_time	Opening Time
open_to_close	Open to Close Return
rk_parzen	Realized Kernel Variance (Non-Flat Parzen)
rk_th2	Realized Kernel Variance (Tukey-Hanning(2))
rk_twoscale	Realized Kernel Variance (Two-Scale/Bartlett)
rsv	Realized Semi-variance (5-min)
rsv_ss	Realized Semi-variance (5-min Sub-sampled)
rv10	Realized Variance (10-min)
rv10_ss	Realized Variance (10-min Sub-sampled)
rv5	Realized Variance (5-min)
rv5_ss	Realized Variance (5-min Sub-sampled)

输出参数

Oxford-Man-已实现波动率数据

名称	类型	描述
index	datetime.datetime	日期
data	float	数据

接口示例

import akshare as ak

article_oman_rv_df = ak.article_oman_rv(symbol="FTSE", index="rk_th2")
print(article_oman_rv_df)

数据示例

2000-01-04    22.95
2000-01-05    19.37
2000-01-06    18.22
2000-01-07    19.34
2000-01-10    15.67
              ...
2019-11-04     6.71
2019-11-05     5.90
2019-11-06     6.43
2019-11-07     5.81
2019-11-08     6.75

Risk-Lab

接口: article_rlab_rv

目标地址: https://dachxiu.chicagobooth.edu/

描述: 获取 Risk-Lab 已实现波动率数据

限量: 单次返回某个指数所有历史数据

输入参数

名称	类型	描述
symbol	str	symbol="39693", 某个具体指数 help(article_rlab_rv)

输出参数

Risk-Lab-已实现波动率数据

名称	类型	描述
index	datetime.datetime	日期
data	float	数据

接口示例

import akshare as ak

article_rlab_rv_df = ak.article_rlab_rv(symbol="39693")
print(article_rlab_rv_df)

数据示例

1996-01-02    0.000000
1996-01-04    0.000000
1996-01-05    0.000000
1996-01-09    0.000000
1996-01-10    0.000000
                ...
2019-11-04    0.175107
2019-11-05    0.185112
2019-11-06    0.210373
2019-11-07    0.240808
2019-11-08    0.199549

AKShare 多因子数据

Current Research Returns

接口: article_ff_crr

目标地址: https://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library.html

描述: 获取 Current Research Returns 多因子数据; 更多信息请访问目标地址

限量: 单次返回所有历史数据

输入参数

名称	类型	描述
-	-	-

输出参数

名称	类型	描述
item	object	-
September 2019	object	动态日期
Last 3 Months	object	动态日期
Last 12 Months	object	动态日期

接口示例

import akshare as ak

article_ff_crr_df = ak.article_ff_crr()
print(article_ff_crr_df)

数据示例

                                           item  ... Last 12  Months
0                Fama/French 3 Research Factors  ...               -
1                                         Rm-Rf  ...            8.12
2                                           SMB  ...           -9.44
3                                           HML  ...          -14.98
4          Fama/French 5 Research Factors (2x3)  ...               -
5                                         Rm-Rf  ...            8.12
6                                           SMB  ...          -12.25
7                                           HML  ...          -14.98
8                                           RMW  ...            8.46
9                                           CMA  ...          -14.63
10              Fama/French Research Portfolios  ...               -
11           Size and Book-to-Market Portfolios  ...               -
12                                  Small Value  ...           -7.16
13                                Small Neutral  ...            1.97
14                                  Big Neutral  ...           -2.47
15                                 Small Growth  ...           -2.56
16                                    Big Value  ...            0.51
17                                   Big Growth  ...           22.70
18  Size and Operating Profitability Portfolios  ...               -
19                                 Small Robust  ...            4.19
20                                Small Neutral  ...            0.17
21                                   Small Weak  ...           -4.93
22                                   Big Robust  ...           19.99
23                                  Big Neutral  ...            5.67
24                                     Big Weak  ...           12.20
25               Size and Investment Portfolios  ...               -
26                           Small Conservative  ...           -6.81
27                                Small Neutral  ...           -1.21
28                             Small Aggressive  ...            1.64
29                             Big Conservative  ...            0.77
30                                  Big Neutral  ...           14.75
31                               Big Aggressive  ...           21.59
[32 rows x 4 columns]

AKShare 政策不确定性数据

国家和地区指数

接口: article_epu_index

目标地址: https://www.policyuncertainty.com/index.html

描述: 国家或地区的经济政策不确定性(EPU)数据

限量: 单次返回某个具体国家或地区的所有月度经济政策不确定性数据

输入参数

名称	类型	描述
symbol	str	symbol="China"; 按国家和地区一览表输入相应参数

国家和地区一览表

英文名词	说明
Global
Australia
Canada
China
Europe	欧洲
Germany	欧洲
Hong Kong
Ireland
Japan
Mexico
Russia
Spain
UK
USA
Brazil
Chile
Colombia	有两种, 默认第一种(FKT)
France	欧洲
Greece
India
Italy	欧洲
South Korea
Netherlands
Singapore
Sweden

输出参数

名称	类型	描述
-	-	每个国家或地区不同

接口示例

import akshare as ak

article_epu_index_df = ak.article_epu_index(symbol="China")  # 注意单词第一个字母大写
print(article_epu_index_df)

数据示例

     year  month  China_Policy_Index
0    1995      1          192.911910
1    1995      2          193.987850
2    1995      3           88.227035
3    1995      4          131.034710
4    1995      5          177.096860
..    ...    ...                 ...
342  2023      7          704.566080
343  2023      8          709.881990
344  2023      9          819.746150
345  2023     10          603.739890
346  2023     11          743.397580
[347 rows x 3 columns]