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https://github.com/akfamily/akshare

AKShare is an elegant and simple financial data interface library for Python, built for human beings! 开源财经数据接口库
https://github.com/akfamily/akshare

academic akshare asset-pricing bond currency data data-analysis data-science datasets economic-data economics finance finance-api financial-data fundamental futures option quant stock

Last synced: 25 days ago
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AKShare is an elegant and simple financial data interface library for Python, built for human beings! 开源财经数据接口库

Lists

README 

        
**AKShare VIP 交流群欢迎大家的加入，加群方式请点击[【加群】](https://zmj.xet.tech/s/28gOeh)**



**相关视频教程已经发布：《AKShare-初阶-使用教学》、《AKShare-初阶-实战应用》、《AKShare-源码解析》、《开源项目巡礼》**，详情请访问[课程](https://app3rqjh1z21630.h5.xiaoeknow.com)查看更多课程信息！



**AKQuant 量化教程请访问：[利用 PyBroker 进行量化投资](https://akquant.akfamily.xyz/)**



**本次发布 [AKTools](https://github.com/akfamily/aktools) 作为 AKShare 的 HTTP API 版本，突破 Python 语言的限制，欢迎各位小伙伴试用并提出更好的意见或建议！ 点击 [AKTools](https://github.com/akfamily/aktools) 查看使用指南。另外提供 [awesome-data](https://github.com/akfamily/awesome-data) 方便各位小伙伴查询各种数据源。**



![](https://github.com/akfamily/akshare/blob/master/assets/images/AKShare_logo.jpg)



[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/akshare.svg)](https://pypi.org/project/akshare/)

[![PyPI](https://img.shields.io/pypi/v/akshare.svg)](https://pypi.org/project/akshare/)

[![Downloads](https://pepy.tech/badge/akshare)](https://pepy.tech/project/akshare)

[![Documentation Status](https://readthedocs.org/projects/akshare/badge/?version=latest)](https://akshare.readthedocs.io/?badge=latest)

[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)

[![akshare](https://img.shields.io/badge/Data%20Science-AKShare-green)](https://github.com/akfamily/akshare)

[![Actions Status](https://github.com/akfamily/akshare/actions/workflows/release_and_deploy.yml/badge.svg)](https://github.com/akfamily/akshare/actions)

[![MIT Licence](https://camo.githubusercontent.com/14a9abb7e83098f2949f26d2190e04fb1bd52c06/68747470733a2f2f626c61636b2e72656164746865646f63732e696f2f656e2f737461626c652f5f7374617469632f6c6963656e73652e737667)](https://github.com/akfamily/akshare/blob/master/LICENSE)

[![](https://img.shields.io/github/forks/jindaxiang/akshare)](https://github.com/akfamily/akshare)

[![](https://img.shields.io/github/stars/jindaxiang/akshare)](https://github.com/akfamily/akshare)

[![](https://img.shields.io/github/issues/jindaxiang/akshare)](https://github.com/akfamily/akshare)

[![code style: prettier](https://img.shields.io/badge/code_style-prettier-ff69b4.svg?style=flat-square)](https://github.com/prettier/prettier)



## Overview



[AKShare](https://github.com/akfamily/akshare) requires Python(64 bit) 3.8 or greater, aims to make fetch financial data as convenient as possible.



**Write less, get more!**



- Documentation: [中文文档](https://akshare.akfamily.xyz/)



![](https://github.com/akfamily/akshare/blob/master/assets/images/AKShare.svg)



## Installation



### General



```shell

pip install akshare --upgrade

```



### China



```shell

pip install akshare -i http://mirrors.aliyun.com/pypi/simple/ --trusted-host=mirrors.aliyun.com  --upgrade

```



### PR



Please check out [documentation](https://akshare.akfamily.xyz/contributor.html) if you want to contribute to AKShare



### Docker



#### Pull images



```shell

docker pull registry.cn-shanghai.aliyuncs.com/akfamily/aktools:jupyter

```



#### Run Container



```shell

docker run -it registry.cn-shanghai.aliyuncs.com/akfamily/aktools:jupyter python

```



#### Test



```python

import akshare as ak



print(ak.__version__)

```



## Usage



### Data



Code



```python

import akshare as ak



stock_zh_a_hist_df = ak.stock_zh_a_hist(symbol="000001", period="daily", start_date="20170301", end_date='20231022', adjust="")

print(stock_zh_a_hist_df)

```



Output



```

      日期          开盘   收盘    最高  ...  振幅   涨跌幅  涨跌额  换手率

0     2017-03-01   9.49   9.49   9.55  ...  0.84  0.11  0.01  0.21

1     2017-03-02   9.51   9.43   9.54  ...  1.26 -0.63 -0.06  0.24

2     2017-03-03   9.41   9.40   9.43  ...  0.74 -0.32 -0.03  0.20

3     2017-03-06   9.40   9.45   9.46  ...  0.74  0.53  0.05  0.24

4     2017-03-07   9.44   9.45   9.46  ...  0.63  0.00  0.00  0.17

          ...    ...    ...    ...  ...   ...   ...   ...   ...

1610  2023-10-16  11.00  11.01  11.03  ...  0.73  0.09  0.01  0.26

1611  2023-10-17  11.01  11.02  11.05  ...  0.82  0.09  0.01  0.25

1612  2023-10-18  10.99  10.95  11.02  ...  1.00 -0.64 -0.07  0.34

1613  2023-10-19  10.91  10.60  10.92  ...  3.01 -3.20 -0.35  0.61

1614  2023-10-20  10.55  10.60  10.67  ...  1.51  0.00  0.00  0.27

[1615 rows x 11 columns]

```



### Plot



Code



```python

import akshare as ak

import mplfinance as mpf  # Please install mplfinance as follows: pip install mplfinance



stock_us_daily_df = ak.stock_us_daily(symbol="AAPL", adjust="qfq")

stock_us_daily_df = stock_us_daily_df[["open", "high", "low", "close", "volume"]]

stock_us_daily_df.columns = ["Open", "High", "Low", "Close", "Volume"]

stock_us_daily_df.index.name = "Date"

stock_us_daily_df = stock_us_daily_df["2020-04-01": "2020-04-29"]

mpf.plot(stock_us_daily_df, type='candle', mav=(3, 6, 9), volume=True, show_nontrading=False)

```



Output



![](https://jfds-1252952517.cos.ap-chengdu.myqcloud.com/akshare/readme/home/AAPL_candle.png)



## Communication



Pay attention to **数据科学实战** Official Accounts to get more information about Quant, ML, DS and so on, please visit [数据科学实战](https://akshare.akfamily.xyz/introduction.html) for more information:





    data science




Pay attention to **数据科学实战** WeChat Official Accounts to get the [AKShare](https://github.com/akfamily/akshare) updated info:





    ds




Application to add **AKShare-VIP QQ group** and talk about [AKShare](https://github.com/akfamily/akshare) issues, please contact **AKShare-小助手 QQ**: 1254836886

![](https://jfds-1252952517.cos.ap-chengdu.myqcloud.com/akshare/readme/qrcode/qr_code_1254836886.jpg)



## Features



- **Easy of use**: Just one line code to fetch the data;

- **Extensible**: Easy to customize your own code with other application;

- **Powerful**: Python ecosystem.



## Tutorials



1. [Overview](https://akshare.akfamily.xyz/introduction.html)

2. [Installation](https://akshare.akfamily.xyz/installation.html)

3. [Tutorial](https://akshare.akfamily.xyz/tutorial.html)

4. [Data Dict](https://akshare.akfamily.xyz/data/index.html)

5. [Subjects](https://akshare.akfamily.xyz/topic/index.html)



## Contribution



[AKShare](https://github.com/akfamily/akshare) is still under developing, feel free to open issues and pull requests:



- Report or fix bugs

- Require or publish interface

- Write or fix documentation

- Add test cases



> Notice: We use [Black](https://black.readthedocs.io/en/stable/) to format the code



## Statement



1. All data provided by [AKShare](https://github.com/akfamily/akshare) is just for academic research purpose;

2. The data provided by [AKShare](https://github.com/akfamily/akshare) is for reference only and does not constitute any investment proposal;

3. Any investor based on [AKShare](https://github.com/akfamily/akshare) research should pay more attention to data risk;

4. [AKShare](https://github.com/akfamily/akshare) will insist on providing open-source financial data;

5. Based on some uncontrollable factors, some data interfaces in [AKShare](https://github.com/akfamily/akshare) may be removed;

6. Please follow the relevant open-source protocol used by [AKShare](https://github.com/akfamily/akshare);

7. Provide HTTP API for the person who uses other program language: [AKTools](https://aktools.readthedocs.io/).



## Show your style



Use the badge in your project's README.md:



```markdown

[![Data: akshare](https://img.shields.io/badge/Data%20Science-AKShare-green)](https://github.com/akfamily/akshare)

```



Using the badge in README.rst:



```

.. image:: https://img.shields.io/badge/Data%20Science-AKShare-green

    :target: https://github.com/akfamily/akshare

```



Looks like this:



[![Data: akshare](https://img.shields.io/badge/Data%20Science-AKShare-green)](https://github.com/akfamily/akshare)



## Citation



Please use this **bibtex** if you want to cite this repository in your publications:



```markdown

@misc{akshare,

    author = {Albert King},

    title = {AKShare},

    year = {2019},

    publisher = {GitHub},

    journal = {GitHub repository},

    howpublished = {\url{https://github.com/akfamily/akshare}},

}

```



## Acknowledgement



Special thanks [FuShare](https://github.com/LowinLi/fushare) for the opportunity of learning from the project;



Special thanks [TuShare](https://github.com/waditu/tushare) for the opportunity of learning from the project;



Thanks for the data provided by [生意社网站](http://www.100ppi.com/);



Thanks for the data provided by [奇货可查网站](https://qhkch.com/);



Thanks for the data provided by [中国银行间市场交易商协会网站](http://www.nafmii.org.cn/);



Thanks for the data provided by [99期货网站](http://www.99qh.com/);



Thanks for the data provided by [英为财情网站](https://cn.investing.com/);



Thanks for the data provided by [中国外汇交易中心暨全国银行间同业拆借中心网站](http://www.chinamoney.com.cn/chinese/);



Thanks for the data provided by [金十数据网站](https://www.jin10.com/);



Thanks for the data provided by [和讯财经网站](http://www.hexun.com/);



Thanks for the data provided by [新浪财经网站](https://finance.sina.com.cn/);



Thanks for the data provided by [Oxford-Man Institute 网站](https://realized.oxford-man.ox.ac.uk/);



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Thanks for the data provided by [河北省空气质量预报信息发布系统网站](http://110.249.223.67/publish/);



Thanks for the data provided by [南华期货网站](http://www.nanhua.net/nhzc/varietytrend.html);



Thanks for the data provided by [Economic Policy Uncertainty 网站](http://www.nanhua.net/nhzc/varietytrend.html);



Thanks for the data provided by [微博指数网站](https://data.weibo.com/index/newindex);



Thanks for the data provided by [百度指数网站](http://index.baidu.com/v2/main/index.html);



Thanks for the data provided by [谷歌指数网站](https://trends.google.com/trends/?geo=US);



Thanks for the data provided by [申万指数网站](http://www.swsindex.com/idx0120.aspx?columnid=8832);



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Thanks for the data provided by [北京市碳排放权电子交易平台网站](https://www.bjets.com.cn/article/jyxx/);



Thanks for the data provided by [国家金融与发展实验室网站](http://www.nifd.cn/);



Thanks for the data provided by [IT桔子网站](https://www.itjuzi.com);



Thanks for the data provided by [东方财富网站](http://data.eastmoney.com/jgdy/);



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Thanks for the data provided by [中国国家发展和改革委员会网站](http://jgjc.ndrc.gov.cn/dmzs.aspx?clmId=741);



Thanks for the data provided by [163网站](https://news.163.com/special/epidemic/);



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Thanks for the data provided by [百度新型肺炎网站](https://voice.baidu.com/act/newpneumonia/newpneumonia/?from=osari_pc_1);



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Thanks for the data provided by [商业特许经营信息管理网站](http://txjy.syggs.mofcom.gov.cn/);



Thanks for the data provided by [慈善中国网站](http://cishan.chinanpo.gov.cn/platform/login.html);



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Thanks for the data provided by [Currencyscoop 网站](https://currencyscoop.com/);



Thanks for the data provided by [新加坡交易所网站](https://www.sgx.com/zh-hans/research-education/derivatives);



Thanks for the tutorials provided by [微信公众号: Python大咖谈](https://upload-images.jianshu.io/upload_images/3240514-61004f2c71be4a0b.png).



## Backer and Sponsor





jetbrains