akshare


Nameakshare JSON
Version 0.6.85 PyPI version JSON
download
home_pagehttps://github.com/jindaxiang/akshare
SummaryAkShare is an elegant and simple financial data interface library for Python, built for human beings!
upload_time2020-10-23 09:08:34
maintainer
docs_urlNone
authorAlbert King
requires_python>=3.7
licenseMIT
keywords stock option futures fund bond index air finance spider quant quantitative investment trading algotrading data
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage No coveralls.
            ![](https://github.com/jindaxiang/akshare/blob/master/example/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/zh_CN/latest/?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/jindaxiang/akshare)
[![Actions Status](https://github.com/jindaxiang/akshare/workflows/build/badge.svg)](https://github.com/jindaxiang/akshare/actions)
[![MIT Licence](https://camo.githubusercontent.com/14a9abb7e83098f2949f26d2190e04fb1bd52c06/68747470733a2f2f626c61636b2e72656164746865646f63732e696f2f656e2f737461626c652f5f7374617469632f6c6963656e73652e737667)](https://github.com/jindaxiang/akshare/blob/master/LICENSE)
[![](https://img.shields.io/github/forks/jindaxiang/akshare)](https://github.com/jindaxiang/akshare)
[![](https://img.shields.io/github/stars/jindaxiang/akshare)](https://github.com/jindaxiang/akshare)
[![](https://img.shields.io/github/issues/jindaxiang/akshare)](https://github.com/jindaxiang/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/jindaxiang/akshare) requires Python 3.7 or greater, aims to make fetch financial data as convenient as possible.

**Write less, get more!**

- Documentation: [中文文档](https://akshare.readthedocs.io/zh_CN/latest/)
- Documentation: [中文文档-国内加速访问](https://akshare-4gize6tod19f2d2e-1252952517.tcloudbaseapp.com/index.html)

# ![](https://github.com/jindaxiang/akshare/blob/master/example/images/AkShare.svg)

## Installation

### General

```
pip install akshare --upgrade
```

### China

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

### PR

Please check [documentation](https://www.akshare.xyz/zh_CN/latest/contributor.html) if you want to contribute to AkShare

### Docker

#### Pull images

```
docker pull registry.cn-hangzhou.aliyuncs.com/akshare/akdocker
```

#### Run AkDocker

```
docker run -it registry.cn-hangzhou.aliyuncs.com/akshare/akdocker python
```

#### Test AkDocker

```python
import akshare as ak
ak.__version__
```

## Usage

### Data

Code

```python
import akshare as ak
hist_df = ak.stock_us_daily(symbol="AMZN")  # Get U.S. stock Amazon's price info
print(hist_df)
```

Output

```
                 open       high      low      close     volume        amount
date                                                                         
1997-05-15    29.2500    30.0000    23.13    23.5000  6013000.0  0.000000e+00
1997-05-16    23.6300    23.7500    20.50    20.7500  1225000.0  0.000000e+00
1997-05-19    21.1300    21.2500    19.50    20.5000   508900.0  0.000000e+00
1997-05-20    20.7500    21.0000    19.63    19.6300   455600.0  0.000000e+00
1997-05-21    19.6300    19.7500    16.50    17.1300  1571100.0  0.000000e+00
               ...        ...      ...        ...        ...           ...
2020-10-14  3447.0000  3464.8799  3340.00  3363.7100  5828916.0  5.752750e+10
2020-10-15  3292.0100  3355.8799  3280.00  3338.6499  5223448.0  5.752750e+10
2020-10-16  3363.2300  3399.6599  3160.00  3272.7100  6474353.0  5.752750e+10
2020-10-19  3299.6101  3329.0000  3192.74  3207.2100  5223626.0  5.752750e+10
2020-10-20  3222.2800  3266.0000  3192.01  3217.0100  4509678.0  5.752750e+10
[5896 rows x 6 columns]
```

### Plot

Code

```python
import akshare as ak
import mplfinance as mpf  # Please 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** WeChat Official Accounts to get the [AkShare](https://github.com/jindaxiang/akshare) updated info:

<div align=center>
    <img src="https://github.com/jindaxiang/akshare/blob/master/example/images/ds.png">
</div>

Application to add **AkShare-官方** QQ group and talk about [AkShare](https://github.com/jindaxiang/akshare) issues, QQ group number: 942371170

<div align=center>
    <a target="_blank" href="//shang.qq.com/wpa/qunwpa?idkey=8de5f2b616ba185100c45de811736a7cbf2eb4bc2d6b1efcfd3e5cdf9d7760de">
        <img border="0" src="https://jfds-1252952517.cos.ap-chengdu.myqcloud.com/akshare/qq/akshare_qq_3.jpg" alt="AkShare-官方" title="AkShare-官方" align="center">
    </a>
</div>

## 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.readthedocs.io/zh_CN/latest/akshare/ak-introduction.html)
2. [Installation](https://akshare.readthedocs.io/zh_CN/latest/akshare/ak-installation.html)
3. [Tutorial](https://akshare.readthedocs.io/zh_CN/latest/akshare/ak-tutorial.html)
4. [Data Dict](https://akshare.readthedocs.io/zh_CN/latest/README.html)
5. [Subjects](https://akshare.readthedocs.io/zh_CN/latest/subjects/index.html)

## Contribution

[AkShare](https://github.com/jindaxiang/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/jindaxiang/akshare) is just for academic research purpose;

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

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

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

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

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

## 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/jindaxiang/akshare)
```

Using the badge in README.rst:

```
.. image:: https://img.shields.io/badge/Data%20Science-AkShare-green
    :target: https://github.com/jindaxiang/akshare
```

Looks like this:

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

## Citation

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

```
@misc{akshare,
    author = {Albert King},
    title = {AkShare},
    year = {2019},
    publisher = {GitHub},
    journal = {GitHub repository},
    howpublished = {\url{https://github.com/jindaxiang/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 [智道智科网站](https://www.ziasset.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 [交易法门网站](https://www.jiaoyifamen.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/);

Thanks for the data provided by [DACHENG-XIU 网站](https://dachxiu.chicagobooth.edu/);

Thanks for the data provided by [上海证券交易所网站](http://www.sse.com.cn/assortment/options/price/);

Thanks for the data provided by [深证证券交易所网站](http://www.szse.cn/);

Thanks for the data provided by [中国金融期货交易所网站](http://www.cffex.com.cn/);

Thanks for the data provided by [上海期货交易所网站](http://www.shfe.com.cn/);

Thanks for the data provided by [大连商品交易所网站](http://www.dce.com.cn/);

Thanks for the data provided by [郑州商品交易所网站](http://www.czce.com.cn/);

Thanks for the data provided by [上海国际能源交易中心网站](http://www.ine.com.cn/);

Thanks for the data provided by [Timeanddate 网站](https://www.timeanddate.com/);

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);

Thanks for the data provided by [真气网网站](https://www.zq12369.com/);

Thanks for the data provided by [财富网站](http://www.fortunechina.com/);

Thanks for the data provided by [中国证券投资基金业协会网站](http://gs.amac.org.cn/);

Thanks for the data provided by [猫眼电影网站](https://maoyan.com/board/1);

Thanks for the data provided by [Expatistan 网站](https://www.expatistan.com/cost-of-living);

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/);

Thanks for the data provided by [义乌小商品指数网站](http://www.ywindex.com/Home/Product/index/);

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/);

Thanks for the data provided by [丁香园网站](http://3g.dxy.cn/newh5/view/pneumonia?scene=2&clicktime=1579615030&enterid=1579615030&from=groupmessage&isappinstalled=0);

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);

Thanks for the data provided by [百度迁徙网站](https://qianxi.baidu.com/?from=shoubai#city=0);

Thanks for the data provided by [新型肺炎-相同行程查询工具网站](https://rl.inews.qq.com/h5/trip?from=newsapp&ADTAG=tgi.wx.share.message);

Thanks for the data provided by [新型肺炎-小区查询网站](https://ncov.html5.qq.com/community?channelid=1&from=singlemessage&isappinstalled=0);

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);

Thanks for the data provided by [思知网站](https://www.ownthink.com/);

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 data provided by [中国期货市场监控中心](http://index.cfmmc.com/index/views/index.html);

Thanks for the data provided by [宽客在线](https://www.quantinfo.com/Argus/);

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).



            

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    "keywords": "stock,option,futures,fund,bond,index,air,finance,spider,quant,quantitative,investment,trading,algotrading,data",
    "author": "Albert King",
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    "description": "![](https://github.com/jindaxiang/akshare/blob/master/example/images/AkShare_logo.jpg)\n\n[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/akshare.svg)](https://pypi.org/project/akshare/) \n[![PyPI](https://img.shields.io/pypi/v/akshare.svg)](https://pypi.org/project/akshare/) \n[![Downloads](https://pepy.tech/badge/akshare)](https://pepy.tech/project/akshare)\n[![Documentation Status](https://readthedocs.org/projects/akshare/badge/?version=latest)](https://akshare.readthedocs.io/zh_CN/latest/?badge=latest)\n[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)\n[![akshare](https://img.shields.io/badge/Data%20Science-AkShare-green)](https://github.com/jindaxiang/akshare)\n[![Actions Status](https://github.com/jindaxiang/akshare/workflows/build/badge.svg)](https://github.com/jindaxiang/akshare/actions)\n[![MIT Licence](https://camo.githubusercontent.com/14a9abb7e83098f2949f26d2190e04fb1bd52c06/68747470733a2f2f626c61636b2e72656164746865646f63732e696f2f656e2f737461626c652f5f7374617469632f6c6963656e73652e737667)](https://github.com/jindaxiang/akshare/blob/master/LICENSE)\n[![](https://img.shields.io/github/forks/jindaxiang/akshare)](https://github.com/jindaxiang/akshare)\n[![](https://img.shields.io/github/stars/jindaxiang/akshare)](https://github.com/jindaxiang/akshare)\n[![](https://img.shields.io/github/issues/jindaxiang/akshare)](https://github.com/jindaxiang/akshare)\n[![code style: prettier](https://img.shields.io/badge/code_style-prettier-ff69b4.svg?style=flat-square)](https://github.com/prettier/prettier)\n\n## Overview\n\n[AkShare](https://github.com/jindaxiang/akshare) requires Python 3.7 or greater, aims to make fetch financial data as convenient as possible.\n\n**Write less, get more!**\n\n- Documentation: [\u4e2d\u6587\u6587\u6863](https://akshare.readthedocs.io/zh_CN/latest/)\n- Documentation: [\u4e2d\u6587\u6587\u6863-\u56fd\u5185\u52a0\u901f\u8bbf\u95ee](https://akshare-4gize6tod19f2d2e-1252952517.tcloudbaseapp.com/index.html)\n\n# ![](https://github.com/jindaxiang/akshare/blob/master/example/images/AkShare.svg)\n\n## Installation\n\n### General\n\n```\npip install akshare --upgrade\n```\n\n### China\n\n```cmd\npip install akshare -i http://mirrors.aliyun.com/pypi/simple/ --trusted-host=mirrors.aliyun.com  --upgrade\n```\n\n### PR\n\nPlease check [documentation](https://www.akshare.xyz/zh_CN/latest/contributor.html) if you want to contribute to AkShare\n\n### Docker\n\n#### Pull images\n\n```\ndocker pull registry.cn-hangzhou.aliyuncs.com/akshare/akdocker\n```\n\n#### Run AkDocker\n\n```\ndocker run -it registry.cn-hangzhou.aliyuncs.com/akshare/akdocker python\n```\n\n#### Test AkDocker\n\n```python\nimport akshare as ak\nak.__version__\n```\n\n## Usage\n\n### Data\n\nCode\n\n```python\nimport akshare as ak\nhist_df = ak.stock_us_daily(symbol=\"AMZN\")  # Get U.S. stock Amazon's price info\nprint(hist_df)\n```\n\nOutput\n\n```\n                 open       high      low      close     volume        amount\ndate                                                                         \n1997-05-15    29.2500    30.0000    23.13    23.5000  6013000.0  0.000000e+00\n1997-05-16    23.6300    23.7500    20.50    20.7500  1225000.0  0.000000e+00\n1997-05-19    21.1300    21.2500    19.50    20.5000   508900.0  0.000000e+00\n1997-05-20    20.7500    21.0000    19.63    19.6300   455600.0  0.000000e+00\n1997-05-21    19.6300    19.7500    16.50    17.1300  1571100.0  0.000000e+00\n               ...        ...      ...        ...        ...           ...\n2020-10-14  3447.0000  3464.8799  3340.00  3363.7100  5828916.0  5.752750e+10\n2020-10-15  3292.0100  3355.8799  3280.00  3338.6499  5223448.0  5.752750e+10\n2020-10-16  3363.2300  3399.6599  3160.00  3272.7100  6474353.0  5.752750e+10\n2020-10-19  3299.6101  3329.0000  3192.74  3207.2100  5223626.0  5.752750e+10\n2020-10-20  3222.2800  3266.0000  3192.01  3217.0100  4509678.0  5.752750e+10\n[5896 rows x 6 columns]\n```\n\n### Plot\n\nCode\n\n```python\nimport akshare as ak\nimport mplfinance as mpf  # Please install mplfinance\n\nstock_us_daily_df = ak.stock_us_daily(symbol=\"AAPL\", adjust=\"qfq\")\nstock_us_daily_df = stock_us_daily_df[[\"open\", \"high\", \"low\", \"close\", \"volume\"]]\nstock_us_daily_df.columns = [\"Open\", \"High\", \"Low\", \"Close\", \"Volume\"]\nstock_us_daily_df.index.name = \"Date\"\nstock_us_daily_df = stock_us_daily_df[\"2020-04-01\": \"2020-04-29\"]\nmpf.plot(stock_us_daily_df, type='candle', mav=(3, 6, 9), volume=True, show_nontrading=False)\n```\n\nOutput\n\n![](https://jfds-1252952517.cos.ap-chengdu.myqcloud.com/akshare/readme/home/AAPL_candle.png)\n\n## Communication\n\nPay attention to **\u6570\u636e\u79d1\u5b66\u5b9e\u6218** WeChat Official Accounts to get the [AkShare](https://github.com/jindaxiang/akshare) updated info:\n\n<div align=center>\n    <img src=\"https://github.com/jindaxiang/akshare/blob/master/example/images/ds.png\">\n</div>\n\nApplication to add **AkShare-\u5b98\u65b9** QQ group and talk about [AkShare](https://github.com/jindaxiang/akshare) issues, QQ group number: 942371170\n\n<div align=center>\n    <a target=\"_blank\" href=\"//shang.qq.com/wpa/qunwpa?idkey=8de5f2b616ba185100c45de811736a7cbf2eb4bc2d6b1efcfd3e5cdf9d7760de\">\n        <img border=\"0\" src=\"https://jfds-1252952517.cos.ap-chengdu.myqcloud.com/akshare/qq/akshare_qq_3.jpg\" alt=\"AkShare-\u5b98\u65b9\" title=\"AkShare-\u5b98\u65b9\" align=\"center\">\n    </a>\n</div>\n\n## Features\n\n- **Easy of use**: Just one line code to fetch the data;\n- **Extensible**: Easy to customize your own code with other application;\n- **Powerful**: Python ecosystem.\n\n## Tutorials\n\n1. [Overview](https://akshare.readthedocs.io/zh_CN/latest/akshare/ak-introduction.html)\n2. [Installation](https://akshare.readthedocs.io/zh_CN/latest/akshare/ak-installation.html)\n3. [Tutorial](https://akshare.readthedocs.io/zh_CN/latest/akshare/ak-tutorial.html)\n4. [Data Dict](https://akshare.readthedocs.io/zh_CN/latest/README.html)\n5. [Subjects](https://akshare.readthedocs.io/zh_CN/latest/subjects/index.html)\n\n## Contribution\n\n[AkShare](https://github.com/jindaxiang/akshare) is still under developing, feel free to open issues and pull requests:\n\n- Report or fix bugs\n- Require or publish interface\n- Write or fix documentation\n- Add test cases\n\n> Notice: We use [Black](https://black.readthedocs.io/en/stable/) to format the code\n\n## Statement\n\n1. All data provided by [AkShare](https://github.com/jindaxiang/akshare) is just for academic research purpose;\n\n2. The data provided by [AkShare](https://github.com/jindaxiang/akshare) is for reference only and does not constitute any investment proposal;\n\n3. Any investor based on [AkShare](https://github.com/jindaxiang/akshare) research should pay more attention to data risk;\n\n4. [AkShare](https://github.com/jindaxiang/akshare) will insist on providing open-source financial data;\n\n5. Based on some uncontrollable factors, some data interfaces in [AkShare](https://github.com/jindaxiang/akshare) may be removed;\n\n6. Please follow the relevant open-source protocol used by [AkShare](https://github.com/jindaxiang/akshare)\n\n## Show your style\n\nUse the badge in your project's README.md:\n\n```markdown\n[![Data: akshare](https://img.shields.io/badge/Data%20Science-AkShare-green)](https://github.com/jindaxiang/akshare)\n```\n\nUsing the badge in README.rst:\n\n```\n.. image:: https://img.shields.io/badge/Data%20Science-AkShare-green\n    :target: https://github.com/jindaxiang/akshare\n```\n\nLooks like this:\n\n[![Data: akshare](https://img.shields.io/badge/Data%20Science-AkShare-green)](https://github.com/jindaxiang/akshare)\n\n## Citation\n\nPlease use this **bibtex** if you want to cite this repository in your publications:\n\n```\n@misc{akshare,\n    author = {Albert King},\n    title = {AkShare},\n    year = {2019},\n    publisher = {GitHub},\n    journal = {GitHub repository},\n    howpublished = {\\url{https://github.com/jindaxiang/akshare}},\n}\n```\n\n## Acknowledgement\n\nSpecial thanks [FuShare](https://github.com/LowinLi/fushare) for the opportunity of learning from the project;\n\nSpecial thanks [TuShare](https://github.com/waditu/tushare) for the opportunity of learning from the project;\n\nThanks for the data provided by [\u751f\u610f\u793e\u7f51\u7ad9](http://www.100ppi.com/);\n\nThanks for the data provided by [\u5947\u8d27\u53ef\u67e5\u7f51\u7ad9](https://qhkch.com/);\n\nThanks for the data provided by [\u667a\u9053\u667a\u79d1\u7f51\u7ad9](https://www.ziasset.com/);\n\nThanks for the data provided by [\u4e2d\u56fd\u94f6\u884c\u95f4\u5e02\u573a\u4ea4\u6613\u5546\u534f\u4f1a\u7f51\u7ad9](http://www.nafmii.org.cn/);\n\nThanks for the data provided by [99\u671f\u8d27\u7f51\u7ad9](http://www.99qh.com/);\n\nThanks for the data provided by [\u82f1\u4e3a\u8d22\u60c5\u7f51\u7ad9](https://cn.investing.com/);\n\nThanks for the data provided by [\u4e2d\u56fd\u5916\u6c47\u4ea4\u6613\u4e2d\u5fc3\u66a8\u5168\u56fd\u94f6\u884c\u95f4\u540c\u4e1a\u62c6\u501f\u4e2d\u5fc3\u7f51\u7ad9](http://www.chinamoney.com.cn/chinese/);\n\nThanks for the data provided by [\u91d1\u5341\u6570\u636e\u7f51\u7ad9](https://www.jin10.com/);\n\nThanks for the data provided by [\u4ea4\u6613\u6cd5\u95e8\u7f51\u7ad9](https://www.jiaoyifamen.com/);\n\nThanks for the data provided by [\u548c\u8baf\u8d22\u7ecf\u7f51\u7ad9](http://www.hexun.com/);\n\nThanks for the data provided by [\u65b0\u6d6a\u8d22\u7ecf\u7f51\u7ad9](https://finance.sina.com.cn/);\n\nThanks for the data provided by [Oxford-Man Institute \u7f51\u7ad9](https://realized.oxford-man.ox.ac.uk/);\n\nThanks for the data provided by [DACHENG-XIU \u7f51\u7ad9](https://dachxiu.chicagobooth.edu/);\n\nThanks for the data provided by [\u4e0a\u6d77\u8bc1\u5238\u4ea4\u6613\u6240\u7f51\u7ad9](http://www.sse.com.cn/assortment/options/price/);\n\nThanks for the data provided by [\u6df1\u8bc1\u8bc1\u5238\u4ea4\u6613\u6240\u7f51\u7ad9](http://www.szse.cn/);\n\nThanks for the data provided by [\u4e2d\u56fd\u91d1\u878d\u671f\u8d27\u4ea4\u6613\u6240\u7f51\u7ad9](http://www.cffex.com.cn/);\n\nThanks for the data provided by [\u4e0a\u6d77\u671f\u8d27\u4ea4\u6613\u6240\u7f51\u7ad9](http://www.shfe.com.cn/);\n\nThanks for the data provided by [\u5927\u8fde\u5546\u54c1\u4ea4\u6613\u6240\u7f51\u7ad9](http://www.dce.com.cn/);\n\nThanks for the data provided by [\u90d1\u5dde\u5546\u54c1\u4ea4\u6613\u6240\u7f51\u7ad9](http://www.czce.com.cn/);\n\nThanks for the data provided by [\u4e0a\u6d77\u56fd\u9645\u80fd\u6e90\u4ea4\u6613\u4e2d\u5fc3\u7f51\u7ad9](http://www.ine.com.cn/);\n\nThanks for the data provided by [Timeanddate \u7f51\u7ad9](https://www.timeanddate.com/);\n\nThanks for the data provided by [\u6cb3\u5317\u7701\u7a7a\u6c14\u8d28\u91cf\u9884\u62a5\u4fe1\u606f\u53d1\u5e03\u7cfb\u7edf\u7f51\u7ad9](http://110.249.223.67/publish/);\n\nThanks for the data provided by [\u5357\u534e\u671f\u8d27\u7f51\u7ad9](http://www.nanhua.net/nhzc/varietytrend.html);\n\nThanks for the data provided by [Economic Policy Uncertainty \u7f51\u7ad9](http://www.nanhua.net/nhzc/varietytrend.html);\n\nThanks for the data provided by [\u5fae\u535a\u6307\u6570\u7f51\u7ad9](https://data.weibo.com/index/newindex);\n\nThanks for the data provided by [\u767e\u5ea6\u6307\u6570\u7f51\u7ad9](http://index.baidu.com/v2/main/index.html);\n\nThanks for the data provided by [\u8c37\u6b4c\u6307\u6570\u7f51\u7ad9](https://trends.google.com/trends/?geo=US);\n\nThanks for the data provided by [\u7533\u4e07\u6307\u6570\u7f51\u7ad9](http://www.swsindex.com/idx0120.aspx?columnid=8832);\n\nThanks for the data provided by [\u771f\u6c14\u7f51\u7f51\u7ad9](https://www.zq12369.com/);\n\nThanks for the data provided by [\u8d22\u5bcc\u7f51\u7ad9](http://www.fortunechina.com/);\n\nThanks for the data provided by [\u4e2d\u56fd\u8bc1\u5238\u6295\u8d44\u57fa\u91d1\u4e1a\u534f\u4f1a\u7f51\u7ad9](http://gs.amac.org.cn/);\n\nThanks for the data provided by [\u732b\u773c\u7535\u5f71\u7f51\u7ad9](https://maoyan.com/board/1);\n\nThanks for the data provided by [Expatistan \u7f51\u7ad9](https://www.expatistan.com/cost-of-living);\n\nThanks for the data provided by [\u5317\u4eac\u5e02\u78b3\u6392\u653e\u6743\u7535\u5b50\u4ea4\u6613\u5e73\u53f0\u7f51\u7ad9](https://www.bjets.com.cn/article/jyxx/);\n\nThanks for the data provided by [\u56fd\u5bb6\u91d1\u878d\u4e0e\u53d1\u5c55\u5b9e\u9a8c\u5ba4\u7f51\u7ad9](http://www.nifd.cn/);\n\nThanks for the data provided by [IT\u6854\u5b50\u7f51\u7ad9](https://www.itjuzi.com);\n\nThanks for the data provided by [\u4e1c\u65b9\u8d22\u5bcc\u7f51\u7ad9](http://data.eastmoney.com/jgdy/);\n\nThanks for the data provided by [\u4e49\u4e4c\u5c0f\u5546\u54c1\u6307\u6570\u7f51\u7ad9](http://www.ywindex.com/Home/Product/index/);\n\nThanks for the data provided by [\u4e2d\u56fd\u56fd\u5bb6\u53d1\u5c55\u548c\u6539\u9769\u59d4\u5458\u4f1a\u7f51\u7ad9](http://jgjc.ndrc.gov.cn/dmzs.aspx?clmId=741);\n\nThanks for the data provided by [163\u7f51\u7ad9](https://news.163.com/special/epidemic/);\n\nThanks for the data provided by [\u4e01\u9999\u56ed\u7f51\u7ad9](http://3g.dxy.cn/newh5/view/pneumonia?scene=2&clicktime=1579615030&enterid=1579615030&from=groupmessage&isappinstalled=0);\n\nThanks for the data provided by [\u767e\u5ea6\u65b0\u578b\u80ba\u708e\u7f51\u7ad9](https://voice.baidu.com/act/newpneumonia/newpneumonia/?from=osari_pc_1);\n\nThanks for the data provided by [\u767e\u5ea6\u8fc1\u5f99\u7f51\u7ad9](https://qianxi.baidu.com/?from=shoubai#city=0);\n\nThanks for the data provided by [\u65b0\u578b\u80ba\u708e-\u76f8\u540c\u884c\u7a0b\u67e5\u8be2\u5de5\u5177\u7f51\u7ad9](https://rl.inews.qq.com/h5/trip?from=newsapp&ADTAG=tgi.wx.share.message);\n\nThanks for the data provided by [\u65b0\u578b\u80ba\u708e-\u5c0f\u533a\u67e5\u8be2\u7f51\u7ad9](https://ncov.html5.qq.com/community?channelid=1&from=singlemessage&isappinstalled=0);\n\nThanks for the data provided by [\u5546\u4e1a\u7279\u8bb8\u7ecf\u8425\u4fe1\u606f\u7ba1\u7406\u7f51\u7ad9](http://txjy.syggs.mofcom.gov.cn/);\n\nThanks for the data provided by [\u6148\u5584\u4e2d\u56fd\u7f51\u7ad9](http://cishan.chinanpo.gov.cn/platform/login.html);\n\nThanks for the data provided by [\u601d\u77e5\u7f51\u7ad9](https://www.ownthink.com/);\n\nThanks for the data provided by [Currencyscoop\u7f51\u7ad9](https://currencyscoop.com/);\n\nThanks for the data provided by [\u65b0\u52a0\u5761\u4ea4\u6613\u6240\u7f51\u7ad9](https://www.sgx.com/zh-hans/research-education/derivatives);\n\nThanks for the data provided by [\u4e2d\u56fd\u671f\u8d27\u5e02\u573a\u76d1\u63a7\u4e2d\u5fc3](http://index.cfmmc.com/index/views/index.html);\n\nThanks for the data provided by [\u5bbd\u5ba2\u5728\u7ebf](https://www.quantinfo.com/Argus/);\n\nThanks for the tutorials provided by [\u5fae\u4fe1\u516c\u4f17\u53f7: Python\u5927\u5496\u8c08](https://upload-images.jianshu.io/upload_images/3240514-61004f2c71be4a0b.png).\n\n\n",
    "bugtrack_url": null,
    "license": "MIT",
    "summary": "AkShare is an elegant and simple financial data interface library for Python, built for human beings!",
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