**欢迎加入专注于财经数据和量化投资的知识社区，请点击[了解更多](https://akshare.akfamily.xyz/learn.html)**
**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://pypi.org/project/akshare/)
[](https://pypi.org/project/akshare/)
[](https://pepy.tech/project/akshare)
[](https://akshare.readthedocs.io/?badge=latest)
[](https://github.com/astral-sh/ruff)
[](https://github.com/akfamily/akshare)
[](https://github.com/akfamily/akshare/actions)
[](https://github.com/akfamily/akshare/blob/main/LICENSE)
[](https://github.com/akfamily/akshare)
[](https://github.com/akfamily/akshare)
[](https://github.com/akfamily/akshare)
[](https://github.com/prettier/prettier)
## Overview
[AKShare](https://github.com/akfamily/akshare) requires Python(64 bit) 3.8 or higher and
aims to simplify the process of fetching financial data.
**Write less, get more!**
- Documentation: [中文文档](https://akshare.akfamily.xyz/)
## 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/contributing.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:
## Communication
Welcome to join the **数据科学实战** knowledge planet to learn more about quantitative investment,
please visit [数据科学实战](https://akshare.akfamily.xyz/learn.html) for more information:
<div>
<img alt="data science" src="https://jfds-1252952517.cos.ap-chengdu.myqcloud.com/akshare/readme/qrcode/data_scientist.png">
</div>
Pay attention to **数据科学实战** WeChat Official Accounts to get the [AKShare](https://github.com/akfamily/akshare) updated info:
<div>
<img alt="ds" src="https://github.com/akfamily/akshare/blob/main/assets/images/ds.png">
</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.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 [Ruff](https://github.com/astral-sh/ruff) 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
[](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:
[](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/);
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 [北京证券交易所网站](http://www.bse.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 [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 [百度迁徙网站](https://qianxi.baidu.com/?from=shoubai#city=0);
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 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
<a href="https://www.jetbrains.com/?from=jindaxiang/akshare" target="_blank">
<img alt="jetbrains" src="https://github.com/akfamily/akshare/blob/main/assets/images/jetbrains.svg" width="100px" height="100px">
</a>
Raw data
{
"_id": null,
"home_page": "https://github.com/akfamily/akshare",
"name": "akshare",
"maintainer": null,
"docs_url": null,
"requires_python": ">=3.8",
"maintainer_email": null,
"keywords": "stock, option, futures, fund, bond, index, air, finance, spider, quant, quantitative, investment, trading, algotrading, data",
"author": "AKFamily",
"author_email": "albertandking@gmail.com",
"download_url": "https://files.pythonhosted.org/packages/fa/03/c8eb6d46aaf0ff81b2a70b4e5239c05a723155f6400ba01c44e8b5372b4e/akshare-1.13.39.tar.gz",
"platform": null,
"description": "**\u6b22\u8fce\u52a0\u5165\u4e13\u6ce8\u4e8e\u8d22\u7ecf\u6570\u636e\u548c\u91cf\u5316\u6295\u8d44\u7684\u77e5\u8bc6\u793e\u533a\uff0c\u8bf7\u70b9\u51fb[\u4e86\u89e3\u66f4\u591a](https://akshare.akfamily.xyz/learn.html)**\n\n**\u76f8\u5173\u89c6\u9891\u6559\u7a0b\u5df2\u7ecf\u53d1\u5e03\uff1a\u300aAKShare-\u521d\u9636-\u4f7f\u7528\u6559\u5b66\u300b\u3001\u300aAKShare-\u521d\u9636-\u5b9e\u6218\u5e94\u7528\u300b\u3001\u300aAKShare-\u6e90\u7801\u89e3\u6790\u300b\u3001\u300a\u5f00\u6e90\u9879\u76ee\u5de1\u793c\u300b**\uff0c\u8be6\u60c5\u8bf7\u8bbf\u95ee[\u8bfe\u7a0b](https://app3rqjh1z21630.h5.xiaoeknow.com)\u67e5\u770b\u66f4\u591a\u8bfe\u7a0b\u4fe1\u606f\uff01\n\n**AKQuant \u91cf\u5316\u6559\u7a0b\u8bf7\u8bbf\u95ee\uff1a[\u5229\u7528 PyBroker \u8fdb\u884c\u91cf\u5316\u6295\u8d44](https://akquant.akfamily.xyz/)**\n\n**\u672c\u6b21\u53d1\u5e03 [AKTools](https://github.com/akfamily/aktools) \u4f5c\u4e3a AKShare \u7684 HTTP API \u7248\u672c\uff0c\n\u7a81\u7834 Python \u8bed\u8a00\u7684\u9650\u5236\uff0c\u6b22\u8fce\u5404\u4f4d\u5c0f\u4f19\u4f34\u8bd5\u7528\u5e76\u63d0\u51fa\u66f4\u597d\u7684\u610f\u89c1\u6216\u5efa\u8bae\uff01\n\u70b9\u51fb [AKTools](https://github.com/akfamily/aktools) \u67e5\u770b\u4f7f\u7528\u6307\u5357\u3002\u53e6\u5916\u63d0\u4f9b [awesome-data](https://github.com/akfamily/awesome-data) \u65b9\u4fbf\u5404\u4f4d\u5c0f\u4f19\u4f34\u67e5\u8be2\u5404\u79cd\u6570\u636e\u6e90\u3002**\n\n\n\n[](https://pypi.org/project/akshare/)\n[](https://pypi.org/project/akshare/)\n[](https://pepy.tech/project/akshare)\n[](https://akshare.readthedocs.io/?badge=latest)\n[](https://github.com/astral-sh/ruff)\n[](https://github.com/akfamily/akshare)\n[](https://github.com/akfamily/akshare/actions)\n[](https://github.com/akfamily/akshare/blob/main/LICENSE)\n[](https://github.com/akfamily/akshare)\n[](https://github.com/akfamily/akshare)\n[](https://github.com/akfamily/akshare)\n[](https://github.com/prettier/prettier)\n\n## Overview\n\n[AKShare](https://github.com/akfamily/akshare) requires Python(64 bit) 3.8 or higher and\naims to simplify the process of fetching financial data.\n\n**Write less, get more!**\n\n- Documentation: [\u4e2d\u6587\u6587\u6863](https://akshare.akfamily.xyz/)\n\n## Installation\n\n### General\n\n```shell\npip install akshare --upgrade\n```\n\n### China\n\n```shell\npip install akshare -i http://mirrors.aliyun.com/pypi/simple/ --trusted-host=mirrors.aliyun.com --upgrade\n```\n\n### PR\n\nPlease check out [Documentation](https://akshare.akfamily.xyz/contributing.html) if you\nwant to contribute to AKShare\n\n### Docker\n\n#### Pull images\n\n```shell\ndocker pull registry.cn-shanghai.aliyuncs.com/akfamily/aktools:jupyter\n```\n\n#### Run Container\n\n```shell\ndocker run -it registry.cn-shanghai.aliyuncs.com/akfamily/aktools:jupyter python\n```\n\n#### Test\n\n```python\nimport akshare as ak\n\nprint(ak.__version__)\n```\n\n## Usage\n\n### Data\n\nCode:\n\n```python\nimport akshare as ak\n\nstock_zh_a_hist_df = ak.stock_zh_a_hist(symbol=\"000001\", period=\"daily\", start_date=\"20170301\", end_date='20231022', adjust=\"\")\nprint(stock_zh_a_hist_df)\n```\n\nOutput:\n\n```\n \u65e5\u671f \u5f00\u76d8 \u6536\u76d8 \u6700\u9ad8 ... \u632f\u5e45 \u6da8\u8dcc\u5e45 \u6da8\u8dcc\u989d \u6362\u624b\u7387\n0 2017-03-01 9.49 9.49 9.55 ... 0.84 0.11 0.01 0.21\n1 2017-03-02 9.51 9.43 9.54 ... 1.26 -0.63 -0.06 0.24\n2 2017-03-03 9.41 9.40 9.43 ... 0.74 -0.32 -0.03 0.20\n3 2017-03-06 9.40 9.45 9.46 ... 0.74 0.53 0.05 0.24\n4 2017-03-07 9.44 9.45 9.46 ... 0.63 0.00 0.00 0.17\n ... ... ... ... ... ... ... ... ...\n1610 2023-10-16 11.00 11.01 11.03 ... 0.73 0.09 0.01 0.26\n1611 2023-10-17 11.01 11.02 11.05 ... 0.82 0.09 0.01 0.25\n1612 2023-10-18 10.99 10.95 11.02 ... 1.00 -0.64 -0.07 0.34\n1613 2023-10-19 10.91 10.60 10.92 ... 3.01 -3.20 -0.35 0.61\n1614 2023-10-20 10.55 10.60 10.67 ... 1.51 0.00 0.00 0.27\n[1615 rows x 11 columns]\n```\n\n### Plot\n\nCode:\n\n```python\nimport akshare as ak\nimport mplfinance as mpf # Please install mplfinance as follows: pip 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\n\n## Communication\n\nWelcome to join the **\u6570\u636e\u79d1\u5b66\u5b9e\u6218** knowledge planet to learn more about quantitative investment,\nplease visit [\u6570\u636e\u79d1\u5b66\u5b9e\u6218](https://akshare.akfamily.xyz/learn.html) for more information:\n\n<div>\n <img alt=\"data science\" src=\"https://jfds-1252952517.cos.ap-chengdu.myqcloud.com/akshare/readme/qrcode/data_scientist.png\">\n</div>\n\nPay attention to **\u6570\u636e\u79d1\u5b66\u5b9e\u6218** WeChat Official Accounts to get the [AKShare](https://github.com/akfamily/akshare) updated info:\n\n<div>\n <img alt=\"ds\" src=\"https://github.com/akfamily/akshare/blob/main/assets/images/ds.png\">\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.akfamily.xyz/introduction.html)\n2. [Installation](https://akshare.akfamily.xyz/installation.html)\n3. [Tutorial](https://akshare.akfamily.xyz/tutorial.html)\n4. [Data Dict](https://akshare.akfamily.xyz/data/index.html)\n5. [Subjects](https://akshare.akfamily.xyz/topic/index.html)\n\n## Contribution\n\n[AKShare](https://github.com/akfamily/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 [Ruff](https://github.com/astral-sh/ruff) to format the code\n\n## Statement\n\n1. All data provided by [AKShare](https://github.com/akfamily/akshare) is just for academic research purpose;\n2. The data provided by [AKShare](https://github.com/akfamily/akshare) is for reference only and does not constitute any investment proposal;\n3. Any investor based on [AKShare](https://github.com/akfamily/akshare) research should pay more attention to data risk;\n4. [AKShare](https://github.com/akfamily/akshare) will insist on providing open-source financial data;\n5. Based on some uncontrollable factors, some data interfaces in [AKShare](https://github.com/akfamily/akshare) may be removed;\n6. Please follow the relevant open-source protocol used by [AKShare](https://github.com/akfamily/akshare);\n7. Provide HTTP API for the person who uses other program language: [AKTools](https://aktools.readthedocs.io/).\n\n## Show your style\n\nUse the badge in your project's README.md:\n\n```markdown\n[](https://github.com/akfamily/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/akfamily/akshare\n```\n\nLooks like this:\n\n[](https://github.com/akfamily/akshare)\n\n## Citation\n\nPlease use this **bibtex** if you want to cite this repository in your publications:\n\n```markdown\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/akfamily/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 [\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 [\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 [\u5317\u4eac\u8bc1\u5238\u4ea4\u6613\u6240\u7f51\u7ad9](http://www.bse.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 [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 [\u767e\u5ea6\u8fc1\u5f99\u7f51\u7ad9](https://qianxi.baidu.com/?from=shoubai#city=0);\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 tutorials provided by [\u5fae\u4fe1\u516c\u4f17\u53f7: Python\u5927\u5496\u8c08](https://upload-images.jianshu.io/upload_images/3240514-61004f2c71be4a0b.png).\n\n## Backer and Sponsor\n\n<a href=\"https://www.jetbrains.com/?from=jindaxiang/akshare\" target=\"_blank\">\n<img alt=\"jetbrains\" src=\"https://github.com/akfamily/akshare/blob/main/assets/images/jetbrains.svg\" width=\"100px\" height=\"100px\">\n</a>\n",
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