{"repo":"akfamily/akshare","free":true,"listed":false,"github":"https://github.com/akfamily/akshare","clone":"git clone https://github.com/akfamily/akshare.git","description":"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","language":"Python","stars":22068,"topics":["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"],"license":"MIT","category":"data_api","readme_excerpt":"**资源分享**：对于想了解更多财经数据与量化投研的小伙伴，推荐一个专注于财经数据和量化研究的知识社区。\n该社区提供相关文档和视频学习资源，汇集了各类财经数据源和量化投研工具的使用经验。\n有兴趣深入学习的朋友可点此[了解更多](https://t.zsxq.com/ZCxUG)，也推荐大家关注微信公众号【数据科学实战】。\n\n**重磅推荐**：AKQuant 是一款专为 **量化投研 (Quantitative Research)** 打造的高性能量化回测框架。它以 Rust 铸造极速撮合内核，\n以 Python 链接数据与 AI 生态，旨在为量化投资者提供可靠高效的量化投研解决方案。参见[AKQuant](https://github.com/akfamily/akquant)\n\n**工具推荐**：期魔方是一款本地化期货量化分析工具，适合数据分析爱好者使用。无需复杂部署，支持数据分析和机器学习功能，研究功能免费开放。\n如需了解更多信息可访问[期魔方](https://qmfquant.com)。\n\n![AKShare Logo](https://raw.githubusercontent.com/akfamily/akshare/main/assets/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[![PyPI Downloads](https://static.pepy.tech/personalized-badge/akshare?period=total&units=INTERNATIONAL_SYSTEM&left_color=BLACK&right_color=GREEN&left_text=downloads)](https://pepy.tech/projects/akshare)\n[![Documentation Status](https://readthedocs.org/projects/akshare/badge/?version=latest)](https://akshare.readthedocs.io/?badge=latest)\n[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)\n[![akshare](https://img.shields.io/badge/Data%20Science-AKShare-green)](https://github.com/akfamily/akshare)\n[![Checks Status](https://github.com/akfamily/akshare/actions/workflows/main_dev_check.yml/badge.svg)](https://github.com/akfamily/akshare/actions/workflows/main_dev_check.yml)\n[![Release Status](https://github.com/akfamily/akshare/actions/workflows/release_and_deploy.yml/badge.svg)](https://github.com/akfamily/akshare/actions/workflows/release_and_deploy.yml)\n[![MIT Licence](https://img.shields.io/badge/license-MIT-blue)](https://github.com/akfamily/akshare/blob/main/LICENSE)\n[![](https://img.shields.io/github/forks/akfamily/akshare)](https://github.com/akfamily/akshare)\n[![](https://img.shields.io/github/stars/akfamily/akshare)](https://github.com/akfamily/akshare)\n[![](https://img.shields.io/github/issues/akfamily/akshare)](https://github.com/akfamily/akshare)\n\n## Overview\n\n[AKShare](https://github.com/akfamily/akshare) requires Python(64 bit) 3.11 or higher and\naims to simplify the process of fetching financial data.\n\n**Write less, get more!**\n\n- Documentation: [中文文档](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 https://mirrors.aliyun.com/pypi/simple/ --upgrade\n```\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      日期          开盘   收盘    最高  ...  振幅   涨跌幅  涨跌额  换手率\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### Search\n\nAKShare ships an offline interface registry, so you can look up an interface by\nkeyword without leaving Python and without any network request. This is\nespecially handy for LLM-driven programs that need to resolve a description into\na callable interface name.\n\nCode:\n\n```python\nimport akshare as ak\n\nsearch_df = ak.search(\"可转债 实时行情\", limit=5)\nprint(search_df)\n\n# full metadata of a single interface: params, output columns and a usage example\ninterface_info_dict = ak.interface_info(\"bond_cb_jsl\")\nprint(interface_info_dict)\n```\n\nOutput:\n\n```\n                      接口名    类目                                                       描述  有无文档   匹配分\n0             bond_cb_jsl  bond  集思录可转债实时数据，包含行情数据（涨跌幅，成交量和换手率等）及可转债基本信息（转股价，溢价率和到期收益率等）  True  27.0\n1      bond_zh_hs_cov_min  bond                                           东方财富网-可转债-分时行情  True  20.0\n2  bond_zh_hs_cov_pre_min  bond                                      东方财富网-可转债-分时行情-盘前分时  True  20.0\n3     bond_cov_comparison  bond                                   东方财富网-行情中心-债券市场-可转债比价表  True  17.0\n4        fund_etf_spot_em  fund                                            东方财富-ETF 实时行情  True  17.0\n```\n\nPassing a full interface name always ranks that interface first, which makes it\na reliable way to confirm a half-remembered name. Note this is keyword matching\nrather than semantic search — see the\n[interface search docs](https://akshare.akfamily.xyz/registry.html) for what it\ncan and cannot do.\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.set_index([\"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\n## Features\n\n- **Ease 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. [Interface Search](https://akshare.akfamily.xyz/registry.html)\n4. [Tutorial](https://akshare.akfamily.xyz/tutorial.html)\n5. [Data Dict](https://akshare.akfamily.xyz/data/index.html)\n6. [Indicator](https://akshare.akfamily.xyz/indicator.html)\n7. [Data Tips](https://akshare.akfamily.xyz/data_tips.html)\n8. [Trade](https://akshare.akfamily.xyz/trade.html)\n\n## Contribution\n\n[AKShare](https://github.com/akfamily/akshare) is still under development, 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\nSee the [contributing guide](https://akshare.akfamily.xyz/contributing.html) before\nopening a pull request.\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[![Data: akshare](https://img.shields.io/badge/Data%20Science-AKShare-green)](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[![Data: akshare](https://img.shields.io/badge/Data%20Science-AKShare-green)](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 and Yaojie Zhang},\n    title = {AKShare},\n    year = {2022},\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 [东方财富网站](http://data.eastmoney.com);\n\nThanks for the data provided by [新浪财经网站](https://finance.sina.com.cn);\n\nThanks for the data provided by [金十数据网站](https://www.jin10.com/);\n\nThanks for the data provided by [生意社网站](http://www.100ppi.com/);\n\nThanks for the data provided by [中国银行间市场交易商协会网站](http://www.nafmii.org.cn/);\n\nThanks for the data provided by [99期货网站](http://www.99qh.com/);\n\nThanks 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/);\n\nThanks for the data provided by [和讯财经网站](http://www.hexun.com/);\n\nThanks for the data provided by [DACHENG-XIU 网站](https://dachxiu.chicagobooth.edu/);\n\nThanks for the data provided by [上海证券交易所网站](http://www.sse.com.cn/assortment/options/price/);\n\nThanks for the data provided by [深证证券交易所网站](http://www.szse.cn/);\n\nThanks for the data provided by [北京证券交易所网站](http://www.bse.cn/);\n\nThanks for the data provided by [中国金融期货交易所网站](http://www.cffex.com.cn/);\n\nThanks for the data provided by [上海期货交易所网站](http://www.shfe.com.cn/);\n\nThanks for the data provided by [大连商品交易所网站](http://www.dce.com.cn/);\n\nThanks for the data provided by [郑州商品交易所网站](http://www.czce.com.cn/","default_branch":"main","files":496,"tree":[".github/ISSUE_TEMPLATE/akshare_report.md",".github/dependabot.yml",".github/workflows/main_dev_check.yml",".github/workflows/release_and_deploy.yml",".gitignore",".pre-commit-config.yaml",".readthedocs.yaml","CODE_OF_CONDUCT.md","CONTRIBUTING.md","Dockerfile","Dockerfile-Jupyter","LICENSE","README.md","akshare/__init__.py","akshare/_version.py","akshare/air/__init__.py","akshare/air/air_hebei.py","akshare/air/air_zhenqi.py","akshare/air/cons.py","akshare/air/crypto.js","akshare/air/outcrypto.js","akshare/air/sunrise_tad.py","akshare/article/__init__.py","akshare/article/cons.py","akshare/article/epu_index.py","akshare/article/ff_factor.py","akshare/article/fred_md.py","akshare/article/risk_rv.py","akshare/bank/__init__.py","akshare/bank/bank_cbirc_2020.py","akshare/bank/cons.py","akshare/bond/__init__.py","akshare/bond/bond_buy_back_em.py","akshare/bond/bond_cb_sina.py","akshare/bond/bond_cb_ths.py","akshare/bond/bond_cbond.py","akshare/bond/bond_china.py","akshare/bond/bond_china_money.py","akshare/bond/bond_convert.py","akshare/bond/bond_em.py","akshare/bond/bond_gb_sina.py","akshare/bond/bond_info_cm.py","akshare/bond/bond_issue_cninfo.py","akshare/bond/bond_nafmii.py","akshare/bond/bond_summary.py","akshare/bond/bond_zh_cov.py","akshare/bond/bond_zh_sina.py","akshare/bond/cons.py","akshare/cal/__init__.py","akshare/cal/rv.py","akshare/crypto/__init__.py","akshare/crypto/crypto_bitcoin_cme.py","akshare/crypto/crypto_hold.py","akshare/currency/__init__.py","akshare/currency/currency.py","akshare/currency/currency_china_bank_sina.py","akshare/currency/currency_safe.py","akshare/data/__init__.py","akshare/data/cninfo.js","akshare/data/crypto_info.zip","akshare/data/interfaces.json","akshare/data/ths.js","akshare/datasets.py","akshare/economic/__init__.py","akshare/economic/cons.py","akshare/economic/macro_australia.py","akshare/economic/macro_bank.py","akshare/economic/macro_canada.py","akshare/economic/macro_china.py","akshare/economic/macro_china_hk.py","akshare/economic/macro_china_nbs.py","akshare/economic/macro_constitute.py","akshare/economic/macro_euro.py","akshare/economic/macro_finance_ths.py","akshare/economic/macro_germany.py","akshare/economic/macro_info_ws.py","akshare/economic/macro_japan.py","akshare/economic/macro_other.py","akshare/economic/macro_swiss.py","akshare/economic/macro_uk.py","akshare/economic/macro_usa.py","akshare/economic/marco_cnbs.py","akshare/energy/__init__.py","akshare/energy/energy_carbon.py","akshare/energy/energy_oil_em.py","akshare/event/__init__.py","akshare/event/cons.py","akshare/event/migration.py","akshare/exceptions.py","akshare/file_fold/__init__.py","akshare/file_fold/calendar.json","akshare/forex/__init__.py","akshare/forex/cons.py","akshare/forex/forex_em.py","akshare/fortune/__init__.py","akshare/fortune/fortune_500.py","akshare/fortune/fortune_bloomberg.py","akshare/fortune/fortune_forbes_500.py","akshare/fortune/fortune_hurun.py","akshare/fortune/fortune_xincaifu_500.py","akshare/fund/__init__.py","akshare/fund/fund_amac.py","akshare/fund/fund_announcement_em.py","akshare/fund/fund_aum_em.py","akshare/fund/fund_em.py","akshare/fund/fund_etf_em.py","akshare/fund/fund_etf_sina.py","akshare/fund/fund_etf_sse.py","akshare/fund/fund_etf_szse.py","akshare/fund/fund_etf_ths.py","akshare/fund/fund_fee_em.py","akshare/fund/fund_fhsp_em.py","akshare/fund/fund_info_ths.py","akshare/fund/fund_init_em.py","akshare/fund/fund_init_ths.py","akshare/fund/fund_lof_em.py","akshare/fund/fund_manager.py","akshare/fund/fund_overview_em.py","akshare/fund/fund_portfolio_em.py","akshare/fund/fund_position_lg.py","akshare/fund/fund_rank_em.py","akshare/fund/fund_rating.py","akshare/fund/fund_report_cninfo.py","akshare/fund/fund_scale_em.py","akshare/fund/fund_scale_sina.py","akshare/fund/fund_scale_szse.py","akshare/fund/fund_xq.py","akshare/futures/__init__.py","akshare/futures/cons.py","akshare/futures/cot.py","akshare/futures/futures_basis.py","akshare/futures/futures_comex_em.py","akshare/futures/futures_comm_ctp.py","akshare/futures/futures_comm_js.py","akshare/futures/futures_comm_qihuo.py","akshare/futures/futures_contract_detail.py","akshare/futures/futures_daily_bar.py","akshare/futures/futures_foreign.py","akshare/futures/futures_hf_em.py","akshare/futures/futures_hist_em.py","akshare/futures/futures_hq_sina.py","akshare/futures/futures_index_ccidx.py","akshare/futures/futures_inventory_99.py","akshare/futures/futures_inventory_em.py","akshare/futures/futures_news_shmet.py","akshare/futures/futures_roll_yield.py","akshare/futures/futures_rule.py","akshare/futures/futures_rule_em.py","akshare/futures/futures_settle.py","akshare/futures/futures_settlement_price_sgx.py","akshare/futures/futures_spot_stock_em.py","akshare/futures/futures_stock_js.py","akshare/futures/futures_to_spot.py","akshare/futures/futures_warehouse_receipt.py","akshare/futures/futures_zh_sina.py","akshare/futures/receipt.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Clone it from GitHub. Paid listings live at /search."}