Tushare - Financial Data Interface Package

Tushare is a free and open-source Python financial data interface package.

The main purpose is to achieve the process of data collection, cleaning, processing, and storage of financial data such as stocks, providing financial analysts with fast, clean, and diverse data that is easy to analyze, greatly reducing their workload in data acquisition, and enabling them to focus more on the research and implementation of strategies and models.

Considering the advantages of Python's pandas package in financial quantitative analysis, the vast majority of data formats returned by Tushare are pandas DataFrame, which is very convenient for data analysis and visualization using pandas/NumPy/Matplotlib.

Of course, if you are used to using Excel or relational databases for analysis, you can also use Tushare's data storage function to save all data locally for analysis. At the request of some users, starting from version 0.2.5, Tushare is compatible with both Python 2. x and Python 3. x. It has refactored some code and optimized some algorithms to ensure efficient and stable data acquisition.

Since its release, Tushare has helped many users reduce their work pressure in terms of data, and has also received feedback from many users. Tushare will continue to share it in a free and open source form, hoping to bring some help to those in need.

If you find Tushare useful and have gained something from it, please share it through Weibo, WeChat, or website blogs, so that more people can understand and use it, and gradually improve and enhance it in everyone's use process. Tushare is constantly improving and optimizing, and will gradually increase data on Hong Kong stocks, futures, foreign exchange, and funds in the future. Therefore, your support and affirmation are the driving force for Tushare to persist.

The data of Tushare org version mainly comes from the internet. If you encounter situations where data cannot be obtained or data errors occur during use, please contact me. If you have any good suggestions or opinions, please also contact me in a timely manner. Thank you. In order to improve the reliability and stability of data, Tushare has launched the Pro version data interface and stopped maintenance on the org version on a case by case basis.