{"categories":[{"label":"Information Analysis","url":"https://skillfed.io/packages/category/scientific-engineering-information-analysis/2"}],"enrichment":{"capability":"Fetches historical and real-time Chinese stock market data and returns it as pandas DataFrames for analysis and export.","skillfed_tags":["financial-data","china-markets","web-scraping"],"use_cases":["Retrieve historical OHLC data for a Chinese stock ticker to build backtesting datasets","Stream real-time tick snapshots from Tencent or other brokers for live trading systems","Export daily market quotes to CSV or Excel for manual analysis in spreadsheet tools","Load stock data directly into pandas for technical indicator calculation and charting","Populate a local MySQL or MongoDB database with historical market snapshots for research"],"what_it_does":"TuShare is a Python library that crawls historical and real-time stock market data for Chinese securities. It wraps multiple financial data providers and returns results as pandas DataFrames, making it straightforward to load, analyze, and export market data to CSV, Excel, JSON, or databases like MySQL and MongoDB.\n\nThe package targets financial analysts, pandas learners, and researchers interested in Chinese market data. It depends on standard web-scraping and data-processing libraries (requests, lxml, bs4, websocket-client) and uses pandas as its primary output format, making it compatible with the broader Python data science ecosystem.","worth_installing":"Yes, if you need Chinese stock market data. The package has low install friction, permissive licensing, no known vulnerabilities, and active maintenance. Caveat: verify that the underlying data sources remain accessible and that real-time functions meet your latency and reliability requirements, as web-scraping-based APIs can be fragile."},"id":"tushare","links":{"html":"https://skillfed.io/packages/tushare","md":"https://skillfed.io/packages/tushare.md","pypi":"https://pypi.org/project/tushare/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-03-25","license_spdx":null,"license_treatment":"permissive","name":"tushare","python_support":"unspecified","summary":"A utility for crawling historical and Real-time Quotes data of China stocks"},"popularity":{"monthly_downloads":613999,"position":5750,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"1.4.29"}