Async-Powered Pandas: Supercharge Your Pandas Workflows with Async
2025-03-15
aiopandas is a lightweight library that adds async support to Pandas' core functions like `map`, `apply`, and `applymap` via monkey patching. This allows seamless integration of async functions, enabling controlled parallel execution with `max_parallel` for dramatically faster processing of I/O-bound tasks such as API calls, web scraping, and database queries. It also integrates with tqdm for progress tracking. Simply replace `.map()` with `.amap()` (and similar for other functions) for a near drop-in replacement.