Pandas added a new, chainable column-assignment syntax to replace lambda-based patterns, improving predictability, introspection, and safety for dataframe operations.
Episode #260: Harnessing the Power of Python Polars - The Real Python Podcast
Polars offers significant speed advantages, particularly in data projects when compared to pandas, making it an optimal choice for performance-centric applications.