A modern, intuitive data manipulation library for Python that makes your data workflows read like natural language. Built on pandas' robust foundation with a clean, pipe-based syntax inspired by R's dplyr and tidyverse. Built with ❤️ for data scientists who value readability. Make your data speak naturally with PipeFrame 🔄.