DoWhy

DoWhy is an open-source tool that helps researchers and analysts determine whether one thing truly causes another, rather than just being related. It uses statistical and causal inference methods to build, test, and validate cause-and-effect models from data. By explicitly modeling assumptions and relationships, DoWhy aims to provide clearer insights into causality, assisting in making informed decisions based on evidence, not just correlations. It's like a scientific detective for understanding what actually causes what, which is valuable in fields like healthcare, economics, and social sciences.