Facets is an open-source visualization tool designed to facilitate the understanding and analysis of machine learning datasets. It provides two primary modules: Facets Overview and Facets Deep Dive. These modules are particularly valuable in fields where data quality, class balance, and anomaly detection are vital—such as in cybersecurity applications for network traffic analysis. Using these