We provide a macroscopic visual illustration to elucidate the distribution of ML models across research topics in safe drinking water supply (Figure ). To facilitate a clear and concise visual representation, we group certain ML models under broader principal categories on the basis of their foundational architecture. For instance, models such as GA-ANN, Multi-layered-ANN, and