The equipment Finding out algorithm, random forest, along with MACCS descriptors, is used for prediction. It offers a swift screening process for evaluating chemical toxicity, determining molecular factors that maximize or lower toxicity, and offering fragment contribution predictions.No interfering peaks because of endogenous/exogenous substances