Random forest algorithm-based classification model of pesticide aquatic toxicity to fishes

•QSAR was built for toxicity data of pesticides to various fish species.•Random forest was used to establish the classification model of LC50.•Only 8 descriptors were used in the models for 1106 organic pesticides.•The total data set has prediction accuracy above 96%.