The rest of the paper is structured as follows. In Sec. 2, we present the datasets and the downstream ML models that we use to support our claims; in Sec. 3, we evaluate different dataset aggregation strategies and discuss results; in Sec. 4, we present the result about prioritizing chemical diversity in progressive data acquisition; Sec. 5 concludes the paper with the final remarks.