JAD Bio is an automatic machine learning tool for predictive analysis with an overall goal to democratize data analysis. BioDataome is a database of uniformly preprocessed and disease-annotated omics data with the aim to promote and accelerate the reuse of public data. We applied JAD Bio in 34 datasets of BioDataome, including 5492 samples spanning 31 diseases. All datasets are publicly available for querying and downloading. This collection is a subset for a subsequent larger effort to massively analyse omics data.