Abstract Background: In shale basins, petroleum systems are complex; they hold data sources in Big Data scales. The motivation of research lies with the facts exploring effective inherent connectivity between unconventional systems. energy reservoir is ambiguous within a distinctive ecosystem. Heterogeneity and multidimensionality unstructured additional challenges, precluding systematic modell...