“…Data integration plays a critical role in oil and gas studies and includes geological settings, seismic, geophysical logs, sedimentology, geochemistry, and geomechanical datasets (Diab et al, 2022; Khan et al, 2023; Manzoor et al, 2023; Marghani et al, 2023; Naseer et al, 2022; Radwan, 2021b; Radwan, 2021c; Radwan, 2022d). The integration of various disciplines, such as geology, geophysics, petrophysics, and reservoir engineering data, is a key factor in creating structural and static logic subsurface models that can aid in oil exploration and development, which is critical for meeting global energy demands.…”