The expansion of big data is fundamentally reshaping operations throughout the petroleum and natural gas sector. Companies are now equipped with examining massive quantities of information generated from discovery, extraction, refining, and delivery. This enables enhanced resource allocation, forward-looking servicing of machinery, reduced hazards,