The growth of big data is profoundly transforming operations throughout the petroleum and natural gas sector. Organizations are now capable of processing massive quantities of information generated from exploration, extraction, refining, and transportation. This enables optimized strategic planning, proactive maintenance of assets, reduced dangers,