This environmental data science project aimed to uncover the critical relationships between key oceanographic variables and seaweed community diversity. Coastal ecosystems are highly sensitive to environmental change, and seaweed is a vital bio-indicator and foundational species. This analysis provided data-driven insights to guide marine conservation strategies, assess the health of coastal waters, and understand the potential impacts of climate change on marine biodiversity.