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Irrespective of these differences, data science and data analysis are closely relevant fields and infrequently require equivalent ability sets. Both equally fields need a good Basis in statistics, programming, and data visualization, in addition to the skill to speak results correctly to both technical and non-technical audiences.Clustering through