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Inspite of these variations, data science and data analysis are closely similar fields and sometimes demand equivalent ability sets. Both fields demand a stable foundation in figures, programming, and data visualization, along with the capability to communicate conclusions successfully to each technical and non-technical audiences.Characterizing th