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Introduction In today’s data-driven world, the interplay between statistics, probability, and data science has become increasingly significant. As exploring data science and probability fundamentals organizations collect vast amounts of data, the ability to analyze and derive meaningful insights from that data is paramount. Understanding the role of statistics and probability in data science not only enhances analytical