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Big Data Analytics Lab 25-26

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Which method is best for combining two datasets based on a key column?

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If you want to apply a function element-wise to a DataFrame, which is best?

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You load a CSV with missing values. Which method helps you quickly understand the structure + null counts?

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Which combination best reflects a trade-off in memory-efficient structures?

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What is the key limitation of Bloom Filters?

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Which of the following data structures can estimate the number of distinct elements in a data stream?

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A Bloom Filter reports that an element is present. What is the most accurate interpretation?

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 In Apache Spark, which transformation is responsible for grouping words before counting?  

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When computing average ratings using MapReduce, what is the correct approach?  

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 Shrinking representative points toward centroid helps to

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