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How is data considered for data analysis [closed]

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In real life scenario the data set size will be large.How does data scientist analyse the date? Question 1:Do they download and import the whole file into the tool and take a sample out of it. Question 2:If sample how do you determine how to take the sample and what should be the size?


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