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Select correlated feature to remove

Correlaton plot

sqft_living and sqft_above are highly correlated. That means that they contain mutual information. However, some of this mutual information is contained in other features as well, like sqft_basement, bedrooms, and bathrooms. Which of the following options would remove the least amount of information from the dataset?

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Dimensionality Reduction in R

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