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A measure of the degree of linear association among a pair of variables.

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Dropping highly correlated features

For example I can see very high correlation between column 27 and 46. Should I remove one of them? This is correlation heat map from my whole dataset. … Should I examine correlation and consider dropping columns in this way or should I make it only for train set and test set left without dropping any column? …
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