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In this case, your feature space is tiny - only four variables. Any reasonable classification method is designed to deal with a significantly larger feature space, so there is no need to reduce the data set. As such, go ahead and use all the available data. Many methodologies will also provide a 'ranking' of features, which will indicate how useful a given ...


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