Difference between pearson and spearman correlation and kendall
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One guideline is based on the type of the data being analyzed. This guideline indicates that the Pearson product moment correlation coefficient is appropriate only for interval data while the Spearman's and Kendall's correlation coefficients could be used for either ordinal or interval data
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The Pearson correlation evaluates the linear relationship between two continuous variables. A relationship is linear when a change in one variable is associated with a proportional change in the other variable. ... The Spearman correlation evaluates the monotonic relationship between two continuous or ordinal variables.
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