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Pearson correlation coefficient matrix is a handy, easy to use tool specially designed to help you compute a matrix of Pearson correlations among variables, with test of significance of the correlation coefficients obtained by permuting the data in one of the two variables in each pair.
The theory of this type of test is presented, for instance, in Legendre & Legendre (1998, Section 1.2). Input data file: the objects are the rows of this file; the variables are the columns. The program is presently dimensioned for 1000 objects and 101 variables.
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