A Correlation matrix is a set of data put into a matrix and computed to find out the correlation coefficient of these data. Once this information is comprised it is put into a graph such as the one above to determine the correlation as well as the variability of the line.
http://www.geocities.com/somesoftware/correlation_matrix.jpg
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