Thank you Chuck, Here is the head of my data set (tjornres): Fish.1 Fish.2 MORPHO DIET 1 1 2 0.03768 0.1559250 2 1 3 0.05609 0.7897060 3 1 4 0.03934 0.4638010 4 1 5 0.03363 0.1200480 5 1 6 0.05629 0.4390760 6 1 8 0.08366 0.1866750 7 1 9 0.04892 0.0988235 8 1 10 0.04427 0.2637140
MORPHO and DIET refer to the morphological and diet distances between fish 1 and fish 2. My original data set has over 2400 pairs of fish. My goal is to resample this dataste by selecting only 435. I would like to do this 999 times and get a distribution of the correlation coefficients MORPHO~DIET. I went on and wrote this code: head(tjornres) essayres = tjornres # copy of the data R = 999 # the number of replicates cor.values = numeric(R) # store the data for (i in 1:R) { # loop + group1 = sample(essayres, size=435, replace=F) + group2 = sample(essayres, size=435, replace=F) + cor.values[i] = cor.test(group1,group2)$cor + } I have a syntax error in this code. Also if I run one resampling, sample(essayres, size=435, replace=F), I get this error message: Error in `[.data.frame`(x, .Internal(sample(length(x), size, replace, : cannot take a sample larger than the population when 'replace = FALSE'. Does anyone know why this code is not working? Are there any other ways to resample (without replacement) ? Thank you for your help, -- View this message in context: http://r.789695.n4.nabble.com/How-to-resample-matrices-to-test-for-the-robustness-of-their-correlation-tp4397915p4404337.html Sent from the R help mailing list archive at Nabble.com. ______________________________________________ R-help@r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.