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Type 'q()' to quit R. > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, + method=c("hubert", "hubert.mcd", "locantore", "cov", "classic", + "grid", "proj")) + { + ## Test the PcaXxx() functions on the literature datasets: + ## + ## Call PcaHubert() and the other functions for all regression + ## data sets available in robustbase/rrcov and print: + ## - execution time (if time == TRUE) + ## - loadings + ## - eigenvalues + ## - scores + ## + + dopca <- function(x, xname, nrep=1){ + + n <- dim(x)[1] + p <- dim(x)[2] + if(method == "hubert.mcd") + pca <- PcaHubert(x, k=p) + else if(method == "hubert") + pca <- PcaHubert(x, mcd=FALSE) + else if(method == "locantore") + pca <- PcaLocantore(x) + else if(method == "cov") + pca <- PcaCov(x) + else if(method == "classic") + pca <- PcaClassic(x) + else if(method == "grid") + pca <- PcaGrid(x) + else if(method == "proj") + pca <- PcaProj(x) + else + stop("Undefined PCA method: ", method) + + + e1 <- getEigenvalues(pca)[1] + e2 <- getEigenvalues(pca)[2] + k <- pca@k + + if(time){ + xtime <- system.time(dorep(x, nrep, method))[1]/nrep + xres <- sprintf("%3d %3d %3d %12.6f %12.6f %10.3f\n", dim(x)[1], dim(x)[2], k, e1, e2, xtime) + } + else{ + xres <- sprintf("%3d %3d %3d %12.6f %12.6f\n", dim(x)[1], dim(x)[2], k, e1, e2) + } + lpad<-lname-nchar(xname) + cat(pad.right(xname, lpad), xres) + + if(!short){ + cat("Scores: \n") + print(getScores(pca)) + + if(full){ + cat("-------------\n") + show(pca) + } + cat("----------------------------------------------------------\n") + } + } + + stopifnot(length(nrep) == 1, nrep >= 1) + method <- match.arg(method) + + options(digits = 5) + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed + + lname <- 20 + + ## VT::15.09.2013 - this will render the output independent + ## from the version of the package + suppressPackageStartupMessages(library(rrcov)) + + data(Animals, package = "MASS") + brain <- Animals[c(1:24, 26:25, 27:28),] + + tmp <- sys.call() + cat("\nCall: ", deparse(substitute(tmp)),"\n") + + cat("Data Set n p k e1 e2\n") + cat("==========================================================\n") + dopca(heart[, 1:2], data(heart), nrep) + dopca(starsCYG, data(starsCYG), nrep) + dopca(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) + dopca(stack.x, data(stackloss), nrep) + ## dopca(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) # differences between the architectures + dopca(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) + ## dopca(data.matrix(subset(wood, select = -y)), data(wood), nrep) # differences between the architectures + dopca(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) + + ## dopca(brain, "Animals", nrep) + dopca(milk, data(milk), nrep) + dopca(bushfire, data(bushfire), nrep) + cat("==========================================================\n") + } > > dogen <- function(nrep=1, eps=0.49, method=c("hubert", "hubert.mcd", "locantore", "cov")){ + + dopca <- function(x, nrep=1){ + gc() + xtime <- system.time(dorep(x, nrep, method))[1]/nrep + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) + xtime + } + + set.seed(1234) + + ## VT::15.09.2013 - this will render the output independent + ## from the version of the package + suppressPackageStartupMessages(library(rrcov)) + library(MASS) + + method <- match.arg(method) + + ap <- c(2, 5, 10, 20, 30) + an <- c(100, 500, 1000, 10000, 50000) + + tottime <- 0 + cat(" n p Time\n") + cat("=====================\n") + for(i in 1:length(an)) { + for(j in 1:length(ap)) { + n <- an[i] + p <- ap[j] + if(5*p <= n){ + xx <- gendata(n, p, eps) + X <- xx$X + ## print(dimnames(X)) + tottime <- tottime + dopca(X, nrep) + } + } + } + + cat("=====================\n") + cat("Total time: ", tottime*nrep, "\n") + } > > dorep <- function(x, nrep=1, method=c("hubert", "hubert.mcd", "locantore", "cov")){ + + method <- match.arg(method) + for(i in 1:nrep) + if(method == "hubert.mcd") + PcaHubert(x) + else if(method == "hubert") + PcaHubert(x, mcd=FALSE) + else if(method == "locantore") + PcaLocantore(x) + else if(method == "cov") + PcaCov(x) + else + stop("Undefined PCA method: ", method) + } > > #### gendata() #### > # Generates a location contaminated multivariate > # normal sample of n observations in p dimensions > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) > # where > # m = (b,b,...,b) > # Defaults: eps=0 and b=10 > # > gendata <- function(n,p,eps=0,b=10){ + + if(missing(n) || missing(p)) + stop("Please specify (n,p)") + if(eps < 0 || eps >= 0.5) + stop(message="eps must be in [0,0.5)") + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) + nbad <- as.integer(eps * n) + xind <- vector("numeric") + if(nbad > 0){ + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) + xind <- sample(n,nbad) + X[xind,] <- Xbad + } + list(X=X, xind=xind) + } > > pad.right <- function(z, pads) + { + ### Pads spaces to right of text + padding <- paste(rep(" ", pads), collapse = "") + paste(z, padding, sep = "") + } > > whatis <- function(x){ + if(is.data.frame(x)) + cat("Type: data.frame\n") + else if(is.matrix(x)) + cat("Type: matrix\n") + else if(is.vector(x)) + cat("Type: vector\n") + else + cat("Type: don't know\n") + } > > ################################################################# > ## VT::27.08.2010 > ## bug report from Stephen Milborrow > ## > test.case.1 <- function() + { + X <- matrix(c( + -0.79984, -1.00103, 0.899794, 0.00000, + 0.34279, 0.52832, -1.303783, -1.17670, + -0.79984, -1.00103, 0.899794, 0.00000, + 0.34279, 0.52832, -1.303783, -1.17670, + 0.34279, 0.52832, -1.303783, -1.17670, + 1.48542, 0.66735, 0.716162, 1.17670, + -0.79984, -1.00103, 0.899794, 0.00000, + 1.69317, 1.91864, -0.018363, 1.76505, + -1.00759, -0.16684, -0.385626, 0.58835, + -0.79984, -1.00103, 0.899794, 0.00000), ncol=4, byrow=TRUE) + + cc1 <- PcaHubert(X, k=3) + + cc2 <- PcaLocantore(X, k=3) + cc3 <- PcaCov(X, k=3, cov.control=CovControlSest()) + + cc4 <- PcaProj(X, k=2) # with k=3 will produce warnings in .distances - too small eignevalues + cc5 <- PcaGrid(X, k=2) # dito + + list(cc1, cc2, cc3, cc4, cc5) + } > > ################################################################# > ## VT::05.08.2016 > ## bug report from Matthieu Lesnoff > ## > test.case.2 <- function() + { + do.test.case.2 <- function(z) + { + if(missing(z)) + { + set.seed(12345678) + n <- 5 + z <- data.frame(v1 = rnorm(n), v2 = rnorm(n), v3 = rnorm(n)) + z + } + + fm <- PcaLocantore(z, k = 2, scale = TRUE) + fm@scale + apply(z, MARGIN = 2, FUN = mad) + scale(z, center = fm@center, scale = fm@scale) + + T <- fm@scores + P <- fm@loadings + E <- scale(z, center = fm@center, scale = fm@scale) - T %*% t(P) + d2 <- apply(E^2, MARGIN = 1, FUN = sum) + ## print(sqrt(d2)); print(fm@od) + print(ret <- all.equal(sqrt(d2), fm@od)) + + ret + } + do.test.case.2() + do.test.case.2(phosphor) + do.test.case.2(stackloss) + do.test.case.2(salinity) + do.test.case.2(hbk) + do.test.case.2(milk) + do.test.case.2(bushfire) + data(rice); do.test.case.2(rice) + data(un86); do.test.case.2(un86) + } > > ## VT::15.09.2013 - this will render the output independent > ## from the version of the package > suppressPackageStartupMessages(library(rrcov)) > > dodata(method="classic") Call: dodata(method = "classic") Data Set n p k e1 e2 ========================================================== heart 12 2 2 812.379735 9.084962 Scores: PC1 PC2 1 2.7072 1.46576 2 59.9990 -1.43041 3 -3.5619 -1.54067 4 -7.7696 2.52687 5 14.7660 -0.95822 6 -20.0489 6.91079 7 1.4189 2.25961 8 -34.3308 -4.23717 9 -6.0487 -0.97859 10 -33.0102 -3.73143 11 -18.6372 0.25821 12 44.5163 -0.54476 ------------- Call: PcaClassic(x = x) Standard deviations: [1] 28.5023 3.0141 ---------------------------------------------------------- starsCYG 47 2 2 0.331279 0.079625 Scores: PC1 PC2 1 0.2072999 0.089973 2 0.6855999 0.349644 3 -0.0743007 -0.061028 4 0.6855999 0.349644 5 0.1775161 0.015053 6 0.4223986 0.211351 7 -0.2926077 -0.516156 8 0.2188453 0.293607 9 0.5593696 0.028761 10 0.0983878 0.074540 11 0.8258140 -0.711176 12 0.4167063 0.180244 13 0.3799883 0.225541 14 -0.9105236 -0.432014 15 -0.7418831 -0.125322 16 -0.4432862 0.048287 17 -1.0503005 -0.229623 18 -0.8393302 -0.007831 19 -0.8126742 -0.195952 20 0.9842316 -0.688729 21 -0.6230699 -0.108486 22 -0.7814875 -0.130933 23 -0.6017038 0.025840 24 -0.1857772 0.155474 25 -0.0020261 0.070412 26 -0.3640775 0.059510 27 -0.3458392 -0.069204 28 -0.1208393 0.053577 29 -0.6033482 -0.176391 30 1.1440521 -0.676183 31 -0.5960920 -0.013765 32 0.0519296 0.259855 33 0.1861752 0.167779 34 1.3802755 -0.632611 35 -0.6542566 -0.173505 36 0.5583690 0.392215 37 0.0561384 0.230152 38 0.1861752 0.167779 39 0.1353472 0.241376 40 0.5355195 0.197080 41 -0.3980701 0.014294 42 0.0277576 0.145332 43 0.2979736 0.234120 44 0.3049884 0.184614 45 0.4889809 0.311684 46 -0.0514512 0.134108 47 -0.5224950 0.037063 ------------- Call: PcaClassic(x = x) Standard deviations: [1] 0.57557 0.28218 ---------------------------------------------------------- phosphor 18 2 2 220.403422 68.346121 Scores: PC1 PC2 1 4.04290 -15.3459 2 -22.30489 -1.0004 3 -24.52683 3.2836 4 -12.54839 -6.0848 5 -19.37044 2.2979 6 15.20366 -19.9424 7 0.44222 -3.1379 8 -10.64042 3.6933 9 -11.67967 5.9670 10 14.26805 -7.0221 11 -4.98832 1.5268 12 8.74986 7.9379 13 12.26290 6.0251 14 6.27607 7.5768 15 17.53246 3.1560 16 -10.17024 -5.8994 17 21.05826 5.4492 18 16.39281 11.5191 ------------- Call: PcaClassic(x = x) Standard deviations: [1] 14.8460 8.2672 ---------------------------------------------------------- stackloss 21 3 3 99.576089 19.581136 Scores: PC1 PC2 PC3 1 20.15352 -4.359452 0.324585 2 19.81554 -5.300468 0.308294 3 15.45222 -1.599136 -0.203125 4 2.40370 -0.145282 2.370302 5 1.89538 0.070566 0.448061 6 2.14954 -0.037358 1.409182 7 4.43153 5.500810 2.468051 8 4.43153 5.500810 2.468051 9 -1.47521 1.245404 2.511773 10 -5.11183 -4.802083 -2.407870 11 -2.07009 3.667055 -2.261247 12 -2.66223 2.833964 -3.238659 13 -4.43589 -2.920053 -2.375287 14 -0.46404 7.323193 -1.234961 15 -9.31959 6.232579 -0.056064 16 -10.33350 3.409533 -0.104938 17 -14.81094 -9.872607 0.628103 18 -12.44514 -3.285499 0.742143 19 -11.85300 -2.452408 1.719555 20 -5.73994 -2.494520 0.098250 21 9.98843 1.484952 -3.614198 ------------- Call: PcaClassic(x = x) Standard deviations: [1] 9.9788 4.4251 1.8986 ---------------------------------------------------------- salinity 28 3 3 11.410736 7.075409 Scores: PC1 PC2 PC3 1 -0.937789 -2.40535 0.812909 2 -1.752631 -2.57774 2.004437 3 -6.509364 -0.78762 -1.821906 4 -5.619847 -2.41333 -1.586891 5 -7.268242 1.61012 1.563568 6 -4.316558 -3.20411 0.029376 7 -2.379545 -3.32371 0.703101 8 0.013514 -3.50586 1.260502 9 0.265262 -0.16736 -2.886883 10 1.890755 2.43623 -0.986832 11 0.804196 2.56656 0.387577 12 0.935082 -1.03559 -0.074081 13 1.814839 -1.61087 0.612290 14 3.407535 -0.15880 2.026088 15 1.731273 2.95159 -1.840286 16 -6.129708 7.21368 2.632273 17 -0.645124 1.06260 0.028697 18 -1.307532 -2.54679 -0.280273 19 0.483455 -0.55896 -3.097281 20 2.053267 0.47308 -1.858703 21 3.277664 -1.31002 0.453753 22 4.631644 -0.78005 1.519894 23 1.864403 5.32790 -0.849694 24 0.623899 4.29317 0.056461 25 1.301696 0.37871 -0.646220 26 2.852126 -0.79527 -0.347711 27 4.134051 -0.92756 0.449222 28 4.781679 -0.20467 1.736616 ------------- Call: PcaClassic(x = x) Standard deviations: [1] 3.3780 2.6600 1.4836 ---------------------------------------------------------- hbk 75 3 3 216.162129 1.981077 Scores: PC1 PC2 PC3 1 26.2072 -0.660756 0.503340 2 27.0406 -0.108506 -0.225059 3 28.8351 -1.683721 0.263078 4 29.9221 -0.812174 -0.674480 5 29.3181 -0.909915 -0.121600 6 27.5360 -0.599697 0.916574 7 27.6617 -0.073753 0.676620 8 26.5576 -0.882312 0.159620 9 28.8726 -1.074223 -0.673462 10 27.6643 -1.463829 -0.868593 11 34.2019 -0.664473 -0.567265 12 35.4805 -2.730949 -0.259320 13 34.7544 1.325449 0.749884 14 38.9522 8.171389 0.034382 15 -5.5375 0.390704 1.679172 16 -7.4319 0.803850 1.925633 17 -8.5880 0.957577 -1.010312 18 -6.6022 -0.425109 0.625148 19 -6.5596 1.154721 -0.640680 20 -5.2525 0.812527 1.377832 21 -6.2771 0.067747 0.958907 22 -6.2501 1.325491 -1.104428 23 -7.2419 0.839808 0.728712 24 -7.6489 1.131606 0.154897 25 -9.0763 -0.670721 -0.167577 26 -5.5967 0.999411 -0.810000 27 -5.1460 -0.339018 1.326712 28 -7.1659 -0.993461 0.125933 29 -8.2104 -0.169338 -0.073569 30 -6.2499 -1.689222 -0.877481 31 -7.3180 -0.225795 1.687204 32 -7.9446 1.473868 -0.541790 33 -6.3604 1.237472 0.061800 34 -8.9812 -0.710662 -0.830422 35 -5.1698 -0.435484 1.102817 36 -5.9995 -0.058135 -0.713550 37 -5.8753 0.852882 -1.610556 38 -8.4501 0.334363 0.404813 39 -8.1751 -1.300317 0.633282 40 -7.4495 0.672712 -0.829815 41 -5.6213 -1.106765 1.395315 42 -6.8571 -0.900977 -1.509937 43 -7.0633 1.987372 -1.079934 44 -6.3763 -1.867647 -0.251224 45 -8.6456 -0.866053 0.630132 46 -6.5356 -1.763526 -0.189838 47 -8.2224 -1.183284 1.615150 48 -5.6136 -1.100704 1.079239 49 -5.9907 0.220336 1.443387 50 -5.2675 0.142923 0.194023 51 -7.9324 0.324710 1.113289 52 -7.5544 -1.033884 1.792496 53 -6.7119 -1.712257 -1.711778 54 -7.4679 1.856542 0.046658 55 -7.4666 1.161504 -0.725948 56 -6.7110 1.574868 0.534288 57 -8.2571 -0.399824 0.521995 58 -5.9781 1.312567 0.926790 59 -5.6960 -0.394338 -0.332938 60 -6.1017 -0.797579 -1.679359 61 -5.2628 0.919128 -1.436156 62 -9.1245 -0.516135 -0.229065 63 -7.7140 1.659145 0.068510 64 -4.9886 0.173613 0.865810 65 -6.6157 -1.479786 0.098390 66 -7.9511 0.772770 -0.998321 67 -7.1856 0.459602 0.216588 68 -8.7345 -0.860784 -1.238576 69 -8.5833 -0.313481 0.832074 70 -5.8642 -0.142883 -0.870064 71 -5.8879 0.186456 0.464467 72 -7.1865 0.497156 -0.826767 73 -6.8671 -0.058606 -1.335842 74 -7.1398 0.727642 -1.422331 75 -7.2696 -1.347832 -1.496927 ------------- Call: PcaClassic(x = x) Standard deviations: [1] 14.70245 1.40751 0.95725 ---------------------------------------------------------- milk 86 8 8 15.940298 2.771345 Scores: PC1 PC2 PC3 PC4 PC5 PC6 PC7 1 6.471620 1.031110 0.469432 0.5736412 1.0294362 -0.6054039 -0.2005117 2 7.439545 0.320597 0.081922 -0.6305898 0.7128977 -1.1601053 -0.1170582 3 1.240654 -1.840458 0.520870 -0.1717469 0.2752079 -0.3815506 0.6004089 4 5.952685 -1.856375 1.638710 0.3358626 -0.5834205 -0.0665348 -0.1580799 5 -0.706973 0.261795 0.423736 0.2916399 -0.5307716 -0.3325563 -0.0062349 6 2.524050 0.293380 -0.572997 0.2466367 -0.3497882 0.0386014 -0.1418131 7 3.136085 -0.050202 -0.818165 -0.0451560 -0.5226337 -0.1597194 0.1669050 8 3.260390 0.312365 -0.110776 0.4908006 -0.5225353 -0.1972222 -0.1068433 9 -0.808914 -2.355785 1.344204 -0.4743284 -0.1394914 -0.1390080 -0.2620731 10 -2.511226 -0.995321 -0.087218 -0.5950040 0.4268321 0.2561918 0.0891170 11 -9.204096 -0.598364 1.587275 0.0833647 0.1865626 0.0358228 0.0920394 12 -12.946774 1.951332 -0.179186 0.2560603 0.1300954 -0.1179820 -0.0999494 13 -10.011603 0.726323 -2.102423 -1.3105560 0.3291550 0.0660007 -0.0794410 14 -11.983644 0.768224 -0.532227 -0.5161201 -0.0817164 -0.4358934 -0.1734612 15 -10.465714 -0.704271 2.035437 0.3713778 -0.0564830 -0.2696432 -0.1940091 16 -2.527619 -0.286939 0.354497 0.8571223 0.1585009 0.2272835 0.4386955 17 -0.514527 -2.895087 1.657181 0.2208239 0.1961109 0.1280496 -0.0182491 18 -1.763931 0.854269 -0.686282 0.2848209 -0.4813608 -0.2623962 0.4757030 19 -1.538419 -0.866477 1.103818 0.3874507 0.2086661 0.1267277 0.2354264 20 0.732842 -1.455594 1.097358 -0.2530588 -0.0302385 0.2654274 0.6093330 21 -2.530155 1.932885 -0.873095 0.6202295 -0.4153607 0.0048383 0.0067484 22 -0.772646 0.675846 -0.259539 0.4844670 -0.0893266 -0.2785557 -0.0424662 23 0.185417 1.413719 0.066135 1.1014470 0.0468093 0.0288637 0.2539994 24 -0.280536 0.908864 0.113221 1.3370381 0.3289929 0.2588134 -0.0356289 25 -3.503626 1.971233 0.203620 1.1975494 -0.3175317 0.1149685 0.0584396 26 -0.639313 1.175503 0.403906 0.9082134 -0.2648165 -0.1238813 -0.0174853 27 -2.923327 -0.365168 0.149478 0.8201430 -0.1544609 -0.4856934 -0.0058424 28 2.505633 3.050292 -0.554424 2.1416405 -0.0378764 0.1002280 -0.3888580 29 4.649504 1.054863 -0.081018 1.1454466 0.1502080 0.4967323 0.0879775 30 1.049282 1.355215 -0.142701 0.7805566 -0.2059790 0.0193142 0.0815524 31 1.962583 1.595396 -2.050642 0.3556747 0.1384801 0.1197984 0.1608247 32 1.554846 0.095644 -1.423054 -0.3175620 0.4260008 -0.1612463 -0.0567196 33 2.248977 0.010348 -0.062469 0.6388269 0.2098648 0.1330250 0.0906704 34 0.993109 -0.828812 0.284059 0.3446686 0.1899096 -0.0515571 -0.2281197 35 -0.335103 1.614093 -0.920661 1.2502617 0.2435013 0.1264875 0.0469238 36 4.346795 1.208134 0.368889 1.1429977 -0.1362052 -0.0158169 -0.0183852 37 0.992634 2.013738 -1.350619 0.8714694 0.0057776 -0.2122691 0.1760918 38 2.213341 1.706516 -0.705418 1.2670281 -0.0707149 0.0670467 -0.1863588 39 -1.213255 0.644062 0.163988 1.1213961 0.2945355 0.1093574 0.0019574 40 3.942604 -1.704266 0.660327 0.1618506 0.4259076 0.0070193 0.3462765 41 4.262054 1.687193 0.351875 0.5396477 1.0052810 -0.9331689 0.0056063 42 6.865198 -1.091248 1.153585 1.1248797 0.0873276 0.2565221 0.0333265 43 3.476720 0.555449 -1.030771 -0.3015720 -0.1748109 -0.1584968 0.4079902 44 5.691730 -0.141240 0.565189 0.3174238 0.6478440 1.0579977 -0.5387916 45 0.327134 0.152011 -0.394798 0.4998430 0.1599781 0.3159518 0.1623656 46 0.280225 1.569387 -0.100397 1.2800976 0.0446645 0.0946513 0.0461599 47 3.119928 -0.384834 -3.325600 -1.8865310 -0.1334744 0.1249987 -0.2561273 48 0.501542 0.739816 -1.384556 -0.1244721 0.2948958 0.4836170 -0.1182802 49 -1.953218 0.269986 -1.726474 -0.8510637 0.5047958 0.4860651 0.2318735 50 3.706878 -2.400570 1.361047 -0.4949076 0.2180352 0.4080879 0.1156540 51 -1.060358 -0.521609 -1.387412 -1.2767491 -0.0521356 0.1665452 -0.0044412 52 -4.900528 0.157011 -1.015880 -0.9941168 0.2069608 0.3239762 -0.1921715 53 -0.388496 0.062051 -0.643721 -0.8544141 -0.1857141 0.0063293 0.2664606 54 0.109234 -0.018709 -0.242825 -0.2064701 -0.0585165 0.1720867 0.1117397 55 1.176175 0.644539 -0.373694 0.0038605 -0.3436524 0.0194450 -0.0838883 56 0.407259 -0.606637 0.222915 -0.3622451 -0.0737834 0.0228104 0.0297333 57 -1.022756 -0.071860 0.741957 0.2273628 -0.1388444 -0.2396467 -0.2327738 58 0.245419 1.167059 0.225934 0.8318795 -0.5365166 -0.0090816 -0.1680757 59 -1.300617 -1.110325 -0.262740 -0.8857801 -0.0816954 -0.1186886 -0.0928322 60 -1.110561 -0.832357 -0.212713 -0.4754481 -0.4105982 -0.1886992 -0.0602872 61 0.381831 -1.475116 0.601047 -0.6260156 -0.1854501 -0.1749306 -0.0013904 62 2.734462 -1.887861 0.813453 -0.5856987 0.2310656 0.1117041 -0.0293373 63 3.092464 -0.172602 0.017725 0.4874693 -0.5428206 0.0151218 -0.0683340 64 3.092464 -0.172602 0.017725 0.4874693 -0.5428206 0.0151218 -0.0683340 65 0.004744 -2.712679 1.178987 -0.6677199 0.0208119 0.0621903 -0.0655693 66 -2.014851 -1.060090 -0.099959 -0.7225044 -0.1947648 -0.2282902 -0.0505015 67 0.621739 -1.296106 0.255632 -0.3309504 -0.0880200 0.2524306 0.1465779 68 -0.271385 -1.709161 -1.100349 -2.0937671 0.2166264 0.0191278 0.0114174 69 -0.326350 -0.737232 0.021639 -0.3850383 -0.4338287 0.2156624 0.1597594 70 4.187093 9.708082 4.632803 -4.9751240 -0.0881576 0.2392433 0.0568049 71 -1.868507 -1.600166 0.436353 -0.8078214 -0.1530893 0.0479471 -0.1999893 72 2.768081 -0.556824 -0.148923 -0.3197853 -0.5524427 0.0907804 -0.0694488 73 -1.441846 -2.735114 -0.294134 -1.2172969 0.0109453 -0.0562910 0.1505788 74 -10.995490 0.615992 1.950966 1.1687190 0.2798335 0.2713257 0.0652135 75 0.508992 -2.363945 -0.407064 -0.9522316 0.1040307 0.1088110 -0.7368484 76 -1.015714 -0.307662 -1.088162 -1.0181862 -0.0440888 -0.1362208 0.0271200 77 -8.028891 -0.580763 0.933638 0.4619362 0.3379832 -0.1368644 -0.0669441 78 1.763308 -1.336175 -0.127809 -0.7161775 -0.1904861 -0.0900461 0.0037539 79 0.208944 -0.580698 -0.626297 -0.7620610 -0.0262368 -0.2928202 0.0285908 80 -3.230608 1.251352 0.195280 0.8687004 0.1812011 0.2600692 -0.1516375 81 1.498160 0.669731 -0.266114 0.3772866 -0.2769688 -0.1066593 -0.1608395 82 3.232051 -1.776018 0.485524 0.1170945 0.0557260 0.2219872 0.1187681 83 2.999977 -0.228275 -0.467724 -0.4287672 0.0494902 -0.2337809 -0.0718159 84 1.238083 0.320956 -1.806006 -1.0142266 0.2359630 -0.0857149 0.0593938 85 1.276376 -2.081214 2.540850 0.3745805 -0.2596482 -0.1228412 -0.2199985 86 0.930715 0.836457 -1.385153 -0.6074929 -0.2476354 0.1680713 -0.0117324 PC8 1 9.0765e-04 2 2.1811e-04 3 1.1834e-03 4 8.4077e-05 5 9.9209e-04 6 1.6277e-03 7 2.4907e-04 8 6.8383e-04 9 -5.0924e-04 10 3.1215e-04 11 3.0654e-04 12 -1.1951e-03 13 -1.2849e-03 14 -9.0801e-04 15 -1.2686e-03 16 -1.8441e-03 17 -2.1068e-03 18 -5.7816e-04 19 -1.2330e-03 20 3.3857e-05 21 3.8623e-04 22 1.3035e-04 23 -3.8648e-04 24 -1.7400e-04 25 -3.9196e-04 26 -7.6996e-04 27 -4.8042e-04 28 -2.0628e-04 29 -4.5672e-04 30 -1.4716e-04 31 -4.6385e-05 32 -2.0481e-04 33 -3.0020e-04 34 -5.8179e-05 35 1.3870e-04 36 -6.7177e-04 37 -3.0799e-04 38 6.2140e-04 39 4.5912e-04 40 -3.7165e-04 41 -5.4362e-04 42 -1.0155e-03 43 1.3449e-04 44 -5.4761e-04 45 1.0300e-03 46 1.1039e-03 47 -6.4858e-04 48 -7.6886e-05 49 3.2590e-04 50 8.6845e-05 51 4.9423e-04 52 9.2973e-04 53 4.4342e-04 54 4.9888e-04 55 7.2171e-04 56 -3.2133e-05 57 -1.8101e-04 58 -5.4969e-06 59 -8.3841e-04 60 5.9446e-05 61 -6.5683e-05 62 -3.4073e-04 63 -6.5145e-04 64 -6.5145e-04 65 1.4986e-04 66 2.8096e-04 67 -6.5170e-05 68 -1.3775e-04 69 6.8225e-06 70 -1.6290e-04 71 3.9009e-04 72 -1.3981e-04 73 6.2613e-04 74 2.6513e-03 75 3.7088e-04 76 9.9539e-04 77 1.2979e-03 78 5.6500e-04 79 3.0940e-04 80 8.7993e-04 81 -3.1353e-04 82 4.9625e-04 83 -6.3951e-04 84 -4.5582e-04 85 5.9440e-04 86 -3.6234e-04 ------------- Call: PcaClassic(x = x) Standard deviations: [1] 3.99253025 1.66473582 1.10660264 0.96987790 0.33004256 0.29263512 0.20843280 [8] 0.00074024 ---------------------------------------------------------- bushfire 38 5 5 38435.075910 1035.305774 Scores: PC1 PC2 PC3 PC4 PC5 1 -111.9345 4.9970 -1.00881 -1.224361 3.180569 2 -113.4128 7.4784 -0.79170 -0.235184 2.385812 3 -105.8364 10.9615 -3.15662 -0.251662 1.017328 4 -89.1684 8.7232 -6.15080 -0.075611 1.431111 5 -58.7216 -1.9543 -12.70661 -0.151328 1.425570 6 -35.0370 -12.8434 -17.06841 -0.525664 3.499743 7 -250.2123 -49.4348 23.31261 -19.070238 0.647348 8 -292.6877 -69.7708 -21.30815 13.093808 -1.288764 9 -294.0765 -70.9903 -23.96326 14.940985 -0.939076 10 -290.0193 -57.3747 3.51346 1.858995 0.083107 11 -289.8168 -43.3207 16.08046 -1.745099 -1.506042 12 -290.8645 6.2503 40.52173 -7.496479 -0.033767 13 -232.6865 41.8090 37.19429 -1.280348 -0.470837 14 9.8483 25.1954 -14.56970 0.538484 1.772046 15 137.1924 11.8521 -37.12452 -5.130459 -0.586695 16 92.9804 10.3923 -24.97267 -7.551314 -1.867125 17 90.4493 10.5630 -21.92735 -5.669651 -1.001362 18 78.6325 5.2211 -19.74718 -6.107880 -1.939986 19 82.1178 3.6913 -21.37810 -4.259855 -1.278838 20 92.9044 7.1961 -21.22900 -4.125571 -0.127089 21 74.9157 10.2991 -16.60924 -5.660751 -0.406343 22 66.7350 12.0460 -16.73298 -4.669080 1.333436 23 -62.1981 22.7394 6.03613 -5.182356 -0.453624 24 -116.5696 32.3182 12.74846 -1.465657 -0.097851 25 -53.8907 22.4278 -2.18861 -2.742014 -0.990071 26 -60.6384 20.2952 -3.05206 -2.953685 -0.629061 27 -74.7621 28.9067 -0.65817 1.473357 -0.443957 28 -50.2202 37.3457 -1.44989 5.530426 -1.073521 29 -38.7483 50.2749 2.34469 10.156457 -0.416262 30 -93.3887 51.7884 20.08872 8.798781 -1.620216 31 35.3096 41.7158 13.46272 14.464358 -0.475973 32 290.8493 3.5924 7.41501 15.244293 2.141354 33 326.7236 -29.8194 15.64898 2.612061 0.064931 34 322.9095 -30.6372 16.21520 1.248005 -0.711322 35 328.5307 -29.9533 16.49656 1.138916 0.974792 36 325.6791 -30.6990 16.83840 -0.050949 -1.211360 37 323.8136 -30.7474 19.55764 -1.545150 -0.267580 38 325.2991 -30.5350 20.31878 -1.928580 -0.120425 ------------- Call: PcaClassic(x = x) Standard deviations: [1] 196.0487 32.1762 18.4819 6.9412 1.3510 ---------------------------------------------------------- ========================================================== > dodata(method="hubert.mcd") Call: dodata(method = "hubert.mcd") Data Set n p k e1 e2 ========================================================== heart 12 2 2 358.175786 4.590630 Scores: PC1 PC2 1 -12.2285 0.86283 2 -68.9906 -7.43256 3 -5.7035 -1.53793 4 -1.8988 2.90891 5 -24.0044 -2.68946 6 9.9115 8.43321 7 -11.0210 1.77484 8 25.1826 -1.31573 9 -3.2809 -0.74345 10 23.8200 -0.93701 11 9.1344 1.67701 12 -53.6607 -5.08826 ------------- Call: PcaHubert(x = x, k = p) Standard deviations: [1] 18.9255 2.1426 ---------------------------------------------------------- starsCYG 47 2 2 0.280653 0.005921 Scores: PC1 PC2 1 -0.285731 -0.0899858 2 -0.819689 0.0153191 3 0.028077 -0.1501882 4 -0.819689 0.0153191 5 -0.234971 -0.1526225 6 -0.527231 -0.0382380 7 0.372118 -0.5195605 8 -0.357448 0.1009508 9 -0.603553 -0.2533541 10 -0.177170 -0.0722541 11 -0.637339 -1.0390758 12 -0.512526 -0.0662337 13 -0.490978 -0.0120517 14 0.936868 -0.2550656 15 0.684479 -0.0125787 16 0.347708 0.0641382 17 1.009966 -0.0202111 18 0.742477 0.1286170 19 0.773105 -0.0588983 20 -0.795247 -1.0648673 21 0.566048 -0.0319223 22 0.723956 -0.0061308 23 0.505616 0.0899297 24 0.069956 0.0896997 25 -0.080090 -0.0462652 26 0.268755 0.0512425 27 0.289710 -0.0770574 28 0.038341 -0.0269216 29 0.567463 -0.1026188 30 -0.951542 -1.1005280 31 0.512064 0.0504528 32 -0.188059 0.1184850 33 -0.288758 -0.0094200 34 -1.190016 -1.1293460 35 0.615197 -0.0846898 36 -0.710930 0.0938781 37 -0.183223 0.0888774 38 -0.288758 -0.0094200 39 -0.262177 0.0759816 40 -0.630957 -0.0855773 41 0.314679 0.0182135 42 -0.130850 0.0163715 43 -0.415248 0.0205825 44 -0.407188 -0.0287636 45 -0.620693 0.0376892 46 -0.051896 0.0292672 47 0.426662 0.0770340 ------------- Call: PcaHubert(x = x, k = p) Standard deviations: [1] 0.529767 0.076946 ---------------------------------------------------------- phosphor 18 2 2 285.985489 32.152099 Scores: PC1 PC2 1 -2.89681 -18.08811 2 21.34021 -0.40854 3 22.98065 4.13006 4 12.33544 -6.72947 5 17.99823 2.47611 6 -13.35773 -24.10967 7 -0.92957 -5.51314 8 9.16061 2.71354 9 9.89243 5.10403 10 -14.12600 -11.17832 11 3.84175 -0.17605 12 -10.61905 4.37646 13 -13.85065 2.01919 14 -8.11927 4.34325 15 -18.69805 -1.51673 16 9.95352 -6.85784 17 -22.49433 0.29387 18 -18.66592 6.92359 ------------- Call: PcaHubert(x = x, k = p) Standard deviations: [1] 16.9111 5.6703 ---------------------------------------------------------- stackloss 21 3 3 78.703690 19.249085 Scores: PC1 PC2 PC3 1 -20.323997 10.26124 0.92041 2 -19.761418 11.08797 0.92383 3 -16.469919 6.43190 0.22593 4 -4.171902 1.68262 2.50695 5 -3.756174 1.40774 0.57004 6 -3.964038 1.54518 1.53850 7 -7.547376 -3.27780 2.48643 8 -7.547376 -3.27780 2.48643 9 -0.763294 -0.63699 2.53518 10 4.214079 4.46296 -2.28315 11 -0.849132 -2.97767 -2.31393 12 -0.078689 -2.28838 -3.27896 13 3.088921 2.80948 -2.28999 14 -3.307313 -6.14718 -1.35916 15 5.552354 -7.34201 -0.32057 16 7.240091 -4.86180 -0.31031 17 14.908334 6.84995 0.70603 18 10.970281 1.06279 0.68209 19 10.199838 0.37350 1.64712 20 4.273564 1.99328 0.14526 21 -11.992249 2.19025 -3.37391 ------------- Call: PcaHubert(x = x, k = p) Standard deviations: [1] 8.8715 4.3874 2.1990 ---------------------------------------------------------- salinity 28 3 3 11.651966 4.107426 Scores: PC1 PC2 PC3 1 1.68712 1.62591 0.19812128 2 2.35772 2.37290 1.24965734 3 6.80132 -2.14412 0.68142276 4 6.41982 -0.61348 -0.31907921 5 6.36697 -1.98030 4.87319903 6 5.22050 1.20864 0.10252555 7 3.34007 2.02950 0.00064329 8 1.06220 2.89801 -0.35658064 9 0.34692 -2.20572 -1.71677710 10 -2.21421 -2.74842 0.76862599 11 -1.40111 -2.16163 2.21124383 12 -0.38242 0.32284 -0.23732191 13 -1.12809 1.33152 -0.28800043 14 -3.24998 1.35943 1.17514969 15 -2.11006 -3.70114 0.45102357 16 3.46920 -5.41242 8.56937909 17 0.46682 -1.46753 1.48992481 18 2.21807 0.99168 -0.61894625 19 0.28525 -2.00333 -2.16450483 20 -1.66639 -1.76768 -1.06946404 21 -2.58106 1.23534 -0.65557612 22 -4.15573 1.71244 0.08170141 23 -3.07670 -4.87628 2.53200755 24 -1.70808 -3.71657 2.99305849 25 -1.08172 -1.05713 0.02468813 26 -2.23187 0.27323 -0.85760867 27 -3.50498 1.07657 -0.68503455 28 -4.49819 1.43219 0.53416609 ------------- Call: PcaHubert(x = x, k = p) Standard deviations: [1] 3.4135 2.0267 1.0764 ---------------------------------------------------------- hbk 75 3 3 1.459908 1.201048 Scores: PC1 PC2 PC3 1 -31.105415 4.714217 10.4566165 2 -31.707650 5.748724 10.7682402 3 -33.366131 4.625897 12.1570167 4 -34.173377 6.069657 12.4466895 5 -33.780418 5.508823 11.9872893 6 -32.493478 4.684595 10.5679819 7 -32.592637 5.235522 10.3765493 8 -31.293363 4.865797 10.9379676 9 -33.160964 5.714260 12.3098920 10 -31.919786 5.384537 12.3374332 11 -38.231962 6.810641 13.5994385 12 -39.290479 5.393906 15.2942554 13 -39.418445 7.326461 11.5194898 14 -43.906584 13.214819 8.3282743 15 -1.906326 -0.716061 -0.8635112 16 -0.263255 -0.926016 -1.9009292 17 1.776489 1.072332 -0.5496140 18 -0.464648 -0.702441 0.0482897 19 -0.267826 1.283779 -0.2925812 20 -2.122108 -0.165970 -0.8924686 21 -0.937217 -0.548532 -0.4132196 22 -0.423273 1.781869 -0.0323061 23 -0.047532 -0.018909 -1.1259327 24 0.490041 0.520202 -1.1065753 25 2.143049 -0.720869 -0.0495474 26 -1.094748 1.459175 0.2226246 27 -2.070705 -0.898573 0.0023229 28 0.294998 -0.830258 0.5929001 29 1.242995 -0.300216 -0.2010507 30 -0.147958 -0.439099 2.0003038 31 -0.170818 -1.440946 -0.9755627 32 0.958531 1.199730 -1.0129867 33 -0.697307 0.874343 -0.7260649 34 2.278946 -0.261106 0.4196544 35 -1.962829 -0.809318 0.2033113 36 -0.626631 0.600666 0.8004036 37 -0.550885 1.881448 0.7382776 38 1.249717 -0.336214 -0.9349845 39 1.106696 -1.569418 0.1869576 40 0.684034 0.939963 -0.1034965 41 -1.559314 -1.551408 0.3660323 42 0.538741 0.447358 1.6361099 43 0.252685 2.080564 -0.7765259 44 -0.217012 -1.027281 1.7015154 45 1.497600 -1.349234 -0.2698932 46 -0.100388 -1.026443 1.5390401 47 0.811117 -2.195271 -0.5208141 48 -1.462210 -1.321318 0.5600144 49 -1.383976 -0.740714 -0.7348906 50 -1.636773 0.215464 0.3195369 51 0.530918 -0.759743 -1.2069247 52 0.109566 -2.107455 -0.5315473 53 0.564334 0.060847 2.3910630 54 0.272234 1.122711 -1.5060028 55 0.608660 1.197219 -0.5255609 56 -0.565430 0.710345 -1.3708230 57 1.115629 -0.888816 -0.4186014 58 -1.351288 0.374815 -1.1980618 59 -0.998016 0.151228 0.9007970 60 -0.124017 0.764846 1.9005963 61 -1.189858 1.905264 0.7721322 62 2.190589 -0.579614 -0.1377914 63 0.518278 0.931130 -1.4534768 64 -2.124566 -0.194391 -0.0327092 65 -0.154218 -1.050861 1.1309885 66 1.197852 1.044147 -0.2265269 67 0.114174 0.094763 -0.5168926 68 2.201115 -0.032271 0.8573493 69 1.307843 -1.104815 -0.7741270 70 -0.691449 0.676665 1.0004603 71 -1.150975 -0.050861 -0.0717068 72 0.457293 0.861871 0.1026350 73 0.392258 0.897451 0.9178065 74 0.584658 1.450471 0.3201857 75 0.972517 0.063777 1.8223995 ------------- Call: PcaHubert(x = x, k = p) Standard deviations: [1] 1.2083 1.0959 1.0168 ---------------------------------------------------------- milk 86 8 8 5.739740 2.405262 Scores: PC1 PC2 PC3 PC4 PC5 PC6 PC7 1 -5.710924 -1.346213 0.01332091 -0.3709242 -0.566813 0.7529298 -1.2525433 2 -6.578612 -0.440749 1.16354746 0.2870685 -0.573207 0.7368064 -1.6101427 3 -0.720902 1.777381 -0.21532020 -0.3213950 0.287603 -0.4764464 -0.5638337 4 -5.545889 1.621147 -0.85212883 0.4380154 0.022241 0.0718035 0.1176140 5 1.323210 -0.143897 -0.78611461 0.5966857 0.043139 -0.0512545 -0.1419726 6 -1.760792 -0.662792 0.46402240 0.2149752 0.130000 0.0797221 0.1916948 7 -2.344198 -0.363657 0.92442296 0.3921371 0.241463 -0.2370967 0.0636268 8 -2.556824 -0.680132 0.04339934 0.4635077 0.154136 0.0371259 0.0260340 9 1.203234 2.712342 -1.00693092 0.1251739 0.170679 0.2231851 -0.0118196 10 3.151858 1.255826 -0.01678562 -0.5087398 -0.087933 0.0115055 -0.0097828 11 9.562891 1.580419 -2.65612113 -0.1748178 -0.153031 -0.0880112 -0.1648752 12 13.617821 -0.999033 -1.92168237 0.0326918 -0.038488 0.0870082 -0.1809687 13 10.958032 -0.097916 0.95915085 -0.2348663 0.147875 0.1219202 0.0419067 14 12.675941 0.158747 -1.04153243 0.3117402 0.302036 0.1187749 -0.2310830 15 10.726828 1.775339 -3.36786799 0.1285422 0.151594 0.0998947 -0.2028458 16 3.042705 0.212589 -1.23921907 -0.5596596 0.277061 -0.5037073 0.0612182 17 0.780071 2.990008 -1.58490147 -0.5441119 0.436485 -0.0603833 0.1016610 18 2.523916 -0.923373 -0.03221722 0.3830822 0.208008 -0.5505270 -0.1252648 19 1.990563 1.062648 -1.42038451 -0.3602257 -0.068006 -0.1932744 -0.1197842 20 -0.243938 1.674555 -0.72225359 -0.1475652 -0.397855 -0.5385123 -0.0559660 21 3.354424 -2.001060 -0.22542149 0.3346180 0.032502 -0.0953825 0.1293148 22 1.477177 -0.777534 -0.35362339 0.1224412 0.203208 0.0514382 -0.2166274 23 0.502055 -1.618511 -0.85013853 -0.1298862 -0.144328 -0.1941806 -0.1923681 24 0.900504 -1.227820 -1.07180474 -0.5851197 0.112657 0.0467164 0.0405544 25 4.161393 -1.869015 -1.54507759 0.2003123 -0.152582 -0.1382908 0.0864320 26 1.277795 -1.185179 -1.13445511 0.2771556 -0.101901 0.0070037 -0.1279016 27 3.447256 0.257652 -1.13407954 -0.0077859 0.853002 -0.1376443 -0.1897380 28 -1.695730 -3.781876 -0.72940594 -0.0956421 0.064475 0.3665470 0.0726448 29 -3.923610 -1.654818 -0.16117226 -0.4242302 -0.303749 -0.0209844 0.1723890 30 -0.309616 -1.564739 -0.39909943 0.1657509 -0.178739 -0.0600221 -0.0571706 31 -0.960838 -2.242733 1.50477679 -0.2957897 0.163758 -0.1034399 0.0257903 32 -0.671285 -0.459839 1.39124475 -0.3669914 0.246127 0.2094780 -0.2681284 33 -1.589089 -0.390812 -0.16505762 -0.3992573 0.086870 -0.0402114 -0.0399923 34 -0.421868 0.636139 -0.42563447 -0.2985726 0.311365 0.2398515 -0.0540852 35 1.118429 -2.116328 -0.22329747 -0.4864401 0.289927 -0.0503006 0.0101706 36 -3.660291 -1.630831 -0.57876280 0.1294792 -0.260224 0.0912904 -0.1565668 37 -0.087686 -2.530609 0.50076931 -0.0319873 0.194898 -0.1233526 -0.2494283 38 -1.418620 -2.303011 -0.09405565 -0.0931745 0.169466 0.1581787 0.0850095 39 1.815225 -0.838968 -1.10222194 -0.4897630 0.180933 0.0096330 -0.0600652 40 -3.420975 1.398516 -0.17143314 -0.5852146 0.090464 -0.2066323 -0.2974177 41 -3.462295 -1.795174 -0.17500650 -0.1610267 -0.595086 0.5981680 -1.5930268 42 -6.401429 0.451242 -0.78723149 -0.4285618 0.055395 -0.0212476 0.0808936 43 -2.583017 -0.871790 1.29937081 0.2422349 -0.190002 -0.2822972 -0.2625721 44 -5.027244 -0.167503 -0.02382957 -0.8288929 -0.852207 0.7399343 0.4606076 45 0.364494 -0.440380 -0.07746564 -0.4552133 0.095711 -0.1662998 0.1566706 46 0.420706 -1.880819 -0.82180986 -0.1823454 -0.022661 -0.0304227 -0.0516440 47 -1.932985 -0.120002 4.00934170 0.0930728 0.295428 0.2787446 0.3766231 48 0.395402 -1.021393 1.07953292 -0.4599764 -0.132386 0.1895780 0.2771755 49 2.886100 -0.276587 1.48851137 -0.6314648 -0.203963 -0.0891955 0.1347804 50 -3.255379 2.479232 -0.37933775 -0.3651497 -0.415000 0.0045750 0.0671055 51 1.939333 0.617579 1.57113225 0.0310866 -0.039226 0.0409183 0.1830694 52 5.727154 0.275898 0.58814711 -0.1739820 -0.222791 0.2553797 0.1959402 53 1.207873 0.131451 0.80899235 0.2872465 -0.353544 -0.1697200 -0.0987230 54 0.612921 0.040062 0.17807459 -0.0053074 -0.202244 -0.0671788 0.0530276 55 -0.399075 -0.727144 0.26196635 0.3657576 -0.192705 0.0903564 0.0641289 56 0.240719 0.733792 -0.05030509 0.0967214 -0.186906 0.0310231 -0.0594812 57 1.589641 0.289427 -1.02478822 0.2723190 -0.048378 0.2599262 -0.2040853 58 0.423483 -1.262515 -0.85026016 0.4749963 -0.082647 0.0752412 0.1352259 59 1.983684 1.335122 0.42593757 0.1345894 0.096456 0.1153107 -0.0385994 60 1.770171 0.935428 0.14901569 0.3641973 0.274015 -0.0280119 0.0690244 61 0.182845 1.706453 -0.18364654 0.2517421 -0.035773 0.0357087 -0.1363470 62 -2.191617 1.966324 -0.03573689 -0.2203900 -0.235704 0.1682332 -0.1145174 63 -2.442239 -0.209694 -0.06681921 0.3184048 0.206772 -0.0608468 0.2425649 64 -2.442239 -0.209694 -0.06681921 0.3184048 0.206772 -0.0608468 0.2425649 65 0.407575 2.996346 -0.63021113 -0.1335795 0.087668 0.0627032 0.0486166 66 2.660379 1.322824 0.10122110 0.2420451 0.192938 0.0344019 -0.0771918 67 -0.032273 1.315299 -0.04511689 -0.1293380 -0.025923 -0.1655965 0.1887534 68 1.117637 2.005809 1.97078787 -0.0429209 -0.176568 0.1634287 -0.0916254 69 0.970730 0.837158 0.01621375 0.2347502 -0.071757 -0.2464626 0.2907551 70 -2.688271 -5.335891 -0.64225481 4.1819517 -9.523550 2.0943027 -2.8098426 71 2.428718 1.976051 -0.24749122 0.1308738 0.018276 0.1711292 0.1346284 72 -2.061944 0.405943 0.50472914 0.4393739 -0.056420 -0.0031558 0.2663880 73 2.029606 2.874991 0.68310320 -0.2067254 0.511537 -0.2010371 0.0805608 74 11.293757 0.328931 -3.84783031 -0.4130266 -0.210499 -0.1103148 -0.0381326 75 0.120896 2.287914 0.83639076 -0.2462845 0.551353 0.6629701 0.3789055 76 1.859499 0.422019 1.18435547 0.1546108 0.017266 0.0470615 -0.1071011 77 8.435857 1.147499 -2.19924186 -0.4156770 0.386548 0.0294075 -0.1911399 78 -1.090858 1.311287 0.62897430 0.1727009 0.077341 0.0135972 -0.0096934 79 0.560012 0.623617 0.83727267 0.1680787 0.087477 0.0611949 -0.2588084 80 3.873817 -1.133641 -1.27469019 -0.2717298 -0.165066 0.1696232 0.0635047 81 -0.758664 -0.880260 0.00057124 0.2838720 0.016243 0.1527299 -0.0150514 82 -2.709588 1.464049 -0.12598126 -0.3828567 0.213647 -0.1425385 0.1552827 83 -2.213670 0.059563 0.87565603 0.1255703 -0.082005 0.2189829 -0.2938264 84 -0.242242 -0.483552 2.05089334 -0.0681005 -0.101578 0.1304632 -0.2218093 85 -1.032129 2.375018 -2.19321259 0.2332079 -0.066379 0.1854598 -0.0873859 86 0.015327 -0.948155 1.39530555 0.2701225 -0.268889 0.0578145 0.1608678 PC8 1 2.1835e-03 2 1.6801e-03 3 1.6623e-03 4 2.6286e-04 5 9.5884e-04 6 1.4430e-03 7 1.8784e-04 8 6.8473e-04 9 -6.8490e-04 10 1.1565e-04 11 5.6907e-06 12 -1.8395e-03 13 -2.1582e-03 14 -1.6294e-03 15 -1.6964e-03 16 -1.9664e-03 17 -2.2448e-03 18 -6.5884e-04 19 -1.1536e-03 20 2.6887e-04 21 3.3199e-05 22 1.1170e-04 23 -1.7617e-04 24 -2.1577e-04 25 -6.1495e-04 26 -7.2903e-04 27 -6.8773e-04 28 -2.0742e-04 29 -2.6937e-04 30 -6.7472e-05 31 -1.3222e-04 32 -1.6516e-04 33 -1.8836e-04 34 -1.1273e-04 35 3.0703e-05 36 -3.0311e-04 37 -1.9380e-04 38 5.5526e-04 39 4.1987e-04 40 8.4807e-05 41 8.8725e-04 42 -6.5647e-04 43 4.3202e-04 44 -5.3330e-04 45 8.9161e-04 46 1.1588e-03 47 -1.2714e-03 48 -4.0376e-04 49 4.1280e-06 50 3.0116e-04 51 5.8510e-05 52 3.3236e-04 53 4.0982e-04 54 4.0428e-04 55 6.1600e-04 56 -4.0496e-05 57 -1.8342e-04 58 -1.6748e-04 59 -1.0894e-03 60 -2.6876e-04 61 -5.8951e-05 62 -1.5517e-04 63 -7.9933e-04 64 -7.9933e-04 65 2.2592e-05 66 2.4984e-05 67 -2.2714e-04 68 -3.3991e-04 69 -3.0375e-04 70 3.4033e-03 71 2.3288e-05 72 -3.4126e-04 73 2.5528e-04 74 2.2760e-03 75 -2.8985e-04 76 7.9077e-04 77 9.4636e-04 78 4.9099e-04 79 3.0501e-04 80 6.5280e-04 81 -3.6570e-04 82 4.9966e-04 83 -4.3245e-04 84 -4.6152e-04 85 7.4691e-04 86 -6.1103e-04 ------------- Call: PcaHubert(x = x, k = p) Standard deviations: [1] 2.39577535 1.55089079 0.92557331 0.33680677 0.19792033 0.17855133 0.16041702 [8] 0.00054179 ---------------------------------------------------------- bushfire 38 5 5 31248.552973 358.974577 Scores: PC1 PC2 PC3 PC4 PC5 1 155.972 1.08098 -23.31135 -1.93015 1.218941 2 157.738 0.35648 -20.95658 -2.42375 0.466415 3 150.667 2.12545 -16.20395 -2.00140 -0.582924 4 133.892 5.25124 -15.88873 -2.78469 -0.275261 5 102.462 13.00611 -21.54096 -4.69409 -0.944176 6 77.694 18.75377 -28.71865 -6.44244 0.446350 7 286.266 -11.36184 -98.67134 10.95233 -3.625338 8 326.627 29.92767 -112.60824 -29.26330 -13.710094 9 327.898 32.39553 -113.34314 -31.65905 -13.830781 10 325.131 5.81628 -105.58927 -13.45695 -8.987971 11 326.458 -7.84562 -94.25242 -6.11547 -8.572845 12 333.171 -37.69907 -50.89207 8.98187 -1.742979 13 279.789 -40.78415 -8.06209 7.65884 0.181748 14 37.714 10.54231 13.46530 -1.55051 2.102662 15 -90.034 34.68964 18.98186 0.69260 0.417573 16 -46.492 23.65086 10.07282 4.36090 -0.748517 17 -43.990 20.36443 9.61049 2.83084 -0.127983 18 -32.938 19.11199 2.64850 2.92879 -1.473988 19 -36.555 20.60142 2.01879 0.63832 -1.235075 20 -46.837 19.89630 6.65142 0.89120 0.271108 21 -28.670 15.29534 6.59311 3.29638 0.402194 22 -20.331 15.06559 7.33721 2.16591 2.006327 23 108.644 -7.92707 -1.45130 6.27388 0.356715 24 163.697 -16.15568 0.61663 4.24231 0.464415 25 100.471 -0.30739 0.87762 2.86452 -0.692735 26 106.922 0.90864 -1.91436 2.54557 -0.565023 27 121.966 -3.29641 4.85626 -0.47676 -0.490047 28 98.650 -4.51455 16.64160 -3.08996 -0.839397 29 88.795 -10.85457 30.46708 -5.37360 0.315657 30 142.981 -27.89100 22.40713 -1.67126 -0.680158 31 14.125 -21.60028 29.80480 -8.25272 -0.019693 32 -244.044 -11.76430 24.53390 -12.52294 2.022312 33 -283.842 -13.21931 -6.23565 -2.63367 -0.080728 34 -280.168 -13.41903 -7.69318 -1.24571 -0.722513 35 -285.666 -13.78452 -6.50318 -1.23756 1.074669 36 -282.938 -13.82281 -7.63902 0.20435 -0.971673 37 -281.129 -16.20408 -8.57154 1.85797 0.234486 38 -282.589 -16.91969 -8.36010 2.35589 0.490630 ------------- Call: PcaHubert(x = x, k = p) Standard deviations: [1] 176.77260 18.94662 16.21701 3.95755 0.92761 ---------------------------------------------------------- ========================================================== > dodata(method="hubert") Call: dodata(method = "hubert") Data Set n p k e1 e2 ========================================================== heart 12 2 1 315.227002 NA Scores: PC1 1 13.2197 2 69.9817 3 6.6946 4 2.8899 5 24.9956 6 -8.9203 7 12.0121 8 -24.1915 9 4.2721 10 -22.8289 11 -8.1433 12 54.6519 ------------- Call: PcaHubert(x = x, mcd = FALSE) Standard deviations: [1] 17.755 ---------------------------------------------------------- starsCYG 47 2 1 0.308922 NA Scores: PC1 1 0.224695 2 0.758653 3 -0.089113 4 0.758653 5 0.173934 6 0.466195 7 -0.433154 8 0.296411 9 0.542517 10 0.116133 11 0.576303 12 0.451490 13 0.429942 14 -0.997904 15 -0.745515 16 -0.408745 17 -1.071002 18 -0.803514 19 -0.834141 20 0.734210 21 -0.627085 22 -0.784992 23 -0.566652 24 -0.130992 25 0.019053 26 -0.329791 27 -0.350747 28 -0.099378 29 -0.628499 30 0.890506 31 -0.573100 32 0.127022 33 0.227721 34 1.128979 35 -0.676234 36 0.649894 37 0.122186 38 0.227721 39 0.201140 40 0.569920 41 -0.375716 42 0.069814 43 0.354212 44 0.346152 45 0.559656 46 -0.009140 47 -0.487699 ------------- Call: PcaHubert(x = x, mcd = FALSE) Standard deviations: [1] 0.55581 ---------------------------------------------------------- phosphor 18 2 1 215.172048 NA Scores: PC1 1 1.12634 2 -22.10340 3 -23.49216 4 -13.45927 5 -18.60808 6 11.24086 7 -0.14748 8 -9.77075 9 -10.37022 10 12.71798 11 -4.61857 12 10.07037 13 13.16767 14 7.57254 15 17.81362 16 -11.08799 17 21.70358 18 18.24496 ------------- Call: PcaHubert(x = x, mcd = FALSE) Standard deviations: [1] 14.669 ---------------------------------------------------------- stackloss 21 3 2 77.038636 18.859777 Scores: PC1 PC2 1 -20.334936 10.28081 2 -19.772121 11.10736 3 -16.461573 6.43794 4 -4.258672 1.73213 5 -3.773146 1.41928 6 -4.015909 1.57571 7 -7.635560 -3.22715 8 -7.635560 -3.22715 9 -0.855388 -0.58707 10 4.298129 4.41664 11 -0.767202 -3.02229 12 0.038375 -2.35217 13 3.172500 2.76354 14 -3.261224 -6.17206 15 5.553840 -7.34784 16 7.242284 -4.86820 17 14.878925 6.85989 18 10.939223 1.07406 19 10.133645 0.40394 20 4.267234 1.99501 21 -11.859921 2.12579 ------------- Call: PcaHubert(x = x, mcd = FALSE) Standard deviations: [1] 8.7772 4.3428 ---------------------------------------------------------- salinity 28 3 2 8.001175 5.858089 Scores: PC1 PC2 1 2.858444 1.04359 2 3.807704 1.55974 3 6.220733 -4.32114 4 6.388841 -2.83649 5 6.077450 -3.70092 6 5.974494 -0.67230 7 4.531584 0.78322 8 2.725849 2.41297 9 0.100501 -2.13615 10 -2.358003 -1.49718 11 -1.317688 -1.15391 12 0.434635 0.58230 13 0.116019 1.79022 14 -1.771501 2.71749 15 -2.630757 -2.44003 16 2.289743 -5.51829 17 0.637985 -1.26452 18 3.076147 0.19883 19 0.097381 -1.95868 20 -1.572471 -0.93003 21 -1.284185 2.21858 22 -2.531713 3.30313 23 -3.865359 -3.01230 24 -2.143461 -2.41918 25 -0.714414 -0.41227 26 -1.327781 1.18373 27 -2.201166 2.41566 28 -2.931988 3.20536 ------------- Call: PcaHubert(x = x, mcd = FALSE) Standard deviations: [1] 2.8286 2.4203 ---------------------------------------------------------- hbk 75 3 3 1.459908 1.201048 Scores: PC1 PC2 PC3 1 31.105415 -4.714217 -10.4566165 2 31.707650 -5.748724 -10.7682402 3 33.366131 -4.625897 -12.1570167 4 34.173377 -6.069657 -12.4466895 5 33.780418 -5.508823 -11.9872893 6 32.493478 -4.684595 -10.5679819 7 32.592637 -5.235522 -10.3765493 8 31.293363 -4.865797 -10.9379676 9 33.160964 -5.714260 -12.3098920 10 31.919786 -5.384537 -12.3374332 11 38.231962 -6.810641 -13.5994385 12 39.290479 -5.393906 -15.2942554 13 39.418445 -7.326461 -11.5194898 14 43.906584 -13.214819 -8.3282743 15 1.906326 0.716061 0.8635112 16 0.263255 0.926016 1.9009292 17 -1.776489 -1.072332 0.5496140 18 0.464648 0.702441 -0.0482897 19 0.267826 -1.283779 0.2925812 20 2.122108 0.165970 0.8924686 21 0.937217 0.548532 0.4132196 22 0.423273 -1.781869 0.0323061 23 0.047532 0.018909 1.1259327 24 -0.490041 -0.520202 1.1065753 25 -2.143049 0.720869 0.0495474 26 1.094748 -1.459175 -0.2226246 27 2.070705 0.898573 -0.0023229 28 -0.294998 0.830258 -0.5929001 29 -1.242995 0.300216 0.2010507 30 0.147958 0.439099 -2.0003038 31 0.170818 1.440946 0.9755627 32 -0.958531 -1.199730 1.0129867 33 0.697307 -0.874343 0.7260649 34 -2.278946 0.261106 -0.4196544 35 1.962829 0.809318 -0.2033113 36 0.626631 -0.600666 -0.8004036 37 0.550885 -1.881448 -0.7382776 38 -1.249717 0.336214 0.9349845 39 -1.106696 1.569418 -0.1869576 40 -0.684034 -0.939963 0.1034965 41 1.559314 1.551408 -0.3660323 42 -0.538741 -0.447358 -1.6361099 43 -0.252685 -2.080564 0.7765259 44 0.217012 1.027281 -1.7015154 45 -1.497600 1.349234 0.2698932 46 0.100388 1.026443 -1.5390401 47 -0.811117 2.195271 0.5208141 48 1.462210 1.321318 -0.5600144 49 1.383976 0.740714 0.7348906 50 1.636773 -0.215464 -0.3195369 51 -0.530918 0.759743 1.2069247 52 -0.109566 2.107455 0.5315473 53 -0.564334 -0.060847 -2.3910630 54 -0.272234 -1.122711 1.5060028 55 -0.608660 -1.197219 0.5255609 56 0.565430 -0.710345 1.3708230 57 -1.115629 0.888816 0.4186014 58 1.351288 -0.374815 1.1980618 59 0.998016 -0.151228 -0.9007970 60 0.124017 -0.764846 -1.9005963 61 1.189858 -1.905264 -0.7721322 62 -2.190589 0.579614 0.1377914 63 -0.518278 -0.931130 1.4534768 64 2.124566 0.194391 0.0327092 65 0.154218 1.050861 -1.1309885 66 -1.197852 -1.044147 0.2265269 67 -0.114174 -0.094763 0.5168926 68 -2.201115 0.032271 -0.8573493 69 -1.307843 1.104815 0.7741270 70 0.691449 -0.676665 -1.0004603 71 1.150975 0.050861 0.0717068 72 -0.457293 -0.861871 -0.1026350 73 -0.392258 -0.897451 -0.9178065 74 -0.584658 -1.450471 -0.3201857 75 -0.972517 -0.063777 -1.8223995 ------------- Call: PcaHubert(x = x, mcd = FALSE) Standard deviations: [1] 1.2083 1.0959 1.0168 ---------------------------------------------------------- milk 86 8 2 6.040806 2.473780 Scores: PC1 PC2 1 -5.768003 -0.9174359 2 -6.664422 0.0280812 3 -0.484521 1.7923710 4 -5.211590 2.0747301 5 1.422641 -0.3268437 6 -1.810360 -0.5469828 7 -2.402924 -0.1987041 8 -2.553389 -0.4963662 9 1.583399 2.5410448 10 3.267946 0.9141367 11 9.924771 0.6501301 12 13.628569 -2.3009846 13 10.774550 -1.1628697 14 12.716376 -1.0670330 15 11.176408 0.7403371 16 3.209269 -0.0804317 17 1.256577 2.8931153 18 2.468720 -1.2008647 19 2.253229 0.8379608 20 0.021073 1.6394221 21 3.205298 -2.3518286 22 1.470733 -0.9618655 23 0.475732 -1.7044535 24 0.930144 -1.3288398 25 4.151553 -2.2882554 26 1.314488 -1.3527439 27 3.613405 -0.0813605 28 -1.909178 -3.6473200 29 -3.987263 -1.3255834 30 -0.370601 -1.5855086 31 -1.273254 -2.1892809 32 -0.816634 -0.4514478 33 -1.553394 -0.2792004 34 -0.275027 0.6359374 35 0.980782 -2.2353223 36 -3.678470 -1.3459182 37 -0.327102 -2.5615283 38 -1.563492 -2.2008288 39 1.876146 -1.0292641 40 -3.204182 1.6694332 41 -3.561892 -1.5844770 42 -6.175135 1.0123714 43 -2.736601 -0.7040261 44 -4.981783 0.2434304 45 0.368802 -0.5011413 46 0.369508 -1.9511091 47 -2.306673 -0.0089446 48 0.215195 -1.1000357 49 2.704678 -0.5919929 50 -2.930879 2.7161936 51 1.846250 0.3732500 52 5.661288 -0.3139157 53 1.154929 -0.0575094 54 0.625715 -0.0733934 55 -0.453714 -0.7535924 56 0.343722 0.6460318 57 1.743002 0.0794685 58 0.433705 -1.3500731 59 2.078550 1.0860506 60 1.867913 0.7162287 61 0.392645 1.6184583 62 -1.958732 2.0993596 63 -2.383251 -0.0253919 64 -2.383251 -0.0253919 65 0.780239 2.9018927 66 2.785329 1.0142893 67 0.131210 1.2703167 68 1.110073 1.8140467 69 1.076878 0.6954148 70 -3.260160 -5.6233069 71 2.647036 1.6892084 72 -2.017340 0.5353349 73 2.247524 2.6406249 74 11.649291 -0.7374197 75 0.280544 2.2306959 76 1.791213 0.1796005 77 8.730344 0.3412271 78 -0.987405 1.3467910 79 0.560808 0.5006661 80 3.897879 -1.5270179 81 -0.792759 -0.8649399 82 -2.493611 1.6796838 83 -2.245966 0.1889555 84 -0.468812 -0.5359088 85 -0.538372 2.4105954 86 -0.185347 -1.0176989 ------------- Call: PcaHubert(x = x, mcd = FALSE) Standard deviations: [1] 2.4578 1.5728 ---------------------------------------------------------- bushfire 38 5 1 38435.075910 NA Scores: PC1 1 -111.9345 2 -113.4128 3 -105.8364 4 -89.1684 5 -58.7216 6 -35.0370 7 -250.2123 8 -292.6877 9 -294.0765 10 -290.0193 11 -289.8168 12 -290.8645 13 -232.6865 14 9.8483 15 137.1924 16 92.9804 17 90.4493 18 78.6325 19 82.1178 20 92.9044 21 74.9157 22 66.7350 23 -62.1981 24 -116.5696 25 -53.8907 26 -60.6384 27 -74.7621 28 -50.2202 29 -38.7483 30 -93.3887 31 35.3096 32 290.8493 33 326.7236 34 322.9095 35 328.5307 36 325.6791 37 323.8136 38 325.2991 ------------- Call: PcaHubert(x = x, mcd = FALSE) Standard deviations: [1] 196.05 ---------------------------------------------------------- ========================================================== > > dodata(method="locantore") Call: dodata(method = "locantore") Data Set n p k e1 e2 ========================================================== heart 12 2 2 1.835912 0.084745 Scores: PC1 PC2 [1,] 7.3042 1.745289 [2,] 64.6474 0.164425 [3,] 1.1057 -1.404189 [4,] -3.1943 2.565728 [5,] 19.4154 -0.401369 [6,] -15.5709 6.666752 [7,] 5.9980 2.509372 [8,] -29.5933 -4.805972 [9,] -1.3933 -0.899323 [10,] -28.2845 -4.270057 [11,] -14.0069 0.048311 [12,] 49.1484 0.694598 ------------- Call: PcaLocantore(x = x) Standard deviations: [1] 1.35496 0.29111 ---------------------------------------------------------- starsCYG 47 2 2 0.779919 0.050341 Scores: PC1 PC2 [1,] 0.174291 -0.0489127 [2,] 0.703776 0.0769650 [3,] -0.136954 -0.1212071 [4,] 0.703776 0.0769650 [5,] 0.125991 -0.1134658 [6,] 0.413609 0.0121367 [7,] -0.466451 -0.5036094 [8,] 0.238569 0.1446547 [9,] 0.498194 -0.1998666 [10,] 0.065125 -0.0353931 [11,] 0.562344 -0.9836936 [12,] 0.399997 -0.0164068 [13,] 0.376370 0.0369013 [14,] -1.041009 -0.2611550 [15,] -0.798187 -0.0090880 [16,] -0.464636 0.0805967 [17,] -1.123135 -0.0293034 [18,] -0.861603 0.1297588 [19,] -0.884955 -0.0588007 [20,] 0.721130 -1.0033585 [21,] -0.679097 -0.0238366 [22,] -0.837884 -0.0041718 [23,] -0.623423 0.1002615 [24,] -0.188079 0.1168815 [25,] -0.032888 -0.0131784 [26,] -0.385242 0.0707643 [27,] -0.401220 -0.0582501 [28,] -0.151978 0.0015702 [29,] -0.677776 -0.0945350 [30,] 0.878688 -1.0329475 [31,] -0.628339 0.0605648 [32,] 0.068629 0.1556245 [33,] 0.174199 0.0317098 [34,] 1.118098 -1.0525206 [35,] -0.726168 -0.0784655 [36,] 0.592061 0.1512588 [37,] 0.064942 0.1258519 [38,] 0.174199 0.0317098 [39,] 0.144335 0.1160195 [40,] 0.519088 -0.0311555 [41,] -0.429855 0.0359837 [42,] 0.015412 0.0513747 [43,] 0.299435 0.0665821 [44,] 0.293289 0.0169612 [45,] 0.504064 0.0916219 [46,] -0.063981 0.0612071 [47,] -0.544029 0.0904291 ------------- Call: PcaLocantore(x = x) Standard deviations: [1] 0.88313 0.22437 ---------------------------------------------------------- phosphor 18 2 2 0.933905 0.279651 Scores: PC1 PC2 1 4.5660 -15.58981 2 -21.2978 -0.38905 3 -23.3783 3.96546 4 -11.7131 -5.79023 5 -18.2569 2.81141 6 15.5702 -20.54935 7 1.3671 -3.27043 8 -9.4859 3.92005 9 -10.4501 6.22662 10 15.0583 -7.60532 11 -3.9078 1.56960 12 10.0330 7.52732 13 13.4815 5.50056 14 7.5487 7.24752 15 18.6543 2.46040 16 -9.3301 -5.68285 17 22.2533 4.63689 18 17.7892 10.85633 ------------- Call: PcaLocantore(x = x) Standard deviations: [1] 0.96639 0.52882 ---------------------------------------------------------- stackloss 21 3 3 1.137747 0.196704 Scores: PC1 PC2 PC3 [1,] 19.98046 -6.20875 -3.93576 [2,] 19.57014 -7.11509 -4.03666 [3,] 15.48729 -3.14247 -3.29600 [4,] 3.12341 -1.38969 1.50633 [5,] 2.35380 -0.84492 -0.25745 [6,] 2.73860 -1.11731 0.62444 [7,] 5.58533 4.04837 2.11170 [8,] 5.58533 4.04837 2.11170 [9,] -0.56851 0.17483 2.46656 [10,] -5.36478 -4.80766 -2.64915 [11,] -1.67190 3.34943 -1.74110 [12,] -2.46702 2.71547 -2.72389 [13,] -4.54414 -2.99497 -2.44736 [14,] 0.35419 6.70241 -0.45563 [15,] -8.28612 5.93369 1.94314 [16,] -9.51708 3.21466 1.64046 [17,] -14.87676 -9.74652 1.10983 [18,] -12.00452 -3.40212 1.81609 [19,] -11.20939 -2.76816 2.79887 [20,] -5.42808 -2.89367 0.23748 [21,] 9.83969 0.74095 -5.30190 ------------- Call: PcaLocantore(x = x) Standard deviations: [1] 1.06665 0.44351 0.33935 ---------------------------------------------------------- salinity 28 3 3 1.038873 0.621380 Scores: PC1 PC2 PC3 1 -2.7215590 -0.98924 0.3594538 2 -3.6251829 -1.03361 1.4973993 3 -6.0588883 4.23861 -1.1012038 4 -6.2741857 2.42372 -1.4875092 5 -5.7274076 5.42190 2.9332011 6 -5.8431892 0.57161 -0.3385363 7 -4.4051377 -0.83292 0.0851817 8 -2.6155827 -2.50739 0.3386166 9 -0.0426575 1.19631 -2.5025726 10 2.5297488 1.65029 -0.0110335 11 1.5528097 1.93255 1.4216262 12 -0.3140451 -0.73269 -0.1961364 13 0.0010783 -1.88658 0.1849912 14 1.9554303 -2.13519 1.8471356 15 2.7897250 2.40211 -0.6327944 16 -1.7665706 8.69449 5.6608836 17 -0.4374125 1.72696 0.7230753 18 -2.9752196 -0.54118 -0.6829760 19 -0.0599346 0.84127 -2.8473543 20 1.6597909 0.34191 -1.4847516 21 1.3857395 -2.43924 0.0039271 22 2.6664754 -3.14291 1.0600254 23 4.1202067 3.81886 1.0608640 24 2.4163743 3.45141 1.6874099 25 0.8493897 0.31424 -0.3073115 26 1.4216265 -1.55310 -0.5455012 27 2.3021676 -2.63392 0.0481451 28 3.0877115 -2.85951 1.4378956 ------------- Call: PcaLocantore(x = x) Standard deviations: [1] 1.01925 0.78828 0.36470 ---------------------------------------------------------- hbk 75 3 3 1.038833 0.363386 Scores: PC1 PC2 PC3 1 32.393698 -3.4318297 0.051248 2 33.103072 -4.4154651 0.294662 3 35.038965 -3.5996035 -0.940929 4 35.955809 -4.9285404 -0.479059 5 35.424918 -4.3076292 -0.366699 6 33.753497 -3.2463136 0.289013 7 33.817375 -3.6819421 0.684167 8 32.717119 -3.7074394 -0.279567 9 34.932190 -4.6939061 -0.738196 10 33.737339 -4.5702346 -1.193206 11 40.202273 -5.4336890 -0.229323 12 41.638189 -4.5304173 -1.996311 13 40.768565 -5.0531048 2.123222 14 44.408749 -8.8448536 8.236462 15 0.977343 1.3057899 0.938694 16 -0.900390 1.6169842 1.382855 17 -2.384467 -0.9835430 0.375495 18 -0.143306 0.7859701 -0.237712 19 -0.344479 -0.9791245 0.733869 20 1.199115 0.8330752 1.216827 21 0.184475 0.8630593 0.351029 22 -0.100389 -1.5084406 0.718236 23 -0.847925 0.4823829 0.958677 24 -1.334366 -0.1021190 1.000300 25 -2.669352 0.4692990 -0.811134 26 0.601538 -1.1984283 0.541627 27 1.373423 1.2098621 0.136249 28 -0.721268 0.6164612 -0.963817 29 -1.832615 0.2543279 -0.297658 30 0.120086 -0.1558590 -1.976558 31 -0.747437 1.7749106 0.342824 32 -1.727558 -0.8325772 1.043088 33 -0.073907 -0.3923823 1.083904 34 -2.646454 -0.1350138 -1.101448 35 1.331096 1.0443905 -0.039328 36 0.281192 -0.6569943 -0.404009 37 0.245349 -1.8406517 0.093656 38 -2.049446 0.5320301 0.347219 39 -1.645547 1.3268749 -1.068792 40 -1.216874 -0.8556007 0.201262 41 0.959445 1.6250030 -0.553881 42 -0.603579 -0.9569812 -1.502730 43 -0.946870 -1.6333180 1.324763 44 0.076217 0.5018427 -1.902369 45 -2.140584 1.2192726 -0.677180 46 -0.081677 0.5389288 -1.785347 47 -1.590461 2.1881067 -0.583771 48 0.931421 1.3321181 -0.669782 49 0.512639 1.2123979 0.683099 50 1.095415 0.0045968 0.143109 51 -1.456417 1.1186245 0.619657 52 -0.917904 2.2084467 -0.366392 53 -0.429654 -0.8524437 -2.326637 54 -1.213858 -0.4996891 1.630709 55 -1.253877 -0.9438354 0.692022 56 -0.390657 -0.0427482 1.571167 57 -1.797537 0.8934866 -0.281980 58 0.396886 0.3227454 1.492494 59 0.646360 -0.2194210 -0.562699 60 0.119900 -1.2480691 -1.459763 61 0.867946 -1.7843458 0.232229 62 -2.733997 0.3604288 -0.692947 63 -1.442683 -0.3732483 1.452800 64 1.444934 0.5727959 0.434633 65 -0.147284 0.7055205 -1.413940 66 -1.739552 -0.9838385 0.220303 67 -0.824644 0.1503195 0.411693 68 -2.437638 -0.4835278 -1.392882 69 -2.091970 1.1865192 -0.088483 70 0.403429 -0.7855276 -0.540161 71 0.507512 0.3152001 0.276885 72 -0.944376 -0.8197825 0.044859 73 -0.648597 -1.1160277 -0.658528 74 -0.979453 -1.4589411 0.029182 75 -0.982282 -0.7226425 -1.917060 ------------- Call: PcaLocantore(x = x) Standard deviations: [1] 1.01923 0.60282 0.46137 ---------------------------------------------------------- milk 86 8 8 1.175171 0.426506 Scores: PC1 PC2 PC3 PC4 PC5 PC6 [1,] 6.1907998 0.58762698 0.686510 -0.209679 0.3321757 -1.3424985 [2,] 7.0503894 -0.49576086 -0.322697 -0.767415 -0.0165833 -1.4596064 [3,] 0.7670594 -1.83556812 0.468814 0.346810 -0.0204610 -0.2115383 [4,] 5.4656748 -2.29797862 1.612819 -0.378295 -0.2050232 0.3486957 [5,] -1.0291160 0.37303007 0.634604 -0.521527 -0.3299543 0.0859469 [6,] 2.2186300 0.39396818 -0.236987 -0.033975 -0.2549238 0.2541221 [7,] 2.7938591 -0.01152811 -0.600546 -0.098564 -0.3906602 0.3798516 [8,] 2.9544176 0.32646226 0.273051 -0.275073 -0.3982959 0.2377581 [9,] -1.3344639 -2.45440308 1.001792 -0.104783 -0.1744718 -0.0887272 [10,] -2.9294174 -0.79860558 -0.260533 0.375330 0.3425169 -0.2056682 [11,] -9.5810648 -0.09577968 1.565111 -0.112002 0.3143032 -0.3190238 [12,] -13.1147240 2.95665890 0.228086 -0.180867 0.0136463 -0.4604390 [13,] -10.2989319 1.53220781 -2.244629 0.323950 -0.0398642 -0.3463501 [14,] -12.2553418 1.62281167 -0.472862 -0.212983 -0.4124280 -0.4253719 [15,] -10.8346894 -0.09781844 2.134079 -0.272304 -0.1090226 -0.3725738 [16,] -2.8358474 0.28109809 0.945309 0.603249 0.1615955 0.1762086 [17,] -1.0353408 -2.75475311 1.677879 0.598578 0.0078965 0.0228522 [18,] -2.0271810 1.25894451 -0.266038 -0.168565 -0.3000200 0.2891774 [19,] -1.9279394 -0.68339726 1.264416 0.186749 0.3018226 -0.0869321 [20,] 0.2568334 -1.62632029 0.854279 -0.088175 0.5458645 0.2217019 [21,] -2.7017404 2.45223507 -0.243639 -0.211402 -0.2102323 0.2140100 [22,] -1.0386097 0.99459030 0.188462 -0.033434 -0.2857078 -0.1438517 [23,] -0.0198126 1.73285416 0.761979 0.005501 0.1671992 -0.0375468 [24,] -0.4909448 1.40982693 0.967440 0.521275 0.1625359 -0.0892501 [25,] -3.6632699 2.51414455 0.966410 -0.272694 0.0467958 0.1572715 [26,] -0.8733564 1.42247465 0.946038 -0.338985 -0.0804141 -0.0080759 [27,] -3.2254798 0.26912538 0.799468 0.372442 -0.6886191 -0.0553515 [28,] 2.4675785 3.56128696 0.813964 0.118354 -0.1677073 -0.0303774 [29,] 4.4177264 1.13316321 0.613509 0.261488 0.4229929 0.1780620 [30,] 0.8240097 1.54163297 0.398148 -0.221825 0.0309586 0.0830110 [31,] 1.7735990 2.00615332 -1.399933 0.469158 -0.0740282 0.0692312 [32,] 1.2348922 0.28918604 -1.239899 0.470999 -0.1511519 -0.3692504 [33,] 1.9407276 0.19123540 0.406623 0.389965 0.0994854 -0.0204286 [34,] 0.6225565 -0.65636700 0.565253 0.369897 -0.1612501 -0.1774611 [35,] -0.4869219 2.26301333 0.071825 0.588101 -0.0579092 -0.0362009 [36,] 4.1117242 1.16638974 0.982790 -0.266009 0.0728797 -0.0018914 [37,] 0.8415225 2.46677043 -0.526780 0.167456 -0.2370116 -0.0731483 [38,] 2.0528334 2.09648023 0.220912 0.206722 -0.1924842 0.0676382 [39,] -1.4493644 1.14916103 0.904194 0.455498 0.0678893 -0.1476540 [40,] 3.4867792 -1.82367389 0.730183 0.499859 0.2327704 -0.1518819 [41,] 4.0222120 1.34765470 0.580852 -0.453301 0.2482908 -1.5306566 [42,] 6.4789035 -1.25599522 1.644194 0.381331 0.1699942 0.1847594 [43,] 3.1529354 0.44884526 -0.967114 -0.220364 0.0037036 0.0802727 [44,] 5.3344976 -0.47975673 0.642789 0.298705 0.9983145 -0.1310548 [45,] 0.0325597 0.49900084 0.076948 0.486521 0.1642679 0.1392696 [46,] 0.1014401 1.97657735 0.733879 0.127235 0.0650844 -0.0144271 [47,] 2.7217685 -0.37859042 -3.696163 0.355401 -0.4123714 0.2114024 [48,] 0.2292225 1.01473918 -1.115726 0.434557 0.2668316 0.0103147 [49,] -2.2803784 0.59474034 -1.783003 0.549252 0.4660435 -0.0802352 [50,] 3.1560404 -2.84820361 0.913015 0.077151 0.5803961 0.0350246 [51,] -1.4680905 -0.43078891 -1.733657 0.074684 0.0026718 0.0819023 [52,] -5.2469034 0.48385240 -1.246027 0.081379 0.2380924 -0.1663831 [53,] -0.7670982 0.00234561 -0.923030 -0.366820 0.1582141 0.0508747 [54,] -0.2428655 0.04714401 -0.217187 -0.059549 0.1762969 0.0806339 [55,] 0.8723441 0.66109329 -0.224917 -0.360607 -0.0638127 0.1310131 [56,] 0.0019700 -0.67624071 0.081304 -0.182908 0.1045597 -0.0281936 [57,] -1.3684663 -0.00045069 0.860560 -0.350684 -0.1443970 -0.2270651 [58,] 0.0079047 1.36376727 0.750919 -0.437914 -0.1894910 0.2345556 [59,] -1.7430794 -1.06973583 -0.569381 -0.055139 -0.1582790 -0.0873605 [60,] -1.5171606 -0.69340281 -0.287048 -0.136559 -0.3871182 0.1606979 [61,] -0.0955085 -1.64221260 0.263650 -0.265665 -0.0808644 -0.0476862 [62,] 2.2259171 -2.22161516 0.426279 0.027834 0.2924338 -0.1784242 [63,] 2.7573525 -0.11785122 0.391113 -0.094032 -0.3184760 0.4251268 [64,] 2.7573525 -0.11785122 0.391113 -0.094032 -0.3184760 0.4251268 [65,] -0.5520071 -2.86186682 0.746248 0.109945 0.0556927 -0.0135739 [66,] -2.4472964 -0.94969715 -0.329042 -0.113895 -0.2728443 -0.0523337 [67,] 0.1790969 -1.29190443 0.146657 0.140234 0.1534048 0.2318353 [68,] -0.8017055 -1.93331421 -1.968273 0.017854 0.1287513 -0.2306786 [69,] -0.7356418 -0.68868398 -0.075215 -0.156944 0.0302876 0.4232626 [70,] 3.8821693 5.16959880 0.215490 -8.985938 5.2189361 -2.8089276 [71,] -2.3478937 -1.60220695 0.058822 -0.111845 -0.0539018 0.0087982 [72,] 2.3676739 -0.70331436 -0.214457 -0.307311 -0.1582719 0.3995413 [73,] -1.9906385 -2.60946629 -0.730312 0.485522 -0.2391998 0.1009341 [74,] -11.2435515 1.44868683 2.482678 0.026711 0.4922865 -0.2822136 [75,] 0.0044207 -2.29768358 -0.692425 0.538923 -0.4110598 -0.0824903 [76,] -1.4045239 -0.22649785 -1.343257 -0.067382 -0.1322233 -0.1072330 [77,] -8.3637576 0.14167751 1.267616 0.384528 -0.0728561 -0.4017300 [78,] 1.3022939 -1.47457541 -0.394623 -0.068014 -0.1502832 0.0757414 [79,] -0.1950676 -0.58254701 -0.824931 -0.088174 -0.2071634 -0.1896613 [80,] -3.4432989 1.73593273 0.777996 0.094211 0.2377017 -0.1520088 [81,] 1.2167258 0.77512068 0.085803 -0.214850 -0.2201173 0.0432435 [82,] 2.7778798 -1.80071342 0.583878 0.465898 0.0648352 0.2148470 [83,] 2.6218578 -0.39825539 -0.553372 -0.145721 -0.0977092 -0.2485337 [84,] 0.8946018 0.33790104 -1.974267 0.091828 0.0051986 -0.2606274 [85,] 0.7759316 -2.34860124 2.423325 -0.384149 -0.0167182 -0.0353374 [86,] 0.6266756 0.87099609 -1.407948 -0.237762 0.0361644 0.1675792 PC7 PC8 [1,] -0.1014312 1.5884e-03 [2,] -0.3831443 1.0212e-03 [3,] -0.7164683 1.2035e-03 [4,] 0.0892864 3.5409e-04 [5,] -0.0943992 1.0547e-03 [6,] 0.1184847 1.5031e-03 [7,] -0.2509793 1.6850e-05 [8,] -0.0136880 7.0308e-04 [9,] 0.2238736 -1.9164e-04 [10,] 0.0754413 1.3614e-04 [11,] 0.0784380 3.5175e-04 [12,] 0.2033489 -1.3174e-03 [13,] 0.2139525 -1.7101e-03 [14,] 0.1209735 -9.1070e-04 [15,] 0.2119647 -9.2843e-04 [16,] -0.3011483 -2.1474e-03 [17,] 0.0660858 -1.9036e-03 [18,] -0.5199396 -9.4385e-04 [19,] -0.1232622 -1.2649e-03 [20,] -0.3900208 -2.6927e-04 [21,] 0.0264834 7.6074e-05 [22,] -0.0736288 1.7240e-04 [23,] -0.2156005 -5.5661e-04 [24,] 0.1143327 -2.5248e-04 [25,] 0.0481580 -6.1531e-04 [26,] -0.0084802 -7.5928e-04 [27,] -0.2173883 -3.0971e-04 [28,] 0.3288873 -1.8975e-04 [29,] 0.0788974 -7.2436e-04 [30,] -0.0598663 -3.0463e-04 [31,] -0.1511658 -4.8751e-04 [32,] -0.0532375 -2.5207e-04 [33,] -0.0635290 -3.9270e-04 [34,] 0.1598240 1.3024e-04 [35,] -0.0355175 -8.5374e-05 [36,] -0.0174096 -6.3294e-04 [37,] -0.2883141 -5.2809e-04 [38,] 0.1426412 5.3331e-04 [39,] 0.0313308 4.2738e-04 [40,] -0.3536195 -3.4170e-04 [41,] -0.3925168 1.4588e-04 [42,] -0.0056267 -9.1925e-04 [43,] -0.4447402 -1.8415e-04 [44,] 0.9184385 -5.9685e-04 [45,] -0.0340987 7.2924e-04 [46,] -0.0162866 9.7800e-04 [47,] 0.2428769 -1.1208e-03 [48,] 0.3026758 -4.5769e-04 [49,] 0.0246345 -2.6207e-04 [50,] 0.0857698 7.6439e-05 [51,] 0.1136658 1.3013e-04 [52,] 0.3993357 6.2796e-04 [53,] -0.1765161 1.1329e-04 [54,] 0.0016144 2.5870e-04 [55,] 0.1064371 5.8188e-04 [56,] 0.0207478 -8.7595e-05 [57,] 0.1560065 6.3987e-05 [58,] 0.1684561 -5.0193e-05 [59,] 0.0778732 -8.5458e-04 [60,] 0.0037585 1.0429e-05 [61,] -0.0296083 3.1526e-05 [62,] 0.0913974 -2.2794e-04 [63,] 0.0358917 -7.3721e-04 [64,] 0.0358917 -7.3721e-04 [65,] 0.1209159 2.9398e-04 [66,] -0.0027574 2.9380e-04 [67,] -0.0091059 -2.7494e-04 [68,] 0.0555970 -3.3016e-04 [69,] -0.0149255 -3.1228e-04 [70,] 0.9282997 4.7859e-05 [71,] 0.2630142 4.2617e-04 [72,] 0.1063248 -3.0070e-04 [73,] -0.1462452 4.9607e-04 [74,] 0.2027591 2.6399e-03 [75,] 0.6934350 6.0284e-04 [76,] -0.0430524 8.1271e-04 [77,] 0.0789302 1.4655e-03 [78,] -0.0318359 5.2799e-04 [79,] -0.1269568 2.9497e-04 [80,] 0.2903958 7.8932e-04 [81,] 0.0979443 -3.1531e-04 [82,] -0.0548155 4.2140e-04 [83,] -0.0371550 -5.6653e-04 [84,] -0.0835149 -7.0682e-04 [85,] 0.1864954 1.0604e-03 [86,] 0.1074252 -7.4859e-04 ------------- Call: PcaLocantore(x = x) Standard deviations: [1] 1.08405293 0.65307452 0.28970076 0.11162824 0.09072195 0.06659711 0.05888048 [8] 0.00022877 ---------------------------------------------------------- bushfire 38 5 5 1.464779 0.043290 Scores: PC1 PC2 PC3 PC4 PC5 [1,] -69.9562 -13.0364 0.98678 1.054123 2.411188 [2,] -71.5209 -10.5459 0.31081 1.631208 1.663470 [3,] -63.9308 -7.4622 -2.43241 0.671038 0.465836 [4,] -47.0413 -9.6343 -3.83609 0.758349 0.683983 [5,] -15.9088 -20.1737 -5.55893 1.181744 -0.053563 [6,] 8.3484 -30.7646 -5.51541 1.877227 1.338037 [7,] -207.7458 -66.2492 34.48519 -5.894885 -1.051729 [8,] -246.4327 -97.0433 -9.57057 22.286225 -9.234869 [9,] -247.5984 -98.8613 -12.13406 23.948770 -9.250401 [10,] -245.8121 -79.2634 12.47990 13.046128 -5.125478 [11,] -246.8887 -62.5899 21.21764 9.111011 -5.080985 [12,] -251.1354 -9.2115 31.77448 0.236379 0.707528 [13,] -194.0239 27.1288 21.05023 0.940913 1.781359 [14,] 51.7182 8.5038 -11.22109 -2.132458 1.984807 [15,] 180.5597 -4.8151 -21.36630 -9.390663 -0.817036 [16,] 135.7246 -5.0756 -11.33517 -10.015567 -1.670831 [17,] 133.0151 -4.0344 -8.95540 -7.702087 -0.923277 [18,] 121.2619 -9.0627 -5.96042 -7.210971 -2.092872 [19,] 124.9038 -10.6649 -7.22555 -5.349553 -1.771009 [20,] 135.5410 -6.8146 -7.52834 -5.562769 -0.396924 [21,] 117.1950 -3.5643 -4.67473 -6.862117 -0.234551 [22,] 108.9944 -2.3344 -5.90349 -5.928299 1.455538 [23,] -21.4031 8.0668 6.19525 -4.784890 0.671394 [24,] -76.3499 16.7804 6.52545 -1.391250 1.219282 [25,] -12.5732 6.1109 -1.45259 -3.512072 -0.375837 [26,] -19.1800 3.4685 -2.02243 -3.490028 -0.169127 [27,] -33.6733 12.0757 -3.53322 0.048666 0.067468 [28,] -9.3966 21.5055 -5.91671 2.650895 -0.449672 [29,] 1.4123 35.8559 -5.98222 5.982362 0.613667 [30,] -54.2683 39.6029 7.82694 6.759994 0.035048 [31,] 74.8866 34.9048 10.03986 12.592158 0.149308 [32,] 331.4144 9.3079 27.73391 17.334531 1.015536 [33,] 367.6915 -19.5135 48.52753 10.213314 -1.268047 [34,] 363.8686 -20.4079 49.32855 8.986581 -1.930673 [35,] 369.4371 -19.5074 49.66761 9.001542 -0.179566 [36,] 366.5850 -20.2555 50.30290 7.745330 -2.259131 [37,] 364.5463 -19.8198 53.00407 6.757796 -1.083372 [38,] 365.9709 -19.3753 53.80168 6.467284 -0.854384 ------------- Call: PcaLocantore(x = x) Standard deviations: [1] 1.210280 0.208063 0.177790 0.062694 0.014423 ---------------------------------------------------------- ========================================================== > dodata(method="cov") Call: dodata(method = "cov") Data Set n p k e1 e2 ========================================================== heart 12 2 2 685.776266 13.127306 Scores: PC1 PC2 1 8.18562 1.17998 2 65.41185 -2.80723 3 1.86039 -1.70646 4 -2.26910 2.44051 5 20.19603 -1.47331 6 -14.46264 7.05759 7 6.91264 1.99823 8 -28.95436 -3.81624 9 -0.61523 -1.09711 10 -27.62427 -3.33575 11 -13.17788 0.37931 12 49.94879 -1.62675 ------------- Call: PcaCov(x = x) Standard deviations: [1] 26.1873 3.6232 ---------------------------------------------------------- starsCYG 47 2 2 0.280150 0.007389 Scores: PC1 PC2 1 0.272263 -0.07964458 2 0.804544 0.03382837 3 -0.040587 -0.14464760 4 0.804544 0.03382837 5 0.222468 -0.14305159 6 0.512941 -0.02420304 7 -0.378928 -0.51924735 8 0.341045 0.11236831 9 0.592550 -0.23812462 10 0.163442 -0.06357822 11 0.638370 -1.02323643 12 0.498667 -0.05242075 13 0.476291 0.00142479 14 -0.947664 -0.26343572 15 -0.699020 -0.01711057 16 -0.363464 0.06475681 17 -1.024352 -0.02972862 18 -0.759174 0.12317995 19 -0.786925 -0.06478250 20 0.796654 -1.04660568 21 -0.580307 -0.03463751 22 -0.738591 -0.01126825 23 -0.521748 0.08812607 24 -0.086135 0.09457052 25 0.065975 -0.03907968 26 -0.284322 0.05307219 27 -0.303309 -0.07553370 28 -0.052738 -0.02155274 29 -0.580638 -0.10534741 30 0.953478 -1.07986770 31 -0.527590 0.04855502 32 0.171408 0.12730538 33 0.274054 0.00095808 34 1.192364 -1.10502882 35 -0.628641 -0.08815176 36 0.694595 0.11071187 37 0.167026 0.09762710 38 0.274054 0.00095808 39 0.246168 0.08594248 40 0.617380 -0.06994769 41 -0.329735 0.01934346 42 0.115770 0.02432733 43 0.400071 0.03289494 44 0.392768 -0.01656886 45 0.605229 0.05314718 46 0.036628 0.03601196 47 -0.442606 0.07644144 ------------- Call: PcaCov(x = x) Standard deviations: [1] 0.529292 0.085957 ---------------------------------------------------------- phosphor 18 2 2 288.018150 22.020514 Scores: PC1 PC2 1 2.7987 -19.015683 2 -20.4311 -0.032022 3 -21.8198 4.589809 4 -11.7869 -6.837833 5 -16.9357 2.664785 6 12.9132 -25.602526 7 1.5249 -6.351664 8 -8.0984 2.416616 9 -8.6979 4.843680 10 14.3903 -12.732868 11 -2.9462 -0.760656 12 11.7427 2.991004 13 14.8400 0.459849 14 9.2449 3.095095 15 19.4860 -3.336883 16 -9.4156 -7.096788 17 23.3759 -1.737460 18 19.9173 5.092467 ------------- Call: PcaCov(x = x) Standard deviations: [1] 16.9711 4.6926 ---------------------------------------------------------- stackloss 21 3 3 28.153060 8.925048 Scores: PC1 PC2 PC3 [1,] 10.538448 13.596944 12.84989 [2,] 9.674846 14.098881 12.89733 [3,] 8.993255 9.221043 9.94062 [4,] 1.744427 3.649104 0.17292 [5,] 0.980215 2.223126 1.34874 [6,] 1.362321 2.936115 0.76083 [7,] 6.926040 0.637480 -0.11170 [8,] 6.926040 0.637480 -0.11170 [9,] 0.046655 0.977727 -2.46930 [10,] -7.909092 0.926343 0.80232 [11,] -0.136672 -3.591094 0.37539 [12,] -1.382381 -3.802146 1.01074 [13,] -6.181887 -0.077532 0.70744 [14,] 3.699843 -4.885854 -0.40226 [15,] -2.768005 -7.507870 -6.08487 [16,] -5.358811 -6.002058 -5.94256 [17,] -17.067135 1.738055 -5.86637 [18,] -11.021920 -1.775507 -6.19842 [19,] -9.776212 -1.564455 -6.83377 [20,] -6.075508 0.369252 -2.08345 [21,] 6.301743 2.706174 8.79509 ------------- Call: PcaCov(x = x) Standard deviations: [1] 5.3059 2.9875 1.3020 ---------------------------------------------------------- salinity 28 3 3 11.801732 3.961826 Scores: PC1 PC2 PC3 1 -1.59888 1.582157 0.135248 2 -2.26975 2.429177 1.107832 3 -6.79543 -2.034636 0.853876 4 -6.36795 -0.602960 -0.267268 5 -6.42044 -1.520259 5.022962 6 -5.13821 1.225470 0.016977 7 -3.24014 1.998671 -0.123418 8 -0.93998 2.789889 -0.515656 9 -0.30856 -2.424345 -1.422752 10 2.20362 -2.800513 1.142127 11 1.38120 -2.076832 2.515630 12 0.44997 0.207439 -0.152835 13 1.21669 1.193701 -0.277116 14 3.31664 1.306627 1.213342 15 2.08484 -3.774814 0.905400 16 -3.64862 -4.677257 9.046484 17 -0.46124 -1.411762 1.706719 18 -2.13038 0.890401 -0.633349 19 -0.23610 -2.262304 -1.885048 20 1.70337 -1.970773 -0.781880 21 2.67273 1.038742 -0.610945 22 4.24561 1.547290 0.108927 23 2.99619 -4.785343 3.094945 24 1.64474 -3.564562 3.432429 25 1.11703 -1.158030 0.237700 26 2.30707 0.069668 -0.735809 27 3.59356 0.860498 -0.611380 28 4.57550 1.300407 0.589307 ------------- Call: PcaCov(x = x) Standard deviations: [1] 3.43536 1.99043 0.94546 ---------------------------------------------------------- hbk 75 3 3 1.436470 1.181766 Scores: PC1 PC2 PC3 1 31.105415 -4.714217 10.4566165 2 31.707650 -5.748724 10.7682402 3 33.366131 -4.625897 12.1570167 4 34.173377 -6.069657 12.4466895 5 33.780418 -5.508823 11.9872893 6 32.493478 -4.684595 10.5679819 7 32.592637 -5.235522 10.3765493 8 31.293363 -4.865797 10.9379676 9 33.160964 -5.714260 12.3098920 10 31.919786 -5.384537 12.3374332 11 38.231962 -6.810641 13.5994385 12 39.290479 -5.393906 15.2942554 13 39.418445 -7.326461 11.5194898 14 43.906584 -13.214819 8.3282743 15 1.906326 0.716061 -0.8635112 16 0.263255 0.926016 -1.9009292 17 -1.776489 -1.072332 -0.5496140 18 0.464648 0.702441 0.0482897 19 0.267826 -1.283779 -0.2925812 20 2.122108 0.165970 -0.8924686 21 0.937217 0.548532 -0.4132196 22 0.423273 -1.781869 -0.0323061 23 0.047532 0.018909 -1.1259327 24 -0.490041 -0.520202 -1.1065753 25 -2.143049 0.720869 -0.0495474 26 1.094748 -1.459175 0.2226246 27 2.070705 0.898573 0.0023229 28 -0.294998 0.830258 0.5929001 29 -1.242995 0.300216 -0.2010507 30 0.147958 0.439099 2.0003038 31 0.170818 1.440946 -0.9755627 32 -0.958531 -1.199730 -1.0129867 33 0.697307 -0.874343 -0.7260649 34 -2.278946 0.261106 0.4196544 35 1.962829 0.809318 0.2033113 36 0.626631 -0.600666 0.8004036 37 0.550885 -1.881448 0.7382776 38 -1.249717 0.336214 -0.9349845 39 -1.106696 1.569418 0.1869576 40 -0.684034 -0.939963 -0.1034965 41 1.559314 1.551408 0.3660323 42 -0.538741 -0.447358 1.6361099 43 -0.252685 -2.080564 -0.7765259 44 0.217012 1.027281 1.7015154 45 -1.497600 1.349234 -0.2698932 46 0.100388 1.026443 1.5390401 47 -0.811117 2.195271 -0.5208141 48 1.462210 1.321318 0.5600144 49 1.383976 0.740714 -0.7348906 50 1.636773 -0.215464 0.3195369 51 -0.530918 0.759743 -1.2069247 52 -0.109566 2.107455 -0.5315473 53 -0.564334 -0.060847 2.3910630 54 -0.272234 -1.122711 -1.5060028 55 -0.608660 -1.197219 -0.5255609 56 0.565430 -0.710345 -1.3708230 57 -1.115629 0.888816 -0.4186014 58 1.351288 -0.374815 -1.1980618 59 0.998016 -0.151228 0.9007970 60 0.124017 -0.764846 1.9005963 61 1.189858 -1.905264 0.7721322 62 -2.190589 0.579614 -0.1377914 63 -0.518278 -0.931130 -1.4534768 64 2.124566 0.194391 -0.0327092 65 0.154218 1.050861 1.1309885 66 -1.197852 -1.044147 -0.2265269 67 -0.114174 -0.094763 -0.5168926 68 -2.201115 0.032271 0.8573493 69 -1.307843 1.104815 -0.7741270 70 0.691449 -0.676665 1.0004603 71 1.150975 0.050861 -0.0717068 72 -0.457293 -0.861871 0.1026350 73 -0.392258 -0.897451 0.9178065 74 -0.584658 -1.450471 0.3201857 75 -0.972517 -0.063777 1.8223995 ------------- Call: PcaCov(x = x) Standard deviations: [1] 1.1985 1.0871 1.0086 ---------------------------------------------------------- milk 86 8 8 5.758630 2.224809 Scores: PC1 PC2 PC3 PC4 PC5 PC6 1 5.7090867 1.388263 0.0055924 0.3510505 -0.7335114 -1.41950731 2 6.5825186 0.480410 -1.1356236 -0.3250838 -0.7343177 -1.71595400 3 0.7433619 -1.749281 0.2510521 0.3450575 0.2996413 -0.34585702 4 5.5733255 -1.588521 0.8934908 -0.3412408 0.0087626 0.07235942 5 -1.3030839 0.142394 0.8487785 -0.5847851 0.0588053 -0.08968553 6 1.7708705 0.674240 -0.4153759 -0.1915734 0.1382138 0.12454293 7 2.3570866 0.381017 -0.8771357 -0.3739365 0.2918453 0.13437364 8 2.5700714 0.695006 0.0061108 -0.4323695 0.1643797 -0.00469369 9 -1.1725766 -2.713291 1.0677483 -0.0647875 0.1183120 -0.10762785 10 -3.1357225 -1.255175 0.0666017 0.5083690 -0.1096080 -0.00647493 11 -9.5333894 -1.608943 2.7307809 0.1690156 -0.1682415 -0.06597478 12 -13.6028505 0.941083 2.0136258 -0.1076520 -0.0475905 -0.15295614 13 -10.9497471 0.048776 -0.8765307 0.1518572 0.1428294 -0.00064406 14 -12.6558378 -0.219444 1.1396273 -0.3734679 0.2875578 -0.23870524 15 -10.6924790 -1.818075 3.4560731 -0.1177943 0.1101199 -0.19708172 16 -3.0258070 -0.203186 1.2835368 0.5799363 0.3237454 0.23168871 17 -0.7498665 -2.977505 1.6310512 0.6305329 0.3994006 0.06594881 18 -2.5093526 0.924459 0.0899818 -0.4026675 0.2963072 0.11324019 19 -1.9689970 -1.051282 1.4659908 0.3870104 -0.0708083 -0.02148354 20 0.2695886 -1.646440 0.7597630 0.1750131 -0.3418142 0.21515143 21 -3.3470252 1.989939 0.2887021 -0.3599779 0.0771965 0.16867095 22 -1.4659204 0.777242 0.4090149 -0.1248050 0.1916768 -0.23160291 23 -0.4944476 1.634130 0.8915509 0.1222296 -0.1231015 -0.08351169 24 -0.8945477 1.239223 1.1117165 0.6018455 0.0912200 -0.01204668 25 -4.1499992 1.860190 1.6062973 -0.2139736 -0.1140169 0.16632426 26 -1.2647012 1.188058 1.1893430 -0.2740862 -0.0971504 -0.09851714 27 -3.4280131 -0.267150 1.1969552 0.0354366 0.8482718 -0.18977667 28 1.6896630 3.793723 0.7706325 0.1007287 0.0317704 -0.11269816 29 3.9258127 1.691428 0.1850999 0.4485202 -0.2969916 0.16594044 30 0.3178322 1.577233 0.4455231 -0.1687197 -0.1587136 -0.00823174 31 0.9562350 2.258138 -1.4672169 0.2675668 0.1910110 0.03177387 32 0.6738452 0.470764 -1.3496896 0.3524049 0.2008218 -0.36957179 33 1.5980690 0.413899 0.1999664 0.4232293 0.0768479 -0.04627841 34 0.4365091 -0.626490 0.4718364 0.3392252 0.2554060 -0.19018602 35 -1.1184804 2.124234 0.2650931 0.4791171 0.2927791 -0.01579964 36 3.6673986 1.659798 0.6138972 -0.1092158 -0.2705583 -0.16494176 37 0.0867143 2.541765 -0.4572593 0.0024263 0.2163300 -0.20116352 38 1.4191839 2.315690 0.1365887 0.1028375 0.1595780 -0.02049460 39 -1.8062960 0.845438 1.1469588 0.5022406 0.1603011 -0.08751261 40 3.4380914 -1.358545 0.1956896 0.6314649 0.0716078 -0.21591535 41 3.4608782 1.828575 0.2012565 0.1064437 -0.7454169 -1.64629924 42 6.4162310 -0.402642 0.8070441 0.5146855 0.0331594 0.04373032 43 2.5906567 0.897993 -1.2612252 -0.2620162 -0.1432569 -0.10279385 44 5.0299750 0.203721 0.0439110 0.8775684 -0.9536011 0.15153452 45 -0.3555392 0.454930 0.1173992 0.4688991 0.1137820 0.18752442 46 -0.4155426 1.892410 0.8649578 0.1827426 -0.0186113 -0.04029205 47 1.9328817 0.121936 -3.9578157 -0.1135807 0.2971001 0.18733657 48 -0.3947656 1.028405 -1.0370498 0.4467257 -0.1445498 0.16878692 49 -2.8829860 0.279064 -1.4443310 0.5889970 -0.1883118 0.16947945 50 3.2797246 -2.443968 0.4100655 0.4278962 -0.4414712 0.08598366 51 -1.9272930 -0.622137 -1.5136862 -0.0483369 -0.0272502 0.16006066 52 -5.7161590 -0.298434 -0.5216578 0.1385780 -0.2435931 0.10628617 53 -1.1933277 -0.125878 -0.7556261 -0.3129372 -0.3166453 0.03078643 54 -0.5994394 -0.031069 -0.1296378 0.0061490 -0.1869578 0.09839221 55 0.4104586 0.733465 -0.2088065 -0.3645266 -0.1830137 0.04705775 56 -0.2227671 -0.724741 0.1007592 -0.0838897 -0.1939960 -0.04223579 57 -1.5706297 -0.292436 1.0849660 -0.2559591 -0.0917278 -0.27423151 58 -0.4102168 1.263831 0.9082556 -0.4592777 -0.0676902 0.11089798 59 -1.9640736 -1.340173 -0.3652736 -0.1267573 0.0775692 -0.07977644 60 -1.7490968 -0.941370 -0.0849901 -0.3453455 0.2858594 0.06413468 61 -0.1583416 -1.699326 0.2385988 -0.2231496 -0.0513883 -0.12227279 62 2.2124878 -1.942366 0.0743514 0.2627321 -0.2844018 -0.15848039 63 2.4578489 0.226019 0.1148050 -0.2715718 0.2322085 0.22346659 64 2.4578489 0.226019 0.1148050 -0.2715718 0.2322085 0.22346659 65 -0.3779208 -2.987354 0.6819006 0.1942611 0.0529259 0.01315140 66 -2.6385498 -1.331204 -0.0367809 -0.2327572 0.1845076 -0.08521680 67 0.0526645 -1.301299 0.0912198 0.1634869 -0.0068236 0.24131589 68 -1.1013065 -2.004809 -1.9168056 0.0260663 -0.2029903 -0.12625268 69 -0.9495853 -0.831697 0.0389476 -0.2123483 -0.0202267 0.38463410 70 2.6935893 5.369312 0.6987368 -4.5754846 -9.6833013 -2.32910628 71 -2.4037611 -1.983509 0.3109848 -0.1015686 -0.0071432 0.06410351 72 2.0795505 -0.392730 -0.4534128 -0.4054224 -0.0312781 0.25408988 73 -2.0038405 -2.874605 -0.6269939 0.2408421 0.5184666 0.11140104 74 -11.2683996 -0.361851 3.9219448 0.4045689 -0.2203308 0.05930132 75 -0.1028287 -2.295813 -0.7769187 0.3071821 0.4537196 0.00522380 76 -1.8466137 -0.425825 -1.1261209 -0.1760585 0.0165729 -0.10698465 77 -8.4124493 -1.174820 2.2700712 0.4213953 0.3446597 -0.20636892 78 1.1103236 -1.299480 -0.5787732 -0.1455945 0.0732148 -0.01806218 79 -0.5451834 -0.620170 -0.7830595 -0.1746479 0.0723052 -0.26017118 80 -3.8647223 1.126328 1.3299567 0.2645241 -0.1881443 0.00485531 81 0.7690939 0.887363 0.0513096 -0.2730980 0.0076447 -0.07590882 82 2.7287618 -1.435327 0.1602865 0.4465859 0.2129425 0.16104418 83 2.2241485 -0.042822 -0.8316486 -0.1230697 -0.1193057 -0.35207561 84 0.2452905 0.491732 -2.0050683 0.0286567 -0.1159415 -0.24887542 85 1.0655845 -2.360746 2.2456131 -0.1479972 -0.1186670 -0.14020891 86 -0.0091659 0.952208 -1.3429189 -0.2944676 -0.2433277 0.15354490 PC7 PC8 1 -0.09778744 2.3157e-03 2 0.05189698 1.8077e-03 3 0.70506895 1.2838e-03 4 -0.08541140 3.2781e-04 5 0.11768945 8.3496e-04 6 -0.17886391 1.5222e-03 7 0.14143613 1.3261e-04 8 -0.07724578 7.1241e-04 9 -0.12298048 -7.0110e-04 10 0.07569878 2.3093e-05 11 0.29299858 -3.4542e-04 12 0.07764899 -2.1390e-03 13 -0.08945524 -2.2633e-03 14 0.03597787 -1.8891e-03 15 0.11780498 -2.0279e-03 16 0.46501534 -2.3266e-03 17 0.08603290 -2.4073e-03 18 0.52605757 -9.8822e-04 19 0.31007227 -1.3919e-03 20 0.61582059 -2.3549e-05 21 0.01199350 -6.1649e-05 22 0.03654587 1.3302e-05 23 0.27549986 -3.6759e-04 24 -0.04155354 -2.9882e-04 25 0.11473708 -7.9629e-04 26 0.06673183 -8.3728e-04 27 0.16937729 -9.5775e-04 28 -0.41753592 -7.5544e-05 29 -0.03693100 -2.2481e-04 30 0.08461537 -1.3611e-04 31 0.02476253 -1.4319e-04 32 -0.09756048 -1.2234e-04 33 0.06442434 -2.4915e-04 34 -0.17828409 -9.5882e-05 35 0.00881239 -7.1427e-05 36 -0.01041003 -2.8489e-04 37 0.15994729 -3.1472e-04 38 -0.22386895 6.1384e-04 39 0.03666242 2.8506e-04 40 0.35883231 -8.3062e-05 41 0.18521851 8.5509e-04 42 0.00733985 -6.4477e-04 43 0.35466617 3.2923e-04 44 -0.74952524 -7.6869e-05 45 0.09907237 7.9128e-04 46 0.05119980 1.0606e-03 47 -0.48571583 -9.3780e-04 48 -0.27463442 -2.7037e-04 49 0.06787536 -3.0554e-05 50 0.08499400 3.1181e-04 51 -0.09197457 1.1213e-04 52 -0.24513244 3.9100e-04 53 0.24012780 3.2068e-04 54 0.07999888 3.5689e-04 55 -0.09825475 6.6675e-04 56 0.05133674 -7.2984e-05 57 -0.10302363 -2.0693e-04 58 -0.12323360 -1.6620e-04 59 -0.05119989 -1.1016e-03 60 0.00082131 -3.2951e-04 61 0.08128272 -1.1550e-04 62 -0.01789040 -1.1579e-04 63 -0.07188070 -7.8367e-04 64 -0.07188070 -7.8367e-04 65 0.00917085 -2.6800e-05 66 0.03121573 -5.3492e-05 67 0.12202335 -3.0466e-04 68 -0.04764366 -2.6126e-04 69 0.13828337 -3.9331e-04 70 0.10401069 4.2870e-03 71 -0.14369640 3.7669e-05 72 -0.10334451 -2.6456e-04 73 0.17655402 1.0917e-04 74 0.26779696 1.8685e-03 75 -0.75016549 2.1079e-05 76 0.01802016 7.7555e-04 77 0.13081368 6.4286e-04 78 0.01409131 4.9476e-04 79 0.06643384 2.6590e-04 80 -0.12624376 5.9801e-04 81 -0.14074469 -3.2172e-04 82 0.09228230 4.4064e-04 83 -0.06352151 -3.6274e-04 84 -0.02642452 -3.9742e-04 85 -0.03502188 6.9814e-04 86 -0.11749109 -5.1283e-04 ------------- Call: PcaCov(x = x) Standard deviations: [1] 2.39971451 1.49157920 0.93184037 0.33183258 0.19628996 0.16485446 0.12784351 [8] 0.00052622 ---------------------------------------------------------- bushfire 38 5 5 11393.979994 197.523453 Scores: PC1 PC2 PC3 PC4 PC5 1 -91.383 -16.17804 0.56195 -0.252428 1.261840 2 -93.033 -13.93251 -0.67212 0.042287 0.470924 3 -85.400 -10.72512 -3.09832 -1.224797 -0.504718 4 -68.381 -12.12202 -3.31950 -0.676880 -0.228383 5 -36.742 -21.04171 -1.98872 0.397655 -0.932613 6 -12.095 -30.21719 0.59595 2.100702 0.384714 7 -227.949 -71.40450 35.57308 -7.880296 -2.710415 8 -262.815 -111.81228 -11.04574 2.397832 -13.646407 9 -263.767 -114.13702 -13.71407 3.131736 -13.825200 10 -264.312 -90.69643 9.72320 0.967173 -8.800150 11 -266.681 -72.85993 16.55010 0.291092 -8.373583 12 -274.050 -18.41395 20.74273 -2.464589 -1.505967 13 -218.299 19.16040 7.69765 0.069012 0.054846 14 29.646 10.52526 -7.50754 0.855493 1.966680 15 159.575 3.86633 -6.95837 -2.753953 0.616068 16 114.286 2.47164 0.62690 -3.146317 -0.501623 17 111.289 3.45086 1.97182 -0.303064 -0.094416 18 99.626 -1.80416 4.88197 -0.013096 -1.438397 19 103.353 -3.50426 3.58993 1.578169 -1.317194 20 113.769 0.84544 3.28254 2.204926 0.131167 21 95.186 3.50703 4.97153 0.916181 0.351658 22 86.996 4.00938 2.95209 1.281788 1.920404 23 -44.232 8.50898 6.30689 -1.038871 0.400078 24 -99.527 13.81377 1.75130 -0.260669 0.394804 25 -34.855 5.99709 -0.57224 -1.660513 -0.620158 26 -41.265 2.94659 -1.04825 -2.243950 -0.440017 27 -56.148 10.14428 -5.41858 0.321752 -0.608412 28 -32.366 20.27795 -8.60687 3.806572 -1.267249 29 -22.438 34.73585 -11.19123 8.296154 -0.511610 30 -79.035 37.05713 -1.51591 9.892959 -1.618635 31 49.465 39.37414 5.95714 22.874813 -1.883481 32 304.825 30.19205 37.68900 45.175923 -1.293939 33 341.237 7.04985 65.43451 44.553009 -3.148116 34 337.467 6.16879 66.48222 43.278480 -3.688631 35 342.929 7.38548 66.91291 43.941556 -1.937887 36 340.143 6.70203 67.85433 42.479161 -3.873639 37 337.931 7.43184 70.50828 42.333220 -2.645830 38 339.281 8.07267 71.34405 42.400459 -2.392774 ------------- Call: PcaCov(x = x) Standard deviations: [1] 106.7426 14.0543 4.9184 1.8263 1.0193 ---------------------------------------------------------- ========================================================== > dodata(method="grid") Call: dodata(method = "grid") Data Set n p k e1 e2 ========================================================== heart 12 2 2 516.143549 23.932102 Scores: PC1 PC2 [1,] 6.4694 3.8179 [2,] 61.7387 19.1814 [3,] 1.4722 -1.0161 [4,] -3.8056 1.5127 [5,] 18.6760 5.3303 [6,] -16.8411 1.7900 [7,] 4.9962 4.1638 [8,] -26.8665 -13.3010 [9,] -1.0648 -1.2690 [10,] -25.7734 -12.4037 [11,] -13.3987 -4.0751 [12,] 46.7700 15.1272 ------------- Call: PcaGrid(x = x) Standard deviations: [1] 22.719 4.892 ---------------------------------------------------------- starsCYG 47 2 2 0.473800 0.026486 Scores: PC1 PC2 [1,] 0.181489 -0.0300854 [2,] 0.695337 0.1492475 [3,] -0.120738 -0.1338110 [4,] 0.695337 0.1492475 [5,] 0.140039 -0.0992368 [6,] 0.413314 0.0551030 [7,] -0.409428 -0.5478860 [8,] 0.225647 0.1690378 [9,] 0.519123 -0.1471454 [10,] 0.071513 -0.0277935 [11,] 0.663045 -0.9203119 [12,] 0.402691 0.0253179 [13,] 0.373739 0.0759321 [14,] -1.005756 -0.3654219 [15,] -0.789968 -0.0898580 [16,] -0.467328 0.0334465 [17,] -1.111148 -0.1431778 [18,] -0.867242 0.0417806 [19,] -0.871200 -0.1481782 [20,] 0.823011 -0.9236455 [21,] -0.669994 -0.0923582 [22,] -0.829959 -0.0890246 [23,] -0.627294 0.0367802 [24,] -0.195929 0.0978059 [25,] -0.028257 -0.0157122 [26,] -0.387346 0.0317797 [27,] -0.390054 -0.0981920 [28,] -0.148231 -0.0132120 [29,] -0.661454 -0.1625514 [30,] 0.982767 -0.9369769 [31,] -0.628127 -0.0032112 [32,] 0.055476 0.1625819 [33,] 0.173158 0.0501056 [34,] 1.222924 -0.9319795 [35,] -0.711235 -0.1515118 [36,] 0.576613 0.2117347 [37,] 0.054851 0.1325884 [38,] 0.173158 0.0501056 [39,] 0.134833 0.1309216 [40,] 0.522665 0.0228177 [41,] -0.428171 -0.0073782 [42,] 0.013192 0.0534392 [43,] 0.294173 0.0975945 [44,] 0.293132 0.0476054 [45,] 0.495172 0.1434167 [46,] -0.066790 0.0551060 [47,] -0.547311 0.0351134 ------------- Call: PcaGrid(x = x) Standard deviations: [1] 0.68833 0.16275 ---------------------------------------------------------- phosphor 18 2 2 392.155327 50.657228 Scores: PC1 PC2 1 5.6537 -15.2305 2 -21.2150 -1.8862 3 -23.5966 2.3112 4 -11.2742 -6.6000 5 -18.4067 1.5202 6 16.9795 -19.4039 7 1.5964 -3.1666 8 -9.7354 3.2429 9 -10.8594 5.4759 10 15.5585 -6.5279 11 -4.0058 1.2905 12 9.4815 8.2139 13 13.0640 6.4346 14 7.0230 7.7600 15 18.4378 3.7658 16 -8.9047 -6.3253 17 21.8748 6.1900 18 16.9843 12.0801 ------------- Call: PcaGrid(x = x) Standard deviations: [1] 19.8029 7.1174 ---------------------------------------------------------- stackloss 21 3 3 109.445054 16.741203 Scores: PC1 PC2 PC3 [1,] 15.136434 14.82909 -2.0387704 [2,] 14.393636 15.46816 -1.8391595 [3,] 12.351209 10.12290 -2.3458098 [4,] 2.510036 2.07589 1.8251581 [5,] 1.767140 1.78527 -0.0088651 [6,] 2.138588 1.93058 0.9081465 [7,] 6.966825 -1.75851 0.6274924 [8,] 6.966825 -1.75851 0.6274924 [9,] -0.089513 -1.09062 2.2894224 [10,] -7.146340 2.65628 -0.8983590 [11,] -0.461157 -3.09532 -2.6948576 [12,] -1.575403 -2.60157 -3.4122582 [13,] -5.660744 1.37815 -1.2975809 [14,] 2.881484 -5.50628 -2.5762898 [15,] -4.917360 -9.13772 0.0676942 [16,] -7.145755 -7.22052 0.6665270 [17,] -17.173481 1.87173 4.3780920 [18,] -11.973894 -2.60174 2.9808153 [19,] -10.859648 -3.09549 3.6982160 [20,] -6.031899 0.15817 1.2270803 [21,] 8.451640 4.98077 -5.4038839 ------------- Call: PcaGrid(x = x) Standard deviations: [1] 10.4616 4.0916 2.8271 ---------------------------------------------------------- salinity 28 3 3 14.911546 8.034974 Scores: PC1 PC2 PC3 1 -2.72400 0.79288 0.688038 2 -3.45684 0.86162 1.941690 3 -5.73471 -4.79507 0.129202 4 -6.17045 -3.04372 -0.352797 5 -4.72453 -5.59543 4.144851 6 -5.75447 -1.07062 0.579975 7 -4.40759 0.47731 0.680203 8 -2.76360 2.30716 0.540271 9 -0.28782 -1.40644 -2.373399 10 2.64361 -1.43362 -0.266957 11 1.91078 -1.66975 1.312215 12 -0.40661 0.68573 -0.200135 13 -0.14911 1.88993 0.044001 14 1.99005 2.43874 1.373229 15 2.88128 -2.21263 -0.863674 16 -0.12935 -8.28831 6.483875 17 -0.16895 -1.68742 0.905190 18 -3.08054 0.23753 -0.269165 19 -0.38685 -1.08501 -2.736860 20 1.45520 -0.33209 -1.686406 21 1.13834 2.53553 -0.381657 22 2.48522 3.42927 0.417050 23 4.56487 -3.36542 0.711908 24 2.94072 -3.08490 1.556939 25 0.82140 -0.26895 -0.406490 26 1.17794 1.61119 -0.863764 27 2.02965 2.80707 -0.489050 28 2.98039 3.21462 0.747622 ------------- Call: PcaGrid(x = x) Standard deviations: [1] 3.86155 2.83460 0.95394 ---------------------------------------------------------- hbk 75 3 3 3.714805 3.187126 Scores: PC1 PC2 PC3 1 8.423138 24.765818 19.413334 2 7.823138 25.295092 20.356662 3 9.023138 27.411905 20.218454 4 8.223138 28.010236 21.568269 5 8.623138 27.442650 21.123471 6 9.123138 25.601873 20.279943 7 8.823138 25.463855 20.770811 8 8.223138 25.264348 19.451646 9 8.023138 27.373593 20.716984 10 7.623138 26.752275 19.666288 11 9.323138 31.108975 24.313778 12 10.323138 33.179719 23.469966 13 10.323138 29.958667 26.231274 14 9.323138 29.345676 34.207755 15 1.723138 -0.077538 0.754886 16 1.423138 -1.818609 -0.080979 17 -1.676862 -1.872341 -0.686878 18 0.623138 -0.077633 -0.548955 19 -0.876862 -0.576068 0.716574 20 1.423138 -0.016144 1.261078 21 0.923138 -0.223313 0.041619 22 -1.276862 -0.299937 1.038679 23 0.323138 -1.327742 0.057038 24 -0.376862 -1.626860 0.034051 25 -0.676862 -1.550331 -2.266849 26 -0.776862 0.290637 1.184359 27 1.623138 0.750760 0.417361 28 0.123138 -0.016334 -1.346603 29 -0.476862 -1.220468 -1.338846 30 -0.476862 1.387213 -1.339036 31 1.423138 -1.059368 -0.824991 32 -1.176862 -1.833934 0.118433 33 -0.176862 -0.691099 0.908323 34 -1.276862 -1.251213 -2.243862 35 1.423138 0.858128 0.325317 36 -0.576862 0.574335 0.102918 37 -1.576862 0.413330 0.892903 38 -0.176862 -1.841691 -1.085702 39 0.423138 -0.752683 -2.205550 40 -1.176862 -0.905930 -0.211430 41 1.723138 0.819721 -0.479993 42 -1.376862 0.666284 -1.093554 43 -1.576862 -1.304659 1.061761 44 0.123138 1.203126 -1.553772 45 0.223138 -1.358581 -2.151818 46 0.123138 1.003714 -1.569097 47 1.323138 -1.159169 -2.136494 48 1.423138 0.919427 -0.472331 49 1.423138 -0.246300 0.340737 50 0.423138 0.727773 0.716479 51 0.623138 -1.665267 -0.771259 52 1.623138 -0.798657 -1.607314 53 -1.376862 1.310494 -1.645816 54 -0.576862 -1.879908 0.716669 55 -1.176862 -1.235698 0.164407 56 0.123138 -1.296997 0.962055 57 0.123138 -1.304849 -1.545920 58 0.723138 -0.714086 1.207441 59 -0.076862 0.881115 0.026199 60 -1.376862 1.226208 -0.549050 61 -1.276862 0.781504 1.322377 62 -0.776862 -1.657699 -2.174806 63 -0.576862 -1.956627 0.409888 64 1.123138 0.712448 0.915891 65 0.323138 0.689271 -1.392672 66 -1.476862 -1.289430 -0.441492 67 -0.076862 -0.905930 -0.211430 68 -1.576862 -0.852389 -2.213213 69 0.323138 -1.696011 -1.676276 70 -0.676862 0.773747 0.118243 71 0.523138 0.152524 0.371386 72 -1.076862 -0.606812 -0.188443 73 -1.376862 0.114117 -0.433924 74 -1.676862 -0.522431 0.018632 75 -1.376862 0.612552 -1.699453 ------------- Call: PcaGrid(x = x) Standard deviations: [1] 1.9274 1.7853 1.6714 ---------------------------------------------------------- milk 86 8 8 9.206694 2.910585 Scores: PC1 PC2 PC3 PC4 PC5 PC6 [1,] 6.090978 0.590424 1.1644466 -0.3835606 1.0342867 -0.4752288 [2,] 6.903009 -0.575027 0.8613622 -1.1221795 0.7221616 -1.3097951 [3,] 0.622903 -1.594239 1.2122863 -0.0555128 0.3252629 -0.2799581 [4,] 5.282665 -1.815742 2.2543268 0.9824543 -0.5345577 -0.7331037 [5,] -1.039753 0.663906 0.3353811 0.3070599 -0.3224317 -0.4056666 [6,] 2.247786 0.218255 -0.3382923 0.1270005 -0.0271307 -0.2035021 [7,] 2.784293 -0.291678 -0.4897587 0.0198481 0.0752345 -0.5986846 [8,] 2.942266 0.315608 0.1603961 0.3568462 -0.0647311 -0.5316127 [9,] -1.420086 -1.751212 1.7027572 0.0708340 -0.9226517 0.0738411 [10,] -2.921113 -0.727554 0.0113966 -0.3915037 -0.0772913 0.6062573 [11,] -9.568075 0.792291 1.0217507 0.2554182 -0.6254883 0.8899897 [12,] -12.885166 3.423607 -1.2579351 -0.4300397 -0.4094558 1.1727128 [13,] -10.038470 1.274931 -2.6913262 -1.6219658 -0.3284974 1.1228303 [14,] -12.044003 2.096254 -1.2859668 -0.9602250 -0.7937418 0.8264019 [15,] -10.798341 1.159257 1.4870766 0.3248231 -1.0787537 0.8723637 [16,] -2.841629 0.500846 0.4771762 0.5975365 0.3197882 0.5804087 [17,] -1.150691 -1.978038 2.3229313 0.5275273 -0.5339514 0.5421631 [18,] -1.992369 1.131288 -0.8385615 0.1156462 0.2253010 -0.3393814 [19,] -1.999699 -0.252876 1.2229972 0.5081648 0.0082612 0.3373454 [20,] 0.091385 -1.439422 1.1836134 0.6297789 0.0961407 -0.2126653 [21,] -2.571346 2.280701 -1.2845660 0.1463583 0.0949331 0.0902039 [22,] -0.990078 1.087033 -0.1638640 -0.0351472 0.0743205 -0.0040605 [23,] -0.010631 1.704171 0.0038808 0.5765418 0.6086460 0.0329995 [24,] -0.440350 1.500798 0.2769870 0.5556999 0.4751445 0.6516120 [25,] -3.578249 2.672783 -0.3534268 0.7398104 0.1108289 0.2704730 [26,] -0.854914 1.626684 0.2301131 0.5530224 0.0662862 -0.0999969 [27,] -3.175381 0.762609 0.5101987 0.0849002 -0.2137237 0.2729808 [28,] 2.599844 3.370137 -0.5174736 0.7409946 0.6853156 0.2430943 [29,] 4.395534 0.823611 0.1610152 0.8184845 0.7665555 0.0779724 [30,] 0.843794 1.438263 -0.2366601 0.4600650 0.3424806 -0.1768083 [31,] 1.890815 1.266935 -1.8218143 -0.3909337 0.8390127 0.1026821 [32,] 1.300145 -0.085976 -0.8965312 -0.8855787 0.4156780 0.1478055 [33,] 1.923087 0.137638 0.3487435 0.2958367 0.4245932 0.1566678 [34,] 0.615762 -0.390711 0.8107376 0.0295536 -0.1169590 0.2940241 [35,] -0.372946 2.037079 -0.7663299 0.1907237 0.6959350 0.5366205 [36,] 4.068134 1.129044 0.5492962 0.7640964 0.4799859 -0.4080205 [37,] 0.937617 2.048258 -1.2326566 -0.0942856 0.7885267 -0.1004018 [38,] 2.141223 1.877022 -0.5178216 0.3750868 0.4767003 0.1240656 [39,] -1.403505 1.327163 0.3165610 0.3989824 0.3505825 0.5915956 [40,] 3.337528 -1.689495 1.4737175 0.2584843 0.4308444 -0.0810597 [41,] 3.938506 1.384908 0.8103687 -0.5875595 1.1616535 -0.6492603 [42,] 6.327471 -1.061362 1.9861187 1.1016484 0.3512405 -0.1540592 [43,] 3.120160 -0.064108 -0.8370717 -0.2229341 0.5623447 -0.7152184 [44,] 5.290520 -0.669008 0.8597130 0.5518503 0.2470856 0.6454703 [45,] 0.058291 0.356399 -0.1896007 0.2427518 0.3705541 0.3975085 [46,] 0.150881 1.942057 -0.1140726 0.5656469 0.5227623 0.2151825 [47,] 2.870881 -1.446283 -2.8450062 -1.7292144 -0.0888429 -0.1347003 [48,] 0.335593 0.500884 -1.3154520 -0.3874864 0.3449038 0.5387692 [49,] -2.179494 -0.021237 -1.7792344 -0.8445930 0.4435338 0.6547961 [50,] 2.968304 -2.588546 1.8552104 0.4590101 -0.1755089 -0.0550378 [51,] -1.399208 -0.820296 -1.3660014 -0.8890243 -0.2344105 0.1236943 [52,] -5.112989 0.318983 -1.3852993 -0.8461529 -0.3467685 0.7349666 [53,] -0.773103 -0.267333 -0.8154896 -0.3783062 0.0113880 -0.3304648 [54,] -0.244565 -0.066211 -0.2541557 0.0043037 0.0390890 0.0074067 [55,] 0.894921 0.516411 -0.4443369 0.0708354 -0.0637890 -0.2799646 [56,] -0.038706 -0.588256 0.3166588 -0.0196663 -0.1793472 -0.1179341 [57,] -1.377469 0.428939 0.7502430 0.1458375 -0.3818977 -0.0380258 [58,] 0.042787 1.488605 0.0252606 0.6377516 -0.1524172 -0.1898723 [59,] -1.734357 -0.966494 -0.1026850 -0.5656888 -0.4831402 0.0308069 [60,] -1.501991 -0.544918 -0.0837127 -0.2362486 -0.5382026 -0.1351338 [61,] -0.175102 -1.339436 0.8403933 -0.0907428 -0.4846145 -0.2795153 [62,] 2.100915 -2.004702 1.3031556 -0.0041957 -0.2067776 -0.0793613 [63,] 2.735432 -0.102018 0.3215454 0.5331904 -0.1499209 -0.3536272 [64,] 2.735432 -0.102018 0.3215454 0.5331904 -0.1499209 -0.3536272 [65,] -0.665219 -2.325594 1.6287363 0.0607163 -0.6996720 0.1353325 [66,] -2.439244 -0.737375 0.0187770 -0.4561269 -0.5425315 -0.0208332 [67,] 0.121564 -1.214385 0.4877707 0.1809998 -0.1943262 0.0662506 [68,] -0.804267 -2.238327 -0.8547917 -1.3449926 -0.3577254 -0.0293779 [69,] -0.761319 -0.676391 -0.0245494 0.2262894 -0.3396872 -0.1166505 [70,] 3.385399 4.360467 -0.7946150 -0.0417895 0.4474362 -4.6626174 [71,] -2.364955 -1.257673 0.5226907 -0.2346145 -0.7838777 0.1815821 [72,] 2.334511 -0.794530 0.0175620 0.1848925 -0.3437761 -0.4522442 [73,] -2.023440 -2.449907 0.2525041 -0.6657474 -0.5509480 0.2118442 [74,] -11.180192 2.456516 1.1036540 0.8711496 -0.3833194 1.3548314 [75,] 0.058297 -2.094811 0.3075211 -0.8052760 -0.9527729 0.5850255 [76,] -1.355742 -0.464355 -1.0183333 -0.8525619 -0.1577144 -0.0767323 [77,] -8.296881 0.945092 0.8088967 -0.0071463 -0.4527530 1.0614233 [78,] 1.251696 -1.460466 0.2511701 -0.2717606 -0.3158308 -0.2964813 [79,] -0.192380 -0.662365 -0.3671703 -0.6722658 -0.1243452 -0.2388225 [80,] -3.355201 1.915096 -0.1086672 0.3560062 0.0956865 0.6974817 [81,] 1.245305 0.736787 -0.1662155 0.1309822 -0.0122872 -0.2182528 [82,] 2.679561 -1.666401 1.1576691 0.3960280 -0.0059146 0.0584136 [83,] 2.596651 -0.556654 -0.0807307 -0.4468501 0.0964927 -0.3922894 [84,] 0.959377 -0.272038 -1.5879803 -1.1153057 0.3412508 -0.1281556 [85,] 0.602737 -1.384591 2.8844745 0.9479144 -0.7946454 -0.2014038 [86,] 0.698125 0.335743 -1.5248055 -0.4443037 0.0768256 -0.1999790 PC7 PC8 [1,] 0.9281777 -0.05158594 [2,] 0.8397946 -0.04276628 [3,] -0.5189230 0.04913688 [4,] -0.0178377 0.01578074 [5,] -0.0129237 0.01056305 [6,] -0.0764270 0.01469518 [7,] -0.3059779 0.04237267 [8,] -0.0684673 0.02289928 [9,] -0.2549733 -0.00832119 [10,] -0.0578118 -0.01894694 [11,] 0.0415545 -0.03474479 [12,] 0.0869267 -0.04485633 [13,] -0.2843977 -0.03100709 [14,] -0.3375083 -0.02155574 [15,] -0.1718828 -0.02996980 [16,] -0.4176728 0.03232381 [17,] -0.5923252 0.01765700 [18,] -0.3190679 0.04476532 [19,] -0.0279426 -0.00236626 [20,] 0.1299811 0.00586022 [21,] 0.0474059 0.00563264 [22,] -0.1240299 0.01123557 [23,] 0.2232631 0.00551065 [24,] 0.0122404 0.00060079 [25,] 0.2627442 -0.00824800 [26,] 0.2257329 -0.00440907 [27,] -0.8496967 0.05266701 [28,] 0.3473502 -0.00500580 [29,] 0.4172329 -0.00542705 [30,] 0.2773880 -0.00014648 [31,] -0.1224270 0.02372808 [32,] -0.2224748 0.00757892 [33,] -0.0633903 0.01236118 [34,] -0.2616599 0.00561781 [35,] -0.1671986 0.01988458 [36,] 0.4502086 -0.00418541 [37,] -0.0773232 0.02768282 [38,] 0.0464683 0.01134849 [39,] -0.0927182 0.00555823 [40,] -0.2162796 0.02467605 [41,] 0.9440753 -0.04806541 [42,] -0.0078920 0.02022925 [43,] 0.1152244 0.02074199 [44,] 1.0406693 -0.08815111 [45,] -0.1376804 0.01424369 [46,] 0.1673461 0.00442877 [47,] -0.4125225 0.01038694 [48,] 0.1556289 -0.02103354 [49,] 0.0434415 -0.01782739 [50,] 0.2518610 -0.02154540 [51,] -0.1186185 -0.00881133 [52,] 0.1507435 -0.04523343 [53,] 0.2161208 -0.00967982 [54,] 0.1374909 -0.00783970 [55,] 0.2417108 -0.00895268 [56,] 0.1253846 -0.01188643 [57,] 0.1390898 -0.01831232 [58,] 0.2219634 -0.00364174 [59,] -0.2045636 -0.00589047 [60,] -0.3679942 0.01673699 [61,] -0.0705611 -0.00273407 [62,] 0.1447701 -0.02026768 [63,] -0.1854788 0.02686899 [64,] -0.1854788 0.02686899 [65,] -0.2626650 -0.00376657 [66,] -0.3044266 0.00484197 [67,] -0.1358811 0.00605789 [68,] -0.0551482 -0.02379410 [69,] -0.0914891 0.00812122 [70,] 10.2524854 -0.64367029 [71,] -0.1326972 -0.01666774 [72,] 0.0051905 0.00656777 [73,] -0.8236843 0.03367265 [74,] 0.2140104 -0.04092219 [75,] -0.5684260 -0.00987116 [76,] -0.1225779 -0.00204629 [77,] -0.4235612 -0.00450631 [78,] -0.1935155 0.00973901 [79,] -0.1615883 0.00518643 [80,] 0.2915052 -0.02960159 [81,] 0.0908823 0.00038216 [82,] -0.3392789 0.02605374 [83,] 0.1112141 -0.00629308 [84,] 0.0510771 -0.00845572 [85,] 0.0748700 -0.01174487 [86,] 0.2488127 -0.01446339 ------------- Call: PcaGrid(x = x) Standard deviations: [1] 3.034253 1.706044 1.167717 0.670864 0.536071 0.396285 0.266625 0.020768 ---------------------------------------------------------- bushfire 38 5 5 38232.614428 1580.825276 Scores: PC1 PC2 PC3 PC4 PC5 [1,] -67.120 -23.70481 -1.06551 1.129721 1.311630 [2,] -69.058 -21.42113 -1.54798 0.983735 0.430774 [3,] -61.939 -17.23665 -3.81386 -0.635074 -0.600149 [4,] -44.952 -16.53458 -5.16114 0.411753 -0.390518 [5,] -12.644 -21.62271 -7.14146 3.519877 -1.211923 [6,] 12.820 -27.86930 -7.66114 7.230422 0.040330 [7,] -194.634 -100.67730 27.43084 -0.026242 -0.134248 [8,] -229.349 -129.75912 -19.46346 25.591651 -18.592601 [9,] -230.306 -131.28743 -22.22175 27.251157 -19.214683 [10,] -231.118 -115.10815 3.70208 16.303210 -10.573515 [11,] -234.540 -100.24984 13.67112 10.325539 -8.727961 [12,] -246.507 -51.03515 27.61698 -5.352226 0.514087 [13,] -195.712 -5.81324 20.04485 -9.226807 1.721886 [14,] 49.881 16.90911 -9.97400 -1.900739 2.190429 [15,] 179.545 23.96999 -18.71166 -2.987136 1.332713 [16,] 135.356 15.81282 -9.24353 -4.703584 0.971669 [17,] 132.350 16.65014 -7.01838 -2.428578 1.346198 [18,] 121.499 9.75832 -4.45699 -1.587450 0.131923 [19,] 125.222 9.17601 -5.88919 0.582516 -0.061642 [20,] 135.112 14.63812 -5.90351 0.411704 1.460488 [21,] 116.581 14.47390 -3.04021 -1.842579 2.005998 [22,] 108.223 14.62103 -4.47428 -1.196993 3.288463 [23,] -22.095 3.26439 6.58391 -6.164581 2.125258 [24,] -77.831 3.46616 6.59280 -6.373595 1.545789 [25,] -13.092 3.41344 -0.99296 -5.076733 0.299636 [26,] -19.206 -0.17007 -1.84209 -4.858675 0.347945 [27,] -35.022 6.54155 -3.12767 -3.556587 -0.327873 [28,] -12.651 20.14894 -4.61607 -2.025539 -1.214190 [29,] -4.404 36.39823 -3.81590 -0.633155 -0.602027 [30,] -60.018 30.40980 9.44610 -1.763156 -0.765133 [31,] 67.689 47.40087 12.70229 9.791794 -0.671751 [32,] 324.134 63.46147 31.52512 30.099817 2.406344 [33,] 364.639 38.84260 51.20467 30.648590 3.218678 [34,] 361.089 37.09494 52.00522 29.394356 2.861158 [35,] 366.403 38.88889 52.31879 29.878844 4.650618 [36,] 363.821 37.40859 53.10394 28.286557 2.922632 [37,] 361.761 37.21276 55.73012 27.648760 4.477279 [38,] 363.106 37.78395 56.56345 27.460078 4.845396 ------------- Call: PcaGrid(x = x) Standard deviations: [1] 195.5316 39.7596 11.7329 7.3743 1.7656 ---------------------------------------------------------- ========================================================== > > ## IGNORE_RDIFF_BEGIN > dodata(method="proj") Call: dodata(method = "proj") Data Set n p k e1 e2 ========================================================== heart 12 2 2 512.772467 29.052346 Scores: PC1 PC2 [1,] 6.7568 3.2826 [2,] 63.0869 14.1293 [3,] 1.3852 -1.1318 [4,] -3.6709 1.8153 [5,] 19.0457 3.8035 [6,] -16.6413 3.1452 [7,] 5.3163 3.7464 [8,] -27.8536 -11.0863 [9,] -1.1638 -1.1788 [10,] -26.6915 -10.2803 [11,] -13.6842 -2.9790 [12,] 47.8395 11.2980 ------------- Call: PcaProj(x = x) Standard deviations: [1] 22.644 5.390 ---------------------------------------------------------- starsCYG 47 2 2 0.470874 0.024681 Scores: PC1 PC2 [1,] 0.181333 -3.1013e-02 [2,] 0.696091 1.4569e-01 [3,] -0.121421 -1.3319e-01 [4,] 0.696091 1.4569e-01 [5,] 0.139530 -9.9951e-02 [6,] 0.413590 5.2989e-02 [7,] -0.412224 -5.4579e-01 [8,] 0.226508 1.6788e-01 [9,] 0.518364 -1.4980e-01 [10,] 0.071370 -2.8159e-02 [11,] 0.658332 -9.2369e-01 [12,] 0.402815 2.3259e-02 [13,] 0.374123 7.4020e-02 [14,] -1.007611 -3.6028e-01 [15,] -0.790417 -8.5818e-02 [16,] -0.467151 3.5835e-02 [17,] -1.111866 -1.3750e-01 [18,] -0.867017 4.6214e-02 [19,] -0.871946 -1.4372e-01 [20,] 0.818278 -9.2784e-01 [21,] -0.670457 -8.8932e-02 [22,] -0.830403 -8.4781e-02 [23,] -0.627097 3.9987e-02 [24,] -0.195426 9.8806e-02 [25,] -0.028337 -1.5568e-02 [26,] -0.387178 3.3760e-02 [27,] -0.390551 -9.6197e-02 [28,] -0.148297 -1.2454e-02 [29,] -0.662277 -1.5917e-01 [30,] 0.977965 -9.4199e-01 [31,] -0.628135 -7.2164e-16 [32,] 0.056306 1.6230e-01 [33,] 0.173412 4.9220e-02 [34,] 1.218143 -9.3822e-01 [35,] -0.712000 -1.4787e-01 [36,] 0.577688 2.0878e-01 [37,] 0.055528 1.3231e-01 [38,] 0.173412 4.9220e-02 [39,] 0.135501 1.3023e-01 [40,] 0.522775 2.0145e-02 [41,] -0.428203 -5.1892e-03 [42,] 0.013465 5.3371e-02 [43,] 0.294668 9.6089e-02 [44,] 0.293371 4.6106e-02 [45,] 0.495898 1.4088e-01 [46,] -0.066508 5.5447e-02 [47,] -0.547124 3.7911e-02 ------------- Call: PcaProj(x = x) Standard deviations: [1] 0.6862 0.1571 ---------------------------------------------------------- phosphor 18 2 2 388.639033 51.954664 Scores: PC1 PC2 1 5.8164 -15.1691 2 -21.1936 -2.1132 3 -23.6199 2.0585 4 -11.2029 -6.7203 5 -18.4220 1.3231 6 17.1862 -19.2211 7 1.6302 -3.1493 8 -9.7695 3.1385 9 -10.9174 5.3594 10 15.6275 -6.3610 11 -4.0194 1.2476 12 9.3931 8.3149 13 12.9944 6.5741 14 6.9396 7.8348 15 18.3964 3.9629 16 -8.8365 -6.4202 17 21.8073 6.4237 18 16.8541 12.2611 ------------- Call: PcaProj(x = x) Standard deviations: [1] 19.714 7.208 ---------------------------------------------------------- stackloss 21 3 3 97.347030 38.052774 Scores: PC1 PC2 PC3 [1,] 19.08066 -9.06092 -2.64544 [2,] 18.55152 -9.90152 -2.76118 [3,] 15.04269 -5.37517 -2.31373 [4,] 2.79667 -1.78925 1.70823 [5,] 2.21768 -1.17513 -0.10495 [6,] 2.50717 -1.48219 0.80164 [7,] 5.97151 3.25438 2.40268 [8,] 5.97151 3.25438 2.40268 [9,] -0.68332 0.30263 2.42495 [10,] -5.83478 -4.04630 -2.91819 [11,] -1.07253 3.51914 -1.87651 [12,] -1.89116 2.98559 -2.89885 [13,] -4.77650 -2.36509 -2.68671 [14,] 1.33353 6.57450 -0.50696 [15,] -7.45351 7.08878 1.37012 [16,] -9.04093 4.56697 1.02289 [17,] -16.15938 -7.50855 0.30909 [18,] -12.45541 -1.62432 1.11929 [19,] -11.63677 -1.09077 2.14162 [20,] -5.79275 -2.08680 -0.06187 [21,] 10.13623 -0.76824 -4.70180 ------------- Call: PcaProj(x = x) Standard deviations: [1] 9.8665 6.1687 3.2669 ---------------------------------------------------------- salinity 28 3 3 12.120566 8.431549 Scores: PC1 PC2 PC3 1 -2.52547 1.45945 -1.1943e-01 2 -3.32298 2.15704 8.7594e-01 3 -6.64947 -3.26398 1.0135e+00 4 -6.64427 -1.81382 -1.6392e-01 5 -6.16898 -2.52222 5.1373e+00 6 -5.87594 0.26440 -2.4425e-15 7 -4.23084 1.46250 -2.8008e-01 8 -2.21502 2.76478 -8.3789e-01 9 -0.40186 -2.17785 -1.6702e+00 10 2.27089 -1.84923 7.3391e-01 11 1.37935 -1.29276 2.1418e+00 12 -0.22635 0.60372 -5.0980e-01 13 0.27224 1.73920 -7.0505e-01 14 2.36592 2.40462 6.4320e-01 15 2.37640 -2.83174 5.2669e-01 16 -2.49175 -4.77664 9.0404e+00 17 -0.61250 -1.11672 1.4398e+00 18 -2.91853 0.63310 -8.3666e-01 19 -0.39732 -2.02029 -2.1396e+00 20 1.47554 -1.23407 -1.1712e+00 21 1.70104 1.92401 -1.1292e+00 22 3.14437 2.81928 -5.2415e-01 23 3.62890 -3.51450 2.6740e+00 24 2.04538 -2.63992 3.0718e+00 25 0.77088 -0.54783 -1.3370e-01 26 1.57254 0.89176 -1.2089e+00 27 2.63610 1.97075 -1.1855e+00 28 3.55112 2.67606 -6.0915e-02 ------------- Call: PcaProj(x = x) Standard deviations: [1] 3.4815 2.9037 1.3810 ---------------------------------------------------------- hbk 75 3 3 3.801978 3.574192 Scores: PC1 PC2 PC3 1 28.747049 15.134042 2.3959241 2 29.021724 16.318941 2.6207988 3 31.271908 15.869319 3.4420860 4 31.586189 17.508798 3.6246706 5 31.299168 16.838093 3.2402573 6 30.037754 15.591930 2.1421166 7 29.888160 16.139376 1.9750096 8 28.994463 15.350167 2.8226275 9 30.758047 16.820526 3.7269602 10 29.759314 16.079531 4.0486097 11 35.301371 19.637962 3.7433562 12 37.193371 18.709303 4.9915250 13 35.634808 20.497713 1.4740727 14 36.816439 27.523024 -2.3006796 15 1.237203 -0.331072 -1.3801401 16 -0.451166 -1.118847 -1.9707479 17 -2.604733 0.067276 0.0130015 18 0.179177 -0.804398 -0.1285240 19 -0.765512 0.982349 -0.2513990 20 1.236727 0.259123 -1.4210070 21 0.428326 -0.503724 -0.6830690 22 -0.724774 1.507943 -0.0022175 23 -0.745349 -0.330094 -1.0982084 24 -1.407850 -0.011831 -0.8987075 25 -2.190427 -1.732051 0.4497793 26 0.058631 1.444044 0.0446166 27 1.680557 -0.429402 -0.6031146 28 -0.315122 -1.179169 0.5822607 29 -1.563355 -1.026914 0.1040012 30 0.329957 -0.633156 1.8533795 31 -0.110108 -1.617131 -1.0958807 32 -2.035875 0.463421 -0.6346632 33 -0.356033 0.740564 -0.8116369 34 -2.342887 -1.340168 0.9724491 35 1.607131 -0.379763 -0.3747630 36 0.084455 0.486671 0.6551654 37 -0.436144 1.659467 0.7145344 38 -1.754819 -1.076076 -0.6037590 39 -0.904375 -2.161949 0.3436723 40 -1.455274 0.331839 0.1499308 41 1.539788 -1.212921 -0.1715110 42 -0.688338 -0.048173 1.7491184 43 -1.635822 1.539067 -0.5208916 44 0.511762 -1.165641 1.5020865 45 -1.454500 -2.099954 0.0219268 46 0.362645 -1.208389 1.3758464 47 -0.615800 -2.658098 -0.4629006 48 1.426278 -1.027667 0.0582638 49 0.809592 -0.533893 -1.1232120 50 0.996105 0.469082 -0.0988805 51 -1.036368 -1.227376 -1.0843166 52 -0.016464 -2.331540 -0.6477169 53 -0.376625 -0.405855 2.4526088 54 -1.524100 0.621590 -1.2927429 55 -1.588523 0.591668 -0.2559428 56 -0.592710 0.529426 -1.4111404 57 -1.306991 -1.538024 -0.1841717 58 0.275991 0.491888 -1.4739863 59 0.598971 0.196673 0.6208960 60 -0.127953 0.485014 1.8571970 61 0.140584 1.905037 0.5838465 62 -2.305069 -1.617811 0.3880825 63 -1.666479 0.357251 -1.1934779 64 1.480143 0.248671 -0.5959984 65 0.309561 -1.219790 0.9671263 66 -1.986789 0.248245 0.1723620 67 -0.765691 -0.269054 -0.4611368 68 -2.232721 -1.090790 1.3915841 69 -1.502453 -1.813763 -0.4936268 70 0.170883 0.584046 0.8369571 71 0.543623 0.043244 -0.3707674 72 -1.168908 0.341335 0.2837393 73 -0.902885 0.411872 1.0546196 74 -1.425273 0.852445 0.5719123 75 -0.898536 -0.555475 2.0107684 ------------- Call: PcaProj(x = x) Standard deviations: [1] 1.9499 1.8906 1.2797 ---------------------------------------------------------- milk 86 8 8 8.369408 3.530461 Scores: PC1 PC2 PC3 PC4 PC5 PC6 [1,] 6.337004 -0.245000 0.7704092 -4.9848e-01 -1.6599e-01 1.1763e-01 [2,] 7.021899 1.030349 0.2832977 -1.2673e+00 -8.7296e-01 2.0547e-01 [3,] 0.600831 1.686247 0.9682032 -3.2663e-02 7.4112e-02 4.7412e-01 [4,] 5.206465 2.665956 1.5942253 9.8285e-01 -5.4159e-01 -2.0155e-01 [5,] -0.955757 -0.579889 0.3206393 5.1174e-01 -6.1684e-01 -3.8990e-02 [6,] 2.198695 0.073770 -0.5712493 1.9440e-01 -1.0237e-01 4.1825e-02 [7,] 2.695361 0.644049 -0.8645373 8.1894e-02 -2.6953e-01 1.6884e-01 [8,] 2.945361 0.137227 -0.2071463 5.0841e-01 -4.2075e-01 5.8589e-02 [9,] -1.539013 1.879894 1.6952390 1.6792e-01 -2.8195e-01 5.0563e-02 [10,] -2.977110 0.319666 0.3515636 -5.2496e-01 4.6898e-01 8.5978e-03 [11,] -9.375355 -1.638105 1.9026171 4.1237e-01 1.8768e-02 -1.8546e-01 [12,] -12.602600 -4.715888 0.0273004 -4.7798e-02 -1.2246e-02 9.6858e-03 [13,] -10.114331 -2.487462 -1.6331544 -1.5139e+00 4.1903e-01 2.8313e-01 [14,] -11.949336 -3.190157 -0.2146943 -5.0060e-01 -2.9537e-01 3.2160e-01 [15,] -10.595396 -1.905517 2.3716887 7.6651e-01 -3.3531e-01 1.9933e-02 [16,] -2.735720 -0.748282 0.6750464 7.2415e-01 5.5304e-01 2.2283e-01 [17,] -1.248116 2.131195 2.2596886 6.4958e-01 3.5634e-01 2.9021e-01 [18,] -1.904210 -1.285804 -0.7746460 3.0198e-01 -2.7407e-01 1.7500e-01 [19,] -1.902313 0.095461 1.3824711 5.0369e-01 2.2193e-01 -5.5628e-02 [20,] 0.123220 1.399444 1.1517634 3.2546e-01 7.8261e-02 -4.0733e-01 [21,] -2.436023 -2.524827 -1.0197416 3.4819e-01 -1.4914e-01 -4.3669e-02 [22,] -0.904931 -1.114894 -0.1235807 2.0285e-01 -1.6200e-01 2.5681e-01 [23,] 0.220231 -1.767325 0.0482262 6.4418e-01 9.8618e-02 -5.7683e-02 [24,] -0.274403 -1.561826 0.3820323 7.0016e-01 5.5220e-01 1.4376e-01 [25,] -3.306400 -2.980247 0.0252488 9.4001e-01 -1.0841e-01 -2.5303e-01 [26,] -0.658015 -1.625199 0.3021005 7.2702e-01 -3.0299e-01 -1.2339e-01 [27,] -3.137066 -0.774218 0.5577497 6.4188e-01 -8.0125e-02 7.7819e-01 [28,] 2.867950 -3.099435 -0.6435415 1.0366e+00 1.5908e-01 7.6524e-02 [29,] 4.523097 -0.527338 -0.1032516 6.4537e-01 4.7286e-01 -2.7166e-01 [30,] 1.002381 -1.376693 -0.2735956 5.0522e-01 -1.2750e-01 -1.6178e-01 [31,] 1.894615 -1.296202 -1.9117282 -3.8032e-01 4.6473e-01 3.1085e-01 [32,] 1.210291 0.067230 -0.9832930 -8.5379e-01 3.2823e-01 4.9994e-01 [33,] 1.964118 0.022175 0.1818518 3.0464e-01 3.5596e-01 1.4985e-01 [34,] 0.576738 0.567851 0.6982155 1.8415e-01 1.8695e-01 3.2706e-01 [35,] -0.231793 -2.143909 -0.6825523 4.0681e-01 5.4492e-01 3.6259e-01 [36,] 4.250883 -0.719760 0.2157706 7.7167e-01 -1.9064e-01 -2.0611e-01 [37,] 1.077364 -2.054664 -1.3064867 1.0043e-01 8.6092e-02 3.5416e-01 [38,] 2.259260 -1.653588 -0.6730692 5.7300e-01 1.6930e-01 1.6986e-01 [39,] -1.251576 -1.451593 0.4671580 5.8957e-01 4.2672e-01 2.2495e-01 [40,] 3.304245 1.998193 1.0941231 1.3734e-01 3.7012e-01 2.4142e-01 [41,] 4.286315 -1.280951 0.5856744 -6.0980e-01 -4.3090e-01 1.9801e-01 [42,] 6.343820 1.801880 1.3481119 1.0355e+00 2.9802e-01 -8.4501e-04 [43,] 3.119491 0.214077 -1.1216236 -3.8134e-01 -1.9523e-01 -2.6706e-02 [44,] 5.285254 0.938072 0.7440487 1.1539e-02 8.1629e-01 -7.9286e-01 [45,] 0.082429 -0.416631 -0.1588203 2.3098e-01 5.1867e-01 9.4503e-02 [46,] 0.357862 -1.951997 -0.0731829 7.0393e-01 1.8828e-01 1.5707e-02 [47,] 2.428744 1.522538 -3.0467213 -1.9114e+00 2.4638e-01 3.5871e-01 [48,] 0.282348 -0.697287 -1.1592508 -5.4929e-01 6.2199e-01 -5.4596e-02 [49,] -2.266009 -0.559548 -1.3794914 -1.1300e+00 7.8872e-01 -2.0411e-02 [50,] 2.868649 2.860857 1.6128307 6.7382e-02 2.2344e-01 -4.1484e-01 [51,] -1.596061 0.546812 -1.1779327 -1.0512e+00 1.3522e-01 -9.4865e-03 [52,] -5.186121 -1.000829 -0.7440599 -9.6302e-01 3.0732e-01 -1.7009e-01 [53,] -0.800232 0.049087 -0.6946842 -5.8284e-01 -2.1277e-01 -2.7004e-01 [54,] -0.246388 -0.030606 -0.1814302 -1.1632e-01 5.7767e-02 -1.8637e-01 [55,] 0.914315 -0.428594 -0.4919557 4.5039e-02 -2.7868e-01 -2.2140e-01 [56,] -0.061827 0.583572 0.3263056 -1.1589e-01 -1.2973e-01 -1.6518e-01 [57,] -1.295979 -0.421943 0.8410805 3.0441e-01 -3.9478e-01 -4.5233e-02 [58,] 0.174908 -1.343854 0.0115086 8.0227e-01 -3.9364e-01 -2.2918e-01 [59,] -1.869684 0.840823 0.0109543 -5.5536e-01 -1.4155e-01 1.0613e-01 [60,] -1.614271 0.557309 -0.0690787 -9.1753e-02 -3.0975e-01 1.6192e-01 [61,] -0.258192 1.434984 0.7684636 -1.1998e-01 -3.4662e-01 -4.8808e-02 [62,] 2.000275 2.204730 1.1194067 -2.3783e-01 5.9953e-02 -1.5836e-01 [63,] 2.694063 0.555482 -0.0340910 6.4470e-01 -2.2417e-01 1.9442e-02 [64,] 2.694063 0.555482 -0.0340910 6.4470e-01 -2.2417e-01 1.9442e-02 [65,] -0.822201 2.427550 1.5859438 -2.6715e-16 -1.9429e-15 1.0564e-14 [66,] -2.545586 0.605953 0.1469837 -3.5318e-01 -2.5871e-01 1.6901e-01 [67,] 0.028900 1.253717 0.4474540 5.3595e-02 1.6063e-01 -1.0980e-01 [68,] -1.086135 1.968868 -0.7220293 -1.6576e+00 6.2061e-02 -7.0998e-04 [69,] -0.836638 0.660453 0.0049966 1.3663e-01 -1.0131e-01 -2.4008e-01 [70,] 4.843092 -6.035092 0.8250084 -3.4481e+00 -4.8538e+00 -7.8407e+00 [71,] -2.500038 1.146245 0.6967314 -2.4611e-01 -1.4266e-01 -8.2996e-02 [72,] 2.220676 1.122951 -0.2444075 1.1066e-01 -3.1540e-01 -2.1344e-01 [73,] -2.310518 2.354552 0.2706503 -6.4192e-01 2.0566e-01 4.5520e-01 [74,] -10.802799 -3.462655 2.2031446 1.1326e+00 2.8049e-01 -2.9749e-01 [75,] -0.301038 2.284366 0.2440764 -6.9450e-01 2.6435e-01 4.3129e-01 [76,] -1.477936 0.245154 -0.8869850 -8.9900e-01 -9.8013e-02 1.1983e-01 [77,] -8.169236 -1.599780 1.4987144 3.7767e-01 2.4726e-01 3.8246e-01 [78,] 1.096654 1.646072 0.0591327 -3.3138e-01 -1.7936e-01 6.2716e-02 [79,] -0.289199 0.625796 -0.3974294 -6.6099e-01 -2.0857e-01 2.1190e-01 [80,] -3.160557 -2.282579 0.3255355 4.6181e-01 2.7753e-01 -1.5673e-01 [81,] 1.284356 -0.548854 -0.2907281 2.4017e-01 -2.5254e-01 -1.4289e-03 [82,] 2.562817 2.019485 0.8249162 3.2973e-01 3.3866e-01 1.3889e-01 [83,] 2.538825 0.759863 -0.3142506 -5.1028e-01 -2.0539e-01 8.8979e-02 [84,] 0.841123 0.110035 -1.5793120 -1.2807e+00 1.2332e-01 1.6224e-01 [85,] 0.636271 1.793014 2.6824860 1.0329e+00 -4.8850e-01 -2.3012e-01 [86,] 0.633183 -0.426511 -1.4791366 -6.1314e-01 -7.0534e-02 -2.3778e-01 PC7 PC8 [1,] 1.0196e-01 -1.7180e-03 [2,] 2.6131e-01 -8.5191e-03 [3,] 6.9637e-01 -8.0573e-03 [4,] -1.3548e-01 -1.4969e-03 [5,] 3.1443e-02 -2.7307e-03 [6,] -2.5079e-01 3.6450e-03 [7,] 4.5377e-02 -2.6071e-03 [8,] -1.6060e-01 -2.3761e-04 [9,] -1.5152e-01 -4.3079e-04 [10,] 9.1089e-02 1.9536e-03 [11,] 2.5654e-01 -1.4875e-03 [12,] -2.3798e-03 -1.0954e-04 [13,] -1.3687e-01 2.8402e-03 [14,] -6.5248e-02 -1.5114e-03 [15,] 3.7695e-02 -2.7827e-03 [16,] 3.8131e-01 -3.7990e-03 [17,] 4.5661e-02 -1.4965e-03 [18,] 3.9910e-01 -7.2703e-03 [19,] 2.9353e-01 -3.3342e-03 [20,] 6.0915e-01 -6.0837e-03 [21,] -1.0079e-01 1.0179e-03 [22,] -2.2945e-02 -1.0515e-03 [23,] 2.3631e-01 -2.5558e-03 [24,] -7.7207e-02 3.4800e-03 [25,] 1.4903e-02 -3.2430e-04 [26,] 3.8032e-03 -2.1705e-03 [27,] 3.7208e-02 -3.0631e-03 [28,] -4.8147e-01 6.1089e-03 [29,] -4.0388e-02 2.8549e-03 [30,] 3.4318e-02 -1.0014e-03 [31,] -2.2872e-02 1.8706e-03 [32,] -8.4542e-02 1.3368e-03 [33,] 4.5274e-02 5.3383e-04 [34,] -2.0048e-01 2.4727e-03 [35,] -5.6482e-02 2.9923e-03 [36,] -2.6046e-02 -1.2910e-03 [37,] 9.6038e-02 -1.8897e-03 [38,] -2.9035e-01 4.4317e-03 [39,] -4.6322e-03 2.4336e-03 [40,] 3.8686e-01 -3.9300e-03 [41,] 3.7834e-01 -7.8976e-03 [42,] -8.2037e-04 -4.3106e-05 [43,] 3.3467e-01 -5.2401e-03 [44,] -6.2170e-01 1.2840e-02 [45,] 5.3557e-02 2.9156e-03 [46,] 5.1785e-04 2.0738e-03 [47,] -5.2141e-01 5.7206e-03 [48,] -2.7669e-01 6.7329e-03 [49,] 8.4319e-02 3.8528e-03 [50,] 1.4210e-01 1.6961e-04 [51,] -1.1871e-01 2.6676e-03 [52,] -2.5036e-01 6.4121e-03 [53,] 2.2399e-01 -2.8200e-03 [54,] 5.6532e-02 4.9304e-04 [55,] -1.4343e-01 1.2558e-03 [56,] 4.1682e-02 -9.6490e-04 [57,] -1.3014e-01 -6.2709e-04 [58,] -2.1428e-01 8.2594e-04 [59,] -7.9775e-02 -8.9776e-04 [60,] -8.6835e-02 -1.0498e-03 [61,] 6.2470e-02 -2.7499e-03 [62,] 3.3052e-02 -3.2369e-04 [63,] -1.7137e-01 -3.1087e-04 [64,] -1.7137e-01 -3.1087e-04 [65,] 3.5496e-14 2.5975e-12 [66,] -2.2016e-02 -1.2206e-03 [67,] 8.5160e-02 -1.4837e-04 [68,] -2.2535e-03 1.9054e-04 [69,] 5.9976e-02 -8.6961e-04 [70,] 1.0448e+00 -2.0167e-02 [71,] -1.7609e-01 1.9378e-03 [72,] -1.7047e-01 2.6076e-04 [73,] 1.1885e-01 -8.1624e-04 [74,] 2.0942e-01 3.3164e-03 [75,] -7.7528e-01 9.9316e-03 [76,] -4.6285e-03 2.5153e-04 [77,] 7.0218e-02 1.5708e-03 [78,] -1.4859e-02 -6.7049e-04 [79,] 5.1054e-02 -2.0198e-03 [80,] -1.5770e-01 4.9579e-03 [81,] -1.9411e-01 4.4401e-04 [82,] 6.0634e-02 8.7960e-04 [83,] -4.4635e-02 -1.7048e-03 [84,] -2.3612e-03 -2.2242e-04 [85,] -5.5171e-02 -1.1222e-03 [86,] -1.4972e-01 1.4543e-03 ------------- Call: PcaProj(x = x) Standard deviations: [1] 2.8929930 1.8789522 0.9946460 0.7479403 0.3744197 0.2596328 0.1421387 [8] 0.0025753 ---------------------------------------------------------- bushfire 38 5 5 37473.439646 1742.633018 Scores: PC1 PC2 PC3 PC4 PC5 [1,] -67.2152 -2.3010e+01 4.4179e+00 1.0892e+00 1.7536e+00 [2,] -69.0225 -2.1417e+01 2.5382e+00 1.1092e+00 9.3919e-01 [3,] -61.6651 -1.8580e+01 -6.1022e-01 -8.1124e-01 -1.6462e-01 [4,] -44.5883 -1.8234e+01 -3.9899e-01 -5.2145e-01 2.0050e-01 [5,] -12.2941 -2.2954e+01 3.5970e+00 1.1037e+00 -2.4384e-01 [6,] 13.0282 -2.8133e+01 8.7670e+00 3.4751e+00 1.3728e+00 [7,] -199.0774 -7.7956e+01 5.4935e+01 6.3134e+00 -1.9919e+00 [8,] -228.2849 -1.3258e+02 2.2340e+01 2.1656e+01 -1.2594e+01 [9,] -228.9164 -1.3560e+02 2.0463e+01 2.2625e+01 -1.2743e+01 [10,] -232.4703 -1.0661e+02 3.5597e+01 1.7915e+01 -7.7659e+00 [11,] -236.7410 -8.8072e+01 3.6632e+01 1.5095e+01 -7.4695e+00 [12,] -249.4091 -3.6830e+01 2.4010e+01 4.7317e+00 -1.2986e+00 [13,] -197.0450 4.2633e-14 4.9738e-14 1.1657e-13 -1.1369e-13 [14,] 50.9487 1.1397e+01 -1.1247e+01 -4.8733e+00 2.4511e+00 [15,] 180.7896 1.7571e+01 -8.0454e+00 -1.0582e+01 1.2714e+00 [16,] 135.6178 1.4189e+01 -4.9116e-01 -9.2701e+00 1.4021e-01 [17,] 132.5344 1.5577e+01 2.2990e-01 -6.4963e+00 7.3370e-01 [18,] 121.3422 1.0471e+01 4.5656e+00 -4.9831e+00 -5.2314e-01 [19,] 125.2722 9.0272e+00 3.7365e+00 -3.3313e+00 -2.9097e-01 [20,] 135.2370 1.4091e+01 2.0639e+00 -3.6800e+00 1.1733e+00 [21,] 116.4250 1.5147e+01 2.9085e+00 -4.8084e+00 1.2603e+00 [22,] 108.2925 1.4223e+01 7.7165e-01 -4.5065e+00 2.7943e+00 [23,] -22.8258 6.4234e+00 2.4654e+00 -3.9627e+00 7.9847e-01 [24,] -78.1850 4.6631e+00 -3.6818e+00 -2.7688e+00 5.8508e-01 [25,] -13.0417 2.7521e+00 -3.1955e+00 -4.6824e+00 -3.1085e-01 [26,] -19.1244 -9.5045e-01 -2.6771e+00 -4.7104e+00 -1.6172e-01 [27,] -34.4379 3.2761e+00 -9.2826e+00 -2.9861e+00 -3.3561e-01 [28,] -11.5852 1.4506e+01 -1.5649e+01 -1.6260e+00 -8.5347e-01 [29,] -2.9366 2.8741e+01 -2.2907e+01 3.9749e-01 3.5861e-02 [30,] -59.7518 2.8633e+01 -1.4710e+01 3.5226e+00 -9.9066e-01 [31,] 67.8017 4.7241e+01 -9.1255e+00 1.3201e+01 1.3500e-13 [32,] 321.9941 7.6188e+01 2.2491e+01 3.1537e+01 3.2368e+00 [33,] 359.5155 6.6710e+01 5.6061e+01 3.4541e+01 2.0718e+00 [34,] 355.8007 6.5695e+01 5.7430e+01 3.3578e+01 1.4640e+00 [35,] 361.1076 6.7577e+01 5.7402e+01 3.3832e+01 3.2618e+00 [36,] 358.3592 6.6791e+01 5.8643e+01 3.2720e+01 1.2487e+00 [37,] 355.9974 6.8071e+01 6.0927e+01 3.2560e+01 2.4898e+00 [38,] 357.2530 6.9073e+01 6.1517e+01 3.2523e+01 2.7558e+00 ------------- Call: PcaProj(x = x) Standard deviations: [1] 193.5806 41.7449 16.7665 8.1585 1.6074 ---------------------------------------------------------- ========================================================== > ## IGNORE_RDIFF_END > > ## VT::14.11.2018 - commented out - on some platforms PcaHubert will choose only 1 PC > ## and will show difference > ## test.case.1() > > test.case.2() [1] TRUE [1] TRUE [1] TRUE [1] TRUE [1] TRUE [1] TRUE [1] TRUE [1] TRUE [1] TRUE [1] TRUE > > proc.time() user system elapsed 1.31 0.21 1.51