A dataset containing a small subset of the OASIS Brain Data project. Noise variables have been added to increase the number of predictors and show the utility of the sail package.

oasis

Format

A list with 3 elements:

x

a matrix of dimension 136 x 30 with the following colums:

EDUC

Education

MMSE

Mini-Mental State Exam

eTIV

Estimated Total Intracranial Volume

nWBV

Normalized Whole Brain Volume

ASF

Atlas scaling factor

noise[1-24]

24 independent standard normal noise variables

y

a numeric vector of length 136 representing the right Hippocampal volume for each patient

e

a binary 0/1 vector of length 136, representing Dementia status. 0: Non-demented, 1: Demented

Source

https://github.com/stnava/RMI/tree/master/tomfletcher

http://www.oasis-brains.org/

Examples

oasis
#> $x #> Age EDUC MMSE eTIV nWBV ASF noise1 noise2 noise3 #> 1 87 14 27 1987 0.696 0.883 1.659721103 -0.80300723 0.19820238 #> 3 75 12 23 1678 0.736 1.046 -0.429188258 0.28505948 0.86951506 #> 6 88 18 28 1215 0.710 1.444 -0.328186864 -0.35685894 0.17189256 #> 8 80 12 28 1689 0.712 1.039 -0.269670911 -1.38667014 2.05062705 #> 11 71 16 28 1357 0.748 1.293 -1.602176254 1.95649725 0.57158276 #> 14 93 14 30 1272 0.698 1.380 1.315575035 -0.99226448 -0.32321572 #> 16 68 12 27 1457 0.806 1.205 -0.086499035 -2.12932051 -0.04040397 #> 18 66 12 30 1447 0.769 1.213 -1.097944174 1.77390766 0.26549403 #> 20 78 16 29 1333 0.748 1.316 0.274700580 -1.60375435 0.21905683 #> 23 81 12 30 1230 0.715 1.427 -0.736763184 0.41367662 1.09736151 #> 26 76 16 21 1602 0.697 1.096 0.232147861 -0.49093239 0.32894005 #> 28 88 8 25 1651 0.660 1.063 0.299104357 0.53725782 0.17715911 #> 30 80 12 29 1783 0.752 0.985 0.161733526 -1.54676218 -0.35395967 #> 40 72 20 26 1911 0.719 0.919 -1.402983126 0.99544931 0.69759443 #> 42 61 16 30 1313 0.805 1.337 -0.002795899 -0.68886634 0.89567641 #> 44 86 12 21 1247 0.662 1.407 1.130584855 1.53113924 -0.47930859 #> 46 82 12 27 1420 0.713 1.236 1.657761487 -0.29605353 -0.42533284 #> 48 69 12 29 1365 0.783 1.286 0.163694443 0.80204079 -1.36981971 #> 52 64 18 22 1547 0.737 1.134 -1.351138415 -1.45368769 -1.78147206 #> 54 77 12 29 1377 0.734 1.275 0.743324183 -0.85951267 0.92159646 #> 56 60 18 30 1402 0.822 1.252 -0.234398808 -0.51162919 -1.05582729 #> 61 90 12 21 1307 0.679 1.342 -1.412092756 -1.52916222 -0.79751412 #> 63 79 16 29 1466 0.703 1.197 1.758745573 0.73662732 -0.06004689 #> 67 88 12 30 1336 0.738 1.313 2.006764724 -0.42410486 -0.40761329 #> 69 69 13 30 1359 0.789 1.291 -0.670662310 -0.40317842 1.07502532 #> 73 82 12 27 1477 0.729 1.188 0.160494634 -0.77680285 -0.72707412 #> 77 81 18 26 1174 0.742 1.495 0.979964121 -2.02671776 -0.31519972 #> 79 84 6 25 1310 0.727 1.339 0.226687099 0.58580483 2.44379837 #> 85 70 17 29 1640 0.766 1.070 -0.851673607 0.86805016 0.08679848 #> 87 72 12 26 1453 0.777 1.208 0.276217486 0.29786703 -0.37145393 #> 89 68 14 21 1333 0.685 1.317 0.275274942 -1.55001623 -0.48113003 #> 92 75 18 30 1317 0.737 1.332 -0.832706752 0.37754365 -0.28133264 #> 94 83 15 20 1476 0.750 1.189 -1.383037263 0.07683758 -0.73185712 #> 96 77 16 29 1433 0.723 1.225 -0.628327790 0.61214993 -1.21771497 #> 98 66 16 19 1695 0.711 1.036 -2.187398045 1.40591059 -0.97551436 #> 103 69 16 30 1491 0.794 1.177 -1.292937428 -1.61480702 -0.28240664 #> 106 71 12 20 1461 0.724 1.202 1.097231419 0.86110243 -2.37062078 #> 108 92 23 29 1454 0.701 1.207 -0.134718676 0.49397851 1.28912056 #> 111 74 18 29 1463 0.737 1.199 1.368475721 1.44846537 0.09830724 #> 113 82 16 29 1484 0.760 1.183 0.365978076 1.97968273 -0.95385709 #> 117 65 13 29 1362 0.837 1.289 0.411091110 0.44311764 -0.82548503 #> 119 71 14 28 1461 0.756 1.202 0.032809775 -0.65514662 0.72476858 #> 121 81 12 30 1599 0.755 1.098 -1.616143884 0.46579891 -1.43173841 #> 124 78 14 30 1315 0.707 1.335 -0.763100466 -1.07864057 -0.57849855 #> 127 75 13 29 1416 0.766 1.239 -1.551619473 0.78876527 0.80455856 #> 129 68 18 30 1654 0.747 1.061 -1.916510710 0.31550755 -0.29119824 #> 132 79 18 29 1641 0.695 1.069 1.206585519 -0.78481501 -0.46707426 #> 135 80 12 30 1430 0.737 1.228 1.206920957 -0.81318556 1.22899396 #> 137 78 8 23 1462 0.691 1.200 1.322245290 -0.75434030 -0.11072700 #> 140 61 18 30 1957 0.734 0.897 0.484401023 -0.90190631 1.07528928 #> 142 67 12 30 1440 0.727 1.219 -0.409209864 -0.42661856 -0.66039520 #> 146 88 12 30 1428 0.700 1.229 -1.210731112 0.24024169 0.82676590 #> 148 81 18 29 1470 0.687 1.194 -1.503439810 -0.27643535 -1.02491833 #> 150 80 17 28 1660 0.728 1.057 1.202734125 -0.80118466 1.31817954 #> 155 83 13 27 1391 0.705 1.262 -0.592785873 0.94058655 -0.89495944 #> 157 70 14 29 1524 0.787 1.151 0.544782558 -0.47451122 -0.89887218 #> 162 73 8 25 1151 0.743 1.525 -0.452540212 -0.05886764 1.44745925 #> 164 66 18 30 1504 0.725 1.167 -0.249368935 -1.15013632 1.72806431 #> 167 69 16 28 1848 0.737 0.950 -1.288674902 -1.02451828 1.84881974 #> 169 89 16 28 1631 0.674 1.076 -0.745500308 -2.52879522 1.58451445 #> 172 69 12 23 1447 0.759 1.213 0.530804344 1.84250352 1.21319119 #> 175 66 15 25 1548 0.727 1.134 0.944921624 -1.11778822 -0.81617689 #> 178 82 12 26 1271 0.695 1.381 -0.397290704 -1.82656934 -1.80972586 #> 180 78 8 29 1383 0.756 1.269 -1.411116579 -0.34528965 0.02302540 #> 182 63 15 28 1544 0.805 1.136 -0.494058240 0.91942661 1.54231849 #> 184 96 17 26 1465 0.683 1.198 0.074013695 1.21329950 1.48512380 #> 186 78 12 21 1477 0.672 1.188 0.292365742 0.41607194 -0.17413164 #> 188 70 12 29 1432 0.692 1.225 -0.560072607 -0.47887899 -0.30824360 #> 190 73 18 29 1548 0.773 1.134 -0.723742993 -0.15272148 -0.07582063 #> 193 75 12 28 1511 0.739 1.162 1.034915607 0.46588507 -0.39645277 #> 197 61 16 30 1513 0.771 1.160 0.792977523 -0.65565354 0.40212370 #> 199 71 18 30 1769 0.699 0.992 0.973897917 0.06565860 -0.86180278 #> 202 89 13 29 1154 0.750 1.521 0.399732537 1.60731839 -0.44713833 #> 204 74 16 30 1611 0.729 1.089 -0.163027001 -0.40643425 -1.20336927 #> 206 66 12 30 1446 0.780 1.214 0.002003821 -0.87649437 -0.71570619 #> 208 80 12 27 1475 0.762 1.190 0.262932096 -0.84763318 1.16337463 #> 210 77 11 29 1583 0.777 1.108 -0.944253571 1.92423824 0.53662015 #> 213 71 18 30 1371 0.769 1.280 -0.020809622 0.78642601 -0.06017020 #> 216 82 15 29 1499 0.689 1.171 -1.624355298 0.76883406 0.25297757 #> 222 70 16 25 1568 0.696 1.119 -0.075385947 0.71191139 -0.31122358 #> 224 86 12 29 1783 0.703 0.984 0.651170630 1.71327696 0.65621828 #> 226 70 11 22 1445 0.722 1.214 -2.762208181 0.60072500 -0.09606253 #> 228 77 18 25 1604 0.781 1.094 0.631795682 1.02302651 0.50323637 #> 230 81 11 28 1750 0.670 1.003 0.507783210 1.99487093 -0.33663323 #> 232 62 12 17 1525 0.732 1.151 0.031029071 2.07998241 -1.05074583 #> 234 76 12 27 1315 0.698 1.335 -1.659223597 0.85951656 0.33184843 #> 236 73 13 23 1536 0.725 1.142 -0.397954790 2.25298251 1.39354000 #> 238 76 12 27 1316 0.727 1.333 0.008250213 1.05133851 0.82945677 #> 240 73 12 27 1425 0.769 1.232 0.615868046 -0.35752066 2.49980144 #> 242 73 20 30 1842 0.758 0.953 -1.442635270 0.24940482 0.95671528 #> 248 81 15 28 1486 0.754 1.181 -0.445603350 0.36038853 0.22866263 #> 251 76 14 25 1409 0.715 1.246 -0.539899621 -0.15888750 -0.89557471 #> 253 73 11 30 1475 0.726 1.190 0.747266650 -0.84893730 -0.58237541 #> 255 86 16 30 1293 0.747 1.357 1.022910682 -0.30817209 0.62670270 #> 257 70 16 29 1463 0.749 1.200 -0.530684462 -0.84313322 1.27734887 #> 259 74 12 29 1344 0.739 1.306 0.998620112 -1.08495084 -0.02557450 #> 267 76 16 28 1346 0.762 1.304 -0.180464932 0.56012267 0.96547678 #> 269 78 18 30 1440 0.666 1.219 -1.306218417 0.94372813 1.28988221 #> 276 70 11 29 1295 0.748 1.355 -0.737478244 -0.59026814 0.79049777 #> 278 74 18 30 1636 0.680 1.073 -1.695797722 0.17357572 -0.57861193 #> 280 74 18 28 1659 0.739 1.058 0.412736356 -0.71689252 0.32160994 #> 282 73 16 29 1123 0.786 1.563 0.068217518 1.07460841 -0.04268300 #> 284 67 16 29 1337 0.766 1.312 0.425091601 -0.83503902 -0.55432646 #> 286 76 16 26 1391 0.705 1.262 0.281900424 -1.15529347 0.98674242 #> 289 65 18 30 1277 0.812 1.374 0.465594866 -0.02596412 0.98546501 #> 291 69 16 29 1380 0.819 1.272 0.904694126 -0.71802408 -1.38204715 #> 293 89 18 30 1715 0.746 1.023 -0.192109974 1.86513687 1.38911339 #> 300 80 15 20 1732 0.685 1.013 0.096913951 -0.08342729 1.16138288 #> 302 77 13 29 1351 0.769 1.299 -0.567463495 -0.59814861 -0.03260197 #> 306 81 13 29 1345 0.737 1.305 1.570499514 -1.02134121 -0.12984615 #> 308 73 12 30 1343 0.720 1.306 -1.174398132 -2.36361047 0.10507738 #> 310 66 18 29 1191 0.785 1.474 -0.231298727 -0.35068555 0.06071841 #> 313 75 18 29 1436 0.750 1.222 0.498473548 -1.51527296 -0.69984085 #> 315 78 18 30 1243 0.748 1.412 0.048050410 0.92770379 -3.13520638 #> 317 73 12 19 1274 0.728 1.377 0.763080018 0.33144079 -0.83900366 #> 319 73 15 29 1272 0.697 1.380 0.166429321 -0.79810912 1.52004766 #> 321 73 14 29 1238 0.757 1.418 0.704934813 0.20410796 0.34738247 #> 323 76 12 27 1557 0.705 1.127 1.857320747 -0.42324428 1.87063000 #> 325 77 16 29 1818 0.734 0.965 0.063782103 0.36319367 0.65337814 #> 328 82 14 23 1514 0.678 1.159 0.537783016 -0.99894980 -1.06462471 #> 330 77 20 23 1713 0.756 1.024 -0.408141186 0.41512223 -0.61422530 #> 332 78 12 23 1491 0.710 1.177 -0.023367060 0.72231282 0.18380996 #> 334 71 18 30 1426 0.731 1.231 0.086373650 1.30506834 0.09834321 #> 336 76 16 30 1832 0.769 0.958 0.130168628 1.00292741 -0.18242960 #> 339 75 16 30 1891 0.709 0.928 0.233308093 0.63137175 0.17457960 #> 341 60 12 30 1379 0.806 1.273 0.376785889 0.39113702 -1.46809627 #> 344 70 16 26 1796 0.742 0.977 1.090750381 0.51585923 -1.08154516 #> 350 68 14 26 1444 0.778 1.216 -0.542512508 1.24634382 0.72513005 #> 352 89 14 29 1509 0.756 1.163 0.166018758 0.89443563 0.24918263 #> 355 79 20 26 1548 0.711 1.134 -0.022229629 0.21828277 1.82277888 #> 357 74 12 26 1171 0.733 1.499 0.905942233 1.74015644 1.98425043 #> 360 73 12 23 1661 0.698 1.056 -0.246907052 -0.51274790 0.51235067 #> 362 66 13 30 1495 0.746 1.174 0.829722760 -0.14877431 0.62737133 #> 366 72 16 24 1354 0.733 1.296 0.467622252 0.29693638 0.23845949 #> 368 80 16 28 1704 0.711 1.030 -0.281557875 -0.04292601 0.66403914 #> 371 61 13 30 1319 0.801 1.331 -1.491816459 -0.18128380 0.47972270 #> noise4 noise5 noise6 noise7 noise8 noise9 #> 1 -1.643948e-01 -0.47888129 -0.57397013 -1.257505219 0.446462842 -0.20482942 #> 3 7.538452e-01 -0.13120827 0.82618664 1.289151724 2.141352426 1.77339406 #> 6 2.944371e-01 -0.45905835 0.67353305 -0.404978549 -0.085534492 0.61598494 #> 8 1.378013e-01 0.16270516 0.19111560 0.046912489 -2.119964982 0.17023909 #> 11 -7.924753e-01 -0.67575400 -1.85146383 0.577407955 0.292067184 -0.29420729 #> 14 -4.527023e-01 -0.73205498 -0.03908070 -0.562208117 0.621890081 -0.09775946 #> 16 -2.395789e-01 -0.31996361 -1.01936303 0.119224432 -0.441372128 1.52663495 #> 18 -9.831256e-01 -1.15519743 1.09768436 -0.809542262 -0.751625465 0.34084498 #> 20 -5.671716e-03 -0.29588956 0.88650670 0.600706233 -0.302078120 0.26779255 #> 23 -8.965084e-01 0.84345247 0.75988418 1.383775757 1.840941794 -0.12336360 #> 26 -2.426388e-01 -1.67163847 -0.98025265 1.145856527 -0.857533795 -1.24036335 #> 28 -1.332207e+00 2.00322645 -2.50001171 -0.377743204 -0.815532742 -1.71531161 #> 30 -5.722194e-01 -0.57100075 0.06032381 0.157795821 0.770578343 0.75047183 #> 40 9.711795e-01 0.53541136 0.41525248 -0.552619872 0.905852670 0.72456731 #> 42 -1.859243e+00 -0.47733630 0.24458129 -0.912154322 1.993150800 0.17487200 #> 44 8.124252e-01 -0.93276551 -0.39111120 -0.072036217 1.198339972 -1.33368038 #> 46 6.595638e-01 -0.90671516 0.10919314 -0.560519419 0.026652458 -0.43060353 #> 48 -5.623774e-01 -2.71307223 -1.09212678 0.100194195 -0.826864513 -0.74769932 #> 52 -6.161201e-01 0.33472581 0.15627031 1.009830507 1.759893254 -0.44687368 #> 54 -1.093387e+00 -1.17636487 -0.33312354 0.480062046 -1.560067760 0.81397472 #> 56 -1.676798e+00 1.58890682 0.02653110 0.298855429 0.394770116 -1.36579717 #> 61 5.670389e-01 0.61175289 -1.32759082 1.092570304 1.340702045 0.22813295 #> 63 4.426423e-01 0.01086962 -0.09844410 -1.503062786 1.985961013 -0.72609235 #> 67 9.033405e-01 0.36818113 0.43905910 -1.869835220 -1.532304959 0.19685991 #> 69 1.078220e+00 -0.67088509 -0.12897487 -0.006920486 0.132607072 1.51208523 #> 73 -2.775533e-01 0.08189777 1.15864880 -0.868513838 0.023324324 -0.26792175 #> 77 -1.534731e+00 0.60891834 -0.09251995 -0.393581293 -0.447829785 0.89303412 #> 79 -1.007185e+00 -1.09744141 -0.61278832 -0.366034235 -0.147892840 -0.02109460 #> 85 1.846665e+00 -1.11074408 -1.65527245 -1.181848286 0.655585719 -0.52451102 #> 87 4.598973e-01 1.47304659 -0.88896457 -1.362698426 1.025836345 0.70440278 #> 89 1.047147e+00 -1.47398368 -0.27563686 -0.120697773 1.196974085 0.35248102 #> 92 -1.565506e+00 1.95646236 -0.24793620 -2.245493048 -1.106082051 -0.47945838 #> 94 8.108519e-01 0.27630069 0.21370914 -0.696030686 2.093449812 1.46044862 #> 96 -1.288092e+00 0.98405886 1.05733544 0.106396714 -0.271302666 0.11304593 #> 98 4.005176e-01 -0.50224904 0.35559885 -1.089233970 0.798498614 0.26608982 #> 103 1.409657e+00 -0.27534111 0.05581697 2.273330238 0.302310949 -0.59051842 #> 106 -6.914289e-01 0.49480022 -1.40953044 -1.737196764 -1.223382139 -0.36506531 #> 108 -4.268607e-01 0.02869604 -0.50726182 -0.556630446 -0.939569571 -0.64358033 #> 111 1.053535e+00 -0.61855619 -1.17979643 0.541345461 1.031508328 -0.05774120 #> 113 6.529466e-01 -0.74028834 -2.09551183 0.257085838 -0.651081804 -0.83321601 #> 117 -2.321983e-01 -1.81405117 1.33175661 0.751739693 1.397538174 -0.63360401 #> 119 -1.956481e-01 -1.07289362 -0.27998834 -0.191093270 1.231368954 0.31316979 #> 121 5.202874e-01 -1.60213507 -0.51785413 -0.612603028 0.755970295 0.83531660 #> 124 -1.613885e+00 -0.56846776 0.31398873 -1.153054415 -0.641089430 0.28192761 #> 127 -1.698405e+00 -0.24527429 -0.26430974 -0.225587854 0.067132554 0.20733841 #> 129 -6.310242e-01 0.05338848 0.57817177 0.966220678 -0.314000659 -0.26447198 #> 132 -4.954504e-01 0.42884707 1.88640008 -0.596901045 -0.044608396 0.42461622 #> 135 8.744545e-01 1.26052689 -0.98127818 0.070839262 0.960703149 0.97537189 #> 137 -1.193721e+00 -2.50521660 -0.02357319 -0.615773388 -0.265721687 -0.55928078 #> 140 -1.020092e+00 -1.76801703 0.78282172 -1.217225559 0.107327544 0.09957890 #> 142 5.444176e-01 0.55377052 0.32319482 0.924510980 -0.245063426 1.14730601 #> 146 2.947221e-02 -0.60253574 0.48501054 -0.167359953 -0.526583214 0.88017122 #> 148 2.656186e-01 0.44102805 0.54922692 0.942624343 -0.363949929 0.81028734 #> 150 -2.825134e-01 -0.55827044 0.17902661 -0.491501081 -1.173213129 0.27847646 #> 155 1.493181e+00 -0.69875194 0.27074685 -0.934335717 0.087360501 0.27279129 #> 157 1.926288e+00 0.46856174 0.42214179 1.391090527 1.142210580 1.06091622 #> 162 4.987549e-01 0.09568110 -1.38500768 0.239703251 0.629895595 1.48365664 #> 164 2.837287e-02 0.07582120 -0.15338277 -0.698020644 -0.140126350 -1.65212581 #> 167 3.619744e-01 -0.60838823 0.45243631 0.135119101 0.304676190 0.88955045 #> 169 -4.598486e-01 1.36451803 -0.97968242 -0.867472291 0.062579348 -0.82993961 #> 172 1.607247e+00 -0.02606599 -1.35100202 2.264203041 -0.595492227 0.42693460 #> 175 -1.304674e+00 -0.61203017 1.08210205 -0.052713487 -0.479425569 -0.89346127 #> 178 -1.935180e+00 -0.77297812 -1.70946013 1.118375668 0.594878117 0.26009633 #> 180 5.628838e-01 2.24561761 0.25696684 -0.415633936 1.726124100 -0.06549335 #> 182 -2.706323e-01 0.50918164 -0.39373778 -2.770232145 0.833799542 -1.22423158 #> 184 -6.364970e-01 1.14090853 -1.30333307 -0.707034259 0.593210372 0.84335247 #> 186 7.205944e-01 1.56695678 -0.05906856 -0.333092356 1.039755943 0.06030896 #> 188 -6.666134e-01 -0.02960781 -1.60440837 1.083720329 -1.106023997 0.31143406 #> 190 -7.513125e-01 -1.73470457 0.78364743 1.191743889 -0.167456674 1.87764034 #> 193 1.867603e-01 -1.92080154 -2.81047495 -0.003744799 1.125636824 -1.63022348 #> 197 -8.087900e-01 0.52553790 0.73204999 -1.108041238 0.039521644 0.75211715 #> 199 -1.095117e+00 -0.24153164 0.84117649 0.279373635 0.184359531 1.11229562 #> 202 2.599273e+00 0.74072561 -0.43659298 0.884351215 -0.002089814 -0.40887097 #> 204 6.002466e-01 -0.88728470 1.94844279 1.965451946 1.355040490 0.74278901 #> 206 4.404425e-01 -0.61009243 0.08980867 0.365724118 1.943336988 1.32602194 #> 208 3.161941e-01 1.13887239 0.79136928 0.316551332 -0.418649317 1.20401617 #> 210 8.763725e-01 -0.76683207 -0.17310842 -0.753742968 -0.472037233 0.45474206 #> 213 -1.128438e+00 -0.08263854 -0.17606023 -0.049954406 -1.300070987 -1.45052135 #> 216 2.354278e+00 1.77210142 -1.50154119 -0.706987179 -0.727620088 -0.34968155 #> 222 4.506096e-01 -1.58802023 0.52663906 -0.293597144 0.276905464 -0.88370751 #> 224 -7.804845e-01 0.86896084 -0.20686490 0.355343762 0.012660397 -1.29225591 #> 226 2.703433e+00 -0.79467732 0.05425567 0.668959977 0.395660393 0.41526737 #> 228 -8.736823e-01 -0.12189276 0.09460728 -1.138706691 0.499187607 -0.72418126 #> 230 1.328297e+00 -1.44770280 0.46221047 -0.454916356 -0.892797134 0.18926976 #> 232 -1.003012e-01 0.77145057 0.09380287 0.425618710 0.118794351 1.47361822 #> 234 7.330261e-01 -0.95933506 -1.02513695 -1.742519272 -1.420976163 1.09987872 #> 236 6.961334e-01 0.39703205 2.35600620 -0.559123927 -0.732301669 -0.35050976 #> 238 -8.991687e-01 -0.33690821 -0.78181004 0.091668756 3.196952116 0.74731135 #> 240 -8.268887e-01 -0.59529070 -1.20257610 -2.396204159 -0.631206700 0.72504905 #> 242 3.038499e-01 1.33386485 -0.87551810 0.946040620 -1.528897845 0.80817144 #> 248 -4.428912e-01 -0.21068533 -1.93234671 0.656954377 -2.104165495 -0.09326675 #> 251 4.185894e-01 -0.67593397 0.27995945 -2.062621548 -0.576601114 -0.93494775 #> 253 -4.517134e-01 -0.36729358 0.50153037 -1.622614037 -1.401692708 0.17445710 #> 255 7.137715e-01 0.90032733 0.75038207 0.298587778 1.111638879 0.33545597 #> 257 3.836691e-01 1.45207593 -0.79487127 0.391921155 -0.127419361 -0.68385640 #> 259 3.876727e-01 0.70027936 2.21854740 -0.272017084 1.167692712 0.61710084 #> 267 9.314116e-01 2.97103982 0.40545829 0.327050700 -1.832043905 -1.41933076 #> 269 1.858781e-01 -0.44314718 -0.85276176 0.051848981 -0.397819828 -0.79127116 #> 276 -1.722830e+00 0.48378275 -0.61878169 0.307370067 -2.633998165 0.37005741 #> 278 5.552711e-03 0.79256852 -0.22306786 -2.478719026 -0.010038188 -0.36028395 #> 280 1.003572e+00 1.02768246 1.59895252 0.401194926 -1.366980279 -0.06059989 #> 282 -1.838809e-01 -1.46965524 -1.24950676 -0.581053005 -0.815991968 -0.86100553 #> 284 9.415233e-01 0.24895714 0.09312425 -0.687775498 0.272550252 1.61968515 #> 286 -1.650481e+00 -0.07108644 -0.18860039 -0.990224695 -0.278545660 1.73607195 #> 289 -4.879961e-01 -0.50198777 -1.04536709 1.523550289 -0.089128908 -1.20785734 #> 291 -1.551705e-05 -1.05068459 -0.61499291 0.678350729 -1.166899884 0.08226290 #> 293 1.171601e+00 -0.20822981 -1.22851970 -0.996051597 0.650863519 -0.44313511 #> 300 -3.969945e-01 -0.83023508 0.97180206 0.261818876 -0.558358603 -0.53525476 #> 302 1.022019e+00 1.00243604 -0.36617068 1.083281948 0.469744684 0.72544750 #> 306 -2.023428e-01 -1.97029960 0.47758564 0.807183351 0.608511536 -0.22933907 #> 308 -8.242174e-01 0.78924002 -1.97851694 2.565159032 0.122246910 1.07204697 #> 310 -3.346106e-01 -2.60806885 0.09535175 -1.184304861 -1.133627251 0.98438483 #> 313 5.661046e-01 -0.55274348 -0.33172410 -0.751495239 -0.160055811 -0.59466457 #> 315 1.593058e+00 -0.71174154 0.63004337 -0.279672620 -1.227171843 0.14489905 #> 317 2.012181e+00 -0.86604925 -1.25947330 0.410259815 0.525532018 1.33663691 #> 319 -1.166718e+00 0.91423626 1.64362018 1.497329272 1.697953133 -1.30686353 #> 321 -1.388681e-01 -1.77769902 1.42498603 0.575638560 -1.812827055 1.45824573 #> 323 1.869876e+00 -0.41354511 1.55486338 -1.231366710 -2.884400585 -1.46995377 #> 325 9.915368e-01 0.67798169 0.38815305 -0.639118264 -1.995565330 2.04144753 #> 328 1.333841e-01 -0.48270373 1.78835649 -0.612605750 0.680086748 1.18283963 #> 330 -5.567841e-01 -0.10905729 -1.05085280 1.708498792 1.973774405 0.15117469 #> 332 9.924921e-01 0.55655578 0.86198326 0.633746508 0.565293021 1.68806302 #> 334 -5.774523e-01 0.67251268 0.59735911 -0.750712823 -0.001553540 0.89261995 #> 336 -4.870979e-01 0.95710856 1.15616884 -0.349870582 -0.532770810 -0.22564815 #> 339 -1.253393e+00 0.09458979 -1.09649031 1.113708295 -1.044990323 -1.34992175 #> 341 1.649494e+00 1.51685111 -0.33187866 -0.006957850 -2.014698256 0.83014021 #> 344 -9.804044e-01 -0.90294782 -0.55954290 -0.271268106 -0.510556771 -0.18602417 #> 350 3.678457e-01 0.50589434 0.47972320 -0.376764535 0.251541872 -1.03079166 #> 352 4.697681e-01 -0.88268429 -0.93688846 -1.060075407 -1.644939947 0.98400393 #> 355 1.511214e+00 1.24087708 -0.49772077 0.035662358 -0.038205462 0.91473200 #> 357 2.301863e-02 -1.42635396 -2.25546124 1.291236213 -0.747644984 -2.69112908 #> 360 -1.334339e+00 0.09894491 0.98420403 1.540746060 -1.861810715 -0.34183038 #> 362 -1.060968e+00 1.09190754 0.41451864 -1.504016431 0.885651920 -0.32334815 #> 366 2.600626e-01 -0.67910512 0.17728317 1.756636680 -0.717377703 -2.22005666 #> 368 8.545524e-01 -0.28725994 0.22675177 -0.560440234 -0.486049272 -0.14093343 #> 371 1.774017e+00 -1.17692652 -0.85590872 1.420148719 -1.347136070 0.06219019 #> noise10 noise11 noise12 noise13 noise14 #> 1 0.110836941 0.069794765 1.141868017 -0.628950231 1.59549225 #> 3 1.546244999 1.369734352 1.043564287 0.712438298 1.34198727 #> 6 -0.266836595 0.071530294 -0.002871695 0.011248481 0.23311297 #> 8 0.908769413 -0.066696202 0.103219017 1.306491128 -1.42788864 #> 11 -0.291521773 0.967207988 -1.756918370 0.519734284 -0.87211896 #> 14 0.523988192 1.677614419 -0.245058433 -1.981957276 0.58446194 #> 16 0.091112980 0.751333853 -1.292763585 0.240766137 0.80417641 #> 18 0.308028017 0.458894713 1.171088501 1.803097432 -0.66287516 #> 20 -0.338961778 -0.779511319 0.176291599 1.144960351 0.22807951 #> 23 1.400302478 0.523869924 -1.267753547 0.236213371 0.14250649 #> 26 0.091998309 0.701910569 -0.350556952 0.888737579 0.23883594 #> 28 0.365747717 -2.506178454 0.083126924 0.251632073 -0.60299581 #> 30 0.301098963 1.332048763 -0.629836176 -0.937862631 1.21162174 #> 40 0.892942051 -0.055617330 1.047946173 -0.395511413 0.77050384 #> 42 0.534336476 0.427220860 -1.196936680 0.158314634 -0.96260183 #> 44 0.764313712 0.966229986 0.294688358 1.872121606 0.01083961 #> 46 0.451787082 -1.347777040 -2.598610201 -1.178017479 -0.74641105 #> 48 -0.814884145 -0.333664604 -1.717617294 -0.600453445 -0.81791430 #> 52 -0.675740147 0.223509238 -1.644301458 -1.121835542 -0.24880743 #> 54 0.402241772 0.616617435 0.598503160 -0.120278103 1.00445856 #> 56 1.285441477 0.304144104 -0.103973589 1.160073708 0.62512879 #> 61 -0.502661325 -0.045570009 -0.338952078 1.992538590 -0.57069164 #> 63 -0.473624669 0.898979261 -0.312514441 0.237787107 -1.98540563 #> 67 -0.490846066 -1.114349190 2.426673256 -1.054857833 -1.31683488 #> 69 0.015992089 0.427349861 0.133730940 -0.007546664 0.29202159 #> 73 0.449308018 0.578116418 0.051829463 -1.353609195 -0.87944016 #> 77 0.651785678 1.132731481 -0.949794219 1.910832047 0.85592262 #> 79 0.430735128 -0.558183805 0.743987850 0.862818241 0.15511766 #> 85 0.380075803 -0.993274914 1.444477435 -0.072674304 1.03523524 #> 87 1.115973263 -0.904530585 -0.557344174 -0.668841920 -0.32722114 #> 89 -0.570189125 -0.690328296 -0.071939320 -0.023989497 -0.12280744 #> 92 0.395635765 0.601494416 0.620199966 0.668102166 0.78975596 #> 94 0.424286187 -1.233839094 -1.973504335 0.688594697 0.82400068 #> 96 0.160357965 0.156336264 1.440475948 0.534884721 1.42683561 #> 98 0.325252307 0.243697443 -0.301891407 0.852903150 -0.71701370 #> 103 0.553360212 1.600645574 0.736902568 -0.999189818 0.64706010 #> 106 0.245407720 -0.005222829 -1.774234417 1.241628915 -0.81079156 #> 108 2.148895997 1.355702309 1.017709415 0.076287830 -0.39514818 #> 111 1.027857647 1.912958466 0.015055886 0.192593478 -0.13294297 #> 113 2.182252679 -0.599416358 0.400938358 -0.866747842 0.29237974 #> 117 0.485375380 0.599423107 0.908552286 1.090575811 0.04817175 #> 119 -0.480286570 -0.449630112 1.069435076 0.102800457 -0.73471004 #> 121 0.870484350 3.116710044 0.299981613 -1.549964996 -1.04160571 #> 124 -0.046481359 -0.320991809 -1.798836359 -0.461553672 -0.64341578 #> 127 -0.500178648 -0.347430401 0.065190711 -0.185413042 1.27284745 #> 129 0.934246715 2.100849169 1.467144799 -0.046398738 -0.34227709 #> 132 0.517865655 0.172745003 1.127560226 -0.578345585 0.27479357 #> 135 -0.050873539 -0.692236630 0.518626385 -1.350886445 0.40169253 #> 137 2.329928670 -0.508426186 0.281646209 -0.546511932 0.49543495 #> 140 -0.037425518 -0.756724506 1.231925752 0.995589123 -0.30733371 #> 142 0.303811696 0.486953301 0.982719773 -0.504253347 -0.62030091 #> 146 -0.068794325 0.620234856 -0.239806744 -0.735075472 -0.15158112 #> 148 -0.661345654 0.699025430 -1.434981210 -0.139971023 -1.60405882 #> 150 -0.748271599 0.853751107 0.642628320 2.626177707 -0.43606380 #> 155 0.016005153 -0.339872251 1.166164835 0.683823576 -0.49969212 #> 157 -0.510498715 1.192487818 1.351609388 -1.747848707 -1.76652775 #> 162 0.348126967 -0.144385871 0.411051380 0.822623676 1.75218423 #> 164 -0.114636746 0.012615351 -1.179126933 -0.381083523 0.16218558 #> 167 -1.079332282 1.195824502 -0.181019807 0.466913734 0.12714295 #> 169 0.608142629 -0.759885196 0.067768874 -0.025513954 0.66266364 #> 172 1.562328757 0.952996273 -0.918161515 -0.238765245 0.86126680 #> 175 -0.593584368 0.327206582 0.213066157 -0.262638993 -0.95312927 #> 178 0.942504503 -0.290893112 -0.443801946 -0.485538525 0.92353769 #> 180 -0.571087852 0.110211494 1.414032264 -0.689283187 1.73226715 #> 182 0.327811430 0.400580082 0.620262822 0.702122992 0.45826163 #> 184 -0.543184186 -1.775044870 -1.138857801 0.793933123 -1.79080031 #> 186 0.775401754 1.357749182 1.668260135 -0.109065534 2.05999399 #> 188 0.375110850 -0.164173466 -0.337542923 -1.208499345 1.50037417 #> 190 -0.497622261 1.160026118 -0.689638658 -0.855239348 1.17021152 #> 193 2.168558845 1.001045853 2.021516425 -1.333618915 0.12316967 #> 197 0.808635090 0.453220211 -0.160863456 0.459927254 0.51205049 #> 199 -1.035023432 1.026454814 -0.069986230 0.009734550 0.05485665 #> 202 1.258069012 2.100013396 0.227155381 0.121563209 -1.99153667 #> 204 1.844691097 1.115298965 0.487872494 0.417860683 -0.32439998 #> 206 -1.640094288 0.243356776 -0.707080870 1.083957654 0.19347351 #> 208 -0.945864601 1.681599469 1.860996228 0.029665147 1.70760986 #> 210 -1.438241248 0.334733897 1.180730844 1.407037293 -0.15784067 #> 213 0.873127892 1.377973809 -0.217048571 -1.329437060 -0.35366686 #> 216 0.319339748 -0.943823853 1.196072934 1.260583229 1.35165170 #> 222 0.685336251 -0.555009477 2.267081889 -2.096450039 0.04408136 #> 224 0.532968192 -1.357929831 -0.136231901 0.105529331 0.73987037 #> 226 -0.034731046 0.991950223 0.224963546 2.924925661 1.30436026 #> 228 1.604079549 -0.240093507 -0.145758593 0.398527450 0.91791516 #> 230 0.043710826 -1.641947910 0.416448114 2.145553887 -0.03304092 #> 232 -0.977568696 0.168534280 -1.131346367 -0.366471944 1.23054779 #> 234 -0.453537735 -1.335051789 -0.510277330 -0.444192559 0.73463220 #> 236 -0.927517633 1.040546507 -0.795326705 -1.526502150 -1.49551879 #> 238 -0.191836698 -0.705565384 -0.695436218 0.407328727 -0.26133638 #> 240 0.686822255 0.780427330 -0.620830309 0.352767497 -0.43917425 #> 242 -3.488035955 1.779702685 -1.651364741 -0.304449687 0.49699858 #> 248 -0.688966516 -1.418043760 0.464102279 -1.548059056 1.16540886 #> 251 -0.076015648 0.902837176 -0.014169812 0.029335230 2.11384840 #> 253 -1.345419730 1.366046847 -0.502474143 -0.271431172 0.40975682 #> 255 -1.245134002 -0.583476562 -0.085029828 1.070450638 -0.88818590 #> 257 0.435440467 2.137724610 1.556983867 -0.538547004 -0.22615502 #> 259 0.348445416 -1.697097809 -0.237407508 -1.061493734 -0.90726062 #> 267 1.114097026 1.920999701 0.021765699 -0.865149452 -0.81618363 #> 269 0.965876573 0.019081576 1.326476672 0.305279623 -0.24106573 #> 276 1.433375078 -0.078057679 2.357138949 -1.412724128 0.68684243 #> 278 -0.188002201 0.529913778 0.692675491 -0.318002576 0.28972815 #> 280 -0.124821487 0.728495813 1.789053262 0.047083960 1.21001463 #> 282 0.664202672 -0.307237155 0.958360695 -0.928592643 -1.44639216 #> 284 -1.070127918 -0.011477513 0.604708215 0.566836790 -1.02066350 #> 286 -0.093759937 0.586367500 0.481288941 -0.855690455 -1.39140669 #> 289 1.311258597 0.399234769 -1.194878242 -0.300449114 1.89655340 #> 291 2.225716656 0.951930551 0.953254125 -1.068712858 1.83791466 #> 293 -0.300906172 1.526739246 0.240047205 0.519490077 -0.37604586 #> 300 1.507438882 0.734689853 0.761733437 -1.261177615 1.82205563 #> 302 -0.110625663 0.596117629 -0.552640822 -1.262973850 0.57677954 #> 306 0.652596566 0.871869717 -0.053720480 1.024840095 -0.82145135 #> 308 0.194983341 -0.414887354 0.912567070 -0.700218827 -1.39987632 #> 310 -0.155820396 -0.444874710 -0.047672825 0.424219648 1.37993287 #> 313 -0.355953163 -1.296128018 -1.302242178 -0.583715569 -1.90585556 #> 315 1.975656544 -0.735215332 -1.267743325 1.507233837 0.75836274 #> 317 1.357855621 -0.820601885 0.339894107 -0.486113899 1.35730304 #> 319 0.914106559 -0.107817070 1.975744989 0.647912437 -1.33805954 #> 321 2.397051876 1.244979481 -0.134008295 0.972706043 2.03669907 #> 323 0.580232472 -0.066503037 -1.330504897 0.562172038 0.38552344 #> 325 0.627147996 0.151420687 -1.117100995 -0.169130643 0.05634288 #> 328 0.926701811 0.458266239 0.787730561 -2.411982042 0.95222305 #> 330 -1.496148179 -1.131240216 -1.417247309 -0.251699964 0.55459633 #> 332 -1.204255811 -0.062149675 1.059477090 -1.866060350 -1.87153333 #> 334 -1.948964267 0.854440818 -0.860542786 -0.298333295 -0.24390109 #> 336 -0.261830822 1.024739012 1.005247799 0.109666401 -1.34755587 #> 339 1.182144748 -0.655926971 1.215565826 -0.691320681 0.34864125 #> 341 -0.001017215 0.428460696 1.672710705 0.620459241 -1.11788615 #> 344 -0.794851299 -0.842161461 0.689838172 0.487983106 -0.08193441 #> 350 0.108760153 2.570837162 0.232157674 -1.303769050 -0.82955317 #> 352 -1.015271790 -1.126671361 0.887676055 1.525919909 0.64896533 #> 355 0.316631055 0.935623157 0.186759600 0.118584490 -1.19450154 #> 357 0.719274848 -0.573454338 0.166050566 -0.870877815 -0.98502481 #> 360 -0.784690924 -0.014738613 0.863786366 0.123313683 0.31830108 #> 362 -0.278817242 -1.889376991 -1.609168061 0.509024643 -0.08868684 #> 366 2.654572744 0.558332863 -0.168361602 1.395151316 -0.32708768 #> 368 -1.819164286 2.114972759 1.366278615 -1.103711655 0.45650339 #> 371 -1.095014436 -0.947021083 0.283281139 0.021704358 -0.15103363 #> noise15 noise16 noise17 noise18 noise19 noise20 #> 1 -0.570703615 -1.17056381 1.129461470 0.682116609 0.31032572 1.429982096 #> 3 0.553086573 0.99954557 -1.351246110 1.101574366 0.07188301 -1.049804293 #> 6 -0.645209695 0.65746872 -1.270510949 -1.097235674 -0.31987215 0.378252279 #> 8 -0.808761611 -1.26661457 -1.359607779 0.887061177 -0.06124014 0.329707674 #> 11 -0.812110066 0.24850455 1.057725975 -1.005959850 0.75767564 -0.767050180 #> 14 1.215473190 0.56108570 -0.917608448 -3.108079392 -0.61364929 -1.873793341 #> 16 1.796541921 0.19290155 -1.301371505 0.012554394 1.52426622 2.071637835 #> 18 1.148022183 0.20359625 1.605637557 -1.065045540 0.46802555 0.987454683 #> 20 -0.441435689 -0.05586193 0.645039697 -0.536420549 2.29702540 -1.069218203 #> 23 0.838842102 0.06782346 0.416627622 -1.283790488 0.22787234 0.169165305 #> 26 -0.868935106 0.79097726 0.389199085 -0.583207541 0.01319329 0.141352962 #> 28 2.417692695 -0.42227824 0.061394475 1.154246802 -1.10778401 -1.190852988 #> 30 -1.259120417 0.63853498 0.473049165 -0.269664288 -0.14875025 1.334608566 #> 40 0.123051924 -1.65601873 -0.799722114 0.665232324 0.41784099 -0.653372978 #> 42 -0.444457540 -0.91270481 0.424385705 -2.014794718 -0.43251053 -0.031555238 #> 44 -0.836689789 -1.02297944 1.790372621 0.253932038 -0.04180797 -1.538291348 #> 46 0.768438046 -0.19625546 -0.253394856 -0.641196445 0.68692932 0.389470711 #> 48 -0.618475645 1.17868515 0.222226727 0.079340913 0.10497143 1.914111283 #> 52 1.437916116 0.21619775 -0.860561344 -0.928754207 -0.52800564 0.667501920 #> 54 0.131843112 0.30747754 -0.485895232 0.600266237 0.85394982 -0.809557921 #> 56 0.284812763 0.29781518 0.389305330 0.486861121 1.24889472 -2.278069307 #> 61 0.116968874 -1.10485933 0.534289839 0.685394404 -0.54926605 -1.133651562 #> 63 -1.190794602 -1.34842537 0.279540460 -0.357576047 -0.62976028 -0.527334574 #> 67 -0.069898972 1.29588785 -1.846975875 0.555804063 0.64907020 0.665664694 #> 69 -0.734681730 -0.28301643 1.113171061 -0.050200148 0.33230482 -0.692925640 #> 73 -1.215704994 -0.77045139 -1.242712265 -0.984781605 0.62458527 -2.296949897 #> 77 0.394139487 1.31153162 -0.637352057 0.846168744 -0.75568766 -0.131830335 #> 79 -0.252234166 -0.48652470 0.831181918 1.464865890 0.43236601 -0.773169689 #> 85 1.114841461 1.12599272 0.771224199 0.298811864 -0.52862473 0.638365243 #> 87 0.575861328 -0.13623860 -2.151834070 -0.850988125 -0.20857139 0.950931230 #> 89 0.718138309 0.52891741 -0.795314573 -0.161416404 -1.48025409 0.722499848 #> 92 0.313424194 1.54658024 -1.217562250 -0.169408364 -1.80934636 -1.548219173 #> 94 -0.365883000 -0.34816350 -2.077013458 -0.210683404 0.45626645 -1.182562642 #> 96 -0.964938376 -0.23664166 1.360785416 1.635500759 0.07633169 -0.399633101 #> 98 -0.286535120 -0.13968757 0.311774483 0.026942028 -0.25822783 0.009417941 #> 103 0.067063462 -0.22146916 -1.430162826 -1.018010327 -1.62290922 0.984722991 #> 106 0.370110214 0.23611871 0.494348986 1.043777327 1.49888582 0.281635013 #> 108 0.605400318 -0.88657966 -0.467763434 0.432180431 0.95970011 0.357525877 #> 111 2.864725647 1.22183945 0.578765408 0.854682610 0.58584175 0.012417109 #> 113 -0.016667988 -0.70061903 -0.210563706 -0.970104188 0.77697679 0.757431864 #> 117 0.119089843 -0.40294638 -0.855537948 -0.004407222 0.98429556 -0.244163873 #> 119 -1.300808462 -0.05258768 0.514573992 1.303514478 1.11424694 0.491383226 #> 121 1.156638818 -1.35851904 -1.735774079 1.483455199 -0.23819599 1.030298862 #> 124 -0.069778861 0.75875241 1.132197581 -1.544591882 0.55909954 -0.120396778 #> 127 0.214476892 -0.47763685 0.159109871 -0.019786985 0.75460057 -0.982021244 #> 129 -0.356134521 -0.02809061 -1.763907554 0.737135158 0.59053272 -0.527530337 #> 132 0.203853243 -1.35797742 -0.504899301 -1.722296859 -0.30473524 -0.465064844 #> 135 -1.903974076 -1.14390001 -2.753923558 -0.980666951 -0.04055831 -0.080073550 #> 137 0.928807114 -0.99959634 -0.742931301 1.688845465 -0.37448768 1.422603199 #> 140 -1.254407413 0.89189277 -1.985388462 0.901883330 -0.33311206 0.030560770 #> 142 -0.246177527 -0.14267026 0.177694951 -0.670243296 -0.38896724 1.218736035 #> 146 -2.995830254 1.12957756 -0.269600827 -0.966343153 2.91567464 -2.163193796 #> 148 0.292239398 -0.86445913 1.865346054 2.827335213 1.08896048 2.453851953 #> 150 -1.973078333 0.57077139 0.660705440 -0.387346216 0.51907277 1.032439300 #> 155 -0.987670327 -1.69062155 0.555231736 0.006087521 0.11587279 0.369609880 #> 157 0.923074177 -0.03209771 -1.451414274 -0.909222447 0.24030203 -0.163905236 #> 162 1.216101168 -1.45877570 -1.029356790 -1.098832540 0.57255537 -0.692005400 #> 164 -0.183199506 0.54662510 -1.438264122 -0.069962237 -0.99091631 0.666661533 #> 167 -0.579519222 1.15187357 -1.035769781 0.229589282 -0.35106173 -1.273463748 #> 169 -0.009245817 -0.77844062 1.615908336 -0.583897211 -1.14487089 0.872084588 #> 172 0.805066418 -0.71326681 1.046726328 -0.304363669 0.10818408 0.021432986 #> 175 0.137969498 -0.27895192 0.838434741 -0.925095374 -1.70471259 1.297933713 #> 178 0.521644984 -0.61665003 -2.115534412 0.903249858 1.35088069 0.099087354 #> 180 -1.413053044 0.59837716 -1.515134084 -0.920169823 0.51261200 -0.504389484 #> 182 -0.395000061 0.16418149 -0.029840868 0.810458143 -0.40529393 1.025816522 #> 184 -1.351931646 -1.22073937 0.178949100 0.753181414 -1.44533076 0.616020328 #> 186 0.824952213 -0.24264384 0.495084503 -0.391709772 1.27597949 0.392900955 #> 188 -0.172747763 -0.23363318 1.625934617 0.067352021 0.67307807 -0.137390203 #> 190 1.430618446 -0.96983995 -0.918062336 0.501965979 0.15474602 -2.503692937 #> 193 0.772017161 0.13350462 -0.241843810 1.330766801 -0.54681065 1.195563799 #> 197 0.007934963 2.23756620 0.366910055 0.554947722 1.03130524 -0.898343333 #> 199 -0.413181059 0.08037882 -0.807038893 1.110028738 1.22145365 -1.059564116 #> 202 0.001557187 1.22820276 0.013434844 0.289644059 1.37941185 -0.777552254 #> 204 -0.100829256 -1.57558736 -0.286900982 2.217678301 -0.83058436 -0.499396978 #> 206 -1.783272674 -0.53817853 0.799207220 0.685657762 -0.46758473 1.532683646 #> 208 0.095200551 0.47804745 0.237665194 0.132179801 0.34533891 1.349202210 #> 210 -1.101535016 -0.30288691 -0.004703028 -1.233061332 -0.84453641 -2.275540495 #> 213 -0.143946814 1.29346275 1.309922172 0.155333237 0.77880748 0.519124733 #> 216 0.297554423 1.22395687 0.341419837 0.461207348 -1.92306756 1.464413473 #> 222 0.153758778 -0.23263791 -1.715515918 -1.164782728 -0.60918016 -0.871545839 #> 224 -2.483856029 -1.67583551 -1.472488641 -0.291749037 -0.60736201 -1.228330216 #> 226 0.908475665 -0.64776120 1.863428114 -0.181088924 -1.42366614 -0.051475687 #> 228 0.089904986 0.45777656 0.640830124 -0.225733866 1.24242872 0.206958637 #> 230 0.519779634 2.03660259 -0.027743529 -0.171931978 -0.38619740 0.572824007 #> 232 1.492364242 0.97522042 0.674311548 -0.108305943 -1.12217445 1.797679258 #> 234 1.315276192 0.26430489 -1.999211932 0.149325551 -0.89190549 0.652603382 #> 236 0.297474241 0.45067067 -0.987248475 1.664234730 0.08826268 -0.375384480 #> 238 0.467920190 -0.05233699 1.066611527 0.152676418 0.82110757 0.814774019 #> 240 -0.918640918 1.04118903 -0.068320783 -1.558656045 0.31908522 0.083978663 #> 242 1.576778177 0.54608638 0.380666991 0.712524892 -0.60145028 1.827424187 #> 248 -0.617459457 -1.42622117 -0.100540674 0.664940347 -1.09554723 0.672099625 #> 251 -0.868544736 0.75706538 1.885687733 0.758985989 2.29053569 0.115793592 #> 253 -0.147306055 0.70536844 -1.299975362 -1.948230765 -1.17277692 -1.069488075 #> 255 -0.992318098 -0.18603321 0.095305774 -0.294752966 -0.39430854 -0.833944215 #> 257 -0.178883039 0.08997331 1.017219998 -0.945570091 0.48491509 -0.979557548 #> 259 -0.962578135 -0.08254726 -0.982227830 1.947458481 1.22789130 0.607921591 #> 267 0.505647228 0.33823008 -1.122202198 0.145986469 0.44267367 -0.256355116 #> 269 -0.334458603 -1.86386102 -0.247025869 -0.703618633 -0.84313772 -1.578925321 #> 276 -1.244107974 0.91307848 0.481131649 -1.077006150 0.92557533 -0.596380076 #> 278 -0.041384330 -0.77793221 -1.131198868 0.721256194 1.21782761 -0.892774178 #> 280 -0.232736687 -0.89896768 0.004451573 1.729537323 -0.22357543 -0.893280470 #> 282 -0.567465542 2.25161966 -1.792515220 -0.265930401 -3.57299903 -1.249902140 #> 284 0.404297976 -0.74553975 -0.560441033 0.399991453 -0.27348060 -0.614822553 #> 286 -1.227803943 -1.40765035 -0.886639858 0.341210171 -0.85146127 0.885042219 #> 289 0.138889715 -1.90194141 -0.219344275 0.290855476 0.50866082 0.349107383 #> 291 0.198878609 0.57450971 0.885287305 -0.563793298 0.79099055 -0.895684580 #> 293 -0.101775851 -0.01376196 0.576228762 0.923308352 0.85264474 1.105692830 #> 300 -2.149986783 0.80178585 -0.141702804 1.951924962 0.13656409 -0.110370658 #> 302 0.152626567 -0.84881619 1.372502994 0.575413676 1.18416208 1.603517813 #> 306 -0.772056880 0.68347183 0.316203243 -0.120124156 1.94668905 0.326184604 #> 308 0.205646054 0.25311410 -0.539473710 0.192645402 -0.44623010 -0.737371003 #> 310 -0.077026568 -0.29501119 -0.462226438 3.057498745 -0.55929102 0.148044999 #> 313 0.775144627 0.17259885 1.105333994 1.008626319 0.35310136 0.042662350 #> 315 -0.469012851 0.08822521 1.691021353 -1.214606730 -1.68481763 0.292377973 #> 317 -1.524606099 0.69967882 1.069366883 0.769932378 -0.68652035 0.511211734 #> 319 -0.325449052 -0.76186912 -0.423250698 -0.735166163 0.39175507 -1.815132521 #> 321 0.410811908 1.24511609 0.982699204 0.644248368 0.64726691 -0.662414056 #> 323 -0.053652310 -1.00542892 -1.118777048 -0.341557080 0.66657625 0.678606559 #> 325 0.611387239 -1.29194524 0.018597699 0.568851002 -0.36220451 0.254105977 #> 328 0.207518062 -0.68219343 -0.710592872 -0.714357169 -0.30914299 0.286656054 #> 330 -0.644450193 -0.28969699 0.327667870 -0.541233402 2.26376939 -0.410803559 #> 332 1.054947200 -0.95027694 0.287990565 -0.177520758 2.62855946 -2.090080302 #> 334 1.645769057 0.45716005 -0.748800546 1.752691632 -1.17246457 1.908916331 #> 336 -0.854977310 -0.21344730 -0.059388671 0.726129651 -0.30345443 -0.863907176 #> 339 -1.683707078 2.21278709 -1.648961848 0.355806322 0.19296950 2.398912393 #> 341 -0.174793639 0.73475161 0.222508262 1.585456318 -0.55947109 1.520980507 #> 344 1.191196530 -1.00416326 0.727781535 -1.738055113 -0.32896240 -0.064019967 #> 350 -0.190253286 -0.86614633 -0.085466239 -0.424949368 -0.98125935 -0.480778378 #> 352 -0.100297443 -0.94179765 1.805031255 1.216180766 0.26253001 0.249998291 #> 355 -0.717184164 -0.42313091 -0.449275715 -0.932926192 0.45606989 0.623591224 #> 357 0.822085117 -0.26225824 -0.482729893 -0.266094683 -1.77589709 -0.092443101 #> 360 3.189423027 0.17564236 0.410269509 0.042775897 1.44674698 -0.824271936 #> 362 0.246991224 1.08961592 -0.529776351 0.030207446 1.02919393 0.426220654 #> 366 -0.640031817 0.47620997 1.119289665 -0.766734104 0.10338863 0.270846704 #> 368 -0.862724941 -1.70176076 -0.073560150 1.491905251 -0.01572247 1.047893704 #> 371 1.417893872 0.80108724 -2.613769146 0.623165244 0.09937594 1.109710485 #> noise21 noise22 noise23 noise24 #> 1 -0.671651890 0.494057245 1.24207389 1.99527361 #> 3 -0.738097925 0.129259922 -0.79877492 -0.49303206 #> 6 -0.238506693 0.044139279 -0.31183205 0.54580510 #> 8 0.859752906 1.415246963 0.51701961 -1.03235289 #> 11 0.714827734 0.433269203 -2.08773586 1.59735424 #> 14 0.438555959 0.308892284 -0.79131692 -0.40996481 #> 16 -0.431420861 -0.361493084 1.78237898 -1.33010515 #> 18 -0.644453202 -0.991180287 0.13268446 0.29092970 #> 20 -0.744880291 1.295647789 -0.78142739 -0.59896410 #> 23 -2.807382126 -0.487490810 -1.89973483 -2.23885436 #> 26 1.313328787 0.082391676 -0.85663046 -1.42941234 #> 28 -0.467317050 -0.565662219 0.84847096 -0.18025489 #> 30 0.871810093 0.677482342 -0.67590533 0.52590750 #> 40 -1.736872575 -0.938735042 -0.89772034 0.28365671 #> 42 0.048032523 0.929491786 0.61171892 -1.07207121 #> 44 -1.374057751 -0.335316329 0.86996320 0.62369692 #> 46 -2.159456238 -1.613533398 0.61129822 0.90107236 #> 48 1.123301972 -0.753998390 -1.34101055 -0.77664559 #> 52 0.836225842 -0.086515355 -2.19214762 -0.89374521 #> 54 0.745488729 -0.503820436 0.32565191 0.53519995 #> 56 0.823333763 1.787385329 -1.86519373 0.08004127 #> 61 -0.387097060 -0.119924815 -2.48654213 -1.02308589 #> 63 0.001666858 0.413756068 0.70605926 0.83226464 #> 67 -0.352921312 1.219064987 0.16404369 0.16613672 #> 69 -2.248476175 0.619594265 0.90859350 0.74698119 #> 73 -0.972549787 -0.325790543 -2.60990508 1.04627985 #> 77 0.178489104 -0.652157781 1.20300767 -1.17685528 #> 79 -1.404799822 1.037034512 -1.27788048 1.11718483 #> 85 0.090049641 0.828993737 -0.14331353 -0.16648553 #> 87 0.228188884 0.427864960 -0.14995991 -1.15003232 #> 89 0.870308610 0.271534717 1.41305347 -1.03716255 #> 92 -1.516309000 -0.863942269 -1.55432206 -0.30744689 #> 94 1.786752676 -1.104073144 -0.36405356 -1.44489902 #> 96 0.136575739 0.559554821 -0.50711195 0.93971967 #> 98 0.637427293 -0.621477025 0.92946868 0.30938742 #> 103 -0.058309364 0.797661743 0.57666460 0.64087110 #> 106 0.684773820 -0.248445533 -0.13643852 0.48504667 #> 108 0.862320249 -1.258664985 -0.06903368 1.25133497 #> 111 0.477621410 -3.265552712 1.65746670 -0.88869076 #> 113 -1.315049991 0.270130552 -0.56207815 0.53651475 #> 117 -1.084925234 0.453747371 0.27655387 -1.73005208 #> 119 -2.078598565 0.111408684 0.09473646 1.75601939 #> 121 0.554120285 0.470043254 0.12257213 -0.15488170 #> 124 -0.114265171 1.387772650 0.44672343 0.53003848 #> 127 0.810919443 0.790406956 0.02170920 0.76265531 #> 129 0.837066447 -1.269094535 -0.82645992 -1.29440727 #> 132 0.059647005 0.688617266 1.69720976 0.20572604 #> 135 -0.812729711 -0.493153880 0.89154125 2.47895798 #> 137 0.038583304 -0.519862171 1.19172288 1.77712668 #> 140 -0.041695489 0.034672712 0.59923846 0.06276456 #> 142 0.657359175 0.398006476 -0.13814684 -0.78551805 #> 146 -2.795572840 -1.238169701 -0.67194190 -0.23147931 #> 148 -0.834636429 -0.206529894 0.57528750 -0.05525098 #> 150 1.037799632 -0.381590085 -1.08411234 0.60959532 #> 155 0.063085704 -0.235113615 0.70523876 2.25875401 #> 157 -0.642367254 0.857697233 -0.84433446 0.87832071 #> 162 -0.370887866 1.598616913 0.43037316 -0.73626380 #> 164 -1.752013366 0.030425970 0.33099907 1.05848155 #> 167 0.353762856 0.702998272 -0.88024054 0.06450893 #> 169 -0.316286679 -1.236903551 1.85709803 -0.31971024 #> 172 -0.274175145 0.490367188 -0.24476231 1.92285908 #> 175 -0.305604966 -1.032461572 -0.68632900 0.73832944 #> 178 0.443293610 -1.308589057 0.99172330 -0.37774465 #> 180 -0.246766391 -1.410926920 -0.81853132 -1.04832318 #> 182 -1.209316958 -0.812098878 0.18157478 -0.12295405 #> 184 -0.602939197 0.038942648 -0.41332550 -0.30601628 #> 186 -0.675872050 -0.348323981 -0.87014010 -0.11760477 #> 188 -0.939744476 -1.167027064 -0.87751707 0.18232103 #> 190 -1.809072262 -0.222409013 -0.30426424 -0.76556253 #> 193 -0.926835215 1.441370588 -0.31619338 -2.13256630 #> 197 -1.247611499 1.142515167 -0.44476029 -0.26637196 #> 199 1.222880578 -1.328604215 0.45522111 0.46444681 #> 202 0.296190347 0.092302506 0.51322318 0.29052130 #> 204 -1.509979389 -0.029084998 0.17612142 -0.06999767 #> 206 -0.863047562 -1.325551799 -0.29133548 -0.03516987 #> 208 0.852536053 0.337870255 1.22180583 0.52544881 #> 210 1.770342445 -1.830146333 -1.37811909 0.49264563 #> 213 0.894919467 -0.240767970 -0.67229061 -0.52936243 #> 216 0.180336473 -0.562768364 -0.90170614 -0.54323064 #> 222 -0.116920072 -0.429251470 0.13986680 1.87588061 #> 224 -0.933741356 -0.714014258 -0.46866335 -0.17332795 #> 226 -1.375430771 0.402606996 1.43677002 -0.67365287 #> 228 0.884041666 2.100005591 -1.50845341 -0.68659873 #> 230 -0.045131760 1.090667211 -0.01519736 1.01137282 #> 232 -0.121121531 -0.452421699 0.80968150 -0.57231139 #> 234 0.624341436 0.299638017 -0.33192935 0.41083903 #> 236 1.278607407 1.281218047 -1.00475474 0.23349311 #> 238 0.824995466 -1.328690592 0.26885267 -0.81115019 #> 240 -0.490572391 0.536800159 1.78861364 0.53606612 #> 242 0.354128369 -1.766239910 -0.31366349 0.21990529 #> 248 0.635101733 0.760119594 -1.09034249 0.40422112 #> 251 -0.189440797 0.043187858 0.70612745 0.46797830 #> 253 -1.506657024 1.503481134 -1.36248859 -0.89561962 #> 255 -1.384672051 0.973647167 -0.25862110 1.01672535 #> 257 1.838891796 0.441749641 -0.59200685 0.86889501 #> 259 -0.280379145 -0.330019764 0.65359772 1.32583652 #> 267 -1.465064915 -1.234941917 -0.35054343 0.25168788 #> 269 -0.219295002 1.007399740 0.50832098 0.07404756 #> 276 0.235805845 -0.005006708 -1.06923412 -1.06417755 #> 278 0.412587666 -0.431523485 1.12292644 -0.43055376 #> 280 3.644521410 0.315627419 0.36908514 0.27853205 #> 282 -0.774617146 -0.391956106 -0.56001074 0.35905320 #> 284 -1.263623359 0.348917156 0.91545327 0.02753967 #> 286 1.149383183 -0.333247717 -0.47742688 -0.15445112 #> 289 0.178076011 -0.401532232 0.51429641 -1.48887128 #> 291 0.336535095 1.629752231 -0.46499900 -1.88199569 #> 293 0.529536646 -1.005442211 0.81999814 -0.26954706 #> 300 1.521900092 0.577220345 -1.14660239 -0.25721002 #> 302 -0.492881896 0.285238340 -0.55028892 -1.09507053 #> 306 1.551583874 0.113892716 -1.28683531 -0.86172089 #> 308 -0.817994040 -1.599823042 -0.49098675 -0.14229086 #> 310 -1.293396142 -0.061922296 -1.26132236 -0.54548731 #> 313 0.961878616 1.162297581 -0.45705249 -0.39300015 #> 315 1.649144066 -0.019615956 0.85398374 0.49710735 #> 317 0.397754776 -0.585285517 1.42536489 0.49043796 #> 319 0.405790839 -0.660006875 0.29093043 0.05597377 #> 321 -0.621573294 1.414799546 0.03000344 0.68960632 #> 323 0.514355152 -0.649572357 -1.48727847 1.67897574 #> 325 -0.403984501 0.566795762 -0.71790301 -0.85011062 #> 328 -0.277354047 -1.850680302 -0.21569250 -1.30351762 #> 330 -0.650341045 0.506803648 -0.69127595 -1.48728733 #> 332 0.067149419 0.989591834 1.30445174 1.92709216 #> 334 -0.167195810 -0.151591654 0.44853226 1.25358688 #> 336 2.033556963 -0.966066111 0.11012089 -2.25677160 #> 339 -0.418988163 0.491527362 0.20274344 -2.13623658 #> 341 1.206100784 -0.387982120 -1.02922430 -0.93663069 #> 344 1.447947792 1.707926758 0.93893812 -0.15156470 #> 350 2.313811374 0.818355764 -0.32150542 -0.14947514 #> 352 -0.260832804 0.708262275 -0.76940171 -0.37499654 #> 355 0.055682520 -0.240688972 2.18911005 -0.09954716 #> 357 -0.089907753 1.677147372 0.40612827 0.14451757 #> 360 0.456593701 -0.857928430 -0.43063269 -2.10297868 #> 362 -0.106524212 0.714539973 0.88248636 -1.27138234 #> 366 0.283027966 -1.317993505 -0.26754059 -0.81043443 #> 368 0.349513061 -1.138511159 0.04189374 1.26203746 #> 371 -1.561308244 -0.884222843 -0.53919840 -0.08659003 #> #> $y #> [1] 3022.5 2786.2 2746.0 3662.9 2273.5 2623.6 3608.7 3626.5 3175.9 2750.2 #> [11] 2618.1 2668.3 3661.4 2947.4 3418.9 1811.3 2783.6 3539.7 3714.5 3623.4 #> [21] 3641.8 2624.7 2718.4 3305.0 3072.8 3223.1 1985.7 2376.2 4590.9 2538.8 #> [31] 1701.1 3069.0 3602.7 3168.0 4123.0 3842.5 3349.6 2371.1 3020.4 2817.2 #> [41] 3151.9 3142.3 3291.1 2169.9 3860.6 3883.6 3275.5 2645.1 2883.2 4879.5 #> [51] 2907.3 2778.3 3070.9 3828.8 2770.4 3547.1 2315.3 4085.2 4061.8 3017.1 #> [61] 2948.6 3355.7 2897.2 3115.7 4446.8 2282.9 2134.7 1618.2 3850.9 3153.4 #> [71] 3245.9 3904.1 3236.9 3080.2 4256.5 2424.9 3925.5 3519.6 2648.8 1541.7 #> [81] 3011.2 1710.2 3035.1 2978.0 1958.9 2228.6 2876.1 2483.4 2947.8 4420.0 #> [91] 3252.1 1690.0 3231.7 3188.4 3181.2 3471.4 3401.4 2990.4 3470.7 2421.0 #> [101] 3662.8 3299.8 3324.9 3033.8 3751.1 3488.6 3277.1 2153.5 3924.9 2208.6 #> [111] 2304.7 3151.8 3113.4 3013.7 2760.8 3063.1 3163.4 2267.1 3803.9 2042.6 #> [121] 3580.1 3257.6 2854.4 4150.1 2821.7 3788.7 3891.3 4143.1 3810.5 1357.8 #> [131] 1995.2 2504.0 3520.0 2993.0 3326.3 3616.6 #> #> $e #> [1] 1 0 1 1 0 1 0 0 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 1 1 0 0 0 1 0 0 1 0 1 0 1 0 #> [38] 1 1 1 1 1 1 0 0 1 1 0 0 0 1 1 1 1 0 1 0 1 1 1 0 0 0 1 1 0 0 0 1 1 1 1 1 1 #> [75] 0 0 1 1 0 0 1 0 0 1 0 0 0 0 0 1 1 0 1 1 0 1 1 1 0 1 0 1 0 0 1 1 1 0 1 1 0 #> [112] 1 1 1 0 1 0 0 1 0 0 0 1 1 0 1 0 1 1 0 0 0 1 0 0 1 #>