library(fscaret)
## Warning: package 'fscaret' was built under R version 3.4.2
## Loading required package: caret
## Loading required package: lattice
## Loading required package: ggplot2
## Loading required package: gsubfn
## Loading required package: proto
## Loading required package: hmeasure
## Warning: package 'hmeasure' was built under R version 3.4.2
## Loading required package: parallel
##
## Attaching package: 'fscaret'
## The following object is masked from 'package:caret':
##
## RMSE
# Create data sets and labels data frame
trainMatrix <- matrix(rnorm(150*120,mean=10,sd=1), 150, 120)
# Adding some near-zero variance attributes
temp1 <- matrix(runif(150,0.0001,0.0005), 150, 12)
# Adding some highly correlated attributes
sampleColIndex <- sample(ncol(trainMatrix), size=10)
temp2 <- matrix(trainMatrix[,sampleColIndex]*2, 150, 10)
# Output variable
output <- matrix(rnorm(150,mean=10,sd=1), 150, 1)
trainMatrix <- cbind(trainMatrix,temp1,temp2, output)
colnames(trainMatrix) <- paste("X",c(1:ncol(trainMatrix)),sep="")
# Subset test data set
testMatrix <- trainMatrix[sample(round(0.1*nrow(trainMatrix))),]
labelsDF <- data.frame("Labels"=paste("X",c(1:(ncol(trainMatrix)-1)),sep=""))
lk_col <- ncol(trainMatrix)
lk_row <- nrow(trainMatrix)
with.labels = TRUE
testRes <- dataPreprocess(trainMatrix, testMatrix,
labelsDF, lk_col, lk_row, with.labels)
summary(testRes)
## Length Class Mode
## trainMatryca 122 data.frame list
## testMatryca 122 data.frame list
## labelsDF 2 data.frame list
# Selected attributes after data set preprocessing
testRes$labelsDF
## Orig Input No Labels
## 1 1 X1
## 2 2 X2
## 3 3 X3
## 4 4 X4
## 5 5 X5
## 6 6 X6
## 7 7 X7
## 8 8 X8
## 9 9 X9
## 10 10 X10
## 11 11 X11
## 12 12 X12
## 13 13 X13
## 14 15 X15
## 15 16 X16
## 16 17 X17
## 17 18 X18
## 18 19 X19
## 19 20 X20
## 20 21 X21
## 21 22 X22
## 22 25 X25
## 23 26 X26
## 24 27 X27
## 25 28 X28
## 26 29 X29
## 27 30 X30
## 28 31 X31
## 29 32 X32
## 30 33 X33
## 31 35 X35
## 32 36 X36
## 33 38 X38
## 34 39 X39
## 35 40 X40
## 36 41 X41
## 37 42 X42
## 38 43 X43
## 39 44 X44
## 40 45 X45
## 41 46 X46
## 42 48 X48
## 43 49 X49
## 44 50 X50
## 45 51 X51
## 46 52 X52
## 47 53 X53
## 48 54 X54
## 49 56 X56
## 50 57 X57
## 51 58 X58
## 52 59 X59
## 53 60 X60
## 54 61 X61
## 55 62 X62
## 56 63 X63
## 57 64 X64
## 58 65 X65
## 59 66 X66
## 60 67 X67
## 61 68 X68
## 62 69 X69
## 63 70 X70
## 64 72 X72
## 65 73 X73
## 66 74 X74
## 67 75 X75
## 68 76 X76
## 69 77 X77
## 70 78 X78
## 71 79 X79
## 72 80 X80
## 73 81 X81
## 74 82 X82
## 75 83 X83
## 76 85 X85
## 77 86 X86
## 78 87 X87
## 79 89 X89
## 80 90 X90
## 81 91 X91
## 82 92 X92
## 83 93 X93
## 84 94 X94
## 85 95 X95
## 86 96 X96
## 87 97 X97
## 88 98 X98
## 89 99 X99
## 90 100 X100
## 91 101 X101
## 92 102 X102
## 93 103 X103
## 94 104 X104
## 95 105 X105
## 96 106 X106
## 97 107 X107
## 98 108 X108
## 99 109 X109
## 100 110 X110
## 101 111 X111
## 102 112 X112
## 103 113 X113
## 104 114 X114
## 105 115 X115
## 106 116 X116
## 107 117 X117
## 108 118 X118
## 109 119 X119
## 110 120 X120
## 111 132 X132
## 112 133 X133
## 113 134 X134
## 114 135 X135
## 115 136 X136
## 116 137 X137
## 117 138 X138
## 118 139 X139
## 119 140 X140
## 120 141 X141
## 121 142 X142
# Training and testing data sets after preprocessing
testRes$trainMatryca
## X1 X2 X3 X4 X5 X6 X7
## 1 11.079415 9.386684 10.315103 10.359101 10.378302 9.756571 10.642282
## 2 10.921687 9.491513 10.009266 8.425519 10.029953 9.360540 11.700566
## 3 9.926654 10.270602 10.219942 8.800763 9.711836 8.004301 9.399367
## 4 10.366262 10.207314 10.519605 10.973354 9.761656 9.236143 10.879512
## 5 9.509260 10.636347 9.320132 10.566666 10.588040 10.682723 11.301704
## 6 9.093100 10.746332 11.445062 8.846614 7.515752 10.953304 9.200816
## 7 10.384162 11.026147 10.561794 8.861858 10.945481 9.609359 9.215070
## 8 9.545950 8.834353 12.032666 10.217145 12.564155 9.982869 11.175869
## 9 9.788329 10.973282 8.769187 10.404807 10.562193 11.179366 9.667364
## 10 10.617440 9.722662 11.341892 8.438598 10.759789 8.981762 11.415668
## 11 10.030760 9.972274 9.098360 10.907672 9.929089 10.004700 11.243758
## 12 9.479394 10.636343 8.386630 10.288271 9.567112 11.435758 9.607684
## 13 7.632410 8.192825 9.789237 11.216888 9.507829 9.093775 12.343704
## 14 10.462707 8.319246 10.487581 10.573167 10.531096 7.079268 9.918333
## 15 8.103323 9.339086 8.755579 9.677326 10.408311 8.959906 10.846312
## 16 10.273210 10.094772 10.025650 9.297422 8.031244 10.471010 10.474771
## 17 11.319531 12.301756 9.980830 9.247925 9.562293 9.222851 9.417269
## 18 8.509097 8.628386 9.121952 10.095562 10.026481 9.488550 10.078365
## 19 8.471227 10.045915 11.955178 10.523968 10.658387 9.440355 10.508150
## 20 10.414178 9.017164 9.386509 9.994887 9.333246 10.223097 9.807556
## 21 10.081357 8.588467 8.355519 9.796821 11.056311 8.620291 9.463146
## 22 10.193758 8.770709 8.213766 9.823254 8.904449 9.634051 9.979237
## 23 10.105899 10.942614 11.782779 9.940956 9.518820 10.932400 8.862326
## 24 9.851460 10.347690 9.896717 10.885440 9.068622 10.319510 9.267283
## 25 9.944699 9.717485 9.709680 11.110631 9.776165 8.932701 10.725217
## 26 9.786908 9.295638 10.020933 9.694141 10.423104 11.937439 10.649021
## 27 8.071545 12.749416 8.996288 11.075662 10.343009 11.344121 8.743177
## 28 9.251936 11.736768 9.914185 8.640057 11.215305 9.310532 9.616406
## 29 9.704621 9.684599 10.046837 10.355991 9.905057 10.309094 11.851351
## 30 9.078736 9.536437 8.336763 9.774153 7.881431 9.549176 9.565987
## 31 10.765039 12.491444 10.788472 9.213781 10.550912 9.049836 11.599197
## 32 9.064462 8.671030 10.192783 9.088572 10.873453 10.798068 9.064925
## 33 9.642574 10.873490 9.986196 10.540742 8.946363 9.819088 10.064482
## 34 10.395793 10.013439 8.704117 10.249741 11.959193 9.103538 10.975131
## 35 10.441599 11.566885 10.868446 10.958539 10.763607 11.274842 11.348896
## 36 10.606422 9.339817 8.571220 10.107587 10.669070 9.978957 7.944284
## 37 9.732315 11.599196 10.966878 10.257480 8.970885 10.638430 9.393953
## 38 9.763961 8.365113 8.464764 10.819743 9.501742 10.403595 9.586081
## 39 10.450636 8.752845 8.568560 10.286034 9.982523 11.078884 7.989695
## 40 9.831877 7.875737 11.269704 11.784678 10.580021 11.113225 8.184616
## 41 11.418179 11.282991 10.868846 9.732703 9.087723 9.996381 9.848547
## 42 8.689368 9.045699 9.154125 8.036871 8.628094 7.452272 10.354160
## 43 10.192695 10.280331 10.954618 10.693315 10.087015 8.961885 9.155196
## 44 10.916850 10.142315 9.451718 8.964835 10.197629 9.968650 8.711005
## 45 11.137400 9.801654 10.452518 9.869916 9.359146 10.894654 7.966299
## 46 10.367326 9.769455 9.292537 9.879884 8.475230 9.711547 8.419290
## 47 10.448766 11.106879 10.222518 10.863376 10.183216 10.615612 11.232297
## 48 9.549941 10.171245 10.134686 9.447365 9.426410 10.941784 8.955765
## 49 11.001209 7.999925 10.676333 9.248446 9.833797 8.780686 9.152012
## 50 10.587941 9.872980 9.599150 10.122482 10.929039 10.388247 10.818352
## 51 9.596635 10.576031 11.120715 10.469479 10.227364 9.479414 9.113903
## 52 11.220582 11.248996 10.073470 9.977072 10.822748 11.207617 8.134124
## 53 8.432160 9.218597 7.654026 10.988021 9.163977 9.911891 11.141351
## 54 12.426973 9.698481 11.523729 8.488435 11.724894 10.609779 10.491579
## 55 8.861598 9.245628 11.510319 10.553494 10.017704 10.208879 9.974360
## 56 11.299143 10.431504 8.445911 9.937858 9.815644 10.083603 9.238048
## 57 10.718329 10.404202 9.176484 10.248570 10.249273 10.705995 10.511010
## 58 11.072638 11.438321 10.635336 9.790577 8.323470 9.051557 10.331116
## 59 10.636303 9.546817 9.512794 10.051049 9.709976 9.504128 11.549902
## 60 10.206556 9.507763 12.566667 9.557172 10.334069 10.178721 9.663543
## 61 9.753751 11.910506 9.800306 8.799335 9.218543 8.814157 11.227245
## 62 9.798841 9.429587 9.485978 10.675104 9.609656 10.370461 8.467029
## 63 10.321194 9.323977 11.229865 11.148851 8.617038 10.432538 9.997245
## 64 9.271159 11.881209 10.788270 9.316184 7.590284 11.077824 8.797726
## 65 9.644615 10.072115 10.041132 9.084296 10.323714 10.035501 9.800229
## 66 9.996207 10.929024 8.791107 10.966881 9.583788 7.531951 9.681287
## 67 10.239621 11.124851 9.359235 10.751360 9.117648 8.574698 8.237296
## 68 9.795446 10.602297 9.626889 9.471928 11.164315 8.876344 10.411815
## 69 9.859717 9.579161 13.544755 11.508805 8.840892 9.572436 10.228606
## 70 9.507914 9.229889 11.214167 10.708795 9.858892 10.258138 10.043426
## 71 11.294798 8.146950 11.011666 9.561752 7.916708 10.328503 8.811692
## 72 9.867838 9.147704 10.137397 8.618920 12.945112 7.770762 10.085087
## 73 9.500364 9.425293 10.713270 11.345977 8.609512 11.600634 9.402318
## 74 10.132396 10.347050 8.939251 10.512109 9.022553 10.221183 8.532333
## 75 10.366140 11.914879 11.349521 9.352969 9.661058 9.973579 10.013073
## 76 8.195285 8.715748 10.742261 10.444014 8.663183 9.592443 9.718060
## 77 9.838399 9.342226 8.927053 11.036394 10.321363 10.097387 8.998702
## 78 11.491747 8.887591 10.477406 11.731229 9.702905 11.712618 9.790618
## 79 12.861225 9.411659 10.802221 12.061532 8.766502 9.721951 9.765252
## 80 7.486127 10.328790 10.872118 11.251404 11.145197 10.606306 10.364916
## 81 9.914409 11.639593 11.151715 9.321111 10.350359 10.915668 9.465543
## 82 9.287504 9.982255 9.250533 9.038702 10.989535 9.147976 8.770131
## 83 10.409852 9.251906 10.018035 11.151876 10.697987 9.712428 10.008002
## 84 11.567629 9.894651 10.158251 8.707505 10.834200 8.341087 9.273894
## 85 11.755678 8.453600 9.865680 11.063309 9.012897 8.778973 9.326655
## 86 8.741088 10.645858 9.297684 9.554291 9.355422 9.746362 10.780366
## 87 10.999634 9.512870 12.223719 9.888267 10.900467 9.678679 10.095783
## 88 10.126314 10.425922 9.859595 9.503595 10.519834 10.159286 9.505759
## 89 10.775257 9.892585 11.133446 9.476698 10.607785 9.450362 10.514710
## 90 6.444907 10.398363 10.482703 8.282096 10.663788 11.140423 8.220704
## 91 10.484094 10.774315 10.917178 9.608576 8.936004 9.321014 10.122825
## 92 9.103502 11.283239 10.658151 8.850242 9.913715 10.666156 9.847155
## 93 10.574963 9.791504 9.224420 9.372277 10.875900 9.793359 9.164485
## 94 9.562407 8.371900 10.570459 10.237957 8.919342 9.856542 10.345652
## 95 9.772748 9.648209 10.100180 11.070477 10.963658 9.855406 7.997468
## 96 10.021463 10.209228 10.423998 8.121583 9.786477 8.425411 9.162860
## 97 10.299204 8.537470 11.382618 10.209029 9.081469 9.268118 9.616203
## 98 8.274073 9.137362 11.469691 11.360827 9.648568 9.982788 10.264949
## 99 12.015482 10.577664 10.482147 11.736786 9.094903 9.989262 10.090431
## 100 10.575424 10.254593 11.337534 11.086163 8.533513 11.748452 9.191350
## 101 10.074000 10.923178 9.855561 9.239947 10.728222 9.741487 10.615039
## 102 8.702324 9.006987 11.137963 10.251011 9.511998 9.954276 10.709780
## 103 10.231952 8.887865 9.770339 10.549899 11.263261 10.697442 8.198672
## 104 8.713618 10.097657 8.991646 9.953868 10.856216 10.646549 11.193818
## 105 11.169518 7.839140 9.990195 11.450466 8.785746 9.595785 9.643290
## 106 8.435733 9.497748 9.437367 9.972181 10.218590 10.002656 9.538977
## 107 8.130073 9.495371 8.327951 10.438567 10.887823 9.625300 9.745010
## 108 10.282009 10.121917 9.242557 9.790125 9.990352 10.107596 9.499487
## 109 9.867360 9.859512 9.293417 10.249652 10.023864 10.044196 9.123092
## 110 10.171216 8.910048 10.329281 10.706932 10.067552 9.525134 7.697864
## 111 10.099533 10.015264 8.450953 10.046151 10.465113 9.372125 11.016374
## 112 9.829670 8.489106 9.656578 12.052800 9.270685 10.592881 10.922088
## 113 9.395396 9.181381 9.660991 8.071298 10.852772 8.817308 9.569436
## 114 10.318682 9.533797 9.337402 9.355193 9.357650 9.328277 9.953996
## 115 10.039336 10.179314 10.412795 10.015002 8.744976 9.204001 11.703820
## 116 10.964921 9.651342 8.632209 9.270951 9.661061 9.479766 10.147436
## 117 10.648781 9.031920 9.230170 10.161683 9.106086 10.088182 10.227351
## 118 9.472831 9.915439 10.092823 10.625500 11.345671 10.006864 11.138619
## 119 8.527712 9.583991 11.476434 10.228374 11.109730 9.474960 12.526943
## 120 9.471872 9.457319 8.072878 9.944032 11.130683 8.425811 9.733229
## 121 10.716293 12.249809 10.151668 9.922058 8.458174 8.746574 9.191966
## 122 10.634911 10.187575 8.973108 11.096365 11.738464 9.900655 11.039410
## 123 9.978955 9.886525 9.880977 11.577578 9.032003 10.028177 9.473276
## 124 11.620801 10.470902 10.175500 9.257776 8.226197 11.485553 9.565494
## 125 8.918060 9.859997 9.763934 10.385043 8.649029 10.625317 10.371966
## 126 9.874991 9.837585 8.767194 10.916677 9.983286 9.586752 9.013235
## 127 12.375408 9.842784 10.001279 8.620671 10.720495 9.742293 9.157287
## 128 10.412735 11.555159 11.470946 12.350116 10.394962 9.609043 10.051891
## 129 10.910823 7.653815 9.892747 9.061055 11.527001 9.571018 10.552474
## 130 11.247410 10.371047 9.666154 9.558034 9.564354 9.028061 10.216223
## 131 10.196618 7.172770 9.737066 8.938023 8.447555 10.789239 10.684550
## 132 10.335577 9.810764 9.201267 10.619658 9.395928 10.164679 7.153278
## 133 8.807976 8.811632 10.279807 11.317384 9.586941 10.553483 10.996394
## 134 10.991843 11.894927 11.270343 9.146564 11.137114 9.442145 9.813561
## 135 11.105179 10.094586 12.916327 11.161620 10.433822 9.250851 10.393640
## 136 9.196720 8.463285 9.148979 10.428505 10.899044 10.871200 10.640920
## 137 8.662778 9.961462 9.829492 9.239985 10.521448 9.382481 11.019257
## 138 9.220286 10.488546 9.676236 8.724106 10.724173 11.095994 9.171823
## 139 8.384990 10.497324 12.627914 10.694449 9.437599 10.672620 11.608497
## 140 9.808596 8.587115 8.771201 9.581116 9.313947 11.620273 8.863752
## 141 9.674982 9.363699 11.541433 9.059188 9.659333 10.131887 9.989154
## 142 11.629536 11.442535 10.034729 9.578843 9.517989 9.315117 11.272783
## 143 10.777859 10.760041 10.206641 8.815621 10.093955 9.708211 10.016728
## 144 9.685231 10.059772 11.589078 9.576343 9.049694 8.032121 10.405192
## 145 9.300947 9.884945 10.608032 10.262389 10.633747 8.468876 8.739164
## 146 10.312021 8.502768 9.735701 8.724506 11.265499 10.488772 11.102890
## 147 10.130707 10.709962 11.493689 10.486235 9.840488 9.998811 8.831973
## 148 11.592747 9.106355 10.924323 8.999176 9.065183 8.513746 11.413009
## 149 10.181922 8.758115 10.537611 10.140024 8.331470 9.746095 9.015644
## 150 11.175364 9.475105 9.608738 8.706672 9.739422 9.004342 7.881870
## X8 X9 X10 X11 X12 X13 X15
## 1 9.642801 9.176770 10.276571 10.309071 9.379317 8.835350 9.348659
## 2 8.133483 9.345869 9.490933 10.018459 9.466323 10.600793 7.689606
## 3 8.948978 10.520254 10.398023 8.781879 9.298971 10.015945 8.821612
## 4 9.481760 10.480332 9.617623 10.106387 10.818708 11.196121 10.175988
## 5 9.428325 9.284998 9.968584 9.728273 9.677494 9.482678 10.350661
## 6 9.434290 11.710999 10.431284 10.540567 9.569023 9.056479 9.555860
## 7 10.967293 10.276022 8.761505 11.284463 9.846784 9.723228 9.872312
## 8 10.709102 10.064922 10.088107 12.672810 10.800942 10.842823 11.235610
## 9 8.920326 10.749575 8.968007 10.050764 10.058567 10.516261 11.904077
## 10 10.895942 10.573651 9.392978 10.118930 10.305954 8.690056 10.564010
## 11 9.828060 9.880610 9.752350 11.499056 11.263208 12.070981 9.814058
## 12 9.021820 9.979742 10.682023 11.482374 9.596701 11.015673 9.974331
## 13 11.308700 10.783169 9.249686 9.346501 12.522890 10.009872 10.739169
## 14 8.288887 10.378591 9.905908 10.975822 10.081323 9.180101 9.324920
## 15 8.458997 10.339011 9.282087 7.615927 13.656533 11.608234 9.748519
## 16 8.871304 10.043545 10.571949 11.600780 8.316044 9.229883 11.064806
## 17 9.662161 9.699430 10.718572 10.083084 11.192830 9.138488 10.484146
## 18 8.957439 10.869439 10.365103 11.105976 9.891492 11.007898 11.191728
## 19 7.879568 11.106561 10.558672 7.351905 11.173384 9.470186 9.630446
## 20 11.658297 10.766417 10.455209 10.948830 10.601483 9.767882 8.807011
## 21 8.322642 10.379024 9.600267 10.310255 9.856710 9.721616 10.400151
## 22 10.896170 11.254283 9.349824 9.192159 9.661971 11.178893 10.064958
## 23 11.376564 9.798699 8.564393 9.887341 9.467325 8.707386 9.854756
## 24 8.254493 10.214545 12.262980 11.633324 9.069366 9.286546 8.768900
## 25 10.407268 10.599459 9.297547 7.496360 10.792146 9.356025 11.100771
## 26 8.078080 8.584790 9.402012 11.415776 10.790006 8.998209 9.800260
## 27 11.771035 9.769929 10.697691 12.298853 9.950845 9.690243 10.813034
## 28 9.359746 10.662672 8.708406 10.856353 11.741335 9.875003 10.649618
## 29 10.603819 10.239033 11.705381 9.291373 10.269090 10.306779 11.284911
## 30 9.940695 11.221728 10.088097 10.559667 9.027798 8.645014 10.317803
## 31 10.980142 11.925387 8.569894 11.311220 11.388043 10.756040 10.497920
## 32 11.284063 9.632647 11.318363 9.996860 10.492601 11.186496 10.331811
## 33 8.370473 12.791396 8.774138 8.924653 10.439553 10.214991 7.970049
## 34 9.391693 9.952905 9.715200 9.005027 9.460585 9.856666 11.871261
## 35 9.443494 9.748140 10.295328 9.010777 9.358815 10.199065 8.696835
## 36 10.683596 9.957384 10.339334 9.392927 10.327236 9.131769 10.573965
## 37 7.674403 10.248271 9.419881 9.759010 8.771589 6.673489 11.552085
## 38 10.063537 9.705063 9.981539 8.278238 9.443506 9.268014 9.318856
## 39 9.023315 10.274476 8.493300 7.720393 9.973638 8.648939 9.596553
## 40 10.665974 10.603004 10.360583 9.795009 9.084108 10.414690 10.197779
## 41 9.159055 9.793061 8.697164 9.679875 9.101648 10.392298 10.621986
## 42 10.016575 12.344177 10.882465 10.925908 9.792020 10.858705 9.293357
## 43 11.918376 10.154047 9.001359 10.126717 11.582941 10.068166 10.163806
## 44 10.977564 10.828356 10.308680 10.504140 9.371516 10.438099 8.529362
## 45 9.717543 10.146052 10.333847 9.409840 11.420759 10.498999 10.914891
## 46 7.866634 8.549985 10.590146 10.383366 10.569376 7.280225 10.172948
## 47 8.911135 9.548401 10.654378 9.396254 9.354680 8.318695 11.684968
## 48 12.077111 8.697566 9.624391 10.636827 9.652666 9.193545 11.034739
## 49 11.160715 9.725113 12.819262 10.998177 11.596166 8.372675 9.774113
## 50 9.313062 9.839123 9.824593 9.976912 9.600850 9.759214 10.104521
## 51 9.921503 9.106981 8.819367 10.681516 9.624314 9.465129 10.321950
## 52 10.864821 6.985245 10.465315 10.941761 8.744252 9.216639 10.397551
## 53 10.913003 9.726408 12.487232 9.131804 10.917749 9.816207 9.565441
## 54 10.972570 9.331857 11.117298 10.901578 10.840199 10.280766 8.724302
## 55 10.664074 8.611833 9.281245 11.703614 11.308294 8.560490 10.749892
## 56 8.777809 9.584115 10.179647 10.228528 9.805893 11.302717 8.351966
## 57 9.470853 7.757436 10.622298 9.231004 10.869068 10.127617 10.149862
## 58 9.397619 10.138768 10.032236 9.598749 10.447459 9.825827 7.922856
## 59 10.242496 9.502298 9.888663 6.833287 10.401220 9.806129 10.051907
## 60 9.780346 10.339094 9.809714 10.261869 8.251866 10.740027 11.007395
## 61 12.263031 11.128946 9.158323 10.442146 11.364303 11.088040 12.825258
## 62 9.402173 9.833512 8.485440 10.335240 9.770542 9.777669 10.915330
## 63 10.470593 9.887891 10.342941 10.647365 10.055981 10.494101 11.318940
## 64 10.682214 10.434759 9.328795 11.743226 10.425595 10.917904 10.268954
## 65 10.280261 9.975029 11.435444 9.455431 9.090931 11.632662 9.561598
## 66 10.210150 10.783527 10.383991 9.926991 11.208849 10.008681 10.797682
## 67 10.594000 11.275369 9.269397 8.382389 9.536886 9.349812 10.834390
## 68 9.544084 9.529813 9.690029 12.046208 10.501812 10.934070 9.903475
## 69 9.499728 10.084104 8.958174 9.167348 11.444602 9.951987 11.255470
## 70 9.760056 10.094883 10.970961 10.472975 10.293969 8.770190 8.682118
## 71 9.945922 9.109568 9.783404 7.514838 10.311740 11.013503 10.448278
## 72 10.034810 9.847730 12.154862 11.632858 8.724940 10.760656 9.570338
## 73 9.006001 9.776879 9.584851 10.204252 9.809621 11.365359 12.319655
## 74 10.902605 10.495857 11.282734 10.630350 10.065939 7.777660 11.177945
## 75 9.759358 12.165892 10.631261 11.090670 11.487702 9.033764 10.376952
## 76 9.486619 8.736012 8.362062 10.014165 10.722087 11.511706 11.585309
## 77 9.595960 10.044236 8.955844 11.970230 10.059066 11.395119 10.529715
## 78 10.461842 7.955367 8.117920 11.745077 9.243557 9.154984 10.206441
## 79 10.726235 10.844742 9.342931 9.289329 8.946357 9.887628 9.536228
## 80 10.694807 12.249270 10.172968 9.698499 9.998727 11.057151 9.863853
## 81 10.340186 9.564706 10.692797 10.594646 9.470677 11.093202 9.006368
## 82 11.486437 9.439065 9.762061 9.739044 9.927069 10.706008 10.004011
## 83 11.744992 9.281155 9.583924 10.296669 10.399325 9.544045 11.060943
## 84 10.103499 10.742401 9.005749 11.435394 10.659687 10.976762 10.291245
## 85 10.323756 10.167765 10.775973 9.129464 10.095947 11.421531 10.600549
## 86 11.250796 10.341214 10.156923 11.518778 10.078985 11.259966 11.858095
## 87 10.365441 9.672351 10.926205 10.795383 9.138449 8.183098 8.101233
## 88 9.762387 10.140870 10.398940 10.450149 9.883623 11.249654 10.346150
## 89 8.448914 10.296534 10.399519 10.162963 11.136740 9.724155 9.189752
## 90 8.601263 9.681168 8.859086 7.592181 8.619157 9.477724 9.580392
## 91 9.261941 9.777776 10.402070 10.933446 11.039251 8.738876 10.313165
## 92 9.806191 8.924585 11.759540 9.834088 10.311112 10.035665 10.358852
## 93 9.907022 9.928126 11.141949 10.212521 11.046680 9.380987 8.134963
## 94 11.519726 9.465607 9.814596 9.581965 10.751671 10.841645 11.634002
## 95 9.640167 11.782677 9.532752 11.389186 8.921375 9.444613 9.904189
## 96 11.282044 11.586219 10.002853 10.862166 10.988977 10.985844 8.104536
## 97 9.230666 9.179234 7.625466 10.523258 11.103252 11.390568 10.796108
## 98 11.691528 8.615640 11.089530 8.112266 10.024825 10.288354 10.017271
## 99 10.027449 8.203179 9.254233 9.082577 8.427634 10.135680 9.625881
## 100 9.200243 10.965022 9.531056 8.957350 10.211017 10.488583 9.051183
## 101 10.363521 10.530490 8.957662 11.014137 10.237825 10.387577 10.733650
## 102 10.641247 9.786338 9.700068 10.654837 9.864705 10.158103 9.607508
## 103 9.790123 9.172629 8.255327 10.432195 9.125355 10.250738 9.845200
## 104 9.770970 9.596986 10.175111 8.672656 10.504884 10.662118 10.482342
## 105 10.549385 9.800701 10.247015 11.209105 8.983766 10.157224 10.862725
## 106 10.859121 10.885096 9.217714 8.546864 9.939938 9.374533 8.746097
## 107 9.526401 9.379893 12.815798 11.852595 12.570646 10.278732 9.882351
## 108 11.020701 9.478106 10.107883 9.188710 10.926081 9.640723 9.687127
## 109 9.903799 9.228525 9.639499 9.168757 8.541246 9.858863 8.178461
## 110 10.900094 9.863001 9.601655 9.944713 9.992583 11.108202 8.559530
## 111 8.502663 9.749965 10.665193 9.946918 10.373416 8.218521 10.198792
## 112 10.312724 8.350522 8.201978 11.318759 8.778725 8.633572 8.683740
## 113 7.820052 10.876008 9.662013 6.947081 8.614069 10.923290 9.847525
## 114 9.579016 9.477746 11.470100 9.713849 9.588732 9.445372 10.627726
## 115 9.443010 9.443186 9.437136 10.961798 9.095870 10.409377 10.448774
## 116 10.956753 11.169740 10.017457 9.171027 10.513627 9.118470 8.176056
## 117 8.135951 9.863090 10.745769 12.422055 10.807249 10.398994 9.932824
## 118 10.785495 10.160753 9.972632 8.550016 10.937466 8.862694 6.944920
## 119 9.308271 10.536937 9.935676 11.364905 10.461285 10.980114 8.968848
## 120 8.246274 9.673699 9.546791 10.882981 9.742944 10.854385 9.094798
## 121 9.476356 11.514606 10.354832 9.057225 11.689239 10.493202 12.236542
## 122 9.869231 10.892070 10.074120 9.255024 10.664723 10.598888 9.605848
## 123 9.694402 8.228643 8.563411 9.659796 11.952429 9.384853 8.981201
## 124 9.876382 8.399605 11.285887 10.401612 9.548843 9.025035 11.815249
## 125 12.060514 9.242375 11.619155 9.163427 12.091484 11.223516 10.345536
## 126 9.811540 10.086314 11.457904 9.975912 10.467242 12.348871 9.248187
## 127 9.098680 8.922905 7.887519 10.761637 9.551153 9.723050 10.484196
## 128 11.189762 10.163360 9.143989 8.551194 9.674450 10.177556 9.600197
## 129 10.098736 7.718693 8.350396 10.560642 11.465454 9.680229 11.095685
## 130 11.902894 10.569523 10.699537 11.173835 9.908030 10.977105 11.029758
## 131 10.037533 10.352174 10.568028 9.471871 8.157908 7.917188 10.458653
## 132 9.214497 9.115883 9.394717 8.108164 11.706173 10.228736 9.512715
## 133 10.898372 10.484238 8.860725 9.949146 10.804300 9.354764 10.591371
## 134 9.809884 10.600481 13.336965 9.422923 10.877328 8.697504 9.802002
## 135 9.156049 9.272981 10.485677 9.731390 10.061815 9.279937 9.642303
## 136 11.376493 9.590713 7.946950 9.800151 9.482670 8.849702 11.070133
## 137 10.864075 11.407673 8.574784 8.024620 10.868270 11.122643 10.446611
## 138 11.496168 9.789872 8.234395 10.609581 10.481588 10.776687 9.028836
## 139 10.092330 9.146891 7.824958 9.622692 9.519373 9.730277 10.266607
## 140 8.969853 10.216585 10.255241 10.409105 10.297217 9.188951 9.057933
## 141 11.828995 10.436018 10.923959 10.996717 10.051114 9.986178 6.799363
## 142 8.905343 9.057438 10.390696 11.092170 10.505661 8.993806 9.379380
## 143 10.526317 11.200355 11.237483 9.469624 9.968431 10.579265 10.588841
## 144 9.641300 10.711338 8.749578 9.781486 11.540634 9.820075 10.276324
## 145 10.749486 9.893002 10.399980 9.492483 9.813671 9.794947 9.798401
## 146 10.613429 8.897479 10.185110 10.989463 11.225387 10.716929 10.126817
## 147 9.945456 12.467624 10.688543 10.223854 9.981191 11.509741 9.546567
## 148 10.775081 10.563356 9.861701 9.728876 9.189834 10.456359 10.424761
## 149 10.685199 9.957545 10.012364 12.463970 7.945177 10.349207 12.069608
## 150 10.519843 8.332619 10.628914 9.766822 9.180446 9.762098 11.991227
## X16 X17 X18 X19 X20 X21 X22
## 1 8.767003 10.445949 9.993709 8.619398 10.944349 10.243807 9.321211
## 2 9.814656 8.622168 9.282611 10.343662 9.830956 10.891274 9.991891
## 3 10.781733 10.242614 10.097248 12.535696 10.397988 10.223128 10.602984
## 4 10.149836 8.124344 9.894778 9.664532 8.583387 9.936955 9.083839
## 5 9.887618 8.062826 10.257767 10.777326 9.715070 10.958706 10.003230
## 6 10.126586 9.811411 10.994907 10.894076 9.018752 8.521867 12.153676
## 7 10.110930 9.681500 9.593572 10.207773 11.163662 11.329514 9.303291
## 8 9.298785 9.598315 10.835047 12.186706 10.238453 9.525768 10.204459
## 9 11.466697 8.230096 10.746570 9.297744 9.259030 10.383748 7.943324
## 10 9.114622 8.613845 8.861394 8.993982 9.938785 11.379109 10.227199
## 11 10.336332 8.455444 10.216385 9.760587 9.945451 10.237165 11.108551
## 12 9.537952 9.806507 9.082779 9.288262 10.093933 9.594316 9.962885
## 13 10.266504 9.972558 11.333743 9.554764 9.804731 12.044673 10.276931
## 14 9.068209 11.336330 10.153915 9.762540 9.316982 11.205175 6.818906
## 15 10.576052 10.601132 8.690071 11.392258 10.431464 8.631153 8.945504
## 16 9.925547 11.118932 10.447052 9.876818 10.845821 10.577745 8.831290
## 17 10.107797 11.374917 9.754911 8.993279 11.136291 7.595624 10.866128
## 18 7.999535 9.465200 8.859207 10.538815 9.541880 9.813035 10.212508
## 19 11.779949 10.094887 11.133860 9.678510 9.371323 11.456757 10.481600
## 20 10.080486 10.520768 9.564360 8.818327 11.291372 10.118155 11.227571
## 21 9.763913 7.276582 8.705072 9.789359 9.583123 11.049547 10.710115
## 22 9.514676 8.536910 11.188819 11.338640 10.147085 11.654234 11.000678
## 23 9.667417 11.660147 10.206040 10.290356 11.221012 8.496548 10.397358
## 24 11.663598 10.416418 9.193102 8.662434 7.939990 10.100322 11.368525
## 25 10.660769 8.776332 9.550045 10.396506 10.979605 11.050938 9.285185
## 26 10.254859 11.733239 9.871572 10.061739 10.006032 10.448771 12.199958
## 27 10.315014 11.245137 10.812566 11.374234 11.214306 11.001542 10.749057
## 28 12.150580 8.355136 9.411778 9.108542 9.695780 9.479693 10.645453
## 29 8.904924 7.689048 10.591764 9.038793 8.675565 9.710482 9.848425
## 30 8.397448 9.304402 9.527393 11.231338 10.273983 9.998286 9.818102
## 31 10.211587 10.885537 8.361416 9.317642 7.696079 10.613453 9.410323
## 32 10.680120 10.539297 10.729539 10.979324 8.897572 8.960860 8.709380
## 33 12.039383 10.504031 7.976182 10.591254 8.906933 8.374538 8.706790
## 34 10.349679 10.668886 9.399989 11.366285 9.402602 9.496435 8.892099
## 35 11.906440 9.399144 10.234858 10.778737 9.875056 12.013781 8.785414
## 36 9.119111 9.061103 11.060603 7.544508 8.382600 9.304930 8.898915
## 37 10.544766 10.036649 10.815846 7.879488 9.275824 8.960120 10.673518
## 38 8.896611 7.695778 10.363643 9.995651 11.555445 9.728379 10.966160
## 39 10.027361 8.620218 10.444885 9.464572 9.872975 10.671824 9.894113
## 40 10.120580 10.219792 8.716381 9.896666 10.758223 9.996169 11.131815
## 41 9.662057 9.059608 8.799271 9.855943 11.019894 7.956411 9.794499
## 42 8.694939 11.902476 9.306667 11.200391 10.019713 11.052754 10.143417
## 43 8.133500 10.820804 9.701393 9.061846 7.995440 10.656219 9.834423
## 44 8.053421 10.559511 9.133053 8.466624 7.538079 9.270503 10.283781
## 45 10.749335 10.515086 11.615538 8.998724 8.188740 10.373380 11.245656
## 46 10.291027 10.532843 10.531422 10.546424 7.987113 8.129112 10.310207
## 47 10.993980 7.628856 10.016362 10.494160 9.382736 9.852740 9.334699
## 48 10.399677 9.960172 8.187409 10.083387 9.492017 11.227364 10.063803
## 49 9.709151 10.547893 9.914972 10.233187 10.369505 9.176177 11.212123
## 50 8.764242 10.024488 10.814106 10.872098 10.060395 8.646130 11.502179
## 51 9.228425 10.423347 8.193777 9.541351 9.130710 9.809121 12.297616
## 52 8.458321 7.553082 10.250495 11.100531 11.373089 11.619284 10.519301
## 53 9.250886 11.318014 10.717868 9.617886 9.299933 10.353126 11.163952
## 54 8.828840 7.824875 9.445423 10.976421 9.434016 8.624815 9.191723
## 55 10.981333 10.975280 9.085508 11.244857 10.449662 11.028532 11.465676
## 56 11.166475 9.637620 9.833291 11.808846 10.448226 9.117468 11.135016
## 57 10.593689 10.646032 8.867008 8.382748 11.331765 10.018316 11.430917
## 58 10.016910 11.801513 8.151223 9.651860 9.815276 7.487767 9.627803
## 59 10.631703 9.662431 9.735474 9.991988 10.531316 10.337043 10.043874
## 60 9.666440 7.818828 8.583728 10.087942 10.177165 11.093291 9.620275
## 61 9.474253 8.474647 11.304429 9.929772 10.586226 9.823893 9.017239
## 62 10.933638 9.664058 9.940405 10.414544 9.887195 9.744584 10.565898
## 63 11.241948 10.711404 9.800027 11.850279 10.805506 9.140856 9.781668
## 64 11.680617 11.019214 9.242882 8.516051 8.735746 9.925239 8.716485
## 65 11.037229 10.991335 11.053811 11.097753 9.820186 11.995309 9.485101
## 66 9.296733 10.671826 10.526353 10.008344 12.015402 10.162029 8.484291
## 67 11.523784 10.765459 9.403870 10.167681 9.880135 8.901097 10.345630
## 68 10.948523 10.946526 10.921906 11.199715 11.628134 11.586230 9.682630
## 69 9.669768 8.966315 10.319018 9.218465 8.881168 10.605977 10.280938
## 70 11.666199 9.316049 11.580741 10.135704 11.056981 11.313597 11.405823
## 71 8.850054 9.771742 11.304788 9.661484 8.682066 10.845458 11.027475
## 72 11.214228 11.354260 10.291679 9.671584 10.492409 8.794931 10.140874
## 73 9.317602 9.474766 9.519913 10.266414 9.600662 10.627785 9.016092
## 74 8.555918 8.742128 11.955665 10.949632 10.467074 12.265833 9.444941
## 75 9.738681 10.975618 10.228516 10.024875 9.642018 9.683457 9.264937
## 76 9.451669 10.791752 10.255456 10.325121 11.702492 10.642373 10.562055
## 77 10.369866 11.714794 11.853308 9.612811 10.849597 8.982854 9.451758
## 78 8.790772 8.064561 10.546654 8.229871 9.150812 8.660124 9.846671
## 79 9.391545 8.361870 9.193904 10.358482 9.902736 9.066007 9.934274
## 80 10.400852 9.620769 10.250908 11.183905 10.666950 10.342373 9.615817
## 81 9.779612 10.808607 8.072027 10.172643 8.910285 10.366244 9.860126
## 82 9.620176 9.758521 10.416591 8.956306 10.257976 8.322321 12.449291
## 83 9.931754 7.014917 9.604126 8.776095 10.070974 10.052217 9.463857
## 84 9.203748 9.338854 9.767358 8.980251 9.743332 10.910238 9.581366
## 85 9.076680 9.593382 10.071074 10.106221 10.408248 11.126749 8.005853
## 86 10.777876 9.929721 10.044621 9.809024 12.201274 9.260903 10.328652
## 87 10.966149 8.673021 10.706696 9.917385 11.485682 9.815513 8.606394
## 88 9.897840 8.805835 10.393343 10.531061 10.808137 10.875344 9.015077
## 89 11.668307 8.750223 8.739531 10.006219 9.943656 10.285960 8.570731
## 90 10.812508 10.397639 9.525904 9.762331 9.415757 9.188278 10.072091
## 91 11.178650 10.329163 10.179629 10.368226 11.258915 9.252015 9.331878
## 92 9.250740 9.508213 10.170245 7.972194 8.892905 7.663164 10.788524
## 93 11.664658 10.303371 10.874912 9.762512 8.848940 11.216370 10.677372
## 94 12.353856 9.853043 11.603936 10.674611 11.570006 9.822542 10.902085
## 95 9.289465 9.372030 8.893423 11.487246 8.150041 11.366219 10.661056
## 96 12.565635 11.344844 10.643561 10.903167 10.919471 11.048624 12.678562
## 97 10.151189 8.545620 7.546515 10.016754 9.219596 9.371725 7.735809
## 98 10.106966 9.879556 10.270903 8.774138 11.099142 9.679781 8.358212
## 99 11.123917 10.194818 10.175413 11.624057 9.664220 9.168620 10.016962
## 100 10.039052 9.872907 10.099379 9.416473 12.397164 9.908283 11.756351
## 101 10.469680 10.137524 9.770465 10.106875 8.859130 7.908289 10.514741
## 102 9.950552 10.236129 11.614217 8.735232 9.812162 9.752679 9.334466
## 103 10.745175 10.586137 10.705019 10.168333 11.418361 10.942650 10.059256
## 104 12.641629 9.624607 7.646133 9.789163 10.315241 9.560297 11.237565
## 105 10.679878 10.877583 10.646373 10.074418 8.782903 9.172185 10.537932
## 106 8.235411 10.018515 10.604830 9.726228 9.645140 9.047721 9.109718
## 107 9.190409 11.427093 11.766317 10.294533 9.594295 10.441372 11.727367
## 108 10.002231 9.090623 11.845225 8.507299 9.888026 10.621713 9.572402
## 109 10.040424 10.250864 11.042031 8.728164 8.549771 9.899554 10.479638
## 110 10.192872 11.094588 10.077708 9.588587 9.633933 9.005136 10.643741
## 111 10.916702 11.267281 11.132719 12.190343 11.328635 11.437681 8.411446
## 112 9.904074 10.451621 9.550554 10.393845 8.109908 10.883430 9.779908
## 113 10.048075 9.186806 8.127712 9.919759 10.178656 10.415540 11.079583
## 114 9.939504 10.116354 10.389168 10.817187 9.238335 9.933336 8.794130
## 115 10.162374 10.964892 11.694163 10.707561 9.999608 11.092004 11.311885
## 116 11.406763 10.762263 9.078790 10.381657 10.088469 9.495623 9.269734
## 117 8.724559 10.062269 11.272183 9.740515 10.760034 8.497083 10.662696
## 118 10.091418 9.156987 9.596685 11.484185 10.593510 9.156084 9.930985
## 119 10.867600 9.800601 9.982277 11.356020 11.999246 10.768164 12.074727
## 120 10.227493 10.417279 8.375694 9.685965 9.123756 9.467883 9.889436
## 121 10.751282 10.732173 9.381551 10.117176 8.351881 11.737247 10.278756
## 122 10.398609 8.589714 9.105534 10.532087 9.197705 9.903645 10.728227
## 123 9.067046 9.007608 11.763385 10.737476 10.018499 10.451059 9.104490
## 124 8.191691 10.495452 10.515629 11.303771 10.054400 9.994068 12.063805
## 125 11.766592 10.120058 11.030106 9.766561 10.379995 8.536934 10.057296
## 126 9.855233 10.739909 11.303464 11.764392 10.097444 11.023167 9.696323
## 127 8.961524 9.387213 11.587449 10.990008 11.399199 11.615277 8.809459
## 128 10.429657 8.326785 9.513845 10.266107 11.736149 9.612348 11.095757
## 129 10.761203 9.706906 8.226646 10.052705 8.708364 8.727826 10.648617
## 130 8.955658 9.778602 8.858404 9.851616 10.672822 11.406992 10.182342
## 131 12.437533 11.308957 9.623131 10.814862 8.740006 9.371372 10.539799
## 132 10.078271 12.387648 8.180974 8.738929 8.610207 9.142809 10.569023
## 133 9.449580 10.328937 7.926732 7.888690 10.057484 10.051220 7.598786
## 134 10.393861 9.968232 7.270744 10.542014 11.151830 10.204129 11.294772
## 135 9.299484 10.525949 9.773590 10.708459 9.446389 11.603497 9.432211
## 136 8.857144 9.582088 10.323506 10.219154 9.459965 8.807434 9.601511
## 137 10.832538 11.524086 9.556102 9.030254 11.261223 10.604011 9.021831
## 138 10.435218 10.451297 8.212832 8.728268 10.918779 10.734591 10.343139
## 139 10.717614 9.666250 11.023255 9.184316 9.874928 10.401210 10.435433
## 140 11.583372 11.220043 10.593413 8.904301 9.929605 10.645671 10.440977
## 141 12.222044 10.739574 8.318958 8.880143 10.494732 10.542254 10.225115
## 142 8.612202 9.065264 11.089185 10.189871 11.939995 8.583943 10.202860
## 143 10.065698 9.796861 11.202168 11.199284 9.160449 10.115045 9.464029
## 144 11.024178 11.951045 10.766804 7.990107 9.369786 9.816414 8.701631
## 145 10.538700 11.347655 8.884644 10.767714 10.235607 10.663255 10.425602
## 146 9.631838 9.894254 9.279256 11.557541 8.720394 10.132214 11.264562
## 147 10.314848 10.205327 8.317954 9.777961 10.267326 9.271222 10.771137
## 148 10.408606 8.788477 9.464821 9.391340 9.334063 9.095300 12.249789
## 149 9.111238 9.362252 8.778509 7.664655 11.539136 12.781606 9.221238
## 150 9.432898 10.525763 9.474420 9.022838 8.916676 9.789236 10.470330
## X25 X26 X27 X28 X29 X30 X31
## 1 11.147763 11.322427 10.015808 11.044263 10.304517 9.021148 11.016185
## 2 11.452205 9.996646 10.307252 10.374357 9.656125 9.805771 12.173453
## 3 9.892475 8.122010 9.841428 10.673115 9.287349 8.229047 8.323012
## 4 10.469856 10.998388 8.186641 10.872220 10.568843 9.790002 10.761629
## 5 11.217323 11.520822 10.119395 7.774119 10.752443 10.402325 8.660078
## 6 9.527870 10.403421 9.033473 11.969274 10.073119 9.836742 10.847960
## 7 11.295743 10.811157 9.509745 8.609978 8.850586 9.448541 9.394965
## 8 11.617515 11.518765 9.518562 11.121866 9.619059 10.389581 10.588752
## 9 8.336458 10.228950 8.314536 10.055296 11.126238 10.606371 11.125395
## 10 8.886645 9.742453 8.622320 9.344139 8.753201 9.045039 11.655052
## 11 10.042655 11.428073 8.899879 11.104560 9.738101 9.977666 11.294554
## 12 9.211449 9.257285 10.570947 9.429021 9.976180 9.310765 8.898735
## 13 10.439833 11.278633 9.087744 9.650683 10.390055 7.826346 8.114871
## 14 10.562695 11.020072 9.449597 11.548910 11.022134 9.397119 10.155451
## 15 10.163452 9.822410 9.663970 9.462864 10.929162 11.352950 10.725714
## 16 10.652172 11.105222 9.555731 8.721698 10.941128 9.334360 7.917707
## 17 9.587946 10.687752 9.482290 9.662399 11.146728 10.563222 9.872403
## 18 10.905877 11.522745 10.975842 10.408067 9.811756 10.394365 10.049168
## 19 9.912241 11.887697 9.590665 9.182015 7.718530 8.978377 9.861286
## 20 7.866516 7.852403 8.382001 9.676244 9.035713 10.526628 9.941813
## 21 8.060462 9.785327 11.576883 10.515388 11.200188 8.443719 8.594456
## 22 9.303891 8.742379 9.623021 9.302342 8.878589 9.788370 9.584804
## 23 10.042334 11.078035 9.741848 8.583477 9.074709 9.559082 10.756123
## 24 9.532016 10.341278 8.570954 10.487332 9.596944 8.388567 9.832623
## 25 10.005729 9.935292 9.785677 9.380861 7.957503 7.989678 9.957924
## 26 9.553410 9.283508 9.887964 11.743302 11.001926 10.677512 9.941667
## 27 10.348061 9.354280 10.225848 10.666188 10.207442 10.963814 10.090457
## 28 10.218414 9.073245 10.658632 11.268706 8.724672 9.505264 9.392262
## 29 10.575089 10.294295 10.250694 10.076132 10.842793 9.346163 9.144858
## 30 11.116887 9.445714 9.243048 8.947323 9.513450 9.893417 9.078373
## 31 10.750451 9.662393 10.170685 11.417760 10.489831 10.021182 11.441101
## 32 11.824703 8.880493 9.396946 11.096167 10.917414 8.829047 11.206926
## 33 8.973686 9.810524 9.331797 10.291281 8.727507 11.691913 9.643990
## 34 7.612053 10.243155 10.057445 10.022701 10.355247 11.727384 9.980551
## 35 10.170851 10.289996 11.322247 9.486768 10.547439 10.191584 9.214065
## 36 9.255863 9.507218 10.201218 9.200811 9.577331 11.212216 9.559660
## 37 9.463109 10.492764 9.501942 8.074472 9.334941 9.199315 11.826970
## 38 9.108279 9.705453 11.925425 10.239870 9.574176 8.663742 8.478084
## 39 11.020860 11.090993 10.440703 11.392681 12.031659 10.484507 8.997766
## 40 10.310041 10.191440 10.253650 9.013261 10.651440 9.697069 10.753843
## 41 9.834483 9.763311 8.554685 9.225075 9.088661 11.395621 6.472673
## 42 10.791884 10.043889 8.912915 9.370429 9.425943 10.003301 9.011109
## 43 10.108794 13.051073 10.043847 8.989574 9.597611 11.037319 9.063516
## 44 10.445235 9.311585 8.764343 9.093666 8.722338 9.001549 9.671131
## 45 10.258760 10.645579 10.967833 9.437923 9.581582 10.109800 9.393337
## 46 11.191740 10.083709 10.195054 12.595516 10.254250 10.289824 9.842871
## 47 10.428159 8.787298 8.518429 9.673143 9.860520 9.171886 7.883460
## 48 10.650952 9.605260 11.290842 9.334616 10.240391 9.505282 9.199698
## 49 11.170794 8.956847 11.044997 10.061449 9.201734 9.425967 10.338373
## 50 11.066710 11.062296 11.409023 9.964517 10.237196 8.477640 7.038801
## 51 8.770884 10.126036 9.925960 7.842236 9.408909 10.503988 8.975498
## 52 10.596665 11.157922 9.797594 9.858246 9.394813 9.314192 11.426005
## 53 11.009416 8.950936 10.101322 12.258220 10.539396 9.388834 9.150162
## 54 7.051278 9.897361 8.968298 11.108768 12.510979 10.137102 8.705443
## 55 9.538424 8.799707 10.439212 9.667896 9.675858 8.594461 10.652499
## 56 10.538278 9.019932 11.262103 10.445229 8.424858 9.284818 8.623689
## 57 10.291038 10.388777 10.222045 10.505085 9.526818 10.057102 10.688461
## 58 9.411317 9.284513 10.809423 9.307187 9.753195 10.700704 10.829611
## 59 9.395976 11.882194 10.788973 10.222347 10.336861 10.928896 7.192335
## 60 9.692950 9.242023 9.643727 9.084374 9.709073 11.047002 9.395180
## 61 9.640867 8.698968 10.221016 11.718013 9.833395 7.995078 10.464592
## 62 9.559421 11.146772 10.209697 8.764850 10.070225 12.888848 12.279736
## 63 8.956199 9.921143 10.140353 7.921894 12.354513 11.807523 10.099417
## 64 7.790568 8.749882 9.574377 8.686766 9.182983 10.094800 8.869135
## 65 9.631935 9.510343 11.997307 10.113253 10.289591 7.902063 10.348007
## 66 9.911674 9.966871 10.492863 10.250004 9.647704 9.739589 11.869700
## 67 10.654950 10.815571 9.758908 9.680338 10.736467 10.909276 10.067437
## 68 8.713428 8.323872 8.838626 9.328977 11.598650 10.036193 10.339653
## 69 11.950227 10.468109 9.551477 10.938320 9.425194 11.626090 10.372668
## 70 10.161838 7.977842 11.210392 10.546905 10.181571 9.977422 10.646709
## 71 9.673205 10.016872 11.832497 10.701527 8.440757 9.807251 9.971061
## 72 11.497396 9.599623 8.005281 12.878555 9.414562 9.308874 10.076963
## 73 10.227557 8.823160 11.273946 8.344934 9.000587 10.392678 11.298354
## 74 9.218189 9.079267 10.248376 9.433628 12.120060 8.764674 9.732181
## 75 9.427515 10.197159 8.148005 10.460847 11.137851 9.551225 8.138688
## 76 11.692339 10.601394 9.055618 10.504707 9.360178 10.644783 11.284106
## 77 10.146069 10.193962 10.635955 9.051939 11.066601 10.895158 10.437735
## 78 8.820492 8.983818 9.821844 10.050586 10.426957 9.416235 9.040027
## 79 9.321749 9.641327 9.212607 10.853289 10.954500 11.501563 11.414109
## 80 10.903151 8.515048 10.270061 10.690953 8.809179 10.177682 10.149109
## 81 10.185085 8.642215 12.206721 9.249260 11.458312 9.780011 9.587650
## 82 11.188215 10.988725 9.878223 9.466504 9.830656 11.382900 10.344490
## 83 11.431960 8.270384 9.399161 9.526675 10.873036 10.549281 10.471503
## 84 10.472087 11.018655 10.697946 10.811398 8.230658 10.008960 9.739624
## 85 11.784353 9.815283 11.173304 12.453657 11.978332 13.462978 8.402548
## 86 11.462668 7.682520 7.575777 9.224876 9.687224 9.169098 9.704720
## 87 11.470222 10.834055 10.455372 9.613985 10.185892 8.493619 7.785125
## 88 10.528317 10.662420 10.235117 9.819274 11.286389 9.055042 10.568944
## 89 10.341308 9.649042 9.914453 10.116976 9.658615 10.191972 9.276470
## 90 10.125591 10.870717 9.381751 11.350911 10.982381 9.969903 11.711670
## 91 9.444668 9.450516 9.657599 11.207728 11.195421 10.419001 10.573316
## 92 8.748410 10.479204 10.815237 10.361977 10.701292 10.267331 9.061831
## 93 10.940545 9.588506 11.430593 9.809099 9.684346 10.615040 8.837567
## 94 8.588323 10.308472 10.673688 10.372032 9.264383 10.410251 8.914246
## 95 10.145906 8.724073 10.849836 11.423715 11.371512 10.348041 10.450505
## 96 11.123029 10.191699 8.539685 9.209931 10.924970 8.936586 10.315058
## 97 10.350612 9.067388 8.881036 10.346709 9.653856 9.756139 9.872978
## 98 10.807310 8.929654 10.053381 9.253317 7.690785 10.531098 10.512385
## 99 11.264910 11.697841 8.209073 10.062181 10.552135 10.598095 10.266255
## 100 11.795343 11.428004 9.814473 8.950092 10.851238 10.670514 12.362368
## 101 7.769530 9.071115 9.319017 8.972939 8.590472 10.330934 11.398290
## 102 8.315935 9.709985 10.798384 10.106424 8.895964 10.317336 8.140379
## 103 10.173298 11.127742 11.475460 9.917072 10.308757 10.101422 10.146419
## 104 10.179096 8.586402 10.819890 9.543900 9.729003 8.619047 9.673356
## 105 9.254619 10.215334 9.617354 10.304596 11.757759 10.105607 10.085128
## 106 8.292515 10.937558 9.678383 10.691415 11.375612 8.222735 9.823045
## 107 10.535628 9.639692 9.409778 8.579433 10.168665 11.412288 8.615359
## 108 9.969593 10.887856 10.159841 9.062280 9.931761 11.103659 7.760313
## 109 9.382013 9.835673 12.030458 12.986371 9.909369 10.734358 9.632397
## 110 11.443164 9.243223 10.000961 10.243010 11.813147 8.553868 10.979756
## 111 10.666762 9.445449 9.765088 8.163015 10.136981 9.440190 9.770699
## 112 10.076791 11.164155 9.496444 10.019911 8.696261 9.733316 10.446199
## 113 9.267708 12.974327 9.941989 11.108040 9.068077 9.863325 10.968701
## 114 10.477397 10.494498 9.906920 11.471782 10.052656 9.802623 10.267186
## 115 10.900977 11.091198 10.689378 9.133473 10.036675 8.574642 9.216431
## 116 10.931388 12.239030 12.770289 7.367712 7.533232 10.509677 9.032214
## 117 9.723445 8.945555 9.173908 11.471496 10.268472 9.133267 9.802250
## 118 9.353597 9.864206 9.354549 10.896735 9.684514 10.570699 9.264965
## 119 10.742991 9.886023 7.559384 8.912347 10.573223 9.855545 9.142438
## 120 9.303411 10.779661 8.195664 10.048418 9.901043 8.342903 10.263132
## 121 9.733591 9.191038 9.627846 10.973786 8.258972 11.267589 11.662952
## 122 11.999341 9.078144 9.457304 11.591421 10.046360 10.250949 8.598936
## 123 9.413101 10.303864 9.595733 10.692663 10.321730 10.430882 10.130381
## 124 10.631054 10.326829 9.644246 9.062610 10.994617 10.661057 7.714899
## 125 10.073080 11.538818 9.744611 7.780395 9.794458 10.278155 10.723629
## 126 8.739621 10.121547 10.657274 9.651566 8.982491 8.816218 10.128963
## 127 7.847648 10.383829 8.236289 9.130956 10.897653 9.603410 8.989480
## 128 8.511594 10.281387 10.469796 10.944892 10.287627 11.527549 10.377073
## 129 10.424623 10.681397 10.989516 12.009068 8.518427 9.103064 9.938361
## 130 10.096681 9.943258 10.584619 11.344806 9.423249 10.339866 9.532304
## 131 9.914373 10.704439 10.198926 10.189172 11.006659 8.995532 8.614927
## 132 11.386230 9.236321 9.368916 11.022316 9.279676 10.509082 9.710959
## 133 9.608633 9.213233 9.285765 11.477983 10.602411 10.624831 11.325537
## 134 7.733556 9.080432 9.721912 8.160228 10.176011 9.833773 10.503272
## 135 10.208884 9.358589 9.934474 9.175872 10.400895 10.719684 9.841582
## 136 9.424545 10.780438 10.124050 10.268909 9.820406 10.654840 11.114908
## 137 10.890532 7.430975 10.441990 9.530514 12.004695 10.293753 9.565447
## 138 9.433177 10.402796 9.013084 10.544280 8.523790 12.247048 11.323728
## 139 9.012819 10.695751 10.702214 10.991817 10.717034 10.166813 10.425977
## 140 11.045117 9.501349 9.553360 10.227086 11.592777 10.742732 10.070161
## 141 10.985111 9.995893 10.559416 8.534516 9.444915 10.081722 9.937991
## 142 10.402211 8.803770 9.382722 10.802155 10.174508 10.415043 10.362471
## 143 8.374467 9.750801 9.333585 9.746439 9.229796 9.632222 9.024795
## 144 10.026759 8.828219 8.604460 11.206579 8.692163 10.805508 9.912165
## 145 8.570571 9.785435 8.812494 10.133648 10.147669 10.231672 10.642962
## 146 10.781099 8.550708 11.311877 10.003111 10.435730 10.521050 9.321268
## 147 8.130779 11.187667 10.428942 9.406915 11.122282 12.456975 8.932075
## 148 9.470355 10.904407 10.783177 9.379362 11.099238 8.391131 10.807606
## 149 9.074372 10.118960 9.040001 8.661979 10.480335 10.581179 9.642139
## 150 8.902444 11.621002 10.130744 11.388960 9.846353 8.817169 9.272638
## X32 X33 X35 X36 X38 X39 X40
## 1 9.420474 11.471433 10.027885 11.293802 9.057329 9.539654 9.292108
## 2 9.645766 11.185353 12.154982 7.777780 9.342620 9.096926 9.852993
## 3 10.573790 11.449363 11.227729 9.631255 12.122937 9.541772 9.655729
## 4 8.692322 9.046897 10.354610 10.829255 8.697521 9.988157 8.494068
## 5 7.904357 9.847126 10.549232 10.257260 12.111798 9.408940 8.728649
## 6 9.825706 9.441129 10.383298 8.674383 9.283272 8.139518 10.242268
## 7 9.934212 9.157325 8.191900 9.789982 9.985471 11.581041 6.940155
## 8 9.242326 9.107803 10.820957 9.321095 10.192953 10.045908 8.713077
## 9 9.750073 10.608749 9.087463 10.813771 9.150567 6.745794 10.813607
## 10 9.963727 10.049790 10.024771 9.036715 8.708376 8.872757 9.616362
## 11 7.832561 11.882726 9.895296 9.822212 11.470568 8.217367 10.003980
## 12 9.575900 8.348405 11.131737 9.964576 8.958137 11.143219 11.120422
## 13 10.145307 10.947105 10.505617 11.533691 12.116820 10.419410 9.804291
## 14 8.706007 9.327255 10.181471 9.509587 10.345647 11.052541 10.022979
## 15 8.596453 11.134645 10.184881 10.914230 8.720160 9.560176 9.438114
## 16 8.764920 10.597313 9.653256 8.357448 11.015703 10.528754 10.704077
## 17 9.303993 8.965838 9.125358 9.696571 10.944053 11.150414 9.321003
## 18 10.192424 11.771156 9.292776 9.830415 10.291480 11.502121 9.879178
## 19 9.939020 11.598543 10.708202 9.702603 8.971153 9.570027 9.640975
## 20 9.451337 10.273381 10.081490 9.611516 9.463624 8.701611 8.688403
## 21 11.360418 10.771888 8.983715 10.063306 11.026985 9.102969 9.072083
## 22 10.606629 9.277949 10.882601 9.552287 10.548613 12.224842 10.123062
## 23 8.809622 9.281309 10.784398 9.576984 12.175963 10.828548 11.084924
## 24 9.117444 10.773311 9.858903 10.882865 10.168552 11.684568 10.268541
## 25 7.888141 10.903884 9.724028 9.037429 10.887263 9.607729 10.851392
## 26 9.093833 8.816640 10.488316 8.756852 9.823554 11.724859 9.686728
## 27 10.954365 8.756223 8.810123 11.209668 10.426927 10.328881 10.358693
## 28 12.169954 9.785906 10.522395 9.113200 9.372182 9.647675 10.356391
## 29 9.584142 10.282798 11.034811 9.362461 9.325199 10.662747 8.917020
## 30 8.577146 9.664301 9.222609 11.506656 9.817081 9.701141 9.517417
## 31 9.185755 8.861903 11.981282 9.804945 9.365858 10.312894 11.097407
## 32 10.312220 9.854819 9.898350 9.150179 10.429615 10.193030 11.394101
## 33 10.104680 9.489124 9.894809 10.098293 10.293269 9.357284 10.004036
## 34 10.363752 9.026508 9.474050 10.098905 10.515022 10.710174 8.915991
## 35 10.000063 10.415178 10.553549 10.196684 12.152447 10.646817 11.176034
## 36 10.306667 10.947193 10.837190 9.900806 8.029325 10.890451 10.285756
## 37 9.746910 11.053986 10.116885 9.772042 10.242916 9.092949 9.691082
## 38 8.485306 10.079735 11.525107 8.293235 9.668203 10.759089 9.772559
## 39 9.971982 10.494944 10.351458 9.273887 10.738488 8.306422 10.024825
## 40 9.774500 9.744474 8.867397 9.026011 10.683582 11.310021 10.967075
## 41 9.956444 7.991975 10.037527 10.764969 8.292595 11.428596 10.114286
## 42 9.155970 9.968731 11.361743 9.675658 9.946231 9.267605 9.874193
## 43 10.893173 8.169906 10.379482 9.521585 10.209619 10.288841 8.434174
## 44 11.456604 9.251336 9.623550 10.889726 10.550143 9.767380 10.776042
## 45 10.509282 9.474569 8.957810 10.097070 8.857960 8.645069 10.842876
## 46 9.892233 9.408206 8.787549 9.972637 10.531561 9.953230 8.792599
## 47 10.245011 10.935374 9.785451 10.423345 9.750016 9.852173 10.435421
## 48 10.869019 9.424775 8.506260 8.233413 11.245918 10.754346 10.727334
## 49 10.448210 8.549683 10.766278 8.999992 9.574883 8.098910 10.914244
## 50 9.836104 10.252504 11.986657 9.098380 10.445328 10.255684 8.022796
## 51 9.406816 10.637182 8.746867 9.027323 10.850368 11.020408 8.894419
## 52 9.928309 9.564640 9.262488 10.860145 9.854636 10.068931 11.240435
## 53 10.884538 11.294537 10.236425 11.662367 11.088698 10.012539 10.531652
## 54 9.813811 11.346938 10.429966 9.744141 10.431321 10.680690 11.296054
## 55 8.507260 9.144231 9.650288 10.176975 10.024134 8.098662 10.013008
## 56 11.017936 9.241609 10.462186 12.229618 9.826905 10.735691 8.397220
## 57 10.516648 6.522820 9.660862 11.318502 10.090280 8.710892 9.265932
## 58 10.956769 9.087207 8.583732 8.707153 9.977116 9.848074 8.273426
## 59 8.415646 8.292184 10.234041 10.308442 9.715935 11.181217 10.704757
## 60 8.325569 8.846442 9.945604 8.325829 9.728655 11.654037 9.226160
## 61 10.739659 10.143146 8.667265 8.228455 9.807469 8.602549 9.158140
## 62 11.153113 11.202433 9.627322 10.819012 10.256391 9.828902 6.213048
## 63 10.695130 9.454065 10.224629 10.809774 9.766340 10.668678 10.007615
## 64 9.358376 9.708731 9.420191 9.056450 10.226400 9.952758 9.023391
## 65 9.540269 10.045623 11.561522 9.369307 7.804576 9.872552 9.254001
## 66 8.792631 9.885273 10.865646 11.314706 8.789464 10.254937 8.592090
## 67 10.311020 9.264284 9.783932 10.186542 8.770820 9.649778 8.392952
## 68 10.849558 10.180364 6.727616 9.563105 9.676016 10.635512 10.082818
## 69 9.232451 8.510165 9.343999 12.004175 9.146254 10.249921 9.594018
## 70 10.680441 8.718891 9.477078 8.684372 9.238447 9.351358 9.482133
## 71 8.447413 9.202617 8.636911 11.613523 9.891740 9.206519 8.930150
## 72 9.003099 10.521284 10.457776 10.875469 10.814111 9.854903 11.420295
## 73 10.474211 9.225360 10.061366 8.886339 8.328639 9.909663 10.569964
## 74 8.714984 10.267231 10.691789 9.760918 10.227033 9.884882 8.083370
## 75 11.371817 11.014015 9.433890 11.466981 11.615149 8.495729 9.769774
## 76 12.461045 11.474393 9.296225 11.104069 8.298878 8.956321 8.610946
## 77 9.117213 8.467102 8.571589 9.124577 9.481880 9.252041 10.885807
## 78 11.203873 10.581077 9.894011 10.262741 10.874681 10.740424 11.604107
## 79 11.014204 8.825470 8.931370 9.937997 11.009365 10.057093 10.129660
## 80 10.793103 10.156912 11.468457 12.027905 9.312598 12.342793 11.566411
## 81 10.329799 10.890338 11.157765 10.261413 9.968406 10.141544 9.206266
## 82 11.003833 11.099430 11.572241 9.924030 9.263986 9.006724 9.509127
## 83 9.437792 9.272057 8.440083 11.285233 10.023590 11.113236 10.746713
## 84 8.823548 8.643667 10.426219 10.927744 11.552306 12.134833 10.322694
## 85 10.398461 7.827889 9.123257 10.789454 10.220923 10.891776 9.686896
## 86 10.336266 9.708381 10.354188 10.346782 9.646035 11.533009 9.485608
## 87 9.827056 8.750787 10.096446 10.646894 10.823470 10.553265 10.368443
## 88 10.978889 8.499714 10.061459 10.828838 11.266420 9.386023 12.207212
## 89 10.339865 10.322177 8.765859 10.470209 11.532956 7.659440 10.075574
## 90 10.514895 9.682561 8.243882 9.971547 10.029106 9.620736 11.341648
## 91 9.818147 9.307908 10.633091 9.986150 9.289954 8.581444 10.806932
## 92 9.450099 9.901008 9.318607 9.658101 8.831489 10.738806 9.895952
## 93 9.962450 8.657051 10.561037 9.609993 9.213439 10.672921 9.839337
## 94 9.836076 9.115738 9.741537 10.802101 10.060519 9.391299 10.839962
## 95 9.238760 9.178785 9.273090 11.631182 10.512777 10.433597 11.096524
## 96 9.582248 11.020148 10.980992 10.891117 11.116154 10.178005 10.203300
## 97 9.820346 11.365762 9.202439 10.680748 9.221144 11.227312 9.952405
## 98 11.486654 10.187936 11.562755 9.510649 9.293830 10.034045 9.504767
## 99 9.550694 11.750961 8.881211 9.001554 11.724182 11.686675 10.141520
## 100 9.429311 10.301353 10.074931 9.814650 10.686067 11.550860 10.761356
## 101 9.598975 10.996399 8.950173 7.913368 10.698404 10.614592 10.467505
## 102 10.676203 11.345179 9.161334 10.231367 8.059881 8.804381 11.093880
## 103 8.443187 9.856429 10.940165 10.802366 11.123347 9.562485 9.024335
## 104 9.916140 10.704189 9.946161 9.914207 8.524748 9.775791 10.308795
## 105 10.171305 8.428478 7.883860 11.407163 9.651528 11.199720 11.772300
## 106 11.700189 8.574393 9.707036 9.728044 10.728621 10.757161 9.698264
## 107 9.785448 9.908381 11.562686 11.657605 11.923157 9.440961 10.879322
## 108 9.487816 9.810391 9.281318 10.641960 10.574015 10.447765 8.452024
## 109 9.757353 9.537384 8.967910 9.532633 9.766077 10.766378 9.898507
## 110 10.680088 11.275109 7.813119 9.798119 9.858390 9.706396 10.849309
## 111 11.384601 10.903644 11.915926 9.594836 10.066627 8.283640 6.624425
## 112 10.918729 9.165011 11.077809 9.666372 10.687245 10.145825 9.293492
## 113 9.170054 10.585693 10.218532 8.405391 10.985593 10.048968 10.108819
## 114 9.236629 7.932823 9.741343 8.502322 10.737987 11.111321 10.439646
## 115 9.208004 8.344387 10.966751 11.583738 8.425703 9.809198 11.603019
## 116 9.420684 10.546594 10.871882 11.847066 12.815404 8.936330 9.943258
## 117 9.340256 8.259699 8.615276 10.955196 10.384704 9.463085 10.372239
## 118 8.845480 8.419968 8.351017 9.837131 9.212857 7.852566 11.624629
## 119 10.747289 10.879117 9.893755 11.158073 9.994846 8.985482 7.935203
## 120 9.120651 10.449023 10.500947 10.143688 8.986389 10.503954 10.168952
## 121 10.343536 8.719407 10.932086 8.884351 9.907349 8.721199 9.972801
## 122 10.928668 10.615660 8.701321 10.114019 10.983729 10.029759 9.080667
## 123 10.601173 9.758257 11.288181 9.514238 11.037397 11.937603 9.332892
## 124 9.775808 10.928905 9.363164 10.160546 8.775507 7.584237 10.183371
## 125 8.315544 10.329938 10.515463 10.680720 9.117316 11.945560 10.402649
## 126 9.789483 11.828588 10.779361 10.498033 9.949673 10.959933 10.433286
## 127 9.711088 10.627779 11.776889 10.647669 11.428427 10.390867 10.412934
## 128 8.989406 10.764315 9.930762 9.928062 12.153198 8.859054 10.329170
## 129 10.434618 11.325641 10.158915 11.146216 9.899680 10.924860 10.335203
## 130 11.107243 9.301529 7.691519 9.202928 9.307559 11.332236 10.499725
## 131 9.277879 11.229546 9.647050 9.325852 11.632331 10.668629 11.645491
## 132 9.168846 8.301436 9.611185 10.450656 10.725981 10.678290 10.036377
## 133 10.432111 8.861177 10.909557 9.945916 10.038640 12.521225 10.241752
## 134 8.945129 10.181256 9.503367 9.333495 11.215460 9.947437 10.223144
## 135 9.933030 10.169745 9.858174 8.384303 10.302439 10.963225 10.766837
## 136 9.176614 10.149248 9.244415 9.529039 10.025404 9.503088 8.374153
## 137 9.385528 11.012241 10.385463 9.221193 9.390668 9.579518 9.641223
## 138 9.734124 9.518222 10.616286 8.434287 9.224811 9.485769 9.759852
## 139 12.454961 8.991424 11.507966 11.143992 8.821358 9.747554 9.411759
## 140 10.579860 10.435137 9.322063 7.409695 9.937527 11.237869 11.720420
## 141 10.701150 10.325298 9.253631 10.520492 11.668105 9.956721 9.237985
## 142 8.474894 10.255167 10.644290 8.027932 9.906710 10.624052 10.382074
## 143 10.427068 10.610336 8.328664 11.824588 10.105157 10.458244 7.801026
## 144 10.752564 9.290425 10.835498 10.323660 10.141418 12.985619 9.236893
## 145 12.270000 10.055624 8.812612 10.719921 10.260512 9.606514 9.566477
## 146 10.636605 10.961049 10.660065 11.834283 9.478555 11.187059 11.999915
## 147 8.830828 9.154969 9.436872 11.027867 9.648915 9.979488 8.564275
## 148 9.968374 8.615749 11.081183 9.303081 7.607932 11.119021 11.645321
## 149 8.757378 9.476139 11.364473 9.833982 10.590326 10.617712 10.432897
## 150 11.109590 10.881958 10.120910 11.761115 9.236262 10.300672 10.532710
## X41 X42 X43 X44 X45 X46 X48
## 1 11.098432 9.877752 12.336406 10.750822 9.883263 8.303301 11.005990
## 2 8.963130 9.461089 8.980940 10.939867 9.534993 9.924290 10.634696
## 3 8.755705 11.018578 12.239075 7.800458 8.634279 10.907789 9.585059
## 4 10.510919 9.952208 9.759620 10.336537 10.268723 9.538745 9.207632
## 5 8.905130 11.026242 7.813453 10.623237 10.213634 10.279180 7.920024
## 6 11.155244 9.869137 11.160710 10.720560 10.077962 12.421160 9.274568
## 7 12.830429 11.236734 9.927750 10.545581 10.531514 9.744412 9.994217
## 8 10.614838 10.375744 10.300038 10.332911 9.570445 9.146819 10.982471
## 9 10.562753 8.889238 11.121580 10.598444 11.330491 10.482994 11.479401
## 10 11.367831 10.874694 8.866716 9.275922 7.526505 10.328776 10.697333
## 11 10.402499 9.932022 10.188842 9.918012 11.509787 10.009615 9.484662
## 12 10.692807 11.007953 11.989625 9.693025 9.986343 11.895400 9.512076
## 13 12.261062 10.334851 9.614671 10.400531 11.588434 10.026106 9.709128
## 14 10.272264 9.100432 9.300294 9.848839 10.049869 10.437211 10.623325
## 15 11.628866 9.268940 8.726682 9.389112 11.986252 10.720910 10.677024
## 16 9.395339 8.085348 11.972633 10.288865 9.205109 9.167685 10.538777
## 17 8.418847 9.995408 10.024605 10.967466 9.786290 9.386048 8.217397
## 18 10.078835 8.941171 9.056259 10.073896 10.247273 9.685280 12.408350
## 19 10.139577 8.719838 10.252661 11.042114 10.303536 10.134690 10.483490
## 20 8.271321 10.150828 10.262382 9.147649 9.750005 10.504464 9.565191
## 21 9.621268 9.222223 11.159131 9.586456 9.117796 10.873269 10.547089
## 22 10.100451 9.286461 8.564706 11.969494 11.082717 9.921602 10.032687
## 23 11.228058 10.642902 10.708979 11.975859 10.940301 9.278330 9.580057
## 24 8.868105 10.256871 9.128827 10.353356 9.557295 10.717959 9.809977
## 25 10.823703 7.924471 11.031338 9.532298 8.578324 10.798976 9.664280
## 26 8.526119 11.179589 8.394641 10.246730 9.894461 8.743726 9.099730
## 27 9.786886 9.467166 11.071361 9.058945 9.763273 7.856541 9.755970
## 28 8.847285 12.733756 9.945974 11.460223 9.119195 10.294201 9.915383
## 29 11.236013 10.672752 9.810871 9.884601 10.571983 9.829721 10.304089
## 30 11.340205 9.721652 9.554525 7.996168 8.709290 11.688974 9.186458
## 31 9.174697 7.712918 9.490815 9.108623 10.556578 10.387133 10.840736
## 32 9.603320 9.604086 10.078380 11.629826 10.244515 11.125324 8.071052
## 33 9.297848 8.565396 9.282066 9.666566 9.583980 9.517556 8.528135
## 34 10.454248 8.434725 9.509702 10.918952 10.472232 9.593453 9.668287
## 35 11.260883 11.087032 10.014534 9.605686 9.616557 10.657044 9.978856
## 36 11.181283 9.843904 10.857207 10.209602 11.607205 11.032499 11.004266
## 37 9.660511 10.293203 11.500988 10.417268 9.895591 8.642967 10.440565
## 38 8.747740 9.479868 11.288994 10.410502 10.672609 10.280063 10.452978
## 39 8.704375 11.452427 11.898750 9.864087 9.243840 11.600943 9.739231
## 40 9.939308 8.957310 9.084736 9.746416 12.778086 9.545041 10.508712
## 41 11.315897 8.388487 9.453579 8.986446 10.417404 9.341232 8.613984
## 42 10.728061 10.618717 11.611175 9.442051 8.874750 9.618294 9.567833
## 43 9.913390 10.084015 8.553069 10.061900 9.770232 11.315401 7.821969
## 44 11.206270 6.807826 10.449412 9.671915 11.238410 9.116338 10.005273
## 45 10.139494 8.899724 9.315565 9.489191 10.669986 10.071986 11.999154
## 46 10.820331 11.292454 9.132602 11.648680 11.068031 10.483797 11.779212
## 47 10.203477 8.297412 9.605637 11.067323 9.794935 9.695124 10.461702
## 48 8.835728 10.126337 11.551784 10.683864 11.707778 11.194055 10.806666
## 49 9.987334 8.433730 11.775450 10.567704 11.096994 8.967304 9.822306
## 50 9.353177 9.387859 8.545010 9.818639 10.174031 11.322389 8.659665
## 51 8.202705 8.028758 9.564409 10.577156 10.271561 9.771432 9.452780
## 52 8.811476 9.850688 9.966627 9.023310 10.647276 10.210328 12.039645
## 53 9.796358 9.371232 10.582579 9.855628 9.458841 11.114686 9.654989
## 54 10.078339 10.197964 10.140270 10.828249 10.360717 8.575907 10.246570
## 55 10.294250 8.778880 9.800583 11.112977 10.405835 11.330751 9.516340
## 56 9.853195 9.687458 9.287760 9.662294 11.047546 11.398317 9.285415
## 57 12.609835 10.268357 10.046121 9.021795 11.033383 9.658202 10.296184
## 58 9.427076 8.482531 9.489441 9.043992 10.353121 11.294790 9.734817
## 59 9.776291 10.630677 9.943137 11.442000 9.714913 10.489631 10.014315
## 60 9.976651 9.252412 10.596316 11.589067 9.154322 10.381644 7.807743
## 61 9.404782 9.277615 10.491751 10.453626 9.751902 10.094603 10.232880
## 62 9.010349 9.027558 10.556072 10.866183 10.057673 10.568960 7.522774
## 63 10.871782 9.832049 10.430954 10.404836 10.978445 10.237640 10.378310
## 64 9.540235 10.983083 10.281889 9.562295 9.653119 9.433071 11.131538
## 65 9.867334 10.525541 8.676908 10.480452 9.396767 11.248646 8.924588
## 66 9.495093 9.483712 9.208467 9.610675 11.594093 9.453376 12.179322
## 67 9.637094 11.011915 9.502995 10.898269 10.879024 11.415401 8.475124
## 68 10.211340 10.023016 8.629319 11.930772 10.798186 10.323314 9.016722
## 69 11.670508 9.490252 9.252170 10.794673 9.911742 8.796600 10.134789
## 70 12.086814 8.467239 11.764760 9.201880 8.829494 9.878215 9.425027
## 71 9.062963 9.031685 10.739556 11.704185 9.749055 11.153088 8.314751
## 72 10.516576 9.052076 10.576744 9.472063 11.008154 10.217528 9.937507
## 73 9.479917 10.446095 8.703039 9.067317 11.481152 9.261583 9.357804
## 74 9.099403 11.216008 10.044551 10.884488 8.535158 8.568666 10.589379
## 75 10.616739 9.879072 7.856610 11.548270 8.793684 9.582190 10.261605
## 76 9.713719 9.812616 9.936615 10.561106 12.020323 11.010720 9.243552
## 77 9.599661 10.389345 9.931633 10.017935 9.321286 11.416352 10.936706
## 78 9.912114 9.176048 8.418896 9.861169 9.915974 10.185534 8.704779
## 79 10.223589 10.639380 11.189143 9.554770 11.626435 10.893696 9.427931
## 80 9.376053 10.394323 7.984514 12.261616 8.583447 9.968796 10.935141
## 81 10.224991 9.421691 10.159639 10.084098 10.482096 10.610957 10.271495
## 82 8.988135 10.170459 10.486530 10.181386 8.850613 10.340529 10.306254
## 83 10.003998 9.310589 10.654876 8.883548 9.707603 10.507140 8.640560
## 84 10.645889 9.829785 10.524929 11.149396 9.036676 9.824925 9.576909
## 85 10.944123 11.684185 10.994309 9.959059 10.873225 10.616913 11.564978
## 86 10.155441 9.210383 8.139580 10.782678 8.330333 10.132016 10.421310
## 87 11.078160 8.523106 12.058997 10.407892 9.507362 9.365808 6.937685
## 88 9.428520 8.298640 9.060954 8.858825 10.850015 10.697220 10.507480
## 89 11.223737 9.823164 9.400091 8.681791 10.592973 11.780599 10.351962
## 90 11.331945 10.311917 10.771432 10.412473 10.174066 11.057005 8.462841
## 91 8.566181 9.406823 9.814090 11.173170 10.605497 8.883907 10.077476
## 92 10.324600 11.360664 10.928129 9.401012 11.641165 10.561877 10.483396
## 93 9.654151 7.747783 10.873584 11.351369 11.071675 11.640556 10.535921
## 94 9.886965 10.585391 9.317126 9.431405 11.097153 8.854124 10.080538
## 95 9.312429 8.970694 9.311424 8.992156 9.574470 9.783468 9.120897
## 96 12.193828 10.347660 9.045443 11.222196 10.521308 8.056758 10.062380
## 97 9.744762 10.695201 8.565044 10.162673 9.794333 12.230214 10.462302
## 98 8.820168 10.459283 10.136149 9.476115 11.951319 11.384873 9.045117
## 99 9.723230 10.674314 6.971530 9.225878 9.923130 8.331688 7.606923
## 100 9.907312 11.506166 10.322661 7.482844 8.524092 10.413761 9.009871
## 101 8.781842 10.205248 11.046709 10.895239 9.449335 10.700989 11.626347
## 102 11.209154 10.433471 9.172432 10.444117 11.063409 9.736461 10.029134
## 103 11.638537 10.828013 10.501092 9.552537 10.558265 9.330730 8.126961
## 104 10.479816 11.070195 10.332721 10.437833 10.797865 9.343401 11.213633
## 105 10.913939 11.270844 11.834875 9.366821 11.868407 8.438398 8.493371
## 106 9.201035 8.815203 10.644054 10.862490 9.053800 9.002469 8.118368
## 107 10.178960 10.899982 10.422638 9.474737 9.706843 10.164460 9.694066
## 108 8.883556 11.279094 9.985626 9.964291 10.698187 9.999280 8.622907
## 109 10.004100 10.557188 8.921485 9.684985 11.122151 8.215369 10.454490
## 110 9.371740 10.761117 8.226775 10.423295 11.780598 11.107172 9.331541
## 111 9.109876 10.479240 11.091366 10.738322 10.412374 10.033111 8.686497
## 112 10.351052 9.841405 10.055804 10.910429 8.858447 8.644259 11.247822
## 113 10.213152 8.234467 9.589129 9.460808 9.064968 10.709113 9.604909
## 114 9.030235 12.902493 9.074145 10.490049 10.913810 9.841521 10.959291
## 115 11.197897 11.775345 9.296034 10.339403 7.460174 9.465466 8.054874
## 116 9.917143 10.307538 8.378964 9.957842 10.070239 11.484999 10.167083
## 117 10.580084 10.250218 7.823798 8.739998 8.564511 8.477774 11.180831
## 118 8.974996 8.227256 8.422558 10.747560 9.419197 10.420698 9.859435
## 119 10.656210 11.301977 10.614585 10.785582 10.289361 10.296496 9.420655
## 120 11.788943 9.603118 11.570602 9.850108 9.809040 10.916557 9.588852
## 121 10.142153 9.990991 9.735195 8.847862 10.225104 10.876627 10.059011
## 122 8.897623 8.431016 11.559994 9.481892 11.658307 10.481563 8.900666
## 123 8.671961 9.424282 10.296988 10.904586 10.328776 11.885515 9.552990
## 124 11.214928 10.178891 10.772880 11.009475 9.074960 9.013309 10.338989
## 125 8.816677 11.018764 10.178687 10.826489 8.395863 9.684578 10.700337
## 126 7.800290 9.532279 10.205408 11.168637 10.487689 10.842646 10.911296
## 127 9.235843 9.515587 10.445406 10.006644 9.751257 10.204920 10.522545
## 128 7.946302 10.194505 10.463673 9.707780 10.641574 8.148016 9.555190
## 129 11.112071 11.383498 10.928110 11.478923 10.601156 11.168713 9.778848
## 130 10.230833 8.845121 9.920363 10.524859 9.195570 11.233418 9.896474
## 131 9.827378 8.977870 10.081673 10.009221 10.942751 9.881818 10.805838
## 132 8.743285 8.166539 10.644591 9.584661 10.075187 9.820483 9.701951
## 133 8.228294 10.230387 9.670447 10.184937 11.193025 10.263029 9.752609
## 134 10.782253 9.923473 10.403512 10.135089 9.628528 8.208222 11.194177
## 135 9.547744 9.349829 9.353433 10.687606 8.286869 9.311399 8.835781
## 136 10.897349 9.678311 10.421017 9.954279 11.068929 8.839004 10.007393
## 137 8.659608 10.861725 11.661914 13.170527 9.854742 11.201471 11.312096
## 138 10.347810 9.399870 8.212473 11.485238 11.547492 10.595527 11.405156
## 139 10.106822 10.035833 9.854555 11.714196 8.646947 9.297410 10.069152
## 140 11.137995 10.128672 9.961431 8.848182 9.355435 9.377561 11.265437
## 141 9.608599 10.699037 9.666094 10.779287 9.421563 11.226673 11.938757
## 142 9.533247 10.886759 10.956296 10.221329 9.796703 10.100640 7.973802
## 143 7.895713 9.524006 10.348890 11.499515 10.495448 10.659166 9.764272
## 144 11.064118 9.448183 12.407839 9.606778 10.678102 8.558180 9.813949
## 145 11.011471 11.550544 10.659445 8.388193 9.573867 11.286155 11.319958
## 146 10.719494 9.228909 10.651986 7.676164 9.463466 9.635229 10.175057
## 147 9.727582 10.362095 9.430937 9.995585 10.845947 11.074379 10.921618
## 148 10.688278 11.184598 8.408965 7.971680 10.688271 8.701044 8.262110
## 149 11.118412 8.521971 10.153925 10.817302 10.254472 9.534881 9.897542
## 150 10.249137 10.985956 9.849646 10.392168 10.002778 11.594937 10.227433
## X49 X50 X51 X52 X53 X54 X56
## 1 11.009540 9.692971 10.156508 10.060867 10.773303 8.788088 10.036262
## 2 9.373855 10.536880 10.327020 10.625607 8.741715 8.463004 9.682896
## 3 11.235104 10.590579 11.800985 9.540169 8.196428 9.509045 11.227909
## 4 10.809445 12.475096 10.716902 10.398988 8.234282 9.849353 11.863272
## 5 11.064830 10.454465 9.680797 9.495277 9.498117 12.170379 9.582764
## 6 9.771382 11.152252 8.805794 11.094977 10.751115 8.496592 12.841110
## 7 10.467766 9.133586 9.824921 10.986451 9.231956 7.827267 8.975708
## 8 8.969507 8.741053 9.396703 8.866039 10.686004 10.663978 8.922685
## 9 10.381085 8.416524 8.930424 10.787390 8.029519 9.997285 10.691538
## 10 10.100651 10.549856 8.865345 12.200308 9.224550 9.323027 9.748493
## 11 10.072774 12.252721 10.698861 9.009692 11.039225 11.783532 9.816404
## 12 11.205090 9.298060 9.345342 10.082604 10.235405 10.021195 8.408605
## 13 9.017127 9.113811 10.233948 11.287527 10.347369 10.311467 9.641711
## 14 9.733327 9.975107 10.909417 10.171148 10.189126 9.458553 11.770870
## 15 9.067134 8.806821 11.663184 9.597389 9.084205 10.979931 8.794903
## 16 9.913208 8.679488 9.148471 9.335919 8.856410 9.256179 10.930952
## 17 8.984794 8.681240 9.143270 8.991461 11.177570 10.694547 9.364914
## 18 8.899900 10.285101 8.375433 10.933519 10.655299 11.184393 9.664715
## 19 9.058082 9.314990 10.365938 9.175002 8.055219 9.320206 10.186238
## 20 9.510250 10.855097 10.467476 9.440021 9.782786 11.171030 10.186202
## 21 9.900749 11.897738 8.057354 8.685021 9.155434 11.745761 10.079208
## 22 9.243861 9.234360 11.136194 12.434852 8.072495 10.459576 9.280504
## 23 10.003265 9.359912 10.456076 8.403265 11.112622 10.487643 10.315350
## 24 8.619784 11.648728 11.563240 8.969029 8.092945 10.401666 9.911146
## 25 9.270773 10.092236 11.012087 10.721240 10.045919 10.061946 9.762238
## 26 8.944347 11.046900 8.860585 10.604491 11.046305 8.383754 11.156426
## 27 8.888962 10.508363 10.322961 8.129937 9.722174 9.779837 7.365554
## 28 9.199982 9.627395 9.362507 8.319750 10.409591 9.791697 12.381984
## 29 11.116082 9.034928 11.294578 9.816205 10.905887 9.127341 10.721595
## 30 8.362192 9.345477 10.815868 11.006762 8.548825 8.453578 10.461848
## 31 10.129089 11.934668 9.381624 9.267145 11.105322 9.983522 9.849126
## 32 10.899986 9.958581 12.063600 10.193131 9.664644 10.533878 9.499458
## 33 10.374202 9.907612 8.481021 10.927898 10.393195 10.967036 9.574102
## 34 10.373878 10.279231 10.654416 9.500257 7.874612 10.160271 10.185963
## 35 8.448045 10.307982 9.103638 10.664631 9.737143 9.868983 9.783938
## 36 10.339818 8.379655 10.148460 10.489545 9.896096 11.514733 7.719688
## 37 10.270878 9.844175 9.071476 8.605912 10.454903 9.284459 9.852580
## 38 9.811723 10.271056 10.091992 10.176803 11.421253 10.636807 8.793211
## 39 9.192670 8.504789 8.676451 10.307071 9.230870 9.677621 10.227173
## 40 9.270906 10.262731 9.516728 10.132561 9.486741 9.656541 9.634028
## 41 11.038387 11.743941 10.117636 8.193434 10.312383 10.042949 10.381123
## 42 10.216242 9.242552 11.111854 9.014456 9.753993 11.840401 11.310255
## 43 8.631016 9.374340 9.507891 11.390787 8.953620 11.253053 7.076402
## 44 10.489573 11.311828 11.974468 9.427016 7.939753 9.950952 9.411270
## 45 9.399925 10.111149 9.746764 11.211116 12.249456 10.153219 9.943202
## 46 10.494073 9.238336 9.232533 8.679302 9.598233 10.955614 9.828200
## 47 8.254820 9.977823 8.323356 10.586362 9.908415 8.365751 11.521378
## 48 7.923706 10.827958 9.756369 11.249628 10.974513 9.490805 8.705377
## 49 11.702374 10.527991 8.639688 9.414101 10.282017 10.288814 8.593770
## 50 8.979081 8.429935 11.069816 10.028030 8.946571 10.647759 9.614210
## 51 9.479980 10.137698 11.224503 10.461627 10.463432 10.527206 8.999078
## 52 9.105725 10.368247 11.745755 9.851640 8.805903 10.718506 10.666033
## 53 10.193959 10.054743 9.206423 9.047784 8.411933 9.913874 10.534244
## 54 10.876871 9.663505 12.183938 11.277432 9.903501 10.048902 10.972781
## 55 10.186870 10.168904 9.344935 10.597765 9.744656 10.337298 10.897164
## 56 11.143248 11.086138 10.877673 10.699294 10.645470 10.279199 9.310357
## 57 9.092403 9.057549 9.992454 9.989878 11.339909 8.984505 10.675215
## 58 9.064728 8.821352 10.914481 11.497113 9.055493 10.512353 10.735922
## 59 9.847155 9.174747 10.980560 10.478034 9.083230 9.567271 8.611259
## 60 9.138270 10.124389 10.109911 9.089711 10.525483 10.862351 9.306001
## 61 8.317324 10.693777 10.848008 10.549756 11.054312 9.138276 9.719360
## 62 10.367091 9.885116 8.081230 10.038191 11.185251 9.980319 9.141034
## 63 8.817696 11.476550 11.315043 9.129748 12.473593 9.263969 9.858689
## 64 10.208653 10.062139 9.717025 8.542659 11.444768 9.197704 10.532285
## 65 12.403067 10.610516 9.847478 11.479355 9.424417 7.807762 9.240648
## 66 11.227504 11.864601 9.701281 10.513564 10.769622 9.482813 9.494045
## 67 10.829906 10.999837 10.206347 8.950727 12.418848 11.385630 10.832914
## 68 8.850707 9.983366 10.309472 11.698107 9.259876 9.697128 10.060926
## 69 9.955066 10.083950 10.973737 11.625642 11.504768 10.087627 9.130535
## 70 8.066816 8.482947 8.177354 9.868578 12.247662 9.549785 9.797432
## 71 10.497817 10.650662 10.911897 10.118585 9.239650 9.837258 10.741908
## 72 10.346450 9.885503 8.717287 8.208624 9.265650 10.191275 9.782217
## 73 10.909072 10.682190 10.356561 10.962339 9.732800 8.915572 11.760727
## 74 9.633923 10.909174 10.435087 9.734962 10.708679 11.136687 10.295847
## 75 10.403656 9.018188 11.495070 9.936351 10.695234 13.118175 9.837097
## 76 11.001990 8.948425 9.869004 11.724553 10.216290 9.000947 8.434461
## 77 9.080633 9.644672 9.550761 10.526052 9.415992 11.181415 9.172756
## 78 8.244384 8.709935 8.773691 9.947925 10.704921 8.150002 10.527564
## 79 11.364871 11.160790 9.721428 10.223002 8.964192 10.685200 10.687427
## 80 9.770030 11.123942 10.275113 11.839881 9.422988 10.535303 9.599027
## 81 10.722483 10.210268 11.890904 9.977327 9.513083 10.993291 11.804661
## 82 11.239721 12.538458 10.866010 10.048237 10.960860 9.759929 10.610959
## 83 11.267816 9.895564 9.651710 9.810022 11.067463 11.007689 10.181166
## 84 9.497168 10.350247 9.333744 10.218946 9.451923 10.641422 9.092425
## 85 11.443841 9.671352 10.916163 10.258483 9.449168 9.531618 8.936235
## 86 8.787964 10.219092 10.813954 8.573366 9.099876 8.950694 10.407295
## 87 9.131826 10.418443 9.833871 9.605894 10.563738 8.384703 9.217628
## 88 10.616947 10.235455 10.134371 9.335250 9.730669 9.378632 10.765215
## 89 9.150874 10.338644 8.497433 10.440426 11.992102 10.373434 10.550003
## 90 10.561288 9.815078 8.958661 10.789107 9.627673 9.556708 8.374341
## 91 11.972381 11.483419 10.903797 8.786523 10.432022 10.392220 10.352590
## 92 10.013501 10.939028 10.320064 10.996576 7.630184 8.998477 8.533981
## 93 8.872938 8.355154 9.697194 11.526505 9.319445 8.668934 11.549011
## 94 9.896045 9.119592 9.896559 9.269741 7.744379 10.259164 12.277720
## 95 9.993683 8.841150 10.387320 9.482737 7.945970 10.931772 11.226004
## 96 11.061770 11.224494 9.688106 10.437679 10.268642 10.398795 8.972454
## 97 10.223081 10.384899 10.796644 10.818043 9.297704 9.963923 7.921012
## 98 9.291453 9.916023 7.412781 10.286294 10.401072 9.595136 11.056776
## 99 11.027859 12.181967 10.540938 9.102631 10.743928 10.032800 8.898692
## 100 10.800818 8.103592 9.104591 9.718166 10.025533 10.496129 9.460773
## 101 11.382810 9.972230 9.362054 10.588690 9.293355 10.311003 9.919717
## 102 9.692863 9.420288 8.597643 10.957714 10.526942 10.744362 9.369094
## 103 11.170474 8.843005 10.500945 10.638685 9.321880 10.952169 8.794866
## 104 9.724900 11.628132 9.184929 9.516010 12.529350 11.637287 7.851159
## 105 8.827136 10.996652 10.282635 8.347207 10.673953 9.340679 9.225790
## 106 9.307285 8.687252 10.105217 10.572924 10.589357 11.236715 10.689919
## 107 10.157038 10.198238 9.664441 11.001383 9.203923 9.196458 8.431178
## 108 8.453139 10.369735 9.231382 8.778200 11.283331 12.032089 9.274389
## 109 10.462104 11.475351 10.867593 8.281048 8.127552 10.345395 10.732231
## 110 10.891298 10.472528 9.423138 10.094497 9.858238 10.237696 9.187039
## 111 9.467782 10.975584 8.599894 10.159579 9.941937 8.883096 11.868200
## 112 11.618817 10.866131 9.315588 9.158966 8.675888 10.166317 7.358042
## 113 11.571188 10.501548 9.252515 10.146039 11.160965 12.053744 9.633415
## 114 9.439982 8.677997 9.265811 12.081714 8.770977 12.020014 9.238976
## 115 10.644450 10.498952 9.487876 10.092611 9.655725 10.748099 9.957215
## 116 9.488823 9.103202 8.004641 11.035667 11.095805 10.814080 9.665154
## 117 10.908005 10.244536 10.767742 10.010418 9.597581 8.012760 11.856660
## 118 8.951691 10.201980 9.348313 7.548481 10.290622 9.773412 9.240299
## 119 12.657890 10.876134 9.758890 10.323748 9.411842 9.805829 11.595516
## 120 9.432625 9.622134 9.464873 10.036198 9.682738 10.973404 9.977954
## 121 9.520799 10.381347 11.978975 8.752817 8.169068 9.297848 9.538185
## 122 10.806426 10.151705 8.356253 8.687550 9.547562 9.091333 10.997883
## 123 9.776803 10.147117 8.563745 9.257263 10.496264 11.012947 9.211138
## 124 11.431720 10.705863 9.862119 9.285207 8.554280 7.680030 8.907648
## 125 9.779354 10.306582 10.759741 8.799179 9.024170 10.439228 9.127332
## 126 10.979801 7.721580 10.383045 11.591886 10.397633 7.077495 10.070782
## 127 10.382505 11.102794 11.160971 9.322191 8.311672 10.263999 7.913195
## 128 11.450617 9.103112 10.095717 10.207067 9.139651 8.014867 9.941489
## 129 10.949763 9.524096 12.922253 7.862242 11.129624 11.945346 9.391261
## 130 11.808955 10.661629 9.714756 10.033123 9.308597 10.227596 10.491052
## 131 9.091349 11.057164 9.356698 7.466029 11.034936 9.758420 10.020003
## 132 10.051367 10.780353 9.108048 11.212677 9.827076 9.812330 9.141528
## 133 8.644007 11.593165 10.785975 9.247864 10.299282 9.072846 10.268011
## 134 10.827902 10.250958 10.162630 9.029058 9.533582 11.141685 12.438910
## 135 9.566178 9.535434 9.952412 10.233803 11.375299 10.989583 10.775908
## 136 10.270709 11.425184 11.735291 11.121434 8.777008 9.316411 10.564271
## 137 11.359194 9.293586 10.117585 10.889040 10.965792 9.492589 11.529907
## 138 10.588183 9.781561 9.880560 10.855485 8.866111 10.840644 9.433611
## 139 8.553448 9.545257 9.617705 9.354833 10.124686 9.298156 10.381251
## 140 11.496084 9.259199 8.965402 9.843233 10.680694 9.228599 10.758814
## 141 8.168041 11.348517 10.552560 10.774780 10.519393 9.124127 9.975830
## 142 9.672429 10.274350 8.566379 11.174026 11.982440 8.870574 11.377099
## 143 8.359816 10.056583 12.215516 10.188217 8.404561 8.670018 10.678320
## 144 11.535204 9.430622 11.167230 9.074086 11.441583 12.805150 9.687316
## 145 9.786632 10.794975 11.737760 8.904056 11.735218 8.469042 10.341710
## 146 8.295476 10.784526 11.537880 9.294619 9.971219 11.932852 10.520570
## 147 9.586849 9.012535 9.937717 11.208774 12.877262 8.910174 9.932289
## 148 9.965866 10.540569 10.613022 9.865123 10.693836 10.084461 9.896456
## 149 9.049995 10.856152 9.758059 9.329878 8.689889 9.626597 10.162102
## 150 11.540354 12.497714 10.583902 9.621748 10.792232 9.928510 9.570048
## X57 X58 X59 X60 X61 X62 X63
## 1 11.120408 9.772659 8.903685 9.622447 8.357617 10.643484 10.289043
## 2 11.112228 10.520361 9.546265 10.743970 10.265247 10.891195 9.619638
## 3 9.534206 9.776279 9.974675 9.388037 10.281989 9.878206 10.054633
## 4 9.706097 9.848494 10.584495 8.166090 10.014393 9.178586 7.868681
## 5 7.942178 10.844152 8.983631 10.994765 10.056240 10.727191 9.541317
## 6 11.580955 10.859453 10.519604 7.928578 9.322261 10.731995 9.403726
## 7 9.232266 10.609769 11.360710 11.941505 8.153931 9.683676 6.976183
## 8 9.701979 9.664780 10.008870 10.734028 9.406805 10.251294 8.706950
## 9 9.863260 9.068324 9.475177 11.081290 11.021342 10.566352 11.091334
## 10 9.479512 10.583033 10.484114 10.006409 10.510999 9.325339 9.065776
## 11 9.070670 11.721086 10.095077 11.532372 9.886128 8.866491 10.747317
## 12 10.189017 9.283339 10.946854 7.827809 8.430388 10.966795 10.455497
## 13 10.801333 11.830795 9.934813 9.835385 10.403460 9.233714 8.486874
## 14 10.008880 10.071929 8.733983 9.685375 10.383867 9.145325 9.239587
## 15 9.076394 10.962069 10.086088 8.900679 9.656519 7.919642 10.012243
## 16 9.935559 9.342148 11.185723 8.756191 10.248329 9.865338 8.722618
## 17 10.657152 10.422512 8.246343 9.467674 9.624555 11.037235 10.746797
## 18 10.941745 9.404362 10.690305 9.604307 10.357106 9.050918 10.588187
## 19 10.918347 9.020904 8.701028 10.409951 8.557815 9.899014 9.902639
## 20 10.219575 9.185314 10.329725 11.521155 7.826289 10.736271 9.783216
## 21 11.163054 9.663039 9.803729 11.354347 10.043867 8.052310 10.996006
## 22 10.286241 9.517461 8.813170 11.046321 9.697385 10.084745 9.678620
## 23 10.577114 10.573852 9.207582 10.420975 10.537887 9.273315 9.406428
## 24 8.797165 11.252343 8.953525 11.012205 8.781366 10.488531 10.165605
## 25 10.418408 9.424289 10.845133 10.669260 8.467300 11.338010 9.404536
## 26 10.130331 10.100461 10.546188 9.761657 9.194147 9.463811 11.124722
## 27 7.831817 11.047615 9.439231 9.230823 9.757567 11.359492 10.707695
## 28 8.994888 10.620676 9.566143 9.675603 9.535236 10.561144 8.629931
## 29 10.742752 10.270452 9.304557 10.035826 10.396915 10.327184 9.341145
## 30 7.221517 11.125835 8.796995 8.012413 9.190672 9.601863 10.863890
## 31 8.266759 8.825773 9.844019 8.355709 9.981039 9.341995 10.775753
## 32 10.724138 9.207625 10.287987 8.161518 10.045573 9.754149 10.390561
## 33 8.459288 8.537611 9.435194 10.825702 11.655245 8.478932 8.702710
## 34 11.845357 10.807640 9.806515 11.673509 9.043327 9.195090 11.198923
## 35 8.414534 10.384423 9.723243 11.255806 7.872579 7.770684 10.818897
## 36 10.442571 12.781574 9.127304 8.497167 11.211756 9.990741 10.062511
## 37 9.615200 11.232691 8.446501 12.021717 11.279270 10.748456 10.938656
## 38 10.199054 9.058329 9.746147 8.743587 10.539803 9.313032 11.642933
## 39 10.279428 10.781742 9.742738 10.648953 9.776041 10.286392 8.426431
## 40 10.199024 11.311792 9.934792 10.643105 10.115673 9.086034 10.188605
## 41 10.481998 9.342488 9.016828 9.724191 11.516774 10.337203 10.026627
## 42 9.713851 8.133529 10.065520 8.342933 9.881501 10.263221 10.957645
## 43 10.534552 10.881187 10.885804 10.406295 9.831683 10.005046 9.890719
## 44 11.034422 12.624246 10.002102 9.248676 10.101997 9.774169 9.827009
## 45 8.059516 11.313298 9.101528 9.173153 10.141849 9.317089 10.804284
## 46 10.235267 10.432803 9.621261 10.944639 9.378830 10.905633 9.496989
## 47 10.013048 11.085027 8.933921 9.714122 9.633882 10.154230 10.779908
## 48 9.637195 7.990639 10.811954 10.176631 11.009571 9.771698 9.326236
## 49 10.308834 9.986211 10.863249 10.547957 8.363080 11.442369 9.718772
## 50 9.729517 8.932002 10.684197 9.912498 8.301226 10.713451 9.453714
## 51 11.794969 9.568332 9.124588 8.931784 10.019655 9.537810 9.201431
## 52 10.437598 10.737072 9.175782 8.843789 11.735024 11.765054 10.458890
## 53 9.501659 8.906200 10.269878 11.045023 11.014472 8.724347 10.175719
## 54 10.024628 11.384689 10.067451 10.329728 9.917359 8.111845 8.043176
## 55 10.888109 8.436586 11.601086 8.793930 12.084094 9.266366 9.303285
## 56 11.418589 10.121502 8.215170 9.136987 10.216611 11.047879 8.469001
## 57 11.449759 8.204522 9.676417 11.712520 9.941046 10.909892 10.287478
## 58 11.031138 9.673790 11.571922 9.589997 8.044737 10.231020 9.612022
## 59 10.441523 8.496570 9.270771 9.987519 9.052286 9.875639 9.907032
## 60 10.537670 10.154385 8.884834 10.064082 8.431858 10.297383 9.199506
## 61 11.012511 9.464085 10.063654 8.802155 10.010117 10.616379 8.947753
## 62 11.159854 10.124170 9.151338 12.131933 9.629473 10.320070 8.944716
## 63 9.423942 10.355917 11.285147 9.622825 10.128222 9.673602 9.717089
## 64 10.930228 10.559413 9.659744 10.171415 9.105388 10.205831 10.688987
## 65 11.715023 10.449549 10.717306 9.378902 9.162025 10.470352 11.584388
## 66 7.330844 10.754542 8.357934 9.906809 7.934276 8.563762 10.202813
## 67 11.416456 9.245298 11.450452 9.272572 10.737489 10.374650 10.516365
## 68 9.980169 8.798508 11.245887 10.749150 9.308395 10.176948 9.327234
## 69 10.121991 8.722167 9.329182 11.054215 10.368291 8.534076 9.674281
## 70 12.778706 9.599068 10.499683 9.386422 9.352730 11.449813 10.069528
## 71 9.536186 10.497024 10.402889 10.355679 10.705643 10.474998 10.189054
## 72 10.337277 11.255059 11.333815 10.135085 9.112019 9.840478 10.307862
## 73 9.223432 10.320513 10.959459 9.603631 10.173702 8.723560 11.264920
## 74 8.634417 10.800161 8.858011 10.895299 7.330553 9.672120 10.582375
## 75 9.399555 9.824386 10.112866 9.825065 10.923565 9.638403 9.325069
## 76 9.707004 10.117585 9.453804 10.290545 11.881022 10.528058 10.880458
## 77 9.548838 9.881414 10.535602 9.833219 10.032531 9.932187 10.769396
## 78 9.987544 11.122234 10.612699 10.466792 10.068949 8.220095 10.257587
## 79 9.871047 10.874005 10.416568 10.259496 9.746308 10.431655 11.147674
## 80 10.677554 9.193737 9.579667 11.039724 9.983900 10.732320 9.304101
## 81 10.068728 10.073294 10.091502 10.045407 9.856269 11.527678 11.180733
## 82 9.482842 10.375748 8.691346 9.456923 9.244988 10.050140 10.937754
## 83 9.393345 10.539162 10.328853 10.223322 10.678529 9.882816 10.372435
## 84 9.331984 9.841267 10.685913 8.692431 10.591705 7.474949 10.446508
## 85 11.414889 10.407653 8.814575 10.570378 9.119170 10.269806 9.827438
## 86 8.941606 9.552339 10.685378 10.061309 8.986181 9.767082 11.311099
## 87 10.301907 10.381654 9.339190 11.425809 9.709804 9.728071 10.250952
## 88 10.446065 10.070846 9.660746 9.025041 11.556623 9.202751 10.248485
## 89 8.865360 10.125401 10.988535 10.446036 10.879954 9.137219 11.818293
## 90 10.122320 12.301898 10.751862 10.105005 11.423627 9.960116 11.112727
## 91 11.238554 11.600299 10.935560 10.789926 10.726000 8.793151 11.675213
## 92 8.892956 10.331472 8.665662 11.528660 9.876374 9.658823 8.619125
## 93 10.326501 9.487942 10.547172 8.537940 10.116592 10.650899 10.874555
## 94 11.735510 10.285510 9.774899 8.445755 10.609587 11.276494 8.575612
## 95 10.077634 9.038833 8.485740 10.295772 10.484744 11.713167 9.495018
## 96 9.258426 10.348746 10.047966 10.950256 8.367379 9.812826 9.259815
## 97 10.670904 9.719265 10.754635 11.392015 9.734120 11.450746 8.724935
## 98 9.140278 10.566970 10.980825 11.089306 8.067219 9.959558 10.518778
## 99 9.130586 9.126383 9.411093 10.311872 10.600525 10.016009 9.243558
## 100 10.369184 9.697258 11.588381 10.041601 9.551717 10.699214 12.272526
## 101 10.139825 7.936770 9.008667 9.416453 12.571786 9.026443 9.606107
## 102 8.938486 8.528932 9.874139 10.598681 8.835671 9.694413 8.837734
## 103 11.732012 11.551764 10.571647 9.257834 9.084505 10.056967 11.552622
## 104 9.723043 11.221977 10.788132 10.046377 10.588233 9.752218 9.733943
## 105 10.261390 9.220685 12.427156 10.530203 8.385131 12.189983 9.350806
## 106 8.922711 10.783031 11.609613 8.215822 10.426254 9.817680 11.554841
## 107 12.057890 9.017501 10.543108 10.720111 10.853841 10.263073 9.230935
## 108 9.424524 11.218285 10.149714 10.281541 8.284363 9.473721 7.952579
## 109 10.799177 9.470292 10.108254 10.378519 10.803817 10.525601 9.490216
## 110 12.098606 10.978966 11.358685 11.388723 8.344460 10.333456 10.550639
## 111 8.060522 8.589742 10.141877 9.659246 9.257245 10.450385 9.940594
## 112 9.902870 9.825352 10.899637 8.640094 11.350448 9.408382 9.760634
## 113 9.424510 11.003442 9.333308 9.522459 10.054386 10.674667 8.818664
## 114 10.528137 12.176575 11.249583 11.346866 12.907789 9.398869 10.482042
## 115 9.425057 10.160028 9.768733 9.983419 10.247658 10.782974 7.200115
## 116 9.416185 8.550327 10.910330 9.200198 8.597019 9.871269 8.339994
## 117 10.618349 8.349496 10.416385 9.743393 9.990901 9.525781 10.403076
## 118 11.920453 8.581965 10.559082 10.330896 10.059140 10.545555 10.177347
## 119 8.598764 8.629492 10.697350 11.111962 11.864793 10.820370 8.163979
## 120 11.179665 7.979141 9.233580 10.341507 8.406361 9.540181 10.398343
## 121 9.583090 10.088921 8.745073 9.947915 10.122431 9.743928 11.280474
## 122 8.847197 9.638767 8.575292 10.107051 8.558040 10.223222 9.884939
## 123 9.913893 9.243675 8.829332 11.697512 8.392523 10.230576 10.981090
## 124 10.119065 9.071013 9.809716 9.762702 10.017119 9.790475 12.639050
## 125 11.013913 10.335426 9.993559 10.281849 12.455886 8.774027 8.679745
## 126 10.127930 8.819228 9.890303 9.563399 10.066091 10.054067 11.282263
## 127 7.708921 10.484022 8.664093 10.156005 9.869201 10.741471 8.365423
## 128 9.446704 10.533266 10.258367 8.729014 8.583173 9.447114 9.790614
## 129 10.195059 9.068273 9.909016 9.873045 10.064305 9.042765 9.855353
## 130 10.726884 11.253771 10.991179 10.619607 8.810891 10.417999 9.794564
## 131 11.210688 10.846294 10.959359 8.811456 10.270085 8.612502 9.287942
## 132 11.683116 9.849316 9.038611 9.652432 11.297355 10.959242 9.364604
## 133 10.393464 12.017055 11.856879 12.966887 10.752835 10.507800 8.498027
## 134 10.262839 10.490513 9.668226 11.059698 9.182131 9.116913 10.741167
## 135 11.638671 10.472780 9.158810 9.075953 11.048284 9.159485 9.179854
## 136 11.310336 10.248000 8.781431 10.740501 9.514574 10.291550 9.623316
## 137 11.645273 10.422900 9.141085 10.668896 10.147436 9.255386 11.739155
## 138 8.085302 10.026445 11.992979 12.125060 9.990938 10.701580 9.614773
## 139 9.982968 9.388428 10.633210 9.879610 10.933078 7.412530 9.359531
## 140 9.149744 10.850018 11.867306 9.989133 8.184110 9.799633 9.111269
## 141 9.692024 9.349516 11.361750 11.059596 8.804096 7.702141 11.393932
## 142 9.076654 11.212693 10.931859 10.987274 11.682208 10.303815 9.471701
## 143 10.084554 10.230668 8.928162 10.611554 8.021441 8.881841 9.806433
## 144 10.418485 10.423855 10.522744 10.434047 10.321040 9.820281 10.342447
## 145 10.577478 8.770509 9.656558 9.810062 9.387973 10.000360 9.232268
## 146 10.439083 9.202814 11.076174 9.943793 10.924599 10.750091 8.486962
## 147 7.653544 8.821272 10.952568 9.509719 10.150536 10.262013 10.127457
## 148 9.586104 8.359135 9.713873 9.875367 9.377885 9.762702 10.261708
## 149 10.127326 8.976173 10.734588 10.170453 9.654737 9.695781 8.966009
## 150 11.169390 10.575525 11.701106 8.422360 10.583909 9.646572 9.092632
## X64 X65 X66 X67 X68 X69 X70
## 1 10.127095 8.810912 10.296002 8.750401 10.526239 12.163220 10.567229
## 2 10.929536 8.951614 10.165534 10.230340 10.479149 9.223895 11.093997
## 3 11.090271 10.057841 11.074527 11.226146 10.159213 10.062845 11.869900
## 4 11.514521 9.900224 10.163833 9.689888 10.492831 10.051316 11.687741
## 5 10.098345 10.237157 10.840024 8.952334 11.246234 10.738375 8.931746
## 6 9.033805 10.903034 9.937948 9.306555 9.743411 9.260735 8.552765
## 7 9.498935 11.742869 9.747465 9.280011 10.840148 11.251986 10.410303
## 8 12.191584 8.432542 10.127961 10.829081 10.549589 8.843241 10.123570
## 9 12.047005 8.923293 11.505022 7.875279 10.691956 10.141119 11.305421
## 10 11.214251 10.549765 9.591649 10.273934 10.027302 9.385345 9.102053
## 11 11.246084 10.231168 8.465033 10.335312 10.504284 10.043794 9.035190
## 12 9.307455 9.971215 10.219560 11.279594 10.019355 10.394526 8.989887
## 13 10.828314 9.115041 10.997594 10.976690 9.492478 10.466826 9.758716
## 14 11.461872 9.131052 9.392158 10.533966 8.411944 10.519718 10.289415
## 15 8.674767 10.330278 11.274493 9.598097 9.230994 9.491246 9.668408
## 16 12.696067 9.926849 8.776394 10.976703 10.136103 8.153642 10.827291
## 17 11.433822 8.969178 9.470534 10.694332 8.621876 10.695519 9.188541
## 18 12.574554 9.501236 8.922675 10.001907 9.705572 9.743026 10.362734
## 19 10.616721 11.364071 8.944301 10.186135 9.065725 10.167321 10.212498
## 20 10.189738 9.124814 7.622306 9.960532 8.794817 10.552904 10.473703
## 21 9.420921 10.181948 10.903995 11.007866 8.436428 10.189944 9.121800
## 22 10.021371 11.118264 9.845013 10.133481 10.339501 8.924799 8.280966
## 23 9.845945 9.053224 9.171800 7.928560 9.025671 10.739595 9.477148
## 24 10.351322 8.274388 6.776470 9.930174 10.808543 7.463445 9.273061
## 25 8.236103 8.314732 10.020258 9.391442 10.290476 10.123334 10.262585
## 26 10.928061 8.483854 10.422514 9.995356 11.246609 9.890445 9.673401
## 27 10.042714 10.125259 10.475727 12.063816 9.574526 9.580180 10.628295
## 28 9.414343 11.412307 11.137665 8.200870 9.204756 9.442153 8.192415
## 29 9.413649 10.473420 8.518987 11.957407 10.544719 11.229835 11.470955
## 30 11.498970 9.642567 10.154783 11.346170 10.150453 10.246618 7.610800
## 31 9.140979 9.931212 9.712469 8.944294 11.747874 9.371726 10.944199
## 32 11.304616 9.472524 9.749056 9.449157 10.018376 10.194096 8.539681
## 33 10.731612 10.304703 10.498024 8.776201 10.884462 9.873207 11.630024
## 34 12.652119 10.243011 9.419630 8.190404 11.338245 9.059777 10.550858
## 35 10.761171 8.306128 8.170859 9.713169 11.093495 9.294427 11.562342
## 36 11.540587 9.561215 8.926340 10.214026 10.583436 11.935565 10.778420
## 37 10.209542 10.989030 8.128169 10.106205 10.295818 9.840946 12.007263
## 38 9.735644 8.495971 7.858782 10.152365 9.873432 9.733535 10.027224
## 39 10.116386 8.563091 8.917754 10.531912 10.906387 11.391510 10.868355
## 40 12.647865 11.145890 11.174838 11.029800 8.558296 10.496192 10.731463
## 41 10.748526 9.796165 10.244303 9.879008 10.974015 10.459773 8.602470
## 42 10.839883 10.602371 10.006398 9.669946 10.619811 11.767456 10.785851
## 43 9.769561 10.139176 9.078696 10.544025 9.000173 8.375728 11.539615
## 44 9.976484 11.304312 10.466172 7.471898 9.679523 9.882508 10.353117
## 45 8.514219 9.894275 11.442330 9.416765 11.649441 10.784680 8.947577
## 46 8.764001 9.548846 10.462100 10.657797 8.224833 9.791632 10.153456
## 47 10.847854 10.118562 11.339751 9.472935 11.428691 9.066713 10.849802
## 48 9.913973 10.617192 11.340557 9.736548 9.291355 12.156877 9.802889
## 49 10.710777 8.830579 11.403157 9.110660 8.595450 11.089745 8.980036
## 50 9.584640 8.609671 11.363575 11.240939 10.786848 9.864730 8.803617
## 51 9.646434 9.382772 9.195746 10.426623 9.776882 10.865201 9.111063
## 52 10.630698 8.177765 8.683810 12.144927 9.250685 10.052104 10.040175
## 53 11.358938 12.560888 9.390974 11.030727 10.877459 9.400472 10.827023
## 54 9.535305 9.781721 10.040463 8.334487 10.137375 10.465601 10.813237
## 55 9.604415 9.725589 10.045300 10.856611 9.818274 10.335601 10.617238
## 56 9.598432 8.638777 8.653850 8.573604 9.975340 11.138660 10.632788
## 57 8.413853 8.896809 9.265570 9.489120 9.649975 8.649866 9.183762
## 58 9.135317 9.928662 9.221729 8.345201 11.379664 9.830063 11.726341
## 59 8.918436 8.562950 9.104989 8.447557 10.034961 8.574944 8.806467
## 60 9.969129 10.377034 8.555504 11.804603 9.043057 10.624568 10.020132
## 61 10.002966 10.108385 8.438286 11.028880 10.547605 10.708535 11.205495
## 62 10.450968 9.754896 8.818164 8.293344 12.022436 8.932102 9.215252
## 63 10.721212 10.881946 8.404326 10.191277 10.180404 11.108098 10.586068
## 64 8.902764 9.349739 10.931336 9.554262 10.063233 9.439016 10.072384
## 65 9.159204 9.835695 9.581089 11.391388 9.452435 10.291664 7.678694
## 66 8.618843 8.532934 9.547804 10.176381 8.578341 9.141699 9.815574
## 67 10.847525 9.005142 9.647776 10.445156 10.199816 9.708102 7.839554
## 68 11.512254 10.721493 8.637649 8.331765 8.775199 8.440129 9.920277
## 69 8.951774 10.202469 9.056688 10.266410 9.841987 9.303458 7.614032
## 70 10.004044 11.697588 10.466565 9.384863 9.076777 9.200409 9.839189
## 71 10.559570 10.175104 10.119498 10.647846 11.041138 9.211277 10.298784
## 72 8.760399 10.632486 10.245057 11.904488 9.630512 10.130257 11.997174
## 73 11.273716 10.581943 8.926617 12.357380 10.064953 10.219667 11.656658
## 74 9.719210 8.715794 11.712119 10.083353 8.018588 9.848812 11.597817
## 75 10.781584 11.323012 9.993631 7.977794 9.248754 9.480781 8.909593
## 76 9.526660 10.716665 9.193846 9.870917 11.757025 7.477510 11.017014
## 77 9.705980 8.901705 7.966995 10.209231 10.871875 10.246964 10.748078
## 78 11.434200 9.756064 10.752376 9.231770 10.739057 9.948115 7.969871
## 79 9.153143 9.947704 9.657060 11.516191 11.056731 9.820915 11.499538
## 80 10.807486 9.016522 10.146840 8.701586 10.493754 12.163408 9.628333
## 81 10.197902 9.916927 11.688924 8.790379 10.338465 11.486549 7.989859
## 82 8.436974 9.415794 8.701373 9.166054 10.118582 9.942378 8.875523
## 83 9.957874 8.824891 11.014188 8.409966 8.998301 7.426005 9.277891
## 84 8.981093 10.717819 9.876459 11.994484 10.438002 9.788967 8.563315
## 85 9.764657 10.173817 9.438787 10.918449 10.909890 10.117138 8.062824
## 86 9.957709 8.250440 9.851739 10.663933 9.023176 10.653987 9.210445
## 87 9.511291 11.312352 10.618957 10.715430 12.013388 10.018716 10.481922
## 88 9.341352 9.852441 11.299680 10.455964 11.133259 10.730569 11.499833
## 89 10.623679 9.014254 8.396386 10.238886 11.454468 9.322722 8.704408
## 90 9.956276 11.237834 12.660874 10.974560 10.417834 11.163037 9.051320
## 91 9.314372 11.450177 11.724991 9.933435 11.109750 8.326927 9.841310
## 92 9.544736 7.705211 10.015984 11.116548 9.415702 10.547253 10.655032
## 93 12.468622 10.103791 9.828961 9.809712 9.906092 10.127711 8.732386
## 94 10.373655 9.818703 8.255342 9.667838 10.569703 10.449890 9.446866
## 95 9.498773 10.505202 9.589718 12.147918 10.064803 10.207532 10.533707
## 96 10.771089 9.120753 9.940280 10.495663 8.373838 11.722595 10.610362
## 97 11.026475 9.318749 10.341605 10.022369 10.557148 10.017712 12.003184
## 98 9.800423 10.395498 10.650856 9.704323 9.053534 10.825445 9.458706
## 99 12.393392 10.328938 11.691112 11.350882 10.672344 9.476283 11.100680
## 100 9.034504 9.465687 7.809401 9.081121 9.983249 10.166845 9.897317
## 101 9.082860 8.551764 10.559953 10.279665 11.772961 7.957217 9.959156
## 102 9.294719 9.748336 11.447582 11.236849 8.953263 10.008779 10.420669
## 103 8.434547 10.323240 9.688560 10.389212 10.743316 10.512319 9.725854
## 104 9.838492 10.061529 10.852577 11.078233 11.853833 11.708302 8.411320
## 105 11.250866 11.602082 10.481896 9.239835 10.867036 9.125100 10.519773
## 106 9.828876 10.144811 8.382064 9.244811 10.831815 8.808636 8.077049
## 107 9.765531 9.119293 9.386816 11.249665 11.061965 9.429686 10.270019
## 108 9.332373 9.185308 9.565928 9.485390 8.283485 8.669507 9.542295
## 109 9.473431 9.968548 9.452100 9.353907 9.062798 10.824617 10.618176
## 110 10.894946 10.932842 9.688216 10.212965 11.466369 11.098489 9.463439
## 111 10.304403 9.184464 11.473871 10.734122 9.571869 9.835337 10.276191
## 112 9.868809 9.996932 10.246966 9.538130 10.664741 10.511391 11.194467
## 113 10.232351 8.149020 10.596413 10.405224 9.623845 12.183605 9.417393
## 114 7.506591 9.521786 9.693624 11.200001 9.542284 9.426133 10.118120
## 115 8.084409 10.064297 9.738465 9.954444 8.610388 8.994194 9.600640
## 116 9.401626 9.757876 9.761025 9.486661 10.427046 9.895400 9.848842
## 117 9.750738 9.564025 9.001523 9.816350 11.200789 8.975748 8.923284
## 118 11.680425 9.698418 9.775637 9.371087 10.526740 11.176348 8.841550
## 119 10.556933 10.208340 10.583547 9.516565 10.355616 10.648613 11.950953
## 120 7.752328 10.553806 9.557673 9.864343 9.087948 11.465663 12.120027
## 121 10.063313 8.898134 10.434329 8.811239 7.826788 9.543477 8.977450
## 122 10.720378 10.835551 9.435530 10.955392 10.517554 10.458351 9.892858
## 123 10.812518 11.634737 10.047603 10.725978 11.157713 9.384752 10.091863
## 124 8.949866 9.378323 10.322169 11.664315 10.666013 10.065729 9.406866
## 125 11.036939 10.239901 10.339517 10.404797 10.846615 9.215418 10.830483
## 126 9.221280 8.455579 10.222813 10.324559 11.526194 10.984373 9.612674
## 127 8.089507 9.393065 8.037446 9.552654 10.230390 10.832358 11.631518
## 128 9.711127 10.783517 11.579577 11.295832 10.747511 8.593189 9.869803
## 129 10.483339 9.365513 9.270108 9.777030 9.035071 10.061325 10.100880
## 130 10.570264 11.556027 11.946487 8.700848 9.922331 8.598699 8.873016
## 131 9.375150 9.632638 8.708443 9.339418 8.760285 10.376754 10.359781
## 132 11.625748 10.139126 9.443837 10.971193 9.678558 9.241176 11.774298
## 133 9.214060 9.724124 9.472211 10.809291 8.936559 8.812398 10.191069
## 134 9.390246 10.277591 10.213091 9.812074 9.172409 9.133764 11.915217
## 135 10.354054 9.582206 10.476077 10.515231 9.397818 9.630077 9.674632
## 136 9.626589 8.944302 10.447467 9.562156 8.581006 9.962440 10.755829
## 137 11.246913 9.334003 10.176970 10.910979 9.662962 9.605439 9.135328
## 138 11.468530 10.819748 9.892952 9.636048 10.623670 9.866439 10.708694
## 139 10.221701 9.189317 9.327139 9.291080 9.242745 10.642788 10.371833
## 140 8.583090 11.535314 10.223227 9.696780 10.655296 9.290448 8.009750
## 141 10.865587 9.017264 10.784015 10.489523 9.605428 10.423342 11.055904
## 142 11.269967 10.758317 10.727557 10.755290 10.414780 9.828132 9.843809
## 143 7.540585 9.767230 9.878442 10.791135 10.438005 9.601322 10.006455
## 144 10.420873 9.646019 9.215881 10.005500 9.091578 9.974584 10.345807
## 145 10.796361 10.235382 9.657801 9.865748 12.538157 11.086009 9.945745
## 146 10.495613 8.101310 9.434591 12.544114 9.985893 10.662149 10.157131
## 147 11.078879 10.563485 9.286900 10.026715 10.104422 9.606013 8.173126
## 148 8.108040 11.644496 10.373610 11.141703 9.052430 9.758765 8.541671
## 149 10.065464 9.712011 8.869613 11.724597 9.885337 12.514591 9.298294
## 150 9.982270 10.480577 10.951158 9.690000 9.653420 8.397669 11.096850
## X72 X73 X74 X75 X76 X77 X78
## 1 10.510718 10.707304 8.609502 11.428679 9.284662 10.660090 10.888687
## 2 8.480508 11.835308 8.930533 9.919978 7.693914 6.854091 10.921212
## 3 10.021560 9.605885 9.098824 11.497158 11.232190 8.992630 11.614012
## 4 8.892863 10.192522 10.869327 12.060432 9.577143 9.789672 10.162507
## 5 10.577834 10.119566 9.583520 10.727317 9.327203 9.958851 10.498590
## 6 9.244955 8.918819 10.575570 8.682211 9.542638 10.971578 9.536127
## 7 10.412373 10.769985 9.714492 10.718316 7.702725 9.602506 11.313711
## 8 10.311048 10.188746 9.925448 10.744162 9.609183 10.629133 9.358406
## 9 10.702997 8.925370 8.165961 10.957272 9.778987 7.877706 9.870593
## 10 7.848167 10.659831 9.101467 9.398734 9.536969 10.422021 9.633772
## 11 9.633075 9.173620 9.150787 10.081681 9.922178 9.265030 8.572702
## 12 9.369672 10.896136 10.889892 8.043911 8.877050 8.922337 11.511638
## 13 9.562832 10.879345 10.315767 10.425914 9.425046 9.256631 12.381007
## 14 9.803724 11.206125 10.564022 7.875452 10.207361 10.370172 10.064321
## 15 10.049759 9.818993 8.889158 10.044786 9.757350 10.321496 9.822215
## 16 9.025330 9.662948 9.665215 10.199546 8.472427 9.370082 10.617396
## 17 10.770878 8.632849 9.593119 12.896739 10.429453 10.349791 10.715922
## 18 10.515056 10.337031 10.693623 10.024045 10.551279 8.832378 9.240695
## 19 10.891271 10.316230 10.226914 8.154605 9.347150 9.317262 9.272073
## 20 9.605466 8.812033 10.229174 9.437159 10.806107 10.494482 11.094517
## 21 10.693972 10.343336 9.307760 9.302213 10.931011 9.891402 10.643864
## 22 10.697275 11.041619 10.256626 10.651023 9.953338 10.596686 10.167035
## 23 11.638623 11.784737 11.404977 8.271716 11.359967 11.042124 12.336977
## 24 8.685982 8.751293 9.036398 10.625373 10.034027 10.173608 9.310507
## 25 10.174049 8.352098 11.717370 10.744026 10.531963 11.353043 11.093819
## 26 9.066730 11.460190 11.111760 10.346859 10.677046 9.747866 10.495191
## 27 9.091170 11.083351 9.416979 9.604982 9.125765 11.306494 8.467159
## 28 9.616625 11.092660 8.173477 9.647547 8.268604 10.767965 11.659467
## 29 9.650849 8.496332 10.391034 9.141127 9.328604 10.588955 9.626891
## 30 10.002130 10.475201 10.476657 9.892496 11.259803 8.368198 10.720635
## 31 11.138619 10.293428 12.317713 10.359472 9.205963 13.672043 10.228544
## 32 11.029767 11.563421 10.065167 11.270343 10.517576 9.909310 11.652953
## 33 8.899757 8.203914 10.670237 11.005629 8.633917 8.166345 9.940160
## 34 10.874817 9.134010 12.436956 7.674465 10.194325 11.154040 9.604353
## 35 10.662952 10.615193 8.685013 8.914811 10.237133 11.604977 9.446231
## 36 11.086241 11.127639 11.035578 8.348022 9.408749 11.080255 10.345313
## 37 9.233337 11.123310 9.608282 10.001537 9.144621 10.249378 9.160296
## 38 11.565573 10.724304 8.969496 9.572693 8.950608 10.278046 11.068703
## 39 9.178250 8.401045 11.266754 10.437073 7.618193 9.709939 9.919593
## 40 9.635199 8.167030 9.707267 9.898419 8.605435 11.599387 9.210844
## 41 11.741280 10.437565 8.277503 9.947537 11.398636 9.450790 8.968794
## 42 7.507938 9.448894 9.769510 10.985989 10.085443 10.002431 8.821325
## 43 11.176046 10.688700 11.491581 7.704287 9.019117 9.411148 9.140086
## 44 9.600365 11.888735 10.188115 9.874640 11.884429 8.920604 9.836665
## 45 9.879572 8.357161 11.238009 12.245339 10.325609 10.304815 8.448842
## 46 10.918240 10.241311 8.244741 10.750171 10.553677 10.573029 10.652499
## 47 11.486216 10.160306 10.019717 8.553657 10.271383 10.360556 10.115371
## 48 11.095929 10.249257 10.102356 9.495469 9.414126 11.357861 9.467406
## 49 9.865150 9.716597 9.547101 10.276323 9.834271 9.361514 11.732289
## 50 10.875754 12.896307 10.544202 9.706597 8.571898 8.525888 9.428318
## 51 12.142129 9.770371 11.160723 8.310727 12.720848 11.345191 9.397521
## 52 10.850006 11.011552 10.495279 8.497224 9.921312 9.559497 9.688547
## 53 9.291690 8.736158 9.747133 9.894413 8.974522 10.176841 10.464851
## 54 11.353568 9.408545 10.338214 10.375947 8.632441 12.162579 9.300856
## 55 10.290480 11.895289 10.697689 9.951790 9.572985 11.250498 9.140296
## 56 11.120810 9.825929 10.724991 10.469094 10.865739 9.619016 10.233385
## 57 9.741733 9.202495 10.056344 10.879192 9.244068 7.526177 9.868537
## 58 8.714136 10.594098 10.067109 9.990709 7.779450 9.412566 10.326261
## 59 11.035036 8.263862 11.435513 9.488661 9.760192 9.959430 10.584505
## 60 8.243499 10.175268 12.080093 9.694635 9.840171 11.903994 10.687059
## 61 8.475561 11.695313 9.402811 10.013161 8.172073 10.659792 8.736401
## 62 9.406819 11.192075 8.681398 9.899455 10.882411 10.553158 9.247353
## 63 9.494559 11.931126 9.341306 10.328040 10.736037 9.168647 10.434359
## 64 9.532848 8.991793 8.437049 11.710273 8.750099 10.649080 11.380782
## 65 11.696100 9.702924 10.932567 9.827304 9.731930 9.816743 8.413864
## 66 8.264499 9.318025 9.316978 10.315639 11.210106 8.177363 9.996171
## 67 8.685502 9.999759 11.887578 9.530935 10.194627 9.363888 9.927163
## 68 8.493682 10.918940 10.227128 11.524342 10.133111 10.400338 11.289078
## 69 7.748910 8.873845 11.263845 11.191114 9.368151 8.312437 10.973854
## 70 10.597245 10.280635 11.557289 9.149726 9.602080 8.456593 11.544039
## 71 11.833770 11.431672 11.355651 10.927720 11.327588 11.530297 10.021307
## 72 10.922257 10.955717 9.347624 10.419625 10.708850 11.263108 9.066550
## 73 9.956817 10.213302 10.092002 10.692294 8.653578 9.765900 10.273205
## 74 10.791204 9.633261 8.661693 9.320003 7.850326 9.356866 11.330136
## 75 11.009095 12.009317 10.516927 9.904660 9.596290 8.697233 10.821633
## 76 8.120675 9.620065 14.095564 10.759285 11.756106 9.195037 9.839016
## 77 10.058999 10.186709 9.040223 10.062704 10.267891 10.573859 10.572293
## 78 9.901406 10.437677 10.513491 8.623714 9.774618 9.666348 8.709542
## 79 8.832983 10.392857 11.114914 9.599589 10.413245 10.853126 10.271336
## 80 9.190161 10.557496 9.621220 10.970389 9.923813 10.202590 9.924205
## 81 9.364730 8.236357 8.550916 10.968252 8.974338 11.099196 9.524893
## 82 10.142082 11.355433 11.100284 9.656503 9.803453 10.077694 7.799143
## 83 10.650872 10.101471 8.827822 10.748793 9.959955 9.569522 9.224657
## 84 10.368692 8.905194 9.189294 9.469632 8.140853 8.736036 10.558059
## 85 8.248647 9.147091 10.198015 11.204594 9.119063 9.922167 11.877707
## 86 9.687406 10.444522 9.564071 10.082527 11.995126 9.609929 9.225637
## 87 8.889402 9.478711 9.057111 11.276253 7.934720 11.051182 9.140022
## 88 8.099338 10.092643 8.371910 9.204711 8.720330 8.850454 10.092528
## 89 9.957351 9.361662 10.385139 8.345258 10.109521 10.278521 8.646544
## 90 10.690492 11.298699 9.549908 10.301842 10.600440 9.687361 11.583637
## 91 11.563737 9.522558 11.254787 8.742875 10.518019 8.853017 8.759655
## 92 10.478965 10.305334 9.643525 9.972693 8.324961 8.049240 10.873210
## 93 9.038272 9.411844 8.473580 9.574573 12.462942 9.980885 8.107235
## 94 9.477940 9.394843 9.948758 10.033590 10.590160 10.273430 8.923928
## 95 9.730365 10.764699 10.650311 11.411119 8.261520 10.278282 7.298045
## 96 9.289984 9.155835 8.618611 9.184986 11.369785 10.352405 11.882228
## 97 10.772052 11.173560 9.231171 9.835158 9.671217 9.574189 8.790285
## 98 9.647142 9.337640 8.867634 8.594353 7.785082 11.831635 10.644674
## 99 10.423137 12.077516 8.227984 11.089984 8.024353 7.560163 10.348685
## 100 10.030076 10.701137 10.214055 11.008195 10.151967 9.686996 11.853230
## 101 9.429064 11.623636 8.327038 9.768281 9.651807 10.246975 10.658084
## 102 10.692823 9.824468 8.515550 9.843411 9.252841 10.588611 10.240802
## 103 10.365731 10.794621 9.496073 9.600771 9.880043 10.206196 9.254537
## 104 9.057961 10.154796 10.492044 10.407419 9.160709 11.598105 8.999808
## 105 9.728519 11.602246 9.607525 10.354556 10.125107 11.095030 11.463767
## 106 10.091391 10.506676 8.903266 11.138238 10.715397 8.817071 8.183509
## 107 10.387112 8.562689 11.754748 9.755471 8.706163 10.772346 10.896348
## 108 9.183896 9.574466 10.733693 8.828088 9.112163 8.678900 9.677271
## 109 8.556499 8.985063 9.437225 11.345844 10.527633 12.264234 10.517093
## 110 9.521192 10.629330 9.960620 10.021625 9.015599 11.400987 7.630297
## 111 11.044862 10.169251 10.084162 10.188787 7.944159 11.640023 9.863555
## 112 11.098148 11.390851 9.517078 10.799075 10.380380 9.576233 9.517084
## 113 10.934514 8.892725 10.384336 9.238824 8.850186 9.801253 11.047698
## 114 9.336558 11.407817 10.828709 10.099791 10.530532 10.510394 9.329689
## 115 8.877003 10.932449 8.189704 10.843438 8.458142 9.638026 9.331416
## 116 11.086510 9.270316 11.649282 10.041984 11.936015 10.785460 10.481503
## 117 10.994438 9.990150 9.322708 9.111876 8.569272 11.262473 8.841806
## 118 11.264665 8.614965 9.913473 9.692615 8.734408 9.840214 9.452799
## 119 9.924263 9.834187 9.794699 9.212256 10.067157 10.827427 10.143869
## 120 10.150449 8.826434 10.582487 10.960486 10.031912 10.715019 8.811120
## 121 10.248811 7.996582 9.191990 9.502025 11.236439 9.680477 11.405364
## 122 11.482605 8.795910 9.880365 8.898402 10.565450 9.494847 10.547281
## 123 9.295893 10.299439 10.645252 9.863378 9.866918 9.409937 10.270374
## 124 10.408445 11.586497 10.226840 9.586675 9.187763 9.331744 11.298894
## 125 10.978662 10.619175 8.773370 8.389931 9.993427 10.604423 9.901562
## 126 9.139709 9.852220 11.036640 9.324786 11.385899 8.510761 9.095382
## 127 9.491764 10.399318 11.907514 9.522415 9.382847 11.122911 10.018861
## 128 9.809154 9.156192 10.979929 10.587151 10.782843 8.973754 11.302701
## 129 9.799324 9.109834 9.245868 9.962374 9.067640 8.918136 8.595440
## 130 8.249817 10.521657 10.801885 9.768743 12.160255 11.554770 9.452247
## 131 10.648451 9.296810 8.575248 9.552963 9.226034 10.160503 10.273245
## 132 10.912017 9.040380 10.355957 10.907778 9.907340 10.497817 8.749716
## 133 8.840496 10.446856 10.490894 9.266742 10.115240 9.406374 10.306627
## 134 10.760939 11.891247 10.669884 8.430060 10.138396 9.764612 9.275496
## 135 11.200595 11.332522 10.086747 9.739788 9.434473 10.309711 9.706329
## 136 9.038791 9.402624 10.163666 11.079758 11.029738 11.340500 9.315159
## 137 8.402914 9.348803 11.526169 11.417652 9.029308 9.960203 9.664330
## 138 10.166660 10.283131 10.969338 9.848449 9.797462 11.052290 8.921885
## 139 11.451401 12.520756 8.584831 9.285832 9.036384 10.004001 11.717636
## 140 7.042579 9.062833 10.876093 11.591784 8.956897 6.983677 9.120262
## 141 11.409934 9.360619 9.338349 10.611444 9.228250 8.838347 9.399137
## 142 9.895633 9.841161 8.946711 10.669501 8.932802 10.454167 8.467809
## 143 10.671490 10.288361 10.951403 11.038297 10.731272 10.693559 10.786797
## 144 8.540234 9.102332 8.785834 11.385874 9.781322 10.176157 9.428284
## 145 9.452723 10.490069 9.993932 12.221571 8.915409 9.920010 11.048802
## 146 9.624214 10.392396 8.742469 8.824435 11.142274 9.393646 7.924613
## 147 9.815494 8.713548 9.132473 9.632878 10.867225 8.465769 8.884689
## 148 7.839462 10.108750 11.690042 9.664614 9.882894 9.470433 11.801883
## 149 11.293000 8.570020 10.961704 11.900719 10.780655 9.510138 11.153125
## 150 8.765864 9.439331 10.217650 9.545718 9.295045 9.638898 8.683787
## X79 X80 X81 X82 X83 X85 X86
## 1 11.216205 10.882960 9.965597 8.612794 11.101093 10.560715 8.951448
## 2 9.617393 12.525699 9.078041 8.954110 10.336817 9.660718 9.289908
## 3 10.301284 7.986831 10.044900 10.362912 9.116910 9.364785 9.851237
## 4 11.162713 11.158193 11.841248 9.533205 10.522814 9.403217 10.288118
## 5 10.628769 10.778045 9.483709 9.850229 8.998328 8.852263 8.942728
## 6 9.448754 9.129934 10.179143 9.792822 11.084936 9.753475 9.985844
## 7 10.516087 10.748067 9.298297 9.057278 11.412185 10.942349 9.603103
## 8 9.090389 9.522241 10.368820 10.158596 10.129344 7.513851 11.245521
## 9 11.887705 10.334422 8.206035 10.447606 9.815240 11.438209 10.577755
## 10 10.844065 10.430946 10.135711 9.495004 9.218352 9.736273 10.681860
## 11 9.413073 11.635156 9.547084 11.668554 12.133532 9.925352 10.230727
## 12 9.702982 9.260426 11.188802 12.069182 9.395124 9.581403 7.730826
## 13 9.644160 10.117760 10.811787 10.873640 9.672076 11.640821 11.173621
## 14 9.923572 10.097249 10.121543 9.232657 9.591499 8.565573 9.769478
## 15 10.085853 10.539529 9.512843 10.007217 8.965952 10.272907 9.516823
## 16 8.505722 9.565917 9.225819 9.972491 10.257231 8.227295 9.274062
## 17 9.288287 9.388722 9.635623 8.705330 9.768772 10.026718 9.921256
## 18 9.113808 10.399949 9.922891 9.889303 9.662747 8.833454 9.056286
## 19 10.443497 9.660807 10.848053 11.803532 9.949553 10.214833 8.813904
## 20 8.707519 10.594093 8.817855 8.533823 11.077530 9.807086 9.980875
## 21 9.586931 10.167134 10.507072 10.122537 9.730631 9.783720 8.924728
## 22 10.407914 9.679096 9.992369 9.117627 10.047754 9.323091 10.121940
## 23 11.832254 9.205645 9.337625 8.443941 10.033503 9.277759 10.423407
## 24 11.635675 9.022248 10.219767 10.817967 8.785099 11.098741 9.007545
## 25 9.440185 10.749843 9.653117 8.160225 10.683141 7.910658 10.500220
## 26 9.593334 8.998787 10.870887 10.649206 9.260387 8.246748 9.339603
## 27 8.084125 10.503986 8.516263 10.697797 9.754378 9.103334 11.241331
## 28 10.369942 8.232907 10.879138 8.301029 9.511415 9.258366 10.513126
## 29 8.321806 7.687314 10.391550 9.411062 9.318166 9.513455 7.953973
## 30 8.432556 7.396685 10.140231 7.963346 9.853940 10.561949 10.666622
## 31 10.053013 9.156447 9.647853 10.194694 8.646469 6.705408 10.730368
## 32 10.170175 9.637208 9.291945 11.391278 10.879705 10.106104 9.846339
## 33 9.065931 9.997378 11.201674 8.998173 10.261826 10.490636 10.109450
## 34 8.900309 8.553299 8.163118 10.606664 9.635889 8.420034 10.017512
## 35 10.989376 8.533566 11.304758 10.374714 10.960744 9.452640 9.219657
## 36 9.695039 9.906214 9.872005 9.839765 10.828563 9.911528 9.961707
## 37 12.022018 9.805082 10.312538 9.050465 10.798427 10.047295 7.418889
## 38 10.592862 10.021417 11.227651 12.347695 9.841015 10.984739 9.682963
## 39 9.280624 11.888722 11.107745 9.862767 10.575866 10.398995 11.518469
## 40 9.304608 10.070156 10.512806 10.701455 9.740655 11.434149 10.184019
## 41 9.632308 10.568266 10.417408 10.254606 8.504655 10.299031 11.041240
## 42 11.366031 9.269644 11.034751 8.162801 9.184567 11.050242 9.315607
## 43 9.791860 9.673348 9.981868 9.796037 10.065849 11.599181 9.850711
## 44 9.961371 11.793641 10.258703 10.425318 10.637434 10.418046 10.044532
## 45 9.174703 10.232691 9.965953 9.764588 9.072931 9.069508 9.416486
## 46 10.199187 9.693190 10.281323 9.436710 10.286874 10.785484 8.285496
## 47 10.733577 10.062043 10.406534 10.314713 11.382346 9.077850 9.475716
## 48 10.134189 10.707512 9.229721 11.744111 9.604764 10.879534 9.591246
## 49 9.740088 8.904651 9.078218 9.670073 9.124462 9.877279 9.656179
## 50 10.173791 10.833146 10.203001 11.408519 9.729445 8.964612 10.425465
## 51 9.047246 8.775222 9.563413 9.568554 10.261909 8.929688 9.511095
## 52 8.834471 9.666168 10.538137 8.538246 8.450989 9.982562 12.560989
## 53 10.471663 11.696816 8.771079 9.401684 11.095649 10.232064 9.925100
## 54 9.175101 9.858267 10.238647 9.085561 8.699654 11.203544 9.569618
## 55 9.162221 10.949456 10.133999 9.126400 8.605594 11.832557 9.392399
## 56 9.848941 9.038356 10.371612 9.607374 7.486506 9.758429 10.274679
## 57 10.381762 10.738078 8.606807 10.065243 10.410805 8.481411 9.979336
## 58 10.397173 8.542145 10.024863 8.476705 9.838296 10.133328 9.637868
## 59 10.187911 9.483939 12.156585 10.829188 11.064239 9.726014 10.573751
## 60 11.750821 10.006861 11.438987 9.469340 13.425372 9.650911 10.610788
## 61 10.678694 10.669562 10.971944 9.924659 10.123912 9.978998 11.416362
## 62 9.323652 10.237837 9.556365 10.826384 9.904226 9.236039 8.826374
## 63 10.251423 11.176621 10.502730 10.711463 9.899319 10.058217 10.072066
## 64 9.318887 9.587793 10.739127 8.846905 9.483339 10.224500 11.148982
## 65 10.997558 9.213195 10.377137 9.739446 10.746561 9.693883 11.550949
## 66 10.584642 8.430486 10.157817 8.925226 10.111859 8.965059 8.692916
## 67 8.388749 10.425550 11.722175 9.087014 10.687880 10.242758 9.266451
## 68 9.796166 9.763047 9.335512 11.332635 9.337673 10.332796 10.168525
## 69 8.876253 10.387405 10.193290 9.842836 8.933079 8.714292 9.313264
## 70 8.500808 10.057131 10.049630 8.882560 9.835758 9.964838 9.803988
## 71 9.468932 10.730852 9.916271 10.272663 10.429412 10.373487 10.557180
## 72 8.571638 10.265043 8.112273 9.009361 11.919610 12.219868 10.119280
## 73 8.752495 10.093163 9.133442 10.449555 10.651944 11.801234 9.873510
## 74 10.627134 9.043826 9.060929 10.330017 9.724973 9.954949 11.256420
## 75 10.037268 10.817785 8.396876 10.632975 9.989619 8.827913 10.819726
## 76 10.202166 10.523387 9.624072 9.129972 10.524063 9.238824 9.803579
## 77 10.391667 9.381450 10.338048 8.419104 10.433966 11.406614 8.499593
## 78 9.283212 11.031333 10.276581 9.705396 9.565334 10.783841 8.682447
## 79 10.262617 9.022052 10.155397 10.790415 9.596981 9.919309 9.274072
## 80 7.285209 10.627288 10.142335 8.341793 8.574239 10.891270 10.931352
## 81 10.565757 9.969125 10.011224 11.985610 9.600877 7.805021 9.148321
## 82 9.874081 10.183338 9.219647 8.914253 9.623990 8.710399 10.825001
## 83 10.279023 9.480540 8.983643 8.085393 10.784731 8.398351 10.626594
## 84 9.914980 9.843639 10.236281 10.973545 9.159035 9.073811 11.157780
## 85 8.764247 9.365070 10.406804 10.930296 8.591032 10.461973 11.734409
## 86 11.498555 10.052833 9.469843 9.795442 9.549531 9.139305 9.454233
## 87 10.017197 10.519891 9.234524 8.216942 10.081773 9.078232 10.354282
## 88 8.722639 9.427576 9.582014 12.414197 10.327372 10.465082 8.894628
## 89 11.012249 10.061360 9.893583 11.619146 10.386316 10.951290 10.001509
## 90 10.791873 10.352210 9.730557 9.265603 10.406061 10.909983 9.560607
## 91 11.152998 10.537834 9.998751 11.550267 11.049829 9.710032 10.162927
## 92 9.894026 11.330659 10.948702 10.801020 10.937331 10.872555 11.137504
## 93 9.893614 10.643861 10.280878 9.776620 10.054394 8.434190 10.904362
## 94 9.914054 8.608572 9.987507 11.462449 9.678851 9.785896 11.582176
## 95 12.346450 9.465743 11.299731 8.187883 10.265624 9.250910 9.365081
## 96 11.490921 9.240867 9.827280 9.672538 9.284119 9.696940 10.659722
## 97 9.742019 8.311526 9.768071 10.391174 10.946354 9.492299 11.506829
## 98 9.042040 10.119298 10.246648 10.228624 9.356361 10.291833 10.370394
## 99 8.472239 10.039748 10.073660 9.834218 8.421239 9.331574 10.083096
## 100 9.061006 10.203504 7.579826 8.534916 9.662569 7.983668 8.867732
## 101 10.210520 10.399715 11.587125 9.721371 10.369191 8.874458 10.409114
## 102 9.549040 8.842269 10.033963 10.067291 10.504987 10.698561 7.891373
## 103 11.028717 8.824877 8.688413 9.920006 10.979638 8.876566 10.602494
## 104 9.442196 9.333736 9.991701 10.531267 9.576318 9.440118 9.448305
## 105 9.434188 10.588129 10.769224 9.509793 9.277031 11.063172 9.229724
## 106 10.683131 9.408647 10.385393 8.750741 9.469146 8.820993 10.363539
## 107 10.850132 11.521697 9.892125 8.096091 9.287641 11.233895 9.949638
## 108 10.709845 11.553104 9.654738 10.870199 10.053204 10.521645 10.609286
## 109 10.356767 8.990333 9.151076 11.063501 12.008969 9.933953 9.901396
## 110 10.978536 11.723544 9.899589 10.202888 9.715590 9.275482 9.876153
## 111 11.432011 8.594552 9.718606 11.476578 10.637360 10.168383 10.053722
## 112 8.854693 9.049715 10.427918 11.038511 9.937012 10.068855 9.503739
## 113 9.983145 10.340609 9.422554 9.929599 9.082620 9.366113 10.866527
## 114 10.314937 9.400328 11.014554 9.793524 11.515410 8.671443 10.449976
## 115 9.682438 8.035350 10.160248 9.070255 8.622966 9.877093 11.167766
## 116 9.429503 10.941271 7.833285 8.534439 9.793061 10.017414 11.140699
## 117 7.766313 11.244152 10.455387 9.457154 12.713894 10.290820 9.709315
## 118 8.181538 8.998220 10.821387 10.145386 9.361694 9.716722 8.753697
## 119 10.707293 10.242803 9.428835 9.917775 9.636175 9.509889 10.301146
## 120 10.063503 9.008714 8.838924 9.683552 10.513579 9.601499 11.875158
## 121 11.198320 11.382378 10.029232 10.049475 9.816207 10.192989 9.388742
## 122 13.280406 10.300451 10.322979 11.167457 9.889331 8.940897 11.899122
## 123 12.954219 11.906779 9.948672 10.612922 10.281881 10.157239 10.993496
## 124 10.580455 10.537391 9.844592 8.270025 9.831481 11.348265 10.064150
## 125 9.360294 9.178363 10.692504 10.604984 10.495521 9.830171 9.084745
## 126 9.028066 11.086594 8.348894 9.649720 10.075847 11.970553 9.571414
## 127 10.596482 9.993881 11.421306 9.117149 10.599757 9.780952 10.351137
## 128 8.182651 10.225198 10.713583 8.220962 10.320287 10.205908 10.926503
## 129 8.856434 11.406489 10.330922 10.407449 11.358839 8.532786 7.820620
## 130 9.970952 11.293461 11.677332 9.651994 9.312361 10.206653 8.776104
## 131 10.381984 9.211659 7.616595 10.689375 10.256753 11.408066 11.122768
## 132 10.899682 8.927896 11.026606 10.216381 9.989676 10.003947 9.528412
## 133 10.156290 8.868327 8.834397 11.552845 10.725479 8.406395 11.086541
## 134 9.619397 8.443709 9.866041 9.758793 8.449802 12.258547 10.456627
## 135 11.489881 10.426734 8.884538 10.831831 8.827748 8.884935 7.813475
## 136 10.959549 10.633456 10.601908 10.601560 11.638265 10.277018 10.438307
## 137 8.440544 9.613936 10.178640 8.906143 9.342976 10.283834 8.457126
## 138 8.261921 9.590807 10.377491 9.028104 10.355677 10.766085 9.710705
## 139 11.050611 10.686742 10.243135 11.154605 11.273515 11.411886 8.821950
## 140 7.720588 9.163825 10.127541 12.105444 10.938372 9.171963 9.471088
## 141 12.504081 8.317082 6.955862 9.610769 11.107831 9.772586 7.744824
## 142 10.889056 9.652074 7.730456 8.140451 10.999412 7.295697 10.025757
## 143 9.205771 10.199682 9.185938 10.787337 9.914254 11.264177 10.699984
## 144 10.088985 9.277762 8.730501 8.693188 9.499171 10.224107 9.193006
## 145 10.877905 9.361941 10.632150 9.612137 11.208338 9.296234 7.586893
## 146 10.584399 11.105086 9.355396 9.674182 8.666172 11.820824 10.566194
## 147 10.777479 9.055498 9.690070 10.591646 10.109312 8.773603 11.931498
## 148 9.897442 11.271849 11.101472 10.264825 9.711926 8.713138 11.283702
## 149 10.498533 10.284053 10.438860 9.560992 9.352303 11.016818 10.491752
## 150 9.189356 11.080669 8.495384 10.532275 10.236113 10.199823 10.091467
## X87 X89 X90 X91 X92 X93 X94
## 1 10.328693 9.106979 10.347054 9.592689 12.536270 11.846192 11.342137
## 2 9.520326 9.508371 10.375922 10.633892 10.582015 9.114874 9.417621
## 3 10.044901 8.724976 8.377395 11.435572 8.749340 10.480079 8.718033
## 4 10.881332 11.312501 10.628390 8.417579 9.051507 10.199778 8.582091
## 5 9.475179 10.202020 13.188606 9.884955 10.276040 7.787534 8.431339
## 6 8.553859 10.449291 10.815901 9.976245 10.969023 10.254789 10.925746
## 7 10.555624 8.447905 7.854387 9.189060 9.480210 10.913433 8.952903
## 8 9.650913 10.596004 10.340873 9.794216 9.946272 9.061331 10.429935
## 9 9.778452 8.768279 10.267117 9.544519 9.918700 10.398508 9.774293
## 10 9.334408 9.989346 11.414186 10.232800 9.803356 9.206970 10.335884
## 11 11.216451 10.285346 11.463778 8.530102 10.828696 10.079641 11.274154
## 12 11.362454 7.050405 9.256450 10.407265 8.760826 9.826281 10.595989
## 13 9.187228 12.413387 11.055045 10.824250 11.121355 10.205753 10.728309
## 14 8.685110 10.259407 8.292567 9.227208 9.311441 9.613009 10.925587
## 15 9.513124 9.245484 10.147719 8.916787 10.743569 10.724875 10.218577
## 16 8.737773 10.167834 9.745556 9.670941 10.239673 11.051935 9.753606
## 17 11.538450 11.288678 8.960218 10.268462 9.920663 9.887993 10.425582
## 18 9.812635 9.490230 9.802539 10.542274 9.605767 9.553938 9.075591
## 19 9.909832 10.587245 8.822888 10.072262 9.350210 11.133636 11.939012
## 20 8.920606 8.552580 9.362744 9.512347 7.362236 9.298983 10.354575
## 21 12.096774 10.609094 9.978013 9.264157 10.156878 8.657495 8.789564
## 22 9.052289 9.104649 9.384160 9.967919 8.797851 7.752219 11.078205
## 23 9.958674 9.918251 7.667781 9.672806 10.151126 9.132366 11.074541
## 24 10.076960 9.670343 9.189388 9.184988 10.971769 8.309397 10.936318
## 25 9.513041 9.795852 10.706495 12.850187 9.949219 11.145036 9.440255
## 26 8.592333 8.951513 12.147685 7.243806 8.491464 9.630579 9.996910
## 27 10.302889 10.621661 11.948986 8.452415 9.758733 10.141592 9.701775
## 28 8.616150 10.959971 8.710242 9.958289 9.100892 10.029082 10.669789
## 29 9.234127 10.653524 9.668091 10.570552 10.494441 8.193208 10.672873
## 30 10.008856 9.783924 9.858258 11.163412 10.134988 9.392551 8.990180
## 31 9.408688 9.443795 9.709145 8.100387 9.916557 10.836808 8.701361
## 32 10.325608 11.276705 9.946643 10.772277 9.690519 11.714567 12.465414
## 33 10.067723 8.939938 10.448350 9.124502 9.272167 11.024862 10.228696
## 34 10.974803 11.225346 8.834471 7.232504 11.888667 9.911572 10.676125
## 35 10.731884 11.314096 11.214934 12.066206 11.128128 8.486210 10.985594
## 36 11.049934 11.546384 10.289819 9.261718 10.888265 9.133218 9.418852
## 37 11.214463 9.882876 9.450058 11.305643 9.449309 10.705627 8.936235
## 38 10.889049 9.723104 10.664117 10.403401 9.771069 9.026460 9.529496
## 39 6.922176 9.246461 12.359565 9.559251 12.123221 8.593915 10.175183
## 40 8.855559 10.961875 8.944993 10.713279 10.848112 9.270231 9.927082
## 41 9.700947 10.535153 9.253159 12.075972 10.354508 9.512679 10.745965
## 42 10.412743 9.178419 10.911153 8.693858 9.456289 10.362860 9.963326
## 43 9.949768 13.217296 11.578379 8.902992 9.425274 10.499013 11.373665
## 44 10.732872 10.141177 11.499633 10.589148 10.893897 10.411817 10.423446
## 45 9.423028 8.809919 10.042381 9.283251 12.503457 9.641840 11.046999
## 46 8.623703 9.896125 10.523656 10.385322 10.259131 9.757120 11.132383
## 47 10.092935 9.998557 9.280822 8.582349 10.404677 10.732878 9.034062
## 48 9.516619 10.123899 10.209685 10.427508 11.825769 10.102080 9.159209
## 49 11.698200 11.341773 9.936389 9.786628 9.771362 9.437149 9.538111
## 50 9.985773 10.082634 11.418010 8.958921 7.592075 9.860744 10.738460
## 51 9.447303 10.468543 10.093881 11.126971 11.171532 9.922886 8.203652
## 52 10.953523 10.218245 10.778486 11.482396 9.609530 10.784108 8.559536
## 53 11.479155 8.937372 10.016453 8.940249 10.060666 12.036428 10.869652
## 54 8.826264 9.503493 9.159101 9.190393 10.024870 9.376053 9.363712
## 55 10.035661 9.781902 10.939268 8.768866 9.200675 10.874909 12.911014
## 56 9.814509 10.012530 8.220981 9.200718 11.340620 10.715024 12.200094
## 57 9.944264 10.132728 11.053218 10.459718 9.477125 10.279808 9.578664
## 58 11.504301 10.267875 9.760375 8.573910 10.163552 10.190751 10.249024
## 59 9.617081 9.138054 10.599042 8.735315 10.584977 9.285465 9.365494
## 60 10.914872 9.684841 11.729619 10.333923 10.967680 10.687143 7.972130
## 61 10.439775 7.960600 9.735863 8.579339 10.566119 9.852815 10.070804
## 62 10.797075 8.329083 9.214904 9.056180 9.670624 8.852226 10.666239
## 63 10.540698 11.889246 7.948139 9.276211 10.585789 10.820170 11.048775
## 64 9.662641 10.008433 10.976615 8.732830 9.365044 8.459952 10.656273
## 65 10.444746 9.240939 11.136250 11.115500 9.322454 10.014636 10.656876
## 66 10.026478 10.345623 11.498426 10.633188 11.323824 9.445456 9.307689
## 67 9.317889 11.216619 10.010939 10.566946 9.767734 9.287132 11.130405
## 68 12.037378 9.502644 8.551480 10.573214 9.797971 10.154263 12.660930
## 69 10.789454 9.356110 10.350608 10.427413 10.505078 10.662272 8.965483
## 70 8.808126 8.653642 8.387810 10.998382 9.919980 9.554707 10.065693
## 71 8.730402 8.621514 9.118207 10.626456 11.550381 11.259891 10.264949
## 72 9.437520 8.110455 8.530941 9.754791 10.159428 9.174307 8.939938
## 73 8.950633 11.560344 10.502798 10.002572 9.625019 10.365701 8.969514
## 74 9.945489 10.173980 10.435445 10.047270 9.556087 11.107155 10.527369
## 75 9.781159 11.191108 8.917306 11.904852 10.249361 9.767054 8.972905
## 76 10.537073 10.874896 9.435500 11.240662 9.902032 9.096107 10.416752
## 77 10.017605 10.262663 9.873282 9.284696 9.223543 10.162093 9.579685
## 78 9.348707 8.313347 8.869185 9.610150 9.833517 9.149823 10.254996
## 79 10.472527 9.965292 10.721479 9.498841 9.289904 10.229710 10.101476
## 80 10.001410 9.917665 10.213398 9.108880 11.533230 10.216697 9.198548
## 81 9.592664 10.111856 9.341487 11.731889 9.282336 11.087147 8.870153
## 82 10.629933 12.362831 11.137491 8.357748 12.306488 12.532031 8.453850
## 83 8.573770 12.404095 10.562531 8.877659 11.164449 10.353027 9.761330
## 84 10.208033 10.547722 9.334395 10.791199 12.752587 8.501037 8.082832
## 85 9.740195 8.747794 10.456929 9.145516 8.699018 9.165780 10.149284
## 86 8.832903 10.800438 10.288295 11.077786 10.586503 10.801472 8.622392
## 87 11.581932 11.152052 10.901447 10.030786 10.601209 9.526068 9.001540
## 88 11.095822 10.267452 10.729763 10.197311 10.417157 9.554428 10.402418
## 89 10.465967 10.000231 8.456661 11.421536 10.858602 10.550913 9.437031
## 90 9.100384 8.823888 9.372020 9.618073 10.091474 10.963441 8.329668
## 91 10.328911 10.302754 10.634856 9.476783 10.358576 9.176864 9.890018
## 92 10.200693 10.196106 10.833332 10.078364 11.051381 10.428233 11.668862
## 93 10.409689 10.515684 10.094726 9.571150 9.394500 12.072018 11.848115
## 94 10.244354 11.964921 8.787329 11.869982 8.582502 9.314547 7.380213
## 95 9.513441 8.886575 11.593830 7.396402 10.639767 9.037904 9.874203
## 96 9.155986 9.877182 10.427800 9.130357 11.692734 9.809497 11.523027
## 97 11.338171 9.878054 10.389712 10.637859 9.625156 7.363865 10.663838
## 98 10.341381 11.112337 9.679618 9.589786 9.084444 9.774235 11.666791
## 99 9.900763 9.910434 9.563555 8.556318 9.304207 10.314202 9.368434
## 100 9.538208 10.937937 9.292164 10.763331 9.351724 10.876478 9.197317
## 101 8.182282 10.394464 9.468284 10.983316 9.675030 9.414955 9.056416
## 102 9.093753 10.420371 10.344534 10.209746 10.535470 9.417472 9.037246
## 103 10.636327 9.593606 10.282271 9.709302 9.885721 9.654177 10.123810
## 104 9.699736 11.129662 9.720014 10.975052 9.724569 10.588227 9.281889
## 105 10.983425 10.179147 10.169165 10.673376 10.413826 11.440962 9.192860
## 106 10.917898 10.060404 10.589224 9.977949 11.330560 10.247883 9.919231
## 107 9.806920 10.329380 11.058764 11.704990 9.451305 9.423974 9.424362
## 108 10.717393 10.444558 12.402784 10.057806 10.077681 9.217848 9.612789
## 109 10.097409 11.295360 9.687810 9.966160 9.683743 9.658812 9.713055
## 110 9.565602 8.574349 10.045132 9.502608 11.054847 10.384987 7.772851
## 111 9.069370 12.870569 10.766308 10.521143 10.093019 8.653317 8.945542
## 112 10.604921 7.995796 10.431861 9.843867 10.115505 9.372751 10.482691
## 113 10.196914 9.863884 9.792598 9.465220 10.083248 10.435932 10.802402
## 114 10.445054 9.740440 8.298998 10.854174 10.653497 8.517261 8.678456
## 115 10.322785 10.653895 10.831119 10.028850 10.531548 10.619527 9.769318
## 116 9.148155 10.908473 11.140295 11.967007 10.443801 11.378174 9.957348
## 117 10.461738 8.330918 9.909764 10.169716 11.196342 9.523790 9.866234
## 118 10.261823 9.228783 9.123953 8.723164 10.505456 10.015276 11.845781
## 119 11.609126 10.555885 10.357150 7.866045 8.475786 11.545926 9.383980
## 120 11.006801 11.057992 9.729870 11.117577 9.568855 8.652748 10.650168
## 121 9.168383 11.138565 10.065675 10.782837 8.849128 8.002600 11.389554
## 122 9.628352 10.318337 10.412600 10.563609 9.175491 9.185585 11.441490
## 123 11.433239 10.396753 9.270742 10.684315 9.344554 11.156841 9.593623
## 124 10.544931 8.263104 12.100601 8.472694 11.073620 9.827053 10.111465
## 125 10.820629 9.803822 8.577029 9.443977 9.684524 8.754715 10.429859
## 126 10.568205 8.869297 10.598928 9.396502 10.233771 10.331564 8.951779
## 127 9.841710 9.424811 10.133938 9.721668 10.591050 9.940608 11.238745
## 128 10.995320 9.524560 8.297930 9.385874 9.031585 9.742097 9.532756
## 129 9.106310 9.751832 9.806486 10.310026 10.195818 10.273444 10.010832
## 130 8.234881 8.523339 12.186865 10.336664 11.266955 8.464770 10.819168
## 131 9.632210 10.736743 11.656955 10.522279 9.630108 9.349460 8.491508
## 132 10.283160 10.286162 10.532365 10.626087 10.310834 9.865972 8.452165
## 133 10.199507 8.609954 11.405804 10.936935 9.421281 10.758761 10.348701
## 134 8.286569 10.267407 10.487748 9.394443 9.358025 9.693164 10.107620
## 135 11.276196 9.276422 9.918952 10.570273 8.358721 10.390862 10.551970
## 136 9.016443 10.177209 10.421754 10.354168 9.192985 9.336946 9.954110
## 137 9.715847 11.267381 8.356445 10.239069 9.451962 9.544254 10.492086
## 138 8.976011 11.717884 10.289721 9.093699 10.575965 9.492533 7.672275
## 139 9.018023 9.422562 10.402358 10.547828 9.796419 10.802721 10.375898
## 140 11.868097 9.193336 8.153824 10.527410 9.875343 9.666822 10.940962
## 141 10.523511 10.307554 10.455027 9.537325 9.087794 10.663841 9.524767
## 142 11.396400 9.701144 9.836424 9.037511 10.222986 9.471951 10.168943
## 143 7.966176 10.968310 9.877870 10.244601 7.150169 9.219150 10.011064
## 144 10.651463 9.181234 10.523093 10.005320 8.508987 10.122677 11.466702
## 145 9.689936 10.645011 10.622007 11.747041 8.653818 10.119111 10.356104
## 146 10.070737 9.876028 9.537690 11.276176 10.095841 10.736149 10.638907
## 147 9.556200 8.791227 11.070853 8.766409 10.206659 11.554143 10.724567
## 148 9.577770 10.861405 8.061434 10.544723 11.685882 8.968822 10.763580
## 149 10.277034 10.688223 11.046434 8.890987 11.228465 8.281827 10.538290
## 150 10.171143 10.316057 8.899551 9.793004 8.930240 9.518692 9.811226
## X95 X96 X97 X98 X99 X100 X101
## 1 9.465420 8.518372 11.480522 8.575948 8.922866 9.738949 9.443876
## 2 11.331407 10.093571 10.637822 10.512852 9.196939 11.125064 10.501277
## 3 10.281680 9.795424 9.372722 9.654999 8.962881 10.051984 10.747153
## 4 9.402099 8.409829 10.344012 9.371263 12.235625 10.059446 10.262734
## 5 10.694791 10.634926 9.463777 12.499870 9.568039 10.441599 8.753048
## 6 10.130597 9.766260 10.677591 10.599802 9.460555 10.679374 9.641897
## 7 10.624208 9.959496 7.159274 9.677434 10.502316 9.524842 10.358942
## 8 12.173807 11.329687 10.878971 8.796352 9.675841 9.159855 8.488517
## 9 8.595686 9.566815 10.264011 10.183034 11.387328 8.919036 8.695471
## 10 8.422443 8.888697 9.552528 9.667781 10.906693 10.554977 10.883640
## 11 10.239651 11.378643 8.539777 10.248974 9.628279 11.412579 9.742632
## 12 9.570078 10.925173 10.345978 9.755698 10.481643 11.727624 10.087608
## 13 6.741998 10.890704 9.723211 11.395161 10.465873 11.528331 10.693348
## 14 9.945758 9.737672 11.208235 8.521041 8.221607 10.765441 7.956629
## 15 10.574021 10.074796 7.715096 9.440128 7.968776 9.603408 10.562526
## 16 9.493716 9.170820 9.148253 8.923028 10.946356 11.713983 10.692791
## 17 10.690498 10.242254 11.159521 11.956108 9.128308 9.909302 8.431576
## 18 9.134312 8.025888 10.508437 10.153855 10.179131 9.008313 8.769618
## 19 9.941520 9.302230 11.278097 9.518039 9.706323 10.601832 10.989664
## 20 8.815444 9.311885 8.316220 9.611355 8.445971 9.280992 9.056846
## 21 9.654940 10.126945 8.051457 11.135896 12.315761 10.849296 11.347091
## 22 11.839198 9.738317 8.493468 8.836365 10.737026 12.587945 9.876632
## 23 10.972726 8.829647 12.040325 10.029269 8.701926 10.212331 11.819010
## 24 10.573284 9.927409 10.737811 10.293415 11.104890 10.652650 9.737660
## 25 10.161150 9.559894 8.004571 9.717575 9.984445 10.203953 11.781094
## 26 9.558626 8.837111 8.888669 9.777707 9.672251 10.957016 10.524904
## 27 8.191383 9.799472 9.990469 9.191202 9.915484 10.563357 10.663788
## 28 11.243878 9.544596 10.916307 11.563575 10.835728 9.116163 9.673051
## 29 9.847856 10.201285 10.629629 9.534496 9.728274 10.933107 10.553262
## 30 9.364696 11.458643 8.200433 9.067377 9.729457 8.496165 10.913852
## 31 9.741733 10.018554 11.274290 9.400359 9.499785 10.010713 9.404967
## 32 9.360824 10.035737 11.379181 8.549092 10.589773 11.523218 8.522239
## 33 9.951629 8.621035 11.094179 9.099557 10.565445 8.300179 8.651543
## 34 9.308802 9.875760 12.911979 9.867131 9.392073 8.906081 11.473737
## 35 10.465343 9.795696 9.775006 11.632164 11.176212 9.288894 9.993286
## 36 9.083072 10.863890 9.627649 9.269874 8.963999 8.710984 9.114814
## 37 9.282857 8.874098 8.866304 8.568742 9.552303 11.451607 8.554879
## 38 9.135891 11.581989 10.813078 8.746215 9.856310 10.025063 10.771134
## 39 9.359507 9.945683 8.405944 9.716598 11.011598 10.141802 10.672446
## 40 9.438724 8.564369 10.144407 10.434461 9.500414 10.699667 12.108625
## 41 9.824580 9.289931 11.199228 10.028311 9.741670 8.226869 12.580844
## 42 8.516400 9.753914 10.288760 10.397531 9.943720 11.015801 9.108698
## 43 11.149595 9.574463 9.277129 10.057439 11.800739 9.829916 9.820196
## 44 8.564308 8.630886 10.369814 9.520606 9.273546 11.643514 9.881291
## 45 9.561579 8.521533 10.167434 11.124342 10.166975 10.098013 9.966855
## 46 11.322371 9.082164 9.451465 9.962657 9.291299 9.247025 10.801215
## 47 10.882028 12.451144 9.811106 9.965539 10.146167 10.241011 11.037838
## 48 9.873888 8.224441 10.200909 8.522914 10.067324 10.230847 11.143207
## 49 10.773506 11.579363 12.294912 9.657197 10.124430 9.671723 10.370603
## 50 8.598228 10.224949 10.539897 12.106196 9.540760 10.275367 11.177116
## 51 9.665599 7.494869 11.631506 11.678196 9.329270 9.153115 8.689782
## 52 9.393260 10.630852 9.480164 11.555378 9.905233 10.528785 9.184153
## 53 8.904124 11.608419 8.276406 8.342195 12.329768 9.156777 10.206447
## 54 8.194592 10.893689 9.103933 10.039618 10.173532 11.015949 9.621711
## 55 8.705352 9.799011 9.827842 11.768255 8.844119 10.632057 9.756966
## 56 11.272394 11.326482 9.707715 9.207805 10.964236 9.124971 10.500506
## 57 10.062610 9.315921 9.649232 11.908036 10.327802 10.841056 10.726397
## 58 10.887851 8.708530 11.584688 10.028229 10.026490 9.785163 11.084322
## 59 10.784436 9.348675 11.291526 11.368176 9.470962 7.767596 10.219550
## 60 11.223394 9.986534 10.272022 9.949718 8.407331 10.013698 9.617438
## 61 10.503633 8.730469 9.848796 8.792620 10.849943 11.481373 10.855575
## 62 9.019646 10.225767 9.832541 9.190628 10.769041 8.531584 10.922047
## 63 7.536675 10.113591 10.341689 10.906695 9.989011 10.009531 10.649612
## 64 10.087087 9.338803 12.442388 9.949254 10.411837 9.573295 10.093271
## 65 10.223973 9.643508 8.628955 10.067994 10.934200 9.946346 9.663235
## 66 9.748818 10.493403 9.650284 11.677197 9.371582 8.349893 10.953544
## 67 9.398648 9.182649 10.322482 8.464512 10.301705 10.047950 9.829100
## 68 9.678601 9.995874 10.294413 11.681274 9.993961 10.469077 9.996233
## 69 9.659414 10.734557 10.853188 10.470845 9.636730 9.634842 10.243205
## 70 9.580934 8.283090 9.471039 8.812541 10.821083 10.584830 10.793350
## 71 10.781511 10.441932 9.576112 11.362680 11.377482 10.045375 10.149322
## 72 10.162329 10.562543 8.039249 11.808365 8.795988 12.107804 9.120770
## 73 12.396107 9.662831 9.363103 9.994015 11.357012 10.057952 9.373529
## 74 8.399239 8.500105 11.614655 10.107477 10.413596 11.738959 10.602855
## 75 8.859377 8.792994 9.981338 9.630089 10.029566 9.884292 9.514266
## 76 9.356875 8.643837 8.790881 11.119446 9.377545 8.821968 11.281717
## 77 9.128969 8.948666 10.411885 9.667959 8.872989 9.788585 10.559707
## 78 12.026746 10.487062 10.046158 10.067140 8.880130 10.598716 10.436235
## 79 10.647065 10.469854 10.167946 8.309783 10.308558 11.330484 11.581387
## 80 11.348986 9.416374 7.865366 7.252224 8.282609 10.086699 10.473334
## 81 9.186206 8.864922 10.680355 11.226597 10.038391 9.404646 10.128336
## 82 10.553734 10.268028 9.718028 8.386301 10.221674 11.233888 9.992540
## 83 10.072563 10.199019 9.243159 9.817695 8.366138 10.396627 9.848210
## 84 8.834540 8.705918 8.792005 10.327060 9.096903 11.134497 10.308219
## 85 9.494806 10.642215 8.697049 9.217013 9.897381 10.490464 10.000704
## 86 11.509500 9.986608 10.940148 12.306426 10.421500 9.764055 10.836410
## 87 10.217592 11.953596 11.841127 10.109596 10.954152 10.197969 9.658602
## 88 10.024095 11.191164 9.343971 8.048300 9.168714 9.088077 11.526991
## 89 10.012999 10.580865 9.734814 9.625659 10.667549 10.551410 11.372709
## 90 9.079938 8.077424 7.986063 10.673397 10.725599 11.030585 10.294573
## 91 10.443180 10.130297 8.618375 9.766437 9.971691 8.276300 9.782540
## 92 10.371875 9.461457 8.870325 9.443729 9.859680 9.657621 8.678896
## 93 10.549720 8.599215 9.968293 9.151557 9.077465 9.758674 12.073304
## 94 11.444570 10.675319 10.178934 11.082395 11.731920 8.859579 10.264160
## 95 10.987477 11.877349 10.246981 10.801503 12.240804 9.176907 10.778141
## 96 9.981823 10.424143 11.113254 8.938127 11.564060 10.330644 7.257015
## 97 9.564082 11.096429 9.589577 10.323876 10.788235 9.747377 9.795275
## 98 10.409048 9.497033 8.724514 8.965507 12.077336 8.174300 10.058379
## 99 12.152494 10.477170 8.042459 8.137789 9.972295 9.346806 10.798370
## 100 8.639894 9.824588 10.952547 9.674785 8.772346 9.688749 10.813781
## 101 10.165865 12.330122 10.169173 10.557993 12.061663 10.271059 10.128736
## 102 10.774498 11.326843 9.404575 9.832218 9.577691 10.174931 10.613978
## 103 10.354101 11.381310 11.426604 8.673584 10.619204 10.123720 9.345814
## 104 10.249707 10.521184 10.274459 9.900953 10.678298 8.691262 10.008763
## 105 10.477319 9.728541 10.341896 9.392988 8.240305 9.671101 8.402118
## 106 8.533467 10.583547 9.204900 9.860201 9.648319 10.993165 13.640087
## 107 11.922346 10.922600 10.290262 10.018670 10.712772 9.570741 10.172834
## 108 8.151646 9.585039 8.503214 10.822457 10.649339 8.043762 9.668652
## 109 10.651304 9.195055 10.915146 10.764566 11.018586 10.348430 8.925957
## 110 11.149608 11.517590 12.237607 10.432170 12.464734 10.202267 11.717521
## 111 10.282327 10.545039 11.091464 8.296346 9.612602 10.655229 10.284297
## 112 9.956576 9.369873 9.858147 9.075915 11.637278 8.398309 10.011114
## 113 10.046105 8.944178 9.700315 9.196956 9.939610 9.932046 11.265958
## 114 10.168654 8.239957 10.825405 9.187903 8.561069 10.415228 9.025843
## 115 9.661719 9.528895 8.836554 10.125385 7.814415 10.359093 9.650810
## 116 9.384865 12.789551 10.807041 11.424900 9.178110 9.136928 8.709451
## 117 8.868839 10.854062 10.174885 11.096330 9.614799 8.554370 9.372663
## 118 9.649736 9.372870 11.114411 8.669368 10.556448 8.626683 10.499497
## 119 12.348661 9.109757 10.202602 8.781652 9.837869 9.511653 8.717783
## 120 10.297772 8.863870 10.732281 11.026286 8.886039 9.598190 10.293979
## 121 8.612766 9.870278 10.757908 10.028136 10.807747 9.095917 8.380231
## 122 9.817310 9.284654 9.049709 9.850628 9.149468 9.713793 10.571004
## 123 11.107349 9.662607 9.937958 10.325603 9.527174 10.354767 11.468012
## 124 10.275642 10.184248 11.090884 9.429964 10.359130 9.180964 9.893244
## 125 9.574209 10.837448 10.241835 10.207078 9.978936 9.825944 8.970753
## 126 11.369117 10.353219 7.653124 9.203801 7.959926 10.049398 9.636220
## 127 9.036562 9.795338 9.716963 10.935472 9.245842 11.246694 10.540245
## 128 8.531586 10.373883 10.129649 11.046659 10.206536 9.886643 9.954400
## 129 10.554477 8.299276 8.694767 12.018547 10.905606 11.450627 10.148339
## 130 9.386221 9.619157 10.379247 10.295141 12.078228 10.314444 10.020245
## 131 9.740366 9.498646 10.386996 10.091957 10.649944 11.858693 11.380890
## 132 8.762042 10.017682 8.459914 9.556712 10.953753 11.616949 10.222648
## 133 9.244097 9.815454 9.055153 8.293403 8.003034 9.209994 8.720814
## 134 9.284713 9.528064 10.791366 9.025913 9.912647 10.008325 9.863682
## 135 9.158067 9.834857 10.417199 10.195632 10.008028 10.358536 8.561531
## 136 9.122657 11.510012 11.684041 10.089610 10.611222 8.695747 10.038603
## 137 9.498794 9.939947 9.440334 10.397424 9.281828 9.643750 6.758335
## 138 8.689181 10.459506 10.852680 9.681219 8.322485 10.993629 9.436735
## 139 10.482113 8.996179 8.565872 10.802104 11.184757 9.165093 10.231303
## 140 11.643034 8.958670 12.126911 12.414483 9.587531 10.644196 8.996265
## 141 9.196196 10.526383 9.633806 9.936933 10.136208 10.914579 11.720998
## 142 11.358272 10.451837 10.514632 9.684457 9.211946 10.954269 8.934516
## 143 9.020583 9.392782 10.134527 12.396783 9.473435 11.659011 9.558335
## 144 9.571808 9.242264 8.409485 10.442181 9.536426 9.156501 8.490815
## 145 11.232567 9.652005 10.122069 8.490851 11.104399 8.351643 10.878341
## 146 11.128496 8.315524 10.021904 9.271920 9.292722 9.973867 10.724822
## 147 9.579774 10.784446 9.275364 12.045580 9.842788 8.665498 9.587494
## 148 11.329324 10.439045 9.234557 9.452334 9.907043 9.679897 9.618828
## 149 10.889712 8.978094 9.569719 10.057168 9.544348 9.450753 10.869375
## 150 9.492441 8.410570 9.223733 9.217462 10.295354 10.582794 9.815911
## X102 X103 X104 X105 X106 X107 X108
## 1 9.701793 8.788821 9.410353 10.396707 10.346767 9.750879 7.983901
## 2 10.700159 8.831459 9.118094 9.882715 9.146161 9.677354 11.390531
## 3 9.947886 10.563706 10.185607 9.990857 10.393449 10.742921 9.375389
## 4 9.404195 10.793888 8.209835 10.153186 10.049026 10.997716 10.443458
## 5 8.011194 9.952818 9.423185 10.422996 10.734441 9.074839 9.292015
## 6 12.610183 9.313162 8.722221 9.949689 7.722983 10.183320 9.821474
## 7 8.561901 8.749191 11.150613 10.565351 8.577349 11.396084 9.259509
## 8 9.342570 8.410506 10.042473 10.928516 10.701429 10.639153 9.709370
## 9 9.056615 11.356560 10.695317 10.190527 10.862239 10.659217 9.990099
## 10 10.260349 10.798121 9.973881 9.846517 12.124730 10.920558 11.179867
## 11 7.924397 10.919284 10.549181 8.393273 11.433766 9.650658 10.486797
## 12 10.930299 12.676908 10.708454 9.830413 10.002539 10.151505 11.003945
## 13 8.783560 11.713576 10.428639 10.742673 8.834011 9.802908 9.672140
## 14 11.129439 9.913002 10.747199 9.480174 10.634414 9.892700 8.978141
## 15 8.560075 8.569087 10.803430 9.167286 10.495789 11.115195 11.006180
## 16 8.462257 8.275537 9.938539 10.279567 10.455066 8.921838 8.711069
## 17 9.682815 9.536467 11.066003 8.920327 10.685585 11.076219 10.702133
## 18 11.042788 9.215497 10.006908 10.385694 8.061461 10.699374 9.766764
## 19 9.592787 9.549847 10.055457 9.919013 9.159567 10.112692 9.908850
## 20 9.425949 9.902762 9.306762 8.831626 10.997328 10.483174 10.282464
## 21 9.485364 9.969853 8.937721 9.098307 8.452628 9.809720 8.862630
## 22 11.419947 10.452460 10.785283 9.495652 9.847579 10.689937 8.575762
## 23 11.311004 9.316632 11.204882 9.898573 9.583052 8.071296 10.657894
## 24 8.683375 10.541679 11.037573 7.772536 8.913007 10.395189 9.191302
## 25 11.080246 7.722058 8.929108 9.106721 10.893034 10.688677 10.068890
## 26 9.588092 8.444462 8.756356 9.094426 10.592157 9.761449 9.092087
## 27 11.047991 9.333555 8.423338 11.325655 9.214316 10.342964 9.037040
## 28 10.121679 8.927736 10.857593 9.923629 9.399554 10.516085 9.485014
## 29 9.100338 10.745529 8.676393 10.271567 10.413610 10.777936 10.771320
## 30 9.058833 10.140431 9.353725 12.507492 10.782712 9.465234 9.402063
## 31 9.424265 8.041050 9.748328 11.607916 9.541982 10.183847 11.024071
## 32 7.232792 9.912747 9.598314 9.802988 8.277097 9.979441 9.820612
## 33 11.031162 9.623500 10.979580 9.759672 9.546443 11.247657 9.601220
## 34 9.157138 10.877210 11.590103 9.647666 10.308622 9.965884 10.501668
## 35 9.700972 9.340869 10.455801 10.930182 9.240426 11.571472 10.152449
## 36 10.184015 7.968230 8.744688 10.896762 11.615504 8.783007 10.274468
## 37 8.461105 10.978221 8.766028 10.716244 9.660357 10.199899 10.028315
## 38 10.981159 10.162924 10.611759 10.687883 9.626700 11.993601 9.597897
## 39 10.769760 10.374826 11.012766 10.918221 12.267759 10.454592 10.958394
## 40 11.915623 10.766856 9.530813 10.894115 10.132651 9.997936 11.110161
## 41 8.280437 11.661670 11.980058 8.278405 11.638201 11.226337 10.559373
## 42 11.658706 9.603952 10.515591 10.235263 9.346152 10.774403 10.110136
## 43 9.993498 9.887448 12.459284 9.125141 7.761511 8.216217 8.807906
## 44 9.564167 9.225312 8.772766 9.410563 9.975870 10.783373 9.959241
## 45 10.801886 9.070629 9.696717 12.545699 9.849453 10.359023 10.507653
## 46 9.557927 11.618955 9.608616 12.515573 10.683863 10.875234 10.275929
## 47 8.912934 9.122554 9.920633 10.558841 10.999527 9.816134 9.407285
## 48 9.929528 10.953589 9.954074 10.981533 8.252419 10.543085 9.967789
## 49 10.251225 9.282928 8.080971 9.307631 10.405228 9.730981 10.896436
## 50 9.502883 10.876091 7.081113 10.457762 8.890510 9.277592 10.386722
## 51 9.495598 10.459259 8.495248 10.783043 11.410227 7.553089 11.134127
## 52 9.439252 11.027498 11.338738 8.887139 9.787605 9.497104 10.626462
## 53 11.716382 9.949601 8.466808 8.596092 8.121762 8.311876 9.892915
## 54 9.817732 8.062734 11.688757 8.570154 9.175104 8.447197 11.991428
## 55 8.878843 8.762944 9.164109 9.553709 10.361073 10.768367 10.291045
## 56 9.886686 10.486683 9.529628 11.701660 9.347252 10.035751 9.353190
## 57 11.106515 10.934631 9.793007 10.466712 10.516503 9.992150 11.395667
## 58 10.775956 11.463670 9.475968 8.181868 10.652809 8.228131 10.706061
## 59 10.639239 10.743513 10.651528 10.583264 9.678770 11.273372 12.447613
## 60 10.694505 11.773796 9.124515 11.934558 10.850074 11.010195 9.817771
## 61 9.523395 10.386499 10.216316 10.022790 9.793715 9.733349 9.211892
## 62 12.308271 10.162197 10.091632 10.997229 7.945106 11.721405 8.861781
## 63 9.270801 7.362090 9.353615 8.995947 10.333819 9.127274 11.188408
## 64 8.980215 12.180097 8.888290 10.456801 9.191205 9.755344 10.657959
## 65 9.969146 10.806271 10.105724 10.079598 9.182071 12.738134 11.682239
## 66 10.295154 11.477550 10.864562 9.037656 8.697581 9.427250 10.168367
## 67 9.444255 11.380692 11.073698 10.848847 9.833265 8.160063 10.322760
## 68 10.843277 9.690122 11.056357 8.955281 9.566699 11.274423 7.622402
## 69 9.217014 9.868859 11.608144 10.825543 10.575001 9.712688 10.408622
## 70 10.018470 8.919468 9.515293 9.494686 10.652866 10.474845 9.676890
## 71 11.091650 10.970491 8.897320 8.277870 8.435498 10.717824 10.045729
## 72 9.379988 10.648838 9.036234 10.729168 10.395707 8.760937 10.732844
## 73 7.854941 8.880875 9.016182 11.120632 10.655312 11.090341 8.854228
## 74 10.903099 11.583863 10.393478 9.856039 11.341421 9.338606 11.102667
## 75 11.138785 12.638452 8.786235 9.734854 9.839187 8.201100 10.553633
## 76 9.547323 11.547553 9.252560 9.686693 9.881406 9.631960 10.988047
## 77 8.687731 9.305885 9.757492 9.135171 9.327104 9.665311 6.536910
## 78 10.886408 10.711368 9.716514 9.488806 9.110585 11.277232 8.389871
## 79 9.184675 10.436304 11.147130 8.411807 11.488800 10.296806 11.320063
## 80 9.061610 11.364691 10.959113 9.995234 9.813539 10.447570 6.875997
## 81 11.050453 9.118205 9.844395 10.723874 11.225863 9.283833 11.012389
## 82 9.034407 10.740340 10.719071 10.288864 11.084360 10.312147 9.220525
## 83 8.798590 9.887552 10.210875 9.513732 8.528306 10.614567 10.153372
## 84 11.285157 10.559425 11.672225 10.347497 8.925365 7.611529 10.396789
## 85 9.477343 10.282157 10.040862 10.063167 10.002328 10.814309 9.871394
## 86 9.687004 10.784788 10.804290 9.780492 8.907446 11.132598 8.468770
## 87 9.874845 8.609710 10.271345 10.265779 7.819420 9.669826 10.399552
## 88 9.988933 9.928333 10.294375 8.559745 8.198007 9.575328 9.920025
## 89 9.687005 9.678730 11.280004 11.666028 10.283325 9.576286 12.286118
## 90 10.966853 9.644094 10.049200 9.203268 9.614931 9.590336 11.393035
## 91 9.819520 12.187228 8.985311 10.278181 10.336056 12.185739 10.149185
## 92 10.394223 9.576718 10.322584 8.972541 8.260632 9.302365 8.747348
## 93 10.166748 9.462731 9.687345 10.797976 10.993301 10.089128 10.607283
## 94 9.357193 9.940288 8.849134 11.187357 10.765561 7.707647 8.640819
## 95 10.063659 10.317311 10.422850 10.654057 9.959152 10.202505 9.442595
## 96 9.150965 8.159373 11.441449 11.267802 9.357027 7.232198 10.543159
## 97 9.416840 10.466868 8.605694 11.685492 9.519215 10.040854 8.738459
## 98 9.395285 9.420190 9.341335 10.011476 9.409155 10.623656 10.302428
## 99 9.630350 11.966780 10.461855 10.006487 10.461054 8.923015 10.254949
## 100 10.026271 8.352274 10.584888 10.056187 9.704691 11.062148 12.007070
## 101 9.549742 8.569165 10.295077 8.986523 10.697012 9.490575 9.965342
## 102 9.427411 10.110749 9.492318 10.217880 9.269214 10.354589 7.059706
## 103 8.002467 12.356939 9.815134 9.018639 9.622948 8.273919 11.946208
## 104 9.767559 9.179197 10.843640 9.870415 10.330550 9.947539 10.355268
## 105 9.054906 9.772188 9.682579 9.887266 9.324301 10.753933 9.512448
## 106 10.223649 10.189381 9.175988 9.024889 9.922878 9.795892 11.836957
## 107 10.891398 11.152152 11.041316 9.189878 11.743179 11.086644 11.441315
## 108 9.706456 9.249569 10.694466 12.286460 10.037727 11.034631 10.185153
## 109 12.455582 9.583727 8.920851 11.778713 9.386102 9.143418 11.239176
## 110 10.068379 9.878392 10.127448 8.309773 11.628999 8.908979 11.731666
## 111 10.305820 8.967350 9.236221 11.194569 10.837946 8.972328 11.819958
## 112 8.080418 11.537746 7.892921 11.383365 9.170663 10.731928 11.771858
## 113 8.962740 8.856352 11.350664 10.741575 11.243281 8.419554 10.540784
## 114 10.314149 9.248912 8.844321 9.563450 8.903526 10.544681 8.378359
## 115 8.484659 9.738854 9.566712 10.206740 8.693132 9.728855 9.119373
## 116 11.208697 9.991194 10.938651 10.273432 9.519043 10.366154 9.525253
## 117 9.600777 9.579255 10.672150 11.072638 12.270555 9.694805 8.536066
## 118 10.845824 9.140917 9.293286 9.657140 10.531572 11.687283 10.366688
## 119 10.224388 10.433154 10.506662 10.196170 9.119704 10.575641 10.528434
## 120 9.787928 10.959083 10.754548 11.303023 12.900908 9.439057 11.001277
## 121 9.716651 10.945657 7.757315 10.225699 9.024888 11.221475 10.015331
## 122 9.457961 9.806588 9.921707 10.601664 9.156258 8.869827 8.507723
## 123 10.026254 7.589479 10.185261 10.247451 8.336704 8.967588 10.204935
## 124 9.472030 9.567230 6.952133 10.718326 10.423625 9.037831 9.367176
## 125 10.179506 9.482127 9.516644 12.436092 10.663866 10.321138 10.843437
## 126 11.256480 9.037239 10.863591 10.870872 9.364326 10.075211 8.656437
## 127 11.319104 9.411326 10.886601 9.656009 9.390239 10.111311 12.987215
## 128 10.154287 11.735918 9.539412 10.837542 9.927735 8.851315 10.556153
## 129 11.958168 9.959230 8.162551 10.447383 10.234015 8.428381 9.866834
## 130 10.216195 11.467224 11.594163 9.665644 9.798669 10.192156 9.654952
## 131 10.577141 9.415837 11.846678 10.837676 11.877693 11.024669 10.534688
## 132 9.772283 10.579665 10.487295 12.258379 8.002099 9.828144 10.155431
## 133 9.837023 9.046582 10.456324 9.722948 10.935530 8.669837 9.638418
## 134 9.449332 10.588358 9.794862 8.865614 10.238322 8.258675 9.203331
## 135 9.888747 11.287868 10.170912 9.190435 9.601135 10.936503 9.922065
## 136 11.961256 10.668903 9.690438 10.293568 10.085812 10.648992 10.420022
## 137 8.963048 10.819061 8.966487 9.602306 8.414253 10.967003 8.768329
## 138 11.310906 9.597189 10.888408 9.709898 9.645211 8.451640 9.472421
## 139 10.833535 10.327067 9.460853 9.587151 9.348470 10.877987 10.391357
## 140 8.606491 9.649135 9.482276 8.927790 10.273392 8.943410 11.356288
## 141 10.562820 8.875161 9.758938 9.387600 10.557560 9.002078 9.835781
## 142 11.085414 9.753911 9.512863 9.123678 10.536344 9.143102 10.585219
## 143 8.353823 11.109501 9.412920 10.350465 9.485499 9.911177 10.806855
## 144 8.510560 11.930671 9.990372 11.235066 9.971940 10.751452 10.713078
## 145 12.097650 9.971554 9.755370 10.990646 8.900364 11.881824 11.606894
## 146 11.834865 10.328192 10.015681 9.803979 9.818134 8.592533 10.508610
## 147 11.113969 9.991948 9.221049 8.769622 11.228907 9.695610 10.288522
## 148 10.672759 9.998702 10.298384 7.930042 10.769730 8.837048 10.891990
## 149 10.088662 9.566350 9.120072 11.405512 11.040124 10.993195 9.738670
## 150 8.160800 9.671008 9.715420 10.322556 8.474046 11.654056 11.579619
## X109 X110 X111 X112 X113 X114 X115
## 1 9.419292 8.544062 8.369583 10.826872 9.720501 11.336747 8.380129
## 2 9.178217 10.969812 9.779749 7.454337 10.399876 10.557996 10.512004
## 3 10.423989 9.336693 11.678279 10.607178 8.527256 11.814006 10.586686
## 4 10.006980 9.391647 9.086246 10.070665 10.159150 10.232977 9.891267
## 5 9.716137 10.940254 10.085146 10.873057 8.845095 8.135175 11.307502
## 6 8.725837 9.779586 10.050051 12.164784 8.705680 9.847469 10.310335
## 7 9.881815 9.265575 9.999739 10.452905 9.380142 8.706656 9.045578
## 8 8.283434 9.282750 9.317783 9.533665 9.264285 10.311274 11.742179
## 9 11.280311 9.780206 10.549116 11.020898 9.408578 9.705985 8.470077
## 10 10.609738 11.022262 10.185339 9.235642 12.716520 9.668401 10.579637
## 11 10.049447 9.031306 11.391667 9.833429 10.161953 11.053247 10.534128
## 12 8.056821 10.315967 10.656674 7.709560 10.000214 10.263345 9.508929
## 13 9.875978 10.426121 9.179519 9.893203 11.179310 9.939943 9.499093
## 14 10.322681 10.045937 9.023282 8.684760 9.697077 8.118354 8.887073
## 15 10.410024 8.761470 8.468008 9.546062 9.027471 10.959163 11.029714
## 16 10.299410 9.480162 10.140040 8.363886 9.998676 10.315965 9.519181
## 17 9.598173 9.168603 9.435814 10.657194 10.889747 9.008075 10.075039
## 18 9.860318 9.951231 8.761852 8.364125 8.267967 10.074514 11.080698
## 19 9.533034 9.360681 10.342727 10.163032 9.268783 11.112327 10.268062
## 20 11.086771 10.125441 7.862957 11.188005 10.070701 9.606006 10.238535
## 21 7.569746 9.765220 12.289464 11.317777 12.230429 10.170822 11.373797
## 22 10.124365 8.232345 10.470931 9.458552 9.200510 9.606322 10.050323
## 23 10.712259 8.892348 8.932489 9.975959 8.186776 11.276202 11.645259
## 24 12.441212 8.637589 10.462653 9.775271 10.598497 11.410739 10.243646
## 25 10.145984 9.426263 9.950820 9.851482 8.976986 8.810611 10.118038
## 26 9.965970 10.301908 9.068625 9.576585 7.777425 10.570194 10.624974
## 27 9.666624 10.434970 10.235082 10.081011 9.044719 10.242349 8.690791
## 28 8.717986 10.432400 7.706684 13.014849 9.644848 8.614915 9.981015
## 29 9.798912 9.667046 9.697215 9.417236 10.623024 9.488787 10.141227
## 30 8.692755 11.644879 8.460464 9.739492 9.634171 10.045504 9.755343
## 31 8.153775 9.238198 9.279342 10.079494 11.332354 10.135088 10.954291
## 32 9.333577 11.132332 10.920748 9.970802 10.151422 12.002723 10.997022
## 33 9.180180 7.818327 11.286041 9.454273 10.991928 12.298874 10.746685
## 34 9.022719 8.574340 9.001070 9.141637 10.365190 10.007501 11.003077
## 35 10.908646 10.728137 9.882810 9.608913 10.996055 10.490622 10.042591
## 36 10.842286 10.126585 8.377165 10.439770 11.177783 12.166946 10.406403
## 37 10.980956 9.672060 9.478198 9.359833 10.935387 8.988007 10.736822
## 38 9.056071 8.600293 10.797573 10.271607 11.375344 9.648573 9.409860
## 39 11.148381 10.083296 9.859649 10.739914 8.388847 9.158275 8.981637
## 40 9.815968 10.606715 9.048854 9.069395 11.711843 8.930417 9.196942
## 41 10.152095 9.947432 11.155931 10.825741 11.315368 9.831153 10.669783
## 42 10.175893 10.791266 8.887182 11.004003 8.507474 9.027213 11.530555
## 43 10.049800 10.643449 9.527614 9.513793 10.081844 7.429834 10.166749
## 44 8.233547 9.424419 11.172868 11.986396 10.089398 10.438629 11.862816
## 45 9.011586 10.084708 9.753453 9.363097 11.591500 11.338108 9.035899
## 46 9.639245 10.629951 9.394591 10.937473 10.148171 9.999749 9.008795
## 47 9.168528 9.157900 10.352439 9.259446 9.248735 9.984305 11.054810
## 48 9.581779 10.434401 10.231486 11.236481 9.218749 9.098216 9.641460
## 49 9.882277 10.674126 12.787090 9.198651 9.583027 11.060372 8.352921
## 50 9.469889 9.574770 10.115392 10.346251 10.277194 11.417926 9.196927
## 51 10.385152 11.473249 10.242301 10.573790 9.903559 9.932250 9.989199
## 52 9.565090 8.578899 9.633224 9.440061 8.936726 11.186867 10.301366
## 53 10.279487 9.350033 11.759834 10.581525 10.357958 9.640793 10.307604
## 54 9.586564 10.745158 9.736244 7.538539 10.339934 11.923841 10.583702
## 55 9.688111 10.010099 8.059193 11.177522 9.388745 9.918964 8.663857
## 56 10.645814 10.058519 9.044434 10.044152 8.929806 9.188038 9.911816
## 57 11.472242 10.075146 10.146479 9.191694 10.563273 10.213831 11.454839
## 58 10.475416 9.719792 10.062008 10.451177 8.518513 9.623151 9.841260
## 59 10.195384 9.529564 11.614810 11.441250 11.188380 10.157149 10.453993
## 60 10.064307 9.897335 9.115058 9.478778 11.040652 10.381537 8.832342
## 61 9.776074 9.585502 8.977092 10.279671 9.669262 9.598591 9.143007
## 62 10.386026 11.106141 9.347487 9.776011 10.041920 10.076448 8.400475
## 63 9.280683 9.657116 11.064190 9.671819 10.459146 8.971760 7.121080
## 64 11.882724 9.338347 10.008173 8.639916 9.929150 11.684173 10.024963
## 65 10.160524 8.660614 9.364511 9.950695 8.513188 9.811077 8.750965
## 66 10.428149 10.795085 10.860254 9.333961 8.257308 11.071206 10.594184
## 67 7.745821 10.021902 9.302330 11.330097 9.645989 9.530950 10.542968
## 68 9.379620 11.359011 11.362240 11.270268 9.413702 9.837497 9.943755
## 69 10.913746 9.869534 9.514420 9.295242 9.380068 8.510190 10.181016
## 70 9.615702 10.270695 9.225269 11.585733 9.569013 10.329920 9.000156
## 71 7.617677 9.428549 9.163657 11.316681 10.696192 10.591928 10.733869
## 72 11.176475 10.335017 11.771784 9.252265 9.824037 11.442461 10.975346
## 73 9.151949 9.991597 9.165447 9.646565 10.213579 9.768764 10.775190
## 74 10.163954 9.322611 9.465968 10.163494 9.087271 11.406549 9.687344
## 75 11.236787 10.612515 8.561386 10.738337 10.428566 9.823260 9.449020
## 76 10.613308 9.858201 9.684479 8.576068 9.658183 9.451574 8.534159
## 77 11.343159 10.083728 9.901366 7.725277 10.213069 10.268653 9.803119
## 78 10.435947 10.182315 9.916511 9.765640 11.655750 9.411473 9.932700
## 79 9.202827 11.399931 8.755048 10.776161 9.111320 11.461344 10.224235
## 80 9.151079 10.517095 10.216769 10.969805 11.164769 9.748277 10.294460
## 81 9.016107 11.021549 10.936390 9.413883 9.870460 11.915343 8.324522
## 82 11.805942 11.008295 9.403764 8.677016 9.768225 10.245097 9.608089
## 83 9.225974 9.595931 9.875645 10.561082 10.816044 10.472129 11.985017
## 84 9.173891 8.946779 9.628621 9.868223 12.056835 11.677581 10.428085
## 85 10.235349 10.569909 8.711477 10.099637 11.263288 10.639451 10.977389
## 86 9.981855 10.612444 10.405300 9.788167 10.499035 10.233332 10.249645
## 87 11.296473 9.399914 9.218110 9.199167 9.778891 10.464109 11.340429
## 88 10.167397 9.742198 9.964860 11.227461 9.400718 10.082361 8.147898
## 89 10.944215 8.988603 8.689651 9.347704 7.314798 9.375759 8.916118
## 90 10.646585 11.406829 9.191944 9.657872 8.068446 9.796252 9.402892
## 91 10.337894 10.790860 9.645749 10.302920 10.040806 10.873598 9.072301
## 92 10.473659 8.765707 10.584017 10.808054 9.983902 9.700070 11.355974
## 93 9.619125 8.652523 8.571474 9.794762 9.542136 9.360837 10.552614
## 94 8.671857 8.244479 10.145819 10.829280 8.907216 11.683363 9.755225
## 95 9.817928 10.000716 10.590885 9.244821 10.476336 9.219418 10.799540
## 96 9.569369 11.227464 10.095082 8.820066 9.778876 9.253305 10.646156
## 97 11.399193 9.383098 10.052088 7.754599 10.883954 9.060019 7.216305
## 98 10.166292 8.888386 10.343222 11.769703 9.535187 10.130211 11.940532
## 99 10.759190 10.498632 9.112249 10.769270 12.138815 10.448443 8.907289
## 100 8.599055 10.177721 10.175056 9.671654 7.887539 11.016929 10.214140
## 101 9.317927 9.434763 10.764510 11.329129 10.565923 10.591284 9.458717
## 102 10.732694 11.239376 9.540563 10.384421 11.655481 9.119154 9.836203
## 103 8.897335 8.911807 10.417384 10.496662 8.261801 11.287652 9.959612
## 104 10.121057 7.961576 9.509706 8.486496 10.126369 12.438215 11.395291
## 105 10.567099 9.552579 7.451901 9.339161 11.017400 8.776918 9.847835
## 106 10.758171 9.923558 11.161591 10.753680 10.099461 9.974971 9.615006
## 107 10.363401 9.143159 9.611335 11.060930 11.881318 7.869262 10.982824
## 108 10.440526 8.906611 10.522500 9.433402 8.898591 9.729320 9.175762
## 109 10.115978 11.321823 10.962186 10.004189 11.423611 10.146964 9.957572
## 110 10.011225 10.022277 11.749463 9.708519 10.149663 10.280134 8.294101
## 111 7.850711 10.434418 9.700480 11.040624 9.833495 9.080754 9.946566
## 112 9.049031 10.433543 10.140728 9.142437 10.425480 9.410078 10.566777
## 113 9.703350 9.312585 11.345919 10.876208 11.204557 10.383597 10.753593
## 114 10.540964 8.380099 11.626679 10.057058 8.864135 11.484115 10.036054
## 115 9.233111 9.448539 10.269036 10.819969 10.879853 10.740810 9.644009
## 116 9.001785 8.476634 9.220898 11.491107 9.544954 10.104198 10.609913
## 117 9.382498 9.951507 10.334601 9.284687 9.247935 9.302530 10.035075
## 118 10.319799 10.746600 10.337741 9.740172 8.366164 10.671122 8.983342
## 119 10.981375 8.702652 9.548769 9.899244 9.079034 10.857907 11.142485
## 120 9.322637 10.579395 11.707934 10.565508 9.388728 9.949666 8.643343
## 121 10.303156 9.760127 9.306567 9.952887 8.827243 9.531298 11.501908
## 122 8.699491 9.211398 10.024813 8.608452 10.142588 10.619987 11.318628
## 123 9.622381 9.277615 10.584712 12.647264 9.647476 8.777096 10.221338
## 124 9.009197 9.813700 9.647588 8.798704 11.009416 9.326869 8.387663
## 125 10.421982 8.919738 10.029816 7.907201 8.915270 11.379763 9.069400
## 126 10.589469 9.157350 9.783650 9.512582 8.314731 10.547743 8.967774
## 127 10.383674 10.854212 8.937782 9.947202 11.320735 11.437778 8.299677
## 128 11.000856 10.614403 10.913375 10.604127 8.028917 9.079203 9.989778
## 129 9.134554 9.056192 9.345041 10.923211 10.523206 10.223751 10.391620
## 130 9.324981 8.401966 10.384136 11.187289 10.983114 11.294508 9.145904
## 131 10.492059 10.544172 9.395404 11.201520 8.930911 9.734725 10.006718
## 132 10.015111 9.849249 10.402296 10.877506 9.793626 9.288518 10.606022
## 133 11.060107 9.312700 10.107682 8.379176 11.187069 8.130365 12.160892
## 134 9.262601 10.390805 9.770888 11.184596 8.983177 11.409551 10.109221
## 135 9.076612 10.553826 9.949620 10.863505 8.116932 11.745485 11.097674
## 136 10.082247 10.509737 10.122572 10.197973 9.321461 8.817879 10.430845
## 137 10.745374 9.058596 10.094472 10.449892 9.512407 9.918267 8.833891
## 138 11.679748 10.164914 9.267222 9.300135 9.839445 11.238780 10.751985
## 139 9.696861 10.149132 9.531703 9.156166 11.783751 10.553960 10.675996
## 140 11.351444 9.187367 9.109156 10.225911 10.964965 9.247845 11.293956
## 141 9.386989 9.326585 11.392022 9.373074 9.127891 8.992610 9.477795
## 142 10.882699 8.661954 9.203814 8.847016 11.126391 9.941033 11.447963
## 143 10.332903 9.913557 11.073220 9.827740 10.354918 10.712026 9.441737
## 144 9.441937 11.734844 11.466162 10.452397 8.901950 9.660721 9.830790
## 145 9.138272 12.385987 8.217329 9.626288 10.797377 11.511407 8.900526
## 146 10.225186 8.946694 9.437927 10.379971 10.900201 10.166645 10.306451
## 147 9.497098 8.455055 10.535524 9.905389 8.052989 9.319784 10.832378
## 148 10.108057 9.025785 9.491277 8.491412 10.750280 10.341616 10.824846
## 149 9.698364 10.862892 10.591070 10.465700 9.700511 9.582893 10.118481
## 150 9.380890 9.800976 11.782665 9.638439 9.561771 9.316017 10.400336
## X116 X117 X118 X119 X120 X132
## 1 9.129740 9.830950 9.421910 10.531309 8.976694 0.0004718213
## 2 9.348294 9.035681 11.987085 10.480587 9.761115 0.0002298252
## 3 11.238528 9.664903 8.970176 9.487584 10.263139 0.0002906587
## 4 9.453745 10.887059 9.863437 9.566383 11.024159 0.0004647725
## 5 9.178838 9.032814 9.572607 10.215754 9.128053 0.0002886075
## 6 9.459462 11.214080 8.812551 7.311093 10.693317 0.0001957961
## 7 10.016746 10.010296 10.831294 10.341242 10.504746 0.0004210319
## 8 9.989938 10.125679 10.407855 9.308597 10.527870 0.0003038472
## 9 8.711023 10.148506 10.042043 10.363809 9.104788 0.0001803100
## 10 10.014744 9.637412 9.380118 11.962424 10.302886 0.0002804332
## 11 11.244499 9.726513 9.651038 10.794665 9.942098 0.0004506414
## 12 8.618379 11.057092 11.306166 8.369518 8.744056 0.0003251901
## 13 10.613626 9.453742 9.881141 10.261267 10.630094 0.0002364930
## 14 10.403577 11.057859 9.060531 10.772130 10.232593 0.0004532099
## 15 9.045311 10.297563 10.304500 10.534837 9.586186 0.0002230460
## 16 8.901189 12.774546 9.279678 11.575370 10.024668 0.0001537010
## 17 9.078448 9.986522 8.159082 10.532628 11.131868 0.0003516458
## 18 8.382278 9.978226 10.831059 10.239829 10.461291 0.0002054509
## 19 11.727692 8.936624 10.783326 9.227780 10.878078 0.0002526706
## 20 9.822037 8.461643 9.581060 10.037537 8.969552 0.0002134580
## 21 10.640827 10.359707 8.018103 10.779338 11.627560 0.0002589266
## 22 11.245414 9.332709 10.975485 9.373106 11.100991 0.0001807215
## 23 7.513737 9.484095 9.808063 10.612247 9.965977 0.0002969994
## 24 10.132002 11.483867 11.719404 10.191032 8.756231 0.0003048708
## 25 10.508115 9.228400 9.317608 8.882628 8.729003 0.0001927601
## 26 10.998608 11.563828 8.304141 9.048914 11.164941 0.0002518636
## 27 9.835612 10.827082 9.560165 10.208046 11.195890 0.0002298222
## 28 9.590467 9.707865 8.885650 10.203658 9.747434 0.0002879216
## 29 11.288080 8.907976 12.958902 11.038835 10.189385 0.0001280289
## 30 11.269047 11.357232 10.876996 9.813854 10.262824 0.0003057385
## 31 9.686702 11.177746 8.928266 9.542515 10.346994 0.0002100743
## 32 9.150608 9.276789 8.918976 12.190257 11.302516 0.0003576077
## 33 9.419359 10.076066 9.613234 9.681241 9.160229 0.0004588888
## 34 8.482083 10.161565 11.200876 8.924520 9.572066 0.0001526619
## 35 10.770843 10.493662 11.478817 11.582732 7.818400 0.0002020442
## 36 9.945419 10.329015 9.599654 8.845349 11.693786 0.0003546843
## 37 9.427689 8.718558 7.917227 10.820194 9.374392 0.0001145871
## 38 10.860099 9.587568 10.121219 10.430129 10.398227 0.0001795466
## 39 9.774572 9.331005 10.418363 9.072237 10.701013 0.0004554422
## 40 10.072405 10.314513 10.222569 11.198181 10.655773 0.0001076153
## 41 8.302174 9.562049 11.302844 11.656485 11.257656 0.0001024072
## 42 8.776879 10.657383 8.914217 9.404507 9.459179 0.0001350332
## 43 10.875213 10.028942 9.336861 11.063229 10.690261 0.0001727772
## 44 10.725300 10.713449 12.489361 9.222672 10.351029 0.0004019889
## 45 8.292863 8.589430 9.166972 9.963395 10.470332 0.0002192982
## 46 11.574192 10.715512 9.368626 8.516621 10.754391 0.0002231468
## 47 9.242348 9.329897 10.708995 9.488157 8.297630 0.0002962114
## 48 10.465084 11.113499 9.642188 11.031953 9.245543 0.0003599264
## 49 9.728800 8.383054 11.235247 9.654939 11.148071 0.0003121197
## 50 9.270371 7.181555 9.603591 13.006800 10.452100 0.0003904926
## 51 8.721189 10.130688 10.464872 11.357990 10.348832 0.0004494947
## 52 9.431642 10.395190 11.653565 9.354193 11.022977 0.0003985428
## 53 9.283576 8.465584 10.423976 9.119450 10.246505 0.0001712296
## 54 11.562961 10.522513 11.070003 11.290380 10.125272 0.0003329985
## 55 9.527224 10.819356 10.902311 9.521492 11.307783 0.0004480466
## 56 8.237977 10.571202 8.779191 11.130388 7.427621 0.0001053005
## 57 9.798720 10.295737 9.604509 10.316792 8.625302 0.0003864320
## 58 10.711725 9.430789 8.807216 11.557897 10.586576 0.0002150933
## 59 10.157555 9.035780 11.965960 10.492330 9.817905 0.0004044190
## 60 9.217172 10.121459 9.515861 10.560669 9.774159 0.0001715717
## 61 9.838697 10.253499 10.048311 9.946157 9.290746 0.0004479122
## 62 10.729433 8.574496 7.987038 9.890764 9.593164 0.0001382856
## 63 9.460129 8.731904 8.222696 9.173723 7.955706 0.0002598189
## 64 10.300396 9.342412 11.134016 9.913050 11.267204 0.0004874768
## 65 8.841564 9.662747 7.565045 9.945270 10.521041 0.0004137294
## 66 8.361743 9.261360 10.593509 10.302621 9.805513 0.0001764195
## 67 10.179434 10.331035 11.316549 11.346124 8.977083 0.0002508898
## 68 11.556411 8.272506 10.097504 10.989385 11.247057 0.0003076058
## 69 9.988565 11.264758 10.269772 9.061986 10.048405 0.0002257004
## 70 8.514804 10.501033 8.184401 11.629086 9.947871 0.0002009358
## 71 11.491141 9.487090 10.511787 9.540994 9.998273 0.0004938485
## 72 12.219778 10.599299 10.217940 9.344750 10.290569 0.0003587492
## 73 10.643857 9.904928 9.927533 9.403050 11.560624 0.0003794827
## 74 9.980124 9.208792 9.674630 9.827638 10.197795 0.0002787600
## 75 9.269349 10.169470 11.606689 10.646132 9.424271 0.0002160436
## 76 11.184797 8.320572 9.911261 10.456672 8.420123 0.0002574167
## 77 10.562166 11.935293 11.611919 9.466366 9.374377 0.0002875321
## 78 8.240092 11.542795 12.286876 10.980101 10.114111 0.0001011902
## 79 8.304713 11.725234 9.136133 10.185484 10.405563 0.0004923144
## 80 12.409890 12.637991 10.705241 9.858750 8.098512 0.0001887246
## 81 10.853780 8.946594 10.471805 10.155645 8.702757 0.0003559381
## 82 8.775493 9.465781 11.288595 9.931504 10.528882 0.0002277814
## 83 10.302786 11.115470 11.390283 9.688289 9.593730 0.0003186973
## 84 8.575262 9.164242 9.396578 10.005211 10.048532 0.0003545356
## 85 11.629763 9.764051 12.918042 10.846597 8.539920 0.0001328232
## 86 9.896305 9.612126 9.743754 9.226271 10.491392 0.0003643706
## 87 11.973330 8.954074 10.951321 9.019341 10.180540 0.0001121494
## 88 10.926667 8.847347 10.191888 8.548479 9.071647 0.0004481359
## 89 9.647724 11.008031 7.688660 10.979909 9.824216 0.0002733201
## 90 7.753784 10.587234 10.854401 11.621285 10.175924 0.0002873287
## 91 10.729261 11.350311 10.963741 9.661063 10.021704 0.0004112525
## 92 10.210682 10.849378 8.982717 11.451093 10.506102 0.0003927289
## 93 11.594281 8.466550 9.422171 11.549761 9.981267 0.0002246177
## 94 11.058205 11.351492 8.417911 9.162431 9.297619 0.0001372334
## 95 8.994045 11.110922 11.483832 9.512278 9.356496 0.0001186822
## 96 11.591333 10.471175 10.243213 10.758221 10.053453 0.0003112710
## 97 8.720318 7.566657 12.034460 9.546636 9.140484 0.0002510985
## 98 9.944088 10.204251 9.873966 6.823816 8.587652 0.0002017448
## 99 10.552450 9.830837 10.841706 11.480804 8.570989 0.0001605469
## 100 10.238981 9.429327 7.733296 9.881482 10.451953 0.0003608643
## 101 9.449015 10.021820 9.962940 8.642874 10.826745 0.0002211789
## 102 10.781979 10.591649 10.113029 8.236275 11.576556 0.0004866538
## 103 8.458981 10.074567 9.059075 10.117905 11.148658 0.0003088477
## 104 10.834815 8.444332 10.146156 11.168582 10.610383 0.0004920927
## 105 8.053658 11.707260 12.123737 10.114990 9.498712 0.0003533746
## 106 10.074912 9.567994 9.072337 8.430947 10.813339 0.0004027022
## 107 9.596354 11.036361 10.277543 9.717233 9.402222 0.0004387529
## 108 11.406114 9.820663 8.093286 10.261402 10.902512 0.0004388838
## 109 9.716038 9.504818 11.287967 11.142865 9.412002 0.0002686821
## 110 8.389181 12.228680 10.389956 10.003326 10.532856 0.0004287393
## 111 8.676778 10.247238 9.599019 9.313294 10.376661 0.0003842629
## 112 9.722257 9.904371 10.495233 10.216151 9.514828 0.0004183755
## 113 13.112382 8.987920 10.016966 10.507546 10.218170 0.0004285084
## 114 9.007114 10.771550 8.887036 10.314953 7.638861 0.0001421867
## 115 10.013657 8.973487 9.153461 8.999073 11.533733 0.0003749481
## 116 10.001393 11.418543 8.495793 9.203725 10.108981 0.0002143907
## 117 9.602604 9.159024 10.743714 10.012931 9.441541 0.0001431628
## 118 8.462982 11.074127 10.472864 10.393926 11.360804 0.0001098286
## 119 10.041016 9.908798 9.270822 10.927071 11.228148 0.0002977363
## 120 9.775961 10.173392 10.120861 9.359145 10.523394 0.0003989539
## 121 10.454574 10.158998 8.058281 10.611395 9.980541 0.0003339941
## 122 8.994563 9.917763 8.796604 10.718377 8.652623 0.0003495887
## 123 9.069067 9.504450 9.661428 9.827735 8.323263 0.0001629816
## 124 10.616955 12.129335 8.972375 11.550496 8.831443 0.0004647747
## 125 8.424742 11.669844 9.375698 9.438261 9.297186 0.0004051303
## 126 10.321931 10.255819 9.017518 9.579783 9.937264 0.0003628173
## 127 11.672544 8.141121 9.678572 11.098546 9.559666 0.0004768546
## 128 8.304174 9.610906 10.359593 10.592929 9.849614 0.0001229203
## 129 10.133441 10.317950 11.320584 9.912113 11.685334 0.0004156563
## 130 9.412101 10.358951 10.693109 8.892708 11.091743 0.0002336101
## 131 9.667216 8.295790 7.521541 8.319490 9.170538 0.0003939743
## 132 8.829065 9.443546 9.287376 8.567939 10.473712 0.0002790582
## 133 10.479281 9.578049 9.763011 9.521839 11.488887 0.0003738841
## 134 10.138623 9.273097 9.653756 10.437802 9.098226 0.0003437433
## 135 10.239851 10.355466 8.337268 10.220436 10.133512 0.0003570756
## 136 10.318974 10.300869 9.425581 10.738966 9.826042 0.0002221437
## 137 11.262798 10.533312 11.333958 9.052837 7.901347 0.0004351588
## 138 8.867923 8.013773 10.420350 10.395686 11.382359 0.0002938180
## 139 11.606511 10.088969 9.321022 10.104824 9.540749 0.0001824388
## 140 9.452457 9.293856 7.743841 9.189527 10.025855 0.0002701801
## 141 8.908324 8.323645 8.941062 9.416817 9.048898 0.0001381393
## 142 9.694197 10.027860 8.466733 9.192240 10.185341 0.0003858525
## 143 10.331651 9.964322 10.200063 10.143439 9.946284 0.0003234920
## 144 10.124669 8.418395 10.048812 10.619126 9.788575 0.0003941102
## 145 8.853926 9.154992 8.638190 8.657102 10.323020 0.0004895579
## 146 10.790091 9.079095 9.632777 8.712622 7.840417 0.0003769744
## 147 10.160479 9.531424 8.917956 9.802073 9.578814 0.0001521383
## 148 8.935207 9.288627 9.916301 10.081995 8.793916 0.0004688029
## 149 10.502352 10.208612 8.923911 10.197212 11.207895 0.0004908458
## 150 11.900547 9.608975 10.489994 9.267213 9.827754 0.0004361855
## X133 X134 X135 X136 X137 X138 X139
## 1 18.37073 20.65439 18.65510 21.70681 19.83391 17.55439 17.04058
## 2 20.10086 15.53726 16.42652 17.94761 21.29374 20.02841 17.72898
## 3 20.89975 19.95682 18.99735 18.91709 18.68241 18.13743 24.01234
## 4 19.24497 17.77452 24.29719 20.75593 18.20382 16.07625 17.80764
## 5 19.99461 21.66753 20.06428 17.67005 21.42740 17.57649 18.76525
## 6 21.42291 20.99389 19.33335 20.31624 19.12324 18.09863 19.79848
## 7 18.53210 21.97917 20.68068 20.07250 17.06387 21.08992 19.18753
## 8 19.20651 22.35361 20.31389 19.18736 19.23032 19.17991 22.77635
## 9 18.54338 19.96106 21.91828 18.45853 20.46361 21.11979 22.11816
## 10 15.48031 18.58235 19.22471 18.31476 22.06850 19.13639 17.39223
## 11 18.98695 19.22213 19.38501 19.70029 23.42221 21.40476 18.04116
## 12 21.66915 22.55177 14.71560 20.82450 18.88510 21.93010 21.02492
## 13 18.84549 15.42828 15.67661 23.00740 19.55008 21.72815 21.60751
## 14 16.60225 19.68517 23.11547 20.40614 18.20376 15.89052 21.38185
## 15 18.44624 19.41264 18.21988 18.28650 22.39194 20.55114 20.29756
## 16 19.88395 15.67386 18.68923 22.70094 20.97182 17.96387 19.42513
## 17 22.61613 16.59628 21.90092 19.40414 19.80322 20.63316 20.59295
## 18 21.13270 21.08876 21.78453 18.32963 20.77617 19.90933 19.98337
## 19 19.23726 18.20821 24.69929 19.10457 17.05733 21.36251 20.13513
## 20 19.35913 21.40874 19.39765 22.97002 17.64594 17.30247 17.30046
## 21 21.45791 23.44041 19.75220 20.67681 19.46151 19.72524 17.90689
## 22 17.83889 21.20280 22.90315 19.00983 20.59668 23.60537 17.13409
## 23 22.62452 20.42373 20.75906 20.46121 18.75582 18.47313 21.37951
## 24 20.79138 21.15407 20.73962 21.64216 16.74983 22.70923 18.75362
## 25 22.08638 22.86425 22.76511 19.41250 20.54287 17.45496 19.00321
## 26 17.80638 20.20740 21.31237 19.75884 21.24760 19.48262 16.00558
## 27 19.06073 19.63376 19.82573 17.41923 20.15845 20.53975 21.02149
## 28 19.08379 21.20639 18.69673 23.50249 17.46664 18.64401 16.62139
## 29 19.63113 18.92067 24.89115 19.68661 20.76212 20.88754 19.48855
## 30 18.90202 18.42761 21.86620 23.21925 19.32270 21.80950 19.54639
## 31 19.62989 19.91115 22.54155 18.52655 20.92707 20.46280 19.07975
## 32 21.33653 19.48702 22.21043 20.87269 19.10088 23.57242 15.27399
## 33 23.15053 21.37066 20.62596 20.40939 21.34304 20.55940 19.90910
## 34 22.91131 20.61213 19.79218 20.28270 20.79465 19.56963 18.05421
## 35 20.06792 22.07216 20.66365 21.21315 17.83831 15.33417 20.73843
## 36 19.62976 18.68166 15.73202 23.00904 18.28042 19.64809 18.58729
## 37 19.13100 21.18733 18.53289 19.42856 21.01421 21.28183 18.93951
## 38 22.14552 20.27367 20.22838 22.78995 21.85030 18.59253 22.20441
## 39 20.53902 20.37031 24.13783 20.01554 19.74071 17.09550 18.24870
## 40 23.88026 20.01193 24.01647 19.25376 18.74349 19.43827 20.24312
## 41 22.92274 19.22841 20.94488 18.14983 18.31855 18.52934 20.16277
## 42 21.46850 23.81675 20.21750 17.82547 18.35857 22.50337 22.90237
## 43 19.25041 21.94129 21.67344 17.63439 20.82568 16.91501 20.91420
## 44 19.50302 20.22303 21.69649 21.33150 18.61355 23.42936 22.58751
## 45 17.59409 19.01255 21.30482 21.66750 21.51552 18.98096 19.06329
## 46 20.15977 23.65338 19.10775 20.27996 17.97900 19.79603 23.63625
## 47 20.76174 24.42302 19.79668 19.88503 21.51289 20.61307 19.19918
## 48 21.39942 22.00897 18.87596 20.61562 17.05170 19.21838 19.25284
## 49 19.66733 20.25507 23.87282 21.10769 17.64174 23.08737 21.99728
## 50 23.29210 19.94702 18.10747 16.80339 20.30779 16.92982 17.85207
## 51 18.36346 18.01530 20.83772 21.87828 22.08747 18.72999 22.31760
## 52 20.93259 20.00090 16.08919 16.19937 20.03614 17.32443 21.24507
## 53 19.51760 18.04337 19.80715 21.45421 17.83044 19.29248 18.78299
## 54 21.84755 17.63454 19.95000 20.53670 15.78946 19.47719 21.91401
## 55 22.50148 21.61604 16.98537 21.89307 22.48074 23.69539 20.03743
## 56 17.61013 22.28465 22.34614 16.68327 20.11321 19.54735 24.51371
## 57 19.08270 18.11415 24.52969 25.30444 19.47950 22.89166 21.78304
## 58 18.62084 17.46736 18.56227 19.08724 21.32327 19.46590 21.11073
## 59 19.68041 23.54111 15.79028 19.97762 18.91897 19.94621 21.01840
## 60 17.37412 19.71800 18.33624 20.53389 18.31175 21.55977 20.74094
## 61 19.57976 18.17189 16.98000 19.09765 15.84241 19.29708 18.81893
## 62 20.13942 18.17301 19.97927 19.69094 18.08128 16.33283 19.99918
## 63 20.38530 19.30692 21.23174 20.47652 18.73237 18.23583 20.38704
## 64 19.40077 17.24890 20.48835 20.20804 21.86887 18.22489 18.55891
## 65 21.52162 19.77029 21.48263 19.45572 20.84315 22.57224 16.41440
## 66 21.05369 19.06006 22.07237 17.85908 21.75173 18.85696 20.49157
## 67 17.66928 17.94544 19.24163 21.02944 17.33763 21.55953 20.60430
## 68 17.30075 19.56857 19.69049 19.23713 18.02780 20.23616 19.95384
## 69 17.88543 19.84245 19.43758 22.87909 17.32258 18.47525 21.17769
## 70 18.89735 17.15884 18.16768 22.93630 21.49770 20.73203 20.06756
## 71 21.63493 17.33616 18.86638 20.65191 18.37459 20.06648 19.94703
## 72 18.01268 22.71811 19.61376 19.21771 21.62817 21.34906 19.91095
## 73 19.56046 20.91630 21.99466 19.41846 24.36836 20.93626 19.95461
## 74 20.13006 20.24529 19.69357 19.23976 17.72804 19.83333 24.36721
## 75 20.65080 21.36215 19.36874 19.48848 18.32231 19.53839 21.41767
## 76 21.98598 18.80126 19.78375 18.99154 17.80556 19.98106 19.73954
## 77 21.55519 20.68254 21.95135 19.35740 22.33498 21.36940 18.96400
## 78 15.23163 18.74026 19.92169 18.43432 17.26581 19.60711 18.87236
## 79 20.37699 21.26394 18.89069 20.29117 24.53457 21.53358 17.99398
## 80 17.85376 20.09240 19.55183 17.67271 20.03099 17.86152 19.82354
## 81 19.61313 21.52809 18.68871 18.02053 16.07736 17.81810 21.44369
## 82 21.23354 20.96308 20.48563 21.15608 17.15149 20.39447 20.43314
## 83 16.65439 17.72828 21.04144 18.79436 21.32204 18.34063 17.34559
## 84 19.27278 20.40014 18.50693 22.06042 22.91136 23.43367 19.96347
## 85 16.44521 18.47292 20.22724 19.54399 20.57286 18.22634 20.87455
## 86 18.70149 17.60829 23.46965 23.23267 19.96197 20.31961 19.84245
## 87 19.48427 19.55770 19.45216 20.53987 16.43374 21.89826 22.26630
## 88 22.39097 22.40006 20.69688 20.52608 17.43946 19.16928 19.17997
## 89 18.96428 17.85971 20.39343 18.46121 21.29778 17.82873 17.04944
## 90 21.67756 20.47523 19.40391 20.21675 17.55982 18.64547 24.79917
## 91 19.23807 20.34555 16.32734 20.69820 23.02914 22.61891 21.69673
## 92 18.06697 17.02110 20.41766 19.11302 23.29396 19.23497 20.06173
## 93 17.26984 19.26117 20.85978 19.37610 19.39573 21.44462 21.48885
## 94 19.31513 19.33601 15.80299 18.60190 19.44451 18.23262 22.43281
## 95 21.43477 21.76554 16.61580 22.53706 16.20367 17.82819 19.03958
## 96 20.95188 17.82380 20.88211 19.00203 18.39647 22.49848 20.92839
## 97 17.26966 20.16665 19.33885 23.54946 20.01138 21.38026 19.62816
## 98 18.75058 19.41036 21.67117 18.87126 18.79422 21.88406 18.14961
## 99 16.74953 19.28307 20.43613 19.62679 13.97878 22.29688 24.38958
## 100 22.97893 22.74456 22.05226 18.12176 20.42496 19.88700 19.19523
## 101 20.68366 20.17271 22.12431 20.42429 17.80213 21.20353 20.49734
## 102 19.51691 16.35043 17.40034 21.31512 19.99012 19.69396 24.61684
## 103 19.28048 23.95583 17.60378 18.59218 16.86625 16.43300 18.24833
## 104 18.09979 18.56334 18.69300 18.59259 21.30443 20.18589 18.38560
## 105 18.73845 19.68605 18.71883 21.26830 18.79288 23.72896 21.08932
## 106 18.11978 20.18955 21.37483 20.86795 20.53374 21.21798 21.83412
## 107 19.83836 20.26506 19.77433 20.31525 23.00145 21.83486 22.06882
## 108 19.27837 20.21301 18.40684 18.60556 21.13782 16.33164 21.11626
## 109 19.77070 17.97298 22.54129 19.90536 19.47787 23.49998 24.30468
## 110 18.99991 22.97794 18.52334 19.54552 15.79771 21.25574 18.18728
## 111 21.28985 19.88220 18.31227 19.25907 18.13003 16.18720 19.52999
## 112 21.90940 19.08276 20.06176 21.06500 20.01176 19.00470 17.60517
## 113 19.06492 20.89134 21.84681 20.27168 18.85085 19.88326 17.39661
## 114 19.56482 20.56801 18.85503 20.56690 18.96677 22.47270 20.98047
## 115 21.10717 18.25681 20.67024 21.55102 16.36627 19.39992 18.59754
## 116 20.73790 22.99662 18.44040 17.81400 20.73040 20.59304 22.65952
## 117 19.25534 21.51524 17.91705 19.48527 18.27030 21.69947 23.30987
## 118 21.47442 24.13682 21.37681 17.62522 22.40746 23.24714 17.14956
## 119 23.72988 20.20750 21.32414 21.68562 18.25095 20.15469 19.74019
## 120 20.75288 19.63491 24.36966 18.29984 19.66932 18.71162 15.86982
## 121 22.66815 17.44082 17.30265 20.10571 16.76048 21.84887 19.81910
## 122 21.74986 18.71907 19.16538 18.41014 19.20217 21.72627 18.34872
## 123 19.88914 21.06202 21.02681 22.23768 20.66705 21.24993 22.21990
## 124 18.06409 23.02846 20.10196 21.76456 20.64186 18.41005 20.12347
## 125 21.99318 20.22791 20.62072 23.81959 17.81265 18.81307 23.15530
## 126 19.71842 17.86643 20.49137 20.57383 19.38797 16.97137 19.64106
## 127 18.90739 21.86238 22.26787 16.86650 22.97859 21.16170 24.70750
## 128 17.83080 20.76290 19.92196 22.55742 21.75933 20.35800 20.67770
## 129 19.42215 18.62878 21.33342 19.99389 21.22743 23.05165 17.97791
## 130 14.75371 19.12058 22.14033 20.92070 18.59010 21.48333 21.00166
## 131 17.80445 19.80341 22.13120 19.60088 22.16680 20.08039 19.80656
## 132 19.43795 19.99371 19.89721 17.17073 18.07994 20.43465 21.37130
## 133 20.52500 21.95814 23.58447 18.46709 22.32251 21.15138 17.52474
## 134 21.53256 18.84844 26.70684 17.05193 19.14234 20.83720 20.27933
## 135 20.22822 21.79108 21.48501 18.02627 19.67063 20.84215 20.61571
## 136 18.91171 23.13387 17.63802 19.33125 19.46571 18.83049 18.31764
## 137 17.71143 16.60793 18.32038 23.11175 18.38528 19.09569 17.26174
## 138 19.06167 21.39537 17.89716 20.79709 22.12035 17.33720 20.13829
## 139 16.05715 19.40506 16.90901 21.68371 20.27516 21.57870 22.28037
## 140 23.48772 17.82759 17.87153 19.74603 22.30940 21.75888 23.25859
## 141 22.34807 20.69729 19.60659 20.06628 19.97937 16.12903 20.24306
## 142 16.30611 19.89544 17.78968 22.32547 20.67599 17.20574 20.94270
## 143 17.91178 20.26666 24.35718 20.34007 19.79727 19.67710 23.15253
## 144 20.24179 20.64972 17.86028 17.70487 23.91991 24.84540 21.23948
## 145 21.65634 20.46811 19.06338 19.83126 20.75945 21.18960 21.08119
## 146 19.45626 18.23592 17.75721 20.05410 15.85458 21.06970 17.85438
## 147 21.89973 20.93625 20.21169 21.85960 20.70004 19.45096 22.65649
## 148 20.23207 23.30690 20.12829 23.51113 20.13913 18.54159 20.11549
## 149 19.36877 21.99400 24.43932 19.66594 19.62291 20.99053 20.85568
## 150 18.38792 16.50736 21.74707 21.17266 16.70634 22.56216 21.17157
## X140 X141 X142 trainMatryca_nr[, ncol(trainMatryca_nr)]
## 1 16.96072 20.31938 17.89034 9.595181
## 2 22.19148 18.87932 20.79314 10.161844
## 3 22.59501 24.00260 17.78990 10.867052
## 4 18.25356 21.81318 21.28793 9.947489
## 5 20.02476 20.49069 20.58797 10.180960
## 6 22.27717 19.70495 16.38410 9.814900
## 7 18.79141 20.10386 22.02955 12.141271
## 8 22.73407 19.01484 16.41586 9.929901
## 9 17.99378 21.23716 22.26990 10.423308
## 10 22.20903 22.94028 21.55073 10.106916
## 11 22.77974 17.98835 18.19293 10.039551
## 12 20.70631 20.14970 23.89585 10.011787
## 13 20.64209 18.10650 17.71539 9.590614
## 14 23.45470 19.87633 19.19617 10.801937
## 15 18.31164 20.78100 19.24861 10.592497
## 16 19.33715 19.57649 17.55899 10.635513
## 17 19.66188 21.53713 17.27861 8.681831
## 18 20.04433 20.41679 22.11157 8.711992
## 19 18.02720 17.57656 17.22512 11.780696
## 20 21.20064 21.74820 20.32271 7.705093
## 21 19.48312 19.81858 20.84085 10.334923
## 22 18.54709 19.36087 22.28293 9.481234
## 23 19.21983 16.36295 20.91651 10.785361
## 24 22.49830 20.53577 21.78930 9.481970
## 25 20.72730 18.91736 17.60042 10.862147
## 26 19.04111 20.31272 20.71872 8.159579
## 27 19.83234 21.06055 19.14552 10.335742
## 28 17.39477 21.34254 22.62034 9.618416
## 29 19.28489 15.62080 20.70303 11.022773
## 30 19.72631 22.75976 20.08203 10.603631
## 31 17.73640 17.63051 19.71693 10.611321
## 32 17.43374 19.60848 20.00973 9.824085
## 33 17.61657 18.16339 18.02037 9.638078
## 34 23.47549 23.33090 22.60889 9.280396
## 35 17.51894 17.76446 19.82788 11.166761
## 36 20.84344 20.87850 17.18055 9.978733
## 37 18.81213 18.51020 19.13846 8.611473
## 38 19.25531 24.90529 24.72661 9.333842
## 39 20.88032 18.58804 23.48119 9.231853
## 40 15.85747 20.77870 20.18604 11.558804
## 41 16.09622 18.93535 20.49556 9.776517
## 42 16.52082 19.44978 20.37864 9.451597
## 43 20.98329 19.02965 18.93247 11.885229
## 44 21.03627 21.72164 20.82659 10.298829
## 45 16.34004 18.75626 16.19345 8.743304
## 46 23.05419 18.47283 20.24922 7.742125
## 47 20.73689 18.92333 20.78320 11.732394
## 48 22.91590 19.23435 18.51823 10.767494
## 49 20.48456 19.35047 22.90790 10.169220
## 50 18.74833 23.30740 16.85456 11.760930
## 51 18.40251 18.98889 18.81640 11.040699
## 52 19.62323 23.76267 17.61766 8.825220
## 53 14.87853 18.37778 19.94157 9.417954
## 54 22.10593 18.29690 19.77911 9.322317
## 55 16.63225 19.86054 22.38020 8.974483
## 56 20.30085 18.94571 18.73724 8.132280
## 57 20.68734 20.85279 17.99853 10.756191
## 58 17.38492 24.13296 19.54722 8.522545
## 59 20.78359 24.24390 19.46973 9.777733
## 60 23.60762 19.37849 20.42697 9.456224
## 61 21.77232 18.98148 15.44571 10.612838
## 62 18.42707 19.67885 20.00427 9.416092
## 63 23.38137 16.44318 18.01167 9.735822
## 64 21.93696 20.53420 20.99200 9.994301
## 65 20.37945 17.34220 21.93080 11.897511
## 66 20.87848 18.37198 23.49186 11.405090
## 67 23.99632 19.74923 19.14829 10.953394
## 68 20.18654 20.21975 22.98037 9.608456
## 69 20.54061 22.51486 21.43807 11.705837
## 70 24.25177 19.64292 19.84336 11.582027
## 71 20.19649 17.75137 17.85405 9.614179
## 72 17.86261 18.53872 19.59871 8.725360
## 73 18.26491 17.69678 21.39899 11.538074
## 74 20.82050 16.37477 20.34051 9.559201
## 75 18.75726 22.67724 19.55897 9.684959
## 76 18.00151 17.47598 15.67555 10.506590
## 77 18.20913 17.53101 18.26570 9.509627
## 78 19.50402 18.90161 21.62710 10.688866
## 79 16.91945 20.78063 20.81682 10.134315
## 80 20.54915 19.61032 17.99926 6.966907
## 81 19.81593 15.02903 21.89759 11.600347
## 82 21.56552 17.18427 22.45565 9.451559
## 83 20.89208 18.85359 18.33996 9.417143
## 84 21.02612 21.92901 19.13825 11.266995
## 85 18.00719 23.15677 18.59009 9.552355
## 86 19.62869 22.59292 21.73488 8.936590
## 87 20.01430 17.31444 17.10048 9.784617
## 88 20.82062 22.34484 20.87884 10.400142
## 89 21.36380 19.67047 19.95650 10.528128
## 90 22.42802 18.80070 20.52391 10.452613
## 91 15.20699 20.27791 20.69163 10.016415
## 92 23.34811 16.36959 18.85857 9.190520
## 93 18.50422 19.08014 19.62717 9.925649
## 94 17.36582 20.02736 18.68084 11.147977
## 95 21.04424 20.64837 19.92773 10.630389
## 96 20.22739 23.91947 19.63705 11.798666
## 97 18.98339 18.83669 16.68601 9.668421
## 98 16.90369 19.81988 18.49826 10.233608
## 99 21.41547 19.23848 22.03608 9.716259
## 100 20.18730 24.74193 23.76745 11.822481
## 101 19.53139 20.88961 20.72650 9.664005
## 102 19.08719 19.34114 22.38453 10.083212
## 103 20.29571 19.89520 20.47856 9.727569
## 104 17.62116 20.67317 19.47668 9.491226
## 105 19.56282 17.11319 22.03450 10.505035
## 106 22.27768 16.50046 18.04067 8.276393
## 107 22.45478 21.99438 19.94021 9.741972
## 108 21.81611 18.86754 19.63869 10.431954
## 109 20.54098 19.80678 19.93404 8.849960
## 110 18.01631 22.88339 22.96435 6.837119
## 111 17.38999 19.90449 21.39276 11.010392
## 112 16.69458 19.37838 21.29548 9.974131
## 113 19.60624 18.91128 22.41586 8.820262
## 114 21.11227 20.25261 19.02034 9.783167
## 115 20.79678 18.35240 23.02553 10.171585
## 116 21.34992 18.89503 19.01771 10.644512
## 117 19.58715 23.00544 22.03059 10.177402
## 118 21.49263 20.58541 20.14614 11.276390
## 119 17.66602 18.53179 15.08285 10.184914
## 120 20.28219 21.55434 21.12565 8.504845
## 121 20.70894 20.39929 19.17136 10.269765
## 122 22.14396 22.74744 18.11958 8.173205
## 123 27.19106 19.83480 18.53742 11.842770
## 124 22.46401 21.62315 20.11750 11.584546
## 125 21.98697 19.52864 18.94462 10.430269
## 126 19.76907 21.46199 20.20947 9.460155
## 127 23.17876 21.34303 19.50125 9.369713
## 128 17.47691 19.93401 19.73600 10.986205
## 129 22.29173 18.72873 21.25451 9.598017
## 130 18.86938 21.39912 21.50442 9.949162
## 131 18.65701 21.75581 18.49550 9.492585
## 132 17.15594 19.44911 23.69188 11.572986
## 133 19.42725 20.61027 21.18641 10.351047
## 134 16.84682 20.04817 20.21801 10.935873
## 135 16.54031 20.13028 21.72395 9.941210
## 136 20.53735 19.37174 19.37299 11.640957
## 137 24.59423 19.91205 18.70902 10.694177
## 138 18.22716 20.41681 21.44533 10.208190
## 139 19.16505 16.78082 19.49988 9.016967
## 140 19.04166 19.40933 17.43382 11.382678
## 141 17.11324 22.33245 17.42733 9.495703
## 142 17.66814 21.49348 19.52329 8.584112
## 143 19.04041 21.18943 18.95823 12.922211
## 144 16.38176 19.34912 22.69799 9.793803
## 145 19.48550 22.87697 18.28757 11.625364
## 146 21.28274 22.56855 17.94909 8.913443
## 147 18.75713 17.48581 21.35405 9.650011
## 148 15.07410 22.13122 18.39983 9.999674
## 149 17.19120 17.60932 19.60275 9.070426
## 150 21.57104 20.23681 16.19864 10.614026
testRes$testMatryca
## X1 X2 X3 X4 X5 X6 X7
## 1 9.788329 10.973282 8.769187 10.404807 10.562193 11.179366 9.667364
## 2 10.921687 9.491513 10.009266 8.425519 10.029953 9.360540 11.700566
## 3 10.462707 8.319246 10.487581 10.573167 10.531096 7.079268 9.918333
## 4 9.093100 10.746332 11.445062 8.846614 7.515752 10.953304 9.200816
## 5 9.509260 10.636347 9.320132 10.566666 10.588040 10.682723 11.301704
## 6 7.632410 8.192825 9.789237 11.216888 9.507829 9.093775 12.343704
## 7 9.926654 10.270602 10.219942 8.800763 9.711836 8.004301 9.399367
## 8 11.079415 9.386684 10.315103 10.359101 10.378302 9.756571 10.642282
## 9 10.366262 10.207314 10.519605 10.973354 9.761656 9.236143 10.879512
## 10 10.617440 9.722662 11.341892 8.438598 10.759789 8.981762 11.415668
## 11 8.103323 9.339086 8.755579 9.677326 10.408311 8.959906 10.846312
## 12 9.479394 10.636343 8.386630 10.288271 9.567112 11.435758 9.607684
## 13 9.545950 8.834353 12.032666 10.217145 12.564155 9.982869 11.175869
## 14 10.030760 9.972274 9.098360 10.907672 9.929089 10.004700 11.243758
## 15 10.384162 11.026147 10.561794 8.861858 10.945481 9.609359 9.215070
## X8 X9 X10 X11 X12 X13 X15
## 1 8.920326 10.749575 8.968007 10.050764 10.058567 10.516261 11.904077
## 2 8.133483 9.345869 9.490933 10.018459 9.466323 10.600793 7.689606
## 3 8.288887 10.378591 9.905908 10.975822 10.081323 9.180101 9.324920
## 4 9.434290 11.710999 10.431284 10.540567 9.569023 9.056479 9.555860
## 5 9.428325 9.284998 9.968584 9.728273 9.677494 9.482678 10.350661
## 6 11.308700 10.783169 9.249686 9.346501 12.522890 10.009872 10.739169
## 7 8.948978 10.520254 10.398023 8.781879 9.298971 10.015945 8.821612
## 8 9.642801 9.176770 10.276571 10.309071 9.379317 8.835350 9.348659
## 9 9.481760 10.480332 9.617623 10.106387 10.818708 11.196121 10.175988
## 10 10.895942 10.573651 9.392978 10.118930 10.305954 8.690056 10.564010
## 11 8.458997 10.339011 9.282087 7.615927 13.656533 11.608234 9.748519
## 12 9.021820 9.979742 10.682023 11.482374 9.596701 11.015673 9.974331
## 13 10.709102 10.064922 10.088107 12.672810 10.800942 10.842823 11.235610
## 14 9.828060 9.880610 9.752350 11.499056 11.263208 12.070981 9.814058
## 15 10.967293 10.276022 8.761505 11.284463 9.846784 9.723228 9.872312
## X16 X17 X18 X19 X20 X21 X22
## 1 11.466697 8.230096 10.746570 9.297744 9.259030 10.383748 7.943324
## 2 9.814656 8.622168 9.282611 10.343662 9.830956 10.891274 9.991891
## 3 9.068209 11.336330 10.153915 9.762540 9.316982 11.205175 6.818906
## 4 10.126586 9.811411 10.994907 10.894076 9.018752 8.521867 12.153676
## 5 9.887618 8.062826 10.257767 10.777326 9.715070 10.958706 10.003230
## 6 10.266504 9.972558 11.333743 9.554764 9.804731 12.044673 10.276931
## 7 10.781733 10.242614 10.097248 12.535696 10.397988 10.223128 10.602984
## 8 8.767003 10.445949 9.993709 8.619398 10.944349 10.243807 9.321211
## 9 10.149836 8.124344 9.894778 9.664532 8.583387 9.936955 9.083839
## 10 9.114622 8.613845 8.861394 8.993982 9.938785 11.379109 10.227199
## 11 10.576052 10.601132 8.690071 11.392258 10.431464 8.631153 8.945504
## 12 9.537952 9.806507 9.082779 9.288262 10.093933 9.594316 9.962885
## 13 9.298785 9.598315 10.835047 12.186706 10.238453 9.525768 10.204459
## 14 10.336332 8.455444 10.216385 9.760587 9.945451 10.237165 11.108551
## 15 10.110930 9.681500 9.593572 10.207773 11.163662 11.329514 9.303291
## X25 X26 X27 X28 X29 X30 X31
## 1 8.336458 10.228950 8.314536 10.055296 11.126238 10.606371 11.125395
## 2 11.452205 9.996646 10.307252 10.374357 9.656125 9.805771 12.173453
## 3 10.562695 11.020072 9.449597 11.548910 11.022134 9.397119 10.155451
## 4 9.527870 10.403421 9.033473 11.969274 10.073119 9.836742 10.847960
## 5 11.217323 11.520822 10.119395 7.774119 10.752443 10.402325 8.660078
## 6 10.439833 11.278633 9.087744 9.650683 10.390055 7.826346 8.114871
## 7 9.892475 8.122010 9.841428 10.673115 9.287349 8.229047 8.323012
## 8 11.147763 11.322427 10.015808 11.044263 10.304517 9.021148 11.016185
## 9 10.469856 10.998388 8.186641 10.872220 10.568843 9.790002 10.761629
## 10 8.886645 9.742453 8.622320 9.344139 8.753201 9.045039 11.655052
## 11 10.163452 9.822410 9.663970 9.462864 10.929162 11.352950 10.725714
## 12 9.211449 9.257285 10.570947 9.429021 9.976180 9.310765 8.898735
## 13 11.617515 11.518765 9.518562 11.121866 9.619059 10.389581 10.588752
## 14 10.042655 11.428073 8.899879 11.104560 9.738101 9.977666 11.294554
## 15 11.295743 10.811157 9.509745 8.609978 8.850586 9.448541 9.394965
## X32 X33 X35 X36 X38 X39 X40
## 1 9.750073 10.608749 9.087463 10.813771 9.150567 6.745794 10.813607
## 2 9.645766 11.185353 12.154982 7.777780 9.342620 9.096926 9.852993
## 3 8.706007 9.327255 10.181471 9.509587 10.345647 11.052541 10.022979
## 4 9.825706 9.441129 10.383298 8.674383 9.283272 8.139518 10.242268
## 5 7.904357 9.847126 10.549232 10.257260 12.111798 9.408940 8.728649
## 6 10.145307 10.947105 10.505617 11.533691 12.116820 10.419410 9.804291
## 7 10.573790 11.449363 11.227729 9.631255 12.122937 9.541772 9.655729
## 8 9.420474 11.471433 10.027885 11.293802 9.057329 9.539654 9.292108
## 9 8.692322 9.046897 10.354610 10.829255 8.697521 9.988157 8.494068
## 10 9.963727 10.049790 10.024771 9.036715 8.708376 8.872757 9.616362
## 11 8.596453 11.134645 10.184881 10.914230 8.720160 9.560176 9.438114
## 12 9.575900 8.348405 11.131737 9.964576 8.958137 11.143219 11.120422
## 13 9.242326 9.107803 10.820957 9.321095 10.192953 10.045908 8.713077
## 14 7.832561 11.882726 9.895296 9.822212 11.470568 8.217367 10.003980
## 15 9.934212 9.157325 8.191900 9.789982 9.985471 11.581041 6.940155
## X41 X42 X43 X44 X45 X46 X48
## 1 10.562753 8.889238 11.121580 10.598444 11.330491 10.482994 11.479401
## 2 8.963130 9.461089 8.980940 10.939867 9.534993 9.924290 10.634696
## 3 10.272264 9.100432 9.300294 9.848839 10.049869 10.437211 10.623325
## 4 11.155244 9.869137 11.160710 10.720560 10.077962 12.421160 9.274568
## 5 8.905130 11.026242 7.813453 10.623237 10.213634 10.279180 7.920024
## 6 12.261062 10.334851 9.614671 10.400531 11.588434 10.026106 9.709128
## 7 8.755705 11.018578 12.239075 7.800458 8.634279 10.907789 9.585059
## 8 11.098432 9.877752 12.336406 10.750822 9.883263 8.303301 11.005990
## 9 10.510919 9.952208 9.759620 10.336537 10.268723 9.538745 9.207632
## 10 11.367831 10.874694 8.866716 9.275922 7.526505 10.328776 10.697333
## 11 11.628866 9.268940 8.726682 9.389112 11.986252 10.720910 10.677024
## 12 10.692807 11.007953 11.989625 9.693025 9.986343 11.895400 9.512076
## 13 10.614838 10.375744 10.300038 10.332911 9.570445 9.146819 10.982471
## 14 10.402499 9.932022 10.188842 9.918012 11.509787 10.009615 9.484662
## 15 12.830429 11.236734 9.927750 10.545581 10.531514 9.744412 9.994217
## X49 X50 X51 X52 X53 X54 X56
## 1 10.381085 8.416524 8.930424 10.787390 8.029519 9.997285 10.691538
## 2 9.373855 10.536880 10.327020 10.625607 8.741715 8.463004 9.682896
## 3 9.733327 9.975107 10.909417 10.171148 10.189126 9.458553 11.770870
## 4 9.771382 11.152252 8.805794 11.094977 10.751115 8.496592 12.841110
## 5 11.064830 10.454465 9.680797 9.495277 9.498117 12.170379 9.582764
## 6 9.017127 9.113811 10.233948 11.287527 10.347369 10.311467 9.641711
## 7 11.235104 10.590579 11.800985 9.540169 8.196428 9.509045 11.227909
## 8 11.009540 9.692971 10.156508 10.060867 10.773303 8.788088 10.036262
## 9 10.809445 12.475096 10.716902 10.398988 8.234282 9.849353 11.863272
## 10 10.100651 10.549856 8.865345 12.200308 9.224550 9.323027 9.748493
## 11 9.067134 8.806821 11.663184 9.597389 9.084205 10.979931 8.794903
## 12 11.205090 9.298060 9.345342 10.082604 10.235405 10.021195 8.408605
## 13 8.969507 8.741053 9.396703 8.866039 10.686004 10.663978 8.922685
## 14 10.072774 12.252721 10.698861 9.009692 11.039225 11.783532 9.816404
## 15 10.467766 9.133586 9.824921 10.986451 9.231956 7.827267 8.975708
## X57 X58 X59 X60 X61 X62 X63
## 1 9.863260 9.068324 9.475177 11.081290 11.021342 10.566352 11.091334
## 2 11.112228 10.520361 9.546265 10.743970 10.265247 10.891195 9.619638
## 3 10.008880 10.071929 8.733983 9.685375 10.383867 9.145325 9.239587
## 4 11.580955 10.859453 10.519604 7.928578 9.322261 10.731995 9.403726
## 5 7.942178 10.844152 8.983631 10.994765 10.056240 10.727191 9.541317
## 6 10.801333 11.830795 9.934813 9.835385 10.403460 9.233714 8.486874
## 7 9.534206 9.776279 9.974675 9.388037 10.281989 9.878206 10.054633
## 8 11.120408 9.772659 8.903685 9.622447 8.357617 10.643484 10.289043
## 9 9.706097 9.848494 10.584495 8.166090 10.014393 9.178586 7.868681
## 10 9.479512 10.583033 10.484114 10.006409 10.510999 9.325339 9.065776
## 11 9.076394 10.962069 10.086088 8.900679 9.656519 7.919642 10.012243
## 12 10.189017 9.283339 10.946854 7.827809 8.430388 10.966795 10.455497
## 13 9.701979 9.664780 10.008870 10.734028 9.406805 10.251294 8.706950
## 14 9.070670 11.721086 10.095077 11.532372 9.886128 8.866491 10.747317
## 15 9.232266 10.609769 11.360710 11.941505 8.153931 9.683676 6.976183
## X64 X65 X66 X67 X68 X69 X70
## 1 12.047005 8.923293 11.505022 7.875279 10.691956 10.141119 11.305421
## 2 10.929536 8.951614 10.165534 10.230340 10.479149 9.223895 11.093997
## 3 11.461872 9.131052 9.392158 10.533966 8.411944 10.519718 10.289415
## 4 9.033805 10.903034 9.937948 9.306555 9.743411 9.260735 8.552765
## 5 10.098345 10.237157 10.840024 8.952334 11.246234 10.738375 8.931746
## 6 10.828314 9.115041 10.997594 10.976690 9.492478 10.466826 9.758716
## 7 11.090271 10.057841 11.074527 11.226146 10.159213 10.062845 11.869900
## 8 10.127095 8.810912 10.296002 8.750401 10.526239 12.163220 10.567229
## 9 11.514521 9.900224 10.163833 9.689888 10.492831 10.051316 11.687741
## 10 11.214251 10.549765 9.591649 10.273934 10.027302 9.385345 9.102053
## 11 8.674767 10.330278 11.274493 9.598097 9.230994 9.491246 9.668408
## 12 9.307455 9.971215 10.219560 11.279594 10.019355 10.394526 8.989887
## 13 12.191584 8.432542 10.127961 10.829081 10.549589 8.843241 10.123570
## 14 11.246084 10.231168 8.465033 10.335312 10.504284 10.043794 9.035190
## 15 9.498935 11.742869 9.747465 9.280011 10.840148 11.251986 10.410303
## X72 X73 X74 X75 X76 X77 X78
## 1 10.702997 8.925370 8.165961 10.957272 9.778987 7.877706 9.870593
## 2 8.480508 11.835308 8.930533 9.919978 7.693914 6.854091 10.921212
## 3 9.803724 11.206125 10.564022 7.875452 10.207361 10.370172 10.064321
## 4 9.244955 8.918819 10.575570 8.682211 9.542638 10.971578 9.536127
## 5 10.577834 10.119566 9.583520 10.727317 9.327203 9.958851 10.498590
## 6 9.562832 10.879345 10.315767 10.425914 9.425046 9.256631 12.381007
## 7 10.021560 9.605885 9.098824 11.497158 11.232190 8.992630 11.614012
## 8 10.510718 10.707304 8.609502 11.428679 9.284662 10.660090 10.888687
## 9 8.892863 10.192522 10.869327 12.060432 9.577143 9.789672 10.162507
## 10 7.848167 10.659831 9.101467 9.398734 9.536969 10.422021 9.633772
## 11 10.049759 9.818993 8.889158 10.044786 9.757350 10.321496 9.822215
## 12 9.369672 10.896136 10.889892 8.043911 8.877050 8.922337 11.511638
## 13 10.311048 10.188746 9.925448 10.744162 9.609183 10.629133 9.358406
## 14 9.633075 9.173620 9.150787 10.081681 9.922178 9.265030 8.572702
## 15 10.412373 10.769985 9.714492 10.718316 7.702725 9.602506 11.313711
## X79 X80 X81 X82 X83 X85 X86
## 1 11.887705 10.334422 8.206035 10.447606 9.815240 11.438209 10.577755
## 2 9.617393 12.525699 9.078041 8.954110 10.336817 9.660718 9.289908
## 3 9.923572 10.097249 10.121543 9.232657 9.591499 8.565573 9.769478
## 4 9.448754 9.129934 10.179143 9.792822 11.084936 9.753475 9.985844
## 5 10.628769 10.778045 9.483709 9.850229 8.998328 8.852263 8.942728
## 6 9.644160 10.117760 10.811787 10.873640 9.672076 11.640821 11.173621
## 7 10.301284 7.986831 10.044900 10.362912 9.116910 9.364785 9.851237
## 8 11.216205 10.882960 9.965597 8.612794 11.101093 10.560715 8.951448
## 9 11.162713 11.158193 11.841248 9.533205 10.522814 9.403217 10.288118
## 10 10.844065 10.430946 10.135711 9.495004 9.218352 9.736273 10.681860
## 11 10.085853 10.539529 9.512843 10.007217 8.965952 10.272907 9.516823
## 12 9.702982 9.260426 11.188802 12.069182 9.395124 9.581403 7.730826
## 13 9.090389 9.522241 10.368820 10.158596 10.129344 7.513851 11.245521
## 14 9.413073 11.635156 9.547084 11.668554 12.133532 9.925352 10.230727
## 15 10.516087 10.748067 9.298297 9.057278 11.412185 10.942349 9.603103
## X87 X89 X90 X91 X92 X93 X94
## 1 9.778452 8.768279 10.267117 9.544519 9.918700 10.398508 9.774293
## 2 9.520326 9.508371 10.375922 10.633892 10.582015 9.114874 9.417621
## 3 8.685110 10.259407 8.292567 9.227208 9.311441 9.613009 10.925587
## 4 8.553859 10.449291 10.815901 9.976245 10.969023 10.254789 10.925746
## 5 9.475179 10.202020 13.188606 9.884955 10.276040 7.787534 8.431339
## 6 9.187228 12.413387 11.055045 10.824250 11.121355 10.205753 10.728309
## 7 10.044901 8.724976 8.377395 11.435572 8.749340 10.480079 8.718033
## 8 10.328693 9.106979 10.347054 9.592689 12.536270 11.846192 11.342137
## 9 10.881332 11.312501 10.628390 8.417579 9.051507 10.199778 8.582091
## 10 9.334408 9.989346 11.414186 10.232800 9.803356 9.206970 10.335884
## 11 9.513124 9.245484 10.147719 8.916787 10.743569 10.724875 10.218577
## 12 11.362454 7.050405 9.256450 10.407265 8.760826 9.826281 10.595989
## 13 9.650913 10.596004 10.340873 9.794216 9.946272 9.061331 10.429935
## 14 11.216451 10.285346 11.463778 8.530102 10.828696 10.079641 11.274154
## 15 10.555624 8.447905 7.854387 9.189060 9.480210 10.913433 8.952903
## X95 X96 X97 X98 X99 X100 X101
## 1 8.595686 9.566815 10.264011 10.183034 11.387328 8.919036 8.695471
## 2 11.331407 10.093571 10.637822 10.512852 9.196939 11.125064 10.501277
## 3 9.945758 9.737672 11.208235 8.521041 8.221607 10.765441 7.956629
## 4 10.130597 9.766260 10.677591 10.599802 9.460555 10.679374 9.641897
## 5 10.694791 10.634926 9.463777 12.499870 9.568039 10.441599 8.753048
## 6 6.741998 10.890704 9.723211 11.395161 10.465873 11.528331 10.693348
## 7 10.281680 9.795424 9.372722 9.654999 8.962881 10.051984 10.747153
## 8 9.465420 8.518372 11.480522 8.575948 8.922866 9.738949 9.443876
## 9 9.402099 8.409829 10.344012 9.371263 12.235625 10.059446 10.262734
## 10 8.422443 8.888697 9.552528 9.667781 10.906693 10.554977 10.883640
## 11 10.574021 10.074796 7.715096 9.440128 7.968776 9.603408 10.562526
## 12 9.570078 10.925173 10.345978 9.755698 10.481643 11.727624 10.087608
## 13 12.173807 11.329687 10.878971 8.796352 9.675841 9.159855 8.488517
## 14 10.239651 11.378643 8.539777 10.248974 9.628279 11.412579 9.742632
## 15 10.624208 9.959496 7.159274 9.677434 10.502316 9.524842 10.358942
## X102 X103 X104 X105 X106 X107 X108
## 1 9.056615 11.356560 10.695317 10.190527 10.862239 10.659217 9.990099
## 2 10.700159 8.831459 9.118094 9.882715 9.146161 9.677354 11.390531
## 3 11.129439 9.913002 10.747199 9.480174 10.634414 9.892700 8.978141
## 4 12.610183 9.313162 8.722221 9.949689 7.722983 10.183320 9.821474
## 5 8.011194 9.952818 9.423185 10.422996 10.734441 9.074839 9.292015
## 6 8.783560 11.713576 10.428639 10.742673 8.834011 9.802908 9.672140
## 7 9.947886 10.563706 10.185607 9.990857 10.393449 10.742921 9.375389
## 8 9.701793 8.788821 9.410353 10.396707 10.346767 9.750879 7.983901
## 9 9.404195 10.793888 8.209835 10.153186 10.049026 10.997716 10.443458
## 10 10.260349 10.798121 9.973881 9.846517 12.124730 10.920558 11.179867
## 11 8.560075 8.569087 10.803430 9.167286 10.495789 11.115195 11.006180
## 12 10.930299 12.676908 10.708454 9.830413 10.002539 10.151505 11.003945
## 13 9.342570 8.410506 10.042473 10.928516 10.701429 10.639153 9.709370
## 14 7.924397 10.919284 10.549181 8.393273 11.433766 9.650658 10.486797
## 15 8.561901 8.749191 11.150613 10.565351 8.577349 11.396084 9.259509
## X109 X110 X111 X112 X113 X114 X115
## 1 11.280311 9.780206 10.549116 11.020898 9.408578 9.705985 8.470077
## 2 9.178217 10.969812 9.779749 7.454337 10.399876 10.557996 10.512004
## 3 10.322681 10.045937 9.023282 8.684760 9.697077 8.118354 8.887073
## 4 8.725837 9.779586 10.050051 12.164784 8.705680 9.847469 10.310335
## 5 9.716137 10.940254 10.085146 10.873057 8.845095 8.135175 11.307502
## 6 9.875978 10.426121 9.179519 9.893203 11.179310 9.939943 9.499093
## 7 10.423989 9.336693 11.678279 10.607178 8.527256 11.814006 10.586686
## 8 9.419292 8.544062 8.369583 10.826872 9.720501 11.336747 8.380129
## 9 10.006980 9.391647 9.086246 10.070665 10.159150 10.232977 9.891267
## 10 10.609738 11.022262 10.185339 9.235642 12.716520 9.668401 10.579637
## 11 10.410024 8.761470 8.468008 9.546062 9.027471 10.959163 11.029714
## 12 8.056821 10.315967 10.656674 7.709560 10.000214 10.263345 9.508929
## 13 8.283434 9.282750 9.317783 9.533665 9.264285 10.311274 11.742179
## 14 10.049447 9.031306 11.391667 9.833429 10.161953 11.053247 10.534128
## 15 9.881815 9.265575 9.999739 10.452905 9.380142 8.706656 9.045578
## X116 X117 X118 X119 X120 X132 X133
## 1 8.711023 10.148506 10.042043 10.363809 9.104788 0.0001803100 18.54338
## 2 9.348294 9.035681 11.987085 10.480587 9.761115 0.0002298252 20.10086
## 3 10.403577 11.057859 9.060531 10.772130 10.232593 0.0004532099 16.60225
## 4 9.459462 11.214080 8.812551 7.311093 10.693317 0.0001957961 21.42291
## 5 9.178838 9.032814 9.572607 10.215754 9.128053 0.0002886075 19.99461
## 6 10.613626 9.453742 9.881141 10.261267 10.630094 0.0002364930 18.84549
## 7 11.238528 9.664903 8.970176 9.487584 10.263139 0.0002906587 20.89975
## 8 9.129740 9.830950 9.421910 10.531309 8.976694 0.0004718213 18.37073
## 9 9.453745 10.887059 9.863437 9.566383 11.024159 0.0004647725 19.24497
## 10 10.014744 9.637412 9.380118 11.962424 10.302886 0.0002804332 15.48031
## 11 9.045311 10.297563 10.304500 10.534837 9.586186 0.0002230460 18.44624
## 12 8.618379 11.057092 11.306166 8.369518 8.744056 0.0003251901 21.66915
## 13 9.989938 10.125679 10.407855 9.308597 10.527870 0.0003038472 19.20651
## 14 11.244499 9.726513 9.651038 10.794665 9.942098 0.0004506414 18.98695
## 15 10.016746 10.010296 10.831294 10.341242 10.504746 0.0004210319 18.53210
## X134 X135 X136 X137 X138 X139 X140 X141
## 1 19.96106 21.91828 18.45853 20.46361 21.11979 22.11816 17.99378 21.23716
## 2 15.53726 16.42652 17.94761 21.29374 20.02841 17.72898 22.19148 18.87932
## 3 19.68517 23.11547 20.40614 18.20376 15.89052 21.38185 23.45470 19.87633
## 4 20.99389 19.33335 20.31624 19.12324 18.09863 19.79848 22.27717 19.70495
## 5 21.66753 20.06428 17.67005 21.42740 17.57649 18.76525 20.02476 20.49069
## 6 15.42828 15.67661 23.00740 19.55008 21.72815 21.60751 20.64209 18.10650
## 7 19.95682 18.99735 18.91709 18.68241 18.13743 24.01234 22.59501 24.00260
## 8 20.65439 18.65510 21.70681 19.83391 17.55439 17.04058 16.96072 20.31938
## 9 17.77452 24.29719 20.75593 18.20382 16.07625 17.80764 18.25356 21.81318
## 10 18.58235 19.22471 18.31476 22.06850 19.13639 17.39223 22.20903 22.94028
## 11 19.41264 18.21988 18.28650 22.39194 20.55114 20.29756 18.31164 20.78100
## 12 22.55177 14.71560 20.82450 18.88510 21.93010 21.02492 20.70631 20.14970
## 13 22.35361 20.31389 19.18736 19.23032 19.17991 22.77635 22.73407 19.01484
## 14 19.22213 19.38501 19.70029 23.42221 21.40476 18.04116 22.77974 17.98835
## 15 21.97917 20.68068 20.07250 17.06387 21.08992 19.18753 18.79141 20.10386
## X142 testMatryca_nr[, ncol(trainMatryca_nr)]
## 1 22.26990 10.423308
## 2 20.79314 10.161844
## 3 19.19617 10.801937
## 4 16.38410 9.814900
## 5 20.58797 10.180960
## 6 17.71539 9.590614
## 7 17.78990 10.867052
## 8 17.89034 9.595181
## 9 21.28793 9.947489
## 10 21.55073 10.106916
## 11 19.24861 10.592497
## 12 23.89585 10.011787
## 13 16.41586 9.929901
## 14 18.19293 10.039551
## 15 22.02955 12.141271
library(FSelector)
library(rpart)
data(iris)
evaluator <- function(subset) {
#k-fold cross validation
k <- 5
splits <- runif(nrow(iris))
results = sapply(1:k, function(i) {
test.idx <- (splits >= (i - 1) / k) & (splits < i / k)
train.idx <- !test.idx
test <- iris[test.idx, , drop=FALSE]
train <- iris[train.idx, , drop=FALSE]
tree <- rpart(as.simple.formula(subset, "Species"), train)
error.rate = sum(test$Species != predict(tree, test, type="c")) / nrow(test)
return(1 - error.rate)
})
print(subset)
print(mean(results))
return(mean(results))
}
subset <- best.first.search(names(iris)[-5], evaluator)
## [1] "Sepal.Length"
## [1] 0.7050362
## [1] "Sepal.Width"
## [1] 0.5267543
## [1] "Petal.Length"
## [1] 0.9436449
## [1] "Petal.Width"
## [1] 0.9580441
## [1] "Sepal.Length" "Petal.Width"
## [1] 0.9541335
## [1] "Sepal.Width" "Petal.Width"
## [1] 0.9541926
## [1] "Petal.Length" "Petal.Width"
## [1] 0.9409245
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Width
## <environment: 0x000000000e4b7dd8>
library(mlbench)
data(HouseVotes84)
weights <- chi.squared(Class~., HouseVotes84)
print(weights)
## attr_importance
## V1 0.409330348
## V2 0.004534049
## V3 0.748864321
## V4 0.923255954
## V5 0.718768923
## V6 0.428332508
## V7 0.521967369
## V8 0.661876085
## V9 0.629797943
## V10 0.083809300
## V11 0.378240781
## V12 0.714922593
## V13 0.555971176
## V14 0.625283342
## V15 0.538263037
## V16 0.353273580
subset <- cutoff.k(weights, 5)
f <- as.simple.formula(subset, "Class")
print(f)
## Class ~ V4 + V3 + V5 + V12 + V8
## <environment: 0x0000000010962310>
library(mlbench)
data(BostonHousing)
d=BostonHousing[-4] # only numeric variables
weights <- linear.correlation(medv~., d)
print(weights)
## attr_importance
## crim 0.3883046
## zn 0.3604453
## indus 0.4837252
## nox 0.4273208
## rm 0.6953599
## age 0.3769546
## dis 0.2499287
## rad 0.3816262
## tax 0.4685359
## ptratio 0.5077867
## b 0.3334608
## lstat 0.7376627
subset <- cutoff.k(weights, 3)
f <- as.simple.formula(subset, "medv")
print(f)
## medv ~ lstat + rm + ptratio
## <environment: 0x000000000e42de30>
weights <- rank.correlation(medv~., d)
print(weights)
## attr_importance
## crim 0.5588909
## zn 0.4381790
## indus 0.5782554
## nox 0.5626088
## rm 0.6335764
## age 0.5475617
## dis 0.4458569
## rad 0.3467763
## tax 0.5624106
## ptratio 0.5559047
## b 0.1856641
## lstat 0.8529141
subset <- cutoff.k(weights, 3)
f <- as.simple.formula(subset, "medv")
print(f)
## medv ~ lstat + rm + indus
## <environment: 0x0000000022d4f5f0>
data(iris)
weights <- information.gain(Species~., iris)
print(weights)
## attr_importance
## Sepal.Length 0.4521286
## Sepal.Width 0.2672750
## Petal.Length 0.9402853
## Petal.Width 0.9554360
subset <- cutoff.k(weights, 1)
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Width
## <environment: 0x00000000235de378>
subset <- cutoff.k.percent(weights, 0.75)
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Width + Petal.Length + Sepal.Length
## <environment: 0x000000002370dd70>
subset <- cutoff.biggest.diff(weights)
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Width + Petal.Length
## <environment: 0x000000002381e058>
data(iris)
weights <- information.gain(Species~., iris)
print(weights)
## attr_importance
## Sepal.Length 0.4521286
## Sepal.Width 0.2672750
## Petal.Length 0.9402853
## Petal.Width 0.9554360
subset <- cutoff.k(weights, 2)
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Width + Petal.Length
## <environment: 0x000000000fbd8010>
weights <- information.gain(Species~., iris, unit = "log2")
print(weights)
## attr_importance
## Sepal.Length 0.6522837
## Sepal.Width 0.3855963
## Petal.Length 1.3565450
## Petal.Width 1.3784027
weights <- gain.ratio(Species~., iris)
print(weights)
## attr_importance
## Sepal.Length 0.4196464
## Sepal.Width 0.2472972
## Petal.Length 0.8584937
## Petal.Width 0.8713692
subset <- cutoff.k(weights, 2)
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Width + Petal.Length
## <environment: 0x0000000022b30cb0>
weights <- symmetrical.uncertainty(Species~., iris)
print(weights)
## attr_importance
## Sepal.Length 0.4155563
## Sepal.Width 0.2452743
## Petal.Length 0.8571872
## Petal.Width 0.8705214
subset <- cutoff.biggest.diff(weights)
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Width + Petal.Length
## <environment: 0x000000001136fbc0>
library(rpart)
data(iris)
evaluator <- function(subset) {
#k-fold cross validation
k <- 5
splits <- runif(nrow(iris))
results = sapply(1:k, function(i) {
test.idx <- (splits >= (i - 1) / k) & (splits < i / k)
train.idx <- !test.idx
test <- iris[test.idx, , drop=FALSE]
train <- iris[train.idx, , drop=FALSE]
tree <- rpart(as.simple.formula(subset, "Species"), train)
error.rate = sum(test$Species != predict(tree, test, type="c")) / nrow(test)
return(1 - error.rate)
})
print(subset)
print(mean(results))
return(mean(results))
}
subset <- exhaustive.search(names(iris)[-5], evaluator)
## [1] "Sepal.Length"
## [1] 0.7461745
## [1] "Sepal.Width"
## [1] 0.5389339
## [1] "Petal.Length"
## [1] 0.9496113
## [1] "Petal.Width"
## [1] 0.9503995
## [1] "Sepal.Length" "Sepal.Width"
## [1] 0.7071003
## [1] "Sepal.Length" "Petal.Length"
## [1] 0.9304233
## [1] "Sepal.Length" "Petal.Width"
## [1] 0.9527108
## [1] "Sepal.Width" "Petal.Length"
## [1] 0.9356309
## [1] "Sepal.Width" "Petal.Width"
## [1] 0.953164
## [1] "Petal.Length" "Petal.Width"
## [1] 0.9193103
## [1] "Sepal.Length" "Sepal.Width" "Petal.Length"
## [1] 0.9343056
## [1] "Sepal.Length" "Sepal.Width" "Petal.Width"
## [1] 0.9521325
## [1] "Sepal.Length" "Petal.Length" "Petal.Width"
## [1] 0.9233452
## [1] "Sepal.Width" "Petal.Length" "Petal.Width"
## [1] 0.9303724
## [1] "Sepal.Length" "Sepal.Width" "Petal.Length" "Petal.Width"
## [1] 0.9329926
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Sepal.Width + Petal.Width
## <environment: 0x0000000010914d00>
library(rpart)
data(iris)
evaluator <- function(subset) {
#k-fold cross validation
k <- 5
splits <- runif(nrow(iris))
results = sapply(1:k, function(i) {
test.idx <- (splits >= (i - 1) / k) & (splits < i / k)
train.idx <- !test.idx
test <- iris[test.idx, , drop=FALSE]
train <- iris[train.idx, , drop=FALSE]
tree <- rpart(as.simple.formula(subset, "Species"), train)
error.rate = sum(test$Species != predict(tree, test, type="c")) / nrow(test)
return(1 - error.rate)
})
print(subset)
print(mean(results))
return(mean(results))
}
subset <- forward.search(names(iris)[-5], evaluator)
## [1] "Sepal.Length"
## [1] 0.6753631
## [1] "Sepal.Width"
## [1] 0.4621032
## [1] "Petal.Length"
## [1] 0.9501916
## [1] "Petal.Width"
## [1] 0.9536985
## [1] "Sepal.Length" "Petal.Width"
## [1] 0.9555451
## [1] "Sepal.Width" "Petal.Width"
## [1] 0.9602836
## [1] "Petal.Length" "Petal.Width"
## [1] 0.9448212
## [1] "Sepal.Length" "Sepal.Width" "Petal.Width"
## [1] 0.9527677
## [1] "Sepal.Width" "Petal.Length" "Petal.Width"
## [1] 0.9340465
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Sepal.Width + Petal.Width
## <environment: 0x000000000ec00f88>
library(rpart)
data(iris)
evaluator <- function(subset) {
#k-fold cross validation
k <- 5
splits <- runif(nrow(iris))
results = sapply(1:k, function(i) {
test.idx <- (splits >= (i - 1) / k) & (splits < i / k)
train.idx <- !test.idx
test <- iris[test.idx, , drop=FALSE]
train <- iris[train.idx, , drop=FALSE]
tree <- rpart(as.simple.formula(subset, "Species"), train)
error.rate = sum(test$Species != predict(tree, test, type="c")) / nrow(test)
return(1 - error.rate)
})
print(subset)
print(mean(results))
return(mean(results))
}
subset <- hill.climbing.search(names(iris)[-5], evaluator)
## [1] "Sepal.Width" "Petal.Width"
## [1] 0.9528736
## [1] "Sepal.Length" "Sepal.Width" "Petal.Width"
## [1] 0.9503616
## [1] "Sepal.Width" "Petal.Length" "Petal.Width"
## [1] 0.9364649
## [1] "Petal.Width"
## [1] 0.9612124
## [1] "Sepal.Width"
## [1] 0.5443399
## [1] "Sepal.Length" "Petal.Width"
## [1] 0.9570082
## [1] "Petal.Length" "Petal.Width"
## [1] 0.9402955
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Width
## <environment: 0x0000000010a5dd30>
library(mlbench)
data(HouseVotes84)
weights <- oneR(Class~., HouseVotes84)
print(weights)
## attr_importance
## V1 0.25947997
## V2 0.09263504
## V3 0.60091159
## V4 0.77026555
## V5 0.55956326
## V6 0.29341077
## V7 0.37010302
## V8 0.50547622
## V9 0.47440918
## V10 0.08719321
## V11 0.24018603
## V12 0.56109553
## V13 0.39872373
## V14 0.47690848
## V15 0.38644105
## V16 0.30703305
subset <- cutoff.k(weights, 5)
f <- as.simple.formula(subset, "Class")
print(f)
## Class ~ V4 + V3 + V12 + V5 + V8
## <environment: 0x00000000233745c8>
library(mlbench)
data(HouseVotes84)
weights <- random.forest.importance(Class~., HouseVotes84, importance.type = 1)
print(weights)
## attr_importance
## V1 -2.205762
## V2 4.138144
## V3 24.416281
## V4 72.130240
## V5 20.606022
## V6 2.852226
## V7 6.540906
## V8 10.367990
## V9 7.972261
## V10 1.537623
## V11 19.549109
## V12 13.178377
## V13 13.703356
## V14 14.742221
## V15 11.502303
## V16 -3.010064
subset <- cutoff.k(weights, 5)
f <- as.simple.formula(subset, "Class")
print(f)
## Class ~ V4 + V3 + V5 + V11 + V14
## <environment: 0x000000002393bdd8>
data(iris)
weights <- relief(Species~., iris, neighbours.count = 5, sample.size = 20)
print(weights)
## attr_importance
## Sepal.Length 0.1481944
## Sepal.Width 0.1668750
## Petal.Length 0.3739831
## Petal.Width 0.3681250
subset <- cutoff.k(weights, 2)
f <- as.simple.formula(subset, "Species")
print(f)
## Species ~ Petal.Length + Petal.Width
## <environment: 0x00000000117803e0>