MODUL 1
DWI FERIANTO HAMZAH (24031554019) & AISYAH IMANI KHOIRUNNISA (24031554020)
2026-02-25
INSTALL PACKAGES
install.packages("psych")## Installing package into '/cloud/lib/x86_64-pc-linux-gnu-library/4.5'
## (as 'lib' is unspecified)install.packages("FactoMineR")## Installing package into '/cloud/lib/x86_64-pc-linux-gnu-library/4.5'
## (as 'lib' is unspecified)install.packages("factoextra")## Installing package into '/cloud/lib/x86_64-pc-linux-gnu-library/4.5'
## (as 'lib' is unspecified)library(psych)
library(FactoMineR)
library(factoextra)## Loading required package: ggplot2##
## Attaching package: 'ggplot2'## The following objects are masked from 'package:psych':
##
## %+%, alpha## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa1. LOAD DATA
dataset terdiri dari 569 obeservasi dan 33 variabel
data <- read.csv("data.csv")
str(data)## 'data.frame': 569 obs. of 33 variables:
## $ id : int 842302 842517 84300903 84348301 84358402 843786 844359 84458202 844981 84501001 ...
## $ diagnosis : chr "M" "M" "M" "M" ...
## $ radius_mean : num 18 20.6 19.7 11.4 20.3 ...
## $ texture_mean : num 10.4 17.8 21.2 20.4 14.3 ...
## $ perimeter_mean : num 122.8 132.9 130 77.6 135.1 ...
## $ area_mean : num 1001 1326 1203 386 1297 ...
## $ smoothness_mean : num 0.1184 0.0847 0.1096 0.1425 0.1003 ...
## $ compactness_mean : num 0.2776 0.0786 0.1599 0.2839 0.1328 ...
## $ concavity_mean : num 0.3001 0.0869 0.1974 0.2414 0.198 ...
## $ concave.points_mean : num 0.1471 0.0702 0.1279 0.1052 0.1043 ...
## $ symmetry_mean : num 0.242 0.181 0.207 0.26 0.181 ...
## $ fractal_dimension_mean : num 0.0787 0.0567 0.06 0.0974 0.0588 ...
## $ radius_se : num 1.095 0.543 0.746 0.496 0.757 ...
## $ texture_se : num 0.905 0.734 0.787 1.156 0.781 ...
## $ perimeter_se : num 8.59 3.4 4.58 3.44 5.44 ...
## $ area_se : num 153.4 74.1 94 27.2 94.4 ...
## $ smoothness_se : num 0.0064 0.00522 0.00615 0.00911 0.01149 ...
## $ compactness_se : num 0.049 0.0131 0.0401 0.0746 0.0246 ...
## $ concavity_se : num 0.0537 0.0186 0.0383 0.0566 0.0569 ...
## $ concave.points_se : num 0.0159 0.0134 0.0206 0.0187 0.0188 ...
## $ symmetry_se : num 0.03 0.0139 0.0225 0.0596 0.0176 ...
## $ fractal_dimension_se : num 0.00619 0.00353 0.00457 0.00921 0.00511 ...
## $ radius_worst : num 25.4 25 23.6 14.9 22.5 ...
## $ texture_worst : num 17.3 23.4 25.5 26.5 16.7 ...
## $ perimeter_worst : num 184.6 158.8 152.5 98.9 152.2 ...
## $ area_worst : num 2019 1956 1709 568 1575 ...
## $ smoothness_worst : num 0.162 0.124 0.144 0.21 0.137 ...
## $ compactness_worst : num 0.666 0.187 0.424 0.866 0.205 ...
## $ concavity_worst : num 0.712 0.242 0.45 0.687 0.4 ...
## $ concave.points_worst : num 0.265 0.186 0.243 0.258 0.163 ...
## $ symmetry_worst : num 0.46 0.275 0.361 0.664 0.236 ...
## $ fractal_dimension_worst: num 0.1189 0.089 0.0876 0.173 0.0768 ...
## $ X : logi NA NA NA NA NA NA ...2. CEK MISSING VALUE
Menghapus kolom id karena biasanya tidak relevan untuk analisis Memilih kolom numerik saja untuk analisis statistik
data <- data[, !(names(data) %in% c("id"))]Mengambil data numerik
data_num <- data[, sapply(data, is.numeric)]sum(is.na(data_num))## [1] 0colSums(is.na(data_num))## radius_mean texture_mean perimeter_mean
## 0 0 0
## area_mean smoothness_mean compactness_mean
## 0 0 0
## concavity_mean concave.points_mean symmetry_mean
## 0 0 0
## fractal_dimension_mean radius_se texture_se
## 0 0 0
## perimeter_se area_se smoothness_se
## 0 0 0
## compactness_se concavity_se concave.points_se
## 0 0 0
## symmetry_se fractal_dimension_se radius_worst
## 0 0 0
## texture_worst perimeter_worst area_worst
## 0 0 0
## smoothness_worst compactness_worst concavity_worst
## 0 0 0
## concave.points_worst symmetry_worst fractal_dimension_worst
## 0 0 03. VISUALISASI
Membuat boxplot untuk melihat distribusi semua variabel numerik
boxplot(data_num,
main = "Boxplot Semua Variabel Numerik",
col = "lightgreen",
las = 2,
cex.axis = 0.7)
Membuat histogram untuk melihat distribusi variabel radius mean
hist(data$radius_mean,
main = "Histogram Radius",
xlab = "Radius Mean",
col = "lightblue",
breaks = 20)
4. STANDARISASI
Menstandarisasi data numerik: mean = 0, standar deviasi = 1
data_scaled <- scale(data_num)5. UJI ASUMSI
A. Korelasi antar variabel
Menghitung matriks korelasi antar variabel numerik
cor_matrix <- cor(data_scaled)
cor_matrix## radius_mean texture_mean perimeter_mean area_mean
## radius_mean 1.000000000 0.323781891 0.997855281 0.987357170
## texture_mean 0.323781891 1.000000000 0.329533059 0.321085696
## perimeter_mean 0.997855281 0.329533059 1.000000000 0.986506804
## area_mean 0.987357170 0.321085696 0.986506804 1.000000000
## smoothness_mean 0.170581187 -0.023388516 0.207278164 0.177028377
## compactness_mean 0.506123578 0.236702222 0.556936211 0.498501682
## concavity_mean 0.676763550 0.302417828 0.716135650 0.685982829
## concave.points_mean 0.822528522 0.293464051 0.850977041 0.823268869
## symmetry_mean 0.147741242 0.071400980 0.183027212 0.151293079
## fractal_dimension_mean -0.311630826 -0.076437183 -0.261476908 -0.283109812
## radius_se 0.679090388 0.275868676 0.691765014 0.732562227
## texture_se -0.097317443 0.386357623 -0.086761078 -0.066280214
## perimeter_se 0.674171616 0.281673115 0.693134890 0.726628328
## area_se 0.735863663 0.259844987 0.744982694 0.800085921
## smoothness_se -0.222600125 0.006613777 -0.202694026 -0.166776667
## compactness_se 0.205999980 0.191974611 0.250743681 0.212582551
## concavity_se 0.194203623 0.143293077 0.228082345 0.207660060
## concave.points_se 0.376168956 0.163851025 0.407216916 0.372320282
## symmetry_se -0.104320881 0.009127168 -0.081629327 -0.072496588
## fractal_dimension_se -0.042641269 0.054457520 -0.005523391 -0.019886963
## radius_worst 0.969538973 0.352572947 0.969476363 0.962746086
## texture_worst 0.297007644 0.912044589 0.303038372 0.287488627
## perimeter_worst 0.965136514 0.358039575 0.970386887 0.959119574
## area_worst 0.941082460 0.343545947 0.941549808 0.959213326
## smoothness_worst 0.119616140 0.077503359 0.150549404 0.123522939
## compactness_worst 0.413462823 0.277829592 0.455774228 0.390410309
## concavity_worst 0.526911462 0.301025224 0.563879263 0.512605920
## concave.points_worst 0.744214198 0.295315843 0.771240789 0.722016626
## symmetry_worst 0.163953335 0.105007910 0.189115040 0.143569914
## fractal_dimension_worst 0.007065886 0.119205351 0.051018530 0.003737597
## smoothness_mean compactness_mean concavity_mean
## radius_mean 0.17058119 0.50612358 0.67676355
## texture_mean -0.02338852 0.23670222 0.30241783
## perimeter_mean 0.20727816 0.55693621 0.71613565
## area_mean 0.17702838 0.49850168 0.68598283
## smoothness_mean 1.00000000 0.65912322 0.52198377
## compactness_mean 0.65912322 1.00000000 0.88312067
## concavity_mean 0.52198377 0.88312067 1.00000000
## concave.points_mean 0.55369517 0.83113504 0.92139103
## symmetry_mean 0.55777479 0.60264105 0.50066662
## fractal_dimension_mean 0.58479200 0.56536866 0.33678336
## radius_se 0.30146710 0.49747345 0.63192482
## texture_se 0.06840645 0.04620483 0.07621835
## perimeter_se 0.29609193 0.54890526 0.66039079
## area_se 0.24655243 0.45565285 0.61742681
## smoothness_se 0.33237544 0.13529927 0.09856375
## compactness_se 0.31894330 0.73872179 0.67027882
## concavity_se 0.24839568 0.57051687 0.69127021
## concave.points_se 0.38067569 0.64226185 0.68325992
## symmetry_se 0.20077438 0.22997659 0.17800921
## fractal_dimension_se 0.28360670 0.50731813 0.44930075
## radius_worst 0.21312014 0.53531540 0.68823641
## texture_worst 0.03607180 0.24813283 0.29987889
## perimeter_worst 0.23885263 0.59021043 0.72956492
## area_worst 0.20671836 0.50960381 0.67598723
## smoothness_worst 0.80532420 0.56554117 0.44882204
## compactness_worst 0.47246844 0.86580904 0.75496802
## concavity_worst 0.43492571 0.81627525 0.88410264
## concave.points_worst 0.50305335 0.81557322 0.86132303
## symmetry_worst 0.39430948 0.51022343 0.40946413
## fractal_dimension_worst 0.49931637 0.68738232 0.51492989
## concave.points_mean symmetry_mean
## radius_mean 0.82252852 0.14774124
## texture_mean 0.29346405 0.07140098
## perimeter_mean 0.85097704 0.18302721
## area_mean 0.82326887 0.15129308
## smoothness_mean 0.55369517 0.55777479
## compactness_mean 0.83113504 0.60264105
## concavity_mean 0.92139103 0.50066662
## concave.points_mean 1.00000000 0.46249739
## symmetry_mean 0.46249739 1.00000000
## fractal_dimension_mean 0.16691738 0.47992133
## radius_se 0.69804983 0.30337926
## texture_se 0.02147958 0.12805293
## perimeter_se 0.71064987 0.31389276
## area_se 0.69029854 0.22397022
## smoothness_se 0.02765331 0.18732117
## compactness_se 0.49042425 0.42165915
## concavity_se 0.43916707 0.34262702
## concave.points_se 0.61563413 0.39329787
## symmetry_se 0.09535079 0.44913654
## fractal_dimension_se 0.25758375 0.33178615
## radius_worst 0.83031763 0.18572775
## texture_worst 0.29275171 0.09065069
## perimeter_worst 0.85592313 0.21916856
## area_worst 0.80962962 0.17719338
## smoothness_worst 0.45275305 0.42667503
## compactness_worst 0.66745368 0.47320001
## concavity_worst 0.75239950 0.43372101
## concave.points_worst 0.91015531 0.43029661
## symmetry_worst 0.37574415 0.69982580
## fractal_dimension_worst 0.36866113 0.43841350
## fractal_dimension_mean radius_se texture_se
## radius_mean -0.3116308263 0.6790903880 -0.09731744
## texture_mean -0.0764371834 0.2758686762 0.38635762
## perimeter_mean -0.2614769081 0.6917650135 -0.08676108
## area_mean -0.2831098117 0.7325622270 -0.06628021
## smoothness_mean 0.5847920019 0.3014670983 0.06840645
## compactness_mean 0.5653686634 0.4974734461 0.04620483
## concavity_mean 0.3367833594 0.6319248221 0.07621835
## concave.points_mean 0.1669173832 0.6980498336 0.02147958
## symmetry_mean 0.4799213301 0.3033792632 0.12805293
## fractal_dimension_mean 1.0000000000 0.0001109951 0.16417397
## radius_se 0.0001109951 1.0000000000 0.21324734
## texture_se 0.1641739659 0.2132473373 1.00000000
## perimeter_se 0.0398299316 0.9727936770 0.22317073
## area_se -0.0901702475 0.9518301121 0.11156725
## smoothness_se 0.4019644254 0.1645142198 0.39724285
## compactness_se 0.5598366906 0.3560645755 0.23169970
## concavity_se 0.4466303217 0.3323575376 0.19499846
## concave.points_se 0.3411980444 0.5133464414 0.23028340
## symmetry_se 0.3450073971 0.2405673625 0.41162068
## fractal_dimension_se 0.6881315775 0.2277535327 0.27972275
## radius_worst -0.2536914949 0.7150651951 -0.11169031
## texture_worst -0.0512692020 0.1947985568 0.40900277
## perimeter_worst -0.2051512113 0.7196838037 -0.10224192
## area_worst -0.2318544512 0.7515484761 -0.08319499
## smoothness_worst 0.5049420754 0.1419185529 -0.07365766
## compactness_worst 0.4587981567 0.2871031656 -0.09243935
## concavity_worst 0.3462338763 0.3805846346 -0.06895622
## concave.points_worst 0.1753254492 0.5310623278 -0.11963752
## symmetry_worst 0.3340186839 0.0945428304 -0.12821476
## fractal_dimension_worst 0.7672967792 0.0495594325 -0.04565457
## perimeter_se area_se smoothness_se compactness_se
## radius_mean 0.67417162 0.73586366 -0.222600125 0.2060000
## texture_mean 0.28167311 0.25984499 0.006613777 0.1919746
## perimeter_mean 0.69313489 0.74498269 -0.202694026 0.2507437
## area_mean 0.72662833 0.80008592 -0.166776667 0.2125826
## smoothness_mean 0.29609193 0.24655243 0.332375443 0.3189433
## compactness_mean 0.54890526 0.45565285 0.135299268 0.7387218
## concavity_mean 0.66039079 0.61742681 0.098563746 0.6702788
## concave.points_mean 0.71064987 0.69029854 0.027653308 0.4904242
## symmetry_mean 0.31389276 0.22397022 0.187321165 0.4216591
## fractal_dimension_mean 0.03982993 -0.09017025 0.401964425 0.5598367
## radius_se 0.97279368 0.95183011 0.164514220 0.3560646
## texture_se 0.22317073 0.11156725 0.397242853 0.2316997
## perimeter_se 1.00000000 0.93765541 0.151075331 0.4163224
## area_se 0.93765541 1.00000000 0.075150338 0.2848401
## smoothness_se 0.15107533 0.07515034 1.000000000 0.3366961
## compactness_se 0.41632237 0.28484006 0.336696081 1.0000000
## concavity_se 0.36248158 0.27089473 0.268684760 0.8012683
## concave.points_se 0.55626408 0.41572957 0.328429499 0.7440827
## symmetry_se 0.26648709 0.13410898 0.413506125 0.3947128
## fractal_dimension_se 0.24414277 0.12707090 0.427374207 0.8032688
## radius_worst 0.69720059 0.75737319 -0.230690710 0.2046072
## texture_worst 0.20037085 0.19649665 -0.074742965 0.1430026
## perimeter_worst 0.72103131 0.76121264 -0.217303755 0.2605158
## area_worst 0.73071297 0.81140796 -0.182195478 0.1993713
## smoothness_worst 0.13005439 0.12538943 0.314457456 0.2273942
## compactness_worst 0.34191945 0.28325654 -0.055558139 0.6787804
## concavity_worst 0.41889882 0.38510014 -0.058298387 0.6391467
## concave.points_worst 0.55489723 0.53816631 -0.102006796 0.4832083
## symmetry_worst 0.10993043 0.07412629 -0.107342098 0.2778784
## fractal_dimension_worst 0.08543257 0.01753930 0.101480315 0.5909728
## concavity_se concave.points_se symmetry_se
## radius_mean 0.1942036 0.37616896 -0.104320881
## texture_mean 0.1432931 0.16385103 0.009127168
## perimeter_mean 0.2280823 0.40721692 -0.081629327
## area_mean 0.2076601 0.37232028 -0.072496588
## smoothness_mean 0.2483957 0.38067569 0.200774376
## compactness_mean 0.5705169 0.64226185 0.229976591
## concavity_mean 0.6912702 0.68325992 0.178009208
## concave.points_mean 0.4391671 0.61563413 0.095350787
## symmetry_mean 0.3426270 0.39329787 0.449136542
## fractal_dimension_mean 0.4466303 0.34119804 0.345007397
## radius_se 0.3323575 0.51334644 0.240567362
## texture_se 0.1949985 0.23028340 0.411620680
## perimeter_se 0.3624816 0.55626408 0.266487092
## area_se 0.2708947 0.41572957 0.134108980
## smoothness_se 0.2686848 0.32842950 0.413506125
## compactness_se 0.8012683 0.74408267 0.394712835
## concavity_se 1.0000000 0.77180399 0.309428578
## concave.points_se 0.7718040 1.00000000 0.312780223
## symmetry_se 0.3094286 0.31278022 1.000000000
## fractal_dimension_se 0.7273722 0.61104414 0.369078083
## radius_worst 0.1869035 0.35812667 -0.128120769
## texture_worst 0.1002410 0.08674121 -0.077473420
## perimeter_worst 0.2266804 0.39499925 -0.103753044
## area_worst 0.1883527 0.34227116 -0.110342743
## smoothness_worst 0.1684813 0.21535060 -0.012661800
## compactness_worst 0.4848578 0.45288838 0.060254879
## concavity_worst 0.6625641 0.54959238 0.037119049
## concave.points_worst 0.4404723 0.60244961 -0.030413396
## symmetry_worst 0.1977878 0.14311567 0.389402485
## fractal_dimension_worst 0.4393293 0.31065455 0.078079476
## fractal_dimension_se radius_worst texture_worst
## radius_mean -0.042641269 0.96953897 0.297007644
## texture_mean 0.054457520 0.35257295 0.912044589
## perimeter_mean -0.005523391 0.96947636 0.303038372
## area_mean -0.019886963 0.96274609 0.287488627
## smoothness_mean 0.283606699 0.21312014 0.036071799
## compactness_mean 0.507318127 0.53531540 0.248132833
## concavity_mean 0.449300749 0.68823641 0.299878889
## concave.points_mean 0.257583746 0.83031763 0.292751713
## symmetry_mean 0.331786146 0.18572775 0.090650688
## fractal_dimension_mean 0.688131577 -0.25369149 -0.051269202
## radius_se 0.227753533 0.71506520 0.194798557
## texture_se 0.279722748 -0.11169031 0.409002766
## perimeter_se 0.244142773 0.69720059 0.200370854
## area_se 0.127070903 0.75737319 0.196496649
## smoothness_se 0.427374207 -0.23069071 -0.074742965
## compactness_se 0.803268818 0.20460717 0.143002583
## concavity_se 0.727372184 0.18690352 0.100240984
## concave.points_se 0.611044139 0.35812667 0.086741210
## symmetry_se 0.369078083 -0.12812077 -0.077473420
## fractal_dimension_se 1.000000000 -0.03748762 -0.003195029
## radius_worst -0.037487618 1.00000000 0.359920754
## texture_worst -0.003195029 0.35992075 1.000000000
## perimeter_worst -0.001000398 0.99370792 0.365098245
## area_worst -0.022736147 0.98401456 0.345842283
## smoothness_worst 0.170568316 0.21657443 0.225429415
## compactness_worst 0.390158842 0.47582004 0.360832339
## concavity_worst 0.379974661 0.57397471 0.368365607
## concave.points_worst 0.215204013 0.78742385 0.359754610
## symmetry_worst 0.111093956 0.24352920 0.233027461
## fractal_dimension_worst 0.591328066 0.09349198 0.219122425
## perimeter_worst area_worst smoothness_worst
## radius_mean 0.965136514 0.94108246 0.11961614
## texture_mean 0.358039575 0.34354595 0.07750336
## perimeter_mean 0.970386887 0.94154981 0.15054940
## area_mean 0.959119574 0.95921333 0.12352294
## smoothness_mean 0.238852626 0.20671836 0.80532420
## compactness_mean 0.590210428 0.50960381 0.56554117
## concavity_mean 0.729564917 0.67598723 0.44882204
## concave.points_mean 0.855923128 0.80962962 0.45275305
## symmetry_mean 0.219168559 0.17719338 0.42667503
## fractal_dimension_mean -0.205151211 -0.23185445 0.50494208
## radius_se 0.719683804 0.75154848 0.14191855
## texture_se -0.102241922 -0.08319499 -0.07365766
## perimeter_se 0.721031310 0.73071297 0.13005439
## area_se 0.761212636 0.81140796 0.12538943
## smoothness_se -0.217303755 -0.18219548 0.31445746
## compactness_se 0.260515840 0.19937133 0.22739423
## concavity_se 0.226680426 0.18835265 0.16848132
## concave.points_se 0.394999252 0.34227116 0.21535060
## symmetry_se -0.103753044 -0.11034274 -0.01266180
## fractal_dimension_se -0.001000398 -0.02273615 0.17056832
## radius_worst 0.993707916 0.98401456 0.21657443
## texture_worst 0.365098245 0.34584228 0.22542941
## perimeter_worst 1.000000000 0.97757809 0.23677460
## area_worst 0.977578091 1.00000000 0.20914533
## smoothness_worst 0.236774604 0.20914533 1.00000000
## compactness_worst 0.529407690 0.43829628 0.56818652
## concavity_worst 0.618344080 0.54333053 0.51852329
## concave.points_worst 0.816322102 0.74741880 0.54769090
## symmetry_worst 0.269492769 0.20914551 0.49383833
## fractal_dimension_worst 0.138956862 0.07964703 0.61762419
## compactness_worst concavity_worst concave.points_worst
## radius_mean 0.41346282 0.52691146 0.7442142
## texture_mean 0.27782959 0.30102522 0.2953158
## perimeter_mean 0.45577423 0.56387926 0.7712408
## area_mean 0.39041031 0.51260592 0.7220166
## smoothness_mean 0.47246844 0.43492571 0.5030534
## compactness_mean 0.86580904 0.81627525 0.8155732
## concavity_mean 0.75496802 0.88410264 0.8613230
## concave.points_mean 0.66745368 0.75239950 0.9101553
## symmetry_mean 0.47320001 0.43372101 0.4302966
## fractal_dimension_mean 0.45879816 0.34623388 0.1753254
## radius_se 0.28710317 0.38058463 0.5310623
## texture_se -0.09243935 -0.06895622 -0.1196375
## perimeter_se 0.34191945 0.41889882 0.5548972
## area_se 0.28325654 0.38510014 0.5381663
## smoothness_se -0.05555814 -0.05829839 -0.1020068
## compactness_se 0.67878035 0.63914670 0.4832083
## concavity_se 0.48485780 0.66256413 0.4404723
## concave.points_se 0.45288838 0.54959238 0.6024496
## symmetry_se 0.06025488 0.03711905 -0.0304134
## fractal_dimension_se 0.39015884 0.37997466 0.2152040
## radius_worst 0.47582004 0.57397471 0.7874239
## texture_worst 0.36083234 0.36836561 0.3597546
## perimeter_worst 0.52940769 0.61834408 0.8163221
## area_worst 0.43829628 0.54333053 0.7474188
## smoothness_worst 0.56818652 0.51852329 0.5476909
## compactness_worst 1.00000000 0.89226090 0.8010804
## concavity_worst 0.89226090 1.00000000 0.8554339
## concave.points_worst 0.80108036 0.85543386 1.0000000
## symmetry_worst 0.61444050 0.53251973 0.5025285
## fractal_dimension_worst 0.81045486 0.68651092 0.5111141
## symmetry_worst fractal_dimension_worst
## radius_mean 0.16395333 0.007065886
## texture_mean 0.10500791 0.119205351
## perimeter_mean 0.18911504 0.051018530
## area_mean 0.14356991 0.003737597
## smoothness_mean 0.39430948 0.499316369
## compactness_mean 0.51022343 0.687382323
## concavity_mean 0.40946413 0.514929891
## concave.points_mean 0.37574415 0.368661134
## symmetry_mean 0.69982580 0.438413498
## fractal_dimension_mean 0.33401868 0.767296779
## radius_se 0.09454283 0.049559432
## texture_se -0.12821476 -0.045654569
## perimeter_se 0.10993043 0.085432572
## area_se 0.07412629 0.017539295
## smoothness_se -0.10734210 0.101480315
## compactness_se 0.27787843 0.590972763
## concavity_se 0.19778782 0.439329269
## concave.points_se 0.14311567 0.310654551
## symmetry_se 0.38940248 0.078079476
## fractal_dimension_se 0.11109396 0.591328066
## radius_worst 0.24352920 0.093491979
## texture_worst 0.23302746 0.219122425
## perimeter_worst 0.26949277 0.138956862
## area_worst 0.20914551 0.079647034
## smoothness_worst 0.49383833 0.617624192
## compactness_worst 0.61444050 0.810454856
## concavity_worst 0.53251973 0.686510921
## concave.points_worst 0.50252849 0.511114146
## symmetry_worst 1.00000000 0.537848206
## fractal_dimension_worst 0.53784821 1.000000000B. KMO tes
Mengukur kecukupan sampel untuk analisis faktor
kmo_test <- KMO(cor_matrix)
kmo_test## Kaiser-Meyer-Olkin factor adequacy
## Call: KMO(r = cor_matrix)
## Overall MSA = 0.83
## MSA for each item =
## radius_mean texture_mean perimeter_mean
## 0.83 0.64 0.85
## area_mean smoothness_mean compactness_mean
## 0.86 0.81 0.88
## concavity_mean concave.points_mean symmetry_mean
## 0.89 0.90 0.83
## fractal_dimension_mean radius_se texture_se
## 0.83 0.83 0.48
## perimeter_se area_se smoothness_se
## 0.84 0.85 0.64
## compactness_se concavity_se concave.points_se
## 0.87 0.83 0.84
## symmetry_se fractal_dimension_se radius_worst
## 0.58 0.81 0.82
## texture_worst perimeter_worst area_worst
## 0.60 0.88 0.82
## smoothness_worst compactness_worst concavity_worst
## 0.75 0.85 0.90
## concave.points_worst symmetry_worst fractal_dimension_worst
## 0.89 0.69 0.81data_kmo <- data_num[, !(names(data_num) %in% c("texture_se"))]kmo_test2 <- KMO(cor(data_kmo))
kmo_test2## Kaiser-Meyer-Olkin factor adequacy
## Call: KMO(r = cor(data_kmo))
## Overall MSA = 0.84
## MSA for each item =
## radius_mean texture_mean perimeter_mean
## 0.83 0.71 0.85
## area_mean smoothness_mean compactness_mean
## 0.87 0.81 0.88
## concavity_mean concave.points_mean symmetry_mean
## 0.89 0.90 0.83
## fractal_dimension_mean radius_se perimeter_se
## 0.83 0.83 0.84
## area_se smoothness_se compactness_se
## 0.86 0.62 0.87
## concavity_se concave.points_se symmetry_se
## 0.82 0.83 0.58
## fractal_dimension_se radius_worst texture_worst
## 0.81 0.82 0.72
## perimeter_worst area_worst smoothness_worst
## 0.88 0.82 0.75
## compactness_worst concavity_worst concave.points_worst
## 0.85 0.90 0.89
## symmetry_worst fractal_dimension_worst
## 0.70 0.81C. Bartlett tes
Menghitung matriks korelasi antar variabel numerik
bartlett_test <- cortest.bartlett(cor_matrix, n = nrow(data_kmo))
bartlett_test## $chisq
## [1] 39362.12
##
## $p.value
## [1] 0
##
## $df
## [1] 4356. PRINCIPAL COMPONENT ANALYSIS
PCA digunakan untuk mereduksi dimensi data
# PCA tanpa rotasi
pc <- principal(data_scaled, nfactors = 3, rotate = "none")
pc## Principal Components Analysis
## Call: principal(r = data_scaled, nfactors = 3, rotate = "none")
## Standardized loadings (pattern matrix) based upon correlation matrix
## PC1 PC2 PC3 h2 u2 com
## radius_mean 0.80 -0.56 -0.01 0.95 0.052 1.8
## texture_mean 0.38 -0.14 0.11 0.17 0.825 1.5
## perimeter_mean 0.83 -0.51 -0.02 0.95 0.049 1.7
## area_mean 0.81 -0.55 0.05 0.95 0.045 1.8
## smoothness_mean 0.52 0.44 -0.18 0.50 0.502 2.2
## compactness_mean 0.87 0.36 -0.12 0.91 0.093 1.4
## concavity_mean 0.94 0.14 0.00 0.91 0.093 1.0
## concave.points_mean 0.95 -0.08 -0.04 0.91 0.088 1.0
## symmetry_mean 0.50 0.45 -0.07 0.46 0.536 2.0
## fractal_dimension_mean 0.23 0.87 -0.04 0.82 0.179 1.1
## radius_se 0.75 -0.25 0.45 0.83 0.170 1.9
## texture_se 0.06 0.21 0.63 0.45 0.554 1.3
## perimeter_se 0.77 -0.21 0.45 0.84 0.161 1.8
## area_se 0.74 -0.36 0.36 0.81 0.190 2.0
## smoothness_se 0.05 0.49 0.52 0.51 0.491 2.0
## compactness_se 0.62 0.56 0.26 0.76 0.239 2.3
## concavity_se 0.56 0.47 0.30 0.62 0.378 2.5
## concave.points_se 0.67 0.31 0.38 0.69 0.314 2.1
## symmetry_se 0.15 0.44 0.48 0.45 0.549 2.2
## fractal_dimension_se 0.37 0.67 0.36 0.71 0.288 2.2
## radius_worst 0.83 -0.52 -0.08 0.97 0.028 1.7
## texture_worst 0.38 -0.11 -0.07 0.16 0.838 1.2
## perimeter_worst 0.86 -0.48 -0.08 0.98 0.022 1.6
## area_worst 0.82 -0.52 -0.02 0.95 0.054 1.7
## smoothness_worst 0.47 0.41 -0.44 0.58 0.423 3.0
## compactness_worst 0.77 0.34 -0.40 0.86 0.139 1.9
## concavity_worst 0.83 0.23 -0.29 0.83 0.166 1.4
## concave.points_worst 0.91 -0.02 -0.29 0.92 0.082 1.2
## symmetry_worst 0.45 0.34 -0.46 0.52 0.477 2.8
## fractal_dimension_worst 0.48 0.66 -0.39 0.81 0.185 2.5
##
## PC1 PC2 PC3
## SS loadings 13.28 5.69 2.82
## Proportion Var 0.44 0.19 0.09
## Cumulative Var 0.44 0.63 0.73
## Proportion Explained 0.61 0.26 0.13
## Cumulative Proportion 0.61 0.87 1.00
##
## Mean item complexity = 1.8
## Test of the hypothesis that 3 components are sufficient.
##
## The root mean square of the residuals (RMSR) is 0.06
## with the empirical chi square 1575.33 with prob < 3.4e-155
##
## Fit based upon off diagonal values = 0.99Eigen Value dan Eigen Vektor
L <- as.matrix(pc$loadings)
lambda <- pc$values # eigenvalues
# mengaambil eigenvalue sesuai jumlah faktor
lambda_k <- lambda[1:ncol(L)]
# menghitung eigenvector
V <- sweep(L, 2, sqrt(lambda_k), "/")
V##
## Loadings:
## PC1 PC2 PC3
## radius_mean 0.219 -0.234
## texture_mean 0.104
## perimeter_mean 0.228 -0.215
## area_mean 0.221 -0.231
## smoothness_mean 0.143 0.186 -0.104
## compactness_mean 0.239 0.152
## concavity_mean 0.258
## concave.points_mean 0.261
## symmetry_mean 0.138 0.190
## fractal_dimension_mean 0.367
## radius_se 0.206 -0.106 0.268
## texture_se 0.375
## perimeter_se 0.211 0.267
## area_se 0.203 -0.152 0.216
## smoothness_se 0.204 0.309
## compactness_se 0.170 0.233 0.155
## concavity_se 0.154 0.197 0.176
## concave.points_se 0.183 0.130 0.225
## symmetry_se 0.184 0.289
## fractal_dimension_se 0.103 0.280 0.212
## radius_worst 0.228 -0.220
## texture_worst 0.104
## perimeter_worst 0.237 -0.200
## area_worst 0.225 -0.219
## smoothness_worst 0.128 0.172 -0.260
## compactness_worst 0.210 0.144 -0.236
## concavity_worst 0.229 -0.173
## concave.points_worst 0.251 -0.170
## symmetry_worst 0.123 0.142 -0.271
## fractal_dimension_worst 0.132 0.275 -0.233
##
## PC1 PC2 PC3
## SS loadings 1.000 1.000 1.000
## Proportion Var 0.033 0.033 0.033
## Cumulative Var 0.033 0.067 0.100Menghitung Scores
scores <- data_scaled %*% as.matrix(V)
head(scores)## PC1 PC2 PC3
## [1,] 9.184755 1.946870 -1.1221788
## [2,] 2.385703 -3.764859 -0.5288274
## [3,] 5.728855 -1.074229 -0.5512625
## [4,] 7.116691 10.266556 -3.2299475
## [5,] 3.931842 -1.946359 1.3885450
## [6,] 2.378155 3.946456 -2.9322967pca_result <- PCA(data_scaled,
scale.unit = TRUE,
graph = FALSE,
ncp = ncol(data_scaled))pca_result$eig # eigenvalue dan cumulative variance## eigenvalue percentage of variance cumulative percentage of variance
## comp 1 1.328161e+01 4.427203e+01 44.27203
## comp 2 5.691355e+00 1.897118e+01 63.24321
## comp 3 2.817949e+00 9.393163e+00 72.63637
## comp 4 1.980640e+00 6.602135e+00 79.23851
## comp 5 1.648731e+00 5.495768e+00 84.73427
## comp 6 1.207357e+00 4.024522e+00 88.75880
## comp 7 6.752201e-01 2.250734e+00 91.00953
## comp 8 4.766171e-01 1.588724e+00 92.59825
## comp 9 4.168948e-01 1.389649e+00 93.98790
## comp 10 3.506935e-01 1.168978e+00 95.15688
## comp 11 2.939157e-01 9.797190e-01 96.13660
## comp 12 2.611614e-01 8.705379e-01 97.00714
## comp 13 2.413575e-01 8.045250e-01 97.81166
## comp 14 1.570097e-01 5.233657e-01 98.33503
## comp 15 9.413497e-02 3.137832e-01 98.64881
## comp 16 7.986280e-02 2.662093e-01 98.91502
## comp 17 5.939904e-02 1.979968e-01 99.11302
## comp 18 5.261878e-02 1.753959e-01 99.28841
## comp 19 4.947759e-02 1.649253e-01 99.45334
## comp 20 3.115940e-02 1.038647e-01 99.55720
## comp 21 2.997289e-02 9.990965e-02 99.65711
## comp 22 2.743940e-02 9.146468e-02 99.74858
## comp 23 2.434084e-02 8.113613e-02 99.82971
## comp 24 1.805501e-02 6.018336e-02 99.88990
## comp 25 1.548127e-02 5.160424e-02 99.94150
## comp 26 8.177640e-03 2.725880e-02 99.96876
## comp 27 6.900464e-03 2.300155e-02 99.99176
## comp 28 1.589338e-03 5.297793e-03 99.99706
## comp 29 7.488031e-04 2.496010e-03 99.99956
## comp 30 1.330448e-04 4.434827e-04 100.00000pca_result$svd$V # eigenvector## [,1] [,2] [,3] [,4] [,5]
## [1,] 0.21890244 -0.233857132 -0.008531243 -0.041408962 -0.037786354
## [2,] 0.10372458 -0.059706088 0.064549903 0.603050001 0.049468850
## [3,] 0.22753729 -0.215181361 -0.009314220 -0.041983099 -0.037374663
## [4,] 0.22099499 -0.231076711 0.028699526 -0.053433795 -0.010331251
## [5,] 0.14258969 0.186113023 -0.104291904 -0.159382765 0.365088528
## [6,] 0.23928535 0.151891610 -0.074091571 -0.031794581 -0.011703971
## [7,] 0.25840048 0.060165363 0.002733838 -0.019122753 -0.086375412
## [8,] 0.26085376 -0.034767500 -0.025563541 -0.065335944 0.043861025
## [9,] 0.13816696 0.190348770 -0.040239936 -0.067124984 0.305941428
## [10,] 0.06436335 0.366575471 -0.022574090 -0.048586765 0.044424360
## [11,] 0.20597878 -0.105552152 0.268481387 -0.097941242 0.154456496
## [12,] 0.01742803 0.089979682 0.374633665 0.359855528 0.191650506
## [13,] 0.21132592 -0.089457234 0.266645367 -0.088992415 0.120990220
## [14,] 0.20286964 -0.152292628 0.216006528 -0.108205039 0.127574432
## [15,] 0.01453145 0.204430453 0.308838979 -0.044664180 0.232065676
## [16,] 0.17039345 0.232715896 0.154779718 0.027469363 -0.279968156
## [17,] 0.15358979 0.197207283 0.176463743 -0.001316880 -0.353982091
## [18,] 0.18341740 0.130321560 0.224657567 -0.074067335 -0.195548089
## [19,] 0.04249842 0.183848000 0.288584292 -0.044073351 0.252868765
## [20,] 0.10256832 0.280092027 0.211503764 -0.015304750 -0.263297438
## [21,] 0.22799663 -0.219866379 -0.047506990 -0.015417240 0.004406592
## [22,] 0.10446933 -0.045467298 -0.042297823 0.632807885 0.092883400
## [23,] 0.23663968 -0.199878428 -0.048546508 -0.013802794 -0.007454151
## [24,] 0.22487053 -0.219351858 -0.011902318 -0.025894749 0.027390903
## [25,] 0.12795256 0.172304352 -0.259797613 -0.017652216 0.324435445
## [26,] 0.21009588 0.143593173 -0.236075625 0.091328415 -0.121804107
## [27,] 0.22876753 0.097964114 -0.173057335 0.073951180 -0.188518727
## [28,] 0.25088597 -0.008257235 -0.170344076 -0.006006996 -0.043332069
## [29,] 0.12290456 0.141883349 -0.271312642 0.036250695 0.244558663
## [30,] 0.13178394 0.275339469 -0.232791313 0.077053470 -0.094423351
## [,6] [,7] [,8] [,9] [,10]
## [1,] -0.0187407904 0.1240883403 -0.007452296 0.223109764 0.095486443
## [2,] 0.0321788366 -0.0113995382 0.130674825 -0.112699390 0.240934066
## [3,] -0.0173084449 0.1144770573 -0.018687258 0.223739213 0.086385615
## [4,] 0.0018877480 0.0516534275 0.034673604 0.195586014 0.074956489
## [5,] 0.2863744966 0.1406689928 -0.288974575 -0.006424722 -0.069292681
## [6,] 0.0141309489 -0.0309184960 -0.151396350 0.167841425 0.012936200
## [7,] 0.0093441809 0.1075204434 -0.072827285 -0.040591006 -0.135602298
## [8,] 0.0520499505 0.1504822142 -0.152322414 0.111971106 0.008054528
## [9,] -0.3564584607 0.0938911345 -0.231530989 -0.256040084 0.572069479
## [10,] 0.1194306679 -0.2957600240 -0.177121441 0.123740789 0.081103207
## [11,] 0.0256032561 -0.3124900373 0.022539967 -0.249985002 -0.049547594
## [12,] 0.0287473145 0.0907553556 -0.475413139 0.246645397 -0.289142742
## [13,] -0.0018107150 -0.3146403902 -0.011896690 -0.227154024 -0.114508236
## [14,] 0.0428639079 -0.3466790028 0.085805135 -0.229160015 -0.091927889
## [15,] 0.3429173935 0.2440240556 0.573410232 0.141924890 0.160884609
## [16,] -0.0691975186 -0.0234635340 0.117460157 0.145322810 0.043504866
## [17,] -0.0563432386 0.2088237897 0.060566501 -0.358107079 -0.141276243
## [18,] 0.0312244482 0.3696459369 -0.108319309 -0.272519886 0.086240847
## [19,] -0.4902456426 0.0803822539 0.220149279 0.304077200 -0.316529830
## [20,] 0.0531952674 -0.1913949726 0.011168188 0.213722716 0.367541918
## [21,] 0.0002906849 0.0097099360 0.042619416 0.112141463 0.077361643
## [22,] 0.0500080613 -0.0098707439 0.036251636 -0.103341204 0.029550941
## [23,] -0.0085009872 0.0004457267 0.030558534 0.109614364 0.050508334
## [24,] 0.0251643821 -0.0678316595 0.079394246 0.080732461 0.069921152
## [25,] 0.3692553703 0.1088308865 0.205852191 -0.112315904 -0.128304659
## [26,] -0.0477057929 -0.1404729381 0.084019659 0.100677822 -0.172133632
## [27,] -0.0283792555 0.0604880561 0.072467871 -0.161908621 -0.311638520
## [28,] 0.0308734498 0.1679666187 -0.036170795 -0.060488462 -0.076648291
## [29,] -0.4989267845 0.0184906298 0.228225053 -0.064637806 -0.029563075
## [30,] 0.0802235245 -0.3746576261 0.048360667 0.134174175 0.012609579
## [,11] [,12] [,13] [,14] [,15]
## [1,] 0.04147149 0.051067457 -0.01196721 -0.059506135 -0.051118775
## [2,] -0.30224340 0.254896423 -0.20346133 0.021560100 -0.107922421
## [3,] 0.01678264 0.038926106 -0.04410950 -0.048513812 -0.039902936
## [4,] 0.11016964 0.065437508 -0.06737574 -0.010830829 0.013966907
## [5,] -0.13702184 0.316727211 -0.04557360 -0.445064860 -0.118143364
## [6,] -0.30800963 -0.104017044 -0.22928130 -0.008101057 0.230899962
## [7,] 0.12419024 0.065653480 -0.38709081 0.189358699 -0.128283732
## [8,] -0.07244603 0.042589267 -0.13213810 0.244794768 -0.217099194
## [9,] 0.16305408 -0.288865504 -0.18993367 -0.030738856 -0.073961707
## [10,] -0.03804827 0.236358988 -0.10623908 0.377078865 0.517975705
## [11,] -0.02535702 -0.016687915 0.06819523 -0.010347413 -0.110050711
## [12,] 0.34494446 -0.306160423 0.16822238 0.010849347 0.032752721
## [13,] -0.16731877 -0.101446828 0.03784399 0.045523718 -0.008268089
## [14,] 0.05161946 -0.017679218 -0.05606493 -0.083570718 -0.046024366
## [15,] 0.08420621 -0.294710053 -0.15044143 0.201152530 0.018559465
## [16,] -0.20688568 -0.263456509 -0.01004017 -0.491755932 0.168209315
## [17,] 0.34951794 0.251146975 -0.15878319 -0.134586924 0.250471408
## [18,] -0.34237591 -0.006458751 0.49402674 0.199666719 0.062079344
## [19,] -0.18784404 0.320571348 -0.01033274 0.046864383 -0.113383199
## [20,] 0.25062479 0.276165974 0.24045832 -0.145652466 -0.353232211
## [21,] 0.10506733 0.039679665 0.13789053 -0.023101281 0.166567074
## [22,] 0.01315727 0.079797450 0.08014543 -0.053430792 0.101115399
## [23,] 0.05107628 -0.008987738 0.09696571 -0.012219382 0.182755198
## [24,] 0.18459894 0.048088657 0.10116061 0.006685465 0.314993600
## [25,] 0.14389035 0.056514866 0.20513034 -0.162235443 0.046125866
## [26,] -0.19742047 -0.371662503 -0.01227931 -0.166470250 -0.049956014
## [27,] 0.18501676 -0.087034532 -0.21798433 0.066798931 -0.204835886
## [28,] -0.11777205 -0.068125354 0.25438749 0.276418891 -0.169499607
## [29,] 0.15756025 0.044033503 0.25653491 -0.005355574 0.139888394
## [30,] 0.11828355 -0.034731693 0.17281424 0.212104110 -0.256173195
## [,16] [,17] [,18] [,19] [,20]
## [1,] 0.15058388 0.202924255 0.1467123385 0.22538466 0.049698664
## [2,] 0.15784196 -0.038706119 -0.0411029851 0.02978864 0.244134993
## [3,] 0.11445396 0.194821310 0.1583174548 0.23959528 0.017665012
## [4,] 0.13244803 0.255705763 0.2661681046 -0.02732219 0.090143762
## [5,] 0.20461325 0.167929914 -0.3522268017 -0.16456584 -0.017100960
## [6,] -0.17017837 -0.020307708 0.0077941384 0.28422236 -0.488686329
## [7,] -0.26947021 -0.001598353 -0.0269681105 0.00226636 0.033387086
## [8,] -0.38046410 0.034509509 -0.0828277367 -0.15497236 0.235407606
## [9,] 0.16466159 -0.191737848 0.1733977905 -0.05881116 -0.026069156
## [10,] 0.04079279 0.050225246 0.0878673570 -0.05815705 0.175637222
## [11,] -0.05890572 -0.139396866 -0.2362165319 0.17588331 0.090800503
## [12,] 0.03450040 0.043963016 -0.0098586620 0.03600985 0.071659988
## [13,] -0.02651665 -0.024635639 -0.0259288003 0.36570154 0.177250625
## [14,] -0.04115323 0.334418173 0.3049069032 -0.41657231 -0.274201148
## [15,] 0.05803906 0.139595006 -0.2312599432 -0.01326009 -0.090061477
## [16,] -0.18983090 -0.008246477 0.1004742346 -0.24244818 0.461098220
## [17,] 0.12542065 0.084616716 -0.0001954852 0.12638102 -0.066946174
## [18,] 0.19881035 0.108132263 0.0460549116 -0.01216430 -0.068868294
## [19,] 0.15771150 -0.274059129 0.1870147640 -0.08903929 -0.107385289
## [20,] -0.26855388 -0.122733398 -0.0598230982 0.08660084 -0.222345297
## [21,] 0.08156057 -0.240049982 -0.2161013526 0.01366130 0.005626909
## [22,] -0.18555785 0.069365185 0.0583984505 -0.07586693 -0.300599798
## [23,] 0.05485705 -0.234164147 -0.1885435919 0.09081325 -0.011003858
## [24,] 0.09065339 -0.273399584 -0.1420648558 -0.41004720 -0.060047387
## [25,] -0.14555166 -0.278030197 0.5015516751 0.23451384 0.129723903
## [26,] 0.15373486 -0.004037123 -0.0735745143 0.02020070 -0.229280589
## [27,] 0.21502195 -0.191313419 -0.1039079796 -0.04578612 0.046482792
## [28,] -0.17814174 -0.075485316 0.0758138963 -0.26022962 -0.033022340
## [29,] -0.25789401 0.430658116 -0.2787138431 0.11725053 0.116759236
## [30,] 0.40555649 0.159394300 0.0235647497 -0.01149448 0.104991974
## [,21] [,22] [,23] [,24] [,25]
## [1,] 0.0685700057 0.07292890 0.0985526942 0.18257944 0.01922650
## [2,] -0.4483694667 0.09480063 0.0005549975 -0.09878679 -0.08474593
## [3,] 0.0697690429 0.07516048 0.0402447050 0.11664888 -0.02701541
## [4,] 0.0184432785 0.09756578 -0.0077772734 -0.06984834 0.21004078
## [5,] 0.1194917473 0.06382295 0.0206657211 -0.06869742 -0.02895489
## [6,] -0.1926213963 -0.09807756 -0.0523603957 0.10413552 -0.39662323
## [7,] -0.0055717533 -0.18521200 -0.3248703785 -0.04474106 0.09697732
## [8,] 0.0094238187 -0.31185243 0.0514087968 -0.08402770 0.18645160
## [9,] 0.0869384844 -0.01840673 0.0512005770 -0.01933947 0.02458369
## [10,] 0.0762718362 0.28786888 0.0846898562 0.13326055 0.20722186
## [11,] -0.0863867747 -0.15027468 0.2641253170 0.55870157 0.17493043
## [12,] -0.2170719674 0.04845693 0.0008738805 -0.02426730 -0.05698648
## [13,] 0.3049501584 0.15935280 -0.0900742110 -0.51675039 -0.07292764
## [14,] -0.1925877857 0.06423262 -0.0982150746 0.02246072 -0.13185041
## [15,] 0.0720987261 0.05054490 0.0598177179 -0.01563119 -0.03121070
## [16,] 0.1403865724 -0.04528769 -0.0091038710 0.12177779 -0.17316455
## [17,] -0.0630479298 -0.20521269 0.3875423290 -0.18820504 -0.01593998
## [18,] -0.0343753236 -0.07254538 -0.3517550738 0.10966898 0.12954655
## [19,] 0.0976995265 -0.08465443 0.0423628949 -0.00322620 0.01951493
## [20,] -0.0628432814 0.24470508 -0.0857810992 -0.07519442 0.08417120
## [21,] -0.0072938995 -0.09629821 0.0556767923 0.15683037 -0.07070972
## [22,] 0.5944401434 -0.11111202 0.0089228997 0.11848460 0.11818972
## [23,] 0.0920235990 0.01722163 -0.0633448296 -0.23711317 -0.11803403
## [24,] -0.1467901315 -0.09695982 -0.1908896250 -0.14406303 0.03828995
## [25,] -0.1648492374 -0.06825409 -0.0936901494 0.01099014 0.04796476
## [26,] -0.1813748671 0.02967641 0.1479209247 -0.18674995 0.62438494
## [27,] 0.1321005945 0.46042619 -0.2864331353 0.28885257 -0.11577034
## [28,] -0.0008860815 0.29984056 0.5675277966 -0.10734024 -0.26319634
## [29,] -0.1627085487 0.09714484 -0.1213434508 0.01438181 -0.04529962
## [30,] 0.0923439434 -0.46947115 -0.0076253382 -0.03782545 -0.28013348
## [,26] [,27] [,28] [,29] [,30]
## [1,] 0.129476396 0.131526670 2.111940e-01 2.114605e-01 0.7024140910
## [2,] 0.024556664 0.017357309 -6.581146e-05 -1.053393e-02 0.0002736610
## [3,] 0.125255946 0.115415423 8.433827e-02 3.838261e-01 -0.6898969685
## [4,] -0.362727403 -0.466612477 -2.725083e-01 -4.227949e-01 -0.0329473482
## [5,] 0.037003686 -0.069689923 1.479269e-03 -3.434667e-03 -0.0048474577
## [6,] -0.262808474 -0.097748705 -5.462767e-03 -4.101677e-02 0.0446741863
## [7,] 0.548876170 -0.364808397 4.553864e-02 -1.001479e-02 0.0251386661
## [8,] -0.387643377 0.454699351 -8.883097e-03 -4.206949e-03 -0.0010772653
## [9,] 0.016044038 0.015164835 1.433026e-03 -7.569862e-03 -0.0012803794
## [10,] 0.097404839 0.101244946 -6.311687e-03 7.301433e-03 -0.0047556848
## [11,] -0.049977080 -0.212982901 -1.922239e-01 1.184421e-01 -0.0087110937
## [12,] 0.011237242 0.010092889 -5.622611e-03 -8.776279e-03 -0.0010710392
## [13,] -0.103653282 -0.041691553 2.631919e-01 -6.100219e-03 0.0137293906
## [14,] 0.155304589 0.313358657 -4.206811e-02 -8.592591e-02 0.0011053260
## [15,] 0.007717557 0.009052154 9.792963e-03 1.776386e-03 -0.0016082109
## [16,] 0.049727632 -0.046536088 -1.539555e-02 3.158134e-03 0.0019156224
## [17,] -0.091454968 0.084224797 5.820978e-03 1.607852e-02 -0.0089265265
## [18,] 0.017941919 0.011165509 -2.900930e-02 -2.393779e-02 -0.0021601973
## [19,] 0.017267849 0.019975983 -7.636526e-03 -5.223292e-03 0.0003293898
## [20,] -0.035488974 0.012036564 1.975646e-02 -8.341912e-03 0.0017989568
## [21,] 0.197054744 0.178666740 4.126396e-01 -6.357249e-01 -0.1356430561
## [22,] -0.036469433 -0.021410694 -3.902509e-04 1.723549e-02 0.0010205360
## [23,] 0.244103670 0.241031046 -7.286809e-01 2.292180e-02 0.0797438536
## [24,] -0.231359525 -0.237162466 2.389603e-01 4.449359e-01 0.0397422838
## [25,] -0.012602464 0.040853568 -1.535248e-03 7.385492e-03 0.0045832773
## [26,] 0.100463424 0.070505414 4.869182e-02 3.566904e-06 -0.0128415624
## [27,] -0.266853781 0.142905801 -1.764090e-02 -1.267572e-02 0.0004021392
## [28,] 0.133574507 -0.230901389 2.247567e-02 3.524045e-02 -0.0022884418
## [29,] -0.028184296 -0.022790444 4.920481e-03 1.340423e-02 0.0003954435
## [30,] -0.004520482 -0.059985998 -2.356214e-02 1.147766e-02 0.0018942925pca_result$ind$coord # skor observasi## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## 1 9.19283683 1.948583071 -1.123166165 -3.633730897 1.1951101242
## 2 2.38780180 -3.768171742 -0.529292687 -1.118263862 -0.6217749802
## 3 5.73389628 -1.075173797 -0.551747593 -0.912082671 0.1770858984
## 4 7.12295320 10.275589122 -3.232789548 -0.152547030 2.9608784018
## 5 3.93530207 -1.948071568 1.389766726 -2.940639347 -0.5467474018
## 6 2.38024715 3.949928896 -2.934876793 -0.941036872 1.0560419315
## 7 2.23888331 -2.690031277 -1.639912929 -0.149339888 -0.0403595180
## 8 2.14329850 2.340244007 -0.871947262 0.127042857 1.4274366729
## 9 3.17492429 3.391812952 -3.119985910 0.601297053 1.5222903919
## 10 6.35174679 7.727174067 -4.341915813 3.375201580 -1.7102631424
## 11 -0.81041377 -2.659275498 -0.488829794 1.672566564 -0.2758115691
## 12 2.65110048 0.066567927 -1.526455298 -0.051261562 -0.3319511156
## 13 8.18503446 2.700976493 5.730230807 1.112256555 -1.0434704480
## 14 0.34212591 -0.968279261 1.717171584 0.595002952 -0.4680105099
## 15 4.34237919 4.861083312 -2.816115539 1.454557035 -1.2900628483
## 16 4.07565618 2.977061180 -3.125274149 2.458070857 0.4083421224
## 17 0.23005502 -1.564757725 -0.802519154 0.650582914 0.4947110499
## 18 4.41801092 1.418670333 -2.270319030 0.186272415 1.4238611923
## 19 4.94870355 -4.114333525 -0.314749111 0.088206518 0.0567151758
## 20 -1.23706336 -0.188214954 -0.593283498 -1.596346097 0.4421542344
## 21 -1.57816123 0.572808193 -1.801446705 -1.125275727 0.3952697334
## 22 -3.55733637 1.662949904 0.451187447 -2.073764683 0.4907464991
## 23 4.73321079 3.304963728 -1.466536691 -2.041150084 0.0262201221
## 24 4.20852421 -5.128366514 -0.752402025 0.862710269 0.4709679157
## 25 4.94963207 -1.543752288 -1.713193932 -0.046759166 1.7392301992
## 26 7.09856285 2.018610337 -0.029009635 -2.587950604 2.0393399178
## 27 3.51026260 2.171625116 -3.894546414 1.295759679 0.0682180422
## 28 3.06405389 -1.876552348 2.581747701 -0.128484416 0.1166651266
## 29 4.00726414 0.537242161 -2.761625635 1.898387507 0.5256728953
## 30 1.71530973 -1.523705023 0.146187094 -1.911386411 -0.5361232437
## 31 6.05944551 -0.757177451 -0.349239400 1.064217534 0.7461052508
## 32 2.90223610 4.005295512 -3.001462458 0.325316380 0.8553558362
## 33 4.55478269 0.337536154 -0.754300803 0.700329981 1.5485453358
## 34 4.99060272 -1.132588906 -2.577384169 1.217261783 -0.6699148757
## 35 2.98534079 0.758423243 -3.493761718 -0.054260290 -0.1670999516
## 36 2.76636916 -0.354355942 -1.896962997 0.534255874 0.8840204422
## 37 1.29619877 0.913196276 -1.575768674 1.043166640 -0.4147217157
## 38 -3.74931340 -1.413473118 1.732307793 0.565442549 -0.0803394272
## 39 -0.99806890 -3.351292923 4.305573840 0.561209616 0.4643728010
## 40 0.76526412 0.886243953 -2.704918313 0.274779750 -0.8104294443
## 41 -2.15095347 -1.923991616 -1.180484158 1.113198027 -0.4484717381
## 42 -0.09333139 2.260752006 -1.904726482 1.442307123 1.7053639600
## 43 9.08799968 2.018673099 2.141226291 1.069244023 -0.7979314288
## 44 0.99045377 0.984930020 -2.310733656 0.276825507 0.6405109848
## 45 -0.29354655 -0.137099091 -3.301931921 1.009785865 0.0225108818
## 46 5.38094041 -0.134876978 -1.678842563 -1.507694910 -0.1519982070
## 47 -4.58193667 1.484220318 0.042074612 -0.296229129 0.7138525125
## 48 1.70000689 2.352271794 -3.078089094 0.066020953 1.0564664087
## 49 -2.13644528 0.095829609 -1.492411889 -1.121063206 0.0680372286
## 50 -1.56747900 -1.208433214 -0.369159106 1.475628822 -0.1727504376
## 51 -3.54290556 -1.282495578 1.018210936 0.608156239 0.2196359224
## 52 -3.15781405 -1.688958596 -0.496293718 -0.194012103 -1.4399175504
## 53 -3.45048854 -0.498218714 -0.152517957 -0.575486419 0.0523148810
## 54 3.30255095 -1.130937805 0.826392599 -0.982717012 1.1952630043
## 55 -0.67461929 -2.116409717 -1.396219749 1.043138680 -0.2418168016
## 56 -2.85815844 0.152723136 0.428934940 -0.483060319 1.5105366078
## 57 4.64873887 -2.310332570 -0.728808856 -0.639941690 1.1583244871
## 58 2.17686288 0.972116046 -1.943888334 0.737318287 0.3957838217
## 59 -3.72145899 -1.787641650 1.279932820 -0.115565765 0.5262823235
## 60 -4.13596294 2.403792485 -1.242958405 -2.048346467 1.1656524013
## 61 -2.38583566 2.757658130 1.214085631 -1.794489141 3.3381580351
## 62 -2.57888325 3.138671923 1.400280185 0.763866529 2.7840954722
## 63 4.75911215 3.011680506 -0.166240722 0.605827829 -1.1417013649
## 64 -2.31413225 3.267989679 2.796224245 -0.565726436 0.3818340887
## 65 1.69160792 1.540676557 -1.799845235 1.390589568 1.2126749858
## 66 1.81230541 0.722740191 -1.466249571 1.198730042 1.4280415890
## 67 -2.78592476 2.310648712 0.472725303 1.607160285 1.6128581572
## 68 -3.51864834 -0.658309469 0.591374961 0.010802686 -0.0205890991
## 69 4.33000265 9.202525686 1.492962832 -0.319947295 -4.7281705501
## 70 -3.26127947 -0.937838120 0.205130013 -1.090071528 0.4603499551
## 71 2.70459617 -4.437141770 0.307345385 -0.488692850 -0.3724950414
## 72 -0.30785577 7.387812177 3.819085980 -2.133555820 -2.7107027154
## 73 5.50370532 0.938325415 -2.210131648 1.523796030 -0.9248915309
## 74 -0.36170919 0.119739086 -2.040955791 -1.058883980 -0.7571093758
## 75 -2.62997664 -0.697309369 -0.583941636 -0.338181599 -0.4675454421
## 76 1.42816759 -1.967101412 1.111938856 -0.752910884 0.5398817284
## 77 -0.83451788 1.965604864 0.790432539 -3.437631195 2.3545508992
## 78 6.23089651 0.920069543 0.089827310 -2.539158772 -0.0621358512
## 79 11.66871465 4.748617202 2.005879043 -0.319049025 3.3913609730
## 80 -2.02157766 -0.254899834 -0.647872010 -0.059251306 0.0548478656
## 81 -1.63838494 1.715949114 0.434206259 1.527966231 1.7693816514
## 82 1.16746161 2.514515850 -1.905718754 -0.638311526 -0.2361811274
## 83 10.76924282 -2.257982898 0.038835789 0.389385545 -1.1872885524
## 84 5.03481109 0.774409156 2.682338022 1.666504129 0.3116195927
## 85 -2.17446431 0.496877985 -0.949091811 -0.207219222 0.8853460634
## 86 3.28823538 -1.668237062 0.146931846 -0.437493011 1.3685699314
## 87 0.60760795 0.162214525 1.637374870 1.114511640 0.5407952323
## 88 3.58356363 -2.206661839 -1.704535594 0.801293877 -0.3653220809
## 89 -0.93415810 0.927701481 -0.040163654 1.353398883 -0.0649421387
## 90 1.25960465 1.015577070 -0.080592846 -2.051334868 -0.1375203585
## 91 -1.58826397 -1.619656828 0.309999209 1.091998888 -0.0537740973
## 92 0.25249757 -0.531351547 0.589327827 0.110538342 -0.4286811508
## 93 -2.84743159 -2.893647598 0.527988843 -0.598816732 -1.4356969584
## 94 -1.96495011 -0.965156988 -0.081208107 0.094080738 0.5500239296
## 95 2.77586557 0.558000527 -0.605771249 -0.499830010 -0.4999056782
## 96 4.39622795 -2.123507712 0.579510008 0.777413401 0.3038340666
## 97 -2.59208283 0.213633930 1.035611517 -0.662005445 0.5407643597
## 98 -3.90433815 1.190066634 1.551981185 0.935775481 0.7081204027
## 99 -2.81823121 0.367883981 -1.351435632 -1.738414922 -0.2843214781
## 100 0.61628087 0.638911669 -0.199918874 1.097498771 -0.1186897341
## 101 -0.43286022 -1.392044299 -0.082719482 1.935279910 0.0344605347
## 102 -4.55502884 3.528786018 -0.215263959 -1.091885694 2.7583489877
## 103 -3.44818354 -1.424622456 -0.088724004 1.710727779 0.1066167124
## 104 -2.11596026 1.849373605 -0.556673979 0.464356376 0.4749143435
## 105 -2.69135220 1.420061740 0.969150773 0.002859524 1.2565183793
## 106 3.21391677 4.046756223 -2.715384457 -1.328625342 0.2216731968
## 107 -0.74927136 1.797638517 -0.568365806 0.560498983 0.9330960252
## 108 -3.15900604 -1.035749427 -1.490684162 0.593168378 -0.5140858512
## 109 13.05612186 0.981513226 0.598812676 -1.472930972 0.5999130658
## 110 -2.22867981 0.667410636 -1.091560341 1.078301719 0.2991291196
## 111 -2.49283104 2.598686268 1.669725562 -0.633486001 1.1567474935
## 112 -0.10335043 2.280143537 2.109562790 0.351845992 -0.6224819783
## 113 3.59129412 3.926333155 2.047006729 0.231766335 -5.4652638177
## 114 -1.34894868 3.556225100 1.732191277 0.046990744 0.3452510024
## 115 -2.51011768 3.251319504 -1.687624393 -1.189961411 0.4555870488
## 116 -2.04602957 0.304884867 -0.533838706 0.489841750 0.0679121085
## 117 -2.09706917 3.667095884 3.632200479 -1.539786853 -2.2365298553
## 118 3.11052769 1.569389556 -2.613936126 -0.618467732 1.1817793062
## 119 4.95672557 2.384846219 -1.935107093 0.610841233 0.1482097280
## 120 0.85101426 -2.306735368 0.567461918 0.043625249 2.0940465194
## 121 -2.96599921 0.371506482 -2.066533160 -2.072506299 -0.1630376816
## 122 3.33413320 -1.325557354 0.728013664 -1.003198713 0.9337069430
## 123 12.89461213 2.316622464 6.328697007 -1.942203991 3.1602276338
## 124 -0.77074368 -0.064109220 -1.134408797 -2.510463104 -0.0202370274
## 125 -2.20251552 -0.735605230 0.267080098 0.037619520 -2.9340365313
## 126 -3.14341225 -1.877409027 -0.670369041 -0.303331923 -0.4080694051
## 127 -0.63888050 -0.911366029 -2.142724163 2.140915658 0.4291397508
## 128 1.91913342 -3.538082368 1.254924528 -0.335999080 -0.5890689655
## 129 1.40886836 1.304929406 0.641428769 -1.886956371 0.0362519975
## 130 4.64369132 -1.482017169 -1.170680553 1.218605525 -0.1780725578
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## 356 -0.98264858 0.797252394 2.369421156 -0.156922636 -1.5464297303
## 357 0.35789386 2.127838632 0.708209040 -0.184744797 0.1025699620
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## 366 2.73501177 -3.945168230 -0.017169487 -0.300110758 -0.2832671625
## 367 6.22702599 -1.390109691 2.734237191 1.093161481 0.5826581688
## 368 -2.22377575 -0.357160711 -1.101682329 -0.186222699 0.2392749451
## 369 5.30714002 -6.723414984 1.485664851 -1.776510737 1.0735537929
## 370 7.24800106 -3.655469130 -0.155701999 -1.226828767 -0.2975900348
## 371 4.20722062 1.176242882 -1.590018186 0.978843346 0.1175811705
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## 373 3.63501495 -1.956440910 -0.828775136 -1.379752571 -0.9944209308
## 374 3.51924828 -3.858607120 -1.022529061 -1.384143300 -0.3206641649
## 375 -2.61494831 -1.102474459 -1.240736003 -0.909476476 -0.3784807489
## 376 -0.09610812 -0.129847583 -1.671464108 -1.527476692 -0.4030674659
## 377 2.04485693 6.426819839 1.274121249 0.109741489 -4.6027164997
## 378 -3.06674953 -2.182095700 -0.279062671 2.938557393 -0.4732345238
## 379 -1.60358644 0.292596222 -1.586225432 -0.909698344 -1.2358691802
## 380 3.76593215 5.985295348 -4.880361149 1.120872714 0.5642370505
## 381 -0.92556660 2.302481430 -1.596111858 -1.676238382 1.4269863512
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## 390 4.70350073 -0.195955755 3.757032948 1.004227700 -0.3286508366
## 391 -3.64338024 0.786859916 -1.162145787 -2.098874927 0.4240680172
## 392 -3.59468934 2.605087217 1.852029636 -0.089885430 2.4425397705
## 393 4.14909734 0.767488844 -0.887974699 0.008369548 0.6049797725
## 394 7.67214155 -0.860484151 -2.153650124 -0.254723375 0.2364704081
## 395 -2.01037941 0.429689561 -0.104088813 0.160292060 1.5095061288
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## 398 -1.91149857 -0.651393880 1.450288491 -0.400703053 -2.0630023950
## 399 -3.78509923 -0.326146367 -1.058080198 -0.606007754 -1.5261555658
## 400 -2.70839397 -0.219665742 -0.314504750 -0.055252913 0.0482540390
## 401 6.28967347 2.036547397 -3.182082266 -0.155543530 -0.2024890612
## 402 -3.43077069 -0.992610035 -0.731694597 -1.343722927 -0.2358391430
## 403 -2.00138847 -0.293326463 0.619203889 0.352511746 -1.1648198530
## 404 -2.47329309 -0.335047026 -1.482362028 -0.465237450 -0.0489927034
## 405 -3.64725775 -1.241365125 1.386624535 -1.613959354 0.1729913933
## 406 -2.34618685 0.682741317 1.132733890 0.303103731 0.5416756760
## 407 -1.14299693 -1.962171494 -1.240719700 -1.479076573 -0.4841825107
## 408 -1.35085730 0.369573902 2.486675657 1.140717662 -1.9058645389
## 409 2.76337079 -1.078633509 -1.179623944 -0.414159072 0.1646115490
## 410 -1.96932361 -0.175848508 0.420731376 0.786312004 0.8612525213
## 411 -2.93118706 -0.494856229 -1.017070891 1.686423017 0.5657302171
## 412 -2.92637439 0.377332257 -0.886793838 0.115344871 0.9856802470
## 413 -3.99618828 0.959856090 0.204404129 1.510230301 -1.7092484391
## 414 0.15513806 -0.438008228 -0.461445697 1.454533104 -0.8558402817
## 415 -0.93409081 -2.105945591 1.432917027 2.894261665 1.2754158303
## 416 -1.92962173 0.892466690 0.042344748 0.558884303 1.2803302387
## 417 -2.62233860 2.502101618 2.434999499 1.878013158 3.1508166489
## 418 6.00361659 -0.091029222 1.711201670 -0.947374916 1.1750360687
## 419 -2.92187780 -0.009212681 -0.901303483 -1.791328548 -0.5769796710
## 420 -3.34194480 -0.022224730 0.503301201 1.142262321 1.5647613960
## 421 -2.01491503 0.778452131 0.125578794 0.659735779 0.0219297218
## 422 1.98846211 2.316048054 1.236303942 -1.769776073 -0.1439958061
## 423 -1.66960393 0.862318853 -1.010306172 -1.323895219 0.2815678489
## 424 -0.37117811 0.113612659 -0.998363575 0.155369884 -1.4759557168
## 425 -1.84895993 2.541229649 2.005347612 -0.484372015 3.5086454464
## 426 -4.70304220 -0.432302431 0.005305088 1.370608635 0.0850995839
## 427 -1.28318715 2.550909310 -0.083860345 -0.771512250 -0.5569105570
## 428 -2.31424682 0.402031477 0.274623196 1.670463179 0.5367110897
## 429 -4.65908518 -0.782298756 0.192121921 -0.493681912 -0.5361221192
## 430 -3.94347338 -2.030016287 0.691735721 -0.513406246 -0.3401145548
## 431 4.94985846 3.006064129 -1.754071686 0.672360516 -2.8647737807
## 432 -0.91580352 2.479013129 0.362606687 -0.261966518 -0.1384717757
## 433 4.54911115 -0.816000506 -0.518755086 -0.916339775 0.0714860187
## 434 4.44234282 -0.992438898 1.442319086 0.575034598 0.3575899993
## 435 -2.19498430 -1.805353238 -0.435109406 -0.953943063 -0.5538004202
## 436 0.66444091 0.436860856 -2.680781878 0.729226618 0.0277873744
## 437 -2.24087605 -0.454589511 -0.465527588 -0.188724660 0.8282932096
## 438 -2.12518044 -1.194796912 0.490371987 -0.855396349 0.1059358637
## 439 -2.61531741 -1.832060433 0.764329556 0.823165859 0.3007872454
## 440 -3.21096798 -2.235142704 -0.166224430 -1.130057800 -1.2601888047
## 441 -0.30675040 2.184998833 0.039286242 0.486455629 -2.0894499690
## 442 2.47235692 -1.499824752 0.591453215 2.267351500 -1.4058401803
## 443 -3.45471837 -2.136461548 0.197162672 -1.534176888 -0.9428752995
## 444 -3.90052685 0.730775970 2.136071105 0.781172887 0.8325514965
## 445 0.98172754 -2.210429947 -1.699919230 -0.970972015 -1.1832582998
## 446 -1.25725157 1.067691515 0.259475270 1.241752141 0.3932157880
## 447 3.24541365 -1.778358632 -1.793153672 2.485059461 -0.5503521126
## 448 -1.55721941 -1.037927106 -1.301245079 -0.621672592 0.3793533938
## 449 -1.24925810 -1.588838789 -0.326413440 0.925322128 -1.5353498718
## 450 4.33165334 -4.049332418 -0.192505525 0.290613457 -0.6108408048
## 451 -1.07745133 1.803618163 1.781041630 1.628952250 -3.7417539199
## 452 2.51175310 -2.528807583 0.798202306 0.823674586 0.4292639459
## 453 -2.21709231 0.029891288 0.636460135 3.376701148 -0.4799947280
## 454 -1.17383065 -0.474839505 -0.481570912 -2.143959389 0.2433005298
## 455 -2.83630144 -1.018125806 -1.486630003 -0.456405672 -0.1147049944
## 456 -1.85708590 -1.571393119 0.826482744 3.930249475 0.2208266593
## 457 -1.32861437 0.777095661 1.256758229 3.785543612 1.2450630091
## 458 -2.80277136 -1.666301634 -0.194018327 2.233107421 0.2052466816
## 459 -3.17456880 -2.075733619 0.074900268 1.869829029 0.2093267999
## 460 -4.08707736 -0.484710079 0.631364009 3.402732843 0.0182247078
## 461 3.47549375 -1.672884391 0.856826799 1.156767880 1.3825714329
## 462 16.31923323 -7.775852804 6.235415555 -2.328073172 1.7094559531
## 463 -2.56011502 -2.494045448 0.170312587 2.109756586 -0.9792388448
## 464 -2.96888880 -0.068847136 -0.778411566 0.046666814 -0.2282068717
## 465 -2.75743045 -1.793918768 -0.757814119 -0.024118280 -1.2839123833
## 466 1.37033988 2.110011349 -0.853720247 0.723768436 -3.8243792108
## 467 -0.41766449 0.116519697 -0.536142596 0.364199063 -1.5134570872
## 468 -3.83839862 0.899178649 0.700563950 0.219939767 1.3371628916
## 469 5.93096486 1.228296682 1.721587756 0.473582262 -2.8835393380
## 470 0.64547865 3.426011421 0.608284958 -0.234486225 1.2096985538
## 471 -2.68384640 1.443555529 0.339403500 0.244817011 0.7926918614
## 472 -2.04166405 -0.903255929 2.843241410 2.885831426 1.0167094550
## 473 -1.39929635 -1.772226245 -1.479561561 -1.308108995 -1.8053147465
## 474 -3.53641530 -1.246854153 3.385411127 4.666050968 1.8757278226
## 475 -1.99052945 1.899462551 -2.030998079 -0.911905469 -1.2315544732
## 476 -1.99818537 -0.206371137 -1.641325073 -1.039210495 -0.9042109602
## 477 -0.52065811 -0.973367811 -0.324135380 0.543999369 -1.4294367072
## 478 -3.17237049 -2.089052298 -0.978805733 -0.387097104 -1.4194755711
## 479 -2.20271019 1.286039319 -0.887399215 -0.701103048 -0.1798211483
## 480 3.82443304 2.305236316 0.027546193 -0.670258883 -1.2897652203
## 481 -2.98548469 -0.673339244 -0.590489884 0.594350287 -0.4619692963
## 482 -2.48105511 -2.363958761 -0.432614567 0.383469674 -1.0381214017
## 483 -1.27211146 0.509833848 -2.238991678 -1.672376378 0.1176064418
## 484 -2.23515689 -1.298704494 -0.901436896 -0.434094115 -0.1829260296
## 485 -0.05618310 -0.227383393 -2.255515654 -2.710600426 -0.8017853836
## 486 2.31739061 4.389134335 1.778411130 -0.969415588 -2.6453765885
## 487 -2.28433126 -2.466840756 -0.821188486 0.040803196 -1.0927813027
## 488 4.75461487 -1.489423560 -1.253751105 0.052586997 0.0966247755
## 489 -1.72631092 0.998177835 -0.080238416 -1.064647060 1.4356170249
## 490 -0.74178177 -2.452034966 -1.997709942 0.457939764 -0.2612910889
## 491 -2.89431066 -0.977944319 -0.805644241 1.720779258 0.0289835491
## 492 -1.65452185 -4.555664122 0.752323068 -1.648322818 -1.4030728702
## 493 3.10351970 -1.236153211 1.287355080 -0.608648906 1.1222598881
## 494 -4.06427060 -0.560954222 2.176684801 -1.375868359 -0.1994651661
## 495 -2.79333066 -1.077888133 0.844542113 1.110207554 -0.0048696692
## 496 -1.47491994 -1.591094201 0.319991444 0.798832151 -0.1580575620
## 497 -0.22939464 1.515903418 -2.216283006 -0.555569741 -0.2512018836
## 498 -2.55325841 -0.763900485 -1.609403118 -0.059927868 -0.5058450058
## 499 3.71570510 -1.058686220 0.521953563 -1.397001764 -0.3686144021
## 500 5.09484184 -2.019207834 -0.709369696 0.082794954 -0.3838169003
## 501 -0.60061611 -0.838454663 -0.687041970 -1.155333810 -0.9824326046
## 502 2.79039983 3.385560772 -0.753076322 1.333181738 1.5855316172
## 503 -1.40877121 1.505770592 -0.353896017 -1.121740704 1.8116702921
## 504 7.25917884 -5.495735719 1.910925882 -1.895716656 -0.3963779211
## 505 1.29886655 7.729852802 -0.688914656 -2.892727404 2.0153548763
## 506 1.07669328 8.294775449 0.434192458 -1.954189816 1.3958720226
## 507 -1.24976052 1.595683855 -1.356474582 -0.126267478 -0.0234200750
## 508 -1.25692841 4.117186682 -0.412729771 -1.054173670 1.1395269602
## 509 -1.16653521 -1.665693736 -0.737878008 -1.762167117 -0.7383522714
## 510 4.09414256 2.802927250 -0.507433420 1.977318408 -0.1328251806
## 511 -1.88763924 1.672191739 0.119797615 -1.218215197 -2.5680699127
## 512 -2.76743570 -2.161048795 -0.021096169 -1.610275734 -0.7163787006
## 513 2.22699449 1.941634759 -2.285603498 0.339860682 0.5368573157
## 514 -1.13157689 -1.411001965 -0.565053126 -1.994960716 -0.5284875675
## 515 -0.73377245 -1.943697183 -0.275236200 0.337823146 -0.6609911482
## 516 -2.33367074 0.790146607 -0.350043407 -0.440859558 1.4225501718
## 517 2.69722375 -1.943709946 -0.960564448 -0.459508652 0.5844984180
## 518 3.37901467 -2.333428945 -1.201932179 -0.553612952 -0.5278808022
## 519 -0.19987058 1.076360003 -0.673148831 -0.628445500 0.8402504079
## 520 -1.17602591 1.011370178 -0.711768307 -1.066068457 1.4219009273
## 521 -1.29263654 4.964224702 0.345927020 -2.240534883 3.8405298895
## 522 8.63075586 -3.459451915 -0.179056793 -1.177164070 0.0229052871
## 523 -4.42945637 -0.786036036 -0.473419093 0.696616988 -0.1038044244
## 524 -0.61983874 0.636349270 -0.488851250 0.015154458 0.1064066572
## 525 -3.25231577 1.285925161 -0.218476488 -0.307808233 0.0994290376
## 526 -3.35292705 2.673300598 -1.779087079 -1.389585989 0.3544411030
## 527 -0.85980299 0.096848523 -2.814044726 -0.184323898 0.6300753850
## 528 -3.15662197 -0.871542624 -2.195714788 -1.449867623 -0.4314358754
## 529 0.34652811 1.541225276 2.846454005 -1.909811471 0.5718343646
## 530 -2.46140665 0.600847969 -1.171465137 -2.211053932 0.6919118934
## 531 -1.53010072 0.405217789 0.604464741 0.347171485 0.7860472763
## 532 -1.77358507 0.804210012 -2.027918042 0.687333177 0.6160920316
## 533 -2.68044162 -1.484708901 -1.741693381 -1.023490613 -0.2974687520
## 534 4.02843526 -2.941430098 1.659485395 -0.225167303 0.5135947396
## 535 -2.13635123 1.518580639 0.178965233 0.500776712 -0.6830474441
## 536 5.16541095 -2.382203232 -0.422277281 -0.883427617 0.2094081511
## 537 0.53593195 0.380715146 -0.443134781 1.879371919 -0.2268694167
## 538 0.34312338 3.534481052 0.069668801 1.550670348 1.9569208590
## 539 -4.19707999 2.367392283 1.327144731 2.039503958 1.7619167369
## 540 -1.14283186 5.599458470 1.301037018 2.188249659 -0.7655746717
## 541 -1.66547515 2.389618125 1.502249441 -0.875951141 -0.4845455728
## 542 1.01171250 1.092389650 -0.632698381 1.758518423 -1.0468264440
## 543 -1.30092971 -1.821415302 0.373307498 1.848168947 -0.1996270705
## 544 -2.37342873 -1.681576238 0.384528141 3.016728640 0.0382466555
## 545 -1.66587101 -0.213962740 -0.148072422 0.197051748 -0.5564802543
## 546 -1.92767819 -1.137739916 0.478202297 1.157500401 0.2023419085
## 547 -4.23721662 0.184272497 -0.326418407 -0.588303332 0.7046267903
## 548 -2.67787072 2.315792823 -0.053848206 -0.340449653 -0.4506481566
## 549 -3.83649785 0.496249929 0.923239686 0.551871671 -0.0800355833
## 550 -2.55144030 0.228329957 1.414178012 1.970789818 1.4563251244
## 551 -4.69492345 -0.767477944 1.543964841 0.779019019 0.7848969794
## 552 -2.02503716 1.261241900 0.504926094 1.135527391 0.1142626323
## 553 -2.89594821 -1.451635764 0.780545998 2.970448198 0.3571499569
## 554 -3.50220104 1.800832492 2.766456640 0.866307283 0.6253646906
## 555 -2.15390367 -0.830068818 0.564796724 3.011755928 -0.5658252896
## 556 -2.05508407 1.616459268 1.838959465 3.113534975 -0.2110426636
## 557 -3.87728958 1.084254744 1.859943910 0.433739670 1.6874387934
## 558 -4.06386211 0.122168435 3.238772647 3.469182951 2.2419080732
## 559 -0.09866733 -0.213559838 0.388929464 1.012710525 -2.9890677500
## 560 -1.08937619 1.292847898 1.429378886 3.372136457 -0.9473415672
## 561 -0.48177096 -0.178019691 1.032107582 2.010280187 -0.3271031745
## 562 -4.87030952 -2.131106107 3.414188781 5.133988306 0.4889207769
## 563 5.91761259 3.482636659 -3.262791686 3.917585445 -1.7163821624
## 564 8.74133808 -0.573854672 0.897090098 -0.385149908 -0.6790432787
## 565 6.43931548 -3.576817444 2.459486559 -1.177314051 0.0748242949
## 566 3.79338237 -3.584047864 2.088476390 2.506027755 0.5107225247
## 567 1.25617928 -1.902296713 0.562730526 2.089227022 -1.8099913310
## 568 10.37479406 1.672010105 -1.877029330 2.356031128 0.0337419316
## 569 -5.47524330 -0.670636791 1.490443081 2.299157139 0.1847033090
## Dim.6 Dim.7 Dim.8 Dim.9 Dim.10
## 1 -1.411424452 -2.1593698678 -0.398407230 0.1571183594 -0.8774018799
## 2 -0.028656355 -0.0133580935 0.240988459 0.7119048160 1.1069949439
## 3 -0.541452147 0.6681664837 0.097373738 -0.0240656428 0.4542753998
## 4 -3.053421825 -1.4299106992 1.059565241 1.4054396667 -1.1169752749
## 5 1.226494643 0.9362125459 0.636376061 0.2638054639 0.3777044681
## 6 0.451038652 -0.4904451157 -0.165443877 0.1334730993 -0.5304312174
## 7 0.128948434 0.3015674457 0.083698190 0.0800245715 0.2191433519
## 8 1.257039192 -0.9740998490 -0.653338262 -0.2481836471 1.0005861248
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## 446 0.699770608 0.4981815130 -0.228081961 -0.4513903285 0.6770494020
## 447 0.598612438 0.4696013244 0.028392852 -0.2354003138 -0.1532281211
## 448 -1.535698449 0.2907988542 0.389370325 0.1154186342 0.3466488203
## 449 -0.012065233 0.1011765790 -0.373605883 0.0720823425 -0.8157924279
## 450 1.423588308 0.6701408764 -0.494912755 0.5046692659 -0.3502195025
## 451 -0.342434653 -0.9299644692 0.519899003 0.8391908840 -0.3226170252
## 452 1.831534779 2.4042988933 0.892796455 0.1521979603 0.0760266004
## 453 0.484646351 -0.0429983118 0.189633600 -0.1153705943 0.4095378152
## 454 0.482860456 0.5075109153 -0.405134641 0.5537799394 -0.1735619344
## 455 -0.973835766 0.1504612509 0.049352384 -0.5073944548 0.1722312980
## 456 1.199840230 -0.3367877270 -0.495192030 0.1479516940 0.1017653360
## 457 0.225624383 0.7497635609 0.224567860 -0.4778777547 -0.5366408424
## 458 0.572171805 0.3615667725 -0.006888038 -0.4372284999 0.3021996897
## 459 0.482565925 0.1795850792 0.043736025 -0.5105761225 0.6739619011
## 460 0.309821294 -0.2306263906 -0.114738396 -0.6659466767 0.3201891942
## 461 0.999920913 -1.1156336229 1.118268090 -0.6896471020 0.5542298115
## 462 1.124821468 -4.9624963275 0.887512096 -3.5947582408 -0.5877077513
## 463 -0.488755143 0.0462706239 0.531837127 -0.3840887257 1.0198235144
## 464 -0.344892394 0.0766015189 1.083576957 -0.1632359941 -0.4967891805
## 465 0.658832705 0.3132338153 0.595482926 -0.2569240280 -0.1601922401
## 466 -0.223420343 -1.4713795266 0.804928648 0.0055461457 -0.4065227122
## 467 0.555700685 0.2172868460 0.810099943 -0.5639999458 -0.5886747271
## 468 -0.076744506 -0.6410428046 1.357402621 0.0683813646 -0.3124886608
## 469 1.100237706 -2.0243201353 -0.483989154 0.6796660968 0.6051740320
## 470 2.427851383 0.9417139935 0.134077328 -0.3751594557 0.0300729765
## 471 -0.925629694 -0.4960040185 -0.271731892 -1.2081078965 0.9410419753
## 472 -0.104460457 -0.3195856077 -1.033299225 -0.6088264157 0.3976968310
## 473 -0.615464458 -0.2802200841 -0.064894639 -0.0002465027 0.1025103568
## 474 -0.890397631 -0.9255097793 -1.086778849 1.2077185490 -0.4843964226
## 475 0.419627803 -1.2878926021 -0.403637837 -0.1389294714 0.2211276130
## 476 -0.367628760 0.3447806372 0.345365681 -0.4255974719 -0.3658483500
## 477 0.049199004 -0.2227026279 -0.195396530 -0.0277607646 -0.4076594503
## 478 -1.338365394 -0.5370579909 0.041989834 0.0419339442 0.7870319576
## 479 0.024052101 -0.2729363419 -0.651762182 -0.2593049461 -0.5103194790
## 480 -0.809094686 1.5682757163 0.294549386 0.1355658086 0.2355524895
## 481 0.545403094 -0.6173995442 -0.361104925 0.1855492377 -0.6059279792
## 482 0.020466917 -0.5600933916 -0.239182974 -0.2822329847 0.2299306297
## 483 0.015478847 -0.0342299046 -0.557266155 0.4107275094 -0.0001526747
## 484 0.163432644 0.2365221232 -1.111512361 -0.4053219978 0.0867632292
## 485 0.960569769 1.0384062590 -0.281587353 0.2741449563 -0.2518601391
## 486 -1.557117102 0.0074134159 -0.103639952 -0.6213336967 0.0066559075
## 487 0.101014020 0.2482216056 -0.237063931 0.1903589438 -0.7374350488
## 488 0.355373013 0.6255166542 -0.532522905 0.5734461299 -0.7423498792
## 489 0.866055328 0.3429320656 -0.108006817 -0.3878035595 -0.0896359422
## 490 -3.203558498 -0.1683328472 1.038381054 0.2336596548 0.5210461591
## 491 -0.211903997 -0.6725137135 0.478698599 -0.0946275633 -0.0149722350
## 492 0.553403247 -0.1224292666 -0.339427799 0.9660083634 -0.6857687065
## 493 -0.930049624 0.1973795943 0.161647937 -0.0303656198 0.5664967294
## 494 -0.564736841 -0.2688823256 0.516478791 1.2350939334 0.0270870284
## 495 -0.565603286 -0.4689916517 0.574387704 0.3570899752 0.2897980425
## 496 0.438066152 1.0438262778 -0.760155999 0.4795929656 -0.6401011111
## 497 0.602560490 -0.4100432140 0.141668814 0.1268162884 -0.5512411828
## 498 -0.213796961 -0.0983255817 0.007367167 -0.1006243585 -0.5824584439
## 499 1.104610501 -0.6344600027 -0.059139095 0.2870686039 0.3935357619
## 500 1.447935913 0.5734944799 -0.650120285 0.5360480952 0.2512117487
## 501 0.853230526 -0.7055308874 -1.346939117 0.4889443270 0.4166663634
## 502 0.508417641 -0.2071626882 0.080170009 0.0517047873 0.9756563267
## 503 0.242145383 1.0461585229 0.210131048 0.0394027009 -0.1875736570
## 504 -0.066391423 -1.1539848649 0.992567696 -0.1675239563 -0.5700838950
## 505 2.202856103 -1.0259971746 -2.030674722 0.2368188057 1.1463569038
## 506 3.511878194 -0.6047923821 1.279625152 1.8742044478 1.0210265805
## 507 0.485149581 0.1360701869 -0.665629420 -0.7785623251 0.9401240692
## 508 1.949042913 -0.4886229899 0.255289024 0.9073260244 1.2766504771
## 509 0.834711363 1.4101275751 0.298241579 0.0737968333 0.6476682440
## 510 1.603521484 1.0542960495 -0.356882345 0.4292822695 -0.7309530773
## 511 -0.253891790 -0.5477366493 0.542530775 0.6181942690 -0.0917094706
## 512 -0.033008961 0.8760672648 0.295924118 0.0334436380 0.3415772178
## 513 0.136820504 -0.3932633492 -0.615275978 -0.7154164229 0.1217001231
## 514 -0.072558108 0.1759690270 -0.255301520 -0.3116953150 -0.2140980763
## 515 0.774305223 0.1455966730 -0.500365683 -0.2707677536 -0.4086404369
## 516 -0.046649058 1.0014034553 0.307232294 -0.6561772347 -0.0908145400
## 517 0.491725509 0.5172086090 -0.050072528 0.1314729854 0.2260774915
## 518 1.018572826 0.0261314645 -0.443745574 0.6587459301 0.5304101910
## 519 1.287501801 -0.7487130684 -1.376515912 0.2577670693 -0.2082609539
## 520 0.265439585 -0.1944454334 -0.462717651 -0.3580167587 0.7947756028
## 521 0.548617713 0.8147889839 0.987977223 0.0705694460 -0.0537834790
## 522 0.006691028 -0.9620201296 -0.397971661 1.2577443727 0.8494384927
## 523 -0.097181067 -0.7225180039 -0.508574438 -0.0606110890 0.3882067341
## 524 0.600716365 -0.1393092784 -0.295416224 0.2439831237 0.0023397938
## 525 1.403199493 -0.9536158272 0.300235455 0.5043360264 -0.7853137406
## 526 1.211273874 -0.8167571416 0.373392895 -0.2932394680 -0.3613048664
## 527 0.365039187 0.0462567434 0.125748614 -0.3125684886 -0.2471422243
## 528 -0.326057113 0.0945335456 -0.149281634 -0.3191855871 -0.2290547683
## 529 1.687494506 1.7124115856 -2.410660075 -0.3332110434 -0.1177201053
## 530 0.852690143 0.0288739661 0.205278936 -0.0324351462 -0.3898487045
## 531 1.102130591 -0.0870282937 -1.296591986 -0.1616580555 -0.9111215009
## 532 0.289327869 -0.4734528693 0.069680004 -0.5439414656 0.0572586005
## 533 0.198077764 -0.4341312621 -0.169122100 -0.0248513871 0.3194083784
## 534 -1.936222548 0.7282261750 -0.757985511 0.1761351778 0.2704811811
## 535 1.551675829 0.7183276586 -0.139752521 -0.1884560218 -0.3705077367
## 536 -0.579229983 0.5434880085 -0.952768448 0.2480279966 0.5291530822
## 537 0.523838967 1.1505709678 -1.092092114 -0.3242008082 -0.1039732791
## 538 2.339517912 0.4835065912 -0.502424515 0.0698658088 1.2799510511
## 539 -0.042429007 -2.1687554097 1.481217359 0.3230884122 1.1811559737
## 540 1.159226748 -0.1915351902 1.798140009 -0.8768383898 0.9493126092
## 541 1.189518186 0.6777554020 -0.146643331 0.2916477171 0.1027327256
## 542 -0.425894709 -0.3982859726 0.836036053 0.3841468139 0.6196240079
## 543 -0.765754337 0.4667152034 -0.398579220 -0.3649914225 0.7948279739
## 544 -0.068813546 0.4152225187 -0.508393035 -0.2782723263 0.2878345384
## 545 0.931582153 -0.5243195201 -0.300701961 0.3566222385 0.4186023644
## 546 -0.114898270 0.1162549367 0.013630619 -0.0580570539 0.1324339170
## 547 0.146091263 -0.2598571347 -0.149568864 -0.5648535105 0.5751755023
## 548 0.678347710 -0.0641009406 0.970966598 0.4552752688 0.0953836307
## 549 0.112668821 -0.4744866105 0.169844121 -0.4105491301 -0.2196051247
## 550 -0.855521775 -1.0219210096 0.160490900 -0.4471424418 0.3990776464
## 551 -0.851373557 -0.7526680967 1.070425920 0.5893180898 0.0689104726
## 552 -1.784776964 -0.3904953245 -0.874423522 -0.3112411055 0.3656942251
## 553 0.583202607 0.6184118265 0.939222555 -0.3625405131 0.4489162445
## 554 -0.412269604 0.3076660233 0.357908863 0.1431816402 -0.4518803053
## 555 0.550402705 0.4844054412 0.893182597 -0.4354863756 0.2441391964
## 556 1.641806232 1.0888529251 0.350193395 -0.5150640603 -0.0049465593
## 557 0.814892684 0.4710738986 0.071384741 0.7018808020 -0.0706438172
## 558 -0.174909148 -1.0772541424 0.129494462 0.4270304805 -0.2772864479
## 559 -0.012452208 0.2902569712 -0.312343669 0.0678639072 -0.3257704431
## 560 1.725869872 0.3539748191 -1.164339502 0.2074951295 -1.3917082431
## 561 0.992062285 0.0485456831 -0.195220959 0.3258653323 0.4290722036
## 562 1.110792335 -0.4883712148 -1.289284338 1.3904785789 -1.7466626657
## 563 -1.013598931 -0.2714423870 0.091963336 -0.3724759774 -0.6304233926
## 564 0.300752774 -0.0948243836 -0.734081854 -0.8310933710 0.4506385932
## 565 2.375192934 0.5961296776 -0.035470930 -0.9879290197 0.2569885912
## 566 0.246710109 0.7163263396 -1.113359562 0.1052074068 -0.1086324997
## 567 0.534447189 0.1927582283 0.341887035 -0.3939168219 0.5208773835
## 568 -0.567936475 -0.2230816718 -0.280238610 0.5420345424 -0.0892961170
## 569 -1.617837363 -1.6989515570 1.046353516 -0.3741011115 -0.0477255710
## Dim.11 Dim.12 Dim.13 Dim.14 Dim.15
## 1 0.262955455 -0.8590144769 -0.103387665 0.6908040970 0.601793127
## 2 0.813119658 0.1579225854 0.943529283 0.6534753275 -0.008974867
## 3 -0.605603913 0.1243870613 0.410626602 -0.0166797587 -0.483419744
## 4 -1.151513502 1.0113158067 0.933271162 0.4874168970 0.168847832
## 5 0.651359640 -0.1105154333 -0.387947968 0.5391805479 -0.310319492
## 6 0.109766322 0.0814414985 0.026274450 -0.0031367011 -0.178604591
## 7 0.393689708 0.2421890786 0.352251608 0.2217965127 0.060908916
## 8 -0.196486564 -0.2780362189 0.461036142 0.0962202603 0.187643222
## 9 -0.560514337 0.0788862545 -0.493435665 -0.1121516024 -0.034267257
## 10 0.549037739 -1.0851169123 0.375805624 0.0006039025 -1.207202297
## 11 0.294535444 0.6104565273 0.692907713 0.1302285827 0.091179341
## 12 -0.150231455 -0.8733011479 0.979713915 -0.4136487762 -0.076642872
## 13 -1.120175637 0.0520531989 1.984953932 0.2670261372 0.492841399
## 14 -0.854380064 0.0628687965 -0.194626843 0.1213330971 -0.151307316
## 15 -0.637932073 -0.5444316778 -0.152286388 -0.0208524832 -0.504538277
## 16 0.089971151 -0.0929973360 -0.273177844 -0.4197426497 -0.532405294
## 17 0.283364442 0.3231176945 0.874081995 0.2070629797 0.027001197
## 18 0.077090560 0.1452049810 0.056876728 0.5562617660 0.358103037
## 19 0.382968535 0.0680671652 0.763500899 0.1782718591 0.186239090
## 20 0.088025121 -0.3234879937 0.240515662 0.1498536829 -0.277984617
## 21 -0.252965696 0.1822595900 -0.535217932 -0.5369647605 0.630861196
## 22 -0.296089656 -0.1194763980 0.105202371 0.5510085832 0.209071966
## 23 -0.748419691 -0.7904343525 -0.018984273 0.3943123875 0.178525762
## 24 0.845882445 0.1997630922 0.760686491 -0.1496877411 0.585555880
## 25 0.600623346 0.2323687957 0.719650762 -0.0560653200 0.623117966
## 26 -0.196758330 -0.8102983794 0.395074580 0.9313863832 -0.282485422
## 27 -0.441750942 -0.9748421438 0.516876464 0.7080548614 -0.384062552
## 28 0.413031134 -0.3160837107 0.298734962 0.2953408819 -0.236012062
## 29 -0.370708784 -0.1247468758 -0.130014848 -0.1959925727 0.176111086
## 30 -0.247122211 -0.0031867939 0.222475203 -0.1284658891 0.091828247
## 31 0.496814833 -0.1045549939 -0.886415611 -0.0693005587 -0.376624114
## 32 0.757530422 -0.2659953879 0.522645745 0.3003094050 0.072419680
## 33 0.586352041 0.2549273298 -1.120514839 -0.2186628737 -0.404144455
## 34 -0.077988038 -0.1994728925 -0.307443416 -0.2038165806 0.068555592
## 35 0.326594994 -0.4069732737 0.352057557 0.0565377748 -0.224982042
## 36 0.328546491 0.2294861428 0.620439904 -0.2145024730 -0.067825639
## 37 0.217932757 -0.0195186684 -0.032579647 -0.1705951966 -0.480063282
## 38 0.032357200 0.4119422624 0.245879405 0.3630220172 -0.150656571
## 39 -1.048210192 -0.6136341260 0.290634577 -0.1250967856 -0.402266005
## 40 -0.591534537 -0.0004685488 0.235751436 0.4582539737 -0.668723464
## 41 -0.145137003 -0.0423573621 -0.029929606 -0.0054195354 0.005026670
## 42 0.115408346 0.3315233191 -0.019759525 -0.2323583533 -0.128879071
## 43 -1.279078953 -0.8316721415 0.923554288 -0.9901401547 0.220920142
## 44 -0.160413750 0.1312454861 0.144353371 0.1818594479 0.160276467
## 45 -0.240297151 0.1092551493 0.164718168 0.0950932826 -0.194067753
## 46 -0.003092222 -0.1207348494 0.149901034 -0.3145815408 -0.268771290
## 47 -0.090170207 -0.0249256265 -0.379029001 0.2396558520 0.277940713
## 48 0.289685613 -0.0732896586 0.561578672 0.2627423460 -0.646752931
## 49 0.324639417 0.0931940691 -0.393915401 -0.6000377354 -0.169196603
## 50 -0.237531447 -0.0116514315 0.209091951 0.1509947179 -0.058630389
## 51 -0.640023327 0.6063928315 -0.224842646 0.0446872293 -0.040296284
## 52 -0.079756778 0.0240264963 0.377605772 0.4457096575 0.108957199
## 53 -0.025187610 0.1594615216 -0.246236665 0.5097930629 -0.078056504
## 54 0.274259800 0.6539014758 -0.601694095 -0.6078221590 -0.502256697
## 55 -0.058538718 0.2679740777 0.399746636 0.0451143876 -0.036208288
## 56 -0.197928408 0.5406587898 -0.058653761 0.1400920919 -0.350171658
## 57 0.606083374 -0.1157584651 1.097960157 -0.1276424085 0.598508587
## 58 -0.381495392 0.2816629032 0.376625466 0.0229981651 -0.331755109
## 59 0.228534956 -0.1993486139 -0.421642967 -0.2169572734 -0.342605977
## 60 0.621752519 0.3370398589 0.148969895 0.4429339053 0.511970441
## 61 0.369730212 0.4383783365 -0.090628725 -0.3356693615 -0.537169997
## 62 -0.341445919 0.3762517438 -0.161218168 -1.1889267807 0.321980435
## 63 -0.717954473 -1.1869602524 -0.589904192 -0.3032956166 0.130029598
## 64 0.511502989 -1.0100140771 0.229884733 0.7941910758 0.139334468
## 65 -0.223263683 0.0582768278 0.513154060 -0.1420683358 -0.178693382
## 66 -0.511246006 0.5425928731 -0.129256679 -0.1550046035 -0.008341589
## 67 0.231543675 0.1521739342 0.494891637 0.0987105211 0.137461303
## 68 -0.171825570 0.0918352337 -0.214228653 0.4680772051 -0.320558157
## 69 2.303942158 1.9495951426 -1.104650555 -0.2452874058 1.061259639
## 70 -0.131700754 0.5405300523 -0.278205594 -0.1142301579 -0.357324050
## 71 -0.429226092 0.2051359244 0.372150504 0.1795192991 0.292028611
## 72 0.057840279 0.5110313204 0.335512760 -0.4803522916 -0.247191114
## 73 -0.018829018 -0.7448034917 0.132546019 -0.9388510327 -0.369933516
## 74 -0.380172454 -0.1164473504 0.053628828 0.1558846167 -0.059993060
## 75 0.007566040 -0.2734839576 -0.012185689 -0.2581065901 -0.032422143
## 76 -0.140694868 -0.7698521644 0.428629063 0.1641157959 -0.078466533
## 77 0.408650831 -0.3220646489 -0.815607896 -0.8577959919 -0.591199253
## 78 -0.845849810 -0.7044746907 0.693449672 -0.3240600379 -0.106328895
## 79 -1.210145970 1.2871888394 -1.340417992 0.5389665635 0.905551118
## 80 -0.127176824 0.1356678170 -0.028362680 -0.5173944970 -0.020777921
## 81 0.787660029 0.0345878944 -0.033469264 -0.1844747727 0.448346326
## 82 -0.196117343 -0.3961366940 0.141897243 0.0148400846 -0.153555297
## 83 -0.253604904 -0.5695721958 -0.754653119 0.5465085843 0.432402001
## 84 -0.712355494 1.0508985760 0.491757801 -0.2625847310 -0.563073830
## 85 0.746534534 -0.4602095090 0.091706727 -0.5528013503 -0.051006906
## 86 1.005643599 0.0874645956 0.758004416 0.4178476278 -0.021224621
## 87 0.552531199 -0.8036935852 0.067451380 -0.1128701429 -0.092255086
## 88 0.433708051 0.5708708234 0.119293200 0.4174366522 -0.396728624
## 89 -0.016656924 -0.3160810585 0.382934784 0.4378304368 -0.209024000
## 90 -0.742593371 0.0201146369 0.065959122 -0.8234103630 -0.236572296
## 91 -0.724782138 0.5559209824 -0.214621664 -0.3280227936 -0.037992211
## 92 -0.938199184 0.4070725051 -0.563783051 0.7732190756 0.029281475
## 93 -0.049451078 -0.6896979817 0.464634359 0.4066937757 0.014908376
## 94 -0.148981160 0.1464095181 0.128478513 -0.7096782910 0.102271336
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## 541 0.460336925 -0.8724078774 -0.133982629 -0.2920884336 0.534174907
## 542 -0.266390382 -0.2191878713 -0.061791288 -0.4100119947 -0.229239578
## 543 -0.344611186 0.2854102817 0.174416420 0.3024362716 -0.091803060
## 544 -0.755158524 0.4565984109 -0.339608927 0.0022287615 0.118947618
## 545 -0.379269770 0.4406518245 -0.317805523 -0.1311715296 0.477532752
## 546 -0.365785657 0.4281527879 0.006790588 -0.5241368555 0.051769276
## 547 0.337889262 -0.0267844367 -0.313052178 -0.1749059507 0.025242164
## 548 0.043805467 -0.1057775203 0.298419937 0.3007347568 -0.194963603
## 549 0.049025918 0.3768120934 0.195849865 0.3819738210 -0.193853440
## 550 0.111028554 -0.4803153608 -0.136802585 0.0917210239 0.237476188
## 551 -0.129048611 -0.0436548354 -1.049935623 0.3212322696 -0.116844486
## 552 -0.350071506 0.7512028134 -0.143601929 -0.4515640744 -0.048872062
## 553 -0.645167887 0.4770488038 -0.237984422 0.1125280590 -0.046787850
## 554 -0.302061763 0.7449428658 -0.302338666 0.5142174748 -0.141935203
## 555 -0.098486770 0.3664362012 -0.822183658 -0.0888156998 -0.135429209
## 556 -0.135486000 -0.1831722496 0.252540041 0.3287811064 -0.297019697
## 557 -0.187867263 -0.8119654953 -0.618742132 -0.2064563531 0.180775627
## 558 0.373141893 -0.5780258765 -0.713740257 0.2597600454 -0.354706842
## 559 -0.908122732 0.1935151424 -0.452455413 -0.4041744258 0.391195187
## 560 0.645764987 -0.3145992434 -0.073168502 0.2288381405 0.135351154
## 561 -1.317061209 0.7417397841 0.442621184 -0.1625000025 -0.311068283
## 562 0.570247041 -0.5572414735 -0.371720528 -0.0059677666 -0.058452653
## 563 -0.241621791 -0.1285615061 -1.011867897 0.5623058450 -0.980929100
## 564 -0.747772568 0.5142423194 -0.606256188 0.9212519960 -0.160569922
## 565 -0.062651258 0.1233418815 0.051723303 0.4042896689 -0.652750436
## 566 0.244803562 0.2227525843 0.192637049 -0.0155553286 0.069974987
## 567 -0.840511632 0.0964728965 -0.157417952 -0.2856908752 -0.090997770
## 568 -0.178628138 -0.6974611669 -1.225194970 -0.2186976650 -0.229591034
## 569 -0.144094141 -0.1794964419 -0.678897480 1.1707246571 -0.217343343
## Dim.16 Dim.17 Dim.18 Dim.19 Dim.20
## 1 -0.7451157920 -0.2654707768 -5.495627e-01 0.1337675001 -0.3455649047
## 2 0.6488086945 -0.0172122035 3.182974e-01 -0.2475646288 0.1141330797
## 3 -0.3251105273 0.1909184812 -8.797493e-02 -0.3926263614 0.2045322317
## 4 -0.0513702465 0.4826338945 -3.587477e-02 -0.0267476152 0.4647336646
## 5 0.1526058123 0.1331423127 -1.871424e-02 0.4614358963 -0.0654953938
## 6 0.0127168377 0.1968864399 -2.975386e-01 -0.1298406291 0.0712371596
## 7 0.0279678926 -0.3203645442 1.231253e-01 0.0035270600 0.0444886621
## 8 0.3368058449 0.1615635356 -4.913300e-02 0.2198763752 0.0106424972
## 9 -0.5075044508 0.2857266481 -2.873298e-01 -0.1824313479 0.0197856411
## 10 1.1328216121 0.7591362018 -2.389488e-01 -0.1276807617 -0.1780806097
## 11 0.0138828140 0.2851666701 -6.140342e-02 0.1721950996 -0.0938114067
## 12 0.0187975967 0.1612472914 -4.163349e-01 -0.1368996805 -0.0567312915
## 13 0.2923522593 0.0532195159 9.347795e-01 0.9737441665 0.3160735556
## 14 0.1994533697 0.0097080435 9.347465e-02 0.1011563752 -0.1968998780
## 15 0.1619706266 0.1755853838 2.240776e-01 -0.0532308796 -0.3642747697
## 16 0.6388397792 0.1800193724 -1.719966e-01 0.0907727741 0.2824681053
## 17 -0.2445889511 -0.0458787038 -2.210067e-01 -0.0809222257 0.1669869740
## 18 -0.2217717048 -0.0782506427 5.026135e-02 0.3246207960 -0.1357102965
## 19 0.1394774207 -0.6861771944 -2.707460e-01 -0.4580571676 0.0261951139
## 20 -0.1210285153 -0.1194130734 1.077519e-01 -0.0023216951 -0.0628337324
## 21 0.1441203499 0.2275189263 -9.083698e-02 0.1206975789 -0.1356007932
## 22 0.2158060593 0.0416632069 -4.315899e-02 -0.2852565698 0.0665324662
## 23 -0.0779762557 0.0517208604 -1.352870e-01 -0.2508045469 -0.2835731341
## 24 0.1696912524 -0.5800749887 -1.525851e-01 -0.4626492688 -0.2443383566
## 25 -0.2254051677 -0.9351599443 -4.243330e-01 -0.2006088098 -0.0316977985
## 26 -0.5433672414 -0.2317602792 -9.470495e-02 0.1756153314 -0.1263008720
## 27 -0.0290945219 0.4562259550 -1.574483e-01 -0.2030134243 -0.3684249731
## 28 0.2635424474 -0.0230523318 5.168923e-02 0.3677369340 -0.0390665443
## 29 -0.3510509474 -0.2026599913 -5.144926e-01 0.1409125859 -0.1937096198
## 30 -0.0541423424 0.0556239578 -6.742020e-02 0.2282009879 0.2728956774
## 31 -0.3054547532 -0.1877273786 -1.936731e-01 0.2020374357 -0.0776994388
## 32 0.6167750184 0.1234295615 -5.889832e-01 0.1116621300 0.2379064551
## 33 -0.5448346489 -0.1855491574 -2.908376e-01 -0.1328372952 0.3105495626
## 34 0.6805774701 -0.0524597531 -1.280050e-01 0.3487592726 -0.0978104755
## 35 0.2651839322 0.5121168816 -5.153523e-01 -0.0449754434 -0.1397728045
## 36 -0.3966798761 0.3427380777 -2.525749e-01 0.5092597287 0.0182422942
## 37 0.1354242750 0.1326232586 -1.213472e-01 0.1761726333 0.0783850494
## 38 0.4869973494 -0.0171852102 9.757923e-02 -0.3469994386 0.0312206886
## 39 0.5780787809 0.6858664525 -6.838704e-01 1.0185713847 0.5941521104
## 40 0.2488358551 -0.3729142800 4.077822e-01 -0.2394485772 -0.0653973384
## 41 -0.0859195468 0.0154197555 -1.125168e-01 -0.2065253245 -0.1531326310
## 42 -0.4141881315 -0.1708824646 3.548260e-01 -0.0645250966 -0.0681032638
## 43 0.1169968970 -0.5400948894 3.641599e-02 0.1723915115 0.3328807819
## 44 -0.2140978987 0.0237348544 -2.111399e-01 0.0983139525 -0.0303984612
## 45 -0.3844199315 0.2461220386 -1.470759e-01 0.0157597318 0.0966859063
## 46 0.0517183393 -0.3232069779 -8.181212e-03 0.1335543551 0.2000041311
## 47 -0.4345140246 0.0058262827 8.976824e-02 -0.2079358631 -0.0078487173
## 48 0.0343802100 0.1434125004 1.567811e-01 -0.2388447624 0.2405481452
## 49 -0.0676569079 -0.1891935519 8.188390e-03 0.2856529269 -0.0309637505
## 50 -0.1743550441 0.0644108831 5.360534e-02 -0.2004516334 -0.2158701746
## 51 0.0584402932 -0.0825968040 -1.535540e-01 0.0860009438 0.0635450597
## 52 -0.0267835157 0.2213176343 1.395100e-01 0.0786242275 -0.0905972593
## 53 0.1452813868 -0.0455772785 7.301895e-02 -0.0933108555 0.0218984939
## 54 -0.4614577165 0.0023139570 -2.169666e-02 -0.0116297645 0.1571921552
## 55 0.0274232339 -0.1758057857 2.034753e-01 -0.0520783815 -0.0649677779
## 56 0.0455837177 -0.0730975028 -1.410546e-01 -0.0753444954 -0.0300962097
## 57 0.0136466652 -0.2688642045 -3.475662e-02 -0.2409116092 -0.0511522575
## 58 -0.0076343931 0.4702826480 -4.508631e-01 -0.3872982777 0.1063325231
## 59 0.2007386181 -0.2047430488 -1.278794e-01 0.2369360271 -0.0579222472
## 60 -0.2373001572 0.0416156469 5.181496e-01 0.1483347313 0.4568677424
## 61 0.5951279942 -0.5790438575 1.140377e-01 0.0079395066 -0.2455468564
## 62 0.1745150653 -0.0788232222 -1.121689e-01 -0.0881070034 0.2497411234
## 63 -0.1449335609 -0.4054535075 6.571326e-02 0.2561374781 0.4293274495
## 64 0.0843035088 -0.3372460529 2.905028e-01 -0.3648401044 0.0219039779
## 65 -0.2646447654 -0.3192557278 1.007126e-01 0.0344211348 0.1641029091
## 66 -0.4717044210 0.1031368434 5.160721e-02 -0.0435837615 -0.0120491525
## 67 -0.0721133688 0.2327584973 1.456998e-01 -0.0721316382 -0.0790920359
## 68 -0.2759638919 -0.2807706125 1.406163e-01 0.0372486486 -0.0834383401
## 69 1.0635355263 0.1852245590 -1.349179e-01 -0.2671300587 0.3817707139
## 70 0.1079383758 -0.1247240146 -1.512545e-03 -0.0201348378 -0.0940205805
## 71 -0.0724229559 -0.3386137102 -3.530613e-01 -0.0526298049 0.0289723473
## 72 -1.4911528404 -0.3947398004 -4.947452e-01 -0.2228146856 0.0047849376
## 73 0.7032082422 -0.3235989495 -2.692448e-01 -0.2105299585 -0.0834782010
## 74 0.2316105749 -0.1112832472 4.274852e-02 0.0376749855 -0.0936798675
## 75 -0.0555673453 0.0420078502 -1.142895e-01 -0.1823372859 0.0116559280
## 76 -0.1970103091 -0.2606608267 5.452225e-03 0.2753374155 0.1703455243
## 77 -0.0606219987 -0.1927766596 -3.784504e-01 -0.2351540379 0.0700100714
## 78 -0.2215934684 0.2566649982 -8.701703e-05 -0.0296591339 -0.2320253353
## 79 0.1023315752 -0.4375411634 6.547004e-01 0.6237503650 -0.6578038226
## 80 0.0569876761 0.0934734959 -6.411547e-02 0.1273708298 -0.2680519606
## 81 0.1251608026 0.1967416425 -1.544448e-02 0.1645192187 -0.0671981212
## 82 -0.1508408761 0.0460905949 -8.536093e-02 -0.0425284964 -0.1098911498
## 83 -0.2954206148 -0.0727859922 3.854024e-01 0.2978481407 0.1297816762
## 84 -0.8999823311 0.0741627013 2.826874e-01 -0.1776594100 0.7883332583
## 85 -0.0541958471 -0.0050107061 8.943512e-02 -0.0258873621 -0.0514899221
## 86 -0.0009996217 0.0807888532 -6.513125e-02 0.1605793049 0.1530427831
## 87 0.0404804100 -0.0344091626 2.294553e-03 0.1458751307 -0.0364411323
## 88 0.2265966499 0.0179447185 -5.492044e-01 0.0108615915 0.0716266720
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## 91 0.1837135377 -0.0073144053 6.886237e-02 0.0570212720 -0.1015454469
## 92 0.0533140108 0.0115978890 1.150967e-01 -0.2501536036 0.0463441495
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## 94 -0.0634430232 0.0310814592 -5.262198e-02 0.1153575810 -0.1771483880
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## 96 0.1500918886 0.1837683053 -1.657805e-01 0.0903106401 -0.0175815260
## 97 0.6019835434 -0.0611057971 4.091715e-02 -0.1834915781 0.0604716758
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## 100 -0.0263544122 0.0739040612 2.195367e-01 -0.0561741883 -0.0935078248
## 101 -0.2605865759 -0.0843867888 -3.763525e-01 -0.1283305460 -0.1468236690
## 102 0.0648731320 -0.0744240949 6.006592e-02 -0.1606998149 0.1382771801
## 103 -0.3168858717 0.1783722032 1.223108e-01 -0.1915807956 -0.1776207150
## 104 -0.1906393548 -0.2915251415 3.678453e-01 -0.1109781712 -0.1782943076
## 105 0.3726828909 -0.2547168832 7.301582e-02 -0.0412618621 -0.0550604934
## 106 0.3426297439 0.0370897689 -3.076319e-01 -0.1804289182 0.1096677685
## 107 -0.0260520615 0.0417347697 1.875108e-01 0.0537757563 -0.0988325835
## 108 -0.3958510915 0.3236118906 2.990867e-02 -0.0778658356 -0.0971800437
## 109 -0.4539024783 -0.3196619077 -3.376760e-02 -0.1464861868 0.6699840359
## 110 -0.2305586039 -0.2081637995 5.514328e-01 0.3338276434 0.3086227548
## 111 0.1148796293 -0.2434648402 -1.126062e-01 -0.0452151683 0.0888908131
## 112 0.0915266533 0.2414586151 -1.461076e-01 -0.1100994755 0.0897262281
## 113 -0.5984043374 -0.1823800246 -3.000203e-02 0.3193265294 -0.4280929042
## 114 0.3619387703 0.2329628096 -2.697969e-01 -0.1741659354 -0.0009266789
## 115 0.1171690853 0.1142922027 2.790067e-01 -0.2701693241 0.4866547208
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## 119 0.3177706850 -0.3554679032 1.614517e-01 0.0771021930 0.3063432005
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## 122 0.1509871304 -0.0571835073 2.185547e-01 0.0937729062 0.0795245118
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## 407 0.1588889151 0.0887673920 2.532911e-02 0.0562885089 0.0630842280
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## 416 -0.0513598588 -0.0162025418 2.107806e-01 -0.1508987923 0.2489669594
## 417 0.1824582145 -0.1147739421 -8.638757e-02 0.0731650880 -0.0435570983
## 418 0.1453128690 -0.4065028514 -4.113393e-01 -0.1763649103 -0.0725685483
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## 422 0.1058264791 -0.0604792907 2.661120e-02 0.4157015845 0.0751782344
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## 425 0.3401423465 -0.2721272971 -1.827484e-01 0.1954339564 0.1549971136
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## 430 -0.1046835796 -0.1341154041 -6.404066e-02 0.0536145180 0.0600543193
## 431 0.1710405606 -0.3448573609 4.317009e-02 -0.0487060830 -0.1532954996
## 432 0.3270566248 0.0269451295 2.120276e-01 0.3074865675 -0.2086876306
## 433 -0.1153336099 0.0550193656 3.430721e-01 0.0818595655 0.1282505604
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## 435 -0.0038442594 0.0495345442 4.851216e-02 0.1345614756 0.0828985386
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## 444 0.2258862779 0.2115260521 -2.572054e-01 -0.1747690980 -0.2366884737
## 445 0.2247358668 -0.0265031833 1.066005e-01 0.1607407435 -0.1939517199
## 446 0.2083367111 0.1558273360 6.265959e-02 -0.4015223984 0.0212840811
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## 448 0.1275662101 0.2480454275 -6.666699e-02 0.2449808497 -0.1615781917
## 449 0.0981019479 0.0419920541 -1.975123e-01 0.0187834236 -0.1368597349
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## 451 -0.3026471935 0.0077267256 1.346777e-01 -0.2185982318 -0.0382336025
## 452 0.2076929784 0.0499710352 1.366079e-01 0.1455343122 0.1393303586
## 453 -0.0637313475 0.0646178299 1.326364e-01 -0.1594669557 0.0230496351
## 454 -0.0446781404 0.0111367429 -1.020835e-01 -0.0247420315 0.0173633531
## 455 -0.2130785457 0.1029003538 1.648085e-02 -0.1008663910 0.1363234765
## 456 -0.0905640395 0.2841683447 -1.368151e-01 -0.0472769881 -0.1346426799
## 457 0.0809230290 -0.0741076450 6.560146e-02 0.1099340777 0.0413200026
## 458 -0.0934139036 0.0140882642 2.191642e-01 0.0845182589 -0.0447032414
## 459 -0.1715231275 -0.0768573467 1.797630e-01 0.0785744650 -0.0201295686
## 460 -0.2794448251 0.0356555378 4.557702e-02 -0.3276492131 -0.0341185633
## 461 0.1127604980 -0.3122241818 1.038265e-01 0.2290453487 0.0813393393
## 462 -0.0469194385 1.3059419440 9.802320e-01 -1.6536457113 -0.5877408880
## 463 0.0914596625 -0.1055421629 2.449685e-01 0.1016446818 0.0956279222
## 464 -0.4097261961 0.1502254359 5.333621e-02 0.0509085124 0.0909507414
## 465 -0.4177002714 -0.3051065353 3.907107e-01 -0.0114077304 -0.0142082171
## 466 0.5979475341 -0.1472641656 -1.851258e-01 0.0874049208 0.3480216683
## 467 -0.0291409691 -0.2536638871 4.255905e-02 0.1489968626 -0.0809620516
## 468 -0.3424864197 -0.0987333825 5.045897e-02 0.2711864931 0.0442786900
## 469 -0.1765116675 -0.0372366202 -2.848436e-02 -0.0737017670 0.1006706504
## 470 -0.0172205810 -0.0308639251 4.474999e-02 0.2435042168 -0.1625202315
## 471 -0.0453807141 0.0055006752 -5.975085e-03 -0.0896515440 0.1058397169
## 472 0.0375719394 -0.0185916411 -3.818035e-01 0.2195180947 0.1106647402
## 473 0.3063694058 -0.0456627266 -1.506278e-01 0.0183325874 -0.0825672588
## 474 0.3121327267 -0.1664897614 -6.953970e-02 0.1597746112 0.1371050508
## 475 0.5696696368 -0.1313011484 8.809683e-02 -0.1539009490 0.0164294765
## 476 -0.0117315423 -0.0724743739 5.575246e-02 0.0750813561 0.0220081629
## 477 0.0680798014 -0.0159158073 -6.877365e-02 -0.0502911350 -0.1535768550
## 478 0.1711479218 -0.0123979573 1.254357e-01 0.0403253962 -0.0873622824
## 479 0.2425884353 0.2026452772 9.995301e-03 -0.0191980155 0.0776845074
## 480 -0.0066689538 -0.0333585982 9.501257e-02 0.1038026787 -0.1506174006
## 481 -0.0730764563 0.1230422690 -1.879821e-02 0.0273449523 -0.1649452075
## 482 0.0626087077 -0.0670911303 -1.134736e-01 -0.0066325680 -0.0204453853
## 483 -0.0808514320 0.3698805601 -9.567068e-03 -0.1088259337 0.0145642552
## 484 0.1109406391 0.0993875913 -8.439485e-03 -0.0760461426 -0.0590056380
## 485 0.1180709595 -0.2489742109 3.759089e-01 0.2185540574 -0.0804892727
## 486 0.2233108051 -0.0610034249 9.557606e-02 0.1246934948 0.2694829936
## 487 -0.1345479041 0.0452219939 -1.369481e-01 0.0478816352 -0.1627947130
## 488 -0.3507785704 -0.0342413210 -1.723841e-01 -0.1954200235 0.1727555387
## 489 0.0887661995 -0.0844579955 -4.714224e-02 0.0780216415 -0.1302015771
## 490 -0.0907933311 0.9641685213 -6.709598e-01 0.4581557321 0.0822454711
## 491 -0.2777461488 0.2761324593 -9.579452e-03 0.1152131543 0.0750152849
## 492 0.0621843268 0.0166281591 -1.920392e-02 0.2930403809 -0.0650919269
## 493 0.1899008481 -0.0715080197 3.857198e-02 0.1816115919 -0.0840788576
## 494 0.1720707787 -0.1392377660 -1.558766e-01 0.0534975639 -0.3401200965
## 495 -0.0298543557 0.0158512586 1.607201e-01 0.1926059243 0.0826407195
## 496 -0.0822529181 0.1323237367 7.804974e-02 -0.0935308966 -0.1348887429
## 497 0.0359094436 0.2003490761 -5.758673e-02 0.0269415765 0.0722171086
## 498 -0.3030973293 0.1783247995 -9.462404e-04 -0.0391515892 -0.0452444260
## 499 0.2461118211 -0.0951681894 8.204195e-02 -0.0281949475 0.1728487010
## 500 0.1179429949 -0.0117997807 1.273982e-01 0.0101210443 -0.0908838583
## 501 0.0971942855 0.1851252147 -1.227781e-01 0.0608685808 -0.0749649645
## 502 0.0731904078 0.0670099331 4.003441e-01 0.2903326258 0.0054012222
## 503 0.2468742464 -0.0012968666 1.337180e-01 0.0966550005 -0.1930280827
## 504 0.3894493893 -0.0693496105 -4.331968e-01 -0.0792921271 0.1312180192
## 505 0.4993663324 0.0614967034 1.473872e-02 -0.0052135069 -0.1873541378
## 506 -0.1062622732 0.1452252158 1.954399e-01 0.1989974490 -0.3486678603
## 507 0.5874168024 -0.0714612745 1.148655e-01 -0.0515573953 -0.0834492126
## 508 0.4481868385 0.2118291311 1.903575e-01 -0.1939522437 0.0832059277
## 509 0.4330794208 -0.0421601864 4.045894e-01 -0.0715405929 0.0412334670
## 510 -0.0811783004 0.1174248568 2.711752e-01 -0.0068413547 -0.1696986310
## 511 0.0251256918 0.1276938170 7.166674e-03 -0.3161242192 -0.0718834288
## 512 0.1657982697 -0.0253645889 1.277625e-01 0.0322003367 -0.0174826031
## 513 -0.1003351686 -0.0122668468 -3.982232e-02 -0.1401040544 0.1246808437
## 514 -0.0337594303 -0.1152445199 -2.810591e-01 0.1178206884 -0.0119672480
## 515 -0.0431192464 -0.1124004843 -2.664709e-02 0.0242969268 -0.0859075227
## 516 -0.0036062252 -0.0917845520 1.852068e-01 -0.1337360972 0.0105066617
## 517 -0.1919489383 0.0156959475 -6.485362e-02 0.0497850982 0.1814173596
## 518 0.5247251625 -0.1325340212 4.168030e-02 0.1741415293 0.2908435672
## 519 0.0404328656 0.0983911382 -1.418992e-01 0.1819529397 -0.2576548115
## 520 0.2656635216 0.0557563956 -4.493122e-02 0.2983339176 -0.1252336421
## 521 0.5667641160 0.0689490284 -4.358916e-02 -0.0828189715 -0.0817980133
## 522 0.1932274541 0.1640046884 1.697648e-01 0.0564666851 0.0405578865
## 523 -0.0367682865 0.2273728694 9.896682e-02 -0.0960489794 0.0861755858
## 524 0.1158555587 0.1774589123 2.924415e-01 0.0807139298 0.0289576728
## 525 -0.3475757369 0.1287858893 4.365112e-03 -0.0004000681 0.0658859807
## 526 -0.0998497981 0.1238243716 3.311394e-01 -0.1545033193 0.2364794451
## 527 -0.1780705633 0.2261247031 1.294779e-01 0.2524182136 -0.0172893432
## 528 -0.4497919248 0.2360473310 2.841920e-02 -0.1212474332 -0.0402133309
## 529 0.4923031572 0.3937549302 -2.735829e-01 0.0809219884 0.3940622123
## 530 0.1574932737 -0.0332853207 4.106944e-02 0.1528357185 0.0955266295
## 531 -0.2359853165 0.1715812127 -1.683813e-01 -0.0481183670 0.0048506222
## 532 -0.0664825608 -0.0049875899 2.168059e-01 0.1476056130 -0.0376616749
## 533 0.0590172237 0.1379356950 -5.116298e-02 0.1124652927 0.0999599519
## 534 -0.0011499180 0.1107169700 1.795076e-01 0.0120502987 0.0229171227
## 535 -0.1673121634 0.1638935335 2.269322e-01 -0.2013044642 -0.0997649048
## 536 -0.2238080721 -0.0556899980 -1.202879e-02 -0.1635051978 0.0989175014
## 537 -0.1442929023 0.0504234111 7.979192e-02 -0.0690471996 -0.1950415099
## 538 0.1846859472 0.2562724110 2.159507e-01 0.0186016224 -0.1566874377
## 539 -0.2248370362 -0.0760522699 -2.145890e-01 0.1078627363 0.0755255731
## 540 -0.1158171190 -0.0946917582 5.611948e-01 -0.1633506651 0.4111808551
## 541 0.0563319049 0.1693769475 -1.214113e-02 -0.0536005813 -0.1079536777
## 542 0.1525479508 -0.0391616006 1.679026e-01 0.1611701838 0.1315339005
## 543 0.2183617105 0.0270657516 7.683718e-02 -0.0335476014 -0.1860100652
## 544 -0.1225061577 0.1893587184 -3.449089e-02 -0.2265642601 -0.0704184463
## 545 0.4371588223 0.0793664371 1.677242e-01 0.2309378594 0.0359746854
## 546 0.0495136333 0.0013080907 4.562337e-02 -0.0630032563 0.1051568574
## 547 -0.0091549032 0.0290580346 1.489719e-02 0.0181460295 -0.0288591322
## 548 -0.2478381123 -0.1277659912 4.698261e-01 -0.2005635432 0.0195311479
## 549 -0.1390095571 -0.0515483526 -4.856920e-02 0.0265061006 -0.1272821587
## 550 -0.0848120064 -0.1501503426 -7.877709e-02 0.3582417736 0.1826576256
## 551 0.0103894014 -0.3207401497 -9.811943e-02 0.0203165434 -0.0295730939
## 552 0.0057510184 -0.0406271953 6.437501e-02 -0.3219991024 0.1687288244
## 553 0.0573795786 0.0452485025 1.213703e-01 -0.0766503651 0.0503375428
## 554 0.4355011105 -0.1919309988 -1.573228e-01 -0.2950160393 -0.1637016988
## 555 -0.0048734535 -0.0303700216 8.884285e-02 0.0041117422 0.1146341912
## 556 -0.0206987909 0.1335917276 1.146627e-01 -0.1801938219 -0.1189793606
## 557 0.2614829444 -0.0405388156 -1.775006e-01 -0.2618036399 0.0134751487
## 558 -0.1101523929 -0.2500154808 -4.514721e-01 0.2790010872 0.0588566888
## 559 0.1195617802 0.1245290553 1.485426e-02 0.0607912537 -0.0577095829
## 560 -0.2763780236 0.2275598429 -6.877680e-02 -0.0276512457 -0.1479947474
## 561 0.1694733149 0.0816249886 -2.101284e-02 0.0819365720 -0.2516778633
## 562 -0.1809344870 0.0763359600 -3.328588e-01 0.0846268478 0.0415472229
## 563 0.8036716428 0.1221679899 -4.954832e-01 -0.1821218161 -0.3145831746
## 564 -0.0098816446 -0.0800713708 6.360024e-02 0.5567386562 0.1555721184
## 565 -0.1476419253 0.3482661490 -1.952142e-01 -0.2463149360 0.4044464603
## 566 0.1381840804 0.2934945520 -1.090455e-01 -0.1825207055 0.2299466984
## 567 0.2326484641 -0.0656148595 2.110806e-02 -0.0420198539 0.0814199202
## 568 0.0610468376 -0.1685141355 -3.068735e-01 0.3105687871 -0.1732163699
## 569 -0.9212876166 -0.3048104272 -1.809724e-01 0.1891035795 -0.1632540694
## Dim.21 Dim.22 Dim.23 Dim.24 Dim.25
## 1 -0.0965148929 0.0688499220 -8.451859e-02 -0.1752562841 -0.1510200592
## 2 0.0773274741 -0.0945784509 2.177181e-01 0.0112901180 -0.1705102539
## 3 -0.3110667116 -0.0603090314 7.429112e-02 0.1027617590 0.1711581246
## 4 -0.4341933693 -0.2032657596 1.241046e-01 0.1534296632 0.0774957021
## 5 0.1165449260 -0.0176498480 -1.394536e-01 -0.0053317974 0.0030620624
## 6 0.0024022904 -0.1011693664 -3.347762e-02 0.0028402462 0.1223903607
## 7 0.0497476464 0.0910461930 1.429805e-01 -0.0801841307 -0.2776610323
## 8 -0.0446553240 -0.1313575193 2.404789e-01 0.0963336877 -0.1954828731
## 9 -0.0957002811 0.1963223870 5.872457e-02 -0.0885541170 0.1303420788
## 10 0.2566774367 -0.7167165383 -1.673284e-01 0.2160321737 0.1347775211
## 11 0.1933213900 -0.1798871069 -1.240220e-04 0.0661883270 -0.1795086676
## 12 -0.0256839164 -0.1786616115 2.106855e-01 -0.1709433056 0.2778228644
## 13 0.0212523060 0.2720124313 -8.309977e-01 -0.5699032381 -0.2052611526
## 14 -0.0536937644 -0.2252593434 -1.057961e-01 0.0118682894 -0.0110020168
## 15 -0.1058006406 -0.0549047762 -5.747834e-03 -0.1231737731 0.1364635313
## 16 0.0752034791 -0.0433842866 -1.335665e-01 -0.1176472434 0.2500001820
## 17 0.2346888030 0.0801459945 1.158478e-01 0.0258107458 -0.1984618077
## 18 0.1001031213 -0.2318774351 1.001085e-01 0.1853069634 -0.2207714434
## 19 0.0712908351 0.3699098458 -2.877042e-02 -0.3281830242 -0.1652090822
## 20 0.0042474940 0.0571850213 -2.948003e-02 -0.0927821563 -0.0900232039
## 21 -0.1109868466 0.1670433303 -3.891083e-03 0.0412378610 0.0693538858
## 22 0.0734502843 0.0551895735 -1.381128e-01 0.0349439214 0.2322470504
## 23 -0.1247241723 0.2053781165 7.861311e-02 0.0946971865 0.0752702052
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## 440 0.0183614317 -0.0549418011 7.690154e-06 -0.0348102180 -0.0111842554
## 441 0.2419703994 0.2791361174 1.320464e-01 -0.1619478121 0.0426596664
## 442 -0.1581391011 0.1836018616 -2.577043e-03 0.2489461998 0.1218573892
## 443 0.0033189029 -0.0138536723 3.663614e-02 0.0754485239 -0.0326985059
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## 445 -0.0797661439 0.1732667776 -1.185512e-02 0.1886694165 -0.2539714791
## 446 0.0472463066 0.1700304026 8.011799e-02 0.0311172720 0.0781961749
## 447 0.2359491517 0.3276103651 -1.016773e-01 0.0736429482 -0.1270860685
## 448 -0.0850126438 0.2165106694 -9.998345e-02 0.0960532833 -0.1190586503
## 449 0.1927093017 0.2479067701 -1.374384e-01 0.0912727900 0.0981575916
## 450 0.3644457342 0.1092491471 3.508330e-01 0.0347570359 0.2401006890
## 451 -0.0412976191 -0.1025080853 -2.477888e-02 0.0994092202 -0.0363620319
## 452 -0.0394268216 0.0600547992 -6.239033e-02 0.0873540922 0.1330165729
## 453 0.1257142064 -0.0020582538 1.381911e-02 -0.0652098675 -0.0281896324
## 454 0.0210756318 -0.2005008842 -3.446850e-03 -0.1280759792 -0.0160329931
## 455 -0.1438974402 0.2028455114 -2.114342e-03 -0.0122291298 -0.0911155703
## 456 0.0994017657 -0.1126770831 7.243941e-02 0.0188287401 -0.0219409938
## 457 -0.2097094772 0.1584203741 -1.817270e-02 0.0623327923 -0.0886805261
## 458 0.0446017303 -0.0304091300 -8.595515e-02 0.0363997800 -0.0095204257
## 459 -0.1180146828 -0.0553411719 5.785154e-02 -0.0446525097 0.0288253117
## 460 -0.0374228761 -0.0944627051 6.726629e-02 -0.1241082476 -0.0036968753
## 461 -0.0995391239 -0.0905207011 3.222789e-02 0.0949001611 -0.1496233383
## 462 -0.6747519074 0.3926447585 -8.075086e-01 -0.1460144471 -0.1592386912
## 463 -0.0117791369 0.0366332443 2.437840e-02 -0.0133586096 0.0534313568
## 464 -0.1698475680 0.0091201546 -9.421661e-02 -0.0582137740 -0.0814643066
## 465 -0.1567144127 -0.0393237602 6.957825e-02 0.0302685740 0.0965521828
## 466 0.2236754812 0.1214661531 -1.683847e-02 -0.3442743310 -0.2399741783
## 467 -0.1918108095 0.2015538338 -1.330907e-01 0.0715144984 0.0845712702
## 468 -0.0420238770 -0.1000536581 -6.747721e-02 -0.0033504990 0.0870779188
## 469 -0.0680633694 -0.1273282423 2.166752e-03 0.4703436409 -0.1416502278
## 470 -0.0685343558 0.1755755368 1.376579e-01 0.0203838166 -0.0835803548
## 471 0.1433957384 -0.1051377549 7.261951e-02 -0.0629431824 0.0102192426
## 472 -0.4135695131 0.1254847733 2.374467e-02 -0.0689712535 -0.0632568670
## 473 -0.0802182998 0.0995779690 7.558560e-02 -0.0232200385 -0.1032349446
## 474 -0.3747910520 0.2168786113 2.057908e-01 -0.0226149178 -0.1146362895
## 475 0.0028399205 0.0024305284 -3.397605e-03 -0.1227729497 0.0658360622
## 476 -0.2076199737 0.1948603710 -8.581959e-02 -0.0375585720 0.0176778598
## 477 -0.0077610140 0.1693270330 2.396102e-01 -0.0235508059 0.0142669312
## 478 0.1275901237 -0.1060143441 1.422010e-02 -0.1276108470 0.0504801351
## 479 0.1753977827 -0.0648476157 1.965287e-02 -0.0512906688 -0.1509224480
## 480 -0.0742058152 0.0684285288 -3.017391e-01 -0.1057493297 -0.0291760120
## 481 0.2911078625 0.0151078273 3.995609e-02 0.0607141615 0.1825322624
## 482 0.1719516925 -0.0776726776 1.208068e-01 0.0682232055 -0.1263211293
## 483 -0.1602704913 -0.0932052283 2.048427e-01 -0.0664221217 -0.1801228898
## 484 0.0492937703 0.1542397749 1.240708e-02 0.1115942635 -0.0304387136
## 485 -0.1619664860 0.1262032240 4.890063e-03 0.0696551571 -0.0167305553
## 486 0.4462953177 0.0956767458 -2.081130e-01 -0.4038610041 -0.0203656597
## 487 0.1412348322 0.0359781289 -1.002331e-01 0.0895470240 0.0941841157
## 488 0.2560374463 -0.0883793399 -1.160623e-01 0.1819987476 0.0791476883
## 489 0.0136665438 0.0515735303 1.938459e-02 -0.0442501431 -0.1646464350
## 490 -0.2672265635 0.2672365983 -2.286517e-01 -0.0042634565 0.0556362861
## 491 0.0536286436 -0.0776423146 -5.391471e-02 -0.0309818753 0.0198861909
## 492 0.1136162418 -0.0475961267 1.741367e-01 0.1445904421 0.0339941956
## 493 0.0602733611 -0.0189947732 1.064902e-01 0.0105249117 -0.0801468408
## 494 0.0688378834 0.1017167632 -3.831902e-02 0.0500420460 0.1183462435
## 495 0.1583612228 -0.1123336028 7.625550e-02 0.0214025366 0.0990996288
## 496 0.0283297042 -0.0781539884 -4.585775e-02 0.0558540154 -0.0260702622
## 497 -0.3366289899 0.0354876864 7.155700e-02 -0.0353276026 -0.0652896153
## 498 -0.1035686764 0.1755607791 6.657656e-02 -0.0641746648 0.0795238466
## 499 0.0482155256 -0.1477743027 2.257428e-01 0.2413909337 0.1402299801
## 500 0.3280053808 0.0215084584 -3.659328e-03 0.0532736940 0.0078509404
## 501 -0.0437415299 -0.0874958059 1.732975e-01 0.2217003229 -0.0637132965
## 502 -0.1414759176 -0.3251847039 -1.371148e-01 0.1228322924 -0.1006660241
## 503 -0.0632047498 0.1004420631 -9.896605e-02 0.1299228497 -0.0183960172
## 504 -0.0312824181 0.1819924165 -9.886315e-03 -0.2572916218 0.1509008024
## 505 0.1124509999 0.2212830522 -4.123262e-01 0.1622598439 0.0747694739
## 506 -0.0311359655 0.0043150372 1.555738e-01 0.1616581040 -0.1464188318
## 507 -0.0117228082 0.3193011004 -1.447333e-01 0.2154429416 -0.1096479988
## 508 0.0781175020 0.0636903074 -3.975585e-03 -0.1127297398 -0.0411760596
## 509 -0.0986914456 0.0827957098 1.285162e-01 0.0343913363 -0.0523887248
## 510 0.1800433173 0.1994717373 -6.391487e-02 0.0463587704 -0.0313430155
## 511 -0.0150496431 0.0386040488 -7.659785e-02 0.1114551567 -0.0360608286
## 512 0.0399635517 0.0539487220 -7.714460e-02 -0.0558787014 -0.0042686232
## 513 0.2667637422 0.1933522441 1.713381e-01 -0.0110962497 -0.1055990835
## 514 -0.0088398919 -0.0922133091 1.338027e-02 0.0528268232 -0.0567112409
## 515 0.2240665738 0.1545055875 1.443816e-01 0.1355488842 0.0722351897
## 516 -0.1860051230 0.0892436376 -5.094738e-02 0.0674350863 -0.0224712171
## 517 -0.1812406143 -0.0868123519 -1.385267e-01 0.1325794674 0.0090457170
## 518 0.0396649521 -0.0423343474 -1.048952e-02 -0.0496678341 0.0785868061
## 519 -0.0598015628 -0.0732953988 2.122567e-01 0.0718552871 -0.0189395772
## 520 -0.0274622081 0.0214445418 8.231899e-02 0.0195517052 -0.1064866424
## 521 0.0741779132 0.0906721755 -1.343567e-01 0.0470610760 0.1109286679
## 522 -0.0628304766 0.0421714049 1.724873e-01 -0.0155150161 0.0518716259
## 523 0.0825110152 -0.0250233475 -1.150075e-01 -0.0039624893 0.0546925009
## 524 -0.0250051590 0.1508790427 1.415295e-01 0.1100045517 0.0255359841
## 525 0.0373957888 -0.2098247054 8.641245e-02 -0.1117295045 0.1002182403
## 526 -0.0839127973 -0.1080816140 -3.453194e-02 -0.1721248355 -0.0592277511
## 527 -0.3321403023 0.2950044131 1.908667e-01 -0.0551059683 -0.1472981327
## 528 0.0007434937 0.0795568654 9.820470e-02 -0.0489703298 0.0265106074
## 529 -0.3709112920 0.0223588050 -5.079831e-01 -0.0399877212 0.1699157607
## 530 -0.1251929874 0.0366926744 -4.393055e-02 0.0069195232 -0.0521247925
## 531 0.2512862434 -0.0341072117 8.761559e-02 0.0983350239 0.1115835982
## 532 -0.0047708431 0.0782060870 -7.662604e-02 0.0381018705 0.1247992930
## 533 -0.1416998070 0.1502734293 1.184355e-01 -0.0132963979 -0.1540761322
## 534 -0.1024367883 -0.1518893989 1.321957e-01 0.2667722763 0.1283378693
## 535 0.0025301729 -0.1125672189 1.479185e-01 -0.0405630597 -0.0306679518
## 536 -0.0792178196 0.0503198578 2.642215e-01 0.0745164827 -0.0008462926
## 537 0.2743062148 0.0002927659 -1.708906e-01 -0.1096589190 -0.0995489961
## 538 -0.2608722122 0.1602872890 1.179479e-01 -0.0390442415 -0.0633875585
## 539 0.0414158213 0.0604625569 2.813714e-02 -0.1404348617 0.0331252970
## 540 -0.1155828713 -0.2584206613 7.800084e-02 0.0712603283 -0.0411033034
## 541 -0.1536786477 -0.0240010394 8.846906e-02 0.1180013178 -0.0736308362
## 542 0.0679971371 0.1119320364 -1.684980e-01 -0.1717059997 -0.0573027769
## 543 -0.0110471879 0.1706747092 5.722200e-02 0.0128260417 -0.1233537117
## 544 0.0656953546 -0.0115509252 1.398415e-01 0.0441870158 0.0402555444
## 545 -0.0642162267 0.0257598736 1.307387e-01 0.0130400802 -0.0536762553
## 546 -0.1106334938 -0.0477295361 8.643562e-02 0.0603760566 -0.0297026200
## 547 0.0263222363 -0.0724503291 -1.743642e-01 -0.0601370732 0.0904017226
## 548 -0.0494499897 -0.0748581261 -1.122054e-01 -0.0932434932 0.0064894133
## 549 -0.0420986711 -0.1435710141 -2.153009e-01 -0.0669693292 0.0548894480
## 550 -0.0733131713 -0.0198519570 9.202016e-02 0.0172196211 0.0977225693
## 551 0.0119461026 -0.0137083456 1.530008e-01 -0.0443576758 -0.0072557372
## 552 0.0388989271 0.0294586145 1.438860e-03 -0.0211215278 0.0051546817
## 553 -0.0995647217 0.0523827323 3.195305e-03 0.0208256968 0.0509444079
## 554 -0.1163449289 -0.0973738914 -7.665863e-02 -0.1635226229 0.1344879847
## 555 -0.0389603651 -0.0150417970 2.691778e-02 -0.0452194028 -0.0452583591
## 556 -0.3945520129 -0.1444033353 -7.519005e-02 -0.1143019131 -0.1298391739
## 557 -0.2661298792 0.0853507330 1.775271e-02 -0.0574344707 -0.0861151848
## 558 -0.2551091218 0.1345240278 2.698260e-01 -0.1254699579 -0.1411058904
## 559 -0.0974889202 0.0506491313 -4.285454e-03 -0.0074213837 -0.1835358532
## 560 -0.0104910562 0.0097491387 -3.347851e-02 0.0084513570 -0.0371785409
## 561 -0.0721527657 -0.0359968462 -4.159485e-02 -0.0842327464 -0.0656463719
## 562 -0.6444220412 0.1161979905 1.349543e-01 -0.0778952271 -0.2157353454
## 563 0.3369373410 0.5261334075 -4.041393e-01 0.2318019794 0.0744951497
## 564 0.2821600052 0.0638445155 -3.030180e-01 -0.3975237884 -0.1345924066
## 565 -0.0068878729 -0.0669996687 -8.859050e-02 0.1078983478 0.2195197654
## 566 0.0098017185 0.0195631654 5.540504e-02 0.0861345660 0.0011968553
## 567 0.0365922683 0.0633524888 2.003119e-01 -0.0448191456 0.0024287570
## 568 -0.1406475049 -0.0424783076 -1.688200e-01 -0.1959689726 0.3778304480
## 569 -0.2746797091 -0.2432375402 -3.791455e-02 -0.0751108972 -0.0175080109
## Dim.26 Dim.27 Dim.28 Dim.29 Dim.30
## 1 0.2015034511 2.525850e-01 -3.391445e-02 4.564772e-02 4.716921e-02
## 2 0.0411287846 -1.812702e-01 3.262418e-02 -5.687424e-03 1.867876e-03
## 3 -0.0047354116 -4.956943e-02 4.702582e-02 3.145897e-03 -7.505348e-04
## 4 0.2752247781 -1.834621e-01 4.248433e-02 -6.929479e-02 1.993742e-02
## 5 -0.0392542893 -3.216785e-02 -3.478622e-02 5.037910e-03 -2.121377e-02
## 6 0.0302989695 8.445505e-02 7.303007e-04 -1.972133e-02 -3.459474e-03
## 7 0.0267484907 -2.076289e-02 -4.677433e-02 -1.297987e-02 -5.473091e-03
## 8 0.0594660252 -6.667975e-02 2.617575e-02 -2.861923e-03 -1.697840e-03
## 9 0.0550478623 -3.832443e-02 3.715995e-02 1.170887e-02 -5.281378e-03
## 10 -0.3110941768 2.851847e-03 1.357319e-01 3.778818e-02 -3.827278e-03
## 11 0.0011142697 1.676803e-02 -1.788606e-02 -8.479757e-04 8.596844e-03
## 12 0.0989307979 5.029933e-02 1.674075e-02 -8.901608e-03 -2.266870e-02
## 13 -0.1546355424 1.603104e-01 2.191405e-01 -4.172246e-02 -3.130809e-02
## 14 -0.0185379224 6.099813e-03 -2.106781e-02 1.334854e-02 -5.906254e-03
## 15 0.1818709037 -1.688155e-01 -1.249977e-02 5.476396e-02 2.769539e-03
## 16 0.0132293430 1.546692e-01 -8.318993e-02 3.493884e-02 -4.131502e-03
## 17 0.0742632968 -1.497921e-02 1.662450e-03 -2.342156e-02 -1.379794e-02
## 18 -0.0999543229 7.739408e-02 6.080235e-02 -9.707330e-03 -1.267680e-02
## 19 -0.0290173423 5.277741e-02 -1.598028e-03 4.844663e-02 5.992740e-03
## 20 -0.0314727233 5.428485e-02 9.798312e-03 7.679874e-03 1.842558e-03
## 21 -0.0355674686 9.849022e-02 -1.505183e-02 -1.883630e-02 -1.132427e-02
## 22 0.0038280161 -4.637780e-02 -1.210664e-02 -6.517612e-03 -8.597583e-03
## 23 0.1165563080 2.218442e-02 1.016418e-03 -1.635511e-02 1.874178e-02
## 24 -0.0916856309 -1.469534e-01 6.873344e-02 1.788505e-02 1.388173e-02
## 25 0.0875149066 1.432434e-01 3.450125e-03 -2.257528e-02 -4.003182e-03
## 26 0.0677833547 4.150662e-02 -2.953757e-02 -1.658688e-02 -3.180926e-03
## 27 0.0358145362 -6.095985e-02 -2.390848e-02 5.647138e-03 -1.341041e-02
## 28 0.0484233290 -7.481443e-02 -1.756984e-02 2.210121e-02 -8.560626e-03
## 29 0.0464306873 2.402614e-01 -1.853722e-01 -1.493653e-02 9.587232e-04
## 30 -0.0861610852 1.295712e-01 1.126280e-02 3.717482e-02 2.016123e-03
## 31 -0.1966096368 2.133803e-01 -9.868747e-02 2.128779e-02 1.609548e-02
## 32 -0.0583242389 2.308163e-01 -1.770149e-01 -7.481911e-02 -1.129153e-03
## 33 0.1340561489 1.254125e-01 1.126340e-01 -4.438811e-03 1.888434e-03
## 34 0.0292210070 -4.078820e-02 1.255433e-02 1.422247e-02 -1.166613e-02
## 35 -0.0209650573 2.242034e-02 4.961421e-02 5.800910e-03 -3.135260e-02
## 36 -0.0849109369 -1.616811e-01 -1.340729e-02 3.938417e-02 3.493923e-03
## 37 0.0342380419 6.066165e-02 -1.123606e-01 6.743953e-02 1.371747e-02
## 38 0.0875918490 1.651693e-01 -3.222660e-02 -1.618441e-02 5.149306e-04
## 39 -0.1760433916 -1.606016e-01 5.391708e-02 1.843861e-01 1.990884e-02
## 40 0.1022625539 -1.290168e-01 -7.434363e-02 2.947593e-02 2.148370e-03
## 41 0.0715264363 -7.026038e-02 1.159556e-02 -2.249328e-02 -1.568081e-02
## 42 -0.1508390584 3.823489e-03 -4.886299e-02 2.549782e-03 2.310102e-03
## 43 0.0097768086 2.481222e-02 -7.102495e-02 -1.156853e-02 1.590752e-02
## 44 -0.0612951497 1.020642e-01 -1.372051e-03 -7.968073e-02 -1.399039e-02
## 45 0.0171869437 4.882054e-02 1.426480e-02 -7.146241e-02 -1.086954e-02
## 46 -0.1333492723 -1.575368e-02 5.427751e-02 -6.393242e-03 -7.219582e-03
## 47 -0.1427246474 -5.479012e-02 -1.827276e-02 -2.925473e-02 -2.652106e-03
## 48 -0.0028578271 -1.500238e-02 1.784685e-02 3.338551e-02 -1.786720e-03
## 49 -0.1325645993 2.201304e-03 3.819716e-03 -1.276772e-02 -8.419237e-04
## 50 -0.0242163320 -3.302124e-02 -8.510268e-03 -1.189609e-02 -2.868406e-03
## 51 0.0209961262 -6.144460e-02 -9.550087e-03 1.961240e-02 4.715731e-04
## 52 0.0739762077 -3.795684e-02 -1.419608e-02 2.932372e-02 7.276777e-03
## 53 0.0894458113 1.804940e-02 4.762655e-03 -2.717766e-04 1.644116e-03
## 54 0.0606711560 2.192681e-02 -4.768994e-02 3.405117e-02 1.304414e-02
## 55 0.1076744348 -1.269989e-01 2.925788e-03 1.114430e-02 -4.347500e-03
## 56 0.0058406839 -2.776493e-02 1.418102e-02 2.403634e-03 -1.942057e-03
## 57 0.0722700710 8.126148e-02 7.277604e-02 1.328316e-02 4.138924e-03
## 58 0.1344373113 -2.952689e-02 5.449156e-02 4.015271e-03 1.660500e-02
## 59 0.0691782851 -8.056466e-04 2.629463e-02 4.569159e-03 6.794334e-03
## 60 -0.0400512455 1.687749e-02 -1.072790e-02 1.591781e-02 -6.889072e-03
## 61 -0.0569214501 -7.119189e-02 8.813929e-03 1.289622e-02 6.818667e-03
## 62 -0.0789539909 -2.203933e-01 -2.948615e-02 -1.563468e-02 5.273666e-03
## 63 0.0098418902 1.135150e-03 9.646841e-02 2.797809e-03 -1.903255e-02
## 64 -0.0335724644 -5.294603e-02 -8.117562e-02 -1.617381e-02 -1.142711e-02
## 65 0.0290615571 1.229296e-01 9.364302e-03 -8.250280e-02 -4.854050e-03
## 66 -0.0465722063 1.924447e-01 1.660995e-02 6.826464e-03 3.911566e-03
## 67 -0.0604665808 -9.195873e-02 -1.977058e-02 9.290176e-03 5.564303e-03
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## smoothness_worst -0.072519450 -0.075981219 0.078008703 0.028881329
## compactness_worst 0.065005044 -0.101936464 -0.107029518 -0.189934219
## concavity_worst -0.104540174 -0.184550389 0.100304972 -0.044478084
## concave.points_worst -0.039055822 -0.045390640 -0.063848933 -0.034814747
## symmetry_worst -0.041734946 -0.017507069 0.085419701 0.022502859
## fractal_dimension_worst 0.086632766 0.007467314 0.064126236 -0.017749267
## Dim.13 Dim.14 Dim.15 Dim.16
## radius_mean -0.005879269 -0.023578980 -0.015683967 0.042555016
## texture_mean -0.099956785 0.008543071 -0.033112133 0.044606149
## perimeter_mean -0.021670182 -0.019223333 -0.012242788 0.032344696
## area_mean -0.033100452 -0.004291657 0.004285246 0.037429823
## smoothness_mean -0.022389467 -0.176354514 -0.036248064 0.057823718
## compactness_mean -0.112641659 -0.003210000 0.070843391 -0.048092419
## concavity_mean -0.190170546 0.075032348 -0.039359273 -0.076152300
## concave.points_mean -0.064917000 0.096998587 -0.066609120 -0.107519181
## symmetry_mean -0.093310896 -0.012180104 -0.022692503 0.046533377
## fractal_dimension_mean -0.052193294 0.149415436 0.158922312 0.011528044
## radius_se 0.033503054 -0.004100106 -0.033765123 -0.016646760
## texture_se 0.082644542 0.004298994 0.010049001 0.009749816
## perimeter_se 0.018592049 0.018038524 -0.002536767 -0.007493608
## area_se -0.027543663 -0.033114439 -0.014120930 -0.011629905
## smoothness_se -0.073909091 0.079705589 0.005694308 0.016401843
## compactness_se -0.004932550 -0.194855596 0.051609010 -0.053646225
## concavity_se -0.078007242 -0.053329332 0.076848189 0.035443884
## concave.points_se 0.242706190 0.079116844 0.019046826 0.056183818
## symmetry_se -0.005076284 0.018569755 -0.034787578 0.044569280
## fractal_dimension_se 0.118132721 -0.057713992 -0.108376665 -0.075893345
## radius_worst 0.067743063 -0.009153756 0.051105147 0.023049023
## texture_worst 0.039373966 -0.021171659 0.031023642 -0.052438662
## perimeter_worst 0.047637457 -0.004841863 0.056071893 0.015502606
## area_worst 0.049698335 0.002649079 0.096644515 0.025618656
## smoothness_worst 0.100776740 -0.064284906 0.014152071 -0.041132909
## compactness_worst -0.006032597 -0.065962925 -0.015327215 0.043445483
## concavity_worst -0.107091665 0.026468711 -0.062846562 0.060765218
## concave.points_worst 0.124975863 0.109529472 -0.052004890 -0.050342869
## symmetry_worst 0.126030849 -0.002122117 0.042919748 -0.072880866
## fractal_dimension_worst 0.084900435 0.084045093 -0.078597579 0.114610294
## Dim.17 Dim.18 Dim.19 Dim.20
## radius_mean 0.0494565326 3.365403e-02 0.0501335697 0.0087728212
## texture_mean -0.0094334234 -9.428525e-03 0.0066260547 0.0430947726
## perimeter_mean 0.0474816895 3.631610e-02 0.0532945165 0.0031182326
## area_mean 0.0623203983 6.105573e-02 -0.0060774273 0.0159122003
## smoothness_mean 0.0409277407 -8.079655e-02 -0.0366053005 -0.0030186659
## compactness_mean -0.0049493778 1.787881e-03 0.0632211679 -0.0862630381
## concavity_mean -0.0003895494 -6.186157e-03 0.0005041192 0.0058934971
## concave.points_mean 0.0084106291 -1.899968e-02 -0.0344713690 0.0415542121
## symmetry_mean -0.0467301908 3.977535e-02 -0.0130816961 -0.0046017341
## fractal_dimension_mean 0.0122408556 2.015570e-02 -0.0129361979 0.0310035283
## radius_se -0.0339736896 -5.418520e-02 0.0391227073 0.0160281285
## texture_se 0.0107146300 -2.261457e-03 0.0080098726 0.0126494397
## perimeter_se -0.0060041777 -5.947752e-03 0.0813450374 0.0312883266
## area_se 0.0815041224 6.994194e-02 -0.0926605086 -0.0484020582
## smoothness_se 0.0340219801 -5.304822e-02 -0.0029495156 -0.0158976755
## compactness_se -0.0020098246 2.304757e-02 -0.0539291031 0.0813931780
## concavity_se 0.0206227164 -4.484194e-05 0.0281116378 -0.0118173561
## concave.points_se 0.0263539062 1.056444e-02 -0.0027057726 -0.0121566492
## symmetry_se -0.0667934656 4.289891e-02 -0.0198055081 -0.0189556792
## fractal_dimension_se -0.0299124830 -1.372269e-02 0.0192631096 -0.0392484499
## radius_worst -0.0585047842 -4.957102e-02 0.0030387602 0.0009932634
## texture_worst 0.0169056260 1.339589e-02 -0.0168755048 -0.0530619548
## perimeter_worst -0.0570702936 -4.324961e-02 0.0202000986 -0.0019424038
## area_worst -0.0666327219 -3.258795e-02 -0.0912090914 -0.0105995804
## smoothness_worst -0.0677612911 1.150499e-01 0.0521642254 0.0228988972
## compactness_worst -0.0009839242 -1.687710e-02 0.0044933555 -0.0404726693
## concavity_worst -0.0466267492 -2.383523e-02 -0.0101844625 0.0082051545
## concave.points_worst -0.0183972193 1.739079e-02 -0.0578843301 -0.0058291120
## symmetry_worst 0.1049596421 -6.393357e-02 0.0260806913 0.0206103708
## fractal_dimension_worst 0.0388474479 5.405467e-03 -0.0025567817 0.0185332107
## Dim.21 Dim.22 Dim.23 Dim.24
## radius_mean 0.0118713067 0.012080558 1.537575e-02 0.024533003
## texture_mean -0.0776247775 0.015703576 8.658821e-05 -0.013273874
## perimeter_mean 0.0120788922 0.012450215 6.278798e-03 0.015673984
## area_mean 0.0031930260 0.016161618 -1.213375e-03 -0.009385446
## smoothness_mean 0.0206872256 0.010572171 3.224173e-03 -0.009230799
## compactness_mean -0.0333479288 -0.016246393 -8.169034e-03 0.013992577
## concavity_mean -0.0009646199 -0.030680078 -5.068482e-02 -0.006011808
## concave.points_mean 0.0016315157 -0.051657866 8.020569e-03 -0.011290711
## symmetry_mean 0.0150513829 -0.003049046 7.988084e-03 -0.002598624
## fractal_dimension_mean 0.0132047000 0.047685029 1.321293e-02 0.017906076
## radius_se -0.0149558671 -0.024892765 4.120764e-02 0.075072127
## texture_se -0.0375809782 0.008026815 1.363389e-04 -0.003260771
## perimeter_se 0.0527950495 0.026396542 -1.405297e-02 -0.069435192
## area_se -0.0333421099 0.010640032 -1.532307e-02 0.003018022
## smoothness_se 0.0124822228 0.008372684 9.332491e-03 -0.002100346
## compactness_se 0.0243046801 -0.007501835 -1.420345e-03 0.016363151
## concavity_se -0.0109152873 -0.033993160 6.046261e-02 -0.025288908
## concave.points_se -0.0059512903 -0.012017028 -5.487925e-02 0.014736102
## symmetry_se 0.0169144078 -0.014022874 6.609268e-03 -0.000433501
## fractal_dimension_se -0.0108798571 0.040535013 -1.338318e-02 -0.010103793
## radius_worst -0.0012627696 -0.015951647 8.686443e-03 0.021073127
## texture_worst 0.1029135285 -0.018405532 1.392111e-03 0.015920648
## perimeter_worst 0.0159317526 0.002852735 -9.882776e-03 -0.031860640
## area_worst -0.0254133079 -0.016061243 -2.978174e-02 -0.019357594
## smoothness_worst -0.0285398233 -0.011306183 -1.461712e-02 0.001476733
## compactness_worst -0.0314008530 0.004915851 2.307796e-02 -0.025093390
## concavity_worst 0.0228701551 0.076268875 -4.468801e-02 0.038812808
## concave.points_worst -0.0001534045 0.049668118 8.854314e-02 -0.014423193
## symmetry_worst -0.0281692127 0.016091891 -1.893146e-02 0.001932468
## fractal_dimension_worst 0.0159872128 -0.077767159 -1.189671e-03 -0.005082565
## Dim.25 Dim.26 Dim.27 Dim.28
## radius_mean 0.002392233 0.0117085898 0.0109257930 8.419566e-03
## texture_mean -0.010544407 0.0022206666 0.0014418549 -2.623673e-06
## perimeter_mean -0.003361359 0.0113269332 0.0095874473 3.362272e-03
## area_mean 0.026134063 -0.0328015493 -0.0387610462 -1.086395e-02
## smoothness_mean -0.003602676 0.0033462546 -0.0057890744 5.897327e-05
## compactness_mean -0.049349353 -0.0237658502 -0.0081198902 -2.177814e-04
## concavity_mean 0.012066282 0.0496350389 -0.0303042800 1.815466e-03
## concave.points_mean 0.023199009 -0.0350547084 0.0377714344 -3.541380e-04
## symmetry_mean 0.003058796 0.0014508673 0.0012597281 5.712975e-05
## fractal_dimension_mean 0.025783323 0.0088083492 0.0084103196 -2.516249e-04
## radius_se 0.021765501 -0.0045194425 -0.0176922831 -7.663294e-03
## texture_se -0.007090472 0.0010161872 0.0008384065 -2.241538e-04
## perimeter_se -0.009073931 -0.0093733978 -0.0034632769 1.049254e-02
## area_se -0.016405323 0.0140442411 0.0260304000 -1.677108e-03
## smoothness_se -0.003883353 0.0006979010 0.0007519536 3.904112e-04
## compactness_se -0.021545784 0.0044968848 -0.0038657078 -6.137666e-04
## concavity_se -0.001983312 -0.0082703005 0.0069964723 2.320620e-04
## concave.points_se 0.016118668 0.0016224932 0.0009275080 -1.156499e-03
## symmetry_se 0.002428121 0.0015615368 0.0016593855 -3.044415e-04
## fractal_dimension_se 0.010472897 -0.0032092787 0.0009998657 7.876207e-04
## radius_worst -0.008797970 0.0178197204 0.0148416729 1.645050e-02
## texture_worst 0.014705609 -0.0032979419 -0.0017785656 -1.555794e-05
## perimeter_worst -0.014686237 0.0220743691 0.0200222154 -2.904996e-02
## area_worst 0.004764180 -0.0209219122 -0.0197008562 9.526512e-03
## smoothness_worst 0.005967956 -0.0011396446 0.0033936663 -6.120497e-05
## compactness_worst 0.077688320 0.0090849380 0.0058568164 1.941172e-03
## concavity_worst -0.014404581 -0.0241316685 0.0118710464 -7.032808e-04
## concave.points_worst -0.032747877 0.0120791833 -0.0191807546 8.960262e-04
## symmetry_worst -0.005636349 -0.0025487144 -0.0018931801 1.961624e-04
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## Dim.29 Dim.30
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## texture_mean -2.882534e-04 3.156545e-06
## perimeter_mean 1.050312e-02 -7.957621e-03
## area_mean -1.156947e-02 -3.800314e-04
## smoothness_mean -9.398714e-05 -5.591303e-05
## compactness_mean -1.122394e-03 5.152947e-04
## concavity_mean -2.740473e-04 2.899621e-04
## concave.points_mean -1.151201e-04 -1.242572e-05
## symmetry_mean -2.071437e-04 -1.476854e-05
## fractal_dimension_mean 1.997984e-04 -5.485447e-05
## radius_se 3.241082e-03 -1.004782e-04
## texture_se -2.401564e-04 -1.235391e-05
## perimeter_se -1.669280e-04 1.583617e-04
## area_se -2.351300e-03 1.274939e-05
## smoothness_se 4.860951e-05 -1.854992e-05
## compactness_se 8.642003e-05 2.209576e-05
## concavity_se 4.399769e-04 -1.029631e-04
## concave.points_se -6.550400e-04 -2.491681e-05
## symmetry_se -1.429316e-04 3.799348e-06
## fractal_dimension_se -2.282703e-04 2.075008e-05
## radius_worst -1.739615e-02 -1.564576e-03
## texture_worst 4.716366e-04 1.177138e-05
## perimeter_worst 6.272383e-04 9.198059e-04
## area_worst 1.217535e-02 4.584076e-04
## smoothness_worst 2.020986e-04 5.286584e-05
## compactness_worst 9.760571e-08 -1.481211e-04
## concavity_worst -3.468619e-04 4.638477e-06
## concave.points_worst 9.643292e-04 -2.639605e-05
## symmetry_worst 3.667969e-04 4.561245e-06
## fractal_dimension_worst 3.140778e-04 2.184973e-05
##
## $cor
## Dim.1 Dim.2 Dim.3 Dim.4
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## texture_mean 0.37801323 -0.14243819 0.108358294 0.848703801
## perimeter_mean 0.82923555 -0.51334871 -0.015635546 -0.059085011
## area_mean 0.80539280 -0.55126955 0.048177170 -0.075200175
## smoothness_mean 0.51965303 0.44400165 -0.175072188 -0.224307700
## compactness_mean 0.87205011 0.36236113 -0.124375651 -0.044746177
## concavity_mean 0.94171317 0.14353386 0.004589225 -0.026912451
## concave.points_mean 0.95065387 -0.08294330 -0.042912871 -0.091950691
## symmetry_mean 0.50353484 0.45410669 -0.067549766 -0.094468500
## fractal_dimension_mean 0.23456539 0.87452298 -0.037894555 -0.068378695
## radius_se 0.75066782 -0.25181113 0.450692931 -0.137837831
## texture_se 0.06351460 0.21466057 0.628888081 0.506443503
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## area_se 0.73933688 -0.36331782 0.362604709 -0.152282609
## smoothness_se 0.05295834 0.48770074 0.518440202 -0.062858236
## compactness_se 0.62098087 0.55518008 0.259824807 0.038659071
## concavity_se 0.55974171 0.47046874 0.296225233 -0.001853314
## concave.points_se 0.66844526 0.31090241 0.377126990 -0.104238834
## symmetry_se 0.15488099 0.43859809 0.484439170 -0.062026732
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## texture_worst 0.38072738 -0.10846933 -0.071004288 0.890583627
## perimeter_worst 0.86240823 -0.47684117 -0.081493799 -0.019425394
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## compactness_worst 0.76567217 0.34256392 -0.396294196 0.128531255
## concavity_worst 0.83371903 0.23370868 -0.290506982 0.104075362
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## Dim.5 Dim.6 Dim.7 Dim.8
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## radius_se 0.198326624 0.028132802 -0.2567786205 0.015561022
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## concavity_se -0.454523281 -0.061909827 0.1715942214 0.041813576
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## compactness_worst -0.156400009 -0.052419020 -0.1154291112 0.058005041
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## Dim.9 Dim.10 Dim.11 Dim.12
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## perimeter_mean 0.144462575 0.051157023 0.009098538 0.019892778
## area_mean 0.126284788 0.044388765 0.059727362 0.033441151
## smoothness_mean -0.004148275 -0.041034694 -0.074285011 0.161860116
## compactness_mean 0.108370831 0.007660737 -0.166984319 -0.053156818
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## compactness_se 0.093831148 0.025763310 -0.112160987 -0.134636682
## concavity_se -0.231220402 -0.083662911 0.189487631 0.128346024
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## texture_worst -0.066724721 0.017499883 0.007133083 0.040779649
## perimeter_worst 0.070775136 0.029910720 0.027690491 -0.004593089
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## smoothness_worst -0.072519450 -0.075981219 0.078008703 0.028881329
## compactness_worst 0.065005044 -0.101936464 -0.107029518 -0.189934219
## concavity_worst -0.104540174 -0.184550389 0.100304972 -0.044478084
## concave.points_worst -0.039055822 -0.045390640 -0.063848933 -0.034814747
## symmetry_worst -0.041734946 -0.017507069 0.085419701 0.022502859
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## Dim.13 Dim.14 Dim.15 Dim.16
## radius_mean -0.005879269 -0.023578980 -0.015683967 0.042555016
## texture_mean -0.099956785 0.008543071 -0.033112133 0.044606149
## perimeter_mean -0.021670182 -0.019223333 -0.012242788 0.032344696
## area_mean -0.033100452 -0.004291657 0.004285246 0.037429823
## smoothness_mean -0.022389467 -0.176354514 -0.036248064 0.057823718
## compactness_mean -0.112641659 -0.003210000 0.070843391 -0.048092419
## concavity_mean -0.190170546 0.075032348 -0.039359273 -0.076152300
## concave.points_mean -0.064917000 0.096998587 -0.066609120 -0.107519181
## symmetry_mean -0.093310896 -0.012180104 -0.022692503 0.046533377
## fractal_dimension_mean -0.052193294 0.149415436 0.158922312 0.011528044
## radius_se 0.033503054 -0.004100106 -0.033765123 -0.016646760
## texture_se 0.082644542 0.004298994 0.010049001 0.009749816
## perimeter_se 0.018592049 0.018038524 -0.002536767 -0.007493608
## area_se -0.027543663 -0.033114439 -0.014120930 -0.011629905
## smoothness_se -0.073909091 0.079705589 0.005694308 0.016401843
## compactness_se -0.004932550 -0.194855596 0.051609010 -0.053646225
## concavity_se -0.078007242 -0.053329332 0.076848189 0.035443884
## concave.points_se 0.242706190 0.079116844 0.019046826 0.056183818
## symmetry_se -0.005076284 0.018569755 -0.034787578 0.044569280
## fractal_dimension_se 0.118132721 -0.057713992 -0.108376665 -0.075893345
## radius_worst 0.067743063 -0.009153756 0.051105147 0.023049023
## texture_worst 0.039373966 -0.021171659 0.031023642 -0.052438662
## perimeter_worst 0.047637457 -0.004841863 0.056071893 0.015502606
## area_worst 0.049698335 0.002649079 0.096644515 0.025618656
## smoothness_worst 0.100776740 -0.064284906 0.014152071 -0.041132909
## compactness_worst -0.006032597 -0.065962925 -0.015327215 0.043445483
## concavity_worst -0.107091665 0.026468711 -0.062846562 0.060765218
## concave.points_worst 0.124975863 0.109529472 -0.052004890 -0.050342869
## symmetry_worst 0.126030849 -0.002122117 0.042919748 -0.072880866
## fractal_dimension_worst 0.084900435 0.084045093 -0.078597579 0.114610294
## Dim.17 Dim.18 Dim.19 Dim.20
## radius_mean 0.0494565326 3.365403e-02 0.0501335697 0.0087728212
## texture_mean -0.0094334234 -9.428525e-03 0.0066260547 0.0430947726
## perimeter_mean 0.0474816895 3.631610e-02 0.0532945165 0.0031182326
## area_mean 0.0623203983 6.105573e-02 -0.0060774273 0.0159122003
## smoothness_mean 0.0409277407 -8.079655e-02 -0.0366053005 -0.0030186659
## compactness_mean -0.0049493778 1.787881e-03 0.0632211679 -0.0862630381
## concavity_mean -0.0003895494 -6.186157e-03 0.0005041192 0.0058934971
## concave.points_mean 0.0084106291 -1.899968e-02 -0.0344713690 0.0415542121
## symmetry_mean -0.0467301908 3.977535e-02 -0.0130816961 -0.0046017341
## fractal_dimension_mean 0.0122408556 2.015570e-02 -0.0129361979 0.0310035283
## radius_se -0.0339736896 -5.418520e-02 0.0391227073 0.0160281285
## texture_se 0.0107146300 -2.261457e-03 0.0080098726 0.0126494397
## perimeter_se -0.0060041777 -5.947752e-03 0.0813450374 0.0312883266
## area_se 0.0815041224 6.994194e-02 -0.0926605086 -0.0484020582
## smoothness_se 0.0340219801 -5.304822e-02 -0.0029495156 -0.0158976755
## compactness_se -0.0020098246 2.304757e-02 -0.0539291031 0.0813931780
## concavity_se 0.0206227164 -4.484194e-05 0.0281116378 -0.0118173561
## concave.points_se 0.0263539062 1.056444e-02 -0.0027057726 -0.0121566492
## symmetry_se -0.0667934656 4.289891e-02 -0.0198055081 -0.0189556792
## fractal_dimension_se -0.0299124830 -1.372269e-02 0.0192631096 -0.0392484499
## radius_worst -0.0585047842 -4.957102e-02 0.0030387602 0.0009932634
## texture_worst 0.0169056260 1.339589e-02 -0.0168755048 -0.0530619548
## perimeter_worst -0.0570702936 -4.324961e-02 0.0202000986 -0.0019424038
## area_worst -0.0666327219 -3.258795e-02 -0.0912090914 -0.0105995804
## smoothness_worst -0.0677612911 1.150499e-01 0.0521642254 0.0228988972
## compactness_worst -0.0009839242 -1.687710e-02 0.0044933555 -0.0404726693
## concavity_worst -0.0466267492 -2.383523e-02 -0.0101844625 0.0082051545
## concave.points_worst -0.0183972193 1.739079e-02 -0.0578843301 -0.0058291120
## symmetry_worst 0.1049596421 -6.393357e-02 0.0260806913 0.0206103708
## fractal_dimension_worst 0.0388474479 5.405467e-03 -0.0025567817 0.0185332107
## Dim.21 Dim.22 Dim.23 Dim.24
## radius_mean 0.0118713067 0.012080558 1.537575e-02 0.024533003
## texture_mean -0.0776247775 0.015703576 8.658821e-05 -0.013273874
## perimeter_mean 0.0120788922 0.012450215 6.278798e-03 0.015673984
## area_mean 0.0031930260 0.016161618 -1.213375e-03 -0.009385446
## smoothness_mean 0.0206872256 0.010572171 3.224173e-03 -0.009230799
## compactness_mean -0.0333479288 -0.016246393 -8.169034e-03 0.013992577
## concavity_mean -0.0009646199 -0.030680078 -5.068482e-02 -0.006011808
## concave.points_mean 0.0016315157 -0.051657866 8.020569e-03 -0.011290711
## symmetry_mean 0.0150513829 -0.003049046 7.988084e-03 -0.002598624
## fractal_dimension_mean 0.0132047000 0.047685029 1.321293e-02 0.017906076
## radius_se -0.0149558671 -0.024892765 4.120764e-02 0.075072127
## texture_se -0.0375809782 0.008026815 1.363389e-04 -0.003260771
## perimeter_se 0.0527950495 0.026396542 -1.405297e-02 -0.069435192
## area_se -0.0333421099 0.010640032 -1.532307e-02 0.003018022
## smoothness_se 0.0124822228 0.008372684 9.332491e-03 -0.002100346
## compactness_se 0.0243046801 -0.007501835 -1.420345e-03 0.016363151
## concavity_se -0.0109152873 -0.033993160 6.046261e-02 -0.025288908
## concave.points_se -0.0059512903 -0.012017028 -5.487925e-02 0.014736102
## symmetry_se 0.0169144078 -0.014022874 6.609268e-03 -0.000433501
## fractal_dimension_se -0.0108798571 0.040535013 -1.338318e-02 -0.010103793
## radius_worst -0.0012627696 -0.015951647 8.686443e-03 0.021073127
## texture_worst 0.1029135285 -0.018405532 1.392111e-03 0.015920648
## perimeter_worst 0.0159317526 0.002852735 -9.882776e-03 -0.031860640
## area_worst -0.0254133079 -0.016061243 -2.978174e-02 -0.019357594
## smoothness_worst -0.0285398233 -0.011306183 -1.461712e-02 0.001476733
## compactness_worst -0.0314008530 0.004915851 2.307796e-02 -0.025093390
## concavity_worst 0.0228701551 0.076268875 -4.468801e-02 0.038812808
## concave.points_worst -0.0001534045 0.049668118 8.854314e-02 -0.014423193
## symmetry_worst -0.0281692127 0.016091891 -1.893146e-02 0.001932468
## fractal_dimension_worst 0.0159872128 -0.077767159 -1.189671e-03 -0.005082565
## Dim.25 Dim.26 Dim.27 Dim.28
## radius_mean 0.002392233 0.0117085898 0.0109257930 8.419566e-03
## texture_mean -0.010544407 0.0022206666 0.0014418549 -2.623673e-06
## perimeter_mean -0.003361359 0.0113269332 0.0095874473 3.362272e-03
## area_mean 0.026134063 -0.0328015493 -0.0387610462 -1.086395e-02
## smoothness_mean -0.003602676 0.0033462546 -0.0057890744 5.897327e-05
## compactness_mean -0.049349353 -0.0237658502 -0.0081198902 -2.177814e-04
## concavity_mean 0.012066282 0.0496350389 -0.0303042800 1.815466e-03
## concave.points_mean 0.023199009 -0.0350547084 0.0377714344 -3.541380e-04
## symmetry_mean 0.003058796 0.0014508673 0.0012597281 5.712975e-05
## fractal_dimension_mean 0.025783323 0.0088083492 0.0084103196 -2.516249e-04
## radius_se 0.021765501 -0.0045194425 -0.0176922831 -7.663294e-03
## texture_se -0.007090472 0.0010161872 0.0008384065 -2.241538e-04
## perimeter_se -0.009073931 -0.0093733978 -0.0034632769 1.049254e-02
## area_se -0.016405323 0.0140442411 0.0260304000 -1.677108e-03
## smoothness_se -0.003883353 0.0006979010 0.0007519536 3.904112e-04
## compactness_se -0.021545784 0.0044968848 -0.0038657078 -6.137666e-04
## concavity_se -0.001983312 -0.0082703005 0.0069964723 2.320620e-04
## concave.points_se 0.016118668 0.0016224932 0.0009275080 -1.156499e-03
## symmetry_se 0.002428121 0.0015615368 0.0016593855 -3.044415e-04
## fractal_dimension_se 0.010472897 -0.0032092787 0.0009998657 7.876207e-04
## radius_worst -0.008797970 0.0178197204 0.0148416729 1.645050e-02
## texture_worst 0.014705609 -0.0032979419 -0.0017785656 -1.555794e-05
## perimeter_worst -0.014686237 0.0220743691 0.0200222154 -2.904996e-02
## area_worst 0.004764180 -0.0209219122 -0.0197008562 9.526512e-03
## smoothness_worst 0.005967956 -0.0011396446 0.0033936663 -6.120497e-05
## compactness_worst 0.077688320 0.0090849380 0.0058568164 1.941172e-03
## concavity_worst -0.014404581 -0.0241316685 0.0118710464 -7.032808e-04
## concave.points_worst -0.032747877 0.0120791833 -0.0191807546 8.960262e-04
## symmetry_worst -0.005636349 -0.0025487144 -0.0018931801 1.961624e-04
## fractal_dimension_worst -0.034855261 -0.0004087885 -0.0049829787 -9.393402e-04
## Dim.29 Dim.30
## radius_mean 5.786460e-03 8.101999e-03
## texture_mean -2.882534e-04 3.156545e-06
## perimeter_mean 1.050312e-02 -7.957621e-03
## area_mean -1.156947e-02 -3.800314e-04
## smoothness_mean -9.398714e-05 -5.591303e-05
## compactness_mean -1.122394e-03 5.152947e-04
## concavity_mean -2.740473e-04 2.899621e-04
## concave.points_mean -1.151201e-04 -1.242572e-05
## symmetry_mean -2.071437e-04 -1.476854e-05
## fractal_dimension_mean 1.997984e-04 -5.485447e-05
## radius_se 3.241082e-03 -1.004782e-04
## texture_se -2.401564e-04 -1.235391e-05
## perimeter_se -1.669280e-04 1.583617e-04
## area_se -2.351300e-03 1.274939e-05
## smoothness_se 4.860951e-05 -1.854992e-05
## compactness_se 8.642003e-05 2.209576e-05
## concavity_se 4.399769e-04 -1.029631e-04
## concave.points_se -6.550400e-04 -2.491681e-05
## symmetry_se -1.429316e-04 3.799348e-06
## fractal_dimension_se -2.282703e-04 2.075008e-05
## radius_worst -1.739615e-02 -1.564576e-03
## texture_worst 4.716366e-04 1.177138e-05
## perimeter_worst 6.272383e-04 9.198059e-04
## area_worst 1.217535e-02 4.584076e-04
## smoothness_worst 2.020986e-04 5.286584e-05
## compactness_worst 9.760571e-08 -1.481211e-04
## concavity_worst -3.468619e-04 4.638477e-06
## concave.points_worst 9.643292e-04 -2.639605e-05
## symmetry_worst 3.667969e-04 4.561245e-06
## fractal_dimension_worst 3.140778e-04 2.184973e-05
##
## $cos2
## Dim.1 Dim.2 Dim.3 Dim.4
## radius_mean 0.636431794 0.3112553921 2.050963e-04 3.396209e-03
## texture_mean 0.142894003 0.0202886376 1.174152e-02 7.202981e-01
## perimeter_mean 0.687631593 0.2635268968 2.444703e-04 3.491038e-03
## area_mean 0.648657563 0.3038981121 2.321040e-03 5.655066e-03
## smoothness_mean 0.270039269 0.1971374667 3.065027e-02 5.031394e-02
## compactness_mean 0.760471394 0.1313055907 1.546930e-02 2.002220e-03
## concavity_mean 0.886823686 0.0206019688 2.106098e-05 7.242800e-04
## concave.points_mean 0.903742788 0.0068795905 1.841514e-03 8.454930e-03
## symmetry_mean 0.253547334 0.2062128847 4.562971e-03 8.924298e-03
## fractal_dimension_mean 0.055020924 0.7647904383 1.435997e-03 4.675646e-03
## radius_se 0.563502171 0.0634088430 2.031241e-01 1.899927e-02
## texture_se 0.004034105 0.0460791599 3.955002e-01 2.564850e-01
## perimeter_se 0.593138575 0.0455456160 2.003555e-01 1.568598e-02
## area_se 0.546619028 0.1319998412 1.314822e-01 2.318999e-02
## smoothness_se 0.002804585 0.2378520114 2.687802e-01 3.951158e-03
## compactness_se 0.385617244 0.3082249180 6.750893e-02 1.494524e-03
## concavity_se 0.313310781 0.2213408352 8.774939e-02 3.434773e-06
## concave.points_se 0.446819069 0.0966603104 1.422248e-01 1.086573e-02
## symmetry_se 0.023988122 0.1923682816 2.346813e-01 3.847315e-03
## fractal_dimension_se 0.139725975 0.4464955533 1.260577e-01 4.639360e-04
## radius_worst 0.690410709 0.2751270525 6.359869e-03 4.707810e-04
## texture_worst 0.144953341 0.0117655963 5.041609e-03 7.931392e-01
## perimeter_worst 0.743747963 0.2273775048 6.641239e-03 3.773459e-04
## area_worst 0.671607821 0.2738408793 3.992052e-04 1.328095e-03
## smoothness_worst 0.217444594 0.1689694296 1.901969e-01 6.171690e-04
## compactness_worst 0.586253867 0.1173500374 1.570491e-01 1.652028e-02
## concavity_worst 0.695087414 0.0546197464 8.439431e-02 1.083168e-02
## concave.points_worst 0.835994467 0.0003880475 8.176872e-02 7.146943e-05
## symmetry_worst 0.200625723 0.1145720030 2.074308e-01 2.602785e-03
## fractal_dimension_worst 0.230661782 0.4314719683 1.527097e-01 1.175953e-02
## Dim.5 Dim.6 Dim.7 Dim.8
## radius_mean 2.354072e-03 4.240444e-04 1.039698e-02 2.646975e-05
## texture_mean 4.034719e-03 1.250191e-03 8.774450e-05 8.138671e-03
## perimeter_mean 2.303055e-03 3.617026e-04 8.848757e-03 1.664412e-04
## area_mean 1.759769e-04 4.302527e-06 1.801539e-03 5.730172e-04
## smoothness_mean 2.197587e-01 9.901574e-02 1.336110e-02 3.980054e-02
## compactness_mean 2.258480e-04 2.410895e-04 6.454790e-04 1.092447e-02
## concavity_mean 1.230070e-02 1.054188e-04 7.805981e-03 2.527888e-03
## concave.points_mean 3.171811e-03 3.270967e-03 1.529029e-02 1.105853e-02
## symmetry_mean 1.543214e-01 1.534099e-01 5.952433e-03 2.554982e-02
## fractal_dimension_mean 3.253809e-03 1.722135e-02 5.906420e-02 1.495244e-02
## radius_se 3.933345e-02 7.914545e-04 6.593526e-02 2.421454e-04
## texture_se 6.055773e-02 9.977693e-04 5.561474e-03 1.077239e-01
## perimeter_se 2.413516e-02 3.958547e-06 6.684583e-02 6.745622e-05
## area_se 2.683348e-02 2.218294e-03 8.115223e-02 3.509104e-03
## smoothness_se 8.879152e-02 1.419759e-01 4.020783e-02 1.567114e-01
## compactness_se 1.292311e-01 5.781182e-03 3.717339e-04 6.575833e-03
## concavity_se 2.065914e-01 3.832827e-03 2.944458e-02 1.748375e-03
## concave.points_se 6.304590e-02 1.177132e-03 9.226081e-02 5.592184e-03
## symmetry_se 1.054241e-01 2.901770e-01 4.362804e-03 2.309959e-02
## fractal_dimension_se 1.142991e-01 3.416501e-03 2.473469e-02 5.944771e-05
## radius_worst 3.201514e-05 1.020189e-07 6.366168e-05 8.657344e-04
## texture_worst 1.422414e-02 3.019365e-03 6.578777e-05 6.263612e-04
## perimeter_worst 9.161067e-05 8.725178e-05 1.341475e-07 4.450765e-04
## area_worst 1.236979e-03 7.645539e-04 3.106778e-03 3.004331e-03
## smoothness_worst 1.735427e-01 1.646225e-01 7.997416e-03 2.019671e-02
## compactness_worst 2.446096e-02 2.747754e-03 1.332388e-02 3.364585e-03
## concavity_worst 5.859475e-02 9.723835e-04 2.470499e-03 2.502999e-03
## concave.points_worst 3.095769e-03 1.150816e-03 1.904984e-02 6.235708e-04
## symmetry_worst 9.860883e-02 3.005448e-01 2.308600e-04 2.482540e-02
## fractal_dimension_worst 1.469970e-02 7.770322e-03 9.477952e-02 1.114690e-03
## Dim.9 Dim.10 Dim.11 Dim.12
## radius_mean 2.075218e-02 3.197504e-03 5.055010e-04 6.810789e-04
## texture_mean 5.295045e-03 2.035748e-02 2.684951e-02 1.696823e-02
## perimeter_mean 2.086944e-02 2.617041e-03 8.278339e-05 3.957226e-04
## area_mean 1.594785e-02 1.970362e-03 3.567358e-03 1.118311e-03
## smoothness_mean 1.720819e-05 1.683846e-03 5.518263e-03 2.619870e-02
## compactness_mean 1.174424e-02 5.868689e-05 2.788376e-02 2.825647e-03
## concavity_mean 6.868883e-04 6.448545e-03 4.533126e-03 1.125705e-03
## concave.points_mean 5.226831e-03 2.275138e-05 1.542595e-03 4.737064e-04
## symmetry_mean 2.733017e-02 1.147692e-01 7.814229e-03 2.179216e-02
## fractal_dimension_mean 6.383403e-03 2.306767e-03 4.254932e-04 1.458993e-02
## radius_se 2.605280e-02 8.609398e-04 1.889815e-04 7.272992e-05
## texture_se 2.536136e-02 2.931921e-02 3.497205e-02 2.447975e-02
## perimeter_se 2.151133e-02 4.598340e-03 8.228338e-03 2.687732e-03
## area_se 2.189294e-02 2.963618e-03 7.831586e-04 8.162722e-05
## smoothness_se 8.397376e-03 9.077299e-03 2.084064e-03 2.268291e-02
## compactness_se 8.804284e-03 6.637482e-04 1.258009e-02 1.812704e-02
## concavity_se 5.346287e-02 6.999483e-03 3.590556e-02 1.647270e-02
## concave.points_se 3.096156e-02 2.608277e-03 3.445317e-02 1.089447e-05
## symmetry_se 3.854732e-02 3.513637e-02 1.037093e-02 2.683851e-02
## fractal_dimension_se 1.904267e-02 4.737415e-02 1.846166e-02 1.991816e-02
## radius_worst 5.242747e-03 2.098839e-03 3.244578e-03 4.111923e-04
## texture_worst 4.452188e-03 3.062459e-04 5.088088e-05 1.662980e-03
## perimeter_worst 5.009120e-03 8.946512e-04 7.667633e-04 2.109647e-05
## area_worst 2.717208e-03 1.714529e-03 1.001570e-02 6.039406e-04
## smoothness_worst 5.259071e-03 5.773146e-03 6.085358e-03 8.341312e-04
## compactness_worst 4.225656e-03 1.039104e-02 1.145532e-02 3.607501e-02
## concavity_worst 1.092865e-02 3.405885e-02 1.006109e-02 1.978300e-03
## concave.points_worst 1.525357e-03 2.060310e-03 4.076686e-03 1.212067e-03
## symmetry_worst 1.741806e-03 3.064975e-04 7.296525e-03 5.063787e-04
## fractal_dimension_worst 7.505236e-03 5.576078e-05 4.112174e-03 3.150365e-04
## Dim.13 Dim.14 Dim.15 Dim.16
## radius_mean 3.456581e-05 5.559683e-04 2.459868e-04 1.810929e-03
## texture_mean 9.991359e-03 7.298407e-05 1.096413e-03 1.989709e-03
## perimeter_mean 4.695968e-04 3.695365e-04 1.498859e-04 1.046179e-03
## area_mean 1.095640e-03 1.841832e-05 1.836333e-05 1.400992e-03
## smoothness_mean 5.012882e-04 3.110091e-02 1.313922e-03 3.343582e-03
## compactness_mean 1.268814e-02 1.030410e-05 5.018786e-03 2.312881e-03
## concavity_mean 3.616484e-02 5.629853e-03 1.549152e-03 5.799173e-03
## concave.points_mean 4.214217e-03 9.408726e-03 4.436775e-03 1.156037e-02
## symmetry_mean 8.706923e-03 1.483549e-04 5.149497e-04 2.165355e-03
## fractal_dimension_mean 2.724140e-03 2.232497e-02 2.525630e-02 1.328958e-04
## radius_se 1.122455e-03 1.681087e-05 1.140084e-03 2.771146e-04
## texture_se 6.830120e-03 1.848135e-05 1.009824e-04 9.505891e-05
## perimeter_se 3.456643e-04 3.253883e-04 6.435188e-06 5.615415e-05
## area_se 7.586534e-04 1.096566e-03 1.994007e-04 1.352547e-04
## smoothness_se 5.462554e-03 6.352981e-03 3.242514e-05 2.690205e-04
## compactness_se 2.433005e-05 3.796870e-02 2.663490e-03 2.877917e-03
## concavity_se 6.085130e-03 2.844018e-03 5.905644e-03 1.256269e-03
## concave.points_se 5.890629e-02 6.259475e-03 3.627816e-04 3.156621e-03
## symmetry_se 2.576866e-05 3.448358e-04 1.210176e-03 1.986421e-03
## fractal_dimension_se 1.395534e-02 3.330905e-03 1.174550e-02 5.759800e-03
## radius_worst 4.589123e-03 8.379125e-05 2.611736e-03 5.312574e-04
## texture_worst 1.550309e-03 4.482391e-04 9.624664e-04 2.749813e-03
## perimeter_worst 2.269327e-03 2.344364e-05 3.144057e-03 2.403308e-04
## area_worst 2.469924e-03 7.017618e-06 9.340162e-03 6.563155e-04
## smoothness_worst 1.015595e-02 4.132549e-03 2.002811e-04 1.691916e-03
## compactness_worst 3.639223e-05 4.351107e-03 2.349235e-04 1.887510e-03
## concavity_worst 1.146862e-02 7.005926e-04 3.949690e-03 3.692412e-03
## concave.points_worst 1.561897e-02 1.199671e-02 2.704509e-03 2.534404e-03
## symmetry_worst 1.588377e-02 4.503379e-06 1.842105e-03 5.311621e-03
## fractal_dimension_worst 7.208084e-03 7.063578e-03 6.177579e-03 1.313552e-02
## Dim.17 Dim.18 Dim.19 Dim.20
## radius_mean 2.445949e-03 1.132594e-03 2.513375e-03 7.696239e-05
## texture_mean 8.898948e-05 8.889709e-05 4.390460e-05 1.857159e-03
## perimeter_mean 2.254511e-03 1.318859e-03 2.840305e-03 9.723374e-06
## area_mean 3.883832e-03 3.727802e-03 3.693512e-05 2.531981e-04
## smoothness_mean 1.675080e-03 6.528082e-03 1.339948e-03 9.112344e-06
## compactness_mean 2.449634e-05 3.196517e-06 3.996916e-03 7.441312e-03
## concavity_mean 1.517487e-07 3.826854e-05 2.541361e-07 3.473331e-05
## concave.points_mean 7.073868e-05 3.609877e-04 1.188275e-03 1.726753e-03
## symmetry_mean 2.183711e-03 1.582078e-03 1.711308e-04 2.117596e-05
## fractal_dimension_mean 1.498385e-04 4.062524e-04 1.673452e-04 9.612188e-04
## radius_se 1.154212e-03 2.936036e-03 1.530586e-03 2.569009e-04
## texture_se 1.148033e-04 5.114189e-06 6.415806e-05 1.600083e-04
## perimeter_se 3.605015e-05 3.537575e-05 6.617015e-03 9.789594e-04
## area_se 6.642922e-03 4.891875e-03 8.585970e-03 2.342759e-03
## smoothness_se 1.157495e-03 2.814114e-03 8.699643e-06 2.527361e-04
## compactness_se 4.039395e-06 5.311904e-04 2.908348e-03 6.624849e-03
## concavity_se 4.252964e-04 2.010799e-09 7.902642e-04 1.396499e-04
## concave.points_se 6.945284e-04 1.116073e-04 7.321205e-06 1.477841e-04
## symmetry_se 4.461367e-03 1.840317e-03 3.922582e-04 3.593178e-04
## fractal_dimension_se 8.947566e-04 1.883123e-04 3.710674e-04 1.540441e-03
## radius_worst 3.422810e-03 2.457286e-03 9.234064e-06 9.865722e-07
## texture_worst 2.858002e-04 1.794500e-04 2.847827e-04 2.815571e-03
## perimeter_worst 3.257018e-03 1.870529e-03 4.080440e-04 3.772933e-06
## area_worst 4.439920e-03 1.061975e-03 8.319098e-03 1.123511e-04
## smoothness_worst 4.591593e-03 1.323647e-02 2.721106e-03 5.243595e-04
## compactness_worst 9.681069e-07 2.848365e-04 2.019024e-05 1.638037e-03
## concavity_worst 2.174054e-03 5.681181e-04 1.037233e-04 6.732456e-05
## concave.points_worst 3.384577e-04 3.024394e-04 3.350596e-03 3.397855e-05
## symmetry_worst 1.101653e-02 4.087501e-03 6.802025e-04 4.247874e-04
## fractal_dimension_worst 1.509124e-03 2.921908e-05 6.537133e-06 3.434799e-04
## Dim.21 Dim.22 Dim.23 Dim.24
## radius_mean 1.409279e-04 1.459399e-04 2.364136e-04 6.018682e-04
## texture_mean 6.025606e-03 2.466023e-04 7.497518e-09 1.761957e-04
## perimeter_mean 1.458996e-04 1.550079e-04 3.942330e-05 2.456738e-04
## area_mean 1.019542e-05 2.611979e-04 1.472279e-06 8.808659e-05
## smoothness_mean 4.279613e-04 1.117708e-04 1.039529e-05 8.520764e-05
## compactness_mean 1.112084e-03 2.639453e-04 6.673311e-05 1.957922e-04
## concavity_mean 9.304916e-07 9.412672e-04 2.568951e-03 3.614183e-05
## concave.points_mean 2.661844e-06 2.668535e-03 6.432953e-05 1.274802e-04
## symmetry_mean 2.265441e-04 9.296684e-06 6.380948e-05 6.752848e-06
## fractal_dimension_mean 1.743641e-04 2.273862e-03 1.745815e-04 3.206276e-04
## radius_se 2.236780e-04 6.196498e-04 1.698070e-03 5.635824e-03
## texture_se 1.412330e-03 6.442976e-05 1.858830e-08 1.063262e-05
## perimeter_se 2.787317e-03 6.967774e-04 1.974861e-04 4.821246e-03
## area_se 1.111696e-03 1.132103e-04 2.347966e-04 9.108459e-06
## smoothness_se 1.558059e-04 7.010183e-05 8.709540e-05 4.411453e-06
## compactness_se 5.907175e-04 5.627753e-05 2.017380e-06 2.677527e-04
## concavity_se 1.191435e-04 1.155535e-03 3.655727e-03 6.395289e-04
## concave.points_se 3.541786e-05 1.444090e-04 3.011732e-03 2.171527e-04
## symmetry_se 2.860972e-04 1.966410e-04 4.368243e-05 1.879231e-07
## fractal_dimension_se 1.183713e-04 1.643087e-03 1.791095e-04 1.020866e-04
## radius_worst 1.594587e-06 2.544550e-04 7.545429e-05 4.440767e-04
## texture_worst 1.059119e-02 3.387636e-04 1.937972e-06 2.534670e-04
## perimeter_worst 2.538207e-04 8.138098e-06 9.766925e-05 1.015100e-03
## area_worst 6.458362e-04 2.579635e-04 8.869521e-04 3.747165e-04
## smoothness_worst 8.145215e-04 1.278298e-04 2.136601e-04 2.180741e-06
## compactness_worst 9.860136e-04 2.416559e-05 5.325921e-04 6.296782e-04
## concavity_worst 5.230440e-04 5.816941e-03 1.997018e-03 1.506434e-03
## concave.points_worst 2.353293e-08 2.466922e-03 7.839887e-03 2.080285e-04
## symmetry_worst 7.935045e-04 2.589490e-04 3.584002e-04 3.734433e-06
## fractal_dimension_worst 2.555910e-04 6.047731e-03 1.415317e-06 2.583247e-05
## Dim.25 Dim.26 Dim.27 Dim.28
## radius_mean 5.722780e-06 1.370911e-04 1.193730e-04 7.088910e-05
## texture_mean 1.111845e-04 4.931360e-06 2.078945e-06 6.883658e-12
## perimeter_mean 1.129874e-05 1.282994e-04 9.191915e-05 1.130487e-05
## area_mean 6.829892e-04 1.075942e-03 1.502419e-03 1.180255e-04
## smoothness_mean 1.297927e-05 1.119742e-05 3.351338e-05 3.477847e-09
## compactness_mean 2.435359e-03 5.648156e-04 6.593262e-05 4.742874e-08
## concavity_mean 1.455952e-04 2.463637e-03 9.183494e-04 3.295917e-06
## concave.points_mean 5.381940e-04 1.228833e-03 1.426681e-03 1.254137e-07
## symmetry_mean 9.356231e-06 2.105016e-06 1.586915e-06 3.263808e-09
## fractal_dimension_mean 6.647797e-04 7.758701e-05 7.073348e-05 6.331507e-08
## radius_se 4.737370e-04 2.042536e-05 3.130169e-04 5.872607e-05
## texture_se 5.027479e-05 1.032636e-06 7.029255e-07 5.024493e-08
## perimeter_se 8.233623e-05 8.786059e-05 1.199429e-05 1.100934e-04
## area_se 2.691346e-04 1.972407e-04 6.775817e-04 2.812692e-06
## smoothness_se 1.508043e-05 4.870659e-07 5.654342e-07 1.524209e-07
## compactness_se 4.642208e-04 2.022197e-05 1.494370e-05 3.767095e-07
## concavity_se 3.933527e-06 6.839787e-05 4.895062e-05 5.385278e-08
## concave.points_se 2.598115e-04 2.632484e-06 8.602712e-07 1.337491e-06
## symmetry_se 5.895773e-06 2.438397e-06 2.753560e-06 9.268466e-08
## fractal_dimension_se 1.096816e-04 1.029947e-05 9.997314e-07 6.203464e-07
## radius_worst 7.740427e-05 3.175424e-04 2.202753e-04 2.706188e-04
## texture_worst 2.162549e-04 1.087642e-05 3.163296e-06 2.420495e-10
## perimeter_worst 2.156856e-04 4.872778e-04 4.008891e-04 8.439000e-04
## area_worst 2.269741e-05 4.377264e-04 3.881237e-04 9.075442e-05
## smoothness_worst 3.561650e-05 1.298790e-06 1.151697e-05 3.746049e-09
## compactness_worst 6.035475e-03 8.253610e-05 3.430230e-05 3.768150e-06
## concavity_worst 2.074919e-04 5.823374e-04 1.409217e-04 4.946039e-07
## concave.points_worst 1.072423e-03 1.459067e-04 3.679013e-04 8.028630e-07
## symmetry_worst 3.176844e-05 6.495945e-06 3.584131e-06 3.847967e-08
## fractal_dimension_worst 1.214889e-03 1.671081e-07 2.483008e-05 8.823599e-07
## Dim.29 Dim.30
## radius_mean 3.348312e-05 6.564239e-05
## texture_mean 8.309002e-08 9.963774e-12
## perimeter_mean 1.103155e-04 6.332372e-05
## area_mean 1.338527e-04 1.444238e-07
## smoothness_mean 8.833583e-09 3.126267e-09
## compactness_mean 1.259768e-06 2.655286e-07
## concavity_mean 7.510193e-08 8.407801e-08
## concave.points_mean 1.325263e-08 1.543986e-10
## symmetry_mean 4.290853e-08 2.181099e-10
## fractal_dimension_mean 3.991938e-08 3.009013e-09
## radius_se 1.050461e-05 1.009586e-08
## texture_se 5.767512e-08 1.526190e-10
## perimeter_se 2.786497e-08 2.507844e-08
## area_se 5.528610e-06 1.625469e-10
## smoothness_se 2.362884e-09 3.440994e-10
## compactness_se 7.468422e-09 4.882225e-10
## concavity_se 1.935797e-07 1.060139e-08
## concave.points_se 4.290774e-07 6.208473e-10
## symmetry_se 2.042943e-08 1.443505e-11
## fractal_dimension_se 5.210733e-08 4.305657e-10
## radius_worst 3.026259e-04 2.447897e-06
## texture_worst 2.224411e-07 1.385654e-10
## perimeter_worst 3.934279e-07 8.460430e-07
## area_worst 1.482390e-04 2.101375e-07
## smoothness_worst 4.084383e-08 2.794797e-09
## compactness_worst 9.526875e-15 2.193985e-08
## concavity_worst 1.203131e-07 2.151546e-11
## concave.points_worst 9.299308e-07 6.967512e-10
## symmetry_worst 1.345400e-07 2.080495e-11
## fractal_dimension_worst 9.864484e-08 4.774106e-10
##
## $contrib
## Dim.1 Dim.2 Dim.3 Dim.4
## radius_mean 4.79182799 5.468915807 0.007278210 1.714702e-01
## texture_mean 1.07587881 0.356481698 0.416669002 3.636693e+01
## perimeter_mean 5.17732197 4.630301829 0.008675469 1.762581e-01
## area_mean 4.88387836 5.339644650 0.082366279 2.855170e-01
## smoothness_mean 2.03318209 3.463805721 1.087680124 2.540287e+00
## compactness_mean 5.72574806 2.307106121 0.548956087 1.010895e-01
## concavity_mean 6.67708087 0.361987088 0.000747387 3.656797e-02
## concave.points_mean 6.80446833 0.120877909 0.065349461 4.268786e-01
## symmetry_mean 1.90901086 3.623265438 0.161925247 4.505763e-01
## fractal_dimension_mean 0.41426404 13.437757622 0.050958953 2.360674e-01
## radius_se 4.24272561 1.114125676 7.208225536 9.592487e-01
## texture_se 0.03037362 0.809634314 14.035038303 1.294960e+01
## perimeter_se 4.46586429 0.800259675 7.109975188 7.919650e-01
## area_se 4.11560890 2.319304458 4.665882031 1.170833e+00
## smoothness_se 0.02111631 4.179181013 9.538151522 1.994889e-01
## compactness_se 2.90339282 5.415668834 2.395676105 7.545659e-02
## concavity_se 2.35898235 3.889071235 3.113945256 1.734173e-04
## concave.points_se 3.36419415 1.698370898 5.047102257 5.485970e-01
## symmetry_se 0.18061158 3.380008708 8.328089385 1.942460e-01
## fractal_dimension_se 1.05202607 7.845154337 4.473384240 2.342354e-02
## radius_worst 5.19824652 4.834122475 0.225691410 2.376913e-02
## texture_worst 1.09138400 0.206727521 0.178910581 4.004458e+01
## perimeter_worst 5.59983385 3.995138596 0.235676347 1.905171e-02
## area_worst 5.05667565 4.811523757 0.014166518 6.705380e-02
## smoothness_worst 1.63718579 2.968878960 6.749479988 3.116007e-02
## compactness_worst 4.41402789 2.061899941 5.573170087 8.340879e-01
## concavity_worst 5.23345841 0.959696770 2.994884133 5.468777e-01
## concave.points_worst 6.29437706 0.006818193 2.901710407 3.608400e-03
## symmetry_worst 1.51055300 2.013088461 7.361054968 1.314113e-01
## fractal_dimension_worst 1.73670076 7.581182296 5.419179518 5.937237e-01
## Dim.5 Dim.6 Dim.7 Dim.8
## radius_mean 0.142780853 3.512172e-02 1.539792e+00 0.005553672
## texture_mean 0.244716717 1.035478e-01 1.299495e-02 1.707590993
## perimeter_mean 0.139686545 2.995823e-02 1.310500e+00 0.034921362
## area_mean 0.010673476 3.563592e-04 2.668077e-01 0.120225880
## smoothness_mean 13.328963320 8.201035e+00 1.978777e+00 8.350630500
## compactness_mean 0.013698294 1.996837e-02 9.559534e-02 2.292085472
## concavity_mean 0.746071176 8.731372e-03 1.156065e+00 0.530381348
## concave.points_mean 0.192378954 2.709197e-01 2.264490e+00 2.320211785
## symmetry_mean 9.360015755 1.270626e+01 8.815545e-01 5.360659880
## fractal_dimension_mean 0.197352378 1.426368e+00 8.747399e+00 3.137200499
## radius_se 2.385680908 6.555267e-02 9.765002e+00 0.050805013
## texture_se 3.672991628 8.264081e-02 8.236535e-01 22.601765299
## perimeter_se 1.463863342 3.278689e-04 9.899858e+00 0.014153124
## area_se 1.627523570 1.837315e-01 1.201863e+01 0.736252111
## smoothness_se 5.385447803 1.175923e+01 5.954774e+00 32.879929368
## compactness_se 7.838216812 4.788297e-01 5.505374e-02 1.379688838
## concavity_se 12.530332072 3.174561e-01 4.360738e+00 0.366830102
## concave.points_se 3.823905492 9.749662e-02 1.366381e+01 1.173307278
## symmetry_se 6.394261226 2.403408e+01 6.461307e-01 4.846570502
## fractal_dimension_se 6.932554069 2.829736e-01 3.663204e+00 0.012472843
## radius_worst 0.001941805 8.449772e-06 9.428286e-03 0.181641464
## texture_worst 0.862732602 2.500806e-01 9.743158e-03 0.131418111
## perimeter_worst 0.005556437 7.226678e-03 1.986723e-05 0.093382400
## area_worst 0.075026157 6.332461e-02 4.601134e-01 0.630344624
## smoothness_worst 10.525835817 1.363495e+01 1.184416e+00 4.237512433
## compactness_worst 1.483624039 2.275843e-01 1.973265e+00 0.705930306
## concavity_worst 3.553931037 8.053821e-02 3.658805e-01 0.525159239
## concave.points_worst 0.187766818 9.531699e-02 2.821279e+00 0.130832644
## symmetry_worst 5.980893978 2.489279e+01 3.419034e-02 5.208667502
## fractal_dimension_worst 0.891576921 6.435814e-01 1.403683e+01 0.233875408
## Dim.9 Dim.10 Dim.11 Dim.12
## radius_mean 4.977796701 0.911766084 0.17198842 0.260788514
## texture_mean 1.270115259 5.804922417 9.13510741 6.497218634
## perimeter_mean 5.005923564 0.746247449 0.02816569 0.151524171
## area_mean 3.825388875 0.561847519 1.21373501 0.428206748
## smoothness_mean 0.004127705 0.480147569 1.87749853 10.031612646
## compactness_mean 2.817074391 0.016734527 9.48699343 1.081954551
## concavity_mean 0.164762980 1.838798320 1.54232169 0.431037942
## concave.points_mean 1.253752857 0.006487542 0.52484267 0.181384564
## symmetry_mean 6.555652448 32.726348880 2.65866333 8.344327927
## fractal_dimension_mean 1.531178274 0.657773022 0.14476708 5.586557116
## radius_se 6.249250113 0.245496408 0.06429784 0.027848652
## texture_se 6.083395176 8.360352536 11.89866791 9.373420457
## perimeter_se 5.159895069 1.311213603 2.79955710 1.029145891
## area_se 5.251431264 0.845073670 0.26645690 0.031255474
## smoothness_se 2.014267436 2.588385737 0.70906859 8.685401552
## compactness_se 2.111871904 0.189267335 4.28016846 6.940933192
## concavity_se 12.824068027 1.995897695 12.21627927 6.307480288
## concave.points_se 7.426708849 0.743748369 11.72212623 0.004171547
## symmetry_se 9.246294357 10.019113318 3.52853846 10.276598905
## fractal_dimension_se 4.567739942 13.508706181 6.28127846 7.626764539
## radius_worst 1.257570766 0.598482377 1.10391444 0.157447583
## texture_worst 1.067940452 0.087325813 0.01731138 0.636763302
## perimeter_worst 1.201530874 0.255109176 0.26087864 0.008077943
## area_worst 0.651773024 0.488896754 3.40767674 0.231251891
## smoothness_worst 1.261486225 1.646208550 2.07044327 0.319393010
## compactness_worst 1.013602381 2.962998714 3.89748417 13.813301601
## concavity_worst 2.621440171 9.711856696 3.42312016 0.757500983
## concave.points_worst 0.365885398 0.587496052 1.38702569 0.464106389
## symmetry_worst 0.417804598 0.087397541 2.48252317 0.193894936
## fractal_dimension_worst 1.800270920 0.015900149 1.39909986 0.120629052
## Dim.13 Dim.14 Dim.15 Dim.16
## radius_mean 0.01432142 0.354098008 0.261312915 2.26755059
## texture_mean 4.13965139 0.046483789 1.164724899 2.49140843
## perimeter_mean 0.19456483 0.235358999 0.159224429 1.30997078
## area_mean 0.45394900 0.011730686 0.019507449 1.75424812
## smoothness_mean 0.20769532 19.808272945 1.395785436 4.18665809
## compactness_mean 5.25699162 0.006562713 5.331479230 2.89606765
## concavity_mean 14.98392922 3.585671699 1.645671585 7.26141920
## concave.points_mean 1.74604767 5.992447862 4.713206017 14.47529278
## symmetry_mean 3.60748000 0.094487729 0.547033412 2.71134386
## fractal_dimension_mean 1.12867425 14.218847056 26.829883125 0.16640514
## radius_se 0.46505894 0.010706895 1.211115909 0.34698837
## texture_se 2.82987702 0.011770834 0.107274075 0.11902776
## perimeter_se 0.14321673 0.207240886 0.006836129 0.07031328
## area_se 0.31432766 0.698406492 0.211824223 0.16935881
## smoothness_se 2.26326251 4.046234021 0.034445373 0.33685326
## compactness_se 0.01008050 24.182389678 2.829437373 3.60357693
## concavity_se 2.52121021 1.811364015 6.273592607 1.57303392
## concave.points_se 24.40624205 3.986679877 0.385384497 3.95255535
## symmetry_se 0.01067655 0.219627035 1.285574978 2.48729162
## fractal_dimension_se 5.78202049 2.121464092 12.477299485 7.21211853
## radius_worst 1.90137975 0.053366920 2.774459024 0.66521264
## texture_worst 0.64232902 0.285484950 1.022432385 3.44317163
## perimeter_worst 0.94023485 0.014931331 3.339946223 0.30092956
## area_worst 1.02334692 0.004469544 9.922096780 0.82180379
## smoothness_worst 4.20784580 2.632033887 0.212759548 2.11852854
## compactness_worst 0.01507814 2.771234400 0.249560335 2.36344075
## concavity_worst 4.75171679 0.446209717 4.195774001 4.62344382
## concave.points_worst 6.47129949 7.640740358 2.873011688 3.17344800
## symmetry_worst 6.58101576 0.002868217 1.956876281 6.65093200
## fractal_dimension_worst 2.98647609 4.498815367 6.562470590 16.44760680
## Dim.17 Dim.18 Dim.19 Dim.20
## radius_mean 4.117825e+00 2.152451e+00 5.079824e+00 0.24699572
## texture_mean 1.498164e-01 1.689455e-01 8.873633e-02 5.96018948
## perimeter_mean 3.795534e+00 2.506442e+00 5.740590e+00 0.03120527
## area_mean 6.538544e+00 7.084546e+00 7.465020e-02 0.81258978
## smoothness_mean 2.820046e+00 1.240637e+01 2.708192e+00 0.02924428
## compactness_mean 4.124030e-02 6.074859e-03 8.078235e+00 23.88143277
## concavity_mean 2.554733e-04 7.272790e-02 5.136388e-04 0.11146975
## concave.points_mean 1.190906e-01 6.860434e-01 2.401643e+00 5.54167412
## symmetry_mean 3.676340e+00 3.006679e+00 3.458753e-01 0.06796009
## fractal_dimension_mean 2.522575e-01 7.720672e-01 3.382243e-01 3.08484339
## radius_se 1.943149e+00 5.579825e+00 3.093494e+00 0.82447314
## texture_se 1.932747e-01 9.719322e-03 1.296709e-01 0.51351539
## perimeter_se 6.069147e-02 6.723027e-02 1.337376e+01 3.14177841
## area_se 1.118355e+01 9.296822e+00 1.735325e+01 7.51862696
## smoothness_se 1.948677e+00 5.348116e+00 1.758300e-02 0.81110697
## compactness_se 6.800439e-03 1.009507e+00 5.878112e+00 21.26115686
## concavity_se 7.159989e-01 3.821447e-06 1.597216e+00 0.44817902
## concave.points_se 1.169259e+00 2.121055e-01 1.479701e-02 0.47428419
## symmetry_se 7.510841e+00 3.497452e+00 7.927996e-01 1.15316003
## fractal_dimension_se 1.506349e+00 3.578803e-01 7.499706e-01 4.94374312
## radius_worst 5.762399e+00 4.669979e+00 1.866312e-02 0.00316621
## texture_worst 4.811529e-01 3.410379e-01 5.755791e-01 9.03602387
## perimeter_worst 5.483285e+00 3.554869e+00 8.247046e-01 0.01210849
## area_worst 7.474733e+00 2.018242e+00 1.681387e+01 0.36056887
## smoothness_worst 7.730079e+00 2.515541e+01 5.499674e+00 1.68282911
## compactness_worst 1.629836e-03 5.413209e-01 4.080684e-02 5.25695885
## concavity_worst 3.660082e+00 1.079687e+00 2.096369e-01 0.21606499
## concave.points_worst 5.698033e-01 5.747747e-01 6.771946e+00 0.10904749
## symmetry_worst 1.854664e+01 7.768141e+00 1.374769e+00 1.36327192
## fractal_dimension_worst 2.540654e+00 5.552974e-02 1.321231e-02 1.10233147
## Dim.21 Dim.22 Dim.23 Dim.24
## radius_mean 4.701846e-01 0.53186250 9.712634e-01 3.333525227
## texture_mean 2.010352e+01 0.89871599 3.080222e-05 0.975882983
## perimeter_mean 4.867719e-01 0.56490974 1.619636e-01 1.360696028
## area_mean 3.401545e-02 0.95190811 6.048598e-03 0.487879017
## smoothness_mean 1.427828e+00 0.40733687 4.270720e-02 0.471933584
## compactness_mean 3.710300e+00 0.96192071 2.741611e-01 1.084420607
## concavity_mean 3.104444e-03 3.43034860 1.055408e+01 0.200176216
## concave.points_mean 8.880836e-03 9.72519388 2.642864e-01 0.706065390
## symmetry_mean 7.558300e-01 0.03388078 2.621499e-01 0.037401523
## fractal_dimension_mean 5.817393e-01 8.28684949 7.172372e-01 1.775837346
## radius_se 7.462675e-01 2.25824797 6.976218e+00 31.214744052
## texture_se 4.712024e+00 0.23480745 7.636671e-05 0.058890170
## perimeter_se 9.299460e+00 2.53933161 8.113363e-01 26.703096081
## area_se 3.709006e+00 0.41258288 9.646201e-01 0.050448382
## smoothness_se 5.198226e-01 0.25547871 3.578159e-01 0.024433406
## compactness_se 1.970839e+00 0.20509750 8.288047e-03 1.482983058
## concavity_se 3.975041e-01 4.21122493 1.501891e+01 3.542113559
## concave.points_se 1.181663e-01 0.52628315 1.237316e+01 1.202728463
## symmetry_se 9.545197e-01 0.71663726 1.794615e-01 0.001040837
## fractal_dimension_se 3.949278e-01 5.98805778 7.358397e-01 0.565420069
## radius_worst 5.320097e-03 0.92733450 3.099905e-01 2.459576340
## texture_worst 3.533591e+01 1.23458818 7.961814e-03 1.403860080
## perimeter_worst 8.468343e-01 0.02965844 4.012567e-01 5.622265380
## area_worst 2.154734e+00 0.94012074 3.643885e+00 2.075415745
## smoothness_worst 2.717527e+00 0.46586212 8.777844e-01 0.012078315
## compactness_worst 3.289684e+00 0.08806895 2.188060e+00 3.487554499
## concavity_worst 1.745057e+00 21.19922730 8.204394e+00 8.343580724
## concave.points_worst 7.851404e-05 8.99043595 3.220878e+01 1.152192782
## symmetry_worst 2.647407e+00 0.94371207 1.472423e+00 0.020683644
## fractal_dimension_worst 8.527404e-01 22.04031583 5.814578e-03 0.143076491
## Dim.25 Dim.26 Dim.27 Dim.28
## radius_mean 0.03696583 1.676413707 1.729926482 4.460291e+00
## texture_mean 0.71818728 0.060302973 0.030127619 4.331148e-07
## perimeter_mean 0.07298326 1.568905192 1.332071975 7.112943e-01
## area_mean 4.41171292 13.157116895 21.772720403 7.426079e+00
## smoothness_mean 0.08383854 0.136927281 0.485668541 2.188236e-04
## compactness_mean 15.73099874 6.906829418 0.955480940 2.984182e-03
## concavity_mean 0.94046000 30.126504992 13.308516671 2.073768e-01
## concave.points_mean 3.47641999 15.026738806 20.675149987 7.890941e-03
## symmetry_mean 0.06043581 0.025741117 0.022997222 2.053565e-04
## fractal_dimension_mean 4.29409008 0.948770259 1.025053917 3.983739e-03
## radius_se 3.06006551 0.249770851 4.536171598 3.695002e+00
## texture_se 0.32474587 0.012627561 0.010186641 3.161375e-03
## perimeter_se 0.53184408 1.074400296 0.173818558 6.926996e+00
## area_se 1.73845294 2.411951524 9.819364816 1.769725e-01
## smoothness_se 0.09741080 0.005956069 0.008194148 9.590213e-03
## compactness_se 2.99859625 0.247283735 0.216560752 2.370229e-02
## concavity_se 0.02540830 0.836401117 0.709381651 3.388378e-03
## concave.points_se 1.67823079 0.032191247 0.012466860 8.415395e-02
## symmetry_se 0.03808326 0.029817860 0.039903990 5.831652e-03
## fractal_dimension_se 0.70847915 0.125946731 0.014487887 3.903175e-02
## radius_worst 0.49998650 3.883057201 3.192180399 1.702714e+01
## texture_worst 1.39688101 0.133001956 0.045841783 1.522958e-05
## perimeter_worst 1.39320320 5.958660180 5.809596534 5.309759e+01
## area_worst 0.14661204 5.352723001 5.624603517 5.710203e+00
## smoothness_worst 0.23006187 0.015882209 0.166901404 2.356987e-04
## compactness_worst 38.98565509 1.009289956 0.497101335 2.370893e-01
## concavity_worst 1.34027719 7.121094046 2.042206797 3.112012e-02
## concave.points_worst 6.92723119 1.784214893 5.331545144 5.051557e-02
## symmetry_worst 0.20520560 0.079435452 0.051940433 2.421113e-03
## fractal_dimension_worst 7.84747694 0.002043476 0.359831995 5.551746e-02
## Dim.29 Dim.30
## radius_mean 4.471552e+00 4.933856e+01
## texture_mean 1.109638e-02 7.489035e-06
## perimeter_mean 1.473225e+01 4.759578e+01
## area_mean 1.787555e+01 1.085528e-01
## smoothness_mean 1.179694e-03 2.349785e-03
## compactness_mean 1.682376e-01 1.995783e-01
## concavity_mean 1.002960e-02 6.319525e-02
## concave.points_mean 1.769842e-03 1.160501e-04
## symmetry_mean 5.730282e-03 1.639371e-04
## fractal_dimension_mean 5.331092e-03 2.261654e-03
## radius_se 1.402853e+00 7.588315e-03
## texture_se 7.702308e-03 1.147125e-04
## perimeter_se 3.721268e-03 1.884962e-02
## area_se 7.383263e-01 1.221746e-04
## smoothness_se 3.155548e-04 2.586342e-04
## compactness_se 9.973813e-04 3.669609e-04
## concavity_se 2.585188e-02 7.968288e-03
## concave.points_se 5.730176e-02 4.666452e-04
## symmetry_se 2.728278e-03 1.084976e-05
## fractal_dimension_se 6.958749e-03 3.236246e-04
## radius_worst 4.041462e+01 1.839904e+00
## texture_worst 2.970622e-02 1.041494e-04
## perimeter_worst 5.254090e-02 6.359082e-01
## area_worst 1.979680e+01 1.579449e-01
## smoothness_worst 5.454549e-03 2.100643e-03
## compactness_worst 1.272280e-09 1.649057e-02
## concavity_worst 1.606739e-02 1.617159e-05
## concave.points_worst 1.241890e-01 5.236966e-04
## symmetry_worst 1.796733e-02 1.563755e-05
## fractal_dimension_worst 1.317367e-02 3.588344e-04Scree Plot
fviz_eig(pca_result,
addlabels = TRUE,
ncp = ncol(data_scaled),
barfill = "skyblue",
barcolor = "darkblue",
linecolor = "red")## Warning in geom_bar(stat = "identity", fill = barfill, color = barcolor, :
## Ignoring empty aesthetic: `width`.
Biplot
fviz_pca_biplot(pca_result,
geom.ind = "point",
addEllipses = TRUE)
Correlation Circle
contrib_circle <- suppressWarnings(
fviz_pca_var(pca_result,
col.var = "contrib",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE)
)
plot(contrib_circle)
Kontribusi Variabel
fviz_contrib(pca_result, choice = "var", axes = 1, top = 5)
fviz_contrib(pca_result, choice = "var", axes = 2, top = 5)
fviz_contrib(pca_result, choice = "var", axes = 3, top = 5)
7. FACTOR ANALYSIS
#FA tanpa rotasi
fa_none <- fa(data_scaled, nfactors = 3, rotate = "none")
fa_none## Factor Analysis using method = minres
## Call: fa(r = data_scaled, nfactors = 3, rotate = "none")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## radius_mean 0.80 -0.55 -0.03 0.95 0.049 1.8
## texture_mean 0.36 -0.12 0.05 0.14 0.858 1.3
## perimeter_mean 0.84 -0.51 -0.03 0.95 0.045 1.6
## area_mean 0.81 -0.55 0.04 0.96 0.040 1.8
## smoothness_mean 0.50 0.42 -0.13 0.44 0.563 2.1
## compactness_mean 0.87 0.38 -0.12 0.92 0.085 1.4
## concavity_mean 0.94 0.16 0.01 0.91 0.090 1.1
## concave.points_mean 0.95 -0.07 -0.04 0.91 0.090 1.0
## symmetry_mean 0.48 0.42 -0.04 0.41 0.590 2.0
## fractal_dimension_mean 0.23 0.87 -0.01 0.80 0.197 1.1
## radius_se 0.75 -0.24 0.46 0.83 0.167 1.9
## texture_se 0.06 0.19 0.50 0.29 0.712 1.3
## perimeter_se 0.77 -0.20 0.46 0.84 0.157 1.8
## area_se 0.74 -0.35 0.37 0.80 0.201 2.0
## smoothness_se 0.05 0.44 0.46 0.40 0.595 2.0
## compactness_se 0.61 0.55 0.26 0.75 0.254 2.4
## concavity_se 0.54 0.46 0.28 0.58 0.419 2.5
## concave.points_se 0.65 0.31 0.36 0.65 0.346 2.0
## symmetry_se 0.14 0.39 0.42 0.35 0.650 2.2
## fractal_dimension_se 0.36 0.65 0.35 0.68 0.321 2.2
## radius_worst 0.84 -0.52 -0.10 0.98 0.018 1.7
## texture_worst 0.36 -0.08 -0.09 0.14 0.856 1.2
## perimeter_worst 0.87 -0.47 -0.10 0.99 0.012 1.6
## area_worst 0.83 -0.52 -0.03 0.95 0.052 1.7
## smoothness_worst 0.45 0.39 -0.37 0.49 0.508 2.9
## compactness_worst 0.76 0.36 -0.40 0.87 0.128 2.0
## concavity_worst 0.83 0.25 -0.29 0.83 0.167 1.4
## concave.points_worst 0.92 0.00 -0.30 0.93 0.074 1.2
## symmetry_worst 0.43 0.32 -0.39 0.44 0.563 2.9
## fractal_dimension_worst 0.47 0.66 -0.37 0.80 0.197 2.5
##
## MR1 MR2 MR3
## SS loadings 13.12 5.45 2.43
## Proportion Var 0.44 0.18 0.08
## Cumulative Var 0.44 0.62 0.70
## Proportion Explained 0.62 0.26 0.12
## Cumulative Proportion 0.62 0.88 1.00
##
## Mean item complexity = 1.8
## Test of the hypothesis that 3 factors are sufficient.
##
## df null model = 435 with the objective function = 70.65 with Chi Square = 39362.12
## df of the model are 348 and the objective function was 29.79
##
## The root mean square of the residuals (RMSR) is 0.08
## The df corrected root mean square of the residuals is 0.09
##
## The harmonic n.obs is 569 with the empirical chi square 1453 with prob < 1.1e-134
## The total n.obs was 569 with Likelihood Chi Square = 16538.86 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.478
## RMSEA index = 0.286 and the 90 % confidence intervals are 0.282 0.29
## BIC = 14331.19
## Fit based upon off diagonal values = 0.97
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of (regression) scores with factors 1.00 0.99 0.95
## Multiple R square of scores with factors 0.99 0.98 0.91
## Minimum correlation of possible factor scores 0.98 0.95 0.82fa_none$loadings##
## Loadings:
## MR1 MR2 MR3
## radius_mean 0.804 -0.551
## texture_mean 0.355 -0.115
## perimeter_mean 0.836 -0.506
## area_mean 0.812 -0.546
## smoothness_mean 0.498 0.415 -0.128
## compactness_mean 0.869 0.382 -0.116
## concavity_mean 0.940 0.162
## concave.points_mean 0.951
## symmetry_mean 0.481 0.421
## fractal_dimension_mean 0.226 0.867
## radius_se 0.747 -0.243 0.464
## texture_se 0.189 0.499
## perimeter_se 0.767 -0.204 0.462
## area_se 0.735 -0.351 0.368
## smoothness_se 0.440 0.457
## compactness_se 0.609 0.554 0.261
## concavity_se 0.542 0.456 0.280
## concave.points_se 0.653 0.307 0.364
## symmetry_se 0.145 0.392 0.419
## fractal_dimension_se 0.363 0.650 0.353
## radius_worst 0.839 -0.519
## texture_worst 0.358
## perimeter_worst 0.871 -0.470
## area_worst 0.825 -0.516
## smoothness_worst 0.448 0.392 -0.371
## compactness_worst 0.761 0.363 -0.402
## concavity_worst 0.827 0.253 -0.292
## concave.points_worst 0.915 -0.297
## symmetry_worst 0.429 0.321 -0.387
## fractal_dimension_worst 0.471 0.664 -0.374
##
## MR1 MR2 MR3
## SS loadings 13.119 5.445 2.431
## Proportion Var 0.437 0.182 0.081
## Cumulative Var 0.437 0.619 0.700fa.diagram(fa_none)
FA dengan Rotasi Varimax
fa_varimax <- fa(data_scaled, nfactors = 3, rotate = "varimax")
fa_varimax## Factor Analysis using method = minres
## Call: fa(r = data_scaled, nfactors = 3, rotate = "varimax")
## Standardized loadings (pattern matrix) based upon correlation matrix
## MR1 MR2 MR3 h2 u2 com
## radius_mean 0.96 0.11 -0.13 0.95 0.049 1.1
## texture_mean 0.36 0.09 0.06 0.14 0.858 1.2
## perimeter_mean 0.96 0.16 -0.10 0.95 0.045 1.1
## area_mean 0.97 0.08 -0.07 0.96 0.040 1.0
## smoothness_mean 0.14 0.60 0.23 0.44 0.563 1.4
## compactness_mean 0.46 0.78 0.31 0.92 0.085 2.0
## concavity_mean 0.66 0.61 0.31 0.91 0.090 2.4
## concave.points_mean 0.80 0.50 0.15 0.91 0.090 1.8
## symmetry_mean 0.14 0.55 0.30 0.41 0.590 1.7
## fractal_dimension_mean -0.32 0.67 0.50 0.80 0.197 2.3
## radius_se 0.81 0.00 0.42 0.83 0.167 1.5
## texture_se 0.01 -0.13 0.52 0.29 0.712 1.1
## perimeter_se 0.80 0.04 0.44 0.84 0.157 1.6
## area_se 0.85 -0.02 0.28 0.80 0.201 1.2
## smoothness_se -0.15 0.05 0.62 0.40 0.595 1.1
## compactness_se 0.21 0.53 0.65 0.75 0.254 2.2
## concavity_se 0.22 0.43 0.59 0.58 0.419 2.1
## concave.points_se 0.40 0.35 0.61 0.65 0.346 2.4
## symmetry_se -0.05 0.09 0.58 0.35 0.650 1.1
## fractal_dimension_se -0.03 0.41 0.72 0.68 0.321 1.6
## radius_worst 0.96 0.19 -0.16 0.98 0.018 1.1
## texture_worst 0.32 0.20 -0.04 0.14 0.856 1.7
## perimeter_worst 0.96 0.24 -0.13 0.99 0.012 1.2
## area_worst 0.96 0.15 -0.11 0.95 0.052 1.1
## smoothness_worst 0.08 0.70 0.01 0.49 0.508 1.0
## compactness_worst 0.34 0.87 0.04 0.87 0.128 1.3
## concavity_worst 0.48 0.77 0.08 0.83 0.167 1.7
## concave.points_worst 0.69 0.67 -0.03 0.93 0.074 2.0
## symmetry_worst 0.10 0.65 -0.05 0.44 0.563 1.1
## fractal_dimension_worst -0.06 0.88 0.15 0.80 0.197 1.1
##
## MR1 MR2 MR3
## SS loadings 10.34 6.82 3.83
## Proportion Var 0.34 0.23 0.13
## Cumulative Var 0.34 0.57 0.70
## Proportion Explained 0.49 0.32 0.18
## Cumulative Proportion 0.49 0.82 1.00
##
## Mean item complexity = 1.5
## Test of the hypothesis that 3 factors are sufficient.
##
## df null model = 435 with the objective function = 70.65 with Chi Square = 39362.12
## df of the model are 348 and the objective function was 29.79
##
## The root mean square of the residuals (RMSR) is 0.08
## The df corrected root mean square of the residuals is 0.09
##
## The harmonic n.obs is 569 with the empirical chi square 1453 with prob < 1.1e-134
## The total n.obs was 569 with Likelihood Chi Square = 16538.86 with prob < 0
##
## Tucker Lewis Index of factoring reliability = 0.478
## RMSEA index = 0.286 and the 90 % confidence intervals are 0.282 0.29
## BIC = 14331.19
## Fit based upon off diagonal values = 0.97
## Measures of factor score adequacy
## MR1 MR2 MR3
## Correlation of (regression) scores with factors 1.00 0.98 0.96
## Multiple R square of scores with factors 0.99 0.96 0.93
## Minimum correlation of possible factor scores 0.98 0.92 0.85fa_varimax$loadings##
## Loadings:
## MR1 MR2 MR3
## radius_mean 0.960 0.113 -0.130
## texture_mean 0.360
## perimeter_mean 0.959 0.158
## area_mean 0.974
## smoothness_mean 0.142 0.603 0.229
## compactness_mean 0.462 0.780 0.306
## concavity_mean 0.664 0.611 0.309
## concave.points_mean 0.797 0.503 0.148
## symmetry_mean 0.138 0.548 0.301
## fractal_dimension_mean -0.319 0.670 0.503
## radius_se 0.810 0.421
## texture_se -0.128 0.521
## perimeter_se 0.803 0.445
## area_se 0.848 0.284
## smoothness_se -0.148 0.617
## compactness_se 0.210 0.534 0.645
## concavity_se 0.215 0.426 0.594
## concave.points_se 0.402 0.347 0.610
## symmetry_se 0.582
## fractal_dimension_se 0.408 0.715
## radius_worst 0.959 0.190 -0.161
## texture_worst 0.322 0.195
## perimeter_worst 0.957 0.238 -0.129
## area_worst 0.956 0.147 -0.108
## smoothness_worst 0.697
## compactness_worst 0.343 0.868
## concavity_worst 0.476 0.774
## concave.points_worst 0.692 0.668
## symmetry_worst 0.103 0.651
## fractal_dimension_worst 0.881 0.153
##
## MR1 MR2 MR3
## SS loadings 10.343 6.818 3.833
## Proportion Var 0.345 0.227 0.128
## Cumulative Var 0.345 0.572 0.700Menghitung Faktor Score Manual
scores_fa <- data_scaled %*% solve(cor(data_scaled)) %*% as.matrix(fa_varimax$loadings)
head(scores_fa)## MR1 MR2 MR3
## [1,] 1.2679766 2.6922202 0.6338945
## [2,] 1.5279691 -0.2696754 -1.3420069
## [3,] 1.3384275 0.6767233 0.1852230
## [4,] -1.0848263 4.8356022 1.2419567
## [5,] 1.6964327 -0.4793638 0.4575093
## [6,] -0.6244318 2.2893502 -0.4648312FA <- fa(data_scaled,
covar = FALSE,
nfactors = 3,
rotate = "none",
fm = "pa")
FA$loadings##
## Loadings:
## PA1 PA2 PA3
## radius_mean 0.804 -0.551
## texture_mean 0.356 -0.115
## perimeter_mean 0.836 -0.506
## area_mean 0.812 -0.546
## smoothness_mean 0.498 0.415 -0.128
## compactness_mean 0.869 0.382 -0.116
## concavity_mean 0.940 0.162
## concave.points_mean 0.951
## symmetry_mean 0.481 0.421
## fractal_dimension_mean 0.226 0.867
## radius_se 0.747 -0.243 0.463
## texture_se 0.189 0.499
## perimeter_se 0.767 -0.204 0.462
## area_se 0.735 -0.351 0.368
## smoothness_se 0.440 0.457
## compactness_se 0.609 0.554 0.261
## concavity_se 0.542 0.456 0.280
## concave.points_se 0.653 0.307 0.364
## symmetry_se 0.145 0.392 0.419
## fractal_dimension_se 0.363 0.650 0.353
## radius_worst 0.839 -0.519
## texture_worst 0.358
## perimeter_worst 0.871 -0.470
## area_worst 0.825 -0.516
## smoothness_worst 0.448 0.392 -0.371
## compactness_worst 0.760 0.363 -0.402
## concavity_worst 0.827 0.253 -0.292
## concave.points_worst 0.915 -0.297
## symmetry_worst 0.429 0.321 -0.387
## fractal_dimension_worst 0.471 0.664 -0.374
##
## PA1 PA2 PA3
## SS loadings 13.119 5.445 2.431
## Proportion Var 0.437 0.182 0.081
## Cumulative Var 0.437 0.619 0.700FA$scores## PA1 PA2 PA3
## [1,] 2.6415406029 1.2840251410 -0.795209738
## [2,] 0.7742598655 -1.7578339917 -0.720727963
## [3,] 1.4899631844 -0.2506842357 -0.028050205
## [4,] 2.0637436692 4.2968750826 -1.839450056
## [5,] 1.2060535315 -1.0332490670 0.891162767
## [6,] 0.6471597245 1.5407217524 -1.746670833
## [7,] 0.7803292025 -1.3183181812 -1.510429245
## [8,] 0.5922406429 0.9483435901 -0.557415225
## [9,] 0.7790016802 1.6202477938 -1.380167373
## [10,] 1.3461291059 3.6028194464 -2.056729880
## [11,] -0.2490920990 -1.0678901941 -0.051261955
## [12,] 0.7975901408 -0.2744606348 -1.493492314
## [13,] 2.0798204584 0.8139048957 3.777075161
## [14,] 0.0238392685 -0.4081100177 0.821202089
## [15,] 1.1575657533 2.4178975765 -1.695513189
## [16,] 0.8663273754 1.0622737503 -1.625925719
## [17,] 0.1755170765 -0.8123294705 -0.582536149
## [18,] 1.2312520615 0.6628334810 -1.167575087
## [19,] 1.3386227250 -1.7592160740 -0.726833933
## [20,] -0.3593455938 -0.1210594735 -0.432573055
## [21,] -0.4241926481 0.0423539330 -1.089573423
## [22,] -0.9444468095 0.6331984831 0.477563770
## [23,] 1.3781948040 1.5226895071 -1.369110635
## [24,] 1.1226348897 -2.1389731073 -0.525729517
## [25,] 1.4773365765 -0.8817594067 -1.631546151
## [26,] 2.0748616017 0.8933209321 -0.006944684
## [27,] 1.0891697329 0.9516416268 -3.362298232
## [28,] 0.8869521371 -0.8370804470 1.481810815
## [29,] 1.1876141328 0.0301422855 -2.264770605
## [30,] 0.3847455252 -0.7008964311 0.418623691
## [31,] 1.5581191338 -0.1009662230 -0.118121015
## [32,] 0.9199362605 1.1508298775 -2.277132129
## [33,] 1.1357291434 0.1771754813 -0.199989541
## [34,] 1.3725469925 -0.4986929495 -1.957660466
## [35,] 0.8318562466 0.1543378456 -2.337799945
## [36,] 0.6595927876 0.1376058200 -0.083962828
## [37,] 0.1732021550 0.4485101499 -0.490351302
## [38,] -0.9458759397 -0.7875571734 -0.318678022
## [39,] -0.8719246737 -0.3980726752 5.219903719
## [40,] 0.3502599936 0.5263344404 -2.655363605
## [41,] -0.4943481404 -0.8646253503 -1.014816244
## [42,] -0.1787595873 1.0633325022 -0.239422506
## [43,] 2.4934881695 0.5034783490 0.873363603
## [44,] 0.4280367553 0.2299264879 -1.828931436
## [45,] 0.0451749205 -0.1466425730 -2.357791487
## [46,] 1.4691726491 -0.0555935748 -0.983864392
## [47,] -1.2298498494 0.6756032606 0.427911721
## [48,] 0.3320285175 1.0468309902 -1.581164505
## [49,] -0.6349581074 0.0808198783 -0.207398000
## [50,] -0.4107612982 -0.4235022267 -0.434742822
## [51,] -0.9983421299 -0.3597511607 0.858901335
## [52,] -0.8014668229 -0.4883726713 -0.201253006
## [53,] -0.9191881375 -0.2282451329 -0.241892812
## [54,] 0.8346904920 -0.2435881978 1.063835387
## [55,] -0.1355756915 -0.8481997277 -0.865487120
## [56,] -0.8276554177 -0.0086447783 0.230635157
## [57,] 1.2236365478 -1.0835128370 -0.630768865
## [58,] 0.4930278118 0.6132962089 -1.018486055
## [59,] -1.0242254922 -0.7813555628 0.661634179
## [60,] -1.1809521241 0.9314925861 0.222886739
## [61,] -0.8125448189 0.8847792672 0.827842414
## [62,] -0.8054626194 1.1072403026 1.261082148
## [63,] 1.2696469146 1.4565541390 0.655567385
## [64,] -0.4568876822 1.2048659847 1.121623755
## [65,] 0.5276136222 0.3791135923 -1.567998901
## [66,] 0.3321708141 0.3887361211 -0.709919744
## [67,] -0.8417140413 1.0016483232 0.580435454
## [68,] -0.9975948904 -0.0527875581 0.429847695
## [69,] 0.8629378659 3.3205744813 0.602140429
## [70,] -0.9705632852 -0.3839603397 0.078340147
## [71,] 0.9791502246 -2.0038887985 -0.605539450
## [72,] -0.0240343327 3.2943740428 3.976870062
## [73,] 1.5451704341 0.1369028803 -2.157269978
## [74,] 0.1521785739 -0.1376349161 -2.190922480
## [75,] -0.6331409495 -0.4177694871 -0.494061305
## [76,] 0.3636597723 -0.8280548058 0.747730775
## [77,] -0.3994133902 0.4743762938 0.504540228
## [78,] 1.5605601080 0.7876581006 0.247336007
## [79,] 3.2762395197 1.4978176914 0.502264793
## [80,] -0.5973103426 -0.0533184991 -0.214871394
## [81,] -0.4690322248 0.4818371844 0.201902061
## [82,] 0.3802289985 1.0246195556 -1.633314152
## [83,] 3.1877473341 -0.7837183834 0.245741887
## [84,] 1.2745929072 0.1865072206 1.639030022
## [85,] -0.6174779642 0.0174453831 -0.215604910
## [86,] 0.9587589190 -1.0348799011 0.122156531
## [87,] 0.1850161405 -0.0109943974 0.595197418
## [88,] 1.1799803051 -0.9850110642 -1.847729514
## [89,] -0.2938252280 0.5193128979 -0.063149007
## [90,] 0.1697684540 0.4325098381 0.499560509
## [91,] -0.4919944051 -0.6445751344 0.122567555
## [92,] 0.0140841942 -0.1698398541 -0.292896898
## [93,] -0.4626291583 -1.2278044813 -0.381788495
## [94,] -0.5689903331 -0.4708780485 0.015361825
## [95,] 0.8959686320 0.2743480854 -1.024553764
## [96,] 1.1736444113 -0.9806661829 0.422461400
## [97,] -0.7763298061 0.0127698985 0.531111682
## [98,] -0.9719232919 0.3599370279 0.617508706
## [99,] -0.7657608590 0.2151021419 -0.496271740
## [100,] 0.1890881341 0.1692322972 -0.571225992
## [101,] -0.0640395495 -0.5122925080 -0.123894067
## [102,] -1.1496994774 1.1657630271 0.140348167
## [103,] -0.9853492742 -0.4271854603 0.317956194
## [104,] -0.6633040202 0.8990213755 -0.147247021
## [105,] -0.7415053172 0.3457199200 0.245488524
## [106,] 0.9112556004 1.7205366835 -1.680759914
## [107,] -0.3159786458 0.8240083629 0.298592890
## [108,] -0.9730107186 -0.1175005016 -0.157266667
## [109,] 3.5875920110 0.4878151065 1.504642118
## [110,] -0.7040239822 0.4006762885 0.020945573
## [111,] -0.6065643708 0.9764275894 0.859957139
## [112,] -0.0694843081 1.0733708867 1.075945681
## [113,] 1.2465976899 2.1274934141 1.023152130
## [114,] -0.3128951742 1.3121191513 0.419283809
## [115,] -0.7530183122 1.2992728838 -0.384620293
## [116,] -0.6243193641 0.0949809880 -0.114060521
## [117,] -0.5215551749 1.5813117164 2.587008708
## [118,] 0.8879181179 0.6963264669 -1.366565879
## [119,] 1.3230659941 0.8837802747 -1.232169518
## [120,] 0.0449250940 -0.8782922791 0.840462168
## [121,] -0.8287072531 0.0780239994 -0.771136351
## [122,] 0.8689393839 -0.5994570725 0.513356547
## [123,] 3.6545355400 0.6291575435 2.769722381
## [124,] -0.2390648738 0.0202486847 -0.415774183
## [125,] -0.5397920528 -0.1465089658 -0.115979223
## [126,] -0.7828258901 -0.9176351315 -0.504093354
## [127,] -0.1140079535 -0.6383755762 -1.510857470
## [128,] 0.5307348900 -1.7704348977 0.717081530
## [129,] 0.3283666252 0.8070050707 0.349524341
## [130,] 1.2044186089 -0.1857579568 -0.028663978
## [131,] -0.5642263919 0.3732403130 -0.440009814
## [132,] 0.4426544291 -0.4458788957 -0.771310013
## [133,] 0.3803195636 -0.5489759586 -0.494702881
## [134,] -0.0773828066 -0.7388712661 -0.757843512
## [135,] 0.4972731075 -1.1587580016 0.385630528
## [136,] -0.6295836557 -0.1551916635 0.116437203
## [137,] -0.6427223755 -0.2794479653 0.793824162
## [138,] -0.9046526597 -0.0550416192 -0.197438910
## [139,] 0.8850008782 0.6920469632 3.136391319
## [140,] -0.5591791612 0.6139784373 0.685370710
## [141,] -1.3751779873 0.1502600709 0.078637610
## [142,] 0.4191039634 -0.6231383885 0.152743423
## [143,] -0.6496461512 0.2642507879 0.125971382
## [144,] -0.4777084852 0.0553873720 -0.618403292
## [145,] -1.0755974149 -0.2317919770 0.458140191
## [146,] -0.2520621651 1.1330761452 0.622296435
## [147,] 0.6547831746 2.0768198165 -0.389471065
## [148,] 0.1398522426 0.4019392500 1.188629461
## [149,] -0.0705083594 -0.1463403559 -0.894345490
## [150,] -0.7487157173 -0.8806646298 -0.392220190
## [151,] -0.5693376851 -0.2861284249 0.079321946
## [152,] -0.0379713113 3.0028444692 0.121544279
## [153,] 1.6758138403 4.5115583502 3.608206995
## [154,] -1.0317581866 -0.0314645557 0.009635528
## [155,] -0.2757775688 0.4086909027 0.076999360
## [156,] -0.7193400067 0.0184296026 -0.200940725
## [157,] 0.9737669255 0.0277076731 1.402707183
## [158,] -0.2070220696 -1.1956640340 1.127704755
## [159,] -0.9853746698 -0.2632777833 -0.260990577
## [160,] -1.2032432717 -0.2087862914 0.496416998
## [161,] -0.3041202835 0.7636360260 0.853238430
## [162,] 0.9344448541 -1.1985302658 1.642535169
## [163,] 1.7413579574 -0.6853881558 -0.732707076
## [164,] -0.3479170593 0.5278373487 0.105680970
## [165,] 1.5853922356 -1.8820930613 -0.423446561
## [166,] -0.8539028590 -1.0819879714 0.028422486
## [167,] -1.1677144209 0.0619964882 -0.143923827
## [168,] 0.3844803267 -1.0125012433 0.189949281
## [169,] 1.4692458826 -0.3439404541 1.149218335
## [170,] -0.5964638963 -0.8436131374 -0.227247639
## [171,] -0.6992486629 -0.1136402063 -0.342892281
## [172,] -0.0533331168 -0.9361361061 -0.557760267
## [173,] 0.8152007560 0.4631190226 -1.406434501
## [174,] -0.8160701718 0.2884549188 0.055659929
## [175,] -1.1345120054 -0.3514561627 0.113010201
## [176,] -1.4016214875 0.3975638269 0.239509152
## [177,] 0.3594821034 2.6230254975 2.305592486
## [178,] 0.7416808151 0.5873701103 -0.470247211
## [179,] -1.3374185778 -1.1988337070 0.366852660
## [180,] -1.0336719014 -0.5781039577 0.251246968
## [181,] 2.7785865079 -2.4597859739 0.104837848
## [182,] 2.4255688466 0.5865599268 -2.410018749
## [183,] 0.1887340346 -0.8169583491 -0.977368719
## [184,] -0.6293608007 0.2644449793 0.915036850
## [185,] -0.1508466767 -0.3872118351 -1.713216265
## [186,] -1.0126644069 0.1718524403 0.984874764
## [187,] 0.1098462661 -1.4156853854 -0.921895654
## [188,] -0.7634668822 -0.0565693026 -0.246302578
## [189,] -0.9759317588 -0.1032320098 0.224696698
## [190,] -0.8750733630 -0.3173304512 0.112853363
## [191,] 1.3823251487 3.3768622005 0.490557146
## [192,] -0.6412631252 0.0056943651 2.440476109
## [193,] -1.0622293616 -0.4576115133 -0.671687645
## [194,] 0.4849041139 0.9978677324 -0.832261501
## [195,] 0.6631692250 0.9260915874 -0.248165465
## [196,] -0.8156748439 -0.3331292554 -0.013576920
## [197,] 0.6373299596 0.8583401589 1.092548209
## [198,] 0.2859792085 -1.0265895008 1.754326221
## [199,] 1.0868400724 -1.3445749862 -1.487416127
## [200,] 0.3273745474 0.2967815589 -1.649431148
## [201,] -0.4108795425 -0.0480472417 -0.288702372
## [202,] 0.6033146392 -0.8975341926 -1.085740845
## [203,] 2.6059108793 -0.4869060315 0.391543246
## [204,] 1.0922583201 1.1218067481 -0.618995520
## [205,] -0.1267041501 0.2092168759 -0.417593779
## [206,] -0.0209358737 -0.3717364040 -1.178028205
## [207,] -1.0659873332 0.5910576704 0.407719008
## [208,] 0.0583074322 -1.2519180638 0.390808413
## [209,] 0.0004363558 0.8760742785 -1.058968867
## [210,] -0.3973489377 -1.0911212390 -1.156140740
## [211,] 1.1968642245 -0.9768294231 1.928577127
## [212,] -0.8253963123 -0.0722987185 -0.246015892
## [213,] 3.3766186410 -3.1978272584 5.944867280
## [214,] 0.9255529783 0.3571730854 3.211672412
## [215,] 0.6649497890 0.8899787782 -0.393899808
## [216,] 0.2722167619 0.9610477416 -1.016593449
## [217,] -0.1912065931 0.8563453390 0.405955714
## [218,] -0.7204736773 0.3005377345 1.042833066
## [219,] 1.3826473592 -1.3688048245 0.181124116
## [220,] 1.0809461276 -1.9225185106 -0.344631719
## [221,] -0.5394333659 -0.4006328418 -1.117797894
## [222,] -0.3091323550 0.1570089310 -0.592142472
## [223,] -0.8495750794 0.6912995267 -0.002126623
## [224,] 0.5527798636 -0.2631033326 -1.688987090
## [225,] -0.6442816471 -0.5655477943 -0.183741726
## [226,] -0.2289662677 -0.7323711300 0.074241309
## [227,] -1.0176745938 0.1707241670 -0.446614121
## [228,] -0.0789066303 -0.2453335689 -1.109415265
## [229,] -0.4345028345 0.1027095110 -0.799414787
## [230,] 0.7689191103 1.7261488028 -1.575018512
## [231,] 0.9648527711 0.0963501647 -2.118540016
## [232,] -1.2478141679 -0.4027789445 0.255671243
## [233,] -1.1536533453 -0.3547300884 0.429830177
## [234,] 0.9211443298 -1.6236010311 0.020996573
## [235,] -1.0562669042 0.5443296927 0.139537611
## [236,] -0.6428672441 -0.5214783583 0.131327159
## [237,] 2.1122582830 -1.3931410379 0.315047688
## [238,] 0.8442574291 -1.9860796440 0.536157528
## [239,] -0.1607879627 -0.1155789708 0.690473985
## [240,] 1.0708574800 -0.8913481709 -1.780992486
## [241,] -0.6785377240 -0.4111359302 0.130301701
## [242,] -1.2689225030 -0.5857853312 0.068408130
## [243,] 0.2832769682 2.0081232059 0.011247721
## [244,] -0.5693706314 -0.5742193798 0.704684891
## [245,] 1.1985378110 -0.4436738471 0.592040687
## [246,] -0.6349107115 0.6792818439 0.922585106
## [247,] -0.9213518255 -0.3757339018 0.423517655
## [248,] 0.2979450802 1.0060301455 -1.498881718
## [249,] -0.8230362489 0.3563633539 0.305750355
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## [546,] -0.5673002404 -0.5556295065 0.145332848
## [547,] -1.2034109489 0.0204898647 0.286346640
## [548,] -0.7566686358 1.0260646453 0.018595973
## [549,] -1.0372681398 0.2994858414 0.721034144
## [550,] -0.6497470009 0.0074778804 0.862072767
## [551,] -1.2365622566 -0.2172366880 0.474061583
## [552,] -0.6753633332 0.5323759205 0.616313247
## [553,] -0.8668144038 -0.5671186560 0.288627064
## [554,] -0.9311134561 0.5898604282 0.686975257
## [555,] -0.7329915538 -0.2389983008 0.272994378
## [556,] -0.6367314025 0.8469546460 0.543703266
## [557,] -0.9742894177 0.2768256680 0.137836351
## [558,] -1.0827204076 0.2766903181 1.463986981
## [559,] -0.0078373164 0.0553321767 0.117555526
## [560,] -0.3117557023 0.8037545739 0.542918530
## [561,] -0.2637297378 0.0807503607 0.458647711
## [562,] -1.1534740001 -0.7083908273 0.537286228
## [563,] 1.5139026108 1.6220362446 -2.367187829
## [564,] 2.3362636274 0.1616330311 1.568237408
## [565,] 1.7288597117 -1.2537970059 2.224890721
## [566,] 0.9943262416 -1.5756999175 0.892713790
## [567,] 0.2820950082 -0.7683877855 0.035924301
## [568,] 3.0493999147 0.6254330612 -2.014812283
## [569,] -1.3225769120 0.2505211305 0.979883772fa.diagram(FA)