STA581-06 - Metode Seleksi Peubah untuk High-dimensional Data
A. Pendahuluan
A.1 Package
Berikut adalah packages yang akan digunakan dalam praktikum ini, yaitu :
| Nama Package | Kegunaan |
|---|---|
broom |
untuk merapikan tampilan data |
glmnet |
metode seleksi LASSO dan RIDGE yang digunakan dalam praktikum ini, menggunakan package ini. |
glmnetUtils |
merupakan package tambahan dari glmnet yang memungkinkan syntax glmnet bisa dinput menggunakan object data.frame |
leaps |
Kita akan menggunakan fungsi regsubset sebagai metode seleksi peubah dengan bestforward |
ggplot2 |
Kita akan menampilkan beberapa plot dengan fungsi ggplot |
varbvs |
Sumber leukemia yang akan dipakai dalam praktikum ini |
Untuk melakukan Instalasi, Anda bisa menggunakan syntax berikut ini :
install.packages(c("broom","glmnet","glmnetUtils","leaps","tidyverse","varbvs"))Jangan lupa untuk load package tersebut.
library(broom)
library(glmnet)
library(glmnetUtils)
library(leaps)
library(tidyverse)
library(varbvs)Sebenarnya Anda tidak perlu untuk load keseluruhan pakcage, Anda bisa menggunakan syntax namapackage::fungsi untuk menggunakan suatu fungsi dari suatu package di R, selama package tersebut sudah Anda Install.
A.2 Data
Data yang akan digunakan dalam praktikum ini, adalah dataset leukemia yang berasal dari package varbvs.
Expression levels recorded for 3,571 genes in 72 patients with leukemia (Golub et al, 1999). The binary outcome encodes the disease subtype: acute lymphobastic leukemia (ALL) or acute myeloid leukemia (AML).
data("leukemia",package = "varbvs")
class(leukemia)## [1] "list"glimpse(leukemia)## List of 2
## $ x: num [1:72, 1:3571] 0.562 -0.623 -0.815 0.229 -0.706 ...
## ..- attr(*, "scaled:center")= num [1:3571] -1.048 -0.867 -1.121 -0.875 0.208 ...
## ..- attr(*, "scaled:scale")= num [1:3571] 0.462 0.514 0.461 0.451 0.487 ...
## $ y: num [1:72] 0 0 0 0 0 0 0 0 0 0 ...class(leukemia$y)## [1] "numeric"class(leukemia$x)## [1] "matrix" "array"Perlu berhati-hati disini, karena data yang digunakan untuk package glmnet berupa matrix, bukan merupakan data.frame, namun di sini Kita juga menggunakan glmnetUtils yang mengakomodasi penggunaan data.frame
leukemia = data.frame(y=leukemia$y,leukemia$x)
class(leukemia)## [1] "data.frame"class(leukemia$y)## [1] "numeric"class(leukemia$X1)## [1] "numeric"Untuk melihat bagaimana bentuk dataset leukemia setelah dibentuk menjadi data.frame, Anda bisa menggunakan syntax berikut ini :
glimpse(leukemia)## Rows: 72
## Columns: 3,572
## $ y <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ X1 <dbl> 0.561549117, -0.623141166, -0.814523716, 0.229492381, -0.7060...
## $ X2 <dbl> 0.2135665, -0.9121070, -1.0840693, -0.9657190, 0.6608835, 0.5...
## $ X3 <dbl> -0.63658419, -0.46529610, -0.58312655, -0.52505993, -0.548305...
## $ X4 <dbl> 0.3471240, -0.7343446, 1.7859125, -0.1880159, -0.7028398, 0.4...
## $ X5 <dbl> 0.54550893, -0.53989821, 1.44506358, -0.53460256, -0.28570719...
## $ X6 <dbl> 1.7202349429, 0.0001122465, 1.0993420138, 1.1774465267, 0.428...
## $ X7 <dbl> 1.8557333, -0.7175825, 1.1115953, 1.0579225, 1.1448966, 1.271...
## $ X8 <dbl> 1.8008989, 0.7336606, 1.1786761, 1.1268321, -0.1801644, 1.196...
## $ X9 <dbl> 0.109674775, 0.018899509, -0.193477159, 0.289005757, 0.194169...
## $ X10 <dbl> -0.28862212, -0.15957290, -0.11615470, -0.08584216, 0.2514612...
## $ X11 <dbl> 0.17239898, -0.05512477, -0.30992514, 0.38078490, 0.33173580,...
## $ X12 <dbl> -0.056535636, -0.231349506, -0.427120893, 0.126031546, 0.0658...
## $ X13 <dbl> -2.937970e-01, 1.055416e+00, 1.166873e+00, -8.883756e-01, 8.8...
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## $ X354 <dbl> -0.8281401, 1.5458589, -0.3087821, -0.7846394, -0.2449512, 1....
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## $ X384 <dbl> 1.49799264, -0.96807414, 0.63179297, 0.80298985, 0.22329506, ...
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## $ X386 <dbl> -1.1217065, 0.4086538, -1.1431507, -1.0045107, 0.3868239, -0....
## $ X387 <dbl> 0.2049403, 0.4780470, -0.2704635, -0.6597044, 0.5115624, -0.9...
## $ X388 <dbl> -0.11051532, -1.20566845, 0.73362271, -0.76393765, 1.04833712...
## $ X389 <dbl> -1.3900868, 0.9142360, -1.4004467, -1.3334684, 0.3925769, -0....
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## $ X395 <dbl> -0.83186499, -0.27712877, -1.18182163, -2.07252844, 0.2382170...
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## $ X401 <dbl> -0.52285428, 0.69177536, -1.98284063, -0.37537892, -0.2032322...
## $ X402 <dbl> 1.0028720, -0.6687754, 0.9124426, 0.4521315, 0.4203537, 0.573...
## $ X403 <dbl> -0.39333344, -1.10573391, -1.23022790, 1.46907285, 0.76323194...
## $ X404 <dbl> -0.58716659, 0.78510005, 0.39052237, 0.26974685, -0.98952029,...
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## $ X408 <dbl> -1.75868562, -2.26251856, -0.33999658, -0.60273068, -0.368774...
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## $ X417 <dbl> 0.49194051, 0.57321140, 0.09639085, 0.57357028, 0.62339564, -...
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## $ X423 <dbl> 1.2274362, -0.7928955, 0.1172473, 0.9360735, 0.2485273, 0.360...
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## $ X425 <dbl> 0.9571033, -0.7789594, 1.4504676, -0.8333033, -0.8544412, -0....
## $ X426 <dbl> -0.26920658, 0.61339907, 0.05429520, 0.71377561, -0.89405280,...
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## $ X428 <dbl> 0.17794855, 1.00174424, 0.26889090, -0.73737457, 0.76310046, ...
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## $ X436 <dbl> -0.64142718, 0.32768260, -0.48794924, -0.95145306, -0.0565372...
## $ X437 <dbl> 1.18153743, 0.04304732, 0.42608577, 0.91010988, -0.65718296, ...
## $ X438 <dbl> 0.51758934, 0.49096798, -0.90428397, -0.67977599, -0.23082287...
## $ X439 <dbl> -2.16728629, 0.37187142, -3.15165726, -0.16615316, 0.24382916...
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## $ X452 <dbl> -2.609599512, -0.134801069, -1.141453704, 0.352895332, 1.2046...
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## $ X697 <dbl> 0.76262677, -0.51185763, 0.44083068, 0.78508121, 1.20764515, ...
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## $ X699 <dbl> -1.2920209, -0.2302165, 1.2743212, -0.2835925, -1.2534196, 0....
## $ X700 <dbl> -1.0045392, 1.7073924, -1.0158163, -0.9429080, -0.3350033, -0...
## $ X701 <dbl> -0.47255364, -0.39764051, -0.03427288, -0.27099732, -1.823883...
## $ X702 <dbl> 0.381101342, 0.520348921, 1.063333375, -1.300253257, -1.31884...
## $ X703 <dbl> 0.4764764, 0.5813101, 0.4737214, -0.7812810, -1.3848953, -0.6...
## $ X704 <dbl> -2.28216287, 0.40077309, -1.00576671, 0.27528779, -0.06348341...
## $ X705 <dbl> -1.04211643, 1.23885638, -0.01693893, 0.07690913, 1.21098836,...
## $ X706 <dbl> -0.05636468, 0.33212784, -1.33129878, -0.40104193, 0.65856929...
## $ X707 <dbl> -1.02641338, 0.78885155, -0.14686905, -0.07399961, 0.53207384...
## $ X708 <dbl> -0.051200206, -0.325366825, -0.468760262, 0.365427755, -0.126...
## $ X709 <dbl> 0.307066575, -1.877202739, 0.731876328, 0.644584490, -0.45208...
## $ X710 <dbl> -0.63153674, 0.76823476, 0.66578168, -0.03293058, 0.06270121,...
## $ X711 <dbl> 0.144114542, -0.689535879, -1.075772105, -0.968037473, 0.3069...
## $ X712 <dbl> 0.76397958, -0.96747357, -0.24030083, 0.45498445, 0.42743529,...
## $ X713 <dbl> 2.0016153, 0.2978872, 1.3046541, -0.5617142, -0.9871662, -0.6...
## $ X714 <dbl> -0.3559569, -0.9234038, -0.7567539, -0.7954343, -2.9156194, 0...
## $ X715 <dbl> 0.13097237, -0.84233321, -0.03752817, -0.05318460, -0.9934862...
## $ X716 <dbl> 0.88589214, 0.55323248, 0.91324244, 0.84130777, 0.72407400, 1...
## $ X717 <dbl> 0.829527535, 0.002803307, 0.810725524, 1.012355213, -0.999454...
## $ X718 <dbl> 0.15114251, -1.34141615, 1.52502173, -0.45744705, -0.22138774...
## $ X719 <dbl> -0.79457079, 0.46282983, -0.00581535, -0.53886749, 0.93894999...
## $ X720 <dbl> 0.5473611, -3.1743813, 1.0208292, 0.3246379, 0.3348193, 0.280...
## $ X721 <dbl> 0.8544753, -0.7226663, 0.8829582, 1.6501052, -1.1686070, 0.58...
## $ X722 <dbl> 0.040139767, -0.732858579, -0.954717116, 2.408888051, -0.0882...
## $ X723 <dbl> 0.69024058, 0.85104719, 1.67478450, 1.26538687, 0.19144141, -...
## $ X724 <dbl> 0.096968697, -1.013206468, -1.382812918, 0.137797755, 0.64047...
## $ X725 <dbl> -1.5182575, 0.1854408, 1.1301959, -1.0363180, -0.6430865, 1.5...
## $ X726 <dbl> -0.21889800, 0.75039085, 0.79138774, -0.42463726, 1.55595463,...
## $ X727 <dbl> 0.29583259, -0.94139067, 1.15411386, -0.34757130, 0.27420727,...
## $ X728 <dbl> 1.48743785, -0.63514185, 1.60066550, -0.10765257, 0.32050727,...
## $ X729 <dbl> -0.15501554, -0.88675445, -0.62707728, -0.59699208, -1.807361...
## $ X730 <dbl> -0.082797647, -1.700036437, -0.666096082, -0.009186129, 0.435...
## $ X731 <dbl> -0.25390944, -0.64857234, 0.05199590, -1.09602537, -1.4094799...
## $ X732 <dbl> 0.8460228, 0.6070405, 0.9903861, 0.7218609, -1.2121660, 0.928...
## $ X733 <dbl> 0.14463742, -0.06014464, 1.98569969, 0.50944941, -1.96522073,...
## $ X734 <dbl> -1.69649562, 0.37192361, -0.68502939, 0.10258894, -0.07932736...
## $ X735 <dbl> -0.11916726, 1.01986622, 0.32619041, -0.89537192, -1.02877182...
## $ X736 <dbl> -1.01030849, 0.98807272, 0.74045879, -1.15217891, 0.97722080,...
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## $ X738 <dbl> -0.06126930, -0.13901421, -0.95071265, -0.39181393, -0.414823...
## $ X739 <dbl> -1.0995773, 1.4072799, -1.1114582, -0.4880014, -0.3056544, -0...
## $ X740 <dbl> -0.945228405, 1.888103203, -0.962656250, -0.849982604, -0.009...
## $ X741 <dbl> 0.53458189, 0.19980032, -0.11310321, -0.81323761, -0.02133296...
## $ X742 <dbl> 0.13782996, 0.66786303, 1.10071908, 0.93674145, 1.46591061, 0...
## $ X743 <dbl> 0.40774966, -0.12258016, 1.25337279, -0.75821267, 0.07339284,...
## $ X744 <dbl> -0.6124627173, -0.3941972518, -0.6384658137, -0.4703518729, -...
## $ X745 <dbl> 2.48007190, 0.70295300, 1.15964036, 0.04427865, -0.37877342, ...
## $ X746 <dbl> -0.191341119, 0.659536011, 0.525401986, 0.467589991, -0.71638...
## $ X747 <dbl> -0.63225787, 0.54994941, -0.53163446, -1.16643281, -0.8070345...
## $ X748 <dbl> -0.15735217, -0.03456078, -1.17066945, -1.11149938, -0.427426...
## $ X749 <dbl> -0.5070620, -1.4961552, 0.8508998, 0.5148654, -0.3979247, 0.5...
## $ X750 <dbl> 0.08046458, -1.62612646, -0.35320762, 0.48711649, 0.75495751,...
## $ X751 <dbl> -0.02181318, 0.46013420, -0.25465684, -0.37426236, 0.67979799...
## $ X752 <dbl> 0.2732515, -0.1523306, 0.2373128, 0.1652168, 0.9340182, 1.276...
## $ X753 <dbl> -0.59294325, -0.21859356, 0.09821896, -0.97333491, 0.89206121...
## $ X754 <dbl> 0.43185891, 0.58524846, 0.47611669, 0.55500017, -0.80268236, ...
## $ X755 <dbl> 1.017673823, 0.966074792, 0.355594098, 0.529687850, -0.329822...
## $ X756 <dbl> -1.071189248, -0.841595525, 0.868751646, -0.921702669, -0.926...
## $ X757 <dbl> 0.47750726, -0.04293808, 0.97844389, -0.02646402, -1.46365640...
## $ X758 <dbl> -0.65774584, -0.37121461, -0.69188179, -0.47118772, -0.510073...
## $ X759 <dbl> -0.12758499, 1.09631394, 1.08207225, -0.06206494, -1.10962075...
## $ X760 <dbl> 0.66592301, 0.63117677, 0.83698309, -0.02495469, 0.69308585, ...
## $ X761 <dbl> 0.92978506, 0.59923255, -1.63172039, 0.19240255, -0.15389196,...
## $ X762 <dbl> 1.42956243, -1.18957240, 0.23336161, -0.61125745, 0.35934550,...
## $ X763 <dbl> -0.1891749, 0.7639054, 0.6465563, -0.3417154, 0.8605018, 0.23...
## $ X764 <dbl> -0.78651047, -0.66074549, -0.80149350, -0.70462593, 1.2750310...
## $ X765 <dbl> 0.1982793, 0.4149594, -1.5524310, -1.4537328, 0.9824366, -0.5...
## $ X766 <dbl> -0.10078273, 2.28292401, 2.49807686, 0.76644299, 1.54526737, ...
## $ X767 <dbl> 0.19000733, -1.21558231, 0.92513879, 1.78167410, 0.67681377, ...
## $ X768 <dbl> -1.04158888, 1.00168193, -0.62509387, -1.14469603, -0.0785502...
## $ X769 <dbl> 1.36990133, -1.36430406, 1.56768448, 1.85292244, -1.42533751,...
## $ X770 <dbl> -0.75210444, -0.44552116, -0.78862929, -0.55249059, -0.594097...
## $ X771 <dbl> -0.183142766, -0.104600918, -0.026255939, -1.189538977, -0.38...
## $ X772 <dbl> -1.52380865, 0.28150910, 0.21116693, -0.19665854, -0.80761781...
## $ X773 <dbl> -1.73617048, -0.05172081, -0.97181283, 0.43497713, -0.4132410...
## $ X774 <dbl> -0.165188901, -0.817547960, 0.008728181, 0.553517939, 0.96713...
## $ X775 <dbl> -0.8588880, 2.8454625, -0.8753265, 1.2967356, -0.7877753, -0....
## $ X776 <dbl> -0.8966609, -0.7668089, -0.9121308, -0.8121153, -0.4816091, -...
## $ X777 <dbl> -1.50427405, 0.55738754, 0.41657781, 1.22942472, 1.92056880, ...
## $ X778 <dbl> 0.44998119, -0.34860521, 0.41711599, 0.68393977, 0.95985487, ...
## $ X779 <dbl> -0.055526309, 0.150392334, 1.194774745, 0.177909398, 0.127428...
## $ X780 <dbl> -0.1782111, -0.6109040, -0.2820243, 0.0173338, -1.9598877, -0...
## $ X781 <dbl> 0.52142536, 0.16561341, 1.31726462, 0.77679801, 0.64016884, 0...
## $ X782 <dbl> -0.68422723, -0.43223696, -0.71424814, -0.52015844, -0.554356...
## $ X783 <dbl> -0.68674532, -0.53664282, -0.70462781, -0.58901482, -0.609385...
## $ X784 <dbl> -0.002760257, -0.686150002, -1.031677799, -1.440523864, -1.10...
## $ X785 <dbl> -0.704886816, 1.198233116, -0.544913888, -1.301638442, -0.458...
## $ X786 <dbl> 1.13571751, 0.28472511, -0.14163685, -1.09991968, -0.31078088...
## $ X787 <dbl> -0.93349735, -0.77660581, -1.66466684, 0.15185318, 0.65456987...
## $ X788 <dbl> 0.05502368, -0.59767458, 1.38141799, 0.72514214, -0.71240605,...
## $ X789 <dbl> 1.407202566, 0.984799879, -0.013178973, -0.008731454, -1.4001...
## $ X790 <dbl> 0.31167144, -0.84291861, 1.08315445, 1.50887794, 0.95854875, ...
## $ X791 <dbl> -0.21308961, 0.49208437, 0.72089056, -0.22917826, 0.64613649,...
## $ X792 <dbl> 0.12166525, 1.33560074, -0.01813486, -1.09133438, -1.10795426...
## $ X793 <dbl> -1.5946112, -0.2362002, 0.9681391, 0.3076640, 0.6363837, -0.5...
## $ X794 <dbl> 1.312757064, -1.291515036, -0.246844214, -1.341465639, -1.360...
## $ X795 <dbl> 0.58403586, 0.75057320, 0.87451009, -0.53643387, -1.54516116,...
## $ X796 <dbl> 0.9074734, -0.5790217, 1.6271490, 0.3331860, -1.9010876, 1.30...
## $ X797 <dbl> 0.006753091, -0.523866147, -0.709389578, -0.581706036, 0.1755...
## $ X798 <dbl> -0.29717554, 1.35214978, 0.27610855, -0.94873417, 0.34359940,...
## $ X799 <dbl> -1.807199780, -0.951603299, 1.210374726, -0.341151903, -1.730...
## $ X800 <dbl> 0.471591489, -0.969519003, 1.391169946, 0.553611208, -0.50524...
## $ X801 <dbl> 2.25293827, -0.70178197, -0.27232455, -0.76803582, -0.1656223...
## $ X802 <dbl> -0.8407008, -0.6882407, -0.8588642, 1.0377815, 0.4637632, -0....
## $ X803 <dbl> 0.44009849, -1.37109331, 0.42110271, 0.51317051, 0.62133894, ...
## $ X804 <dbl> 0.42258971, 0.34800459, 1.44382984, 0.10350946, -0.86865219, ...
## $ X805 <dbl> 0.88292652, 0.49627284, -1.03939602, -0.95853050, -0.70101080...
## $ X806 <dbl> -1.4016528, 1.1467974, 0.4090352, 0.1577935, -0.9360072, 1.07...
## $ X807 <dbl> -1.2135400, -0.1163370, 1.2733691, -0.4732839, 0.4541180, 0.9...
## $ X808 <dbl> 1.02684568, 0.54928382, 1.08585075, 0.80008564, 1.13039879, -...
## $ X809 <dbl> -2.0955776, 1.0267359, 0.2661085, 0.3316478, 0.2262840, -0.80...
## $ X810 <dbl> 0.39876145, 0.89794645, 0.42848143, 0.17592121, -2.56088968, ...
## $ X811 <dbl> 0.7250904, 0.2820652, 0.8017943, 0.6739907, -1.3271362, -1.16...
## $ X812 <dbl> -0.93426584, 0.69179705, -0.96219570, 1.55449935, -0.31760741...
## $ X813 <dbl> 0.14018771, 0.19873872, -0.15053831, 0.73707063, 1.25279016, ...
## $ X814 <dbl> -0.326105291, 1.086212665, -0.341750082, -0.199660404, -1.025...
## $ X815 <dbl> -0.96487528, 1.42992978, -0.97851542, -0.89032986, 1.26061489...
## $ X816 <dbl> -0.38620595, 0.03220944, -0.35742009, 0.44176744, 0.17952213,...
## $ X817 <dbl> -0.71713377, 0.54749595, 1.26842083, -0.28249663, 0.57776344,...
## $ X818 <dbl> -0.106740045, 0.376283244, 0.342701817, -0.006726427, 0.80106...
## $ X819 <dbl> -0.649156833, -0.477542262, -0.669602167, -0.537420001, -0.56...
## $ X820 <dbl> -0.53692231, -0.24378304, 1.40189199, -0.15046835, -0.5926893...
## $ X821 <dbl> -0.9756550, 0.3900964, -0.5120326, -1.7970168, -0.3626550, 0....
## $ X822 <dbl> 0.5241384, -0.6043923, -1.1918993, -1.0716689, -0.7627095, -0...
## $ X823 <dbl> -1.419803555, 1.052819973, -0.648019600, -1.321601137, 0.5268...
## $ X824 <dbl> -0.80604685, -0.24406824, 0.69346313, -0.66778290, -0.0399609...
## $ X825 <dbl> 0.145771300, -0.970174628, -0.347415616, -0.847133788, -0.159...
## $ X826 <dbl> 0.40269121, -0.18159329, 0.41881534, 0.47866735, 1.44354577, ...
## $ X827 <dbl> 0.29691439, 0.15768755, 0.18456260, 0.60632210, -1.77603526, ...
## $ X828 <dbl> 0.68997618, 0.58359335, 1.41016955, 0.75783305, 0.95197833, 0...
## $ X829 <dbl> -0.2330914, 0.2996047, 0.4840565, -0.1446695, 0.7749041, 0.09...
## $ X830 <dbl> -0.2829601, -0.4563990, -1.2771821, 0.6526541, 0.7991102, 1.1...
## $ X831 <dbl> -0.23518901, 0.01896759, -0.52985929, 0.32317110, 1.22608947,...
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## $ X833 <dbl> -0.88331045, 0.31841698, -0.89903761, -0.79735913, 0.29887057...
## $ X834 <dbl> 1.04603356, 0.32361290, 1.08211916, 0.73430405, 1.60112157, 0...
## $ X835 <dbl> -0.73607877, -0.44541809, -0.77070668, -0.54683200, -0.586278...
## $ X836 <dbl> 0.3401825, 0.1133822, 0.9656647, -0.6388651, 0.5331190, -0.26...
## $ X837 <dbl> 1.11696590, -0.61709796, 1.01770296, 0.40525723, 1.02167345, ...
## $ X838 <dbl> 0.13213036, 0.56813055, 0.79629244, -0.40017621, -0.84284886,...
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## $ X840 <dbl> -0.11971493, -0.66070356, -0.35980594, 1.58944510, -0.8152151...
## $ X841 <dbl> 0.226981331, 1.102763303, -0.754940851, 1.173305636, -1.34701...
## $ X842 <dbl> -0.583497548, -0.587147966, -0.349898149, 1.081351927, 0.3189...
## $ X843 <dbl> -2.21918829, 0.35857558, -1.37432519, -2.15896325, 0.39460288...
## $ X844 <dbl> 0.546682455, -0.144582954, -0.683611769, 0.516117436, -0.3258...
## $ X845 <dbl> 0.06685192, -0.63783757, -0.48897784, 0.58489381, 1.21097222,...
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## $ X847 <dbl> 0.61038362, 0.28709964, 0.36307460, 0.45788836, 1.65159645, 0...
## $ X848 <dbl> 1.334504191, -1.558785793, 1.169732439, 1.053766811, -0.22910...
## $ X849 <dbl> 0.14048331, -0.14440624, -0.16981666, -0.17771001, 0.29612067...
## $ X850 <dbl> 0.18147699, 0.81262643, 1.66904499, 0.09471343, -0.12290030, ...
## $ X851 <dbl> -0.04786562, 1.71364954, 1.51779991, 0.31878905, 0.15970388, ...
## $ X852 <dbl> -0.87337369, 1.00676678, 0.05436882, 0.76097778, -0.40806122,...
## $ X853 <dbl> -1.0404635, 1.2700549, -0.5369061, -1.2864823, -0.4656959, -0...
## $ X854 <dbl> 0.54081182, 0.39653561, 0.37869189, -0.29123250, 1.72807968, ...
## $ X855 <dbl> 0.44841719, -0.64107538, -0.99680214, 0.49328941, 0.37759513,...
## $ X856 <dbl> 0.31953193, 1.10752453, 1.36042494, -0.87978227, -0.07486595,...
## $ X857 <dbl> 1.39304739, 0.22446209, 1.48900545, -0.12877985, -0.94073616,...
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## $ X859 <dbl> -0.32721003, -0.48795893, -0.05014423, -0.56696880, -0.597700...
## $ X860 <dbl> 0.4580030, 0.1908636, 1.2132464, -1.0459239, -0.1949679, 0.43...
## $ X861 <dbl> 0.84930420, 1.32577510, 0.75889601, 0.28741114, 1.15458619, -...
## $ X862 <dbl> 1.06197177, -1.59826470, 1.11318676, -1.64811708, 1.05549482,...
## $ X863 <dbl> -0.07777873, 0.04068585, 0.72957727, 0.82612326, -1.15179214,...
## $ X864 <dbl> -0.71421527, -0.43721125, -0.74721620, -0.53386024, -0.571453...
## $ X865 <dbl> -0.70537564, -0.39785510, -0.74201216, -0.50515156, -0.546886...
## $ X866 <dbl> 2.75475851, -0.83720555, 0.89434365, -0.88380572, -0.90193157...
## $ X867 <dbl> 0.06623995, 2.36794285, 1.20570734, 0.72289789, -1.61316355, ...
## $ X868 <dbl> 1.33281050, -0.96638732, 0.84548498, 0.40673424, 0.34079278, ...
## $ X869 <dbl> 0.6798566, -0.2014134, -1.6241501, 0.5844786, 0.5946637, -1.3...
## $ X870 <dbl> 0.971916298, -0.276919952, 1.025123839, 1.704551835, -0.91157...
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## $ X872 <dbl> -0.9282037, 0.6199181, -0.9451720, 1.2876692, -0.8547990, 0.7...
## $ X873 <dbl> -0.44666084, -0.07924541, -0.41804069, 0.29740820, 0.31504544...
## $ X874 <dbl> 0.62768878, 0.18368410, 0.42751286, 0.22136340, 0.33166878, 0...
## $ X875 <dbl> 0.59285134, -0.06776431, 0.89939544, 1.51578788, -1.31188659,...
## $ X876 <dbl> 0.61977933, -0.08479834, -0.27481062, 0.80246333, 0.85058392,...
## $ X877 <dbl> 1.02495749, 2.15243808, -0.35326714, -0.78947815, -0.90911528...
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## $ X880 <dbl> -0.70273745, -0.50768703, -0.72597482, -0.57574173, -0.602212...
## $ X881 <dbl> -0.71011228, -0.55188646, -0.72896254, -0.60709275, -0.628566...
## $ X882 <dbl> 0.9797568, 0.4277318, 1.7667532, 1.3553591, 1.2315428, 0.9575...
## $ X883 <dbl> 0.80218943, -0.12625591, 0.03988603, 0.23130573, 0.26109473, ...
## $ X884 <dbl> -0.14513053, 1.31257513, 1.61853063, 0.65270633, -0.22161916,...
## $ X885 <dbl> 0.7246758, 0.4872875, 1.3620056, -1.3200843, 1.2008103, -0.99...
## $ X886 <dbl> -0.49458734, -0.99199889, -0.79190855, 0.05018482, -0.1335493...
## $ X887 <dbl> 0.28179935, 0.45858188, 0.64183358, 0.71959792, 0.40514698, 0...
## $ X888 <dbl> -0.78585190, -0.76696406, 0.45971391, -0.44813128, -0.4641703...
## $ X889 <dbl> 1.73066046, -0.21151795, 0.04084357, -1.27383496, -1.29398292...
## $ X890 <dbl> 0.77422794, 0.11166613, 0.11583097, 1.06545928, -1.16426045, ...
## $ X891 <dbl> -0.41345095, 0.71752399, 0.49671394, 0.69813263, 1.43507661, ...
## $ X892 <dbl> -0.8345258, 0.2600708, -0.7138557, 0.1365795, 1.7164545, -1.1...
## $ X893 <dbl> -0.8360673, -0.7648197, -0.8445554, 1.7233453, 1.9163382, -0....
## $ X894 <dbl> -0.93111368, -0.77417706, -0.94981035, -0.82893354, -0.099980...
## $ X895 <dbl> -0.714609613, -0.546055859, -0.008146582, -0.604865654, -0.62...
## $ X896 <dbl> 0.627947294, -0.317711178, 1.360692673, -0.799083729, -1.9747...
## $ X897 <dbl> 1.55660629, -0.20392196, 1.18712533, 0.54716086, -0.78860286,...
## $ X898 <dbl> -0.74095149, -0.59876111, -0.75789137, -0.64837251, 0.1782083...
## $ X899 <dbl> 0.87145252, -0.89641222, -0.09299700, 0.09919268, -0.98347490...
## $ X900 <dbl> 0.48251733, -1.33565665, -0.24276534, -1.17844481, 0.00785060...
## $ X901 <dbl> -0.19794641, -0.73232108, 0.53190502, 0.46173644, -1.78941670...
## $ X902 <dbl> -0.77130997, 0.32958701, 0.19003689, 0.24237684, 0.10111014, ...
## $ X903 <dbl> 0.65275450, 0.54967302, 1.37893602, -0.49995420, 0.28964938, ...
## $ X904 <dbl> 0.2622730, 1.5456118, 1.0768079, -1.0376327, 0.6266084, -0.37...
## $ X905 <dbl> -0.9632569, -0.1149475, -0.1611133, 0.6862119, -0.8137710, -0...
## $ X906 <dbl> 0.88987351, 1.46851040, 0.62179951, -0.08986614, -1.93907479,...
## $ X907 <dbl> -0.52421767, 0.09754513, -1.91508145, 0.55460021, 0.25393730,...
## $ X908 <dbl> -0.09370911, 0.93192500, 0.72322332, -0.67153686, 0.36507750,...
## $ X909 <dbl> 0.46877878, -1.27203376, 1.08904107, 0.54299183, -1.05845102,...
## $ X910 <dbl> 0.96083966, -1.46072380, 1.09908525, -0.84980178, -0.97595541...
## $ X911 <dbl> 1.17573699, -0.72945428, -0.86820320, -0.77271147, -0.0263922...
## $ X912 <dbl> 1.65267906, -0.70148486, 1.66900664, -0.78622052, -0.81917975...
## $ X913 <dbl> 0.73187521, -0.96724315, -0.31655072, 0.86672603, -0.48398257...
## $ X914 <dbl> -0.61276021, -0.50148903, -0.62601652, -0.54031246, -0.555413...
## $ X915 <dbl> 0.4336386, -0.9086772, 0.4312637, -0.2872618, 0.9952711, -0.7...
## $ X916 <dbl> 0.57118862, 0.49553564, 0.84982346, 0.50907162, -0.23291298, ...
## $ X917 <dbl> -0.87528188, 0.82870395, 0.12577928, 0.38266484, 1.76060553, ...
## $ X918 <dbl> -1.1087464, -1.0613089, -1.1143979, -1.0778602, 0.1475691, -0...
## $ X919 <dbl> -0.9480606, 0.8358920, -0.7925618, -1.2870787, 0.2713430, -1....
## $ X920 <dbl> 0.36589808, -0.30997479, 0.61826412, 0.49857204, -0.26314869,...
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## $ X922 <dbl> -0.1095950, -0.2328158, -1.1280379, -0.1482792, 0.2617645, -0...
## $ X923 <dbl> -0.51422383, 0.03636008, -0.99265610, 0.73477190, 1.31230452,...
## $ X924 <dbl> -0.76904025, -0.46661527, -0.80506971, -0.57213384, -0.613176...
## $ X925 <dbl> -1.410630140, 1.468017794, -0.195189799, -1.359924386, -1.034...
## $ X926 <dbl> 0.41091376, -1.45094250, -0.33194361, -0.78079242, 0.01639941...
## $ X927 <dbl> -1.07869199, 0.43359415, -0.07759319, -1.27692476, 0.12785039...
## $ X928 <dbl> -0.80581744, 0.17874240, 0.46813225, -1.29901595, 0.58370013,...
## $ X929 <dbl> -1.25772483, 0.69596474, -0.23087602, -0.91758116, 0.31382504...
## $ X930 <dbl> -0.07844319, -0.52486271, -1.89421397, 0.26716849, 0.58919195...
## $ X931 <dbl> -0.269688455, 0.381239650, 0.784844737, 0.544012411, 1.380072...
## $ X932 <dbl> -0.87877613, 0.37835580, 0.23060778, 0.64150275, 0.31928262, ...
## $ X933 <dbl> -0.93876795, -0.74749750, -0.96155499, 0.11979435, -0.8401912...
## $ X934 <dbl> 0.32327356, 3.83981473, -0.09804595, -0.58187676, -0.59317074...
## $ X935 <dbl> 0.6312025, -0.7012566, 1.2289021, -0.2405417, -1.3493321, -0....
## $ X936 <dbl> 1.04014051, 1.46726702, -1.09749171, -1.04440343, 1.33507938,...
## $ X937 <dbl> -0.59775259, 2.77929815, -0.61586749, -0.49875195, -0.5193875...
## $ X938 <dbl> 1.10172292, -0.16562236, 1.79587895, 0.61292366, -0.05128900,...
## $ X939 <dbl> -0.6840391, -0.4232553, -1.0007739, -1.0095847, -0.9342789, -...
## $ X940 <dbl> -0.44803372, -0.85672502, -0.49848709, 0.35832508, 0.75688261...
## $ X941 <dbl> 1.34401151, 0.53135720, -0.81924546, 0.13355500, -0.79979623,...
## $ X942 <dbl> -0.49790938, -0.45317186, -0.60548429, -0.50065769, -0.519128...
## $ X943 <dbl> 0.63266372, -1.16915078, 0.83682939, 0.68533143, -1.55027180,...
## $ X944 <dbl> -1.03326498, 1.86594369, -0.61613022, -0.46332474, 1.02177806...
## $ X945 <dbl> -0.8933578, -0.7523760, -0.9101537, -0.8015657, 1.7102358, 0....
## $ X946 <dbl> 0.45061229, -1.38408111, -1.86419815, -0.12173519, 0.80363138...
## $ X947 <dbl> -1.43993090, 0.62174399, -0.14686477, 0.07560823, 1.66850871,...
## $ X948 <dbl> -0.25311567, 1.34776688, 1.21365938, -0.36816776, 2.59785439,...
## $ X949 <dbl> 0.04301527, -0.39619614, 0.36869237, 0.54043045, 1.03543229, ...
## $ X950 <dbl> -0.13130284, 1.80117685, 0.43552175, -0.91156769, 0.51575791,...
## $ X951 <dbl> -0.78662157, 0.17609090, -1.30589292, -0.09468354, 0.47904083...
## $ X952 <dbl> -0.3820013, -0.2490204, 0.4018882, 0.3912324, 0.1030909, -0.8...
## $ X953 <dbl> 0.71714685, 1.45705873, -0.71183306, -0.22575413, 1.37021553,...
## $ X954 <dbl> -0.59323180, -0.04269723, -1.52404527, -0.68922410, 1.1958930...
## $ X955 <dbl> 1.44328506, 0.15564413, 0.94340305, 0.56453679, 1.75088003, -...
## $ X956 <dbl> -0.25848807, -1.29269502, -0.13024742, -0.05714171, 0.3031058...
## $ X957 <dbl> -0.32601436, -1.01937799, 0.35495554, -0.41040242, -0.1335670...
## $ X958 <dbl> -0.7320976, -1.2041407, -1.3200480, 0.7109701, 1.0018754, -1....
## $ X959 <dbl> 0.40884837, -1.09090257, -0.30379275, 1.58246925, 1.20766059,...
## $ X960 <dbl> -0.07808258, -1.26202089, -0.04915822, 0.37397300, 0.75818324...
## $ X961 <dbl> 0.3040524, -0.4173313, 0.8007903, 0.2035273, -0.4424865, -0.2...
## $ X962 <dbl> 0.13294277, -0.58262601, -0.74812610, -0.63422330, -0.6542928...
## $ X963 <dbl> -0.07660618, 1.28277488, 0.28927232, 1.16017560, -0.93029314,...
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## $ X965 <dbl> -0.93008674, -0.01989902, 1.05584989, -0.83450851, -0.8544307...
## $ X966 <dbl> -0.87698495, -0.51172548, -0.92050020, -0.63916752, -0.688738...
## $ X967 <dbl> -0.74147177, -0.22276923, -0.76078190, 1.17031681, -0.6579361...
## $ X968 <dbl> 0.352488599, -1.197471642, 1.538535907, 0.757408942, 0.204277...
## $ X969 <dbl> -0.24802542, 1.89767023, 1.06301703, -0.49949022, -0.41547289...
## $ X970 <dbl> 0.04736676, 0.49415349, -1.28425334, 0.75047074, -0.30412243,...
## $ X971 <dbl> -0.66920392, 0.53239937, -0.68662423, -0.57399930, -0.2987784...
## $ X972 <dbl> 1.48279847, -0.60382713, 0.14450219, -0.30646552, -2.02754217...
## $ X973 <dbl> -0.7344349, -0.6860019, -0.7402050, -0.7029006, -0.7094736, -...
## $ X974 <dbl> -0.15744814, -0.74209288, 0.39450163, -0.26687488, -1.5852941...
## $ X975 <dbl> 0.24130476, 1.24090772, -0.15630694, -1.98299066, -1.95036067...
## $ X976 <dbl> 1.59929857, 1.06035019, -0.31306779, -1.06734378, -1.09137821...
## $ X977 <dbl> -0.899723299, -0.749610189, -0.917607052, -0.801985891, -0.12...
## $ X978 <dbl> -0.8498240, -0.7385917, -0.8630757, -0.7774016, -0.7924973, -...
## $ X979 <dbl> -0.44056162, 0.37053295, -0.56590563, -1.01573260, -1.0221730...
## $ X980 <dbl> 0.428338088, 0.837364855, 0.288618470, -0.002806584, 0.734869...
## $ X981 <dbl> 0.27573974, 1.21744973, -0.03442112, -2.82023200, -0.10121348...
## $ X982 <dbl> 1.1036821, 0.6207648, 1.4008099, -0.9138178, -0.9281897, -0.6...
## $ X983 <dbl> -0.45055086, -0.36658763, 3.67130137, -0.39588309, -0.4072780...
## $ X984 <dbl> -0.656703849, -0.423916482, -0.684437015, -0.505137914, -0.53...
## $ X985 <dbl> -0.128107594, 0.584102543, 0.362706117, -0.364495078, 0.58541...
## $ X986 <dbl> 0.02905413, -0.37492331, -0.61178305, 1.77414662, -0.52930836...
## $ X987 <dbl> 3.3177768, -0.5694802, -0.6954245, -0.3370425, -0.6240181, -0...
## $ X988 <dbl> -0.14360867, -0.13865140, 0.41270732, 0.97265589, 1.56116813,...
## $ X989 <dbl> 0.727317936, 0.154247764, 0.873146357, 0.616689285, -0.305618...
## $ X990 <dbl> 1.30052488, -0.70755207, 0.46893418, 1.87122452, 0.94986251, ...
## $ X991 <dbl> 3.41945768, -2.39824790, -1.04969534, -0.55025652, 0.13303220...
## $ X992 <dbl> -1.23091477, 0.01976548, 0.31649104, -1.15404958, 0.65096451,...
## $ X993 <dbl> 1.1113533, -1.4869517, -0.1455493, 1.0413004, 0.3726849, 0.42...
## $ X994 <dbl> -0.6000919, -1.0177904, 0.4522108, -0.1598259, 1.9800157, -0....
## $ X995 <dbl> 0.45835541, -0.90057443, 0.38557287, -0.81564227, -0.99408306...
## $ X996 <dbl> 0.95644677, -0.30407198, 0.27300577, -0.34564325, -1.25308893...
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## $ X1000 <dbl> -0.77712683, -0.61865496, -0.79600640, -0.67394710, -0.695453...
## $ X1001 <dbl> 0.5499950122, 0.0004979448, 1.3842642811, 0.7211580365, 0.545...
## $ X1002 <dbl> 0.63499557, -1.47905751, 1.04402013, -0.41235952, -1.49513589...
## $ X1003 <dbl> 1.12653324, -1.37445785, -0.47592899, 0.70590317, 0.35363559,...
## $ X1004 <dbl> 0.8883043, 1.4397097, -2.3980173, 0.5247157, 0.9012453, -2.42...
## $ X1005 <dbl> 0.6902332, -0.4499650, 0.6610320, 0.6581842, 1.4115821, -0.14...
## $ X1006 <dbl> 0.81223341, 0.36790054, 0.67424936, -0.24072387, 1.27151241, ...
## $ X1007 <dbl> 0.45628925, -0.04287381, 0.49076627, 0.02819305, -0.65907954,...
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## $ X1009 <dbl> -0.96545451, 5.57833372, 0.08006015, -0.86300897, 1.64139067,...
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## $ X1011 <dbl> 0.06082930, -0.09060910, -0.12468340, -0.16812122, -0.7665671...
## $ X1012 <dbl> 0.49956962, -0.20121692, 0.91385059, 0.45826398, 0.61064707, ...
## $ X1013 <dbl> -0.15422833, 0.04215494, -1.67804810, -0.46875201, 0.20469306...
## $ X1014 <dbl> -1.04752893, 0.65141592, -0.43955015, -0.93177629, 0.13050325...
## $ X1015 <dbl> 0.74765520, 0.18836431, -0.75215782, 0.19112590, 1.26257600, ...
## $ X1016 <dbl> 1.14388079, -0.08576031, 0.31489325, 0.66154992, 1.54238333, ...
## $ X1017 <dbl> 0.30878382, 0.05618392, 0.15054417, -1.75503463, 0.20005966, ...
## $ X1018 <dbl> 0.27107121, -0.74758922, -0.14009724, -1.25080483, 0.49536350...
## $ X1019 <dbl> -0.38856662, 1.00412752, -0.46972672, -2.17874417, 0.54827040...
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## $ X1032 <dbl> -1.48756416, -0.19444098, -1.50917574, -0.22208297, 1.0337713...
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## $ X1039 <dbl> 0.205655506, 0.818891312, 0.488081051, 0.094303776, 0.6059161...
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## $ X1044 <dbl> -0.6012009, -0.8378595, -0.4243126, -0.8969458, -1.0303861, 1...
## $ X1045 <dbl> -0.05391941, 0.42500639, 0.99311277, -0.01801840, 0.01896077,...
## $ X1046 <dbl> -0.35830771, 0.82545596, 0.33480518, -0.42158237, 0.17165343,...
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## $ X1048 <dbl> 0.16023065, -0.60089624, 0.40920454, 0.47683191, 1.75168662, ...
## $ X1049 <dbl> -0.133435663, -1.006108609, -1.070727298, 0.648765596, 0.6864...
## $ X1050 <dbl> 0.57462961, -0.71697046, -0.81504843, 2.20267583, 2.62850533,...
## $ X1051 <dbl> -0.7793117, -0.1541718, -0.5520821, -0.7008446, -0.7172002, -...
## $ X1052 <dbl> -0.485054373, -0.001500941, -1.286589280, 0.968865408, 0.5672...
## $ X1053 <dbl> -0.8042837304, 0.3960041220, 0.1952667795, -0.0406658430, -0....
## $ X1054 <dbl> -0.13128196, 0.12284065, 0.89698700, 0.85408840, 0.85529343, ...
## $ X1055 <dbl> 1.08178991, -0.38212326, 1.02714646, -0.63600647, -0.56442698...
## $ X1056 <dbl> -0.263336823, -1.735827972, -1.620514426, -1.389635512, -0.16...
## $ X1057 <dbl> 0.68029696, 0.05586597, 0.91600534, 0.12099221, -1.67045795, ...
## $ X1058 <dbl> -0.81200529, -0.64486836, -0.83191718, -0.70318382, -0.725866...
## $ X1059 <dbl> 0.30861054, 0.59948354, 0.66946242, -0.74777554, -0.65964992,...
## $ X1060 <dbl> -0.223789640, 0.786822785, 0.917809946, -0.909871514, 0.50119...
## $ X1061 <dbl> -0.49432282, -1.11699992, 0.55180919, 0.23457951, -0.14656556...
## $ X1062 <dbl> -0.996294028, 1.120833157, -1.003489378, -0.956970357, -0.340...
## $ X1063 <dbl> -0.30437222, 0.89755651, -1.08265221, -1.76034154, 0.25733428...
## $ X1064 <dbl> -0.01568989, -0.05673113, 0.62336440, 0.04621630, -0.35373095...
## $ X1065 <dbl> 0.8674438, 0.3874574, 1.6850498, 0.3594472, 0.8029006, 0.9656...
## $ X1066 <dbl> 0.60829844, 0.21250087, 0.84836147, 0.32698989, -1.65613911, ...
## $ X1067 <dbl> 0.8396141, -0.2234513, 0.8864532, 0.4561796, -1.0949036, 1.11...
## $ X1068 <dbl> -0.46797369, -0.62387997, -1.54872372, 0.83760839, -0.2279617...
## $ X1069 <dbl> -0.63685695, 0.95038429, 0.30263469, -0.79520719, -0.97918626...
## $ X1070 <dbl> -0.17302935, 3.56392085, 2.08509473, -0.34955639, -0.72218706...
## $ X1071 <dbl> 0.68531688, 0.16071005, 0.59357171, 1.21200426, -0.17488221, ...
## $ X1072 <dbl> -0.8302796, -0.7765740, -0.8677137, -0.8049883, -0.5186383, -...
## $ X1073 <dbl> -0.94569600, -1.01921899, 1.81127272, -0.60595855, -0.2214546...
## $ X1074 <dbl> -0.383592031, -0.012818144, -0.012129554, -0.738126887, -1.05...
## $ X1075 <dbl> -0.46027449, -0.07560426, 1.55560251, 0.46605619, -0.23097384...
## $ X1076 <dbl> 0.55061720, -0.20482507, 0.40780365, 0.81709775, 0.01359283, ...
## $ X1077 <dbl> -0.30341523, -0.13426385, 1.38744637, -2.20827386, -1.3300459...
## $ X1078 <dbl> -0.218816815, -0.493200912, -0.951974862, -0.881288049, 0.844...
## $ X1079 <dbl> -0.70372170, -0.55707202, -0.72119284, -0.60823930, -0.628141...
## $ X1080 <dbl> 0.95755649, -0.56642112, -0.51101549, -0.41680101, -0.6499368...
## $ X1081 <dbl> 0.73823268, -0.60725336, 0.50493335, 0.28440075, 1.57952088, ...
## $ X1082 <dbl> 0.13406912, -1.13907612, -1.24100328, 1.38579937, 0.75463041,...
## $ X1083 <dbl> -0.65999886, -0.34439615, -0.67924598, -0.55481043, -0.576735...
## $ X1084 <dbl> -0.78830628, 1.41501983, -0.79830480, -0.57165740, 0.32451807...
## $ X1085 <dbl> 0.50719018, 0.76426875, -1.29847321, 1.05694999, 0.80277765, ...
## $ X1086 <dbl> -0.55398024, -1.13534799, -0.66869237, -0.62948588, -0.252569...
## $ X1087 <dbl> -0.72941232, 1.29449569, -1.31818659, -0.32413025, 0.16019374...
## $ X1088 <dbl> -0.77757675, -0.63317929, -0.79477957, -0.68356075, -0.703157...
## $ X1089 <dbl> -0.2431928, -0.5771728, -0.3479621, -0.3403312, -0.4308918, -...
## $ X1090 <dbl> -0.45614448, -0.66015026, 0.68052419, 0.17377426, -1.01161877...
## $ X1091 <dbl> 0.13578612, 0.61578350, -0.47522525, 0.08664637, 0.08423440, ...
## $ X1092 <dbl> -0.62764765, -0.44955334, -0.64886494, -0.51169191, -0.535861...
## $ X1093 <dbl> -1.22049864, 0.78796823, -1.87464003, -0.90458531, -0.0121386...
## $ X1094 <dbl> 0.16298572, 0.08219020, 0.83981847, 0.67406027, -0.11822036, ...
## $ X1095 <dbl> -0.8907639, -0.6365567, -0.9210489, -0.7252517, 0.7169762, -0...
## $ X1096 <dbl> -0.36204675, 0.69945884, -1.09703968, -0.29208051, 0.48119978...
## $ X1097 <dbl> -0.58474073, -0.43735025, -0.60230012, -0.48877601, -0.508778...
## $ X1098 <dbl> -0.12634451, -0.56897827, -0.47808696, -0.06046052, 0.4409838...
## $ X1099 <dbl> -0.93957595, -0.24415522, -0.15763793, -1.13980965, -1.004273...
## $ X1100 <dbl> -0.20439611, 0.30594837, -0.30328164, -0.64409795, -1.1777470...
## $ X1101 <dbl> 0.4852220, -0.3444898, -0.8579556, -0.2681875, -0.3588944, -1...
## $ X1102 <dbl> 0.603737113, 0.671707735, 0.401570912, 0.258712085, 1.2806699...
## $ X1103 <dbl> 1.06838588, 1.22220898, -0.13573930, -0.43454216, -0.10373129...
## $ X1104 <dbl> -0.22296406, -0.71051084, 0.12287247, -0.20697312, -1.0699596...
## $ X1105 <dbl> -0.23992763, 0.34013498, 0.60532727, 0.16905042, 0.57667493, ...
## $ X1106 <dbl> -1.1732165, 0.3406888, -1.1813432, -1.1288027, 0.6508637, -0....
## $ X1107 <dbl> 0.32003857, -0.11525050, -0.13170138, -0.84404859, -0.3615140...
## $ X1108 <dbl> -0.80812642, -0.65596776, 0.47753070, -0.70905717, -0.7297071...
## $ X1109 <dbl> -0.65147670, -0.48840546, -0.67090422, -0.54530236, -0.567433...
## $ X1110 <dbl> -0.68526574, 1.78308210, 0.09638744, 0.09872815, -0.11647511,...
## $ X1111 <dbl> 1.9822715, -0.6123679, -0.7459207, -0.6540051, 0.1434911, -0....
## $ X1112 <dbl> -1.45053498, 0.22353275, -1.16323075, -1.07150811, 0.36668934...
## $ X1113 <dbl> 0.008639754, 0.274187090, -1.356542345, 1.069912996, 0.229028...
## $ X1114 <dbl> -0.73768170, -0.54097125, -0.76111683, -0.60960515, -0.636301...
## $ X1115 <dbl> 0.3436219, 0.1932674, 0.3320218, 0.4193557, -1.7311774, 0.347...
## $ X1116 <dbl> 1.14206394, 0.81011815, -0.02287946, 0.16499794, 0.49467274, ...
## $ X1117 <dbl> 0.03893760, 0.54031639, 0.36927390, 1.15946783, 1.11119683, 0...
## $ X1118 <dbl> 0.3558919, -0.5001762, 0.2666144, -0.5093798, -0.4651562, -0....
## $ X1119 <dbl> -0.28950652, 1.30793144, 1.14557688, 0.82184129, 1.21435690, ...
## $ X1120 <dbl> -0.62473457, 0.80033310, -0.20443259, -0.14153415, 1.00454805...
## $ X1121 <dbl> 0.1656242, 0.3105184, -0.2059136, -1.4348384, -1.1527577, -0....
## $ X1122 <dbl> -1.43241123, 0.29389968, -1.63911725, 1.26974690, -0.03219583...
## $ X1123 <dbl> -2.14190323, 0.05007558, -0.16669289, 0.68355447, -0.97681068...
## $ X1124 <dbl> -0.37485745, 0.41495695, 0.42719482, 0.18722789, 1.73051200, ...
## $ X1125 <dbl> 0.2713415, 2.0527869, 2.9475632, -0.8559692, -0.8753441, 1.51...
## $ X1126 <dbl> 1.12164187, 0.78724346, -0.69296238, -1.09674479, -0.04820814...
## $ X1127 <dbl> -0.31907916, -0.21349060, -1.19910856, -0.33166850, -0.298646...
## $ X1128 <dbl> -0.30284530, -1.70963114, 0.85031647, -0.53157485, -0.9957991...
## $ X1129 <dbl> 0.5539842, 0.5492833, -0.2888771, -0.3088123, 0.7295856, -0.5...
## $ X1130 <dbl> 0.37370004, -1.56728280, -0.12549120, 1.25062064, 0.80436151,...
## $ X1131 <dbl> -0.24033711, -0.89201372, 0.29603241, -0.16405451, -0.1724736...
## $ X1132 <dbl> -0.70660540, 3.08139546, 1.54750115, 0.30590071, 0.05925939, ...
## $ X1133 <dbl> -0.001706956, 0.361005029, 0.032277670, 0.927276155, 1.100513...
## $ X1134 <dbl> -1.87212290, 0.20922799, -0.47099032, -0.47696355, 1.28610937...
## $ X1135 <dbl> -1.13358701, 0.37278818, -0.82422203, -0.59646691, -1.4129207...
## $ X1136 <dbl> 0.39706811, 0.69555404, -0.08278099, -1.80114308, -0.34137998...
## $ X1137 <dbl> -1.1762488, -0.4518483, -0.3819141, 1.2701068, 1.7596397, -0....
## $ X1138 <dbl> -0.80623494, -0.46550930, 2.03818182, -0.58439129, -0.6306322...
## $ X1139 <dbl> 1.33794564, -1.42814915, -0.85950054, 0.84715385, 1.08699530,...
## $ X1140 <dbl> -0.21927246, -0.83278491, 0.10502845, 0.35840083, -0.57681176...
## $ X1141 <dbl> -0.14953746, 0.95178154, 0.01824230, -0.15519710, 0.68279926,...
## $ X1142 <dbl> -1.11322716, -0.91679145, 2.26213567, -0.99801387, 1.19164484...
## $ X1143 <dbl> 0.5691187, 1.6374994, 0.8455052, -0.7408691, -0.3364702, 0.93...
## $ X1144 <dbl> -0.33703679, -0.45045694, 0.27375912, -0.07416477, -0.0762372...
## $ X1145 <dbl> 1.730812698, 0.297824356, 0.561041935, -1.545792597, 1.027051...
## $ X1146 <dbl> 1.6128623, -1.7226675, -1.2788945, -0.3236837, -0.2187013, -1...
## $ X1147 <dbl> -0.11348209, -0.99374116, -1.26054091, -0.31375478, 1.1903988...
## $ X1148 <dbl> -1.2596663, -0.6577605, 0.1943827, -0.2992565, -0.2436812, 0....
## $ X1149 <dbl> -2.565746124, 0.277812026, 0.474202983, -0.001735073, 0.15832...
## $ X1150 <dbl> 0.45492299, -0.25727405, -0.36212599, 1.07537259, -0.12995426...
## $ X1151 <dbl> -0.23939045, 0.91476788, 0.72214711, 0.54507045, 0.60635555, ...
## $ X1152 <dbl> 1.44103049, 0.18697833, 1.45436840, 0.94318733, 1.09015350, -...
## $ X1153 <dbl> -1.37416319, 1.27344208, 0.16470243, 0.65641032, -0.56582341,...
## $ X1154 <dbl> 0.37158341, 1.28284607, 0.99641072, 0.50096233, 1.09443371, -...
## $ X1155 <dbl> 0.1450711, -0.4845740, -1.3488838, -0.1881399, -1.2386342, -1...
## $ X1156 <dbl> -2.29019644, 0.49682914, 0.58563879, -0.67351050, 0.28726391,...
## $ X1157 <dbl> -0.8845028, -0.6048074, -0.9015601, -0.7912821, -0.2637768, -...
## $ X1158 <dbl> 1.3670006, 0.2023518, 1.5010649, 0.4573929, 0.5396324, -1.440...
## $ X1159 <dbl> 0.37245288, 0.59282677, -0.21723409, 0.65692823, 0.72922064, ...
## $ X1160 <dbl> -1.066802719, -0.905950576, -1.085965869, -0.962073215, 1.369...
## $ X1161 <dbl> -0.0072975214, 0.0267002535, -0.3157782663, 0.4732755298, 1.1...
## $ X1162 <dbl> 0.14887669, -0.56958270, -0.27054472, 2.18473925, -0.24113242...
## $ X1163 <dbl> -0.7373077, 1.4079197, -0.7521310, -0.6562959, -0.6731819, -0...
## $ X1164 <dbl> 0.33446342, -0.44102433, 0.18832343, 1.13532421, 0.48094820, ...
## $ X1165 <dbl> 0.65068913, -0.10041050, 1.20663722, 0.57637630, -1.25502199,...
## $ X1166 <dbl> -1.1824076, -0.1954953, 1.2098623, -1.0177688, 0.8306767, 1.0...
## $ X1167 <dbl> 0.11286755, 1.03714061, 0.70172495, -0.68629943, -0.10335715,...
## $ X1168 <dbl> -0.87239312, -0.64144935, -0.89990665, -0.72202754, -0.753369...
## $ X1169 <dbl> -0.63667323, -0.53622520, -0.64864013, -0.57127235, -0.343685...
## $ X1170 <dbl> 0.836228699, -1.807814231, 1.099022103, -0.995411171, 0.16308...
## $ X1171 <dbl> 0.90217893, -0.91753414, 1.11257005, -0.03508039, 0.45291471,...
## $ X1172 <dbl> 0.27993030, 0.52268429, 0.50198790, 0.54319140, -0.22469413, ...
## $ X1173 <dbl> 0.2839824, -0.1752481, 0.4642461, -0.8094733, -1.1182165, -0....
## $ X1174 <dbl> -0.3371068549, 0.3411091796, 0.2077517153, 0.6265883322, 0.92...
## $ X1175 <dbl> -0.8189715, 1.0858239, -0.9135581, 0.6813725, 1.2864306, -1.7...
## $ X1176 <dbl> 0.42633654, -0.79728911, 0.64019385, 0.17367943, -0.41505164,...
## $ X1177 <dbl> 0.73578253, -2.48170183, 0.09153557, 1.67400654, -0.59516754,...
## $ X1178 <dbl> -0.49375269, 0.32914794, -1.20401887, 0.89247960, -0.06984026...
## $ X1179 <dbl> -0.9902793, -0.2727797, 0.6921987, 1.6008049, 1.1441500, -0.1...
## $ X1180 <dbl> -0.08310479, 0.79654497, 0.49237494, -0.94141142, 0.71532618,...
## $ X1181 <dbl> -0.95702860, -0.80924156, 0.14351561, -0.86080568, -0.8808623...
## $ X1182 <dbl> -0.7443638, -0.6959105, -0.7501363, -0.7128162, -0.1209461, -...
## $ X1183 <dbl> -0.3810714900, 1.1786712478, 0.0000741347, -0.5455052099, -0....
## $ X1184 <dbl> -0.5508705, 0.6513326, 1.4094030, 0.1101885, 0.4049465, 1.394...
## $ X1185 <dbl> 0.69024001, -0.12120635, 0.79649285, 0.58271864, -0.90890054,...
## $ X1186 <dbl> 0.79495429, 0.66432241, 0.70461872, -1.10027803, -1.14642848,...
## $ X1187 <dbl> 0.62865502, 0.77518765, 1.13647237, 0.60983788, 0.71960337, 0...
## $ X1188 <dbl> 0.70202879, -0.67054766, 0.83460146, 0.86098670, -0.49488669,...
## $ X1189 <dbl> -0.3074738874, -0.3729509288, -0.4520328594, 0.4471838362, 0....
## $ X1190 <dbl> -0.28829176, -0.89572772, 1.54571817, 1.47167119, 1.05401147,...
## $ X1191 <dbl> -0.06766411, -0.17045131, 1.41449585, -0.39882968, 1.47181325...
## $ X1192 <dbl> -0.4621539, -1.3876850, 0.4279779, 0.2384823, 1.3724235, 0.57...
## $ X1193 <dbl> -1.37722131, 0.56631250, 0.63317616, -1.24211443, 1.05740773,...
## $ X1194 <dbl> 0.04069255, 0.01822751, 1.12294055, -0.43775711, -0.25545219,...
## $ X1195 <dbl> 1.32486665, -0.23458508, 0.75132654, -1.30268993, -2.21161539...
## $ X1196 <dbl> 0.35902634, 0.16061498, -0.13891283, -0.12581087, -0.29855125...
## $ X1197 <dbl> -0.506648590, -0.397025256, -0.519708586, -0.435273741, -0.45...
## $ X1198 <dbl> 0.25865765, 0.37208257, -0.49362335, 0.27408185, 0.76309190, ...
## $ X1199 <dbl> 0.34496610, 0.51711366, 0.80152270, 0.07317564, 0.08617890, 0...
## $ X1200 <dbl> -0.94846429, 1.80778880, 1.96248468, -0.50060535, -0.85905004...
## $ X1201 <dbl> -0.50206013, -1.25683316, 0.35572208, -0.32615137, -0.4614095...
## $ X1202 <dbl> 0.585981996, -1.124073593, -0.452405823, -0.209345126, 1.5841...
## $ X1203 <dbl> 0.4990497, -0.4260494, 0.3860384, 0.1244520, -0.1618829, 0.92...
## $ X1204 <dbl> 1.42933883, -0.77223375, -0.99013969, -0.44685706, -0.0121323...
## $ X1205 <dbl> 0.9703269, -1.0042969, -1.0686394, 0.8447113, 1.2331067, -0.9...
## $ X1206 <dbl> 0.40407209, -0.90682184, -0.10406290, 0.68866634, 0.04074995,...
## $ X1207 <dbl> -0.2375725, -0.4288792, -0.4332646, 1.7053157, -0.3499400, 1....
## $ X1208 <dbl> -0.5399791, -0.0546503, -1.0165161, -1.7266532, -0.2345923, 1...
## $ X1209 <dbl> -0.07140755, 2.09325112, -0.85845848, -1.13359109, 0.90190945...
## $ X1210 <dbl> -1.07123197, 0.72455542, -0.67843096, 0.24321311, 0.62403743,...
## $ X1211 <dbl> -1.3432645, 0.2162835, -1.3494088, 1.1935282, 0.5157794, -1.1...
## $ X1212 <dbl> -0.1614212, 0.3906709, 0.1590798, 0.6630032, -0.4542690, 0.97...
## $ X1213 <dbl> -0.890253319, -0.770950093, -0.904466531, -0.812575973, 0.596...
## $ X1214 <dbl> 0.60514146, 0.68945727, 1.35976245, 0.82207846, 1.51285137, 0...
## $ X1215 <dbl> -0.5415920, 0.2720504, -0.9065767, -0.1964411, -0.4814856, -0...
## $ X1216 <dbl> -0.14585605, -0.38887692, 0.07917455, 0.78128415, 0.72011055,...
## $ X1217 <dbl> 1.02680841, -0.24576301, 0.69745075, -0.59316381, 0.75948317,...
## $ X1218 <dbl> -0.69408830, 1.19344454, 0.65849941, 0.04709160, 0.61996024, ...
## $ X1219 <dbl> 0.69284251, 0.03216223, 0.52334818, 0.93874834, 0.41403037, 0...
## $ X1220 <dbl> -0.005595097, -1.071952369, 1.211626645, 0.176010995, -1.4741...
## $ X1221 <dbl> -0.46183006, 0.61637012, -0.72368395, -0.73173119, -0.7461104...
## $ X1222 <dbl> -0.81572499, 0.15428236, 0.14652336, 0.30393165, 2.09421401, ...
## $ X1223 <dbl> -0.343978501, -0.009915904, 0.089503489, -2.247395375, -0.432...
## $ X1224 <dbl> 1.506169801, -0.859302055, -0.715430934, 0.919406469, 0.71642...
## $ X1225 <dbl> -1.6388299, 0.3473385, -1.6480852, -0.1613743, 0.7698056, -1....
## $ X1226 <dbl> 0.87561293, -0.46480750, 1.26704083, -0.57620942, 0.54175048,...
## $ X1227 <dbl> -0.82262945, -0.63901115, -0.37792222, -0.70307709, -0.727996...
## $ X1228 <dbl> 0.5755633108, -0.0931210123, 1.1653251586, 0.5417827538, -1.5...
## $ X1229 <dbl> 0.85815982, 0.16080703, 1.40012630, 1.41115764, 0.34955621, 0...
## $ X1230 <dbl> -0.7334550, -0.2474709, -1.4386336, -1.3270317, 0.2976980, -1...
## $ X1231 <dbl> -0.28353041, -0.46444396, -0.66609917, -0.52731319, -0.551767...
## $ X1232 <dbl> -0.65054828, -2.01262305, 0.48755336, 0.05528609, -1.54415642...
## $ X1233 <dbl> -0.267543668, 0.147353905, -0.587343244, 0.843615616, -0.7112...
## $ X1234 <dbl> 1.5001433, -0.4333532, -0.5601625, -1.0035677, -1.0127235, -0...
## $ X1235 <dbl> -1.60504657, 1.25426028, 0.95631542, 1.05003692, 0.92448761, ...
## $ X1236 <dbl> -0.26474973, -0.05286948, 0.69427825, 1.65951863, 0.48451442,...
## $ X1237 <dbl> -0.42663486, -0.08092578, 0.86898234, 0.23457329, 1.82055242,...
## $ X1238 <dbl> 1.13467395, -0.05563723, 0.18131385, 0.54976094, 0.66358682, ...
## $ X1239 <dbl> 0.69013034, -0.89515670, 0.45185484, 2.22512413, 1.72072578, ...
## $ X1240 <dbl> -1.34877561, 0.48318583, 1.38155965, 0.34963147, 1.78344314, ...
## $ X1241 <dbl> -0.15116911, -1.53623280, 1.31351066, 0.88662068, -0.09347636...
## $ X1242 <dbl> 1.02383288, -0.69526223, 0.99990802, 0.91946167, -0.47116766,...
## $ X1243 <dbl> -1.91824607, 0.40089552, -0.96618225, -0.10294437, -0.1952036...
## $ X1244 <dbl> -0.12362775, -0.14592611, 0.27083093, 0.42139909, -0.89828609...
## $ X1245 <dbl> -0.4572855, 0.1195462, -1.2618248, -0.8543848, -0.2840954, -0...
## $ X1246 <dbl> 1.00703656, -0.53810194, 1.46844255, 0.49364128, 0.46763774, ...
## $ X1247 <dbl> -0.98178980, -0.88234987, 0.33135680, -1.05474982, -1.0727140...
## $ X1248 <dbl> -1.06607937, -0.91331811, -1.08427862, 0.57071136, 1.16557014...
## $ X1249 <dbl> -0.31787170, -0.81349514, -0.07154591, -0.17735023, -0.142753...
## $ X1250 <dbl> 0.64075484, -0.44728545, 0.48676799, -0.02285163, -0.10868194...
## $ X1251 <dbl> 0.73551039, -0.92363216, 1.65560932, 0.70041650, 0.09288151, ...
## $ X1252 <dbl> 0.631644106, -1.789926462, 1.374206026, 0.698509227, -0.23110...
## $ X1253 <dbl> -0.439635816, -1.172637099, 1.049623118, -0.214460796, 0.2829...
## $ X1254 <dbl> -0.63675251, 0.65519370, 0.17980756, -0.90190378, 0.30893805,...
## $ X1255 <dbl> -0.3018912, 1.9039160, 0.5198185, -0.1905380, -1.8134784, 0.2...
## $ X1256 <dbl> 0.821845891, -2.004326486, 0.873621873, 0.986359060, -1.97794...
## $ X1257 <dbl> 0.663671095, 0.252933748, 1.449896068, 0.466183094, 0.8039479...
## $ X1258 <dbl> 0.613679438, -0.286243150, 0.691520915, -1.904399948, -1.4156...
## $ X1259 <dbl> -0.63470240, -0.45937885, -0.65558960, -0.52055068, -0.544344...
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## $ X1261 <dbl> 0.13239264, -0.94811959, 0.51295085, -1.42013996, -1.62424183...
## $ X1262 <dbl> 0.615866455, -0.045320055, 0.935864937, -0.057186114, -0.8923...
## $ X1263 <dbl> 0.75605150, -0.81868943, -0.82440846, 1.01789548, 1.43777615,...
## $ X1264 <dbl> 1.14963627, -1.32879325, -1.01445617, -0.44602604, -0.9007796...
## $ X1265 <dbl> 1.34564152, -1.34566287, 0.03186824, 0.24185911, 0.62961731, ...
## $ X1266 <dbl> 1.08068001, 0.53697718, 1.35732289, 0.83510886, -1.10035418, ...
## $ X1267 <dbl> 0.766203017, 0.007225984, 0.610130916, 0.874278522, -1.787771...
## $ X1268 <dbl> 0.3474528, 0.8080763, 1.9081908, 1.2869233, 1.3374417, 0.6734...
## $ X1269 <dbl> -0.6907144, -1.0447718, -0.3356066, -0.1917471, 0.3205128, -0...
## $ X1270 <dbl> 0.60258740, 0.40506536, 0.51525565, -0.52791095, -0.23365791,...
## $ X1271 <dbl> 0.018234375, 2.181921439, -1.124500123, -1.047516486, -0.5089...
## $ X1272 <dbl> -0.15270937, -0.12669220, -1.14924642, -1.01231857, -0.463897...
## $ X1273 <dbl> 0.308210474, 0.593090207, 0.708075144, -1.205819920, 1.040741...
## $ X1274 <dbl> -0.08907065, 0.69294401, 1.04938800, 0.34638894, -1.23749583,...
## $ X1275 <dbl> -0.4290930, 2.2746997, 0.3377669, -1.2790478, -0.3431453, 0.6...
## $ X1276 <dbl> 0.36381236, 1.10897196, -1.29791561, 0.64048585, 0.54723495, ...
## $ X1277 <dbl> -0.06555021, 0.49586606, 0.30940228, 1.09609085, -0.17671399,...
## $ X1278 <dbl> -0.9610380, 0.9766392, 0.1951522, -0.1829603, 0.7016388, -0.3...
## $ X1279 <dbl> 0.74920397, -1.47495972, -0.03910952, 0.49562179, -0.43888083...
## $ X1280 <dbl> 0.493411016, 0.105514680, -0.424812858, 0.498013010, 1.237861...
## $ X1281 <dbl> 0.50710367, 0.14276791, 0.97959086, 0.06752969, -1.59649486, ...
## $ X1282 <dbl> 0.31729009, -0.65485738, 0.66063421, 1.10554267, -0.87396504,...
## $ X1283 <dbl> 0.72073064, 1.51697675, 1.06993035, 0.61092160, 0.77165014, 0...
## $ X1284 <dbl> 0.28580975, 0.67700552, 0.57414246, 0.57015582, -0.92023918, ...
## $ X1285 <dbl> -0.29632535, -0.41547695, 0.33604314, -1.41218389, -1.4164934...
## $ X1286 <dbl> 0.91204086, -1.37818356, 0.84563973, -0.20806754, -0.38144545...
## $ X1287 <dbl> -1.1711137, -0.7016349, 0.5503577, -0.4800893, 0.1205316, 0.6...
## $ X1288 <dbl> -1.69807861, 1.17292897, -1.71354733, -0.20196175, 0.31483002...
## $ X1289 <dbl> -0.24364887, -0.72617473, -0.02399440, 0.64596484, 0.99533063...
## $ X1290 <dbl> 1.10618458, -0.75433619, -0.08083842, 0.16370312, -1.77396483...
## $ X1291 <dbl> -0.97724704, -1.40738408, 0.03588835, 0.84021700, 0.60082045,...
## $ X1292 <dbl> -0.89359061, -0.18419846, -0.62853360, 0.14569864, 0.79761210...
## $ X1293 <dbl> -0.8442756, -0.7604490, -0.8542623, 1.8179003, 2.2770819, -0....
## $ X1294 <dbl> 0.38917131, 0.46545105, 3.08690464, 1.32777485, 0.68605279, 2...
## $ X1295 <dbl> 1.1996833, -0.3255834, 1.1624741, 0.9949045, -0.1335598, -1.5...
## $ X1296 <dbl> -0.31643936, 0.05531453, 0.03175459, -0.47605478, -0.43218933...
## $ X1297 <dbl> 0.3374175873, -0.7792591452, 1.1959439279, -0.6065122615, -1....
## $ X1298 <dbl> -1.58067533, -0.23881676, -0.53616030, -0.33615437, -0.587846...
## $ X1299 <dbl> -0.05854937, -0.87734218, 0.94150353, -0.89725700, -0.7058029...
## $ X1300 <dbl> 1.20992542, -1.65240616, 1.30987169, 0.63586833, -0.88887461,...
## $ X1301 <dbl> -0.35043325, 0.12225454, 1.30961006, -0.24661852, -0.65076280...
## $ X1302 <dbl> 0.839116622, -0.009114766, -0.459675904, 1.561316500, 0.31741...
## $ X1303 <dbl> 0.99523085, -0.08690952, 0.83650101, 0.72056530, -1.39900948,...
## $ X1304 <dbl> 0.619873330, 0.964059644, 1.314475724, -0.786116611, -0.37167...
## $ X1305 <dbl> -0.13172586, -0.60627446, -0.86885456, -0.68813800, 1.0554880...
## $ X1306 <dbl> -0.50422569, -0.07915187, 0.21417081, -0.91262974, -0.9302664...
## $ X1307 <dbl> -0.76169363, -0.52495953, -0.25106731, -0.60755801, -0.639685...
## $ X1308 <dbl> 0.3292834, 1.1540489, 1.0772062, 0.4568389, 1.0265043, 0.2968...
## $ X1309 <dbl> -0.44663200, -0.17353343, -0.22841291, -1.59495663, -0.329663...
## $ X1310 <dbl> -0.7535957, 0.1355104, -0.7645456, -0.6937524, -0.7062261, -0...
## $ X1311 <dbl> 0.84497314, 0.08211377, -1.09279653, 0.30665191, -1.14692224,...
## $ X1312 <dbl> -0.73946146, -0.80724023, -1.26059460, -0.68368935, 0.1744221...
## $ X1313 <dbl> -1.90850203, 1.01621234, 0.61847808, 0.27105645, 1.32149342, ...
## $ X1314 <dbl> -0.56451116, 0.36139429, 0.27489615, -1.13320198, 1.40475045,...
## $ X1315 <dbl> 0.13874897, 2.14757511, 0.33833492, 0.16511188, -0.68227490, ...
## $ X1316 <dbl> 0.82041677, 0.28391652, 0.21052133, -0.37300729, 0.22329112, ...
## $ X1317 <dbl> -0.97211033, 0.95811201, -0.98536994, -0.89964457, -0.9147492...
## $ X1318 <dbl> -1.2364153, 0.5988760, -0.1654953, -0.6193496, 0.5888277, -0....
## $ X1319 <dbl> 1.576944112, 2.025909963, -0.378929686, -1.302988153, 0.10137...
## $ X1320 <dbl> 0.48072973, 0.62097921, -1.09453848, 1.12027713, 0.04230304, ...
## $ X1321 <dbl> 0.76906003, 0.56136738, 0.66478812, 0.16113272, -0.72289989, ...
## $ X1322 <dbl> 1.07366165, 0.84476177, 0.13442075, -0.08171401, 0.27437920, ...
## $ X1323 <dbl> -0.371189614, 1.041224917, 0.017786418, -0.339732860, -0.6903...
## $ X1324 <dbl> 0.5833641, -1.4348275, 1.0258133, 1.8576361, -0.4715451, -0.3...
## $ X1325 <dbl> -0.41914267, 0.13167048, 0.64219526, 0.34407663, -0.97081260,...
## $ X1326 <dbl> -0.007628454, 0.219157981, -1.092450546, 0.996462580, 0.01388...
## $ X1327 <dbl> -0.59830427, 0.58380864, 0.71267346, -1.93564798, -0.41226360...
## $ X1328 <dbl> -0.77938314, -0.68233613, -0.79094486, -0.71619663, -0.729367...
## $ X1329 <dbl> 1.03033012, -0.77040737, 0.40494949, -0.07950831, -1.88547743...
## $ X1330 <dbl> 1.6389316, 0.8237415, -1.1806279, 0.2759029, 0.7144255, -1.91...
## $ X1331 <dbl> -0.68051753, 1.14628189, -1.11518083, -1.18056516, -0.4254626...
## $ X1332 <dbl> -0.83353326, 0.74519879, 0.89568161, -0.73045965, 0.46503689,...
## $ X1333 <dbl> -1.0267343, 2.4920866, -1.0462289, -0.9201937, -0.9424010, -0...
## $ X1334 <dbl> 1.63054088, -0.45148838, 0.89566430, -0.08065770, -1.06487198...
## $ X1335 <dbl> 0.65908982, 0.03364750, 0.71764555, 0.34292964, 0.44855527, 1...
## $ X1336 <dbl> 1.3389663, 1.0651633, 0.3550388, -0.3428371, -1.4207716, -0.6...
## $ X1337 <dbl> 1.35067004, 0.97944145, 0.46500758, 0.52339066, 0.41429731, -...
## $ X1338 <dbl> -0.900828377, 0.093967752, -0.728898055, 0.675517410, -0.0361...
## $ X1339 <dbl> -0.8880335, -0.8129489, -0.8969788, 1.5409726, 1.3766687, -0....
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## $ X1342 <dbl> -0.28507198, 1.14673603, -0.70129126, -0.38134656, -0.2251418...
## $ X1343 <dbl> -0.52374462, -1.25284777, -0.88170219, -0.64133564, -1.540664...
## $ X1344 <dbl> 2.58150965, -1.57034008, 0.26146054, -0.56190745, -0.75448425...
## $ X1345 <dbl> 0.53706917, -0.13003762, 0.93422809, 1.02745164, -1.37945738,...
## $ X1346 <dbl> -0.08270344, -0.88249892, 0.69248615, 1.82655813, -0.09915368...
## $ X1347 <dbl> 0.54883085, 0.35495050, 0.46960734, 1.49005770, -0.59013037, ...
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## $ X1350 <dbl> 0.38681835, -1.46946057, 0.03080563, -1.07982992, -1.52779005...
## $ X1351 <dbl> -0.93381804, -0.76167312, -0.95432656, -0.82173590, -0.845098...
## $ X1352 <dbl> 0.49810551, 0.84005475, 0.91258706, 0.18949366, -1.51803527, ...
## $ X1353 <dbl> -0.720307334, 4.339422097, -0.752704110, -0.543254065, -0.580...
## $ X1354 <dbl> 0.28266853, -0.34282580, 0.41708013, 0.70456826, 0.52561802, ...
## $ X1355 <dbl> 0.71163868, 0.76763932, 0.76709810, 0.21353230, 0.71273819, 0...
## $ X1356 <dbl> 1.2148018, -0.3826189, -0.6883045, 0.9033832, 0.8858410, -0.9...
## $ X1357 <dbl> 0.85257661, -0.40182549, 0.42996554, 1.22065174, -0.38255428,...
## $ X1358 <dbl> -0.01471552, -1.33434270, -0.06634524, 1.04879941, 1.00989940...
## $ X1359 <dbl> 0.254191125, -1.054857636, -0.101767423, 0.874882853, -1.2945...
## $ X1360 <dbl> -0.74596227, 0.70525945, -1.11085648, 1.17070273, -1.24445291...
## $ X1361 <dbl> 1.5311309, -1.0505628, 0.9625950, -1.1097188, 1.9193461, -0.7...
## $ X1362 <dbl> -0.39081803, 0.36566646, -0.26002203, -0.21189221, 0.94447700...
## $ X1363 <dbl> -0.41513112, -0.29397622, 0.61243439, 0.58291532, -0.36279475...
## $ X1364 <dbl> -0.007642659, 1.157368138, 0.875863600, -0.499553501, -0.1707...
## $ X1365 <dbl> -0.24188642, -0.17260962, 0.33689944, -0.31285579, -0.9745290...
## $ X1366 <dbl> -0.16111404, 0.07780937, -0.14252165, -1.31082431, -0.9988011...
## $ X1367 <dbl> 0.58246959, 0.34385414, 1.12789206, -1.56713545, -0.64589320,...
## $ X1368 <dbl> 0.61896973, -0.40397771, 0.77680543, -0.80331257, -1.35152799...
## $ X1369 <dbl> 0.25250901, -0.17807909, 0.19000733, 0.28728612, 0.39312055, ...
## $ X1370 <dbl> -0.06483168, -0.18255399, -0.88532266, 0.01525253, 0.83762561...
## $ X1371 <dbl> -0.68400040, 0.34352381, -0.48199580, 0.29868783, 2.70894161,...
## $ X1372 <dbl> -0.8283402, -0.6157449, -0.8536678, -0.6899212, 3.6078864, 2....
## $ X1373 <dbl> -0.48619420, -2.68840505, -0.44301913, -0.53856708, -1.010135...
## $ X1374 <dbl> 0.27615906, 0.96745243, 0.77824241, 1.37950634, 0.72378016, -...
## $ X1375 <dbl> 0.67274985, -0.15524275, -0.29714488, 0.65737116, 0.14536636,...
## $ X1376 <dbl> 0.60908825, 0.43098993, -1.37355693, -0.14568958, 0.80460044,...
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## $ X1378 <dbl> 1.291232329, 0.757343786, -0.980593479, -1.504780579, 0.39541...
## $ X1379 <dbl> -1.01780790, 2.28864797, -1.04872213, -0.84885696, 0.58662536...
## $ X1380 <dbl> -0.18932510, 0.26828088, 0.27263072, -0.07469635, 0.24823202,...
## $ X1381 <dbl> -1.94343207, -0.06857797, -0.16592651, -0.12931496, -1.851412...
## $ X1382 <dbl> -0.4749169, 0.2429375, -0.7456616, -1.1526987, 0.4806396, -0....
## $ X1383 <dbl> 1.37495095, -0.80131569, -1.04797126, -0.32528477, -0.9081254...
## $ X1384 <dbl> 0.769212434, -0.107239287, -2.049707280, -0.402049038, -1.713...
## $ X1385 <dbl> 1.36065553, -1.36677675, -0.50611637, 0.53223038, 0.19857558,...
## $ X1386 <dbl> -1.09117620, -0.43001599, 1.29917144, 1.10217299, -0.68008828...
## $ X1387 <dbl> 1.25190614, -0.45471998, 0.65475842, -1.01865391, -2.00896524...
## $ X1388 <dbl> -0.06622134, -0.94424715, 0.26077729, -1.11386493, -0.6229674...
## $ X1389 <dbl> 1.39235568, 1.90996237, 1.22720224, 0.99162110, 0.51757529, 0...
## $ X1390 <dbl> 0.16445665, 0.14921612, 1.26329166, 1.48797127, -0.05654601, ...
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## $ X1392 <dbl> -0.57351491, -0.89957106, 0.83940648, 0.02866127, 1.36993867,...
## $ X1393 <dbl> -0.98002287, 2.18095522, 1.10257675, -0.91083880, -0.12118275...
## $ X1394 <dbl> -0.005758313, -0.313509266, -1.844690361, 0.439361150, 0.7501...
## $ X1395 <dbl> -0.30441168, 0.80798396, 0.99311264, 1.35044446, -0.38588453,...
## $ X1396 <dbl> 0.50190811, 0.25321618, 0.80442791, -0.13518235, 1.12602041, ...
## $ X1397 <dbl> -0.43406699, 1.14093888, 0.75524592, -0.09816104, 1.30688914,...
## $ X1398 <dbl> 0.86314592, 0.44153456, -0.58412849, -0.07290426, -0.07008693...
## $ X1399 <dbl> 0.98702423, -0.16922154, 0.42339536, 1.18225326, 1.03084898, ...
## $ X1400 <dbl> 0.75735073, 0.16709496, 0.14094936, 0.74595520, -1.71856435, ...
## $ X1401 <dbl> -0.779621377, -0.464991821, -0.817104827, -0.574768668, -0.61...
## $ X1402 <dbl> 0.21068315, 1.23125285, 0.04081431, -0.18104027, 1.65118939, ...
## $ X1403 <dbl> 0.22890990, 0.53648714, 0.80264948, 0.41979255, 0.37541073, 0...
## $ X1404 <dbl> -1.0429377, -0.9137110, -0.8973121, 1.6669496, 2.6004524, 0.4...
## $ X1405 <dbl> -1.1023371, -0.9594971, -1.1193544, -1.0093352, 1.1614126, -0...
## $ X1406 <dbl> 0.91718787, 0.04005431, 0.51316977, 0.55994032, 0.18585972, 0...
## $ X1407 <dbl> -0.32426509, -0.66615481, 0.02058398, 1.74097420, 1.72476299,...
## $ X1408 <dbl> 1.5249135, -0.6796542, 0.5118155, 1.7641154, -1.1330569, 0.62...
## $ X1409 <dbl> 0.6506209318, 0.4690838443, 0.4194809181, 0.1288015039, -2.23...
## $ X1410 <dbl> 0.09203889, -1.71933285, 0.57103315, 0.57239457, -0.46998415,...
## $ X1411 <dbl> -0.8903002, 1.2424958, -0.9072545, 0.1779247, -0.8169560, 1.9...
## $ X1412 <dbl> 0.28030834, 0.54705007, 0.61230693, 0.54495993, 0.41009138, 1...
## $ X1413 <dbl> -0.81228309, -0.56166668, 0.18085860, 0.89652501, -1.30022163...
## $ X1414 <dbl> -1.35442045, 0.96906135, -1.37273859, 0.11836243, -0.43685171...
## $ X1415 <dbl> 0.36948511, -1.52655299, -0.53776720, 0.43879985, 0.74197457,...
## $ X1416 <dbl> -0.83563812, -0.65644992, -0.85698574, -0.71897016, -0.434776...
## $ X1417 <dbl> 0.262198802, 0.614192254, 0.970248547, 0.460807780, 0.1981152...
## $ X1418 <dbl> -0.88540197, -0.65954011, 0.70762528, -0.73834517, 2.85005320...
## $ X1419 <dbl> 0.75603533, -1.16997595, 0.75442447, -0.67992097, -1.22325623...
## $ X1420 <dbl> 1.1085936722, -0.2272547116, 0.3637967038, -1.0138557783, -1....
## $ X1421 <dbl> -0.5926262, -0.8198896, -0.5724126, -1.4244830, -0.7064150, -...
## $ X1422 <dbl> -0.08958912, -0.34450730, 0.42994422, -1.23847276, -0.4625945...
## $ X1423 <dbl> 0.720472607, -1.445768776, 1.091651519, -1.524308954, -0.2090...
## $ X1424 <dbl> 0.18745121, -0.71270874, 1.15568335, 1.02941899, -0.42884405,...
## $ X1425 <dbl> 0.52421123, 0.01126969, 0.49432133, 1.10959476, 1.17009749, 0...
## $ X1426 <dbl> 0.63790893, -0.02314002, 0.72253963, -0.04623549, 0.04900755,...
## $ X1427 <dbl> -0.023590047, -0.918037410, -0.775432431, -0.980745022, 0.946...
## $ X1428 <dbl> -0.2216607, 0.6359022, -0.1034912, -0.1536535, 0.6654190, 0.3...
## $ X1429 <dbl> 0.493563661, 0.671897176, 0.800653202, 0.875431949, 1.2778529...
## $ X1430 <dbl> -0.81107144, 0.47800271, 1.02260335, 0.38428528, 0.30887830, ...
## $ X1431 <dbl> 0.56885771, 0.16984144, -0.14002104, 0.78935083, -0.71596109,...
## $ X1432 <dbl> 0.07107246, -0.16507162, -0.13459595, 0.98277612, 0.48522430,...
## $ X1433 <dbl> 0.63118314, -0.34919704, 0.55911488, -0.70895738, -1.65181732...
## $ X1434 <dbl> -0.24831861, 2.08155703, 2.33665609, 0.09823448, 0.27400929, ...
## $ X1435 <dbl> -0.80451614, -0.63128385, -0.82515420, -0.69172603, -0.715235...
## $ X1436 <dbl> -0.254029028, -0.004451031, -0.926615665, 0.404887876, 0.6389...
## $ X1437 <dbl> 0.09503130, 0.73180283, 0.38477847, 0.41369575, 0.74539911, 0...
## $ X1438 <dbl> -0.59043347, 0.13013260, 0.09157159, 0.66067505, 1.39099294, ...
## $ X1439 <dbl> 1.17338470, -0.51359357, -1.06905990, 0.02166749, 0.14607918,...
## $ X1440 <dbl> -1.19459142, -0.98610746, -1.52206067, 0.40591434, 1.16798957...
## $ X1441 <dbl> 0.1913683, -0.2609368, 0.3559586, 0.2586157, -0.8310101, -0.2...
## $ X1442 <dbl> 0.6753888, -0.4925474, -0.3274721, 0.4652250, 0.6361864, -0.9...
## $ X1443 <dbl> 0.48341321, 0.10063228, 0.63498088, 0.23046071, -1.49119645, ...
## $ X1444 <dbl> 1.161308846, 0.305830053, 0.909888519, -1.440807837, 1.091005...
## $ X1445 <dbl> 0.1529303424, 0.9093791391, 0.1559169420, -0.4266601036, 0.64...
## $ X1446 <dbl> -0.81956426, 2.15343108, -0.83793128, -0.71918577, -0.7401086...
## $ X1447 <dbl> 0.3619955704, -0.4747676008, 0.9935423029, 0.6848139007, 0.33...
## $ X1448 <dbl> -0.37245435, 0.62674620, -0.81053847, -0.47286503, 0.11137566...
## $ X1449 <dbl> -0.11199377, -0.94225791, 0.77216893, 0.03502727, 2.49863444,...
## $ X1450 <dbl> 0.19849625, 0.15149562, 1.36279171, 0.71209499, -1.14541797, ...
## $ X1451 <dbl> 0.7918450, -0.5401779, 0.4987368, 0.2978950, -1.1659851, -1.9...
## $ X1452 <dbl> -0.7411512, 0.4144472, -0.7507275, -0.3340461, 1.6110845, -0....
## $ X1453 <dbl> 0.8205837, 0.6739787, -1.4896037, -0.4296916, 1.2376888, -1.2...
## $ X1454 <dbl> 0.88645324, 0.37446657, 2.44346151, -0.77374230, 0.71907657, ...
## $ X1455 <dbl> 1.32730060, -0.02203942, 1.50917075, 0.67563654, 0.37822831, ...
## $ X1456 <dbl> -1.0544810, -0.9211162, -1.0703694, 0.7044004, -0.9857476, 1....
## $ X1457 <dbl> -1.06901720, -0.94763472, -1.08347812, -0.98998606, 0.8658905...
## $ X1458 <dbl> 0.8785114, -0.4682567, 0.7625104, 0.5699177, -0.5472953, -0.2...
## $ X1459 <dbl> -0.4165493, -1.2634401, 0.5629840, 0.3497015, 1.3442743, 0.13...
## $ X1460 <dbl> 0.37523399, -0.52160756, 0.28324865, 0.98272232, -1.17088678,...
## $ X1461 <dbl> -0.17632714, 1.73677848, 0.66807154, -0.73195342, 0.66317697,...
## $ X1462 <dbl> 0.98244715, 0.86437024, -0.37126106, 0.49158454, -1.40448505,...
## $ X1463 <dbl> 1.14049898, -0.40051453, 0.03296137, 0.53427874, 0.88115695, ...
## $ X1464 <dbl> 0.21709081, 0.34033499, -0.92297255, 0.46216982, 0.70079954, ...
## $ X1465 <dbl> 0.6688244, 0.5084127, 1.1205610, 1.6407033, 1.1301995, 0.8924...
## $ X1466 <dbl> -0.25890815, 0.93497218, 0.33720778, 0.49062184, 0.17140656, ...
## $ X1467 <dbl> 0.127840784, -0.329297620, 1.263372286, 0.685439532, 0.413385...
## $ X1468 <dbl> 0.75189610, -1.94775498, 1.44326807, 0.04614624, 0.16245247, ...
## $ X1469 <dbl> 0.66758004, -0.68474381, -0.28076861, -0.04555344, 0.21414438...
## $ X1470 <dbl> 0.288929695, 0.349942295, 0.069498961, -1.039007787, 1.143854...
## $ X1471 <dbl> 0.21166909, 0.09532349, 0.56719254, -0.04263288, -0.62649991,...
## $ X1472 <dbl> 0.646373481, -0.520502198, 0.799766961, 0.458650906, -0.53545...
## $ X1473 <dbl> 0.05759040, 1.52878655, 1.44482959, -0.90112089, -0.19479740,...
## $ X1474 <dbl> -0.06431621, 0.51219982, 0.60135435, 0.35008500, 0.43509662, ...
## $ X1475 <dbl> 0.608303049, -0.574489009, 1.662277335, 0.228461388, -0.30754...
## $ X1476 <dbl> 1.27653302, -0.68717798, 0.71783206, -0.32092068, -0.75878088...
## $ X1477 <dbl> 0.544177958, 0.253357188, 0.334844131, 0.524172669, -0.765503...
## $ X1478 <dbl> 0.98225351, -0.57015312, 0.76574314, 1.02309158, -0.32582111,...
## $ X1479 <dbl> -0.70171830, -1.38486954, 1.19912008, 1.00692821, 0.09865448,...
## $ X1480 <dbl> -0.11563073, 0.64905012, 0.55746174, 1.10582495, 0.88088198, ...
## $ X1481 <dbl> -0.16119372, 0.91640738, 0.09371102, 0.82593169, 0.11924604, ...
## $ X1482 <dbl> 0.70077579, 1.31445283, 1.43584671, 0.64167598, 0.29689466, 0...
## $ X1483 <dbl> 0.692832616, 0.515303283, 1.152115797, 0.574435173, 1.2221809...
## $ X1484 <dbl> 0.35607251, -0.54474639, -0.78926263, -0.62097823, -0.6506297...
## $ X1485 <dbl> 0.23509225, -0.08921687, -0.98799014, -0.89567698, 1.93141082...
## $ X1486 <dbl> -0.573241179, -0.985989166, 0.915605903, 0.087407900, 3.64086...
## $ X1487 <dbl> -0.483113827, -0.568452645, 0.415909240, -0.606784101, 0.8582...
## $ X1488 <dbl> -0.07390506, 0.00259626, 0.66738839, 0.48106014, -0.44629170,...
## $ X1489 <dbl> -0.27554276, 0.00660726, -1.36163060, -1.11734699, 0.94889117...
## $ X1490 <dbl> 0.6082477, 1.6602003, -1.2138306, -1.0729596, 1.0252032, -0.5...
## $ X1491 <dbl> 1.37060973, -1.09484694, 0.43568445, 0.66405355, 1.51749994, ...
## $ X1492 <dbl> 0.347166423, -0.855903623, 0.226163893, 1.323681299, 0.227508...
## $ X1493 <dbl> -1.973108863, 0.002195592, 0.258697730, -0.219591687, 1.32171...
## $ X1494 <dbl> 0.03463630, -0.04341524, 0.66649353, 0.56477441, 0.63010402, ...
## $ X1495 <dbl> 0.30296123, -0.33943013, 0.22010113, 0.68521844, -0.60002809,...
## $ X1496 <dbl> 0.81246029, -0.78880120, 0.55154337, 0.80156259, 0.90696751, ...
## $ X1497 <dbl> 0.61240498, 0.75395306, -0.03474818, -0.30600974, 0.34498969,...
## $ X1498 <dbl> 0.56895706, -1.16963277, 0.95517442, 0.61981062, -0.45591266,...
## $ X1499 <dbl> 0.992539935, 0.489117669, -0.219745696, 0.048208753, 0.514791...
## $ X1500 <dbl> -0.83064651, -0.66053040, -0.85091333, -0.71988531, 3.3332732...
## $ X1501 <dbl> -1.1347766, -0.9576566, -0.1634259, -0.3405157, 0.7537473, -0...
## $ X1502 <dbl> -0.8358254, -0.6402065, -0.8591304, -0.7084595, 1.6732367, -0...
## $ X1503 <dbl> 0.38369193, 0.70773912, 0.75196384, 0.19343019, 1.15624256, 0...
## $ X1504 <dbl> 0.49432352, -0.30240515, -0.13285025, 0.13766893, -0.04141613...
## $ X1505 <dbl> 2.13924072, -0.57661726, -0.79858913, -0.64582054, 0.08493432...
## $ X1506 <dbl> -0.3969077, -0.2078141, 0.1346462, 0.1900836, 1.0078309, -0.4...
## $ X1507 <dbl> -0.441581453, 0.509345041, -1.276443750, -0.315949021, 0.4109...
## $ X1508 <dbl> 1.146081e+00, 1.092691e+00, 1.565520e+00, -5.196412e-01, 1.09...
## $ X1509 <dbl> 0.95629677, 1.39376791, 1.33278075, 0.64070541, 0.72791605, 1...
## $ X1510 <dbl> 0.59876145, 0.04496874, 1.52252899, 1.10699508, -0.12866154, ...
## $ X1511 <dbl> -0.17455538, 1.32719709, 0.09719605, 0.33120542, 1.00709607, ...
## $ X1512 <dbl> -0.8673239, 1.5522704, 1.0754416, -0.8033189, -0.8166600, 0.8...
## $ X1513 <dbl> 0.64442133, -2.34059157, -0.27606362, 0.17385204, 0.53210257,...
## $ X1514 <dbl> 0.7580620, 0.6270682, -1.6834582, 1.1848295, 0.3736680, -1.23...
## $ X1515 <dbl> 0.272792967, -1.813310036, 0.933752845, 0.427759742, -1.10455...
## $ X1516 <dbl> 1.19120633, -1.18679136, -0.62667753, 1.42014805, 0.02336409,...
## $ X1517 <dbl> -0.63155459, -0.37510288, -0.66210701, -0.46458100, -0.499384...
## $ X1518 <dbl> -0.02217314, 0.70852130, -1.29288240, 0.66701330, 1.11581338,...
## $ X1519 <dbl> 0.04590051, 1.42538188, -0.18218390, -0.17553005, 0.13736713,...
## $ X1520 <dbl> 0.676078591, 0.199433804, 1.164943843, -1.947241273, -1.02261...
## $ X1521 <dbl> 1.88134587, -0.73017384, 0.43656567, 1.57093911, 1.57620653, ...
## $ X1522 <dbl> 0.11302079, 0.84914171, 0.89471025, -0.07440603, 0.60980541, ...
## $ X1523 <dbl> 0.32430736, -0.41008799, -1.09119151, 0.68276032, 0.62133675,...
## $ X1524 <dbl> 1.14114562, -1.19200422, 0.48056544, 0.86293156, 0.81379889, ...
## $ X1525 <dbl> -0.56149373, -0.44672984, -0.57516614, -0.48677191, -0.502346...
## $ X1526 <dbl> -0.3652122, 0.1628551, -0.5090105, -0.6227068, -0.4453168, -0...
## $ X1527 <dbl> -0.553130025, -0.433498774, -0.515794071, -0.475239104, -0.49...
## $ X1528 <dbl> 0.64608626, 0.35096127, 0.62941684, 0.75237765, -0.90263661, ...
## $ X1529 <dbl> -0.98126532, -0.83419625, -0.99878642, -0.64578754, -0.623093...
## $ X1530 <dbl> -1.00837503, 0.02322436, -0.14058383, 0.38310301, 0.08276748,...
## $ X1531 <dbl> -0.81577125, 1.44557067, 0.26917779, -0.60010622, -1.05786477...
## $ X1532 <dbl> 0.896994203, -0.404199475, 0.387280582, 1.083014714, -3.79247...
## $ X1533 <dbl> 0.23761780, 2.00941245, 1.09958948, -1.21307976, 1.07713237, ...
## $ X1534 <dbl> -0.97740479, -0.84815901, -1.66654720, -0.15617379, 0.6338438...
## $ X1535 <dbl> 0.7361441, -0.6192757, 0.7172484, 0.9475839, 1.1625992, 0.754...
## $ X1536 <dbl> 0.63379556, 0.53579648, -0.12940069, -0.05295540, 0.60209067,...
## $ X1537 <dbl> 0.72839098, -1.50821282, 0.21564055, 2.04748212, 0.41938828, ...
## $ X1538 <dbl> -0.21949044, 0.12463247, -0.23485434, -0.96948946, 0.97462832...
## $ X1539 <dbl> -1.55799027, -1.43219431, -0.55339657, -0.14949129, -0.459941...
## $ X1540 <dbl> -0.9647060, -0.8296329, -0.2827896, 0.4215736, -0.8950922, -0...
## $ X1541 <dbl> -0.93437952, -0.19679930, -0.95641524, 1.51969228, -0.8390530...
## $ X1542 <dbl> 0.846472393, 0.372904547, 0.933855841, 0.951167229, -0.205943...
## $ X1543 <dbl> -0.3553456, 0.1996817, -0.3795079, 0.4598324, -1.2054945, 0.6...
## $ X1544 <dbl> -0.41205860, 0.19922586, 2.64987744, 0.99412575, -0.94487249,...
## $ X1545 <dbl> 0.1632934, -0.6626578, 0.1582589, -0.2026790, 0.7799671, -1.6...
## $ X1546 <dbl> 2.03616094, -0.34406063, -0.16255309, -0.47645186, 0.31703792...
## $ X1547 <dbl> -0.04652815, -1.38558651, 0.16916158, -0.54115957, -1.3983519...
## $ X1548 <dbl> 0.75868363, -0.30140029, 1.30909419, -0.10440612, 1.00504292,...
## $ X1549 <dbl> 0.821976077, 0.059264121, 1.271507012, 0.637566645, -0.680687...
## $ X1550 <dbl> 0.01627648, -0.45870246, 0.85677065, -0.18353351, 0.45097743,...
## $ X1551 <dbl> -0.9766240, 0.1480273, -0.1419882, -0.8311793, -0.8614957, 1....
## $ X1552 <dbl> 0.7236278, -2.5771942, 1.2357376, 1.1538801, 0.7504878, 1.828...
## $ X1553 <dbl> -0.2695060, -0.7372199, -0.8894518, -0.7846806, -0.8031412, -...
## $ X1554 <dbl> -1.06355180, 0.34250746, 0.77231524, 1.16511431, 0.46242098, ...
## $ X1555 <dbl> 0.029770465, 0.327512891, -0.062241292, 0.893244045, 1.266518...
## $ X1556 <dbl> 1.33614079, 0.05358564, 0.67852212, 0.66661097, 1.45692108, -...
## $ X1557 <dbl> 0.13080947, 0.86570506, -0.24284121, -1.57307151, -0.91658308...
## $ X1558 <dbl> 0.89366783, 2.29333018, 1.04734487, -0.38212130, 0.27610884, ...
## $ X1559 <dbl> -0.71010439, -1.31234382, 0.55542839, -0.47225941, 1.78215845...
## $ X1560 <dbl> -0.77768250, -0.64105195, -0.79396000, -0.68872348, -0.366323...
## $ X1561 <dbl> -0.92199741, -0.96760997, -1.05767911, -0.60465793, 1.1667481...
## $ X1562 <dbl> 0.61855641, 0.02499214, 1.19134514, 0.84791825, 0.32548804, 0...
## $ X1563 <dbl> -0.82516016, -0.68192230, 1.21398476, -0.73189917, -0.7513384...
## $ X1564 <dbl> -0.18869799, 0.05681684, 1.00092273, 0.08134110, -0.65310172,...
## $ X1565 <dbl> 0.2504014, 1.0090344, 0.5477334, 0.8850120, -0.1531467, 1.032...
## $ X1566 <dbl> -0.28699247, 0.72893952, 0.19177406, 0.52160835, 0.82187577, ...
## $ X1567 <dbl> 0.21051979, 0.96128737, 1.86696886, -0.36173371, 0.67625060, ...
## $ X1568 <dbl> 1.57087518, 0.65004079, 0.62773421, 0.57081744, 1.23285526, -...
## $ X1569 <dbl> 0.11085947, -1.37131313, 0.57372172, -1.42063374, -0.30320613...
## $ X1570 <dbl> -0.538395243, 0.291568756, 0.301284532, -0.339885590, 0.21244...
## $ X1571 <dbl> 0.4944153, -0.7260335, 0.3220248, -0.0895950, -1.0180553, 0.5...
## $ X1572 <dbl> 0.25439920, 1.46454587, 0.44920130, -0.65507903, 1.28234992, ...
## $ X1573 <dbl> -1.2344939, 0.9649644, -1.2478228, 0.4504220, 1.4416554, -0.9...
## $ X1574 <dbl> 0.5716145, 1.2476043, 1.6061167, 0.2373206, 0.6156292, 1.2815...
## $ X1575 <dbl> 0.31966399, -0.19657993, 0.11816082, 0.21960002, -0.01608296,...
## $ X1576 <dbl> -0.539727124, 1.372330751, -0.348321412, 0.172324124, 1.88594...
## $ X1577 <dbl> 1.34935269, -0.63356928, 1.01244827, 0.94015891, -1.32830003,...
## $ X1578 <dbl> 1.51379139, -0.80315193, -0.90313425, -0.56095762, -0.1229294...
## $ X1579 <dbl> 1.2658966, -0.2735523, 0.5010674, 0.1544949, 0.7086671, 1.301...
## $ X1580 <dbl> 0.39653100, -0.15284869, 0.16580598, 0.51801499, 1.30429918, ...
## $ X1581 <dbl> 2.27216387, -1.44031934, -0.14574442, 1.71746418, 1.43367714,...
## $ X1582 <dbl> 0.504376047, -0.436795748, 0.432385415, 0.699391794, 0.135428...
## $ X1583 <dbl> 0.19837835, 0.14907457, 0.46259444, 0.07477511, -0.31125071, ...
## $ X1584 <dbl> -1.23380611, 1.28862895, -1.21942419, -1.13882977, 0.15233958...
## $ X1585 <dbl> -0.27826326, 0.33724234, 0.29081856, 0.16816854, 0.02865758, ...
## $ X1586 <dbl> 0.5227173, -0.9116376, 0.2534805, 1.2933221, 0.7977086, -0.95...
## $ X1587 <dbl> -0.21999371, 0.49452535, 0.90558936, -1.98150379, -0.17422329...
## $ X1588 <dbl> -0.67011237, 1.01967651, -0.56817296, -0.62408125, -0.3742456...
## $ X1589 <dbl> 1.48369145, -1.98522779, 0.05741322, 1.41986269, 0.42760729, ...
## $ X1590 <dbl> -0.00609441, -0.68462478, -0.48651398, -0.95343891, 1.2870308...
## $ X1591 <dbl> 0.59379170, 0.20002213, 0.64292783, 1.17283902, 0.34200156, 1...
## $ X1592 <dbl> -0.98470754, 0.18301120, -0.81135293, -0.39211920, 0.68475461...
## $ X1593 <dbl> 0.33481634, -0.03384134, 1.53226695, -0.32298289, 0.43628167,...
## $ X1594 <dbl> -1.27019300, 1.05007568, -0.67605946, -1.16875334, 0.78961225...
## $ X1595 <dbl> 0.4156999, -0.9988880, 0.2412746, 1.1522145, 0.1762282, 1.145...
## $ X1596 <dbl> -1.1463554, -0.9791556, -1.1662748, -1.0374930, -1.0601842, -...
## $ X1597 <dbl> 0.359078827, -0.528262784, -0.045109522, 0.982293882, 1.70322...
## $ X1598 <dbl> -0.80184954, -0.15168761, -0.74747361, 0.47480344, 0.76311731...
## $ X1599 <dbl> -0.70212656, -0.39405395, -0.73882884, -0.50154302, -0.543352...
## $ X1600 <dbl> 0.4801045, -0.4702266, 0.6275872, 1.3960786, -1.1881081, 0.50...
## $ X1601 <dbl> 0.74099145, -0.42284847, 0.14098709, 0.14829633, 0.74265671, ...
## $ X1602 <dbl> -1.09727860, 0.57924022, 0.44219935, 0.22828646, 0.09394077, ...
## $ X1603 <dbl> 1.1802550, -0.5485491, 1.0598314, 1.0403410, 0.4645082, 1.336...
## $ X1604 <dbl> 0.27031028, 1.18528299, 1.06670408, -0.81787407, -0.30222238,...
## $ X1605 <dbl> -0.53574317, 1.79989006, -1.24083257, -0.20721440, -0.0679575...
## $ X1606 <dbl> 0.10974338, -0.28742915, 1.23005825, 0.77484839, -0.68404208,...
## $ X1607 <dbl> 1.2052307, -1.3482513, -0.5820480, 1.2015076, 1.2884415, -1.9...
## $ X1608 <dbl> 0.30064789, 0.09558249, 1.12750109, 1.17514267, 0.61634000, -...
## $ X1609 <dbl> -0.41880399, 1.07561585, -0.33621116, -1.35450656, -0.4137369...
## $ X1610 <dbl> 0.91875196, -0.20566159, 0.93803170, 1.17385351, -0.74659530,...
## $ X1611 <dbl> -0.63170220, -0.49297791, -0.64822914, -0.54137996, -0.560206...
## $ X1612 <dbl> 1.57570160, -0.63328503, 0.44865031, 1.34432759, 2.01300443, ...
## $ X1613 <dbl> 0.227139636, 0.702419737, 0.294079526, 0.517567234, 0.0062716...
## $ X1614 <dbl> 0.64371840, -0.39302640, -0.28928159, 0.61465998, 0.98105132,...
## $ X1615 <dbl> 1.10278111, -1.12425416, 1.21040177, -1.23640867, -1.34585160...
## $ X1616 <dbl> 0.124325814, -0.031509177, -0.381430686, 0.793794862, -0.5911...
## $ X1617 <dbl> -0.83900049, 0.22966791, -0.10383582, -0.72678031, -0.7501714...
## $ X1618 <dbl> -1.01964453, 1.10211333, -0.09728059, -0.19212587, 1.28788364...
## $ X1619 <dbl> -1.23503643, -0.32932439, -1.41428893, -0.03505660, 1.3078535...
## $ X1620 <dbl> -0.56536382, -0.30046458, -0.72911297, -0.75165236, 0.3524074...
## $ X1621 <dbl> -0.101130830, -0.344593561, -0.511219925, 0.285756737, 0.9307...
## $ X1622 <dbl> -0.8212092, -0.7182610, -0.8334740, 1.3687510, -0.7681519, -0...
## $ X1623 <dbl> 0.02376091, -1.42728703, 0.11344341, 0.47027996, 2.23047621, ...
## $ X1624 <dbl> -0.73419947, -0.54671865, 0.95138349, -0.61213225, -0.6375758...
## $ X1625 <dbl> 0.76056828, 0.36628871, 1.27386354, 1.11019841, 1.06667681, 0...
## $ X1626 <dbl> 0.96889201, -1.06157932, 1.55862554, 0.08548174, -0.37685100,...
## $ X1627 <dbl> 0.081879260, -0.159559130, -0.062539184, -0.638215024, -0.064...
## $ X1628 <dbl> 0.29830329, -0.28943061, 2.02097213, -0.29647747, 0.62110781,...
## $ X1629 <dbl> 1.19069046, 0.64589058, 1.13430181, -0.11807339, -1.10056068,...
## $ X1630 <dbl> 0.75251318, 0.47831126, 1.99485766, -1.62753896, -0.75356344,...
## $ X1631 <dbl> 0.05252669, 0.65885116, 0.03673607, 0.30938953, 0.56292220, -...
## $ X1632 <dbl> 0.969836718, 0.667547227, -0.976796453, 0.484819767, -0.23995...
## $ X1633 <dbl> 1.253225319, -0.149364451, -1.652143341, 1.790117744, 1.11650...
## $ X1634 <dbl> 1.02579284, -0.26133248, 0.44752400, 0.35520644, 0.04788626, ...
## $ X1635 <dbl> -0.853280794, -0.683643457, -0.873490569, -0.742831323, -0.76...
## $ X1636 <dbl> -1.00923722, -0.12933742, 0.66530662, -0.90752999, -0.8231414...
## $ X1637 <dbl> 0.35029352, -0.07406631, 0.35591941, -0.46373339, -0.67894778...
## $ X1638 <dbl> -0.09107204, 0.14430448, 0.52199267, 0.59897169, -1.67157665,...
## $ X1639 <dbl> -1.46032411, 1.22053666, 0.08060562, -1.60836355, -0.05818404...
## $ X1640 <dbl> 0.2721929536, -0.4682216659, 0.1998237483, 0.9239934290, -1.1...
## $ X1641 <dbl> 0.13470603, 1.27673441, -0.45799868, -0.81038212, 0.56283531,...
## $ X1642 <dbl> 1.20145679, -0.97528235, 1.20423052, -1.19380192, -0.07736574...
## $ X1643 <dbl> -0.77035973, -0.59628302, -0.79109840, 1.18692692, 0.69876272...
## $ X1644 <dbl> -0.35756036, 0.53480446, -0.40735727, 0.36684637, 0.10653600,...
## $ X1645 <dbl> 0.7289724, 0.4287481, 0.3365819, 0.8910283, -0.3754032, 0.371...
## $ X1646 <dbl> 1.26999210, -0.08188074, 0.41103890, 0.20817163, 0.19825837, ...
## $ X1647 <dbl> 0.5175545, -0.1973287, -0.6230864, 0.3411458, 1.0381293, 0.12...
## $ X1648 <dbl> 0.72890995, -0.45569240, 0.80845893, 0.41735047, -1.74992674,...
## $ X1649 <dbl> 0.1150873, -0.3765504, -0.5093544, 0.6360065, 0.1734705, -1.2...
## $ X1650 <dbl> -0.64585858, -1.52449591, 1.10513809, 1.04151496, -1.23669890...
## $ X1651 <dbl> 0.46971464, 0.97209426, 0.78446737, -1.69707771, 0.01364221, ...
## $ X1652 <dbl> -0.8833921, -0.5146453, -0.8173663, -0.8371073, -0.8144117, -...
## $ X1653 <dbl> 0.14907225, 0.14734740, 1.45759505, 1.17247520, -0.48597113, ...
## $ X1654 <dbl> 0.396623771, -0.322165452, 0.852614821, 0.458901479, 1.446572...
## $ X1655 <dbl> -0.81072132, 1.47107508, 1.03656037, 0.04085114, 0.70170757, ...
## $ X1656 <dbl> -0.87085290, -0.80232069, -0.85791789, -0.60997099, -0.172403...
## $ X1657 <dbl> -1.229395218, 0.296259062, -1.545337243, 0.890421884, -0.2457...
## $ X1658 <dbl> 0.0694922072, 1.4599669443, 0.0004406281, -0.0800824566, 1.02...
## $ X1659 <dbl> 0.25515300, -2.04938743, 0.60739886, -2.05004265, -0.47136149...
## $ X1660 <dbl> 0.56489663, -0.14239753, 0.93151237, -0.02682372, -0.87165019...
## $ X1661 <dbl> 0.82338558, 1.13731065, -0.99516868, 0.74554736, 0.80949861, ...
## $ X1662 <dbl> -1.08552807, 1.47948216, -1.10292261, -0.59692034, 0.05892055...
## $ X1663 <dbl> 0.59922855, 0.01837064, -1.99677867, 1.45601973, -1.23285982,...
## $ X1664 <dbl> 0.35443816, 1.37030284, 0.52767325, 0.22835285, -0.29125887, ...
## $ X1665 <dbl> 1.60584713, 1.06926153, 0.32802551, 0.69575604, 0.52186787, 0...
## $ X1666 <dbl> 0.1376852, -0.1270629, 1.0935073, -1.1988510, 0.5719672, -0.2...
## $ X1667 <dbl> 0.3052775, -2.0975579, 1.1040220, -0.0375471, -1.8366948, 0.7...
## $ X1668 <dbl> 0.25850293, -0.33035268, -1.18007378, 1.04154479, 0.06131171,...
## $ X1669 <dbl> -0.17524336, -1.12295287, 0.06399787, 0.60901476, -1.04977922...
## $ X1670 <dbl> -0.20755044, 1.37029704, 0.17227058, -2.03475399, 0.54928391,...
## $ X1671 <dbl> -0.13466015, 0.11261415, 0.22175333, 0.23254178, -0.03171194,...
## $ X1672 <dbl> 0.90546531, 1.00124744, 0.63997679, 0.05541683, 0.37863409, -...
## $ X1673 <dbl> 0.904648848, 0.558277750, 0.946526651, 1.069464828, -0.421025...
## $ X1674 <dbl> -0.88310868, -0.48168953, -0.93093183, -0.62174798, -0.676225...
## $ X1675 <dbl> -0.608857256, 0.309010422, 0.978752562, 0.857482589, -1.79668...
## $ X1676 <dbl> -0.60990813, -0.37044754, -0.63843631, -0.45399731, -0.486495...
## $ X1677 <dbl> -0.1038558, 0.7857793, 0.9013401, 0.3260024, 0.9527999, 0.366...
## $ X1678 <dbl> 1.300383063, 0.312657543, 0.172215362, 0.906034546, -0.690035...
## $ X1679 <dbl> 0.60846062, 0.94638452, 0.17725227, 0.69957663, -0.80110377, ...
## $ X1680 <dbl> -0.15823685, 0.34054823, 0.47193301, 0.77520000, 0.82565161, ...
## $ X1681 <dbl> 0.899917717, -1.994115757, 0.288113647, 0.009740352, -1.11548...
## $ X1682 <dbl> 0.53999467, -1.21163683, -1.64948118, -0.45964706, 0.72978402...
## $ X1683 <dbl> 0.73759944, -1.71080354, 1.97599337, 0.86587264, 1.39061289, ...
## $ X1684 <dbl> -0.5224529, 0.6508382, 1.1947694, 2.0566467, 0.9074468, 1.205...
## $ X1685 <dbl> 0.131739659, 0.645478817, 0.734851378, 0.082476424, 0.6890219...
## $ X1686 <dbl> 0.69494254, -1.23915355, 1.39115420, 0.56705149, 0.40962832, ...
## $ X1687 <dbl> 1.08892976, -2.47798579, 0.69792864, 0.65751841, -0.23492055,...
## $ X1688 <dbl> -1.32355283, 0.33262985, 0.82074823, 0.55867365, 1.96638325, ...
## $ X1689 <dbl> -0.02762341, -0.16703990, 2.20790291, 1.11602137, -1.22415363...
## $ X1690 <dbl> 0.232026506, 0.180238021, 0.158294800, 0.336412233, -0.155474...
## $ X1691 <dbl> 0.36352447, -0.53355471, -0.13253626, 0.28785916, -1.72900656...
## $ X1692 <dbl> -0.23303389, 1.27342688, -1.69129783, -0.25077985, 0.55744751...
## $ X1693 <dbl> -0.211814518, -0.319186437, -0.063831222, -0.368205088, -0.43...
## $ X1694 <dbl> -0.88048172, 0.68191628, -0.46756976, -1.59711315, -0.0754865...
## $ X1695 <dbl> 0.14023094, 1.00107666, 0.18460260, 0.64254990, 1.03605315, 0...
## $ X1696 <dbl> 0.88641954, 0.64957865, 1.10995480, 1.23936103, 0.01927977, 0...
## $ X1697 <dbl> -0.32889686, 0.52069251, -0.09756865, -0.81437257, 1.01986965...
## $ X1698 <dbl> 0.87102677, 0.35772773, 0.24272879, 0.05206356, 0.74636732, -...
## $ X1699 <dbl> -0.97088269, 0.61772609, 2.83483577, -0.73275218, -0.93204327...
## $ X1700 <dbl> 1.3773945, 0.5738521, 1.4358963, 0.5701229, 1.4810516, 0.8299...
## $ X1701 <dbl> 0.6607253, -1.0654536, -0.1183791, 0.5969457, 0.7317488, -0.8...
## $ X1702 <dbl> 0.06362737, 0.43111688, 0.80807410, -0.13916419, 0.75878848, ...
## $ X1703 <dbl> -0.436197567, -0.694690132, 0.708189410, -0.253903733, 0.5072...
## $ X1704 <dbl> -0.42038011, -0.38702651, 0.25686725, -0.42036119, -1.4192028...
## $ X1705 <dbl> -0.90866316, 0.82039238, -0.95901351, -0.27239894, 2.11448502...
## $ X1706 <dbl> 0.74209486, -0.13593251, -1.77125870, 0.57728193, 0.89576035,...
## $ X1707 <dbl> 0.07291551, 0.02299908, 0.23778606, -0.14315187, -0.11164128,...
## $ X1708 <dbl> -1.03066661, -1.23533917, -0.15339681, -0.09334178, -0.319775...
## $ X1709 <dbl> 0.91510838, -1.12420658, -0.05784935, 0.72097564, -0.90015866...
## $ X1710 <dbl> -0.89144946, -0.26154381, -1.58833909, 0.32025360, 1.35034983...
## $ X1711 <dbl> -0.715812636, -0.129167323, 0.128202051, -1.167124890, 0.3580...
## $ X1712 <dbl> 1.2007096, -0.5603681, -1.5567880, 0.2315697, 1.5088986, -1.2...
## $ X1713 <dbl> 0.17524821, 0.91023584, 0.21584414, 0.52710393, 1.00591683, -...
## $ X1714 <dbl> -1.13760805, -1.11864264, 0.52100085, -1.17700943, -0.7666916...
## $ X1715 <dbl> 0.570235554, 0.393547321, 1.026553656, 0.764687255, 1.9521235...
## $ X1716 <dbl> -1.0935735, -0.4688583, 0.1845709, 1.3568798, 1.4412544, -0.5...
## $ X1717 <dbl> 1.23920177, -0.46119020, 0.90541152, 0.88102773, 1.71646597, ...
## $ X1718 <dbl> 0.29780831, 0.89218035, 0.75615905, 0.23877575, 0.99196151, 0...
## $ X1719 <dbl> 0.6060531, 0.1249571, 0.2967219, -0.0819758, 0.2053224, -0.46...
## $ X1720 <dbl> 0.71319639, -1.30619559, 0.31067690, 1.49342762, -1.53614906,...
## $ X1721 <dbl> 0.58466194, 0.02503871, 0.43064277, 0.47482367, -1.46279144, ...
## $ X1722 <dbl> 0.28371692, 1.09320446, 0.79043044, 0.24775082, -0.59432185, ...
## $ X1723 <dbl> 0.39808918, -1.92938739, 0.03688687, 0.44900830, 1.74273767, ...
## $ X1724 <dbl> 0.71407480, -0.60156465, -0.06864959, -1.27471905, -1.2904093...
## $ X1725 <dbl> -0.64352026, -0.47175275, -0.66398381, -0.53168385, -0.554994...
## $ X1726 <dbl> -0.13175015, 0.16326609, 0.58671553, 0.05747706, 0.56199641, ...
## $ X1727 <dbl> -0.7245456, -0.5568793, -0.7445205, 1.5000229, 0.9986976, -0....
## $ X1728 <dbl> 0.96038391, -1.46773888, -0.52918722, 1.83000453, -0.36397240...
## $ X1729 <dbl> -1.09015496, 0.40459688, -0.59504579, -0.20371720, 1.98602994...
## $ X1730 <dbl> 1.21548131, 0.82824727, 0.28796080, -0.18062089, -0.18913297,...
## $ X1731 <dbl> 0.1062587, -0.7502096, 0.1057491, 0.6328684, 0.6285176, -0.56...
## $ X1732 <dbl> 0.37774039, -0.09611195, 0.77153247, -1.41058399, -0.37410590...
## $ X1733 <dbl> -0.018329280, -1.064336586, -0.367184511, 0.539432355, 0.4452...
## $ X1734 <dbl> 0.61084749, 0.33859412, 0.48800632, 0.41434868, 1.62458317, 0...
## $ X1735 <dbl> -1.04173233, -0.90295314, 1.92826209, -0.95137435, -0.9702085...
## $ X1736 <dbl> -0.889677969, -1.034799060, 1.267519829, 1.473700992, -0.3051...
## $ X1737 <dbl> 0.11000591, -0.44489910, 0.69956767, -1.19094252, -0.07787409...
## $ X1738 <dbl> 0.17760664, -2.27247816, -1.00906724, -1.04845797, 0.11963001...
## $ X1739 <dbl> 1.2874880, -0.4753955, 1.3120732, 0.8922770, 1.2050173, 0.613...
## $ X1740 <dbl> -0.10193968, -0.15287031, 0.22403635, -2.25706588, -0.0629947...
## $ X1741 <dbl> 1.22325296, 0.32734782, 1.23540471, -0.08790338, 0.72885938, ...
## $ X1742 <dbl> -0.7981469, 2.8199779, -0.8131308, -0.7162577, 0.2335327, -0....
## $ X1743 <dbl> -1.02091817, -0.63301845, -2.11065670, -1.06975691, 0.0763204...
## $ X1744 <dbl> 0.27179169, -2.02670636, 0.06457252, -0.07147283, 0.56869953,...
## $ X1745 <dbl> 0.17943582, 1.18977565, -0.04310072, -0.08521584, -1.14685659...
## $ X1746 <dbl> 1.10910150, 0.12228323, 1.42425204, 1.23999420, -1.06108725, ...
## $ X1747 <dbl> -1.405370588, 0.751668168, -1.360911716, -0.563392287, -0.469...
## $ X1748 <dbl> 0.36132409, -0.62702997, -1.21177444, 1.30422942, 0.49613607,...
## $ X1749 <dbl> -0.57289542, -0.34971748, 0.19376533, -0.88129247, 0.33717506...
## $ X1750 <dbl> 1.008406e+00, -6.084967e-01, 1.734409e+00, -1.341779e+00, 1.5...
## $ X1751 <dbl> -0.77834909, -0.45942179, 3.15099447, -0.57069815, -0.6139807...
## $ X1752 <dbl> 0.165358625, -0.799780845, 1.131904510, 0.004710357, -0.45364...
## $ X1753 <dbl> 0.92225103, 0.06676430, 1.12703460, 0.90545326, 0.85307180, 0...
## $ X1754 <dbl> 0.35365346, 0.75576170, -0.06327534, -0.31930004, 0.22417551,...
## $ X1755 <dbl> 0.76142331, -1.39028080, 1.39371535, -0.23078345, -0.06464959...
## $ X1756 <dbl> -0.06391964, -0.15016234, -0.16405117, -0.88070702, -1.738729...
## $ X1757 <dbl> 0.38858564, -2.57467375, 0.31624672, -0.61381007, 0.21328661,...
## $ X1758 <dbl> -0.1597237, -0.1212739, -0.9033194, 0.5995365, 0.5795566, 0.6...
## $ X1759 <dbl> 0.31569062, 0.42165895, 0.80369231, 0.90165836, 0.34800364, 0...
## $ X1760 <dbl> 0.7820577, -1.4034061, -1.2683205, -1.9635493, 0.6828316, -2....
## $ X1761 <dbl> 0.49088593, 1.64825518, 1.91510970, 0.65604947, 0.21752168, 1...
## $ X1762 <dbl> 0.52601273, -0.38719819, 1.03477298, 0.66157900, 1.70419555, ...
## $ X1763 <dbl> 0.12659447, -1.07226500, -0.39501296, 1.38204370, -0.42818050...
## $ X1764 <dbl> 3.05246231, -0.77182590, -0.24122865, -0.80955054, -0.8242241...
## $ X1765 <dbl> 1.21546489, -0.33787421, 0.85129428, 0.40302530, -0.98486510,...
## $ X1766 <dbl> -0.03190245, 0.63377031, 1.26789283, -0.33997234, -0.86983683...
## $ X1767 <dbl> 0.3172271, -0.6671368, 0.1739737, -0.9315337, -0.9553980, 0.7...
## $ X1768 <dbl> 1.38395139, -1.65600757, -0.25231215, 0.80645253, 0.61372470,...
## $ X1769 <dbl> 0.8800361, 0.5175511, 0.3806304, 0.0226067, -1.0806579, -2.37...
## $ X1770 <dbl> 0.97776490, 0.50951909, 0.25472896, -0.14371983, 0.94774559, ...
## $ X1771 <dbl> -0.03519197, 1.45118213, 1.77324907, -0.66302024, -1.17845199...
## $ X1772 <dbl> -0.88429730, 0.36102415, -0.89399727, -0.83128551, -0.2115736...
## $ X1773 <dbl> -0.65699804, -0.50363729, -0.67526871, -0.55714612, -0.577959...
## $ X1774 <dbl> -1.57852402, 1.89267645, -0.25197498, 0.79820319, 0.13248842,...
## $ X1775 <dbl> 0.45895493, -1.07947876, 1.24949172, 0.75868579, 0.83032559, ...
## $ X1776 <dbl> 0.211389833, -0.662500543, 1.080417152, 1.493739928, -1.61808...
## $ X1777 <dbl> -0.38762018, 0.67788691, 0.59582085, -0.52580529, 0.96783304,...
## $ X1778 <dbl> -0.99945475, -0.33449874, -0.49368476, -0.65961851, -1.020963...
## $ X1779 <dbl> -0.05964537, -0.73088728, 0.98586537, 1.38244825, -0.78175917...
## $ X1780 <dbl> 0.125114492, 1.036599264, 0.062534542, -0.004607164, 1.900221...
## $ X1781 <dbl> -0.8725892, 0.7795312, -0.8896606, 1.4429388, 2.6557539, -0.4...
## $ X1782 <dbl> 0.028551242, -1.415093646, 0.008413192, 0.603278449, -1.05368...
## $ X1783 <dbl> 1.10321812, -1.62958393, -1.49375170, 0.60857485, -0.77016918...
## $ X1784 <dbl> -0.02620651, -0.71871990, -0.74359917, -0.03709358, 1.2987603...
## $ X1785 <dbl> 0.625812381, 1.874226606, 0.890702769, 0.480845083, -1.914829...
## $ X1786 <dbl> 0.74857236, -0.84295640, -1.63878821, 0.11341665, 0.04397949,...
## $ X1787 <dbl> 1.26706529, -0.93214904, -0.66112062, 0.14748240, 0.51957541,...
## $ X1788 <dbl> -0.8099315, -1.3180424, 1.1205707, 1.5565641, -0.5765731, 1.3...
## $ X1789 <dbl> -1.40152693, -0.12888029, -1.01806299, 0.20780713, 0.77460490...
## $ X1790 <dbl> 0.95839352, -0.27669701, 0.84851784, 0.23183460, -1.09803791,...
## $ X1791 <dbl> 6.584664e-01, -9.898697e-02, 3.280281e-01, 3.837196e-01, -3.3...
## $ X1792 <dbl> -0.90360636, -0.71341335, 1.39190564, -0.77977326, -0.8055849...
## $ X1793 <dbl> -0.05356765, -0.10611089, 2.48161150, -0.69302392, 0.69240882...
## $ X1794 <dbl> -0.69153295, 1.52221350, 3.70437654, -0.57667590, -0.60061663...
## $ X1795 <dbl> 0.718691783, -0.522179965, -0.663461583, -0.566226763, 0.0298...
## $ X1796 <dbl> -0.63357341, -0.45463494, -0.65489128, -0.51706805, -0.541352...
## $ X1797 <dbl> -0.4672728, 0.9527030, -1.4653826, -1.4018398, 0.2921879, -0....
## $ X1798 <dbl> -0.2226381719, -0.6034725283, 1.2469304227, -0.2251057970, -0...
## $ X1799 <dbl> -0.89064802, -0.71676570, -0.91136352, 0.11131698, -0.8010327...
## $ X1800 <dbl> -1.2148974, -1.0813342, 0.7488520, 0.3783395, 1.5286720, -0.8...
## $ X1801 <dbl> 0.96641229, -0.86842793, -0.05629677, 0.08218928, -1.32109974...
## $ X1802 <dbl> -0.735377624, -0.442585151, -0.770259509, -0.544742860, -0.58...
## $ X1803 <dbl> -0.70898785, 0.08730173, 0.15449018, -1.07056447, -0.19380619...
## $ X1804 <dbl> 0.47730236, 0.10631875, 0.26674755, 0.53617409, 2.05933454, -...
## $ X1805 <dbl> 0.83766243, -1.47593669, 0.03041539, 0.25366345, 0.38548547, ...
## $ X1806 <dbl> 1.13456592, 0.46346263, 0.35613150, 0.31015622, -1.39283082, ...
## $ X1807 <dbl> 0.91254315, -0.52215448, 0.99091538, 0.35826904, -0.49794438,...
## $ X1808 <dbl> 0.36393275, -1.07070719, 0.77410263, 1.21276190, -0.38133070,...
## $ X1809 <dbl> -0.60199435, -0.15046067, 1.27451866, -0.06749095, 0.28600446...
## $ X1810 <dbl> -0.1163515, 1.0344838, 0.4518212, -2.1250902, 0.2946551, 0.99...
## $ X1811 <dbl> -1.095406064, 0.004477583, -1.109319474, -0.458054969, 1.6029...
## $ X1812 <dbl> 0.5584315, -1.1330408, -0.3251958, 1.4674546, -0.1374755, 1.5...
## $ X1813 <dbl> 0.40894219, 0.63777518, 1.26385424, -0.60360869, -0.07952611,...
## $ X1814 <dbl> 0.77105345, -0.63343298, 0.46875992, -1.24551853, 0.83573292,...
## $ X1815 <dbl> 0.66286030, 0.73962523, 0.57985342, -0.04700557, 0.41513529, ...
## $ X1816 <dbl> 0.176088456, 0.379852340, 0.972196878, 1.065657482, -0.561857...
## $ X1817 <dbl> 1.11745792, 0.19421286, 0.44410003, 0.54938722, 1.00872322, 0...
## $ X1818 <dbl> -1.71693622, -1.62686626, -0.42934042, 1.91276604, 2.41858926...
## $ X1819 <dbl> 0.86897052, 1.23530031, 2.51880982, 0.31390024, 0.02551049, 2...
## $ X1820 <dbl> -0.32363626, 0.80824884, 0.95682318, 0.65748834, -1.10639644,...
## $ X1821 <dbl> 1.15094238, 0.78828307, 0.45034634, -0.22732018, -0.18569393,...
## $ X1822 <dbl> -0.49736409, 0.77534690, 0.28404616, -1.27877501, -0.26684866...
## $ X1823 <dbl> 0.5364280, 0.2106099, 1.0875599, -1.1060453, 0.7737718, 0.299...
## $ X1824 <dbl> -0.7776751, -0.6472796, -0.7932098, -0.6927757, -0.7104721, -...
## $ X1825 <dbl> 0.31511975, 1.09830349, -0.21166255, -0.31490418, 1.26262287,...
## $ X1826 <dbl> 0.35433759, -0.71701040, -0.46976733, -0.72574771, 0.44209451...
## $ X1827 <dbl> -0.16299293, -0.17506335, -0.18944179, -0.34325926, 1.0774452...
## $ X1828 <dbl> 0.731391514, -1.144115648, -0.550182238, -0.144469535, 0.1853...
## $ X1829 <dbl> 0.47366334, 1.27856539, -1.56722492, -1.41933350, 0.05350928,...
## $ X1830 <dbl> 1.01069955, -0.66336022, 0.75439649, -0.05437173, 0.65008836,...
## $ X1831 <dbl> 1.43851245, 1.10737184, 1.22647749, 0.48896661, 0.53658003, 0...
## $ X1832 <dbl> 1.21979203, -0.45635536, 0.46093676, -1.28560555, -0.15359517...
## $ X1833 <dbl> 0.74104645, 1.33122036, 0.57592513, -0.18190626, 0.97094935, ...
## $ X1834 <dbl> 0.71763848, -0.74817587, 1.73357751, -2.51866896, -0.13550351...
## $ X1835 <dbl> -0.91962922, -0.04868548, -0.93458888, -0.38757117, 0.5200133...
## $ X1836 <dbl> 0.701174670, -0.112970974, 0.382618499, -2.004186433, -1.8110...
## $ X1837 <dbl> 0.36146638, -0.70285985, 0.42622130, 0.10512671, 0.73689287, ...
## $ X1838 <dbl> 0.90273578, -0.06114007, 0.10597170, 1.40188336, 0.45762724, ...
## $ X1839 <dbl> 0.44055872, -0.35433575, 0.63756347, 0.06581354, 0.53256482, ...
## $ X1840 <dbl> 0.93151610, 0.18601285, -0.14104867, -0.55193995, 0.32562887,...
## $ X1841 <dbl> -0.30460895, -0.17291244, -1.34283746, -0.02347997, 1.0937301...
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## $ X1843 <dbl> -0.3815110, -0.1122459, -0.9943007, -1.6524486, -0.6927174, 0...
## $ X1844 <dbl> -0.86268092, 0.71462825, -0.88814374, -0.72352275, 1.94638578...
## $ X1845 <dbl> 0.34048165, 0.34759290, 0.29496882, 0.25799698, 0.75764687, 0...
## $ X1846 <dbl> 0.84196030, -1.09770141, -0.53240590, -1.81210443, -1.3242221...
## $ X1847 <dbl> 0.978381697, 0.241916282, 1.106749185, -0.413482546, -0.29596...
## $ X1848 <dbl> -0.78085244, -0.53858569, -0.80971493, -0.62311455, -0.655993...
## $ X1849 <dbl> -1.0520975, 0.7455039, -1.0742363, -0.9311059, -0.9563253, -0...
## $ X1850 <dbl> 0.24150083, 0.07499437, 1.51446223, 1.40317580, 0.37020194, 1...
## $ X1851 <dbl> 0.63256938, -0.04119828, 0.39596200, 1.14352918, 0.07374043, ...
## $ X1852 <dbl> 0.24655828, -0.03537205, 0.92554645, 0.31748685, -1.04354156,...
## $ X1853 <dbl> 1.378149822, 0.004369859, 1.064998500, 0.213978022, 0.9313731...
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## $ X1855 <dbl> -0.160758275, -0.545188317, 1.228329713, -0.057979048, -0.971...
## $ X1856 <dbl> -0.16746773, 0.20510404, -0.60490048, 0.22777516, 1.76475219,...
## $ X1857 <dbl> 0.28814512, 0.11052541, 0.15582797, -0.07017846, 0.06429076, ...
## $ X1858 <dbl> -1.1341121, -0.9842260, -1.1519688, -1.0365225, 0.6244547, -0...
## $ X1859 <dbl> 0.19944360, -0.55208956, 0.12459198, 0.68541107, -1.38111845,...
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## $ X1861 <dbl> -0.7019845, 0.4111264, -0.7140350, -0.6361272, -0.6498545, -0...
## $ X1862 <dbl> -1.7393330, -0.5739298, -0.4367501, -1.6338265, 1.2810445, 0....
## $ X1863 <dbl> -1.29343490, -0.09044389, 0.83987108, -1.21917407, 1.81714006...
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## $ X1865 <dbl> -1.12359972, -1.19460831, -1.35057899, -1.24323466, 0.2888345...
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## $ X1867 <dbl> -0.76665783, -0.53106491, -0.79472523, -0.61326522, 1.5831131...
## $ X1868 <dbl> 0.641791650, -0.905823774, -1.065693227, -1.441372752, 0.4747...
## $ X1869 <dbl> 0.04296014, -0.11791058, -0.19990094, 1.07016588, 1.56245506,...
## $ X1870 <dbl> -0.6963028405, -0.4482107972, 7.2374893623, -0.5347721572, 1....
## $ X1871 <dbl> 0.578886915, 1.891905246, 1.079656250, -0.837895002, 1.645414...
## $ X1872 <dbl> -0.952711988, 0.003318272, 0.211772312, 0.399776682, 0.817122...
## $ X1873 <dbl> 0.38738600, 0.40724544, -1.62557833, 1.47570533, -0.04347409,...
## $ X1874 <dbl> 1.54768025, -0.15438176, 1.06872676, 1.30708597, 0.95247968, ...
## $ X1875 <dbl> -1.1849490, 1.7073663, -1.3537750, -0.5001883, 0.8890711, 1.0...
## $ X1876 <dbl> 0.4325226, 0.3927664, 0.2581000, -0.2192656, 1.3644006, -1.74...
## $ X1877 <dbl> 1.00128580, -0.96473271, 1.40678765, -0.17952266, -0.93181144...
## $ X1878 <dbl> 0.5829038, -0.1160419, 0.9444757, 0.4655307, 0.1055389, -1.96...
## $ X1879 <dbl> 1.1425933, 2.6943561, -1.1466193, -1.0192077, -1.0416575, -0....
## $ X1880 <dbl> -0.537335349, -0.342238491, -0.560578249, -0.410309394, -0.43...
## $ X1881 <dbl> 0.72805514, 0.13973371, 0.65045176, 1.04948486, 0.64988547, 1...
## $ X1882 <dbl> 1.91539983, 1.10045363, 0.81633789, -1.06006676, 0.36631619, ...
## $ X1883 <dbl> 0.2349851, 1.2558244, -1.0972847, -1.0236902, -0.1427602, -0....
## $ X1884 <dbl> -1.10255401, -0.98980091, -1.11598687, -0.04102711, 1.3121399...
## $ X1885 <dbl> 0.279432264, 1.062337173, -0.172199437, -0.083229544, 1.32495...
## $ X1886 <dbl> -0.68899891, -0.51205540, -0.71007910, -0.57379245, -0.597806...
## $ X1887 <dbl> -0.21071930, -0.29594867, -0.29657199, -0.33681413, 0.9923219...
## $ X1888 <dbl> 0.32186123, 1.47111078, -0.96442023, -0.82574252, -0.83025405...
## $ X1889 <dbl> -0.14338212, -0.41572975, 0.36372516, 0.61382922, -0.49131388...
## $ X1890 <dbl> 0.37008841, 0.54001448, 0.24435113, 1.29571776, 1.03400796, -...
## $ X1891 <dbl> -1.0390416, 1.5141897, -0.4778693, 0.6154302, -0.9809610, 1.6...
## $ X1892 <dbl> 1.9522169, -0.5939760, -0.8544764, 1.1667455, 1.3143155, -2.0...
## $ X1893 <dbl> -0.26248805, 0.60221547, -0.23636471, 0.05580391, 0.38205281,...
## $ X1894 <dbl> -0.86593173, 3.11512044, -0.88789883, -0.74587819, -0.7709020...
## $ X1895 <dbl> 0.27224725, -0.68589625, 0.87802776, 0.24066077, -0.07431251,...
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## $ X1897 <dbl> -0.72398727, -0.09294843, -0.14709678, -0.10677055, 0.4057998...
## $ X1898 <dbl> 0.13491459, -0.18997975, 0.55191275, -0.42608720, -1.65809624...
## $ X1899 <dbl> 0.66540245, -0.78767021, 0.85470075, 0.89161051, 0.57691847, ...
## $ X1900 <dbl> -0.39699636, 0.27540241, -0.23412914, -1.10482806, -0.0728358...
## $ X1901 <dbl> 0.84085481, 0.19901357, 0.68252614, 0.22121809, -1.42739078, ...
## $ X1902 <dbl> 1.11436579, -1.21389266, 0.07528218, 0.16093490, -0.20629409,...
## $ X1903 <dbl> -1.29221357, -0.52055592, 2.36423498, -1.04993830, -0.1794552...
## $ X1904 <dbl> 1.14143987, -0.06755920, 0.66547234, 0.75132102, 0.43606701, ...
## $ X1905 <dbl> 0.189113846, 0.037580217, -0.151326332, 0.291717246, 1.530257...
## $ X1906 <dbl> 1.4012366, -0.6351770, 2.3373132, 1.6565118, -0.6978358, -0.4...
## $ X1907 <dbl> 0.18868974, 0.14765576, 1.23128039, 0.85101634, -0.31931563, ...
## $ X1908 <dbl> 0.04285298, 0.06325028, 0.03247748, 0.17776642, 0.44198815, 0...
## $ X1909 <dbl> 0.3203843967, -1.2198561324, 2.0088228968, 0.6629330875, 0.07...
## $ X1910 <dbl> -0.77175064, 0.93814429, 0.50771523, -1.00805366, -0.48348665...
## $ X1911 <dbl> 0.16702308, -0.72398649, 0.85379639, -0.71096209, -0.08772513...
## $ X1912 <dbl> -1.061038208, 1.340763315, 1.255987276, -0.925404717, 0.18210...
## $ X1913 <dbl> -0.493069194, 0.950316427, -0.571233467, -0.211404742, 0.8074...
## $ X1914 <dbl> 0.27484341, -0.84052444, -0.45488760, 0.61227677, 1.06841398,...
## $ X1915 <dbl> -0.10987847, -0.32923077, 0.14155627, -0.19030959, -0.4454535...
## $ X1916 <dbl> 0.8058766, -0.3312822, -1.3284709, 1.1378127, 1.1318123, 0.48...
## $ X1917 <dbl> 0.4471127, 1.2116721, 0.2201154, 0.7633560, 0.5281110, 1.0788...
## $ X1918 <dbl> 0.31787128, -1.09081608, 0.88292673, -0.28032181, -0.35239901...
## $ X1919 <dbl> -0.24840339, -0.06588499, 0.79133135, -0.29510372, 1.82125042...
## $ X1920 <dbl> 0.02938894, 0.51466950, 0.45758582, -0.03291660, -0.45293992,...
## $ X1921 <dbl> 1.47626244, 0.89934186, -0.04830668, -0.34319626, 0.88850354,...
## $ X1922 <dbl> 1.56632726, -1.42900484, 1.03507365, -0.47748307, 0.23617797,...
## $ X1923 <dbl> 0.21046414, 0.01983649, 0.68276690, -0.14060764, 1.59087254, ...
## $ X1924 <dbl> 0.20894865, 0.45354855, 0.88705807, 0.80076061, -0.99263498, ...
## $ X1925 <dbl> 0.2364121, -0.7489742, 0.6915332, -0.8032571, 0.1226410, 0.11...
## $ X1926 <dbl> -1.23688801, -1.50960655, 0.18238499, -0.86335676, 1.10972473...
## $ X1927 <dbl> 0.2300280, 1.0345334, 0.1640290, -0.2756746, 0.9429670, 0.379...
## $ X1928 <dbl> -0.06072924, -0.53918489, -0.20530588, -2.50550227, -0.167384...
## $ X1929 <dbl> -1.23843852, -1.23762257, 1.16358224, 1.10008835, -1.29260202...
## $ X1930 <dbl> 0.88245155, 1.79832091, 1.16524887, 0.54815293, 1.03070838, 0...
## $ X1931 <dbl> 0.77006132, -0.07922248, -0.28316286, 0.96560852, 1.66429902,...
## $ X1932 <dbl> -0.04703989, 0.27587199, 0.58492483, 0.67499692, -1.06109833,...
## $ X1933 <dbl> -0.536462778, 0.864367114, 0.213750121, -0.411927178, 0.83597...
## $ X1934 <dbl> 0.80906806, -0.04315759, 0.37920026, -0.58081705, -0.26661222...
## $ X1935 <dbl> -0.221033959, 0.024449364, 0.334587397, 0.875365437, -1.56905...
## $ X1936 <dbl> 0.695488990, -1.041905881, 1.089474647, 0.535000874, -0.00467...
## $ X1937 <dbl> 1.4806816, -0.6094898, -0.7575026, -0.6556352, -0.6735841, -0...
## $ X1938 <dbl> -0.571602535, 0.698377419, -0.203972766, 0.397516858, 0.00891...
## $ X1939 <dbl> 0.69146171, -0.33185258, -0.09742923, 0.56692966, -0.90970940...
## $ X1940 <dbl> 0.45067945, 0.57523202, 1.17479957, 0.32985839, -0.56661064, ...
## $ X1941 <dbl> 0.85307867, -0.99045050, -1.41692329, 0.37174389, 0.01632724,...
## $ X1942 <dbl> -0.01664644, 0.24692943, 1.12117135, -0.29653834, -0.66586502...
## $ X1943 <dbl> 0.3801785651, -0.1100517468, 0.7301791299, -0.0674998401, -0....
## $ X1944 <dbl> -1.1858825, 0.6987042, -1.2996449, 0.7583845, -1.2083216, 0.5...
## $ X1945 <dbl> 0.31568914, -0.09873175, -1.09677097, 0.97694632, -1.00355035...
## $ X1946 <dbl> 0.3298862, -1.1206034, 0.8880133, 0.4800928, -1.1540211, -0.6...
## $ X1947 <dbl> 1.30971830, -0.04402499, 0.43131294, -0.62543668, -0.12393454...
## $ X1948 <dbl> 1.07710448, 1.04946466, 0.69643861, -2.09341216, 0.48323362, ...
## $ X1949 <dbl> 1.0622204, 0.2508471, -0.3617493, 1.1118705, -0.2619216, 0.41...
## $ X1950 <dbl> -1.0869115, 1.1549045, -1.1077469, 0.9522179, -0.9967774, -0....
## $ X1951 <dbl> 0.23248123, -0.55756172, 0.44593481, -0.64671117, -1.46901569...
## $ X1952 <dbl> -0.04279897, 1.53245685, 0.15364772, -1.03181663, 0.83667930,...
## $ X1953 <dbl> -0.05141699, -0.03778194, 0.73730722, 0.55548011, 1.83110478,...
## $ X1954 <dbl> -0.502204142, -1.244391592, 0.504190240, -0.317990048, -0.584...
## $ X1955 <dbl> -1.042146146, 0.322218421, -1.054864342, -0.972639290, 0.7811...
## $ X1956 <dbl> 0.78286672, -0.21551322, 0.78214733, 0.72446410, 0.18316629, ...
## $ X1957 <dbl> -0.72301999, 1.42434090, 1.70226582, -0.10529309, 0.38465332,...
## $ X1958 <dbl> -0.79812108, -0.56856521, -0.82546926, -0.09443343, 1.3336783...
## $ X1959 <dbl> -0.1947426, -0.5625476, -0.9598424, 0.2793996, -0.8859080, -0...
## $ X1960 <dbl> 0.26382912, -1.20771933, -0.73886944, 0.41041366, -0.40609198...
## $ X1961 <dbl> 0.29384899, -1.10417682, 0.06599375, 1.68167455, -0.50853073,...
## $ X1962 <dbl> 0.60293191, 0.33307666, -0.20125092, 0.52845013, -0.32738876,...
## $ X1963 <dbl> -0.16645408, 0.57887195, 0.78230082, 1.04978369, 2.16711401, ...
## $ X1964 <dbl> -0.186568419, 0.241685506, 0.487461265, 0.477187541, -1.39555...
## $ X1965 <dbl> 1.1137305, -1.3087690, 1.6642279, 0.1115358, -0.5705889, -0.5...
## $ X1966 <dbl> -1.1400734, -0.9868235, -1.1583308, -1.0402936, 0.4952692, 0....
## $ X1967 <dbl> -0.8937754, 0.5339485, 1.1842030, -0.8000980, -0.8196241, -0....
## $ X1968 <dbl> 1.60198957, -2.77000976, -1.06914562, 0.84931218, -0.38862298...
## $ X1969 <dbl> -1.70128903, -0.31364763, 0.65603106, 0.47321121, -0.73469608...
## $ X1970 <dbl> 3.421962477, -0.684475371, -0.871452018, -0.647700121, -0.765...
## $ X1971 <dbl> 1.68186736, -0.87638561, 0.02235187, 0.36768713, 0.49756982, ...
## $ X1972 <dbl> 0.59249186, -0.88692050, 0.06148522, -0.51341773, -1.23967039...
## $ X1973 <dbl> 1.04098705, 0.74411925, 0.13853348, -1.13839767, -0.45388955,...
## $ X1974 <dbl> 0.17543277, 0.26354220, 0.86543970, -0.60270131, -1.28811591,...
## $ X1975 <dbl> 0.65684436, -2.39346995, 0.53244210, -0.40745780, 0.56488679,...
## $ X1976 <dbl> -0.250807582, 0.474591865, -0.193882297, -1.488392728, -1.515...
## $ X1977 <dbl> 0.18763632, -1.59545238, 0.38755310, 0.91713339, -0.08345166,...
## $ X1978 <dbl> 1.10764891, -0.10854282, -1.64223202, 0.62226028, 0.65701560,...
## $ X1979 <dbl> 0.4558183, -0.2926568, 0.7896531, 0.3639062, 1.0216702, 0.120...
## $ X1980 <dbl> 0.95948436, 0.83357055, 0.93335889, 0.98142006, 0.28492587, 0...
## $ X1981 <dbl> 0.28228892, 0.54256164, 0.50132056, 0.25900198, -1.85547754, ...
## $ X1982 <dbl> -0.47481956, 1.11669972, 1.13954639, 0.16114259, -0.15366105,...
## $ X1983 <dbl> -1.010325585, 0.553081416, 0.701830991, -1.049464638, -0.2339...
## $ X1984 <dbl> 1.47496672, 0.39448673, 1.05011266, 0.74856826, -0.56915123, ...
## $ X1985 <dbl> -0.08729410, 1.20402982, 0.39138909, 0.60258634, 1.29887980, ...
## $ X1986 <dbl> 0.302167665, -0.613496673, 0.357336371, 0.664986213, -1.19885...
## $ X1987 <dbl> 1.11489773, -0.51410970, 0.26208698, 0.23367767, 1.10690210, ...
## $ X1988 <dbl> 0.22434991, -1.64758803, -0.42978388, 0.69517597, 0.77475391,...
## $ X1989 <dbl> -1.09791273, -1.72601236, -0.72447083, 0.24997732, 0.02113208...
## $ X1990 <dbl> -0.01053434, 0.55266097, -0.11163387, 0.50289368, 0.82160638,...
## $ X1991 <dbl> 0.80684478, -0.19624544, 1.66089520, 0.02468203, -0.81539174,...
## $ X1992 <dbl> -0.831143801, -0.552577680, -0.864330827, -0.649771697, -0.68...
## $ X1993 <dbl> -0.0148439613, 0.8209178061, -0.8397901728, -0.9486166558, 0....
## $ X1994 <dbl> 0.41352765, 0.16165343, 0.01791937, -0.98617841, 0.05639069, ...
## $ X1995 <dbl> -0.692830442, -0.428436680, -0.724329041, -0.520685844, -0.55...
## $ X1996 <dbl> -0.2297369, 0.3149101, -0.1819988, 0.3511826, 0.8645330, 0.38...
## $ X1997 <dbl> -1.39294206, 1.59603580, -0.55341769, 0.15179446, 0.81153180,...
## $ X1998 <dbl> -1.2109180, -0.7229315, -0.6121644, -1.0699527, -1.0993354, -...
## $ X1999 <dbl> -0.90183378, 0.52318140, 2.22626816, -0.78112521, 1.68848832,...
## $ X2000 <dbl> -0.45591926, -0.74768559, 1.34887120, -1.28047212, 1.81690356...
## $ X2001 <dbl> 0.54930772, -0.58083537, -1.21024032, -0.03170260, 0.50314581...
## $ X2002 <dbl> -1.86424590, -1.01751765, -1.88560475, 1.98139943, -1.0279807...
## $ X2003 <dbl> -0.06427641, -0.63369784, -1.12405491, -0.11263348, 1.0101994...
## $ X2004 <dbl> -1.06045093, -0.87408976, 0.98267217, 0.04128655, 2.70521978,...
## $ X2005 <dbl> 0.68494118, 1.36023751, -1.03317894, 0.19974755, -0.24108972,...
## $ X2006 <dbl> 0.07699794, 0.73660462, 1.45615262, 1.27930901, 0.30705629, -...
## $ X2007 <dbl> 0.55352160, -1.50200665, 0.71694128, 0.25183385, -1.08191890,...
## $ X2008 <dbl> 0.4490515, 1.2702019, 2.5133599, -0.7350934, -0.7485224, 2.90...
## $ X2009 <dbl> 0.55744313, 0.19903759, -0.10926831, 0.50406291, 0.98906894, ...
## $ X2010 <dbl> 0.4590046, -1.4127084, 0.5435331, 0.2234521, 1.1123381, 0.898...
## $ X2011 <dbl> 0.45458712, 1.80838881, 0.02211815, -1.51810825, 0.43618114, ...
## $ X2012 <dbl> 1.08553641, -1.77928675, -0.08108065, 1.08633865, 0.43022868,...
## $ X2013 <dbl> -0.4385770, 1.0035002, 0.9958676, -0.2677655, 0.9380299, 0.20...
## $ X2014 <dbl> 0.61367444, -1.32345759, 1.09397073, -1.08343130, 0.33349364,...
## $ X2015 <dbl> 0.78242189, -0.25629981, 0.20736692, -1.46137316, 0.70582652,...
## $ X2016 <dbl> 0.285945096, 0.168277215, -2.095995621, -0.340126581, 0.92714...
## $ X2017 <dbl> -2.41736524, 0.03609443, -0.55632519, -0.07225027, 1.05987176...
## $ X2018 <dbl> -0.16807888, 0.05190540, -0.36038801, -0.23355662, -0.0394915...
## $ X2019 <dbl> -0.06434196, -0.40415789, -0.57056229, -0.45603711, -0.476216...
## $ X2020 <dbl> 0.3207649, -0.1570710, -0.7785630, 0.4104185, 0.7970736, -1.4...
## $ X2021 <dbl> -0.728802377, -0.433840962, -0.199800543, -0.536755432, -0.57...
## $ X2022 <dbl> 0.4901171, -1.3048238, -1.4532843, -1.3511087, 0.8968099, -1....
## $ X2023 <dbl> 1.13362887, 1.04823501, 0.62081304, -0.34083300, 0.07174199, ...
## $ X2024 <dbl> 0.45890161, -1.13905505, 0.51698875, -0.31302868, -0.37972355...
## $ X2025 <dbl> 0.521689368, -0.113676438, 1.665701992, 0.450759821, 0.009516...
## $ X2026 <dbl> -0.53442115, 1.37405959, 0.61453201, -0.51155314, 1.56264438,...
## $ X2027 <dbl> 1.569683188, -0.360473687, 0.406102166, 0.501856437, 1.335793...
## $ X2028 <dbl> 0.4685150, -0.7961932, -1.2511231, 0.4472705, 0.3526941, -1.0...
## $ X2029 <dbl> -0.853688522, 1.238099682, 0.360672098, -1.348182345, 1.11054...
## $ X2030 <dbl> -0.4417890, 0.7641162, -1.6499135, -1.0174630, 0.8032253, -1....
## $ X2031 <dbl> 0.37913064, -0.55004066, -2.85180520, 0.30712691, 0.29852036,...
## $ X2032 <dbl> -0.718970766, 1.191608586, 0.051336433, -0.437054846, -0.1700...
## $ X2033 <dbl> 0.03231154, 0.46993248, 0.38683804, 0.88529683, 0.00610044, -...
## $ X2034 <dbl> -1.11496515, 0.16279147, -0.06524834, 1.80771162, 0.24832548,...
## $ X2035 <dbl> 0.186183204, -0.434738561, 0.706868006, 0.130250156, -0.75029...
## $ X2036 <dbl> -1.24668619, 0.49469738, 0.69992396, 0.14066580, 1.10189149, ...
## $ X2037 <dbl> -0.4675819, 0.4480073, 0.8423092, 0.1250628, 0.1927174, 0.107...
## $ X2038 <dbl> -0.53232276, -0.37734380, 0.32305275, -0.43141723, -0.4524499...
## $ X2039 <dbl> -0.438811959, 0.006881567, -0.953780749, 0.606777291, 0.58109...
## $ X2040 <dbl> -0.12997621, -0.24482515, 0.23262138, 0.79195007, -1.27743678...
## $ X2041 <dbl> -0.09441934, -0.73168905, -0.19072991, -0.75641826, -0.785129...
## $ X2042 <dbl> -0.72811456, 0.60653223, -0.74318971, -0.64572659, -0.6628994...
## $ X2043 <dbl> 0.8032321, 0.3630127, -0.9447441, 0.5806193, -0.9191401, 0.60...
## $ X2044 <dbl> 1.318253010, -0.999211036, -2.162716964, 0.010400513, 0.23654...
## $ X2045 <dbl> -0.9258062, 2.5040182, -0.1584244, -0.8240515, -0.8452612, -0...
## $ X2046 <dbl> 0.98426339, 0.45919462, 0.35078351, 0.42921410, -0.24754021, ...
## $ X2047 <dbl> -1.58243998, 0.57706680, 0.69634702, -1.50659673, 0.70018067,...
## $ X2048 <dbl> -0.808225369, -0.696375809, -0.821550587, -0.735401043, 1.126...
## $ X2049 <dbl> -0.18427762, 2.24707337, 2.49532330, -0.38244983, -0.72347522...
## $ X2050 <dbl> 1.428837928, -1.009273060, -0.952513139, -1.041893577, -0.009...
## $ X2051 <dbl> -0.520310026, -0.243394341, -0.900351090, 0.054458419, 0.2288...
## $ X2052 <dbl> 0.32933359, -0.46904624, -1.09733833, -1.17381176, 0.90733118...
## $ X2053 <dbl> -0.62120716, 1.59841995, 2.30371581, -0.52225788, -0.54288281...
## $ X2054 <dbl> 2.2619413, 1.2687172, 1.4818817, -1.0629319, 0.8830782, -0.74...
## $ X2055 <dbl> -0.552360983, -0.325875378, -0.055047150, 0.093316157, -0.511...
## $ X2056 <dbl> 1.1359466, -0.3130975, 0.1460995, 0.3240989, 1.5490716, -0.89...
## $ X2057 <dbl> -0.1846233, 1.4046513, 1.2019712, 0.8032547, -1.8778570, 1.69...
## $ X2058 <dbl> 1.1170050, -1.2185890, -1.3102010, -0.8474067, 1.2416567, -1....
## $ X2059 <dbl> 0.4331561, 0.7260385, -1.0511936, -0.9472011, 0.5609877, -0.9...
## $ X2060 <dbl> 0.60145280, 0.35351767, -0.80380527, -0.36602568, 0.38026104,...
## $ X2061 <dbl> 0.50650511, 1.48390290, 0.96328070, 0.62750982, -0.19743733, ...
## $ X2062 <dbl> 0.06014596, 1.19341767, 0.08359353, 1.58970787, 1.18750521, -...
## $ X2063 <dbl> 1.94687056, 2.05903059, 1.12613536, 1.01093925, 0.20135214, -...
## $ X2064 <dbl> -0.63564547, -0.23371878, -0.65104656, -0.55147619, -0.569020...
## $ X2065 <dbl> -1.0769447, 0.5015070, 1.4307594, -0.8798885, 0.9304692, 0.31...
## $ X2066 <dbl> -0.81405081, -0.55211272, -0.84525685, -0.64350508, -0.679053...
## $ X2067 <dbl> -0.12798420, -1.45765910, -0.59390398, 1.04152093, -0.6750929...
## $ X2068 <dbl> -0.4468483, 0.9536256, 0.9360114, 0.9337131, 1.7673224, -0.21...
## $ X2069 <dbl> -0.776190273, -0.612218112, -0.795725127, -0.669429352, -0.69...
## $ X2070 <dbl> -1.2228908, -0.5390452, -1.2340243, -1.1620445, 0.1358818, -0...
## $ X2071 <dbl> -0.04670824, -0.69923857, 1.27642442, 0.25366579, 0.83894325,...
## $ X2072 <dbl> -0.652562553, -0.523329633, -0.667958741, -0.568420065, -0.58...
## $ X2073 <dbl> -0.250842256, -0.159847050, 0.929231531, -1.977385720, 0.0021...
## $ X2074 <dbl> 1.240994e+00, -5.291412e-02, 5.651709e-01, 6.454453e-01, -7.7...
## $ X2075 <dbl> 1.68007948, 1.21505984, 0.19798087, 0.29932078, 0.35752082, -...
## $ X2076 <dbl> 0.87042178, 1.01956707, 0.70064131, -0.43949931, 0.43774968, ...
## $ X2077 <dbl> 0.74205016, -0.55234832, 0.15210058, 0.22072986, -0.04854803,...
## $ X2078 <dbl> 0.5246056, 0.8485033, -0.9856981, -0.8954537, 0.5589921, -0.6...
## $ X2079 <dbl> -0.75519370, -0.43919302, -1.25859780, -0.26413943, 0.1508520...
## $ X2080 <dbl> 1.01550572, 0.30757848, 0.30826566, -1.11161636, 0.42359529, ...
## $ X2081 <dbl> -0.80297299, -0.61014572, -0.82594550, -0.67742474, -0.703593...
## $ X2082 <dbl> 0.43803989, -0.08302656, -0.06143300, 0.56413229, -1.24588189...
## $ X2083 <dbl> 0.67486628, 1.11847466, 0.18575440, -0.24343169, 0.03896825, ...
## $ X2084 <dbl> 0.66378442, -0.18941291, 0.92304284, -0.96884869, 0.14342061,...
## $ X2085 <dbl> -2.1899661, -0.6675978, -1.6450814, -0.9515703, 0.1573492, -0...
## $ X2086 <dbl> -0.72387209, -1.10577448, -1.22469207, -0.30259044, -1.157269...
## $ X2087 <dbl> 0.33312135, -0.14814711, 0.46021571, 0.36605755, -0.57212689,...
## $ X2088 <dbl> 0.8889986, -0.3563661, 0.9616221, 1.1289022, 0.8212713, 0.316...
## $ X2089 <dbl> 0.35083051, -0.12280055, 0.76243326, 0.77889609, -0.65405034,...
## $ X2090 <dbl> -0.05583704, 0.33499900, -1.79489472, 0.83003969, 0.06562626,...
## $ X2091 <dbl> 0.291003446, 0.978185934, 1.423304895, -0.037024721, 1.058087...
## $ X2092 <dbl> -0.23522097, 0.29239235, 0.21561329, -0.42702798, -0.00682458...
## $ X2093 <dbl> -0.48211480, -0.36418180, -0.49270216, -0.42425328, -0.436313...
## $ X2094 <dbl> 1.21752638, -0.70455938, 0.73396553, 0.66924113, -1.77576303,...
## $ X2095 <dbl> 0.6161566445, 0.9131348820, 1.1981338996, -0.8197171133, 0.55...
## $ X2096 <dbl> -0.008243675, -0.489536123, 1.253056030, -0.042663811, 0.3938...
## $ X2097 <dbl> -0.4952043, 1.0024952, 1.3899621, 0.1968115, 1.1478293, 0.856...
## $ X2098 <dbl> -0.74903600, -0.55508066, -0.77214291, -0.62275328, 0.8535014...
## $ X2099 <dbl> 0.1465554, 0.5830196, -1.6505840, 1.0184177, 0.2477587, 0.496...
## $ X2100 <dbl> 0.5999258, 2.4078701, 0.7334824, 0.6295134, -2.1766930, 0.919...
## $ X2101 <dbl> -1.09977890, -0.32450057, -1.03342130, -0.68351220, -0.534297...
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## $ X2103 <dbl> 0.1270436, 0.1090153, 0.8065291, 0.3749441, -0.4651726, 0.736...
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## $ X2280 <dbl> -0.65250762, 0.53135649, 0.14152343, 1.03533082, -0.03781576,...
## $ X2281 <dbl> 0.552833083, -1.246941852, -1.172511841, 0.637012461, -0.0060...
## $ X2282 <dbl> 0.8043555, -0.1400843, 0.1253160, 1.0339880, 0.6309148, -0.84...
## $ X2283 <dbl> -0.3311641, -0.9642730, -0.4395240, 0.8028625, -1.8207121, 0....
## $ X2284 <dbl> 0.2821621, -0.9522602, -0.5065189, 1.6932167, 2.7691482, 0.95...
## $ X2285 <dbl> 0.7539462, -1.0170677, -0.4848591, -0.4578122, -0.6052399, -0...
## $ X2286 <dbl> 0.4609989, 0.2455017, 0.9808370, -0.2667053, 0.9647225, -1.39...
## $ X2287 <dbl> -0.10815954, 1.81893553, 1.78298018, -0.29515951, -0.91664409...
## $ X2288 <dbl> 0.16346990, 0.45640949, 2.32863654, -0.29194962, -0.44838750,...
## $ X2289 <dbl> -1.03225752, 0.01558222, -0.70029272, -0.46690344, -1.1522405...
## $ X2290 <dbl> 0.66300848, -0.85203659, 1.09031640, 1.10439641, -0.41161708,...
## $ X2291 <dbl> 0.4783667, -0.1281779, 0.1070498, 0.9400362, -1.3552727, 0.26...
## $ X2292 <dbl> -0.49777301, 1.09458877, -0.44004662, -1.77380817, -1.3426612...
## $ X2293 <dbl> -0.09363419, 0.35335588, -1.77268658, -0.16548430, 0.46824046...
## $ X2294 <dbl> -0.348552910, 0.505885451, -0.299108854, 0.399869788, -1.1361...
## $ X2295 <dbl> -0.28647139, -0.54223921, -1.46194775, -0.29376389, 1.2107113...
## $ X2296 <dbl> 0.50660964, 0.96453463, -1.06876903, 0.16007061, 0.09286803, ...
## $ X2297 <dbl> 0.30176080, 1.41009270, -0.18668362, 1.50864323, 0.47356418, ...
## $ X2298 <dbl> 0.39537787, -0.10231770, -0.01040010, 0.55505764, -1.80080303...
## $ X2299 <dbl> 0.1513403, 0.3402353, 1.1555756, 1.5670169, -1.0087221, -0.63...
## $ X2300 <dbl> 0.83691473, 0.67078306, 0.83807231, -0.21053992, 0.66796207, ...
## $ X2301 <dbl> 0.07232172, -0.54482994, -0.12818071, 0.76844261, -0.90626005...
## $ X2302 <dbl> 0.85836149, 0.10264132, 0.40489372, 0.28711373, 1.14393427, -...
## $ X2303 <dbl> 0.75542096, -1.38911021, 0.00636065, 1.06062873, 1.24523801, ...
## $ X2304 <dbl> -1.09201546, -0.65534391, -0.97185769, 0.68691035, 1.56265421...
## $ X2305 <dbl> -0.73062783, 0.80222697, 0.42120350, 0.01762947, 0.24253755, ...
## $ X2306 <dbl> -0.97816092, 0.05309373, -0.99377924, 1.35149678, -0.91059613...
## $ X2307 <dbl> -0.08776695, 0.31608717, 0.60076567, -1.61086408, 1.44758582,...
## $ X2308 <dbl> -0.2284114, -0.6638998, -0.8855882, 2.1743415, 0.5650977, -0....
## $ X2309 <dbl> 0.41796787, 0.03518882, 0.24081217, -0.59917953, -0.53541158,...
## $ X2310 <dbl> -0.24166291, 0.50465221, 0.56198025, 0.03403173, 0.85173455, ...
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## $ X2312 <dbl> -0.71777219, 0.31816844, -0.13334943, 0.09634951, -0.43995913...
## $ X2313 <dbl> -0.48292386, -0.73590040, -0.86467982, -0.77604944, 0.4044796...
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## $ X2315 <dbl> -0.45314734, 0.90660234, 1.21532639, -0.87152745, -1.30367519...
## $ X2316 <dbl> -1.2713909, 0.3906214, -1.2969507, 1.1509755, 0.2176790, 1.56...
## $ X2317 <dbl> -0.21652596, 0.10946235, -0.29397223, 0.03683291, 0.79955726,...
## $ X2318 <dbl> 1.92371790, -0.65684865, 0.80478221, 0.03529540, 0.30125878, ...
## $ X2319 <dbl> -0.86748004, -0.58480784, -0.90115624, -0.68343450, -0.721796...
## $ X2320 <dbl> 1.10864970, -0.26462574, 0.41055038, 1.03132081, -0.65595334,...
## $ X2321 <dbl> 0.35429551, -0.52409377, 0.38765332, -0.01512578, 1.29898164,...
## $ X2322 <dbl> -0.75365510, -0.08791743, -0.19430644, -0.63896116, 0.8812876...
## $ X2323 <dbl> 0.73750104, 0.55403392, 1.11959153, 0.52789117, 0.80863363, 0...
## $ X2324 <dbl> -0.04951268, -1.88771456, -0.14236708, -0.54453614, -0.432773...
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## $ X2326 <dbl> 0.43422285, -0.09256133, 1.46391591, -1.52705929, 1.28880026,...
## $ X2327 <dbl> -1.0046230225, 0.3685237006, -0.4803186066, 0.8336203020, -0....
## $ X2328 <dbl> -0.16755124, -0.48284358, 1.02766165, -1.28187149, -0.7817700...
## $ X2329 <dbl> 0.84369405, -0.34284837, 0.56491450, -0.82192304, 0.63513045,...
## $ X2330 <dbl> 0.30755224, 0.15811635, 0.21307094, -0.76794445, 0.25397370, ...
## $ X2331 <dbl> -0.32551260, -0.24012895, 0.11546266, 0.49667132, 1.73452701,...
## $ X2332 <dbl> -0.642393566, -0.426716481, -0.668088296, -0.501967995, -0.53...
## $ X2333 <dbl> 0.91639132, 1.35680768, -0.53591127, -0.19831988, 0.02994651,...
## $ X2334 <dbl> -0.16333929, -0.63822966, 0.27447494, 0.45897460, 0.21277541,...
## $ X2335 <dbl> 0.29707021, 1.20587067, -1.56019435, 1.37251450, 0.63775016, ...
## $ X2336 <dbl> 0.0004248032, 0.3047964102, -0.3728311194, 0.7243533474, 0.74...
## $ X2337 <dbl> 0.06472325, 0.51467349, -1.21057365, -1.14440115, 0.42167779,...
## $ X2338 <dbl> 0.15695272, 0.41775823, 0.01319782, 1.32466219, -0.96597629, ...
## $ X2339 <dbl> -0.52185875, -2.17123027, -0.45598088, -0.65036021, 0.4289964...
## $ X2340 <dbl> 0.39306026, 0.75011737, 0.51858577, -0.16031131, 0.25882187, ...
## $ X2341 <dbl> 0.37402550, -0.48213034, -0.65825369, -1.60054033, -0.6954022...
## $ X2342 <dbl> -0.1231927, -0.6703047, -1.8856071, 0.2463806, 0.9895335, -0....
## $ X2343 <dbl> -1.20526656, -0.95588495, -0.35184895, -0.48848518, -1.076740...
## $ X2344 <dbl> -0.07389631, 0.96801769, 0.51294701, -1.36023987, -0.16047011...
## $ X2345 <dbl> -1.32414907, -0.41851733, -0.50367482, -1.21047477, 1.1653872...
## $ X2346 <dbl> -0.7499940, -0.5928339, -0.7687173, 2.1494519, -0.6689970, 2....
## $ X2347 <dbl> -0.25296980, -0.89756832, 0.42733164, -1.10166707, -1.0116180...
## $ X2348 <dbl> -0.789467195, -0.633305430, -0.808071556, -0.687791558, 1.903...
## $ X2349 <dbl> 1.09492005, -0.74000895, 0.12850162, -0.17423653, -0.03221206...
## $ X2350 <dbl> -0.0011231687, 0.4659290262, -0.8363285453, 0.5915679298, 2.1...
## $ X2351 <dbl> 2.32964382, -0.33715577, 0.18441672, 0.71668982, 0.68797019, ...
## $ X2352 <dbl> -0.07542710, 0.38920912, -0.50391142, 1.21994959, 1.41290672,...
## $ X2353 <dbl> 1.0840085, -1.0697987, 0.8066473, 0.7900031, 1.0374764, -0.14...
## $ X2354 <dbl> 0.25988138, -0.02368895, -0.32401566, 0.69668638, -0.29804578...
## $ X2355 <dbl> -1.53935781, 1.46701519, 1.29987214, -0.19292026, 0.07806414,...
## $ X2356 <dbl> 1.71610035, -0.49923479, 0.89106896, 1.70740651, -0.92167598,...
## $ X2357 <dbl> 0.9400499, 0.7473242, -2.3547645, 0.4662670, 0.4757092, -2.03...
## $ X2358 <dbl> -0.23069377, -0.46455971, 0.34567113, -0.39523213, 0.37764258...
## $ X2359 <dbl> -1.10024098, 0.05368325, 0.53663816, -0.68879360, 0.23409353,...
## $ X2360 <dbl> -0.56534356, -0.81772068, -0.88387071, -0.29795408, -0.846365...
## $ X2361 <dbl> 0.37202729, -0.73531936, -1.05428606, -0.45767939, 0.85945257...
## $ X2362 <dbl> -1.2299165, -1.0952823, -1.2459562, -1.1422573, 0.5913042, -0...
## $ X2363 <dbl> 0.159457882, -0.752031818, -0.496073361, -0.133445764, 0.1952...
## $ X2364 <dbl> -0.06409496, -0.15448631, -0.78389857, 0.63651684, 0.34658178...
## $ X2365 <dbl> 1.1420606, 1.3676147, 1.0760441, -1.2302210, 0.7079036, -0.96...
## $ X2366 <dbl> 1.28954707, 0.64874919, 0.83484770, -0.36784583, 1.85323113, ...
## $ X2367 <dbl> 1.5124019, 0.9013966, 0.2122640, 0.6294647, 1.3013056, -1.027...
## $ X2368 <dbl> -0.803895075, 0.682464338, -0.822594941, -0.701697491, 0.8327...
## $ X2369 <dbl> 1.239494711, 1.055315929, 0.219025055, 0.206201670, 0.1195606...
## $ X2370 <dbl> 1.36380982, -0.98201797, 0.13713451, -0.21287654, -0.14346020...
## $ X2371 <dbl> 0.697171837, -0.179341353, -1.529975552, -0.157321524, -0.004...
## $ X2372 <dbl> 0.33754289, 0.94673564, -0.57728308, -0.06451503, 0.00834300,...
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## $ X2374 <dbl> 0.9908156, -1.0409215, -1.4455928, 1.2799052, 0.6182318, -1.1...
## $ X2375 <dbl> 1.675237798, 0.341305658, -0.404873015, -0.378589580, 0.67832...
## $ X2376 <dbl> 0.84104531, -0.48451837, 0.79379595, 0.08360471, 0.77633944, ...
## $ X2377 <dbl> -0.77014160, 0.73509304, -0.29423560, -0.72553279, -0.1826338...
## $ X2378 <dbl> -1.1633045, 2.4225077, 0.9939484, -1.0505915, -1.0740853, -0....
## $ X2379 <dbl> 0.246649824, 1.481510856, -0.249740453, 1.768737433, -0.70702...
## $ X2380 <dbl> 0.14649930, -1.26523241, 0.75157914, 0.53432193, 1.47552782, ...
## $ X2381 <dbl> 0.2108633, -0.8187141, -0.9343593, -0.8547684, 1.0435582, -0....
## $ X2382 <dbl> 0.64838479, -0.41442453, 0.74901479, 1.02070620, -1.15663786,...
## $ X2383 <dbl> 0.515014769, -1.657326988, 0.674290681, 0.716906599, -1.72992...
## $ X2384 <dbl> -0.29504443, -0.57946317, -0.72771005, 0.30544073, 0.57603971...
## $ X2385 <dbl> -0.086741574, -0.608871996, 0.230487554, 0.242888678, 0.01765...
## $ X2386 <dbl> -0.19826499, 0.43509393, 0.92256337, 0.10117094, 0.29572173, ...
## $ X2387 <dbl> -0.12937242, -0.52520882, -0.53311663, 0.48325346, 0.40843721...
## $ X2388 <dbl> -0.39709881, -1.11516814, 0.12060581, 0.08735489, 0.50346015,...
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## $ X2390 <dbl> -0.59625820, 0.89766887, -0.99184662, -2.23820593, -0.0206277...
## $ X2391 <dbl> -0.94944109, 0.61801384, -0.59042641, -0.76057152, 1.26399135...
## $ X2392 <dbl> 0.005256118, -0.123289177, 0.550258615, 0.006765083, -0.04898...
## $ X2393 <dbl> -0.20089487, -0.15960459, -1.46202146, 0.87197347, 0.96483306...
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## $ X2395 <dbl> 0.87693254, -0.54364225, 0.82837490, 0.17504832, 0.33302706, ...
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## $ X2397 <dbl> 0.56893521, -0.17935892, -0.09083511, 0.72884306, 0.96563667,...
## $ X2398 <dbl> 0.40973163, -0.17641615, 0.01169938, 1.02271723, 1.39600135, ...
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## $ X2401 <dbl> 0.865044559, 0.195579924, 0.462032146, 0.430813715, 0.5685741...
## $ X2402 <dbl> 1.16072470, -0.12158489, -0.46233258, 0.16687552, 0.65856073,...
## $ X2403 <dbl> -0.44934464, 0.20674820, -0.97423479, -1.72453154, 0.29402208...
## $ X2404 <dbl> 1.4827071, -0.9234032, -0.9711955, 1.0302854, 1.0836906, -0.8...
## $ X2405 <dbl> 0.73326668, 0.15817295, -0.72691352, 0.67874749, 0.13824435, ...
## $ X2406 <dbl> 0.8852650, 0.1013972, -0.2142137, -0.8737897, 0.2951452, -0.6...
## $ X2407 <dbl> -0.62436094, -0.42866732, 2.10243379, -0.49694644, -0.5235046...
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## $ X2412 <dbl> -3.32059381, 0.35744784, -1.24319999, -1.01020508, -0.8327533...
## $ X2413 <dbl> 0.55216148, -0.09604874, 0.86645365, -0.29666750, -1.03779282...
## $ X2414 <dbl> 0.8173976, -0.5469793, -0.9772804, -0.8090988, -0.5516747, -0...
## $ X2415 <dbl> 0.50826516, -0.75645911, -1.77944637, 0.10678956, -0.02146356...
## $ X2416 <dbl> 0.84928508, 0.62924590, 0.62441143, 0.13999937, 1.22957772, 0...
## $ X2417 <dbl> 0.93342559, 0.66276369, 0.86345372, 1.12637505, 0.06721114, 1...
## $ X2418 <dbl> 0.499956089, -1.202346494, -0.526840193, 1.042074431, 0.78574...
## $ X2419 <dbl> -0.91439191, -0.65594915, -0.94518153, -0.74612196, 2.9140384...
## $ X2420 <dbl> 0.53299247, -0.90430698, 0.76926992, 0.68194104, 0.32635793, ...
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## $ X2422 <dbl> -1.57267967, 0.57357226, 1.38153484, 0.18359521, 1.40543877, ...
## $ X2423 <dbl> -0.57853772, 0.26743258, 0.99992128, 0.51507192, 1.41788757, ...
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## $ X2425 <dbl> -0.476160352, -0.592993905, 0.679130951, 0.077397331, -1.1563...
## $ X2426 <dbl> 1.08438839, -0.90944908, 0.26322964, -0.20288259, 0.38994748,...
## $ X2427 <dbl> 0.43145372, 0.78980184, 0.60117737, 0.57225232, 0.75087853, 1...
## $ X2428 <dbl> 0.6773300, -1.4597508, 0.5332107, 0.6404555, 1.4286580, -0.51...
## $ X2429 <dbl> 1.162368097, -0.481373484, 0.655253205, 0.868803805, -0.34438...
## $ X2430 <dbl> 0.859447135, -0.083364911, 0.624542423, 0.747392792, 0.226318...
## $ X2431 <dbl> -0.824951858, 0.711735092, -1.851797877, 0.501765692, 1.04831...
## $ X2432 <dbl> 0.40664614, 0.30318916, -0.68219244, 0.76293493, -0.29811438,...
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## $ X2435 <dbl> -1.01040241, 0.21337430, -0.27980974, 0.19136437, 0.53254539,...
## $ X2436 <dbl> -0.6453671, -0.4901602, 2.5198044, -0.5443132, -0.5653768, 2....
## $ X2437 <dbl> 0.2504240, -0.1327274, -0.8816505, 0.1018125, -0.3313612, -1....
## $ X2438 <dbl> -1.43063465, 0.34982384, -1.44826586, -1.33427741, -0.6813167...
## $ X2439 <dbl> 0.264036401, 0.055944550, 0.004720415, -0.161809724, -0.17983...
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## $ X2441 <dbl> -0.74566380, -0.51676437, -0.77293377, -0.59662927, -0.627693...
## $ X2442 <dbl> -0.7320895661, -0.4793674475, -0.7621976622, -0.5675442790, 5...
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## $ X2444 <dbl> 0.47825343, -0.30994768, 0.60449305, 0.60269496, -0.72382371,...
## $ X2445 <dbl> 0.14398153, 1.09367598, 0.61023592, -0.82217081, -0.22849998,...
## $ X2446 <dbl> 0.610147238, -0.700967634, 0.312682793, 0.300961603, -0.86127...
## $ X2447 <dbl> -0.58114571, -1.39689480, -0.04150464, 0.35355312, -1.6233857...
## $ X2448 <dbl> -0.88003027, -0.64132145, 2.72339584, -0.08119772, -0.7570048...
## $ X2449 <dbl> -0.89252980, 0.77725917, -0.22956472, -1.07452637, -0.1981803...
## $ X2450 <dbl> -0.10644144, -0.03994752, -0.32680940, -0.28088502, 1.2092807...
## $ X2451 <dbl> 0.31380730, -0.63056901, 0.63140341, 1.39518024, -1.31301422,...
## $ X2452 <dbl> -0.82293968, -0.61385006, -0.84784961, -0.68680315, 0.2520535...
## $ X2453 <dbl> -0.85192062, -0.48061240, 0.47747860, 0.29961064, -0.42494512...
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## $ X2630 <dbl> -0.1363755, 0.7180110, 1.4944264, 1.0965375, 1.0658166, 1.264...
## $ X2631 <dbl> 0.11681471, -0.31007691, 0.56797596, 0.85227604, 1.36076922, ...
## $ X2632 <dbl> -0.5052108, 1.3901861, 1.3750856, 1.5310995, 0.7577163, 1.425...
## $ X2633 <dbl> 0.6975365, -0.2109728, -2.4947004, 0.8333665, -1.6379902, 1.1...
## $ X2634 <dbl> 0.53322898, -0.92892166, 1.11794667, 0.21662760, -1.63348225,...
## $ X2635 <dbl> 0.525653116, 0.011802855, 0.216876402, 0.538831938, -0.108688...
## $ X2636 <dbl> 0.6178885, -1.0920775, 1.6110115, 1.6520820, 2.5770773, 1.071...
## $ X2637 <dbl> 1.2811526, 0.3435600, 1.3128251, 0.7343479, 1.2549531, 0.9884...
## $ X2638 <dbl> -0.32374730, 0.83261670, -0.08834048, 0.02180743, 0.08869333,...
## $ X2639 <dbl> -0.33950833, -0.32088410, -0.08082954, -0.29910131, 0.3066179...
## $ X2640 <dbl> 0.6384429, -0.7259264, -0.8995550, -0.7800579, 0.8407521, -0....
## $ X2641 <dbl> 2.2101375, -0.8320800, -0.9407235, -0.2921376, 0.6960182, -0....
## $ X2642 <dbl> 0.144598897, 0.219623578, 0.524893592, -0.494244134, 1.399007...
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## $ X2644 <dbl> -0.189650077, -0.355534484, 0.463328582, -0.088595594, 0.3874...
## $ X2645 <dbl> -0.939871018, 0.629452995, 0.553200767, -0.051127734, 0.61068...
## $ X2646 <dbl> -0.341008988, 0.665099998, 1.127017758, 0.500981055, 0.545871...
## $ X2647 <dbl> 2.410384e-01, 4.391815e-01, -6.020221e-01, -3.709540e-01, 4.3...
## $ X2648 <dbl> 0.03703558, 1.51096693, 1.14158487, 0.01367457, 1.21426094, 1...
## $ X2649 <dbl> 0.13705424, 0.05461235, 0.34393244, 0.56496322, 0.60508714, 1...
## $ X2650 <dbl> -0.194535865, -0.308799500, 0.261394726, 1.288071563, -0.4307...
## $ X2651 <dbl> 1.4067514, -0.6592202, -0.1300900, 0.0828904, -1.1360028, 0.5...
## $ X2652 <dbl> -0.379097080, -0.060831260, -0.933697587, -0.784999538, 2.552...
## $ X2653 <dbl> -0.05817285, -1.02922038, 0.80292469, -1.10241772, 1.66917111...
## $ X2654 <dbl> 0.0920177428, 0.0063070112, 0.3854328080, 1.1274104040, 0.335...
## $ X2655 <dbl> 0.4106719633, 0.5027865219, 0.8966653751, -0.2120797956, 0.31...
## $ X2656 <dbl> 0.837783319, 0.222517572, 0.925122739, 0.567341153, -0.082371...
## $ X2657 <dbl> 1.171133130, 0.239432281, -0.707288268, 1.187500104, 0.008795...
## $ X2658 <dbl> -0.8873940, -0.6598984, -0.9144967, -0.7392735, -0.7438885, -...
## $ X2659 <dbl> 0.94307101, 0.39826031, -0.06499359, 0.54060563, -1.39120800,...
## $ X2660 <dbl> 0.002847195, 1.025308750, 0.724222237, -0.640226710, -0.14211...
## $ X2661 <dbl> -0.62271517, -0.35331155, -0.65481062, -0.44730869, -0.483870...
## $ X2662 <dbl> -0.96238217, -0.16939733, 0.33658967, -0.14116343, -0.7802502...
## $ X2663 <dbl> -0.857680937, -0.117691976, -0.864684339, -0.819406291, -0.82...
## $ X2664 <dbl> 0.004515882, 0.025546822, -1.354392086, 0.027154519, -1.28730...
## $ X2665 <dbl> 0.035605215, 0.279768369, 0.304811932, 0.577426392, -0.623509...
## $ X2666 <dbl> 0.66287378, 0.98898810, 1.53297335, 0.38708701, 0.96786422, 1...
## $ X2667 <dbl> -0.80659056, 0.49575902, 0.40523795, 0.15182053, -0.35632894,...
## $ X2668 <dbl> 0.02718233, -0.32414027, -0.74592282, 1.92695015, -1.03582471...
## $ X2669 <dbl> 0.224236977, -1.285437374, -0.064543347, -0.145820197, -1.924...
## $ X2670 <dbl> 1.515003286, 0.866956454, 0.302335655, -0.528630715, 0.362271...
## $ X2671 <dbl> -1.0011166, 0.3784858, -1.0142960, -0.1564751, 0.1079146, -0....
## $ X2672 <dbl> -0.65128798, -0.44668136, -0.67566382, -0.51807029, -0.545838...
## $ X2673 <dbl> 0.20271751, -0.15421681, -0.08195297, 0.30028787, -0.49176124...
## $ X2674 <dbl> -0.6533684, -0.9618229, -0.6894461, 1.0109361, -1.1888176, -0...
## $ X2675 <dbl> -1.19122846, 0.36865994, -1.20330691, 0.39918843, 1.65193683,...
## $ X2676 <dbl> -0.58824385, -0.08642783, -0.08330530, 0.18638005, 1.04404082...
## $ X2677 <dbl> 0.46633651, -0.20424791, -0.21523716, 0.78429938, 0.23698958,...
## $ X2678 <dbl> 1.36624005, 0.39862045, 0.29571033, 0.14216366, 0.98208940, -...
## $ X2679 <dbl> 2.1452648, 2.5467091, -0.8937598, -1.1597705, -0.7286532, -0....
## $ X2680 <dbl> 1.39322823, 1.45589958, -1.12627811, -0.28847891, -0.83069819...
## $ X2681 <dbl> -0.60386552, 1.35574522, 1.39724035, 0.96692027, -0.96718386,...
## $ X2682 <dbl> 0.68405221, -0.22175684, 1.05025776, 0.22576841, 0.70710172, ...
## $ X2683 <dbl> -0.79165687, -0.18886736, -0.59993315, -0.77876222, -0.520262...
## $ X2684 <dbl> -1.46223289, -1.35191448, 1.63481546, -0.46682724, 0.57508092...
## $ X2685 <dbl> 0.60537469, -1.81168974, -0.28623437, -0.26636311, -0.5214740...
## $ X2686 <dbl> 0.68528085, -0.07973275, 1.56316125, 1.02221131, -0.31961234,...
## $ X2687 <dbl> -1.22451315, -0.49360776, -0.41552622, -0.09382721, 1.2239130...
## $ X2688 <dbl> -0.4815966, 1.1189597, -0.8484756, -0.7729147, 0.2360102, -1....
## $ X2689 <dbl> -1.3409202, 0.2032743, 0.1513037, 0.6601153, -1.5707073, 0.55...
## $ X2690 <dbl> -0.15280804, 0.31727761, 0.83098711, 0.78377705, 0.97724186, ...
## $ X2691 <dbl> 1.26224779, -0.14832709, 0.70896886, 0.60397940, -0.37284313,...
## $ X2692 <dbl> 0.62949198, 0.22246567, -0.24073136, 1.03258551, 2.14500642, ...
## $ X2693 <dbl> -1.68177038, -0.22377717, -1.71859770, -1.65688907, 0.5658666...
## $ X2694 <dbl> 0.36081527, -1.64157928, 0.68576785, -0.14764465, -1.30320164...
## $ X2695 <dbl> -0.76690663, 0.50790045, -1.49704345, 0.32013109, 0.37274279,...
## $ X2696 <dbl> -1.02190974, -0.03828759, -1.03269078, 1.93919537, 2.18980407...
## $ X2697 <dbl> 0.7471042, 0.5418647, -0.3904084, 0.8603017, -0.1377386, 0.80...
## $ X2698 <dbl> 1.6510347, 0.9736518, 1.6007879, 1.9863803, 0.1955082, -0.360...
## $ X2699 <dbl> -1.39760516, 0.17441397, -1.40987423, -1.33055282, -0.5652278...
## $ X2700 <dbl> 1.96476941, -1.10407207, -1.18789387, 1.75425569, 1.47240171,...
## $ X2701 <dbl> 1.1409748, -0.3353097, -0.6797636, 1.0680030, 1.4958312, -0.5...
## $ X2702 <dbl> -0.558474045, 0.004079831, -0.600705576, -1.481182095, 0.7587...
## $ X2703 <dbl> 0.93396015, 0.01491255, 0.17552327, 0.33189343, 1.25814755, 0...
## $ X2704 <dbl> 0.5026725, 0.1054837, -0.5674349, 0.9862499, 0.1170548, -0.32...
## $ X2705 <dbl> 0.6923385, 0.7140031, 1.0943955, 0.5836874, -0.5508571, 0.637...
## $ X2706 <dbl> -1.82666019, -0.09884462, -2.47149119, 0.40697644, 0.18449049...
## $ X2707 <dbl> 0.64843864, -0.80489575, 1.19894139, 0.22189146, -0.39427370,...
## $ X2708 <dbl> 1.13460727, -0.36143167, 0.54799603, 1.08462111, 1.23258034, ...
## $ X2709 <dbl> -0.272650879, 0.039902673, -1.369158696, -0.182686778, 0.2769...
## $ X2710 <dbl> -0.662374742, 0.645106147, 0.287301063, -0.789862459, 0.68884...
## $ X2711 <dbl> 0.051002531, -0.738748816, 0.081967817, 0.100886405, -0.25996...
## $ X2712 <dbl> 0.54022056, -1.55292385, -1.19068084, 0.60494783, 0.28043744,...
## $ X2713 <dbl> 0.76311027, -0.07861250, -0.37778739, 1.47174301, 0.50037350,...
## $ X2714 <dbl> 1.7859342, -0.6424156, -0.7810469, -0.6856361, 0.5734273, -0....
## $ X2715 <dbl> -0.07163462, 0.84654859, 0.19624000, 0.06432487, 1.40516867, ...
## $ X2716 <dbl> -0.8166416, 0.8355936, -1.1498881, -0.5691095, -1.0684774, -0...
## $ X2717 <dbl> 1.004185285, -0.223840577, -0.504873695, 0.919091847, -0.8650...
## $ X2718 <dbl> 0.93053808, 0.46013713, 0.01988356, 0.46205896, -0.04342286, ...
## $ X2719 <dbl> 0.514876037, -1.096565788, 0.948936534, -0.581740532, -0.6289...
## $ X2720 <dbl> -0.3080379, -0.1910066, 0.8812813, -1.5490857, -0.6300099, 0....
## $ X2721 <dbl> 0.46311918, 0.09762054, 1.25647594, -1.23603781, -1.25668334,...
## $ X2722 <dbl> 1.42820401, -0.22717910, 0.67481683, 0.51074265, -1.49257720,...
## $ X2723 <dbl> 1.24033472, 0.47436113, 1.13948137, -1.36599659, -1.30357766,...
## $ X2724 <dbl> 0.7721552, -1.1101689, -1.2434632, -1.1517255, 0.1469705, -0....
## $ X2725 <dbl> -0.61071316, -0.44418999, -0.63055192, -0.50229130, -0.524890...
## $ X2726 <dbl> 0.54825244, 0.15682961, 0.82433747, 1.35056309, -1.09239046, ...
## $ X2727 <dbl> 0.6755308, 2.1543896, 0.7024475, 0.1954085, 0.9405766, 0.5728...
## $ X2728 <dbl> -0.33863318, -0.05687130, -0.13194038, 0.42910049, -0.1865523...
## $ X2729 <dbl> -0.27444003, 0.63309499, -1.11275353, -0.05701931, 0.53210190...
## $ X2730 <dbl> 0.73263892, -0.99667620, 0.49845057, 0.80050451, -0.81781792,...
## $ X2731 <dbl> -0.821186484, -0.545973576, -0.853974024, -0.641997629, -0.67...
## $ X2732 <dbl> -0.1336853, -0.7681810, 0.7626695, -0.6768367, -0.8356459, -0...
## $ X2733 <dbl> -0.61094137, -0.46054527, -0.62885884, -0.51301971, -0.533430...
## $ X2734 <dbl> -0.80758287, -0.62031114, -0.67142836, -0.68565179, -0.711067...
## $ X2735 <dbl> -1.13838709, -0.03629741, -1.06361006, -0.59348970, -1.064491...
## $ X2736 <dbl> -0.49474164, -0.33726670, 1.26311231, -0.49369739, 0.62079595...
## $ X2737 <dbl> -0.78082050, -0.61627514, -0.80042364, -0.40547774, -0.696017...
## $ X2738 <dbl> 1.61370529, -0.61160350, 1.56319113, 0.51616841, -0.38791527,...
## $ X2739 <dbl> 0.701875648, 1.204716599, 1.154847228, -0.327855719, -1.61161...
## $ X2740 <dbl> 1.5472985, -0.9424022, -1.0936011, 0.9617248, 1.3353822, -0.6...
## $ X2741 <dbl> -0.65852654, 2.75122779, 1.56082038, -0.53215502, -0.55849582...
## $ X2742 <dbl> -1.04455647, 1.11474780, 0.60929148, 0.07942717, -0.94657055,...
## $ X2743 <dbl> 0.607791752, 1.060721327, 0.908328550, 0.621567252, 0.0062019...
## $ X2744 <dbl> 1.40439373, 0.43568835, 0.16389212, 0.21301296, -1.03064804, ...
## $ X2745 <dbl> 2.7386545, -1.1551594, 1.9164853, 2.2823303, 1.3749825, 0.804...
## $ X2746 <dbl> 1.52373935, -1.41291752, -1.10190997, 1.60117781, -0.23462582...
## $ X2747 <dbl> 0.24086896, -0.27236191, -0.27611732, 1.05979762, -0.31634842...
## $ X2748 <dbl> -1.135003729, 0.419057890, 0.737864840, -1.462642339, -0.1460...
## $ X2749 <dbl> -0.19158592, -0.69579172, -0.74656613, 0.80717434, 1.54109655...
## $ X2750 <dbl> 0.26143442, 0.61292249, 1.22821356, 0.65735890, -0.82353996, ...
## $ X2751 <dbl> 0.39843453, -0.74867759, -0.38745397, 0.69961292, -1.52450909...
## $ X2752 <dbl> 0.72107070, 1.48459318, -0.72064406, 1.12182815, 1.19694293, ...
## $ X2753 <dbl> 0.3700296, 0.9994109, 0.1634265, -0.3170286, 1.7465036, 0.916...
## $ X2754 <dbl> 0.72867074, 0.21601903, 0.65529954, -1.31175294, -0.03898215,...
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## $ X2757 <dbl> -0.98087156, -0.81364622, -1.00079398, -0.87199252, 0.0884706...
## $ X2758 <dbl> 0.17628270, 1.08169693, -0.74432697, 0.04032283, -0.01692983,...
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## $ X2760 <dbl> -0.51451492, -0.44619031, -0.74062015, -1.10698399, 0.8595555...
## $ X2761 <dbl> -0.30435107, -0.19995980, 2.01735749, 0.26925731, -0.60401906...
## $ X2762 <dbl> 3.7415495, -0.8620822, -0.9989277, 1.7906952, 1.2340297, -0.6...
## $ X2763 <dbl> 0.59690000, -0.32191243, 0.14360399, -0.18626022, 0.66962084,...
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## $ X2765 <dbl> 0.64877223, -0.49446753, -0.61226121, -0.53119159, -0.5454759...
## $ X2766 <dbl> -1.57034595, -0.45750418, -0.98057765, -0.94270917, 0.3642107...
## $ X2767 <dbl> -0.85526471, -0.53244807, -0.89372353, -0.64508146, -0.400690...
## $ X2768 <dbl> -0.834116538, -0.616860682, -0.859999354, -0.692663042, -0.72...
## $ X2769 <dbl> -0.377020042, -0.596091217, 0.209389130, 0.855361436, -1.3023...
## $ X2770 <dbl> -0.42607926, -0.63157936, 0.13939951, 0.25920440, 2.22304376,...
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## $ X2773 <dbl> -0.69718342, 1.83047478, 0.89892203, -0.59713038, -0.61798537...
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## $ X2776 <dbl> -0.042260299, 0.797815704, 0.008868264, -0.226499744, 1.25500...
## $ X2777 <dbl> 0.74437310, 0.07376742, 0.51045445, 1.49087931, -0.85647771, ...
## $ X2778 <dbl> 0.15094876, 0.56874468, 0.25380819, -0.79355367, 0.54818782, ...
## $ X2779 <dbl> 0.7194057, 0.8822472, -1.5386251, 1.0075125, 1.5105400, -1.19...
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## $ X2784 <dbl> -0.80615903, 0.15326516, -0.21583883, -0.15092229, 1.02825532...
## $ X2785 <dbl> -0.70860647, -0.50769211, -0.73254244, -0.57779279, -0.011572...
## $ X2786 <dbl> 2.60687985, -0.74083067, -0.96091644, -0.80944592, -0.8361348...
## $ X2787 <dbl> 0.51224214, -0.95764533, -1.09030635, -0.99900452, -0.7082499...
## $ X2788 <dbl> -0.76865714, -0.58546515, -0.79048175, -0.64938235, 1.9263806...
## $ X2789 <dbl> 1.73871188, -0.73497514, -0.16575555, 0.78753501, 0.37504856,...
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## $ X2792 <dbl> 0.50069786, -1.37177024, 0.17836858, 0.17697085, 0.01155940, ...
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## $ X2794 <dbl> 0.85133100, -0.19948205, 0.38843677, 0.57078850, 0.06820728, ...
## $ X2795 <dbl> 0.28280351, 0.94070837, -0.23272482, 0.99483504, 0.42478313, ...
## $ X2796 <dbl> 1.161979287, 0.813242695, 0.099100600, 0.943901249, -0.108774...
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## $ X2799 <dbl> -1.391866817, 0.901314921, -1.654005052, 0.100384513, -0.2200...
## $ X2800 <dbl> -0.9390864, 0.9105434, -0.9480631, -0.7748846, -0.9002534, -0...
## $ X2801 <dbl> -0.64764314, -0.36419945, -0.68141125, -0.46309529, -0.501562...
## $ X2802 <dbl> 0.93191513, 0.73448375, 0.93113327, 0.26731036, -0.55949288, ...
## $ X2803 <dbl> 0.33699614, 0.86527964, 1.58865635, 0.06595216, 1.50505422, 1...
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## $ X2805 <dbl> 0.08729354, 1.03640654, 2.08580915, -0.46501259, -0.18385171,...
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## $ X2984 <dbl> 0.63558121, 0.92804440, -1.52010269, -1.47909686, -0.08055063...
## $ X2985 <dbl> 0.5244109, -1.6900359, 0.2321071, 1.0795664, -1.4223897, 0.33...
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## $ X2992 <dbl> 0.67207702, -0.41883868, 0.82499395, 0.11579779, 0.33872581, ...
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## $ X2997 <dbl> -0.46240812, 0.63819175, 0.98762411, -2.82213080, -0.40725773...
## $ X2998 <dbl> 0.576836950, -0.368114477, -0.300091527, 0.342675091, 0.10966...
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## $ X3003 <dbl> -0.80409067, 0.32388706, -0.45604259, 0.05771171, 0.28482590,...
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## $ X3009 <dbl> 0.338154312, 0.353829909, 0.353576300, 0.205198057, 0.6314830...
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## $ X3011 <dbl> 0.13574619, 0.55974643, -0.38731495, -0.82314427, -0.83918297...
## $ X3012 <dbl> 0.51654313, 0.69598746, 0.22701750, -1.37384491, -1.30990230,...
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## $ X3015 <dbl> 0.8806070, 1.5424649, -0.3534900, 1.5107533, 0.1913340, -0.64...
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## $ X3032 <dbl> -0.13079894, -0.01691597, 0.03677472, 0.95731827, -0.01770304...
## $ X3033 <dbl> 0.64143970, -0.17929253, 0.33261885, 0.58352173, 0.54033489, ...
## $ X3034 <dbl> 1.1052541, -1.3939482, 1.5233135, 0.6560570, 0.4203839, 1.300...
## $ X3035 <dbl> -1.140321600, -0.955594529, 0.305524770, 3.058495549, 1.53272...
## $ X3036 <dbl> 0.50429606, -0.85937604, -0.69264749, -0.38408619, -0.7983259...
## $ X3037 <dbl> 2.44588289, -1.88730908, -0.34511653, 1.92271498, 0.03359275,...
## $ X3038 <dbl> 0.39841309, -0.38955143, -1.22517475, 0.01769932, 0.19163805,...
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## $ X3040 <dbl> -0.05343643, -0.98312502, 0.24763723, 0.69486370, -1.03376549...
## $ X3041 <dbl> 1.318737568, 0.945963662, 1.329052888, -1.221250614, -1.34308...
## $ X3042 <dbl> 0.84692555, -0.71182239, 0.48137716, 0.84355028, -0.35603764,...
## $ X3043 <dbl> 2.0994315, 1.5668843, 1.1044955, -0.8886429, -0.8962792, 0.89...
## $ X3044 <dbl> 0.07903780, 0.06021397, -0.30198737, -1.27054344, 0.24661346,...
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## $ X3047 <dbl> 0.42903648, -0.58929480, -0.62348881, -1.10228526, -0.6367385...
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## $ X3059 <dbl> -0.513773010, -0.481360276, -0.121090416, 0.606281617, 0.4718...
## $ X3060 <dbl> 0.7945713396, -0.2746372939, 0.3716727607, 0.5869142086, -0.0...
## $ X3061 <dbl> 0.66788217, 0.39444972, 1.24375169, 1.09097195, -2.10480952, ...
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## $ X3063 <dbl> -0.15508717, -0.16307417, -0.44390821, 0.80106042, 0.18437726...
## $ X3064 <dbl> -0.58266164, -0.48064625, -0.59481526, -0.51624026, -0.530085...
## $ X3065 <dbl> 0.5282330, 0.5171977, 0.5301290, 0.8340384, -1.7888957, -0.16...
## $ X3066 <dbl> 0.8325442956, -0.0008499651, 0.8895392112, 0.3748453201, -1.5...
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## $ X3068 <dbl> -0.31728268, -0.12282630, 0.19530235, -0.94096419, 0.51619084...
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## $ X3071 <dbl> 0.8475417, 1.2844693, 0.7862140, 1.6871011, -1.4803126, 1.499...
## $ X3072 <dbl> 0.4689277, -1.2186106, 0.5031675, 1.3730270, 1.3485407, 0.861...
## $ X3073 <dbl> 0.15586893, 0.13075511, 0.22654637, 0.51022965, -0.67547115, ...
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## $ X3076 <dbl> -0.8085475, 2.0914817, 2.2036957, -0.7450396, -0.6504336, 2.7...
## $ X3077 <dbl> -0.25165032, 0.59574590, 0.79999879, -1.22626510, 0.17070659,...
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## $ X3079 <dbl> -0.93217175, -0.62448022, -0.96882864, -0.73183633, -0.182820...
## $ X3080 <dbl> -0.009343893, 0.529563831, 1.436304874, -1.288024443, 0.43198...
## $ X3081 <dbl> 1.03871505, 0.80928842, -0.01541507, -0.94104083, -0.04218369...
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## $ X3083 <dbl> -0.64793657, -0.45929995, -0.67040983, -0.52511682, -0.550717...
## $ X3084 <dbl> 0.6111874725, 0.0213099323, 1.1581293190, 0.9204179853, -0.97...
## $ X3085 <dbl> 1.05922711, -1.28458390, 0.73933775, 1.23022952, 1.02492778, ...
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## $ X3092 <dbl> 0.8081009, 0.7012348, 0.7719230, 0.3544679, 0.9309662, 0.1438...
## $ X3093 <dbl> 0.08772271, -1.53907178, 0.12076731, -1.59995135, -1.10821257...
## $ X3094 <dbl> 0.120508219, -0.549712085, 0.619950857, -0.262559460, -0.9518...
## $ X3095 <dbl> 0.42363121, 0.58344498, 0.78298796, 0.88178973, -1.63799935, ...
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## $ X3114 <dbl> 0.28824029, 1.59652219, -0.85441831, -0.48453068, -0.26587297...
## $ X3115 <dbl> 0.6556720, 0.1117395, 0.9675991, 0.8766670, -0.7232018, 1.549...
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## $ X3118 <dbl> -0.79993000, -0.18635339, -0.81788223, -0.70181833, -0.722268...
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## $ X3124 <dbl> -0.74366383, -0.50917413, -0.77159980, -0.59098952, -0.622812...
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## $ X3131 <dbl> 0.59390878, -0.13142989, -0.18626100, 0.21944121, -0.13706853...
## $ X3132 <dbl> -0.66704930, 1.73211753, 3.44882997, -0.54333742, -0.56912385...
## $ X3133 <dbl> -0.26851299, 0.13719094, -0.93767944, -0.07967362, 0.02406605...
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## $ X3137 <dbl> 1.34834242, 0.23159565, -0.82766571, 0.75229291, 0.07342319, ...
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## $ X3155 <dbl> -0.36099191, -0.84435514, -0.12289189, -0.12111880, 0.0889444...
## $ X3156 <dbl> -0.803672885, 0.300820208, -1.071894619, -0.148598251, 0.2120...
## $ X3157 <dbl> 0.42428210, -0.04526644, -1.33344037, 0.21539666, -0.21520692...
## $ X3158 <dbl> -0.564338669, -0.473601595, -0.575148647, -0.505260509, -0.51...
## $ X3159 <dbl> 1.32842197, -0.71551652, 0.89114043, -1.02369192, -0.66574810...
## $ X3160 <dbl> -0.77270610, 0.16641942, -0.78641753, -0.69777108, -0.7133904...
## $ X3161 <dbl> -0.78025770, 0.78203773, -0.32159115, -0.93238608, 0.11749562...
## $ X3162 <dbl> 0.6892150, 0.2735441, 0.4324409, 0.4551074, 0.9050354, 0.2344...
## $ X3163 <dbl> 0.95465486, -0.13398475, 0.28740312, 0.93256305, 0.08362708, ...
## $ X3164 <dbl> -1.14615774, -1.35316859, 1.49094811, 0.01826585, -0.64395775...
## $ X3165 <dbl> -0.24701175, 0.49670577, -0.03723353, 0.94970441, -1.66306353...
## $ X3166 <dbl> 0.41554601, 0.18389623, -0.11727540, 1.12625471, -2.34193048,...
## $ X3167 <dbl> -0.58130545, -0.40034527, -0.60286417, -0.46348377, -0.488042...
## $ X3168 <dbl> 2.3226667, -0.7296285, 1.2655866, -0.7747801, -0.7923424, -0....
## $ X3169 <dbl> -1.2613889, -1.0838266, 1.4099549, -1.1665575, -1.1863241, -0...
## $ X3170 <dbl> -0.73996806, -0.59903598, -0.75675803, -0.64820835, 1.0159440...
## $ X3171 <dbl> -0.298395805, -0.621276439, 0.448779126, 0.930928312, 0.68637...
## $ X3172 <dbl> 0.789882177, 1.695454470, -0.724626200, -0.062367804, -0.6281...
## $ X3173 <dbl> -0.17163384, -0.05185976, -0.03388223, -0.06974615, -1.871671...
## $ X3174 <dbl> -0.51976849, -0.38018239, -0.53639811, -0.42888513, -0.447828...
## $ X3175 <dbl> -0.6125867, -1.0444421, -0.6069246, -0.5191955, -0.8899666, -...
## $ X3176 <dbl> 0.959358246, 0.791084808, 0.915016656, 1.195278697, 0.9655162...
## $ X3177 <dbl> 0.466318802, -0.946188401, 0.535696123, 0.767634255, 0.299935...
## $ X3178 <dbl> -0.7259858, 0.4171932, -0.7351502, -0.6759011, -0.6863407, -0...
## $ X3179 <dbl> -0.78116773, -0.62232604, -0.80009137, -0.67774722, -0.699304...
## $ X3180 <dbl> 1.30495608, -0.81399484, 0.09853652, 1.09716312, 2.13310571, ...
## $ X3181 <dbl> 0.20375617, 0.26315015, 0.45114466, 0.40206848, -0.61888946, ...
## $ X3182 <dbl> -0.53366019, -0.03655382, -1.71751661, 0.45751500, 0.16328539...
## $ X3183 <dbl> 0.75945313, 0.55906049, -1.51667940, -1.40266945, -1.42275788...
## $ X3184 <dbl> 0.658147918, -0.778241509, -0.749699478, 0.621921867, -0.6618...
## $ X3185 <dbl> 0.8755251, -0.7074006, -1.7542259, -0.1846531, 0.2749035, -1....
## $ X3186 <dbl> -0.47176216, 0.06524579, 1.03959087, -1.03380946, -1.93582199...
## $ X3187 <dbl> 1.12122692, -0.33780736, 0.87451405, -0.18692949, -0.95792283...
## $ X3188 <dbl> -0.88177608, 0.36009125, -1.40936115, -0.06117325, 0.37451258...
## $ X3189 <dbl> -0.85610327, -0.57560681, -0.88952027, -0.67347434, -0.711541...
## $ X3190 <dbl> 1.22159283, 1.21120849, 0.65501812, 0.36930423, -1.51094300, ...
## $ X3191 <dbl> 0.2505235, -1.8189498, -1.3611806, -0.3442728, 0.6000596, 0.2...
## $ X3192 <dbl> -1.12706472, 0.89288404, -1.14680155, 1.56526908, -0.42270501...
## $ X3193 <dbl> 0.04754164, 0.27786861, 0.07933885, 0.46851563, 0.59263608, 2...
## $ X3194 <dbl> 1.15505594, -0.94690827, -1.08669263, -0.90560716, -1.0074393...
## $ X3195 <dbl> -0.3207841, -0.7738239, -0.8718060, 0.7576643, 1.6262694, -0....
## $ X3196 <dbl> 0.50487002, -0.85023438, 0.99561852, 0.15435333, -0.98552594,...
## $ X3197 <dbl> 1.02460937, -0.52072400, 0.10429517, -0.27860272, -0.72689225...
## $ X3198 <dbl> -0.65289602, -0.93703651, 0.51055253, 0.50546006, -0.40332517...
## $ X3199 <dbl> 0.8736245, 0.7477186, -1.4773751, -1.4384992, -0.3169857, -1....
## $ X3200 <dbl> -0.65731184, 0.62801680, -1.08010459, -0.42982032, -0.1396170...
## $ X3201 <dbl> 1.36115762, -0.58776627, 0.37917902, 0.54668966, 0.64833770, ...
## $ X3202 <dbl> -0.08251366, 0.58714796, -1.78163957, 0.06866358, -0.17386346...
## $ X3203 <dbl> -0.6315580, 2.2300817, -0.6420594, -0.5741662, -0.5861290, -0...
## $ X3204 <dbl> -0.710562157, -0.559984713, -0.728501229, -0.612522425, -0.63...
## $ X3205 <dbl> 0.34704548, -0.29151758, -0.49598081, 0.83301830, -1.44807002...
## $ X3206 <dbl> -0.49953924, 1.10458191, -1.32299717, -0.52407753, 0.41243914...
## $ X3207 <dbl> 0.934689503, 0.936398684, 0.007324233, -0.806461126, 0.937815...
## $ X3208 <dbl> -0.35085864, 0.09282629, -0.24023584, -1.35544708, -0.0619703...
## $ X3209 <dbl> -0.9288467, -0.7811630, 1.7461323, -0.8326910, -0.8527336, 1....
## $ X3210 <dbl> -0.1999646, 0.8600673, -0.1975467, 0.7620868, -1.5129404, -2....
## $ X3211 <dbl> -1.03703291, -1.39982090, 0.07305162, -1.43936643, 0.11101597...
## $ X3212 <dbl> -0.22126642, 0.92483249, -0.37193948, 0.10054240, -0.48436784...
## $ X3213 <dbl> 0.05675941, 0.18565694, -1.81165368, 1.43463778, -0.85955318,...
## $ X3214 <dbl> 0.083605193, 0.326365103, 0.155672580, -0.023002897, -1.21034...
## $ X3215 <dbl> 0.26191001, -0.02481158, -0.32452804, -0.04693069, -1.3159435...
## $ X3216 <dbl> -1.0288082, 0.1513574, -1.0380006, -0.9785700, -0.2914845, 0....
## $ X3217 <dbl> -0.04568779, -0.12536109, 0.20723464, 0.14732362, 0.41297144,...
## $ X3218 <dbl> -0.78646418, 0.12784679, -0.79427896, -0.74375522, 0.08836859...
## $ X3219 <dbl> -0.6242678, -1.0145117, -1.2131680, -0.1825583, 0.4173996, -0...
## $ X3220 <dbl> 0.363093910, -0.560592092, 0.331941940, 0.170426335, -1.99067...
## $ X3221 <dbl> 0.40969717, 0.62034722, 0.94941949, 0.20104210, 0.66783580, 1...
## $ X3222 <dbl> 0.38405226, -0.44907221, 0.96980223, 1.26763314, 0.05732306, ...
## $ X3223 <dbl> 0.58371916, 0.75540042, 0.82955885, 0.33031269, 0.07031079, 1...
## $ X3224 <dbl> -0.26168847, 0.30993877, 0.76316732, 1.13327275, 0.13294781, ...
## $ X3225 <dbl> 0.31266595, 1.52695703, -0.74423268, -0.52917475, -0.38964494...
## $ X3226 <dbl> 0.69231520, -1.76036023, 0.81039227, 2.02561989, -1.59716430,...
## $ X3227 <dbl> -0.50485804, -0.06183417, 0.73229211, 0.76615625, -2.89114890...
## $ X3228 <dbl> -0.3845862030, 0.8864726230, -0.5940633151, 0.4923210763, -0....
## $ X3229 <dbl> 0.9057808, -0.8061899, 0.7472051, 1.0904174, 0.9747436, -1.23...
## $ X3230 <dbl> -0.897675630, 0.006681057, -0.641364406, -0.734099258, -0.846...
## $ X3231 <dbl> 0.85395351, 0.38440405, 0.60974650, 0.59049389, -0.69292340, ...
## $ X3232 <dbl> 1.16889729, 0.67192107, -0.61415788, 0.25607137, -0.50863285,...
## $ X3233 <dbl> -0.28170772, -0.84781456, 0.30739868, 0.08558336, -2.52713730...
## $ X3234 <dbl> -0.0620798778, 0.3733691301, 0.0002843458, 0.4038919753, -0.2...
## $ X3235 <dbl> 0.37563806, -0.82425913, 0.53977295, 1.53408030, -0.92701474,...
## $ X3236 <dbl> -0.182309002, -0.220534413, -1.475213518, -0.466148255, 0.487...
## $ X3237 <dbl> 0.757883823, -0.247449285, 0.838357539, 0.215100276, -0.56077...
## $ X3238 <dbl> -0.2410973281, -2.5803218348, -0.1184466679, 1.1241356396, -0...
## $ X3239 <dbl> 0.60414993, -1.22204815, -0.23949991, 0.65538043, -2.94764793...
## $ X3240 <dbl> -0.80671363, -1.64248842, -0.79661845, -0.19833690, -1.941949...
## $ X3241 <dbl> 0.7479345, -0.7168721, 0.5920707, 0.7312072, -0.3554179, 0.98...
## $ X3242 <dbl> 0.35394360, 0.09277309, 0.57304634, 0.58791118, -1.48418269, ...
## $ X3243 <dbl> 0.44603660, 0.18443709, -0.42032000, -0.84518206, -0.17576452...
## $ X3244 <dbl> 0.52472700, 0.02894244, 0.40657593, 0.62444431, -0.90787700, ...
## $ X3245 <dbl> -0.61127925, 0.21879251, -0.92854448, -0.85676772, -0.8694147...
## $ X3246 <dbl> 2.6323611, 0.6076324, 0.3164897, -0.7476710, 0.6452011, -0.25...
## $ X3247 <dbl> 0.75335060, -0.15288517, -0.38072789, -1.34168146, 0.29287789...
## $ X3248 <dbl> -1.34220052, 0.36226490, 0.86283289, -0.90738859, 1.02148000,...
## $ X3249 <dbl> 0.72001730, 0.50001623, 0.48863911, 1.08004377, -1.01472666, ...
## $ X3250 <dbl> 0.02933379, 0.46288184, 0.21061565, 0.31738523, -0.81201653, ...
## $ X3251 <dbl> -0.05268916, -0.81324355, 0.66615485, -0.25387039, -1.6273842...
## $ X3252 <dbl> -1.46602216, -0.19051024, -1.48901951, -0.74967412, -0.139141...
## $ X3253 <dbl> -0.9067530, -0.0403277, -1.5503900, -0.4145276, -0.6067859, 1...
## $ X3254 <dbl> 0.56865194, -0.37119985, 0.90304565, 0.93046391, -1.31918211,...
## $ X3255 <dbl> -0.28293548, -0.01861883, -1.03645190, -0.42669452, -0.393139...
## $ X3256 <dbl> -1.0590560, -0.8940542, -1.0787135, -0.2499190, -0.6899310, -...
## $ X3257 <dbl> 0.23995528, 2.92462468, 0.52204836, 0.55065496, 0.04277176, -...
## $ X3258 <dbl> -0.01838826, 1.69811605, 0.47976643, 1.00307361, -0.28016005,...
## $ X3259 <dbl> 0.44375861, -0.72568724, -0.94520534, -0.79412551, 1.16179303...
## $ X3260 <dbl> -0.133091084, -0.591167603, -0.549697441, 0.072148188, 0.0045...
## $ X3261 <dbl> -0.777683038, 1.074760890, 4.395746292, -0.644409775, -0.6721...
## $ X3262 <dbl> 1.62248088, -1.32033676, 1.54131178, 1.19038552, 0.85326694, ...
## $ X3263 <dbl> -1.0995922, 1.2908542, 1.4754766, 0.4103346, 0.1929569, 0.485...
## $ X3264 <dbl> -0.53138874, 1.35168468, 0.63861606, -1.02723604, -0.00621547...
## $ X3265 <dbl> -0.1641096, 0.4717298, 1.5136807, 2.1491233, -0.8915916, 0.23...
## $ X3266 <dbl> 1.34739915, 0.15826773, 1.16207019, 1.01636210, -0.13351641, ...
## $ X3267 <dbl> 0.29525483, -0.31485814, 0.15928922, 0.90133063, -0.98554170,...
## $ X3268 <dbl> -0.2608227, 1.2884075, -1.2967034, -0.5841770, -0.7779761, 0....
## $ X3269 <dbl> 0.3696265, -0.5058101, -1.8209730, 0.6901571, -0.1095836, -0....
## $ X3270 <dbl> 0.25071619, -0.47258406, 0.23166119, -1.48855851, -0.65700875...
## $ X3271 <dbl> 0.005681416, 0.585197228, -0.550449233, 0.773003167, -1.25262...
## $ X3272 <dbl> 1.9901221, -1.1196478, -1.2572391, 1.1847613, 0.5951746, -0.8...
## $ X3273 <dbl> 0.1071784872, -0.3236684052, 1.5640584905, 0.0007121223, 0.92...
## $ X3274 <dbl> 0.051301228, 1.055927189, -1.185798164, -1.140856794, -1.1941...
## $ X3275 <dbl> -0.79289319, -0.62898477, -0.81242045, -0.68617377, -0.708418...
## $ X3276 <dbl> 0.11868757, 1.85069240, 2.35888251, -0.63720074, -0.80258247,...
## $ X3277 <dbl> 0.70790964, 0.62149283, 1.08030887, 0.37917566, -0.35129523, ...
## $ X3278 <dbl> -0.439041588, 0.377669135, -0.987736637, -1.663835330, 0.2503...
## $ X3279 <dbl> -0.002456313, 0.053692284, 0.481637492, 0.617297132, 0.382699...
## $ X3280 <dbl> 0.437389639, 0.609751624, 0.953305702, 0.314203954, 1.1436194...
## $ X3281 <dbl> -1.25265617, -0.26467182, 1.01573947, -1.13380156, -0.3571996...
## $ X3282 <dbl> -0.33750460, 0.06041340, -1.46856995, 0.40038124, 0.56134048,...
## $ X3283 <dbl> 0.46531024, 0.31398032, -0.65713065, -0.44844719, 0.52881310,...
## $ X3284 <dbl> 0.28411057, 0.36648853, 0.73739268, 0.08945155, 0.50129926, 1...
## $ X3285 <dbl> -0.07385439, -0.04137885, -0.29730154, 0.61409522, -3.6667728...
## $ X3286 <dbl> 0.24002516, -0.02195499, 0.40821705, -1.16796645, -0.92558346...
## $ X3287 <dbl> -0.84421088, -0.69110076, -0.86245168, -0.74452214, -0.765301...
## $ X3288 <dbl> -0.76288247, -0.49159677, 2.94148239, -0.58625059, -0.6230676...
## $ X3289 <dbl> -0.003500193, -0.660199479, -0.939986355, 0.212723745, -0.781...
## $ X3290 <dbl> -0.81494945, -0.66732571, -0.83253663, 1.69356667, -0.3843595...
## $ X3291 <dbl> -0.1866518, -1.0732750, -0.7832119, 1.2705869, -0.6977996, 0....
## $ X3292 <dbl> -1.3570321562, -1.2452482811, -1.8654974250, -1.0776893629, -...
## $ X3293 <dbl> -0.88173578, 0.33461872, -0.04821613, 1.00009533, 1.17810390,...
## $ X3294 <dbl> -0.85071034, 0.38658113, -0.26475023, -1.05075655, 1.56645800...
## $ X3295 <dbl> 0.817238738, 0.667494250, -0.004002603, -0.567973573, -0.3132...
## $ X3296 <dbl> 0.43399124, -0.63517527, 0.06953288, 1.78745171, 0.23594043, ...
## $ X3297 <dbl> 0.92070308, -0.44288667, 0.41567107, 0.77698136, -0.01705762,...
## $ X3298 <dbl> -0.683428384, -0.444842566, -0.711852349, -0.528087125, -0.56...
## $ X3299 <dbl> -0.25568991, -0.61014436, 1.24418895, 0.53363203, -1.49474841...
## $ X3300 <dbl> -0.6843840, 1.0874460, -0.9615334, -0.8380886, -0.6162332, -0...
## $ X3301 <dbl> -0.231849217, -1.151109512, -0.357444562, 0.467892692, -1.864...
## $ X3302 <dbl> -0.13875823, 0.55404875, -0.28821381, 0.85739054, -3.40896337...
## $ X3303 <dbl> 0.21415849, -1.28377958, 0.51388501, -1.92243844, -0.48604956...
## $ X3304 <dbl> -0.58607585, -0.07149164, -1.33370672, -1.10032156, -1.360116...
## $ X3305 <dbl> -0.7670430, -0.5787888, -0.7894707, -0.6444722, 0.6615890, -0...
## $ X3306 <dbl> -1.34335949, -1.05805448, 0.32386517, -0.55093941, 0.76737035...
## $ X3307 <dbl> 0.63404050, -2.65304764, -0.29151301, 0.28883829, -0.59642157...
## $ X3308 <dbl> 0.84112479, 1.08963255, 2.00555994, 0.31819277, -1.35813418, ...
## $ X3309 <dbl> 1.16421457, -0.97864167, -1.11646101, 1.10902769, 1.08325524,...
## $ X3310 <dbl> -0.38233192, -0.33270160, -1.15966407, 0.09068887, 0.02936166...
## $ X3311 <dbl> -0.698117317, 0.916447237, 3.190706089, -0.090108055, -0.6613...
## $ X3312 <dbl> -2.36108726, -0.65786193, 0.62364819, -0.41582214, -0.0666459...
## $ X3313 <dbl> 0.7328096, -1.0393959, 0.5478739, 0.8987187, -0.8599109, 1.39...
## $ X3314 <dbl> 0.67945413, -0.42573930, 0.47452225, -0.30698506, -2.16711547...
## $ X3315 <dbl> -0.5968336, -0.5214977, 0.2051653, 1.3529385, -1.2590529, 1.0...
## $ X3316 <dbl> 0.26421477, 0.26832493, -0.14787258, -0.35208175, -0.85644624...
## $ X3317 <dbl> 1.0265085, 0.1635276, 0.5987281, 1.3331431, -2.1263155, 0.449...
## $ X3318 <dbl> -0.40931065, 0.03708673, -2.28316730, 0.65739777, -2.75478656...
## $ X3319 <dbl> 0.49045880, -0.27282177, -2.02031800, -0.09608727, -1.1315039...
## $ X3320 <dbl> -1.0362567, -0.7261848, -1.0731972, -0.1750478, 0.8141176, -0...
## $ X3321 <dbl> -0.04283943, -0.05372803, 1.87168458, -1.43005097, -1.2188880...
## $ X3322 <dbl> 0.6191670, 1.7726600, 0.7235227, -1.1557991, -0.3028199, 0.87...
## $ X3323 <dbl> 0.59207214, 1.85430319, 0.59143992, -1.09961401, -0.49005027,...
## $ X3324 <dbl> -0.80485731, -0.61160256, -0.82788075, -0.67903074, -0.705257...
## $ X3325 <dbl> 0.17353525, -1.98151937, 0.37672585, 0.76670427, -1.90529522,...
## $ X3326 <dbl> -0.04693175, 0.80886528, 0.42650215, 0.24027414, -0.07448607,...
## $ X3327 <dbl> -0.3223684, 2.3185131, -0.5886123, -0.5477492, -0.5549492, 2....
## $ X3328 <dbl> 0.297846172, -0.348110768, 0.994770551, 0.393524263, -1.53420...
## $ X3329 <dbl> 0.36807305, -0.26852220, -0.39230647, 1.04563304, -0.82457383...
## $ X3330 <dbl> -0.14381446, 0.27909944, -1.79356761, 0.62801178, 0.85213971,...
## $ X3331 <dbl> -0.110049587, 0.456489989, -0.302382684, 0.998199470, 0.36338...
## $ X3332 <dbl> -0.897365427, -0.720866138, 1.295883495, -0.782448195, -0.687...
## $ X3333 <dbl> -1.13271141, -0.31805652, -1.59667479, -1.52470770, -1.302006...
## $ X3334 <dbl> -0.16388711, -0.38956622, -0.32765924, -0.61408408, -1.122409...
## $ X3335 <dbl> -0.33952642, -0.64355747, -0.16352843, -0.39642508, 0.6570299...
## $ X3336 <dbl> 0.7253710, 0.1288658, 0.1702029, 0.6568322, 0.1662799, -0.415...
## $ X3337 <dbl> -0.70144599, 0.78624493, 0.66477693, -0.50717365, -0.05993230...
## $ X3338 <dbl> -1.53688976, 0.15510959, 0.62545671, 0.88377752, -1.39670393,...
## $ X3339 <dbl> 0.9342328, 0.4457113, 0.5057084, 0.9902141, -0.3530183, 1.843...
## $ X3340 <dbl> 1.46010859, 1.32845000, -1.93807595, -0.41960752, 0.24110319,...
## $ X3341 <dbl> 0.34793563, 0.03653231, 0.65307465, 0.56628270, -1.29601172, ...
## $ X3342 <dbl> -1.19497680, -0.13022571, 0.05292935, 2.06658869, -0.14618838...
## $ X3343 <dbl> 1.12615880, 0.51069414, 1.49864714, 1.30785073, -1.15387443, ...
## $ X3344 <dbl> -0.09837063, -0.33170493, 0.14093514, 0.12919555, -0.73791970...
## $ X3345 <dbl> 0.20775601, -0.44368652, 0.75029330, 0.98897550, -0.04979211,...
## $ X3346 <dbl> -0.31292374, -0.20234393, 0.34691075, 0.32806843, -0.74204776...
## $ X3347 <dbl> -0.720486915, -0.530355341, -0.743138275, -0.596693815, 0.992...
## $ X3348 <dbl> -0.76457356, -0.62522554, -0.78117481, 1.62320845, -0.6927565...
## $ X3349 <dbl> 1.3380032, -0.4937835, -0.6401570, -0.5675657, -0.5803562, -0...
## $ X3350 <dbl> -0.17613015, 1.13687823, -0.95263102, -1.03364782, -0.7359729...
## $ X3351 <dbl> 0.070153562, 0.564353907, -0.065146805, -0.598294225, 0.14985...
## $ X3352 <dbl> -0.23136685, 0.57452109, 0.47164836, 0.01373211, 0.09392808, ...
## $ X3353 <dbl> -0.06285883, 0.41239863, -0.96076709, -1.06704779, -0.5471252...
## $ X3354 <dbl> 0.312409976, 0.354595304, -1.246706079, 0.583876384, -2.05532...
## $ X3355 <dbl> 0.97552468, -0.57718534, 1.61590921, -0.66618369, -0.70080095...
## $ X3356 <dbl> 0.29880267, 0.48385257, -0.08070081, 1.12568353, 0.06479075, ...
## $ X3357 <dbl> 0.22662498, 0.95204222, 0.82517559, 0.76932780, -1.84625992, ...
## $ X3358 <dbl> 0.004393194, -0.438412304, -1.720179958, -0.078021391, 1.0393...
## $ X3359 <dbl> -0.312564552, -0.505674468, 0.458841125, 0.256337669, -1.8830...
## $ X3360 <dbl> 0.60167002, -0.68630941, -1.19179486, -0.13428588, -0.1494410...
## $ X3361 <dbl> 0.04080494, 1.16289183, -0.58578071, -0.25101868, -1.31281779...
## $ X3362 <dbl> 0.54762956, 0.78950440, 0.48842237, 1.32443339, -1.50169155, ...
## $ X3363 <dbl> 0.289095790, -0.918929926, -0.405821326, 0.982600309, -1.6195...
## $ X3364 <dbl> 0.03347177, -0.13214730, 0.92687887, -0.69866896, -1.57533505...
## $ X3365 <dbl> 0.39166068, -0.07378967, 1.04331305, -0.29376065, -1.58994484...
## $ X3366 <dbl> 0.1496651, 1.4235981, 1.8613096, 0.2303873, 1.1524380, 1.6311...
## $ X3367 <dbl> 0.3348369, -0.9518378, 0.7008412, -1.0189054, -0.5296530, -0....
## $ X3368 <dbl> -0.5088727, 2.7299974, 3.0208642, -0.4675992, -0.4762022, 3.2...
## $ X3369 <dbl> -0.5074305, 0.3431970, 0.2885877, 0.3685836, -0.5512304, 1.03...
## $ X3370 <dbl> 0.4381154, -0.1266262, 0.1695754, 0.9939052, 0.8139226, 0.409...
## $ X3371 <dbl> -0.22662769, -0.16590785, 0.36791080, 0.40164942, 0.08935395,...
## $ X3372 <dbl> -0.69833507, -0.52648448, -0.71880852, -0.58644457, -0.609766...
## $ X3373 <dbl> 0.04196542, -0.11968921, 0.76623416, -0.66829425, -3.42713932...
## $ X3374 <dbl> 0.993886891, 0.396712340, -1.615326971, -0.915261001, -0.1601...
## $ X3375 <dbl> 0.64171529, 0.25198858, 1.09796885, 1.07808125, -1.24685514, ...
## $ X3376 <dbl> 1.289380459, 0.869098892, 0.069888317, -0.093012071, -0.96042...
## $ X3377 <dbl> 0.128662669, -0.645373073, -0.252579809, 0.093086507, -1.4119...
## $ X3378 <dbl> -1.02926609, -0.89712533, 1.54500931, 0.70796011, -1.91771000...
## $ X3379 <dbl> 1.07406123, 1.40729316, -0.16642390, -1.56787336, -0.24854119...
## $ X3380 <dbl> 0.201662400, -0.042963150, -0.945100789, 1.018111922, -0.0034...
## $ X3381 <dbl> 0.2538990, -0.6627425, -0.7976832, 2.0925352, 1.3479866, -0.4...
## $ X3382 <dbl> 0.9884800, -1.2151315, 1.7023788, 1.5672142, 1.9292999, 1.220...
## $ X3383 <dbl> -1.13706061, -1.54987165, 1.18236028, -0.96330662, -0.2707989...
## $ X3384 <dbl> -0.48144685, 0.58924899, 0.68928187, 0.75918767, -1.62894267,...
## $ X3385 <dbl> -0.13649056, -0.62756800, 0.52209206, 0.53277034, 0.19870979,...
## $ X3386 <dbl> 0.26225031, 0.33248483, -0.11684221, 0.93792427, 0.36625629, ...
## $ X3387 <dbl> -0.61197452, -0.85895713, -0.68513012, -0.31254708, -0.338533...
## $ X3388 <dbl> -0.39808983, 1.16109623, 0.57893775, 0.77402631, 0.69995458, ...
## $ X3389 <dbl> 0.135391013, -1.094523797, 0.688242948, 0.002879938, -0.47913...
## $ X3390 <dbl> 0.560860379, -0.078787747, -0.001991616, 0.276761392, -0.8184...
## $ X3391 <dbl> -0.9360287, -0.8003564, -0.9521920, -0.8476936, -0.5531465, -...
## $ X3392 <dbl> 0.41810622, 0.43237781, 0.03103508, 0.66161574, -0.24350768, ...
## $ X3393 <dbl> 0.01833175, 0.15274736, 0.21754391, 0.44202907, 0.28632671, 1...
## $ X3394 <dbl> 0.17708392, -0.52362032, 0.37027017, 0.66359442, -0.25226004,...
## $ X3395 <dbl> -0.47390165, 0.83994372, -0.51235470, -0.81753738, -0.0717532...
## $ X3396 <dbl> -0.48772733, 0.18638924, -1.57198188, -0.38711110, -0.1892993...
## $ X3397 <dbl> 0.9174021, 0.1901876, 0.8377936, 0.6959227, -0.5239898, 0.676...
## $ X3398 <dbl> 1.52668903, 1.04412649, 0.74786028, 0.52100287, -0.47947153, ...
## $ X3399 <dbl> 1.2238829, 0.7640986, 1.1255918, 1.2860658, -0.8887887, -1.02...
## $ X3400 <dbl> 0.80138957, -0.81204523, 0.90520281, 0.40324196, -0.52174088,...
## $ X3401 <dbl> -0.8640407, -0.1529027, -0.3278310, 0.4059718, -0.9772918, -1...
## $ X3402 <dbl> 1.61373460, -0.72596180, 1.30802813, 0.35417184, 1.38593732, ...
## $ X3403 <dbl> 1.02664730, -1.37570332, 0.88451864, 0.10852027, 0.08632742, ...
## $ X3404 <dbl> 0.27253391, -0.90749702, 0.66073865, 0.72448217, -0.59389220,...
## $ X3405 <dbl> 0.21235981, 0.80528832, -1.55351991, -0.33604077, 0.35237568,...
## $ X3406 <dbl> 0.08653296, -0.64596810, -0.10004607, -0.29425184, -0.1216396...
## $ X3407 <dbl> -0.495039804, -0.298998827, -0.518395181, -0.367399141, -0.39...
## $ X3408 <dbl> -0.98481099, -0.86422469, 0.05219801, -0.90629825, 1.07140132...
## $ X3409 <dbl> -0.501542170, -0.004272644, 1.067492608, 0.631899773, -1.8072...
## $ X3410 <dbl> 0.25943479, -0.53956730, 0.84487736, -0.60271559, 0.72030628,...
## $ X3411 <dbl> -0.51767097, -0.10645835, 0.37155017, 0.37927529, -1.76864156...
## $ X3412 <dbl> 0.62534893, -0.53467114, -2.65452431, -0.14636778, -0.2691166...
## $ X3413 <dbl> 0.82764534, 0.09120351, -1.22252390, -1.01079277, -1.48360262...
## $ X3414 <dbl> 0.05263889, -0.57739352, -0.72523723, -0.62348615, -0.6414145...
## $ X3415 <dbl> 0.95397358, -1.42381739, -2.34625527, -0.45816674, -1.4957912...
## $ X3416 <dbl> -0.065191829, -0.778519229, 0.164556349, -0.100545614, -1.302...
## $ X3417 <dbl> -0.82206386, 0.50098491, 0.05412292, -0.52418186, 0.40544326,...
## $ X3418 <dbl> -1.64417205, 0.36449183, 0.09358958, -0.41801943, 0.32994274,...
## $ X3419 <dbl> -1.22930345, 0.17275741, -0.33264747, -0.49622724, 0.33968656...
## $ X3420 <dbl> 0.5829692, -0.6086008, 0.4508418, 0.6606865, -0.9519885, 0.12...
## $ X3421 <dbl> -0.9368074, -0.7919037, -0.9540705, -0.8424618, -0.8621272, -...
## $ X3422 <dbl> 0.007393905, -1.158389357, -0.112780237, 0.424794874, 0.15722...
## $ X3423 <dbl> -1.7102975, 0.8792425, -0.6828198, 0.8471317, -0.8639082, 0.8...
## $ X3424 <dbl> -0.11200975, -1.33320607, -0.89736204, 0.36286266, -0.2167981...
## $ X3425 <dbl> 1.07906824, 0.50744887, 0.77344019, 1.01237320, -0.85546218, ...
## $ X3426 <dbl> 0.89257383, -1.42011653, -0.45573417, -0.89596170, -0.7078814...
## $ X3427 <dbl> -0.8954087, 2.3328358, -0.1231052, -0.8391788, -0.8508993, -0...
## $ X3428 <dbl> -1.03367229, 0.79460263, 0.39258636, 2.49857191, -1.76376639,...
## $ X3429 <dbl> 0.35313170, -0.03379022, -0.06688492, 0.13481509, -1.98638639...
## $ X3430 <dbl> -0.77812589, -0.44312397, -0.81803641, -0.56000891, 0.5607709...
## $ X3431 <dbl> 0.18275535, -0.68201940, 0.43588615, 0.52035916, -0.84776017,...
## $ X3432 <dbl> 0.27780061, -0.72957016, -0.65580859, 1.10139236, -2.61288242...
## $ X3433 <dbl> -0.13965708, 1.10816362, 0.51418393, 1.10829636, -0.58810630,...
## $ X3434 <dbl> -0.16451692, -0.97126027, 0.80637367, -0.51877093, -1.0389999...
## $ X3435 <dbl> -0.41924051, 0.44872901, -0.61864731, -0.81736586, -0.4703849...
## $ X3436 <dbl> 0.027425396, 1.709009661, -0.121385436, 0.347492449, -0.42752...
## $ X3437 <dbl> 0.38606752, 1.17236639, 0.45901489, 0.74143335, -0.80506588, ...
## $ X3438 <dbl> 0.21492307, -0.66874088, 0.38308037, -0.17883070, -0.99608294...
## $ X3439 <dbl> -1.14365474, -0.74514763, 0.91790798, 0.25754321, -0.06067905...
## $ X3440 <dbl> 0.6910855, -1.3305788, 0.6395782, 1.2704877, -1.9183273, 1.09...
## $ X3441 <dbl> 0.50018380, 0.04821290, -0.53832240, 0.86449489, 0.57542239, ...
## $ X3442 <dbl> 1.01882003, 0.98301632, 1.15926301, 0.47262467, -0.70626461, ...
## $ X3443 <dbl> -0.93572770, -0.85452933, -0.94540128, 0.53090546, -0.8938798...
## $ X3444 <dbl> -2.08874891, 0.55043751, 0.84612403, 0.94539369, -0.91657743,...
## $ X3445 <dbl> 1.07910968, 0.24028931, -0.06275642, 0.67085770, 0.23682769, ...
## $ X3446 <dbl> -0.66414163, -0.40328572, -0.69521874, -0.49430050, -0.529702...
## $ X3447 <dbl> 0.722096482, -1.253126986, 0.444915984, -0.005444021, -0.7980...
## $ X3448 <dbl> -1.11947708, -1.03188802, -0.20602748, 1.92362775, -1.0743355...
## $ X3449 <dbl> -1.0911740, -1.1452665, -0.8843113, -0.3009117, -1.0369367, -...
## $ X3450 <dbl> -0.35177243, 3.93496122, 0.37632130, -0.83913948, -0.86811732...
## $ X3451 <dbl> -0.01266520, -0.85713051, 0.89148485, 1.44652547, -0.77750302...
## $ X3452 <dbl> -0.7456006138, 1.4514294355, -0.1040807341, -0.2542275283, 0....
## $ X3453 <dbl> -0.77120992, 1.08463407, -1.16988901, 0.57061926, -0.33235033...
## $ X3454 <dbl> 0.9964458, 0.3674769, 0.9457195, 0.4859923, -0.8045701, 1.171...
## $ X3455 <dbl> 1.1429077, 2.6535306, 1.1695086, 1.0796635, 0.3450222, 1.4005...
## $ X3456 <dbl> -1.443993995, 0.192465265, -0.197274215, -0.411210593, -0.565...
## $ X3457 <dbl> -1.68684803, 0.27031114, 0.29007771, -0.25361428, -0.56098582...
## $ X3458 <dbl> 0.4264940, 0.2173135, -1.1111805, -1.1052004, -0.4044935, -0....
## $ X3459 <dbl> 0.20225718, -0.03229540, 0.19543230, 0.04123912, -1.40444280,...
## $ X3460 <dbl> 0.07897922, -1.41338216, -0.75294387, 0.21326751, 0.46630789,...
## $ X3461 <dbl> 0.234142559, 1.086181587, 0.104939458, 0.144866264, 0.5517041...
## $ X3462 <dbl> -1.200816864, -1.067944412, -1.216646648, 0.079092176, 1.0500...
## $ X3463 <dbl> -1.01269187, 0.48466067, -0.26959824, -0.14974536, 2.81299324...
## $ X3464 <dbl> 0.796647092, -1.226541153, 1.400289004, 1.198711420, -1.17038...
## $ X3465 <dbl> 0.37588863, 1.03964057, 0.07310454, -0.58532363, 0.17547595, ...
## $ X3466 <dbl> -0.87913248, -0.19118929, -0.64037260, -0.96860612, 0.6934885...
## $ X3467 <dbl> 0.83464199, -0.75103516, -1.24149479, -0.63625320, -0.5146583...
## $ X3468 <dbl> 0.78080464, -0.88150338, -0.83211180, 0.43637682, 0.02085837,...
## $ X3469 <dbl> 1.13948471, -0.63415929, -0.78453779, -0.29418360, -0.6992780...
## $ X3470 <dbl> 0.69958817, -0.36354136, 0.97367711, -1.17631349, -2.59410208...
## $ X3471 <dbl> 0.79757993, -1.21637501, -0.30450241, 0.15203975, -1.69514344...
## $ X3472 <dbl> 0.62001621, 0.63764371, 0.50090299, 0.53549392, -1.13871090, ...
## $ X3473 <dbl> -0.65292325, -0.83853042, -0.44279826, -0.90994589, 0.7897542...
## $ X3474 <dbl> -0.87770036, -0.85889691, -1.17025076, 0.37103856, -0.5721868...
## $ X3475 <dbl> 0.195119435, 0.747703062, -1.297379950, 0.600954608, 0.347222...
## $ X3476 <dbl> -0.638589743, -0.503037414, -0.654738795, -0.550332740, -0.56...
## $ X3477 <dbl> 0.26170250, -0.01350993, -0.16340724, 0.11185906, -1.16943594...
## $ X3478 <dbl> -0.39922918, -0.03489182, -0.33408832, 0.11878719, -0.9456976...
## $ X3479 <dbl> 0.59996070, -1.29896921, 0.23712221, 0.83195468, 0.08139926, ...
## $ X3480 <dbl> -0.81963501, -0.54778515, -0.79283268, -0.64263581, -0.679529...
## $ X3481 <dbl> -1.31906846, -0.42083112, 0.65347489, 1.62223352, -2.30741484...
## $ X3482 <dbl> -0.50276314, 0.68011388, -0.48673443, 0.08969137, -1.17920364...
## $ X3483 <dbl> 0.347572711, -0.245662799, -0.094980625, 0.365443964, -2.3529...
## $ X3484 <dbl> 1.01745939, -0.72276201, 1.04967623, 0.77612779, 0.80062005, ...
## $ X3485 <dbl> -0.37476070, 1.40971993, -0.81556196, 1.62920902, -0.58156710...
## $ X3486 <dbl> -0.51218963, -0.48936977, -0.71463172, -0.55959877, -0.586915...
## $ X3487 <dbl> 0.15553571, -0.22576059, 0.50744309, 0.54406347, -1.79635835,...
## $ X3488 <dbl> -1.31353299, 0.46333439, -0.86326128, -0.99518167, 0.22901069...
## $ X3489 <dbl> 0.7386449, 0.5895099, -1.6543231, 0.4150640, 0.8669869, -1.08...
## $ X3490 <dbl> 1.067375807, -0.252002497, -0.013654788, -0.536915615, 0.9210...
## $ X3491 <dbl> 0.428092026, -0.482875020, 0.917917519, -0.572755437, -1.8914...
## $ X3492 <dbl> 1.27809734, -0.88735129, -0.08349394, 1.24943007, 0.59530833,...
## $ X3493 <dbl> -0.02401844, -0.74142764, -1.52660205, -1.55292885, -3.116130...
## $ X3494 <dbl> -1.74004389, -1.60431030, 0.84644090, 0.90556811, -0.90079541...
## $ X3495 <dbl> -0.46328297, 1.22572548, 0.61578965, 0.77656497, -0.32360455,...
## $ X3496 <dbl> 0.10150878, 0.53846260, -0.23561180, -0.46127386, 0.13498135,...
## $ X3497 <dbl> 0.1543809968, 0.4836608560, 0.1126646561, 0.2722156643, 0.415...
## $ X3498 <dbl> 0.84858012, -2.64212750, 0.06736810, 1.27669898, -0.25070491,...
## $ X3499 <dbl> 0.76336391, -0.07624725, 1.06035077, 0.93998686, -2.38171225,...
## $ X3500 <dbl> 0.95064594, 1.25888262, -0.09463091, 0.43176322, -0.69986863,...
## $ X3501 <dbl> 0.59227529, 0.07875586, -0.74355880, 0.27066520, -1.03869984,...
## $ X3502 <dbl> 1.15382828, -1.16393225, -0.55776356, -0.22885484, -0.3802826...
## $ X3503 <dbl> -0.9093027, 1.9136775, -0.9271013, -0.6459639, -0.8323061, -0...
## $ X3504 <dbl> -0.3818079, 1.2362932, -0.3711716, 1.5864940, -1.1922132, 1.7...
## $ X3505 <dbl> -0.91584511, 0.69056738, -1.62289644, -1.49716836, -0.3075889...
## $ X3506 <dbl> 0.317697004, -0.416504251, 0.529291754, 0.894730849, -1.87061...
## $ X3507 <dbl> 0.29219508, -1.04336838, 0.55775092, -0.10276699, -1.10185976...
## $ X3508 <dbl> -0.34697735, 0.72810667, -1.24102394, 0.67292276, -0.87673555...
## $ X3509 <dbl> 1.2751626, 0.3155236, 1.1962687, 1.0031923, -1.1540345, 1.187...
## $ X3510 <dbl> 0.57833895, -0.76409954, 0.72732493, 0.42138470, -0.84213407,...
## $ X3511 <dbl> 0.22543019, -0.04185514, 0.52502758, 0.22169773, -0.41942260,...
## $ X3512 <dbl> 0.63860461, 0.06301964, 1.00648110, 0.30559313, -1.64910221, ...
## $ X3513 <dbl> -0.60766273, 0.64286862, -0.04507416, 0.91637854, -1.34083533...
## $ X3514 <dbl> -0.78916295, -0.92631579, -0.85053012, 1.42352184, -0.0343792...
## $ X3515 <dbl> -0.7309211, -0.6185950, -0.7443031, -0.6577865, -0.6730306, -...
## $ X3516 <dbl> 1.19470763, 0.59687048, -1.65377112, 0.19308396, 0.52076483, ...
## $ X3517 <dbl> 0.9652347, 0.6694870, -1.1805123, 0.2652022, 0.1734782, -0.47...
## $ X3518 <dbl> 0.73829257, -0.81464191, -0.06325018, 0.52234331, -1.26474293...
## $ X3519 <dbl> -0.53541595, 0.65279216, -1.50766347, -0.41834967, 0.01319735...
## $ X3520 <dbl> -1.97329773, -0.13294465, 0.20533244, 0.60342331, 0.67765179,...
## $ X3521 <dbl> -1.72506099, 0.39004644, 0.01077257, -0.13521457, -0.65259571...
## $ X3522 <dbl> -1.41313148, -0.42913639, -1.02564405, -0.13830713, -1.005709...
## $ X3523 <dbl> 0.470824236, 0.518597403, -1.330688201, -0.002444964, -1.1668...
## $ X3524 <dbl> 0.42549636, 0.21630457, -1.53027806, 0.06832644, -0.82456660,...
## $ X3525 <dbl> -0.63440237, -0.27104814, 0.17786830, 1.22632395, -1.02525764...
## $ X3526 <dbl> 0.9368155, -0.5319148, 0.8851399, 1.6595243, -0.4329371, 1.55...
## $ X3527 <dbl> 0.17171993, -0.70324980, 0.77689748, 0.26375698, -1.28951779,...
## $ X3528 <dbl> 0.5161750376, -0.3329452204, -1.2720604161, 0.1644484303, -0....
## $ X3529 <dbl> 0.878014913, -0.707313918, -2.423689299, 0.132616113, -0.9754...
## $ X3530 <dbl> -0.7603800116, -0.6104817290, -0.7782381710, -0.6627824760, -...
## $ X3531 <dbl> 0.86976444, -0.09570506, -1.08911068, 0.59400557, 0.13795069,...
## $ X3532 <dbl> 1.13327997, 0.06039020, 0.30590030, -0.02449520, -0.94751766,...
## $ X3533 <dbl> -1.30319491, -0.24857892, 0.68554813, -1.70976102, -1.6739984...
## $ X3534 <dbl> -1.22576188, -0.64532042, -1.11205529, 1.19906647, 0.48008246...
## $ X3535 <dbl> 0.27441078, -0.32735125, -1.35132250, 0.31230473, -1.54296879...
## $ X3536 <dbl> -0.58729919, 0.05391376, -0.58952974, -0.36683173, -0.0728483...
## $ X3537 <dbl> 0.465868103, -0.540641844, 0.081023398, 1.364042021, -2.17461...
## $ X3538 <dbl> 1.02930775, -0.49505572, -0.03686432, 0.05000214, -0.47896768...
## $ X3539 <dbl> -0.438912101, -0.272546852, -0.458732055, -0.330593059, -0.35...
## $ X3540 <dbl> 0.9073928, -0.5747117, -2.4357985, -0.3574283, -0.2010953, -1...
## $ X3541 <dbl> 0.53898909, -0.05312152, 0.40997991, 0.66681307, -0.52044235,...
## $ X3542 <dbl> 0.33772185, 0.81270617, -0.07749303, 0.41078959, -0.17384563,...
## $ X3543 <dbl> -1.15352637, -0.69147496, -1.29602822, 0.24079165, 0.75701229...
## $ X3544 <dbl> -0.31320310, 0.75921961, 0.47714495, -0.38081038, -1.42885381...
## $ X3545 <dbl> -0.28900578, -0.04836294, -0.91710935, 0.20580379, -1.3349374...
## $ X3546 <dbl> -0.748961886, -0.553353396, -0.772265739, -0.621602811, -0.64...
## $ X3547 <dbl> -0.25365979, -0.54746782, 0.32357509, -0.85444165, -1.5359035...
## $ X3548 <dbl> -0.53889064, -0.42931170, -0.55194534, -0.46754470, -0.482416...
## $ X3549 <dbl> -0.6413555, -0.7135681, -0.6266677, 0.6096881, 0.3057996, 0.8...
## $ X3550 <dbl> -1.11686835, 0.66699623, -0.19972538, -1.01364151, -0.6893266...
## $ X3551 <dbl> -0.345541923, 0.347290097, 0.841453206, -1.938362630, -0.9246...
## $ X3552 <dbl> 0.587859742, 0.528568249, 0.669142032, 0.069419610, 0.3848723...
## $ X3553 <dbl> -0.03410785, -0.28710694, -0.57043676, 0.23011221, 0.14306957...
## $ X3554 <dbl> -0.55253131, -0.60123640, -0.77768633, -0.25653471, -0.048426...
## $ X3555 <dbl> -0.31790990, -0.37159427, 0.91668005, -0.26585384, -2.5510904...
## $ X3556 <dbl> 0.7597937, -0.7231663, 0.4606486, 1.1699067, -1.4071815, 0.49...
## $ X3557 <dbl> 0.45023507, -0.89957901, 0.81459452, 2.05831423, -0.58159718,...
## $ X3558 <dbl> 0.44186214, 0.05218551, -1.91636635, -0.43301252, -0.65963117...
## $ X3559 <dbl> 0.2032626, 0.1652606, -1.4621254, 0.1756076, -0.0911778, -0.9...
## $ X3560 <dbl> 1.09325717, -1.69874884, 1.14075882, 0.23101436, -0.85700597,...
## $ X3561 <dbl> 0.18607830, -0.63799596, -1.28192482, -0.35836934, -0.5765058...
## $ X3562 <dbl> 0.04667622, -0.18074859, -0.81390404, 0.54990835, -1.21126197...
## $ X3563 <dbl> 0.12656685, -0.14695238, 0.62094545, -1.22974306, -1.90951665...
## $ X3564 <dbl> 0.6128467, -0.4538014, 1.1171843, 0.7397190, -1.2081511, -0.9...
## $ X3565 <dbl> 0.44350152, -0.52768248, 1.57201816, 0.11568991, -1.09505738,...
## $ X3566 <dbl> 0.8590346, -0.4579387, -0.3556465, -0.1107201, -0.3913337, 0....
## $ X3567 <dbl> -0.67244945, 0.41200043, 0.92138955, 0.58166393, -0.02381439,...
## $ X3568 <dbl> 0.15016263, 0.39206510, -1.20711412, -1.00133170, 0.63945992,...
## $ X3569 <dbl> 0.06899244, 0.05432603, 0.47903617, -0.19711678, -1.81662715,...
## $ X3570 <dbl> 0.129262921, 0.007136491, 1.546483562, -0.990989390, 0.140518...
## $ X3571 <dbl> -0.53346950, -1.14837176, -0.39175543, -0.92484488, -1.194537...B. Metode Forward Selection
Metode Forward selection ini dijalankan menggunakan fungsi regsubsets dari package leaps.
Argumen nvmax disini adalah untuk menentukan banyaknya peubah/subset yang dimasukan ke model. Karena data leukemia memiliki 72 observasi, maka peubah yang dimasukan ke model tidak bisa lebih dari 71 peubah`
model_forward <- regsubsets(y~.,data=leukemia,
method = "forward",nvmax = 71)## Warning in leaps.setup(x, y, wt = wt, nbest = nbest, nvmax = nvmax, force.in =
## force.in, : 3500 linear dependencies foundKemudian, kita akan melihat subset mana yang terbaik. Penentuan ini dilakukan dengan menggunakan nilai BIC. Nilai BIC terkecil yang dianggap sebagai subset terbaik.
best_forward <- data.frame(subset=seq_along(summary(model_forward)$bic),
BIC = summary(model_forward)$bic)Selanjutnya dengan menggunakan plot dibawah ini, kita bisa melihat bahwa nilai yang paling kecil adalah pada subset paling kanan atau dengan kata lain subset ke 70 atau 71.
ggplot(best_forward,aes(subset,BIC))+
geom_line(size=1)+
geom_point(color="red",size=2)+
theme_minimal()
Jika diperhatikan pada output dibawah ini, subset 71 nilai BICnya -Inf sehingga kita pilih yang subset 70.
best_forward[70:71,]## subset BIC
## 70 70 -5065.3
## 71 71 -Infcoef_forward = coef(model_forward,70)
length(coef_forward)## [1] 71Jika kita tampilkan, ada sebanyak 70 peubah yang terpilih dengan 1 intercept.
coef_forward ## (Intercept) X183 X218 X235 X287
## 3.472222e-01 -7.404151e-02 -6.090950e-08 7.576329e-03 -2.753443e-03
## X296 X298 X341 X348 X351
## -4.656128e-02 -2.685595e-04 -2.859934e-08 -2.095386e-04 -3.125436e-06
## X418 X446 X478 X598 X604
## 7.108548e-03 7.806248e-05 -1.666704e-04 -5.760329e-06 -4.508718e-04
## X625 X682 X691 X697 X710
## -1.916912e-05 -1.113632e-06 -2.082914e-02 -1.107586e-03 5.790618e-03
## X716 X784 X801 X849 X1053
## 7.966634e-03 2.169628e-02 -5.422339e-02 4.383456e-03 -3.178720e-02
## X1123 X1182 X1192 X1204 X1219
## 3.787290e-02 1.141740e-01 -1.234209e-02 1.736643e-11 -1.698153e-01
## X1267 X1335 X1493 X1551 X1560
## -1.877156e-02 1.451522e-02 2.187258e-04 -2.049213e-03 -5.764137e-10
## X1667 X1713 X1858 X1889 X1909
## -1.533883e-03 5.013101e-04 -1.541831e-05 -4.734743e-06 3.503166e-02
## X1946 X2089 X2102 X2107 X2155
## 7.517935e-02 6.261964e-04 3.353616e-02 1.917570e-02 1.403177e-04
## X2234 X2315 X2363 X2427 X2491
## -1.787946e-04 4.128251e-02 -3.593878e-03 3.409575e-02 2.144905e-02
## X2523 X2558 X2579 X2715 X2751
## -2.823069e-03 -4.467083e-02 6.571662e-05 4.532983e-05 -5.201828e-07
## X2761 X2811 X2861 X2888 X2915
## -1.124179e-03 1.097293e-02 -2.455356e-07 7.308873e-02 -1.769428e-03
## X2954 X3038 X3311 X3478 X3512
## 8.256019e-04 1.414855e-01 8.937411e-09 4.371139e-02 -2.100190e-03
## X3522 X3529 X3530 X3539 X3545
## 1.596075e-02 1.728537e-05 -2.879700e-02 2.584945e-02 -1.363613e-03
## X3557
## -4.631553e-02C. Metode LASSO dan RIDGE
Metode LASSO dan Metode RIDGE (serta Elastic Net) ini menggunakan Syntax yang sama, perbedaannya hanya pada Alpha yang digunakan :
ketika
\(\alpha\) = 0 maka Ridge,
\(\alpha\) = 1 maka Lasso,
0<\(\alpha\)< 1 maka Elastic Net
C.1 Metode LASSO
Metode LASSO bisa dijalankan menggunakan fungsi cv.glmnet dengan package glmnet.
Fungsi cv.glmnet digunakan untuk menjalankan menjalankan metode LASSO, asalkan nilai argumen alpha=1.
Kemudian, dengan fungsi ini juga dimungkinkan memilih parameter penalty lambda terbaik dengan menggunakan cross-validation (validasi-silang) yang didasarkan pada kriteria tertentu, contohnya saja kriteria “deviance” dan “auc”
Argumen nfolds digunakan untuk menentukan jumlah folds/lipatan pada cross-validation.
Penjelasan cross-validation lebih lengkap bisa dilihat pada video pada link ini.
Satu hal yang perlu diingat, dalam melakukan cross-validation, syntax ini menggunakan metode resampling secara random, sehingga perlu Anda atur dengan set.seed() terlebih dahulu.
set.seed(5816)
model_lasso_dev <- cv.glmnet(y~.,data=leukemia,alpha = 1,
type.measure="deviance",
family="binomial",
nfolds=5)
model_lasso_auc <- cv.glmnet(y~.,data=leukemia,alpha = 1,
type.measure="auc",
family="binomial",
nfolds=5)Setelah sintaks diatas dijalankan, selanjutnya dimungkinkan untuk membuat plot nilai lambda dalam bentuk log dengan nilai kriteria yang dipilih.
plot(model_lasso_dev)
plot(model_lasso_auc)
Informasi penting yang bisa dilihat pada plot diatas adalah banyaknya peubah terpilih yang ditulis diatas plot. Kemudian ada garis vertikal putus-putus yang menandakan nilai lambda optimum berdasarkan kriteria yang dipilih. Jika menggunakan AUC maka nilai lambda optimum dipilih berdasarkan nilai AUC terbesar. Sedangkan menggunakan deviance nilai lambda optimum dipilih berdasarkan nilai deviance terkecil. Selain itu, kriteria lambda optimum juga dipilih berdasarkan lembar selang terkecil dari garis pada setiap titik. Sehingga garis vertikal yang satunya menandakan hal tersebut.
Nilai koefisien dari variable terpilih bisa dikeluarkan dengan sintaks dibawah ini. Argumen s pada fungsi coef bisa diisi dengan “lambda.min”(peubah yang terpilih berdasarkan nilai lambda optimal) dan “lambda.1se”(peubah yang terpilih berdasarkan nilai lambda yang memiliki selang terkecil).
coef_auc_min <- coef(model_lasso_auc,s = "lambda.min")
broom::tidy(coef_auc_min)## row column value
## 1 (Intercept) 1 -1.781018442
## 2 X158 1 0.080551992
## 3 X219 1 -0.055438814
## 4 X456 1 -0.544966098
## 5 X657 1 -0.117877397
## 6 X672 1 -0.818117717
## 7 X888 1 0.026746538
## 8 X918 1 0.023983733
## 9 X956 1 0.404309535
## 10 X979 1 1.366152414
## 11 X1182 1 0.044035231
## 12 X1219 1 -0.200857066
## 13 X1652 1 0.351322309
## 14 X1946 1 0.418338192
## 15 X2230 1 0.006557391
## 16 X2481 1 0.896602539
## 17 X2537 1 0.036936781
## 18 X2888 1 0.184174771
## 19 X3098 1 0.329983880
## 20 X3158 1 0.053761876coef_dev_min <- coef(model_lasso_dev,s = "lambda.min")
broom::tidy(coef_dev_min)## row column value
## 1 (Intercept) 1 -2.08757850
## 2 X158 1 0.05197922
## 3 X219 1 -0.12944846
## 4 X456 1 -0.60966938
## 5 X657 1 -0.16050205
## 6 X672 1 -0.99194885
## 7 X888 1 0.08984458
## 8 X918 1 0.08763502
## 9 X956 1 0.47233352
## 10 X979 1 1.59130673
## 11 X1219 1 -0.26174776
## 12 X1652 1 0.35069763
## 13 X1796 1 0.01100616
## 14 X1946 1 0.55837041
## 15 X2230 1 0.04807908
## 16 X2239 1 -0.01181079
## 17 X2387 1 -0.01973279
## 18 X2481 1 1.02686842
## 19 X2537 1 0.03960220
## 20 X2727 1 -0.02821787
## 21 X2888 1 0.23668504
## 22 X3098 1 0.39943739
## 23 X3158 1 0.05086214
## 24 X3292 1 0.00638291coef_auc_se <- coef(model_lasso_auc,s = "lambda.1se")
broom::tidy(coef_auc_se)## row column value
## 1 (Intercept) 1 -1.781018442
## 2 X158 1 0.080551992
## 3 X219 1 -0.055438814
## 4 X456 1 -0.544966098
## 5 X657 1 -0.117877397
## 6 X672 1 -0.818117717
## 7 X888 1 0.026746538
## 8 X918 1 0.023983733
## 9 X956 1 0.404309535
## 10 X979 1 1.366152414
## 11 X1182 1 0.044035231
## 12 X1219 1 -0.200857066
## 13 X1652 1 0.351322309
## 14 X1946 1 0.418338192
## 15 X2230 1 0.006557391
## 16 X2481 1 0.896602539
## 17 X2537 1 0.036936781
## 18 X2888 1 0.184174771
## 19 X3098 1 0.329983880
## 20 X3158 1 0.053761876coef_dev_se <- coef(model_lasso_dev,s = "lambda.1se")
broom::tidy(coef_dev_se)## row column value
## 1 (Intercept) 1 -1.202783501
## 2 X456 1 -0.348724903
## 3 X626 1 -0.192490430
## 4 X672 1 -0.407115218
## 5 X956 1 0.295115988
## 6 X979 1 0.916017432
## 7 X1182 1 0.004487211
## 8 X1219 1 -0.061822704
## 9 X1652 1 0.260076303
## 10 X1946 1 0.171132397
## 11 X2481 1 0.596925768
## 12 X2888 1 0.028961393
## 13 X3098 1 0.165247266
## 14 X3158 1 0.018010204
## 15 X3441 1 -0.020083808C.2 Metode RIDGE
Metode terakhir yang kita coba adalah metode Ridge. Metode ini pada dasarnya bukan merupakan metode seleksi, namun metode untuk mengatasi multikolinearitas. Metode ini bisa membantu memperoleh seleksi peubah yang lebih baik jika digabungkan dengan metode LASSO. Penggabungan ini melahirkan metode baru yang bernama Elastic-Net yang akan dibahas pada praktikum berikutnya.
model_ridge_auc <- cv.glmnet(y~.,data=leukemia,alpha = 0,
type.measure="auc",
family="binomial",
nfolds=5)
plot(model_ridge_auc)
Jika ingin mengetahui nilai lambda.min atau lambda.1se, anda bisa menggunakan syntax berikut ini :
model_ridge_auc$lambda.min## [1] 34.78124model_ridge_auc$lambda.1se## [1] 372.9478Reference
Dito GA, Anisa R. 2020. Metode Seleksi Peubah untuk High-dimensional Data [11 Maret 2021]. Retrieved from : https://rpubs.com/gdito/seleksi-peubah-high-dimensional-data
Hastie T. 2021. cv.glmnet [26 Feb. 21]. https://www.rdocumentation.org/packages/glmnet/versions/4.1/topics/cv.glmnet. RDocumentation
Zou H, Hastie T. 2005. Regularization and Variable Selection via the Elastic Net. Journal of the Royal Statistical Society. Series B (Statistical Methodology) Vol. 67, No. 2 (2005), pp. 301-320 (20 pages). Wiley
IPB University, rahmaanisa@apps.ipb.ac.id︎↩︎
IPB University, gdito@apps.ipb.ac.id↩︎
Badan Informasi Geospasial, abdul.aziz@big.go.id↩︎