Computing Yen's Q3 statistic for unidimensional Rasch, 1-, 2-, and 3-PL logistic IRT models
Yen.Q3.RdThis function calculates Yen's Q3 statistics as introduced in Yen (1984) <doi: 10.1177/014662168400800201> and Yen (1993) <doi: 10.1111/j.1745-3984.1993.tb00423.x> for unidimensional Rasch, 1-, 2-, and 3-PL logistic IRT models to assess the local independence assumption.
Value
- Q3
A matrix of Q3 statistics
- Q3.weighted
A matrix of Q3 statistics as obtained by weighting the residual values to reflect the number of examinees with each response pattern.
References
Yen, W. M. (1984). "Effects of local item dependence on the fit and equating performance of the three-parameter logistic model." Applied Psychological Measurement, 8(2), 125-145. doi: 10.1177/014662168400800201.
Yen, W. M. (1993). "Scaling performance assessments: Strategies for managing local item dependence. " ournal of educational measurement, 30(3), 187-213. doi: 10.1111/j.1745-3984.1993.tb00423.x.
Examples
Yen.Q3(scored.data,IRT.model="2pl")
#> There are 13 Q3 statistics exceed 0.2.There are 13 Q3 weighted statistics exceed 0.2.
#> $Q3
#> V1 V2 V3 V4 V5
#> V1 1.000000000 0.081181221 0.045360321 -0.0331898496 1.787716e-02
#> V2 0.081181221 1.000000000 -0.016704981 0.0650958312 1.571876e-01
#> V3 0.045360321 -0.016704981 1.000000000 -0.1673551165 -2.080925e-01
#> V4 -0.033189850 0.065095831 -0.167355116 1.0000000000 3.819247e-02
#> V5 0.017877158 0.157187606 -0.208092509 0.0381924743 1.000000e+00
#> V6 -0.078625053 -0.173803546 -0.047944041 -0.1805791619 -9.317533e-02
#> V7 0.067376589 0.016449632 -0.051014481 0.0152370657 2.191650e-02
#> V8 -0.068539921 -0.022933705 0.020268355 0.0464940178 -9.316708e-02
#> V9 -0.074623860 -0.064694066 0.030660065 -0.1244359971 7.978754e-02
#> V10 0.060807901 0.081225612 0.067764635 0.0327218606 6.540686e-03
#> V11 -0.030664126 -0.167589617 -0.031600821 -0.0103514311 -1.106690e-02
#> V12 0.019914524 -0.147203303 -0.074899284 -0.0275357789 -2.714203e-02
#> V13 0.046905056 -0.182073282 -0.081100540 0.0278431955 -1.863084e-02
#> V14 -0.121899854 -0.025865399 -0.025687485 -0.0010878459 6.551733e-02
#> V15 0.185688264 -0.215900478 -0.006464606 0.0153368749 -3.734640e-02
#> V16 -0.101850057 0.023341888 -0.021260618 -0.0350441547 -2.419635e-02
#> V17 0.091480127 0.050276859 0.130718601 -0.0114211970 -7.439431e-02
#> V18 -0.047171088 -0.040787026 0.036106135 -0.0126203422 -6.674977e-02
#> V19 0.028960419 -0.128284436 0.110323498 -0.1566867176 -1.590184e-01
#> V20 -0.019180152 -0.011726859 0.028919169 0.0004324304 -1.262198e-02
#> V21 0.155132367 0.060857899 -0.053018893 -0.1086267622 -2.567815e-02
#> V22 0.070462644 0.010136132 0.011923182 -0.1140705470 -4.123724e-02
#> V23 0.008352337 -0.096170932 0.109048906 -0.1306382140 -5.481250e-02
#> V24 -0.067142397 0.025279815 -0.111140024 0.1451448787 -1.603187e-01
#> V25 -0.050585959 -0.077462412 0.093433384 0.0260279268 -5.054853e-02
#> V26 -0.004211375 -0.003778723 -0.057392252 -0.0693345486 1.963671e-01
#> V27 0.023216022 -0.048861314 0.029948674 -0.0306378475 -7.130811e-02
#> V28 -0.008219613 -0.015751590 -0.097603320 -0.1125828453 2.333786e-02
#> V29 -0.188289754 0.042628140 -0.220025913 -0.0757364683 1.611114e-01
#> V30 -0.196077929 0.024320464 -0.156178211 -0.1701330133 -1.839753e-02
#> V31 -0.023253475 -0.037693107 0.019888974 0.0893467055 8.043206e-02
#> V32 0.179576415 -0.059051047 0.006557965 0.0831385913 -9.452379e-02
#> V33 0.044938001 0.029677932 -0.060853663 0.0739529079 -2.008669e-05
#> V34 -0.024414721 0.169126575 0.105735021 -0.1932397999 4.417247e-02
#> V35 0.022567632 0.086059886 -0.025067390 0.1043830912 -1.224506e-02
#> V36 -0.043145456 -0.045601353 0.168279548 -0.0156415896 3.525577e-03
#> V37 -0.163610587 -0.002719145 0.037201862 0.0416822021 -1.099666e-01
#> V38 0.085297066 -0.026453401 0.080893655 0.0512154179 7.343912e-02
#> V39 -0.076939842 0.151033382 0.075456933 -0.0092355942 6.193799e-03
#> V40 -0.124666181 -0.145182057 -0.036883366 -0.1217533755 2.487300e-02
#> V41 0.012097724 0.094051684 0.024798448 -0.0996704668 1.202962e-01
#> V42 0.112036827 0.004339255 0.001053453 -0.0203930411 -1.260797e-02
#> V43 -0.193568977 0.001664207 -0.151134856 0.0736899436 8.444287e-02
#> V44 -0.216289110 -0.055469660 -0.117129240 0.0869769414 -1.680366e-01
#> V45 -0.171715081 -0.114365104 0.004278784 0.1026115690 -1.073283e-02
#> V46 0.009626660 0.011881279 -0.112716124 -0.0563883562 -3.065903e-02
#> V47 -0.062205170 -0.159210812 0.075473056 -0.2707441595 -1.435987e-01
#> V48 0.101200590 -0.021576816 -0.023731753 0.0140320574 -8.409062e-02
#> V49 0.047774932 -0.026406803 -0.154583959 0.0131571293 -6.714427e-02
#> V50 -0.060674538 -0.003407053 -0.089101641 0.1241648623 -3.620073e-02
#> V6 V7 V8 V9 V10
#> V1 -0.0786250530 0.0673765894 -0.068539921 -0.0746238600 0.060807901
#> V2 -0.1738035462 0.0164496323 -0.022933705 -0.0646940665 0.081225612
#> V3 -0.0479440410 -0.0510144811 0.020268355 0.0306600651 0.067764635
#> V4 -0.1805791619 0.0152370657 0.046494018 -0.1244359971 0.032721861
#> V5 -0.0931753328 0.0219164955 -0.093167079 0.0797875387 0.006540686
#> V6 1.0000000000 0.0016129661 0.122000169 0.0017833853 -0.083729027
#> V7 0.0016129661 1.0000000000 -0.042621902 -0.0594512730 -0.047582674
#> V8 0.1220001689 -0.0426219018 1.000000000 -0.1666985346 -0.101880362
#> V9 0.0017833853 -0.0594512730 -0.166698535 1.0000000000 0.165150574
#> V10 -0.0837290274 -0.0475826740 -0.101880362 0.1651505738 1.000000000
#> V11 0.0577685305 -0.0462765111 -0.132626811 0.0231059316 -0.082147451
#> V12 0.0415565021 -0.0935944905 -0.020340961 0.0589039209 0.124580087
#> V13 -0.0438519808 0.0182243449 -0.035348698 -0.1156588740 -0.074180253
#> V14 0.0606521136 -0.0849312175 0.007823830 0.2359859662 0.036809883
#> V15 0.0147444907 0.0539345814 -0.037622616 0.0317005600 0.206098610
#> V16 -0.0953498746 -0.1111287590 -0.113373248 0.0934698290 -0.072876134
#> V17 0.1039172281 0.0687910682 -0.060629180 -0.0259503978 0.003255573
#> V18 0.0671355078 -0.0658226502 -0.018215891 -0.1517145934 -0.118974941
#> V19 0.0934081371 -0.0114473280 -0.104571522 0.0147678905 -0.083805933
#> V20 0.0319152673 -0.0550374928 0.012506501 -0.1199731666 -0.026882484
#> V21 0.0876111542 -0.1377996392 0.024988766 -0.0245711914 -0.073931658
#> V22 0.0607826151 0.0576783522 0.010468887 0.0506572868 0.083328154
#> V23 -0.0676708978 -0.0342896598 0.098126901 0.0729869314 -0.157041104
#> V24 -0.0454256645 -0.0240512664 0.056329960 -0.1272183061 0.002721544
#> V25 -0.0299055569 -0.1268672865 0.128863420 -0.0999807867 0.008853522
#> V26 -0.1717106029 0.0824907257 -0.226005265 0.0362843085 0.039416306
#> V27 0.0645715477 0.0906935932 0.147242318 0.0321936774 -0.006290018
#> V28 0.0617535562 -0.0360473281 -0.023823391 -0.0631754062 -0.033488554
#> V29 0.1104084997 0.0812389390 0.023464475 -0.0559231638 0.040259285
#> V30 0.0952898584 0.0673464316 -0.044365955 0.0185360791 0.054461143
#> V31 -0.0619837709 0.2045782110 -0.041225358 -0.1042139134 -0.119392240
#> V32 -0.0592042231 -0.1327366918 -0.039776062 -0.0159937171 0.261931416
#> V33 -0.2314915193 0.1184294480 -0.014816295 0.0302679280 0.022507367
#> V34 -0.0372474907 0.0070307104 -0.106802543 -0.0003912811 0.028998917
#> V35 -0.0384771887 -0.0697677503 -0.039804584 -0.1933335477 -0.034519319
#> V36 0.0083247094 -0.0009809085 -0.079334581 0.1088479150 0.250310648
#> V37 -0.0571430296 -0.0167740439 0.080525681 -0.0785051871 0.003054041
#> V38 -0.0610231342 -0.0521410444 -0.118264900 0.0295482106 -0.038733891
#> V39 0.1664801182 0.0095665047 0.027694794 -0.1267942327 -0.035253649
#> V40 -0.0973289932 -0.0667170133 0.170453421 -0.2174424559 -0.111841276
#> V41 -0.0316136685 -0.0458250366 0.005252343 -0.0282588253 -0.128773493
#> V42 -0.0394127537 0.0771565402 -0.089909131 0.0133990955 0.012080158
#> V43 -0.0102939763 -0.0330142271 0.027926927 -0.0062105439 -0.073953041
#> V44 -0.0890993115 -0.1300388473 -0.005291491 -0.0334492799 0.058011714
#> V45 -0.0083220970 -0.0757838778 -0.027147436 0.1165506321 -0.169720266
#> V46 -0.0044746350 -0.1394035341 -0.120075472 0.0416588631 0.059703874
#> V47 0.0612214899 0.1214622912 -0.014453526 -0.0100246316 -0.043984979
#> V48 -0.1050347384 -0.0309591174 -0.093974041 -0.0246344667 -0.010373926
#> V49 -0.0400650023 -0.0590756853 -0.015564858 -0.0271790880 -0.117124806
#> V50 -0.0008760771 -0.1767510295 0.112424748 -0.0388117122 -0.082474017
#> V11 V12 V13 V14 V15
#> V1 -3.066413e-02 0.019914524 0.046905056 -0.121899854 0.185688264
#> V2 -1.675896e-01 -0.147203303 -0.182073282 -0.025865399 -0.215900478
#> V3 -3.160082e-02 -0.074899284 -0.081100540 -0.025687485 -0.006464606
#> V4 -1.035143e-02 -0.027535779 0.027843195 -0.001087846 0.015336875
#> V5 -1.106690e-02 -0.027142030 -0.018630837 0.065517334 -0.037346404
#> V6 5.776853e-02 0.041556502 -0.043851981 0.060652114 0.014744491
#> V7 -4.627651e-02 -0.093594490 0.018224345 -0.084931217 0.053934581
#> V8 -1.326268e-01 -0.020340961 -0.035348698 0.007823830 -0.037622616
#> V9 2.310593e-02 0.058903921 -0.115658874 0.235985966 0.031700560
#> V10 -8.214745e-02 0.124580087 -0.074180253 0.036809883 0.206098610
#> V11 1.000000e+00 -0.048844873 -0.185406273 -0.001417376 0.082012378
#> V12 -4.884487e-02 1.000000000 -0.019245244 0.008443250 0.009777876
#> V13 -1.854063e-01 -0.019245244 1.000000000 -0.129941706 0.023652006
#> V14 -1.417376e-03 0.008443250 -0.129941706 1.000000000 -0.135158475
#> V15 8.201238e-02 0.009777876 0.023652006 -0.135158475 1.000000000
#> V16 -9.485047e-02 0.115607397 -0.159200929 0.103438105 -0.062068702
#> V17 8.737407e-03 -0.014572425 0.062944612 -0.116424203 -0.073311608
#> V18 -1.154566e-01 -0.221901413 -0.051943920 0.099206364 -0.009072693
#> V19 1.188307e-01 -0.136563315 -0.043243826 0.066996081 -0.020678005
#> V20 9.591963e-02 0.069661141 0.126749859 0.019691950 -0.044160827
#> V21 5.014347e-02 0.180723297 -0.076921996 -0.058134203 0.016384922
#> V22 -1.173404e-01 -0.150949100 0.064614940 -0.252773841 0.131111441
#> V23 6.963074e-02 -0.046668001 -0.155093830 0.065689634 0.020307945
#> V24 3.469981e-06 -0.053236283 0.061586622 -0.160719944 0.059593855
#> V25 -5.954794e-02 0.118566310 -0.128875190 -0.100877148 -0.052394437
#> V26 -1.743859e-01 0.050087012 0.003992178 0.017005843 0.022049801
#> V27 -1.860086e-01 0.053123551 -0.061238467 0.060016604 -0.016601933
#> V28 1.209165e-01 -0.241143872 0.107959066 -0.032088015 -0.014152147
#> V29 -2.718683e-02 0.038112176 -0.030900496 0.078667143 -0.030211989
#> V30 -1.690008e-01 -0.019956191 0.061119577 0.238285529 -0.127841304
#> V31 -1.573317e-02 -0.033018264 0.166753237 -0.039347337 -0.060141694
#> V32 -2.178909e-01 0.069931392 -0.060854618 -0.116781197 0.046024281
#> V33 -1.409779e-01 0.126739385 0.076876549 0.008579184 -0.192585640
#> V34 4.277065e-02 0.060524999 -0.097118091 -0.156806870 0.083730760
#> V35 -5.583645e-02 -0.002785047 -0.012577318 0.023154107 0.054395884
#> V36 6.196773e-02 -0.075654434 -0.014182415 0.025836506 0.125737186
#> V37 -1.239131e-01 0.115364494 -0.043190239 -0.112913110 -0.024308979
#> V38 2.161514e-01 0.086753003 -0.009133494 0.041711465 0.057353826
#> V39 -4.191111e-02 -0.185359766 -0.056688703 0.038890287 -0.198680660
#> V40 1.159867e-01 -0.079441459 -0.076387045 -0.046563029 -0.144718474
#> V41 -4.093360e-02 -0.063916651 -0.033557354 0.039456054 -0.167311303
#> V42 -3.336310e-02 -0.002706039 0.096373441 0.012741564 -0.065003617
#> V43 -7.099355e-03 0.021752744 -0.085505570 0.014011779 -0.089813751
#> V44 1.285641e-01 0.080168503 -0.105987095 0.083065103 -0.030778183
#> V45 4.363513e-02 -0.053108097 0.066215788 0.087656818 -0.034930872
#> V46 1.704126e-01 -0.067876446 -0.035426776 -0.047326886 0.012874665
#> V47 -6.533012e-02 -0.078544705 -0.022210356 0.041998774 0.011880704
#> V48 6.679103e-02 0.074696160 0.057132109 -0.002329415 0.010558701
#> V49 -7.878291e-02 0.063273902 0.071494735 -0.105521906 -0.072319388
#> V50 -8.129188e-03 -0.042018835 0.152391196 -0.156743028 -0.110942719
#> V16 V17 V18 V19 V20
#> V1 -0.101850057 0.091480127 -0.047171088 0.028960419 -0.0191801519
#> V2 0.023341888 0.050276859 -0.040787026 -0.128284436 -0.0117268590
#> V3 -0.021260618 0.130718601 0.036106135 0.110323498 0.0289191689
#> V4 -0.035044155 -0.011421197 -0.012620342 -0.156686718 0.0004324304
#> V5 -0.024196348 -0.074394305 -0.066749770 -0.159018411 -0.0126219763
#> V6 -0.095349875 0.103917228 0.067135508 0.093408137 0.0319152673
#> V7 -0.111128759 0.068791068 -0.065822650 -0.011447328 -0.0550374928
#> V8 -0.113373248 -0.060629180 -0.018215891 -0.104571522 0.0125065005
#> V9 0.093469829 -0.025950398 -0.151714593 0.014767891 -0.1199731666
#> V10 -0.072876134 0.003255573 -0.118974941 -0.083805933 -0.0268824838
#> V11 -0.094850470 0.008737407 -0.115456623 0.118830713 0.0959196322
#> V12 0.115607397 -0.014572425 -0.221901413 -0.136563315 0.0696611410
#> V13 -0.159200929 0.062944612 -0.051943920 -0.043243826 0.1267498591
#> V14 0.103438105 -0.116424203 0.099206364 0.066996081 0.0196919504
#> V15 -0.062068702 -0.073311608 -0.009072693 -0.020678005 -0.0441608275
#> V16 1.000000000 0.030168943 0.043029447 0.132707237 -0.0028087191
#> V17 0.030168943 1.000000000 -0.004165130 0.012012496 0.1473569961
#> V18 0.043029447 -0.004165130 1.000000000 0.171901571 -0.1021325880
#> V19 0.132707237 0.012012496 0.171901571 1.000000000 -0.0443183707
#> V20 -0.002808719 0.147356996 -0.102132588 -0.044318371 1.0000000000
#> V21 -0.034689300 -0.018524106 -0.070827814 0.011936365 -0.0088940270
#> V22 0.050921447 0.034910126 0.027308710 0.084418869 -0.0496188442
#> V23 -0.011897069 -0.152156469 -0.129349865 -0.070179085 -0.1242909742
#> V24 -0.273513289 -0.065196039 -0.104733664 -0.130091333 -0.0410526101
#> V25 -0.095000233 -0.058368438 0.072948813 -0.075350904 0.0573672421
#> V26 0.094292903 -0.018929718 0.034725748 0.058903231 -0.0184641814
#> V27 0.028879622 0.091285490 -0.056432715 -0.011938222 -0.0377407220
#> V28 -0.004982743 0.017042524 0.035194152 -0.040669658 -0.0334089349
#> V29 0.156802432 -0.079916611 0.006256241 0.057339575 -0.0595077145
#> V30 -0.033566468 -0.057857117 -0.026052765 0.021646268 0.0722980159
#> V31 -0.089191217 -0.031881395 -0.066751344 -0.029065379 0.0140247704
#> V32 -0.148910745 0.018967619 0.059744778 -0.100148408 -0.0072686340
#> V33 0.003063716 0.062714031 0.037698756 0.049379699 -0.0047655537
#> V34 -0.109379225 0.137713067 0.022510249 0.035553678 0.0075679840
#> V35 -0.065181855 -0.004094209 0.082961855 -0.133858993 -0.0316287676
#> V36 0.007736117 0.104093316 -0.052767918 -0.048293438 0.0294377443
#> V37 0.027316016 0.063931373 -0.090405787 -0.168760794 0.1320399064
#> V38 -0.081519279 -0.071370077 -0.032977418 -0.029822848 0.1699737202
#> V39 0.100331292 0.011495066 0.124987506 0.059603777 -0.0040474693
#> V40 0.064876305 -0.196138712 0.026446196 0.136473427 -0.1104568322
#> V41 -0.071307015 0.087598412 -0.043028509 0.080641658 -0.0047280575
#> V42 -0.016090996 0.027699379 -0.025631177 -0.125409517 -0.0082720541
#> V43 0.027557343 -0.080358128 0.048741006 -0.060278229 -0.1676445203
#> V44 -0.027038173 -0.224458458 0.022276620 -0.100896226 0.0814751008
#> V45 0.033946619 0.037894095 -0.042096932 0.083993156 -0.0295550629
#> V46 -0.206550272 -0.162150020 -0.020526862 -0.055178634 -0.0038233038
#> V47 -0.157646443 0.068022336 0.137997485 0.007409084 -0.1296039725
#> V48 -0.147592755 0.041910049 -0.035923885 -0.163897351 0.0271763637
#> V49 0.071017761 -0.066907262 0.017479644 -0.035045985 -0.1138631283
#> V50 0.008664825 -0.020446666 -0.056603225 -0.218507308 0.0075384584
#> V21 V22 V23 V24 V25
#> V1 0.155132367 0.0704626438 0.008352337 -6.714240e-02 -0.050585959
#> V2 0.060857899 0.0101361322 -0.096170932 2.527982e-02 -0.077462412
#> V3 -0.053018893 0.0119231825 0.109048906 -1.111400e-01 0.093433384
#> V4 -0.108626762 -0.1140705470 -0.130638214 1.451449e-01 0.026027927
#> V5 -0.025678147 -0.0412372390 -0.054812505 -1.603187e-01 -0.050548531
#> V6 0.087611154 0.0607826151 -0.067670898 -4.542566e-02 -0.029905557
#> V7 -0.137799639 0.0576783522 -0.034289660 -2.405127e-02 -0.126867287
#> V8 0.024988766 0.0104688869 0.098126901 5.632996e-02 0.128863420
#> V9 -0.024571191 0.0506572868 0.072986931 -1.272183e-01 -0.099980787
#> V10 -0.073931658 0.0833281536 -0.157041104 2.721544e-03 0.008853522
#> V11 0.050143474 -0.1173403781 0.069630738 3.469981e-06 -0.059547941
#> V12 0.180723297 -0.1509491001 -0.046668001 -5.323628e-02 0.118566310
#> V13 -0.076921996 0.0646149398 -0.155093830 6.158662e-02 -0.128875190
#> V14 -0.058134203 -0.2527738412 0.065689634 -1.607199e-01 -0.100877148
#> V15 0.016384922 0.1311114412 0.020307945 5.959385e-02 -0.052394437
#> V16 -0.034689300 0.0509214466 -0.011897069 -2.735133e-01 -0.095000233
#> V17 -0.018524106 0.0349101262 -0.152156469 -6.519604e-02 -0.058368438
#> V18 -0.070827814 0.0273087097 -0.129349865 -1.047337e-01 0.072948813
#> V19 0.011936365 0.0844188688 -0.070179085 -1.300913e-01 -0.075350904
#> V20 -0.008894027 -0.0496188442 -0.124290974 -4.105261e-02 0.057367242
#> V21 1.000000000 0.0843806873 0.012460604 -7.716515e-03 0.067336395
#> V22 0.084380687 1.0000000000 -0.147306321 -1.692541e-02 0.120433828
#> V23 0.012460604 -0.1473063208 1.000000000 8.958682e-02 -0.072181100
#> V24 -0.007716515 -0.0169254086 0.089586823 1.000000e+00 0.079260423
#> V25 0.067336395 0.1204338279 -0.072181100 7.926042e-02 1.000000000
#> V26 -0.137822952 0.0590224798 -0.072672777 -6.168966e-03 0.078593120
#> V27 0.005547593 -0.0484867126 -0.003779108 -9.142819e-02 0.060308870
#> V28 -0.009149455 0.0253184563 -0.082662020 6.985930e-02 -0.122251789
#> V29 -0.141830913 -0.0998650588 -0.234355719 -1.139578e-01 0.044210220
#> V30 -0.103525099 -0.0657476897 0.011546566 -5.701823e-02 -0.054031108
#> V31 0.011657886 0.0495539361 -0.048354123 -5.485627e-02 0.097860933
#> V32 0.032122815 -0.0250564149 -0.181060814 5.018329e-02 -0.046600172
#> V33 -0.217631537 -0.1924836774 -0.035224908 -1.110550e-01 -0.071936602
#> V34 -0.093945793 0.0338217893 -0.007474629 -7.032161e-02 -0.015190266
#> V35 0.145247219 -0.1716654881 -0.099587388 6.119724e-02 -0.001468507
#> V36 -0.071683344 0.0363674428 0.057412896 1.443999e-01 -0.043548391
#> V37 -0.053015895 -0.0114272502 -0.176241018 -2.812579e-02 0.441658161
#> V38 0.058072608 -0.0328029203 -0.152135368 -1.569139e-01 -0.031444244
#> V39 -0.212182334 -0.0545049782 -0.006622478 -4.718613e-02 0.022454324
#> V40 -0.022849267 -0.0296546391 0.034685404 -8.041666e-02 0.069692902
#> V41 0.012748116 -0.0002497525 0.040389380 -2.207222e-01 0.033601301
#> V42 -0.093671667 0.0187057382 -0.095672838 5.460935e-02 0.031703285
#> V43 0.081523374 -0.1578427511 0.167882173 1.670779e-01 -0.036208616
#> V44 0.060924822 -0.0722894328 0.033635870 -9.561757e-03 0.008755098
#> V45 -0.191756139 0.0205280583 0.080929784 -7.461081e-02 -0.120141626
#> V46 -0.078709710 -0.0390422673 0.146997948 7.056228e-02 0.016198078
#> V47 -0.045376814 0.0420731723 0.109894728 -4.077601e-02 -0.149069500
#> V48 0.046484245 -0.0630072167 0.020160255 7.137144e-02 -0.125234848
#> V49 0.003642510 -0.0022180610 0.098732672 -1.295622e-01 -0.162958711
#> V50 -0.077961395 -0.0796402118 -0.094968159 -3.336584e-02 -0.064696603
#> V26 V27 V28 V29 V30
#> V1 -0.004211375 0.023216022 -0.0082196128 -0.188289754 -0.1960779290
#> V2 -0.003778723 -0.048861314 -0.0157515896 0.042628140 0.0243204643
#> V3 -0.057392252 0.029948674 -0.0976033205 -0.220025913 -0.1561782112
#> V4 -0.069334549 -0.030637848 -0.1125828453 -0.075736468 -0.1701330133
#> V5 0.196367129 -0.071308109 0.0233378600 0.161111430 -0.0183975283
#> V6 -0.171710603 0.064571548 0.0617535562 0.110408500 0.0952898584
#> V7 0.082490726 0.090693593 -0.0360473281 0.081238939 0.0673464316
#> V8 -0.226005265 0.147242318 -0.0238233908 0.023464475 -0.0443659547
#> V9 0.036284308 0.032193677 -0.0631754062 -0.055923164 0.0185360791
#> V10 0.039416306 -0.006290018 -0.0334885544 0.040259285 0.0544611433
#> V11 -0.174385885 -0.186008636 0.1209164728 -0.027186833 -0.1690008046
#> V12 0.050087012 0.053123551 -0.2411438717 0.038112176 -0.0199561910
#> V13 0.003992178 -0.061238467 0.1079590658 -0.030900496 0.0611195769
#> V14 0.017005843 0.060016604 -0.0320880151 0.078667143 0.2382855292
#> V15 0.022049801 -0.016601933 -0.0141521474 -0.030211989 -0.1278413038
#> V16 0.094292903 0.028879622 -0.0049827433 0.156802432 -0.0335664678
#> V17 -0.018929718 0.091285490 0.0170425238 -0.079916611 -0.0578571170
#> V18 0.034725748 -0.056432715 0.0351941525 0.006256241 -0.0260527653
#> V19 0.058903231 -0.011938222 -0.0406696582 0.057339575 0.0216462682
#> V20 -0.018464181 -0.037740722 -0.0334089349 -0.059507715 0.0722980159
#> V21 -0.137822952 0.005547593 -0.0091494551 -0.141830913 -0.1035250988
#> V22 0.059022480 -0.048486713 0.0253184563 -0.099865059 -0.0657476897
#> V23 -0.072672777 -0.003779108 -0.0826620196 -0.234355719 0.0115465663
#> V24 -0.006168966 -0.091428188 0.0698592983 -0.113957820 -0.0570182344
#> V25 0.078593120 0.060308870 -0.1222517894 0.044210220 -0.0540311079
#> V26 1.000000000 0.022849219 -0.0458491382 -0.139165045 -0.0388705767
#> V27 0.022849219 1.000000000 -0.0675881819 -0.034861933 0.0349636735
#> V28 -0.045849138 -0.067588182 1.0000000000 0.021272000 -0.0137886508
#> V29 -0.139165045 -0.034861933 0.0212719997 1.000000000 0.2112532010
#> V30 -0.038870577 0.034963674 -0.0137886508 0.211253201 1.0000000000
#> V31 -0.032383956 -0.070439177 0.0274518453 -0.081441255 0.0659472540
#> V32 0.077143544 0.006595906 -0.1261206707 -0.022748851 -0.0889482095
#> V33 0.098910097 -0.011364684 -0.0455170950 0.119422825 0.0281245983
#> V34 0.108601841 -0.067123502 -0.0622578844 -0.116551801 -0.0486509000
#> V35 -0.006077738 0.019285539 0.0639130908 -0.172244353 0.0000865988
#> V36 -0.090308501 -0.042243149 -0.0225074305 0.089423792 -0.0480008514
#> V37 -0.065804110 -0.070111123 0.0009842587 0.044820794 0.0383742964
#> V38 -0.132820633 -0.002641425 -0.1135558469 -0.060598765 -0.2257263228
#> V39 -0.099475798 -0.097161202 0.0393631288 0.069552423 -0.0392344858
#> V40 -0.135727940 -0.137424977 0.1466987843 0.129677775 -0.0074984679
#> V41 0.140842219 -0.040353927 -0.1742035043 0.074951769 0.1348009382
#> V42 -0.132609376 0.096886548 0.0345539437 0.056374547 0.0205913086
#> V43 -0.108242315 0.018770390 0.0110690671 0.124051869 0.0153238602
#> V44 -0.113801364 -0.182062872 0.0505780847 0.011142210 0.0329229724
#> V45 0.049747312 -0.020681304 0.0174908320 -0.057970115 0.0098346982
#> V46 -0.070749710 -0.080120241 0.0480006303 -0.118851124 -0.0062478449
#> V47 0.022776047 0.001683688 -0.0344800917 -0.035133829 0.1921743083
#> V48 0.092278870 -0.125295886 0.0381424032 -0.051737676 0.0585531538
#> V49 -0.024610882 -0.002081197 0.0650745402 -0.164980364 0.1159572818
#> V50 -0.112257509 -0.125368267 0.1110134402 -0.096999808 -0.1459635397
#> V31 V32 V33 V34 V35
#> V1 -0.02325347 0.179576415 4.493800e-02 -0.0244147207 0.0225676319
#> V2 -0.03769311 -0.059051047 2.967793e-02 0.1691265753 0.0860598857
#> V3 0.01988897 0.006557965 -6.085366e-02 0.1057350209 -0.0250673896
#> V4 0.08934671 0.083138591 7.395291e-02 -0.1932397999 0.1043830912
#> V5 0.08043206 -0.094523786 -2.008669e-05 0.0441724662 -0.0122450564
#> V6 -0.06198377 -0.059204223 -2.314915e-01 -0.0372474907 -0.0384771887
#> V7 0.20457821 -0.132736692 1.184294e-01 0.0070307104 -0.0697677503
#> V8 -0.04122536 -0.039776062 -1.481629e-02 -0.1068025431 -0.0398045842
#> V9 -0.10421391 -0.015993717 3.026793e-02 -0.0003912811 -0.1933335477
#> V10 -0.11939224 0.261931416 2.250737e-02 0.0289989170 -0.0345193186
#> V11 -0.01573317 -0.217890905 -1.409779e-01 0.0427706512 -0.0558364494
#> V12 -0.03301826 0.069931392 1.267394e-01 0.0605249986 -0.0027850466
#> V13 0.16675324 -0.060854618 7.687655e-02 -0.0971180907 -0.0125773175
#> V14 -0.03934734 -0.116781197 8.579184e-03 -0.1568068696 0.0231541073
#> V15 -0.06014169 0.046024281 -1.925856e-01 0.0837307601 0.0543958841
#> V16 -0.08919122 -0.148910745 3.063716e-03 -0.1093792248 -0.0651818547
#> V17 -0.03188140 0.018967619 6.271403e-02 0.1377130669 -0.0040942085
#> V18 -0.06675134 0.059744778 3.769876e-02 0.0225102488 0.0829618548
#> V19 -0.02906538 -0.100148408 4.937970e-02 0.0355536785 -0.1338589933
#> V20 0.01402477 -0.007268634 -4.765554e-03 0.0075679840 -0.0316287676
#> V21 0.01165789 0.032122815 -2.176315e-01 -0.0939457930 0.1452472188
#> V22 0.04955394 -0.025056415 -1.924837e-01 0.0338217893 -0.1716654881
#> V23 -0.04835412 -0.181060814 -3.522491e-02 -0.0074746292 -0.0995873875
#> V24 -0.05485627 0.050183293 -1.110550e-01 -0.0703216051 0.0611972419
#> V25 0.09786093 -0.046600172 -7.193660e-02 -0.0151902660 -0.0014685072
#> V26 -0.03238396 0.077143544 9.891010e-02 0.1086018408 -0.0060777385
#> V27 -0.07043918 0.006595906 -1.136468e-02 -0.0671235016 0.0192855389
#> V28 0.02745185 -0.126120671 -4.551710e-02 -0.0622578844 0.0639130908
#> V29 -0.08144125 -0.022748851 1.194228e-01 -0.1165518008 -0.1722443530
#> V30 0.06594725 -0.088948210 2.812460e-02 -0.0486509000 0.0000865988
#> V31 1.00000000 -0.079535906 -2.569913e-02 -0.1523060321 -0.0906443907
#> V32 -0.07953591 1.000000000 8.265786e-02 -0.0151308654 0.1500041483
#> V33 -0.02569913 0.082657857 1.000000e+00 0.0470509400 -0.0334763759
#> V34 -0.15230603 -0.015130865 4.705094e-02 1.0000000000 -0.0510259619
#> V35 -0.09064439 0.150004148 -3.347638e-02 -0.0510259619 1.0000000000
#> V36 -0.06551049 -0.009495025 -1.492323e-01 0.0349010324 -0.0384554772
#> V37 0.01370105 0.014050900 9.510259e-02 -0.0327954382 0.0453708904
#> V38 0.20758289 -0.015866185 -7.604366e-03 -0.0274626331 0.0560386076
#> V39 -0.07872280 -0.156721862 -6.769810e-03 0.0728838093 -0.0302122153
#> V40 -0.06776235 -0.067112230 -1.235861e-01 -0.0646356758 -0.0575194212
#> V41 -0.11464339 0.034555012 3.456227e-02 -0.0566200800 -0.1198121623
#> V42 0.16032798 -0.004315010 3.334134e-02 -0.0741723596 -0.0600363760
#> V43 -0.17336382 -0.071292895 -1.313443e-01 -0.0861382060 0.0155432720
#> V44 -0.14319776 0.081996756 1.269783e-02 -0.0648215773 0.1172300055
#> V45 0.11361326 0.035209578 3.770119e-02 -0.1332665171 -0.1481518680
#> V46 -0.09631776 -0.069567324 -8.438103e-02 0.0764200603 -0.0443067528
#> V47 0.09339514 0.009042789 5.477425e-02 0.2604910870 -0.0351925941
#> V48 0.02904298 -0.053879442 -1.190302e-02 0.0240939879 0.0708829385
#> V49 -0.06622057 0.039938392 2.168012e-02 -0.0707562315 -0.0156242002
#> V50 -0.08781488 -0.007024367 -1.672036e-02 -0.0060558450 0.2357163495
#> V36 V37 V38 V39 V40
#> V1 -0.0431454555 -0.1636105872 0.085297066 -0.076939842 -0.124666181
#> V2 -0.0456013533 -0.0027191445 -0.026453401 0.151033382 -0.145182057
#> V3 0.1682795477 0.0372018615 0.080893655 0.075456933 -0.036883366
#> V4 -0.0156415896 0.0416822021 0.051215418 -0.009235594 -0.121753375
#> V5 0.0035255770 -0.1099665942 0.073439118 0.006193799 0.024872998
#> V6 0.0083247094 -0.0571430296 -0.061023134 0.166480118 -0.097328993
#> V7 -0.0009809085 -0.0167740439 -0.052141044 0.009566505 -0.066717013
#> V8 -0.0793345809 0.0805256807 -0.118264900 0.027694794 0.170453421
#> V9 0.1088479150 -0.0785051871 0.029548211 -0.126794233 -0.217442456
#> V10 0.2503106479 0.0030540409 -0.038733891 -0.035253649 -0.111841276
#> V11 0.0619677254 -0.1239131353 0.216151365 -0.041911110 0.115986651
#> V12 -0.0756544336 0.1153644944 0.086753003 -0.185359766 -0.079441459
#> V13 -0.0141824148 -0.0431902390 -0.009133494 -0.056688703 -0.076387045
#> V14 0.0258365061 -0.1129131098 0.041711465 0.038890287 -0.046563029
#> V15 0.1257371857 -0.0243089786 0.057353826 -0.198680660 -0.144718474
#> V16 0.0077361174 0.0273160163 -0.081519279 0.100331292 0.064876305
#> V17 0.1040933165 0.0639313731 -0.071370077 0.011495066 -0.196138712
#> V18 -0.0527679182 -0.0904057866 -0.032977418 0.124987506 0.026446196
#> V19 -0.0482934383 -0.1687607936 -0.029822848 0.059603777 0.136473427
#> V20 0.0294377443 0.1320399064 0.169973720 -0.004047469 -0.110456832
#> V21 -0.0716833443 -0.0530158946 0.058072608 -0.212182334 -0.022849267
#> V22 0.0363674428 -0.0114272502 -0.032802920 -0.054504978 -0.029654639
#> V23 0.0574128961 -0.1762410182 -0.152135368 -0.006622478 0.034685404
#> V24 0.1443998590 -0.0281257895 -0.156913882 -0.047186128 -0.080416660
#> V25 -0.0435483914 0.4416581613 -0.031444244 0.022454324 0.069692902
#> V26 -0.0903085009 -0.0658041103 -0.132820633 -0.099475798 -0.135727940
#> V27 -0.0422431494 -0.0701111229 -0.002641425 -0.097161202 -0.137424977
#> V28 -0.0225074305 0.0009842587 -0.113555847 0.039363129 0.146698784
#> V29 0.0894237920 0.0448207940 -0.060598765 0.069552423 0.129677775
#> V30 -0.0480008514 0.0383742964 -0.225726323 -0.039234486 -0.007498468
#> V31 -0.0655104856 0.0137010481 0.207582887 -0.078722801 -0.067762349
#> V32 -0.0094950246 0.0140508997 -0.015866185 -0.156721862 -0.067112230
#> V33 -0.1492322695 0.0951025945 -0.007604366 -0.006769810 -0.123586104
#> V34 0.0349010324 -0.0327954382 -0.027462633 0.072883809 -0.064635676
#> V35 -0.0384554772 0.0453708904 0.056038608 -0.030212215 -0.057519421
#> V36 1.0000000000 0.0266282648 -0.113921689 0.029073867 -0.117234005
#> V37 0.0266282648 1.0000000000 -0.059123444 -0.011668588 0.018011360
#> V38 -0.1139216893 -0.0591234442 1.000000000 -0.039218445 -0.068561768
#> V39 0.0290738672 -0.0116685876 -0.039218445 1.000000000 -0.056961557
#> V40 -0.1172340049 0.0180113599 -0.068561768 -0.056961557 1.000000000
#> V41 -0.0412877279 0.0792503691 -0.092836377 -0.072959512 0.187906015
#> V42 -0.0076346274 0.0508115412 -0.017071559 -0.068280315 -0.122211109
#> V43 0.0074451785 -0.0881231747 -0.177154525 -0.053794305 0.023712435
#> V44 -0.1249373130 0.1554120291 0.047609955 -0.064593276 0.123898115
#> V45 -0.1167059004 0.0379824227 0.034001226 -0.154523981 0.026485266
#> V46 0.0626539313 -0.0252221513 0.018851674 -0.046443201 0.077864966
#> V47 0.0658438433 -0.0416783595 -0.027509537 0.135364952 -0.125725397
#> V48 -0.1218033095 -0.0808316117 0.062792908 -0.066122608 -0.079217156
#> V49 -0.3735888023 -0.1343065585 0.003268239 0.015133008 0.091494153
#> V50 -0.1537795947 0.0122679461 -0.036271141 0.117206172 0.120621673
#> V41 V42 V43 V44 V45
#> V1 0.0120977241 0.112036827 -0.193568977 -0.216289110 -0.171715081
#> V2 0.0940516839 0.004339255 0.001664207 -0.055469660 -0.114365104
#> V3 0.0247984477 0.001053453 -0.151134856 -0.117129240 0.004278784
#> V4 -0.0996704668 -0.020393041 0.073689944 0.086976941 0.102611569
#> V5 0.1202962483 -0.012607973 0.084442865 -0.168036633 -0.010732828
#> V6 -0.0316136685 -0.039412754 -0.010293976 -0.089099311 -0.008322097
#> V7 -0.0458250366 0.077156540 -0.033014227 -0.130038847 -0.075783878
#> V8 0.0052523433 -0.089909131 0.027926927 -0.005291491 -0.027147436
#> V9 -0.0282588253 0.013399095 -0.006210544 -0.033449280 0.116550632
#> V10 -0.1287734930 0.012080158 -0.073953041 0.058011714 -0.169720266
#> V11 -0.0409336022 -0.033363099 -0.007099355 0.128564136 0.043635129
#> V12 -0.0639166507 -0.002706039 0.021752744 0.080168503 -0.053108097
#> V13 -0.0335573538 0.096373441 -0.085505570 -0.105987095 0.066215788
#> V14 0.0394560545 0.012741564 0.014011779 0.083065103 0.087656818
#> V15 -0.1673113030 -0.065003617 -0.089813751 -0.030778183 -0.034930872
#> V16 -0.0713070149 -0.016090996 0.027557343 -0.027038173 0.033946619
#> V17 0.0875984116 0.027699379 -0.080358128 -0.224458458 0.037894095
#> V18 -0.0430285086 -0.025631177 0.048741006 0.022276620 -0.042096932
#> V19 0.0806416576 -0.125409517 -0.060278229 -0.100896226 0.083993156
#> V20 -0.0047280575 -0.008272054 -0.167644520 0.081475101 -0.029555063
#> V21 0.0127481162 -0.093671667 0.081523374 0.060924822 -0.191756139
#> V22 -0.0002497525 0.018705738 -0.157842751 -0.072289433 0.020528058
#> V23 0.0403893796 -0.095672838 0.167882173 0.033635870 0.080929784
#> V24 -0.2207222129 0.054609350 0.167077879 -0.009561757 -0.074610811
#> V25 0.0336013015 0.031703285 -0.036208616 0.008755098 -0.120141626
#> V26 0.1408422190 -0.132609376 -0.108242315 -0.113801364 0.049747312
#> V27 -0.0403539265 0.096886548 0.018770390 -0.182062872 -0.020681304
#> V28 -0.1742035043 0.034553944 0.011069067 0.050578085 0.017490832
#> V29 0.0749517694 0.056374547 0.124051869 0.011142210 -0.057970115
#> V30 0.1348009382 0.020591309 0.015323860 0.032922972 0.009834698
#> V31 -0.1146433896 0.160327980 -0.173363817 -0.143197764 0.113613255
#> V32 0.0345550118 -0.004315010 -0.071292895 0.081996756 0.035209578
#> V33 0.0345622665 0.033341345 -0.131344307 0.012697832 0.037701192
#> V34 -0.0566200800 -0.074172360 -0.086138206 -0.064821577 -0.133266517
#> V35 -0.1198121623 -0.060036376 0.015543272 0.117230006 -0.148151868
#> V36 -0.0412877279 -0.007634627 0.007445178 -0.124937313 -0.116705900
#> V37 0.0792503691 0.050811541 -0.088123175 0.155412029 0.037982423
#> V38 -0.0928363771 -0.017071559 -0.177154525 0.047609955 0.034001226
#> V39 -0.0729595120 -0.068280315 -0.053794305 -0.064593276 -0.154523981
#> V40 0.1879060152 -0.122211109 0.023712435 0.123898115 0.026485266
#> V41 1.0000000000 -0.165240454 -0.099377557 0.023395110 0.054001825
#> V42 -0.1652404540 1.000000000 -0.098442774 -0.004360967 -0.126121987
#> V43 -0.0993775568 -0.098442774 1.000000000 -0.077674720 -0.071878194
#> V44 0.0233951105 -0.004360967 -0.077674720 1.000000000 -0.035025069
#> V45 0.0540018246 -0.126121987 -0.071878194 -0.035025069 1.000000000
#> V46 0.0229288405 -0.096903993 0.097392734 -0.027313978 -0.093687862
#> V47 -0.0212650120 -0.111616318 -0.011477335 0.052744103 -0.030932365
#> V48 -0.0457395990 -0.126069312 0.048599489 0.129409561 -0.092082728
#> V49 -0.0283235640 -0.085411607 0.002078318 -0.021819427 0.010893021
#> V50 -0.0853305222 -0.056407069 0.016618176 0.096945859 -0.027690705
#> V46 V47 V48 V49 V50
#> V1 0.009626660 -0.062205170 0.101200590 0.047774932 -0.0606745381
#> V2 0.011881279 -0.159210812 -0.021576816 -0.026406803 -0.0034070527
#> V3 -0.112716124 0.075473056 -0.023731753 -0.154583959 -0.0891016414
#> V4 -0.056388356 -0.270744159 0.014032057 0.013157129 0.1241648623
#> V5 -0.030659031 -0.143598657 -0.084090624 -0.067144275 -0.0362007323
#> V6 -0.004474635 0.061221490 -0.105034738 -0.040065002 -0.0008760771
#> V7 -0.139403534 0.121462291 -0.030959117 -0.059075685 -0.1767510295
#> V8 -0.120075472 -0.014453526 -0.093974041 -0.015564858 0.1124247478
#> V9 0.041658863 -0.010024632 -0.024634467 -0.027179088 -0.0388117122
#> V10 0.059703874 -0.043984979 -0.010373926 -0.117124806 -0.0824740166
#> V11 0.170412565 -0.065330117 0.066791031 -0.078782907 -0.0081291876
#> V12 -0.067876446 -0.078544705 0.074696160 0.063273902 -0.0420188352
#> V13 -0.035426776 -0.022210356 0.057132109 0.071494735 0.1523911962
#> V14 -0.047326886 0.041998774 -0.002329415 -0.105521906 -0.1567430279
#> V15 0.012874665 0.011880704 0.010558701 -0.072319388 -0.1109427188
#> V16 -0.206550272 -0.157646443 -0.147592755 0.071017761 0.0086648253
#> V17 -0.162150020 0.068022336 0.041910049 -0.066907262 -0.0204466662
#> V18 -0.020526862 0.137997485 -0.035923885 0.017479644 -0.0566032250
#> V19 -0.055178634 0.007409084 -0.163897351 -0.035045985 -0.2185073081
#> V20 -0.003823304 -0.129603972 0.027176364 -0.113863128 0.0075384584
#> V21 -0.078709710 -0.045376814 0.046484245 0.003642510 -0.0779613950
#> V22 -0.039042267 0.042073172 -0.063007217 -0.002218061 -0.0796402118
#> V23 0.146997948 0.109894728 0.020160255 0.098732672 -0.0949681594
#> V24 0.070562278 -0.040776013 0.071371439 -0.129562233 -0.0333658382
#> V25 0.016198078 -0.149069500 -0.125234848 -0.162958711 -0.0646966032
#> V26 -0.070749710 0.022776047 0.092278870 -0.024610882 -0.1122575085
#> V27 -0.080120241 0.001683688 -0.125295886 -0.002081197 -0.1253682667
#> V28 0.048000630 -0.034480092 0.038142403 0.065074540 0.1110134402
#> V29 -0.118851124 -0.035133829 -0.051737676 -0.164980364 -0.0969998079
#> V30 -0.006247845 0.192174308 0.058553154 0.115957282 -0.1459635397
#> V31 -0.096317761 0.093395137 0.029042979 -0.066220573 -0.0878148788
#> V32 -0.069567324 0.009042789 -0.053879442 0.039938392 -0.0070243671
#> V33 -0.084381033 0.054774254 -0.011903019 0.021680117 -0.0167203622
#> V34 0.076420060 0.260491087 0.024093988 -0.070756231 -0.0060558450
#> V35 -0.044306753 -0.035192594 0.070882938 -0.015624200 0.2357163495
#> V36 0.062653931 0.065843843 -0.121803310 -0.373588802 -0.1537795947
#> V37 -0.025222151 -0.041678360 -0.080831612 -0.134306558 0.0122679461
#> V38 0.018851674 -0.027509537 0.062792908 0.003268239 -0.0362711407
#> V39 -0.046443201 0.135364952 -0.066122608 0.015133008 0.1172061722
#> V40 0.077864966 -0.125725397 -0.079217156 0.091494153 0.1206216734
#> V41 0.022928840 -0.021265012 -0.045739599 -0.028323564 -0.0853305222
#> V42 -0.096903993 -0.111616318 -0.126069312 -0.085411607 -0.0564070689
#> V43 0.097392734 -0.011477335 0.048599489 0.002078318 0.0166181764
#> V44 -0.027313978 0.052744103 0.129409561 -0.021819427 0.0969458593
#> V45 -0.093687862 -0.030932365 -0.092082728 0.010893021 -0.0276907049
#> V46 1.000000000 -0.049326397 0.097899292 0.010576826 0.0246728523
#> V47 -0.049326397 1.000000000 0.292291370 -0.135236823 -0.0452677393
#> V48 0.097899292 0.292291370 1.000000000 0.040069574 -0.0526423568
#> V49 0.010576826 -0.135236823 0.040069574 1.000000000 0.0454498473
#> V50 0.024672852 -0.045267739 -0.052642357 0.045449847 1.0000000000
#>
#> $Q3.weighted
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 1.0000000000 0.0765799889 0.057835488 -0.039164047 0.0117254478
#> [2,] 0.0765799889 1.0000000000 -0.019420101 0.066346553 0.1582444209
#> [3,] 0.0578354883 -0.0194201009 1.000000000 -0.170975739 -0.2112507945
#> [4,] -0.0391640474 0.0663465529 -0.170975739 1.000000000 0.0402132479
#> [5,] 0.0117254478 0.1582444209 -0.211250795 0.040213248 1.0000000000
#> [6,] -0.0642726048 -0.1757151112 -0.037795051 -0.184157144 -0.0970411813
#> [7,] 0.0748916956 0.0146471739 -0.044649357 0.012289529 0.0191062428
#> [8,] -0.0763418787 -0.0210467711 0.013879869 0.049358027 -0.0900342498
#> [9,] -0.0607521527 -0.0671191803 0.039762159 -0.128246696 0.0750583080
#> [10,] 0.0799570435 0.0758811295 0.081550956 0.025127932 -0.0003353191
#> [11,] -0.0144402871 -0.1697265986 -0.019738687 -0.015804166 -0.0162197452
#> [12,] 0.0153297814 -0.1461235887 -0.077709466 -0.025944458 -0.0256369838
#> [13,] 0.0410773084 -0.1807040984 -0.084566947 0.029678181 -0.0168098554
#> [14,] -0.1293637217 -0.0239109595 -0.031953346 0.002019965 0.0682485000
#> [15,] 0.2066970728 -0.2172409092 0.012862360 0.005788254 -0.0453271777
#> [16,] -0.1085423577 0.0249571684 -0.026804909 -0.032209221 -0.0215405963
#> [17,] 0.1015753430 0.0476748209 0.137840885 -0.015321888 -0.0778007659
#> [18,] -0.0294963526 -0.0440554049 0.047971897 -0.018442731 -0.0717718610
#> [19,] 0.0251889523 -0.1274391336 0.107200421 -0.155227787 -0.1576401556
#> [20,] -0.0095863403 -0.0136985416 0.035556025 -0.002866758 -0.0157001682
#> [21,] 0.1437514998 0.0627279033 -0.059631915 -0.104854636 -0.0223937107
#> [22,] 0.0567082713 0.0128235832 0.002463933 -0.108919646 -0.0367452497
#> [23,] -0.0016641683 -0.0937458352 0.100984545 -0.126645749 -0.0513047228
#> [24,] -0.0725709308 0.0265485662 -0.114948927 0.146979822 -0.1579607355
#> [25,] -0.0551298999 -0.0762988337 0.089242529 0.027751856 -0.0487858409
#> [26,] 0.0105678984 -0.0069021655 -0.046024112 -0.074014895 0.1900834517
#> [27,] 0.0165417228 -0.0474075392 0.025068562 -0.028303544 -0.0690107530
#> [28,] -0.0004482913 -0.0173628173 -0.091363840 -0.114975559 0.0207175098
#> [29,] -0.1947181058 0.0443431259 -0.224737616 -0.072509432 0.1634573834
#> [30,] -0.2051598953 0.0266956047 -0.163301373 -0.165236175 -0.0144557700
#> [31,] -0.0362061757 -0.0346523159 0.010000922 0.093477964 0.0843771074
#> [32,] 0.1930650958 -0.0620993922 0.018493945 0.076628782 -0.0991937534
#> [33,] 0.0552803306 0.0272369683 -0.052404744 0.069793495 -0.0036479627
#> [34,] -0.0073338086 0.1641756403 0.116585550 -0.197388673 0.0382332058
#> [35,] 0.0091004834 0.0884226240 -0.034434117 0.108390731 -0.0077928671
#> [36,] -0.0472696472 -0.0445858803 0.164062873 -0.014019109 0.0050310156
#> [37,] -0.1649821111 -0.0021006892 0.034909405 0.042640455 -0.1088716541
#> [38,] 0.0696955023 -0.0232215291 0.069565167 0.055910952 0.0777213559
#> [39,] -0.0841416327 0.1524177780 0.069094069 -0.006383233 0.0088512221
#> [40,] -0.1291974997 -0.1437537117 -0.040885626 -0.119475880 0.0267463040
#> [41,] 0.0039876932 0.0955529795 0.018808111 -0.096575867 0.1226203072
#> [42,] 0.1313851528 -0.0003932886 0.016987336 -0.027781882 -0.0197009760
#> [43,] -0.2004896019 0.0036080763 -0.156713981 0.076641854 0.0871967044
#> [44,] -0.2199765566 -0.0541449680 -0.120721620 0.088852032 -0.1657650913
#> [45,] -0.1822017232 -0.1110526131 -0.005119559 0.106535109 -0.0064057759
#> [46,] 0.0280304750 0.0077865359 -0.097519641 -0.062317831 -0.0365203497
#> [47,] -0.0666777711 -0.1579449857 0.071349228 -0.268463050 -0.1416618988
#> [48,] 0.1172941303 -0.0252044622 -0.010329513 0.007591958 -0.0892153584
#> [49,] 0.0430885236 -0.0254774521 -0.156856817 0.014624779 -0.0656345884
#> [50,] -0.0698882011 -0.0012731285 -0.095679242 0.127177473 -0.0327600182
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] -0.064272605 0.074891696 -0.076341879 -0.060752153 0.0799570435
#> [2,] -0.175715111 0.014647174 -0.021046771 -0.067119180 0.0758811295
#> [3,] -0.037795051 -0.044649357 0.013879869 0.039762159 0.0815509557
#> [4,] -0.184157144 0.012289529 0.049358027 -0.128246696 0.0251279319
#> [5,] -0.097041181 0.019106243 -0.090034250 0.075058308 -0.0003353191
#> [6,] 1.000000000 0.007700563 0.114825210 0.011272492 -0.0672630868
#> [7,] 0.007700563 1.000000000 -0.046389813 -0.053151249 -0.0375565351
#> [8,] 0.114825210 -0.046389813 1.000000000 -0.171724251 -0.1102192367
#> [9,] 0.011272492 -0.053151249 -0.171724251 1.000000000 0.1770929899
#> [10,] -0.067263087 -0.037556535 -0.110219237 0.177092990 1.0000000000
#> [11,] 0.068721178 -0.038631511 -0.138947471 0.034120724 -0.0627283403
#> [12,] 0.038080916 -0.095387528 -0.018191617 0.055449996 0.1180618868
#> [13,] -0.047569971 0.015706571 -0.032686963 -0.118879961 -0.0793606922
#> [14,] 0.053698691 -0.088644012 0.012001339 0.228059711 0.0262649021
#> [15,] 0.033795483 0.064860360 -0.049342612 0.049759745 0.2295985050
#> [16,] -0.100473235 -0.114308478 -0.109238239 0.087303759 -0.0807528566
#> [17,] 0.111351145 0.073586936 -0.065654363 -0.017682828 0.0159887588
#> [18,] 0.078750655 -0.057412502 -0.026086309 -0.137711895 -0.0974545612
#> [19,] 0.090329166 -0.013031619 -0.102651832 0.012185198 -0.0867811982
#> [20,] 0.038611230 -0.050487167 0.007977532 -0.112406226 -0.0158419279
#> [21,] 0.079867719 -0.141594736 0.029448765 -0.031268454 -0.0837869319
#> [22,] 0.050743783 0.051418887 0.016506884 0.041017072 0.0674211888
#> [23,] -0.074486416 -0.038691913 0.102389855 0.065340369 -0.1660629607
#> [24,] -0.049667219 -0.026787106 0.059068142 -0.130873641 -0.0042535500
#> [25,] -0.033460125 -0.128852453 0.130911535 -0.103057941 0.0030174828
#> [26,] -0.158952261 0.088603202 -0.231199133 0.046446971 0.0554573744
#> [27,] 0.059419782 0.087455783 0.149843502 0.027392562 -0.0135321262
#> [28,] 0.067029706 -0.032385974 -0.027401729 -0.057271975 -0.0243042527
#> [29,] 0.103359466 0.077011787 0.027425339 -0.061646345 0.0300409817
#> [30,] 0.085908664 0.061643643 -0.038586548 0.010083655 0.0404590563
#> [31,] -0.071190401 0.197078950 -0.034604270 -0.112738100 -0.1325166506
#> [32,] -0.046301590 -0.123913739 -0.047245069 -0.004003928 0.2756280340
#> [33,] -0.221535743 0.122823144 -0.019935220 0.037837994 0.0345618666
#> [34,] -0.024449600 0.014630243 -0.113710185 0.011565125 0.0473998542
#> [35,] -0.047829215 -0.075348566 -0.033254171 -0.200940268 -0.0489137625
#> [36,] 0.004924418 -0.003065163 -0.076962045 0.105030352 0.2420872688
#> [37,] -0.058980560 -0.018064188 0.081718081 -0.080191138 -0.0002612808
#> [38,] -0.070980693 -0.058340377 -0.110498835 0.018958281 -0.0543784784
#> [39,] 0.159425426 0.005837306 0.031420834 -0.131739115 -0.0439147507
#> [40,] -0.101026034 -0.069181643 0.172699773 -0.220372658 -0.1169949615
#> [41,] -0.037302020 -0.049326506 0.009039662 -0.033798462 -0.1361202832
#> [42,] -0.022543788 0.086024638 -0.098946469 0.028817432 0.0366235032
#> [43,] -0.016953903 -0.037064146 0.032151325 -0.012696929 -0.0832803376
#> [44,] -0.092894677 -0.132354159 -0.002489280 -0.037449320 0.0506384358
#> [45,] -0.017717130 -0.081186039 -0.020853564 0.106294281 -0.1815442911
#> [46,] 0.009329104 -0.129247142 -0.127537380 0.054386114 0.0795710795
#> [47,] 0.057123062 0.118809577 -0.011991078 -0.013610747 -0.0492150282
#> [48,] -0.090342268 -0.022388499 -0.101483337 -0.011465225 0.0102035949
#> [49,] -0.042977273 -0.060880455 -0.013505910 -0.030073922 -0.1205138277
#> [50,] -0.008207613 -0.180494920 0.116622247 -0.045641218 -0.0925761241
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] -0.014440287 0.0153297814 0.0410773084 -0.129363722 0.206697073
#> [2,] -0.169726599 -0.1461235887 -0.1807040984 -0.023910959 -0.217240909
#> [3,] -0.019738687 -0.0777094655 -0.0845669474 -0.031953346 0.012862360
#> [4,] -0.015804166 -0.0259444581 0.0296781812 0.002019965 0.005788254
#> [5,] -0.016219745 -0.0256369838 -0.0168098554 0.068248500 -0.045327178
#> [6,] 0.068721178 0.0380809162 -0.0475699707 0.053698691 0.033795483
#> [7,] -0.038631511 -0.0953875284 0.0157065709 -0.088644012 0.064860360
#> [8,] -0.138947471 -0.0181916167 -0.0326869629 0.012001339 -0.049342612
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#> [5,] 0.084377107 -0.0991937534 -0.0036479627 0.0382332058 -0.0077928671
#> [6,] -0.071190401 -0.0463015904 -0.2215357426 -0.0244495997 -0.0478292146
#> [7,] 0.197078950 -0.1239137387 0.1228231435 0.0146302430 -0.0753485660
#> [8,] -0.034604270 -0.0472450685 -0.0199352196 -0.1137101850 -0.0332541713
#> [9,] -0.112738100 -0.0040039276 0.0378379941 0.0115651247 -0.2009402683
#> [10,] -0.132516651 0.2756280340 0.0345618666 0.0473998542 -0.0489137625
#> [11,] -0.027194690 -0.2003055043 -0.1299787337 0.0567718279 -0.0667236528
#> [12,] -0.029585310 0.0653326634 0.1235820192 0.0559368790 0.0004531581
#> [13,] 0.169771534 -0.0652692944 0.0732998291 -0.1012746626 -0.0085694652
#> [14,] -0.032537136 -0.1237399416 0.0031721931 -0.1634515588 0.0294643483
#> [15,] -0.078113873 0.0688714555 -0.1722793162 0.1058687731 0.0338291587
#> [16,] -0.082843617 -0.1546703854 -0.0016772997 -0.1155770262 -0.0590506844
#> [17,] -0.039930891 0.0290679024 0.0691122587 0.1466067803 -0.0123032566
#> [18,] -0.078384335 0.0743019383 0.0475253003 0.0378446659 0.0695241642
#> [19,] -0.026321341 -0.1025671696 0.0470729025 0.0320110395 -0.1305985307
#> [20,] 0.006983209 0.0014038589 0.0009558152 0.0162043586 -0.0382741483
#> [21,] 0.018667606 0.0230012699 -0.2221777337 -0.1018886711 0.1512065952
#> [22,] 0.058557763 -0.0364949467 -0.1987421358 0.0215073161 -0.1606653297
#> [23,] -0.040642861 -0.1882945219 -0.0410361824 -0.0166155612 -0.0915589896
#> [24,] -0.050012749 0.0441531243 -0.1142786381 -0.0753745084 0.0653138608
#> [25,] 0.101036758 -0.0508334560 -0.0747057858 -0.0197416693 0.0022325725
#> [26,] -0.042921124 0.0895954990 0.1069237711 0.1207833761 -0.0168050457
#> [27,] -0.065245872 0.0006318805 -0.0152246357 -0.0725090733 0.0238923542
#> [28,] 0.021584610 -0.1179101008 -0.0406244135 -0.0545295516 0.0578636006
#> [29,] -0.074584961 -0.0303294206 0.1136236332 -0.1233137027 -0.1648308045
#> [30,] 0.073944322 -0.0985630103 0.0208955818 -0.0588515083 0.0085758367
#> [31,] 1.000000000 -0.0907232124 -0.0335513383 -0.1627169425 -0.0800248638
#> [32,] -0.090723212 1.0000000000 0.0917542243 0.0003955526 0.1360792025
#> [33,] -0.033551338 0.0917542243 1.0000000000 0.0566570824 -0.0411947109
#> [34,] -0.162716942 0.0003955526 0.0566570824 1.0000000000 -0.0626126087
#> [35,] -0.080024864 0.1360792025 -0.0411947109 -0.0626126087 1.0000000000
#> [36,] -0.061792137 -0.0135801597 -0.1514082993 0.0303920287 -0.0349196014
#> [37,] 0.015764259 0.0112963862 0.0930142867 -0.0352126493 0.0472555664
#> [38,] 0.215990401 -0.0288165444 -0.0162496281 -0.0404277386 0.0659691454
#> [39,] -0.072249229 -0.1626229834 -0.0116139119 0.0647206061 -0.0241208663
#> [40,] -0.063096143 -0.0718343326 -0.1265662960 -0.0694358381 -0.0529568261
#> [41,] -0.107970066 0.0269119656 0.0295396972 -0.0634971300 -0.1131682601
#> [42,] 0.141234229 0.0158143513 0.0460539792 -0.0523050231 -0.0749675286
#> [43,] -0.165368985 -0.0789448987 -0.1361384163 -0.0937368942 0.0221129284
#> [44,] -0.138034730 0.0759408448 0.0090966233 -0.0696844183 0.1208352937
#> [45,] 0.122019301 0.0230270962 0.0296205297 -0.1435343309 -0.1373604417
#> [46,] -0.108670008 -0.0513252573 -0.0720008499 0.0923651944 -0.0572953354
#> [47,] 0.096626235 0.0043100721 0.0514695546 0.2535594478 -0.0312733160
#> [48,] 0.015388046 -0.0365652594 -0.0008813644 0.0403355038 0.0567742181
#> [49,] -0.062729040 0.0357334065 0.0190267785 -0.0741047962 -0.0124367033
#> [50,] -0.079795840 -0.0160573978 -0.0226478626 -0.0152182630 0.2412111479
#> [,36] [,37] [,38] [,39] [,40]
#> [1,] -0.047269647 -0.1649821111 0.069695502 -0.084141633 -0.129197500
#> [2,] -0.044585880 -0.0021006892 -0.023221529 0.152417778 -0.143753712
#> [3,] 0.164062873 0.0349094048 0.069565167 0.069094069 -0.040885626
#> [4,] -0.014019109 0.0426404547 0.055910952 -0.006383233 -0.119475880
#> [5,] 0.005031016 -0.1088716541 0.077721356 0.008851222 0.026746304
#> [6,] 0.004924418 -0.0589805603 -0.070980693 0.159425426 -0.101026034
#> [7,] -0.003065163 -0.0180641884 -0.058340377 0.005837306 -0.069181643
#> [8,] -0.076962045 0.0817180806 -0.110498835 0.031420834 0.172699773
#> [9,] 0.105030352 -0.0801911375 0.018958281 -0.131739115 -0.220372658
#> [10,] 0.242087269 -0.0002612808 -0.054378478 -0.043914751 -0.116994961
#> [11,] 0.057522184 -0.1255556897 0.200831698 -0.048592922 0.110014691
#> [12,] -0.074458577 0.1159820262 0.089722429 -0.182958523 -0.077911502
#> [13,] -0.012805010 -0.0422827449 -0.004780238 -0.054137478 -0.074528355
#> [14,] 0.027997876 -0.1112232216 0.048439592 0.042687577 -0.043580444
#> [15,] 0.116586757 -0.0280513590 0.034920940 -0.206231303 -0.150222772
#> [16,] 0.009686774 0.0285141257 -0.074690306 0.103465592 0.067209032
#> [17,] 0.100823478 0.0618845917 -0.079698627 0.006401004 -0.198880314
#> [18,] -0.056586543 -0.0923770345 -0.046025289 0.116210371 0.020782794
#> [19,] -0.047363654 -0.1681013494 -0.026841069 0.061043799 0.137426122
#> [20,] 0.026977288 0.1301787528 0.161083163 -0.008228134 -0.113098753
#> [21,] -0.069032720 -0.0513263553 0.065259743 -0.206963020 -0.019685425
#> [22,] 0.039418127 -0.0093149277 -0.022226978 -0.048426004 -0.025374623
#> [23,] 0.059731412 -0.1741220795 -0.142911357 -0.002150882 0.037748170
#> [24,] 0.145710799 -0.0271091842 -0.150967893 -0.044319553 -0.078295798
#> [25,] -0.042218913 0.4420529668 -0.027213922 0.024652786 0.071198445
#> [26,] -0.093432799 -0.0677558690 -0.143027256 -0.105285347 -0.139514038
#> [27,] -0.040541356 -0.0689789400 0.002526615 -0.093990988 -0.135067828
#> [28,] -0.024401206 -0.0002526431 -0.118862321 0.035786720 0.143849830
#> [29,] 0.091342680 0.0460864333 -0.053329196 0.073093949 0.132030334
#> [30,] -0.044865550 0.0400824205 -0.214329011 -0.033833752 -0.003740389
#> [31,] -0.061792137 0.0157642591 0.215990401 -0.072249229 -0.063096143
#> [32,] -0.013580160 0.0112963862 -0.028816544 -0.162622983 -0.071834333
#> [33,] -0.151408299 0.0930142867 -0.016249628 -0.011613912 -0.126566296
#> [34,] 0.030392029 -0.0352126493 -0.040427739 0.064720606 -0.069435838
#> [35,] -0.034919601 0.0472555664 0.065969145 -0.024120866 -0.052956826
#> [36,] 1.000000000 0.0273361297 -0.109571924 0.031036740 -0.115598563
#> [37,] 0.027336130 1.0000000000 -0.056463620 -0.010353842 0.018917763
#> [38,] -0.109571924 -0.0564636195 1.000000000 -0.032498118 -0.063489611
#> [39,] 0.031036740 -0.0103538417 -0.032498118 1.000000000 -0.054222834
#> [40,] -0.115598563 0.0189177627 -0.063489611 -0.054222834 1.000000000
#> [41,] -0.039172119 0.0803738549 -0.085755686 -0.069125465 0.189964625
#> [42,] -0.013053960 0.0466083554 -0.034218119 -0.077026660 -0.127488523
#> [43,] 0.009727851 -0.0864346902 -0.168441857 -0.049494278 0.026565212
#> [44,] -0.123269542 0.1561668984 0.051961948 -0.061800582 0.125543674
#> [45,] -0.112862194 0.0398590982 0.043899912 -0.147799905 0.030460793
#> [46,] 0.057311468 -0.0279592783 0.003698616 -0.054232573 0.071063388
#> [47,] 0.067043126 -0.0408226506 -0.023270533 0.137297786 -0.123885370
#> [48,] -0.125170029 -0.0829654192 0.047549497 -0.073429179 -0.084192141
#> [49,] -0.372117214 -0.1335280904 0.006633017 0.016993474 0.092724836
#> [50,] -0.150757819 0.0138267569 -0.028024337 0.121118164 0.123370716
#> [,41] [,42] [,43] [,44] [,45]
#> [1,] 0.003987693 0.1313851528 -0.200489602 -0.219976557 -0.182201723
#> [2,] 0.095552980 -0.0003932886 0.003608076 -0.054144968 -0.111052613
#> [3,] 0.018808111 0.0169873360 -0.156713981 -0.120721620 -0.005119559
#> [4,] -0.096575867 -0.0277818817 0.076641854 0.088852032 0.106535109
#> [5,] 0.122620307 -0.0197009760 0.087196704 -0.165765091 -0.006405776
#> [6,] -0.037302020 -0.0225437881 -0.016953903 -0.092894677 -0.017717130
#> [7,] -0.049326506 0.0860246383 -0.037064146 -0.132354159 -0.081186039
#> [8,] 0.009039662 -0.0989464692 0.032151325 -0.002489280 -0.020853564
#> [9,] -0.033798462 0.0288174317 -0.012696929 -0.037449320 0.106294281
#> [10,] -0.136120283 0.0366235032 -0.083280338 0.050638436 -0.181544291
#> [11,] -0.047578867 -0.0135229912 -0.015025360 0.122428447 0.031891341
#> [12,] -0.061813640 -0.0080204291 0.023922383 0.081479938 -0.049696362
#> [13,] -0.031082802 0.0884693017 -0.082513183 -0.104053566 0.069693860
#> [14,] 0.043226217 0.0017966446 0.018430209 0.085678845 0.093369409
#> [15,] -0.175452892 -0.0309192672 -0.101198362 -0.038699231 -0.052850203
#> [16,] -0.067598836 -0.0253239431 0.031398068 -0.024433738 0.039292147
#> [17,] 0.082134312 0.0409195846 -0.085596665 -0.227113182 0.029557844
#> [18,] -0.050117894 -0.0045326459 0.039670057 0.016583213 -0.053626914
#> [19,] 0.082028289 -0.1279512259 -0.058340378 -0.099626055 0.086080210
#> [20,] -0.008878529 0.0032752943 -0.171606578 0.078145877 -0.036044463
#> [21,] 0.016958615 -0.1038577176 0.085995187 0.063832550 -0.183536267
#> [22,] 0.005446217 0.0027824408 -0.150256433 -0.067722720 0.029484723
#> [23,] 0.044619428 -0.1062116797 0.172070274 0.036740847 0.087423154
#> [24,] -0.217386366 0.0463901652 0.169616842 -0.007555896 -0.069831666
#> [25,] 0.035757896 0.0251246404 -0.033542336 0.010379905 -0.115908759
#> [26,] 0.133193879 -0.1121194863 -0.114810815 -0.117795918 0.038705953
#> [27,] -0.037371304 0.0876374490 0.021974860 -0.179583159 -0.015962867
#> [28,] -0.177025951 0.0433928080 0.007123277 0.047945061 0.011892497
#> [29,] 0.078449604 0.0451546564 0.127831961 0.013876875 -0.051514660
#> [30,] 0.139207610 0.0061422752 0.021109417 0.036537321 0.018022645
#> [31,] -0.107970066 0.1412342289 -0.165368985 -0.138034730 0.122019301
#> [32,] 0.026911966 0.0158143513 -0.078944899 0.075940845 0.023027096
#> [33,] 0.029539697 0.0460539792 -0.136138416 0.009096623 0.029620530
#> [34,] -0.063497130 -0.0523050231 -0.093736894 -0.069684418 -0.143534331
#> [35,] -0.113168260 -0.0749675286 0.022112928 0.120835294 -0.137360442
#> [36,] -0.039172119 -0.0130539599 0.009727851 -0.123269542 -0.112862194
#> [37,] 0.080373855 0.0466083554 -0.086434690 0.156166898 0.039859098
#> [38,] -0.085755686 -0.0342181190 -0.168441857 0.051961948 0.043899912
#> [39,] -0.069125465 -0.0770266602 -0.049494278 -0.061800582 -0.147799905
#> [40,] 0.189964625 -0.1274885225 0.026565212 0.125543674 0.030460793
#> [41,] 1.000000000 -0.1724561328 -0.094919084 0.025929357 0.059359371
#> [42,] -0.172456133 1.0000000000 -0.107992551 -0.011410537 -0.139468054
#> [43,] -0.094919084 -0.1079925505 1.000000000 -0.074455590 -0.064875453
#> [44,] 0.025929357 -0.0114105367 -0.074455590 1.000000000 -0.030659161
#> [45,] 0.059359371 -0.1394680540 -0.064875453 -0.030659161 1.000000000
#> [46,] 0.014399660 -0.0720505694 0.086790734 -0.033074191 -0.105631702
#> [47,] -0.018953192 -0.1162258684 -0.008864189 0.054309119 -0.027141031
#> [48,] -0.053214221 -0.1014582280 0.038958952 0.122296162 -0.103629308
#> [49,] -0.026376250 -0.0893801009 0.004221720 -0.020409829 0.013861260
#> [50,] -0.080529003 -0.0675865479 0.021574484 0.099818865 -0.020396902
#> [,46] [,47] [,48] [,49] [,50]
#> [1,] 0.028030475 -0.066677771 0.1172941303 0.0430885236 -0.069888201
#> [2,] 0.007786536 -0.157944986 -0.0252044622 -0.0254774521 -0.001273128
#> [3,] -0.097519641 0.071349228 -0.0103295132 -0.1568568168 -0.095679242
#> [4,] -0.062317831 -0.268463050 0.0075919578 0.0146247786 0.127177473
#> [5,] -0.036520350 -0.141661899 -0.0892153584 -0.0656345884 -0.032760018
#> [6,] 0.009329104 0.057123062 -0.0903422681 -0.0429772727 -0.008207613
#> [7,] -0.129247142 0.118809577 -0.0223884995 -0.0608804546 -0.180494920
#> [8,] -0.127537380 -0.011991078 -0.1014833368 -0.0135059102 0.116622247
#> [9,] 0.054386114 -0.013610747 -0.0114652253 -0.0300739222 -0.045641218
#> [10,] 0.079571079 -0.049215028 0.0102035949 -0.1205138277 -0.092576124
#> [11,] 0.183898789 -0.069285513 0.0814424078 -0.0819113327 -0.016758958
#> [12,] -0.071736632 -0.077201991 0.0695987054 0.0642452027 -0.039448859
#> [13,] -0.040617009 -0.020657115 0.0512152838 0.0726681833 0.154820355
#> [14,] -0.055909573 0.044375309 -0.0111126284 -0.1031577869 -0.151089115
#> [15,] 0.039699150 0.004211098 0.0364661521 -0.0770752774 -0.123017886
#> [16,] -0.212267380 -0.155064735 -0.1537874470 0.0726982367 0.012931739
#> [17,] -0.148371338 0.064552264 0.0526067738 -0.0692899067 -0.026537821
#> [18,] -0.002681475 0.132021684 -0.0184699952 0.0133493710 -0.065336726
#> [19,] -0.058253035 0.008392168 -0.1658651043 -0.0341904867 -0.215894775
#> [20,] 0.005934889 -0.131846716 0.0362243231 -0.1157390814 0.002311861
#> [21,] -0.087682324 -0.042513596 0.0363767555 0.0058938755 -0.072241442
#> [22,] -0.051748428 0.045473681 -0.0749332732 0.0008134243 -0.071974663
#> [23,] 0.134900668 0.112321751 0.0100232342 0.1007527115 -0.088958394
#> [24,] 0.063484911 -0.038976969 0.0645653907 -0.1279230874 -0.029862616
#> [25,] 0.010813654 -0.147431767 -0.1290491210 -0.1615741054 -0.061686838
#> [26,] -0.054395199 0.018456267 0.1055870084 -0.0279219971 -0.119414238
#> [27,] -0.085923881 0.003503055 -0.1304547539 -0.0005585349 -0.121316106
#> [28,] 0.055418545 -0.036573578 0.0454081243 0.0631218472 0.106273851
#> [29,] -0.126271174 -0.032631466 -0.0596558641 -0.1625596015 -0.091833914
#> [30,] -0.018156626 0.194594174 0.0462550224 0.1181969929 -0.138611943
#> [31,] -0.108670008 0.096626235 0.0153880463 -0.0627290400 -0.079795840
#> [32,] -0.051325257 0.004310072 -0.0365652594 0.0357334065 -0.016057398
#> [33,] -0.072000850 0.051469555 -0.0008813644 0.0190267785 -0.022647863
#> [34,] 0.092365194 0.253559448 0.0403355038 -0.0741047962 -0.015218263
#> [35,] -0.057295335 -0.031273316 0.0567742181 -0.0124367033 0.241211148
#> [36,] 0.057311468 0.067043126 -0.1251700292 -0.3721172144 -0.150757819
#> [37,] -0.027959278 -0.040822651 -0.0829654192 -0.1335280904 0.013826757
#> [38,] 0.003698616 -0.023270533 0.0475494975 0.0066330168 -0.028024337
#> [39,] -0.054232573 0.137297786 -0.0734291791 0.0169934740 0.121118164
#> [40,] 0.071063388 -0.123885370 -0.0841921412 0.0927248359 0.123370716
#> [41,] 0.014399660 -0.018953192 -0.0532142207 -0.0263762502 -0.080529003
#> [42,] -0.072050569 -0.116225868 -0.1014582280 -0.0893801009 -0.067586548
#> [43,] 0.086790734 -0.008864189 0.0389589523 0.0042217200 0.021574484
#> [44,] -0.033074191 0.054309119 0.1222961625 -0.0204098294 0.099818865
#> [45,] -0.105631702 -0.027141031 -0.1036293084 0.0138612603 -0.020396902
#> [46,] 1.000000000 -0.054074297 0.1146322503 0.0060845471 0.014083993
#> [47,] -0.054074297 1.000000000 0.2843906739 -0.1338740814 -0.042301205
#> [48,] 0.114632250 0.284390674 1.0000000000 0.0354650725 -0.061934561
#> [49,] 0.006084547 -0.133874081 0.0354650725 1.0000000000 0.047644243
#> [50,] 0.014083993 -0.042301205 -0.0619345611 0.0476442427 1.000000000
#>
Yen.Q3(scored.data)$Q3
#> There are 13 Q3 statistics exceed 0.2.There are 13 Q3 weighted statistics exceed 0.2.
#> V1 V2 V3 V4 V5
#> V1 1.000000000 0.081181221 0.045360321 -0.0331898496 1.787716e-02
#> V2 0.081181221 1.000000000 -0.016704981 0.0650958312 1.571876e-01
#> V3 0.045360321 -0.016704981 1.000000000 -0.1673551165 -2.080925e-01
#> V4 -0.033189850 0.065095831 -0.167355116 1.0000000000 3.819247e-02
#> V5 0.017877158 0.157187606 -0.208092509 0.0381924743 1.000000e+00
#> V6 -0.078625053 -0.173803546 -0.047944041 -0.1805791619 -9.317533e-02
#> V7 0.067376589 0.016449632 -0.051014481 0.0152370657 2.191650e-02
#> V8 -0.068539921 -0.022933705 0.020268355 0.0464940178 -9.316708e-02
#> V9 -0.074623860 -0.064694066 0.030660065 -0.1244359971 7.978754e-02
#> V10 0.060807901 0.081225612 0.067764635 0.0327218606 6.540686e-03
#> V11 -0.030664126 -0.167589617 -0.031600821 -0.0103514311 -1.106690e-02
#> V12 0.019914524 -0.147203303 -0.074899284 -0.0275357789 -2.714203e-02
#> V13 0.046905056 -0.182073282 -0.081100540 0.0278431955 -1.863084e-02
#> V14 -0.121899854 -0.025865399 -0.025687485 -0.0010878459 6.551733e-02
#> V15 0.185688264 -0.215900478 -0.006464606 0.0153368749 -3.734640e-02
#> V16 -0.101850057 0.023341888 -0.021260618 -0.0350441547 -2.419635e-02
#> V17 0.091480127 0.050276859 0.130718601 -0.0114211970 -7.439431e-02
#> V18 -0.047171088 -0.040787026 0.036106135 -0.0126203422 -6.674977e-02
#> V19 0.028960419 -0.128284436 0.110323498 -0.1566867176 -1.590184e-01
#> V20 -0.019180152 -0.011726859 0.028919169 0.0004324304 -1.262198e-02
#> V21 0.155132367 0.060857899 -0.053018893 -0.1086267622 -2.567815e-02
#> V22 0.070462644 0.010136132 0.011923182 -0.1140705470 -4.123724e-02
#> V23 0.008352337 -0.096170932 0.109048906 -0.1306382140 -5.481250e-02
#> V24 -0.067142397 0.025279815 -0.111140024 0.1451448787 -1.603187e-01
#> V25 -0.050585959 -0.077462412 0.093433384 0.0260279268 -5.054853e-02
#> V26 -0.004211375 -0.003778723 -0.057392252 -0.0693345486 1.963671e-01
#> V27 0.023216022 -0.048861314 0.029948674 -0.0306378475 -7.130811e-02
#> V28 -0.008219613 -0.015751590 -0.097603320 -0.1125828453 2.333786e-02
#> V29 -0.188289754 0.042628140 -0.220025913 -0.0757364683 1.611114e-01
#> V30 -0.196077929 0.024320464 -0.156178211 -0.1701330133 -1.839753e-02
#> V31 -0.023253475 -0.037693107 0.019888974 0.0893467055 8.043206e-02
#> V32 0.179576415 -0.059051047 0.006557965 0.0831385913 -9.452379e-02
#> V33 0.044938001 0.029677932 -0.060853663 0.0739529079 -2.008669e-05
#> V34 -0.024414721 0.169126575 0.105735021 -0.1932397999 4.417247e-02
#> V35 0.022567632 0.086059886 -0.025067390 0.1043830912 -1.224506e-02
#> V36 -0.043145456 -0.045601353 0.168279548 -0.0156415896 3.525577e-03
#> V37 -0.163610587 -0.002719145 0.037201862 0.0416822021 -1.099666e-01
#> V38 0.085297066 -0.026453401 0.080893655 0.0512154179 7.343912e-02
#> V39 -0.076939842 0.151033382 0.075456933 -0.0092355942 6.193799e-03
#> V40 -0.124666181 -0.145182057 -0.036883366 -0.1217533755 2.487300e-02
#> V41 0.012097724 0.094051684 0.024798448 -0.0996704668 1.202962e-01
#> V42 0.112036827 0.004339255 0.001053453 -0.0203930411 -1.260797e-02
#> V43 -0.193568977 0.001664207 -0.151134856 0.0736899436 8.444287e-02
#> V44 -0.216289110 -0.055469660 -0.117129240 0.0869769414 -1.680366e-01
#> V45 -0.171715081 -0.114365104 0.004278784 0.1026115690 -1.073283e-02
#> V46 0.009626660 0.011881279 -0.112716124 -0.0563883562 -3.065903e-02
#> V47 -0.062205170 -0.159210812 0.075473056 -0.2707441595 -1.435987e-01
#> V48 0.101200590 -0.021576816 -0.023731753 0.0140320574 -8.409062e-02
#> V49 0.047774932 -0.026406803 -0.154583959 0.0131571293 -6.714427e-02
#> V50 -0.060674538 -0.003407053 -0.089101641 0.1241648623 -3.620073e-02
#> V6 V7 V8 V9 V10
#> V1 -0.0786250530 0.0673765894 -0.068539921 -0.0746238600 0.060807901
#> V2 -0.1738035462 0.0164496323 -0.022933705 -0.0646940665 0.081225612
#> V3 -0.0479440410 -0.0510144811 0.020268355 0.0306600651 0.067764635
#> V4 -0.1805791619 0.0152370657 0.046494018 -0.1244359971 0.032721861
#> V5 -0.0931753328 0.0219164955 -0.093167079 0.0797875387 0.006540686
#> V6 1.0000000000 0.0016129661 0.122000169 0.0017833853 -0.083729027
#> V7 0.0016129661 1.0000000000 -0.042621902 -0.0594512730 -0.047582674
#> V8 0.1220001689 -0.0426219018 1.000000000 -0.1666985346 -0.101880362
#> V9 0.0017833853 -0.0594512730 -0.166698535 1.0000000000 0.165150574
#> V10 -0.0837290274 -0.0475826740 -0.101880362 0.1651505738 1.000000000
#> V11 0.0577685305 -0.0462765111 -0.132626811 0.0231059316 -0.082147451
#> V12 0.0415565021 -0.0935944905 -0.020340961 0.0589039209 0.124580087
#> V13 -0.0438519808 0.0182243449 -0.035348698 -0.1156588740 -0.074180253
#> V14 0.0606521136 -0.0849312175 0.007823830 0.2359859662 0.036809883
#> V15 0.0147444907 0.0539345814 -0.037622616 0.0317005600 0.206098610
#> V16 -0.0953498746 -0.1111287590 -0.113373248 0.0934698290 -0.072876134
#> V17 0.1039172281 0.0687910682 -0.060629180 -0.0259503978 0.003255573
#> V18 0.0671355078 -0.0658226502 -0.018215891 -0.1517145934 -0.118974941
#> V19 0.0934081371 -0.0114473280 -0.104571522 0.0147678905 -0.083805933
#> V20 0.0319152673 -0.0550374928 0.012506501 -0.1199731666 -0.026882484
#> V21 0.0876111542 -0.1377996392 0.024988766 -0.0245711914 -0.073931658
#> V22 0.0607826151 0.0576783522 0.010468887 0.0506572868 0.083328154
#> V23 -0.0676708978 -0.0342896598 0.098126901 0.0729869314 -0.157041104
#> V24 -0.0454256645 -0.0240512664 0.056329960 -0.1272183061 0.002721544
#> V25 -0.0299055569 -0.1268672865 0.128863420 -0.0999807867 0.008853522
#> V26 -0.1717106029 0.0824907257 -0.226005265 0.0362843085 0.039416306
#> V27 0.0645715477 0.0906935932 0.147242318 0.0321936774 -0.006290018
#> V28 0.0617535562 -0.0360473281 -0.023823391 -0.0631754062 -0.033488554
#> V29 0.1104084997 0.0812389390 0.023464475 -0.0559231638 0.040259285
#> V30 0.0952898584 0.0673464316 -0.044365955 0.0185360791 0.054461143
#> V31 -0.0619837709 0.2045782110 -0.041225358 -0.1042139134 -0.119392240
#> V32 -0.0592042231 -0.1327366918 -0.039776062 -0.0159937171 0.261931416
#> V33 -0.2314915193 0.1184294480 -0.014816295 0.0302679280 0.022507367
#> V34 -0.0372474907 0.0070307104 -0.106802543 -0.0003912811 0.028998917
#> V35 -0.0384771887 -0.0697677503 -0.039804584 -0.1933335477 -0.034519319
#> V36 0.0083247094 -0.0009809085 -0.079334581 0.1088479150 0.250310648
#> V37 -0.0571430296 -0.0167740439 0.080525681 -0.0785051871 0.003054041
#> V38 -0.0610231342 -0.0521410444 -0.118264900 0.0295482106 -0.038733891
#> V39 0.1664801182 0.0095665047 0.027694794 -0.1267942327 -0.035253649
#> V40 -0.0973289932 -0.0667170133 0.170453421 -0.2174424559 -0.111841276
#> V41 -0.0316136685 -0.0458250366 0.005252343 -0.0282588253 -0.128773493
#> V42 -0.0394127537 0.0771565402 -0.089909131 0.0133990955 0.012080158
#> V43 -0.0102939763 -0.0330142271 0.027926927 -0.0062105439 -0.073953041
#> V44 -0.0890993115 -0.1300388473 -0.005291491 -0.0334492799 0.058011714
#> V45 -0.0083220970 -0.0757838778 -0.027147436 0.1165506321 -0.169720266
#> V46 -0.0044746350 -0.1394035341 -0.120075472 0.0416588631 0.059703874
#> V47 0.0612214899 0.1214622912 -0.014453526 -0.0100246316 -0.043984979
#> V48 -0.1050347384 -0.0309591174 -0.093974041 -0.0246344667 -0.010373926
#> V49 -0.0400650023 -0.0590756853 -0.015564858 -0.0271790880 -0.117124806
#> V50 -0.0008760771 -0.1767510295 0.112424748 -0.0388117122 -0.082474017
#> V11 V12 V13 V14 V15
#> V1 -3.066413e-02 0.019914524 0.046905056 -0.121899854 0.185688264
#> V2 -1.675896e-01 -0.147203303 -0.182073282 -0.025865399 -0.215900478
#> V3 -3.160082e-02 -0.074899284 -0.081100540 -0.025687485 -0.006464606
#> V4 -1.035143e-02 -0.027535779 0.027843195 -0.001087846 0.015336875
#> V5 -1.106690e-02 -0.027142030 -0.018630837 0.065517334 -0.037346404
#> V6 5.776853e-02 0.041556502 -0.043851981 0.060652114 0.014744491
#> V7 -4.627651e-02 -0.093594490 0.018224345 -0.084931217 0.053934581
#> V8 -1.326268e-01 -0.020340961 -0.035348698 0.007823830 -0.037622616
#> V9 2.310593e-02 0.058903921 -0.115658874 0.235985966 0.031700560
#> V10 -8.214745e-02 0.124580087 -0.074180253 0.036809883 0.206098610
#> V11 1.000000e+00 -0.048844873 -0.185406273 -0.001417376 0.082012378
#> V12 -4.884487e-02 1.000000000 -0.019245244 0.008443250 0.009777876
#> V13 -1.854063e-01 -0.019245244 1.000000000 -0.129941706 0.023652006
#> V14 -1.417376e-03 0.008443250 -0.129941706 1.000000000 -0.135158475
#> V15 8.201238e-02 0.009777876 0.023652006 -0.135158475 1.000000000
#> V16 -9.485047e-02 0.115607397 -0.159200929 0.103438105 -0.062068702
#> V17 8.737407e-03 -0.014572425 0.062944612 -0.116424203 -0.073311608
#> V18 -1.154566e-01 -0.221901413 -0.051943920 0.099206364 -0.009072693
#> V19 1.188307e-01 -0.136563315 -0.043243826 0.066996081 -0.020678005
#> V20 9.591963e-02 0.069661141 0.126749859 0.019691950 -0.044160827
#> V21 5.014347e-02 0.180723297 -0.076921996 -0.058134203 0.016384922
#> V22 -1.173404e-01 -0.150949100 0.064614940 -0.252773841 0.131111441
#> V23 6.963074e-02 -0.046668001 -0.155093830 0.065689634 0.020307945
#> V24 3.469981e-06 -0.053236283 0.061586622 -0.160719944 0.059593855
#> V25 -5.954794e-02 0.118566310 -0.128875190 -0.100877148 -0.052394437
#> V26 -1.743859e-01 0.050087012 0.003992178 0.017005843 0.022049801
#> V27 -1.860086e-01 0.053123551 -0.061238467 0.060016604 -0.016601933
#> V28 1.209165e-01 -0.241143872 0.107959066 -0.032088015 -0.014152147
#> V29 -2.718683e-02 0.038112176 -0.030900496 0.078667143 -0.030211989
#> V30 -1.690008e-01 -0.019956191 0.061119577 0.238285529 -0.127841304
#> V31 -1.573317e-02 -0.033018264 0.166753237 -0.039347337 -0.060141694
#> V32 -2.178909e-01 0.069931392 -0.060854618 -0.116781197 0.046024281
#> V33 -1.409779e-01 0.126739385 0.076876549 0.008579184 -0.192585640
#> V34 4.277065e-02 0.060524999 -0.097118091 -0.156806870 0.083730760
#> V35 -5.583645e-02 -0.002785047 -0.012577318 0.023154107 0.054395884
#> V36 6.196773e-02 -0.075654434 -0.014182415 0.025836506 0.125737186
#> V37 -1.239131e-01 0.115364494 -0.043190239 -0.112913110 -0.024308979
#> V38 2.161514e-01 0.086753003 -0.009133494 0.041711465 0.057353826
#> V39 -4.191111e-02 -0.185359766 -0.056688703 0.038890287 -0.198680660
#> V40 1.159867e-01 -0.079441459 -0.076387045 -0.046563029 -0.144718474
#> V41 -4.093360e-02 -0.063916651 -0.033557354 0.039456054 -0.167311303
#> V42 -3.336310e-02 -0.002706039 0.096373441 0.012741564 -0.065003617
#> V43 -7.099355e-03 0.021752744 -0.085505570 0.014011779 -0.089813751
#> V44 1.285641e-01 0.080168503 -0.105987095 0.083065103 -0.030778183
#> V45 4.363513e-02 -0.053108097 0.066215788 0.087656818 -0.034930872
#> V46 1.704126e-01 -0.067876446 -0.035426776 -0.047326886 0.012874665
#> V47 -6.533012e-02 -0.078544705 -0.022210356 0.041998774 0.011880704
#> V48 6.679103e-02 0.074696160 0.057132109 -0.002329415 0.010558701
#> V49 -7.878291e-02 0.063273902 0.071494735 -0.105521906 -0.072319388
#> V50 -8.129188e-03 -0.042018835 0.152391196 -0.156743028 -0.110942719
#> V16 V17 V18 V19 V20
#> V1 -0.101850057 0.091480127 -0.047171088 0.028960419 -0.0191801519
#> V2 0.023341888 0.050276859 -0.040787026 -0.128284436 -0.0117268590
#> V3 -0.021260618 0.130718601 0.036106135 0.110323498 0.0289191689
#> V4 -0.035044155 -0.011421197 -0.012620342 -0.156686718 0.0004324304
#> V5 -0.024196348 -0.074394305 -0.066749770 -0.159018411 -0.0126219763
#> V6 -0.095349875 0.103917228 0.067135508 0.093408137 0.0319152673
#> V7 -0.111128759 0.068791068 -0.065822650 -0.011447328 -0.0550374928
#> V8 -0.113373248 -0.060629180 -0.018215891 -0.104571522 0.0125065005
#> V9 0.093469829 -0.025950398 -0.151714593 0.014767891 -0.1199731666
#> V10 -0.072876134 0.003255573 -0.118974941 -0.083805933 -0.0268824838
#> V11 -0.094850470 0.008737407 -0.115456623 0.118830713 0.0959196322
#> V12 0.115607397 -0.014572425 -0.221901413 -0.136563315 0.0696611410
#> V13 -0.159200929 0.062944612 -0.051943920 -0.043243826 0.1267498591
#> V14 0.103438105 -0.116424203 0.099206364 0.066996081 0.0196919504
#> V15 -0.062068702 -0.073311608 -0.009072693 -0.020678005 -0.0441608275
#> V16 1.000000000 0.030168943 0.043029447 0.132707237 -0.0028087191
#> V17 0.030168943 1.000000000 -0.004165130 0.012012496 0.1473569961
#> V18 0.043029447 -0.004165130 1.000000000 0.171901571 -0.1021325880
#> V19 0.132707237 0.012012496 0.171901571 1.000000000 -0.0443183707
#> V20 -0.002808719 0.147356996 -0.102132588 -0.044318371 1.0000000000
#> V21 -0.034689300 -0.018524106 -0.070827814 0.011936365 -0.0088940270
#> V22 0.050921447 0.034910126 0.027308710 0.084418869 -0.0496188442
#> V23 -0.011897069 -0.152156469 -0.129349865 -0.070179085 -0.1242909742
#> V24 -0.273513289 -0.065196039 -0.104733664 -0.130091333 -0.0410526101
#> V25 -0.095000233 -0.058368438 0.072948813 -0.075350904 0.0573672421
#> V26 0.094292903 -0.018929718 0.034725748 0.058903231 -0.0184641814
#> V27 0.028879622 0.091285490 -0.056432715 -0.011938222 -0.0377407220
#> V28 -0.004982743 0.017042524 0.035194152 -0.040669658 -0.0334089349
#> V29 0.156802432 -0.079916611 0.006256241 0.057339575 -0.0595077145
#> V30 -0.033566468 -0.057857117 -0.026052765 0.021646268 0.0722980159
#> V31 -0.089191217 -0.031881395 -0.066751344 -0.029065379 0.0140247704
#> V32 -0.148910745 0.018967619 0.059744778 -0.100148408 -0.0072686340
#> V33 0.003063716 0.062714031 0.037698756 0.049379699 -0.0047655537
#> V34 -0.109379225 0.137713067 0.022510249 0.035553678 0.0075679840
#> V35 -0.065181855 -0.004094209 0.082961855 -0.133858993 -0.0316287676
#> V36 0.007736117 0.104093316 -0.052767918 -0.048293438 0.0294377443
#> V37 0.027316016 0.063931373 -0.090405787 -0.168760794 0.1320399064
#> V38 -0.081519279 -0.071370077 -0.032977418 -0.029822848 0.1699737202
#> V39 0.100331292 0.011495066 0.124987506 0.059603777 -0.0040474693
#> V40 0.064876305 -0.196138712 0.026446196 0.136473427 -0.1104568322
#> V41 -0.071307015 0.087598412 -0.043028509 0.080641658 -0.0047280575
#> V42 -0.016090996 0.027699379 -0.025631177 -0.125409517 -0.0082720541
#> V43 0.027557343 -0.080358128 0.048741006 -0.060278229 -0.1676445203
#> V44 -0.027038173 -0.224458458 0.022276620 -0.100896226 0.0814751008
#> V45 0.033946619 0.037894095 -0.042096932 0.083993156 -0.0295550629
#> V46 -0.206550272 -0.162150020 -0.020526862 -0.055178634 -0.0038233038
#> V47 -0.157646443 0.068022336 0.137997485 0.007409084 -0.1296039725
#> V48 -0.147592755 0.041910049 -0.035923885 -0.163897351 0.0271763637
#> V49 0.071017761 -0.066907262 0.017479644 -0.035045985 -0.1138631283
#> V50 0.008664825 -0.020446666 -0.056603225 -0.218507308 0.0075384584
#> V21 V22 V23 V24 V25
#> V1 0.155132367 0.0704626438 0.008352337 -6.714240e-02 -0.050585959
#> V2 0.060857899 0.0101361322 -0.096170932 2.527982e-02 -0.077462412
#> V3 -0.053018893 0.0119231825 0.109048906 -1.111400e-01 0.093433384
#> V4 -0.108626762 -0.1140705470 -0.130638214 1.451449e-01 0.026027927
#> V5 -0.025678147 -0.0412372390 -0.054812505 -1.603187e-01 -0.050548531
#> V6 0.087611154 0.0607826151 -0.067670898 -4.542566e-02 -0.029905557
#> V7 -0.137799639 0.0576783522 -0.034289660 -2.405127e-02 -0.126867287
#> V8 0.024988766 0.0104688869 0.098126901 5.632996e-02 0.128863420
#> V9 -0.024571191 0.0506572868 0.072986931 -1.272183e-01 -0.099980787
#> V10 -0.073931658 0.0833281536 -0.157041104 2.721544e-03 0.008853522
#> V11 0.050143474 -0.1173403781 0.069630738 3.469981e-06 -0.059547941
#> V12 0.180723297 -0.1509491001 -0.046668001 -5.323628e-02 0.118566310
#> V13 -0.076921996 0.0646149398 -0.155093830 6.158662e-02 -0.128875190
#> V14 -0.058134203 -0.2527738412 0.065689634 -1.607199e-01 -0.100877148
#> V15 0.016384922 0.1311114412 0.020307945 5.959385e-02 -0.052394437
#> V16 -0.034689300 0.0509214466 -0.011897069 -2.735133e-01 -0.095000233
#> V17 -0.018524106 0.0349101262 -0.152156469 -6.519604e-02 -0.058368438
#> V18 -0.070827814 0.0273087097 -0.129349865 -1.047337e-01 0.072948813
#> V19 0.011936365 0.0844188688 -0.070179085 -1.300913e-01 -0.075350904
#> V20 -0.008894027 -0.0496188442 -0.124290974 -4.105261e-02 0.057367242
#> V21 1.000000000 0.0843806873 0.012460604 -7.716515e-03 0.067336395
#> V22 0.084380687 1.0000000000 -0.147306321 -1.692541e-02 0.120433828
#> V23 0.012460604 -0.1473063208 1.000000000 8.958682e-02 -0.072181100
#> V24 -0.007716515 -0.0169254086 0.089586823 1.000000e+00 0.079260423
#> V25 0.067336395 0.1204338279 -0.072181100 7.926042e-02 1.000000000
#> V26 -0.137822952 0.0590224798 -0.072672777 -6.168966e-03 0.078593120
#> V27 0.005547593 -0.0484867126 -0.003779108 -9.142819e-02 0.060308870
#> V28 -0.009149455 0.0253184563 -0.082662020 6.985930e-02 -0.122251789
#> V29 -0.141830913 -0.0998650588 -0.234355719 -1.139578e-01 0.044210220
#> V30 -0.103525099 -0.0657476897 0.011546566 -5.701823e-02 -0.054031108
#> V31 0.011657886 0.0495539361 -0.048354123 -5.485627e-02 0.097860933
#> V32 0.032122815 -0.0250564149 -0.181060814 5.018329e-02 -0.046600172
#> V33 -0.217631537 -0.1924836774 -0.035224908 -1.110550e-01 -0.071936602
#> V34 -0.093945793 0.0338217893 -0.007474629 -7.032161e-02 -0.015190266
#> V35 0.145247219 -0.1716654881 -0.099587388 6.119724e-02 -0.001468507
#> V36 -0.071683344 0.0363674428 0.057412896 1.443999e-01 -0.043548391
#> V37 -0.053015895 -0.0114272502 -0.176241018 -2.812579e-02 0.441658161
#> V38 0.058072608 -0.0328029203 -0.152135368 -1.569139e-01 -0.031444244
#> V39 -0.212182334 -0.0545049782 -0.006622478 -4.718613e-02 0.022454324
#> V40 -0.022849267 -0.0296546391 0.034685404 -8.041666e-02 0.069692902
#> V41 0.012748116 -0.0002497525 0.040389380 -2.207222e-01 0.033601301
#> V42 -0.093671667 0.0187057382 -0.095672838 5.460935e-02 0.031703285
#> V43 0.081523374 -0.1578427511 0.167882173 1.670779e-01 -0.036208616
#> V44 0.060924822 -0.0722894328 0.033635870 -9.561757e-03 0.008755098
#> V45 -0.191756139 0.0205280583 0.080929784 -7.461081e-02 -0.120141626
#> V46 -0.078709710 -0.0390422673 0.146997948 7.056228e-02 0.016198078
#> V47 -0.045376814 0.0420731723 0.109894728 -4.077601e-02 -0.149069500
#> V48 0.046484245 -0.0630072167 0.020160255 7.137144e-02 -0.125234848
#> V49 0.003642510 -0.0022180610 0.098732672 -1.295622e-01 -0.162958711
#> V50 -0.077961395 -0.0796402118 -0.094968159 -3.336584e-02 -0.064696603
#> V26 V27 V28 V29 V30
#> V1 -0.004211375 0.023216022 -0.0082196128 -0.188289754 -0.1960779290
#> V2 -0.003778723 -0.048861314 -0.0157515896 0.042628140 0.0243204643
#> V3 -0.057392252 0.029948674 -0.0976033205 -0.220025913 -0.1561782112
#> V4 -0.069334549 -0.030637848 -0.1125828453 -0.075736468 -0.1701330133
#> V5 0.196367129 -0.071308109 0.0233378600 0.161111430 -0.0183975283
#> V6 -0.171710603 0.064571548 0.0617535562 0.110408500 0.0952898584
#> V7 0.082490726 0.090693593 -0.0360473281 0.081238939 0.0673464316
#> V8 -0.226005265 0.147242318 -0.0238233908 0.023464475 -0.0443659547
#> V9 0.036284308 0.032193677 -0.0631754062 -0.055923164 0.0185360791
#> V10 0.039416306 -0.006290018 -0.0334885544 0.040259285 0.0544611433
#> V11 -0.174385885 -0.186008636 0.1209164728 -0.027186833 -0.1690008046
#> V12 0.050087012 0.053123551 -0.2411438717 0.038112176 -0.0199561910
#> V13 0.003992178 -0.061238467 0.1079590658 -0.030900496 0.0611195769
#> V14 0.017005843 0.060016604 -0.0320880151 0.078667143 0.2382855292
#> V15 0.022049801 -0.016601933 -0.0141521474 -0.030211989 -0.1278413038
#> V16 0.094292903 0.028879622 -0.0049827433 0.156802432 -0.0335664678
#> V17 -0.018929718 0.091285490 0.0170425238 -0.079916611 -0.0578571170
#> V18 0.034725748 -0.056432715 0.0351941525 0.006256241 -0.0260527653
#> V19 0.058903231 -0.011938222 -0.0406696582 0.057339575 0.0216462682
#> V20 -0.018464181 -0.037740722 -0.0334089349 -0.059507715 0.0722980159
#> V21 -0.137822952 0.005547593 -0.0091494551 -0.141830913 -0.1035250988
#> V22 0.059022480 -0.048486713 0.0253184563 -0.099865059 -0.0657476897
#> V23 -0.072672777 -0.003779108 -0.0826620196 -0.234355719 0.0115465663
#> V24 -0.006168966 -0.091428188 0.0698592983 -0.113957820 -0.0570182344
#> V25 0.078593120 0.060308870 -0.1222517894 0.044210220 -0.0540311079
#> V26 1.000000000 0.022849219 -0.0458491382 -0.139165045 -0.0388705767
#> V27 0.022849219 1.000000000 -0.0675881819 -0.034861933 0.0349636735
#> V28 -0.045849138 -0.067588182 1.0000000000 0.021272000 -0.0137886508
#> V29 -0.139165045 -0.034861933 0.0212719997 1.000000000 0.2112532010
#> V30 -0.038870577 0.034963674 -0.0137886508 0.211253201 1.0000000000
#> V31 -0.032383956 -0.070439177 0.0274518453 -0.081441255 0.0659472540
#> V32 0.077143544 0.006595906 -0.1261206707 -0.022748851 -0.0889482095
#> V33 0.098910097 -0.011364684 -0.0455170950 0.119422825 0.0281245983
#> V34 0.108601841 -0.067123502 -0.0622578844 -0.116551801 -0.0486509000
#> V35 -0.006077738 0.019285539 0.0639130908 -0.172244353 0.0000865988
#> V36 -0.090308501 -0.042243149 -0.0225074305 0.089423792 -0.0480008514
#> V37 -0.065804110 -0.070111123 0.0009842587 0.044820794 0.0383742964
#> V38 -0.132820633 -0.002641425 -0.1135558469 -0.060598765 -0.2257263228
#> V39 -0.099475798 -0.097161202 0.0393631288 0.069552423 -0.0392344858
#> V40 -0.135727940 -0.137424977 0.1466987843 0.129677775 -0.0074984679
#> V41 0.140842219 -0.040353927 -0.1742035043 0.074951769 0.1348009382
#> V42 -0.132609376 0.096886548 0.0345539437 0.056374547 0.0205913086
#> V43 -0.108242315 0.018770390 0.0110690671 0.124051869 0.0153238602
#> V44 -0.113801364 -0.182062872 0.0505780847 0.011142210 0.0329229724
#> V45 0.049747312 -0.020681304 0.0174908320 -0.057970115 0.0098346982
#> V46 -0.070749710 -0.080120241 0.0480006303 -0.118851124 -0.0062478449
#> V47 0.022776047 0.001683688 -0.0344800917 -0.035133829 0.1921743083
#> V48 0.092278870 -0.125295886 0.0381424032 -0.051737676 0.0585531538
#> V49 -0.024610882 -0.002081197 0.0650745402 -0.164980364 0.1159572818
#> V50 -0.112257509 -0.125368267 0.1110134402 -0.096999808 -0.1459635397
#> V31 V32 V33 V34 V35
#> V1 -0.02325347 0.179576415 4.493800e-02 -0.0244147207 0.0225676319
#> V2 -0.03769311 -0.059051047 2.967793e-02 0.1691265753 0.0860598857
#> V3 0.01988897 0.006557965 -6.085366e-02 0.1057350209 -0.0250673896
#> V4 0.08934671 0.083138591 7.395291e-02 -0.1932397999 0.1043830912
#> V5 0.08043206 -0.094523786 -2.008669e-05 0.0441724662 -0.0122450564
#> V6 -0.06198377 -0.059204223 -2.314915e-01 -0.0372474907 -0.0384771887
#> V7 0.20457821 -0.132736692 1.184294e-01 0.0070307104 -0.0697677503
#> V8 -0.04122536 -0.039776062 -1.481629e-02 -0.1068025431 -0.0398045842
#> V9 -0.10421391 -0.015993717 3.026793e-02 -0.0003912811 -0.1933335477
#> V10 -0.11939224 0.261931416 2.250737e-02 0.0289989170 -0.0345193186
#> V11 -0.01573317 -0.217890905 -1.409779e-01 0.0427706512 -0.0558364494
#> V12 -0.03301826 0.069931392 1.267394e-01 0.0605249986 -0.0027850466
#> V13 0.16675324 -0.060854618 7.687655e-02 -0.0971180907 -0.0125773175
#> V14 -0.03934734 -0.116781197 8.579184e-03 -0.1568068696 0.0231541073
#> V15 -0.06014169 0.046024281 -1.925856e-01 0.0837307601 0.0543958841
#> V16 -0.08919122 -0.148910745 3.063716e-03 -0.1093792248 -0.0651818547
#> V17 -0.03188140 0.018967619 6.271403e-02 0.1377130669 -0.0040942085
#> V18 -0.06675134 0.059744778 3.769876e-02 0.0225102488 0.0829618548
#> V19 -0.02906538 -0.100148408 4.937970e-02 0.0355536785 -0.1338589933
#> V20 0.01402477 -0.007268634 -4.765554e-03 0.0075679840 -0.0316287676
#> V21 0.01165789 0.032122815 -2.176315e-01 -0.0939457930 0.1452472188
#> V22 0.04955394 -0.025056415 -1.924837e-01 0.0338217893 -0.1716654881
#> V23 -0.04835412 -0.181060814 -3.522491e-02 -0.0074746292 -0.0995873875
#> V24 -0.05485627 0.050183293 -1.110550e-01 -0.0703216051 0.0611972419
#> V25 0.09786093 -0.046600172 -7.193660e-02 -0.0151902660 -0.0014685072
#> V26 -0.03238396 0.077143544 9.891010e-02 0.1086018408 -0.0060777385
#> V27 -0.07043918 0.006595906 -1.136468e-02 -0.0671235016 0.0192855389
#> V28 0.02745185 -0.126120671 -4.551710e-02 -0.0622578844 0.0639130908
#> V29 -0.08144125 -0.022748851 1.194228e-01 -0.1165518008 -0.1722443530
#> V30 0.06594725 -0.088948210 2.812460e-02 -0.0486509000 0.0000865988
#> V31 1.00000000 -0.079535906 -2.569913e-02 -0.1523060321 -0.0906443907
#> V32 -0.07953591 1.000000000 8.265786e-02 -0.0151308654 0.1500041483
#> V33 -0.02569913 0.082657857 1.000000e+00 0.0470509400 -0.0334763759
#> V34 -0.15230603 -0.015130865 4.705094e-02 1.0000000000 -0.0510259619
#> V35 -0.09064439 0.150004148 -3.347638e-02 -0.0510259619 1.0000000000
#> V36 -0.06551049 -0.009495025 -1.492323e-01 0.0349010324 -0.0384554772
#> V37 0.01370105 0.014050900 9.510259e-02 -0.0327954382 0.0453708904
#> V38 0.20758289 -0.015866185 -7.604366e-03 -0.0274626331 0.0560386076
#> V39 -0.07872280 -0.156721862 -6.769810e-03 0.0728838093 -0.0302122153
#> V40 -0.06776235 -0.067112230 -1.235861e-01 -0.0646356758 -0.0575194212
#> V41 -0.11464339 0.034555012 3.456227e-02 -0.0566200800 -0.1198121623
#> V42 0.16032798 -0.004315010 3.334134e-02 -0.0741723596 -0.0600363760
#> V43 -0.17336382 -0.071292895 -1.313443e-01 -0.0861382060 0.0155432720
#> V44 -0.14319776 0.081996756 1.269783e-02 -0.0648215773 0.1172300055
#> V45 0.11361326 0.035209578 3.770119e-02 -0.1332665171 -0.1481518680
#> V46 -0.09631776 -0.069567324 -8.438103e-02 0.0764200603 -0.0443067528
#> V47 0.09339514 0.009042789 5.477425e-02 0.2604910870 -0.0351925941
#> V48 0.02904298 -0.053879442 -1.190302e-02 0.0240939879 0.0708829385
#> V49 -0.06622057 0.039938392 2.168012e-02 -0.0707562315 -0.0156242002
#> V50 -0.08781488 -0.007024367 -1.672036e-02 -0.0060558450 0.2357163495
#> V36 V37 V38 V39 V40
#> V1 -0.0431454555 -0.1636105872 0.085297066 -0.076939842 -0.124666181
#> V2 -0.0456013533 -0.0027191445 -0.026453401 0.151033382 -0.145182057
#> V3 0.1682795477 0.0372018615 0.080893655 0.075456933 -0.036883366
#> V4 -0.0156415896 0.0416822021 0.051215418 -0.009235594 -0.121753375
#> V5 0.0035255770 -0.1099665942 0.073439118 0.006193799 0.024872998
#> V6 0.0083247094 -0.0571430296 -0.061023134 0.166480118 -0.097328993
#> V7 -0.0009809085 -0.0167740439 -0.052141044 0.009566505 -0.066717013
#> V8 -0.0793345809 0.0805256807 -0.118264900 0.027694794 0.170453421
#> V9 0.1088479150 -0.0785051871 0.029548211 -0.126794233 -0.217442456
#> V10 0.2503106479 0.0030540409 -0.038733891 -0.035253649 -0.111841276
#> V11 0.0619677254 -0.1239131353 0.216151365 -0.041911110 0.115986651
#> V12 -0.0756544336 0.1153644944 0.086753003 -0.185359766 -0.079441459
#> V13 -0.0141824148 -0.0431902390 -0.009133494 -0.056688703 -0.076387045
#> V14 0.0258365061 -0.1129131098 0.041711465 0.038890287 -0.046563029
#> V15 0.1257371857 -0.0243089786 0.057353826 -0.198680660 -0.144718474
#> V16 0.0077361174 0.0273160163 -0.081519279 0.100331292 0.064876305
#> V17 0.1040933165 0.0639313731 -0.071370077 0.011495066 -0.196138712
#> V18 -0.0527679182 -0.0904057866 -0.032977418 0.124987506 0.026446196
#> V19 -0.0482934383 -0.1687607936 -0.029822848 0.059603777 0.136473427
#> V20 0.0294377443 0.1320399064 0.169973720 -0.004047469 -0.110456832
#> V21 -0.0716833443 -0.0530158946 0.058072608 -0.212182334 -0.022849267
#> V22 0.0363674428 -0.0114272502 -0.032802920 -0.054504978 -0.029654639
#> V23 0.0574128961 -0.1762410182 -0.152135368 -0.006622478 0.034685404
#> V24 0.1443998590 -0.0281257895 -0.156913882 -0.047186128 -0.080416660
#> V25 -0.0435483914 0.4416581613 -0.031444244 0.022454324 0.069692902
#> V26 -0.0903085009 -0.0658041103 -0.132820633 -0.099475798 -0.135727940
#> V27 -0.0422431494 -0.0701111229 -0.002641425 -0.097161202 -0.137424977
#> V28 -0.0225074305 0.0009842587 -0.113555847 0.039363129 0.146698784
#> V29 0.0894237920 0.0448207940 -0.060598765 0.069552423 0.129677775
#> V30 -0.0480008514 0.0383742964 -0.225726323 -0.039234486 -0.007498468
#> V31 -0.0655104856 0.0137010481 0.207582887 -0.078722801 -0.067762349
#> V32 -0.0094950246 0.0140508997 -0.015866185 -0.156721862 -0.067112230
#> V33 -0.1492322695 0.0951025945 -0.007604366 -0.006769810 -0.123586104
#> V34 0.0349010324 -0.0327954382 -0.027462633 0.072883809 -0.064635676
#> V35 -0.0384554772 0.0453708904 0.056038608 -0.030212215 -0.057519421
#> V36 1.0000000000 0.0266282648 -0.113921689 0.029073867 -0.117234005
#> V37 0.0266282648 1.0000000000 -0.059123444 -0.011668588 0.018011360
#> V38 -0.1139216893 -0.0591234442 1.000000000 -0.039218445 -0.068561768
#> V39 0.0290738672 -0.0116685876 -0.039218445 1.000000000 -0.056961557
#> V40 -0.1172340049 0.0180113599 -0.068561768 -0.056961557 1.000000000
#> V41 -0.0412877279 0.0792503691 -0.092836377 -0.072959512 0.187906015
#> V42 -0.0076346274 0.0508115412 -0.017071559 -0.068280315 -0.122211109
#> V43 0.0074451785 -0.0881231747 -0.177154525 -0.053794305 0.023712435
#> V44 -0.1249373130 0.1554120291 0.047609955 -0.064593276 0.123898115
#> V45 -0.1167059004 0.0379824227 0.034001226 -0.154523981 0.026485266
#> V46 0.0626539313 -0.0252221513 0.018851674 -0.046443201 0.077864966
#> V47 0.0658438433 -0.0416783595 -0.027509537 0.135364952 -0.125725397
#> V48 -0.1218033095 -0.0808316117 0.062792908 -0.066122608 -0.079217156
#> V49 -0.3735888023 -0.1343065585 0.003268239 0.015133008 0.091494153
#> V50 -0.1537795947 0.0122679461 -0.036271141 0.117206172 0.120621673
#> V41 V42 V43 V44 V45
#> V1 0.0120977241 0.112036827 -0.193568977 -0.216289110 -0.171715081
#> V2 0.0940516839 0.004339255 0.001664207 -0.055469660 -0.114365104
#> V3 0.0247984477 0.001053453 -0.151134856 -0.117129240 0.004278784
#> V4 -0.0996704668 -0.020393041 0.073689944 0.086976941 0.102611569
#> V5 0.1202962483 -0.012607973 0.084442865 -0.168036633 -0.010732828
#> V6 -0.0316136685 -0.039412754 -0.010293976 -0.089099311 -0.008322097
#> V7 -0.0458250366 0.077156540 -0.033014227 -0.130038847 -0.075783878
#> V8 0.0052523433 -0.089909131 0.027926927 -0.005291491 -0.027147436
#> V9 -0.0282588253 0.013399095 -0.006210544 -0.033449280 0.116550632
#> V10 -0.1287734930 0.012080158 -0.073953041 0.058011714 -0.169720266
#> V11 -0.0409336022 -0.033363099 -0.007099355 0.128564136 0.043635129
#> V12 -0.0639166507 -0.002706039 0.021752744 0.080168503 -0.053108097
#> V13 -0.0335573538 0.096373441 -0.085505570 -0.105987095 0.066215788
#> V14 0.0394560545 0.012741564 0.014011779 0.083065103 0.087656818
#> V15 -0.1673113030 -0.065003617 -0.089813751 -0.030778183 -0.034930872
#> V16 -0.0713070149 -0.016090996 0.027557343 -0.027038173 0.033946619
#> V17 0.0875984116 0.027699379 -0.080358128 -0.224458458 0.037894095
#> V18 -0.0430285086 -0.025631177 0.048741006 0.022276620 -0.042096932
#> V19 0.0806416576 -0.125409517 -0.060278229 -0.100896226 0.083993156
#> V20 -0.0047280575 -0.008272054 -0.167644520 0.081475101 -0.029555063
#> V21 0.0127481162 -0.093671667 0.081523374 0.060924822 -0.191756139
#> V22 -0.0002497525 0.018705738 -0.157842751 -0.072289433 0.020528058
#> V23 0.0403893796 -0.095672838 0.167882173 0.033635870 0.080929784
#> V24 -0.2207222129 0.054609350 0.167077879 -0.009561757 -0.074610811
#> V25 0.0336013015 0.031703285 -0.036208616 0.008755098 -0.120141626
#> V26 0.1408422190 -0.132609376 -0.108242315 -0.113801364 0.049747312
#> V27 -0.0403539265 0.096886548 0.018770390 -0.182062872 -0.020681304
#> V28 -0.1742035043 0.034553944 0.011069067 0.050578085 0.017490832
#> V29 0.0749517694 0.056374547 0.124051869 0.011142210 -0.057970115
#> V30 0.1348009382 0.020591309 0.015323860 0.032922972 0.009834698
#> V31 -0.1146433896 0.160327980 -0.173363817 -0.143197764 0.113613255
#> V32 0.0345550118 -0.004315010 -0.071292895 0.081996756 0.035209578
#> V33 0.0345622665 0.033341345 -0.131344307 0.012697832 0.037701192
#> V34 -0.0566200800 -0.074172360 -0.086138206 -0.064821577 -0.133266517
#> V35 -0.1198121623 -0.060036376 0.015543272 0.117230006 -0.148151868
#> V36 -0.0412877279 -0.007634627 0.007445178 -0.124937313 -0.116705900
#> V37 0.0792503691 0.050811541 -0.088123175 0.155412029 0.037982423
#> V38 -0.0928363771 -0.017071559 -0.177154525 0.047609955 0.034001226
#> V39 -0.0729595120 -0.068280315 -0.053794305 -0.064593276 -0.154523981
#> V40 0.1879060152 -0.122211109 0.023712435 0.123898115 0.026485266
#> V41 1.0000000000 -0.165240454 -0.099377557 0.023395110 0.054001825
#> V42 -0.1652404540 1.000000000 -0.098442774 -0.004360967 -0.126121987
#> V43 -0.0993775568 -0.098442774 1.000000000 -0.077674720 -0.071878194
#> V44 0.0233951105 -0.004360967 -0.077674720 1.000000000 -0.035025069
#> V45 0.0540018246 -0.126121987 -0.071878194 -0.035025069 1.000000000
#> V46 0.0229288405 -0.096903993 0.097392734 -0.027313978 -0.093687862
#> V47 -0.0212650120 -0.111616318 -0.011477335 0.052744103 -0.030932365
#> V48 -0.0457395990 -0.126069312 0.048599489 0.129409561 -0.092082728
#> V49 -0.0283235640 -0.085411607 0.002078318 -0.021819427 0.010893021
#> V50 -0.0853305222 -0.056407069 0.016618176 0.096945859 -0.027690705
#> V46 V47 V48 V49 V50
#> V1 0.009626660 -0.062205170 0.101200590 0.047774932 -0.0606745381
#> V2 0.011881279 -0.159210812 -0.021576816 -0.026406803 -0.0034070527
#> V3 -0.112716124 0.075473056 -0.023731753 -0.154583959 -0.0891016414
#> V4 -0.056388356 -0.270744159 0.014032057 0.013157129 0.1241648623
#> V5 -0.030659031 -0.143598657 -0.084090624 -0.067144275 -0.0362007323
#> V6 -0.004474635 0.061221490 -0.105034738 -0.040065002 -0.0008760771
#> V7 -0.139403534 0.121462291 -0.030959117 -0.059075685 -0.1767510295
#> V8 -0.120075472 -0.014453526 -0.093974041 -0.015564858 0.1124247478
#> V9 0.041658863 -0.010024632 -0.024634467 -0.027179088 -0.0388117122
#> V10 0.059703874 -0.043984979 -0.010373926 -0.117124806 -0.0824740166
#> V11 0.170412565 -0.065330117 0.066791031 -0.078782907 -0.0081291876
#> V12 -0.067876446 -0.078544705 0.074696160 0.063273902 -0.0420188352
#> V13 -0.035426776 -0.022210356 0.057132109 0.071494735 0.1523911962
#> V14 -0.047326886 0.041998774 -0.002329415 -0.105521906 -0.1567430279
#> V15 0.012874665 0.011880704 0.010558701 -0.072319388 -0.1109427188
#> V16 -0.206550272 -0.157646443 -0.147592755 0.071017761 0.0086648253
#> V17 -0.162150020 0.068022336 0.041910049 -0.066907262 -0.0204466662
#> V18 -0.020526862 0.137997485 -0.035923885 0.017479644 -0.0566032250
#> V19 -0.055178634 0.007409084 -0.163897351 -0.035045985 -0.2185073081
#> V20 -0.003823304 -0.129603972 0.027176364 -0.113863128 0.0075384584
#> V21 -0.078709710 -0.045376814 0.046484245 0.003642510 -0.0779613950
#> V22 -0.039042267 0.042073172 -0.063007217 -0.002218061 -0.0796402118
#> V23 0.146997948 0.109894728 0.020160255 0.098732672 -0.0949681594
#> V24 0.070562278 -0.040776013 0.071371439 -0.129562233 -0.0333658382
#> V25 0.016198078 -0.149069500 -0.125234848 -0.162958711 -0.0646966032
#> V26 -0.070749710 0.022776047 0.092278870 -0.024610882 -0.1122575085
#> V27 -0.080120241 0.001683688 -0.125295886 -0.002081197 -0.1253682667
#> V28 0.048000630 -0.034480092 0.038142403 0.065074540 0.1110134402
#> V29 -0.118851124 -0.035133829 -0.051737676 -0.164980364 -0.0969998079
#> V30 -0.006247845 0.192174308 0.058553154 0.115957282 -0.1459635397
#> V31 -0.096317761 0.093395137 0.029042979 -0.066220573 -0.0878148788
#> V32 -0.069567324 0.009042789 -0.053879442 0.039938392 -0.0070243671
#> V33 -0.084381033 0.054774254 -0.011903019 0.021680117 -0.0167203622
#> V34 0.076420060 0.260491087 0.024093988 -0.070756231 -0.0060558450
#> V35 -0.044306753 -0.035192594 0.070882938 -0.015624200 0.2357163495
#> V36 0.062653931 0.065843843 -0.121803310 -0.373588802 -0.1537795947
#> V37 -0.025222151 -0.041678360 -0.080831612 -0.134306558 0.0122679461
#> V38 0.018851674 -0.027509537 0.062792908 0.003268239 -0.0362711407
#> V39 -0.046443201 0.135364952 -0.066122608 0.015133008 0.1172061722
#> V40 0.077864966 -0.125725397 -0.079217156 0.091494153 0.1206216734
#> V41 0.022928840 -0.021265012 -0.045739599 -0.028323564 -0.0853305222
#> V42 -0.096903993 -0.111616318 -0.126069312 -0.085411607 -0.0564070689
#> V43 0.097392734 -0.011477335 0.048599489 0.002078318 0.0166181764
#> V44 -0.027313978 0.052744103 0.129409561 -0.021819427 0.0969458593
#> V45 -0.093687862 -0.030932365 -0.092082728 0.010893021 -0.0276907049
#> V46 1.000000000 -0.049326397 0.097899292 0.010576826 0.0246728523
#> V47 -0.049326397 1.000000000 0.292291370 -0.135236823 -0.0452677393
#> V48 0.097899292 0.292291370 1.000000000 0.040069574 -0.0526423568
#> V49 0.010576826 -0.135236823 0.040069574 1.000000000 0.0454498473
#> V50 0.024672852 -0.045267739 -0.052642357 0.045449847 1.0000000000
Yen.Q3(scored.data)$Q3.weighted
#> There are 13 Q3 statistics exceed 0.2.There are 13 Q3 weighted statistics exceed 0.2.
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 1.0000000000 0.0765799889 0.057835488 -0.039164047 0.0117254478
#> [2,] 0.0765799889 1.0000000000 -0.019420101 0.066346553 0.1582444209
#> [3,] 0.0578354883 -0.0194201009 1.000000000 -0.170975739 -0.2112507945
#> [4,] -0.0391640474 0.0663465529 -0.170975739 1.000000000 0.0402132479
#> [5,] 0.0117254478 0.1582444209 -0.211250795 0.040213248 1.0000000000
#> [6,] -0.0642726048 -0.1757151112 -0.037795051 -0.184157144 -0.0970411813
#> [7,] 0.0748916956 0.0146471739 -0.044649357 0.012289529 0.0191062428
#> [8,] -0.0763418787 -0.0210467711 0.013879869 0.049358027 -0.0900342498
#> [9,] -0.0607521527 -0.0671191803 0.039762159 -0.128246696 0.0750583080
#> [10,] 0.0799570435 0.0758811295 0.081550956 0.025127932 -0.0003353191
#> [11,] -0.0144402871 -0.1697265986 -0.019738687 -0.015804166 -0.0162197452
#> [12,] 0.0153297814 -0.1461235887 -0.077709466 -0.025944458 -0.0256369838
#> [13,] 0.0410773084 -0.1807040984 -0.084566947 0.029678181 -0.0168098554
#> [14,] -0.1293637217 -0.0239109595 -0.031953346 0.002019965 0.0682485000
#> [15,] 0.2066970728 -0.2172409092 0.012862360 0.005788254 -0.0453271777
#> [16,] -0.1085423577 0.0249571684 -0.026804909 -0.032209221 -0.0215405963
#> [17,] 0.1015753430 0.0476748209 0.137840885 -0.015321888 -0.0778007659
#> [18,] -0.0294963526 -0.0440554049 0.047971897 -0.018442731 -0.0717718610
#> [19,] 0.0251889523 -0.1274391336 0.107200421 -0.155227787 -0.1576401556
#> [20,] -0.0095863403 -0.0136985416 0.035556025 -0.002866758 -0.0157001682
#> [21,] 0.1437514998 0.0627279033 -0.059631915 -0.104854636 -0.0223937107
#> [22,] 0.0567082713 0.0128235832 0.002463933 -0.108919646 -0.0367452497
#> [23,] -0.0016641683 -0.0937458352 0.100984545 -0.126645749 -0.0513047228
#> [24,] -0.0725709308 0.0265485662 -0.114948927 0.146979822 -0.1579607355
#> [25,] -0.0551298999 -0.0762988337 0.089242529 0.027751856 -0.0487858409
#> [26,] 0.0105678984 -0.0069021655 -0.046024112 -0.074014895 0.1900834517
#> [27,] 0.0165417228 -0.0474075392 0.025068562 -0.028303544 -0.0690107530
#> [28,] -0.0004482913 -0.0173628173 -0.091363840 -0.114975559 0.0207175098
#> [29,] -0.1947181058 0.0443431259 -0.224737616 -0.072509432 0.1634573834
#> [30,] -0.2051598953 0.0266956047 -0.163301373 -0.165236175 -0.0144557700
#> [31,] -0.0362061757 -0.0346523159 0.010000922 0.093477964 0.0843771074
#> [32,] 0.1930650958 -0.0620993922 0.018493945 0.076628782 -0.0991937534
#> [33,] 0.0552803306 0.0272369683 -0.052404744 0.069793495 -0.0036479627
#> [34,] -0.0073338086 0.1641756403 0.116585550 -0.197388673 0.0382332058
#> [35,] 0.0091004834 0.0884226240 -0.034434117 0.108390731 -0.0077928671
#> [36,] -0.0472696472 -0.0445858803 0.164062873 -0.014019109 0.0050310156
#> [37,] -0.1649821111 -0.0021006892 0.034909405 0.042640455 -0.1088716541
#> [38,] 0.0696955023 -0.0232215291 0.069565167 0.055910952 0.0777213559
#> [39,] -0.0841416327 0.1524177780 0.069094069 -0.006383233 0.0088512221
#> [40,] -0.1291974997 -0.1437537117 -0.040885626 -0.119475880 0.0267463040
#> [41,] 0.0039876932 0.0955529795 0.018808111 -0.096575867 0.1226203072
#> [42,] 0.1313851528 -0.0003932886 0.016987336 -0.027781882 -0.0197009760
#> [43,] -0.2004896019 0.0036080763 -0.156713981 0.076641854 0.0871967044
#> [44,] -0.2199765566 -0.0541449680 -0.120721620 0.088852032 -0.1657650913
#> [45,] -0.1822017232 -0.1110526131 -0.005119559 0.106535109 -0.0064057759
#> [46,] 0.0280304750 0.0077865359 -0.097519641 -0.062317831 -0.0365203497
#> [47,] -0.0666777711 -0.1579449857 0.071349228 -0.268463050 -0.1416618988
#> [48,] 0.1172941303 -0.0252044622 -0.010329513 0.007591958 -0.0892153584
#> [49,] 0.0430885236 -0.0254774521 -0.156856817 0.014624779 -0.0656345884
#> [50,] -0.0698882011 -0.0012731285 -0.095679242 0.127177473 -0.0327600182
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] -0.064272605 0.074891696 -0.076341879 -0.060752153 0.0799570435
#> [2,] -0.175715111 0.014647174 -0.021046771 -0.067119180 0.0758811295
#> [3,] -0.037795051 -0.044649357 0.013879869 0.039762159 0.0815509557
#> [4,] -0.184157144 0.012289529 0.049358027 -0.128246696 0.0251279319
#> [5,] -0.097041181 0.019106243 -0.090034250 0.075058308 -0.0003353191
#> [6,] 1.000000000 0.007700563 0.114825210 0.011272492 -0.0672630868
#> [7,] 0.007700563 1.000000000 -0.046389813 -0.053151249 -0.0375565351
#> [8,] 0.114825210 -0.046389813 1.000000000 -0.171724251 -0.1102192367
#> [9,] 0.011272492 -0.053151249 -0.171724251 1.000000000 0.1770929899
#> [10,] -0.067263087 -0.037556535 -0.110219237 0.177092990 1.0000000000
#> [11,] 0.068721178 -0.038631511 -0.138947471 0.034120724 -0.0627283403
#> [12,] 0.038080916 -0.095387528 -0.018191617 0.055449996 0.1180618868
#> [13,] -0.047569971 0.015706571 -0.032686963 -0.118879961 -0.0793606922
#> [14,] 0.053698691 -0.088644012 0.012001339 0.228059711 0.0262649021
#> [15,] 0.033795483 0.064860360 -0.049342612 0.049759745 0.2295985050
#> [16,] -0.100473235 -0.114308478 -0.109238239 0.087303759 -0.0807528566
#> [17,] 0.111351145 0.073586936 -0.065654363 -0.017682828 0.0159887588
#> [18,] 0.078750655 -0.057412502 -0.026086309 -0.137711895 -0.0974545612
#> [19,] 0.090329166 -0.013031619 -0.102651832 0.012185198 -0.0867811982
#> [20,] 0.038611230 -0.050487167 0.007977532 -0.112406226 -0.0158419279
#> [21,] 0.079867719 -0.141594736 0.029448765 -0.031268454 -0.0837869319
#> [22,] 0.050743783 0.051418887 0.016506884 0.041017072 0.0674211888
#> [23,] -0.074486416 -0.038691913 0.102389855 0.065340369 -0.1660629607
#> [24,] -0.049667219 -0.026787106 0.059068142 -0.130873641 -0.0042535500
#> [25,] -0.033460125 -0.128852453 0.130911535 -0.103057941 0.0030174828
#> [26,] -0.158952261 0.088603202 -0.231199133 0.046446971 0.0554573744
#> [27,] 0.059419782 0.087455783 0.149843502 0.027392562 -0.0135321262
#> [28,] 0.067029706 -0.032385974 -0.027401729 -0.057271975 -0.0243042527
#> [29,] 0.103359466 0.077011787 0.027425339 -0.061646345 0.0300409817
#> [30,] 0.085908664 0.061643643 -0.038586548 0.010083655 0.0404590563
#> [31,] -0.071190401 0.197078950 -0.034604270 -0.112738100 -0.1325166506
#> [32,] -0.046301590 -0.123913739 -0.047245069 -0.004003928 0.2756280340
#> [33,] -0.221535743 0.122823144 -0.019935220 0.037837994 0.0345618666
#> [34,] -0.024449600 0.014630243 -0.113710185 0.011565125 0.0473998542
#> [35,] -0.047829215 -0.075348566 -0.033254171 -0.200940268 -0.0489137625
#> [36,] 0.004924418 -0.003065163 -0.076962045 0.105030352 0.2420872688
#> [37,] -0.058980560 -0.018064188 0.081718081 -0.080191138 -0.0002612808
#> [38,] -0.070980693 -0.058340377 -0.110498835 0.018958281 -0.0543784784
#> [39,] 0.159425426 0.005837306 0.031420834 -0.131739115 -0.0439147507
#> [40,] -0.101026034 -0.069181643 0.172699773 -0.220372658 -0.1169949615
#> [41,] -0.037302020 -0.049326506 0.009039662 -0.033798462 -0.1361202832
#> [42,] -0.022543788 0.086024638 -0.098946469 0.028817432 0.0366235032
#> [43,] -0.016953903 -0.037064146 0.032151325 -0.012696929 -0.0832803376
#> [44,] -0.092894677 -0.132354159 -0.002489280 -0.037449320 0.0506384358
#> [45,] -0.017717130 -0.081186039 -0.020853564 0.106294281 -0.1815442911
#> [46,] 0.009329104 -0.129247142 -0.127537380 0.054386114 0.0795710795
#> [47,] 0.057123062 0.118809577 -0.011991078 -0.013610747 -0.0492150282
#> [48,] -0.090342268 -0.022388499 -0.101483337 -0.011465225 0.0102035949
#> [49,] -0.042977273 -0.060880455 -0.013505910 -0.030073922 -0.1205138277
#> [50,] -0.008207613 -0.180494920 0.116622247 -0.045641218 -0.0925761241
#> [,11] [,12] [,13] [,14] [,15]
#> [1,] -0.014440287 0.0153297814 0.0410773084 -0.129363722 0.206697073
#> [2,] -0.169726599 -0.1461235887 -0.1807040984 -0.023910959 -0.217240909
#> [3,] -0.019738687 -0.0777094655 -0.0845669474 -0.031953346 0.012862360
#> [4,] -0.015804166 -0.0259444581 0.0296781812 0.002019965 0.005788254
#> [5,] -0.016219745 -0.0256369838 -0.0168098554 0.068248500 -0.045327178
#> [6,] 0.068721178 0.0380809162 -0.0475699707 0.053698691 0.033795483
#> [7,] -0.038631511 -0.0953875284 0.0157065709 -0.088644012 0.064860360
#> [8,] -0.138947471 -0.0181916167 -0.0326869629 0.012001339 -0.049342612
#> [9,] 0.034120724 0.0554499958 -0.1188799614 0.228059711 0.049759745
#> [10,] -0.062728340 0.1180618868 -0.0793606922 0.026264902 0.229598505
#> [11,] 1.000000000 -0.0523360845 -0.1886834095 -0.009146776 0.102895941
#> [12,] -0.052336085 1.0000000000 -0.0179042657 0.010582458 0.003151306
#> [13,] -0.188683409 -0.0179042657 1.0000000000 -0.126914299 0.015318649
#> [14,] -0.009146776 0.0105824577 -0.1269142987 1.000000000 -0.145163663
#> [15,] 0.102895941 0.0031513056 0.0153186492 -0.145163663 1.000000000
#> [16,] -0.100860417 0.1172562474 -0.1564760203 0.106866759 -0.072148602
#> [17,] 0.018506969 -0.0172668807 0.0593087556 -0.121290820 -0.055187224
#> [18,] -0.098935599 -0.2241489605 -0.0565390820 0.089898497 0.015874235
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#> [21,] 1.000000000 0.0906214567 0.0176967357 -0.004426431 0.069807777
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#> [23,] 0.134900668 0.112321751 0.0100232342 0.1007527115 -0.088958394
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#> [45,] -0.105631702 -0.027141031 -0.1036293084 0.0138612603 -0.020396902
#> [46,] 1.000000000 -0.054074297 0.1146322503 0.0060845471 0.014083993
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#> [48,] 0.114632250 0.284390674 1.0000000000 0.0354650725 -0.061934561
#> [49,] 0.006084547 -0.133874081 0.0354650725 1.0000000000 0.047644243
#> [50,] 0.014083993 -0.042301205 -0.0619345611 0.0476442427 1.000000000