Nothing
tests/testthat/_snaps/align-fpca.md
In fdasrvf: Elastic Functional Data Analysis
align_fPCA() works
Code
out
Output
$f0
[,1] [,2] [,3] [,4] [,5] [,6] [,7]
[1,] 0.3285130 0.3798331 0.3558281 0.3921415 0.3290320 0.3791704 0.3558118
[2,] 0.3768424 0.4333517 0.4038116 0.4427068 0.3695735 0.4237764 0.3957446
[3,] 0.4279208 0.4898513 0.4544125 0.4959702 0.4122320 0.4706611 0.4376726
[4,] 0.4811547 0.5487370 0.5071506 0.5514760 0.4566804 0.5195032 0.4813403
[5,] 0.5358493 0.6093114 0.5614608 0.6086871 0.5025323 0.5699222 0.5264439
[6,] 0.5912268 0.6707897 0.6167057 0.6669944 0.5493473 0.6214828 0.5726345
[7,] 0.6464488 0.7323209 0.6721890 0.7257288 0.5966395 0.6737015 0.6195220
[8,] 0.7006421 0.7930108 0.7271740 0.7841764 0.6438860 0.7260546 0.6666815
[9,] 0.7529267 0.8519481 0.7809022 0.8415947 0.6905386 0.7779883 0.7136594
[10,] 0.8024442 0.9082319 0.8326145 0.8972317 0.7360358 0.8289295 0.7599818
[11,] 0.8483860 0.9609985 0.8815726 0.9503444 0.7798159 0.8782975 0.8051632
[12,] 0.8900193 1.0094478 0.9270797 1.0002186 0.8213303 0.9255173 0.8487162
[13,] 0.9267105 1.0528673 0.9685002 1.0461871 0.8600571 0.9700321 0.8901614
[14,] 0.9579440 1.0906523 1.0052779 1.0876479 0.8955139 1.0113160 0.9290369
[15,] 0.9833368 1.1223236 1.0369508 1.1240788 0.9272693 1.0488860 0.9649092
[16,] 1.0026483 1.1475390 1.0631636 1.1550517 0.9549543 1.0823138 0.9973817
[17,] 1.0157837 1.1661012 1.0836764 1.1802421 0.9782703 1.1112353 1.0261039
[18,] 1.0227938 1.1779607 1.0983696 1.1994368 0.9969969 1.1353590 1.0507791
[19,] 1.0238687 1.1832134 1.1072455 1.2125380 1.0109964 1.1544728 1.0711709
[20,] 1.0193282 1.1820942 1.1104260 1.2195641 1.0202162 1.1684487 1.0871086
[21,] 1.0096077 1.1749667 1.1081473 1.2206474 1.0246902 1.1772454 1.0984905
[22,] 0.9952423 1.1623098 1.1007508 1.2160285 1.0245360 1.1809083 1.1052868
[23,] 0.9768479 1.1447007 1.0886729 1.2060488 1.0199520 1.1795688 1.1075394
[24,] 0.9551019 1.1227975 1.0724311 1.1911399 1.0112114 1.1734402 1.1053614
[25,] 0.9307228 1.0973195 1.0526098 1.1718115 0.9986550 1.1628125 1.0989344
[26,] 0.9044504 1.0690273 1.0298448 1.1486383 0.9826826 1.1480456 1.0885043
[27,] 0.8770271 1.0387035 1.0048068 1.1222450 0.9637436 1.1295610 1.0743763
[28,] 0.8491799 1.0071338 0.9781858 1.0932918 0.9423263 1.1078326 1.0569083
[29,] 0.8216050 0.9750893 0.9506751 1.0624595 0.9189473 1.0833760 1.0365037
[30,] 0.7949537 0.9433107 0.9229572 1.0304345 0.8941405 1.0567385 1.0136031
[31,] 0.7698207 0.9124941 0.8956894 0.9978954 0.8684461 1.0284878 0.9886759
[32,] 0.7467353 0.8832790 0.8694925 0.9654997 0.8424005 0.9992009 0.9622116
[33,] 0.7261541 0.8562388 0.8449394 0.9338725 0.8165261 0.9694537 0.9347101
[34,] 0.7084565 0.8318728 0.8225468 0.9035958 0.7913224 0.9398106 0.9066736
[35,] 0.6939417 0.8106012 0.8027678 0.8752001 0.7672580 0.9108151 0.8785975
[36,] 0.6828285 0.7927617 0.7859865 0.8491572 0.7447631 0.8829810 0.8509625
[37,] 0.6752561 0.7786080 0.7725144 0.8258744 0.7242238 0.8567844 0.8242268
[38,] 0.6712870 0.7683104 0.7625882 0.8056908 0.7059771 0.8326576 0.7988193
[39,] 0.6709104 0.7619579 0.7563694 0.7888746 0.6903074 0.8109825 0.7751334
[40,] 0.6740482 0.7595616 0.7539456 0.7756223 0.6774434 0.7920869 0.7535219
[41,] 0.6805599 0.7610592 0.7553320 0.7660593 0.6675573 0.7762408 0.7342926
[42,] 0.6902502 0.7663210 0.7604754 0.7602409 0.6607639 0.7636542 0.7177048
[43,] 0.7028755 0.7751559 0.7692582 0.7581555 0.6571213 0.7544759 0.7039667
[44,] 0.7181513 0.7873187 0.7815038 0.7597281 0.6566325 0.7487934 0.6932342
[45,] 0.7357603 0.8025177 0.7969821 0.7648248 0.6592475 0.7466341 0.6856096
[46,] 0.7553594 0.8204221 0.8154165 0.7732579 0.6648664 0.7479665 0.6811424
[47,] 0.7765873 0.8406698 0.8364900 0.7847919 0.6733433 0.7527034 0.6798298
[48,] 0.7990717 0.8628753 0.8598525 0.7991494 0.6844899 0.7607049 0.6816188
[49,] 0.8224358 0.8866374 0.8851281 0.8160174 0.6980809 0.7717827 0.6864083
[50,] 0.8463048 0.9115462 0.9119219 0.8350544 0.7138581 0.7857045 0.6940523
[51,] 0.8703116 0.9371901 0.9398271 0.8558965 0.7315366 0.8021990 0.7043634
[52,] 0.8941020 0.9631623 0.9684317 0.8781643 0.7508091 0.8209613 0.7171169
[53,] 0.9173393 0.9890664 0.9973249 0.9014695 0.7713523 0.8416588 0.7320556
[54,] 0.9397080 1.0145221 1.0261033 0.9254205 0.7928317 0.8639368 0.7488937
[55,] 0.9609174 1.0391697 1.0543762 0.9496289 0.8149073 0.8874245 0.7673227
[56,] 0.9807041 1.0626739 1.0817707 0.9737147 0.8372382 0.9117410 0.7870161
[57,] 0.9988339 1.0847272 1.1079359 0.9973114 0.8594883 0.9365009 0.8076348
[58,] 1.0151032 1.1050530 1.1325473 1.0200704 0.8813302 0.9613201 0.8288321
[59,] 1.0293397 1.1234066 1.1553094 1.0416653 0.9024497 0.9858212 0.8502593
[60,] 1.0414028 1.1395777 1.1759583 1.0617950 0.9225496 1.0096385 0.8715702
[61,] 1.0511833 1.1533903 1.1942639 1.0801866 0.9413533 1.0324228 0.8924263
[62,] 1.0586025 1.1647031 1.2100309 1.0965981 0.9586073 1.0538454 0.9125010
[63,] 1.0636113 1.1734091 1.2230996 1.1108192 0.9740839 1.0736021 0.9314841
[64,] 1.0661884 1.1794351 1.2333460 1.1226732 0.9875833 1.0914163 0.9490853
[65,] 1.0663390 1.1827397 1.2406813 1.1320173 0.9989344 1.1070416 0.9650376
[66,] 1.0640926 1.1833124 1.2450510 1.1387424 1.0079965 1.1202642 0.9791006
[67,] 1.0595006 1.1811712 1.2464336 1.1427726 1.0146590 1.1309042 0.9910619
[68,] 1.0526346 1.1763604 1.2448390 1.1440647 1.0188420 1.1388167 1.0007401
[69,] 1.0435834 1.1689487 1.2403063 1.1426065 1.0204952 1.1438920 1.0079854
[70,] 1.0324511 1.1590259 1.2329013 1.1384153 1.0195975 1.1460557 1.0126805
[71,] 1.0193546 1.1467009 1.2227146 1.1315356 1.0161557 1.1452682 1.0147412
[72,] 1.0044211 1.1320990 1.2098584 1.1220376 1.0102027 1.1415230 1.0141160
[73,] 0.9877860 1.1153589 1.1944640 1.1100137 1.0017959 1.1348461 1.0107852
[74,] 0.9695908 1.0966305 1.1766789 1.0955771 0.9910149 1.1252932 1.0047603
[75,] 0.9499811 1.0760722 1.1566642 1.0788584 0.9779597 1.1129480 0.9960819
[76,] 0.9291045 1.0538484 1.1345917 1.0600030 0.9627477 1.0979198 0.9848183
[77,] 0.9071091 1.0301278 1.1106412 1.0391690 0.9455118 1.0803402 0.9710631
[78,] 0.8841421 1.0050805 1.0849984 1.0165236 0.9263978 1.0603611 0.9549328
[79,] 0.8603478 0.9788768 1.0578518 0.9922416 0.9055616 1.0381509 0.9365642
[80,] 0.8358671 0.9516850 1.0293911 0.9665022 0.8831671 1.0138921 0.9161114
[81,] 0.8108362 0.9236701 0.9998049 0.9394870 0.8593836 0.9877782 0.8937436
[82,] 0.7853855 0.8949923 0.9692789 0.9113779 0.8343838 0.9600106 0.8696413
[83,] 0.7596390 0.8658060 0.9379941 0.8823551 0.8083414 0.9307957 0.8439942
[84,] 0.7337140 0.8362587 0.9061258 0.8525951 0.7814292 0.9003426 0.8169979
[85,] 0.7077203 0.8064900 0.8738417 0.8222698 0.7538174 0.8688601 0.7888513
[86,] 0.6817599 0.7766316 0.8413017 0.7915443 0.7256720 0.8365547 0.7597541
[87,] 0.6559272 0.7468061 0.8086562 0.7605763 0.6971530 0.8036283 0.7299046
[88,] 0.6303085 0.7171270 0.7760462 0.7295151 0.6684137 0.7702763 0.6994968
[89,] 0.6049823 0.6876986 0.7436022 0.6985004 0.6395991 0.7366859 0.6687191
[90,] 0.5800190 0.6586158 0.7114446 0.6676623 0.6108457 0.7030348 0.6377523
[91,] 0.5554815 0.6299641 0.6796827 0.6371205 0.5822801 0.6694900 0.6067679
[92,] 0.5314255 0.6018199 0.6484153 0.6069841 0.5540191 0.6362067 0.5759271
[93,] 0.5078990 0.5742507 0.6177308 0.5773517 0.5261690 0.6033277 0.5453796
[94,] 0.4849437 0.5473151 0.5877069 0.5483111 0.4988257 0.5709831 0.5152629
[95,] 0.4625945 0.5210635 0.5584114 0.5199398 0.4720746 0.5392895 0.4857015
[96,] 0.4408801 0.4955385 0.5299023 0.4923048 0.4459905 0.5083504 0.4568072
[97,] 0.4198239 0.4707749 0.5022282 0.4654636 0.4206381 0.4782564 0.4286780
[98,] 0.3994435 0.4468007 0.4754290 0.4394637 0.3960720 0.4490846 0.4013991
[99,] 0.3797519 0.4236373 0.4495364 0.4143440 0.3723374 0.4208999 0.3750424
[100,] 0.3607574 0.4012998 0.4245742 0.3901348 0.3494706 0.3937551 0.3496674
[101,] 0.3424644 0.3797981 0.4005590 0.3668583 0.3274990 0.3676914 0.3253212
[,8] [,9] [,10] [,11] [,12] [,13] [,14]
[1,] 0.3585777 0.3725026 0.3933794 0.3321620 0.3584629 0.3985840 0.3460017
[2,] 0.3969400 0.4104628 0.4315324 0.3627992 0.3898797 0.4317508 0.3733174
[3,] 0.4371775 0.4502389 0.4714714 0.3948405 0.4227061 0.4663751 0.4018101
[4,] 0.4790730 0.4916420 0.5130302 0.4281701 0.4568398 0.5023648 0.4314160
[5,] 0.5223677 0.5344458 0.5560093 0.4626481 0.4921565 0.5396068 0.4620558
[6,] 0.5667625 0.5783884 0.6001758 0.4981105 0.5285093 0.5779667 0.4936346
[7,] 0.6119219 0.6231733 0.6452653 0.5343698 0.5657291 0.6172885 0.5260414
[8,] 0.6574771 0.6684732 0.6909835 0.5712160 0.6036252 0.6573950 0.5591488
[9,] 0.7030319 0.7139335 0.7370092 0.6084181 0.6419865 0.6980884 0.5928137
[10,] 0.7481684 0.7591771 0.7829980 0.6457264 0.6805825 0.7391512 0.6268776
[11,] 0.7924539 0.8038096 0.8285864 0.6828750 0.7191660 0.7803477 0.6611668
[12,] 0.8354488 0.8474260 0.8733965 0.7195849 0.7574746 0.8214256 0.6954944
[13,] 0.8767142 0.8896167 0.9170423 0.7555677 0.7952344 0.8621188 0.7296608
[14,] 0.9158207 0.9299751 0.9591347 0.7905291 0.8321626 0.9021493 0.7634556
[15,] 0.9523568 0.9681048 0.9992886 0.8241739 0.8679715 0.9412309 0.7966598
[16,] 0.9859369 1.0036270 1.0371291 0.8562100 0.9023722 0.9790719 0.8290475
[17,] 1.0162099 1.0361881 1.0722981 0.8863531 0.9350787 1.0153794 0.8603891
[18,] 1.0428659 1.0654661 1.1044612 0.9143320 0.9658127 1.0498631 0.8904534
[19,] 1.0656434 1.0911781 1.1333139 0.9398931 0.9943075 1.0822392 0.9190110
[20,] 1.0843344 1.1130855 1.1585876 0.9628052 1.0203129 1.1122348 0.9458370
[21,] 1.0987896 1.1309994 1.1800552 0.9828637 1.0435997 1.1395926 0.9707150
[22,] 1.1089215 1.1447853 1.1975359 0.9998952 1.0639636 1.1640748 0.9934399
[23,] 1.1147061 1.1543656 1.2108994 1.0137611 1.0812294 1.1854677 1.0138214
[24,] 1.1161843 1.1597223 1.2200691 1.0243607 1.0952552 1.2035854 1.0316875
[25,] 1.1134609 1.1608980 1.2250242 1.0316340 1.1059347 1.2182740 1.0468879
[26,] 1.1067028 1.1579953 1.2258016 1.0355636 1.1132009 1.2294146 1.0592969
[27,] 1.0961357 1.1511759 1.2224953 1.0361763 1.1170278 1.2369270 1.0688163
[28,] 1.0820400 1.1406580 1.2152563 1.0335433 1.1174323 1.2407713 1.0753781
[29,] 1.0647456 1.1267128 1.2042903 1.0277799 1.1144747 1.2409506 1.0789470
[30,] 1.0446254 1.1096598 1.1898553 1.0190452 1.1082593 1.2375118 1.0795218
[31,] 1.0220884 1.0898616 1.1722572 1.0075395 1.0989337 1.2305466 1.0771371
[32,] 0.9975726 1.0677180 1.1518460 0.9935023 1.0866875 1.2201910 1.0718643
[33,] 0.9715368 1.0436587 1.1290093 0.9772092 1.0717505 1.2066250 1.0638117
[34,] 0.9444527 1.0181366 1.1041675 0.9589677 1.0543897 1.1900707 1.0531244
[35,] 0.9167970 0.9916204 1.0777660 0.9391131 1.0349062 1.1707901 1.0399836
[36,] 0.8890432 0.9645865 1.0502691 0.9180036 1.0136314 1.1490825 1.0246051
[37,] 0.8616543 0.9375115 1.0221524 0.8960151 0.9909221 1.1252805 1.0072373
[38,] 0.8350752 0.9108650 0.9938954 0.8735354 0.9671559 1.0997460 0.9881590
[39,] 0.8097262 0.8851018 0.9659741 0.8509585 0.9427257 1.0728655 0.9676757
[40,] 0.7859969 0.8606555 0.9388539 0.8286789 0.9180343 1.0450449 0.9461165
[41,] 0.7642411 0.8379316 0.9129825 0.8070855 0.8934880 1.0167038 0.9238298
[42,] 0.7447714 0.8173021 0.8887832 0.7865557 0.8694914 0.9882698 0.9011789
[43,] 0.7278563 0.7990998 0.8666486 0.7674498 0.8464410 0.9601723 0.8785369
[44,] 0.7137165 0.7836143 0.8469352 0.7501057 0.8247192 0.9328362 0.8562818
[45,] 0.7025233 0.7710879 0.8299582 0.7348337 0.8046887 0.9066760 0.8347911
[46,] 0.6943968 0.7617126 0.8159868 0.7219116 0.7866872 0.8820892 0.8144359
[47,] 0.6894056 0.7556282 0.8052413 0.7115810 0.7710220 0.8594506 0.7955759
[48,] 0.6875672 0.7529209 0.7978894 0.7040432 0.7579651 0.8391067 0.7785535
[49,] 0.6888488 0.7536226 0.7940445 0.6994562 0.7477495 0.8213697 0.7636881
[50,] 0.6931692 0.7577112 0.7937645 0.6979323 0.7405647 0.8065135 0.7512714
[51,] 0.7004009 0.7651116 0.7970512 0.6995363 0.7365541 0.7947684 0.7415618
[52,] 0.7103737 0.7756980 0.8038503 0.7042840 0.7358122 0.7863175 0.7347800
[53,] 0.7228776 0.7892955 0.8140532 0.7121424 0.7383830 0.7812936 0.7311048
[54,] 0.7376671 0.8056840 0.8274986 0.7230292 0.7442586 0.7797766 0.7306691
[55,] 0.7544655 0.8246016 0.8439747 0.7368145 0.7533789 0.7817915 0.7335567
[56,] 0.7729698 0.8457490 0.8632235 0.7533218 0.7656323 0.7873073 0.7397999
[57,] 0.7928554 0.8687944 0.8849439 0.7723309 0.7808563 0.7962372 0.7493778
[58,] 0.8137817 0.8933784 0.9087969 0.7935803 0.7988397 0.8084385 0.7622144
[59,] 0.8353967 0.9191197 0.9344104 0.8167716 0.8193252 0.8237148 0.7781793
[60,] 0.8573430 0.9456210 0.9613850 0.8415730 0.8420127 0.8418175 0.7970874
[61,] 0.8792626 0.9724747 0.9892998 0.8676244 0.8665635 0.8624493 0.8187007
[62,] 0.9008020 0.9992688 1.0177190 0.8945427 0.8926048 0.8852681 0.8427305
[63,] 0.9216171 1.0255932 1.0461977 0.9219268 0.9197353 0.9098916 0.8688406
[64,] 0.9413782 1.0510452 1.0742891 0.9493643 0.9475306 0.9359026 0.8966511
[65,] 0.9597736 1.0752355 1.1015507 0.9764371 0.9755498 0.9628552 0.9257437
[66,] 0.9765141 1.0977931 1.1275508 1.0027276 1.0033421 0.9902813 0.9556674
[67,] 0.9913360 1.1183708 1.1518748 1.0278252 1.0304533 1.0176979 0.9859445
[68,] 1.0040044 1.1366492 1.1741308 1.0513325 1.0564334 1.0446143 1.0160785
[69,] 1.0143151 1.1523410 1.1939553 1.0728708 1.0808428 1.0705402 1.0455612
[70,] 1.0220973 1.1651946 1.2110181 1.0920863 1.1032600 1.0949935 1.0738815
[71,] 1.0272140 1.1749963 1.2250267 1.1086551 1.1232877 1.1175078 1.1005334
[72,] 1.0295635 1.1815730 1.2357301 1.1222878 1.1405591 1.1376408 1.1250246
[73,] 1.0290790 1.1847937 1.2429214 1.1327339 1.1547439 1.1549808 1.1468856
[74,] 1.0257289 1.1845696 1.2464405 1.1397851 1.1655536 1.1691544 1.1656779
[75,] 1.0195152 1.1808549 1.2461750 1.1432781 1.1727453 1.1798324 1.1810016
[76,] 1.0104729 1.1736458 1.2420612 1.1430966 1.1761259 1.1867352 1.1925034
[77,] 0.9986676 1.1629793 1.2340840 1.1391722 1.1755546 1.1896377 1.1998832
[78,] 0.9841938 1.1489315 1.2222754 1.1314848 1.1709448 1.1883729 1.2028993
[79,] 0.9671721 1.1316149 1.2067129 1.1200620 1.1622648 1.1828340 1.2013736
[80,] 0.9477468 1.1111760 1.1875176 1.1049778 1.1495373 1.1729764 1.1951947
[81,] 0.9260823 1.0877916 1.1648502 1.0863502 1.1328389 1.1588173 1.1843202
[82,] 0.9023606 1.0616652 1.1389082 1.0643387 1.1122970 1.1404352 1.1687768
[83,] 0.8767779 1.0330234 1.1099212 1.0391402 1.0880875 1.1179672 1.1486603
[84,] 0.8495412 1.0021115 1.0781468 1.0109856 1.0604303 1.0916059 1.1241328
[85,] 0.8208651 0.9691896 1.0438655 0.9801346 1.0295851 1.0615950 1.0954191
[86,] 0.7909689 0.9345282 1.0073761 0.9468713 0.9958456 1.0282239 1.0628020
[87,] 0.7600734 0.8984044 0.9689903 0.9114987 0.9595344 0.9918217 1.0266163
[88,] 0.7283979 0.8610976 0.9290282 0.8743336 0.9209963 0.9527505 0.9872411
[89,] 0.6961579 0.8228857 0.8878131 0.8357015 0.8805921 0.9113979 0.9450926
[90,] 0.6635628 0.7840421 0.8456667 0.7959308 0.8386927 0.8681696 0.9006147
[91,] 0.6308133 0.7448317 0.8029052 0.7553485 0.7956721 0.8234820 0.8542709
[92,] 0.5980998 0.7055088 0.7598350 0.7142751 0.7519018 0.7777542 0.8065344
[93,] 0.5656010 0.6663138 0.7167492 0.6730202 0.7077450 0.7314014 0.7578795
[94,] 0.5334825 0.6274716 0.6739243 0.6318790 0.6635511 0.6848271 0.7087729
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[99,] 0.3833684 0.4451445 0.4719429 0.4367952 0.4527625 0.4612505 0.4712897
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[,15] [,16] [,17] [,18] [,19] [,20] [,21]
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[22,] 1.0818244 1.0366661 1.0924056 0.9081764 0.9854577 0.9461558 0.9175226
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$q0
[,1] [,2] [,3] [,4] [,5] [,6]
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[,15] [,16] [,17] [,18] [,19] [,20] [,21]
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[101,] 0.3285523 0.3513394 0.3860951 0.3543470 0.4044466 0.3858438 0.3305983
$qn
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 0.710468469 0.77387909 0.75086402 0.77080042 0.71281974 0.76311693
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[101,] -0.77722757 -0.73752082 -0.78632490 -0.75846617 -0.71740126
$mqn
[1] 0.738603404 0.746485046 0.761131869 0.775054056 0.787765302
[6] 0.799077752 0.807822157 0.813282397 0.816478870 0.817875669
[11] 0.817026372 0.812533314 0.803677381 0.791396284 0.776990181
[16] 0.760430023 0.737894669 0.710028617 0.679486926 0.643514057
[21] 0.600652271 0.552634263 0.497958642 0.432536919 0.353035215
[26] 0.243449782 0.002548425 -0.228748781 -0.340267881 -0.416899557
[31] -0.476139324 -0.524957628 -0.565387931 -0.597805553 -0.623370821
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[41] -0.654472345 -0.639123513 -0.618009573 -0.591182609 -0.558361021
[46] -0.517990985 -0.470557945 -0.413783453 -0.345434786 -0.252475073
[51] -0.037037010 0.225644834 0.331281052 0.404193496 0.463264361
[56] 0.511724229 0.551426440 0.585032209 0.614197525 0.636630180
[61] 0.649944945 0.658573999 0.662477574 0.660590440 0.653142479
[66] 0.639443303 0.619386200 0.594593798 0.562895794 0.522508667
[71] 0.473980665 0.416042688 0.342210516 0.230872960 -0.007417783
[76] -0.246979223 -0.350914462 -0.431219530 -0.496094882 -0.550659274
[81] -0.598312615 -0.640514941 -0.677833650 -0.708815281 -0.734930790
[86] -0.757567081 -0.776033500 -0.790878331 -0.802547738 -0.810384641
[91] -0.814843167 -0.816632836 -0.815191621 -0.810374461 -0.803928050
[96] -0.795445604 -0.784270573 -0.771457418 -0.757041636 -0.742461621
[101] -0.734783827
$gam
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
[2,] 0.006266569 0.006714182 0.007049891 0.007049891 0.007519883 0.007833212
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[5,] 0.025145331 0.026941426 0.028288497 0.028288497 0.030174397 0.031431664
[6,] 0.031475898 0.033724176 0.035410385 0.035410385 0.037771077 0.039344872
[7,] 0.037833026 0.040535385 0.042562154 0.042562154 0.045399631 0.047291282
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[,19] [,20] [,21]
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[101,] 1.00000000 1.00000000 1.00000000
$vfpca
$vfpca$q_pca
, , 1
[,1] [,2] [,3] [,4] [,5]
[1,] 0.74221564 0.74040952 0.738603404 0.736797286 0.73499117
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[102,] 0.86241895 0.859622017 0.856825079 0.854028140 0.851231202
$vfpca$f_pca
, , 1
[,1] [,2] [,3] [,4] [,5]
[1,] 0.3544189 0.3569132 0.3605805 0.3654241 0.3714549
[2,] 0.3878147 0.3901526 0.3936638 0.3983517 0.4042270
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[8,] 0.6120371 0.6132934 0.6157262 0.6193390 0.6241426
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[10,] 0.6909027 0.6926794 0.6956349 0.6997728 0.7051038
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[67,] 1.1427185 1.0858942 1.0314399 0.9793398 0.9295938
[68,] 1.1707074 1.1108599 1.0535553 0.9987777 0.9465270
[69,] 1.1963121 1.1336354 1.0736671 1.0163914 0.9618084
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[71,] 1.2379020 1.1706076 1.1062933 1.0449433 0.9865575
[72,] 1.2531778 1.1841602 1.1182258 1.0553587 0.9955591
[73,] 1.2641582 1.1939703 1.1269318 1.0630269 1.0022557
[74,] 1.2702580 1.1995644 1.1320441 1.0676811 1.0064755
[75,] 1.2719973 1.2012344 1.1336415 1.0692029 1.0079255
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[79,] 1.2374540 1.1692239 1.1040511 1.0419202 0.9828451
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[82,] 1.1712389 1.1064820 1.0446878 0.9858412 0.9299557
[83,] 1.1414557 1.0785751 1.0185963 0.9615038 0.9073115
[84,] 1.1084596 1.0476836 0.9897400 0.9346133 0.8823175
[85,] 1.0727412 1.0142231 0.9584637 0.9054475 0.8551885
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[91,] 0.8233011 0.7785683 0.7361951 0.6961661 0.6584951
[92,] 0.7793805 0.7366689 0.6962693 0.6581663 0.6223737
[93,] 0.7354280 0.6947453 0.6563265 0.6201565 0.5862488
[94,] 0.6918393 0.6531557 0.6166892 0.5824244 0.5503752
[95,] 0.6487513 0.6120909 0.5775990 0.5452601 0.5150880
[96,] 0.6062247 0.5716689 0.5392280 0.5088867 0.4806588
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[101,] 0.4109635 0.3865462 0.3639735 0.3432300 0.3243296
, , 2
[,1] [,2] [,3] [,4] [,5]
[1,] 0.4050616 0.3824804 0.3605805 0.3393726 0.3188794
[2,] 0.4416527 0.4172954 0.3936638 0.3707682 0.3486316
[3,] 0.4794414 0.4532145 0.4277606 0.4030902 0.3792263
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[5,] 0.5594202 0.5291718 0.4998000 0.4713156 0.4437413
[6,] 0.6015744 0.5691053 0.5375730 0.5069881 0.4773736
[7,] 0.6448054 0.6100564 0.5763061 0.5435649 0.5118559
[8,] 0.6883474 0.6515117 0.6157262 0.5810014 0.5473603
[9,] 0.7318214 0.6931499 0.6555682 0.6190870 0.5837291
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[11,] 0.8191369 0.7768495 0.7357285 0.6957845 0.6570404
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[13,] 0.9061147 0.8597982 0.8147440 0.7709626 0.7284770
[14,] 0.9488958 0.9002387 0.8529102 0.8069207 0.7622933
[15,] 0.9908172 0.9396097 0.8898108 0.8414312 0.7944937
[16,] 1.0312752 0.9775270 0.9252699 0.8745143 0.8252832
[17,] 1.0697109 1.0135468 0.9589521 0.9059375 0.8545257
[18,] 1.1056678 1.0472171 0.9904110 0.9352600 0.8817871
[19,] 1.1390396 1.0783518 1.0193863 0.9621537 0.9066769
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[21,] 1.1966210 1.1318271 1.0689075 1.0078727 0.9487457
[22,] 1.2197221 1.1533423 1.0888931 1.0263852 0.9658415
[23,] 1.2391115 1.1713103 1.1054941 1.0416738 0.9798720
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[30,] 1.2587996 1.1882793 1.1198922 1.0536382 0.9895174
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[65,] 1.0657560 1.0237710 0.9825996 0.9422418 0.9028617
[66,] 1.0923794 1.0496090 1.0076641 0.9665446 0.9264145
[67,] 1.1178488 1.0742243 1.0314399 0.9894955 0.9485552
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[69,] 1.1633777 1.1180869 1.0736671 1.0301185 0.9876051
[70,] 1.1824869 1.1364827 1.0913631 1.0471283 1.0039422
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[80,] 1.1831281 1.1348686 1.0875711 1.0412354 0.9960255
[81,] 1.1621169 1.1144494 1.0677350 1.0219737 0.9773294
[82,] 1.1373371 1.0905438 1.0446878 0.9997692 0.9559519
[83,] 1.1090390 1.0633602 1.0185963 0.9747473 0.9319772
[84,] 1.0774767 1.0331661 0.9897400 0.9471984 0.9057053
[85,] 1.0431787 1.0003963 0.9584637 0.9173807 0.8773114
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[89,] 0.8867728 0.8504498 0.8148401 0.7799437 0.7459245
[90,] 0.8440512 0.8095978 0.7758159 0.7427054 0.7104304
[91,] 0.8006187 0.7680930 0.7361951 0.7049249 0.6744463
[92,] 0.7568372 0.7262616 0.6962693 0.6668603 0.6381985
[93,] 0.7129239 0.6843571 0.6563265 0.6288322 0.6020381
[94,] 0.6693967 0.6427976 0.6166892 0.5910715 0.5661084
[95,] 0.6269148 0.6020293 0.5775990 0.5536238 0.5302677
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[99,] 0.4679425 0.4490205 0.4304390 0.4121982 0.3944619
[100,] 0.4310393 0.4137213 0.3967082 0.3800000 0.3637607
[101,] 0.3950774 0.3793919 0.3639735 0.3488220 0.3341015
, , 3
[,1] [,2] [,3] [,4] [,5]
[1,] 0.3680779 0.3643991 0.3605805 0.3565388 0.3522181
[2,] 0.4040637 0.3989184 0.3936638 0.3882166 0.3825208
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[4,] 0.4794047 0.4713082 0.4631615 0.4548812 0.4464113
[5,] 0.5191422 0.5094805 0.4998000 0.4900174 0.4800765
[6,] 0.5600383 0.5487996 0.5375730 0.5262753 0.5148505
[7,] 0.6016050 0.5889368 0.5763061 0.5636294 0.5508509
[8,] 0.6431683 0.6294212 0.6157262 0.6020001 0.5881870
[9,] 0.6845322 0.6700205 0.6555682 0.6410920 0.6265360
[10,] 0.7258741 0.7107223 0.6956349 0.6805287 0.6653476
[11,] 0.7670227 0.7513416 0.7357285 0.7201001 0.7044003
[12,] 0.8075175 0.7915044 0.7755608 0.7596034 0.7435761
[13,] 0.8469208 0.8307975 0.8147440 0.7986770 0.7825404
[14,] 0.8848864 0.8688633 0.8529102 0.8369438 0.8209082
[15,] 0.9212121 0.9054758 0.8898108 0.8741338 0.8583888
[16,] 0.9558437 0.9405199 0.9252699 0.9100103 0.8946851
[17,] 0.9886792 0.9737774 0.9589521 0.9441200 0.9292250
[18,] 1.0194706 1.0049017 0.9904110 0.9759154 0.9613587
[19,] 1.0480156 1.0336614 1.0193863 1.0051070 0.9907676
[20,] 1.0740724 1.0598268 1.0456607 1.0314906 1.0172607
[21,] 1.0972276 1.0830279 1.0689075 1.0547833 1.0405992
[22,] 1.1171028 1.1029582 1.0888931 1.0748243 1.0606957
[23,] 1.1333996 1.1194067 1.1054941 1.0915788 1.0776047
[24,] 1.1457327 1.1320957 1.1185457 1.1049994 1.0914009
[25,] 1.1538784 1.1408321 1.1278973 1.1149907 1.1020563
[26,] 1.1579833 1.1456119 1.1334144 1.1213075 1.1092352
[27,] 1.1589974 1.1470035 1.1351926 1.1235231 1.1119670
[28,] 1.1569611 1.1452236 1.1336230 1.1221593 1.1108323
[29,] 1.1511382 1.1397987 1.1285798 1.1174813 1.1065033
[30,] 1.1418929 1.1308351 1.1198922 1.1090641 1.0983508
[31,] 1.1298020 1.1187824 1.1078767 1.0970849 1.0864070
[32,] 1.1149405 1.1038175 1.0928081 1.0819121 1.0711297
[33,] 1.0972048 1.0860211 1.0749507 1.0639937 1.0531501
[34,] 1.0768716 1.0656990 1.0546397 1.0436937 1.0328611
[35,] 1.0543019 1.0432248 1.0322608 1.0214099 1.0106721
[36,] 1.0297940 1.0189396 1.0081972 0.9975667 0.9870482
[37,] 1.0036612 0.9931923 0.9828324 0.9725815 0.9624396
[38,] 0.9764430 0.9664740 0.9566094 0.9468492 0.9371932
[39,] 0.9488929 0.9393942 0.9299958 0.9206976 0.9114996
[40,] 0.9216404 0.9124795 0.9034167 0.8944519 0.8855852
[41,] 0.8951730 0.8862064 0.8773371 0.8685650 0.8598901
[42,] 0.8698124 0.8609741 0.8522327 0.8435882 0.8350406
[43,] 0.8455500 0.8369877 0.8285203 0.8201476 0.8118698
[44,] 0.8223434 0.8144179 0.8065773 0.7988214 0.7911504
[45,] 0.8007196 0.7936968 0.7867394 0.7798472 0.7730205
[46,] 0.7815415 0.7754173 0.7693369 0.7633003 0.7573074
[47,] 0.7653839 0.7600012 0.7546447 0.7493146 0.7440108
[48,] 0.7527036 0.7477758 0.7428655 0.7379726 0.7330971
[49,] 0.7437665 0.7389500 0.7341492 0.7293641 0.7245946
[50,] 0.7437665 0.7389500 0.7341492 0.7293641 0.7245946
[51,] 0.7422896 0.7371956 0.7321958 0.7270532 0.7217533
[52,] 0.7441671 0.7388335 0.7336821 0.7282392 0.7224754
[53,] 0.7493531 0.7438344 0.7385020 0.7328824 0.7269462
[54,] 0.7579881 0.7522472 0.7466955 0.7408597 0.7347101
[55,] 0.7698400 0.7638414 0.7580351 0.7519476 0.7455493
[56,] 0.7844984 0.7783171 0.7723294 0.7660618 0.7594846
[57,] 0.8017222 0.7954178 0.7893074 0.7829175 0.7762186
[58,] 0.8214346 0.8149687 0.8086974 0.8021474 0.7952890
[59,] 0.8437884 0.8369361 0.8302824 0.8233539 0.8161208
[60,] 0.8685590 0.8610551 0.8537585 0.8461959 0.8383375
[61,] 0.8946163 0.8864958 0.8785903 0.8704265 0.8619748
[62,] 0.9210067 0.9125318 0.9042748 0.8957621 0.8869643
[63,] 0.9474689 0.9388516 0.9304526 0.9217986 0.9128598
[64,] 0.9736983 0.9650951 0.9567103 0.9480706 0.9391463
[65,] 0.9992475 0.9908140 0.9825996 0.9741309 0.9653784
[66,] 1.0237001 1.0155715 1.0076641 0.9995043 0.9910626
[67,] 1.0466930 1.0389542 1.0314399 1.0236765 1.0156346
[68,] 1.0680331 1.0606803 1.0535553 1.0461848 1.0385392
[69,] 1.0874932 1.0804649 1.0736671 1.0666265 1.0593134
[70,] 1.1045723 1.0978510 1.0913631 1.0846351 1.0776375
[71,] 1.1187581 1.1124065 1.1062933 1.0999451 1.0933322
[72,] 1.1297271 1.1238518 1.1182258 1.1123756 1.1062715
[73,] 1.1373526 1.1320082 1.1269318 1.1216498 1.1161327
[74,] 1.1416784 1.1367191 1.1320441 1.1271800 1.1220972
[75,] 1.1430266 1.1381894 1.1336415 1.1289096 1.1239641
[76,] 1.1410994 1.1363103 1.1318099 1.1271247 1.1222253
[77,] 1.1349738 1.1304898 1.1262857 1.1218882 1.1172675
[78,] 1.1243785 1.1205668 1.1170130 1.1132436 1.1092292
[79,] 1.1096141 1.1067184 1.1040511 1.1011390 1.0979524
[80,] 1.0910579 1.0892157 1.0875711 1.0856507 1.0834250
[81,] 1.0691066 1.0683355 1.0677350 1.0668316 1.0655958
[82,] 1.0440763 1.0443071 1.0446878 1.0447451 1.0444491
[83,] 1.0161577 1.0173099 1.0185963 1.0195436 1.0201222
[84,] 0.9856717 0.9876444 0.9897400 0.9914851 0.9928502
[85,] 0.9529795 0.9556641 0.9584637 0.9609049 0.9629582
[86,] 0.9183626 0.9216478 0.9250428 0.9280740 0.9307119
[87,] 0.8821584 0.8859052 0.8897587 0.8932454 0.8963356
[88,] 0.8447920 0.8488069 0.8529272 0.8566796 0.8600344
[89,] 0.8066071 0.8106709 0.8148401 0.8186411 0.8220444
[90,] 0.7678038 0.7717573 0.7758159 0.7795061 0.7827985
[91,] 0.7286068 0.7323487 0.7361951 0.7396726 0.7427515
[92,] 0.6893093 0.6927377 0.6962693 0.6994308 0.7021924
[93,] 0.6501728 0.6531991 0.6563265 0.6590817 0.6614350
[94,] 0.6115275 0.6140594 0.6166892 0.6189436 0.6207930
[95,] 0.5735888 0.5755471 0.5775990 0.5792712 0.5805340
[96,] 0.5363296 0.5377340 0.5392280 0.5403381 0.5410347
[97,] 0.4999553 0.5008316 0.5017936 0.5023679 0.5025249
[98,] 0.4647306 0.4650678 0.4654868 0.4655139 0.4651196
[99,] 0.4307506 0.4305560 0.4304390 0.4299261 0.4289876
[100,] 0.3981925 0.3974142 0.3967082 0.3956009 0.3940629
[101,] 0.3668000 0.3653541 0.3639735 0.3621846 0.3599579
$vfpca$latent
[1] 4.915986e-02 3.220891e-02 1.051691e-02 6.737158e-03 5.123224e-03
[6] 3.896720e-03 3.076997e-03 2.692955e-03 1.762317e-03 1.519754e-03
[11] 1.066220e-03 7.629852e-04 6.835541e-04 5.560961e-04 4.196102e-04
[16] 3.488477e-04 2.443176e-04 1.711141e-04 1.446728e-04 8.492119e-05
[21] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[26] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[31] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[36] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[41] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[46] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[51] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[56] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[61] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[66] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[71] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[76] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[81] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[86] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[91] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[96] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[101] 0.000000e+00 0.000000e+00
$vfpca$coef
[,1] [,2] [,3]
[1,] -0.05699245 0.326209267 -0.0125109894
[2,] -0.05878883 -0.106421640 -0.0397628366
[3,] -0.37044758 0.008613557 0.0420660176
[4,] 0.13935929 -0.131491589 -0.1226102335
[5,] 0.09582444 0.368275239 -0.0776551624
[6,] 0.05683309 -0.064511466 -0.0786683462
[7,] 0.27589196 0.195212434 -0.1630856207
[8,] 0.27508769 0.106107050 0.0590703309
[9,] -0.10109212 -0.066089314 0.0006075783
[10,] -0.18642607 -0.182855275 -0.1655367233
[11,] -0.22308335 0.232161049 0.0614805568
[12,] -0.17555108 0.071013776 -0.0713133278
[13,] 0.01422189 -0.210280214 -0.1396340595
[14,] -0.33286489 0.114911856 -0.0043069042
[15,] 0.43509931 -0.081652250 0.0538854671
[16,] 0.17428863 -0.058634794 0.0508043884
[17,] 0.03895062 -0.292585547 0.0335655268
[18,] -0.02936407 0.123115382 0.1965587980
[19,] -0.22462978 -0.202470405 0.1292253532
[20,] -0.11229761 -0.112028515 0.1009447763
[21,] 0.36598090 -0.036598600 0.1468754103
$vfpca$U
[,1] [,2] [,3]
[1,] -0.0081459294 -0.1050593692 -1.572591e-01
[2,] -0.0076404121 -0.1087471972 -1.537173e-01
[3,] -0.0045492458 -0.1127847496 -1.504879e-01
[4,] -0.0072394201 -0.1150203925 -1.566351e-01
[5,] -0.0132333436 -0.1204437745 -1.590806e-01
[6,] -0.0137993713 -0.1288582119 -1.544574e-01
[7,] -0.0092816133 -0.1239731134 -1.271709e-01
[8,] 0.0010003171 -0.1063074184 -8.486776e-02
[9,] 0.0131117749 -0.0961489299 -6.549007e-02
[10,] 0.0209781462 -0.0982262963 -6.031974e-02
[11,] 0.0249377144 -0.1052007892 -4.384540e-02
[12,] 0.0344602294 -0.1094801223 -2.186682e-02
[13,] 0.0539962468 -0.1206361200 -8.122068e-05
[14,] 0.0695143165 -0.1404870782 2.072756e-02
[15,] 0.0735314590 -0.1473756550 3.927586e-02
[16,] 0.0707237594 -0.1446013027 4.881810e-02
[17,] 0.0671449128 -0.1402333635 4.353908e-02
[18,] 0.0617787780 -0.1385915799 3.155783e-02
[19,] 0.0470527682 -0.1449916126 1.867977e-02
[20,] 0.0232632477 -0.1441366314 7.827107e-03
[21,] 0.0025611653 -0.1267355520 4.008758e-03
[22,] -0.0030569136 -0.1145418949 1.191251e-02
[23,] -0.0004959227 -0.1227324614 3.673084e-02
[24,] -0.0053476526 -0.1174373574 9.514706e-02
[25,] -0.0229316975 -0.0902597776 1.722637e-01
[26,] -0.0438023546 -0.0885387383 2.632241e-01
[27,] -0.0355726254 -0.0665647079 2.355863e-01
[28,] -0.0412221291 -0.0187491363 1.352019e-01
[29,] -0.0666520812 0.0259072476 8.748128e-02
[30,] -0.0712016046 0.0694297583 3.509735e-02
[31,] -0.0755416092 0.1048551060 -1.817772e-02
[32,] -0.0862893974 0.1154091638 -1.569287e-02
[33,] -0.0980538166 0.1060452508 -2.959776e-03
[34,] -0.1044677016 0.1137663878 5.806842e-03
[35,] -0.1097301837 0.1343048218 1.924524e-02
[36,] -0.1154576563 0.1489236093 3.719797e-02
[37,] -0.1197123494 0.1589941490 5.783057e-02
[38,] -0.1219320160 0.1672803027 6.332416e-02
[39,] -0.1250002878 0.1708868513 4.994351e-02
[40,] -0.1307639358 0.1603874528 3.170371e-02
[41,] -0.1333347003 0.1357880646 1.577708e-02
[42,] -0.1277351717 0.1177028276 1.633878e-02
[43,] -0.1161807213 0.1102767366 5.486429e-02
[44,] -0.1005846567 0.1016941049 1.135845e-01
[45,] -0.0769915970 0.0926869949 1.339739e-01
[46,] -0.0543615764 0.0956538708 1.273669e-01
[47,] -0.0442821299 0.1090481749 1.068288e-01
[48,] -0.0365049088 0.1123508756 5.198205e-02
[49,] -0.0328220312 0.1120348519 -1.115630e-02
[50,] -0.0364669014 0.1032704364 -9.887635e-02
[51,] -0.1094553310 0.2061701956 -5.143092e-01
[52,] -0.0063346794 -0.0048690490 -7.301093e-02
[53,] -0.0551688541 -0.0062404460 -3.798726e-02
[54,] -0.1168058528 0.0066288409 -5.642330e-02
[55,] -0.1368970921 -0.0037432502 -3.958987e-02
[56,] -0.1554934037 -0.0124451778 -2.157226e-02
[57,] -0.1689090427 -0.0080661310 -1.607061e-02
[58,] -0.1763969504 -0.0052027922 -2.944180e-02
[59,] -0.1812507165 -0.0234701052 -7.263299e-02
[60,] -0.1749015682 -0.0361314180 -9.292182e-02
[61,] -0.1724142032 -0.0321581516 -6.026340e-02
[62,] -0.1743577736 -0.0314097925 -2.695221e-02
[63,] -0.1755369816 -0.0381214604 -7.960378e-03
[64,] -0.1760964951 -0.0451101275 1.150158e-02
[65,] -0.1748764193 -0.0518701360 3.084158e-02
[66,] -0.1721551779 -0.0585006280 4.675747e-02
[67,] -0.1706288208 -0.0643755642 5.531206e-02
[68,] -0.1716797758 -0.0647494885 4.928242e-02
[69,] -0.1632971318 -0.0596055588 4.279307e-02
[70,] -0.1509230913 -0.0589576572 5.070593e-02
[71,] -0.1410270100 -0.0650742451 7.345714e-02
[72,] -0.1227386805 -0.0725075372 1.087217e-01
[73,] -0.0860240377 -0.0757368612 1.332640e-01
[74,] -0.0255136240 -0.0659363722 9.084332e-02
[75,] 0.0420774125 -0.0221464254 1.382206e-02
[76,] 0.0799171452 0.0119413452 3.056724e-02
[77,] 0.0791805606 0.0027736810 1.137107e-01
[78,] 0.0626802456 -0.0004817381 1.483834e-01
[79,] 0.0569860491 0.0101406112 1.566505e-01
[80,] 0.0632060757 0.0349769029 1.561296e-01
[81,] 0.0763332801 0.0576437681 1.362310e-01
[82,] 0.0955494968 0.0694754232 1.190973e-01
[83,] 0.1076328058 0.0824329601 1.027464e-01
[84,] 0.1092283630 0.0944554826 8.597024e-02
[85,] 0.1142859417 0.0954124916 7.188813e-02
[86,] 0.1215364639 0.0894667300 5.740710e-02
[87,] 0.1169616238 0.0906410002 3.965793e-02
[88,] 0.1056524182 0.0966708080 1.580735e-02
[89,] 0.0965827445 0.1016677235 -5.712131e-03
[90,] 0.0905142733 0.1063750084 -1.653498e-02
[91,] 0.0892559045 0.1064283051 -2.593456e-02
[92,] 0.0904125037 0.1079870349 -3.689309e-02
[93,] 0.0898773655 0.1126231080 -4.382594e-02
[94,] 0.0884999535 0.1043713706 -5.602263e-02
[95,] 0.0931414943 0.0865853119 -6.079514e-02
[96,] 0.0971654270 0.0799930203 -5.297368e-02
[97,] 0.0982326384 0.0840948237 -5.690239e-02
[98,] 0.0991208479 0.0893409270 -5.699489e-02
[99,] 0.0956190356 0.0940866549 -5.741992e-02
[100,] 0.0918104309 0.0980035433 -7.095838e-02
[101,] 0.0901147746 0.1001160927 -7.828727e-02
[102,] -0.0439899135 -0.1222956754 -2.727336e-02
$Dx
[1] 0.15604919 0.06564122 0.03321528 0.03182538 0.00000000 0.00000000
[7] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[13] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[19] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[25] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[31] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[37] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[43] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[49] 0.00000000 0.00000000 0.00000000
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fdasrvf documentation built on Nov. 19, 2023, 1:09 a.m.
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align_fPCA() works
Code
out
Output
$f0
[,1] [,2] [,3] [,4] [,5] [,6] [,7]
[1,] 0.3285130 0.3798331 0.3558281 0.3921415 0.3290320 0.3791704 0.3558118
[2,] 0.3768424 0.4333517 0.4038116 0.4427068 0.3695735 0.4237764 0.3957446
[3,] 0.4279208 0.4898513 0.4544125 0.4959702 0.4122320 0.4706611 0.4376726
[4,] 0.4811547 0.5487370 0.5071506 0.5514760 0.4566804 0.5195032 0.4813403
[5,] 0.5358493 0.6093114 0.5614608 0.6086871 0.5025323 0.5699222 0.5264439
[6,] 0.5912268 0.6707897 0.6167057 0.6669944 0.5493473 0.6214828 0.5726345
[7,] 0.6464488 0.7323209 0.6721890 0.7257288 0.5966395 0.6737015 0.6195220
[8,] 0.7006421 0.7930108 0.7271740 0.7841764 0.6438860 0.7260546 0.6666815
[9,] 0.7529267 0.8519481 0.7809022 0.8415947 0.6905386 0.7779883 0.7136594
[10,] 0.8024442 0.9082319 0.8326145 0.8972317 0.7360358 0.8289295 0.7599818
[11,] 0.8483860 0.9609985 0.8815726 0.9503444 0.7798159 0.8782975 0.8051632
[12,] 0.8900193 1.0094478 0.9270797 1.0002186 0.8213303 0.9255173 0.8487162
[13,] 0.9267105 1.0528673 0.9685002 1.0461871 0.8600571 0.9700321 0.8901614
[14,] 0.9579440 1.0906523 1.0052779 1.0876479 0.8955139 1.0113160 0.9290369
[15,] 0.9833368 1.1223236 1.0369508 1.1240788 0.9272693 1.0488860 0.9649092
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[21,] 1.0555229 1.0100026 1.0630050 0.8828014 0.9570969 0.9182997 0.8900586
[22,] 1.0818244 1.0366661 1.0924056 0.9081764 0.9854577 0.9461558 0.9175226
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$q0
[,1] [,2] [,3] [,4] [,5] [,6]
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[,15] [,16] [,17] [,18] [,19] [,20] [,21]
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$qn
[,1] [,2] [,3] [,4] [,5] [,6]
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[101,] -0.77722757 -0.73752082 -0.78632490 -0.75846617 -0.71740126
$mqn
[1] 0.738603404 0.746485046 0.761131869 0.775054056 0.787765302
[6] 0.799077752 0.807822157 0.813282397 0.816478870 0.817875669
[11] 0.817026372 0.812533314 0.803677381 0.791396284 0.776990181
[16] 0.760430023 0.737894669 0.710028617 0.679486926 0.643514057
[21] 0.600652271 0.552634263 0.497958642 0.432536919 0.353035215
[26] 0.243449782 0.002548425 -0.228748781 -0.340267881 -0.416899557
[31] -0.476139324 -0.524957628 -0.565387931 -0.597805553 -0.623370821
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[41] -0.654472345 -0.639123513 -0.618009573 -0.591182609 -0.558361021
[46] -0.517990985 -0.470557945 -0.413783453 -0.345434786 -0.252475073
[51] -0.037037010 0.225644834 0.331281052 0.404193496 0.463264361
[56] 0.511724229 0.551426440 0.585032209 0.614197525 0.636630180
[61] 0.649944945 0.658573999 0.662477574 0.660590440 0.653142479
[66] 0.639443303 0.619386200 0.594593798 0.562895794 0.522508667
[71] 0.473980665 0.416042688 0.342210516 0.230872960 -0.007417783
[76] -0.246979223 -0.350914462 -0.431219530 -0.496094882 -0.550659274
[81] -0.598312615 -0.640514941 -0.677833650 -0.708815281 -0.734930790
[86] -0.757567081 -0.776033500 -0.790878331 -0.802547738 -0.810384641
[91] -0.814843167 -0.816632836 -0.815191621 -0.810374461 -0.803928050
[96] -0.795445604 -0.784270573 -0.771457418 -0.757041636 -0.742461621
[101] -0.734783827
$gam
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000 0.000000000
[2,] 0.006266569 0.006714182 0.007049891 0.007049891 0.007519883 0.007833212
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[5,] 0.025145331 0.026941426 0.028288497 0.028288497 0.030174397 0.031431664
[6,] 0.031475898 0.033724176 0.035410385 0.035410385 0.037771077 0.039344872
[7,] 0.037833026 0.040535385 0.042562154 0.042562154 0.045399631 0.047291282
[8,] 0.044553666 0.047410809 0.049781349 0.049781349 0.053100106 0.055312610
[9,] 0.051507979 0.053928610 0.057083378 0.057083378 0.060888937 0.063425976
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[12,] 0.072587670 0.072900331 0.079217053 0.080498190 0.084498190 0.088018948
[13,] 0.079701679 0.079302940 0.086088654 0.088465880 0.092465880 0.096318625
[14,] 0.086322801 0.085781798 0.092769676 0.096528460 0.100528460 0.104851921
[15,] 0.092667243 0.092288581 0.099679248 0.104625790 0.108625790 0.113527632
[16,] 0.099109976 0.099378305 0.106574450 0.112670192 0.116670192 0.122146634
[17,] 0.105531326 0.106869881 0.113423891 0.120661206 0.124855423 0.130708435
[18,] 0.111953739 0.114362696 0.120274465 0.128653542 0.133180773 0.139271652
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[20,] 0.124759604 0.129302871 0.134302871 0.144589729 0.149780968 0.156346138
[21,] 0.131774553 0.136774553 0.141774553 0.152559524 0.158082837 0.164749504
[22,] 0.139283460 0.143807520 0.149283460 0.160569024 0.166426067 0.173092733
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[,19] [,20] [,21]
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$vfpca
$vfpca$q_pca
, , 1
[,1] [,2] [,3] [,4] [,5]
[1,] 0.74221564 0.74040952 0.738603404 0.736797286 0.73499117
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[102,] 0.86241895 0.859622017 0.856825079 0.854028140 0.851231202
$vfpca$f_pca
, , 1
[,1] [,2] [,3] [,4] [,5]
[1,] 0.3544189 0.3569132 0.3605805 0.3654241 0.3714549
[2,] 0.3878147 0.3901526 0.3936638 0.3983517 0.4042270
[3,] 0.4221559 0.4243715 0.4277606 0.4323267 0.4380805
[4,] 0.4577987 0.4598932 0.4631615 0.4676070 0.4732404
[5,] 0.4948652 0.4967454 0.4998000 0.5040325 0.5094536
[6,] 0.5332111 0.5348043 0.5375730 0.5415206 0.5466580
[7,] 0.5724386 0.5737842 0.5763061 0.5800077 0.5848998
[8,] 0.6120371 0.6132934 0.6157262 0.6193390 0.6241426
[9,] 0.6515737 0.6529824 0.6555682 0.6593345 0.6642921
[10,] 0.6909027 0.6926794 0.6956349 0.6997728 0.7051038
[11,] 0.7300039 0.7322752 0.7357285 0.7403673 0.7462022
[12,] 0.7685598 0.7714666 0.7755608 0.7808458 0.7873322
[13,] 0.8058676 0.8097061 0.8147440 0.8209848 0.8284393
[14,] 0.8414612 0.8465745 0.8529102 0.8604716 0.8692694
[15,] 0.8754384 0.8819984 0.8898108 0.8988792 0.9092143
[16,] 0.9080079 0.9159972 0.9252699 0.9358291 0.9476858
[17,] 0.9389971 0.9483190 0.9589521 0.9709000 0.9841733
[18,] 0.9680198 0.9785475 0.9904110 1.0036138 1.0181666
[19,] 0.9950129 1.0065228 1.0193863 1.0336069 1.0491952
[20,] 1.0200546 1.0321767 1.0456607 1.0605098 1.0767348
[21,] 1.0428654 1.0552047 1.0689075 1.0839770 1.1004241
[22,] 1.0628551 1.0751924 1.0888931 1.1039607 1.1204058
[23,] 1.0795077 1.0918192 1.1054941 1.1205359 1.1369553
[24,] 1.0926275 1.1049048 1.1185457 1.1335535 1.1499389
[25,] 1.1022594 1.1143958 1.1278973 1.1427675 1.1590169
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[27,] 1.1103731 1.1220920 1.1351926 1.1496767 1.1655497
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[33,] 1.0588846 1.0663110 1.0749507 1.0848039 1.0958705
[34,] 1.0415891 1.0475380 1.0546397 1.0628943 1.0723018
[35,] 1.0225563 1.0268660 1.0322608 1.0387408 1.0463059
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[43,] 0.8516029 0.8398792 0.8285203 0.8175261 0.8068966
[44,] 0.8330131 0.8196477 0.8065773 0.7938020 0.7813218
[45,] 0.8158065 0.8011490 0.7867394 0.7725775 0.7586634
[46,] 0.8002446 0.7846800 0.7693369 0.7542154 0.7393155
[47,] 0.7868270 0.7706323 0.7546447 0.7388642 0.7232907
[48,] 0.7759847 0.7593264 0.7428655 0.7266019 0.7105357
[49,] 0.7679578 0.7509584 0.7341492 0.7175303 0.7011017
[50,] 0.7679578 0.7509584 0.7341492 0.7175303 0.7011017
[51,] 0.7662865 0.7491617 0.7321958 0.7153808 0.6987169
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[54,] 0.7832530 0.7648793 0.7466955 0.7286859 0.7108503
[55,] 0.7977272 0.7777384 0.7580351 0.7386015 0.7194374
[56,] 0.8160791 0.7939982 0.7723294 0.7510568 0.7301804
[57,] 0.8379632 0.8133515 0.7893074 0.7658149 0.7428741
[58,] 0.8629290 0.8354414 0.8086974 0.7826810 0.7573921
[59,] 0.8905990 0.8599746 0.8302824 0.8015065 0.7736469
[60,] 0.9203739 0.8865065 0.8537585 0.8221139 0.7915727
[61,] 0.9515055 0.9143993 0.8785903 0.8440626 0.8108163
[62,] 0.9835814 0.9431908 0.9042748 0.8668174 0.8308188
[63,] 1.0162695 0.9725335 0.9304526 0.8900110 0.8512086
[64,] 1.0490810 1.0019770 0.9567103 0.9132653 0.8716419
[65,] 1.0814677 1.0310241 0.9825996 0.9361784 0.8917604
[66,] 1.1128553 1.0591613 1.0076641 0.9583477 0.9112123
[67,] 1.1427185 1.0858942 1.0314399 0.9793398 0.9295938
[68,] 1.1707074 1.1108599 1.0535553 0.9987777 0.9465270
[69,] 1.1963121 1.1336354 1.0736671 1.0163914 0.9618084
[70,] 1.2188435 1.1536762 1.0913631 1.0318885 0.9752522
[71,] 1.2379020 1.1706076 1.1062933 1.0449433 0.9865575
[72,] 1.2531778 1.1841602 1.1182258 1.0553587 0.9955591
[73,] 1.2641582 1.1939703 1.1269318 1.0630269 1.0022557
[74,] 1.2702580 1.1995644 1.1320441 1.0676811 1.0064755
[75,] 1.2719973 1.2012344 1.1336415 1.0692029 1.0079255
[76,] 1.2695841 1.1991240 1.1318099 1.0676262 1.0065868
[77,] 1.2627208 1.1929490 1.1262857 1.0627156 1.0022524
[78,] 1.2519295 1.1829320 1.1170130 1.0541570 0.9943779
[79,] 1.2374540 1.1692239 1.1040511 1.0419202 0.9828451
[80,] 1.2192530 1.1518941 1.0875711 1.0262686 0.9680005
[81,] 1.1972178 1.1309729 1.0677350 1.0074886 0.9502476
[82,] 1.1712389 1.1064820 1.0446878 0.9858412 0.9299557
[83,] 1.1414557 1.0785751 1.0185963 0.9615038 0.9073115
[84,] 1.1084596 1.0476836 0.9897400 0.9346133 0.8823175
[85,] 1.0727412 1.0142231 0.9584637 0.9054475 0.8551885
[86,] 1.0344716 0.9784189 0.9250428 0.8743278 0.8262878
[87,] 0.9941551 0.9406606 0.8897587 0.8414341 0.7957005
[88,] 0.9525389 0.9014733 0.8529272 0.8068850 0.7633606
[89,] 0.9100453 0.8612132 0.8148401 0.7709104 0.7294381
[90,] 0.8669039 0.8201562 0.7758159 0.7338674 0.6943245
[91,] 0.8233011 0.7785683 0.7361951 0.6961661 0.6584951
[92,] 0.7793805 0.7366689 0.6962693 0.6581663 0.6223737
[93,] 0.7354280 0.6947453 0.6563265 0.6201565 0.5862488
[94,] 0.6918393 0.6531557 0.6166892 0.5824244 0.5503752
[95,] 0.6487513 0.6120909 0.5775990 0.5452601 0.5150880
[96,] 0.6062247 0.5716689 0.5392280 0.5088867 0.4806588
[97,] 0.5645715 0.5321532 0.5017936 0.4734772 0.4472180
[98,] 0.5240655 0.4937755 0.4654868 0.4391838 0.4148806
[99,] 0.4849453 0.4567195 0.4304390 0.4060884 0.3836814
[100,] 0.4473712 0.4210930 0.3967082 0.3742014 0.3535865
[101,] 0.4109635 0.3865462 0.3639735 0.3432300 0.3243296
, , 2
[,1] [,2] [,3] [,4] [,5]
[1,] 0.4050616 0.3824804 0.3605805 0.3393726 0.3188794
[2,] 0.4416527 0.4172954 0.3936638 0.3707682 0.3486316
[3,] 0.4794414 0.4532145 0.4277606 0.4030902 0.3792263
[4,] 0.5187113 0.4905248 0.4631615 0.4366319 0.4109589
[5,] 0.5594202 0.5291718 0.4998000 0.4713156 0.4437413
[6,] 0.6015744 0.5691053 0.5375730 0.5069881 0.4773736
[7,] 0.6448054 0.6100564 0.5763061 0.5435649 0.5118559
[8,] 0.6883474 0.6515117 0.6157262 0.5810014 0.5473603
[9,] 0.7318214 0.6931499 0.6555682 0.6190870 0.5837291
[10,] 0.7753820 0.7349453 0.6956349 0.6574615 0.6204480
[11,] 0.8191369 0.7768495 0.7357285 0.6957845 0.6570404
[12,] 0.8628251 0.8185875 0.7755608 0.7337557 0.6931950
[13,] 0.9061147 0.8597982 0.8147440 0.7709626 0.7284770
[14,] 0.9488958 0.9002387 0.8529102 0.8069207 0.7622933
[15,] 0.9908172 0.9396097 0.8898108 0.8414312 0.7944937
[16,] 1.0312752 0.9775270 0.9252699 0.8745143 0.8252832
[17,] 1.0697109 1.0135468 0.9589521 0.9059375 0.8545257
[18,] 1.1056678 1.0472171 0.9904110 0.9352600 0.8817871
[19,] 1.1390396 1.0783518 1.0193863 0.9621537 0.9066769
[20,] 1.1695948 1.1067262 1.0456607 0.9864088 0.9289935
[21,] 1.1966210 1.1318271 1.0689075 1.0078727 0.9487457
[22,] 1.2197221 1.1533423 1.0888931 1.0263852 0.9658415
[23,] 1.2391115 1.1713103 1.1054941 1.0416738 0.9798720
[24,] 1.2546847 1.1855947 1.1185457 1.0535481 0.9906249
[25,] 1.2659013 1.1958577 1.1278973 1.0620309 0.9982811
[26,] 1.2726306 1.2019654 1.1334144 1.0669881 1.0027095
[27,] 1.2749242 1.2039894 1.1351926 1.0685390 1.0040400
[28,] 1.2734664 1.2024718 1.1336230 1.0669200 1.0023628
[29,] 1.2683217 1.1973788 1.1285798 1.0619245 0.9974131
[30,] 1.2587996 1.1882793 1.1198922 1.0536382 0.9895174
[31,] 1.2450245 1.1753993 1.1078767 1.0424568 0.9791395
[32,] 1.2274818 1.1591171 1.0928081 1.0285546 0.9663568
[33,] 1.2069336 1.1399381 1.0749507 1.0119716 0.9510006
[34,] 1.1837731 1.1182257 1.0546397 0.9930151 0.9333519
[35,] 1.1580068 1.0941830 1.0322608 0.9722402 0.9141210
[36,] 1.1299222 1.0681478 1.0081972 0.9500704 0.8937675
[37,] 1.1000611 1.0405807 0.9828324 0.9268163 0.8725322
[38,] 1.0689862 1.0119832 0.9566094 0.9028648 0.8507493
[39,] 1.0373011 0.9828891 0.9299958 0.8786211 0.8287651
[40,] 1.0057610 0.9538826 0.9034167 0.8543634 0.8067225
[41,] 0.9753029 0.9256564 0.8773371 0.8303449 0.7846799
[42,] 0.9465397 0.8987538 0.8522327 0.8069763 0.7629847
[43,] 0.9196389 0.8734723 0.8285203 0.7847827 0.7422596
[44,] 0.8948465 0.8501264 0.8065773 0.7641992 0.7229921
[45,] 0.8725261 0.8290655 0.7867394 0.7455476 0.7054903
[46,] 0.8528734 0.8105551 0.7693369 0.7292189 0.6902009
[47,] 0.8359277 0.7947565 0.7546447 0.7155924 0.6775996
[48,] 0.8219474 0.7819004 0.7428655 0.7048426 0.6678319
[49,] 0.8112992 0.7722425 0.7341492 0.6970194 0.6608530
[50,] 0.8112992 0.7722425 0.7341492 0.6970194 0.6608530
[51,] 0.8084143 0.7698747 0.7321958 0.6953775 0.6595020
[52,] 0.8095956 0.7712495 0.7336821 0.6968932 0.6610469
[53,] 0.8144839 0.7761036 0.7385020 0.7016790 0.6657988
[54,] 0.8226646 0.7842907 0.7466955 0.7098793 0.6740059
[55,] 0.8339841 0.7956201 0.7580351 0.7212291 0.6853661
[56,] 0.8484535 0.8100018 0.7723294 0.7354363 0.6994865
[57,] 0.8656653 0.8270965 0.7893074 0.7522980 0.7162324
[58,] 0.8852170 0.8465672 0.8086974 0.7716075 0.7354614
[59,] 0.9071803 0.8683408 0.8302824 0.7930050 0.7566727
[60,] 0.9314694 0.8922216 0.8537585 0.8160800 0.7793501
[61,] 0.9572557 0.9175285 0.8785903 0.8404413 0.8032454
[62,] 0.9838436 0.9436627 0.9042748 0.8656799 0.8280421
[63,] 1.0110203 0.9703376 0.9304526 0.8913655 0.8532400
[64,] 1.0384771 0.9971915 0.9567103 0.9170337 0.8783255
[65,] 1.0657560 1.0237710 0.9825996 0.9422418 0.9028617
[66,] 1.0923794 1.0496090 1.0076641 0.9665446 0.9264145
[67,] 1.1178488 1.0742243 1.0314399 0.9894955 0.9485552
[68,] 1.1416843 1.0971917 1.0535553 1.0107751 0.9690150
[69,] 1.1633777 1.1180869 1.0736671 1.0301185 0.9876051
[70,] 1.1824869 1.1364827 1.0913631 1.0471283 1.0039422
[71,] 1.1987746 1.1520842 1.1062933 1.0614021 1.0175745
[72,] 1.2120577 1.1646828 1.1182258 1.0726868 1.0282297
[73,] 1.2220140 1.1740033 1.1269318 1.0807995 1.0357704
[74,] 1.2280513 1.1795684 1.1320441 1.0854785 1.0400356
[75,] 1.2299951 1.1813352 1.1336415 1.0869140 1.0413166
[76,] 1.2281010 1.1794730 1.1318099 1.0851117 1.0395425
[77,] 1.2224918 1.1739064 1.1262857 1.0796296 1.0341022
[78,] 1.2132025 1.1646254 1.1170130 1.0703651 1.0248459
[79,] 1.2001365 1.1516116 1.1040511 1.0574552 1.0119876
[80,] 1.1831281 1.1348686 1.0875711 1.0412354 0.9960255
[81,] 1.1621169 1.1144494 1.0677350 1.0219737 0.9773294
[82,] 1.1373371 1.0905438 1.0446878 0.9997692 0.9559519
[83,] 1.1090390 1.0633602 1.0185963 0.9747473 0.9319772
[84,] 1.0774767 1.0331661 0.9897400 0.9471984 0.9057053
[85,] 1.0431787 1.0003963 0.9584637 0.9173807 0.8773114
[86,] 1.0067218 0.9654740 0.9250428 0.8854282 0.8467942
[87,] 0.9684005 0.9286870 0.8897587 0.8516157 0.8144219
[88,] 0.9283397 0.8902578 0.8529272 0.8163479 0.7806840
[89,] 0.8867728 0.8504498 0.8148401 0.7799437 0.7459245
[90,] 0.8440512 0.8095978 0.7758159 0.7427054 0.7104304
[91,] 0.8006187 0.7680930 0.7361951 0.7049249 0.6744463
[92,] 0.7568372 0.7262616 0.6962693 0.6668603 0.6381985
[93,] 0.7129239 0.6843571 0.6563265 0.6288322 0.6020381
[94,] 0.6693967 0.6427976 0.6166892 0.5910715 0.5661084
[95,] 0.6269148 0.6020293 0.5775990 0.5536238 0.5302677
[96,] 0.5856206 0.5622101 0.5392280 0.5166741 0.4947124
[97,] 0.5453434 0.5233673 0.5017936 0.4806220 0.4600167
[98,] 0.5060737 0.4855936 0.4654868 0.4457530 0.4265564
[99,] 0.4679425 0.4490205 0.4304390 0.4121982 0.3944619
[100,] 0.4310393 0.4137213 0.3967082 0.3800000 0.3637607
[101,] 0.3950774 0.3793919 0.3639735 0.3488220 0.3341015
, , 3
[,1] [,2] [,3] [,4] [,5]
[1,] 0.3680779 0.3643991 0.3605805 0.3565388 0.3522181
[2,] 0.4040637 0.3989184 0.3936638 0.3882166 0.3825208
[3,] 0.4410406 0.4344407 0.4277606 0.4209172 0.4138544
[4,] 0.4794047 0.4713082 0.4631615 0.4548812 0.4464113
[5,] 0.5191422 0.5094805 0.4998000 0.4900174 0.4800765
[6,] 0.5600383 0.5487996 0.5375730 0.5262753 0.5148505
[7,] 0.6016050 0.5889368 0.5763061 0.5636294 0.5508509
[8,] 0.6431683 0.6294212 0.6157262 0.6020001 0.5881870
[9,] 0.6845322 0.6700205 0.6555682 0.6410920 0.6265360
[10,] 0.7258741 0.7107223 0.6956349 0.6805287 0.6653476
[11,] 0.7670227 0.7513416 0.7357285 0.7201001 0.7044003
[12,] 0.8075175 0.7915044 0.7755608 0.7596034 0.7435761
[13,] 0.8469208 0.8307975 0.8147440 0.7986770 0.7825404
[14,] 0.8848864 0.8688633 0.8529102 0.8369438 0.8209082
[15,] 0.9212121 0.9054758 0.8898108 0.8741338 0.8583888
[16,] 0.9558437 0.9405199 0.9252699 0.9100103 0.8946851
[17,] 0.9886792 0.9737774 0.9589521 0.9441200 0.9292250
[18,] 1.0194706 1.0049017 0.9904110 0.9759154 0.9613587
[19,] 1.0480156 1.0336614 1.0193863 1.0051070 0.9907676
[20,] 1.0740724 1.0598268 1.0456607 1.0314906 1.0172607
[21,] 1.0972276 1.0830279 1.0689075 1.0547833 1.0405992
[22,] 1.1171028 1.1029582 1.0888931 1.0748243 1.0606957
[23,] 1.1333996 1.1194067 1.1054941 1.0915788 1.0776047
[24,] 1.1457327 1.1320957 1.1185457 1.1049994 1.0914009
[25,] 1.1538784 1.1408321 1.1278973 1.1149907 1.1020563
[26,] 1.1579833 1.1456119 1.1334144 1.1213075 1.1092352
[27,] 1.1589974 1.1470035 1.1351926 1.1235231 1.1119670
[28,] 1.1569611 1.1452236 1.1336230 1.1221593 1.1108323
[29,] 1.1511382 1.1397987 1.1285798 1.1174813 1.1065033
[30,] 1.1418929 1.1308351 1.1198922 1.1090641 1.0983508
[31,] 1.1298020 1.1187824 1.1078767 1.0970849 1.0864070
[32,] 1.1149405 1.1038175 1.0928081 1.0819121 1.0711297
[33,] 1.0972048 1.0860211 1.0749507 1.0639937 1.0531501
[34,] 1.0768716 1.0656990 1.0546397 1.0436937 1.0328611
[35,] 1.0543019 1.0432248 1.0322608 1.0214099 1.0106721
[36,] 1.0297940 1.0189396 1.0081972 0.9975667 0.9870482
[37,] 1.0036612 0.9931923 0.9828324 0.9725815 0.9624396
[38,] 0.9764430 0.9664740 0.9566094 0.9468492 0.9371932
[39,] 0.9488929 0.9393942 0.9299958 0.9206976 0.9114996
[40,] 0.9216404 0.9124795 0.9034167 0.8944519 0.8855852
[41,] 0.8951730 0.8862064 0.8773371 0.8685650 0.8598901
[42,] 0.8698124 0.8609741 0.8522327 0.8435882 0.8350406
[43,] 0.8455500 0.8369877 0.8285203 0.8201476 0.8118698
[44,] 0.8223434 0.8144179 0.8065773 0.7988214 0.7911504
[45,] 0.8007196 0.7936968 0.7867394 0.7798472 0.7730205
[46,] 0.7815415 0.7754173 0.7693369 0.7633003 0.7573074
[47,] 0.7653839 0.7600012 0.7546447 0.7493146 0.7440108
[48,] 0.7527036 0.7477758 0.7428655 0.7379726 0.7330971
[49,] 0.7437665 0.7389500 0.7341492 0.7293641 0.7245946
[50,] 0.7437665 0.7389500 0.7341492 0.7293641 0.7245946
[51,] 0.7422896 0.7371956 0.7321958 0.7270532 0.7217533
[52,] 0.7441671 0.7388335 0.7336821 0.7282392 0.7224754
[53,] 0.7493531 0.7438344 0.7385020 0.7328824 0.7269462
[54,] 0.7579881 0.7522472 0.7466955 0.7408597 0.7347101
[55,] 0.7698400 0.7638414 0.7580351 0.7519476 0.7455493
[56,] 0.7844984 0.7783171 0.7723294 0.7660618 0.7594846
[57,] 0.8017222 0.7954178 0.7893074 0.7829175 0.7762186
[58,] 0.8214346 0.8149687 0.8086974 0.8021474 0.7952890
[59,] 0.8437884 0.8369361 0.8302824 0.8233539 0.8161208
[60,] 0.8685590 0.8610551 0.8537585 0.8461959 0.8383375
[61,] 0.8946163 0.8864958 0.8785903 0.8704265 0.8619748
[62,] 0.9210067 0.9125318 0.9042748 0.8957621 0.8869643
[63,] 0.9474689 0.9388516 0.9304526 0.9217986 0.9128598
[64,] 0.9736983 0.9650951 0.9567103 0.9480706 0.9391463
[65,] 0.9992475 0.9908140 0.9825996 0.9741309 0.9653784
[66,] 1.0237001 1.0155715 1.0076641 0.9995043 0.9910626
[67,] 1.0466930 1.0389542 1.0314399 1.0236765 1.0156346
[68,] 1.0680331 1.0606803 1.0535553 1.0461848 1.0385392
[69,] 1.0874932 1.0804649 1.0736671 1.0666265 1.0593134
[70,] 1.1045723 1.0978510 1.0913631 1.0846351 1.0776375
[71,] 1.1187581 1.1124065 1.1062933 1.0999451 1.0933322
[72,] 1.1297271 1.1238518 1.1182258 1.1123756 1.1062715
[73,] 1.1373526 1.1320082 1.1269318 1.1216498 1.1161327
[74,] 1.1416784 1.1367191 1.1320441 1.1271800 1.1220972
[75,] 1.1430266 1.1381894 1.1336415 1.1289096 1.1239641
[76,] 1.1410994 1.1363103 1.1318099 1.1271247 1.1222253
[77,] 1.1349738 1.1304898 1.1262857 1.1218882 1.1172675
[78,] 1.1243785 1.1205668 1.1170130 1.1132436 1.1092292
[79,] 1.1096141 1.1067184 1.1040511 1.1011390 1.0979524
[80,] 1.0910579 1.0892157 1.0875711 1.0856507 1.0834250
[81,] 1.0691066 1.0683355 1.0677350 1.0668316 1.0655958
[82,] 1.0440763 1.0443071 1.0446878 1.0447451 1.0444491
[83,] 1.0161577 1.0173099 1.0185963 1.0195436 1.0201222
[84,] 0.9856717 0.9876444 0.9897400 0.9914851 0.9928502
[85,] 0.9529795 0.9556641 0.9584637 0.9609049 0.9629582
[86,] 0.9183626 0.9216478 0.9250428 0.9280740 0.9307119
[87,] 0.8821584 0.8859052 0.8897587 0.8932454 0.8963356
[88,] 0.8447920 0.8488069 0.8529272 0.8566796 0.8600344
[89,] 0.8066071 0.8106709 0.8148401 0.8186411 0.8220444
[90,] 0.7678038 0.7717573 0.7758159 0.7795061 0.7827985
[91,] 0.7286068 0.7323487 0.7361951 0.7396726 0.7427515
[92,] 0.6893093 0.6927377 0.6962693 0.6994308 0.7021924
[93,] 0.6501728 0.6531991 0.6563265 0.6590817 0.6614350
[94,] 0.6115275 0.6140594 0.6166892 0.6189436 0.6207930
[95,] 0.5735888 0.5755471 0.5775990 0.5792712 0.5805340
[96,] 0.5363296 0.5377340 0.5392280 0.5403381 0.5410347
[97,] 0.4999553 0.5008316 0.5017936 0.5023679 0.5025249
[98,] 0.4647306 0.4650678 0.4654868 0.4655139 0.4651196
[99,] 0.4307506 0.4305560 0.4304390 0.4299261 0.4289876
[100,] 0.3981925 0.3974142 0.3967082 0.3956009 0.3940629
[101,] 0.3668000 0.3653541 0.3639735 0.3621846 0.3599579
$vfpca$latent
[1] 4.915986e-02 3.220891e-02 1.051691e-02 6.737158e-03 5.123224e-03
[6] 3.896720e-03 3.076997e-03 2.692955e-03 1.762317e-03 1.519754e-03
[11] 1.066220e-03 7.629852e-04 6.835541e-04 5.560961e-04 4.196102e-04
[16] 3.488477e-04 2.443176e-04 1.711141e-04 1.446728e-04 8.492119e-05
[21] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[26] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[31] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[36] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[41] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[46] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[51] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[56] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[61] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[66] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[71] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[76] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[81] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[86] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[91] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[96] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
[101] 0.000000e+00 0.000000e+00
$vfpca$coef
[,1] [,2] [,3]
[1,] -0.05699245 0.326209267 -0.0125109894
[2,] -0.05878883 -0.106421640 -0.0397628366
[3,] -0.37044758 0.008613557 0.0420660176
[4,] 0.13935929 -0.131491589 -0.1226102335
[5,] 0.09582444 0.368275239 -0.0776551624
[6,] 0.05683309 -0.064511466 -0.0786683462
[7,] 0.27589196 0.195212434 -0.1630856207
[8,] 0.27508769 0.106107050 0.0590703309
[9,] -0.10109212 -0.066089314 0.0006075783
[10,] -0.18642607 -0.182855275 -0.1655367233
[11,] -0.22308335 0.232161049 0.0614805568
[12,] -0.17555108 0.071013776 -0.0713133278
[13,] 0.01422189 -0.210280214 -0.1396340595
[14,] -0.33286489 0.114911856 -0.0043069042
[15,] 0.43509931 -0.081652250 0.0538854671
[16,] 0.17428863 -0.058634794 0.0508043884
[17,] 0.03895062 -0.292585547 0.0335655268
[18,] -0.02936407 0.123115382 0.1965587980
[19,] -0.22462978 -0.202470405 0.1292253532
[20,] -0.11229761 -0.112028515 0.1009447763
[21,] 0.36598090 -0.036598600 0.1468754103
$vfpca$U
[,1] [,2] [,3]
[1,] -0.0081459294 -0.1050593692 -1.572591e-01
[2,] -0.0076404121 -0.1087471972 -1.537173e-01
[3,] -0.0045492458 -0.1127847496 -1.504879e-01
[4,] -0.0072394201 -0.1150203925 -1.566351e-01
[5,] -0.0132333436 -0.1204437745 -1.590806e-01
[6,] -0.0137993713 -0.1288582119 -1.544574e-01
[7,] -0.0092816133 -0.1239731134 -1.271709e-01
[8,] 0.0010003171 -0.1063074184 -8.486776e-02
[9,] 0.0131117749 -0.0961489299 -6.549007e-02
[10,] 0.0209781462 -0.0982262963 -6.031974e-02
[11,] 0.0249377144 -0.1052007892 -4.384540e-02
[12,] 0.0344602294 -0.1094801223 -2.186682e-02
[13,] 0.0539962468 -0.1206361200 -8.122068e-05
[14,] 0.0695143165 -0.1404870782 2.072756e-02
[15,] 0.0735314590 -0.1473756550 3.927586e-02
[16,] 0.0707237594 -0.1446013027 4.881810e-02
[17,] 0.0671449128 -0.1402333635 4.353908e-02
[18,] 0.0617787780 -0.1385915799 3.155783e-02
[19,] 0.0470527682 -0.1449916126 1.867977e-02
[20,] 0.0232632477 -0.1441366314 7.827107e-03
[21,] 0.0025611653 -0.1267355520 4.008758e-03
[22,] -0.0030569136 -0.1145418949 1.191251e-02
[23,] -0.0004959227 -0.1227324614 3.673084e-02
[24,] -0.0053476526 -0.1174373574 9.514706e-02
[25,] -0.0229316975 -0.0902597776 1.722637e-01
[26,] -0.0438023546 -0.0885387383 2.632241e-01
[27,] -0.0355726254 -0.0665647079 2.355863e-01
[28,] -0.0412221291 -0.0187491363 1.352019e-01
[29,] -0.0666520812 0.0259072476 8.748128e-02
[30,] -0.0712016046 0.0694297583 3.509735e-02
[31,] -0.0755416092 0.1048551060 -1.817772e-02
[32,] -0.0862893974 0.1154091638 -1.569287e-02
[33,] -0.0980538166 0.1060452508 -2.959776e-03
[34,] -0.1044677016 0.1137663878 5.806842e-03
[35,] -0.1097301837 0.1343048218 1.924524e-02
[36,] -0.1154576563 0.1489236093 3.719797e-02
[37,] -0.1197123494 0.1589941490 5.783057e-02
[38,] -0.1219320160 0.1672803027 6.332416e-02
[39,] -0.1250002878 0.1708868513 4.994351e-02
[40,] -0.1307639358 0.1603874528 3.170371e-02
[41,] -0.1333347003 0.1357880646 1.577708e-02
[42,] -0.1277351717 0.1177028276 1.633878e-02
[43,] -0.1161807213 0.1102767366 5.486429e-02
[44,] -0.1005846567 0.1016941049 1.135845e-01
[45,] -0.0769915970 0.0926869949 1.339739e-01
[46,] -0.0543615764 0.0956538708 1.273669e-01
[47,] -0.0442821299 0.1090481749 1.068288e-01
[48,] -0.0365049088 0.1123508756 5.198205e-02
[49,] -0.0328220312 0.1120348519 -1.115630e-02
[50,] -0.0364669014 0.1032704364 -9.887635e-02
[51,] -0.1094553310 0.2061701956 -5.143092e-01
[52,] -0.0063346794 -0.0048690490 -7.301093e-02
[53,] -0.0551688541 -0.0062404460 -3.798726e-02
[54,] -0.1168058528 0.0066288409 -5.642330e-02
[55,] -0.1368970921 -0.0037432502 -3.958987e-02
[56,] -0.1554934037 -0.0124451778 -2.157226e-02
[57,] -0.1689090427 -0.0080661310 -1.607061e-02
[58,] -0.1763969504 -0.0052027922 -2.944180e-02
[59,] -0.1812507165 -0.0234701052 -7.263299e-02
[60,] -0.1749015682 -0.0361314180 -9.292182e-02
[61,] -0.1724142032 -0.0321581516 -6.026340e-02
[62,] -0.1743577736 -0.0314097925 -2.695221e-02
[63,] -0.1755369816 -0.0381214604 -7.960378e-03
[64,] -0.1760964951 -0.0451101275 1.150158e-02
[65,] -0.1748764193 -0.0518701360 3.084158e-02
[66,] -0.1721551779 -0.0585006280 4.675747e-02
[67,] -0.1706288208 -0.0643755642 5.531206e-02
[68,] -0.1716797758 -0.0647494885 4.928242e-02
[69,] -0.1632971318 -0.0596055588 4.279307e-02
[70,] -0.1509230913 -0.0589576572 5.070593e-02
[71,] -0.1410270100 -0.0650742451 7.345714e-02
[72,] -0.1227386805 -0.0725075372 1.087217e-01
[73,] -0.0860240377 -0.0757368612 1.332640e-01
[74,] -0.0255136240 -0.0659363722 9.084332e-02
[75,] 0.0420774125 -0.0221464254 1.382206e-02
[76,] 0.0799171452 0.0119413452 3.056724e-02
[77,] 0.0791805606 0.0027736810 1.137107e-01
[78,] 0.0626802456 -0.0004817381 1.483834e-01
[79,] 0.0569860491 0.0101406112 1.566505e-01
[80,] 0.0632060757 0.0349769029 1.561296e-01
[81,] 0.0763332801 0.0576437681 1.362310e-01
[82,] 0.0955494968 0.0694754232 1.190973e-01
[83,] 0.1076328058 0.0824329601 1.027464e-01
[84,] 0.1092283630 0.0944554826 8.597024e-02
[85,] 0.1142859417 0.0954124916 7.188813e-02
[86,] 0.1215364639 0.0894667300 5.740710e-02
[87,] 0.1169616238 0.0906410002 3.965793e-02
[88,] 0.1056524182 0.0966708080 1.580735e-02
[89,] 0.0965827445 0.1016677235 -5.712131e-03
[90,] 0.0905142733 0.1063750084 -1.653498e-02
[91,] 0.0892559045 0.1064283051 -2.593456e-02
[92,] 0.0904125037 0.1079870349 -3.689309e-02
[93,] 0.0898773655 0.1126231080 -4.382594e-02
[94,] 0.0884999535 0.1043713706 -5.602263e-02
[95,] 0.0931414943 0.0865853119 -6.079514e-02
[96,] 0.0971654270 0.0799930203 -5.297368e-02
[97,] 0.0982326384 0.0840948237 -5.690239e-02
[98,] 0.0991208479 0.0893409270 -5.699489e-02
[99,] 0.0956190356 0.0940866549 -5.741992e-02
[100,] 0.0918104309 0.0980035433 -7.095838e-02
[101,] 0.0901147746 0.1001160927 -7.828727e-02
[102,] -0.0439899135 -0.1222956754 -2.727336e-02
$Dx
[1] 0.15604919 0.06564122 0.03321528 0.03182538 0.00000000 0.00000000
[7] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[13] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[19] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[25] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[31] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[37] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[43] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
[49] 0.00000000 0.00000000 0.00000000
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