- Import Data
library(readxl)
DATA_WINE_CLUSTERING <- read_excel("D:/Meisya/Kuliah/Semester 4/Statistika Multivariat/DATA WINE CLUSTERING.xlsx")
View(DATA_WINE_CLUSTERING)
- Standarisasi Data
# Standarisasi Data ke Z-score
data_z <- scale(DATA_WINE_CLUSTERING)
data_z
## X1 X2 X3 X4 X5
## [1,] 1.51434077 -0.56066822 0.23139979 -1.166303174 1.90852151
## [2,] 0.24559683 -0.49800856 -0.82566722 -2.483840525 0.01809398
## [3,] 0.19632522 0.02117152 1.10621386 -0.267982252 0.08810981
## [4,] 1.68679140 -0.34583508 0.48655389 -0.806974805 0.92829983
## [5,] 0.29486844 0.22705328 1.83522559 0.450674485 1.27837900
## [6,] 1.47738706 -0.51591132 0.30430096 -1.286079296 0.85828399
## [7,] 1.71142720 -0.41744613 0.30430096 -1.465743481 -0.26196936
## [8,] 1.30493643 -0.16680747 0.88751034 -0.567422559 1.48842650
## [9,] 2.25341491 -0.62332789 -0.71631546 -1.645407665 -0.19195352
## [10,] 1.05857838 -0.88291793 -0.35180959 -1.046527051 -0.12193769
## [11,] 1.35420804 -0.15785609 -0.24245783 -0.447646437 0.36817315
## [12,] 1.37884384 -0.76654998 -0.16955666 -0.806974805 -0.33198519
## [13,] 0.92308146 -0.54276546 0.15849862 -1.046527051 -0.75208020
## [14,] 2.15487169 -0.54276546 0.08559744 -2.423952463 -0.61204853
## [15,] 1.69910930 -0.41744613 0.04914686 -2.244288279 0.15812565
## [16,] 0.77526663 -0.47115441 1.21556562 -0.687198682 0.85828399
## [17,] 1.60056608 -0.37268923 1.28846679 0.151234178 1.41841067
## [18,] 1.02162467 -0.68598755 0.92396093 0.151234178 1.06833150
## [19,] 1.46506916 -0.66808479 0.41365272 -0.896806897 0.57822065
## [20,] 0.78758453 0.68357369 0.70525741 -1.286079296 1.13834733
## [21,] 1.30493643 -0.63227927 -0.31535901 -1.046527051 1.83850567
## [22,] -0.08698653 1.31017034 1.03331269 -0.267982252 0.15812565
## [23,] 0.87380985 -0.42639751 -0.02375431 -0.866862867 0.08810981
## [24,] -0.18552975 -0.65913341 0.55945507 -0.507534498 -0.33198519
## [25,] 0.61513390 -0.47115441 0.88751034 0.151234178 -0.26196936
## [26,] 0.06082829 -0.25632128 3.11099611 1.648435713 1.69847400
## [27,] 0.47963697 -0.50695994 0.92396093 -1.016583020 -0.47201686
## [28,] 0.36877585 -0.55171684 -0.82566722 -0.747086744 -0.40200103
## [29,] 1.07089628 -0.39059199 1.58007149 -0.028430007 0.50820482
## [30,] 1.25566482 -0.58752236 -0.57051311 -1.046527051 -0.26196936
## [31,] 0.89844565 -0.74864721 1.21556562 0.899834945 0.08810981
## [32,] 0.71367712 -0.60542512 -0.02375431 -0.118262099 0.43818899
## [33,] 0.83685614 -0.45325165 -0.02375431 -0.687198682 0.29815732
## [34,] 0.93539936 -0.72179307 1.21556562 0.001514024 2.25860068
## [35,] 0.62745180 -0.48010579 1.03331269 -0.148206130 0.71825232
## [36,] 0.59049809 -0.47115441 0.15849862 0.300954331 0.01809398
## [37,] 0.34414005 -0.62332789 1.72587383 -1.196247204 0.71825232
## [38,] 0.06082829 -0.61437650 0.66880683 -0.447646437 -0.12193769
## [39,] 0.08546410 -0.74864721 -0.97146956 -1.196247204 -0.12193769
## [40,] 1.50202286 1.48024658 0.52300448 -1.884959911 1.97853734
## [41,] 0.68904131 -0.56066822 -0.20600725 -0.986638989 1.20836316
## [42,] 0.50427278 1.34597587 -0.89856839 -0.208094191 -0.68206436
## [43,] 1.08321419 -0.39954337 0.81460917 -1.345967358 0.08810981
## [44,] 0.29486844 1.47129519 -0.27890842 -0.597366590 0.22814148
## [45,] 0.06082829 -0.50695994 -0.97146956 -0.747086744 0.50820482
## [46,] 1.48970496 1.52500348 0.26785038 -0.178150160 0.78826816
## [47,] 1.69910930 1.12219135 -0.31535901 -1.046527051 0.15812565
## [48,] 1.10784999 -0.58752236 -0.89856839 -1.046527051 0.08810981
## [49,] 1.35420804 -0.28317542 0.12204803 -0.208094191 0.22814148
## [50,] 1.15712160 -0.54276546 -0.35180959 -0.627310621 0.57822065
## [51,] 0.06082829 -0.54276546 -1.19017308 -2.124512156 -0.54203270
## [52,] 1.02162467 -0.61437650 0.85105976 -0.687198682 -0.40200103
## [53,] 1.00930677 -0.52486270 0.19494920 -1.645407665 0.78826816
## [54,] 0.94771726 -0.39059199 1.14266445 -0.717142713 1.06833150
## [55,] 0.91076355 -0.59647374 -0.42471076 -0.926750928 1.27837900
## [56,] 0.68904131 -0.54276546 0.34075155 0.300954331 1.13834733
## [57,] 1.50202286 -0.56961960 -0.24245783 -0.956694959 1.27837900
## [58,] 0.35645795 -0.32793232 1.14266445 -0.806974805 0.15812565
## [59,] 0.88612775 -0.81130688 0.48655389 -0.836918836 0.57822065
## [60,] -0.77678907 -1.24992453 -3.66881295 -2.663504709 -0.82209603
## [61,] -0.82606067 -1.10670244 -0.31535901 -1.046527051 0.08810981
## [62,] -0.44420570 -0.87396654 -1.26307425 -0.806974805 0.01809398
## [63,] 0.82453824 -0.97243173 -1.62758012 -0.447646437 -0.40200103
## [64,] -0.77678907 -1.07984830 -0.75276604 -0.148206130 -0.89211187
## [65,] -1.02314711 -0.79340412 0.59590565 -0.148206130 0.29815732
## [66,] -0.77678907 -1.00823725 0.70525741 -0.417702406 -0.12193769
## [67,] 0.13473571 -1.18726487 -2.42949302 -1.345967358 -1.52225438
## [68,] -0.77678907 -1.04404278 -1.62758012 0.031458055 -1.52225438
## [69,] 0.41804746 -1.24992453 -0.02375431 -0.747086744 0.71825232
## [70,] -0.97387550 -1.02614002 -2.24724008 -0.806974805 3.58890153
## [71,] -0.87533228 -0.65018203 -0.57051311 0.271010300 0.22814148
## [72,] 1.05857838 -0.73969583 1.10621386 1.648435713 -0.96212770
## [73,] 0.60281600 -0.60542512 -0.46116135 1.348995406 -0.89211187
## [74,] -0.01307912 -0.59647374 0.85105976 3.145637249 2.74871152
## [75,] -1.28182306 -1.11565382 -0.24245783 0.450674485 0.08810981
## [76,] -1.65136013 -0.40849475 -1.62758012 -1.046527051 -0.19195352
## [77,] 0.03619249 -1.28573006 -2.39304243 -1.046527051 -0.96212770
## [78,] -1.42963789 0.49559470 -0.49761194 -0.447646437 0.85828399
## [79,] -0.82606067 -1.20516763 -1.51822836 -1.405855419 2.53866402
## [80,] -0.37029829 1.37283001 0.12204803 1.049555099 0.08810981
## [81,] -1.23255145 -1.26782729 -1.33597542 -0.148206130 -0.96212770
## [82,] -0.34566248 -0.47115441 -0.60696370 -0.208094191 -0.96212770
## [83,] -1.13400823 -1.07984830 0.52300448 1.348995406 -1.52225438
## [84,] 0.06082829 1.36387863 -0.16955666 0.899834945 -1.03214354
## [85,] -1.42963789 -1.29468144 0.77815859 -0.447646437 -0.40200103
## [86,] -0.40725200 -1.21411901 -0.46116135 -0.447646437 -0.05192185
## [87,] -1.03546501 -0.65018203 -0.20600725 0.989667037 -0.68206436
## [88,] -1.66367803 -0.59647374 0.92396093 1.947876020 -0.82209603
## [89,] -1.67599593 -0.24736990 0.34075155 0.630338669 -1.10215937
## [90,] -1.13400823 -0.90082069 -0.24245783 1.229219283 -2.08238105
## [91,] -1.13400823 -0.45325165 -0.16955666 -0.297926283 -1.31220687
## [92,] -1.23255145 -0.73969583 0.19494920 0.750114792 -0.96212770
## [93,] -0.38261619 -0.72179307 -0.38826018 0.360842393 -1.38222271
## [94,] -0.87533228 0.44188642 -0.53406252 -0.447646437 -0.82209603
## [95,] -1.70063174 -0.31002956 -0.31535901 -0.447646437 -0.12193769
## [96,] -0.65361004 -0.73074445 -0.60696370 -0.148206130 4.35907571
## [97,] -1.46659160 -0.19366161 1.36136797 0.600394638 2.39863235
## [98,] -0.87533228 -0.82920964 -1.40887660 -1.046527051 -1.03214354
## [99,] -0.77678907 -1.13355658 -0.97146956 -0.297926283 -0.82209603
## [100,] -0.87533228 0.74623336 -0.57051311 -0.447646437 -0.82209603
## [101,] -1.13400823 -0.22946714 -2.42949302 -0.597366590 -0.19195352
## [102,] -0.49347731 -0.89186931 -1.70048129 -0.297926283 -0.82209603
## [103,] -0.81374277 0.10173395 0.34075155 0.450674485 -0.12193769
## [104,] -1.45427369 -0.55171684 -1.77338246 0.001514024 -0.96212770
## [105,] -0.60433843 -0.54276546 -1.40887660 0.300954331 -1.03214354
## [106,] -0.71519955 0.19124776 -0.35180959 0.750114792 -0.68206436
## [107,] -0.92460389 -0.54276546 -0.89856839 -0.148206130 -1.38222271
## [108,] -0.34566248 -0.52486270 -0.31535901 0.899834945 -1.10215937
## [109,] -0.96155760 -0.93662621 -1.55467894 -0.148206130 -0.54203270
## [110,] -1.71294964 -0.88291793 1.21556562 0.151234178 -0.40200103
## [111,] -1.89771818 1.25646206 -1.99208598 0.001514024 0.50820482
## [112,] -0.59202053 0.08383119 -0.71631546 0.450674485 -0.82209603
## [113,] -1.52818111 0.30761571 2.01747852 0.151234178 0.22814148
## [114,] -1.95930769 -1.42895215 0.48655389 0.450674485 -0.82209603
## [115,] -1.13400823 -0.84711240 0.48655389 0.899834945 -1.10215937
## [116,] -2.42738798 -0.73969583 -0.60696370 0.600394638 -1.03214354
## [117,] -1.45427369 -0.77550136 -1.37242601 0.390786423 -0.96212770
## [118,] -0.71519955 -0.65018203 -0.64341428 0.899834945 0.57822065
## [119,] -0.28407297 0.97896926 -1.40887660 -1.046527051 -1.38222271
## [120,] -1.23255145 0.97896926 -1.33597542 -0.148206130 -0.89211187
## [121,] -1.91003608 0.05697705 0.19494920 0.151234178 -0.26196936
## [122,] -1.77453915 -0.25632128 3.14744670 2.696476788 1.34839483
## [123,] -0.71519955 1.87410733 1.32491738 2.097596174 0.15812565
## [124,] 0.06082829 3.10044648 -0.86211780 0.600394638 -0.96212770
## [125,] -1.39268418 1.76669076 0.08559744 0.450674485 -1.24219104
## [126,] -1.14632613 -0.15785609 -0.71631546 0.450674485 -1.03214354
## [127,] -0.70288165 -0.72179307 -0.27890842 0.600394638 -0.96212770
## [128,] -1.49122740 -0.18471023 1.50717031 2.696476788 -0.54203270
## [129,] -0.77678907 -0.63227927 -0.24245783 1.498715559 -0.82209603
## [130,] -1.18327984 1.75773938 0.04914686 0.750114792 -1.38222271
## [131,] -0.17321185 -0.88291793 -0.16955666 -0.447646437 1.55844234
## [132,] -0.14857605 0.58510851 0.12204803 0.151234178 0.29815732
## [133,] -0.23480136 -0.02358538 0.12204803 1.348995406 -0.12193769
## [134,] -0.37029829 1.08638583 -0.02375431 0.600394638 0.43818899
## [135,] -0.60433843 -0.98138311 -0.42471076 -0.597366590 -1.03214354
## [136,] -0.49347731 0.11068533 -0.60696370 -0.297926283 -0.40200103
## [137,] -0.92460389 2.13369737 0.63235624 0.450674485 -0.75208020
## [138,] -0.57970263 2.84085644 0.99686210 1.648435713 -0.26196936
## [139,] 0.60281600 1.12219135 -0.64341428 0.001514024 -0.82209603
## [140,] -0.19784766 0.55825437 0.88751034 1.348995406 0.08810981
## [141,] -0.08698653 0.42398365 1.21556562 0.450674485 -0.26196936
## [142,] 0.44268327 0.20019914 -0.06020490 0.151234178 -0.75208020
## [143,] 0.63976970 0.74623336 1.28846679 1.199275252 -0.19195352
## [144,] 0.76294873 2.33957912 -0.06020490 0.151234178 -0.54203270
## [145,] -0.92460389 1.38178139 -0.60696370 -0.297926283 0.85828399
## [146,] 0.19632522 1.10428859 -0.78921663 0.450674485 0.15812565
## [147,] 1.08321419 2.42014155 -0.49761194 0.151234178 -1.38222271
## [148,] -0.16089395 2.03523218 0.41365272 0.600394638 -0.96212770
## [149,] 0.39341166 0.80889302 0.04914686 0.600394638 -0.54203270
## [150,] 0.09778200 1.39968415 -0.02375431 0.600394638 0.92829983
## [151,] 0.61513390 0.70147646 0.92396093 1.348995406 1.62845817
## [152,] -0.25943717 0.29866433 0.41365272 0.750114792 0.85828399
## [153,] 0.13473571 -0.39059199 1.39781855 1.798155867 1.13834733
## [154,] 0.28255053 0.86260131 -0.31535901 -0.297926283 -0.12193769
## [155,] -0.51811312 -0.93662621 -0.97146956 0.151234178 0.22814148
## [156,] 0.20864312 2.55441226 -0.16955666 0.750114792 -0.47201686
## [157,] 1.03394258 1.59661452 0.04914686 0.001514024 -0.75208020
## [158,] -0.67824585 0.62091403 0.99686210 2.247316327 -0.19195352
## [159,] 1.64983769 -0.58752236 1.21556562 1.648435713 -0.12193769
## [160,] 0.59049809 -0.59647374 0.99686210 0.899834945 -0.75208020
## [161,] -0.78910697 1.33702448 0.04914686 0.450674485 -0.82209603
## [162,] 0.84917404 0.82679579 0.63235624 0.151234178 0.50820482
## [163,] -0.18552975 0.83574717 0.77815859 0.750114792 0.43818899
## [164,] -0.05003283 0.99687202 -0.06020490 -0.297926283 0.43818899
## [165,] 0.96003516 0.37922675 -0.24245783 0.750114792 -0.68206436
## [166,] 0.89844565 1.81144766 -0.38826018 0.899834945 -0.82209603
## [167,] 0.55354439 1.22065654 0.85105976 1.049555099 0.78826816
## [168,] -0.22248346 0.92526097 -0.24245783 0.001514024 -0.82209603
## [169,] 0.71367712 0.21810190 1.17911504 1.498715559 0.36817315
## [170,] 0.49195487 2.02628080 1.79877500 1.648435713 0.85828399
## [171,] -0.98619340 0.62091403 -0.16955666 -0.148206130 -0.26196936
## [172,] -0.28407297 0.04802567 -0.31535901 0.001514024 -0.96212770
## [173,] 1.42811545 0.15544223 0.41365272 0.151234178 -0.61204853
## [174,] 0.87380985 2.96617577 0.30430096 0.300954331 -0.33198519
## [175,] 0.49195487 1.40863553 0.41365272 1.049555099 0.15812565
## [176,] 0.33182214 1.73983662 -0.38826018 0.151234178 1.41841067
## [177,] 0.20864312 0.22705328 0.01269627 0.151234178 1.41841067
## [178,] 1.39116174 1.57871176 1.36136797 1.498715559 -0.26196936
## X6 X7 X8 X9 X10
## [1,] 0.806721729 1.0319080692 -0.65770780 1.22143845 -0.07495235
## [2,] 0.567048088 0.7315652835 -0.81841060 -0.54318872 -0.07495405
## [3,] 0.806721729 1.2121137407 -0.49700500 2.12995937 -0.07495229
## [4,] 2.484437221 1.4623993954 -0.97911340 1.02925134 -0.07494944
## [5,] 0.806721729 0.6614853002 0.22615759 0.40027531 -0.07495413
## [6,] 1.557699140 1.3622851335 -0.17559941 0.66234866 -0.07495085
## [7,] 0.327374446 0.4912910549 -0.49700500 0.67982021 -0.07495287
## [8,] 0.487156874 0.4812796287 -0.41665360 -0.59560339 -0.07495314
## [9,] 0.806721729 0.9518166597 -0.57735640 0.67982021 -0.07495294
## [10,] 1.094330099 1.1220109049 -1.13981619 0.45268998 -0.07495022
## [11,] 1.046395371 1.2922051502 -1.13981619 1.37868246 -0.07495220
## [12,] -0.151972837 0.4011882192 -0.81841060 -0.03651359 -0.07495321
## [13,] 0.487156874 0.7315652835 -0.57735640 0.38280376 -0.07495240
## [14,] 1.286069013 1.6626279192 0.54756319 2.12995937 -0.07495267
## [15,] 1.605633868 1.6125707883 -0.57735640 2.39203271 -0.07494984
## [16,] 0.886612943 0.8817366764 -0.49700500 -0.22870071 -0.07495011
## [17,] 0.806721729 1.1119994787 -0.25595080 0.66234866 -0.07495159
## [18,] 1.046395371 1.3722965597 0.30650899 0.22555975 -0.07495105
## [19,] 1.605633868 1.9029021478 -0.33630220 0.47016154 -0.07494822
## [20,] 0.646939302 1.0018737906 -1.54157319 0.12073042 -0.07495308
## [21,] 1.126286585 1.1420337573 -0.97911340 0.88947889 -0.07495233
## [22,] 0.183570261 0.3811653668 -0.89876200 0.67982021 -0.07495388
## [23,] 0.503135117 0.8517023978 -0.73805920 0.17314508 -0.07495483
## [24,] 0.295417961 0.3411196621 -0.81841060 -0.22870071 -0.07495465
## [25,] 0.375309174 0.5813938906 -0.65770780 0.12073042 -0.07495520
## [26,] 0.535091602 0.6514738740 0.86896878 0.57499088 -0.07495512
## [27,] 0.886612943 0.9117709549 -0.17559941 -0.24617226 -0.07495348
## [28,] 0.167592018 0.1609139906 -0.73805920 -0.42088782 -0.07495463
## [29,] 1.046395371 0.9418052335 0.06545479 0.29544598 -0.07495388
## [30,] 0.567048088 0.3010739573 -0.81841060 0.67982021 -0.07495361
## [31,] 1.126286585 1.2221251668 -0.57735640 1.37868246 -0.07495227
## [32,] 0.902591186 1.1620566097 -1.13981619 0.62740554 -0.07495065
## [33,] 0.199548504 0.6614853002 0.46721179 0.66234866 -0.07495477
## [34,] 1.046395371 0.7115424311 1.11002298 -0.42088782 -0.07495267
## [35,] 0.087700804 0.5013024811 -0.57735640 -0.08892826 -0.07495429
## [36,] 0.646939302 0.9518166597 -0.81841060 0.47016154 -0.07495308
## [37,] 0.487156874 0.6514738740 -0.17559941 -0.40341627 -0.07495375
## [38,] 0.247483232 0.4011882192 -0.57735640 -0.26364382 -0.07495422
## [39,] 0.167592018 0.6114281692 -0.65770780 -0.38594471 -0.07495496
## [40,] 1.126286585 1.0118852168 -1.30051899 0.85453577 -0.07495308
## [41,] 1.365960227 1.2621708716 -0.17559941 1.30879623 -0.07495169
## [42,] 0.247483232 0.6514738740 -0.73805920 -0.19375759 -0.07495418
## [43,] 1.525742654 1.5324793788 -1.54157319 0.19061664 -0.07495263
## [44,] 0.551069845 0.6014167430 -0.33630220 0.12073042 -0.07495407
## [45,] 1.126286585 0.9718395121 -0.65770780 0.76717799 -0.07495316
## [46,] 0.886612943 0.6214395954 -0.49700500 -0.59560339 -0.07495289
## [47,] 1.525742654 1.1420337573 -0.73805920 1.04672289 -0.07495335
## [48,] 1.286069013 1.3622851335 -1.22016759 0.95936511 -0.07495173
## [49,] 0.726830515 0.8917481025 -0.33630220 1.37868246 -0.07495159
## [50,] 0.934547672 1.5124565264 -0.33630220 0.85453577 -0.07494795
## [51,] 0.678895787 1.2421480192 -1.54157319 2.30467493 -0.07495025
## [52,] 0.247483232 0.9618280859 -1.13981619 1.22143845 -0.07495240
## [53,] 2.532371949 1.7126850502 -0.33630220 0.48763309 -0.07495045
## [54,] 1.126286585 0.7615995621 0.22615759 0.15567353 -0.07495146
## [55,] 0.487156874 0.8717252502 -1.22016759 0.05084419 -0.07495206
## [56,] 1.062373614 0.7515881359 -1.30051899 1.50098335 -0.07495153
## [57,] 1.445851440 0.9718395121 -0.81841060 0.76717799 -0.07495135
## [58,] 1.126286585 1.2021023145 -0.41665360 0.12073042 -0.07495186
## [59,] 1.765416296 1.6426050669 -1.38087039 0.78464955 -0.07495078
## [60,] -0.503494178 -1.4609370523 -0.65770780 -2.04574255 -0.07495732
## [61,] -0.391646479 -0.9403428904 2.15459116 -2.06321410 -0.07495554
## [62,] -0.439581207 -0.6199772522 1.35107717 -1.69631142 -0.07495220
## [63,] -0.311755265 -0.2395430570 -0.33630220 -1.50412430 -0.07495483
## [64,] 1.925198724 1.0719537740 -1.38087039 0.48763309 -0.07495395
## [65,] -0.647298363 -0.2795887618 0.70826598 -0.97997762 -0.07495597
## [66,] 0.199548504 0.6214395954 0.06545479 0.85453577 -0.07495375
## [67,] 1.094330099 1.1520451835 -0.81841060 1.20396690 -0.07495281
## [68,] -0.295777022 -0.0293031070 -0.73805920 -0.96250606 -0.07495364
## [69,] 0.375309174 -0.7301029403 1.51177997 -2.04574255 -0.07495568
## [70,] -0.711211334 -0.7501257927 -1.78262739 1.58834113 -0.07495611
## [71,] -1.909579543 -1.0104228737 0.06545479 -0.22870071 -0.07495584
## [72,] 1.046395371 0.8316795454 -1.22016759 0.48763309 -0.07495539
## [73,] -0.663276606 -0.1894859260 -0.73805920 -0.97997762 -0.07495491
## [74,] 1.605633868 0.8617138240 -1.22016759 0.64487710 -0.07495543
## [75,] 1.733459810 0.1108568597 -1.86297878 0.10325886 -0.07495562
## [76,] -1.094689161 -0.4597944332 -0.17559941 -0.77031895 -0.07495483
## [77,] -0.551428907 0.0007311716 -0.97911340 -0.22870071 -0.07495375
## [78,] -0.918928490 -0.7100800880 0.54756319 -1.11975007 -0.07495638
## [79,] -0.631320120 -0.1794744999 -0.09524801 2.04260159 -0.07495537
## [80,] 0.854656458 0.5213253335 0.54756319 0.62740554 -0.07495649
## [81,] 0.199548504 0.2309939740 -0.49700500 -0.28111538 -0.07495658
## [82,] -0.151972837 0.5013024811 -0.81841060 0.31291753 -0.07495469
## [83,] -0.471537693 -0.4497830070 0.30650899 -0.33353004 -0.07495698
## [84,] -1.030776190 -0.4397715808 1.99388837 0.05084419 -0.07495348
## [85,] -0.151972837 0.1809368430 -1.13981619 1.32626779 -0.07495584
## [86,] -0.151972837 -0.0893716641 -0.49700500 -0.22870071 -0.07495642
## [87,] -0.823059034 -0.3396573189 0.54756319 -0.05398515 -0.07495665
## [88,] -0.599363635 -0.4197487284 0.30650899 -0.43835938 -0.07495644
## [89,] -0.551428907 -0.3396573189 0.94932018 -0.42088782 -0.07495618
## [90,] -0.151972837 -0.4397715808 0.46721179 -0.36847316 -0.07495760
## [91,] -1.110667404 -0.5298744165 1.27072578 0.08578730 -0.07495671
## [92,] -1.350341045 -0.7801600713 1.11002298 0.06831575 -0.07495510
## [93,] -1.462188745 -0.5699201213 1.75283417 0.05084419 -0.07495584
## [94,] 0.247483232 0.2209825478 -0.89876200 0.69729177 -0.07495705
## [95,] 1.158243070 0.2309939740 -1.54157319 -0.42088782 -0.07495557
## [96,] 0.327374446 0.2410054002 -0.33630220 2.95112251 -0.07495644
## [97,] -1.110667404 -1.0404571523 -1.78262739 -0.05398515 -0.07495658
## [98,] 0.407265660 0.4712682025 -0.57735640 0.31291753 -0.07495604
## [99,] 1.957155209 1.7226964764 -0.97911340 0.62740554 -0.07495388
## [100,] 0.886612943 0.9618280859 0.70826598 2.12995937 -0.07495685
## [101,] -0.104038109 0.1408911382 -0.81841060 -0.33353004 -0.07495550
## [102,] -1.350341045 -0.6700343832 -0.57735640 -0.42088782 -0.07495665
## [103,] 0.423243903 0.0808225811 -0.17559941 -0.49077405 -0.07495618
## [104,] 0.327374446 -0.3897144499 0.06545479 -0.29858693 -0.07495717
## [105,] -0.151972837 -0.1093945165 -0.33630220 -0.19375759 -0.07495599
## [106,] -0.982841462 -0.1894859260 2.39564536 -0.29858693 -0.07495631
## [107,] -1.030776190 0.0007311716 0.06545479 0.06831575 -0.07495537
## [108,] -1.462188745 -0.2695773356 0.94932018 0.06831575 -0.07495550
## [109,] 0.103679047 0.0107425978 0.22615759 0.85453577 -0.07495631
## [110,] 0.710852273 0.8917481025 -0.57735640 1.57086958 -0.07495638
## [111,] 1.413894955 0.5513596121 -0.97911340 3.47526919 -0.07495604
## [112,] 0.407265660 0.2410054002 -0.81841060 -0.64801805 -0.07495725
## [113,] -0.870993762 0.0007311716 1.91353697 -0.94503451 -0.07495483
## [114,] 0.295417961 -0.0192916808 0.46721179 -0.26364382 -0.07495580
## [115,] 0.423243903 0.2610282525 0.54756319 -0.96250606 -0.07495604
## [116,] 0.263461475 0.1408911382 1.27072578 0.73223488 -0.07495739
## [117,] -0.503494178 -0.4297601546 -0.49700500 -0.10639981 -0.07495732
## [118,] -0.471537693 0.0607997287 -0.17559941 0.03337264 -0.07495717
## [119,] -1.062732675 -0.7801600713 0.54756319 -1.32940874 -0.07495537
## [120,] -0.471537693 -0.3897144499 0.06545479 0.48763309 -0.07495822
## [121,] 0.966504157 0.7615995621 -0.33630220 0.41774687 -0.07495557
## [122,] 1.413894955 3.0542161597 0.86896878 0.48763309 -0.07495186
## [123,] -0.151972837 0.1008454335 0.54756319 0.20808820 -0.07495715
## [124,] 0.519113359 0.6214395954 -0.49700500 0.73223488 -0.07495644
## [125,] 0.902591186 1.0018737906 -1.22016759 2.30467493 -0.07495618
## [126,] 0.487156874 0.6214395954 0.06545479 -0.42088782 -0.07495623
## [127,] 0.710852273 1.1220109049 0.22615759 0.31291753 -0.07495464
## [128,] -0.263820537 0.2109711216 1.75283417 0.29544598 -0.07495591
## [129,] -0.120016352 0.4212110716 0.30650899 0.54004776 -0.07495709
## [130,] -0.311755265 -0.2795887618 0.46721179 -0.42088782 -0.07495644
## [131,] -1.254471589 -0.7801600713 -1.22016759 -1.13722163 -0.07495442
## [132,] -1.590014687 -0.8101943499 -0.97911340 -1.32940874 -0.07495267
## [133,] -1.829688329 -0.9403428904 -0.73805920 -1.32940874 -0.07495227
## [134,] -0.950884976 -0.8302172023 -1.54157319 -1.31193719 -0.07495321
## [135,] -0.471537693 -1.4509256261 1.91353697 -0.59560339 -0.07495260
## [136,] -1.078710918 -1.3708342166 2.15459116 -1.13722163 -0.07495038
## [137,] -1.462188745 -1.5610513142 1.35107717 -1.38182341 -0.07495476
## [138,] -0.807080791 -1.4309027737 2.15459116 -0.85767673 -0.07495321
## [139,] -1.078710918 -1.5510398880 1.75283417 -1.24205096 -0.07495227
## [140,] 0.039766076 -1.4309027737 1.35107717 -1.36435186 -0.07495332
## [141,] -1.206536860 -1.5310170356 1.35107717 -1.46918119 -0.07495375
## [142,] -1.430232259 -1.5310170356 0.06545479 -1.66136831 -0.07495240
## [143,] -1.190558618 -1.5109941832 1.11002298 -1.81861232 -0.07495409
## [144,] -0.471537693 -1.2306742499 0.86896878 -0.99744918 -0.07495402
## [145,] -1.462188745 -1.2506971023 -0.57735640 -0.78779050 -0.07494888
## [146,] -1.270449832 -1.4809599046 0.54756319 -0.50824560 -0.07495456
## [147,] -2.101318456 -1.6911998547 0.30650899 -1.59148209 -0.07495335
## [148,] -0.950884976 -1.3808456427 0.86896878 -1.27699407 -0.07494964
## [149,] -0.583385392 -1.2707199546 0.70826598 -0.59560339 -0.07494860
## [150,] -1.414254017 -0.6400001046 -0.17559941 -0.78779050 -0.07494728
## [151,] -1.430232259 -0.4597944332 -1.13981619 -0.59560339 -0.07494836
## [152,] -1.302406317 -0.6700343832 -0.97911340 -0.57813183 -0.07494539
## [153,] -0.151972837 -0.7501257927 -0.81841060 -0.05398515 -0.07495038
## [154,] -0.791102548 -1.2006399713 1.99388837 0.48763309 -0.07494577
## [155,] -1.302406317 -1.4509256261 1.35107717 -0.33353004 -0.07494971
## [156,] -0.886972005 -1.4008684951 1.99388837 -0.07145670 -0.07494930
## [157,] -0.791102548 -1.2006399713 0.94932018 -0.05398515 -0.07494781
## [158,] -0.631320120 -1.4509256261 2.15459116 -0.78779050 -0.07494984
## [159,] 0.806721729 -0.7200915142 1.35107717 1.93777225 -0.07494243
## [160,] 0.487156874 -0.9303314642 1.27072578 1.22143845 -0.07494411
## [161,] 0.007809591 -1.1105371356 1.11002298 -0.96250606 -0.07494964
## [162,] -0.743167820 -1.4709484785 1.11002298 -1.38182341 -0.07495202
## [163,] -1.030776190 -1.4309027737 1.91353697 -1.10227851 -0.07495243
## [164,] -1.446210502 -1.3307885118 0.30650899 -1.13722163 -0.07495283
## [165,] -1.510123473 -1.3508113642 0.38686039 -0.97997762 -0.07494704
## [166,] -1.621971173 -1.5610513142 1.27072578 -0.77031895 -0.07495103
## [167,] -0.950884976 -1.1105371356 0.54756319 -0.22870071 -0.07494556
## [168,] -1.302406317 -1.3708342166 0.30650899 -1.08480696 -0.07494612
## [169,] -1.190558618 -1.1906285451 0.22615759 -0.08892826 -0.07494828
## [170,] -0.503494178 -1.0704914308 -0.73805920 -0.84020517 -0.07494849
## [171,] -1.669905901 -1.5410284618 0.30650899 -1.50412430 -0.07495254
## [172,] -1.446210502 -1.5210056094 0.94932018 -1.66136831 13.26671090
## [173,] -0.982841462 -1.3307885118 0.62791458 -0.61307494 -0.07494688
## [174,] -0.982841462 -1.4208913475 1.27072578 -0.92756295 -0.07494957
## [175,] -0.791102548 -1.2807313808 0.54756319 -0.31605849 -0.07495011
## [176,] -1.126645647 -1.3407999380 0.54756319 -0.42088782 -0.07494620
## [177,] -1.030776190 -1.3508113642 1.35107717 -0.22870071 -0.07494742
## [178,] -0.391646479 -1.2707199546 1.59213137 -0.42088782 -0.07494755
## X11 X12 X13
## [1,] 0.36115849 1.84272147 1.010159388
## [2,] 0.40490846 1.11031723 0.962526349
## [3,] 0.31740852 0.78636920 1.391223700
## [4,] -0.42634104 1.18074072 2.328006800
## [5,] 0.36115849 0.44833648 -0.037767469
## [6,] 0.40490846 0.33565890 2.232740722
## [7,] 0.27365854 1.36384178 1.724654973
## [8,] 0.44865844 1.36384178 1.740532653
## [9,] 0.53615839 0.33565890 0.946648670
## [10,] 0.22990857 1.32158768 0.946648670
## [11,] 1.27990794 0.78636920 2.423272878
## [12,] 0.92990815 0.29340481 1.692899614
## [13,] 0.84240820 0.40608239 1.819921051
## [14,] 1.27990794 0.16664254 1.280079943
## [15,] 1.06115807 0.54692935 2.540767708
## [16,] 1.41115786 0.37791299 1.788165692
## [17,] 0.49240841 0.05396496 1.692899614
## [18,] 0.75490825 -0.05871261 1.216569224
## [19,] 1.19240799 0.29340481 2.963113987
## [20,] 0.01115870 1.05397844 0.311541483
## [21,] 0.57990836 1.54694284 0.105131647
## [22,] 0.31740852 1.27933359 0.073376288
## [23,] 0.66740831 1.95539905 0.914893310
## [24,] 0.57990836 1.43426526 0.851382592
## [25,] 0.71115828 1.70187450 0.311541483
## [26,] 0.75490825 0.82862329 0.263908444
## [27,] -0.16384119 0.85679269 1.422979059
## [28,] 0.27365854 0.22298133 1.708777293
## [29,] 1.27990794 1.11031723 0.533828998
## [30,] 0.36115849 1.37792647 0.914893310
## [31,] 1.01740810 0.13847314 1.708777293
## [32,] 0.57990836 0.37791299 2.439150558
## [33,] 1.19240799 0.36382829 0.771994193
## [34,] 1.27990794 0.54692935 1.550000497
## [35,] 0.62365833 0.36382829 1.105425466
## [36,] 0.36115849 1.20891011 0.549706678
## [37,] 0.57990836 0.23706602 0.422685241
## [38,] 0.71115828 -0.14322079 1.137180826
## [39,] 0.97365812 0.11030375 0.867260271
## [40,] -0.29509111 1.29341829 0.041620929
## [41,] -0.03259127 1.08214784 0.152764686
## [42,] -0.20759117 0.54692935 0.914893310
## [43,] -0.33884109 1.33567238 1.105425466
## [44,] -0.60134093 0.54692935 -0.212421946
## [45,] -0.33884109 1.03989375 0.438562920
## [46,] -0.38259106 1.01172435 1.057792427
## [47,] 0.36115849 1.16665602 1.010159388
## [48,] -0.20759117 1.01172435 0.756116514
## [49,] 0.49240841 0.19481193 0.994281709
## [50,] 0.71115828 0.68777632 1.629388895
## [51,] 0.71115828 0.42016708 1.280079943
## [52,] 1.23615797 1.06806314 1.645266575
## [53,] 0.22990857 0.91313147 1.407101380
## [54,] 0.75490825 0.44833648 1.994575527
## [55,] -0.16384119 0.82862329 0.994281709
## [56,] 0.09865865 0.58918345 1.184813865
## [57,] -0.07634125 0.98355496 0.708483475
## [58,] 0.49240841 0.32157420 1.661144254
## [59,] -0.29509111 0.36382829 1.708777293
## [60,] 0.40490846 -1.11506488 -0.720507695
## [61,] 1.27990794 -1.32633534 -0.212421946
## [62,] 0.09865865 -1.43901291 -0.942795210
## [63,] 1.19240799 -0.21364428 -0.371198742
## [64,] 1.14865802 0.36382829 -1.038061288
## [65,] 2.15490741 -0.53759231 -1.244471124
## [66,] 1.01740810 -0.43899943 -0.218773018
## [67,] 0.71115828 0.80045390 -0.777667342
## [68,] 0.71115828 1.22299481 -0.752263054
## [69,] 0.27365854 -0.96013322 0.009865569
## [70,] 1.41115786 0.64552223 -0.091751580
## [71,] -0.22509116 -1.11506488 0.390929881
## [72,] 1.76115765 0.77228450 -1.069816648
## [73,] 0.09865865 0.23706602 -0.872933420
## [74,] 1.54240778 1.25116420 0.756116514
## [75,] 0.14240862 0.73003041 0.441738456
## [76,] 1.19240799 -0.66435458 -1.012657001
## [77,] 1.01740810 -0.18547489 -1.126976294
## [78,] 0.01115870 -0.12913610 -0.784018414
## [79,] 0.44865844 -0.42491473 0.009865569
## [80,] 1.01740810 0.73003041 -0.901513243
## [81,] 1.84865760 0.71594572 -1.488987391
## [82,] 0.88615818 0.74411511 -0.104453724
## [83,] 1.54240778 0.15255784 -0.371198742
## [84,] -0.51384098 -0.84745564 -0.736385375
## [85,] -0.73259085 0.65960693 -0.720507695
## [86,] 1.19240799 0.77228450 -0.942795210
## [87,] 1.62990773 -0.49533822 -0.799896093
## [88,] 1.76115765 0.84270799 -0.587135186
## [89,] 0.18615860 0.19481193 -0.212421946
## [90,] 0.49240841 0.84270799 -0.387076422
## [91,] 0.53615839 -0.48125352 -0.847529132
## [92,] 0.40490846 0.05396496 -0.942795210
## [93,] 0.01115870 -0.77703216 -0.799896093
## [94,] 0.84240820 0.96947026 -1.450880959
## [95,] 0.88615818 0.49059057 -1.276226483
## [96,] 0.88615818 0.02579557 0.603690789
## [97,] -0.03259127 -0.49533822 -0.387076422
## [98,] 1.19240799 0.18072723 -1.012657001
## [99,] 0.36115849 0.22298133 -0.275932664
## [100,] 2.02365749 0.30748951 -1.082518791
## [101,] 1.36740789 0.49059057 -0.117155868
## [102,] 0.36115849 0.22298133 -0.587135186
## [103,] -0.68884088 1.08214784 -0.980901641
## [104,] -0.07634125 -0.24181367 -1.053938968
## [105,] 0.36115849 1.34975708 -0.237826233
## [106,] -0.42634104 0.96947026 -1.371492561
## [107,] 0.18615860 0.78636920 -0.752263054
## [108,] -0.33884109 -0.26998307 -0.822124845
## [109,] -0.42634104 0.57509875 -1.381019169
## [110,] 0.01115870 0.91313147 -0.212421946
## [111,] -0.90759075 0.27932011 -0.587135186
## [112,] -0.25134114 0.23706602 -1.339737202
## [113,] 1.19240799 -0.15730549 -0.444236069
## [114,] 0.62365833 -0.42491473 -0.993603785
## [115,] -0.12009122 0.81453860 -1.149205046
## [116,] 3.29240673 0.36382829 -1.079343255
## [117,] -0.03259127 1.01172435 -0.799896093
## [118,] 0.44865844 0.49059057 -1.276226483
## [119,] -1.12634062 -0.69252397 -1.190487013
## [120,] -0.12009122 0.61735284 -0.580784114
## [121,] -0.68884088 1.09623253 -0.387076422
## [122,] -0.12009122 1.51877344 -0.895162171
## [123,] -0.16384119 0.71594572 -1.212715765
## [124,] -0.99509069 0.68777632 -1.165082726
## [125,] -0.90759075 1.44834996 -1.165082726
## [126,] -0.42634104 0.94130087 -1.171433797
## [127,] -1.17009059 0.32157420 -1.253997732
## [128,] 0.05490867 -0.24181367 -0.891986635
## [129,] -0.29509111 0.23706602 -1.285753091
## [130,] -0.73259085 -0.05871261 -0.529975539
## [131,] -0.86384077 -1.86155382 -0.371198742
## [132,] -0.95134072 -1.67845276 -0.688752336
## [133,] -1.30134051 -1.76296094 -0.593486258
## [134,] -0.77634083 -1.86155382 -0.466464820
## [135,] -0.90759075 -1.55169049 -0.307688024
## [136,] -0.99509069 -1.45309761 -0.164788907
## [137,] -0.90759075 -1.88972321 -0.085400508
## [138,] -0.60134093 -1.29816594 -0.736385375
## [139,] -0.64509090 -1.11506488 -0.529975539
## [140,] -0.29509111 -0.65026988 -0.498220180
## [141,] -0.82009080 -0.42491473 -0.466464820
## [142,] -1.12634062 -0.19955958 0.105131647
## [143,] -0.29509111 -0.77703216 -0.720507695
## [144,] -0.20759117 -0.79111685 -0.625241617
## [145,] -1.34509048 -0.86154034 0.343296842
## [146,] -1.56384035 -1.31225064 0.263908444
## [147,] -1.65134030 -1.80521503 -1.053938968
## [148,] -1.82634020 -1.05872609 -0.387076422
## [149,] -1.78259022 -1.39675882 -0.307688024
## [150,] -1.69509027 -1.80521503 -0.625241617
## [151,] -1.60759033 -1.84746912 -0.784018414
## [152,] -2.08884004 -1.60802927 -0.847529132
## [153,] -1.52009038 -1.80521503 -1.022183609
## [154,] -1.73884025 -1.55169049 -0.228299625
## [155,] -1.65134030 -1.49535170 -0.339443383
## [156,] -1.56384035 -1.59394458 -0.069522829
## [157,] -1.69509027 -1.36858943 -0.847529132
## [158,] -1.25759054 -1.24182715 0.422685241
## [159,] -1.69509027 -0.91787912 -0.275932664
## [160,] -1.69509027 -1.17140367 -0.402954102
## [161,] -1.73884025 -1.45309761 -0.720507695
## [162,] 0.01115870 -1.11506488 -0.212421946
## [163,] -0.38259106 -0.70660867 -0.561730898
## [164,] -1.21384056 -1.21365776 -0.228299625
## [165,] -1.12634062 -1.31225064 -0.418831781
## [166,] -0.77634083 -1.21365776 -0.720507695
## [167,] -0.47009101 -1.48126700 -0.164788907
## [168,] -1.03884067 -1.21365776 -0.196544266
## [169,] -0.95134072 -1.14323428 0.009865569
## [170,] -1.25759054 -0.97421791 -0.371198742
## [171,] -1.30134051 -1.10098018 -0.752263054
## [172,] -1.69509027 -1.38267412 -0.879284492
## [173,] -1.47634041 -1.26999655 -0.275932664
## [174,] -1.38884046 -1.22774246 -0.021889790
## [175,] -1.12634062 -1.48126700 0.009865569
## [176,] -1.60759033 -1.48126700 0.279786124
## [177,] -1.56384035 -1.39675882 0.295663803
## [178,] -1.52009038 -1.42492821 -0.593486258
## attr(,"scaled:center")
## X1 X2 X3 X4 X5 X6
## 1.300062e+01 2.336348e+00 2.366517e+00 1.949494e+01 9.974157e+01 2.295112e+00
## X7 X8 X9 X10 X11 X12
## 2.029270e+00 3.618539e-01 1.590899e+00 5.562297e+04 9.574494e-01 2.611685e+00
## X13
## 7.468933e+02
## attr(,"scaled:scale")
## X1 X2 X3 X4 X5 X6
## 8.118265e-01 1.117146e+00 2.743440e-01 3.339564e+00 1.428248e+01 6.258510e-01
## X7 X8 X9 X10 X11 X12
## 9.988587e-01 1.244533e-01 5.723589e-01 7.420359e+05 2.285716e-01 7.099904e-01
## X13
## 3.149075e+02
- Matriks Korelasi
# Hitung Matriks Korelasi
cor_matrix <- cor(data_z)
cor_matrix
## X1 X2 X3 X4 X5 X6
## X1 1.00000000 0.094396941 0.211544596 -0.3102351369 0.27079823 0.2891011
## X2 0.09439694 1.000000000 0.164045470 0.2885004028 -0.05457510 -0.3351670
## X3 0.21154460 0.164045470 1.000000000 0.4433671866 0.28658669 0.1289795
## X4 -0.31023514 0.288500403 0.443367187 1.0000000000 -0.08333309 -0.3211133
## X5 0.27079823 -0.054575096 0.286586691 -0.0833330886 1.00000000 0.2144012
## X6 0.28910112 -0.335166997 0.128979538 -0.3211133173 0.21440123 1.0000000
## X7 0.23681493 -0.411006588 0.115077279 -0.3513698601 0.19578377 0.8645635
## X8 -0.15592947 0.292977133 0.186230446 0.3619217186 -0.25629405 -0.4499353
## X9 0.13669791 -0.220746187 0.009651935 -0.1973268357 0.23644061 0.6124131
## X10 -0.02141075 0.003620789 -0.023769880 0.0001141805 -0.07252129 -0.1090106
## X11 -0.07174720 -0.561295689 -0.074666889 -0.2739552227 0.05539820 0.4336813
## X12 0.07234319 -0.368710428 0.003911231 -0.2767685489 0.06600394 0.6999494
## X13 0.64372004 -0.192010565 0.223626264 -0.4405969313 0.39335085 0.4981149
## X7 X8 X9 X10 X11 X12
## X1 0.2368149 -0.15592947 0.136697912 -0.0214107467 -0.07174720 0.072343187
## X2 -0.4110066 0.29297713 -0.220746187 0.0036207891 -0.56129569 -0.368710428
## X3 0.1150773 0.18623045 0.009651935 -0.0237698796 -0.07466689 0.003911231
## X4 -0.3513699 0.36192172 -0.197326836 0.0001141805 -0.27395522 -0.276768549
## X5 0.1957838 -0.25629405 0.236440610 -0.0725212864 0.05539820 0.066003936
## X6 0.8645635 -0.44993530 0.612413084 -0.1090105971 0.43368134 0.699949365
## X7 1.0000000 -0.53789961 0.652691769 -0.1146487640 0.54347857 0.787193902
## X8 -0.5378996 1.00000000 -0.365845099 0.0715569582 -0.26263963 -0.503269596
## X9 0.6526918 -0.36584510 1.000000000 -0.1252283669 0.29554425 0.519067096
## X10 -0.1146488 0.07155696 -0.125228367 1.0000000000 -0.12777177 -0.104222609
## X11 0.5434786 -0.26263963 0.295544253 -0.1277717651 1.00000000 0.565468293
## X12 0.7871939 -0.50326960 0.519067096 -0.1042226085 0.56546829 1.000000000
## X13 0.4941931 -0.31138519 0.330416700 -0.0662764844 0.23618345 0.312761075
## X13
## X1 0.64372004
## X2 -0.19201056
## X3 0.22362626
## X4 -0.44059693
## X5 0.39335085
## X6 0.49811488
## X7 0.49419313
## X8 -0.31138519
## X9 0.33041670
## X10 -0.06627648
## X11 0.23618345
## X12 0.31276108
## X13 1.00000000
- Nilai Eigen dan Vektor Eigen
# Menghitung Nilai Eigen Dan Vektor Eigen Dari Matriks Korelasi
eigen_result <- eigen(cor_matrix)
eigen_result
## eigen() decomposition
## $values
## [1] 4.6979503 1.9182307 1.4166492 0.9870866 0.9111364 0.8444545 0.5779782
## [8] 0.4528696 0.3436702 0.2881727 0.2334063 0.2250079 0.1033873
##
## $vectors
## [,1] [,2] [,3] [,4] [,5]
## [1,] 0.162154901 -0.49156453 -0.3455270742 0.007305061 -0.02651371
## [2,] -0.237562042 -0.32670453 -0.0004215402 -0.220384606 -0.54448525
## [3,] 0.007805844 -0.48008453 0.5028860090 0.212442157 0.16283710
## [4,] -0.239661118 -0.10953907 0.6084309615 0.064004251 -0.05089746
## [5,] 0.151719848 -0.38588278 0.0142053749 -0.057366978 0.35108664
## [6,] 0.397097608 -0.04956898 0.1450636291 0.051821536 -0.20526499
## [7,] 0.422411248 0.01873868 0.1624620357 0.058048792 -0.15928259
## [8,] -0.297324579 -0.07965574 0.1572318324 0.120830068 0.18970395
## [9,] 0.316160018 -0.01409618 0.1760096850 -0.100417414 -0.35856734
## [10,] -0.071095479 0.01994587 -0.1821284682 0.925121745 -0.22664462
## [11,] 0.285758132 0.29364122 0.1553588526 0.083791415 0.43698062
## [12,] 0.368480276 0.16163051 0.2015465440 0.042555416 -0.19620898
## [13,] 0.299643026 -0.37167673 -0.2371912908 0.058627410 0.19386577
## [,6] [,7] [,8] [,9] [,10]
## [1,] 0.30972527 -0.104634561 -0.183189361 -0.36778895 0.5407145142
## [2,] 0.04812456 -0.062065822 0.647420534 -0.13051378 -0.1248175421
## [3,] 0.12659771 -0.194005519 -0.032794663 0.17388258 -0.3014608475
## [4,] -0.10189688 -0.149967835 -0.265582306 -0.40549492 0.2053654973
## [5,] -0.68880392 0.188886120 0.296502244 0.12431564 0.2677819649
## [6,] 0.12332737 0.044629044 -0.032241934 0.40865133 0.2746600896
## [7,] 0.08402969 -0.036331492 0.006084787 0.18025404 0.0392189468
## [8,] 0.49350148 0.621881402 0.195780305 0.22096364 0.2113372182
## [9,] -0.16273518 0.659358040 -0.211744767 -0.34597236 -0.1858560145
## [10,] -0.18224787 0.052360420 0.101475580 -0.08318475 -0.0002876416
## [11,] 0.17726809 0.003693975 0.465034099 -0.50179505 0.0095825918
## [12,] 0.09223604 -0.247543605 0.272520502 0.03890695 0.1454865355
## [13,] 0.18828347 0.023635888 -0.051976023 -0.09664797 -0.5566391786
## [,11] [,12] [,13]
## [1,] -0.02003914 -0.208198926 -0.009952987
## [2,] -0.14939378 0.103860349 -0.027467345
## [3,] -0.14876842 -0.476176219 0.142076555
## [4,] 0.11553697 0.471290501 -0.090644784
## [5,] 0.10311540 0.047101316 -0.057146456
## [6,] -0.36000536 0.406669697 0.467262936
## [7,] -0.17618045 0.015528127 -0.832078585
## [8,] 0.22419684 0.067397024 -0.114186979
## [9,] 0.01027551 -0.235802797 0.119126173
## [10,] -0.02158168 0.022497492 0.003729033
## [11,] -0.32103633 0.009550534 0.085250930
## [12,] 0.73880735 -0.149902462 0.148755000
## [13,] 0.26605769 0.495937891 -0.012236430
- Skor Komponen Utama
# Skor Komponen Utama
z <- data_z%*%eigen_result$vectors
z
## [,1] [,2] [,3] [,4] [,5]
## [1,] 3.37782167 -1.239561e+00 -0.491347850 -0.002205657 0.148612751
## [2,] 2.17408581 7.010243e-01 -1.961997281 -0.128097899 0.232236184
## [3,] 2.56923381 -9.451300e-01 0.828821743 0.120081513 -0.737597608
## [4,] 3.93068818 -2.052960e+00 -0.557404660 0.160647453 -0.657572650
## [5,] 1.01564113 -1.503052e+00 1.612875661 0.342623842 0.301221459
## [6,] 3.17230852 -1.599329e+00 -0.976653167 0.239431408 0.411455961
## [7,] 2.49368560 -9.080682e-01 -1.242877865 0.120267285 -0.066075916
## [8,] 2.10991573 -1.795019e+00 -0.404690002 0.304117369 0.992933983
## [9,] 2.54798729 -4.332519e-01 -1.901823584 -0.088245585 -0.122187204
## [10,] 2.84315303 7.765048e-02 -0.848099443 0.067914106 -0.334387703
## [11,] 3.54143607 -9.462749e-01 -0.635528568 0.009909942 -0.076803974
## [12,] 1.77474259 -3.589184e-01 -1.333337412 0.150887316 0.796819646
## [13,] 2.15273972 -2.824343e-01 -0.925616832 0.220928758 0.281020607
## [14,] 3.50675496 -6.020693e-01 -1.324672008 0.168992204 -0.236098547
## [15,] 4.45503924 -1.120556e+00 -1.414207992 0.020798574 -0.327727669
## [16,] 2.42568019 -1.241932e+00 -0.023925140 0.504379620 1.341664094
## [17,] 2.28585612 -2.332994e+00 0.280740800 0.378246527 0.781586460
## [18,] 2.00100730 -1.445707e+00 0.512301943 0.514338152 1.002392561
## [19,] 3.73426285 -1.554411e+00 -0.708195268 0.477847818 0.830788124
## [20,] 2.11861530 -1.083308e+00 -0.494681017 -0.254684681 -0.565765292
## [21,] 3.16364333 -4.675318e-01 -0.477717788 -0.122290213 0.026536801
## [22,] 1.07641626 -5.817519e-01 0.758639666 -0.225305936 -1.067400933
## [23,] 2.48838512 -7.555772e-06 -0.419642389 0.127149157 -0.058515623
## [24,] 1.58921698 3.659936e-01 0.152425456 0.298706809 0.329994694
## [25,] 1.69996342 -8.041460e-02 0.782247387 0.364120516 0.001596623
## [26,] 0.97422268 -2.111301e+00 3.227291570 0.883362808 1.137464068
## [27,] 1.78964455 -6.696424e-01 -0.296925306 0.412723049 0.080679541
## [28,] 1.20109089 1.715435e-01 -1.446539382 -0.041509044 0.428028782
## [29,] 2.19015126 -1.038579e+00 1.091410090 0.602191712 0.625041398
## [30,] 2.25082676 8.469390e-02 -1.108364587 -0.081596525 -0.326560107
## [31,] 2.56087947 -1.235045e+00 1.158039116 0.525416685 0.302831416
## [32,] 2.78190026 -9.154738e-01 -0.471711320 0.152725885 0.324269503
## [33,] 1.59373061 -2.151942e-01 -0.299214227 0.169863905 0.681524371
## [34,] 1.96498247 -1.913673e+00 0.644319156 0.718641306 2.161861307
## [35,] 1.40732676 -1.026713e+00 0.132476114 0.315240084 0.929689891
## [36,] 1.90918003 -1.124099e-01 0.444819731 0.147315946 -0.306340310
## [37,] 1.39137790 -8.824749e-01 0.160801282 0.485239523 1.137761045
## [38,] 1.10239229 -2.477026e-01 -0.169082376 0.299918360 0.868403431
## [39,] 1.43474889 8.879319e-01 -1.313573673 -0.039092950 0.736019498
## [40,] 2.58952585 -1.869916e+00 -0.883046343 -0.600723342 -1.273212285
## [41,] 2.64522282 -3.563010e-01 -0.128167513 -0.073290549 -0.436076274
## [42,] 0.65472457 -2.228732e-01 -0.896766544 -0.486937707 -1.350203638
## [43,] 3.11658999 -9.023552e-01 -0.552655042 0.164352581 -0.676001841
## [44,] 0.45630001 -5.160073e-01 -0.376115993 -0.530868320 -1.454109945
## [45,] 2.09782755 3.958805e-01 -0.537212808 -0.240678219 -0.703255579
## [46,] 1.20346409 -1.971557e+00 -0.524051266 -0.239478268 -0.845737582
## [47,] 2.76103133 -1.089353e+00 -0.840295524 -0.357087887 -1.467324162
## [48,] 2.87399366 2.488136e-02 -1.079054967 -0.222751930 -0.953687524
## [49,] 2.08923620 -9.039320e-01 -0.196114565 0.020675465 -0.233844923
## [50,] 2.88225776 -6.673383e-01 -0.594877748 0.104838204 0.148234005
## [51,] 3.28465666 1.040083e+00 -1.550888734 -0.464896722 -0.944614677
## [52,] 2.89671169 -4.777077e-01 -0.089925931 0.287170152 0.148219703
## [53,] 3.61615261 -9.250994e-01 -0.662196319 0.226254392 -0.168916472
## [54,] 2.32418775 -1.730989e+00 -0.075552485 0.472768251 1.065356587
## [55,] 2.20443752 -6.372826e-01 -1.124968425 -0.150976856 0.214473165
## [56,] 2.55013199 -1.071013e+00 0.335405731 -0.024721627 -0.231422695
## [57,] 2.82899682 -9.517004e-01 -0.798646560 -0.086499799 -0.225565153
## [58,] 2.24137764 -1.013435e+00 0.038231922 0.405576352 0.397871870
## [59,] 3.24915779 -1.157817e+00 -0.482376781 0.164694220 -0.276315955
## [60,] -1.11807487 3.444308e+00 -3.959453021 -0.742985882 1.168528933
## [61,] -1.63627916 1.097827e+00 -0.746580739 0.460479760 2.831380695
## [62,] -1.83180744 1.263445e+00 -1.260112039 -0.034417559 1.542589348
## [63,] -0.04611454 1.408955e+00 -1.538920633 -0.050962933 1.209912587
## [64,] 1.96347993 2.264714e+00 0.621247704 0.041785178 -0.576113500
## [65,] -0.73745304 1.368415e+00 0.902412131 0.416979795 2.154393553
## [66,] 0.86186764 7.575719e-01 0.793348028 0.299526536 0.734219345
## [67,] 2.19220215 2.864175e+00 -1.209303660 -0.369791721 -1.193829186
## [68,] 0.08995878 2.859350e+00 -0.336197022 -0.043376054 0.000426971
## [69,] -0.87038708 -1.849241e-01 -0.926438781 0.462921667 2.342260102
## [70,] 1.85807508 1.288454e+00 -1.074186700 -0.900212899 1.366655807
## [71,] -1.65187463 4.794849e-01 -0.625954894 -0.219520815 1.211161580
## [72,] 1.57136286 4.730662e-01 2.057690367 0.520933623 -0.192802394
## [73,] -0.79518292 8.115247e-01 0.236429587 0.039069659 0.078757137
## [74,] 2.51130915 -1.215256e+00 3.006378324 0.434316572 0.931180086
## [75,] 1.72977410 1.084848e+00 0.669763734 0.069138446 -0.132340515
## [76,] -0.98417200 2.603429e+00 -0.978686206 -0.408127716 0.999963906
## [77,] 0.28764101 2.831743e+00 -1.738231016 -0.418481612 0.313721471
## [78,] -1.57160572 7.743025e-01 -0.200978057 -0.333371477 0.713463305
## [79,] 1.19011685 7.676717e-01 -1.077688028 -0.607594936 1.099743424
## [80,] 0.26668880 1.912235e-01 1.766459298 -0.145374988 -0.976275590
## [81,] 0.56739460 3.297444e+00 0.387909627 0.052951920 0.499638278
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## [83,] -0.66027879 1.708062e+00 1.674527698 0.579083212 1.035355832
## [84,] -2.53398698 -2.267104e-01 0.465126361 -0.254111606 -0.722390439
## [85,] 0.72554266 1.197132e+00 0.873023884 0.021431761 -0.510451656
## [86,] 0.64370188 1.759872e+00 0.059430418 0.098965341 0.838222109
## [87,] -0.95702159 1.661038e+00 1.105694319 0.202899576 1.075710544
## [88,] -0.71427249 1.546654e+00 2.625483909 0.592716320 1.044189972
## [89,] -1.23974385 1.212237e+00 1.190657076 0.269004923 0.332804933
## [90,] -0.74325855 2.027489e+00 1.255517456 0.382003782 0.001179846
## [91,] -1.49353131 1.661772e+00 0.275522239 0.073818783 0.507791683
## [92,] -1.66415221 1.482523e+00 1.141934865 0.222242122 0.679293615
## [93,] -2.03373837 1.199093e+00 0.165525644 0.125645957 0.560736893
## [94,] 0.57931023 1.904040e+00 0.486927317 -0.394254807 -1.163113707
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## [96,] 2.47352448 -8.024486e-01 0.459189674 -0.496852542 1.142965163
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## [99,] 2.18477861 1.816004e+00 0.287812103 0.040202274 -0.803131610
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## [108,] -1.70918663 9.713069e-01 0.499875583 0.025973435 0.072021528
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## [110,] 1.45284513 9.191078e-01 1.973350487 0.292140768 -0.583966690
## [111,] 1.31216104 1.247076e+00 0.482153321 -1.272963477 -3.137994688
## [112,] -0.43284163 1.395008e+00 0.302478514 -0.256552003 -0.902125201
## [113,] -1.36505448 -3.004488e-02 1.918586451 0.625081643 1.637267843
## [114,] -0.59104715 1.898003e+00 1.512156919 0.483672952 0.903516898
## [115,] -0.62369757 1.403235e+00 1.620931352 0.490373933 0.040226529
## [116,] 0.25151133 3.362095e+00 2.128725900 0.374558207 1.052403746
## [117,] -0.44013738 2.463329e+00 0.199238820 -0.227394444 -0.355519073
## [118,] -0.26137023 1.273103e+00 0.884212433 -0.105370986 0.336608024
## [119,] -2.51162744 1.155689e+00 -1.714479398 -0.668506182 -0.834085089
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## [124,] -0.55006562 -5.775402e-02 0.396781741 -1.034742598 -3.539537727
## [125,] 0.86227327 9.341580e-01 1.728471969 -0.707228506 -3.662491532
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## [128,] -1.69340264 1.639198e-01 3.414815974 0.607055426 0.220623036
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## [130,] -1.89687992 3.848184e-01 0.792030412 -0.356243313 -1.487435056
## [131,] -1.33908065 -3.546264e-01 -1.383704205 -0.346997287 1.518512648
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## [138,] -3.89811762 -1.461758e+00 1.371167651 -0.294570650 -0.568965430
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## [140,] -2.35730403 -8.182229e-01 1.036979524 0.213660583 0.692389375
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## [160,] -1.30714874 -1.081156e+00 0.778425983 0.165569244 -0.559135537
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## [162,] -2.16230419 -1.362961e+00 -0.450954847 -0.040471354 1.093367984
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## [169,] -1.98609581 -1.743741e+00 0.550233051 -0.009233345 0.443618772
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## [171,] -3.19135166 2.493580e-01 -0.779808452 -0.431775955 0.280247564
## [172,] -4.43111093 5.076323e-01 -3.422960533 12.114834049 -2.739628895
## [173,] -2.23137333 -1.287085e+00 -0.976360043 -0.145167067 0.042483758
## [174,] -3.19514138 -2.115219e+00 -0.753003028 -0.670331391 -1.072066163
## [175,] -2.45644650 -1.675875e+00 -0.076315441 -0.404480129 -0.309635190
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## [178,] -2.96843916 -2.499139e+00 0.655473932 -0.089153523 -0.590035120
## [,6] [,7] [,8] [,9] [,10]
## [1,] -0.623717624 0.326847450 0.43053221 0.013474809 0.695912548
## [2,] 0.373197389 -0.581603610 0.69889832 0.964442771 -0.319296659
## [3,] 0.182340748 0.743126508 -0.24619457 -0.318472898 -1.150136599
## [4,] 0.274116559 -0.068323006 -0.54522565 0.699525957 0.104791148
## [5,] -0.278414984 0.074964205 0.51417228 0.363699869 0.323381708
## [6,] 0.660056348 0.488188648 -0.07903586 0.419557382 -0.131821235
## [7,] 1.116751063 -0.205701769 -0.12928601 -0.327651156 -0.366546217
## [8,] 0.079615390 -0.878439861 0.72987791 0.177044971 0.150126409
## [9,] 0.978955270 0.180332971 -0.40599419 -0.431417351 0.660475208
## [10,] 0.379093951 -0.563920778 -0.44941575 0.165693895 0.228184200
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## [12,] 0.820943458 -0.592985218 -0.35577965 -0.921190483 -0.445166327
## [13,] 1.221960086 -0.248561096 -0.27587946 -0.415877585 -0.873760330
## [14,] 2.039565610 1.771237589 -0.09534835 -0.343918963 0.007702069
## [15,] 1.022086352 1.360917135 -0.09883828 -0.391045439 -0.849407856
## [16,] 0.460900062 -0.524864539 0.53665090 0.003636794 -0.511003114
## [17,] 0.032002990 0.148630328 -0.25785701 -0.358950408 0.092677582
## [18,] 0.379144506 0.313870031 -0.13389742 0.118159922 0.362232454
## [19,] 1.092530665 0.152900584 -0.03759540 -0.049079070 -0.516536503
## [20,] -0.731867380 -0.997794247 0.88072153 0.480860497 0.017444015
## [21,] -0.940051291 0.072229124 0.45378356 0.107957877 1.310998895
## [22,] -0.212446350 -0.636669750 1.10965800 -0.231430187 -0.637338910
## [23,] 0.500550417 -0.730904615 0.41689175 -0.112264488 0.143505455
## [24,] 0.369510751 -1.030470078 0.11469586 0.185327687 -0.675436116
## [25,] 0.551512171 -1.028473392 0.04315018 -0.347761689 0.130245581
## [26,] -0.207935511 0.199312697 0.37733042 0.058079208 0.150598783
## [27,] 1.140772198 -0.582742891 -0.24590556 0.961251457 -0.672147326
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## [31,] 0.504581058 0.160132615 -0.92139095 -0.963356043 -0.521041595
## [32,] 0.054052319 -0.266751094 -0.50034199 -0.481576613 -0.799502792
## [33,] 0.705951731 0.745362914 0.37968652 -0.514742039 0.145995615
## [34,] 0.240945394 0.473173676 0.92386991 0.423923452 0.691743402
## [35,] -0.029193335 -0.575967649 0.02279353 -0.209050014 -0.368540566
## [36,] 0.109209325 -0.598523097 -0.30659272 -0.336558572 0.225017924
## [37,] 0.233966466 -0.444685651 0.35147462 0.930133121 -0.307727845
## [38,] 0.366387017 -0.529264613 -0.18588210 0.011455762 -0.852936172
## [39,] 0.243338738 -0.303001519 0.19449450 -0.027705490 -0.300413785
## [40,] -1.036545507 -0.250130439 1.49305876 0.615878511 0.690013634
## [41,] -0.460105446 0.879429808 0.05419376 0.678259711 0.842045051
## [42,] 0.550345889 -0.777422301 0.55140417 -0.352014157 -0.307937288
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## [45,] -0.499247755 0.281158391 -0.18459681 0.640010569 0.341512050
## [46,] 0.295426430 -1.042465028 1.02589254 0.175798246 0.537198730
## [47,] 0.663103245 -0.009172950 0.76783603 -0.305291481 0.425406634
## [48,] -0.025609224 -0.087136998 -0.59271681 0.194567982 0.446749637
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## [50,] 0.400638937 0.392182781 -0.05564809 -0.286423396 0.111507928
## [51,] -0.096337030 0.945496983 -0.35305567 -0.459030505 -1.285545968
## [52,] 0.732675147 -0.358978476 -0.26061647 -1.050346427 -0.987009952
## [53,] 0.551207923 0.252118309 0.17431884 1.387345549 0.378497125
## [54,] 0.610151062 0.213644251 0.38485859 0.370466260 -0.324166511
## [55,] -0.815351682 -0.516783752 -0.08362532 0.297344166 0.313174389
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## [59,] -0.152750196 -0.278982027 -0.92774380 0.720082494 -0.372703629
## [60,] -0.257133671 -0.355933174 0.14303074 0.711375975 0.363227157
## [61,] 1.046862166 0.710189313 0.85201847 1.021999378 0.227136925
## [62,] 0.287628271 0.525218421 0.10587103 0.973172617 0.860944796
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## [65,] 0.047535311 0.002504470 1.06000180 -0.114464845 0.193808356
## [66,] 0.009124934 0.740454075 -0.27232625 0.106281338 -0.623344570
## [67,] 0.561797559 0.519293350 -0.66932273 -0.147339074 0.774591903
## [68,] 0.412797955 -1.257992111 -0.17580187 -0.249615956 0.343798991
## [69,] 0.687096939 0.155691395 0.09644124 1.291669240 1.059750425
## [70,] -4.008206989 1.174019894 1.02855003 -1.162431602 0.336097528
## [71,] -0.865761496 0.366984598 -0.56602793 -0.604818089 -0.993158827
## [72,] 0.640148519 -1.343080997 -0.72551622 -1.493339431 1.108408062
## [73,] 0.162398699 -1.517580271 -0.87856246 -0.959719004 0.936600898
## [74,] -2.030691376 -0.662589451 0.15726443 -1.176575330 1.065901082
## [75,] -1.111686816 -0.991343206 -0.78030342 0.604569698 -0.435349662
## [76,] -0.660168177 0.126324302 0.89216125 -0.044447131 -0.351762162
## [77,] -0.133469402 -0.249725489 -0.41982089 -0.721886526 0.723160563
## [78,] -0.891957687 0.041162838 1.34519326 0.739076842 -0.085625029
## [79,] -2.527933750 2.515199313 0.19978456 -0.171679533 -0.090642832
## [80,] 0.208131688 0.360322725 1.36130917 -0.478003769 0.702862385
## [81,] 0.037469453 -0.396101318 0.28465038 -0.312053428 0.568260390
## [82,] 0.265634330 -0.482306112 -0.05764877 -0.612373919 -0.323779935
## [83,] 0.914941540 -0.484398231 -0.40451802 -0.903874991 -0.543417809
## [84,] 1.199658062 1.041992061 0.30332958 -0.498286387 0.215452944
## [85,] -1.056968562 0.035534616 -1.23119892 0.690575658 -1.077588076
## [86,] -0.277120487 -0.411626104 0.16902303 -0.176734351 0.505348988
## [87,] 0.246142757 0.297754709 0.11047468 -1.067734975 -0.120834554
## [88,] 0.347211381 -0.745381930 0.36838661 -0.930838979 -0.492290241
## [89,] 0.672147967 0.065996506 0.07528427 0.325079428 -0.881306027
## [90,] 1.224455490 -0.519143442 -0.66853845 -0.346140270 -0.281791186
## [91,] 0.876085359 0.890147810 0.02773540 -0.093473963 -0.584373574
## [92,] 0.411105725 0.508186119 -0.25794242 -0.414551073 -0.379533758
## [93,] 1.134812026 1.093549785 -0.68666349 -0.433559045 -0.026411065
## [94,] -0.234268958 -0.291609013 0.73259724 -0.286687122 0.034324080
## [95,] -1.006283577 -1.042682389 0.55978186 0.801397415 -0.040474125
## [96,] -3.600691948 2.826886341 0.67870234 -0.581649124 0.213654362
## [97,] -3.210613800 -0.782129748 0.20465695 -0.119792939 -0.983080889
## [98,] 0.133221983 0.158511794 0.10084684 0.009567182 0.115199823
## [99,] 0.025620809 -0.005258317 -0.86606597 0.820580729 0.204103069
## [100,] 0.694459317 1.819141686 1.27577065 -0.732695922 -0.004756466
## [101,] -0.548105713 -0.204155131 0.92326293 -0.489134899 -0.010525171
## [102,] -0.265987669 -0.417860805 -0.32870232 -0.743304753 -0.002416725
## [103,] -0.307060342 -0.792273088 0.12224850 0.954672034 0.374863822
## [104,] -0.171015560 0.251837003 -0.30941775 0.496586827 0.254525725
## [105,] 0.283649111 -0.551878584 -0.06048390 -0.390809239 0.202253340
## [106,] 0.999510425 0.867942451 0.55731735 0.375249886 0.851682037
## [107,] 0.412608419 -0.110054166 -0.15906962 -0.271229867 -0.308885247
## [108,] 0.523531615 0.408968480 -0.81104386 -0.575868401 0.054207337
## [109,] -0.433915264 0.908026394 -0.61791872 0.372925906 0.656278378
## [110,] -0.475750730 0.340693875 -0.66272919 0.682175739 -1.191585955
## [111,] -2.189756560 2.238149635 0.08389025 0.037900970 -0.530091600
## [112,] -0.238903825 -1.049171048 -0.20215505 0.321589747 0.604416092
## [113,] 0.741993146 0.326717549 1.57037094 0.678423130 -0.804061203
## [114,] 0.112551969 0.187116087 -0.58969386 0.791247303 -0.429955062
## [115,] 0.689194270 -0.784165837 -0.40522239 0.993603199 0.413700686
## [116,] 0.765415822 1.305002939 1.28502014 -0.854897043 -0.294652625
## [117,] -0.414165832 -0.433268035 -0.34634567 -0.097598303 -0.101454489
## [118,] -1.071213499 -0.050039316 0.03883196 -0.365524356 0.843683249
## [119,] 0.655401291 -0.281759186 0.36012626 0.649817897 0.155330237
## [120,] -0.072170741 0.365539153 0.73562390 -0.228098706 -0.464853398
## [121,] -0.530100400 -0.118879133 0.07265250 1.380419064 -0.622772940
## [122,] -0.622625647 -0.146158685 0.17641749 1.671344686 0.357735234
## [123,] -0.237839150 -0.326372614 1.03370047 -0.343496922 0.269983435
## [124,] 0.093586497 -0.334389836 1.09202084 -0.334065437 0.436360208
## [125,] -0.540494988 0.088589822 0.18380788 0.072434194 -0.787881908
## [126,] 0.229134014 -0.497679969 -0.09288633 0.847779778 0.467153641
## [127,] 0.156224112 0.121120002 -1.21112193 1.102692302 0.622276781
## [128,] 0.453918249 0.668806857 -0.48389376 -0.055358914 -0.115785765
## [129,] -0.063064134 0.219467110 -0.96219680 -0.188299147 0.514977607
## [130,] 0.615682575 -0.363738458 0.59630141 0.232172788 -0.730279200
## [131,] -2.163870925 -0.624032171 -0.81308363 0.398432927 -0.101069412
## [132,] -1.193692846 -1.146011357 -0.28522093 -0.092093312 -0.377495828
## [133,] -1.055812783 -1.192368401 -1.24278387 -0.423853767 -0.303325357
## [134,] -1.546214491 -1.424333049 -0.10767259 -0.255223973 -0.482312209
## [135,] 0.996542713 1.299678052 -0.98753195 0.996100773 -0.209787663
## [136,] 0.755242984 1.071202639 -0.02683016 0.778917440 -0.079031323
## [137,] 0.610999063 0.011036779 0.84189158 0.189386898 -1.222282900
## [138,] 0.727611200 0.482398728 1.41526030 -0.171499480 -0.147923348
## [139,] 1.225820951 0.373092915 0.44062845 -0.148456690 0.530805734
## [140,] 0.460812755 -0.233237334 0.28368883 0.324225127 0.530249399
## [141,] 0.651533422 -0.409632097 0.17786274 0.456822932 -0.086845761
## [142,] 0.454759442 -1.230941021 -0.40250871 -0.071917010 -0.166398507
## [143,] 0.731171139 -0.916083360 0.26070463 -0.309522782 0.530795110
## [144,] 0.914977415 -0.255667679 1.27782839 -0.462504352 0.446796526
## [145,] -1.539306287 -0.350274040 0.62504353 0.218188786 -1.076352410
## [146,] -0.403901673 0.350198042 -0.22735644 -0.291539860 -0.208487824
## [147,] 0.690617298 -0.929919438 0.17648015 -0.712659672 0.119882561
## [148,] 0.624740050 -0.513115219 0.22629045 0.417644911 -0.450461569
## [149,] 0.257804062 0.102523664 -0.79552060 0.218674563 0.076409046
## [150,] -1.363664961 -0.253789639 -0.07636556 0.036642115 0.022153650
## [151,] -2.187829463 -0.901604061 -0.83589928 -0.398030965 0.290826729
## [152,] -1.951794090 -0.679501940 -1.12192851 0.335310761 -0.184023952
## [153,] -1.859076919 -0.426597119 -1.76522688 0.094937323 0.432047722
## [154,] 0.428939323 1.937895151 -0.36189839 0.406945940 -0.002586151
## [155,] -0.543503246 1.288228459 -1.24924500 0.540575966 0.110256625
## [156,] 0.759623367 1.238255283 0.54190172 -0.216462310 -0.199309654
## [157,] 0.627364765 0.512550802 -0.29004090 -0.099992278 0.346606623
## [158,] 0.596723083 0.619581394 -0.51287142 0.183847308 -0.391156711
## [159,] 0.519584936 1.748332160 -2.40429028 -0.326567489 1.027411319
## [160,] 0.646229117 1.426244813 -2.11439299 0.315405095 0.253138595
## [161,] 0.394307363 0.195870460 -0.11554138 1.112488795 -0.190887823
## [162,] 0.447597136 -0.122952488 0.69917721 -0.176127861 0.518223541
## [163,] 0.354260048 0.412331909 0.76392380 0.194814792 0.308437735
## [164,] -0.556910455 -0.206298009 0.31395982 0.273586579 -0.311548563
## [165,] 0.343020877 -0.435315663 -0.86737195 -0.708928590 0.343861862
## [166,] 0.840557664 0.121922495 0.33094479 -1.080145404 0.463480636
## [167,] -0.452450174 0.237458842 0.17414967 -0.730735678 0.042257397
## [168,] 0.243575332 -0.387577642 -0.08428562 -0.020897410 -0.604715764
## [169,] -0.404869227 -0.124256703 -0.98490162 -0.830092438 -0.080692065
## [170,] -1.030124423 -1.384046226 0.18393511 -0.330203095 -0.088040432
## [171,] -0.501101656 -0.503363045 0.09914905 0.596757161 -0.588876523
## [172,] -2.041749304 0.401488687 0.60968386 -0.379271137 -0.001100201
## [173,] 0.667809132 -0.088397968 -1.14575581 -0.177372149 0.374471322
## [174,] 0.837459673 0.038346360 1.05327009 -0.217467903 -0.081028736
## [175,] -0.147636067 0.155488366 -0.16730687 -0.509747957 -0.101448834
## [176,] -1.123226920 0.602722275 0.50983166 -0.008858744 -0.064524749
## [177,] -0.788638735 1.242385626 -0.30414376 0.431832062 0.100727850
## [178,] 0.907085528 0.288552247 -0.41935822 -0.242020434 0.748205260
## [,11] [,12] [,13]
## [1,] 0.989754234 -0.705218551 0.0610507953
## [2,] 0.333132301 -0.251468532 -0.0093489619
## [3,] 0.063780458 -0.303004801 -0.0205171664
## [4,] 0.217184053 0.740769345 0.3709335898
## [5,] -0.274252233 -0.464065170 0.0837314847
## [6,] -0.177587997 0.474005086 -0.1396406695
## [7,] 0.857820740 -0.648936594 0.2722368441
## [8,] 0.923234766 0.070364184 0.1074055174
## [9,] -0.306598774 -0.411080701 -0.1313098869
## [10,] 0.343079118 -0.092766279 0.0317096705
## [11,] -0.010559159 0.761620078 -0.1197802199
## [12,] 0.155074572 0.018758738 -0.1384415886
## [13,] -0.073835146 0.075675868 0.0061938886
## [14,] -0.874851392 -1.013113188 -0.2130188796
## [15,] -0.447978346 -0.209207118 0.0957358798
## [16,] -0.401642891 0.164030812 0.0556447374
## [17,] -0.207445424 0.159005907 -0.3285776297
## [18,] -0.435690665 0.429662926 -0.5554019175
## [19,] -0.394997977 1.017413805 -0.5191524916
## [20,] -0.148209949 -0.840090762 -0.0621834003
## [21,] 0.353152160 -0.569681116 0.0211316642
## [22,] 0.174297960 -0.751049414 0.2953598641
## [23,] 0.939212276 -0.326731975 0.0407954463
## [24,] 0.675410104 -0.215773610 0.3369153562
## [25,] 0.646283746 -0.547325276 0.2249594449
## [26,] 0.274838066 -0.500879753 0.0632830205
## [27,] 0.306639654 -0.098866890 0.0016810295
## [28,] 0.344755280 0.823159263 -0.0012668901
## [29,] -0.120918032 -0.521630117 0.1985699350
## [30,] 0.712984395 -0.287587809 0.4455839585
## [31,] -0.478076583 0.532315279 -0.0765997280
## [32,] 0.076039515 1.081954415 -0.2729240724
## [33,] 0.022004173 -0.215071564 -0.2395655564
## [34,] 0.290977066 0.566458805 -0.0547696935
## [35,] 0.076425412 -0.185094606 -0.1011878044
## [36,] 0.417442944 0.100352029 -0.1353514211
## [37,] -0.465297829 -1.018697106 0.0630875850
## [38,] -0.395099865 0.109016761 0.0003036343
## [39,] -0.214334830 0.343032345 -0.3157078256
## [40,] -0.146332303 -1.196358359 0.1775547252
## [41,] 0.223387913 -0.345482421 -0.0802987869
## [42,] 0.172537100 0.807263429 -0.4248706569
## [43,] -0.001245200 -0.446605910 0.0254100017
## [44,] -0.065985964 -0.059015548 -0.1995976640
## [45,] 0.464230200 0.373697684 -0.0817515113
## [46,] 0.370301972 0.518612299 -0.0599038577
## [47,] -0.148216175 0.096693051 0.1566107147
## [48,] 0.137625718 0.102495688 -0.1884402892
## [49,] -0.231508415 -0.028218876 -0.1237684712
## [50,] 0.142813049 0.491281765 -0.5616578138
## [51,] -0.405299519 -0.304106778 -0.0898230734
## [52,] 0.153903196 -0.607864959 0.0477189273
## [53,] -0.386628928 0.384430778 0.1287911677
## [54,] 0.030499431 0.306236229 0.1592403961
## [55,] 0.487739195 0.057173255 -0.2975535513
## [56,] 0.098179659 0.334016111 0.2437441518
## [57,] 0.186301035 -0.078570864 0.1625538356
## [58,] -0.391424492 0.173524789 -0.1108878015
## [59,] -0.412701957 0.386127146 -0.1575257281
## [60,] -0.518118648 0.507531727 0.4981585822
## [61,] -0.560208873 0.280003236 0.1054042277
## [62,] -0.555087848 0.273753125 -0.3191858697
## [63,] -0.296495521 0.331589576 -0.1621841261
## [64,] -1.381280900 0.327599684 0.3827162882
## [65,] -0.923451972 -0.715407153 -0.0357119860
## [66,] -0.864981277 -0.622369193 -0.1252359792
## [67,] -0.386634464 -0.077232816 -0.1263492767
## [68,] 0.673344239 0.276612687 -0.0034196458
## [69,] -0.311899277 0.351509689 0.3001191146
## [70,] 0.789917574 0.028956607 0.4884303612
## [71,] 0.486257267 0.148123698 -0.3684553799
## [72,] -1.053653720 -0.482363544 0.3446774923
## [73,] 0.220308109 0.064417856 -0.2568330301
## [74,] 0.244836059 1.780018251 0.2526801521
## [75,] -0.157835986 1.149077603 1.0208879701
## [76,] -0.518082351 -0.101292500 -0.2834499922
## [77,] -0.458112656 -0.299473173 -0.2562530397
## [78,] 0.326633334 -0.039301161 -0.1219527621
## [79,] 0.326619274 -0.449641006 -0.1088344046
## [80,] -0.381310174 0.356478137 0.0670098083
## [81,] -0.389407598 -0.066336585 0.1320373742
## [82,] 0.069575926 -0.170870305 -0.1661792817
## [83,] -0.060178839 0.145617004 0.3176053530
## [84,] 0.058446889 0.036814943 -0.5832152441
## [85,] 0.326478620 -1.350701630 0.3346816032
## [86,] 0.096297952 -0.651524758 0.2760779859
## [87,] -0.429523930 0.081525226 -0.1479782093
## [88,] 0.381821619 0.195141745 0.2990167587
## [89,] 0.475159889 0.205395237 -0.0086740978
## [90,] 0.716968620 0.473699530 0.3786218862
## [91,] -0.026647995 -0.671688173 -0.1271072349
## [92,] 0.627462472 -0.580865425 0.0006524637
## [93,] 0.303868392 -0.484598590 -0.4934781187
## [94,] -0.366467900 -0.746683303 0.3592148812
## [95,] -1.004562484 0.025586954 0.6669303563
## [96,] 0.336340662 0.205307464 0.1187783238
## [97,] -0.101426988 -0.662039094 0.4937234681
## [98,] -0.749289790 -0.234201849 0.0271865720
## [99,] -1.033915946 0.767678860 -0.2904852737
## [100,] -1.162408002 -0.362617447 0.0127651776
## [101,] 0.049257563 0.941657000 -0.1838880703
## [102,] 0.641526010 -0.181349148 -0.1249959555
## [103,] 0.540172893 -0.155297644 0.2259110093
## [104,] -0.194172620 0.758360908 0.2368546104
## [105,] 1.047337007 0.474551293 0.1219945047
## [106,] 1.465517718 -0.344340374 -0.5634640170
## [107,] 0.782657760 -0.492680524 -0.3509471076
## [108,] 0.602194529 -0.383324635 -0.6639753800
## [109,] 0.533678855 -0.172956723 0.0401250270
## [110,] 0.051239233 -0.611755669 0.2055807160
## [111,] -0.247554137 0.853508737 0.3709341675
## [112,] -0.405012318 0.209694940 -0.0560808846
## [113,] -0.157339169 -0.717957678 -0.3886096670
## [114,] -0.630145911 -0.009799753 0.2051785590
## [115,] 0.317925753 0.033773592 0.0131991309
## [116,] -0.688602415 0.414162744 0.2585337211
## [117,] 0.986298476 0.244414608 0.1839807328
## [118,] 0.371275067 -0.075318605 -0.3013777763
## [119,] -0.030430102 -0.319582662 -0.3034425496
## [120,] 0.567940260 0.190789637 0.1029626174
## [121,] 0.367670897 0.288834660 0.0612747686
## [122,] 0.133010613 0.069980597 -1.5450575889
## [123,] 0.218255712 -0.075725152 -0.1408569057
## [124,] -0.247031890 0.280011633 -0.3067832462
## [125,] -0.023042658 -0.461770176 0.1616692981
## [126,] 0.346503901 0.310744431 -0.2972314955
## [127,] 0.015103970 0.006815178 -0.6390897922
## [128,] 0.110748905 0.356076225 -0.4638254353
## [129,] 0.207160417 0.052470705 -0.4498839856
## [130,] 0.012281438 0.430827469 -0.1000279824
## [131,] -0.621747967 -0.363787700 -0.3260525076
## [132,] -0.688662175 -0.393543450 -0.4660071517
## [133,] -0.262401109 0.079224602 -0.6077901985
## [134,] -1.155883002 0.349325306 -0.1804297575
## [135,] -0.040547561 0.020759713 0.4785509554
## [136,] 0.312674376 0.322229883 -0.0785355310
## [137,] -0.455533753 0.318564617 -0.0183432448
## [138,] -0.341104591 0.524605307 0.1645825331
## [139,] 0.117110386 0.104135793 0.1423783758
## [140,] -0.036482192 0.569094885 0.7617438380
## [141,] 0.601386884 -0.570718929 0.3892126189
## [142,] 0.936077954 -0.146483372 0.2837838876
## [143,] 0.058351568 -0.362400280 0.2838178882
## [144,] -0.505693338 0.046294848 0.3944869781
## [145,] 0.453949175 0.342722690 -0.0548061092
## [146,] 0.457083301 0.597539699 -0.0107632194
## [147,] -0.409836649 -0.485455112 -0.2786141954
## [148,] 0.077852106 0.184706804 0.1496082404
## [149,] -0.075898800 0.205406793 0.2340624272
## [150,] -0.422262550 -0.005484654 -0.7580303934
## [151,] -0.652371938 -0.436782513 -0.7385208852
## [152,] -0.305628863 -0.388617060 -0.4791931321
## [153,] -0.940380007 -0.201572031 0.2342164107
## [154,] 0.166462712 -0.185100824 0.0459053745
## [155,] 0.696478163 0.211087228 -0.0885205967
## [156,] -0.002614274 0.590500946 0.0077907585
## [157,] -0.326133414 -0.604245742 0.1722200847
## [158,] 0.570582306 1.214902998 0.2136169206
## [159,] 0.005268515 -0.278303574 0.8047041500
## [160,] -0.185489011 -0.331742193 0.8015857034
## [161,] -0.497533328 0.583337326 0.3146777942
## [162,] -0.285670532 -0.161018099 0.4386586453
## [163,] 0.388754275 -0.101470347 0.2244490531
## [164,] 0.117834923 -0.241698181 -0.0538894058
## [165,] 0.117094453 -0.125033713 -0.1123744002
## [166,] 0.086748833 -0.029733404 -0.0824656337
## [167,] -0.444806872 -0.040913606 0.0729820188
## [168,] -0.028165083 0.018234732 0.0900680646
## [169,] 0.142012125 -0.264675444 0.1439501289
## [170,] -0.518629111 -0.055939217 0.3883280586
## [171,] 0.239864539 -0.281481392 0.0190758749
## [172,] -0.066826308 0.067156927 0.0051148385
## [173,] 0.027626267 -0.631440411 0.2532160848
## [174,] -0.091250723 0.148285623 0.1111619844
## [175,] -0.242847648 0.333320334 0.1900826025
## [176,] 0.212962762 0.435500091 -0.0855693977
## [177,] 0.583766677 0.156393802 0.0145519219
## [178,] -0.323642434 -0.149319669 0.3231550149
- Proporsi Total Kumulatif
# Proporsi Total Varian
explained_variance_ratio <- eigen_result$values / sum(eigen_result$values)
explained_variance_ratio
## [1] 0.361380794 0.147556211 0.108973019 0.075929738 0.070087413 0.064958041
## [7] 0.044459860 0.034836125 0.026436167 0.022167128 0.017954331 0.017308300
## [13] 0.007952872
# Proporsi Kumulatif
cumulative_variance <- cumsum(explained_variance_ratio)
cumulative_variance
## [1] 0.3613808 0.5089370 0.6179100 0.6938398 0.7639272 0.8288852 0.8733451
## [8] 0.9081812 0.9346174 0.9567845 0.9747388 0.9920471 1.0000000
- Scree plot
# Scree Plot
library(ggplot2)
qplot(1:length(eigen_result$values), eigen_result$values, geom = "line") +
geom_point() +
ggtitle("Scree Plot") +
xlab("Jumlah Faktor") +
ylab("Eigenvalue")
## Warning: `qplot()` was deprecated in ggplot2 3.4.0.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
