Análise de Componentes Principais
Fellipe Gomes
19 de fevereiro de 2018
O que foi feito?
Esta é uma nova versão da primeira análise de componentes principais que foi realizada no dia 01/02 (também foi documentada no RPubs neste link) para novos dados de pesquisa de satisfação.
Desta vez foram utilizados 3 bases diferentes e após suas componentes principais serem calculadas também foi conferido se existia algum tipo de correlação entre elas.
Como o objetivo deste trabalho foi o de gerar gráficos para a visualização dos resultados de análise de componentes principais (PCA) e a interpretação foi feita em outro relatório, então os dados utilizados na apresentação deste documento foram simulados de maneira aleatória.
Mais informações sobre análise multivariada podem ser obtidas no post no meu blog que falo sobre análise multivariada com R
Saída da funcao prcomp
| prcomp() | princomp() | Descrição |
|---|---|---|
| sdev | sdev | Desvios-padrão dos principais componentes |
| rotation | loadings | A matriz de loadinds (carregamentos) das variáveis (as colunas são eigenvectors) |
| center | center | A variável means (significa que foram resgatados) |
| scale | scale | Escala aplicada a cada variável |
| x | scores | As coordenadas dos indivíduos (observações) nos componentes principais |
Executando a funcao
acpcor1=prcomp(temp1, scale = TRUE)
acpcor2=prcomp(temp2, scale = TRUE)
acpcor3=prcomp(temp3, scale = TRUE)RESULTADOS DA BASE 1
Resultados da funcao prcomp
sdev
acpcor1$sdev## [1] 1.3151712 1.2433371 1.2014925 1.1536396 1.0843482 0.9942761 0.9475637
## [8] 0.9219607 0.9181493 0.8683617 0.8493420 0.8235157 0.7658899 0.6741565rotation
acpcor1$rotation## PC1 PC2 PC3 PC4
## conhec_produto -0.288005552 0.24472373 -0.04143966 0.35146367
## conhec_solucao 0.322137352 -0.04054040 -0.31427614 0.35281490
## atendi_produto -0.052598050 -0.15137795 -0.23469540 0.45698963
## atendi_solucao 0.308378067 -0.27140354 0.25271256 0.05675945
## qualid_produto -0.424379153 -0.20483517 0.03145950 -0.08422409
## qualid_solucao -0.141202978 0.25172430 0.15364010 0.08581443
## prazo__produto -0.468446788 -0.34057912 0.05359691 0.08367802
## prazo__solucao 0.034196672 0.09161798 0.66776636 0.16951067
## dispon_produto -0.320318310 0.25996824 0.33770707 0.28601530
## dispon_solucao 0.137052603 0.45629412 -0.02078752 -0.09457018
## comuni_produto 0.234288307 -0.26086354 0.15819413 0.31529665
## comuni_solucao -0.062730291 -0.14885145 -0.14206159 0.47296084
## segura_produto -0.338456727 -0.04999036 -0.30073946 -0.18887089
## segura_solucao 0.001642487 0.49364731 -0.23887003 0.20053844
## PC5 PC6 PC7 PC8
## conhec_produto -0.28600772 0.25490781 0.18582486 -0.24985743
## conhec_solucao 0.20415930 -0.22753117 0.30096350 -0.19395303
## atendi_produto 0.16073092 0.09410891 0.10296982 0.34934570
## atendi_solucao -0.17553820 0.03914940 0.55203302 -0.24645176
## qualid_produto -0.27753028 -0.10357206 0.30151824 0.44650566
## qualid_solucao 0.47488590 -0.35882027 0.43446312 0.26530398
## prazo__produto 0.22212441 0.04457055 -0.13539689 -0.01194583
## prazo__solucao 0.05312021 0.13091554 -0.04707995 0.19517316
## dispon_produto 0.03346259 -0.09674941 -0.02422937 -0.46586008
## dispon_solucao -0.27480039 0.38703313 0.27625467 0.30293041
## comuni_produto 0.26592734 0.54516213 -0.14169093 0.13961662
## comuni_solucao -0.49076830 -0.17305289 -0.12788368 0.08588633
## segura_produto 0.23339454 0.47655462 0.29787477 -0.24021740
## segura_solucao 0.14996970 0.02914426 -0.23929673 0.12576852
## PC9 PC10 PC11 PC12
## conhec_produto 0.176306413 0.53495386 -0.21780805 -0.26825028
## conhec_solucao 0.115272527 0.09904480 0.50490525 0.22436138
## atendi_produto -0.698824013 0.08233226 -0.20199630 0.01715560
## atendi_solucao -0.093307930 -0.41298874 -0.21223135 -0.34130233
## qualid_produto 0.057511574 0.03131203 0.50975582 -0.16155157
## qualid_solucao 0.340605933 0.02721130 -0.32179240 0.02639037
## prazo__produto 0.136651130 -0.30336795 -0.21948850 0.20353263
## prazo__solucao -0.122394580 0.03591561 0.29064927 -0.12463423
## dispon_produto -0.239638606 -0.18460539 0.20305873 0.30481376
## dispon_solucao 0.002616937 -0.21521533 -0.07304995 0.52355507
## comuni_produto 0.389527097 0.06018535 0.08514450 0.03886038
## comuni_solucao 0.306888996 -0.31256678 -0.08883566 0.13304104
## segura_produto 0.008405196 -0.19220947 0.18648146 -0.05140754
## segura_solucao 0.046654076 -0.46148858 0.13873108 -0.53692966
## PC13 PC14
## conhec_produto -0.17712485 -0.1419498352
## conhec_solucao -0.18348657 -0.2960669014
## atendi_produto 0.05588882 0.0608819661
## atendi_solucao -0.15369784 0.0437496451
## qualid_produto -0.20670076 0.2426264180
## qualid_solucao 0.19596521 0.1136317513
## prazo__produto -0.46305241 -0.4125095256
## prazo__solucao 0.26335519 -0.5195038332
## dispon_produto -0.03916138 0.4227118466
## dispon_solucao -0.19127177 -0.0888125175
## comuni_produto -0.07313395 0.4191320684
## comuni_solucao 0.46439200 -0.0487104345
## segura_produto 0.49422575 -0.1006388956
## segura_solucao -0.19981420 -0.0005838503center
acpcor1$center## conhec_produto conhec_solucao atendi_produto atendi_solucao qualid_produto
## 7.138054 6.969695 6.599330 6.767676 6.531986
## qualid_solucao prazo__produto prazo__solucao dispon_produto dispon_solucao
## 7.003368 6.734004 6.632994 6.531987 6.767675
## comuni_produto comuni_solucao segura_produto segura_solucao
## 6.801344 7.239063 6.565648 7.474755scale
acpcor1$scale## conhec_produto conhec_solucao atendi_produto atendi_solucao qualid_produto
## 2.520226 2.860761 2.563484 2.795156 2.732169
## qualid_solucao prazo__produto prazo__solucao dispon_produto dispon_solucao
## 2.755956 2.856355 2.837045 2.690351 2.835429
## comuni_produto comuni_solucao segura_produto segura_solucao
## 2.853948 2.566158 3.028772 2.478526x
acpcor1$x## PC1 PC2 PC3 PC4 PC5
## [1,] -1.10824521 0.99868009 -0.376459144 0.69220235 -0.75361432
## [2,] 1.08257961 1.99424352 0.284484088 -2.17985105 -0.15748957
## [3,] -3.05822514 1.11309967 -0.010849994 0.06452629 0.97263222
## [4,] 2.07270571 -0.71265668 0.409920073 -0.65737132 -1.52290318
## [5,] -1.31869273 2.67975122 -0.821457911 -1.23862916 0.73510541
## [6,] 0.29527716 0.88559882 -2.036546881 -0.02372134 -0.28558427
## [7,] 0.22632662 -2.35814742 -1.355262109 -0.52438966 2.35525416
## [8,] 0.13091181 -1.04427802 0.652030558 -0.48188309 -1.07707214
## [9,] 1.53425096 0.49352197 -0.148492534 -0.42569441 -1.87290227
## [10,] 0.29974832 -1.44144536 0.578390542 -0.34495948 0.05407012
## [11,] 0.84078878 1.05770544 1.788339825 -1.92656385 -0.46270579
## [12,] 1.84587016 -2.76184338 -0.597270983 -0.87618166 -0.37351949
## [13,] -1.31955674 -0.20332392 0.942476087 -1.35373285 1.86256104
## [14,] -0.95069388 -0.14046482 -2.202741992 1.32770842 -0.13168607
## [15,] 0.65004426 2.66519571 0.312141648 0.47987186 0.55972509
## [16,] 1.14684192 0.88969012 2.114620579 0.25658936 1.77035151
## [17,] 0.49190110 -0.58253861 1.572024121 0.62338835 1.14157911
## [18,] -1.79739777 0.65347317 0.471029797 0.37434488 1.85979920
## [19,] 0.39679144 -0.23155229 0.900976489 1.04308826 -1.60672239
## [20,] -1.12878327 -0.94025833 -0.244138537 1.52294655 0.65972443
## [21,] -0.88444075 -1.14121436 0.154056116 0.82780460 -0.15703751
## [22,] 0.52729259 -0.30871118 -1.282231028 -1.79984260 -1.20266937
## [23,] -2.07962964 -0.44250990 -0.610689490 -0.80011352 -0.22671455
## [24,] -0.46323310 2.66650892 -0.472556506 0.84277076 -0.46224788
## [25,] 0.65553626 0.47024271 -0.156413204 1.56868259 0.53040780
## [26,] -0.50287352 -2.60060204 1.149061311 -0.40271121 0.20299016
## [27,] -0.26221181 -2.20669233 -0.229138806 -1.17090991 1.58469831
## [28,] 2.20598533 -1.87481362 -1.035654626 0.74334283 -1.13622443
## [29,] -0.08065786 -0.53817159 -0.553787352 1.64443167 -1.29051063
## [30,] -0.84807951 0.21814640 1.088332186 -1.33846200 -0.83769622
## [31,] 0.71296060 0.76516614 -0.177239822 -0.85121783 -0.47067224
## [32,] 1.45890552 0.42387688 1.140574461 -0.33958753 -1.01394242
## [33,] -1.69888266 -1.55650127 -0.544438463 -0.63451663 -0.96218143
## [34,] 0.41948954 1.09370071 0.289056063 0.33378506 0.58679087
## [35,] 0.18009199 -2.37871841 0.503838779 0.47222065 -0.17320561
## [36,] -0.32768359 1.61291292 -1.313753345 0.21262527 -0.90400195
## [37,] 0.49676461 -1.40606180 1.108412302 0.25375902 -0.07373027
## [38,] 0.95093422 -1.07991879 1.224248274 0.91530235 0.78837596
## [39,] -0.39036850 1.46795385 1.767577587 -1.28647487 -1.21266489
## [40,] -1.36439303 0.49939309 0.447996069 1.77497604 -0.79381438
## [41,] -1.64274054 0.37539637 2.482503687 -1.70905993 -0.31921362
## [42,] 1.24192958 -1.88812129 0.398376134 -0.63728462 1.12486529
## [43,] 1.79467794 1.35534930 1.790873680 -0.10333163 0.27123508
## [44,] -0.36676857 -2.28967359 2.197162888 1.40126007 0.22878536
## [45,] 1.23008585 0.26613138 1.698211044 1.23496083 1.37389993
## [46,] -0.58157031 -1.53057167 0.640255294 -0.01790965 0.07335492
## [47,] 2.09630892 0.05173557 -1.843095234 -1.60081694 0.29543537
## [48,] 1.21931723 0.39377074 -1.598282961 1.46737404 -0.21170227
## [49,] -1.22854817 1.13304356 1.869577719 -0.04344756 -0.13304218
## [50,] 0.70349045 0.03676944 -1.279148024 1.80467583 0.57925306
## [51,] 0.67493717 1.45592069 0.474226781 1.90670458 1.71513231
## [52,] 2.34505087 1.55797593 -0.707411574 -0.16768868 1.08841046
## [53,] 0.61983837 1.44259888 0.035534150 -1.02599242 -1.06062468
## [54,] 2.87602257 -0.37190193 0.715151372 0.11025006 -0.04285131
## [55,] -0.17847093 -0.68083054 -0.223839251 1.19610095 -0.78276510
## [56,] 1.69481497 1.00446554 -0.036155801 -1.31529268 -0.52249869
## [57,] -2.45482413 0.23326071 -0.904159988 -0.81934395 -0.58140565
## [58,] -2.46791203 0.23675353 -0.783506519 -0.79923529 -1.42789169
## [59,] 0.43616747 1.09457011 3.138152177 -0.91226322 -0.17422332
## [60,] 0.27213586 0.41276078 -1.660345509 -0.72414511 1.37332416
## [61,] -0.35274749 -0.76915508 -0.006822164 -0.88900592 2.03048325
## [62,] -0.05719200 0.61112754 -2.730906645 0.13325773 -1.59783709
## [63,] -0.47870674 -0.42102262 0.684356532 -0.11712443 -0.12200841
## [64,] 0.84241993 1.24729208 -1.905597245 -0.58113927 2.37331811
## [65,] -0.96496030 -0.10051937 0.816326112 1.80513435 -1.67023712
## [66,] -2.42718215 -0.12878683 -0.825147825 -2.15565493 0.44682442
## [67,] 0.17137330 -0.90420705 1.171015627 1.79921893 0.14923690
## [68,] -1.06122446 1.04452257 -0.545721436 0.22212704 -0.23968569
## [69,] -2.51208947 -1.15954741 -1.050423515 -1.51379324 -1.28848676
## [70,] -1.20352151 0.21361204 -1.563696281 0.29231236 -0.24343321
## [71,] -0.10032934 -1.70462413 1.293603814 -0.05816401 0.56254041
## [72,] -1.01706643 -0.37637721 0.879177691 0.84429676 -1.50294381
## [73,] -2.52605978 -0.84746395 0.766331899 1.54941737 0.14199514
## [74,] 0.91074394 1.67320591 0.583316008 1.86618075 -0.37984136
## [75,] 0.70243015 0.55933937 -1.130307767 1.04858571 0.44893507
## [76,] 0.64361997 0.63040228 -1.116286351 1.23190326 -1.42041467
## [77,] -1.55984549 0.96974257 0.816030258 -0.72661685 0.43198557
## [78,] -2.16451226 0.49509222 -1.306252996 2.11037855 1.01775770
## [79,] 0.33897975 -0.77388701 -0.960805631 0.92954623 0.46039780
## [80,] -0.94540314 -0.07794718 1.068106811 1.92904092 -0.05358745
## [81,] 0.40974888 0.71534358 -1.164450772 -1.02885871 1.65348690
## [82,] 2.77014313 -0.91129188 -0.986418271 -0.01421455 -1.95602522
## [83,] 0.11505321 0.06765033 0.697161797 1.48637383 -1.51937780
## [84,] 1.82332487 -0.75453830 0.458108449 -0.25686593 1.34379780
## [85,] 2.11158865 -0.37150624 -1.833908970 0.16386735 -0.37086871
## [86,] 1.28720547 -0.64830590 0.228806904 -0.52024498 -0.53225546
## [87,] 1.19371043 1.52189796 1.103338728 -1.78298849 -0.28241706
## [88,] -0.34258634 -2.52968873 0.083406549 -0.50707964 0.14770228
## [89,] -1.52347534 -0.92879312 -2.383441260 0.97442945 -0.44988309
## [90,] -2.18490658 -0.03132258 2.329602236 -0.79481421 -0.64135464
## [91,] -0.41770222 2.03422640 -1.124980152 1.63624485 -1.03841139
## [92,] -1.29731594 -0.61985205 -0.424906748 -0.24523349 0.82393428
## [93,] -0.87937134 2.50751872 0.574809808 -0.55403089 1.37496110
## [94,] 0.96182175 -0.08436327 -1.532737404 -0.68413713 1.08782010
## [95,] 1.84342251 0.86069613 0.977636893 1.95139204 0.33221852
## [96,] -0.11425223 -1.46157914 -0.940936954 -2.84153853 -2.20419129
## [97,] 0.71181192 -0.56352015 -0.232436736 -0.24479080 0.59418658
## [98,] 0.13448019 0.82538619 -0.198513195 -2.19172039 -0.59668602
## [99,] -0.16331987 -0.79659741 -1.700982091 -0.82875895 3.31833479
## PC6 PC7 PC8 PC9 PC10
## [1,] 0.15223882 1.697993730 -0.47823032 -1.77342942 -0.295190019
## [2,] -0.01825244 -1.462752538 1.00269628 -0.03067343 -0.673023970
## [3,] -0.45699129 -0.586399816 -0.72655524 -0.11885775 0.007025988
## [4,] 0.97107902 0.047614893 0.53188745 -1.78535957 0.711670235
## [5,] -0.42253578 0.492613786 -1.36369094 0.35346644 0.834239568
## [6,] 0.99789440 1.244375932 -0.30047382 -1.01357862 -0.563378950
## [7,] 0.84112238 -1.097417287 -1.02572536 -1.29288509 0.800205316
## [8,] -0.70715396 0.508135096 -0.07974597 1.16790416 0.961140613
## [9,] -0.14874529 -1.329408884 -1.08943480 0.39996625 -1.167682350
## [10,] -0.03363259 -0.542858146 1.24999896 -1.72581922 1.375521845
## [11,] -0.07970618 -1.432450731 -0.20380788 -2.47856302 0.802535779
## [12,] -1.15685117 -0.015053856 -0.45463057 -0.47394518 0.275851915
## [13,] -0.04794585 0.501686387 0.97666290 -1.91040100 -0.748963446
## [14,] 0.31094028 0.281705216 -0.22173330 -0.09568936 0.884450963
## [15,] -0.53913380 -0.704962395 0.26510755 -0.16421812 0.072104664
## [16,] -0.30677044 -0.045481558 -0.96745052 0.77368589 0.626059911
## [17,] -0.01824378 -0.492219895 -0.36654001 -0.48803152 -1.562247855
## [18,] 0.55779326 1.287604573 0.97485529 -1.06600216 0.308696340
## [19,] -0.07329625 -1.277166065 -1.51731685 0.89732517 0.943394975
## [20,] 0.65369054 1.194603950 1.16012987 0.32974472 -1.714569690
## [21,] -0.96294128 0.629775684 0.96457302 1.22934924 2.246843585
## [22,] 0.10018977 0.710667680 0.95478602 1.22041747 -0.984727319
## [23,] -1.58557638 -0.437019995 1.10287925 0.60769635 1.504200566
## [24,] 0.03212223 0.854186945 -0.93952607 -0.08014061 -0.612250344
## [25,] -1.23756247 -0.369203256 -0.28891206 -1.39780679 0.313359103
## [26,] 0.63757112 0.554601161 1.21023876 -0.98309687 -0.711604506
## [27,] 0.28228703 0.344887174 0.42865668 0.77702316 -1.216604401
## [28,] -0.42057110 -0.264697630 -0.32738978 0.51610477 0.381072775
## [29,] 0.17576997 1.887104656 -0.93539167 -0.68406492 0.249904371
## [30,] -0.76258228 -0.791519310 1.34819325 0.53819200 -0.625084796
## [31,] -1.06037076 0.049521545 -1.97399186 -0.65091298 -0.739693129
## [32,] 1.59221824 1.054850345 0.22970511 1.26481764 0.671906591
## [33,] 0.09029150 -0.458346200 0.87344794 -1.72308689 -1.630811285
## [34,] 0.63810437 0.594735469 0.65642299 -0.96413218 -1.258115094
## [35,] 1.26996699 0.257718519 -0.21187200 -1.09772336 0.040251390
## [36,] 0.33414926 -0.426275330 -0.25255904 -0.53981623 0.460279055
## [37,] 1.90190373 0.491023347 -2.25667007 0.88244502 0.441540410
## [38,] -0.84836386 -0.232136468 -0.97234727 -0.26126230 -0.140893811
## [39,] -0.05737332 0.710696662 -1.11528020 -0.47786082 0.179783913
## [40,] 0.88954968 1.536602211 -0.32628837 0.30137803 -1.541416916
## [41,] -1.44356108 -0.261779751 1.15688977 0.11199540 -0.276372545
## [42,] -2.32939382 0.620222611 -0.30531058 -0.15948700 -0.078646341
## [43,] 0.25639977 -0.049485354 0.31736011 1.17852793 0.434387671
## [44,] -0.38336449 0.083969262 0.90501935 -0.16560834 0.091412232
## [45,] -0.78682773 0.380872606 0.34886277 0.05206698 -1.455402013
## [46,] 1.18501353 -0.382719905 -0.03558188 -0.24195770 0.280933347
## [47,] 1.33662747 -0.857587392 -0.33618938 0.97002231 -0.009822359
## [48,] 0.16325037 0.659823207 -0.23420441 -0.56502094 -1.508419933
## [49,] -1.49426313 -1.564433229 -0.33850657 0.66315734 -0.418878691
## [50,] -0.27351181 -0.307199102 0.23045044 1.99908949 0.027022864
## [51,] -1.43806103 -0.925243190 0.01043046 -1.08854300 0.842781557
## [52,] 0.73100749 -0.819094664 0.92413980 0.20826948 1.088364222
## [53,] 0.69588671 1.371084153 -1.71208835 0.14086869 0.010650761
## [54,] -0.47178539 -0.930925743 0.43361383 1.36016126 -0.114953211
## [55,] 1.50860651 0.869130111 1.46794351 0.03367128 1.052187301
## [56,] -1.82012872 1.543946407 1.40835484 0.70225431 -1.148567011
## [57,] 1.32423883 0.147179106 0.55136450 0.37843982 0.383761196
## [58,] 0.97707902 -0.152830560 0.20865812 1.68578043 -0.129305922
## [59,] 0.42040756 1.129968606 0.65020632 0.37771880 0.080179012
## [60,] -1.75281866 0.683090833 -0.43575443 -0.30610831 -0.775196533
## [61,] 1.14125236 0.718616520 0.63997123 0.71643026 0.294072119
## [62,] 0.64657557 0.479107074 -0.35138625 0.19751581 -0.463247858
## [63,] -1.14757355 0.461685534 -1.42160997 -1.08369677 -0.416831712
## [64,] 1.24416795 0.259350075 0.47301356 0.94201132 0.301966109
## [65,] 1.63711614 -1.005807201 1.82196909 -0.44327328 -0.483492176
## [66,] 0.12014661 -0.091745143 0.25107233 -0.71143304 0.264948869
## [67,] 0.70650502 -1.463919542 -1.46504910 -0.17887655 -1.685832096
## [68,] -0.55508300 -1.084572336 1.46741979 0.92992263 -0.932642093
## [69,] -0.47280947 -1.408139932 -0.65709355 0.57950336 -0.434037985
## [70,] 0.13439049 -1.267200441 -1.54267235 1.00184668 -1.273508023
## [71,] 1.80155933 -0.968824829 -1.20693365 -0.46841108 -0.757402534
## [72,] -1.45905989 -0.102238969 0.26901518 -0.12658708 0.897865525
## [73,] 0.74882459 -0.623922901 -0.23081851 0.77566844 0.525148025
## [74,] 0.06913432 -0.898813930 0.76693827 0.33808379 -0.100714832
## [75,] -1.91793363 0.606836213 -0.82759895 -0.89982202 1.752479237
## [76,] -0.58321057 -0.373773300 0.61419201 -1.40357786 -0.827185402
## [77,] -0.49752107 0.049997919 -2.17469658 0.38619538 0.343914812
## [78,] 0.75013083 -0.218830327 0.06621517 0.56221351 -0.331137370
## [79,] -0.03012536 -0.174984506 -0.31927194 1.64873790 0.927755123
## [80,] -0.25988171 -0.083540266 -0.09302332 1.13456643 0.155209684
## [81,] -0.91717517 1.069696536 -0.07126578 -0.31845009 0.609313478
## [82,] -0.06013425 0.504289563 -0.49211194 -0.06560769 0.387220492
## [83,] 1.11857347 -1.718923429 1.07374985 -0.78692530 1.552526806
## [84,] 0.41066341 1.576405291 0.81931611 0.44217597 -0.446348941
## [85,] -1.80815243 -0.221522376 0.55736535 -1.07953517 -0.125824200
## [86,] 1.35489848 2.450547873 0.49270330 0.24300168 1.917055768
## [87,] 2.11241653 -0.127386936 -1.02655526 -0.66334450 -0.947340106
## [88,] -2.04173889 1.243576434 -0.46634548 1.59929389 -0.927484075
## [89,] -1.24357785 -1.088636987 0.23295454 -0.91576259 -0.398215784
## [90,] -1.16009577 0.724418585 -0.76065367 0.31072824 1.294713265
## [91,] -1.33911884 0.790509033 1.77809609 -0.32449314 0.830929886
## [92,] 0.57778326 1.272188815 -1.95330462 -0.29574496 1.134820975
## [93,] 1.66258373 -0.171401050 0.31288980 -0.13291434 0.564066219
## [94,] 1.27828504 -2.178443449 0.30353722 -1.23410818 1.183971279
## [95,] 0.02676877 0.447454241 0.51850086 0.91370964 -1.216331982
## [96,] -0.33162090 -0.002948287 0.17154979 0.15334035 -0.329678348
## [97,] 0.27698747 -2.960828870 -0.25360086 1.28212634 0.224927142
## [98,] 0.19430205 -0.197495782 1.31112970 0.72573376 -0.132147825
## [99,] -0.07733679 -0.426102533 0.62205700 0.93230112 -0.215399063
## PC11 PC12 PC13 PC14
## [1,] 0.670423795 -1.46035787 0.28126247 0.715457668
## [2,] -0.006867067 -0.07827362 1.32689878 -1.070276145
## [3,] -0.586573235 -0.84150391 0.42227630 -0.140027514
## [4,] -1.757682368 0.45820823 0.23304306 0.079462349
## [5,] 0.464714090 -0.48830015 0.07902738 0.967873906
## [6,] -1.760121559 -0.82203904 -0.19200516 -0.899467583
## [7,] 0.408099254 1.67747699 -0.18348823 0.184366595
## [8,] 0.024701148 -1.75763764 -0.98711343 -0.155500827
## [9,] -0.978627934 -0.94919466 0.02036403 1.094836938
## [10,] 0.886652280 -1.30239004 -0.95505087 -0.546137584
## [11,] 0.159867830 1.99542874 0.45579119 0.094537534
## [12,] 0.165728754 0.26942746 -0.68523324 0.131921478
## [13,] -0.593320976 0.12406875 0.57876292 -0.807650737
## [14,] 0.091256313 0.75880525 0.67145629 0.002445610
## [15,] -0.302596581 0.88631046 0.15269670 0.871757268
## [16,] 0.494759898 0.78867375 -0.74310738 0.066010625
## [17,] 1.052216388 -0.95303454 0.20845565 0.818244168
## [18,] 1.435390820 1.54057767 -0.51079096 -0.532649246
## [19,] 0.788475720 -0.44944393 0.17247730 1.314019691
## [20,] -0.111072451 -0.71267304 0.15269251 0.469916591
## [21,] 0.712082175 0.06397059 1.20067507 -1.171838373
## [22,] 0.891921495 0.55853473 1.13702786 0.766012443
## [23,] -1.406385373 -0.81223414 -0.86141838 -0.058802594
## [24,] -0.648145487 0.13876284 1.51162535 -0.038149510
## [25,] 0.952844873 -0.69699627 -0.21120378 1.025523928
## [26,] -0.485100138 0.67677058 -0.24592899 1.040813084
## [27,] -1.348962993 -0.74195648 0.40973581 0.882588021
## [28,] 0.304422526 -0.82682390 -0.13005164 0.851046219
## [29,] -0.641037388 1.71661273 -0.24368947 0.637661187
## [30,] 0.064146423 -1.31816483 -0.99487289 -1.361450811
## [31,] 0.946712026 -0.39928221 -2.36936415 0.380233417
## [32,] 0.133351092 -0.72470237 0.12366995 -0.410529945
## [33,] 0.234733572 0.35520048 0.74957771 -0.302689698
## [34,] -1.962260970 -0.36356033 0.12465359 0.284353074
## [35,] -0.417558863 0.74857230 -0.67885201 0.074630888
## [36,] 0.996040059 0.28989707 -0.88410944 -1.245260461
## [37,] 0.332778976 0.60467550 -0.16673680 -1.633568710
## [38,] -0.268477621 -0.25616405 -0.66907143 -1.393601695
## [39,] -0.838161919 -0.05385810 -1.58571397 0.305865392
## [40,] 1.248769873 -0.05894881 -0.48359971 -0.959980766
## [41,] 0.260273816 2.29062237 -0.12472691 -0.143792474
## [42,] -1.248709467 0.57605765 -0.10452452 -1.470546690
## [43,] -0.290258920 0.70037236 0.43797627 0.200971136
## [44,] -1.677563798 0.01843353 0.60256302 0.236012907
## [45,] 0.960200318 0.01238786 -0.53711905 0.617060297
## [46,] 1.795420046 -0.84197567 0.52942722 0.103183393
## [47,] 1.093537570 1.46183318 0.68523045 0.192201857
## [48,] -0.853320766 0.44662387 -0.24617090 0.004085583
## [49,] -1.114589658 1.16522091 0.70470724 -0.883220933
## [50,] -1.542501985 -0.14521828 -1.02914938 -0.478000812
## [51,] 0.536298384 -0.20738603 0.77071626 0.204392943
## [52,] 0.386574580 0.23305241 -0.88972955 -0.105327741
## [53,] -0.572137993 -0.15084718 0.73266899 -0.662256019
## [54,] 0.694226823 0.46433524 1.09803806 -0.576298909
## [55,] 0.658750503 -0.96941956 1.57212122 -0.077984307
## [56,] 0.971481370 -0.52872612 -0.58798332 -0.205282210
## [57,] -0.427425843 0.69674188 -0.59424734 0.386718361
## [58,] -0.280154750 0.84724684 -0.06370188 0.244278930
## [59,] 0.479151871 -0.15742632 -0.68763522 1.777159065
## [60,] 0.832315974 -0.72234380 1.09977929 0.647144277
## [61,] -0.424617543 -0.13207227 -0.37372358 -0.353847011
## [62,] 0.239685604 -0.23212161 -0.18117498 -1.280471051
## [63,] 0.037171627 -0.53007762 0.10432089 0.262578963
## [64,] -0.189806851 0.53578156 -0.41467808 -0.060419741
## [65,] -0.110815730 -0.40351666 -1.16181661 -0.193160994
## [66,] -0.037524269 0.21784211 -0.65293936 0.252600502
## [67,] 0.159885454 -0.73232511 0.05218989 -0.347626718
## [68,] -1.489751222 0.84441572 -0.62413799 0.573352591
## [69,] 0.469446259 -0.10625876 0.46868288 0.013856602
## [70,] 1.475893275 0.93013834 -0.33426287 -0.064022776
## [71,] -0.545975370 -0.87870121 0.52393365 -0.573078424
## [72,] 0.393371413 -0.96965763 0.21838945 -0.767949767
## [73,] 1.251281627 0.03016580 0.72980605 -0.020224199
## [74,] 1.622386350 0.99047611 0.27692100 0.501250008
## [75,] -1.225477737 -0.37727516 0.13696633 0.277098244
## [76,] 0.447731922 0.48936402 -0.70117691 -0.878687037
## [77,] -1.129377022 -0.58915092 1.22758990 0.019135842
## [78,] -0.604784163 0.46776573 0.17923519 1.015941692
## [79,] -1.770128028 -0.59413813 0.76253911 0.342793731
## [80,] -0.850771879 0.72724997 -0.58642818 0.600861206
## [81,] 0.749532255 -1.77407578 0.62021776 -0.611475109
## [82,] -0.775290854 1.27800387 0.02656420 -0.142533568
## [83,] -0.068043663 -0.16782307 0.84799731 0.526640575
## [84,] 0.937058848 -0.37151952 1.45688680 -0.169751128
## [85,] -0.712976154 0.71104943 0.79537082 -0.176272359
## [86,] 0.668230118 0.05767110 -0.91355605 0.294109854
## [87,] 0.259742192 -1.08536937 0.29575252 -0.325311389
## [88,] 0.357184420 0.84528536 0.02221700 0.491966634
## [89,] 1.102098963 -0.20431802 -0.62620856 -0.407791385
## [90,] 0.064143063 -0.35108472 0.75746046 0.112330228
## [91,] 0.512390986 0.17081324 0.01010027 -0.066317395
## [92,] 0.140469037 1.32114213 -1.11112742 0.145130356
## [93,] -0.819374263 -0.30245362 0.43439675 -0.744763111
## [94,] -0.627999534 -1.44053878 0.05773805 1.234798985
## [95,] -0.402672002 0.26532590 -0.09232515 -0.558120947
## [96,] 0.492662068 0.32643443 1.69281381 0.589200994
## [97,] -0.005774350 -0.66572572 -1.01343441 -0.794213830
## [98,] -0.233737133 -0.77475157 -1.98686844 0.789118855
## [99,] 0.635827755 -0.29998892 -0.52323940 0.150777547summary
summary(acpcor1)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6
## Standard deviation 1.3152 1.2433 1.2015 1.15364 1.08435 0.99428
## Proportion of Variance 0.1235 0.1104 0.1031 0.09506 0.08399 0.07061
## Cumulative Proportion 0.1235 0.2340 0.3371 0.43215 0.51613 0.58674
## PC7 PC8 PC9 PC10 PC11 PC12
## Standard deviation 0.94756 0.92196 0.91815 0.86836 0.84934 0.82352
## Proportion of Variance 0.06413 0.06072 0.06021 0.05386 0.05153 0.04844
## Cumulative Proportion 0.65088 0.71159 0.77181 0.82567 0.87720 0.92564
## PC13 PC14
## Standard deviation 0.7659 0.67416
## Proportion of Variance 0.0419 0.03246
## Cumulative Proportion 0.9675 1.00000Visualizacao:
suppressMessages(library(ggplot2))
suppressMessages(library(ggfortify))
suppressMessages(library(factoextra))Gráfico screeplot Estático 1
g11=fviz_eig(acpcor1);g11
Gráfico screeplot Estático 2
g11=ggscreeplot(acpcor1);g11
Gráfico screeplot Interativo
plotly::ggplotly(g11)Gráfico PCA estático:
g21=fviz_pca_biplot(acpcor1, repel = TRUE,
col.var = "#2E9FDF", # Variables color
col.ind = "#696969" # Individuals color
);g21
Gráfico PCA interativo:
g11=autoplot(acpcor1, label = TRUE, label.size = 1,
loadings = TRUE, loadings.label = TRUE, loadings.label.size = 3)
plotly::ggplotly(g11)RESULTADOS DA BASE 2
Resultados da funcao prcomp
sdev
acpcor2$sdev## [1] 1.3399046 1.2459053 1.1823856 1.1495896 1.0703191 1.0129696 0.9828619
## [8] 0.9491715 0.9388956 0.8442750 0.8387283 0.7914502 0.7161684 0.6760680rotation
acpcor2$rotation## PC1 PC2 PC3 PC4 PC5
## conhec_produto -0.08927389 0.30847716 -0.16307752 0.41276922 -0.34195473
## conhec_solucao 0.30032672 0.51312262 0.03420803 -0.04702568 0.09993208
## atendi_produto -0.03590891 0.48551121 -0.24785406 -0.08583087 0.06057336
## atendi_solucao 0.08562847 0.20400233 -0.48266333 -0.27503426 -0.38331172
## qualid_produto -0.34558326 0.17296448 0.24251146 -0.15403223 -0.51137257
## qualid_solucao 0.14848695 0.25450593 0.41243983 0.49225464 -0.14348757
## prazo__produto -0.46195215 -0.20581748 -0.03533421 -0.06090429 0.02647987
## prazo__solucao 0.21044966 -0.06314194 -0.01423403 -0.28785558 -0.34456904
## dispon_produto -0.16214675 0.11105235 -0.40613922 0.37302603 0.36033950
## dispon_solucao 0.30232225 -0.20626399 -0.28844937 0.09128081 -0.16594310
## comuni_produto 0.29179279 0.16558647 -0.01337727 -0.29459787 0.33385034
## comuni_solucao -0.21058000 -0.11153921 -0.43154036 0.16517242 -0.08281013
## segura_produto -0.37864122 0.26132945 0.03778362 -0.36050772 0.19103822
## segura_solucao 0.32171553 -0.24523621 -0.10716682 -0.01650418 -0.09366489
## PC6 PC7 PC8 PC9 PC10
## conhec_produto 0.23976823 0.21368909 -0.26542757 0.05351161 0.50804026
## conhec_solucao 0.07065216 0.11969939 0.19497558 0.27935733 0.02310354
## atendi_produto -0.17808491 -0.33309246 0.30342218 -0.29756201 -0.24669077
## atendi_solucao 0.03448715 -0.22059916 -0.19327773 -0.02889876 -0.08681754
## qualid_produto -0.19883372 -0.25892360 -0.06286686 0.11046171 0.09158321
## qualid_solucao -0.09872642 -0.04634386 -0.05787352 -0.18687321 -0.29555275
## prazo__produto 0.27222765 -0.27881415 0.01022540 -0.30612403 0.12354854
## prazo__solucao 0.03682021 0.53431951 0.35759099 -0.51762508 0.13658332
## dispon_produto -0.09147058 -0.03071674 0.25127486 -0.16493131 0.31010227
## dispon_solucao 0.51339068 -0.19094001 0.16393931 0.32180179 -0.19604112
## comuni_produto 0.04928263 -0.04092066 -0.66009832 -0.25561157 0.14070615
## comuni_solucao -0.35512918 0.41845498 -0.28336699 0.06261473 -0.46059880
## segura_produto 0.01670886 0.29913405 0.11348161 0.41902493 0.05717085
## segura_solucao -0.61571823 -0.21049642 0.08896123 0.21295111 0.41652854
## PC11 PC12 PC13 PC14
## conhec_produto -0.18540846 -0.24584244 0.19272818 -0.128200149
## conhec_solucao -0.43531834 0.27941808 -0.26061962 0.402159759
## atendi_produto -0.15790320 -0.48365339 0.19232193 -0.102716275
## atendi_solucao 0.12858979 0.56068053 0.05390569 -0.257156256
## qualid_produto 0.29406795 -0.15440933 -0.24678898 0.451967987
## qualid_solucao 0.09711697 0.12463010 -0.39075818 -0.406195862
## prazo__produto -0.52795298 0.10555485 -0.42445901 -0.087251299
## prazo__solucao 0.07520696 -0.07299153 -0.19395007 -0.004145626
## dispon_produto 0.45399485 0.18176407 -0.25223771 0.169838758
## dispon_solucao 0.16245407 -0.36070799 -0.34853407 -0.010668585
## comuni_produto 0.12408601 -0.24304326 -0.29304693 0.060850270
## comuni_solucao -0.19146801 -0.11388836 -0.22191855 0.162419615
## segura_produto 0.15176347 -0.10596657 -0.23520256 -0.499378197
## segura_solucao -0.21624677 -0.10460092 -0.21935457 -0.244605129center
acpcor2$center## conhec_produto conhec_solucao atendi_produto atendi_solucao qualid_produto
## 6.195285 6.632996 6.801347 6.969702 5.993264
## qualid_solucao prazo__produto prazo__solucao dispon_produto dispon_solucao
## 6.228955 6.565660 7.003370 6.734006 6.127938
## comuni_produto comuni_solucao segura_produto segura_solucao
## 5.925922 6.767677 6.464641 7.003369scale
acpcor2$scale## conhec_produto conhec_solucao atendi_produto atendi_solucao qualid_produto
## 2.651765 2.755958 2.732168 2.568391 2.607342
## qualid_solucao prazo__produto prazo__solucao dispon_produto dispon_solucao
## 2.678835 2.584397 2.672409 2.775832 2.885081
## comuni_produto comuni_solucao segura_produto segura_solucao
## 2.632260 2.754294 2.889443 2.714504x
acpcor2$x## PC1 PC2 PC3 PC4 PC5
## [1,] 1.15623720 0.912253493 0.40152365 -0.24902599 -2.604382e+00
## [2,] -0.89194085 0.589368330 2.14006534 -0.34521570 7.526110e-01
## [3,] 0.35196191 1.877693370 -0.58980392 -0.37902622 3.796323e-01
## [4,] 1.30012828 0.926404281 0.22273103 1.86114758 -9.368840e-01
## [5,] 0.14003561 -0.471325413 1.67138925 0.89736095 1.009615e+00
## [6,] 1.90350074 -0.209735838 0.60986217 -1.51834000 9.830040e-01
## [7,] -1.29257633 0.812874020 -1.47724777 0.15489415 1.365503e+00
## [8,] 0.71734047 -0.097738170 -1.31801811 -0.06136628 7.192921e-01
## [9,] -3.25851581 -0.008591061 -1.26385633 -0.94740226 -1.098503e+00
## [10,] 1.52244588 0.127122901 2.11196959 -0.86397058 -2.515044e-02
## [11,] -0.92097477 0.140324915 -0.37840420 -0.09583266 4.394275e-01
## [12,] -0.56177518 -0.486708948 -0.46399485 0.54778028 2.211488e+00
## [13,] 1.02159929 -2.069850854 -0.34590651 0.47221951 -3.246358e-01
## [14,] -1.26641776 -1.741858026 -0.44543308 -0.37328436 6.682485e-01
## [15,] -2.55464918 1.544074951 -1.62276519 0.91714328 -1.138124e-01
## [16,] -2.52651390 0.551798307 -1.12950763 -0.43143291 4.974374e-01
## [17,] -0.92277183 -1.629700102 1.01895560 2.46077820 7.471851e-01
## [18,] -0.38042974 -0.410409642 -1.08810326 -0.58489010 -4.332521e-01
## [19,] -1.31946261 -1.952658388 -0.85878367 0.91303977 -3.154124e-01
## [20,] -0.44134578 0.885728452 -1.51600933 0.04713143 -6.543952e-01
## [21,] -0.81195556 0.759434535 -0.43632068 -0.10562871 1.652897e+00
## [22,] -0.98281837 -1.141800177 -1.16834927 1.32051288 1.179383e+00
## [23,] 1.09475224 -0.408576969 0.15284333 -2.63862720 9.508688e-01
## [24,] -0.89577332 0.412713958 1.06195187 -2.26058875 -8.438236e-01
## [25,] -0.22374464 -1.115057753 -0.24927456 -0.41110140 -1.818633e+00
## [26,] -0.38292763 0.075304736 1.23256708 0.57189273 -2.292629e+00
## [27,] 1.56792507 0.585484233 0.74022358 1.53570450 1.689206e-01
## [28,] 2.35625085 0.356834186 -1.78772252 -1.56841569 1.426222e-01
## [29,] 2.44624257 1.179822724 -1.19888329 0.68584034 -7.732088e-01
## [30,] -1.19858917 -1.364279518 0.67535404 -0.92535037 6.532694e-01
## [31,] 0.96360759 -0.400351317 -0.74494546 -0.36618919 -1.786380e-01
## [32,] -0.26490088 2.295632331 -0.79128714 -0.83104736 -5.605308e-01
## [33,] 0.28251574 2.138635441 -1.44173504 -1.68030793 -3.868037e-01
## [34,] 0.14881668 0.343104478 0.75097045 0.28352486 6.676467e-02
## [35,] 1.10399060 -1.201308228 0.75288315 -0.69394716 -5.324261e-01
## [36,] 1.39466584 0.809987724 -0.73880630 -1.19176106 -1.334199e+00
## [37,] -1.02798626 1.008080574 -0.22037974 2.03145858 1.012566e+00
## [38,] 1.02203857 0.345539157 -0.35849938 0.48459032 6.992283e-02
## [39,] 0.33376243 1.654022255 -1.77015349 1.85927096 1.713767e-01
## [40,] -0.69056438 2.583564094 0.74818977 -0.96470591 -2.956933e-01
## [41,] 1.06935673 1.468091280 -0.67973711 0.42453144 4.321265e-01
## [42,] 0.27799742 0.233173324 0.08145942 -1.97886195 2.114388e+00
## [43,] -2.25889771 0.109424532 1.68970912 0.68136380 -6.195572e-01
## [44,] -1.90918973 1.680979041 -1.41739379 -0.10909713 -8.383814e-01
## [45,] 0.33279415 -0.410631994 -0.56561232 0.55341864 -5.052603e-01
## [46,] 1.04750378 -1.436591997 -1.13618805 0.36071230 8.404003e-01
## [47,] 0.51438239 0.537668573 -1.14025049 -1.34068446 1.020159e+00
## [48,] 1.99543757 -1.169570925 -1.67114530 0.08478594 -3.051403e-01
## [49,] 1.60010064 0.615551620 0.84016434 0.94768329 1.382669e+00
## [50,] -0.50004875 -0.485678821 1.16431727 -0.12740662 1.201390e+00
## [51,] 2.26842923 -1.271692449 0.40862407 -1.74498761 -2.954838e-01
## [52,] -0.51948849 0.745706022 1.13147379 -2.11730222 -1.621609e+00
## [53,] 0.29751004 1.575889718 -0.41722386 0.29735648 -2.101771e+00
## [54,] 1.05085927 0.310883924 -1.81465569 -1.30038277 7.336854e-01
## [55,] 2.18777251 -1.424034196 1.65938754 -0.22754430 -1.158178e+00
## [56,] 0.29739869 2.908548050 0.61013413 1.53840440 -1.849785e-01
## [57,] 0.13661254 -1.089336482 -0.31092951 -0.05307327 -1.484665e+00
## [58,] -1.22403504 0.109558958 2.00941415 -1.48444371 1.684140e+00
## [59,] -0.84563024 -2.417813575 -0.39197032 -0.10203185 4.596843e-01
## [60,] 0.36464449 -1.406794268 -1.31052583 1.48763713 1.366649e-01
## [61,] 0.18461447 -1.154390672 1.34598716 1.13764968 -3.123771e+00
## [62,] 1.56081180 0.236049547 0.55287041 -0.49584561 -2.499316e-01
## [63,] -1.31830424 -1.501590239 -1.13936145 -1.33693816 -1.238096e+00
## [64,] 2.25354098 0.227174595 0.14104595 -0.08648386 1.694569e+00
## [65,] 2.30760634 0.458181408 0.14817519 0.87481789 -1.172605e+00
## [66,] 1.27100101 -1.631368277 -1.25301375 1.32712576 -1.307391e-01
## [67,] -2.03507899 -0.738694129 -0.53535088 -0.94160477 3.019451e-01
## [68,] -1.18305772 -0.167835159 0.40239511 2.29341095 -1.666062e+00
## [69,] -1.57920946 -2.278270484 0.43690887 1.20044360 -6.302036e-01
## [70,] 0.98327072 2.002439471 1.12920817 1.08034850 1.253568e-01
## [71,] -0.50817957 -1.519844258 -0.33169425 -0.02299439 4.613275e-01
## [72,] 0.89200859 1.468768250 2.23712644 0.76567875 6.514272e-01
## [73,] -0.65447648 -0.035622663 2.34832904 -0.48873333 1.297313e+00
## [74,] 0.26108086 -0.596580956 -0.52609647 0.52923086 2.136477e+00
## [75,] -1.09346888 0.446703166 0.70857297 -0.40471747 -9.855058e-01
## [76,] 1.08479220 0.044687787 1.36698243 1.13247981 1.370137e+00
## [77,] -0.27332639 3.172381199 0.11470847 -1.43114733 -8.688737e-02
## [78,] -1.27416555 1.552520392 0.82926372 -0.16373579 -6.785435e-01
## [79,] 2.76821262 -1.167580629 0.92495510 0.85493284 3.239409e-01
## [80,] -0.82870363 -2.112891307 -0.82352858 -0.75975570 1.593453e+00
## [81,] -1.13631837 -1.031214973 1.03977280 -1.18814465 -1.582787e-01
## [82,] -1.24851185 0.438540243 -0.65214738 0.43784025 9.946578e-05
## [83,] 0.28777996 0.153657307 -2.63674637 2.37076807 -4.734452e-01
## [84,] -1.23583371 0.040705926 2.07276894 -0.95546846 1.695154e+00
## [85,] 0.77599791 -1.810999981 0.22837944 -1.71212879 -1.189389e+00
## [86,] 1.08277177 0.158244689 1.67648622 1.73900839 -1.268484e+00
## [87,] 0.12758491 0.546045544 -1.69760055 0.58710855 1.604864e+00
## [88,] 0.65656333 1.464993486 -0.97289509 -1.11380081 2.237732e-01
## [89,] -1.51991134 -0.425037618 2.26964604 0.16768401 -6.453475e-01
## [90,] 1.68980987 0.626987334 -1.09148807 1.17589379 5.090042e-01
## [91,] -2.32000775 1.453776072 -0.63697798 -0.61964050 -3.476544e-01
## [92,] 0.23587696 -1.300307095 -0.90557605 -1.38617881 -1.551762e+00
## [93,] 0.50206670 1.790337418 2.24697309 0.08773559 1.191429e+00
## [94,] 0.03278064 -1.068137448 1.49944413 -0.50214924 -4.811210e-01
## [95,] -2.49513142 -0.348575097 0.67953333 1.96339754 4.025077e-01
## [96,] -1.66155729 -0.088702742 0.87029594 2.65243823 2.194478e-01
## [97,] -0.33022925 -1.389668762 -2.21094018 -0.33255314 -3.852161e-01
## [98,] -2.39112075 -0.875034947 0.24394097 -1.38251113 -8.540780e-01
## [99,] 1.93372791 -2.429029775 0.27330641 -0.40037120 3.055906e-01
## PC6 PC7 PC8 PC9 PC10
## [1,] 1.077457627 -1.46365301 -1.15395262 -1.64613353 0.228164647
## [2,] -1.334186809 -1.06794581 1.26227518 1.79098083 0.672574214
## [3,] -1.027015344 0.81841963 -0.62318778 -1.95540497 -1.660208674
## [4,] -0.056521507 1.00827984 -0.46934329 0.29525100 0.233698143
## [5,] -0.209106513 -0.13264614 1.34915647 -0.05919731 0.755825809
## [6,] -0.301596260 -0.20241480 -0.38685457 1.19805445 1.186480373
## [7,] -1.252337629 -0.29520782 0.56230879 0.42462669 -1.369823546
## [8,] -1.083426559 0.14340598 0.79798808 -1.63413414 1.205160724
## [9,] -0.005606303 0.86245271 0.32992022 -0.91561422 0.132351753
## [10,] 0.247585598 0.08219005 1.40384475 0.74391305 -0.118748866
## [11,] 0.317509761 -0.90291883 -0.29308452 -1.73938408 -0.529846413
## [12,] -0.051555347 0.44604711 -0.12041915 1.19175867 0.484703161
## [13,] -0.862322012 1.00440941 0.69992023 -0.23852524 -0.533791684
## [14,] 1.235405652 0.04311407 0.89458628 -0.25138034 -2.250152976
## [15,] -0.552634368 -0.44861406 -0.17217717 0.30554753 0.183857368
## [16,] 1.392216697 -1.77931690 0.76370814 0.09167494 0.261938587
## [17,] -0.025942021 0.26660518 0.22245488 -1.36050199 0.455632678
## [18,] -1.306459048 -0.00391998 0.08612906 -1.61391294 0.551791756
## [19,] 1.952727869 -0.41811764 0.30484106 -0.30962337 0.231074192
## [20,] -1.440008846 -1.60194215 0.63741224 1.47584391 0.487840265
## [21,] 1.764077208 0.09613798 -0.91919448 -1.39209412 1.912332634
## [22,] 0.757857193 -0.27512116 0.34580348 0.48598147 -2.014577180
## [23,] -0.854866346 -0.25105083 -1.01902416 0.29016144 0.519922878
## [24,] -0.638600767 0.83815636 1.22156984 0.70706593 -0.172919242
## [25,] -0.134707434 0.59266815 0.33073179 0.17452059 1.150377594
## [26,] -1.136685199 0.66290707 -0.09670175 -0.91963244 -0.987093778
## [27,] 2.380995411 0.01900175 -2.35534601 0.61634143 -0.645162347
## [28,] -0.290306276 0.03365176 1.31143886 0.41888227 -0.436982630
## [29,] -1.276811849 0.56886648 0.17049344 -0.75833991 -0.930763100
## [30,] 0.561527780 2.88504835 -0.83044143 -0.29274948 -0.301426094
## [31,] 1.874297472 -0.10717194 0.87420548 1.44943603 0.660365213
## [32,] 0.565954317 2.00017032 -0.52576520 -0.58333661 -0.801990200
## [33,] 0.654018124 0.65258577 -0.42668197 -0.17379503 1.075853523
## [34,] -0.639320734 0.33638531 0.48546779 -1.75138218 0.183293405
## [35,] 0.882383313 1.50721136 0.01191330 1.02714208 0.234215221
## [36,] 0.942577465 0.40567168 -1.36044211 -0.57950296 0.872522226
## [37,] 0.346408619 1.94565869 0.46821185 -0.05546856 0.054599341
## [38,] 0.150191264 -1.07294830 0.81191328 1.70932112 -0.785395150
## [39,] 1.009093941 1.17137813 0.95318028 0.68244072 -0.971401987
## [40,] 0.988365082 -0.06648572 0.65631303 -1.48635777 -0.044666906
## [41,] -1.159632037 -0.28286538 0.74254023 0.50812498 0.492155160
## [42,] 1.212922144 -0.39344329 0.11176149 0.12601126 0.641595840
## [43,] 0.809159511 1.39913826 0.72844723 -0.39955540 1.885038413
## [44,] -0.383672825 -0.45759709 0.95236976 0.44353305 -0.365867931
## [45,] 0.460374328 -1.20237194 -0.06840772 -0.73754047 -0.580689988
## [46,] -0.305679051 -0.22830006 2.59723791 -0.59659384 0.048018352
## [47,] 0.349553953 1.91410032 -0.47494154 0.09403316 0.176370213
## [48,] -0.350909766 1.01149823 0.14876626 0.14117683 -0.036033803
## [49,] -0.881677087 -0.24387853 0.41185387 -2.46115847 1.317930180
## [50,] -2.062583195 0.49154675 -1.11268562 -0.40001548 -0.456292221
## [51,] -0.607170756 0.32821642 -0.13329668 -0.29765302 0.709116574
## [52,] -1.026195381 -0.34856086 1.12700628 -0.28271111 -0.612131009
## [53,] 0.673324186 -1.15619759 0.79916505 0.89749493 0.376133318
## [54,] 0.226603283 0.88356211 0.17397081 1.72522349 -1.309327965
## [55,] 0.385613967 -0.63267940 0.28515340 -0.23523020 -0.090300242
## [56,] -0.095334785 -1.31737099 0.04417981 0.79245777 0.755687810
## [57,] 0.382018871 -1.18190056 -3.06661154 0.68804997 -0.896338392
## [58,] 0.641834763 -0.32200177 -0.17731707 0.89578350 -0.321862821
## [59,] -1.266264777 -0.92414027 -0.46373431 0.01578675 -0.822205233
## [60,] -0.104262029 0.69417555 0.54230528 1.13152499 0.146316884
## [61,] -0.436600670 0.20761534 -0.39477645 -0.26968986 0.766952618
## [62,] 1.863341149 -0.34319413 2.03117369 -0.73141944 -1.614788943
## [63,] -0.266222142 -0.44275016 0.37875689 1.82834179 -0.150125849
## [64,] -0.755441236 -1.89817669 -0.45089826 -0.07740945 -0.164584625
## [65,] -0.628252303 -0.10892659 0.23140240 0.69630639 -0.793306624
## [66,] 0.304294804 1.43703821 -0.33677126 -0.52575494 -0.269871728
## [67,] -2.020086898 -1.73617213 -0.65755702 -0.10315639 -0.272473064
## [68,] -1.878523068 -0.84156527 -1.14724816 0.16446604 0.166719368
## [69,] -0.745160559 -0.02524035 -1.33075456 0.69208887 0.985778810
## [70,] 0.526862377 1.39770134 2.01293195 0.26138114 0.490310008
## [71,] -2.376018884 1.35462639 1.30682573 -0.21980460 0.240304221
## [72,] -0.407423437 0.36169357 0.29374636 0.16510696 0.438127134
## [73,] -0.044662459 0.89277898 -0.97565951 1.49691494 -1.105453516
## [74,] 0.380502658 -1.48299213 -0.94515116 -0.88782388 -0.241454002
## [75,] 0.616081983 2.62343863 -1.33149370 -0.01641495 0.001770206
## [76,] 0.348941212 0.27591974 -0.08750816 -0.99868938 -0.362304709
## [77,] -0.258535855 0.16755409 -1.00329272 0.07479083 -0.428153446
## [78,] 1.277814908 -1.23387026 1.34719536 -0.21736055 -0.088155163
## [79,] 0.132922562 -0.64537899 0.20806113 0.46596657 -0.164710984
## [80,] -0.098835001 -0.01371618 0.17385291 0.27619308 1.034922547
## [81,] -0.763174722 -0.33946438 1.52540022 -0.74963289 0.887003776
## [82,] -1.690100670 0.78603354 -1.42312939 2.17035389 1.754287859
## [83,] 0.061640436 -0.67453517 -0.23701826 0.39291600 -0.864788334
## [84,] 0.610507850 -1.68734107 -1.06860370 -1.23958564 -0.746967929
## [85,] 2.102788921 -0.43145230 -0.27597095 -0.66856030 -0.518363901
## [86,] 0.326446438 -1.01118738 -0.39187151 1.48037058 0.922473810
## [87,] 1.804023524 -0.61883028 -0.98429064 0.67232554 1.270961668
## [88,] -0.325018510 -0.75205125 -0.99030597 -0.93403235 0.361476523
## [89,] 0.076321446 1.14858789 0.01358616 1.13638833 -1.988524451
## [90,] -1.831523655 0.29591960 -1.60510825 -0.98110242 -0.051035328
## [91,] -0.935970284 -1.06317399 -1.05656546 0.25385710 -0.531867309
## [92,] 0.335580092 -0.95779732 0.08189539 -0.75116283 -0.375813991
## [93,] -0.691620486 0.53180629 -1.50197049 1.24430596 -0.417938833
## [94,] -0.652352942 -1.51443616 0.75162539 -0.53484832 0.240288454
## [95,] -0.151826557 0.63919458 0.19101162 -1.28464133 -0.731223906
## [96,] 2.149536114 -1.21274743 0.47603414 0.02032320 0.398888987
## [97,] 1.187790702 0.68306769 -0.10885514 0.09938083 2.143356881
## [98,] 1.069404741 0.50075221 -0.66647429 0.27218252 -0.041459882
## [99,] 0.263891884 -0.60060643 -1.42315882 -0.08408670 -0.417194420
## PC11 PC12 PC13 PC14
## [1,] 0.829322020 -1.544689045 -0.339572850 -0.73363609
## [2,] -0.267040234 0.205418786 -0.426407647 0.49201144
## [3,] 1.766094481 0.473176927 -0.615898256 0.15977214
## [4,] -0.379367475 2.190582493 0.957197238 -0.27703591
## [5,] 0.104028888 1.493065326 -0.078332990 1.69085973
## [6,] 0.697374422 0.428244124 -0.357353497 1.03646445
## [7,] -0.004027790 1.198599262 0.323696365 -1.04539521
## [8,] -0.564058052 -0.229172609 0.669189838 0.35462523
## [9,] 0.885353733 0.674279648 -0.260147602 0.27092523
## [10,] -0.347184989 -0.983750345 -1.954541046 -0.75311978
## [11,] 0.281688037 1.839346881 -0.306325340 0.87310615
## [12,] 1.284971461 -1.191615927 1.035118911 -0.41400653
## [13,] -0.571175636 0.950023040 -0.525863210 0.16419726
## [14,] -1.143749772 -1.724045978 0.536982183 -0.03267128
## [15,] -0.775142559 0.519271412 -0.054742830 -0.90240712
## [16,] 0.780291117 0.322606334 0.908281551 -0.82731656
## [17,] -0.243777994 0.858906991 -0.192370696 -0.44234932
## [18,] -1.645932986 -0.646534857 -0.159455615 0.81253242
## [19,] 0.698319079 0.373964277 -0.001465818 1.08832879
## [20,] 1.053719092 -0.081605406 0.836516083 0.63390686
## [21,] -0.284189319 0.243761308 0.536139952 0.11654774
## [22,] 1.014124256 0.140230834 0.069650396 -0.22094894
## [23,] 0.790886094 0.163551447 1.327468004 -1.74096925
## [24,] -0.544751742 0.368267834 -0.050359004 0.94634746
## [25,] -0.586704225 -1.151270493 0.979396870 -0.66319654
## [26,] -0.591492191 0.138102834 -0.191232934 0.63666299
## [27,] -0.910999244 0.151229936 -0.393617752 0.17522164
## [28,] -0.004352082 -0.164690921 -0.044682636 -0.02372281
## [29,] -0.590221319 0.237599292 -0.369424445 -0.41076284
## [30,] -0.259949307 -0.676635339 0.778452641 -0.31020381
## [31,] -0.286763125 1.507674501 0.331786245 -0.01487126
## [32,] -1.476722915 0.120528068 0.513234931 -0.92210045
## [33,] -0.365427849 -0.728838931 -0.393524242 -0.06707994
## [34,] -0.513773722 -1.089000890 0.369730605 0.85717211
## [35,] 0.436923723 -1.374106802 0.160351311 0.92108217
## [36,] -1.068127230 -0.112553541 0.217416268 1.00647843
## [37,] -0.953518136 0.212862273 0.417230113 0.78281104
## [38,] -1.854360436 -0.638563114 0.251756482 -0.73979218
## [39,] 0.077081316 -0.619174693 0.463928344 0.41162928
## [40,] -0.419175084 1.017306648 -0.843975823 -0.99027273
## [41,] 0.356169562 -0.517654958 -0.332422470 0.44268650
## [42,] -0.792519542 0.314056740 -0.904105493 -0.16747860
## [43,] 1.776400296 -0.205400666 0.205916557 0.11654278
## [44,] -0.411143023 0.461045754 -1.572337940 0.30546101
## [45,] 0.461230544 -1.441745103 0.191457677 0.01751660
## [46,] -0.279628830 -1.173543135 -0.077311549 0.74781978
## [47,] -0.714282389 -0.497828179 -0.893440826 0.17186406
## [48,] -0.091947807 -0.964855340 0.210977227 0.56044302
## [49,] -0.100399626 -0.816631408 -0.475749787 -0.44201809
## [50,] 0.475536141 -1.100280184 -1.487954292 -1.02198418
## [51,] 0.043522993 1.552821470 1.449450906 -0.05925854
## [52,] 1.516065551 -0.013284273 1.214493835 -1.07501968
## [53,] 1.175103916 -0.695328926 0.788767077 -0.15033933
## [54,] 0.303387558 0.384789839 -0.307949525 0.02760315
## [55,] 0.188711560 0.240556112 -1.261332756 -0.29576356
## [56,] 1.023356153 -0.511679831 -0.112028982 0.46287953
## [57,] 0.675777308 -0.304165205 -0.618203259 0.58705654
## [58,] -0.094275704 -0.359376352 1.161073912 0.40708804
## [59,] -1.959586859 0.383607140 1.152219593 -0.23591621
## [60,] 0.009895262 0.411302168 -1.018596800 -0.37627114
## [61,] 0.048500664 -0.326177444 -0.271870887 -0.39484357
## [62,] -0.845942469 0.005362708 0.604295971 0.39129650
## [63,] -0.010133846 0.693737605 -1.851577430 0.21965305
## [64,] 0.314591998 -0.524076993 0.769678499 -0.20257596
## [65,] -0.961988345 1.146045798 0.580430843 -0.75785144
## [66,] 1.558791123 -0.210937495 -0.228215218 0.19820427
## [67,] -0.522924817 -0.813023592 -0.189505865 0.49930806
## [68,] -0.205994381 -0.236971122 0.277828404 -0.09697826
## [69,] -2.023999146 -0.569460691 1.016633126 0.47867809
## [70,] -0.235053362 -1.059371953 0.367852880 -1.22644064
## [71,] 1.064436469 -0.681565220 0.500704727 0.72218692
## [72,] 0.267166382 -0.035420576 0.120279360 0.30849562
## [73,] 0.668460146 0.111810915 0.719087940 0.33606664
## [74,] -0.275681225 0.547158091 -0.862005122 0.39854852
## [75,] -0.355844141 0.037659087 -0.026300148 -0.24630483
## [76,] 1.645971210 1.919801888 0.581869624 0.27741190
## [77,] 1.029434092 0.037974390 0.023922185 0.59683891
## [78,] -0.569281861 0.041475589 -0.261555687 0.91858615
## [79,] 0.945099259 0.611133388 -0.459335857 -0.55192707
## [80,] 0.343941800 0.487985238 -0.978044692 -0.99189375
## [81,] 0.083618733 0.408640907 -0.441795271 -1.51525562
## [82,] 0.951866527 -0.089237585 0.031224066 0.76699408
## [83,] 0.762567997 -0.482586670 1.408226334 -0.61403890
## [84,] -0.338430696 -1.181708650 0.577479273 -0.16948807
## [85,] 1.171527535 0.576987009 0.635040805 0.49569377
## [86,] -1.336374292 0.867061648 0.165602543 -0.18604968
## [87,] -1.026395274 -0.427029776 -0.880474636 0.47966914
## [88,] -0.764029003 0.332482084 0.551495519 1.26376228
## [89,] 0.376935880 -0.132218293 -1.172193783 0.39791100
## [90,] 0.549736137 0.908010316 -0.318224362 -0.47335373
## [91,] -0.554169194 0.104848139 -0.680716312 -0.29033799
## [92,] 1.402732622 -0.258508335 -0.286665684 1.04833132
## [93,] -0.271344238 -0.730500070 -0.245899701 -0.19275056
## [94,] -1.432059936 0.863864926 0.330470164 -0.07542005
## [95,] 0.148440696 -0.060213358 -0.543782991 -0.06901209
## [96,] 0.660405595 -0.836036933 -0.327826514 -0.64277523
## [97,] 0.326197690 0.089793526 -1.068150066 -1.66543533
## [98,] -0.250384431 1.254096219 0.936992883 -0.78085702
## [99,] 0.050042734 -0.409641960 -0.542128124 -0.57578208summary
summary(acpcor2)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 1.3399 1.2459 1.18239 1.1496 1.07032 1.01297 0.9829
## Proportion of Variance 0.1282 0.1109 0.09986 0.0944 0.08183 0.07329 0.0690
## Cumulative Proportion 0.1282 0.2391 0.33898 0.4334 0.51520 0.58849 0.6575
## PC8 PC9 PC10 PC11 PC12 PC13
## Standard deviation 0.94917 0.93890 0.84428 0.83873 0.79145 0.71617
## Proportion of Variance 0.06435 0.06297 0.05091 0.05025 0.04474 0.03664
## Cumulative Proportion 0.72185 0.78481 0.83573 0.88597 0.93072 0.96735
## PC14
## Standard deviation 0.67607
## Proportion of Variance 0.03265
## Cumulative Proportion 1.00000Visualizacao:
suppressMessages(library(ggplot2))
suppressMessages(library(ggfortify))
suppressMessages(library(factoextra))Gráfico screeplot Estático 1
g11=fviz_eig(acpcor2);g11
Gráfico screeplot Estático 2
g11=ggscreeplot(acpcor2);g11
Gráfico screeplot Interativo
plotly::ggplotly(g11)Gráfico PCA estático:
g21=fviz_pca_biplot(acpcor2, repel = TRUE,
col.var = "#2E9FDF", # Variables color
col.ind = "#696969" # Individuals color
);g21
Gráfico PCA interativo:
g11=autoplot(acpcor2, label = TRUE, label.size = 1,
loadings = TRUE, loadings.label = TRUE, loadings.label.size = 3)
plotly::ggplotly(g11)RESULTADOS DA BASE 3
Resultados da funcao prcomp
sdev
acpcor3$sdev## [1] 1.3128790 1.1885885 1.1188063 1.1005366 1.0861547 1.0697484 0.9968450
## [8] 0.9735616 0.9294261 0.8947581 0.8577052 0.7987872 0.7745645 0.7049734rotation
acpcor3$rotation## PC1 PC2 PC3 PC4
## conhec_produto -0.079991798 0.21234366 -0.160471746 -0.05794007
## conhec_solucao 0.366720227 0.16261026 -0.122394870 -0.35196798
## atendi_produto 0.286595919 0.21747672 0.010971692 0.19561766
## atendi_solucao 0.260859281 0.10801064 0.398300018 0.36278335
## qualid_produto 0.048420114 -0.19683739 -0.430720600 -0.13835546
## qualid_solucao -0.458162984 0.10758801 0.121331570 -0.22909171
## prazo__produto 0.341119528 -0.32107762 0.226694469 -0.44051963
## prazo__solucao 0.045921628 -0.45258207 -0.174916964 0.04456203
## dispon_produto -0.004189842 0.49597948 -0.144617123 -0.14780143
## dispon_solucao -0.457905438 -0.21640622 -0.006869638 0.13188412
## comuni_produto 0.036732241 -0.33638142 -0.127645526 0.44834792
## comuni_solucao -0.362545803 0.10606349 -0.165461580 -0.11917773
## segura_produto 0.039191461 0.30641328 -0.191209165 0.42336590
## segura_solucao -0.184889193 0.01207606 0.645820375 -0.03896605
## PC5 PC6 PC7 PC8
## conhec_produto -0.475115126 -0.03819137 -0.24690260 -0.70664615
## conhec_solucao -0.197867418 -0.18977656 0.29119381 -0.17036621
## atendi_produto 0.495084241 -0.03153003 -0.38872447 -0.30829350
## atendi_solucao 0.083862893 -0.16742144 0.47485420 -0.23660726
## qualid_produto 0.450089425 0.43566975 0.03720684 -0.18887676
## qualid_solucao 0.006080922 -0.11446689 -0.22859227 0.11334497
## prazo__produto -0.106959316 0.23676885 0.11187917 -0.01484073
## prazo__solucao 0.219146454 -0.34679112 0.03325008 -0.23989694
## dispon_produto 0.302232389 -0.33654391 0.19547550 0.19974231
## dispon_solucao 0.116142200 -0.23595012 0.19375125 -0.27440865
## comuni_produto -0.246204164 -0.06265879 0.05914664 0.14092716
## comuni_solucao 0.057566495 0.24345087 0.56848647 -0.16628911
## segura_produto -0.152184560 0.47747443 0.08521718 0.05515063
## segura_solucao 0.170193480 0.30685059 -0.02652134 -0.22035236
## PC9 PC10 PC11 PC12
## conhec_produto -0.12961888 -0.063561429 0.0956064135 0.291284728
## conhec_solucao 0.08425782 0.373540608 -0.3765570265 -0.436509210
## atendi_produto -0.20124089 0.248111823 0.1303167685 -0.216171927
## atendi_solucao 0.11973996 -0.050281843 -0.0819771068 0.183441741
## qualid_produto -0.09148737 -0.002379852 -0.3179518256 0.128124755
## qualid_solucao 0.22712106 0.551690985 -0.1972926269 0.157109130
## prazo__produto -0.15860101 0.067078054 -0.0091191471 0.434703983
## prazo__solucao 0.53233306 0.221062963 0.2685403697 0.223474280
## dispon_produto -0.26994649 0.047805064 -0.0016454128 0.514734426
## dispon_solucao -0.17360723 -0.214779681 -0.5257938405 -0.046485597
## comuni_produto -0.52649364 0.527308522 0.0002911659 0.082686790
## comuni_solucao -0.09571756 0.175373944 0.5319504159 -0.198706132
## segura_produto 0.39927326 0.169418782 -0.2289906256 0.225185153
## segura_solucao -0.06316810 0.220621975 -0.0357319713 -0.009065311
## PC13 PC14
## conhec_produto 0.01736713 -0.129500970
## conhec_solucao -0.17382720 -0.045207613
## atendi_produto 0.11816828 0.400239905
## atendi_solucao 0.46809114 -0.192750335
## qualid_produto 0.18411640 -0.406222723
## qualid_solucao 0.46191915 0.011920957
## prazo__produto 0.08798095 0.477929515
## prazo__solucao -0.28137065 -0.007883334
## dispon_produto -0.29357281 -0.047094317
## dispon_solucao -0.11108054 0.420500274
## comuni_produto -0.04253709 -0.128028203
## comuni_solucao 0.10984328 0.166973837
## segura_produto -0.20432067 0.307108976
## segura_solucao -0.49808174 -0.269402224center
acpcor3$center## conhec_produto conhec_solucao atendi_produto atendi_solucao qualid_produto
## 6.363636 6.464649 6.801348 6.397303 6.734001
## qualid_solucao prazo__produto prazo__solucao dispon_produto dispon_solucao
## 7.104380 7.171723 6.767681 7.171715 6.632993
## comuni_produto comuni_solucao segura_produto segura_solucao
## 6.767671 6.632996 6.767679 6.262624scale
acpcor3$scale## conhec_produto conhec_solucao atendi_produto atendi_solucao qualid_produto
## 2.655216 2.556327 2.690349 2.804157 2.973053
## qualid_solucao prazo__produto prazo__solucao dispon_produto dispon_solucao
## 2.678829 2.536081 2.584395 2.871549 2.876731
## comuni_produto comuni_solucao segura_produto segura_solucao
## 2.991103 2.755958 2.670696 2.705211x
acpcor3$x## PC1 PC2 PC3 PC4 PC5
## [1,] 1.39118657 -0.01402076 1.26118954 -0.69645187 -0.856960057
## [2,] -0.23827412 -1.16931219 0.78749866 -0.91952792 1.588918718
## [3,] -1.86456740 -1.69814772 0.77780987 0.62946853 -1.187748916
## [4,] -0.54860549 -1.99930539 -1.14393695 -0.73294333 0.263683531
## [5,] 1.30085261 1.92045911 0.36074113 -0.75801296 -0.660520667
## [6,] -1.04938328 -0.33951535 0.72491805 1.84437064 -2.586000459
## [7,] 0.56343230 0.72576756 -0.42624556 -1.05829372 -0.444212966
## [8,] -0.10619008 0.98080308 -0.91330313 0.77728951 -2.133160889
## [9,] 1.44606687 -1.47454232 -1.12958936 -0.23931403 0.809461477
## [10,] -1.76819425 -0.12229731 -0.39531254 1.54208752 -0.495696539
## [11,] 0.56873743 -1.14490692 0.09159501 0.46120291 -0.159824156
## [12,] 0.11682845 -1.67399877 -1.31119833 0.12312383 0.446942416
## [13,] 0.33835858 0.37549573 -0.02163874 -0.07723706 1.636571205
## [14,] -1.22954183 -1.26211809 1.80876360 -1.89169884 0.433130669
## [15,] -1.56995214 1.35907962 -0.68386446 -0.11713651 -0.006534704
## [16,] 0.12436572 -1.44067834 1.49284159 -1.85903716 1.388591385
## [17,] 0.09385968 -0.85968510 0.12185084 -1.55166824 -2.393852120
## [18,] 0.68321149 1.52962113 -0.30230959 0.27869708 0.696405347
## [19,] -0.37231449 0.85853106 2.07949740 -0.80696105 0.140053621
## [20,] -0.73495007 0.04388018 0.29798069 1.78907270 -0.218900238
## [21,] -0.93511416 -0.07212598 -1.58511395 0.15022329 0.443241193
## [22,] -1.15006029 1.13730194 -1.52646321 -1.02038245 -0.798066067
## [23,] 0.32777768 -2.22336475 1.10431103 2.14306862 1.295772412
## [24,] -0.42518574 -1.11660057 0.16742133 0.46477285 -1.068946277
## [25,] 1.51293535 0.57936063 2.06338867 -0.36462320 0.645433377
## [26,] -1.86938417 -0.02343608 -0.64656632 -0.87545270 0.315431895
## [27,] 0.30195772 0.57380828 0.31171238 1.26346079 -1.365864778
## [28,] 0.22660623 -0.24075887 0.82283907 1.93663507 1.612342290
## [29,] -1.82136909 0.72105134 -1.22210987 -1.82571693 0.024435024
## [30,] 2.02619890 0.05192233 -0.81378315 -0.95625521 0.395364763
## [31,] 0.54882508 0.84876332 -1.33414433 -0.81399262 -0.097354677
## [32,] -0.57979833 1.61136699 0.74349512 0.59081694 0.528906974
## [33,] 0.91908134 -1.14836372 0.22729122 -0.54622075 0.122439866
## [34,] 1.03893916 -0.74628533 -1.71509641 0.57783396 -2.766269405
## [35,] -0.23873180 1.48254377 -1.24882150 -0.37841233 -1.200713191
## [36,] -0.42091859 -0.48736734 -0.87195620 -1.47700278 -0.821477811
## [37,] 0.74651092 0.23673933 2.24621918 -0.44364655 1.689124688
## [38,] -1.80946000 -0.77043585 0.72273165 0.29896902 0.140769860
## [39,] -0.80956893 -1.19429266 -1.14341496 -1.56587175 0.809470116
## [40,] -1.66463890 -0.10349760 0.35195783 -2.70240564 -0.842530298
## [41,] -2.94434037 -1.03342583 0.16176865 0.61765845 0.555558183
## [42,] 0.71376555 1.53643473 -1.03504819 0.26119435 0.182895695
## [43,] 0.65070885 -0.43562638 0.26579792 -0.40201229 -1.250502525
## [44,] 1.06551642 -0.26470101 0.11667607 0.77858193 -0.489109968
## [45,] 0.31384761 0.87097689 0.43163419 -1.24104212 0.850920737
## [46,] -1.22294253 1.46900827 2.24858631 0.09752155 1.316234778
## [47,] 2.45468670 0.22152845 0.63365983 0.13900558 0.048087675
## [48,] 1.90341644 0.59450237 0.63139413 -0.54431616 1.177298559
## [49,] 1.01643035 -0.23047525 -1.54124044 0.31090629 -1.613784861
## [50,] -0.93534188 -1.88480173 -0.89093431 0.21782593 0.228585467
## [51,] -0.04093110 -0.49977781 0.88535271 0.49248613 1.089943000
## [52,] 0.59910296 1.72522350 -1.83875149 1.88560486 0.594437709
## [53,] 1.01964628 0.34870683 -0.69699147 0.34123708 0.980554675
## [54,] -0.86144561 1.22370625 -0.87193469 -0.72330038 0.446037661
## [55,] -1.41008860 -0.02058354 1.66523411 0.70573075 -0.114568635
## [56,] -2.81278811 -0.73607639 -0.20420536 0.80586982 1.450472959
## [57,] 1.99709351 -1.12807081 -0.14585156 0.81471224 -0.776998235
## [58,] -1.14751544 -1.58647073 1.70313470 -0.81034612 0.142095027
## [59,] 1.88206142 -1.90799034 0.38929533 0.52343343 -0.179674677
## [60,] -0.31658323 -0.24833425 -1.45615477 -1.51469164 1.621407698
## [61,] 0.02070338 -0.76429739 1.47381126 0.46260057 0.596578832
## [62,] 0.04259389 -0.66409970 2.30323749 -0.88911950 -2.656587797
## [63,] -1.52555093 0.86279086 0.43745329 1.46574237 0.773815265
## [64,] 0.35144210 -0.39598480 -0.62794563 -1.71892383 -0.949885178
## [65,] -0.75267344 -0.05453502 -1.47846596 -1.00870476 0.703960223
## [66,] -1.16787425 0.35241411 -0.98394402 -0.07474385 0.318986033
## [67,] 2.37945478 0.31817901 -0.82391769 -2.37799254 0.617187440
## [68,] -1.01647483 1.88410013 0.03702130 1.08316760 0.987258195
## [69,] 1.09214082 -2.05137355 0.56515016 -0.87574133 1.102885331
## [70,] -0.05911785 -0.51427840 0.92429600 1.80977355 0.820625836
## [71,] -0.35133024 2.81617129 0.93909646 -0.35659447 -0.900362480
## [72,] 1.20488812 -0.96704658 -1.99596033 0.35321434 1.172922400
## [73,] 1.02975618 0.60289548 1.10254654 0.16226636 -1.543663399
## [74,] -1.59024437 -1.71653714 0.78233159 -1.20845229 -1.618206839
## [75,] 0.10354397 -0.24966253 1.03918145 -0.64413263 -0.257843094
## [76,] 1.15344515 0.06859759 -1.02292009 0.78165942 0.253180474
## [77,] 1.54495600 1.28250442 -0.31819690 0.93829222 -0.665846758
## [78,] -1.83661062 1.61793132 -1.07568071 -0.41901391 -0.599194469
## [79,] -0.73045426 2.71063198 1.39514117 0.22697823 0.371080262
## [80,] -2.97240394 0.48939845 -0.49580951 -1.04023674 -0.065127520
## [81,] -0.11929856 -1.28110601 -1.58174235 -0.19104824 0.346345773
## [82,] 1.79185372 -0.32980776 0.05489653 -0.31032385 -1.896542785
## [83,] 0.83418547 0.80125757 0.36117146 -1.23719083 1.670382791
## [84,] 1.35759526 -1.42066877 -0.61779731 2.20044973 -0.150268880
## [85,] 2.85576269 0.20255076 0.04239642 -0.82192319 2.084672671
## [86,] -1.43952807 -0.52384966 -0.46851586 1.30593041 0.343834125
## [87,] -0.62558446 3.00064577 0.96128520 1.48673357 0.214900773
## [88,] -1.50102177 -1.37312201 0.42467699 1.67426114 -2.013124170
## [89,] 2.09881337 -0.42584412 -1.01798337 1.79370030 1.316716920
## [90,] 1.74834018 -0.55163973 0.11774640 2.09362093 -0.104740556
## [91,] -0.31714305 2.55063351 -1.76774116 -0.10900357 0.059752962
## [92,] 2.83371059 1.39641115 2.04085592 0.59639402 -0.761446033
## [93,] -1.40522419 -1.58015219 0.98602424 0.61503471 1.195990949
## [94,] 0.10435450 1.88692694 0.08324840 -0.45321963 0.637870777
## [95,] -0.12725460 0.88243500 0.95095889 0.72087912 -1.321209673
## [96,] -0.72905148 0.80341541 1.33378893 -0.61098130 -1.096877835
## [97,] -1.80626388 -0.09022513 -1.93373893 1.12174317 1.287165993
## [98,] 2.07413888 -0.76828757 -0.38348341 -1.64687894 -1.339157187
## [99,] 0.45759756 -0.53256430 -2.34507983 1.15289631 -0.517776908
## PC6 PC7 PC8 PC9 PC10
## [1,] -0.87732517 1.370416050 0.44947470 -0.58066141 -0.977029958
## [2,] 0.55842316 -2.931127676 -0.65233598 1.03264789 0.195926176
## [3,] -0.42532757 0.743426957 -0.03030416 -0.81989674 -0.614997791
## [4,] -1.54831492 1.226696817 0.52513299 0.20686150 0.976752004
## [5,] -0.76879058 -1.377807845 0.50820774 0.56732416 0.268654881
## [6,] 0.57700542 -0.771869676 -0.06806378 -0.44100612 -0.981244397
## [7,] -1.97451704 -0.407483942 -0.57276133 0.70719044 -0.665689375
## [8,] -0.69842331 0.407074048 1.16405107 1.17016561 1.449655943
## [9,] 1.19323381 -0.418655088 0.27029958 -0.40469788 -0.588462830
## [10,] 1.65496559 0.096150496 0.05683734 0.19598351 -1.370470122
## [11,] -1.62299225 0.194643521 0.12122199 -0.74250346 0.569818700
## [12,] 0.67356485 1.405409786 0.82496973 -0.21353870 0.014896482
## [13,] -0.76186241 0.897041539 -0.15306868 1.99459023 0.587246378
## [14,] 1.19145087 0.484171122 0.25760474 -0.15350354 -0.679495370
## [15,] 0.76837029 0.519033058 0.76349981 -0.57931648 -2.221664820
## [16,] 0.37918073 1.495539751 -1.12978195 1.30795328 1.086459321
## [17,] -0.86970317 0.090289604 -0.34900300 -1.11011004 0.519557591
## [18,] -2.15590978 -0.935960377 -1.23567473 -0.06590762 -1.255004512
## [19,] 0.19363905 0.320701590 1.30673525 -0.71165021 0.792221727
## [20,] -1.75175788 1.511285990 1.69984045 -1.70871605 -2.027746321
## [21,] 0.54179169 -0.194628707 -2.40034339 1.64062058 0.349150701
## [22,] 1.33997414 0.199320293 -0.06051998 0.42139271 0.977212768
## [23,] 0.11325234 -0.842311266 -0.36976886 -0.20239262 -0.265349981
## [24,] -2.65832425 0.250408450 -0.13038957 0.21307517 0.187384346
## [25,] -0.43039530 -0.725828162 0.73578417 1.16283619 0.446754701
## [26,] -0.91850865 0.483897769 1.77765838 1.49379091 -0.379661509
## [27,] -0.82564874 -0.521552002 0.13401755 -0.13496906 0.414172516
## [28,] -0.94034203 -0.118683817 0.53467397 -1.01291614 -0.084605346
## [29,] -1.23452403 -0.120980553 -0.88987175 -0.45980402 -0.492862324
## [30,] 0.26128474 -1.058419733 0.17041709 -1.14928091 1.512543376
## [31,] -0.51959497 -2.296133445 0.17810828 -2.03792673 0.775543768
## [32,] -0.88531331 1.129694184 1.14342763 0.69745013 1.030394372
## [33,] -0.45841776 -1.588597343 -0.01433911 -1.54273588 0.512311214
## [34,] 0.36000920 -0.399704934 -0.30385410 0.21680868 -0.374327873
## [35,] 0.91670491 -0.805692433 -0.29659176 0.19794003 -1.060296656
## [36,] 2.41343155 -0.075251090 0.77952673 0.08952921 -1.495470425
## [37,] -0.48189620 -0.776972903 -0.70845967 -0.58564942 -0.942270582
## [38,] -0.62229322 -1.402207387 1.27868975 0.34587818 -0.120585546
## [39,] 0.29355654 0.915485239 1.59121654 -0.97411057 -0.892237610
## [40,] -0.44534701 0.887961663 -1.13552293 -1.05146812 0.906312800
## [41,] 0.36605344 -0.641807437 -0.85139116 0.87075319 0.528621517
## [42,] 0.75067201 1.901944759 1.28506942 -0.30346508 1.842401972
## [43,] 0.25599316 -0.579237330 0.76507575 -0.60708318 0.880025323
## [44,] -0.11273263 -0.843415951 0.59551723 -0.74611224 0.368716996
## [45,] 0.64045956 2.068548677 0.45018874 -0.70253217 1.154457515
## [46,] -0.51875782 0.591053897 -0.88797681 -1.39393161 -1.137533005
## [47,] -0.30544646 0.701097180 -1.99054497 -0.71438752 1.398466866
## [48,] 2.65077111 -1.171648089 0.69943631 -0.15832788 -0.613846128
## [49,] 0.79431670 -0.392745277 0.45915143 0.49819947 1.160372231
## [50,] 0.73792692 1.649830538 0.98601720 -0.80795624 -0.457275738
## [51,] -1.54915372 -1.160819840 -2.16378424 0.33670776 -1.401311021
## [52,] 0.09051935 1.981202092 -0.88253685 -1.47461605 0.111130898
## [53,] -0.80423983 0.659700502 -0.58803109 0.04968067 -2.121024824
## [54,] -0.92320183 0.092167269 -0.34800224 0.27491916 -0.429437400
## [55,] 1.77818978 -0.262970850 -0.33032454 1.03714744 -1.183524132
## [56,] 0.88924390 -0.040183620 0.52231266 -0.65577754 0.963755946
## [57,] -0.69979847 1.492958606 -1.33145716 0.01636257 0.789481407
## [58,] -1.60105594 1.072163425 0.84013381 -0.37533952 1.182368943
## [59,] 0.48382333 -0.238499545 -0.56112658 0.58817065 0.772656463
## [60,] -0.57176786 -0.642214061 -0.65545727 0.44326222 0.264301630
## [61,] 0.93921451 0.391933537 0.14354126 1.49377472 -0.823401822
## [62,] 0.23131282 -1.223962140 0.05806038 -0.92917262 0.627163111
## [63,] -1.03712510 -1.763714512 1.77892812 -1.39055376 0.350782809
## [64,] -1.87005612 0.214156666 0.36997505 1.09011773 -0.756704373
## [65,] 1.55527695 1.062292525 1.57183112 0.60931629 -1.056980454
## [66,] 1.98697814 -0.578980858 0.43489864 0.53825557 0.821840437
## [67,] 0.10362676 -0.230780309 1.49648623 -0.95349199 -1.345294655
## [68,] -0.40283437 0.414480043 0.79357550 0.60294800 1.360147771
## [69,] 1.31658451 -0.713019279 -0.15610226 1.07807526 -0.866819952
## [70,] 1.15184612 1.178763644 0.40636412 0.82764931 1.242890219
## [71,] 1.16260688 0.341685811 -0.56041390 0.05922705 -0.057221029
## [72,] -1.30555801 -0.686980792 1.45291312 -0.44670492 -0.263158723
## [73,] 2.09634262 1.595658018 -2.06077717 -0.44341536 -0.003125017
## [74,] -0.92942913 0.652762108 -1.48449977 0.47472474 0.264425335
## [75,] -0.91173140 -0.431188899 1.49108375 2.41422706 0.088660681
## [76,] 1.18414236 -1.705716452 0.24904280 -0.23900274 1.093263984
## [77,] -1.39615825 -0.002206773 -0.06261046 2.75638613 -0.091458910
## [78,] -1.73270214 -0.890965008 -0.38863532 0.46535348 -0.579015376
## [79,] 0.51040723 -0.157463799 1.57549647 0.99151572 0.488564907
## [80,] 0.72461139 0.069415184 -1.40620640 0.55146039 -0.191448088
## [81,] 0.32032298 -0.512989201 -0.56919882 -1.27719306 0.518363408
## [82,] 0.63366174 -1.285422318 1.01719247 -0.48261365 -1.218704098
## [83,] -1.12469054 0.301173270 0.10551643 -0.17500201 0.023569533
## [84,] 0.11343326 1.218297547 0.23749051 1.03853936 -0.016697470
## [85,] 0.04046660 1.263584218 -0.47065690 0.75979195 0.108254679
## [86,] 0.87687589 -0.187159608 -0.12412010 -0.19269042 0.639848487
## [87,] 0.20895395 1.010927182 -1.98110395 -0.52425403 -1.081990224
## [88,] -0.46000878 -0.970538017 -0.54586486 1.21480863 0.275485013
## [89,] -0.63597673 -0.475930147 -0.10722708 -0.39407646 -0.342554522
## [90,] 0.85695579 -0.182319038 1.13110960 1.14574307 -1.339788901
## [91,] -0.14055173 -1.673522412 -0.27761177 1.01410398 0.434917381
## [92,] 0.91056976 0.009504330 -0.39177674 -0.30810804 0.266880431
## [93,] 0.41468666 -1.141099807 -1.14714155 -1.20317725 0.740696600
## [94,] 1.43471076 -0.096950325 -1.27769613 -1.48033456 0.621050083
## [95,] -0.63094078 1.292816964 0.82736057 -1.06574420 -0.113610228
## [96,] 1.33131020 -0.674288235 0.53783629 -0.20502680 0.928157134
## [97,] -0.31931878 -0.554815654 -1.58097677 -1.06209539 0.493866338
## [98,] 0.27726493 1.036532368 -1.43257612 0.45263587 -1.545577748
## [99,] 0.60879503 0.990125677 -1.43651680 0.03905217 0.148421379
## PC11 PC12 PC13 PC14
## [1,] 1.225708545 0.88556857 -0.28505248 -0.758269768
## [2,] 0.704994078 -0.17986053 0.18784691 -1.050738208
## [3,] 1.009690433 -0.59008614 0.35394266 0.059573976
## [4,] -1.305738079 -0.47409600 0.64363480 -0.726644983
## [5,] -0.553909512 -1.06303049 1.23557853 0.526032993
## [6,] -1.075066743 0.53013425 -0.03708398 0.269875272
## [7,] 1.761189703 0.59674112 0.08413671 -0.344674537
## [8,] -0.160228021 -0.58547492 0.24723532 -0.804210128
## [9,] 0.063312314 -1.12126667 0.19754728 1.255316799
## [10,] -1.252987223 -0.45209163 0.41859221 -0.762007372
## [11,] -0.368799340 -2.37832309 0.65252301 1.226058582
## [12,] -0.855827130 1.20583539 -2.18462087 0.539921291
## [13,] -2.503330414 0.68061432 -0.15613930 0.003523745
## [14,] -1.606238328 -0.71419314 0.91988619 -0.343083140
## [15,] 0.980731276 -0.37394883 -1.03664668 -0.727512063
## [16,] -0.087870081 -0.94315565 0.93179970 -0.440868774
## [17,] 0.197089843 -0.11778653 -0.86331530 -0.107460588
## [18,] -0.118325491 0.01749051 0.97908960 -0.866088784
## [19,] -0.411870411 0.35276413 -0.20184431 0.707787220
## [20,] 0.100158729 -0.34629217 0.36036533 -0.619149954
## [21,] -0.178722878 -0.16926830 1.26514147 1.307544026
## [22,] 0.420422079 1.24384557 -0.30650464 -1.003423831
## [23,] -0.168675448 -0.50449161 -1.24075972 0.380939128
## [24,] -0.902702057 -0.93341022 -1.18443497 -1.155258363
## [25,] 0.009979811 0.20694977 1.13583287 0.804474007
## [26,] 1.450969347 0.66672008 -0.11175950 0.860002753
## [27,] -0.272706255 2.79549857 1.05412477 0.904878201
## [28,] -0.817772386 0.82702922 0.18550993 0.399433905
## [29,] 0.335181823 0.08153062 0.54724018 0.630441124
## [30,] -0.634842078 0.44094188 -0.77938257 -0.224559493
## [31,] -0.273846306 0.44180270 1.15989516 -0.982702993
## [32,] 1.157701153 -0.45895949 0.63567262 -0.741204435
## [33,] -0.108894855 -0.06595776 -0.29206163 0.448439000
## [34,] -1.070995914 -0.52488064 -1.03566794 -0.254631129
## [35,] -0.369543462 -0.14339571 0.16198794 0.757869618
## [36,] 1.011890981 -0.02206846 1.39987503 0.042274018
## [37,] 0.140645764 1.34140110 0.18776495 -0.052126147
## [38,] 0.880602007 -1.61550292 0.42450635 -0.212682128
## [39,] 0.911288678 0.85273892 0.41248647 0.046606124
## [40,] -0.417010442 0.42135231 -0.98506907 -0.102837930
## [41,] 0.694801362 -0.84223684 -0.57476645 -0.100331546
## [42,] -0.646078319 -0.07333765 1.61175558 -0.500113082
## [43,] 1.052990308 0.15280910 -0.63835068 0.506027673
## [44,] 1.652054005 0.68340889 0.90490500 1.163700641
## [45,] -1.025875814 0.05977993 1.28735226 0.042717563
## [46,] 0.840304525 -0.19638388 0.36561417 0.676483919
## [47,] 0.838001311 0.94030899 -1.26971224 -0.544932280
## [48,] -0.693297624 -0.35121598 -1.21954664 0.383674161
## [49,] -0.022385138 -1.14937103 -0.07469605 0.133387247
## [50,] -0.078981124 0.79264328 0.87856833 0.600021954
## [51,] 0.055706624 0.78375446 0.55681816 0.020823267
## [52,] -1.080115843 -1.04557834 0.25734097 0.149838355
## [53,] -1.417826706 0.66637237 0.17442614 -0.170947062
## [54,] -0.991598391 -1.10996271 -1.39325386 -0.059553135
## [55,] -2.295673066 0.66984952 0.96624642 -0.739341170
## [56,] -0.129646175 -0.66283372 -0.41543108 -0.580375392
## [57,] 1.200472435 -1.03590236 0.41523222 1.535553659
## [58,] -0.203715974 0.95430034 -0.99517363 0.152793956
## [59,] -0.150011556 0.80728340 0.73238914 -1.020585301
## [60,] -0.574686294 0.97265563 0.24312931 1.632820560
## [61,] 2.531004017 -0.93755249 -0.97565521 0.055282622
## [62,] -0.077477009 0.26222317 0.58039105 -1.219134602
## [63,] -0.846264013 -0.41686452 -0.31173072 0.709959473
## [64,] -1.073566524 0.69669200 -1.39684066 1.276187207
## [65,] 0.339348496 1.32270590 -0.05014212 0.955903567
## [66,] 0.954798039 0.58202609 0.38555323 -0.231328416
## [67,] -0.688002906 -0.59483569 -0.19589339 -0.328537151
## [68,] 0.521542753 -0.71766118 -0.15806543 0.854364714
## [69,] -0.483579616 -0.43935030 -1.62468936 0.026065985
## [70,] 1.544503244 0.68252990 -0.32862621 -0.571184881
## [71,] 1.052178299 0.31971036 -0.79468819 -0.019680533
## [72,] 0.520352257 -0.40760786 -1.02114372 -1.831632590
## [73,] -0.264366564 -0.66864922 -0.21219692 0.304033028
## [74,] 0.727243731 0.16931922 0.52398466 0.613559395
## [75,] 0.142843935 0.24144696 -0.19195231 -0.596535190
## [76,] -0.415741720 0.12231978 -0.58259298 -0.355808052
## [77,] -0.148413686 -0.48647559 -0.02565951 -0.479031938
## [78,] -0.225543245 -0.11209885 -0.16270804 0.639075704
## [79,] -0.064765215 -0.54719040 -0.51201731 -0.509835780
## [80,] -0.542735323 -0.41713159 -0.65009752 -1.175026333
## [81,] 0.879347498 -1.56068673 1.01897259 0.155369115
## [82,] 0.354330725 -0.76908967 0.01885649 0.828708288
## [83,] -0.164543709 -1.18124443 -0.21283978 0.127419078
## [84,] 0.136299587 -0.47088256 0.17660820 0.358912891
## [85,] 0.284854231 0.17947711 -0.39835795 -0.057920953
## [86,] -1.004219035 1.02484074 0.50430745 0.169405455
## [87,] 0.155175232 -0.60466382 -1.03971450 0.578559642
## [88,] -0.627834219 1.30210084 -0.18813545 0.264372834
## [89,] 0.800167897 1.54799497 0.34721168 -0.886120121
## [90,] 0.246494145 0.01214268 0.80944099 -0.118506178
## [91,] 0.512129065 0.15250392 0.19254408 0.088319885
## [92,] -0.545883419 -0.31374864 -0.77181121 0.472121528
## [93,] -0.313261014 -0.41380198 0.88781467 -0.378604113
## [94,] 0.786799463 0.15027595 -0.02781353 -0.960676164
## [95,] -0.248924003 0.54081651 0.10587736 -0.633542540
## [96,] -0.478289144 0.18393302 -0.65071065 1.212309129
## [97,] 0.905831837 0.50210312 -0.89014978 -0.157351677
## [98,] 0.189280296 -0.30664403 1.26566609 -1.306717351
## [99,] 0.758793358 0.54325580 -0.33771617 -0.045276000summary
summary(acpcor3)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6
## Standard deviation 1.3129 1.1886 1.11881 1.10054 1.08615 1.06975
## Proportion of Variance 0.1231 0.1009 0.08941 0.08651 0.08427 0.08174
## Cumulative Proportion 0.1231 0.2240 0.31344 0.39995 0.48422 0.56596
## PC7 PC8 PC9 PC10 PC11 PC12
## Standard deviation 0.99684 0.9736 0.9294 0.89476 0.85771 0.79879
## Proportion of Variance 0.07098 0.0677 0.0617 0.05719 0.05255 0.04558
## Cumulative Proportion 0.63694 0.7046 0.7663 0.82352 0.87607 0.92165
## PC13 PC14
## Standard deviation 0.77456 0.7050
## Proportion of Variance 0.04285 0.0355
## Cumulative Proportion 0.96450 1.0000Visualizacao:
suppressMessages(library(ggplot2))
suppressMessages(library(ggfortify))
suppressMessages(library(factoextra))Gráfico screeplot Estático 1
g11=fviz_eig(acpcor3);g11
Gráfico screeplot Estático 2
g11=ggscreeplot(acpcor3);g11
Gráfico screeplot Interativo
plotly::ggplotly(g11)Gráfico PCA estático:
g21=fviz_pca_biplot(acpcor3, repel = TRUE,
col.var = "#2E9FDF", # Variables color
col.ind = "#696969" # Individuals color
);g21
Gráfico PCA interativo:
g11=autoplot(acpcor3, label = TRUE, label.size = 1,
loadings = TRUE, loadings.label = TRUE, loadings.label.size = 3)
plotly::ggplotly(g11)Correlações
d=data.frame(
base1=acpcor1$x[,1],
base2=acpcor2$x[,1],
base3=acpcor3$x[,1]
)
cor(d,method = "spearman")## base1 base2 base3
## base1 1.0000000 -0.0266543 0.0739765
## base2 -0.0266543 1.0000000 -0.1181076
## base3 0.0739765 -0.1181076 1.0000000