Analisis factorial test psicologico
Jonathan Rougier
Trabajo en progreso
Ejercicio Análisis Factorial con R
En el archivo personalidad.sav, se encuentran los puntajes obtenidos al aplicar un test de inteligencia. El mismo consiste en mostrar al sujeto evaluado declaraciones concernientes a la percepción que él tiene en una gran variedad de situaciones. El sujeto debe indicar en qué grado está de acuerdo con cada declaración, utilizando una escala donde 1 indica muy en desacuerdo, 5 denota muy de acuerdo y 2,3,4 representan juicios intermedios, de acuerdo a lo siguiente:
1-Muy en desacuerdo 2-En desacuerdo 3- Ni desacuerdo ni acuerdo 4-De acuerdo 5-Muy de acuerdo
El test consta de 44 ítems y las declaraciones que se plantean son las siguientes:
- Calcular y Analizar la matriz de correlaciones entre los ítems
- Determinar si es adecuado realizar un análisis factorial en esta muestra (Utilizar el KMO).
- Estudiar el problema de la determinación de la cantidad de factores a retener utilizando todos los criterios explicados. Cuál es su decisión?
- Resuelto 3, realizar un análisis factorial de los datos utilizando Componentes Principales, MinRes, Ejes Principales y Máxima Verosimilitud. Comparar los ajustes obtenidos.
- Con la factorización obtenida comente acerca de la c alidad de representación de las variables originales en las nuevas variables
- Determine cuál es el valor mínimo de carga factorial que debe considerar en la conformación de los factores
- Interprete los factores obtenidos
#Importamos la base
library(haven)## Warning: package 'haven' was built under R version 4.1.1test_personalidad<- read_sav("C:\\Users\\jonat\\OneDrive\\Escritorio\\Maestria generacion y analisis de informacion estadistica\\Estadistica 3\\CLASE 2\\personalidad.sav")Analisis y limpieza de la base
#Revisamos la estructura de la base
str(test_personalidad)## tibble [459 x 44] (S3: tbl_df/tbl/data.frame)
## $ pers01: num [1:459] 5 1 4 4 2 1 3 5 5 4 ...
## ..- attr(*, "label")= chr "…soy hablador"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers02: num [1:459] 4 1 1 2 3 1 2 2 1 1 ...
## ..- attr(*, "label")= chr "…tiendo a criticar"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers03: num [1:459] 5 5 5 5 5 5 5 4 4 5 ...
## ..- attr(*, "label")= chr "…soy minucioso en el trabajo"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers04: num [1:459] 1 2 3 1 1 4 1 2 3 1 ...
## ..- attr(*, "label")= chr "…es dpresivo y melancólico"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers05: num [1:459] 4 1 3 4 2 3 2 4 2 4 ...
## ..- attr(*, "label")= chr "…es orininal, se me ocurren ideas nuevas"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers06: num [1:459] 3 2 4 3 4 4 1 1 1 3 ...
## ..- attr(*, "label")= chr "..es reservado"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers07: num [1:459] 3 5 5 4 5 4 1 4 4 4 ...
## ..- attr(*, "label")= chr "…es generoso y ayuda a los demás"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers08: num [1:459] 1 1 3 4 2 2 2 3 4 1 ...
## ..- attr(*, "label")= chr "puede a veces ser algo descuidado"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers09: num [1:459] 2 5 1 4 3 1 5 3 2 5 ...
## ..- attr(*, "label")= chr "es calmado controla bien el stress"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers10: num [1:459] 3 1 4 5 3 4 4 5 3 4 ...
## ..- attr(*, "label")= chr "tiene intereses muy diversos"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers11: num [1:459] 2 5 2 4 4 3 4 4 4 5 ...
## ..- attr(*, "label")= chr "está lleno de energía"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers12: num [1:459] 4 3 1 1 2 3 1 1 1 1 ...
## ..- attr(*, "label")= chr "inicia disputas con los demás"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers13: num [1:459] 5 5 5 4 5 5 5 4 4 5 ...
## ..- attr(*, "label")= chr "es un trabajador, cumplidor, digno de confianza"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers14: num [1:459] 4 4 4 5 3 5 1 3 4 3 ...
## ..- attr(*, "label")= chr "con frecuencia se pone tenso"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers15: num [1:459] 4 1 3 3 3 3 1 2 2 4 ...
## ..- attr(*, "label")= chr "es ingenioso analitico"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers16: num [1:459] 3 2 2 3 3 2 4 4 5 4 ...
## ..- attr(*, "label")= chr "irradia entusiasmo"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers17: num [1:459] 5 1 5 4 5 4 5 4 5 4 ...
## ..- attr(*, "label")= chr "es indulgente, no le cuesta perdonar"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers18: num [1:459] 1 3 1 2 1 1 5 4 5 1 ...
## ..- attr(*, "label")= chr "tiende a ser desorganizado"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers19: num [1:459] 3 5 5 5 4 5 1 2 4 1 ...
## ..- attr(*, "label")= chr "se preocupa mucho por las cosas"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers20: num [1:459] 4 1 4 4 2 3 3 5 4 5 ...
## ..- attr(*, "label")= chr "tiene una imaginación activa"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers21: num [1:459] 2 5 4 4 5 5 2 2 2 2 ...
## ..- attr(*, "label")= chr "tiende a ser callado"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers22: num [1:459] 4 5 4 4 5 4 5 4 5 4 ...
## ..- attr(*, "label")= chr "es generalmente confiado"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers23: num [1:459] 2 1 3 3 1 1 1 3 2 1 ...
## ..- attr(*, "label")= chr "tiende a ser flojo, vago"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers24: num [1:459] 3 3 2 2 3 3 4 3 4 5 ...
## ..- attr(*, "label")= chr "es emocionalmente estable, difícil de enojar"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers25: num [1:459] 2 1 4 4 2 3 2 1 2 3 ...
## ..- attr(*, "label")= chr "es inventivo"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers26: num [1:459] 5 2 1 2 2 1 1 1 4 4 ...
## ..- attr(*, "label")= chr "es asertivo, no teme expresar lo que quiere"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers27: num [1:459] 4 3 3 1 4 2 1 3 4 1 ...
## ..- attr(*, "label")= chr "es a veces frío, distante"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers28: num [1:459] 5 5 4 5 4 5 5 4 4 5 ...
## ..- attr(*, "label")= chr "persevera hasta terminar el trabajo"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers29: num [1:459] 4 3 5 3 4 5 1 3 3 4 ...
## ..- attr(*, "label")= chr "es temperamental de humos cambiante"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers30: num [1:459] 2 3 4 4 3 4 2 3 5 2 ...
## ..- attr(*, "label")= chr "valora lo artístico, lo estético"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers31: num [1:459] 5 5 3 4 4 5 1 2 2 4 ...
## ..- attr(*, "label")= chr "es a veces tímido, inhibido"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers32: num [1:459] 4 5 3 4 4 3 5 5 5 5 ...
## ..- attr(*, "label")= chr "es considerado y amable con casi todo el mundo"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers33: num [1:459] 5 5 5 4 5 4 4 4 4 5 ...
## ..- attr(*, "label")= chr "hace las cosas de manera eficiente"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers34: num [1:459] 3 5 5 4 4 2 5 4 2 3 ...
## ..- attr(*, "label")= chr "mantiene la calma en situaciones difíciles"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers35: num [1:459] 1 5 4 3 4 3 5 2 4 1 ...
## ..- attr(*, "label")= chr "prefiere trabajos que son rutinarios"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pes36 : num [1:459] 3 3 2 3 2 1 5 4 5 4 ...
## ..- attr(*, "label")= chr "es extrovertido, sociable"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers37: num [1:459] 4 1 3 3 5 1 2 2 1 1 ...
## ..- attr(*, "label")= chr "es a veces maleducado con los demás"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers38: num [1:459] 4 1 1 4 5 3 5 4 2 2 ...
## ..- attr(*, "label")= chr "hace planes y los sigue cuidadosamente"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers39: num [1:459] 4 2 5 5 4 5 1 2 4 2 ...
## ..- attr(*, "label")= chr "se pone nervioso con facilidad"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers40: num [1:459] 3 3 4 5 3 4 1 3 3 3 ...
## ..- attr(*, "label")= chr "le gusta reflexionar, jugar con las ideas"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers41: num [1:459] 3 3 2 3 2 2 4 2 2 5 ...
## ..- attr(*, "label")= chr "tiene pocos interes artísticos"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers42: num [1:459] 3 5 3 5 4 4 5 5 5 5 ...
## ..- attr(*, "label")= chr "le gusta cooperar con los demás"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers43: num [1:459] 5 2 5 2 3 3 1 4 4 3 ...
## ..- attr(*, "label")= chr "se distrae con facilidad"
## ..- attr(*, "format.spss")= chr "F1.0"
## $ pers44: num [1:459] 4 1 3 4 2 5 1 4 2 1 ...
## ..- attr(*, "label")= chr "es educado en arte, música y literatura"
## ..- attr(*, "format.spss")= chr "F1.0"#Asignamos nuevos nombres a las variables para facilitar su lectura
nombres_col<- c("hablador","criticon", "puntilloso", "melancolico", "creativo", "reservado","generoso","descuidado","calmo", "curioso", "energetico","peleador","trabajador","tenso","ingenioso","entusiasmado","indulgente","desorganizado","preocupado","imaginativo","callado","confiado","vago","estable","inventivo","asertivo","distante","perseverante","cambiante","estetico","timido","amable","eficiente","centrado","rutinario","extrovertido","maleducado","planeador", "nervioso", "reflexivo","poco_artistico", "coperativo", "distraido","educado")
colnames(test_personalidad) <- nombres_col#Observamos la estructura de la base
summary(test_personalidad)## hablador criticon puntilloso melancolico
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:4.000 1st Qu.:1.000
## Median :4.000 Median :3.000 Median :4.000 Median :2.000
## Mean :3.601 Mean :2.955 Mean :4.147 Mean :2.537
## 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :6.000 Max. :5.000
## NA's :10 NA's :10 NA's :10 NA's :10
## creativo reservado generoso descuidado calmo
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.00 Min. :1.000
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:4.000 1st Qu.:2.00 1st Qu.:2.000
## Median :4.000 Median :3.000 Median :4.000 Median :3.00 Median :3.000
## Mean :3.524 Mean :2.848 Mean :3.915 Mean :2.65 Mean :2.969
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:4.00 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.00 Max. :5.000
## NA's :9 NA's :13 NA's :13 NA's :13 NA's :12
## curioso energetico peleador trabajador
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:1.000 1st Qu.:4.000
## Median :4.000 Median :4.000 Median :2.000 Median :5.000
## Mean :3.969 Mean :3.443 Mean :2.213 Mean :4.258
## 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:3.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :8 NA's :8 NA's :8 NA's :9
## tenso ingenioso entusiasmado indulgente
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:3.000
## Median :4.000 Median :4.000 Median :4.000 Median :4.000
## Mean :3.558 Mean :3.564 Mean :3.519 Mean :3.762
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :9 NA's :9 NA's :10 NA's :9
## desorganizado preocupado imaginativo callado
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:2.000
## Median :2.000 Median :4.000 Median :4.000 Median :3.000
## Mean :2.573 Mean :3.413 Mean :3.776 Mean :2.967
## 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :9 NA's :9 NA's :9 NA's :9
## confiado vago estable inventivo
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:3.000
## Median :4.000 Median :3.000 Median :3.000 Median :3.000
## Mean :4.024 Mean :2.658 Mean :3.044 Mean :3.343
## 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :9 NA's :9 NA's :8 NA's :4
## asertivo distante perseverante cambiante
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:1.000 1st Qu.:3.000 1st Qu.:3.000
## Median :3.000 Median :2.000 Median :4.000 Median :4.000
## Mean :3.311 Mean :2.405 Mean :3.765 Mean :3.554
## 3rd Qu.:4.000 3rd Qu.:3.000 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :6 NA's :7 NA's :8 NA's :8
## estetico timido amable eficiente centrado
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.00
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:3.00
## Median :4.000 Median :4.000 Median :4.000 Median :4.000 Median :4.00
## Mean :3.687 Mean :3.251 Mean :3.936 Mean :4.004 Mean :3.37
## 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:4.00
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.00
## NA's :8 NA's :8 NA's :9 NA's :10 NA's :8
## rutinario extrovertido maleducado planeador
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:1.000 1st Qu.:3.000
## Median :3.000 Median :4.000 Median :2.500 Median :4.000
## Mean :3.071 Mean :3.718 Mean :2.584 Mean :3.598
## 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :7 NA's :5 NA's :5 NA's :6
## nervioso reflexivo poco_artistico coperativo distraido
## Min. :1.000 Min. :1.00 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:3.00 1st Qu.:1.000 1st Qu.:3.000 1st Qu.:2.000
## Median :3.000 Median :4.00 Median :2.000 Median :4.000 Median :3.000
## Mean :3.132 Mean :3.59 Mean :2.564 Mean :3.861 Mean :3.064
## 3rd Qu.:4.000 3rd Qu.:4.00 3rd Qu.:3.250 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.00 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :6 NA's :8 NA's :7 NA's :7 NA's :7
## educado
## Min. :1.000
## 1st Qu.:2.250
## Median :3.000
## Mean :3.295
## 3rd Qu.:4.000
## Max. :5.000
## NA's :5#Proporcion de missings
library(VIM)
Missings<- aggr(test_personalidad, col=c("grey", "orange"), numbers=TRUE)
Los missings representan solo un 6% de la base y al parecer no son aleatorios. Por ello, tomaremos la decision de descartar los casos y quedarnos con solo aquellos que respondieron toda la encuesta.
Correlacion entre los items
#Matriz de correlaciones removiendo los missings
library(dplyr)
library(stats)
Completos<- complete.cases(test_personalidad) #Seleccionamos los casos completos
test_personalidad <- test_personalidad[`Completos`,] #Nos quedamos solo con los casos completos
cor_personalidad<- cor(test_personalidad) #Creamos el objeto correlacion
#Ploteamos la correlacion
library(corrplot)
corrplot(cor_personalidad, method = "color")
Determinamos si es adecuado realizar un analisis factorial
#KMO test
library(psych)
library(GPArotation)
testKMO<- KMO(test_personalidad)El test de KMO arroja un overal de 0,84 lo cual nos indica que podemos proceder a realizar el analisis factor. Los criterios para realizar un analisis factorial considerando los valores del test son los siguientes:
- Excelente >= 90
- Meritorio 0.80 +
- Bueno 0.70 +
- Medio, Bueno 0.60 +
- Regular 0.50 +
- Malo < 0.50.
#Testeo de Barlett
cortest.bartlett(test_personalidad)## R was not square, finding R from data## $chisq
## [1] 6730.363
##
## $p.value
## [1] 0
##
## $df
## [1] 946Se rechaza la hipotesis nula de esfericidad por lo cual se recomienda hacer un analisis factorial. Siempre y cuando el test de Barlett arroje un P value =< 0,05 podemos rechazar la esferecidad.
La hipótesis nula de la prueba es que las variables son ortogonales, es decir, no correlacionadas. La hipótesis alternativa es que las variables no son ortogonales, es decir, están lo suficientemente correlacionadas con el lugar donde la matriz de correlación diverge significativamente de la matriz de identidad.
Si bien estos dos metodos son recomendados para determinar si es conveniente llevar a cabo un analisis factorial, el test de KMO arroja resultados que suelen luego corresponderse bien con la determinacion de las variables latentes del analisis factorial.
Estudiamos el problema de la determinación de la cantidad de factores a retener utilizando los criterios explicados.
#Grafico de sedimentacion para determinar la cantidad de factores a retener
#Metodo de Cattell's
scree(test_personalidad)
#Metodo del analisis paralelo
fa.parallel(test_personalidad, n.obs = 200)## Warning in fa.parallel(test_personalidad, n.obs = 200): You specified the
## number of subjects, implying a correlation matrix, but do not have a correlation
## matrix, correlations found
## Parallel analysis suggests that the number of factors = 6 and the number of components = 5Realizamos un análisis factorial de los datos utilizando Componentes Principales, MinRes, Ejes Principales y Máxima Verosimilitud y comparamos los ajustes obtenidos
#Metodos de factorizacion FALTA COMPLETAR
CP_personalidad<- prcomp(test_personalidad)
Minres_personalidad<- fa(test_personalidad, n.obs = 450, fm="minres", nfactors = 6, rotate = "none")
Ejes_principales_personalidad <- fa(test_personalidad, n.obs = 450, fm= "pa", nfactors = 6, rotate = "none")
MV_personalidad <- factanal(test_personalidad, n.obs=450, factors = 6, rotation="none")CP_personalidad## Standard deviations (1, .., p=44):
## [1] 3.1766073 2.4712165 2.0867082 1.8602816 1.7505410 1.4952828 1.3664515
## [8] 1.2990411 1.2474278 1.1947466 1.1694456 1.1491260 1.1122317 1.0813098
## [15] 1.0471536 1.0255051 1.0070358 0.9805440 0.9708308 0.9655532 0.9149728
## [22] 0.9016393 0.8992664 0.8752111 0.8641995 0.8511422 0.8405413 0.8085788
## [29] 0.7940748 0.7852433 0.7715958 0.7664689 0.7452896 0.7300523 0.7168091
## [36] 0.6936345 0.6800245 0.6548187 0.6479474 0.6341992 0.6060806 0.5591537
## [43] 0.5461825 0.5305483
##
## Rotation (n x k) = (44 x 44):
## PC1 PC2 PC3 PC4 PC5
## hablador -0.24769844 -0.132467637 0.309275808 0.1874171903 -0.006948324
## criticon 0.06426500 -0.118721200 0.178666118 -0.1772290549 0.353536151
## puntilloso -0.12611572 0.189142110 0.067790788 -0.0190782862 0.141207082
## melancolico 0.25247321 0.077255839 0.222440656 -0.0011906374 0.026663021
## creativo -0.17208813 0.011288898 0.086619999 -0.1748957081 -0.070629556
## reservado 0.19163274 0.257504979 -0.117551445 -0.2123551508 0.011811295
## generoso -0.14143654 0.136165496 0.058262982 0.0806566706 -0.096218792
## descuidado 0.16149671 -0.211350722 0.059086061 -0.0189804577 -0.166871332
## calmo -0.18024142 -0.064708939 -0.318477422 -0.1474768838 -0.009143461
## curioso -0.08039891 0.020113813 0.143839848 -0.1746298526 -0.028392367
## energetico -0.13842260 -0.100420520 0.033945709 -0.1978077020 0.069440442
## peleador 0.10669663 -0.170137858 0.061000233 -0.1487415477 0.220700838
## trabajador -0.15620757 0.199791577 0.075396780 0.0374119510 0.053771930
## tenso 0.17273862 0.091218427 0.311573752 0.0240378326 0.033304055
## ingenioso -0.03354451 0.084212467 0.096128833 -0.2816063034 -0.038291003
## entusiasmado -0.14535774 -0.095017893 0.137910337 -0.1005260525 0.020427684
## indulgente -0.07822084 0.011695449 0.004372851 0.0401538970 -0.174797389
## desorganizado 0.14525573 -0.256314282 -0.022819460 0.0261364207 -0.411483427
## preocupado 0.12453699 0.221315259 0.328837086 0.0485349027 -0.069992217
## imaginativo -0.08873340 -0.001353093 0.202315463 -0.1861693264 -0.123748864
## callado 0.23475857 0.288928806 -0.218961705 -0.1965321518 -0.047213558
## confiado -0.13328569 0.088282722 0.064414184 0.1413050559 -0.151707054
## vago 0.21377790 -0.277100916 0.014286273 -0.0279901007 -0.165459962
## estable -0.19231915 -0.103425766 -0.255378533 -0.1482767866 -0.007760299
## inventivo -0.10322622 -0.061140995 0.094436341 -0.2926897226 -0.099478391
## asertivo -0.15921140 -0.180952808 0.102217841 -0.1680881508 0.189271246
## distante 0.16776043 -0.032191764 -0.010647911 -0.2120540449 0.236592529
## perseverante -0.17052402 0.212468018 0.072449113 0.0005110296 0.127125664
## cambiante 0.14333965 0.004357748 0.228297566 -0.0723238656 0.097418415
## estetico -0.05388703 0.059226790 0.070237120 -0.2790629094 -0.208619670
## timido 0.19193098 0.240191892 -0.122037077 -0.1288031709 -0.127503019
## amable -0.13261637 0.153342189 0.075626501 0.0900590199 -0.109572146
## eficiente -0.09039920 0.125874267 0.005524641 -0.0516928233 0.204215937
## centrado -0.11927409 -0.072892469 -0.245407078 -0.1258353363 0.050447529
## rutinario 0.08179249 0.066725641 -0.074353278 0.0458264748 0.143593906
## extrovertido -0.20384880 -0.183050554 0.149146921 0.0606783388 0.003955251
## maleducado 0.13147726 -0.253393178 0.080153341 -0.1613067822 0.179727203
## planeador -0.14094485 0.134556101 0.043472059 -0.0794585655 0.154976269
## nervioso 0.22471327 0.146856800 0.164927562 -0.0160446000 -0.022412610
## reflexivo -0.07740521 0.076084807 0.073569216 -0.2136124484 -0.145362827
## poco_artistico 0.10517492 -0.059983444 -0.080868183 0.1854807704 0.219656127
## coperativo -0.14331103 0.122457141 0.092666397 0.1019240643 -0.112907005
## distraido 0.14046358 -0.197419945 0.124153914 -0.0185246494 -0.146252273
## educado -0.05981345 0.040826464 0.055837383 -0.3326503331 -0.233784513
## PC6 PC7 PC8 PC9 PC10
## hablador 0.092262011 -0.1634084809 0.140165436 -0.17422671 0.02879368
## criticon -0.023606051 -0.0162556400 0.271808566 0.05045191 0.07097160
## puntilloso 0.060944439 -0.0974344482 -0.018169453 -0.04798445 0.05032044
## melancolico -0.136734238 -0.0296988699 -0.235197962 0.08577446 0.47303756
## creativo -0.072850080 -0.0633429966 -0.215811188 -0.09309899 -0.04258396
## reservado 0.102116676 -0.1653822015 0.125710541 0.16511425 0.11298921
## generoso 0.044656121 -0.0685756554 -0.049733898 -0.19118139 0.16001037
## descuidado 0.225157196 0.0007253354 -0.031227423 0.04409200 -0.03575322
## calmo 0.183054223 -0.0335337536 -0.152138579 -0.17484914 0.05914194
## curioso 0.058022588 -0.1026511864 -0.039346650 0.14176430 0.02969379
## energetico 0.297128558 0.1425686512 0.067956042 0.30430140 -0.18315465
## peleador 0.077266806 0.0931771965 -0.156108381 -0.31302957 0.24340478
## trabajador 0.062418367 -0.0999649791 0.014214840 -0.12852012 -0.07205327
## tenso 0.076149605 0.0208627082 -0.056124417 0.15525869 0.06357722
## ingenioso -0.026147193 0.0800331816 -0.429819594 -0.07685109 -0.06061311
## entusiasmado 0.170195341 -0.0130411572 -0.045881108 0.24312107 0.03699237
## indulgente 0.243120516 -0.0782076094 0.035711375 0.04317418 0.20671659
## desorganizado 0.178191745 -0.0010459103 -0.088146642 0.04480449 -0.16956027
## preocupado 0.038315204 0.2356578443 -0.211613641 -0.10273168 -0.21369363
## imaginativo -0.009867315 -0.1699986902 -0.102363923 0.03504437 -0.21881609
## callado 0.135147100 -0.0762476469 0.041702006 0.04752842 -0.02030742
## confiado 0.244195422 -0.0085767046 0.059816533 -0.12432022 0.11133448
## vago -0.002126889 -0.0488803468 -0.053787890 -0.15694928 0.31627621
## estable 0.173848148 -0.0412586099 -0.075695792 -0.16678880 0.01725145
## inventivo -0.122357928 -0.1732712621 -0.072595735 0.28837461 0.06188262
## asertivo 0.085390150 0.0225519135 -0.029627334 0.10238771 0.07719845
## distante 0.095803455 -0.0660658450 0.150256719 -0.26238455 -0.16356727
## perseverante 0.030694334 -0.1035431725 0.032442631 -0.04520763 -0.10440529
## cambiante 0.072757165 -0.2072354048 0.057842596 -0.26155970 0.10004830
## estetico -0.036368010 0.1906680566 0.193414230 -0.11988958 0.03799406
## timido 0.201832330 -0.2583619673 0.196173986 -0.17303401 -0.05210286
## amable 0.160876246 -0.0743047184 -0.003875976 -0.05947059 0.23482839
## eficiente 0.041058876 -0.0501800183 0.015829945 0.15266876 0.16132689
## centrado 0.067823403 -0.1396806823 -0.094022390 0.12922805 0.25966660
## rutinario 0.359137522 0.5721169484 -0.054001426 -0.02930263 0.13257296
## extrovertido 0.178208070 0.0855393734 0.176013036 0.01119854 0.03032921
## maleducado 0.015635056 -0.1104841575 -0.017306231 -0.25975728 -0.25261291
## planeador 0.113665876 0.1012709795 0.050235257 -0.02462849 0.02031611
## nervioso 0.287084320 0.0105295657 0.021896223 0.14161851 -0.12075309
## reflexivo -0.014487855 -0.0356680564 -0.245567994 -0.09693643 -0.03397307
## poco_artistico 0.308977860 -0.1324929219 -0.392363504 0.06014908 -0.10900815
## coperativo 0.138916201 -0.0383836956 0.002505766 -0.10559607 -0.01196254
## distraido 0.185434343 -0.1738090719 0.204035372 0.05313134 0.06961430
## educado -0.107175571 0.3760992897 0.227288664 -0.11571559 0.10595535
## PC11 PC12 PC13 PC14
## hablador -0.176220872 0.1101823182 -0.097740585 -0.051422842
## criticon -0.243364735 0.2692807582 0.170903735 0.121350967
## puntilloso -0.007082536 0.0148698974 0.129876405 -0.016063671
## melancolico -0.066507137 -0.3621265582 0.069321428 0.004482990
## creativo 0.083422841 0.1219005716 -0.087381326 -0.105560110
## reservado -0.080093173 0.2121529140 0.043577364 0.085108752
## generoso 0.044411968 -0.1317612729 -0.112309164 0.061569794
## descuidado -0.044847676 -0.0891683655 0.040794801 -0.065369565
## calmo -0.142684870 -0.0450494567 -0.183256463 0.135886099
## curioso 0.009289250 0.1921859506 0.076972690 -0.235811108
## energetico 0.279240326 -0.1686508271 -0.024356591 0.108555196
## peleador 0.591221556 0.2586591818 0.038250661 0.146693163
## trabajador -0.076618256 0.0855972771 0.207860037 -0.142595804
## tenso 0.015761874 0.0271291009 0.172187712 0.126062678
## ingenioso -0.087690974 0.0147228052 0.001048444 0.008736445
## entusiasmado 0.019098206 -0.1460851266 -0.158026852 0.023166956
## indulgente 0.080153768 -0.0963545469 0.090146100 -0.294050581
## desorganizado 0.134376092 -0.0798874976 0.441195590 0.109551619
## preocupado -0.114301415 0.0557995522 0.157801143 0.211982580
## imaginativo -0.259605378 -0.0318083960 0.009746377 -0.161568898
## callado -0.019487709 0.0520453572 -0.039200292 0.026019522
## confiado 0.020916200 0.1182839278 -0.104030591 0.178237667
## vago -0.251393387 0.2403137288 -0.104671309 0.066346797
## estable -0.125737220 0.2022362591 0.376951757 0.107558803
## inventivo 0.096969618 0.1839720604 -0.096195878 -0.137843936
## asertivo -0.019847362 -0.1451653875 0.018558330 0.108478148
## distante -0.203964274 -0.4575101028 0.050452494 0.173619053
## perseverante 0.158191620 -0.0110127671 0.135594819 0.138840357
## cambiante 0.087258142 -0.1366814132 0.094914493 -0.285737338
## estetico -0.031698512 -0.0709978262 0.090677074 -0.152199169
## timido 0.104825730 0.0038083311 -0.065543406 -0.160925282
## amable 0.067305876 -0.0999985477 -0.103005332 0.118549678
## eficiente -0.054539997 -0.0202099398 -0.020234393 0.078166366
## centrado -0.058138198 -0.2312365476 0.093253996 -0.001485320
## rutinario -0.144810331 0.0538922700 0.034907688 -0.451948333
## extrovertido -0.086494769 0.0007420096 -0.038344664 -0.053972076
## maleducado 0.117085123 -0.0820103214 -0.245624557 -0.197561299
## planeador 0.011818126 0.0044573885 0.148580903 0.034564212
## nervioso 0.085166552 0.1051814276 -0.368647800 0.070708724
## reflexivo -0.063829443 -0.0160745916 -0.024548073 0.067980422
## poco_artistico -0.245240232 0.1223141413 -0.167488112 0.053093266
## coperativo 0.028875846 -0.0868877758 -0.036669487 0.149410720
## distraido -0.061570659 0.0654365491 0.044799521 0.199604038
## educado -0.125198759 0.0007173611 -0.241662590 0.201741774
## PC15 PC16 PC17 PC18
## hablador 0.0136727793 0.012405605 3.867195e-05 0.036436436
## criticon -0.1454676115 0.023027674 -1.522852e-01 0.190394145
## puntilloso 0.0375294145 0.074590712 -2.717417e-03 -0.057155887
## melancolico -0.0542029091 0.030824502 -3.582988e-03 -0.123602444
## creativo 0.1515616411 -0.095391056 -8.935690e-02 -0.074322303
## reservado 0.1611324017 -0.035444648 -3.739863e-02 -0.019426846
## generoso -0.0592420139 -0.120458832 1.135254e-02 -0.099510860
## descuidado -0.1774126984 -0.129995082 -1.695654e-01 -0.436158502
## calmo -0.3790815492 0.017445817 -2.383865e-02 0.166290139
## curioso -0.1641297339 -0.161272323 1.059789e-01 0.055405219
## energetico -0.2141992726 -0.084765094 6.550354e-02 0.203751306
## peleador -0.0511721609 0.098449123 -4.324188e-02 0.088496119
## trabajador -0.0102855397 0.014567843 8.248203e-02 -0.238751895
## tenso 0.0621129447 -0.150446934 1.407562e-01 0.045374183
## ingenioso 0.0994642862 0.151226729 -3.067500e-01 0.075147211
## entusiasmado -0.0387005190 -0.003412587 -2.195351e-02 0.090749148
## indulgente 0.1208343595 0.514303788 1.803762e-01 0.131818099
## desorganizado 0.2497609667 -0.075531592 -1.456183e-01 0.089591275
## preocupado -0.2495647604 0.180646354 4.616641e-01 0.063450961
## imaginativo -0.1662813376 0.032737612 -9.826557e-02 0.143342657
## callado -0.0626815162 -0.061284085 1.534950e-01 0.040396176
## confiado 0.0690406477 -0.221007455 1.298390e-01 -0.075983201
## vago -0.0529611265 -0.049159520 -1.024713e-03 0.001402955
## estable 0.0299514665 -0.058788846 2.851133e-01 -0.168636759
## inventivo 0.1347677807 -0.284155174 1.833783e-01 -0.166210670
## asertivo 0.3350390412 -0.001946276 1.422451e-01 0.022981157
## distante 0.1664158820 -0.202809889 3.996128e-02 -0.015835578
## perseverante 0.1022032510 0.088961055 -1.003179e-01 -0.273318131
## cambiante 0.0129890838 -0.200229821 1.439081e-02 0.257598648
## estetico 0.0213333353 0.270745852 -6.925882e-02 -0.025911740
## timido 0.0642478410 0.038785575 -6.617632e-02 0.199023455
## amable 0.0575849574 -0.133818041 -1.591751e-02 0.082877116
## eficiente 0.0021257517 0.098620751 -5.016100e-03 -0.044320354
## centrado -0.1490246803 0.124915558 1.623079e-01 -0.151082497
## rutinario 0.0007794469 -0.243689744 -5.382348e-02 -0.065856895
## extrovertido 0.1205069197 0.079829745 1.681494e-02 0.060064355
## maleducado -0.0158961200 0.108332119 2.548670e-01 -0.310804395
## planeador -0.0438332987 0.069474445 -4.166338e-01 -0.223165892
## nervioso -0.0316007622 0.155158721 -5.540377e-02 -0.231504420
## reflexivo -0.0697803838 -0.047079003 -1.071328e-01 0.035432868
## poco_artistico 0.3730699838 0.141453240 -2.771321e-02 0.109747867
## coperativo -0.0895653002 -0.194675246 -1.230836e-01 0.069994639
## distraido -0.1577178980 0.206687572 -1.242473e-01 -0.175450634
## educado 0.2882757700 0.050588844 1.094584e-01 -0.026031375
## PC19 PC20 PC21 PC22 PC23
## hablador -0.05391538 -0.008635067 -0.0867548425 0.085526403 0.024895113
## criticon -0.09326372 0.066795427 0.0774254152 -0.209480859 0.066615997
## puntilloso 0.03311961 -0.129647898 0.1433166092 -0.065571170 -0.006333142
## melancolico -0.13172658 0.112469664 -0.2402544262 0.175484470 0.121295694
## creativo -0.14387497 -0.045320387 -0.1569401818 -0.006722184 -0.180625839
## reservado -0.17634669 -0.149467296 -0.3142465461 -0.102795832 0.071702918
## generoso 0.11642036 -0.030870713 0.0350753098 -0.330674919 0.013816037
## descuidado 0.09520611 0.138670312 -0.2466907805 -0.160035135 0.034759650
## calmo -0.03842326 -0.247038884 -0.1356619826 0.044008393 0.031337190
## curioso -0.04601213 0.165602514 -0.1001551330 0.032122723 0.230861026
## energetico 0.19860072 -0.139365318 -0.1288673858 -0.008579038 0.098508152
## peleador -0.19537624 0.025904010 -0.0732038598 -0.085942405 -0.126092970
## trabajador 0.04155195 -0.148659344 -0.0077407084 -0.152537525 -0.160986838
## tenso 0.36831733 -0.028634422 0.1209865864 0.085655081 0.061669429
## ingenioso 0.22632558 0.177734100 0.1411046930 -0.291994838 0.134781107
## entusiasmado -0.08567070 0.198740565 -0.0004176241 0.022000373 -0.079195563
## indulgente -0.15873232 -0.089576853 -0.0523962899 -0.223871045 0.310537084
## desorganizado -0.18176219 -0.231852569 0.2311175447 0.007293363 0.015772440
## preocupado -0.18639437 0.001108042 0.0033407439 -0.040746244 -0.033629161
## imaginativo -0.25643982 -0.093928677 0.0254013623 -0.003827289 -0.237037421
## callado 0.03024789 0.015007200 0.2016139441 0.065131785 0.084442411
## confiado -0.13888043 0.171986441 0.0033476959 -0.040343975 -0.038599811
## vago -0.04424554 -0.159736771 0.3091062013 0.198908502 0.102674136
## estable 0.18282676 0.218021332 -0.1989306857 0.231887845 0.073400915
## inventivo -0.10876686 -0.140578692 0.0787982504 -0.137850427 0.095490406
## asertivo -0.07420563 0.229015195 0.0804912945 0.147000463 -0.246397367
## distante -0.27478260 0.021157883 -0.0531556280 -0.174207312 0.071450654
## perseverante -0.04121753 -0.155039071 0.0529578946 0.096826111 -0.079794599
## cambiante 0.29973505 -0.368296274 -0.1470236461 0.181807684 -0.153999754
## estetico 0.15765089 0.089130067 -0.1524808522 0.219026183 -0.108897841
## timido 0.01386314 0.422695207 0.1478148309 0.072905305 -0.094725403
## amable 0.04791125 0.064069592 0.1094284246 -0.121921468 0.014860142
## eficiente 0.16658293 -0.078680794 0.2872769744 -0.039673600 -0.016419322
## centrado -0.06610708 -0.122631227 0.2358149751 0.038653845 -0.272327613
## rutinario -0.07965127 -0.027317508 0.1380540958 -0.119635052 -0.176439648
## extrovertido -0.04228726 0.065013409 0.1099805109 0.129473460 0.099872905
## maleducado 0.08758345 -0.010071116 0.2298419660 -0.019767209 0.303746189
## planeador -0.11001296 -0.088997188 0.0707608726 0.289623762 0.347927703
## nervioso -0.14240111 -0.112992133 0.0147936599 0.289347559 -0.154684436
## reflexivo 0.08477895 0.103776827 0.1372599870 0.164225441 -0.054358014
## poco_artistico 0.16416207 -0.087923909 -0.2213666197 0.014579293 0.028509376
## coperativo -0.05491007 -0.028109034 0.0435174881 0.065099237 0.271019041
## distraido 0.24097948 0.027909113 -0.0226943093 -0.264614876 -0.267051249
## educado 0.12961884 -0.235161363 -0.1026565535 -0.072018907 0.032367277
## PC24 PC25 PC26 PC27 PC28
## hablador 0.089301037 0.025084523 0.083508266 -0.22034831 -0.026258216
## criticon 0.089980840 -0.248919214 -0.181654774 0.17879685 -0.171923787
## puntilloso -0.010814336 -0.045340072 -0.019346232 -0.29612885 0.103650078
## melancolico 0.201183314 0.056159740 -0.150851048 0.06026956 0.051346810
## creativo 0.071556021 0.198812822 0.026719881 0.04364374 0.196707701
## reservado 0.072954893 -0.039407489 0.059046472 -0.11766863 0.093899908
## generoso 0.041776484 0.129762760 -0.185489743 -0.09135124 -0.039553574
## descuidado -0.132330296 -0.379300520 -0.162461102 -0.13765989 0.068530120
## calmo 0.051596883 0.064277850 0.152632695 -0.19945407 -0.089146167
## curioso -0.190764062 -0.101381069 0.134013219 -0.13617141 0.053245027
## energetico -0.014246366 -0.012053044 -0.083163181 0.08259810 0.227552272
## peleador 0.024393221 -0.004811231 -0.067861675 -0.07115368 -0.063609945
## trabajador -0.035610833 -0.062981560 -0.070058694 -0.22541135 0.177856397
## tenso -0.054049242 0.131276093 0.223530390 -0.19304654 -0.263367400
## ingenioso -0.036840721 -0.158687924 0.241163361 -0.07988710 -0.017425099
## entusiasmado 0.062771060 0.109947254 -0.075450822 -0.12762638 -0.062687137
## indulgente -0.274114964 0.035058807 0.155286942 0.17982509 -0.061790991
## desorganizado 0.118944412 -0.032836146 -0.138884612 -0.15095542 -0.108942753
## preocupado 0.166564081 -0.006974495 -0.034245791 -0.01463911 0.202807657
## imaginativo -0.154842450 0.153772193 -0.334196099 0.06538053 -0.238516007
## callado -0.136111248 0.105775816 -0.279882740 0.10731587 0.147229362
## confiado -0.288349463 -0.180710089 -0.087144416 0.27227446 -0.068584545
## vago -0.184043890 0.013816041 0.077038138 -0.01282613 0.243725498
## estable 0.077983570 0.154988715 -0.008440109 0.05148663 -0.261634846
## inventivo 0.305172536 0.101577607 0.096519941 0.13757404 -0.066056104
## asertivo -0.352110124 0.066013447 -0.041147758 -0.14839290 0.257239572
## distante -0.050609942 0.096160404 0.321764671 0.02273157 -0.089008068
## perseverante 0.011660393 -0.175684114 0.126000319 0.34712761 0.020303060
## cambiante -0.081807529 -0.129511848 -0.012167781 0.12876019 0.046529124
## estetico 0.114999873 -0.008425352 -0.044721386 0.07246231 -0.188427511
## timido 0.266381651 -0.037078275 -0.026402657 -0.17296398 0.156450413
## amable 0.063925140 0.044587198 -0.197125826 0.02454514 -0.297694161
## eficiente -0.009086640 0.035621448 -0.098791598 -0.04795310 -0.086162399
## centrado 0.166011873 -0.333879020 0.053844464 -0.01640750 -0.003529022
## rutinario 0.100820649 0.148577306 0.093588870 0.12113335 -0.014614177
## extrovertido 0.393585141 -0.170595675 0.053075613 0.02483110 0.185688591
## maleducado 0.080714793 0.055231741 -0.190434407 0.03397400 -0.072379266
## planeador -0.089058952 0.291564269 -0.181117067 -0.05879971 0.105238157
## nervioso -0.048066586 -0.093814245 0.224704689 -0.11700935 -0.317695866
## reflexivo -0.057805673 -0.128584152 0.123358793 0.33876346 0.069300481
## poco_artistico 0.142518984 -0.044358423 -0.232649352 0.13504336 0.040474546
## coperativo 0.170075115 -0.052130368 0.101333021 0.12071699 0.147789033
## distraido 0.069079823 0.437679841 0.162015456 0.21528076 0.210406266
## educado -0.008466285 -0.121429761 -0.174406537 -0.10809046 0.035421776
## PC29 PC30 PC31 PC32 PC33
## hablador -0.031507858 -0.016689558 -0.187253011 0.215033585 0.04223815
## criticon 0.186232848 -0.102952602 -0.151528574 -0.195396525 0.15150779
## puntilloso 0.055204988 -0.238452647 0.100225546 0.015773237 -0.06548851
## melancolico 0.289221688 -0.231914690 0.043758519 -0.048895854 -0.12081309
## creativo -0.045268823 0.093891878 -0.223896416 -0.191886828 0.08064465
## reservado -0.008836390 0.092853959 -0.348556155 0.325559087 0.02210669
## generoso 0.111193933 0.144825007 -0.113552610 0.012080570 0.03746529
## descuidado -0.169425522 0.245064360 -0.001675774 -0.194415118 -0.00736937
## calmo 0.006174727 -0.266586538 -0.147028252 -0.292193626 -0.12452797
## curioso -0.199815773 -0.316910795 0.350397268 0.147613712 -0.06748539
## energetico 0.258214310 0.158951366 0.011064297 0.133691704 -0.06993093
## peleador -0.201950890 0.058473213 0.154644955 0.006232175 -0.09747190
## trabajador 0.131637728 -0.108683344 0.088611072 -0.154776210 -0.10138174
## tenso -0.233461850 0.084795017 -0.258771581 -0.282196000 -0.14530229
## ingenioso 0.182615737 0.008227636 -0.038654475 0.248856706 -0.09397495
## entusiasmado -0.043602452 0.036098850 -0.279914352 0.085997564 -0.07481140
## indulgente 0.047489616 0.129541376 -0.045559434 -0.213329173 0.08214147
## desorganizado 0.074638374 -0.254402631 -0.067252823 0.028812556 0.06679750
## preocupado -0.093163840 0.148734498 -0.028586928 0.033745645 0.15663169
## imaginativo 0.013696314 0.182578359 0.183407930 0.053826589 -0.19604604
## callado -0.166192547 -0.149688761 -0.089011751 -0.018428311 -0.28626802
## confiado -0.051476457 -0.235786636 -0.172219343 0.032762842 0.04178735
## vago 0.107438391 0.320800006 0.025133354 0.153081201 -0.19243576
## estable 0.301590748 0.173366740 0.117681630 0.053703362 0.04891858
## inventivo -0.043005187 0.046563772 0.129567027 -0.142020210 0.07683245
## asertivo 0.108226802 -0.090843508 -0.041191858 -0.011759084 0.11752425
## distante -0.172453689 0.104045502 0.178896566 -0.014268986 -0.07128780
## perseverante 0.108787282 0.056292909 -0.074494661 0.050004555 -0.43187114
## cambiante 0.051155510 0.030562446 -0.008603360 0.034067329 0.15975152
## estetico -0.330236870 -0.084566642 -0.089522044 0.242729805 -0.05452862
## timido 0.142688777 0.146028593 0.056893244 -0.193265636 0.09518036
## amable -0.016220434 0.071658112 0.133718300 0.094739460 -0.11569365
## eficiente -0.126209036 0.138814305 0.192151851 0.034647215 0.20180520
## centrado -0.219434108 0.060039427 -0.058162165 0.156262923 0.19380479
## rutinario 0.073162558 -0.055470007 -0.045949950 0.080235527 0.00717185
## extrovertido -0.083331738 0.049690928 0.065400301 -0.197373575 -0.39055291
## maleducado 0.059217790 -0.194858802 -0.232488341 0.148327948 0.04641246
## planeador -0.163650254 0.108380836 -0.017702861 -0.111289950 0.21464920
## nervioso 0.276180072 -0.032869712 0.165127916 -0.032074126 0.13275915
## reflexivo -0.051369165 -0.089063825 -0.097165561 -0.250359513 0.19668674
## poco_artistico -0.224027454 -0.051949960 0.156364190 -0.013602684 0.02261359
## coperativo -0.053695481 -0.038168615 0.168036892 0.194725701 0.26072085
## distraido -0.041504858 -0.238688837 0.135746888 0.055963620 0.03430529
## educado 0.051527198 -0.065457527 0.187517476 -0.127777056 0.05512528
## PC34 PC35 PC36 PC37
## hablador 0.311740078 -0.0892519305 -0.044167907 -0.0001611114
## criticon -0.078421130 -0.1053340897 0.076573223 0.0994462664
## puntilloso -0.154413653 -0.2989445107 0.166361248 -0.2314244691
## melancolico -0.041517569 0.0450418720 -0.033070216 -0.0155578679
## creativo -0.272849949 -0.1083526060 -0.038970307 0.1296686792
## reservado 0.145396409 0.2531721516 0.133533392 -0.0334452614
## generoso -0.095512588 0.1338555495 0.378556709 0.2021596546
## descuidado 0.207337887 -0.1862096532 0.011478313 -0.0516364773
## calmo 0.117708023 -0.0496528576 0.053266707 -0.1251854780
## curioso -0.075949885 0.1399500164 0.102878367 -0.1295081113
## energetico -0.214422937 0.0483498691 0.175320103 -0.0199899975
## peleador 0.081920034 0.0728155932 -0.048961284 0.0624995923
## trabajador -0.181168101 0.0558650750 -0.080983407 0.2633970551
## tenso -0.070948007 0.2743227439 -0.036814287 -0.0402659152
## ingenioso 0.009001983 0.0123306150 -0.231268740 0.1561359913
## entusiasmado -0.137694575 -0.3170451258 -0.379297202 -0.1315139591
## indulgente 0.041420740 -0.0522893884 -0.022832049 0.0232110651
## desorganizado -0.001465318 -0.0514140330 0.050477170 -0.0114609258
## preocupado 0.063167190 -0.1236311046 0.020694645 -0.1094796527
## imaginativo 0.055808016 0.3195823052 -0.066487291 -0.0587003457
## callado 0.223286196 -0.2242441212 -0.162991073 0.4085452879
## confiado -0.367766103 0.0961166602 -0.174418300 -0.0923827850
## vago -0.239506759 -0.1311140359 0.130213891 -0.0864031994
## estable 0.021056815 -0.0403899287 -0.118960960 0.0628538394
## inventivo 0.077202833 -0.2037519922 0.036667974 -0.0277823381
## asertivo 0.306228302 0.0347191743 0.218806244 0.0986275067
## distante -0.159875281 -0.0958145131 0.039205035 0.0465628497
## perseverante 0.173467591 -0.0661176418 -0.005723583 -0.3398382795
## cambiante 0.064187087 -0.1071416691 -0.203666050 0.0431825561
## estetico -0.214654936 -0.2224621098 0.330136743 0.1125312782
## timido -0.067527527 0.0895973631 -0.020732908 -0.3038339635
## amable 0.167777260 -0.0845719114 0.165710866 -0.0588933838
## eficiente 0.041563072 -0.1639315316 -0.027579311 -0.0696253526
## centrado -0.114568505 0.2650592566 -0.142046676 0.0530745349
## rutinario 0.119811381 0.0356737554 0.024520196 -0.1212207838
## extrovertido 0.009926638 0.2031115263 0.009686526 0.2885615383
## maleducado 0.013892627 0.1706510290 0.020106050 -0.1090198736
## planeador -0.066807562 0.1293778156 -0.096517681 -0.0584434479
## nervioso -0.060850525 -0.0472589399 0.068347626 0.2692220809
## reflexivo 0.179092163 0.0822628122 0.293028206 -0.0538711036
## poco_artistico -0.128625362 -0.0002981457 0.097085802 -0.0735148925
## coperativo 0.109636890 0.0205828073 -0.144186187 0.2071399579
## distraido 0.042472777 0.0751126531 -0.089582265 -0.0459538992
## educado 0.063676099 0.1350332243 -0.252020759 -0.1930189150
## PC38 PC39 PC40 PC41
## hablador -0.097405060 -0.0468746731 0.400552197 -0.1596026400
## criticon 0.023142422 0.2323354076 0.045396896 0.0002168244
## puntilloso 0.448438303 -0.2607797120 0.076159662 0.2478828432
## melancolico 0.003538117 -0.0706883310 0.105429748 -0.0697008675
## creativo 0.125100750 0.2145639668 -0.051532957 -0.1981670454
## reservado 0.063340161 -0.2110542856 -0.203579091 -0.0827622943
## generoso 0.028128962 0.2403737930 -0.229601368 0.2827950272
## descuidado 0.080380840 -0.0365668975 0.016333342 0.0508926278
## calmo -0.133645882 0.0044133330 -0.036113120 0.1083473087
## curioso -0.101200144 0.3221145822 -0.247320057 -0.0944074597
## energetico -0.049137808 -0.1019356091 0.274259544 -0.1414349836
## peleador 0.101954175 -0.0935972999 0.073064455 -0.0454401936
## trabajador -0.148957894 -0.0393866886 0.106275970 -0.4033709264
## tenso 0.171350858 0.0935449130 0.170981464 0.0066120556
## ingenioso -0.198366924 -0.0822601038 0.061495546 0.1496324092
## entusiasmado 0.121874596 0.0996990395 -0.308818487 -0.1171535401
## indulgente 0.093955850 0.0414269484 0.037285016 -0.0309316251
## desorganizado -0.073739682 0.0422345096 -0.097272981 -0.0790656426
## preocupado -0.192347162 0.0216396949 -0.105961745 0.1055848134
## imaginativo 0.213344924 -0.1184394245 0.068738838 0.1156188134
## callado 0.030407175 0.0718392795 0.128663409 0.0163173696
## confiado -0.132862684 -0.3068283174 0.063437301 0.1789409966
## vago 0.006672040 0.0747306841 0.028787497 -0.0726857412
## estable 0.118383525 -0.0245321672 -0.086647108 0.0177701726
## inventivo -0.185925900 -0.1306633832 0.212676975 0.2606369732
## asertivo -0.047771877 0.1106351850 0.018436757 0.1901371004
## distante -0.043055764 -0.0484315930 0.031850299 -0.0959101454
## perseverante -0.017063094 0.3216094958 -0.039873870 0.0425770390
## cambiante -0.155066413 -0.0430513540 -0.234049555 0.1856046223
## estetico -0.017713974 0.0082620673 0.115188472 0.0624758461
## timido -0.063569817 0.0745833347 0.135277144 0.0443956968
## amable -0.260917702 0.0781038669 0.005230382 -0.2814354732
## eficiente -0.006814978 -0.2700303809 -0.279614966 -0.2464424735
## centrado -0.032554547 0.1846225653 0.173587924 0.0363391437
## rutinario 0.074548580 0.0342187563 0.040932846 -0.0309174144
## extrovertido -0.013148685 -0.2414007604 -0.322374754 0.1159526096
## maleducado 0.066204475 -0.0175974137 -0.069824028 -0.1013477655
## planeador -0.295107057 -0.0061422320 0.032476253 0.1510319720
## nervioso -0.013038298 0.0550924534 -0.062588621 0.0407333891
## reflexivo 0.132467163 -0.2414807139 -0.076017634 -0.3391296369
## poco_artistico -0.012270981 0.1302451759 0.099204403 0.0174764487
## coperativo 0.475180492 0.1853203089 0.093964146 0.0255353352
## distraido -0.022244471 0.0006018366 -0.044280950 0.0391983628
## educado 0.089062451 0.1398969143 0.018522230 -0.0708495062
## PC42 PC43 PC44
## hablador -0.288975685 0.302042343 -0.01055695
## criticon 0.046890901 -0.001775804 0.03402560
## puntilloso -0.080845402 -0.053835972 0.34484695
## melancolico 0.019606073 0.140386144 -0.07830821
## creativo 0.260189170 0.361227401 0.31301191
## reservado 0.079157196 -0.098635311 0.01093064
## generoso -0.346421549 0.118207969 -0.18647497
## descuidado 0.106696077 0.045655605 0.02841781
## calmo 0.238698342 0.018219056 -0.15242620
## curioso -0.099284183 0.147008943 0.03549061
## energetico -0.038452229 0.113048578 0.03051042
## peleador -0.101613754 -0.033575260 -0.10776295
## trabajador 0.048277453 -0.340758532 -0.28999031
## tenso 0.100316156 0.001438233 -0.03907960
## ingenioso 0.055180316 0.044712257 0.03516203
## entusiasmado -0.249903399 -0.322505447 -0.14167314
## indulgente 0.002441679 -0.013224267 -0.00616390
## desorganizado -0.041236626 0.136376328 -0.07511699
## preocupado 0.059979257 -0.014890717 0.05942140
## imaginativo 0.072573033 0.017770341 -0.04874593
## callado -0.156287627 0.156043290 0.07746687
## confiado 0.091230023 0.109048596 -0.08036945
## vago 0.037096850 -0.106297443 -0.07765987
## estable -0.068524522 0.031432236 0.07361404
## inventivo -0.022322221 -0.148335812 -0.16264645
## asertivo 0.229011589 -0.094884229 -0.10012818
## distante -0.114468345 0.041849924 0.01357353
## perseverante 0.003107378 0.098394493 -0.15599774
## cambiante -0.005520806 -0.054707045 0.07198509
## estetico 0.146685538 -0.065342901 -0.20270806
## timido 0.034635357 0.062856421 -0.11903982
## amable 0.275967383 -0.255065026 0.44867623
## eficiente 0.195990992 0.466746208 -0.31720269
## centrado -0.101472853 0.012265874 0.19702399
## rutinario -0.015446397 0.034293248 -0.02803322
## extrovertido 0.030307046 0.047591200 0.12480322
## maleducado 0.162586484 -0.047443595 0.03304793
## planeador -0.106661151 -0.113651509 0.11297049
## nervioso -0.056090672 0.021077318 0.07416977
## reflexivo -0.354810381 -0.143508164 0.02892676
## poco_artistico -0.085393692 -0.057087794 -0.08655043
## coperativo 0.299247289 -0.151710245 -0.21009579
## distraido 0.007849243 -0.024804808 0.09449796
## educado -0.132359915 0.028642544 0.03514115print.psych(Minres_personalidad,sort=TRUE,
cut=0.40 #Definimos el corte. Ver texto de Stevens para determinar el cut segun el n
)## Factor Analysis using method = minres
## Call: fa(r = test_personalidad, nfactors = 6, n.obs = 450, rotate = "none",
## fm = "minres")
## Standardized loadings (pattern matrix) based upon correlation matrix
## item MR1 MR2 MR3 MR4 MR5 MR6 h2 u2 com
## hablador 1 0.55 -0.42 0.67 0.33 3.2
## creativo 5 0.55 0.46 0.54 2.2
## vago 23 -0.54 0.48 0.52 2.1
## perseverante 28 0.54 0.46 0.54 2.1
## trabajador 13 0.53 0.46 0.54 2.0
## coperativo 42 0.51 0.44 0.56 2.5
## generoso 7 0.51 0.40 0.60 2.2
## amable 32 0.50 0.50 0.50 3.1
## melancolico 4 -0.49 0.40 0.60 2.2
## puntilloso 3 0.49 0.42 0.50 0.50 2.6
## extrovertido 36 0.49 -0.44 0.53 0.47 2.9
## planeador 38 0.45 0.33 0.67 2.2
## nervioso 39 -0.45 0.48 0.52 3.3
## descuidado 8 -0.45 0.44 0.56 3.4
## entusiasmado 16 0.44 0.44 0.56 3.4
## confiado 22 0.43 0.41 0.59 3.5
## estable 24 0.40 0.41 0.59 3.8
## distante 27 0.28 0.72 2.7
## distraido 43 0.37 0.63 3.9
## energetico 11 0.33 0.67 4.1
## poco_artistico 41 0.22 0.78 4.4
## peleador 12 0.20 0.80 4.0
## callado 21 -0.44 0.56 0.72 0.28 3.4
## reservado 6 0.50 0.52 0.48 2.9
## timido 31 0.46 0.46 0.54 3.2
## asertivo 26 -0.43 0.48 0.52 3.7
## preocupado 19 0.43 0.40 0.41 0.59 2.7
## maleducado 37 0.38 0.62 3.3
## tenso 14 0.50 0.50 0.50 2.9
## imaginativo 20 0.42 0.31 0.69 2.5
## calmo 9 -0.41 0.49 0.51 3.9
## cambiante 29 0.29 0.71 2.4
## centrado 34 0.37 0.63 4.2
## curioso 10 0.25 0.75 2.7
## ingenioso 15 0.26 0.74 2.8
## estetico 30 0.30 0.70 3.5
## inventivo 25 0.33 0.67 3.8
## reflexivo 40 0.37 0.63 4.2
## educado 44 0.24 0.76 3.2
## criticon 2 -0.45 0.38 0.62 2.7
## eficiente 33 -0.41 0.41 0.59 3.2
## desorganizado 18 0.40 0.44 0.56 3.3
## indulgente 17 0.16 0.84 3.2
## rutinario 35 0.11 0.89 4.0
##
## MR1 MR2 MR3 MR4 MR5 MR6
## SS loadings 6.72 3.66 2.43 1.97 1.63 0.98
## Proportion Var 0.15 0.08 0.06 0.04 0.04 0.02
## Cumulative Var 0.15 0.24 0.29 0.34 0.37 0.40
## Proportion Explained 0.39 0.21 0.14 0.11 0.09 0.06
## Cumulative Proportion 0.39 0.60 0.74 0.85 0.94 1.00
##
## Mean item complexity = 3.1
## Test of the hypothesis that 6 factors are sufficient.
##
## The degrees of freedom for the null model are 946 and the objective function was 16.16 with Chi Square of 6730.36
## The degrees of freedom for the model are 697 and the objective function was 3.27
##
## The root mean square of the residuals (RMSR) is 0.04
## The df corrected root mean square of the residuals is 0.04
##
## The harmonic number of observations is 433 with the empirical chi square 1081.15 with prob < 4.1e-19
## The total number of observations was 433 with Likelihood Chi Square = 1349.3 with prob < 4.9e-44
##
## Tucker Lewis Index of factoring reliability = 0.845
## RMSEA index = 0.046 and the 90 % confidence intervals are 0.043 0.05
## BIC = -2882.01
## Fit based upon off diagonal values = 0.96
## Measures of factor score adequacy
## MR1 MR2 MR3 MR4 MR5 MR6
## Correlation of (regression) scores with factors 0.96 0.94 0.90 0.88 0.85 0.80
## Multiple R square of scores with factors 0.92 0.88 0.81 0.78 0.73 0.63
## Minimum correlation of possible factor scores 0.85 0.76 0.61 0.57 0.46 0.27summary(Ejes_principales_personalidad)##
## Factor analysis with Call: fa(r = test_personalidad, nfactors = 6, n.obs = 450, rotate = "none",
## fm = "pa")
##
## Test of the hypothesis that 6 factors are sufficient.
## The degrees of freedom for the model is 697 and the objective function was 3.27
## The number of observations was 433 with Chi Square = 1349.4 with prob < 4.7e-44
##
## The root mean square of the residuals (RMSA) is 0.04
## The df corrected root mean square of the residuals is 0.04
##
## Tucker Lewis Index of factoring reliability = 0.845
## RMSEA index = 0.046 and the 10 % confidence intervals are 0.043 0.05
## BIC = -2881.9