1 Personalidad de adultos jóvenes
Se realizó una encuesta donde se buscaba recolectar información acerca de diferentes variables que pueden determinar la personalidad de un adulto-jóven, se obtuvieron respuestas de una encuesta que evaluo diferentes aspectos de la personalidad de adultos jóvenes.
Se recolectó información de 1010 individuos, entre las variables recolectadas se ecnontraron 159 variables a estudiar, las cuales buscan medir distintos aspectos de la personalidad como el gusto por la música, baile, genero musical como (Rock, pop, punk, jazz, etc), genero de peliculas como (terror, comedia,romance, fantasia, documentales, acción, historia, etc), edad, religion, idiomas, autos, peso, altura, número de hermanos entre otras. En total se obtuvo información de 159 variaables de las cuales se desea hacer una reducción para poder estudiar una menor cantidad de variables y determinar la personalidad de un adulto jóven.
2 Una vista a los datos
| Music | Slow.songs.or.fast.songs | Dance | Folk | Country | Classical.music | Musical | Pop | |
|---|---|---|---|---|---|---|---|---|
| 1 | 5 | 3 | 2 | 1 | 2 | 2 | 1 | 5 |
| 2 | 4 | 4 | 2 | 1 | 1 | 1 | 2 | 3 |
| 3 | 5 | 5 | 2 | 2 | 3 | 4 | 5 | 3 |
| 4 | 5 | 3 | 2 | 1 | 1 | 1 | 1 | 2 |
| 5 | 5 | 3 | 4 | 3 | 2 | 4 | 3 | 5 |
| 6 | 5 | 3 | 2 | 3 | 2 | 3 | 3 | 2 |
| Sci.fi | War | Fantasy.Fairy.tales | Animated | Documentary | Western | Action | History | Psychology | |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 4 | 1 | 5 | 5 | 3 | 1 | 2 | 1 | 5 |
| 2 | 4 | 1 | 3 | 5 | 4 | 1 | 4 | 1 | 3 |
| 3 | 4 | 2 | 5 | 5 | 2 | 2 | 1 | 1 | 2 |
| 4 | 4 | 3 | 1 | 2 | 5 | 1 | 2 | 4 | 4 |
| 5 | 3 | 3 | 4 | 4 | 3 | 1 | 4 | 3 | 2 |
| 6 | 3 | 3 | 4 | 3 | 3 | 2 | 4 | 5 | 3 |
| Age | Height | Weight | Number.of.siblings | Gender | Left…right.handed | Education | Only.child | |
|---|---|---|---|---|---|---|---|---|
| 1 | 20 | 163 | 48 | 1 | female | right handed | college/bachelor degree | no |
| 2 | 19 | 163 | 58 | 2 | female | right handed | college/bachelor degree | no |
| 3 | 20 | 176 | 67 | 2 | female | right handed | secondary school | no |
| 4 | 22 | 172 | 59 | 1 | female | right handed | college/bachelor degree | yes |
| 5 | 20 | 170 | 59 | 1 | female | right handed | secondary school | no |
| 6 | 20 | 186 | 77 | 1 | male | right handed | secondary school | no |
3 Preprocesamiento de los datos
Es importante notar que este analisis es parte del preprocesamiento de los datos, pero vamos a destacar algunos ajustes necesarios a realizar para poder realizar este analisis.
Se identificaron las variables categoricas que no eran neecesrias o que estaban contenidas dentro de otra variable.
También es importante verificar el tipo de dato que de las variables y utilizar las variables numericas.
Demos un vistaso a la corralación de las variables, dado que tenemos un gran número de variables observaremos un poco su comportamiento a simple vista.
mat_cor <- hetcor(encuesta)$correlations #matriz de correlación policorica
ggcorrplot(mat_cor,type="lower",hc.order = T)
4 Prueba Kaiser-Meyer-Olkin
La prueba de Kaiser-Meyer-Olkin (KMO) es una medida de qué tan adecuados son sus datos para el análisis factorial. La prueba mide la adecuación del muestreo para cada variable en el modelo y para el modelo completo. La estadística es una medida de la proporción de varianza entre variables que podrían ser varianza común.
## [1] "El valor de la priueba es:"## Kaiser-Meyer-Olkin factor adequacy
## Call: KMO(r = mat_cor)
## Overall MSA = 0.78
## MSA for each item =
## Music Slow.songs.or.fast.songs
## 0.68 0.67
## Dance Folk
## 0.79 0.81
## Country Classical.music
## 0.75 0.86
## Musical Pop
## 0.82 0.81
## Rock Metal.or.Hardrock
## 0.75 0.81
## Punk Hiphop..Rap
## 0.73 0.80
## Reggae..Ska Swing..Jazz
## 0.69 0.83
## Rock.n.roll Alternative
## 0.78 0.81
## Latino Techno..Trance
## 0.81 0.72
## Opera Movies
## 0.83 0.64
## Horror Thriller
## 0.66 0.66
## Comedy Romantic
## 0.68 0.89
## Sci.fi War
## 0.81 0.81
## Fantasy.Fairy.tales Animated
## 0.75 0.67
## Documentary Western
## 0.80 0.83
## Action History
## 0.83 0.79
## Psychology Politics
## 0.77 0.78
## Mathematics Physics
## 0.73 0.79
## Internet PC
## 0.68 0.82
## Economy.Management Biology
## 0.72 0.74
## Chemistry Reading
## 0.75 0.85
## Geography Foreign.languages
## 0.74 0.83
## Medicine Law
## 0.76 0.75
## Cars Art.exhibitions
## 0.86 0.83
## Religion Countryside..outdoors
## 0.79 0.79
## Dancing Musical.instruments
## 0.87 0.79
## Writing Passive.sport
## 0.73 0.73
## Active.sport Gardening
## 0.79 0.75
## Celebrities Shopping
## 0.84 0.87
## Science.and.technology Theatre
## 0.86 0.85
## Fun.with.friends Adrenaline.sports
## 0.77 0.84
## Pets Flying
## 0.71 0.75
## Storm Darkness
## 0.80 0.80
## Heights Spiders
## 0.70 0.80
## Snakes Rats
## 0.77 0.79
## Ageing Dangerous.dogs
## 0.71 0.79
## Fear.of.public.speaking Healthy.eating
## 0.78 0.78
## Daily.events Prioritising.workload
## 0.73 0.77
## Writing.notes Workaholism
## 0.83 0.80
## Thinking.ahead Final.judgement
## 0.77 0.64
## Reliability Keeping.promises
## 0.78 0.73
## Loss.of.interest Friends.versus.money
## 0.61 0.75
## Funniness Fake
## 0.69 0.69
## Criminal.damage Decision.making
## 0.71 0.77
## Elections Self.criticism
## 0.68 0.80
## Judgment.calls Hypochondria
## 0.64 0.64
## Empathy Eating.to.survive
## 0.70 0.58
## Giving Compassion.to.animals
## 0.82 0.71
## Borrowed.stuff Loneliness
## 0.70 0.79
## Cheating.in.school Health
## 0.80 0.77
## Changing.the.past God
## 0.73 0.69
## Dreams Charity
## 0.68 0.81
## Number.of.friends Waiting
## 0.85 0.66
## New.environment Mood.swings
## 0.81 0.79
## Appearence.and.gestures Socializing
## 0.81 0.83
## Achievements Responding.to.a.serious.letter
## 0.63 0.55
## Children Assertiveness
## 0.76 0.78
## Getting.angry Knowing.the.right.people
## 0.74 0.82
## Public.speaking Unpopularity
## 0.78 0.59
## Life.struggles Happiness.in.life
## 0.91 0.83
## Energy.levels Small...big.dogs
## 0.85 0.80
## Personality Finding.lost.valuables
## 0.84 0.72
## Getting.up Interests.or.hobbies
## 0.67 0.79
## Parents..advice Questionnaires.or.polls
## 0.76 0.70
## Finances Shopping.centres
## 0.74 0.84
## Branded.clothing Entertainment.spending
## 0.84 0.81
## Spending.on.looks Spending.on.gadgets
## 0.84 0.83
## Spending.on.healthy.eating Age
## 0.69 0.64
## Height Weight
## 0.84 0.82
## Number.of.siblings
## 0.59Al obtener un 0.78 la prueba nos indica que podemos continuar con el analisis factorial.
#Grafica de codo
5 Analisis de Factoriales
Tenemos una varianza explicada de 0.43 con 45 factores pues despues de este numero de factores el aporte a la varianza acumulada comienza a ser muy pequeño, casi insignificante. Por lo tanto tomaremos 45 factores.
6 Loadings
Los pesos de los factores de cada variable son los siguientes, por ejemplo podemos observar que en factor 13 nos representa en tipo de gustos musicales,
## Warning in GPFoblq(L, Tmat = Tmat, normalize = normalize, eps = eps, maxit =
## maxit, : convergence not obtained in GPFoblq. 1000 iterations used.##
## Loadings:
## MR7 MR13 MR1 MR18 MR6 MR8 MR3
## Music 0.180
## Slow.songs.or.fast.songs
## Dance -0.111
## Folk -0.103 0.150
## Country
## Classical.music
## Musical
## Pop 0.112
## Rock 0.743
## Metal.or.Hardrock 0.702
## Punk 0.718
## Hiphop..Rap -0.160
## Reggae..Ska 0.123
## Swing..Jazz
## Rock.n.roll 0.362
## Alternative 0.279
## Latino 0.104 -0.108 0.121
## Techno..Trance
## Opera
## Movies
## Horror
## Thriller
## Comedy
## Romantic -0.110 0.162 0.124
## Sci.fi
## War 0.138 0.215
## Fantasy.Fairy.tales 0.813
## Animated 0.856
## Documentary 0.105 0.197
## Western
## Action 0.155
## History 0.392 -0.136
## Psychology 0.103 0.301
## Politics 0.658
## Mathematics
## Physics 0.165
## Internet
## PC 0.158
## Economy.Management -0.202 0.358 0.138
## Biology 0.859
## Chemistry 0.717
## Reading 0.100
## Geography 0.101
## Foreign.languages 0.118
## Medicine 0.845
## Law 0.667 0.112
## Cars 0.162 0.108
## Art.exhibitions 0.116
## Religion 0.595
## Countryside..outdoors -0.171 0.137
## Dancing 0.110 -0.166 -0.191
## Musical.instruments
## Writing 0.121
## Passive.sport
## Active.sport
## Gardening 0.160 -0.148 0.104 0.113
## Celebrities 0.361
## Shopping -0.113 0.655
## Science.and.technology 0.188 0.158
## Theatre 0.118
## Fun.with.friends
## Adrenaline.sports
## Pets 0.110 0.133
## Flying -0.124
## Storm
## Darkness
## Heights
## Spiders 0.109
## Snakes
## Rats
## Ageing -0.110
## Dangerous.dogs
## Fear.of.public.speaking
## Healthy.eating
## Daily.events 0.390
## Prioritising.workload
## Writing.notes
## Workaholism
## Thinking.ahead
## Final.judgement 0.548
## Reliability
## Keeping.promises 0.100 -0.101
## Loss.of.interest 0.122
## Friends.versus.money 0.193 -0.159
## Funniness 0.122
## Fake
## Criminal.damage
## Decision.making -0.104
## Elections 0.235
## Self.criticism
## Judgment.calls
## Hypochondria
## Empathy
## Eating.to.survive
## Giving
## Compassion.to.animals
## Borrowed.stuff -0.109
## Loneliness
## Cheating.in.school -0.102
## Health
## Changing.the.past
## God 0.863
## Dreams
## Charity 0.120 0.102
## Number.of.friends -0.117
## Waiting
## New.environment -0.105
## Mood.swings
## Appearence.and.gestures 0.182
## Socializing
## Achievements
## Responding.to.a.serious.letter
## Children 0.145
## Assertiveness
## Getting.angry
## Knowing.the.right.people 0.104
## Public.speaking -0.111
## Unpopularity
## Life.struggles -0.174
## Happiness.in.life
## Energy.levels
## Small...big.dogs -0.144
## Personality 0.109
## Finding.lost.valuables 0.135
## Getting.up
## Interests.or.hobbies -0.102
## Parents..advice
## Questionnaires.or.polls 0.137
## Finances -0.158
## Shopping.centres 0.646
## Branded.clothing 0.213
## Entertainment.spending 0.112
## Spending.on.looks 0.286
## Spending.on.gadgets 0.118
## Spending.on.healthy.eating
## Age 0.120
## Height 0.800
## Weight 0.877
## Number.of.siblings 0.116 -0.131
## MR30 MR4 MR23 MR44 MR2 MR37 MR25
## Music -0.145
## Slow.songs.or.fast.songs -0.186
## Dance
## Folk 0.147 0.261
## Country 0.121 0.123
## Classical.music 0.602
## Musical 0.374
## Pop
## Rock
## Metal.or.Hardrock -0.113
## Punk
## Hiphop..Rap
## Reggae..Ska
## Swing..Jazz 0.114
## Rock.n.roll -0.115
## Alternative
## Latino
## Techno..Trance 0.128
## Opera 0.715
## Movies
## Horror
## Thriller
## Comedy
## Romantic -0.122 0.121
## Sci.fi -0.102 0.184 0.129
## War
## Fantasy.Fairy.tales
## Animated
## Documentary
## Western
## Action
## History 0.107
## Psychology
## Politics
## Mathematics 0.726
## Physics 0.723
## Internet
## PC 0.178
## Economy.Management 0.190
## Biology
## Chemistry 0.159
## Reading
## Geography
## Foreign.languages 0.146
## Medicine
## Law -0.102
## Cars 0.104
## Art.exhibitions 0.167 0.129
## Religion
## Countryside..outdoors 0.140 -0.141
## Dancing
## Musical.instruments 0.132
## Writing -0.180
## Passive.sport -0.147
## Active.sport -0.106
## Gardening -0.109 -0.147
## Celebrities -0.115 -0.126
## Shopping
## Science.and.technology 0.218
## Theatre 0.191
## Fun.with.friends
## Adrenaline.sports
## Pets -0.118
## Flying
## Storm
## Darkness 0.112
## Heights 0.148 -0.116
## Spiders 0.520
## Snakes 0.740
## Rats 0.679
## Ageing -0.102
## Dangerous.dogs 0.215
## Fear.of.public.speaking 0.732
## Healthy.eating 0.157
## Daily.events 0.134 -0.157
## Prioritising.workload 0.641
## Writing.notes 0.491
## Workaholism 0.612
## Thinking.ahead 0.160
## Final.judgement
## Reliability 0.141
## Keeping.promises
## Loss.of.interest
## Friends.versus.money
## Funniness
## Fake 0.130
## Criminal.damage
## Decision.making
## Elections
## Self.criticism -0.156
## Judgment.calls -0.163 -0.146
## Hypochondria 0.106
## Empathy
## Eating.to.survive -0.112
## Giving 0.152
## Compassion.to.animals
## Borrowed.stuff
## Loneliness -0.574
## Cheating.in.school -0.132 -0.188
## Health
## Changing.the.past 0.118 -0.292
## God
## Dreams 0.296
## Charity 0.130 0.108
## Number.of.friends -0.208 0.246 0.221
## Waiting -0.134
## New.environment -0.433 0.117
## Mood.swings -0.186
## Appearence.and.gestures -0.129 0.118
## Socializing -0.377 0.104
## Achievements 0.101
## Responding.to.a.serious.letter 0.180 -0.159
## Children
## Assertiveness -0.197 0.155
## Getting.angry
## Knowing.the.right.people -0.155 0.125 0.142 0.176
## Public.speaking 0.566
## Unpopularity
## Life.struggles -0.158
## Happiness.in.life 0.650
## Energy.levels -0.180 0.429
## Small...big.dogs
## Personality 0.211
## Finding.lost.valuables
## Getting.up 0.129 -0.139 0.147 -0.140
## Interests.or.hobbies -0.170 0.102 0.108
## Parents..advice 0.113
## Questionnaires.or.polls -0.306
## Finances -0.290
## Shopping.centres 0.140
## Branded.clothing 0.459
## Entertainment.spending 0.101 0.556
## Spending.on.looks -0.113 0.577
## Spending.on.gadgets 0.382
## Spending.on.healthy.eating 0.101
## Age
## Height
## Weight
## Number.of.siblings
## MR12 MR24 MR11 MR34 MR16 MR41 MR27
## Music 0.154 0.121
## Slow.songs.or.fast.songs 0.182 0.101
## Dance 0.623
## Folk -0.116
## Country
## Classical.music
## Musical 0.277 0.106
## Pop 0.481
## Rock
## Metal.or.Hardrock
## Punk
## Hiphop..Rap 0.303 0.121
## Reggae..Ska
## Swing..Jazz
## Rock.n.roll
## Alternative
## Latino 0.220
## Techno..Trance 0.459 -0.142
## Opera
## Movies 0.208 0.127 0.186
## Horror 0.689
## Thriller 0.840
## Comedy
## Romantic
## Sci.fi 0.122 0.119
## War 0.130 -0.125 0.141
## Fantasy.Fairy.tales
## Animated
## Documentary -0.109
## Western 0.151
## Action 0.108 0.178
## History 0.105
## Psychology 0.164
## Politics
## Mathematics 0.100
## Physics
## Internet 0.597
## PC 0.103 0.562
## Economy.Management -0.142 0.111
## Biology
## Chemistry
## Reading 0.525
## Geography
## Foreign.languages 0.128 0.134
## Medicine
## Law
## Cars -0.161 0.183 0.194
## Art.exhibitions 0.329 0.105
## Religion 0.151
## Countryside..outdoors 0.206
## Dancing 0.148 0.180 0.261
## Musical.instruments -0.108
## Writing 0.266
## Passive.sport -0.209 -0.169
## Active.sport 0.562
## Gardening 0.173
## Celebrities 0.130 0.102 0.108
## Shopping
## Science.and.technology 0.219
## Theatre 0.559 -0.125
## Fun.with.friends
## Adrenaline.sports 0.407
## Pets
## Flying 0.221
## Storm
## Darkness
## Heights 0.130
## Spiders 0.108
## Snakes
## Rats 0.106
## Ageing
## Dangerous.dogs
## Fear.of.public.speaking
## Healthy.eating 0.170
## Daily.events 0.125
## Prioritising.workload 0.138
## Writing.notes 0.162
## Workaholism
## Thinking.ahead 0.188
## Final.judgement 0.167
## Reliability 0.516
## Keeping.promises 0.609
## Loss.of.interest 0.208
## Friends.versus.money
## Funniness
## Fake 0.154
## Criminal.damage 0.345 0.197
## Decision.making
## Elections -0.114
## Self.criticism
## Judgment.calls 0.265
## Hypochondria -0.200
## Empathy
## Eating.to.survive -0.118 0.123
## Giving -0.120
## Compassion.to.animals
## Borrowed.stuff -0.118 0.122 0.260
## Loneliness 0.133
## Cheating.in.school 0.108 0.149 -0.108
## Health
## Changing.the.past 0.110 0.160 0.110
## God
## Dreams
## Charity -0.150
## Number.of.friends
## Waiting -0.207 -0.110 -0.168
## New.environment
## Mood.swings 0.431
## Appearence.and.gestures
## Socializing 0.133 -0.115
## Achievements 0.125
## Responding.to.a.serious.letter 0.161 -0.110
## Children
## Assertiveness 0.140 0.109
## Getting.angry 0.816
## Knowing.the.right.people -0.110
## Public.speaking
## Unpopularity
## Life.struggles 0.122
## Happiness.in.life
## Energy.levels 0.242
## Small...big.dogs -0.214 0.171
## Personality -0.126 0.112 0.108
## Finding.lost.valuables
## Getting.up -0.252
## Interests.or.hobbies 0.272
## Parents..advice
## Questionnaires.or.polls 0.134 0.114 -0.203
## Finances 0.192 -0.177
## Shopping.centres
## Branded.clothing
## Entertainment.spending
## Spending.on.looks
## Spending.on.gadgets 0.106 0.251
## Spending.on.healthy.eating
## Age
## Height
## Weight
## Number.of.siblings
## MR9 MR43 MR26 MR22 MR10 MR32 MR28
## Music 0.179 0.144 -0.124
## Slow.songs.or.fast.songs -0.152
## Dance 0.122
## Folk 0.287
## Country 0.589
## Classical.music 0.164
## Musical 0.179 0.105
## Pop 0.151
## Rock
## Metal.or.Hardrock 0.108
## Punk
## Hiphop..Rap
## Reggae..Ska 0.230
## Swing..Jazz 0.687
## Rock.n.roll 0.382 0.221
## Alternative 0.231 0.109 -0.118 0.150
## Latino 0.265 0.140
## Techno..Trance
## Opera
## Movies 0.107 0.101 0.144
## Horror 0.112
## Thriller
## Comedy
## Romantic 0.105
## Sci.fi 0.144
## War 0.124 0.290
## Fantasy.Fairy.tales
## Animated
## Documentary 0.113
## Western 0.436
## Action
## History 0.108 -0.101
## Psychology -0.148 0.114
## Politics
## Mathematics
## Physics
## Internet
## PC
## Economy.Management
## Biology
## Chemistry
## Reading
## Geography
## Foreign.languages 0.111 -0.119 0.128
## Medicine
## Law
## Cars 0.106
## Art.exhibitions 0.111 0.177 -0.157
## Religion
## Countryside..outdoors
## Dancing
## Musical.instruments 0.140
## Writing
## Passive.sport 0.260
## Active.sport 0.115
## Gardening 0.113
## Celebrities 0.134
## Shopping
## Science.and.technology -0.182
## Theatre 0.164
## Fun.with.friends 0.608
## Adrenaline.sports -0.127 -0.140 0.136
## Pets 0.446
## Flying 0.224 0.100 0.147
## Storm 0.534
## Darkness 0.659
## Heights 0.341
## Spiders 0.137
## Snakes
## Rats
## Ageing 0.306 0.102
## Dangerous.dogs -0.122
## Fear.of.public.speaking
## Healthy.eating 0.487
## Daily.events -0.126
## Prioritising.workload 0.121
## Writing.notes 0.137
## Workaholism
## Thinking.ahead
## Final.judgement 0.116
## Reliability 0.135
## Keeping.promises
## Loss.of.interest -0.118 -0.129 0.117
## Friends.versus.money 0.295
## Funniness 0.143 0.162 0.101
## Fake -0.274 -0.110
## Criminal.damage
## Decision.making 0.106
## Elections
## Self.criticism
## Judgment.calls 0.112 -0.111
## Hypochondria 0.186
## Empathy
## Eating.to.survive -0.145 -0.169
## Giving 0.132 0.245 0.118
## Compassion.to.animals 0.703
## Borrowed.stuff -0.108 0.234
## Loneliness
## Cheating.in.school
## Health 0.585 0.141
## Changing.the.past 0.102 -0.110
## God
## Dreams -0.114
## Charity
## Number.of.friends 0.120 0.319
## Waiting -0.101
## New.environment -0.131
## Mood.swings -0.116
## Appearence.and.gestures -0.111
## Socializing 0.151
## Achievements
## Responding.to.a.serious.letter
## Children
## Assertiveness -0.106 -0.202
## Getting.angry
## Knowing.the.right.people 0.229
## Public.speaking
## Unpopularity
## Life.struggles 0.162 0.166
## Happiness.in.life
## Energy.levels
## Small...big.dogs
## Personality 0.103
## Finding.lost.valuables 0.126 0.149
## Getting.up 0.106
## Interests.or.hobbies 0.108
## Parents..advice 0.207 0.111
## Questionnaires.or.polls 0.104
## Finances 0.140 0.142
## Shopping.centres
## Branded.clothing -0.115
## Entertainment.spending 0.196
## Spending.on.looks 0.103
## Spending.on.gadgets
## Spending.on.healthy.eating 0.644
## Age
## Height
## Weight
## Number.of.siblings -0.152
## MR35 MR5 MR17 MR31 MR40 MR20 MR36
## Music
## Slow.songs.or.fast.songs -0.118
## Dance
## Folk 0.146 -0.110
## Country
## Classical.music
## Musical -0.150 -0.119
## Pop 0.159 0.108
## Rock
## Metal.or.Hardrock 0.104
## Punk
## Hiphop..Rap -0.101 -0.125
## Reggae..Ska
## Swing..Jazz
## Rock.n.roll
## Alternative -0.145 0.139
## Latino
## Techno..Trance 0.137
## Opera
## Movies 0.113 -0.108
## Horror
## Thriller
## Comedy 0.837
## Romantic 0.253 -0.173
## Sci.fi -0.109 -0.163
## War -0.131 -0.125
## Fantasy.Fairy.tales
## Animated
## Documentary 0.185 0.305
## Western 0.221
## Action -0.104
## History 0.251
## Psychology -0.166 0.119 0.254
## Politics 0.146
## Mathematics
## Physics
## Internet
## PC
## Economy.Management
## Biology
## Chemistry
## Reading
## Geography 0.636
## Foreign.languages 0.236 -0.132 0.143
## Medicine
## Law
## Cars 0.130
## Art.exhibitions 0.116
## Religion
## Countryside..outdoors 0.236 0.119
## Dancing 0.102
## Musical.instruments
## Writing
## Passive.sport 0.156 0.152
## Active.sport
## Gardening -0.105 -0.187
## Celebrities -0.106
## Shopping
## Science.and.technology 0.106 0.127
## Theatre 0.125
## Fun.with.friends 0.126
## Adrenaline.sports 0.120 0.185
## Pets -0.117
## Flying -0.198
## Storm -0.159
## Darkness
## Heights 0.105
## Spiders
## Snakes
## Rats
## Ageing -0.179
## Dangerous.dogs -0.617
## Fear.of.public.speaking
## Healthy.eating
## Daily.events 0.139 0.132
## Prioritising.workload -0.104
## Writing.notes 0.130
## Workaholism 0.129 -0.111
## Thinking.ahead 0.476
## Final.judgement
## Reliability 0.129
## Keeping.promises
## Loss.of.interest 0.391
## Friends.versus.money
## Funniness 0.149 0.415
## Fake -0.129 0.329 -0.124 0.148
## Criminal.damage -0.104 0.145
## Decision.making 0.496
## Elections 0.263
## Self.criticism 0.356 0.175
## Judgment.calls 0.115 0.128 0.326
## Hypochondria 0.122
## Empathy 0.648
## Eating.to.survive
## Giving
## Compassion.to.animals
## Borrowed.stuff 0.159
## Loneliness
## Cheating.in.school -0.150 -0.100
## Health
## Changing.the.past -0.176 0.161
## God
## Dreams -0.184
## Charity 0.127
## Number.of.friends
## Waiting -0.105 0.121 0.181
## New.environment 0.165
## Mood.swings -0.118 0.101
## Appearence.and.gestures
## Socializing 0.179 0.117
## Achievements 0.231 -0.175
## Responding.to.a.serious.letter 0.228 -0.125
## Children
## Assertiveness -0.183 0.111
## Getting.angry
## Knowing.the.right.people 0.113 -0.128 0.262
## Public.speaking
## Unpopularity
## Life.struggles -0.136 0.111
## Happiness.in.life
## Energy.levels -0.230
## Small...big.dogs 0.484
## Personality
## Finding.lost.valuables -0.107
## Getting.up 0.103
## Interests.or.hobbies 0.102
## Parents..advice 0.196 -0.114
## Questionnaires.or.polls -0.188
## Finances
## Shopping.centres
## Branded.clothing
## Entertainment.spending
## Spending.on.looks
## Spending.on.gadgets 0.122
## Spending.on.healthy.eating
## Age 0.675
## Height
## Weight
## Number.of.siblings
## MR19 MR39 MR33 MR21 MR38 MR29 MR14
## Music 0.191 0.101
## Slow.songs.or.fast.songs -0.236
## Dance 0.103
## Folk -0.158 0.112
## Country
## Classical.music
## Musical -0.154
## Pop -0.119
## Rock 0.118
## Metal.or.Hardrock -0.111
## Punk 0.231
## Hiphop..Rap 0.448
## Reggae..Ska 0.619
## Swing..Jazz 0.145
## Rock.n.roll
## Alternative 0.150 -0.102
## Latino -0.385
## Techno..Trance -0.125
## Opera
## Movies 0.115 -0.115 0.139 0.267
## Horror 0.127
## Thriller
## Comedy
## Romantic 0.141 -0.139
## Sci.fi 0.364 0.129
## War -0.115 -0.119 0.130
## Fantasy.Fairy.tales
## Animated
## Documentary -0.166 0.130
## Western 0.129
## Action -0.159 0.274 0.104
## History -0.113
## Psychology -0.114
## Politics
## Mathematics
## Physics
## Internet
## PC
## Economy.Management 0.137
## Biology
## Chemistry
## Reading
## Geography
## Foreign.languages
## Medicine
## Law
## Cars
## Art.exhibitions 0.148 0.128 -0.141
## Religion
## Countryside..outdoors 0.106
## Dancing 0.156 -0.122
## Musical.instruments 0.589
## Writing 0.309 0.111 -0.181
## Passive.sport 0.165
## Active.sport
## Gardening 0.107
## Celebrities -0.157
## Shopping
## Science.and.technology 0.156
## Theatre 0.101
## Fun.with.friends
## Adrenaline.sports 0.203
## Pets
## Flying -0.120
## Storm
## Darkness
## Heights -0.107 0.178
## Spiders -0.190 0.124
## Snakes
## Rats -0.100
## Ageing -0.140
## Dangerous.dogs
## Fear.of.public.speaking
## Healthy.eating
## Daily.events 0.132 0.125
## Prioritising.workload
## Writing.notes
## Workaholism
## Thinking.ahead 0.105 -0.126
## Final.judgement 0.101 0.103
## Reliability
## Keeping.promises
## Loss.of.interest -0.133
## Friends.versus.money 0.181 -0.124
## Funniness
## Fake -0.129 -0.141
## Criminal.damage
## Decision.making 0.106
## Elections 0.407
## Self.criticism 0.229
## Judgment.calls -0.169 -0.112
## Hypochondria 0.105 -0.279
## Empathy
## Eating.to.survive 0.105
## Giving 0.246
## Compassion.to.animals
## Borrowed.stuff 0.106
## Loneliness 0.120
## Cheating.in.school 0.148 -0.132 0.125
## Health
## Changing.the.past 0.210
## God
## Dreams
## Charity 0.383 0.233 0.190
## Number.of.friends 0.107 0.130
## Waiting 0.124
## New.environment 0.145
## Mood.swings
## Appearence.and.gestures
## Socializing 0.150
## Achievements -0.104 -0.187
## Responding.to.a.serious.letter 0.134 0.190
## Children 0.561
## Assertiveness
## Getting.angry
## Knowing.the.right.people -0.143
## Public.speaking 0.116
## Unpopularity 0.605
## Life.struggles 0.121
## Happiness.in.life
## Energy.levels
## Small...big.dogs -0.109
## Personality -0.277
## Finding.lost.valuables 0.528
## Getting.up -0.104
## Interests.or.hobbies 0.174 -0.107
## Parents..advice 0.242 0.187 0.105
## Questionnaires.or.polls 0.264
## Finances 0.102 0.108
## Shopping.centres
## Branded.clothing 0.150
## Entertainment.spending
## Spending.on.looks
## Spending.on.gadgets 0.180
## Spending.on.healthy.eating
## Age
## Height
## Weight
## Number.of.siblings 0.162
## MR15 MR42 MR45
## Music
## Slow.songs.or.fast.songs
## Dance
## Folk 0.196
## Country
## Classical.music
## Musical 0.129
## Pop 0.113
## Rock
## Metal.or.Hardrock -0.112
## Punk
## Hiphop..Rap
## Reggae..Ska
## Swing..Jazz
## Rock.n.roll -0.107 0.153
## Alternative 0.180
## Latino
## Techno..Trance
## Opera
## Movies -0.136
## Horror
## Thriller
## Comedy
## Romantic 0.105 0.102
## Sci.fi
## War
## Fantasy.Fairy.tales
## Animated
## Documentary
## Western -0.157
## Action -0.154
## History -0.215
## Psychology 0.187
## Politics
## Mathematics 0.101
## Physics -0.105 -0.101
## Internet
## PC
## Economy.Management 0.204 0.127
## Biology
## Chemistry
## Reading 0.112
## Geography
## Foreign.languages 0.262
## Medicine
## Law
## Cars -0.173 -0.173
## Art.exhibitions
## Religion
## Countryside..outdoors
## Dancing
## Musical.instruments
## Writing 0.129 0.148
## Passive.sport 0.110
## Active.sport
## Gardening 0.129
## Celebrities 0.150
## Shopping
## Science.and.technology -0.121
## Theatre
## Fun.with.friends
## Adrenaline.sports
## Pets
## Flying 0.110 -0.174
## Storm
## Darkness
## Heights
## Spiders 0.103
## Snakes
## Rats
## Ageing
## Dangerous.dogs
## Fear.of.public.speaking
## Healthy.eating 0.126
## Daily.events 0.115
## Prioritising.workload
## Writing.notes
## Workaholism
## Thinking.ahead -0.107
## Final.judgement -0.193
## Reliability
## Keeping.promises
## Loss.of.interest -0.142
## Friends.versus.money
## Funniness 0.111
## Fake
## Criminal.damage -0.131
## Decision.making
## Elections
## Self.criticism
## Judgment.calls -0.106
## Hypochondria -0.193
## Empathy
## Eating.to.survive -0.164 -0.214
## Giving
## Compassion.to.animals
## Borrowed.stuff -0.264
## Loneliness 0.135
## Cheating.in.school
## Health
## Changing.the.past
## God
## Dreams 0.140 0.123
## Charity 0.104
## Number.of.friends 0.120
## Waiting
## New.environment
## Mood.swings 0.129
## Appearence.and.gestures 0.442
## Socializing
## Achievements 0.154
## Responding.to.a.serious.letter 0.193
## Children
## Assertiveness 0.105 -0.182
## Getting.angry
## Knowing.the.right.people 0.128
## Public.speaking
## Unpopularity
## Life.struggles 0.135 0.181
## Happiness.in.life
## Energy.levels 0.111
## Small...big.dogs
## Personality 0.272 0.112
## Finding.lost.valuables
## Getting.up 0.117 0.101 -0.106
## Interests.or.hobbies 0.306
## Parents..advice 0.153
## Questionnaires.or.polls
## Finances -0.113
## Shopping.centres
## Branded.clothing
## Entertainment.spending
## Spending.on.looks 0.111
## Spending.on.gadgets -0.120
## Spending.on.healthy.eating
## Age
## Height
## Weight
## Number.of.siblings 0.136
##
## MR7 MR13 MR1 MR18 MR6 MR8 MR3 MR30 MR4 MR23
## SS loadings 2.396 2.130 2.002 1.827 1.753 1.727 1.724 1.712 1.709 1.703
## Proportion Var 0.017 0.015 0.014 0.013 0.013 0.012 0.012 0.012 0.012 0.012
## Cumulative Var 0.017 0.033 0.047 0.060 0.073 0.085 0.098 0.110 0.122 0.134
## MR44 MR2 MR37 MR25 MR12 MR24 MR11 MR34 MR16 MR41
## SS loadings 1.670 1.614 1.608 1.573 1.506 1.479 1.476 1.411 1.362 1.332
## Proportion Var 0.012 0.012 0.012 0.011 0.011 0.011 0.011 0.010 0.010 0.010
## Cumulative Var 0.146 0.158 0.170 0.181 0.192 0.202 0.213 0.223 0.233 0.243
## MR27 MR9 MR43 MR26 MR22 MR10 MR32 MR28 MR35 MR5
## SS loadings 1.324 1.304 1.242 1.200 1.199 1.190 1.186 1.181 1.170 1.161
## Proportion Var 0.010 0.009 0.009 0.009 0.009 0.009 0.009 0.008 0.008 0.008
## Cumulative Var 0.252 0.261 0.270 0.279 0.288 0.296 0.305 0.313 0.322 0.330
## MR17 MR31 MR40 MR20 MR36 MR19 MR39 MR33 MR21 MR38
## SS loadings 1.138 1.137 1.114 1.109 1.101 1.066 1.058 1.049 0.963 0.952
## Proportion Var 0.008 0.008 0.008 0.008 0.008 0.008 0.008 0.008 0.007 0.007
## Cumulative Var 0.338 0.346 0.354 0.362 0.370 0.378 0.386 0.393 0.400 0.407
## MR29 MR14 MR15 MR42 MR45
## SS loadings 0.926 0.878 0.873 0.826 0.769
## Proportion Var 0.007 0.006 0.006 0.006 0.006
## Cumulative Var 0.414 0.420 0.426 0.432 0.438Veamos las correlaciones sobre los factores
##
## Factor analysis with Call: fa(r = encuesta, nfactors = 45, rotate = "oblimin")
##
## Test of the hypothesis that 45 factors are sufficient.
## The degrees of freedom for the model is 4326 and the objective function was 8.12
## The number of observations was 686 with Chi Square = 4936.72 with prob < 1.6e-10
##
## The root mean square of the residuals (RMSA) is 0.01
## The df corrected root mean square of the residuals is 0.02
##
## Tucker Lewis Index of factoring reliability = 0.943
## RMSEA index = 0.014 and the 10 % confidence intervals are 0.012 0.016
## BIC = -23315.85
## With factor correlations of
## MR7 MR13 MR1 MR18 MR6 MR8 MR3 MR30 MR4 MR23 MR44 MR2
## MR7 1.00 0.02 -0.12 -0.03 0.14 0.14 0.09 0.03 0.00 -0.07 0.14 0.12
## MR13 0.02 1.00 0.09 0.01 0.06 -0.11 -0.19 -0.02 -0.03 -0.11 0.08 0.09
## MR1 -0.12 0.09 1.00 0.08 -0.20 -0.15 -0.21 -0.07 0.05 -0.20 0.23 0.01
## MR18 -0.03 0.01 0.08 1.00 -0.09 0.02 0.03 -0.11 0.03 0.02 0.05 0.12
## MR6 0.14 0.06 -0.20 -0.09 1.00 0.13 0.10 0.05 -0.02 0.10 -0.03 0.16
## MR8 0.14 -0.11 -0.15 0.02 0.13 1.00 0.01 0.02 0.01 0.07 -0.02 0.10
## MR3 0.09 -0.19 -0.21 0.03 0.10 0.01 1.00 0.00 0.03 0.22 -0.12 -0.03
## MR30 0.03 -0.02 -0.07 -0.11 0.05 0.02 0.00 1.00 -0.26 0.08 -0.01 -0.06
## MR4 0.00 -0.03 0.05 0.03 -0.02 0.01 0.03 -0.26 1.00 0.01 0.03 -0.03
## MR23 -0.07 -0.11 -0.20 0.02 0.10 0.07 0.22 0.08 0.01 1.00 -0.19 0.00
## MR44 0.14 0.08 0.23 0.05 -0.03 -0.02 -0.12 -0.01 0.03 -0.19 1.00 0.13
## MR2 0.12 0.09 0.01 0.12 0.16 0.10 -0.03 -0.06 -0.03 0.00 0.13 1.00
## MR37 -0.07 -0.02 0.11 0.10 -0.05 -0.04 0.20 -0.13 0.05 0.06 -0.06 -0.01
## MR25 0.12 -0.04 -0.10 0.09 0.04 0.06 0.06 -0.05 0.07 0.05 0.09 0.12
## MR12 -0.09 0.10 0.20 0.11 -0.10 -0.14 0.00 0.00 -0.06 -0.03 0.03 0.00
## MR24 0.00 -0.05 -0.04 0.01 -0.01 -0.05 0.09 0.09 -0.21 0.12 -0.11 -0.02
## MR11 0.07 -0.16 -0.01 0.01 0.06 0.08 0.19 -0.03 0.07 0.11 -0.03 -0.05
## MR34 0.14 0.04 -0.18 0.08 0.17 0.06 0.07 0.05 -0.10 0.02 -0.05 0.22
## MR16 -0.05 0.04 0.18 0.09 -0.01 -0.02 0.09 -0.02 0.02 0.05 0.20 0.03
## MR41 0.05 -0.06 -0.03 0.04 0.05 0.06 0.08 0.00 0.09 -0.01 0.03 0.03
## MR27 0.07 0.00 0.13 0.04 0.01 0.05 0.03 -0.15 0.09 -0.01 0.08 0.05
## MR9 0.02 -0.03 -0.22 -0.07 0.12 0.10 0.11 0.08 -0.04 0.28 -0.15 -0.05
## MR43 0.07 0.18 -0.03 0.07 0.19 0.08 -0.07 -0.04 -0.07 -0.01 0.04 0.28
## MR26 0.00 0.06 -0.06 -0.04 0.09 0.02 0.02 -0.13 0.18 0.01 -0.04 -0.02
## MR22 0.07 0.09 0.08 0.03 0.10 0.09 -0.03 -0.01 -0.01 0.00 0.17 0.18
## MR10 0.09 0.03 -0.15 0.00 0.18 0.01 0.07 0.10 -0.09 0.02 -0.08 0.00
## MR32 0.03 -0.06 -0.05 -0.03 0.00 0.02 0.14 0.11 -0.02 0.15 -0.05 -0.03
## MR28 0.13 0.01 -0.04 0.11 0.05 0.02 0.12 -0.11 0.09 0.02 0.02 0.07
## MR35 -0.02 -0.11 -0.02 0.00 0.19 -0.03 0.16 -0.03 0.08 0.11 -0.02 -0.11
## MR5 0.06 0.02 0.00 0.04 0.00 0.08 -0.06 0.17 -0.13 0.02 0.04 0.05
## MR17 0.05 0.11 0.10 0.21 -0.01 0.04 -0.07 -0.11 0.09 -0.06 0.07 0.17
## MR31 0.04 -0.03 0.06 0.09 -0.01 0.04 -0.09 -0.02 0.08 0.04 0.04 0.09
## MR40 0.00 0.06 0.10 0.09 -0.02 -0.02 0.05 -0.10 -0.07 -0.03 0.03 0.09
## MR20 0.09 0.04 -0.17 0.00 0.10 0.09 -0.01 -0.07 -0.08 0.07 -0.04 0.11
## MR36 -0.02 0.01 0.16 0.07 -0.07 -0.10 -0.03 -0.14 0.08 -0.20 0.04 -0.04
## MR19 0.08 0.08 -0.05 0.03 0.08 0.12 0.00 -0.05 -0.06 -0.06 0.02 0.14
## MR39 -0.02 0.04 0.04 0.06 0.02 -0.04 0.06 -0.09 0.13 0.02 0.06 -0.01
## MR33 0.07 -0.09 -0.12 0.08 0.09 0.20 0.08 -0.08 0.09 0.08 -0.05 0.02
## MR21 0.01 -0.04 -0.04 0.02 0.04 0.08 0.05 0.02 0.03 0.02 0.01 -0.02
## MR38 0.05 0.03 -0.05 0.01 0.04 0.08 -0.03 0.08 -0.14 -0.05 0.07 0.10
## MR29 -0.02 0.15 0.22 0.03 -0.05 -0.03 -0.10 0.03 -0.02 -0.09 0.10 0.04
## MR14 0.01 0.00 0.01 0.01 0.05 -0.01 -0.02 -0.04 0.08 -0.01 -0.01 0.02
## MR15 0.02 -0.08 0.01 0.09 0.04 -0.01 0.09 -0.09 0.08 0.01 -0.03 -0.01
## MR42 -0.04 0.06 -0.16 0.03 0.03 0.05 0.07 0.05 -0.10 0.08 -0.07 -0.02
## MR45 0.05 -0.02 -0.20 0.03 0.12 0.08 0.07 -0.09 0.07 0.01 -0.04 0.08
## MR37 MR25 MR12 MR24 MR11 MR34 MR16 MR41 MR27 MR9 MR43 MR26
## MR7 -0.07 0.12 -0.09 0.00 0.07 0.14 -0.05 0.05 0.07 0.02 0.07 0.00
## MR13 -0.02 -0.04 0.10 -0.05 -0.16 0.04 0.04 -0.06 0.00 -0.03 0.18 0.06
## MR1 0.11 -0.10 0.20 -0.04 -0.01 -0.18 0.18 -0.03 0.13 -0.22 -0.03 -0.06
## MR18 0.10 0.09 0.11 0.01 0.01 0.08 0.09 0.04 0.04 -0.07 0.07 -0.04
## MR6 -0.05 0.04 -0.10 -0.01 0.06 0.17 -0.01 0.05 0.01 0.12 0.19 0.09
## MR8 -0.04 0.06 -0.14 -0.05 0.08 0.06 -0.02 0.06 0.05 0.10 0.08 0.02
## MR3 0.20 0.06 0.00 0.09 0.19 0.07 0.09 0.08 0.03 0.11 -0.07 0.02
## MR30 -0.13 -0.05 0.00 0.09 -0.03 0.05 -0.02 0.00 -0.15 0.08 -0.04 -0.13
## MR4 0.05 0.07 -0.06 -0.21 0.07 -0.10 0.02 0.09 0.09 -0.04 -0.07 0.18
## MR23 0.06 0.05 -0.03 0.12 0.11 0.02 0.05 -0.01 -0.01 0.28 -0.01 0.01
## MR44 -0.06 0.09 0.03 -0.11 -0.03 -0.05 0.20 0.03 0.08 -0.15 0.04 -0.04
## MR2 -0.01 0.12 0.00 -0.02 -0.05 0.22 0.03 0.03 0.05 -0.05 0.28 -0.02
## MR37 1.00 -0.06 0.10 0.10 0.07 -0.02 0.04 -0.05 0.12 0.01 -0.01 0.18
## MR25 -0.06 1.00 -0.09 0.01 0.01 0.06 -0.03 0.21 0.04 0.04 0.04 -0.05
## MR12 0.10 -0.09 1.00 -0.01 0.07 -0.11 0.17 -0.03 0.09 -0.10 -0.05 0.03
## MR24 0.10 0.01 -0.01 1.00 0.05 0.00 -0.06 -0.05 -0.04 0.13 -0.04 -0.06
## MR11 0.07 0.01 0.07 0.05 1.00 -0.07 0.12 0.11 0.09 0.04 0.03 0.08
## MR34 -0.02 0.06 -0.11 0.00 -0.07 1.00 -0.11 0.00 -0.04 0.09 0.22 0.03
## MR16 0.04 -0.03 0.17 -0.06 0.12 -0.11 1.00 0.07 0.05 -0.10 -0.01 0.03
## MR41 -0.05 0.21 -0.03 -0.05 0.11 0.00 0.07 1.00 -0.01 -0.03 0.01 -0.02
## MR27 0.12 0.04 0.09 -0.04 0.09 -0.04 0.05 -0.01 1.00 -0.01 0.04 0.14
## MR9 0.01 0.04 -0.10 0.13 0.04 0.09 -0.10 -0.03 -0.01 1.00 0.05 0.05
## MR43 -0.01 0.04 -0.05 -0.04 0.03 0.22 -0.01 0.01 0.04 0.05 1.00 0.08
## MR26 0.18 -0.05 0.03 -0.06 0.08 0.03 0.03 -0.02 0.14 0.05 0.08 1.00
## MR22 -0.08 0.04 0.01 -0.10 0.04 -0.03 0.03 0.05 0.04 -0.02 0.16 -0.02
## MR10 -0.01 0.05 0.00 0.05 -0.03 0.13 -0.02 0.06 -0.01 0.06 0.08 0.07
## MR32 0.10 0.09 0.00 0.12 0.05 -0.05 0.05 0.09 0.02 0.12 -0.03 0.02
## MR28 0.10 0.14 -0.05 -0.05 0.04 0.06 0.03 0.12 0.11 -0.02 0.06 0.11
## MR35 0.06 0.00 0.07 -0.02 0.20 -0.07 0.16 0.13 0.04 0.07 -0.02 0.12
## MR5 -0.09 0.13 -0.05 0.06 -0.06 0.03 0.00 0.12 -0.12 0.02 0.11 -0.10
## MR17 0.04 0.09 0.02 -0.08 -0.04 0.07 0.08 0.01 0.16 -0.08 0.15 0.06
## MR31 -0.07 0.15 -0.04 -0.08 -0.02 0.06 -0.04 0.11 0.00 0.05 0.10 0.00
## MR40 0.16 -0.02 0.07 0.09 0.03 0.03 0.07 -0.02 0.04 -0.06 0.04 0.04
## MR20 -0.01 0.03 -0.02 -0.01 0.03 0.12 -0.01 0.06 -0.02 0.08 0.12 0.09
## MR36 0.07 -0.08 0.09 -0.05 -0.01 -0.06 0.05 0.03 0.16 -0.14 -0.04 0.06
## MR19 -0.01 0.10 -0.07 -0.05 -0.02 0.17 0.00 0.05 0.10 0.08 0.15 0.08
## MR39 0.13 -0.01 0.12 -0.04 0.17 -0.06 0.09 0.05 0.17 -0.01 0.06 0.11
## MR33 0.00 0.08 -0.01 -0.02 0.06 0.06 0.00 0.07 0.10 0.03 0.06 0.09
## MR21 0.04 0.07 -0.07 -0.05 0.00 0.01 0.02 0.09 -0.06 -0.01 -0.02 0.03
## MR38 -0.10 0.07 -0.02 0.03 -0.05 0.05 -0.01 0.01 -0.05 -0.01 0.03 -0.03
## MR29 -0.02 0.00 0.14 -0.07 -0.10 -0.03 0.12 -0.04 0.03 -0.09 0.01 -0.02
## MR14 0.03 -0.07 0.03 -0.05 0.05 -0.03 0.04 -0.01 -0.02 -0.13 0.02 0.09
## MR15 0.12 0.04 -0.03 0.04 0.06 0.02 0.01 0.01 0.01 0.03 -0.03 0.04
## MR42 0.04 -0.01 -0.08 0.00 0.00 0.12 -0.03 -0.03 -0.11 0.08 0.12 0.03
## MR45 -0.06 0.08 -0.10 -0.01 0.07 0.14 -0.05 0.05 0.01 0.02 0.08 0.04
## MR22 MR10 MR32 MR28 MR35 MR5 MR17 MR31 MR40 MR20 MR36 MR19
## MR7 0.07 0.09 0.03 0.13 -0.02 0.06 0.05 0.04 0.00 0.09 -0.02 0.08
## MR13 0.09 0.03 -0.06 0.01 -0.11 0.02 0.11 -0.03 0.06 0.04 0.01 0.08
## MR1 0.08 -0.15 -0.05 -0.04 -0.02 0.00 0.10 0.06 0.10 -0.17 0.16 -0.05
## MR18 0.03 0.00 -0.03 0.11 0.00 0.04 0.21 0.09 0.09 0.00 0.07 0.03
## MR6 0.10 0.18 0.00 0.05 0.19 0.00 -0.01 -0.01 -0.02 0.10 -0.07 0.08
## MR8 0.09 0.01 0.02 0.02 -0.03 0.08 0.04 0.04 -0.02 0.09 -0.10 0.12
## MR3 -0.03 0.07 0.14 0.12 0.16 -0.06 -0.07 -0.09 0.05 -0.01 -0.03 0.00
## MR30 -0.01 0.10 0.11 -0.11 -0.03 0.17 -0.11 -0.02 -0.10 -0.07 -0.14 -0.05
## MR4 -0.01 -0.09 -0.02 0.09 0.08 -0.13 0.09 0.08 -0.07 -0.08 0.08 -0.06
## MR23 0.00 0.02 0.15 0.02 0.11 0.02 -0.06 0.04 -0.03 0.07 -0.20 -0.06
## MR44 0.17 -0.08 -0.05 0.02 -0.02 0.04 0.07 0.04 0.03 -0.04 0.04 0.02
## MR2 0.18 0.00 -0.03 0.07 -0.11 0.05 0.17 0.09 0.09 0.11 -0.04 0.14
## MR37 -0.08 -0.01 0.10 0.10 0.06 -0.09 0.04 -0.07 0.16 -0.01 0.07 -0.01
## MR25 0.04 0.05 0.09 0.14 0.00 0.13 0.09 0.15 -0.02 0.03 -0.08 0.10
## MR12 0.01 0.00 0.00 -0.05 0.07 -0.05 0.02 -0.04 0.07 -0.02 0.09 -0.07
## MR24 -0.10 0.05 0.12 -0.05 -0.02 0.06 -0.08 -0.08 0.09 -0.01 -0.05 -0.05
## MR11 0.04 -0.03 0.05 0.04 0.20 -0.06 -0.04 -0.02 0.03 0.03 -0.01 -0.02
## MR34 -0.03 0.13 -0.05 0.06 -0.07 0.03 0.07 0.06 0.03 0.12 -0.06 0.17
## MR16 0.03 -0.02 0.05 0.03 0.16 0.00 0.08 -0.04 0.07 -0.01 0.05 0.00
## MR41 0.05 0.06 0.09 0.12 0.13 0.12 0.01 0.11 -0.02 0.06 0.03 0.05
## MR27 0.04 -0.01 0.02 0.11 0.04 -0.12 0.16 0.00 0.04 -0.02 0.16 0.10
## MR9 -0.02 0.06 0.12 -0.02 0.07 0.02 -0.08 0.05 -0.06 0.08 -0.14 0.08
## MR43 0.16 0.08 -0.03 0.06 -0.02 0.11 0.15 0.10 0.04 0.12 -0.04 0.15
## MR26 -0.02 0.07 0.02 0.11 0.12 -0.10 0.06 0.00 0.04 0.09 0.06 0.08
## MR22 1.00 0.00 0.00 0.00 -0.04 0.05 0.04 0.05 0.01 0.01 0.04 0.03
## MR10 0.00 1.00 0.07 0.07 0.09 0.05 0.04 0.02 -0.07 0.14 -0.05 0.05
## MR32 0.00 0.07 1.00 0.01 0.11 0.09 -0.07 0.04 0.00 -0.04 -0.07 -0.01
## MR28 0.00 0.07 0.01 1.00 0.00 0.05 0.17 0.02 0.06 0.08 0.04 0.04
## MR35 -0.04 0.09 0.11 0.00 1.00 -0.05 -0.06 -0.04 -0.01 0.01 0.02 -0.06
## MR5 0.05 0.05 0.09 0.05 -0.05 1.00 0.06 0.04 0.00 0.06 -0.16 -0.01
## MR17 0.04 0.04 -0.07 0.17 -0.06 0.06 1.00 0.03 0.12 0.05 0.06 0.11
## MR31 0.05 0.02 0.04 0.02 -0.04 0.04 0.03 1.00 -0.12 0.02 -0.08 0.04
## MR40 0.01 -0.07 0.00 0.06 -0.01 0.00 0.12 -0.12 1.00 0.00 0.09 0.08
## MR20 0.01 0.14 -0.04 0.08 0.01 0.06 0.05 0.02 0.00 1.00 -0.02 0.11
## MR36 0.04 -0.05 -0.07 0.04 0.02 -0.16 0.06 -0.08 0.09 -0.02 1.00 0.00
## MR19 0.03 0.05 -0.01 0.04 -0.06 -0.01 0.11 0.04 0.08 0.11 0.00 1.00
## MR39 0.01 0.02 0.01 0.07 0.12 -0.09 0.07 -0.04 0.06 0.06 0.09 -0.02
## MR33 0.02 0.07 0.07 0.10 0.01 -0.01 0.04 0.08 -0.02 0.05 -0.04 0.11
## MR21 0.02 0.05 0.05 0.07 0.04 -0.01 -0.03 0.03 -0.03 -0.01 -0.02 0.00
## MR38 0.04 0.01 0.06 -0.01 -0.05 0.12 0.06 0.01 0.04 0.08 -0.07 0.04
## MR29 0.04 0.01 -0.05 0.00 -0.07 0.05 0.15 -0.02 0.03 -0.07 0.02 0.00
## MR14 0.00 0.02 0.00 0.01 0.10 0.02 0.04 0.00 0.00 -0.02 -0.01 -0.09
## MR15 -0.06 0.04 0.04 0.11 0.08 0.05 0.04 -0.02 0.04 0.06 -0.03 -0.01
## MR42 -0.04 0.00 0.01 0.00 0.00 -0.03 -0.04 0.03 0.06 0.05 -0.11 0.05
## MR45 0.01 0.04 -0.01 0.06 0.04 -0.04 0.06 0.05 -0.01 0.08 -0.05 0.09
## MR39 MR33 MR21 MR38 MR29 MR14 MR15 MR42 MR45
## MR7 -0.02 0.07 0.01 0.05 -0.02 0.01 0.02 -0.04 0.05
## MR13 0.04 -0.09 -0.04 0.03 0.15 0.00 -0.08 0.06 -0.02
## MR1 0.04 -0.12 -0.04 -0.05 0.22 0.01 0.01 -0.16 -0.20
## MR18 0.06 0.08 0.02 0.01 0.03 0.01 0.09 0.03 0.03
## MR6 0.02 0.09 0.04 0.04 -0.05 0.05 0.04 0.03 0.12
## MR8 -0.04 0.20 0.08 0.08 -0.03 -0.01 -0.01 0.05 0.08
## MR3 0.06 0.08 0.05 -0.03 -0.10 -0.02 0.09 0.07 0.07
## MR30 -0.09 -0.08 0.02 0.08 0.03 -0.04 -0.09 0.05 -0.09
## MR4 0.13 0.09 0.03 -0.14 -0.02 0.08 0.08 -0.10 0.07
## MR23 0.02 0.08 0.02 -0.05 -0.09 -0.01 0.01 0.08 0.01
## MR44 0.06 -0.05 0.01 0.07 0.10 -0.01 -0.03 -0.07 -0.04
## MR2 -0.01 0.02 -0.02 0.10 0.04 0.02 -0.01 -0.02 0.08
## MR37 0.13 0.00 0.04 -0.10 -0.02 0.03 0.12 0.04 -0.06
## MR25 -0.01 0.08 0.07 0.07 0.00 -0.07 0.04 -0.01 0.08
## MR12 0.12 -0.01 -0.07 -0.02 0.14 0.03 -0.03 -0.08 -0.10
## MR24 -0.04 -0.02 -0.05 0.03 -0.07 -0.05 0.04 0.00 -0.01
## MR11 0.17 0.06 0.00 -0.05 -0.10 0.05 0.06 0.00 0.07
## MR34 -0.06 0.06 0.01 0.05 -0.03 -0.03 0.02 0.12 0.14
## MR16 0.09 0.00 0.02 -0.01 0.12 0.04 0.01 -0.03 -0.05
## MR41 0.05 0.07 0.09 0.01 -0.04 -0.01 0.01 -0.03 0.05
## MR27 0.17 0.10 -0.06 -0.05 0.03 -0.02 0.01 -0.11 0.01
## MR9 -0.01 0.03 -0.01 -0.01 -0.09 -0.13 0.03 0.08 0.02
## MR43 0.06 0.06 -0.02 0.03 0.01 0.02 -0.03 0.12 0.08
## MR26 0.11 0.09 0.03 -0.03 -0.02 0.09 0.04 0.03 0.04
## MR22 0.01 0.02 0.02 0.04 0.04 0.00 -0.06 -0.04 0.01
## MR10 0.02 0.07 0.05 0.01 0.01 0.02 0.04 0.00 0.04
## MR32 0.01 0.07 0.05 0.06 -0.05 0.00 0.04 0.01 -0.01
## MR28 0.07 0.10 0.07 -0.01 0.00 0.01 0.11 0.00 0.06
## MR35 0.12 0.01 0.04 -0.05 -0.07 0.10 0.08 0.00 0.04
## MR5 -0.09 -0.01 -0.01 0.12 0.05 0.02 0.05 -0.03 -0.04
## MR17 0.07 0.04 -0.03 0.06 0.15 0.04 0.04 -0.04 0.06
## MR31 -0.04 0.08 0.03 0.01 -0.02 0.00 -0.02 0.03 0.05
## MR40 0.06 -0.02 -0.03 0.04 0.03 0.00 0.04 0.06 -0.01
## MR20 0.06 0.05 -0.01 0.08 -0.07 -0.02 0.06 0.05 0.08
## MR36 0.09 -0.04 -0.02 -0.07 0.02 -0.01 -0.03 -0.11 -0.05
## MR19 -0.02 0.11 0.00 0.04 0.00 -0.09 -0.01 0.05 0.09
## MR39 1.00 0.01 -0.04 -0.02 -0.04 -0.01 -0.01 0.01 0.04
## MR33 0.01 1.00 0.09 0.04 -0.03 0.00 0.05 0.05 0.12
## MR21 -0.04 0.09 1.00 0.04 0.02 0.05 -0.03 0.04 0.05
## MR38 -0.02 0.04 0.04 1.00 -0.01 0.01 0.00 0.00 0.05
## MR29 -0.04 -0.03 0.02 -0.01 1.00 0.00 -0.02 -0.09 -0.09
## MR14 -0.01 0.00 0.05 0.01 0.00 1.00 -0.01 -0.01 0.00
## MR15 -0.01 0.05 -0.03 0.00 -0.02 -0.01 1.00 -0.02 0.04
## MR42 0.01 0.05 0.04 0.00 -0.09 -0.01 -0.02 1.00 0.06
## MR45 0.04 0.12 0.05 0.05 -0.09 0.00 0.04 0.06 1.006.0.1 Diagrama
Podemos observar en el diagrama los componentes con mayores pesos para las distintas variables, incluyendo los 45 componentes principales.
7 Interpretación
#Explicación de las variables
Veamos que tanta explicación se obtiene entre los factores de cada variable.
Las variables que menos explicación tiene es en numero de hermanos, y si comen por sobrevivir, pues pueden ser variables que no tienen relación alguna con la personalidad.
## Music Slow.songs.or.fast.songs
## 0.6926937 0.7341419
## Dance Folk
## 0.3914995 0.4681460
## Country Classical.music
## 0.5037075 0.3145658
## Musical Pop
## 0.4457390 0.4551408
## Rock Metal.or.Hardrock
## 0.3373218 0.3204232
## Punk Hiphop..Rap
## 0.3494022 0.4230368
## Reggae..Ska Swing..Jazz
## 0.4542639 0.3366046
## Rock.n.roll Alternative
## 0.3901804 0.4661445
## Latino Techno..Trance
## 0.4143553 0.5623481
## Opera Movies
## 0.3154255 0.5474442
## Horror Thriller
## 0.4224815 0.2666332
## Comedy Romantic
## 0.2880137 0.4445011
## Sci.fi War
## 0.5023979 0.5224596
## Fantasy.Fairy.tales Animated
## 0.2344299 0.2498369
## Documentary Western
## 0.4869696 0.4742799
## Action History
## 0.5023997 0.4302837
## Psychology Politics
## 0.5109317 0.3538033
## Mathematics Physics
## 0.3690087 0.2673903
## Internet PC
## 0.5247387 0.3372181
## Economy.Management Biology
## 0.5117753 0.1818996
## Chemistry Reading
## 0.3658254 0.4073387
## Geography Foreign.languages
## 0.5327595 0.5429107
## Medicine Law
## 0.2726815 0.4628514
## Cars Art.exhibitions
## 0.4792167 0.3690080
## Religion Countryside..outdoors
## 0.4354323 0.5826348
## Dancing Musical.instruments
## 0.4668976 0.4600589
## Writing Passive.sport
## 0.5245445 0.6570835
## Active.sport Gardening
## 0.5061620 0.6152644
## Celebrities Shopping
## 0.4737562 0.2535375
## Science.and.technology Theatre
## 0.4221636 0.3247033
## Fun.with.friends Adrenaline.sports
## 0.4544398 0.4453774
## Pets Flying
## 0.6084727 0.6053008
## Storm Darkness
## 0.4936199 0.4034150
## Heights Spiders
## 0.6526374 0.4818959
## Snakes Rats
## 0.3567980 0.3896657
## Ageing Dangerous.dogs
## 0.6625661 0.4026746
## Fear.of.public.speaking Healthy.eating
## 0.3740294 0.5669968
## Daily.events Prioritising.workload
## 0.5465192 0.4094214
## Writing.notes Workaholism
## 0.5035643 0.4130112
## Thinking.ahead Final.judgement
## 0.5153435 0.4863123
## Reliability Keeping.promises
## 0.5178378 0.5467521
## Loss.of.interest Friends.versus.money
## 0.6411671 0.6512799
## Funniness Fake
## 0.6135032 0.5386021
## Criminal.damage Decision.making
## 0.6414412 0.5572958
## Elections Self.criticism
## 0.5755042 0.6030678
## Judgment.calls Hypochondria
## 0.5754694 0.6195317
## Empathy Eating.to.survive
## 0.4763945 0.7349856
## Giving Compassion.to.animals
## 0.6382785 0.4310068
## Borrowed.stuff Loneliness
## 0.6040607 0.4409315
## Cheating.in.school Health
## 0.6096639 0.4633853
## Changing.the.past God
## 0.5873838 0.2516409
## Dreams Charity
## 0.7520700 0.4779844
## Number.of.friends Waiting
## 0.4194768 0.7178705
## New.environment Mood.swings
## 0.5442594 0.5470112
## Appearence.and.gestures Socializing
## 0.5157643 0.5057993
## Achievements Responding.to.a.serious.letter
## 0.7387026 0.6750422
## Children Assertiveness
## 0.5322339 0.6743986
## Getting.angry Knowing.the.right.people
## 0.3223676 0.5098264
## Public.speaking Unpopularity
## 0.5165332 0.5861476
## Life.struggles Happiness.in.life
## 0.4122779 0.4152552
## Energy.levels Small...big.dogs
## 0.3750604 0.5152132
## Personality Finding.lost.valuables
## 0.5671431 0.5121116
## Getting.up Interests.or.hobbies
## 0.6735043 0.4608610
## Parents..advice Questionnaires.or.polls
## 0.6268748 0.5935699
## Finances Shopping.centres
## 0.6065339 0.3623360
## Branded.clothing Entertainment.spending
## 0.5112222 0.4596914
## Spending.on.looks Spending.on.gadgets
## 0.3188358 0.4711477
## Spending.on.healthy.eating Age
## 0.4934868 0.4419745
## Height Weight
## 0.2540342 0.2040327
## Number.of.siblings
## 0.7673132Las variables mejores explicadas por los factores son el peso, la altura, y algunos gustos en peliculas como peliculas del genereo de comedia, etc.
## Music Slow.songs.or.fast.songs
## 0.3073053 0.2658575
## Dance Folk
## 0.6085009 0.5318546
## Country Classical.music
## 0.4962927 0.6854349
## Musical Pop
## 0.5542611 0.5448599
## Rock Metal.or.Hardrock
## 0.6626791 0.6795774
## Punk Hiphop..Rap
## 0.6505983 0.5769634
## Reggae..Ska Swing..Jazz
## 0.5457356 0.6633954
## Rock.n.roll Alternative
## 0.6098200 0.5338555
## Latino Techno..Trance
## 0.5856453 0.4376524
## Opera Movies
## 0.6845745 0.4525558
## Horror Thriller
## 0.5775176 0.7333674
## Comedy Romantic
## 0.7119859 0.5555001
## Sci.fi War
## 0.4976021 0.4775405
## Fantasy.Fairy.tales Animated
## 0.7655726 0.7501595
## Documentary Western
## 0.5130305 0.5257202
## Action History
## 0.4976002 0.5697169
## Psychology Politics
## 0.4890677 0.6461958
## Mathematics Physics
## 0.6309900 0.7326113
## Internet PC
## 0.4752616 0.6627825
## Economy.Management Biology
## 0.4882252 0.8181010
## Chemistry Reading
## 0.6341758 0.5926615
## Geography Foreign.languages
## 0.4672438 0.4570895
## Medicine Law
## 0.7273189 0.5371486
## Cars Art.exhibitions
## 0.5207851 0.6309919
## Religion Countryside..outdoors
## 0.5645678 0.4173653
## Dancing Musical.instruments
## 0.5331039 0.5399416
## Writing Passive.sport
## 0.4754561 0.3429166
## Active.sport Gardening
## 0.4938383 0.3847370
## Celebrities Shopping
## 0.5262437 0.7464623
## Science.and.technology Theatre
## 0.5778372 0.6752967
## Fun.with.friends Adrenaline.sports
## 0.5455608 0.5546234
## Pets Flying
## 0.3915282 0.3946996
## Storm Darkness
## 0.5063807 0.5965849
## Heights Spiders
## 0.3473633 0.5181039
## Snakes Rats
## 0.6432038 0.6103354
## Ageing Dangerous.dogs
## 0.3374339 0.5973238
## Fear.of.public.speaking Healthy.eating
## 0.6259681 0.4330043
## Daily.events Prioritising.workload
## 0.4534809 0.5905789
## Writing.notes Workaholism
## 0.4964369 0.5869893
## Thinking.ahead Final.judgement
## 0.4846563 0.5136875
## Reliability Keeping.promises
## 0.4821625 0.4532478
## Loss.of.interest Friends.versus.money
## 0.3588332 0.3487213
## Funniness Fake
## 0.3864972 0.4613970
## Criminal.damage Decision.making
## 0.3585590 0.4427041
## Elections Self.criticism
## 0.4244962 0.3969323
## Judgment.calls Hypochondria
## 0.4245315 0.3804693
## Empathy Eating.to.survive
## 0.5236039 0.2650159
## Giving Compassion.to.animals
## 0.3617214 0.5689927
## Borrowed.stuff Loneliness
## 0.3959400 0.5590688
## Cheating.in.school Health
## 0.3903377 0.5366147
## Changing.the.past God
## 0.4126188 0.7483611
## Dreams Charity
## 0.2479316 0.5220160
## Number.of.friends Waiting
## 0.5805235 0.2821297
## New.environment Mood.swings
## 0.4557407 0.4529900
## Appearence.and.gestures Socializing
## 0.4842364 0.4942007
## Achievements Responding.to.a.serious.letter
## 0.2612969 0.3249583
## Children Assertiveness
## 0.4677657 0.3256009
## Getting.angry Knowing.the.right.people
## 0.6776369 0.4901742
## Public.speaking Unpopularity
## 0.4834672 0.4138491
## Life.struggles Happiness.in.life
## 0.5877218 0.5847452
## Energy.levels Small...big.dogs
## 0.6249396 0.4847872
## Personality Finding.lost.valuables
## 0.4328578 0.4878881
## Getting.up Interests.or.hobbies
## 0.3264955 0.5391389
## Parents..advice Questionnaires.or.polls
## 0.3731252 0.4064300
## Finances Shopping.centres
## 0.3934655 0.6376645
## Branded.clothing Entertainment.spending
## 0.4887788 0.5403090
## Spending.on.looks Spending.on.gadgets
## 0.6811645 0.5288528
## Spending.on.healthy.eating Age
## 0.5065121 0.5580229
## Height Weight
## 0.7459655 0.7959676
## Number.of.siblings
## 0.2326863De las rotaciones realizadas son las que mayor explicacion de las variables representan por lo tanto se toma este analisis factorial.
Las variables latentes que podemos identificar de algunos factores son: pelis terror, pelis comedia, biologia, shopping , miedo a hablar en Publico, irritable, altura, jazz, fantasy-fairytails, fisica, medicina , El numero de amigos y el peso de los individuos. Pues pueden ser variables que sean importantes para explicar lo que deseamos.
8 Diseño de un indice.
Debido a la naturaleza de la mayoria de las variables latentes que obtuvimos, podemos proponer el indice de seguridad, es decir, segun las variables y la personalidad de alguien mediremos la seguridad o confianza que tienen en ellos mismos. Otro indice que se podria medir puede ser la autoestima que alguien tiene.
Como elegimos el indice de seguridad, definiremos nuestro indice como la inseguridad que las personas tienen pues un valor bajo en este indice se referira aun nivel alto de confianza por la natiraleza de las variables, por ejemplo un miedo muy grande a hablar en publico podría hablarnos de la inseguridad que ellos tienen en si mismos.
Por lo tanto, mientras menor sea el indice lo interpretaremos como un mayor nivel de confianza que las personas tienen en si mismas.
El indice será medido en un porcentaje pues con los pesos de las variables podriamos determinar que tan importante es esa caracteristica en el individuo y se escalará el conjunto de pesos junto con sus respectivas variables para poder escalar el indice y obtener un porcentaje. Por lo que, derivado de como definimos y construiremos el indice tendra un rango de 0 a 1 para una major interpretación.