Dimension reduction - young people survey
Hubert Wojewoda
2023-02-06
Agenda
Introduction: Brief overview of the study’s purpose and objectives.
Data preparation: Overview of the survey data, including its size and variable types.
Exploratory data analysis: Use of visualizations and understand the structure of the data.
PCA implementation: Implementation of PCA and interpretation of the results, including the proportion of variance explained by each principal component.
Conclusions: Summary of the study’s findings.
Introduction
In today’s rapidly changing and complex world, understanding human interests and preferences is crucial for a wide range of applications. In this analysis, I aim to examine whether a large number of human interests can be described by a smaller number of latent concepts. The dataset used for this study was collected from young people between the ages of 15 and 30, in 2013, by students of the Statistics class at FSEV UK. The data file consists of responses from 1010 participants and contains 150 variables, covering various aspects of human interests, including music preferences, movie preferences, hobbies, health habits, personality traits, spending habits, and demographics. The goal is to use principal component analysis (PCA) to reduce the dimensionality of the data and identify a smaller number of underlying latent concepts that describe the human interests of the participants. This could provide important insights into human interests and contribute to our understanding of how to better capture and describe the complexity of human preferences.
Dataset link: https://www.kaggle.com/datasets/miroslavsabo/young-people-survey?select=responses.csv
df <- read.csv('data/responses.csv')
head(df, 10)## Music Slow.songs.or.fast.songs Dance Folk Country Classical.music Musical
## 1 5 3 2 1 2 2 1
## 2 4 4 2 1 1 1 2
## 3 5 5 2 2 3 4 5
## 4 5 3 2 1 1 1 1
## 5 5 3 4 3 2 4 3
## 6 5 3 2 3 2 3 3
## 7 5 5 5 3 1 2 2
## 8 5 3 3 2 1 2 2
## 9 5 3 3 1 1 2 4
## 10 5 3 2 5 2 2 5
## Pop Rock Metal.or.Hardrock Punk Hiphop..Rap Reggae..Ska Swing..Jazz
## 1 5 5 1 1 1 1 1
## 2 3 5 4 4 1 3 1
## 3 3 5 3 4 1 4 3
## 4 2 2 1 4 2 2 1
## 5 5 3 1 2 5 3 2
## 6 2 5 5 3 4 3 4
## 7 5 3 1 1 3 1 1
## 8 4 5 1 2 3 2 2
## 9 3 5 5 1 1 2 2
## 10 3 5 2 3 2 4 4
## Rock.n.roll Alternative Latino Techno..Trance Opera Movies Horror Thriller
## 1 3 1 1 1 1 5 4 2
## 2 4 4 2 1 1 5 2 2
## 3 5 5 5 1 3 5 3 4
## 4 2 5 1 2 1 5 4 4
## 5 1 2 4 2 2 5 4 4
## 6 4 5 3 1 3 5 5 5
## 7 2 3 3 5 2 4 2 1
## 8 3 1 2 3 2 5 4 4
## 9 2 NA 1 1 1 5 1 5
## 10 4 4 5 1 2 5 2 1
## Comedy Romantic Sci.fi War Fantasy.Fairy.tales Animated Documentary Western
## 1 5 4 4 1 5 5 3 1
## 2 4 3 4 1 3 5 4 1
## 3 4 2 4 2 5 5 2 2
## 4 3 3 4 3 1 2 5 1
## 5 5 2 3 3 4 4 3 1
## 6 5 2 3 3 4 3 3 2
## 7 5 3 1 3 5 5 3 1
## 8 5 2 3 3 4 4 3 1
## 9 5 4 4 5 4 4 5 1
## 10 5 5 1 3 4 4 4 1
## Action History Psychology Politics Mathematics Physics Internet PC
## 1 2 1 5 1 3 3 5 3
## 2 4 1 3 4 5 2 4 4
## 3 1 1 2 1 5 2 4 2
## 4 2 4 4 5 4 1 3 1
## 5 4 3 2 3 2 2 2 2
## 6 4 5 3 4 2 3 4 4
## 7 2 3 3 1 1 1 2 1
## 8 3 5 2 3 1 1 5 4
## 9 1 3 2 1 1 1 1 1
## 10 2 3 2 3 3 1 5 1
## Economy.Management Biology Chemistry Reading Geography Foreign.languages
## 1 5 3 3 3 3 5
## 2 5 1 1 4 4 5
## 3 4 1 1 5 2 5
## 4 2 3 3 5 4 4
## 5 2 3 3 5 2 3
## 6 1 4 4 3 3 4
## 7 3 5 5 3 3 4
## 8 1 2 2 2 3 4
## 9 1 3 1 5 1 1
## 10 4 2 1 4 4 5
## Medicine Law Cars Art.exhibitions Religion Countryside..outdoors Dancing
## 1 3 1 1 1 1 5 3
## 2 1 2 2 2 1 1 1
## 3 2 3 1 5 5 5 5
## 4 2 5 1 5 4 1 1
## 5 3 2 3 1 4 4 1
## 6 4 3 5 2 2 5 1
## 7 5 3 4 1 1 4 3
## 8 1 2 1 1 2 2 1
## 9 1 1 1 1 2 4 1
## 10 1 1 1 4 4 4 5
## Musical.instruments Writing Passive.sport Active.sport Gardening Celebrities
## 1 3 2 1 5 5 1
## 2 1 1 1 1 1 2
## 3 5 5 5 2 1 1
## 4 1 3 1 1 1 2
## 5 3 1 3 1 4 3
## 6 5 1 5 4 2 1
## 7 2 1 5 3 3 1
## 8 1 1 4 5 1 3
## 9 2 1 4 1 1 5
## 10 3 1 4 4 1 2
## Shopping Science.and.technology Theatre Fun.with.friends Adrenaline.sports
## 1 4 4 2 5 4
## 2 3 3 2 4 2
## 3 4 2 5 5 5
## 4 4 3 1 2 1
## 5 3 3 2 4 2
## 6 2 3 1 3 3
## 7 3 4 3 5 1
## 8 3 2 2 4 2
## 9 2 1 5 4 1
## 10 4 3 5 5 2
## Pets Flying Storm Darkness Heights Spiders Snakes Rats Ageing Dangerous.dogs
## 1 4 1 1 1 1 1 5 3 1 3
## 2 5 1 1 1 2 1 1 1 3 1
## 3 5 1 1 1 1 1 1 1 1 1
## 4 1 2 1 1 3 5 5 5 4 5
## 5 1 1 2 1 1 1 1 2 2 4
## 6 2 3 2 2 2 1 2 2 1 1
## 7 5 1 3 2 1 1 5 1 4 1
## 8 5 3 2 4 3 1 5 3 1 2
## 9 1 2 3 1 5 5 5 2 2 3
## 10 2 4 5 4 5 3 4 4 3 5
## Fear.of.public.speaking Smoking Alcohol Healthy.eating
## 1 2 never smoked drink a lot 4
## 2 4 never smoked drink a lot 3
## 3 2 tried smoking drink a lot 3
## 4 5 former smoker drink a lot 3
## 5 3 tried smoking social drinker 4
## 6 3 never smoked never 2
## 7 1 tried smoking social drinker 4
## 8 4 current smoker drink a lot 2
## 9 4 tried smoking social drinker 1
## 10 3 never smoked drink a lot 3
## Daily.events Prioritising.workload Writing.notes Workaholism Thinking.ahead
## 1 2 2 5 4 2
## 2 3 2 4 5 4
## 3 1 2 5 3 5
## 4 4 4 4 5 3
## 5 3 1 2 3 5
## 6 2 2 3 3 3
## 7 3 5 5 5 3
## 8 3 1 3 2 4
## 9 1 2 1 4 2
## 10 4 2 2 3 3
## Final.judgement Reliability Keeping.promises Loss.of.interest
## 1 5 4 4 1
## 2 1 4 4 3
## 3 3 4 5 1
## 4 1 3 4 5
## 5 5 5 4 2
## 6 1 3 4 3
## 7 3 4 5 3
## 8 3 3 3 1
## 9 5 5 4 1
## 10 5 4 5 3
## Friends.versus.money Funniness Fake Criminal.damage Decision.making
## 1 3 5 1 1 3
## 2 4 3 2 1 2
## 3 5 2 4 1 3
## 4 2 1 1 5 5
## 5 3 3 2 1 3
## 6 2 3 1 4 2
## 7 4 4 1 2 2
## 8 4 4 2 1 3
## 9 4 2 2 1 4
## 10 4 3 1 2 5
## Elections Self.criticism Judgment.calls Hypochondria Empathy
## 1 4 1 3 1 3
## 2 5 4 4 1 2
## 3 5 4 4 1 5
## 4 5 5 4 3 3
## 5 5 5 5 1 3
## 6 5 4 4 1 4
## 7 5 3 5 1 4
## 8 5 3 5 2 1
## 9 1 3 2 2 5
## 10 5 4 5 1 4
## Eating.to.survive Giving Compassion.to.animals Borrowed.stuff Loneliness
## 1 1 4 5 4 3
## 2 1 2 4 3 2
## 3 5 5 4 2 5
## 4 1 1 2 5 5
## 5 1 3 3 4 3
## 6 2 3 5 5 2
## 7 1 5 5 5 3
## 8 2 3 5 2 2
## 9 1 1 4 5 4
## 10 1 4 5 4 2
## Cheating.in.school Health Changing.the.past God Dreams Charity
## 1 2 1 1 1 4 2
## 2 4 4 4 1 3 1
## 3 3 2 5 5 1 3
## 4 5 1 5 4 3 3
## 5 5 3 4 5 3 3
## 6 4 3 3 3 3 2
## 7 2 3 1 5 3 3
## 8 5 3 2 4 4 1
## 9 5 4 5 5 4 1
## 10 3 4 2 5 3 2
## Number.of.friends Punctuality Lying
## 1 3 i am always on time never
## 2 3 i am often early sometimes
## 3 3 i am often running late sometimes
## 4 1 i am often early only to avoid hurting someone
## 5 3 i am always on time everytime it suits me
## 6 3 i am often early only to avoid hurting someone
## 7 3 i am often early never
## 8 4 i am always on time sometimes
## 9 2 i am often early sometimes
## 10 3 i am often running late sometimes
## Waiting New.environment Mood.swings Appearence.and.gestures Socializing
## 1 3 4 3 4 3
## 2 3 4 4 4 4
## 3 2 3 4 3 5
## 4 1 1 5 3 1
## 5 3 4 2 3 3
## 6 3 4 3 3 4
## 7 4 5 5 4 5
## 8 1 4 3 4 2
## 9 2 2 3 4 4
## 10 1 4 4 3 4
## Achievements Responding.to.a.serious.letter Children Assertiveness
## 1 4 3 5 1
## 2 2 4 2 2
## 3 3 4 4 3
## 4 3 3 2 5
## 5 3 3 5 4
## 6 2 2 3 4
## 7 4 3 2 3
## 8 4 3 4 3
## 9 2 2 4 1
## 10 4 4 3 4
## Getting.angry Knowing.the.right.people Public.speaking Unpopularity
## 1 1 3 5 5
## 2 5 4 4 4
## 3 4 3 2 4
## 4 5 4 5 3
## 5 2 3 5 5
## 6 3 4 4 4
## 7 3 4 3 3
## 8 1 4 5 2
## 9 3 3 4 5
## 10 3 4 5 3
## Life.struggles Happiness.in.life Energy.levels Small...big.dogs Personality
## 1 1 4 5 1 4
## 2 1 4 3 5 3
## 3 4 4 4 3 3
## 4 3 2 2 1 2
## 5 2 3 5 3 3
## 6 3 3 4 4 3
## 7 5 5 4 3 3
## 8 2 4 4 3 4
## 9 4 3 1 5 3
## 10 5 4 4 1 3
## Finding.lost.valuables Getting.up Interests.or.hobbies Parents..advice
## 1 3 2 3 4
## 2 4 5 3 2
## 3 3 4 5 3
## 4 1 1 NA 2
## 5 2 4 3 3
## 6 3 3 5 3
## 7 2 2 4 4
## 8 2 5 4 3
## 9 5 5 1 4
## 10 3 4 3 3
## Questionnaires.or.polls Internet.usage Finances Shopping.centres
## 1 3 few hours a day 3 4
## 2 3 few hours a day 3 4
## 3 1 few hours a day 2 4
## 4 4 most of the day 2 4
## 5 3 few hours a day 4 3
## 6 4 few hours a day 2 3
## 7 5 less than an hour a day 4 3
## 8 3 few hours a day 3 4
## 9 3 few hours a day 2 1
## 10 3 few hours a day 4 4
## Branded.clothing Entertainment.spending Spending.on.looks
## 1 5 3 3
## 2 1 4 2
## 3 1 4 3
## 4 3 3 4
## 5 4 3 3
## 6 3 3 1
## 7 1 3 4
## 8 4 4 4
## 9 3 2 1
## 10 4 2 3
## Spending.on.gadgets Spending.on.healthy.eating Age Height Weight
## 1 1 3 20 163 48
## 2 5 2 19 163 58
## 3 4 2 20 176 67
## 4 4 1 22 172 59
## 5 2 4 20 170 59
## 6 4 4 20 186 77
## 7 1 5 20 177 50
## 8 3 2 19 184 90
## 9 3 4 18 166 55
## 10 2 4 19 174 60
## Number.of.siblings Gender Left...right.handed Education
## 1 1 female right handed college/bachelor degree
## 2 2 female right handed college/bachelor degree
## 3 2 female right handed secondary school
## 4 1 female right handed college/bachelor degree
## 5 1 female right handed secondary school
## 6 1 male right handed secondary school
## 7 1 female right handed secondary school
## 8 1 male right handed college/bachelor degree
## 9 1 female right handed secondary school
## 10 3 female right handed secondary school
## Only.child Village...town House...block.of.flats
## 1 no village block of flats
## 2 no city block of flats
## 3 no city block of flats
## 4 yes city house/bungalow
## 5 no village house/bungalow
## 6 no city block of flats
## 7 no village house/bungalow
## 8 no city house/bungalow
## 9 no city house/bungalow
## 10 no city block of flatssummary(df)## Music Slow.songs.or.fast.songs Dance Folk
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:5.000 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:1.000
## Median :5.000 Median :3.000 Median :3.000 Median :2.000
## Mean :4.732 Mean :3.328 Mean :3.113 Mean :2.289
## 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:3.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :3 NA's :2 NA's :4 NA's :5
## Country Classical.music Musical Pop
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:3.000
## Median :2.000 Median :3.000 Median :3.000 Median :4.000
## Mean :2.123 Mean :2.956 Mean :2.762 Mean :3.472
## 3rd Qu.:3.000 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 :5 NA's :7 NA's :2 NA's :3
## Rock Metal.or.Hardrock Punk Hiphop..Rap
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:2.000
## Median :4.000 Median :2.000 Median :2.000 Median :3.000
## Mean :3.762 Mean :2.361 Mean :2.456 Mean :2.911
## 3rd Qu.:5.000 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :6 NA's :3 NA's :8 NA's :4
## Reggae..Ska Swing..Jazz Rock.n.roll Alternative Latino
## Min. :1.00 Min. :1.00 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.00 1st Qu.:2.00 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000
## Median :3.00 Median :3.00 Median :3.000 Median :3.000 Median :3.000
## Mean :2.77 Mean :2.76 Mean :3.142 Mean :2.829 Mean :2.842
## 3rd Qu.:4.00 3rd Qu.:4.00 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :5.00 Max. :5.00 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :7 NA's :6 NA's :7 NA's :7 NA's :8
## Techno..Trance Opera Movies Horror Thriller
## Min. :1.000 Min. :1.00 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:1.00 1st Qu.:4.000 1st Qu.:1.000 1st Qu.:3.000
## Median :2.000 Median :2.00 Median :5.000 Median :3.000 Median :4.000
## Mean :2.339 Mean :2.14 Mean :4.614 Mean :2.794 Mean :3.384
## 3rd Qu.:3.000 3rd Qu.:3.00 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.00 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :7 NA's :1 NA's :6 NA's :2 NA's :1
## Comedy Romantic Sci.fi War
## Min. :1.000 Min. :1.00 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:3.00 1st Qu.:2.000 1st Qu.:2.000
## Median :5.000 Median :4.00 Median :3.000 Median :3.000
## Mean :4.495 Mean :3.49 Mean :3.113 Mean :3.156
## 3rd Qu.:5.000 3rd Qu.:5.00 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.00 Max. :5.000 Max. :5.000
## NA's :3 NA's :3 NA's :2 NA's :2
## Fantasy.Fairy.tales Animated Documentary Western
## Min. :1.00 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.00 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:1.000
## Median :4.00 Median :4.000 Median :4.000 Median :2.000
## Mean :3.75 Mean :3.788 Mean :3.644 Mean :2.126
## 3rd Qu.:5.00 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:3.000
## Max. :5.00 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :3 NA's :3 NA's :8 NA's :4
## Action History Psychology Politics
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:1.000
## Median :4.000 Median :3.000 Median :3.000 Median :2.000
## Mean :3.537 Mean :3.207 Mean :3.138 Mean :2.596
## 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 :2 NA's :2 NA's :5 NA's :1
## Mathematics Physics Internet PC
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:4.000 1st Qu.:2.000
## Median :2.000 Median :2.000 Median :4.000 Median :3.000
## Mean :2.335 Mean :2.065 Mean :4.176 Mean :3.136
## 3rd Qu.:3.000 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 :3 NA's :3 NA's :4 NA's :6
## Economy.Management Biology Chemistry Reading
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:2.000
## Median :2.000 Median :2.000 Median :2.000 Median :3.000
## Mean :2.644 Mean :2.665 Mean :2.165 Mean :3.159
## 3rd Qu.:4.000 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 :5 NA's :6 NA's :10 NA's :6
## Geography Foreign.languages Medicine Law
## 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.:1.000
## Median :3.000 Median :4.000 Median :2.000 Median :2.000
## Mean :3.083 Mean :3.778 Mean :2.516 Mean :2.257
## 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:3.000 3rd Qu.:3.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :9 NA's :5 NA's :5 NA's :1
## Cars Art.exhibitions Religion Countryside..outdoors
## Min. :1.000 Min. :1.00 Min. :1.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:1.00 1st Qu.:1.000 1st Qu.:3.000
## Median :3.000 Median :2.00 Median :2.000 Median :4.000
## Mean :2.687 Mean :2.59 Mean :2.273 Mean :3.687
## 3rd Qu.:4.000 3rd Qu.:4.00 3rd Qu.:3.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.00 Max. :5.000 Max. :5.000
## NA's :4 NA's :6 NA's :3 NA's :7
## Dancing Musical.instruments Writing Passive.sport
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:2.000
## Median :2.000 Median :2.000 Median :1.000 Median :3.000
## Mean :2.462 Mean :2.324 Mean :1.901 Mean :3.388
## 3rd Qu.:4.000 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 :3 NA's :1 NA's :6 NA's :15
## Active.sport Gardening Celebrities Shopping
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:2.000
## Median :3.000 Median :1.000 Median :2.000 Median :3.000
## Mean :3.291 Mean :1.907 Mean :2.362 Mean :3.277
## 3rd Qu.:5.000 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :4 NA's :7 NA's :2 NA's :2
## Science.and.technology Theatre Fun.with.friends Adrenaline.sports
## Min. :1.000 Min. :1.000 Min. :2.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:4.000 1st Qu.:2.000
## Median :3.000 Median :3.000 Median :5.000 Median :3.000
## Mean :3.234 Mean :3.025 Mean :4.558 Mean :2.948
## 3rd Qu.:4.000 3rd Qu.:4.000 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 :8 NA's :4 NA's :3
## Pets Flying Storm Darkness
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000
## Median :4.000 Median :2.000 Median :2.000 Median :2.000
## Mean :3.335 Mean :2.062 Mean :1.973 Mean :2.251
## 3rd Qu.:5.000 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:3.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :4 NA's :3 NA's :1 NA's :2
## Heights Spiders Snakes Rats
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000
## Median :2.000 Median :3.000 Median :3.000 Median :2.000
## Mean :2.616 Mean :2.826 Mean :3.028 Mean :2.409
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:3.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :3 NA's :5 NA's :3
## Ageing Dangerous.dogs Fear.of.public.speaking Smoking
## Min. :1.000 Min. :1.000 Min. :1.000 Length:1010
## 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:2.000 Class :character
## Median :2.000 Median :3.000 Median :3.000 Mode :character
## Mean :2.581 Mean :3.043 Mean :2.804
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000
## NA's :1 NA's :1 NA's :1
## Alcohol Healthy.eating Daily.events Prioritising.workload
## Length:1010 Min. :1.000 Min. :1.000 Min. :1.000
## Class :character 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:2.000
## Mode :character Median :3.000 Median :3.000 Median :3.000
## Mean :3.032 Mean :3.075 Mean :2.646
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:3.000
## Max. :5.000 Max. :5.000 Max. :5.000
## NA's :3 NA's :7 NA's :5
## Writing.notes Workaholism Thinking.ahead Final.judgement
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:1.000
## Median :3.000 Median :3.000 Median :3.000 Median :3.000
## Mean :3.083 Mean :2.996 Mean :3.414 Mean :2.649
## 3rd Qu.:4.000 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 :3 NA's :5 NA's :3 NA's :7
## Reliability Keeping.promises Loss.of.interest Friends.versus.money
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:3.000
## Median :4.000 Median :4.000 Median :3.000 Median :4.000
## Mean :3.859 Mean :3.987 Mean :2.709 Mean :3.779
## 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :4 NA's :1 NA's :4 NA's :6
## Funniness Fake Criminal.damage Decision.making
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:2.000
## Median :3.000 Median :2.000 Median :2.000 Median :3.000
## Mean :3.293 Mean :2.131 Mean :2.604 Mean :3.198
## 3rd Qu.:4.000 3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :4 NA's :1 NA's :7 NA's :4
## Elections Self.criticism Judgment.calls Hypochondria
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:1.000
## Median :4.000 Median :4.000 Median :4.000 Median :1.000
## Mean :3.415 Mean :3.579 Mean :3.987 Mean :1.913
## 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:3.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :3 NA's :5 NA's :4 NA's :4
## Empathy Eating.to.survive Giving Compassion.to.animals
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:3.000
## Median :4.000 Median :2.000 Median :3.000 Median :4.000
## Mean :3.859 Mean :2.229 Mean :2.976 Mean :3.971
## 3rd Qu.:5.000 3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :5 NA's :6 NA's :7
## Borrowed.stuff Loneliness Cheating.in.school Health
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:3.000
## Median :4.000 Median :3.000 Median :4.000 Median :3.000
## Mean :4.018 Mean :2.887 Mean :3.745 Mean :3.251
## 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :2 NA's :1 NA's :4 NA's :1
## Changing.the.past God Dreams Charity
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:1.000
## Median :3.000 Median :3.000 Median :3.000 Median :2.000
## Mean :2.952 Mean :3.303 Mean :3.297 Mean :2.104
## 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:3.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :2 NA's :2 NA's :3
## Number.of.friends Punctuality Lying Waiting
## Min. :1.000 Length:1010 Length:1010 Min. :1.000
## 1st Qu.:3.000 Class :character Class :character 1st Qu.:2.000
## Median :3.000 Mode :character Mode :character Median :3.000
## Mean :3.344 Mean :2.672
## 3rd Qu.:4.000 3rd Qu.:3.000
## Max. :5.000 Max. :5.000
## NA's :3
## New.environment Mood.swings Appearence.and.gestures Socializing
## 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.:2.000
## Median :4.000 Median :3.000 Median :4.000 Median :3.000
## Mean :3.475 Mean :3.258 Mean :3.598 Mean :3.158
## 3rd Qu.:4.000 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 :2 NA's :4 NA's :3 NA's :5
## Achievements Responding.to.a.serious.letter Children Assertiveness
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:3.000
## Median :3.000 Median :3.000 Median :4.000 Median :4.000
## Mean :2.963 Mean :3.071 Mean :3.621 Mean :3.519
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :2 NA's :6 NA's :4 NA's :2
## Getting.angry Knowing.the.right.people Public.speaking Unpopularity
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:3.000
## Median :3.000 Median :4.000 Median :4.000 Median :3.000
## Mean :3.015 Mean :3.486 Mean :3.522 Mean :3.462
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :4 NA's :2 NA's :2 NA's :3
## Life.struggles Happiness.in.life Energy.levels Small...big.dogs
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:2.000
## Median :3.000 Median :4.000 Median :4.000 Median :3.000
## Mean :3.032 Mean :3.706 Mean :3.634 Mean :2.973
## 3rd Qu.:4.000 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 :3 NA's :4 NA's :5 NA's :4
## Personality Finding.lost.valuables Getting.up Interests.or.hobbies
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:3.000
## Median :3.000 Median :3.000 Median :4.000 Median :4.000
## Mean :3.292 Mean :2.872 Mean :3.592 Mean :3.551
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA's :4 NA's :4 NA's :5 NA's :3
## Parents..advice Questionnaires.or.polls Internet.usage Finances
## Min. :1.000 Min. :1.000 Length:1010 Min. :1.000
## 1st Qu.:3.000 1st Qu.:2.000 Class :character 1st Qu.:2.000
## Median :3.000 Median :3.000 Mode :character Median :3.000
## Mean :3.266 Mean :2.749 Mean :3.024
## 3rd Qu.:4.000 3rd Qu.:3.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000
## NA's :2 NA's :4 NA's :3
## Shopping.centres Branded.clothing Entertainment.spending Spending.on.looks
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000
## Median :3.000 Median :3.000 Median :3.000 Median :3.000
## Mean :3.234 Mean :3.051 Mean :3.202 Mean :3.106
## 3rd Qu.:4.000 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 :2 NA's :2 NA's :3 NA's :3
## Spending.on.gadgets Spending.on.healthy.eating Age Height
## Min. :1.00 Min. :1.000 Min. :15.00 Min. : 62.0
## 1st Qu.:2.00 1st Qu.:3.000 1st Qu.:19.00 1st Qu.:167.0
## Median :3.00 Median :4.000 Median :20.00 Median :173.0
## Mean :2.87 Mean :3.558 Mean :20.43 Mean :173.5
## 3rd Qu.:4.00 3rd Qu.:4.000 3rd Qu.:22.00 3rd Qu.:180.0
## Max. :5.00 Max. :5.000 Max. :30.00 Max. :203.0
## NA's :2 NA's :7 NA's :20
## Weight Number.of.siblings Gender Left...right.handed
## Min. : 41.00 Min. : 0.000 Length:1010 Length:1010
## 1st Qu.: 55.00 1st Qu.: 1.000 Class :character Class :character
## Median : 64.00 Median : 1.000 Mode :character Mode :character
## Mean : 66.41 Mean : 1.298
## 3rd Qu.: 75.00 3rd Qu.: 2.000
## Max. :165.00 Max. :10.000
## NA's :20 NA's :6
## Education Only.child Village...town
## Length:1010 Length:1010 Length:1010
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## House...block.of.flats
## Length:1010
## Class :character
## Mode :character
##
##
##
## dim(df)## [1] 1010 150Data preparation
In order to perform PCA we have to ensure that the data is in a suitable format for analysis. In this step, we conclude several tasks such as dropping missing values, converting necessary variables to factors, and transforming them into numerical values. After converting the variables, it’s also a good idea to check their histograms to make sure that the values are distributed in a manner that makes sense.
# Check which columns are not numeric
non_numeric_columns <- names(df)[!sapply(df, is.numeric)]
# Print the non-numeric columns
print(non_numeric_columns)## [1] "Smoking" "Alcohol" "Punctuality"
## [4] "Lying" "Internet.usage" "Gender"
## [7] "Left...right.handed" "Education" "Only.child"
## [10] "Village...town" "House...block.of.flats"As we can see there are 11 variables that aren’t numeric and require our attention so we will process them accordingly, but first we drop the unnecessary NA’s.
df <- na.omit(df)Here we process the non-numeric variables into factors, then into numbers for further analysis.
df$Smoking <- factor(df$Smoking, levels=c("never smoked", "tried smoking", "former smoker", "current smoker"))
df$Smoking <- as.numeric(df$Smoking)
df$Alcohol <- factor(df$Alcohol, levels=c("never", "social drinker", "drink a lot"))
df$Alcohol <- as.numeric(df$Alcohol)
df$Punctuality <- factor(df$Punctuality, levels=c("i am often early", "i am always on time", "i am often running late"))
df$Punctuality <- as.numeric(df$Punctuality)
df$Lying <- factor(df$Lying, levels=c("never", "only to avoid hurting someone", "sometimes", "everytime it suits me"))
df$Lying <- as.numeric(df$Lying)
df$Internet.usage <- factor(df$Internet.usage, levels=c("no time at all", "less than an hour a day", "few hours a day", "most of the day"))
df$Internet.usage <- as.numeric(df$Internet.usage)
df$Education <- factor(df$Education, levels=c("currently a primary school pupil", "primary school", "secondary school", "college/bachelor degree", "masters degree", "doctorate degree"))
df$Education <- as.numeric(df$Education)
df$Gender <- factor(df$Gender)
df$Gender <- as.numeric(df$Gender)
df$Left...right.handed <- factor(df$Left...right.handed)
df$Left...right.handed <- as.numeric(df$Left...right.handed)
df$Only.child <- factor(df$Only.child)
df$Only.child <- as.numeric(df$Only.child)
df$Village...town <- factor(df$Village...town)
df$Village...town <- as.numeric(df$Village...town)
df$House...block.of.flats <- factor(df$House...block.of.flats)
df$House...block.of.flats <- as.numeric(df$House...block.of.flats)
# Check which columns are not numeric
non_numeric_columns <- names(df)[!sapply(df, is.numeric)]
# Print the non-numeric columns
print(non_numeric_columns)## character(0)Let’s make sure that all NA’s are dropped.
df <- na.omit(df)Exploratory data analysis
Now we can examine histograms of the variables. Of course most of them will be in 1-5 range as they are survey questions with appropriate meaning.
# Get the number of variables in df
ncols <- ncol(df)
# Create a loop to plot histograms for each column
for (i in 1:ncols) {
# Plot the histogram for the i-th column
hist(df[,i], main=colnames(df)[i], xlab="Value", ylab="Frequency")
}
PCA implementation
After examining the histograms we can proceed to PCA implementation. Principal Component Analysis (PCA) is a dimension reduction technique used to simplify large datasets into a smaller set of uncorrelated variables, known as principal components. The objective of PCA is to identify patterns and relationships in the data that explain the maximum amount of variation. The transformed variables (PCs) are then used to represent the original data in a reduced number of dimensions, while still retaining most of the information.
First let us check the correlation inside our data.
library(corrplot) # to plot nice correlations## corrplot 0.92 loaded# Calculate the pairwise correlations
correlations <- cor(df, method = 'spearman')
# Plot the correlations using corrplot
corrplot(correlations)
Unfortunately due to our data having a quite large amount of variables (150) the correlation plot is very hard to read. In this case, we shall use another library named ‘lares’ to visualize the top 10 correlated variables in a clear bar chart.
library(lares)
corr_cross(df, # name of dataset
max_pvalue = 0.05, # display only significant correlations (at 5% level)
top = 10 # display top 10 couples of variables (by correlation coefficient)
)## Returning only the top 10. You may override with the 'top' argument## Warning in .font_global(font, quiet = FALSE): Font 'Arial Narrow' is not
## installed, has other name, or can't be found
As we can see from the chart above, there is quite a lot of correlation inside this dataset. This is a very good sign for our PCA analysis.
First we need to normalize the data in order to bring all the variables to the same scale, as PCA is a variance-based technique and variables with larger scales can dominate the results. Normalizing the data helps to ensure that the results of PCA are not influenced by differences in the scale of the variables.
library(caret)## Ładowanie wymaganego pakietu: ggplot2## Ładowanie wymaganego pakietu: latticepreproc1 <- preProcess(df, method=c("center", "scale"))
df.s <- predict(preproc1, df)
summary(df.s)## Music Slow.songs.or.fast.songs Dance
## Min. :-6.3581 Min. :-2.8899 Min. :-1.74894
## 1st Qu.: 0.3982 1st Qu.:-0.3707 1st Qu.:-0.90535
## Median : 0.3982 Median :-0.3707 Median :-0.06176
## Mean : 0.0000 Mean : 0.0000 Mean : 0.00000
## 3rd Qu.: 0.3982 3rd Qu.: 0.8889 3rd Qu.: 0.78184
## Max. : 0.3982 Max. : 2.1485 Max. : 1.62543
## Folk Country Classical.music Musical
## Min. :-1.1285 Min. :-1.0447 Min. :-1.59063 Min. :-1.3739
## 1st Qu.:-1.1285 1st Qu.:-1.0447 1st Qu.:-0.78648 1st Qu.:-0.5926
## Median :-0.2323 Median :-0.1083 Median : 0.01766 Median : 0.1888
## Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.: 0.6639 3rd Qu.: 0.8281 3rd Qu.: 0.82180 3rd Qu.: 0.9701
## Max. : 2.4563 Max. : 2.7008 Max. : 1.62595 Max. : 1.7514
## Pop Rock Metal.or.Hardrock Punk
## Min. :-2.0931 Min. :-2.4245 Min. :-0.9725 Min. :-1.1260
## 1st Qu.:-0.3790 1st Qu.:-0.6878 1st Qu.:-0.9725 1st Qu.:-1.1260
## Median : 0.4781 Median : 0.1805 Median :-0.2568 Median :-0.3523
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.4781 3rd Qu.: 1.0489 3rd Qu.: 0.4590 3rd Qu.: 0.4214
## Max. : 1.3352 Max. : 1.0489 Max. : 1.8906 Max. : 1.9687
## Hiphop..Rap Reggae..Ska Swing..Jazz Rock.n.roll
## Min. :-1.40093 Min. :-1.4704 Min. :-1.4009 Min. :-1.7904
## 1st Qu.:-0.65747 1st Qu.:-0.6418 1st Qu.:-0.6055 1st Qu.:-0.9642
## Median : 0.08599 Median : 0.1868 Median : 0.1898 Median :-0.1379
## Mean : 0.00000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.82946 3rd Qu.: 1.0155 3rd Qu.: 0.9852 3rd Qu.: 0.6883
## Max. : 1.57292 Max. : 1.8441 Max. : 1.7805 Max. : 1.5146
## Alternative Latino Techno..Trance Opera
## Min. :-1.41280 Min. :-1.3724 Min. :-0.9919 Min. :-0.968
## 1st Qu.:-0.66536 1st Qu.:-0.6134 1st Qu.:-0.9919 1st Qu.:-0.968
## Median : 0.08208 Median : 0.1456 Median :-0.2281 Median :-0.129
## Mean : 0.00000 Mean : 0.0000 Mean : 0.0000 Mean : 0.000
## 3rd Qu.: 0.82952 3rd Qu.: 0.9046 3rd Qu.: 0.5357 3rd Qu.: 0.710
## Max. : 1.57696 Max. : 1.6636 Max. : 2.0632 Max. : 2.388
## Movies Horror Thriller Comedy
## Min. :-5.5306 Min. :-1.2601 Min. :-2.0068 Min. :-4.6851
## 1st Qu.:-0.9722 1st Qu.:-1.2601 1st Qu.:-0.3178 1st Qu.:-0.6802
## Median : 0.5473 Median : 0.1815 Median : 0.5267 Median : 0.6548
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.5473 3rd Qu.: 0.9023 3rd Qu.: 0.5267 3rd Qu.: 0.6548
## Max. : 0.5473 Max. : 1.6231 Max. : 1.3712 Max. : 0.6548
## Romantic Sci.fi War Fantasy.Fairy.tales
## Min. :-2.0522 Min. :-1.63573 Min. :-1.6436 Min. :-2.3619
## 1st Qu.:-0.3925 1st Qu.:-0.86577 1st Qu.:-0.8912 1st Qu.:-0.6629
## Median : 0.4374 Median :-0.09582 Median :-0.1388 Median : 0.1866
## Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 1.2673 3rd Qu.: 0.67413 3rd Qu.: 0.6136 3rd Qu.: 1.0361
## Max. : 1.2673 Max. : 1.44408 Max. : 1.3660 Max. : 1.0361
## Animated Documentary Western Action
## Min. :-2.3070 Min. :-2.3536 Min. :-0.99325 Min. :-2.0840
## 1st Qu.:-0.6605 1st Qu.:-0.5635 1st Qu.:-0.99325 1st Qu.:-0.4479
## Median : 0.1627 Median : 0.3316 Median :-0.09114 Median : 0.3701
## Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.: 0.9860 3rd Qu.: 1.2266 3rd Qu.: 0.81098 3rd Qu.: 1.1881
## Max. : 0.9860 Max. : 1.2266 Max. : 2.61521 Max. : 1.1881
## History Psychology Politics Mathematics
## Min. :-1.7698 Min. :-1.7111 Min. :-1.2641 Min. :-1.0410
## 1st Qu.:-0.9751 1st Qu.:-0.9112 1st Qu.:-0.4884 1st Qu.:-1.0410
## Median :-0.1804 Median :-0.1113 Median : 0.2874 Median :-0.2949
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.6144 3rd Qu.: 0.6887 3rd Qu.: 1.0631 3rd Qu.: 0.4511
## Max. : 1.4091 Max. : 1.4886 Max. : 1.8389 Max. : 1.9433
## Physics Internet PC Economy.Management
## Min. :-0.8789 Min. :-3.5234 Min. :-1.6323 Min. :-1.2061
## 1st Qu.:-0.8789 1st Qu.:-0.2087 1st Qu.:-0.8671 1st Qu.:-1.2061
## Median :-0.0753 Median :-0.2087 Median :-0.1019 Median :-0.4784
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.7283 3rd Qu.: 0.8962 3rd Qu.: 0.6632 3rd Qu.: 0.9770
## Max. : 2.3356 Max. : 0.8962 Max. : 1.4284 Max. : 1.7048
## Biology Chemistry Reading Geography
## Min. :-1.1919 Min. :-0.82369 Min. :-1.4714 Min. :-1.6508
## 1st Qu.:-1.1919 1st Qu.:-0.82369 1st Qu.:-0.8027 1st Qu.:-0.8689
## Median :-0.4585 Median :-0.09021 Median :-0.1341 Median :-0.0870
## Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 1.0083 3rd Qu.: 0.64327 3rd Qu.: 1.2031 3rd Qu.: 0.6949
## Max. : 1.7416 Max. : 2.11024 Max. : 1.2031 Max. : 1.4768
## Foreign.languages Medicine Law Cars
## Min. :-2.5143 Min. :-1.1111 Min. :-0.9927 Min. :-1.1592
## 1st Qu.:-0.7292 1st Qu.:-1.1111 1st Qu.:-0.9927 1st Qu.:-1.1592
## Median : 0.1633 Median :-0.3605 Median :-0.1846 Median :-0.4510
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 1.0559 3rd Qu.: 0.3901 3rd Qu.: 0.6235 3rd Qu.: 0.9653
## Max. : 1.0559 Max. : 1.8914 Max. : 2.2397 Max. : 1.6735
## Art.exhibitions Religion Countryside..outdoors Dancing
## Min. :-1.2221 Min. :-0.9319 Min. :-2.1273 Min. :-0.9805
## 1st Qu.:-1.2221 1st Qu.:-0.9319 1st Qu.:-0.4984 1st Qu.:-0.9805
## Median :-0.4667 Median :-0.1715 Median : 0.3160 Median :-0.2800
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 1.0440 3rd Qu.: 0.5890 3rd Qu.: 1.1304 3rd Qu.: 0.4205
## Max. : 1.7994 Max. : 2.1100 Max. : 1.1304 Max. : 1.8215
## Musical.instruments Writing Passive.sport Active.sport
## Min. :-0.8654 Min. :-0.6770 Min. :-1.6983 Min. :-1.4811
## 1st Qu.:-0.8654 1st Qu.:-0.6770 1st Qu.:-0.9888 1st Qu.:-0.8177
## Median :-0.2013 Median :-0.6770 Median : 0.4300 Median :-0.1544
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.4628 3rd Qu.: 0.4907 3rd Qu.: 1.1395 3rd Qu.: 1.1722
## Max. : 1.7911 Max. : 2.4368 Max. : 1.1395 Max. : 1.1722
## Gardening Celebrities Shopping Science.and.technology
## Min. :-0.7561 Min. :-1.0405 Min. :-1.7481 Min. :-1.8005
## 1st Qu.:-0.7561 1st Qu.:-1.0405 1st Qu.:-0.9733 1st Qu.:-1.0076
## Median :-0.7561 Median :-0.2535 Median :-0.1985 Median :-0.2148
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.1075 3rd Qu.: 0.5335 3rd Qu.: 0.5763 3rd Qu.: 0.5781
## Max. : 2.6983 Max. : 2.1075 Max. : 1.3510 Max. : 1.3710
## Theatre Fun.with.friends Adrenaline.sports Pets
## Min. :-1.52616 Min. :-3.4561 Min. :-1.33175 Min. :-1.5020
## 1st Qu.:-0.77246 1st Qu.:-0.7506 1st Qu.:-0.62280 1st Qu.:-0.8564
## Median :-0.01876 Median : 0.6021 Median : 0.08615 Median : 0.4348
## Mean : 0.00000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.: 0.73494 3rd Qu.: 0.6021 3rd Qu.: 0.79510 3rd Qu.: 1.0804
## Max. : 1.48864 Max. : 0.6021 Max. : 1.50406 Max. : 1.0804
## Flying Storm Darkness Heights
## Min. :-0.845335 Min. :-0.82478 Min. :-1.0228 Min. :-1.2201
## 1st Qu.:-0.845335 1st Qu.:-0.82478 1st Qu.:-1.0228 1st Qu.:-1.2201
## Median : 0.008754 Median : 0.05541 Median :-0.2198 Median :-0.4449
## Mean : 0.000000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.862842 3rd Qu.: 0.05541 3rd Qu.: 0.5831 3rd Qu.: 1.1054
## Max. : 2.571020 Max. : 2.69600 Max. : 2.1890 Max. : 1.8806
## Spiders Snakes Rats Ageing
## Min. :-1.2016 Min. :-1.341728 Min. :-1.0101 Min. :-1.1247
## 1st Qu.:-1.2016 1st Qu.:-0.674284 1st Qu.:-1.0101 1st Qu.:-1.1247
## Median : 0.1011 Median :-0.006841 Median :-0.2831 Median :-0.3924
## Mean : 0.0000 Mean : 0.000000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.7524 3rd Qu.: 0.660603 3rd Qu.: 0.4439 3rd Qu.: 0.3399
## Max. : 1.4038 Max. : 1.328047 Max. : 1.8978 Max. : 1.8044
## Dangerous.dogs Fear.of.public.speaking Smoking
## Min. :-1.464961 Min. :-1.5239 Min. :-1.3171
## 1st Qu.:-0.733016 1st Qu.:-0.6872 1st Qu.:-0.3131
## Median :-0.001072 Median : 0.1495 Median :-0.3131
## Mean : 0.000000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.730873 3rd Qu.: 0.9861 3rd Qu.: 0.6909
## Max. : 1.462818 Max. : 1.8228 Max. : 1.6949
## Alcohol Healthy.eating Daily.events Prioritising.workload
## Min. :-1.9779 Min. :-2.140937 Min. :-1.84358 Min. :-1.3165
## 1st Qu.:-0.2189 1st Qu.: 0.009445 1st Qu.:-0.95747 1st Qu.:-0.4961
## Median :-0.2189 Median : 0.009445 Median :-0.07136 Median : 0.3243
## Mean : 0.0000 Mean : 0.000000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.:-0.2189 3rd Qu.: 1.084636 3rd Qu.: 0.81476 3rd Qu.: 0.3243
## Max. : 1.5401 Max. : 2.159827 Max. : 1.70087 Max. : 1.9651
## Writing.notes Workaholism Thinking.ahead Final.judgement
## Min. :-1.41181 Min. :-1.52921 Min. :-2.1103 Min. :-1.1730
## 1st Qu.:-0.71810 1st Qu.:-0.75209 1st Qu.:-0.3611 1st Qu.:-1.1730
## Median :-0.02438 Median : 0.02503 Median :-0.3611 Median : 0.2916
## Mean : 0.00000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.66934 3rd Qu.: 0.80215 3rd Qu.: 0.5135 3rd Qu.: 0.2916
## Max. : 1.36306 Max. : 1.57928 Max. : 1.3881 Max. : 1.7563
## Reliability Keeping.promises Loss.of.interest Friends.versus.money
## Min. :-3.0413 Min. :-3.47303 Min. :-1.2773 Min. :-2.5054
## 1st Qu.:-0.8987 1st Qu.:-0.01687 1st Qu.:-0.5226 1st Qu.:-0.6946
## Median : 0.1725 Median :-0.01687 Median : 0.2320 Median : 0.2108
## Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 1.2438 3rd Qu.: 1.13519 3rd Qu.: 0.9867 3rd Qu.: 1.1162
## Max. : 1.2438 Max. : 1.13519 Max. : 1.7414 Max. : 1.1162
## Funniness Fake Criminal.damage Decision.making
## Min. :-2.0722 Min. :-1.0630 Min. :-1.0302 Min. :-1.8882
## 1st Qu.:-0.2886 1st Qu.:-1.0630 1st Qu.:-1.0302 1st Qu.:-1.0364
## Median :-0.2886 Median :-0.1001 Median :-0.3683 Median :-0.1846
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.6033 3rd Qu.: 0.8628 3rd Qu.: 0.9556 3rd Qu.: 0.6672
## Max. : 1.4951 Max. : 2.7885 Max. : 1.6175 Max. : 1.5190
## Elections Self.criticism Judgment.calls Hypochondria
## Min. :-1.5625 Min. :-2.2461 Min. :-3.14659 Min. :-0.7647
## 1st Qu.:-0.9332 1st Qu.:-0.5453 1st Qu.:-1.05397 1st Qu.:-0.7647
## Median : 0.3252 Median : 0.3050 Median :-0.00766 Median :-0.7647
## Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.: 0.9544 3rd Qu.: 1.1554 3rd Qu.: 1.03865 3rd Qu.: 1.0057
## Max. : 0.9544 Max. : 1.1554 Max. : 1.03865 Max. : 2.7762
## Empathy Eating.to.survive Giving Compassion.to.animals
## Min. :-2.59364 Min. :-0.9645 Min. :-1.43485 Min. :-2.585932
## 1st Qu.:-0.80429 1st Qu.:-0.9645 1st Qu.:-0.67101 1st Qu.:-0.861136
## Median : 0.09038 Median :-0.1338 Median : 0.09282 Median : 0.001263
## Mean : 0.00000 Mean : 0.0000 Mean : 0.00000 Mean : 0.000000
## 3rd Qu.: 0.98506 3rd Qu.: 0.6969 3rd Qu.: 0.85666 3rd Qu.: 0.863661
## Max. : 0.98506 Max. : 2.3584 Max. : 1.62050 Max. : 0.863661
## Borrowed.stuff Loneliness Cheating.in.school Health
## Min. :-2.93593 Min. :-1.65038 Min. :-2.1712 Min. :-2.1008
## 1st Qu.:-0.06035 1st Qu.:-0.77793 1st Qu.:-0.5860 1st Qu.:-0.1953
## Median :-0.06035 Median : 0.09453 Median : 0.2066 Median :-0.1953
## Mean : 0.00000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.89818 3rd Qu.: 0.96698 3rd Qu.: 0.9992 3rd Qu.: 0.7575
## Max. : 0.89818 Max. : 1.83943 Max. : 0.9992 Max. : 1.7102
## Changing.the.past God Dreams Charity
## Min. :-1.5473 Min. :-1.4997 Min. :-3.5058 Min. :-1.02767
## 1st Qu.:-0.7479 1st Qu.:-0.8263 1st Qu.:-0.4691 1st Qu.:-1.02767
## Median : 0.0515 Median :-0.1528 Median :-0.4691 Median :-0.04186
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.00000
## 3rd Qu.: 0.8509 3rd Qu.: 1.1940 3rd Qu.: 1.0493 3rd Qu.: 0.94396
## Max. : 1.6503 Max. : 1.1940 Max. : 2.5677 Max. : 2.91559
## Number.of.friends Punctuality Lying Waiting
## Min. :-2.1627 Min. :-1.22136 Min. :-2.3698 Min. :-1.7100
## 1st Qu.:-0.2822 1st Qu.:-1.22136 1st Qu.:-1.0097 1st Qu.:-0.6864
## Median :-0.2822 Median : 0.06995 Median : 0.3505 Median : 0.3372
## Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.6580 3rd Qu.: 1.36127 3rd Qu.: 0.3505 3rd Qu.: 0.3372
## Max. : 1.5982 Max. : 1.36127 Max. : 1.7106 Max. : 2.3845
## New.environment Mood.swings Appearence.and.gestures Socializing
## Min. :-2.1780 Min. :-2.1545 Min. :-2.7885 Min. :-1.9277
## 1st Qu.:-0.4258 1st Qu.:-0.2170 1st Qu.:-0.6365 1st Qu.:-1.0265
## Median : 0.4502 Median :-0.2170 Median : 0.4395 Median :-0.1253
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.4502 3rd Qu.: 0.7517 3rd Qu.: 0.4395 3rd Qu.: 0.7758
## Max. : 1.3263 Max. : 1.7205 Max. : 1.5156 Max. : 1.6770
## Achievements Responding.to.a.serious.letter Children
## Min. :-2.205458 Min. :-1.76284 Min. :-2.2848
## 1st Qu.:-0.557397 1st Qu.:-0.91134 1st Qu.:-0.5195
## Median :-0.008043 Median :-0.05984 Median : 0.3631
## Mean : 0.000000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.: 1.090664 3rd Qu.: 0.79166 3rd Qu.: 1.2458
## Max. : 2.189372 Max. : 1.64315 Max. : 1.2458
## Assertiveness Getting.angry Knowing.the.right.people
## Min. :-2.2427 Min. :-1.737465 Min. :-2.2130
## 1st Qu.:-0.4278 1st Qu.:-0.869368 1st Qu.:-0.4125
## Median :-0.4278 Median :-0.001271 Median : 0.4877
## Mean : 0.0000 Mean : 0.000000 Mean : 0.0000
## 3rd Qu.: 0.4796 3rd Qu.: 0.866826 3rd Qu.: 0.4877
## Max. : 1.3871 Max. : 1.734923 Max. : 1.3879
## Public.speaking Unpopularity Life.struggles Happiness.in.life
## Min. :-1.9884 Min. :-2.1574 Min. :-1.457143 Min. :-3.2829
## 1st Qu.:-0.4166 1st Qu.:-0.4001 1st Qu.:-0.732814 1st Qu.:-0.8484
## Median : 0.3694 Median :-0.4001 Median :-0.008484 Median : 0.3689
## Mean : 0.0000 Mean : 0.0000 Mean : 0.000000 Mean : 0.0000
## 3rd Qu.: 1.1553 3rd Qu.: 0.4786 3rd Qu.: 0.715845 3rd Qu.: 0.3689
## Max. : 1.1553 Max. : 1.3572 Max. : 1.440175 Max. : 1.5862
## Energy.levels Small...big.dogs Personality Finding.lost.valuables
## Min. :-2.5597 Min. :-1.65430 Min. :-3.6241 Min. :-1.4477
## 1st Qu.:-0.5865 1st Qu.:-0.82044 1st Qu.:-0.4507 1st Qu.:-0.6471
## Median : 0.4001 Median : 0.01343 Median :-0.4507 Median : 0.1536
## Mean : 0.0000 Mean : 0.00000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.4001 3rd Qu.: 0.84730 3rd Qu.: 1.1360 3rd Qu.: 0.9542
## Max. : 1.3867 Max. : 1.68116 Max. : 2.7227 Max. : 1.7549
## Getting.up Interests.or.hobbies Parents..advice
## Min. :-2.0300 Min. :-2.1038 Min. :-2.6847
## 1st Qu.:-0.4808 1st Qu.:-0.4222 1st Qu.:-0.2846
## Median : 0.2937 Median :-0.4222 Median :-0.2846
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 1.0683 3rd Qu.: 1.2593 3rd Qu.: 0.9154
## Max. : 1.0683 Max. : 1.2593 Max. : 2.1155
## Questionnaires.or.polls Internet.usage Finances Shopping.centres
## Min. :-1.6364 Min. :-1.9273 Min. :-1.77352 Min. :-1.7187
## 1st Qu.:-0.7073 1st Qu.: 0.0492 1st Qu.:-0.90395 1st Qu.:-0.9524
## Median : 0.2217 Median : 0.0492 Median :-0.03438 Median :-0.1862
## Mean : 0.0000 Mean : 0.0000 Mean : 0.00000 Mean : 0.0000
## 3rd Qu.: 0.2217 3rd Qu.: 0.0492 3rd Qu.: 0.83520 3rd Qu.: 0.5800
## Max. : 2.0799 Max. : 2.0257 Max. : 1.70477 Max. : 1.3462
## Branded.clothing Entertainment.spending Spending.on.looks
## Min. :-1.55896 Min. :-1.8527 Min. :-1.74154
## 1st Qu.:-0.78906 1st Qu.:-1.0085 1st Qu.:-0.91206
## Median :-0.01916 Median :-0.1644 Median :-0.08258
## Mean : 0.00000 Mean : 0.0000 Mean : 0.00000
## 3rd Qu.: 0.75074 3rd Qu.: 0.6798 3rd Qu.: 0.74689
## Max. : 1.52064 Max. : 1.5239 Max. : 1.57637
## Spending.on.gadgets Spending.on.healthy.eating Age
## Min. :-1.4228 Min. :-2.3464 Min. :-1.9522
## 1st Qu.:-0.6528 1st Qu.:-0.4840 1st Qu.:-0.4998
## Median : 0.1173 Median : 0.4472 Median :-0.1366
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.8873 3rd Qu.: 0.4472 3rd Qu.: 0.2265
## Max. : 1.6573 Max. : 1.3784 Max. : 3.4946
## Height Weight Number.of.siblings Gender
## Min. :-2.2566 Min. :-1.8050 Min. :-1.3045 Min. :-2.8199
## 1st Qu.:-0.6778 1st Qu.:-0.7982 1st Qu.:-0.3011 1st Qu.:-0.8032
## Median :-0.1515 Median :-0.2229 Median :-0.3011 Median :-0.8032
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.6906 3rd Qu.: 0.6401 3rd Qu.: 0.7022 3rd Qu.: 1.2136
## Max. : 3.1115 Max. : 6.0335 Max. : 8.7289 Max. : 1.2136
## Left...right.handed Education Only.child Village...town
## Min. :-5.9731 Min. :-3.0424 Min. :-2.8942 Min. :-2.8324
## 1st Qu.: 0.3226 1st Qu.:-0.3902 1st Qu.:-0.5437 1st Qu.:-0.6114
## Median : 0.3226 Median :-0.3902 Median :-0.5437 Median :-0.6114
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.3226 3rd Qu.: 0.9358 3rd Qu.:-0.5437 3rd Qu.: 1.6097
## Max. : 0.3226 Max. : 3.5879 Max. : 1.8067 Max. : 1.6097
## House...block.of.flats
## Min. :-2.8068
## 1st Qu.:-0.7739
## Median :-0.7739
## Mean : 0.0000
## 3rd Qu.: 1.2590
## Max. : 1.2590Now let us examine the eigenvalues on the basis of covariance matrix. The eigenvalues represent the amount of variation explained by each principal component. A larger eigenvalue indicates that the corresponding principal component explains a greater proportion of the variation in the data.
# eigenvalues on the basis of covariance
df.cov<-cov(df.s)
df.eigen<-eigen(df.cov)
df.eigen$values## [1] 9.9077187 7.7265058 6.9721186 4.6787786 4.2240538 3.4360950 3.0516937
## [8] 2.7838481 2.5297312 2.3367939 2.2664492 2.1639036 2.1190645 1.9857200
## [15] 1.9558198 1.8759410 1.7978384 1.7198655 1.7062469 1.6530096 1.6332602
## [22] 1.5617012 1.5429006 1.4775817 1.4280478 1.4014159 1.3880617 1.3662885
## [29] 1.3449589 1.2972956 1.2704903 1.2660487 1.2130445 1.1789035 1.1592893
## [36] 1.1586381 1.1433183 1.1379696 1.0960094 1.0709034 1.0690728 1.0524371
## [43] 1.0401853 1.0251264 0.9963182 0.9780296 0.9580750 0.9436995 0.9382126
## [50] 0.9165166 0.9017241 0.8921767 0.8846336 0.8802012 0.8679392 0.8438438
## [57] 0.8251900 0.8161154 0.8083348 0.7998332 0.7921032 0.7719728 0.7581840
## [64] 0.7427974 0.7397180 0.7319808 0.7299051 0.7139320 0.7043212 0.6947907
## [71] 0.6860074 0.6827215 0.6665166 0.6597740 0.6515421 0.6455221 0.6406602
## [78] 0.6392353 0.6130357 0.6005629 0.5960814 0.5918445 0.5772181 0.5627495
## [85] 0.5590579 0.5531014 0.5477855 0.5243927 0.5223829 0.5119250 0.5081166
## [92] 0.5025494 0.5003449 0.4866562 0.4777802 0.4706673 0.4638135 0.4618156
## [99] 0.4494243 0.4447573 0.4365308 0.4345305 0.4240470 0.4174367 0.4092619
## [106] 0.3986292 0.3916019 0.3884051 0.3844621 0.3803747 0.3709753 0.3648204
## [113] 0.3634518 0.3559679 0.3510672 0.3405791 0.3333371 0.3317858 0.3234017
## [120] 0.3159977 0.3115813 0.3050832 0.2983407 0.2929523 0.2875354 0.2832887
## [127] 0.2766935 0.2685039 0.2666886 0.2598613 0.2524624 0.2491784 0.2468767
## [134] 0.2427506 0.2313448 0.2293133 0.2280687 0.2165741 0.2030695 0.1981331
## [141] 0.1950962 0.1857488 0.1843658 0.1817495 0.1785483 0.1694863 0.1630760
## [148] 0.1602867 0.1408031 0.1331391head(df.eigen$vectors)## [,1] [,2] [,3] [,4] [,5] [,6]
## [1,] -0.0390689994 -0.045441273 -0.03872552 0.10185097 0.01309698 -0.09917428
## [2,] 0.0620366536 -0.005758951 -0.05743947 -0.02441440 0.03279860 -0.03663568
## [3,] -0.0443020094 -0.044976933 -0.17093788 -0.07174161 -0.07044508 -0.13557044
## [4,] -0.0679673371 -0.132155874 0.08836551 -0.01455341 0.03060290 -0.06212055
## [5,] 0.0001994842 -0.119236290 0.08043069 -0.02411435 -0.04287992 -0.08141252
## [6,] -0.0511241821 -0.168836937 0.15400865 0.09746746 -0.05454193 0.01733342
## [,7] [,8] [,9] [,10] [,11] [,12]
## [1,] 0.01791969 -0.06908399 -0.006053858 -0.05176183 -0.01136048 0.019118352
## [2,] -0.03793489 -0.01058494 -0.049333983 0.05124991 -0.12748931 -0.009156225
## [3,] 0.03112777 0.10701214 0.082859600 0.10284519 -0.08266361 0.114191451
## [4,] 0.08918484 0.16362113 0.060998017 0.08029328 -0.01515770 0.076424472
## [5,] 0.11532468 0.08592374 0.082643617 0.11156485 0.01513872 0.012331361
## [6,] 0.01381384 0.04397162 0.127170454 0.06377591 0.06748647 -0.004622241
## [,13] [,14] [,15] [,16] [,17] [,18]
## [1,] -0.0540613700 0.09928515 0.02718080 0.01579725 -0.12422314 -0.04067895
## [2,] -0.0899376628 0.09025982 0.09092744 0.17473755 -0.13176274 0.10845770
## [3,] -0.1665231931 -0.02074969 0.01463932 0.07632298 0.08859691 -0.01001668
## [4,] 0.0251606190 0.05440664 -0.12053530 -0.07574291 0.05641019 -0.01768461
## [5,] 0.0803349777 -0.03523395 -0.04078167 -0.02817342 0.18170441 -0.07943138
## [6,] 0.0007655712 0.00912064 -0.15886095 -0.05807117 -0.03384097 -0.09755229
## [,19] [,20] [,21] [,22] [,23] [,24]
## [1,] 0.05594421 -0.12678539 -0.050489627 -0.123799903 0.02266262 0.15017872
## [2,] -0.03608845 -0.10934249 -0.009399838 -0.148729607 0.01772158 0.09375190
## [3,] 0.04166816 -0.04847812 0.003891457 -0.082848537 0.06267612 0.12993286
## [4,] -0.05524157 -0.06062268 0.015888837 0.052294565 0.01391713 0.13169835
## [5,] -0.08191427 0.12662257 -0.065074936 0.076994792 -0.02080755 0.17050972
## [6,] 0.03943801 -0.07343252 0.009519655 -0.002167627 -0.01654744 -0.01356775
## [,25] [,26] [,27] [,28] [,29] [,30]
## [1,] -0.09058752 0.111296645 0.026287959 -0.13563315 0.256717045 0.04970326
## [2,] 0.05186952 -0.002143261 0.034232167 -0.06929489 0.005534334 0.02570177
## [3,] -0.07129577 0.022413911 -0.043498317 0.05458266 -0.013462849 0.06891526
## [4,] 0.03353810 0.004134364 0.137152704 -0.07079947 -0.075495778 0.12941607
## [5,] 0.03232722 0.092249331 -0.006577892 -0.09330036 0.026490946 0.08830863
## [6,] -0.10541153 -0.037005030 0.110268740 -0.04620552 -0.018363081 -0.04489747
## [,31] [,32] [,33] [,34] [,35]
## [1,] -0.104466263 1.041709e-01 0.238980211 -0.07817500 -0.03258918
## [2,] 0.039691441 1.469214e-01 -0.068651544 0.02661923 -0.10741068
## [3,] -0.110321553 -6.800706e-05 -0.043188791 -0.04988280 0.02310730
## [4,] 0.049123460 1.207484e-01 0.001870784 0.14035026 0.08088366
## [5,] -0.007306166 1.209691e-01 -0.037569563 0.04288171 0.19488272
## [6,] -0.010927939 -1.107888e-02 0.096382489 0.02773108 -0.06020664
## [,36] [,37] [,38] [,39] [,40] [,41]
## [1,] -0.09082410 -0.09367382 0.06189868 -0.108375070 -0.020253643 -0.008375191
## [2,] -0.05398969 -0.06933209 -0.17742942 0.106022844 0.193338169 -0.121771035
## [3,] 0.01849817 -0.01497707 0.02877420 0.102244758 -0.026437256 -0.034673591
## [4,] -0.09244630 -0.10474510 -0.08566103 0.002425453 -0.063265138 -0.011872671
## [5,] -0.07333776 -0.11876469 -0.14405993 -0.037734596 0.007908919 -0.042559692
## [6,] 0.06256050 -0.07271981 0.01802765 -0.004837338 -0.116929503 -0.065754695
## [,42] [,43] [,44] [,45] [,46] [,47]
## [1,] -0.086235586 -0.046518121 0.02800877 0.040026868 -0.03676877 -0.03808226
## [2,] 0.154400088 -0.008437873 -0.05864297 0.114659780 -0.11509799 0.04316367
## [3,] 0.129701026 -0.043950683 -0.02181759 0.033450018 0.03474981 -0.02165466
## [4,] -0.003063281 0.120213896 -0.06984167 0.008750585 -0.03435367 0.06049179
## [5,] -0.081297002 -0.086607301 0.08894111 -0.074577887 -0.07643420 -0.04141773
## [6,] 0.018896626 0.044464094 -0.00922796 0.025068576 -0.05542944 -0.10925036
## [,48] [,49] [,50] [,51] [,52] [,53]
## [1,] -0.08147569 -0.1959937786 -0.03359478 0.010373968 0.13992401 0.29414719
## [2,] -0.06666350 -0.0437799373 0.05991212 -0.262274200 0.03101475 -0.19323281
## [3,] 0.04358988 -0.0028340062 -0.02789305 0.031500858 0.04107584 -0.03000832
## [4,] 0.01810287 -0.0682027066 0.11716521 0.136491736 -0.02698349 0.03333307
## [5,] 0.04136484 -0.0598193043 -0.06790229 0.044525364 -0.15015176 0.05887332
## [6,] 0.03037138 0.0007756603 -0.00886908 -0.006281045 -0.03812054 -0.06462209
## [,54] [,55] [,56] [,57] [,58]
## [1,] 0.025987152 0.06455504 -0.071108774 0.044210156 0.007168862
## [2,] 0.045335340 0.15443337 0.155564299 -0.107501954 -0.135644463
## [3,] 0.087988634 0.05304191 -0.002417312 -0.005286506 -0.003989273
## [4,] -0.003808689 -0.03186482 -0.048762372 0.058435302 0.085942821
## [5,] 0.023545615 -0.12587807 -0.014762063 -0.157509979 0.030169032
## [6,] 0.030818855 0.01411826 0.006805348 0.038535527 -0.046416485
## [,59] [,60] [,61] [,62] [,63]
## [1,] 0.13796900 -0.042687216 -0.160962273 -0.038799854 -0.140534298
## [2,] 0.02481006 -0.083892150 0.049371418 0.078660578 0.051885223
## [3,] -0.02396263 -0.001598147 0.038914607 -0.041622536 -0.097866211
## [4,] 0.08994999 0.102268765 0.001784057 0.006901360 -0.005830357
## [5,] -0.08866411 0.039281968 -0.070924960 0.008261177 -0.011830834
## [6,] 0.07443074 -0.076066469 -0.062502307 -0.084040910 0.032203596
## [,64] [,65] [,66] [,67] [,68]
## [1,] -0.157498714 0.049472748 0.0123484297 0.135521364 0.03356587
## [2,] 0.065794466 0.215558373 -0.0007474766 0.018172485 0.15332125
## [3,] 0.166219259 -0.010551379 0.0241295282 0.045793588 -0.09422729
## [4,] -0.013261457 0.167783926 -0.0554454411 0.068500740 -0.07484386
## [5,] -0.007065487 -0.026148287 0.0261869126 -0.008720558 -0.08489643
## [6,] -0.007682593 0.006160266 -0.0422828639 0.045731476 0.07255040
## [,69] [,70] [,71] [,72] [,73]
## [1,] -0.06871079 0.002355189 0.135972534 0.046272289 0.04582874
## [2,] -0.13886486 -0.089190778 0.162229847 0.089889022 0.06785103
## [3,] 0.06389428 0.127033305 -0.132574429 -0.010311837 0.04772992
## [4,] -0.01460192 0.117907545 0.007755689 0.053299446 0.02201975
## [5,] 0.07230132 0.115783329 0.014807010 0.140870606 -0.04338894
## [6,] -0.01711906 -0.066000369 -0.035463384 -0.006624068 -0.03906609
## [,74] [,75] [,76] [,77] [,78] [,79]
## [1,] -0.030360954 -0.122138494 -0.13557718 -0.06168524 -0.006573751 -0.05222088
## [2,] 0.074523576 -0.184023019 0.06202481 -0.06152811 -0.158935323 0.04966784
## [3,] 0.013622758 -0.047118250 0.03803481 0.11867317 -0.071727500 -0.05459119
## [4,] 0.003615513 -0.024389864 0.04209602 0.03285498 -0.026964665 0.14844352
## [5,] 0.080835053 -0.021526979 -0.08757197 -0.06765072 -0.057493980 0.06253146
## [6,] 0.035200538 -0.005982067 0.15752276 0.01086423 0.033412912 -0.09743364
## [,80] [,81] [,82] [,83] [,84]
## [1,] -0.055159267 0.05432133 0.012591389 -0.0611760242 0.05290002
## [2,] -0.009428958 -0.02075401 -0.006030079 -0.0005029852 -0.07508244
## [3,] 0.150695273 -0.01663886 -0.037231074 -0.0325862096 -0.10158302
## [4,] -0.093794033 -0.01233549 0.021828591 0.1619353578 -0.08634196
## [5,] 0.067134768 0.10390044 0.005763670 0.1830448436 0.03479948
## [6,] -0.044339998 0.02890548 -0.058989580 0.0386192951 0.05353369
## [,85] [,86] [,87] [,88] [,89] [,90]
## [1,] -0.11599430 0.158802224 0.01371501 0.06158636 -0.07392943 -0.026546635
## [2,] 0.03408926 0.073687230 -0.08171262 0.01977068 0.02603302 -0.028266949
## [3,] -0.17709216 0.067300093 0.04420413 -0.01749202 -0.03474795 -0.047888103
## [4,] 0.09120670 -0.003452878 0.18027752 -0.04510680 -0.17269648 0.004797808
## [5,] 0.01683815 0.105392957 -0.09249013 0.10337235 0.20867276 -0.075767135
## [6,] 0.03218873 -0.109191120 -0.02142251 -0.05502094 -0.06174672 0.025441891
## [,91] [,92] [,93] [,94] [,95] [,96]
## [1,] -0.12746251 -0.07394379 0.003684851 -0.07709224 0.00777776 0.124145687
## [2,] -0.15082578 -0.06524739 -0.086441630 0.04724603 0.04155703 -0.100516625
## [3,] 0.05888706 0.09206554 0.045422303 -0.15345414 0.22473588 -0.047842135
## [4,] 0.07904684 0.11014990 -0.055662974 -0.03666850 0.16011600 -0.023263959
## [5,] -0.16287305 -0.01485087 0.086977545 0.04103917 -0.06178780 -0.084147123
## [6,] -0.06387161 0.07356871 -0.081987779 0.12363761 -0.02486854 0.008018199
## [,97] [,98] [,99] [,100] [,101]
## [1,] -0.12797435 0.077395970 0.006367609 -0.076480367 -0.012328173
## [2,] 0.06959817 -0.052133657 0.008251442 0.025815202 -0.004686719
## [3,] 0.16921614 0.066968462 0.070284001 0.087514815 -0.061908121
## [4,] -0.17061801 0.006882174 0.192860731 0.030303835 -0.043520633
## [5,] 0.02557462 -0.087621523 -0.067529898 0.069727853 0.007021551
## [6,] 0.15044504 0.019591272 0.060966751 0.002592153 -0.133564695
## [,102] [,103] [,104] [,105] [,106] [,107]
## [1,] 0.036865689 0.15586582 -0.02248960 -0.02700961 -0.02407339 -0.03757151
## [2,] -0.056000917 -0.09014093 0.05286951 -0.07914280 -0.03971842 0.05194900
## [3,] 0.077073422 0.07106535 0.09355649 0.03006109 0.14395228 -0.12178385
## [4,] -0.056074717 -0.20027667 -0.01560013 -0.09977271 -0.02045629 -0.08605241
## [5,] -0.009894142 0.01881701 0.10963643 0.01170729 0.02664021 0.10991649
## [6,] -0.116720735 -0.07765071 0.11790375 -0.06766502 0.07936010 0.09158202
## [,108] [,109] [,110] [,111] [,112] [,113]
## [1,] -0.007415991 0.04973661 -0.122868452 -0.05214407 -0.02288159 0.02631767
## [2,] 0.028265900 0.01193726 0.090844945 0.06310915 -0.06264751 -0.04652791
## [3,] -0.048707076 -0.10227731 0.031703091 0.02865645 0.11019699 -0.07722860
## [4,] 0.052486893 0.05469295 -0.065147487 -0.08320248 -0.02220818 0.05519890
## [5,] -0.064217810 -0.10762070 0.181352368 0.06215620 -0.04085346 -0.04958765
## [6,] -0.072118816 -0.01001506 0.009624326 -0.18042556 0.04851122 -0.10282164
## [,114] [,115] [,116] [,117] [,118]
## [1,] 0.069185938 -0.058738456 0.01307122 -0.010710615 0.05953170
## [2,] 0.004482921 -0.071133748 -0.02227479 -0.007342701 0.01839063
## [3,] -0.111219870 0.001865654 0.06833092 -0.098776946 0.10516299
## [4,] 0.064018128 -0.176138729 0.05683350 -0.081438238 0.04963698
## [5,] 0.146620109 -0.020934147 -0.21642476 0.037648457 -0.11816548
## [6,] 0.167516427 0.120080338 0.11494585 0.031272332 -0.02334243
## [,119] [,120] [,121] [,122] [,123]
## [1,] -0.015660815 0.11482870 0.05469213 0.011784095 0.120528563
## [2,] 0.095009421 -0.03050635 0.01360147 -0.035890336 0.005765822
## [3,] 0.003946961 -0.05628107 0.03449698 -0.051019788 0.013525094
## [4,] -0.083445443 -0.03705419 -0.22026770 -0.121639901 -0.021730187
## [5,] -0.023767988 0.05026355 0.01989750 0.003641278 0.126858625
## [6,] 0.076614020 -0.12230514 0.10436845 0.063941519 0.055150281
## [,124] [,125] [,126] [,127] [,128]
## [1,] 0.0165440627 0.069088131 0.02660373 0.02797634 0.0008373469
## [2,] -0.0641128560 -0.070303310 -0.02936823 0.04442469 0.0153370168
## [3,] 0.0561154057 -0.101988082 0.15428055 0.02703440 -0.0448698315
## [4,] -0.0384921749 0.006091457 -0.03114817 -0.02276383 -0.0481618954
## [5,] -0.0005337079 -0.075684984 0.07313119 0.02941336 0.1225197283
## [6,] 0.0106916685 -0.047207978 0.03711781 -0.08220722 -0.0727970459
## [,129] [,130] [,131] [,132] [,133]
## [1,] 0.005128927 0.01481401 0.08598622 -0.003569472 -0.053651779
## [2,] 0.010243984 -0.06608601 -0.04360712 -0.067214709 -0.024593506
## [3,] 0.153547902 0.01959681 0.02023614 0.220100084 -0.035743685
## [4,] 0.148536338 0.06768008 -0.02742121 -0.049003442 -0.001562313
## [5,] -0.049645317 -0.08957990 -0.09365507 0.022206667 0.019252906
## [6,] -0.252307476 -0.08453859 0.11720383 0.235702924 -0.050798943
## [,134] [,135] [,136] [,137] [,138] [,139]
## [1,] 0.035014195 -0.08820439 0.059962072 -0.015578102 -0.07578169 0.06641745
## [2,] -0.064828923 0.09120370 -0.031861468 -0.021646751 0.07108102 0.05347974
## [3,] 0.130177033 -0.13997347 -0.009754394 0.043953069 0.11207428 0.07821105
## [4,] -0.020807301 0.13851126 0.008805255 0.047968089 -0.01132487 -0.10911030
## [5,] 0.002126883 -0.08232568 -0.095233000 -0.004380557 -0.06631641 -0.01327871
## [6,] -0.109665916 -0.01538219 -0.022905021 -0.149471569 -0.00939455 -0.04211961
## [,140] [,141] [,142] [,143] [,144] [,145]
## [1,] -0.01940852 -0.02314413 0.091862971 0.047798375 -0.04934786 0.052540676
## [2,] -0.03467179 -0.02353244 -0.006022716 0.008795918 0.02237836 -0.027786787
## [3,] -0.16306515 0.02379183 0.118546832 -0.019928351 0.06165799 -0.072138989
## [4,] 0.01403545 0.08374168 -0.124193117 -0.023183504 -0.05040656 0.121738300
## [5,] 0.06868511 -0.09124561 0.047762908 0.010821780 0.11430700 -0.007975931
## [6,] -0.18941715 0.12185517 0.084385440 0.088612416 0.14962007 0.160749580
## [,146] [,147] [,148] [,149] [,150]
## [1,] -0.02554277 -0.01504246 0.031299791 -0.0002337031 0.018934863
## [2,] 0.03780427 0.06917306 0.005894293 -0.0247934929 -0.060294406
## [3,] 0.04312744 -0.16939032 -0.020982305 0.0014764782 0.079245687
## [4,] -0.00731448 0.03147864 -0.100112304 0.0097111846 -0.006779855
## [5,] -0.02227614 -0.06029752 0.066576353 -0.0309453286 -0.002184922
## [6,] 0.11068878 0.14030424 0.156045050 0.0881479191 0.008062375Next we perform PCA on our data in order to reduce its dimensionality and extract important features. By using the prcomp function from the stats library, we will be able to generate a PCA model that will provide us with important information about the components and their respective loadings.
data<-df.s # for easier references
data.pca1<-prcomp(data, center=FALSE, scale.=FALSE) # stats::
data.pca1$rotation #only “rotation” part, the matrix of variable loadings## PC1 PC2 PC3
## Music -3.906900e-02 0.0454412732 -0.0387255155
## Slow.songs.or.fast.songs 6.203665e-02 0.0057589507 -0.0574394739
## Dance -4.430201e-02 0.0449769333 -0.1709378756
## Folk -6.796734e-02 0.1321558744 0.0883655108
## Country 1.994842e-04 0.1192362904 0.0804306866
## Classical.music -5.112418e-02 0.1688369372 0.1540086454
## Musical -1.302151e-01 0.1131216189 0.0169256016
## Pop -8.240567e-02 -0.0078752628 -0.1470237975
## Rock 1.796469e-02 0.0735654616 0.1123667338
## Metal.or.Hardrock 9.039191e-02 0.0632465987 0.1493090207
## Punk 4.553182e-02 0.0609575353 0.0887294585
## Hiphop..Rap 2.409714e-02 0.0248528315 -0.1992376067
## Reggae..Ska 1.104784e-02 0.1048043968 -0.0267786592
## Swing..Jazz -5.407790e-02 0.1673759433 0.0705786974
## Rock.n.roll -1.627817e-02 0.1381294448 0.0747110569
## Alternative -2.571378e-03 0.1055346143 0.1170331672
## Latino -1.271283e-01 0.0949340070 -0.0545735440
## Techno..Trance 3.415638e-02 0.0369075643 -0.0968246890
## Opera -5.380274e-02 0.1674013252 0.1161711993
## Movies -9.436909e-03 0.0488303069 -0.0579758679
## Horror 8.037660e-02 0.0046623972 -0.0461057766
## Thriller 8.849923e-02 0.0173745989 -0.0187860108
## Comedy -1.884087e-02 0.0223828907 -0.1122670625
## Romantic -1.807008e-01 0.0049312526 -0.0898605701
## Sci.fi 1.121915e-01 0.0769737383 0.0489857574
## War 1.212779e-01 0.0868207501 0.0086194539
## Fantasy.Fairy.tales -1.410826e-01 0.0560298063 -0.0183153153
## Animated -9.341064e-02 0.0554385677 0.0006863365
## Documentary 2.316743e-02 0.1503229719 0.0926337568
## Western 1.125928e-01 0.1178761372 0.0457990770
## Action 1.373210e-01 0.0614384359 -0.0492276123
## History 1.821226e-02 0.1517371015 0.0647881741
## Psychology -7.210796e-02 0.1082894820 0.0297930341
## Politics 6.050417e-02 0.1380778639 -0.0170342823
## Mathematics 6.612548e-02 0.1061769322 0.0565668432
## Physics 8.889736e-02 0.1434925947 0.0783028046
## Internet 6.385898e-02 0.0079653026 -0.0599808203
## PC 1.500522e-01 0.0829040710 0.0061092353
## Economy.Management 2.031785e-02 0.0657826040 -0.1022570964
## Biology -9.673841e-02 0.1009388482 0.0434586282
## Chemistry -4.890595e-02 0.0807250259 0.0575216901
## Reading -1.351342e-01 0.0858382218 0.1053364799
## Geography 1.703977e-02 0.1306779533 0.0049523308
## Foreign.languages -8.681712e-02 0.1111328347 -0.0123487151
## Medicine -7.726872e-02 0.1085977943 0.0390099677
## Law -3.742657e-05 0.1115543055 -0.0701759816
## Cars 1.389504e-01 0.0813570885 -0.1125049842
## Art.exhibitions -1.179552e-01 0.1491111112 0.0606916301
## Religion -6.761095e-02 0.1197040389 0.0775697055
## Countryside..outdoors -8.197134e-02 0.1148264479 0.0465207630
## Dancing -1.413634e-01 0.0979269802 -0.0958059235
## Musical.instruments -5.456243e-02 0.1294857807 0.0728911551
## Writing -6.655587e-02 0.0852258871 0.0804732169
## Passive.sport 4.815252e-02 0.0519125128 -0.0793821684
## Active.sport 5.229486e-02 0.1237974297 -0.1133737386
## Gardening -9.404168e-02 0.0630817349 0.0203466032
## Celebrities -9.499586e-02 -0.0443891446 -0.1597596508
## Shopping -1.544176e-01 -0.0239073932 -0.2003621970
## Science.and.technology 1.042495e-01 0.1680427011 0.0303317211
## Theatre -1.450178e-01 0.1280585326 0.0467762668
## Fun.with.friends -1.336130e-02 0.0852576022 -0.1467179168
## Adrenaline.sports 8.226115e-02 0.1312713132 -0.1260778988
## Pets -6.343885e-02 0.0104856257 -0.0497577196
## Flying -8.619656e-02 -0.0484334523 0.0235411330
## Storm -1.386237e-01 -0.0475316114 -0.0422826582
## Darkness -1.359833e-01 -0.0586254846 -0.0362788950
## Heights -4.720640e-02 -0.0573721046 0.0111248877
## Spiders -1.142364e-01 -0.0654022347 -0.0603441022
## Snakes -1.083415e-01 -0.0586412336 -0.0742865801
## Rats -1.053133e-01 -0.0582623462 -0.0924207576
## Ageing -6.818809e-02 -0.0393301732 -0.0539537276
## Dangerous.dogs -1.189695e-01 -0.0673052164 -0.0127519817
## Fear.of.public.speaking -5.369099e-02 -0.1033595685 0.0859315633
## Smoking 3.467095e-02 -0.0223083524 -0.0827672294
## Alcohol 5.568608e-02 0.0025121758 -0.0406132775
## Healthy.eating -6.219801e-02 0.1046082221 -0.0582967599
## Daily.events 1.094957e-02 0.1122032720 -0.0470294859
## Prioritising.workload -7.243006e-02 0.0792986916 0.0024266383
## Writing.notes -1.364963e-01 0.0761391328 0.0103190121
## Workaholism -7.001940e-02 0.1352126661 0.0601468225
## Thinking.ahead -2.276659e-02 0.0680533118 0.0667204629
## Final.judgement -6.979296e-02 0.0368456395 -0.0014167702
## Reliability -4.816759e-02 0.0898346148 -0.0137145078
## Keeping.promises -3.281156e-02 0.0875031324 0.0129222764
## Loss.of.interest -3.014664e-03 -0.0097513401 -0.0385229697
## Friends.versus.money -7.182417e-02 0.0691898567 0.0142754743
## Funniness 6.780236e-02 0.0518520115 -0.0270394467
## Fake 1.937504e-02 -0.0434298453 0.0615753700
## Criminal.damage 6.965669e-02 -0.0328213277 -0.0366808297
## Decision.making -8.540108e-02 -0.0144135853 0.0784168384
## Elections -1.532334e-02 0.0979322943 0.0238590725
## Self.criticism -5.366960e-02 0.0212342859 0.1075431909
## Judgment.calls -2.309100e-02 0.0691109941 -0.0426226000
## Hypochondria -4.621289e-02 -0.0348535128 0.0301463682
## Empathy -1.014708e-01 0.0439912636 -0.0026156163
## Eating.to.survive 1.425612e-02 -0.0126290543 0.0353297463
## Giving -9.970565e-02 0.0631665173 -0.0870853120
## Compassion.to.animals -9.180261e-02 0.0011438081 -0.0148181735
## Borrowed.stuff -5.963423e-02 0.0474899946 0.0105042379
## Loneliness -4.830480e-02 -0.0608837084 0.1143696931
## Cheating.in.school 5.357387e-02 -0.0430548177 -0.1246057887
## Health -9.433774e-02 -0.0016322022 -0.0594088989
## Changing.the.past -1.415777e-02 -0.0622692042 0.0281786318
## God -1.026645e-01 0.0370332571 -0.0039956618
## Dreams 2.540297e-02 0.0407305636 -0.0595232342
## Charity -5.918943e-02 0.1311109128 0.0104200071
## Number.of.friends 1.898766e-03 0.1087709381 -0.1756146538
## Punctuality -4.660506e-04 0.0005821746 -0.0368932440
## Lying 2.837098e-02 -0.0405325378 0.0030911891
## Waiting 3.116918e-02 0.0553813792 0.0256941790
## New.environment 5.125791e-02 0.0893529434 -0.0952997239
## Mood.swings -8.587422e-02 -0.0751818593 0.0576019236
## Appearence.and.gestures -7.792151e-02 0.0189415857 -0.1293219516
## Socializing 2.703527e-03 0.1098875969 -0.1514095824
## Achievements 1.444379e-02 0.0150487438 -0.0768485686
## Responding.to.a.serious.letter -7.710403e-03 -0.0251536806 0.0584509629
## Children -1.082437e-01 0.0541616654 -0.0543121033
## Assertiveness 3.780418e-02 0.0772217885 -0.0763058418
## Getting.angry -4.501156e-02 -0.0811609527 -0.0280084486
## Knowing.the.right.people 9.125543e-03 0.0818247098 -0.1446592059
## Public.speaking -6.832566e-02 -0.1212576516 0.0454090077
## Unpopularity -5.049881e-02 0.0092468641 0.0603658216
## Life.struggles -2.062404e-01 -0.0637856491 0.0112108082
## Happiness.in.life 1.827732e-02 0.1090895264 -0.1321627250
## Energy.levels 1.381532e-02 0.1200311534 -0.1813874065
## Small...big.dogs 1.150698e-01 0.0307936319 -0.0077700975
## Personality 3.170912e-02 0.0669241006 -0.1495632689
## Finding.lost.valuables -8.269918e-02 0.0629359581 0.0438439120
## Getting.up -1.007248e-03 -0.0636038495 -0.0215553488
## Interests.or.hobbies 1.759112e-02 0.1686364454 -0.0931656483
## Parents..advice -8.969134e-02 0.0492897050 -0.0040333385
## Questionnaires.or.polls -8.333946e-02 0.0217699105 0.0495329401
## Internet.usage 7.231931e-02 -0.0406742945 0.0312686538
## Finances -5.682712e-02 0.0309677197 0.0782240116
## Shopping.centres -9.507766e-02 -0.0080312718 -0.1868776337
## Branded.clothing 5.174312e-02 0.0291818231 -0.1643560659
## Entertainment.spending 7.591717e-02 0.0498970361 -0.1425689090
## Spending.on.looks -5.597204e-02 0.0101805958 -0.2218913292
## Spending.on.gadgets 1.035055e-01 0.0598672522 -0.1111150272
## Spending.on.healthy.eating -1.913588e-02 0.1021030430 -0.0622972450
## Age 1.347348e-02 0.0742333074 0.0280083941
## Height 2.035090e-01 0.0442039963 0.0097006660
## Weight 1.858566e-01 0.0589607262 0.0191164006
## Number.of.siblings -9.813196e-03 0.0505548856 0.0198756133
## Gender 2.444394e-01 0.0584022947 0.0195734948
## Left...right.handed 8.635307e-05 -0.0241396029 -0.0164327661
## Education -1.013151e-02 0.0763811090 0.0207985319
## Only.child 5.885283e-03 -0.0165797901 -0.0331280217
## Village...town -2.476942e-02 0.0114539597 0.0205761084
## House...block.of.flats -2.398030e-02 0.0168193999 0.0029522383
## PC4 PC5 PC6
## Music 0.101850969 -0.0130969767 9.917428e-02
## Slow.songs.or.fast.songs -0.024414398 -0.0327985953 3.663568e-02
## Dance -0.071741615 0.0704450818 1.355704e-01
## Folk -0.014553409 -0.0306028995 6.212055e-02
## Country -0.024114353 0.0428799162 8.141252e-02
## Classical.music 0.097467456 0.0545419263 -1.733342e-02
## Musical 0.034138199 0.0215932833 6.518585e-02
## Pop -0.056383575 0.1040242634 1.082245e-01
## Rock 0.178454793 -0.0149045958 1.321862e-01
## Metal.or.Hardrock 0.109082702 -0.0259817187 8.258202e-02
## Punk 0.132076864 0.0058215708 1.075934e-01
## Hiphop..Rap -0.021270081 0.0816683945 6.365461e-02
## Reggae..Ska 0.069173542 -0.0112739684 1.124621e-01
## Swing..Jazz 0.126391539 0.0053155371 3.997997e-02
## Rock.n.roll 0.160525826 -0.0191469690 1.024871e-01
## Alternative 0.204122106 -0.0505468631 1.363149e-02
## Latino -0.031865583 -0.0329650834 6.371405e-02
## Techno..Trance -0.018440857 0.0984265408 1.432589e-01
## Opera 0.046995127 0.0387737335 -3.838842e-02
## Movies 0.087538454 0.0608123062 1.192287e-01
## Horror 0.060679388 0.0881505849 4.821004e-02
## Thriller 0.041291425 0.1392211700 4.936634e-02
## Comedy -0.045119459 0.0729610492 1.570210e-01
## Romantic -0.014746196 0.0334767499 8.869133e-02
## Sci.fi 0.025597526 0.1107588202 1.756863e-01
## War 0.058064946 0.0832272339 2.446486e-02
## Fantasy.Fairy.tales 0.031680618 -0.0129279636 1.865903e-01
## Animated 0.058533542 -0.0005323130 2.315823e-01
## Documentary -0.024246229 0.0630588095 8.563127e-03
## Western -0.001397437 0.0636029926 7.371639e-02
## Action -0.031027460 0.1363390897 8.049202e-02
## History 0.093180862 0.0293027626 -1.527959e-01
## Psychology 0.105246551 -0.0067277930 -5.158518e-02
## Politics 0.047338601 0.0697604666 -2.478135e-01
## Mathematics -0.122289898 0.0843757107 6.927309e-02
## Physics -0.113938804 0.0854254770 8.216110e-02
## Internet 0.001729275 0.1680367599 8.564310e-02
## PC -0.057216467 0.1732487128 7.423459e-02
## Economy.Management -0.028030842 0.0852814567 -1.441319e-01
## Biology -0.064773269 0.0147628995 1.656586e-01
## Chemistry -0.102738515 0.0069184072 1.496627e-01
## Reading 0.139177196 -0.0532406413 -4.630238e-02
## Geography 0.016796844 0.0252199011 -9.064424e-02
## Foreign.languages 0.121007210 0.0008673898 -5.860713e-02
## Medicine -0.051581539 0.0065218948 9.517427e-02
## Law 0.039620988 0.0686635865 -1.869359e-01
## Cars -0.073776641 0.1227356714 6.927130e-02
## Art.exhibitions 0.142433889 -0.0233321065 -5.259975e-02
## Religion -0.019906121 -0.0231126702 -1.919317e-02
## Countryside..outdoors -0.055815348 -0.0234804293 6.927125e-02
## Dancing 0.013374266 -0.0507282697 2.268349e-02
## Musical.instruments 0.075122618 -0.0121441152 2.690151e-02
## Writing 0.114302675 0.0279914083 -6.758198e-02
## Passive.sport -0.014036764 0.0326195941 1.080174e-01
## Active.sport -0.030546912 -0.0212691902 5.485079e-02
## Gardening -0.094409691 -0.0163871450 3.774691e-02
## Celebrities 0.027507030 0.1424977218 -6.641640e-03
## Shopping 0.040016069 0.0639852002 1.325511e-02
## Science.and.technology -0.035457469 0.1512561263 7.634559e-02
## Theatre 0.122588507 -0.0414872344 -3.814997e-02
## Fun.with.friends 0.096077027 -0.0724923209 1.018933e-01
## Adrenaline.sports 0.041474224 -0.0168163124 6.244192e-02
## Pets 0.005160662 0.0222587740 1.126940e-01
## Flying -0.043982198 0.0715340599 -2.787962e-02
## Storm 0.013986560 0.0265340522 1.283027e-02
## Darkness 0.104039887 0.0383870308 2.271878e-02
## Heights 0.021787786 0.0738420716 -4.624920e-02
## Spiders 0.057689863 0.0910589177 1.071836e-02
## Snakes -0.006414580 0.0916679897 -3.445577e-02
## Rats 0.022030872 0.1211412099 -5.226970e-02
## Ageing 0.087090439 0.1106441372 -4.294030e-02
## Dangerous.dogs 0.001703021 0.1090150634 -2.195526e-02
## Fear.of.public.speaking 0.008385598 0.1402977158 1.175331e-01
## Smoking 0.179914945 -0.0192467066 -8.414600e-02
## Alcohol 0.179278704 -0.0413350146 -2.143244e-02
## Healthy.eating -0.078218702 0.0222307377 -4.509956e-02
## Daily.events 0.036876329 0.1148461208 -2.029012e-01
## Prioritising.workload -0.178295869 0.0512389126 -1.230467e-01
## Writing.notes -0.072452569 0.0572375318 -1.038694e-01
## Workaholism -0.073765983 0.0615131032 -1.439761e-01
## Thinking.ahead -0.110565156 0.1592610931 -9.409786e-02
## Final.judgement -0.072935786 0.0565557504 1.141396e-02
## Reliability -0.132705321 0.0764422272 -7.964826e-02
## Keeping.promises -0.106167242 0.0658995757 -1.540895e-03
## Loss.of.interest 0.105003800 0.0645769580 -4.652293e-02
## Friends.versus.money -0.021602694 -0.0759268541 6.235241e-02
## Funniness 0.085584850 0.0832250143 4.459263e-02
## Fake 0.115188091 0.1354316959 -6.583372e-02
## Criminal.damage 0.103843074 0.1273292858 1.007757e-02
## Decision.making -0.066198358 0.1213323628 1.916207e-02
## Elections -0.006845546 -0.0169428619 -1.037895e-01
## Self.criticism 0.064239913 0.1357809657 -2.704640e-02
## Judgment.calls 0.063333961 0.0148605941 1.807847e-02
## Hypochondria 0.087179291 0.1231583550 -4.020745e-02
## Empathy 0.004707952 -0.0257126134 8.007860e-02
## Eating.to.survive -0.024053218 0.1041535349 4.362522e-02
## Giving -0.060457602 0.0238929953 1.224087e-02
## Compassion.to.animals 0.026067927 0.0298967180 6.440927e-02
## Borrowed.stuff -0.113323601 0.1004250944 6.272204e-02
## Loneliness 0.094410556 0.1823355392 4.440831e-02
## Cheating.in.school 0.151584148 -0.0402047924 9.086510e-02
## Health -0.029660225 0.1812524798 -3.658952e-02
## Changing.the.past 0.108480212 0.1720544853 7.771256e-02
## God -0.068238020 -0.0147770599 3.773038e-02
## Dreams -0.067459467 -0.0826740600 1.703456e-02
## Charity 0.022490294 0.0592976801 -1.138589e-01
## Number.of.friends 0.046798692 -0.1297036238 -4.460517e-03
## Punctuality 0.153440923 -0.0843449997 -1.631971e-02
## Lying 0.139782511 0.0121907440 -5.713067e-04
## Waiting -0.037302992 -0.1070654066 4.370181e-02
## New.environment 0.032631045 -0.1447973421 1.958896e-02
## Mood.swings 0.091475604 0.1046483324 -2.543508e-02
## Appearence.and.gestures 0.046768119 0.0791294346 -6.249106e-02
## Socializing 0.056305655 -0.1122774466 -1.671964e-02
## Achievements 0.053610710 0.0541273956 -2.043449e-02
## Responding.to.a.serious.letter 0.034600222 0.0378171048 1.203737e-02
## Children -0.063513219 -0.0371054267 2.698348e-02
## Assertiveness 0.032609889 -0.0149617942 -7.553410e-02
## Getting.angry 0.089616981 0.1226095858 -9.031507e-02
## Knowing.the.right.people 0.054889082 0.0951231195 -9.140688e-02
## Public.speaking -0.054710074 0.1444093226 8.317772e-02
## Unpopularity 0.008317102 0.0646582727 -3.653462e-03
## Life.struggles 0.025657566 -0.0030015614 3.431323e-02
## Happiness.in.life -0.124696366 -0.1492803971 -2.340873e-02
## Energy.levels -0.067863184 -0.1652195821 9.961869e-03
## Small...big.dogs 0.089941000 -0.0661372557 1.921895e-02
## Personality -0.089973799 -0.0884970033 -2.411589e-02
## Finding.lost.valuables -0.056580110 -0.0114491091 -4.061797e-02
## Getting.up 0.181749585 0.0135875239 8.499993e-02
## Interests.or.hobbies 0.010929971 -0.0962911214 -4.707293e-03
## Parents..advice -0.079568939 0.0711278317 -3.939696e-02
## Questionnaires.or.polls -0.047099237 0.0244151045 4.394259e-02
## Internet.usage 0.105456886 0.1136965111 2.206932e-02
## Finances -0.185505303 0.0450646573 1.335421e-02
## Shopping.centres 0.017516125 0.0861657626 1.871431e-02
## Branded.clothing 0.036331068 0.0999952636 -7.382144e-02
## Entertainment.spending 0.163798501 -0.0110770279 -2.557731e-02
## Spending.on.looks 0.089387799 0.0880295817 -6.326850e-02
## Spending.on.gadgets 0.043953203 0.1435329006 3.429174e-02
## Spending.on.healthy.eating -0.003740773 0.0294616867 -4.534628e-02
## Age -0.084270863 0.0519437865 -1.733527e-01
## Height -0.037971468 0.0971888091 -2.016625e-02
## Weight -0.033428958 0.1055100344 -2.004206e-02
## Number.of.siblings -0.021727320 -0.0066309119 2.752986e-02
## Gender -0.062518921 0.1058477652 -7.209056e-05
## Left...right.handed 0.037160402 -0.0227215968 3.009639e-02
## Education -0.047120338 0.0228637294 -1.661571e-01
## Only.child 0.028009617 -0.0144063227 -3.262855e-02
## Village...town -0.058229432 -0.0060864877 1.079695e-01
## House...block.of.flats -0.046760503 -0.0025425773 9.050947e-02
## PC7 PC8 PC9
## Music -0.0179196948 0.069083995 -0.0060538580
## Slow.songs.or.fast.songs 0.0379348882 0.010584937 -0.0493339827
## Dance -0.0311277737 -0.107012144 0.0828596004
## Folk -0.0891848412 -0.163621132 0.0609980173
## Country -0.1153246803 -0.085923738 0.0826436174
## Classical.music -0.0138138417 -0.043971619 0.1271704541
## Musical -0.0217885296 0.001065973 0.1502233551
## Pop -0.0395847903 -0.002530744 0.1648701571
## Rock -0.1153341430 0.132529280 -0.1253225256
## Metal.or.Hardrock -0.0382344611 0.082640717 -0.1802228120
## Punk -0.0909200288 0.113149193 -0.2091189405
## Hiphop..Rap -0.0113603442 -0.055506872 0.0230263079
## Reggae..Ska -0.1128699637 0.021651266 -0.1138161143
## Swing..Jazz -0.0825554363 0.010106315 0.0305010590
## Rock.n.roll -0.1409861831 0.036677801 -0.0914821404
## Alternative -0.0567981175 0.049921525 -0.0831505783
## Latino -0.0305593627 -0.076005304 0.1235340978
## Techno..Trance 0.0522100959 -0.112200016 0.0396207372
## Opera -0.0049044448 -0.048651081 0.0696655340
## Movies -0.0588956506 0.094752218 0.1292570310
## Horror -0.0371782218 0.065269087 -0.0139003887
## Thriller -0.0684443929 0.043015815 -0.0050155612
## Comedy -0.0579045332 0.148350782 0.0591625736
## Romantic -0.0607757072 0.040699360 0.1033261339
## Sci.fi -0.0261680187 0.030871583 0.1068402154
## War -0.0372968611 -0.106397609 0.0083368383
## Fantasy.Fairy.tales -0.0733386958 0.066130546 0.0345465638
## Animated -0.0356755247 0.109588972 0.0639037783
## Documentary 0.0099059263 0.014497159 -0.0526893459
## Western -0.0551603837 -0.083163773 -0.0011747428
## Action -0.0757364564 0.006478157 0.0713089711
## History 0.0072145730 0.010741859 0.0207994545
## Psychology 0.0579573511 0.009840068 0.0645133909
## Politics -0.0239004072 0.013240911 0.0936783886
## Mathematics 0.0039942833 0.007262148 0.0689017781
## Physics 0.0911707768 -0.040078898 -0.0381058138
## Internet -0.1040654332 0.101451245 0.1236000984
## PC -0.1009444484 0.041555374 0.0448722154
## Economy.Management -0.1187772774 0.099164048 0.1390894837
## Biology 0.2771381976 -0.054887472 -0.1217091824
## Chemistry 0.2705950261 -0.046536198 -0.1156347736
## Reading 0.0326900650 0.096948936 0.0440937287
## Geography 0.0230658197 0.025101824 0.0293467954
## Foreign.languages -0.0124398534 0.081698269 0.0694251938
## Medicine 0.2473941593 -0.077081709 -0.1072039063
## Law 0.0070917049 0.039762823 0.0673918669
## Cars -0.0338156691 -0.047622341 -0.0359286015
## Art.exhibitions 0.0286852882 -0.028958822 -0.0501996866
## Religion 0.0207226100 -0.236075199 0.1262737163
## Countryside..outdoors -0.0074462554 -0.064417853 -0.0385812546
## Dancing 0.0732509045 -0.118206873 0.0592337203
## Musical.instruments -0.0086638459 -0.102816529 0.0119786409
## Writing 0.0563039697 -0.049942700 0.0534443741
## Passive.sport -0.0374515133 0.029889742 -0.0130239000
## Active.sport 0.0629209683 -0.061263994 -0.1290325582
## Gardening 0.0927586346 -0.081371554 -0.0522495540
## Celebrities -0.0169446030 0.014847585 0.0308568838
## Shopping 0.0543769403 0.041771729 0.0145250605
## Science.and.technology 0.0633370993 0.019669073 -0.0611827401
## Theatre 0.0203310225 0.041184359 0.0105904122
## Fun.with.friends -0.0504606380 0.056377786 -0.0512309300
## Adrenaline.sports 0.1092258375 -0.058902496 -0.0767984138
## Pets 0.0658752036 0.102335368 -0.1574715649
## Flying -0.1771786190 -0.077607548 -0.0723215804
## Storm -0.1310966633 -0.112152468 -0.1661369936
## Darkness -0.0943754832 -0.056772146 -0.1138347378
## Heights -0.1651158941 -0.108657994 -0.1305626003
## Spiders -0.0910065646 0.012908011 -0.0690084350
## Snakes -0.2269460574 -0.087540225 -0.0342335241
## Rats -0.1929825230 -0.132274256 -0.0176623877
## Ageing -0.0079151300 -0.012894030 -0.1594200669
## Dangerous.dogs -0.1292331860 -0.128873777 -0.0578583039
## Fear.of.public.speaking -0.0526343494 0.013086109 -0.0594070596
## Smoking -0.0410713604 -0.040134249 -0.0966241162
## Alcohol -0.0479470103 -0.038347214 -0.0609577073
## Healthy.eating 0.0724182470 0.036673810 -0.1108115751
## Daily.events -0.0284503562 0.056758547 0.0719986443
## Prioritising.workload 0.0144739581 0.059221963 -0.1804408173
## Writing.notes -0.0081411382 0.038365040 -0.0636849470
## Workaholism 0.0543511069 0.055669611 -0.1058317546
## Thinking.ahead 0.0350297307 0.095425369 -0.0502580346
## Final.judgement -0.0371411195 -0.145962402 0.0770037265
## Reliability -0.0609969405 0.164089808 -0.0111791921
## Keeping.promises -0.0340736882 0.086244555 -0.0738275992
## Loss.of.interest 0.1413544272 -0.065592253 0.0806681135
## Friends.versus.money -0.1147715089 -0.036145141 -0.0481854391
## Funniness -0.0152114537 0.016425669 -0.0007640892
## Fake 0.1539473052 -0.114720962 0.0903323737
## Criminal.damage 0.1057608266 -0.086319767 -0.1144252737
## Decision.making -0.0282681876 0.047006974 -0.0994696009
## Elections -0.0690890236 0.065267485 0.0402107189
## Self.criticism 0.0344984232 0.042965511 0.0273062080
## Judgment.calls 0.0037335487 0.028280793 0.0070826690
## Hypochondria -0.0004714191 -0.107791589 -0.0896588596
## Empathy -0.0703165885 0.048055787 -0.0287030021
## Eating.to.survive -0.0021054510 -0.154012211 0.0105503475
## Giving -0.0657573409 0.049435682 -0.0398591458
## Compassion.to.animals 0.0197955636 0.141041171 -0.1206676123
## Borrowed.stuff -0.0070250634 0.158771847 -0.0476593482
## Loneliness 0.1181693672 -0.021657320 0.0380222021
## Cheating.in.school -0.0089372211 -0.013409047 0.0139103391
## Health -0.0115645201 -0.008744574 -0.1793040588
## Changing.the.past 0.1157483023 -0.055369060 0.0756428189
## God -0.0257335169 -0.241605491 0.1347750055
## Dreams 0.0092196220 0.044692158 0.1021192550
## Charity 0.0164289695 -0.055836086 0.0408381554
## Number.of.friends -0.1182044957 -0.071596246 -0.0675435185
## Punctuality -0.0329153857 -0.114146098 0.0409247953
## Lying 0.0113528330 -0.004391778 0.0788463752
## Waiting -0.0090214732 0.078283297 0.1399279210
## New.environment 0.0150959354 -0.021906805 0.0817642616
## Mood.swings 0.1596329324 -0.074945673 -0.0047557124
## Appearence.and.gestures 0.1039151814 0.017091628 0.0184805521
## Socializing 0.0806396562 -0.043880729 0.0130745166
## Achievements 0.0482747464 -0.003130823 -0.0356960558
## Responding.to.a.serious.letter -0.0267506664 0.041253962 -0.0001859987
## Children -0.0364217200 -0.034073959 0.0589672749
## Assertiveness 0.0297342817 0.027811983 0.0351699719
## Getting.angry 0.1007913499 -0.046267887 -0.1042473311
## Knowing.the.right.people 0.0898087336 0.017395623 0.0153154030
## Public.speaking -0.0220034900 0.063456782 -0.0157028997
## Unpopularity 0.0111238521 0.025634509 0.0917655677
## Life.struggles 0.0276570347 0.036743155 -0.0266480980
## Happiness.in.life -0.0996819483 0.035605706 -0.0383971445
## Energy.levels 0.0017491414 -0.013447806 -0.0957042758
## Small...big.dogs 0.0861478473 -0.067007767 -0.0943708970
## Personality -0.0283117753 0.003352985 -0.0582907646
## Finding.lost.valuables 0.0016484051 0.057595103 0.0127603964
## Getting.up -0.0362275174 -0.026344880 0.0390175237
## Interests.or.hobbies -0.0030625764 -0.026187055 -0.0458325099
## Parents..advice 0.0202666472 0.047525403 0.0036585009
## Questionnaires.or.polls 0.0552893942 0.063066631 0.1041835199
## Internet.usage -0.0315208379 0.039178330 0.1109318552
## Finances -0.0100904522 0.109942668 0.0608862821
## Shopping.centres 0.1008846269 0.034436140 0.0716781658
## Branded.clothing 0.1083010538 -0.023760737 -0.0325912419
## Entertainment.spending 0.0183745815 -0.032955532 -0.0902337276
## Spending.on.looks 0.1071688285 0.010820789 -0.0468332229
## Spending.on.gadgets 0.0741255940 0.062416420 -0.0024417754
## Spending.on.healthy.eating 0.0528605179 0.153828813 -0.1165873503
## Age -0.1830779030 -0.069601912 -0.0998167713
## Height -0.0343755862 -0.063811327 -0.0465950443
## Weight -0.0375479168 -0.086847896 -0.0488472607
## Number.of.siblings -0.0655807961 -0.210442071 0.0071530899
## Gender -0.0363503147 -0.098409510 -0.0197523205
## Left...right.handed -0.0154519998 0.019975784 0.0264219119
## Education -0.1518798446 -0.095999389 -0.0771426672
## Only.child 0.0905850951 0.126300866 0.0311144670
## Village...town -0.0133402826 -0.201994975 -0.0776141665
## House...block.of.flats 0.0080955969 -0.211580634 -0.1006094661
## PC10 PC11 PC12
## Music 0.0517618273 -0.0113604804 0.0191183516
## Slow.songs.or.fast.songs -0.0512499059 -0.1274893144 -0.0091562248
## Dance -0.1028451894 -0.0826636076 0.1141914508
## Folk -0.0802932847 -0.0151577049 0.0764244722
## Country -0.1115648534 0.0151387188 0.0123313605
## Classical.music -0.0637759112 0.0674864713 -0.0046222412
## Musical -0.1491090589 0.0390794348 -0.0543736395
## Pop -0.1374218726 -0.0093710661 0.0850829476
## Rock -0.0295802060 0.0968015248 0.0104780562
## Metal.or.Hardrock -0.0387393436 0.0066263833 -0.0164380976
## Punk -0.0072962403 0.0228712761 -0.0184660368
## Hiphop..Rap -0.0366946464 -0.1436636272 0.0377081401
## Reggae..Ska -0.0940663757 -0.1094528979 0.0833573025
## Swing..Jazz -0.0740580298 -0.0217403680 0.0935834881
## Rock.n.roll -0.0511897754 0.0157708078 0.0416464321
## Alternative 0.0440752739 0.0434090501 0.0516915380
## Latino -0.1985691146 -0.0911188179 0.0871787238
## Techno..Trance -0.0585124175 -0.1127694578 0.0888636239
## Opera -0.1273191955 0.0307997355 -0.0594005980
## Movies 0.0912903026 0.0330982682 -0.1960071777
## Horror 0.0242121144 -0.2173022342 -0.1161881051
## Thriller 0.0092468615 -0.1282708786 -0.1616789766
## Comedy -0.0219717582 -0.0515257658 0.0154365973
## Romantic -0.0305262461 0.0221409774 0.0446618911
## Sci.fi -0.0247385351 -0.0212460314 -0.0431644701
## War 0.0833784338 0.0051980351 -0.1167930321
## Fantasy.Fairy.tales -0.0678869506 0.0225116707 -0.0239694028
## Animated -0.0437545473 0.0311084273 -0.0369533735
## Documentary -0.0077547746 0.0182456882 -0.0510867345
## Western -0.0644483806 -0.0236462881 -0.0706313029
## Action 0.0007878210 -0.0340357885 -0.0914720369
## History 0.0496990013 -0.0914576216 -0.1564363708
## Psychology -0.0292034449 -0.0899109234 -0.0343201158
## Politics 0.0583481899 -0.0067109034 -0.1340758853
## Mathematics -0.1262711168 0.1106797564 0.0683391077
## Physics -0.1481218244 0.1424165186 0.0438645011
## Internet 0.0200946859 0.0826685727 -0.0089740406
## PC 0.0007816777 0.0127684777 0.0211143731
## Economy.Management -0.0415422297 -0.0017249623 0.0168186920
## Biology -0.0955595410 0.1187660087 -0.0770612486
## Chemistry -0.1419665181 0.1401545135 -0.0182597375
## Reading -0.0373116865 -0.0120959928 -0.0665549336
## Geography 0.0889184838 -0.0117095562 -0.1006726942
## Foreign.languages 0.0107275011 0.0221136808 0.0101729314
## Medicine -0.1090985856 0.0972033017 -0.0787596473
## Law -0.0391471949 -0.0821277157 -0.1744329452
## Cars 0.0422620667 -0.0371755997 -0.0791012581
## Art.exhibitions 0.0319260843 -0.0040661378 -0.0693218759
## Religion 0.1425481319 0.0261916981 -0.0426423809
## Countryside..outdoors 0.1209744340 -0.0564348700 -0.0203602281
## Dancing -0.0287664567 -0.0925930936 -0.0165582399
## Musical.instruments 0.0268978775 -0.0225947337 0.0320538329
## Writing 0.0354941622 -0.1113893754 -0.0575001298
## Passive.sport 0.1220008284 0.0054995138 -0.0421525808
## Active.sport 0.0353947881 -0.1139268643 -0.0575603395
## Gardening 0.0417666195 -0.0367695637 -0.1479412750
## Celebrities -0.0731474223 -0.0021436718 -0.0617808752
## Shopping -0.0430481222 0.0583653593 -0.1207439962
## Science.and.technology -0.0254329974 0.1152952410 -0.0423353728
## Theatre -0.0157819410 0.0145658744 -0.0526538388
## Fun.with.friends 0.0719247401 0.0723327073 0.0870093206
## Adrenaline.sports 0.0767647248 -0.1020710836 -0.0124834549
## Pets -0.0020619955 -0.0918529524 -0.2222483906
## Flying -0.0178340286 -0.0513799414 -0.0545099932
## Storm -0.0824795452 0.0194482047 -0.0486808370
## Darkness -0.0761973877 0.0001153302 -0.0092942641
## Heights -0.0457746355 0.0140174982 -0.0319826560
## Spiders -0.0982804421 0.0547963858 -0.1176587289
## Snakes -0.0359599543 0.0755293182 -0.1177956032
## Rats -0.0729437082 0.0221924961 -0.0991081988
## Ageing -0.0003149926 -0.0117488676 0.0814714247
## Dangerous.dogs -0.0172176567 0.1115729113 0.0142574707
## Fear.of.public.speaking 0.0138878253 0.0434584589 -0.0620618578
## Smoking -0.0734883898 -0.0979364497 0.0415921954
## Alcohol -0.0726057222 0.0750327481 0.1420986542
## Healthy.eating 0.0257494828 0.0529778501 0.0209289228
## Daily.events 0.0604296327 -0.0445754136 -0.0508040250
## Prioritising.workload -0.0685069278 -0.0928885133 0.0229998472
## Writing.notes -0.0329571723 -0.0371464507 0.1059937578
## Workaholism -0.1009138041 0.0231774281 0.0551938802
## Thinking.ahead 0.0145307405 -0.0623355117 0.1915691361
## Final.judgement 0.1911817271 0.0689477615 0.1206241106
## Reliability -0.0405313336 -0.0828314449 0.1289177213
## Keeping.promises 0.0477577702 -0.1159474094 0.2011970610
## Loss.of.interest -0.1279149651 -0.0475509770 0.1432585579
## Friends.versus.money 0.2211661036 0.0255111540 0.1233068840
## Funniness 0.0645615703 0.0967902243 0.1194900602
## Fake -0.0617809238 0.0204604850 -0.0398712924
## Criminal.damage -0.0115673080 -0.1353003109 0.0080561601
## Decision.making 0.0917015000 0.0950870367 0.1267423303
## Elections 0.0394676954 0.0093011947 0.0532488903
## Self.criticism 0.1059265563 0.0141660498 0.2477770786
## Judgment.calls -0.0080101929 -0.1599482003 0.1224590013
## Hypochondria 0.0050568930 0.0423621479 -0.0603471532
## Empathy 0.0827205246 -0.1460594670 0.1001314074
## Eating.to.survive 0.0256285295 -0.1177854279 -0.0433524908
## Giving 0.1404005815 -0.0318612774 -0.0484242521
## Compassion.to.animals 0.1381552211 -0.1491504756 -0.1158693764
## Borrowed.stuff 0.1240932336 -0.1531848816 0.0740550320
## Loneliness 0.0802982476 -0.1136078939 0.0712413372
## Cheating.in.school 0.0846641362 -0.0757365573 -0.0089578595
## Health 0.1061750743 0.0662791217 0.0501459543
## Changing.the.past 0.1569074902 -0.0605435072 0.0795632555
## God 0.2020459431 0.0481326889 0.0435182645
## Dreams -0.0363336491 0.1391059579 -0.0100142807
## Charity 0.1370919674 0.0227214652 -0.0991357250
## Number.of.friends 0.0785305155 0.0553227570 0.0949609019
## Punctuality 0.0171545475 0.1554926337 0.0266656281
## Lying -0.0790535861 -0.0073634648 -0.0422693856
## Waiting 0.0301527290 0.0295368822 -0.0323029368
## New.environment -0.0221545133 -0.0591674293 0.0471413988
## Mood.swings 0.0076186107 -0.0827406942 0.1417152951
## Appearence.and.gestures -0.0021059311 0.0581706001 0.0819729264
## Socializing 0.0427981558 -0.0667750813 0.1066842329
## Achievements -0.0525386946 0.1160739312 0.0473943456
## Responding.to.a.serious.letter 0.0638331109 0.2097960566 0.0375345810
## Children 0.1513157728 -0.0148577952 -0.0214732304
## Assertiveness -0.0941752034 -0.1139645253 0.0421882283
## Getting.angry -0.0364939193 -0.0446399458 0.0910106280
## Knowing.the.right.people -0.0522153710 0.0621495328 0.1442114271
## Public.speaking 0.0287445977 0.0771431632 -0.0296503260
## Unpopularity 0.1596702026 -0.0335809362 0.0668682296
## Life.struggles 0.0142111280 -0.0480169205 0.0004274507
## Happiness.in.life -0.0577883692 0.1291342465 0.0239665245
## Energy.levels 0.0218306198 0.0106075243 0.0126876243
## Small...big.dogs -0.0111064732 -0.1616722321 0.0087584386
## Personality -0.0368359722 0.0928034847 -0.0245158737
## Finding.lost.valuables 0.2251263328 0.1541505952 -0.0860262779
## Getting.up 0.1039195286 0.0929120652 0.0344908764
## Interests.or.hobbies 0.0639294864 -0.0288895842 0.0239391526
## Parents..advice 0.1044183459 0.0539406514 0.0021857428
## Questionnaires.or.polls 0.0153896084 -0.0818200559 -0.0025601779
## Internet.usage -0.0509967814 0.0403188928 0.1054269480
## Finances 0.0392150002 -0.0399943770 -0.0298197419
## Shopping.centres -0.0266447186 0.1224691072 -0.1170696038
## Branded.clothing 0.0569401928 0.1754441153 -0.0713652503
## Entertainment.spending 0.0880735091 0.1543262425 0.0963191127
## Spending.on.looks 0.0191419551 0.1174619493 0.0047734093
## Spending.on.gadgets 0.0730467697 0.0954697579 0.0120244247
## Spending.on.healthy.eating 0.0773718295 0.1012899024 0.0162953601
## Age -0.1366560157 -0.0657867204 -0.0080806826
## Height 0.0460874257 0.0542722150 0.0385228167
## Weight -0.0275412349 0.0087353976 0.0275789313
## Number.of.siblings 0.0777463922 0.0404411806 0.0537965268
## Gender 0.0521763289 0.0699925972 0.0142862764
## Left...right.handed -0.0342948140 0.0028099361 0.0754973704
## Education -0.1336020560 0.0133257327 -0.0115068361
## Only.child -0.0716734875 0.0022484647 -0.0614730605
## Village...town 0.0886320372 -0.0883469209 -0.0254496229
## House...block.of.flats 0.0760001609 -0.0527333389 -0.0966436712
## PC13 PC14 PC15
## Music -0.0540613700 0.099285147 -0.0271807965
## Slow.songs.or.fast.songs -0.0899376628 0.090259815 -0.0909274416
## Dance -0.1665231931 -0.020749685 -0.0146393161
## Folk 0.0251606190 0.054406642 0.1205353006
## Country 0.0803349777 -0.035233955 0.0407816711
## Classical.music 0.0007655712 0.009120640 0.1588609519
## Musical 0.0607788537 -0.101777992 0.0530159631
## Pop -0.0962915240 0.015066770 -0.0223259850
## Rock 0.0084174338 0.101244115 -0.0951852350
## Metal.or.Hardrock 0.0984498978 0.073736613 -0.1255725281
## Punk 0.0998865247 0.154848140 -0.2009673587
## Hiphop..Rap -0.1121787271 -0.017821173 -0.0082992107
## Reggae..Ska -0.0838688872 0.022185905 -0.0384115655
## Swing..Jazz 0.0243452500 -0.078155121 0.1151254184
## Rock.n.roll 0.0664709034 -0.005320454 -0.0633118260
## Alternative 0.0043595108 0.006242739 -0.0809981125
## Latino -0.0717760112 -0.030934666 0.0343536971
## Techno..Trance -0.1091926755 0.052548771 -0.0511417626
## Opera 0.0282012064 -0.042652643 0.1593453790
## Movies -0.0711171081 -0.010281300 0.0163339483
## Horror -0.0978170934 -0.119096899 -0.1234973985
## Thriller -0.1537044746 -0.005044631 -0.0993344413
## Comedy -0.0117639681 -0.007086654 0.0792566803
## Romantic 0.0806265751 -0.101174401 -0.0488177628
## Sci.fi 0.0534305930 -0.019460446 -0.0120119052
## War -0.0207622947 0.130898695 0.0967798882
## Fantasy.Fairy.tales 0.0186979236 -0.056564066 0.2317585118
## Animated 0.0434890795 -0.043077600 0.1854979180
## Documentary -0.0499164950 0.156290521 0.1926629599
## Western 0.1187373514 -0.030750324 0.0592701905
## Action 0.0078663213 0.096969698 0.1269923954
## History -0.0781977120 0.128303553 0.1415279786
## Psychology -0.1156466742 0.059786995 -0.1212188836
## Politics -0.1099582289 0.132916040 -0.0157520330
## Mathematics 0.0227553097 -0.054354494 -0.2140399097
## Physics -0.0146517201 -0.057942624 -0.1108701594
## Internet 0.0445742011 0.061256179 -0.1785832725
## PC 0.0698860976 -0.067046056 -0.1715922237
## Economy.Management 0.0026662398 0.032896599 -0.1582913984
## Biology -0.2017580293 0.049138455 -0.0742633910
## Chemistry -0.1715484711 0.081014877 -0.0563924800
## Reading -0.0284901712 0.030332389 0.0676225225
## Geography -0.0114058659 0.115212241 -0.0273072204
## Foreign.languages 0.0068623791 0.113209788 -0.1295718990
## Medicine -0.2049921906 0.073999002 -0.1313635212
## Law -0.0683871645 0.066424879 -0.0766010839
## Cars 0.0493145512 -0.022740946 0.0321065288
## Art.exhibitions 0.0460477425 -0.134697952 -0.0245747965
## Religion -0.0396635470 0.086749399 -0.0845737614
## Countryside..outdoors 0.1082174473 -0.061050003 0.0191874287
## Dancing -0.0143654202 -0.103494918 -0.0651089921
## Musical.instruments 0.1707594324 -0.115887247 -0.0562226477
## Writing 0.1063912242 -0.117323098 -0.0408567283
## Passive.sport -0.0192673888 0.035320919 -0.0209028891
## Active.sport 0.0320796828 -0.057007462 0.0070992142
## Gardening 0.0227299256 -0.115730520 0.0357707575
## Celebrities 0.0365258423 -0.026308449 -0.0144092795
## Shopping 0.0629662277 0.003429836 -0.0266866893
## Science.and.technology -0.0018568054 0.040258193 -0.0209562408
## Theatre -0.0160346215 -0.131901680 0.0930924983
## Fun.with.friends -0.0972511114 -0.035310521 0.0498798648
## Adrenaline.sports 0.0123942559 -0.063772788 -0.0764829822
## Pets 0.0075455661 -0.012913877 0.1010533071
## Flying 0.0008423010 -0.006380306 0.0076391631
## Storm 0.0360259928 0.022343163 -0.0427724868
## Darkness 0.0325938154 0.030518198 -0.0625687918
## Heights 0.0126903123 0.048523830 0.0278956250
## Spiders 0.0587555248 0.073425301 -0.0112564337
## Snakes 0.1086483181 0.103619269 0.0490210436
## Rats 0.0469961831 0.122101813 -0.0652692755
## Ageing 0.0395271816 0.006783875 0.0309345889
## Dangerous.dogs 0.0447750604 0.121648979 -0.0255902225
## Fear.of.public.speaking -0.0973060446 -0.068772523 -0.0308221331
## Smoking -0.1183553831 -0.004055911 -0.0110572687
## Alcohol -0.1524670177 -0.017964866 -0.0147781069
## Healthy.eating 0.0154863772 0.013894410 -0.0551076849
## Daily.events -0.0869925301 0.095851917 -0.0046862958
## Prioritising.workload 0.1234597619 -0.006952802 -0.0110097661
## Writing.notes 0.0344160034 -0.038881697 0.0127984052
## Workaholism 0.0728248923 0.036902948 -0.0521469409
## Thinking.ahead 0.0533098922 0.090579659 0.0013442033
## Final.judgement -0.0194085008 -0.010711949 -0.0087486379
## Reliability 0.0091385096 0.006262724 0.0835799568
## Keeping.promises 0.0242834847 -0.096127418 0.0570749676
## Loss.of.interest 0.0626939544 0.036329102 0.0266186848
## Friends.versus.money -0.0269196886 -0.088104321 -0.0195995543
## Funniness 0.0308454101 0.022015013 0.0678206933
## Fake 0.0644555271 -0.021048039 0.0744288972
## Criminal.damage 0.0157056956 0.037649911 0.0557374488
## Decision.making -0.0694333078 0.067337427 0.0948721003
## Elections -0.2192786670 -0.040292910 0.1057670621
## Self.criticism 0.0106545086 0.088087808 0.0463357662
## Judgment.calls -0.0163438653 0.123233023 0.0277320180
## Hypochondria 0.1561416209 -0.047858968 -0.1917461781
## Empathy -0.1200994870 0.078170758 -0.0446906430
## Eating.to.survive 0.1448056501 -0.125653411 -0.0871951407
## Giving 0.0225561023 -0.113021792 -0.0007101734
## Compassion.to.animals -0.0839057565 -0.047101759 0.0734491598
## Borrowed.stuff -0.0087604668 0.024083238 0.0714742369
## Loneliness 0.0267447070 -0.049642773 -0.1011769394
## Cheating.in.school -0.0767341367 0.071798225 0.0745201203
## Health -0.0138807538 0.010866701 0.0083275051
## Changing.the.past 0.0594461306 -0.075388322 -0.0014555586
## God -0.0246665912 0.061030314 -0.0211884590
## Dreams 0.0504449171 0.027170713 0.0504006883
## Charity -0.0448190857 -0.135181404 -0.0953822629
## Number.of.friends 0.0472816546 -0.040473719 -0.0189082552
## Punctuality -0.1095717411 -0.058935426 -0.0428733994
## Lying -0.0360651168 0.102326202 0.0973436551
## Waiting 0.0400635324 -0.052781829 -0.1490691652
## New.environment 0.1308955561 0.183869388 -0.0873064105
## Mood.swings 0.0416149552 -0.024840041 0.0074587901
## Appearence.and.gestures -0.0221739817 0.133474870 0.0593717406
## Socializing 0.0901489761 0.083319244 -0.0931854945
## Achievements 0.0302547836 -0.030221462 0.0986508278
## Responding.to.a.serious.letter -0.1424590325 0.126855482 0.0431740066
## Children -0.0942061239 0.010076224 -0.0324381078
## Assertiveness -0.0127295601 0.080913289 -0.0210274934
## Getting.angry -0.0302425360 0.021195394 0.0693893270
## Knowing.the.right.people 0.1575061271 0.089193501 0.0378210846
## Public.speaking -0.1252802642 -0.033547717 0.0318216024
## Unpopularity -0.0549819979 0.075489292 -0.0801396718
## Life.struggles -0.0514094226 -0.051057410 -0.0460469901
## Happiness.in.life -0.0018548573 0.072855982 0.0528042479
## Energy.levels 0.0661041849 0.084766037 0.0079622644
## Small...big.dogs 0.0227827868 -0.081734977 0.0998797745
## Personality 0.0495671119 -0.028545624 0.0096179774
## Finding.lost.valuables -0.0087479577 -0.077607201 -0.0421996868
## Getting.up -0.1308854383 -0.102721820 0.0009778930
## Interests.or.hobbies 0.1441022787 -0.016982132 -0.0301756177
## Parents..advice -0.0569458156 0.070178197 0.0223065653
## Questionnaires.or.polls 0.0970276408 0.089052223 -0.0421900646
## Internet.usage -0.0013412683 0.002677611 -0.0779635007
## Finances 0.0218643657 0.082253299 -0.0530498898
## Shopping.centres 0.1306580890 0.030454770 -0.0229178714
## Branded.clothing 0.0145480818 -0.037730962 0.0863503897
## Entertainment.spending -0.0711246214 -0.117911197 0.0083943307
## Spending.on.looks 0.0276558678 -0.071183347 0.0184232579
## Spending.on.gadgets 0.0765504610 -0.179168535 0.0067740857
## Spending.on.healthy.eating 0.0187528092 -0.077559285 0.0375520614
## Age -0.2217103691 -0.197886997 -0.0413383946
## Height -0.0278869532 -0.071900533 0.1068702681
## Weight -0.0309087390 -0.123128267 0.1381781699
## Number.of.siblings -0.0713035145 0.055124228 -0.1214381747
## Gender 0.0069885419 -0.011185889 0.0996479010
## Left...right.handed 0.0070390925 0.064386602 -0.0181340227
## Education -0.1846085120 -0.179433399 -0.0437753941
## Only.child 0.1296975484 -0.050960026 0.0275426074
## Village...town 0.0660839097 0.235924033 0.0898365588
## House...block.of.flats 0.0907186356 0.170548083 0.1169264204
## PC16 PC17 PC18
## Music 0.0157972467 1.242231e-01 -0.0406789505
## Slow.songs.or.fast.songs 0.1747375459 1.317627e-01 0.1084577030
## Dance 0.0763229822 -8.859691e-02 -0.0100166834
## Folk -0.0757429102 -5.641019e-02 -0.0176846101
## Country -0.0281734231 -1.817044e-01 -0.0794313788
## Classical.music -0.0580711710 3.384097e-02 -0.0975522860
## Musical 0.0019834047 -2.495924e-02 -0.1225748482
## Pop 0.0668097944 -1.525851e-02 0.0008938602
## Rock 0.0384717513 -4.491403e-02 0.0240784151
## Metal.or.Hardrock -0.0131028563 -3.308351e-02 0.0969109670
## Punk 0.0378248980 -6.230886e-02 0.0290624307
## Hiphop..Rap 0.0986705793 -1.153827e-01 0.0586962582
## Reggae..Ska 0.0771591019 -2.025221e-01 0.0593140583
## Swing..Jazz 0.0254501050 -1.203100e-01 0.0182570117
## Rock.n.roll 0.0495903327 -1.146862e-01 0.0060243145
## Alternative 0.0864375326 -4.607982e-03 -0.0552868858
## Latino -0.0221426536 -1.806614e-01 0.0138147079
## Techno..Trance 0.0305203270 2.799081e-02 0.0299704175
## Opera -0.1327030265 1.374721e-02 -0.1456046961
## Movies -0.0491281262 7.589574e-02 -0.0189493552
## Horror -0.1077367203 5.209327e-02 -0.0950036604
## Thriller -0.1089726402 4.188812e-03 -0.1533973421
## Comedy -0.0157351541 6.323575e-02 0.2025449714
## Romantic -0.0395550427 -3.496389e-02 0.0487207178
## Sci.fi -0.0395229423 6.511876e-03 -0.0147352940
## War -0.0647703851 -1.387503e-01 -0.0475214225
## Fantasy.Fairy.tales -0.1093517831 8.307930e-02 0.0966369548
## Animated -0.0918622903 9.997960e-02 0.1152596645
## Documentary -0.0742430587 -2.518062e-02 0.0222087869
## Western 0.0159204607 -1.229855e-01 -0.0499322681
## Action 0.0119132492 1.557572e-02 -0.0278017463
## History -0.0019799616 -2.197482e-02 0.0938748490
## Psychology 0.0708520857 5.786701e-02 -0.0383030413
## Politics -0.0007411029 -6.952785e-02 0.1674481055
## Mathematics -0.0330506760 -5.367376e-02 0.0754999479
## Physics -0.0480685931 3.308444e-02 0.0246347881
## Internet 0.0437002522 1.563665e-01 0.0360636349
## PC -0.0408785355 1.666525e-01 0.0469565554
## Economy.Management 0.0414317758 -1.497165e-01 0.0376147434
## Biology 0.0041622562 5.301925e-02 0.0234717044
## Chemistry -0.0448328706 1.040127e-02 0.0550108198
## Reading 0.1196555558 6.067452e-02 0.0124847752
## Geography 0.0821151827 -8.216191e-02 0.0950408213
## Foreign.languages 0.1263322867 -3.503962e-02 -0.0397829080
## Medicine -0.0159853903 3.320082e-02 -0.0091791622
## Law 0.0092260580 -1.371951e-01 0.0950129542
## Cars -0.0179359811 -5.890283e-02 0.0328030328
## Art.exhibitions 0.0632443862 8.238182e-02 -0.0633862746
## Religion 0.0742736422 3.543239e-02 0.0423035313
## Countryside..outdoors 0.0549068948 1.761628e-02 0.0800734354
## Dancing 0.0600158421 -5.304581e-02 0.0471187679
## Musical.instruments -0.0319993609 1.138929e-01 0.0705277930
## Writing 0.1082192005 2.023591e-01 0.0637664045
## Passive.sport -0.0221121658 -3.842811e-02 0.0918351336
## Active.sport 0.0219318152 -1.392554e-01 0.0906118639
## Gardening 0.0722285809 1.459923e-01 0.1348109837
## Celebrities 0.1389936563 3.411569e-02 0.0539660818
## Shopping 0.0386112007 4.552095e-02 -0.1004955607
## Science.and.technology -0.0423682381 1.147638e-01 -0.0799705636
## Theatre 0.0233269238 5.613951e-02 -0.1094051669
## Fun.with.friends 0.0484736373 9.890798e-03 0.0026167037
## Adrenaline.sports 0.0082809761 -1.048925e-01 -0.0384620763
## Pets 0.1009957292 2.289096e-02 0.1016373723
## Flying 0.0349197952 1.758139e-02 0.2029523318
## Storm 0.0500912918 7.997205e-02 0.1279502976
## Darkness 0.0319499088 3.845391e-02 0.1035111346
## Heights 0.1313264026 1.350962e-01 0.1065110928
## Spiders -0.0524241995 -5.804648e-05 -0.0672525757
## Snakes -0.0589230499 3.058183e-04 0.0100223627
## Rats -0.0993122650 -3.075793e-03 -0.0386520024
## Ageing -0.1152815804 -8.188837e-02 -0.0620862369
## Dangerous.dogs -0.0539310890 3.818005e-02 -0.0451276732
## Fear.of.public.speaking 0.1117135754 -1.475695e-01 0.0304156042
## Smoking 0.0905481764 8.289629e-02 -0.0987075557
## Alcohol 0.1371617262 -1.815789e-02 -0.0139375956
## Healthy.eating 0.0375325425 -3.226314e-02 0.0049403219
## Daily.events 0.0226234005 8.108874e-02 0.1134052677
## Prioritising.workload -0.0208288861 -2.233119e-02 -0.0192300940
## Writing.notes -0.0561688702 6.877170e-03 0.0093472062
## Workaholism -0.0362339398 -3.070838e-02 0.0222333882
## Thinking.ahead 0.0702105999 -2.980437e-02 -0.0065842813
## Final.judgement 0.1752840916 -2.649505e-02 0.0181508270
## Reliability 0.0960850890 6.313219e-02 -0.1158833624
## Keeping.promises 0.1326407292 -4.779754e-03 -0.0684352205
## Loss.of.interest 0.1116435601 1.513372e-02 0.0232661773
## Friends.versus.money 0.0648294806 3.676817e-02 0.0994170125
## Funniness 0.0046588413 1.394023e-01 0.1927178428
## Fake 0.0730464055 3.698421e-02 0.0231150079
## Criminal.damage -0.1463252174 -6.264589e-03 0.0536686566
## Decision.making 0.0202152285 2.123545e-02 -0.0992322864
## Elections 0.0350067242 6.569202e-02 0.1125108930
## Self.criticism 0.0143105028 -7.544755e-02 -0.0117670677
## Judgment.calls 0.0409419434 1.739293e-01 -0.1620724915
## Hypochondria -0.0450575664 -4.578929e-02 -0.0169782741
## Empathy -0.0807171176 7.006466e-02 -0.1653473716
## Eating.to.survive -0.0092481171 -7.950224e-02 -0.0467231484
## Giving -0.1247267436 -1.691316e-02 -0.0045147550
## Compassion.to.animals -0.0478179932 -3.219352e-03 -0.0835708111
## Borrowed.stuff 0.0210091443 8.224675e-04 -0.0873530195
## Loneliness 0.0007923599 2.152625e-02 -0.0031414374
## Cheating.in.school -0.0824737599 -5.104285e-02 0.0006646564
## Health -0.1127825587 -5.457124e-02 0.0027014756
## Changing.the.past -0.0724673803 -8.848011e-02 0.0817437383
## God 0.0840592653 -3.267351e-02 0.0566512879
## Dreams 0.0257600390 -3.636124e-02 0.1648666793
## Charity 0.0014153233 -7.652969e-02 0.0034075968
## Number.of.friends -0.0322924172 4.819302e-02 0.0349956098
## Punctuality -0.0694965157 -1.313529e-01 -0.0062551833
## Lying 0.0180418038 -3.179631e-02 0.0441342104
## Waiting -0.0321562755 8.192317e-02 -0.0639400733
## New.environment -0.0537843314 6.804148e-02 -0.0638016904
## Mood.swings -0.1031513730 -2.000741e-02 0.1442850380
## Appearence.and.gestures -0.0449962255 7.943452e-02 -0.0741580884
## Socializing -0.0489782219 3.716378e-02 0.0243443021
## Achievements -0.0021665313 2.941413e-02 0.2105089884
## Responding.to.a.serious.letter -0.0226257035 -2.144295e-02 0.0756587022
## Children -0.1545723534 1.000812e-01 0.0518943692
## Assertiveness -0.2137438759 1.055993e-01 0.0637911023
## Getting.angry -0.1631320724 4.247600e-02 0.1967292955
## Knowing.the.right.people -0.1009149684 -1.668140e-02 -0.0026066511
## Public.speaking 0.0975767511 -8.170624e-02 -0.0221789146
## Unpopularity -0.0969105336 -8.712170e-02 0.0235507214
## Life.struggles -0.1402469618 2.226379e-02 0.0664677426
## Happiness.in.life 0.0024835123 -3.520342e-02 -0.0014154718
## Energy.levels -0.1210280150 2.074565e-02 0.0415112723
## Small...big.dogs -0.0224819968 -1.513030e-01 0.0414609166
## Personality 0.0648769649 5.993097e-02 0.0057652553
## Finding.lost.valuables 0.0307913560 -1.008135e-01 0.0375398890
## Getting.up -0.0094538526 -3.345205e-02 0.0259355712
## Interests.or.hobbies -0.1282205760 8.708250e-02 0.0690084352
## Parents..advice -0.0994595059 -1.146775e-01 0.0505484725
## Questionnaires.or.polls 0.1046974317 8.275889e-02 0.0581019584
## Internet.usage 0.0671051260 1.774945e-01 0.0171028679
## Finances 0.0421316984 -7.046720e-02 -0.0514941573
## Shopping.centres 0.0967534561 2.543630e-02 -0.1340510592
## Branded.clothing 0.0554435213 -7.374955e-02 -0.1448203683
## Entertainment.spending 0.0717007667 2.826126e-02 -0.0713570884
## Spending.on.looks 0.0326827358 -1.369073e-03 -0.1514807969
## Spending.on.gadgets 0.0379534657 1.734728e-02 -0.0854129879
## Spending.on.healthy.eating 0.0111870342 -5.315323e-02 -0.0710547232
## Age -0.0099238941 1.151849e-01 -0.0349045817
## Height 0.0569547749 1.297236e-01 0.0193299529
## Weight 0.0647989049 1.183463e-01 0.0397907221
## Number.of.siblings -0.2196661370 9.562886e-02 -0.1162530389
## Gender 0.0213875005 5.643931e-02 0.0029624454
## Left...right.handed 0.0689575338 -1.329889e-01 -0.0011197919
## Education 0.0238657903 4.988275e-02 -0.0366111928
## Only.child 0.1971323044 -1.268112e-01 0.1348535217
## Village...town 0.1994829925 7.858651e-02 -0.1328499231
## House...block.of.flats 0.2282254755 8.703826e-03 -0.1522278272
## PC19 PC20 PC21
## Music 0.0559442119 -0.126785395 0.050489627
## Slow.songs.or.fast.songs -0.0360884468 -0.109342493 0.009399838
## Dance 0.0416681554 -0.048478117 -0.003891457
## Folk -0.0552415682 -0.060622683 -0.015888837
## Country -0.0819142706 0.126622565 0.065074936
## Classical.music 0.0394380128 -0.073432519 -0.009519655
## Musical -0.0816392743 -0.031092429 -0.121442400
## Pop -0.0639718196 -0.070729284 -0.028657870
## Rock -0.1967122481 -0.041479144 0.049014928
## Metal.or.Hardrock -0.1461161090 -0.027758179 0.103652812
## Punk -0.1863948390 -0.064985353 -0.002112132
## Hiphop..Rap 0.0832901597 -0.026604012 -0.001462546
## Reggae..Ska -0.0252657124 0.047305017 -0.084097073
## Swing..Jazz 0.0696462977 0.002776264 0.023686691
## Rock.n.roll -0.0882120974 -0.037878123 0.042105625
## Alternative 0.0566084936 -0.058664201 -0.030516957
## Latino 0.0520139326 0.054619521 -0.013868047
## Techno..Trance 0.1962221890 0.055596497 0.091643555
## Opera -0.0014876512 -0.109316938 0.035001404
## Movies 0.0198326507 -0.139411863 -0.035069681
## Horror -0.0983716836 -0.052444158 0.098842558
## Thriller -0.1063042737 -0.161820058 0.125589249
## Comedy 0.0021609538 0.047875541 -0.051979297
## Romantic -0.0732233449 0.079339200 0.010425194
## Sci.fi 0.0176573595 0.011860388 0.089965568
## War -0.0334898258 0.060170600 0.110501213
## Fantasy.Fairy.tales -0.1033074326 0.074672550 0.081124317
## Animated -0.0918915704 0.079059439 0.054132789
## Documentary 0.1415308047 0.077911627 0.058686624
## Western -0.0076496201 0.102149578 0.131115812
## Action 0.0593069602 -0.006617385 0.037806629
## History 0.0874930231 0.060903705 0.110407615
## Psychology 0.0365530122 0.224889527 0.051561169
## Politics -0.0238991085 0.097559457 -0.056643445
## Mathematics 0.0350528460 0.172322454 -0.158742703
## Physics 0.0751132400 0.181946106 -0.066787935
## Internet 0.1212158845 0.065294803 -0.087933795
## PC 0.0690905348 0.016445283 -0.072688510
## Economy.Management -0.0516274539 0.154001745 -0.132437708
## Biology -0.0080586919 -0.017044493 0.062701003
## Chemistry -0.0358768750 -0.019550536 0.068165383
## Reading 0.0105660714 -0.038721022 -0.076371403
## Geography 0.1835564316 -0.121208856 -0.074378979
## Foreign.languages 0.1403638479 -0.020826747 -0.046548265
## Medicine -0.0412213908 -0.060005406 0.074395545
## Law -0.1200886951 0.161008810 -0.029090851
## Cars -0.0171350929 -0.019552865 -0.068490038
## Art.exhibitions 0.1274927949 -0.041892788 -0.088491707
## Religion -0.0481285936 0.007886697 0.051339165
## Countryside..outdoors 0.1476401739 -0.095712261 -0.065118910
## Dancing 0.1436062331 0.002850785 -0.031300004
## Musical.instruments 0.0493437045 -0.115950496 0.005536204
## Writing 0.0440662203 0.076136764 0.007416779
## Passive.sport -0.0246296876 -0.082953245 -0.217858579
## Active.sport 0.1107389683 -0.090490439 0.006809500
## Gardening 0.0139423715 -0.053866986 -0.187369202
## Celebrities -0.1105417848 -0.036748844 -0.031125377
## Shopping -0.0528237200 -0.032502137 0.007213664
## Science.and.technology 0.0546444574 0.060121017 -0.053170192
## Theatre 0.0323203108 -0.018628993 -0.155923068
## Fun.with.friends 0.0563058079 -0.034976625 -0.053518835
## Adrenaline.sports 0.0222733175 -0.077124690 -0.110145079
## Pets -0.0984104946 0.134685231 -0.062400583
## Flying 0.0723999221 -0.001154579 0.099436818
## Storm 0.0005424250 -0.007542992 -0.006343280
## Darkness 0.0602780536 0.090057008 0.093581100
## Heights 0.1308872207 0.098738730 0.134584007
## Spiders 0.1414464950 0.025078409 0.113097648
## Snakes 0.1118418439 -0.022969119 0.007350122
## Rats 0.0397945344 -0.059143364 0.012519889
## Ageing 0.1021470890 -0.012648992 -0.049237616
## Dangerous.dogs 0.0719625998 -0.111512032 -0.034242948
## Fear.of.public.speaking 0.1046532971 -0.196201984 -0.004081658
## Smoking -0.0722339740 0.060716567 0.099768380
## Alcohol -0.0846787345 0.005727481 -0.029496622
## Healthy.eating 0.1163798286 -0.127880936 0.122842804
## Daily.events -0.0637456589 -0.019122132 -0.087370625
## Prioritising.workload -0.0879311143 -0.064069648 -0.029688979
## Writing.notes -0.0297493988 -0.014757896 -0.071169004
## Workaholism 0.0123422578 -0.049322048 -0.022160939
## Thinking.ahead -0.0278438990 0.048913382 0.095487916
## Final.judgement -0.1756857021 -0.014270170 0.275776381
## Reliability -0.0182174053 -0.100473679 0.035491957
## Keeping.promises -0.0683690525 -0.011705464 0.034935308
## Loss.of.interest -0.0180461629 -0.119459029 0.064650863
## Friends.versus.money 0.0050627046 0.056129305 -0.009784450
## Funniness -0.0519633502 -0.096180157 -0.046795672
## Fake -0.1307252550 -0.116821793 -0.032041880
## Criminal.damage 0.0641847492 0.018518706 0.018900189
## Decision.making 0.0763625785 -0.013114940 0.009476236
## Elections -0.1067943530 -0.084734527 -0.151894287
## Self.criticism -0.0020915409 0.020803012 -0.057351625
## Judgment.calls 0.0961319901 0.142005029 0.018150446
## Hypochondria -0.0220906391 0.059674336 -0.018815018
## Empathy 0.0584073332 0.186145384 0.112157153
## Eating.to.survive -0.0476046820 0.023074066 0.014158267
## Giving -0.1207158512 0.106170914 -0.016559297
## Compassion.to.animals -0.0553271432 0.192629391 0.016538174
## Borrowed.stuff 0.0141811351 -0.043863846 0.052330770
## Loneliness -0.0077083436 0.007229958 -0.026518989
## Cheating.in.school 0.0326494625 -0.059990406 -0.091081075
## Health 0.0357926665 -0.035916269 -0.076792886
## Changing.the.past -0.0738003937 -0.073061333 -0.002773254
## God -0.1264672128 0.006611753 0.179411981
## Dreams -0.0373572272 -0.061443714 0.100656820
## Charity -0.1084078656 -0.027438723 0.178054694
## Number.of.friends -0.0375819204 -0.040401905 0.095655475
## Punctuality 0.1907036854 0.062683461 -0.015280434
## Lying -0.1144085333 -0.178754582 -0.005976030
## Waiting -0.0241171145 0.043050201 0.051843587
## New.environment 0.0151393061 -0.063473877 0.054262495
## Mood.swings -0.0287005226 0.115669723 -0.056011917
## Appearence.and.gestures 0.0004716740 0.032883459 0.096262138
## Socializing -0.0208837445 -0.040005132 0.057729616
## Achievements -0.1658510495 0.078617881 0.011808700
## Responding.to.a.serious.letter -0.0181119326 0.158663566 -0.105392428
## Children -0.0999059144 0.003986471 0.046670421
## Assertiveness -0.0144177262 -0.055369904 0.036356165
## Getting.angry -0.0690666787 0.038210770 0.041915064
## Knowing.the.right.people -0.0876656675 -0.012863761 -0.076671148
## Public.speaking 0.0406539837 -0.147750824 0.004793171
## Unpopularity -0.0430782343 -0.032800057 -0.046709382
## Life.struggles 0.0025092785 0.089096783 -0.064477332
## Happiness.in.life -0.0357076115 0.016981221 -0.055239746
## Energy.levels -0.0372253086 -0.091100459 0.004289320
## Small...big.dogs -0.0128342929 0.007863732 -0.019338917
## Personality -0.0009756552 0.071228664 0.098021104
## Finding.lost.valuables 0.0292771455 0.031820933 0.121101328
## Getting.up 0.1059206096 0.079507998 -0.007370251
## Interests.or.hobbies 0.1093364272 -0.087561107 0.039836345
## Parents..advice -0.0110438540 -0.159051285 -0.023102890
## Questionnaires.or.polls -0.0076164259 0.015000620 0.121883735
## Internet.usage 0.0238516887 -0.054202063 0.025626394
## Finances -0.0100419395 -0.064360794 0.020101171
## Shopping.centres -0.0795043324 0.015960726 0.002264267
## Branded.clothing -0.0003555884 0.039702550 0.026570025
## Entertainment.spending -0.0631879422 0.102757486 -0.013302641
## Spending.on.looks -0.0797937733 0.016649840 0.069232815
## Spending.on.gadgets -0.0318734109 0.003906888 -0.034851061
## Spending.on.healthy.eating 0.1262070792 0.068551738 0.073167695
## Age -0.0767153177 -0.066334949 -0.038559481
## Height 0.0775519294 0.022960889 0.022312357
## Weight -0.0257340160 0.003191271 0.053307415
## Number.of.siblings -0.1052937199 0.008194275 -0.165805473
## Gender 0.0197130478 -0.002763367 0.042057638
## Left...right.handed 0.0181025782 -0.086169325 -0.062829614
## Education -0.1127346633 -0.067699552 0.020472300
## Only.child 0.0947167982 0.051566557 0.124500249
## Village...town -0.1223274476 0.122539987 -0.256614485
## House...block.of.flats -0.1330195824 0.094808394 -0.217062150
## PC22 PC23 PC24
## Music -0.123799903 0.022662623 -0.1501787162
## Slow.songs.or.fast.songs -0.148729607 0.017721579 -0.0937518957
## Dance -0.082848537 0.062676121 -0.1299328596
## Folk 0.052294565 0.013917134 -0.1316983504
## Country 0.076994792 -0.020807553 -0.1705097227
## Classical.music -0.002167627 -0.016547444 0.0135677487
## Musical 0.025837485 0.030370019 0.0297079020
## Pop 0.020586949 0.099021688 -0.0293069213
## Rock -0.042304664 0.120887578 -0.0032404113
## Metal.or.Hardrock 0.015564274 -0.008063140 0.0297111091
## Punk -0.087850052 -0.037398181 0.0275205970
## Hiphop..Rap -0.032662317 -0.039477861 -0.0686466418
## Reggae..Ska -0.005902527 -0.050550685 -0.0234607407
## Swing..Jazz 0.078136463 0.040040743 -0.0981374469
## Rock.n.roll 0.035568108 0.068222165 -0.1069127229
## Alternative -0.087334623 0.024496523 -0.0889989665
## Latino -0.024109454 0.070323793 -0.0062256646
## Techno..Trance -0.126724965 0.005081739 -0.0707769759
## Opera -0.008435263 -0.015041623 0.0586273889
## Movies -0.124549356 0.089568623 0.1117957955
## Horror 0.094755760 -0.095410424 -0.0608205021
## Thriller 0.053363521 0.007524231 -0.0954556676
## Comedy 0.150819842 0.020483443 0.1328744346
## Romantic -0.004569315 0.015623081 0.0526527336
## Sci.fi -0.116341367 0.071350013 -0.0301784922
## War 0.006328284 -0.053947686 -0.0409653162
## Fantasy.Fairy.tales -0.113476397 -0.034496528 0.0520947295
## Animated -0.144133297 -0.097338082 0.0804978144
## Documentary -0.074820333 -0.019058202 0.0012744777
## Western 0.014882118 -0.036320809 -0.0767513092
## Action -0.023997711 0.071817716 0.0725525494
## History -0.016943189 -0.063335141 -0.0012715463
## Psychology 0.063532183 -0.151628075 0.0286137780
## Politics 0.043693028 0.004646711 0.0399137544
## Mathematics -0.077466019 -0.071329175 0.0570189953
## Physics -0.028967161 -0.010738551 0.0058388992
## Internet 0.003913553 -0.021729876 0.0406825144
## PC -0.021126060 -0.002223367 -0.0294528788
## Economy.Management -0.050500448 -0.048843749 0.0358376948
## Biology 0.100821843 0.057597466 0.0607421369
## Chemistry 0.089870322 0.057301520 0.0585937379
## Reading -0.043493369 0.019509113 0.0325789664
## Geography -0.063649336 -0.058342100 0.0531847703
## Foreign.languages -0.081282083 0.008943112 0.1238064366
## Medicine 0.156615838 0.046613433 0.1291385493
## Law 0.062614655 0.039539019 0.1208035684
## Cars 0.058763506 -0.022532515 0.0951472807
## Art.exhibitions 0.030286344 -0.082621148 -0.0063777660
## Religion -0.046309781 -0.014360089 0.1097796214
## Countryside..outdoors -0.003656281 -0.128428543 0.0184661336
## Dancing 0.033390881 0.021477559 0.0426801477
## Musical.instruments 0.107070663 -0.040559264 0.0318314339
## Writing 0.019629942 0.011137350 -0.1473215709
## Passive.sport 0.263062610 -0.052143438 0.0132719337
## Active.sport 0.044758772 0.005673202 -0.0389857199
## Gardening 0.006188879 -0.081953852 -0.1419034939
## Celebrities 0.028797755 -0.075008473 -0.0907885125
## Shopping 0.009854509 -0.005418058 -0.0835348808
## Science.and.technology -0.042084127 0.058751262 -0.0011231724
## Theatre 0.095008741 0.053657275 0.0599327395
## Fun.with.friends 0.024900848 0.081401755 -0.0372809369
## Adrenaline.sports -0.058608775 -0.061673023 -0.0187851139
## Pets -0.083644319 -0.056906210 0.0009993429
## Flying 0.107859390 -0.004400594 -0.1000940641
## Storm 0.135061073 0.088819699 0.0306180924
## Darkness 0.131957310 -0.020047446 0.1130213809
## Heights 0.110221047 0.036692744 -0.0148321762
## Spiders -0.027292486 0.018136995 0.1576245623
## Snakes -0.104381502 0.004404284 0.1130093131
## Rats -0.018246104 -0.019136007 0.0748958386
## Ageing 0.059031344 0.046447761 -0.1049490646
## Dangerous.dogs -0.055751469 0.089499293 -0.0870385345
## Fear.of.public.speaking -0.099443292 -0.176956563 0.0358634285
## Smoking -0.084236205 -0.093099776 -0.0333978978
## Alcohol -0.078022972 -0.138925789 0.0539352600
## Healthy.eating -0.084960203 -0.115652589 -0.0604137223
## Daily.events 0.029361416 0.022123587 -0.0717025240
## Prioritising.workload -0.025842581 -0.036035013 0.0201435262
## Writing.notes -0.156072503 -0.013969392 0.0637091213
## Workaholism -0.074313313 0.060630768 0.0069644914
## Thinking.ahead 0.065070913 -0.039175938 -0.0012744195
## Final.judgement 0.006871396 -0.051574280 0.1799785368
## Reliability -0.025698624 -0.126852741 0.0947813995
## Keeping.promises 0.007772411 -0.076596026 0.1612282308
## Loss.of.interest -0.130712748 -0.043472188 0.0171798951
## Friends.versus.money 0.027000777 0.075055210 0.0735510924
## Funniness 0.172903687 0.003422807 0.0404401726
## Fake 0.057935377 -0.149607862 0.0026661583
## Criminal.damage -0.123871128 -0.029235393 0.0228398228
## Decision.making 0.038843737 -0.110535331 -0.0381551443
## Elections -0.027999184 0.093063205 0.0090544386
## Self.criticism 0.053238749 0.033718879 -0.0766121276
## Judgment.calls 0.189927639 -0.137046511 0.1786361223
## Hypochondria 0.045234851 -0.073980083 -0.0452251011
## Empathy 0.108827145 0.010673018 0.0164797132
## Eating.to.survive 0.024142092 -0.064336377 0.0964433208
## Giving -0.003296278 0.008442082 -0.0729895433
## Compassion.to.animals -0.025187192 0.054927748 -0.0345278035
## Borrowed.stuff -0.011486927 0.021663113 0.0716586946
## Loneliness -0.083842798 0.058983357 -0.0796172957
## Cheating.in.school -0.039974335 -0.074641059 0.0326451784
## Health 0.137412153 0.021765770 0.0013379575
## Changing.the.past 0.021940404 0.077523259 -0.0022683350
## God -0.044692324 0.033111505 0.1286783531
## Dreams -0.030464768 -0.172838125 -0.0980599235
## Charity -0.037656690 -0.009267012 -0.0297620745
## Number.of.friends 0.031274821 0.055637371 0.0186546630
## Punctuality -0.054990449 -0.040723933 -0.0772885569
## Lying 0.196608672 -0.111209147 0.0216294630
## Waiting 0.108696697 0.044120797 -0.1195281873
## New.environment 0.015156179 0.056532189 0.0581514293
## Mood.swings -0.193227922 -0.007070948 0.0196300932
## Appearence.and.gestures 0.114909689 0.030316827 -0.1736874061
## Socializing -0.007832509 0.073768256 -0.0879999291
## Achievements -0.055295918 -0.136994311 -0.0269899576
## Responding.to.a.serious.letter 0.012347570 -0.145894727 -0.2324497710
## Children -0.058059912 -0.073199020 -0.1214335690
## Assertiveness -0.077060258 0.156048896 0.0974575999
## Getting.angry -0.224324474 0.127072403 0.0372129333
## Knowing.the.right.people 0.103804879 -0.006081610 -0.0125706983
## Public.speaking -0.016322945 -0.137629969 0.0778622696
## Unpopularity 0.066197606 0.160711220 -0.0464886039
## Life.struggles 0.078141825 0.010400460 -0.0612751145
## Happiness.in.life -0.042983105 -0.133245191 -0.0098048964
## Energy.levels -0.021982976 0.001104161 0.0537310365
## Small...big.dogs 0.061327259 -0.121342009 0.1253713620
## Personality -0.050556233 -0.171967884 -0.1172791485
## Finding.lost.valuables -0.160482352 0.186742244 0.0712161582
## Getting.up 0.029300805 -0.019438769 0.0155503954
## Interests.or.hobbies -0.027420923 -0.022979445 -0.0147802013
## Parents..advice 0.037557014 -0.020506566 -0.1903079197
## Questionnaires.or.polls 0.018290367 -0.145764663 -0.1955260268
## Internet.usage -0.051860955 -0.014766821 0.0385341182
## Finances 0.014379861 -0.048719809 -0.0553849344
## Shopping.centres -0.047077664 0.049581517 -0.1082283074
## Branded.clothing 0.045742812 0.002023824 0.0969255291
## Entertainment.spending -0.001654036 -0.016504971 0.0599453419
## Spending.on.looks 0.052576170 -0.019736220 -0.0537781999
## Spending.on.gadgets -0.075486206 0.072520041 0.1298575819
## Spending.on.healthy.eating -0.108867912 0.021118024 -0.0681320980
## Age -0.033631498 0.112303295 -0.0239949114
## Height 0.051545447 0.073113013 -0.0299884296
## Weight 0.037729379 0.134701594 -0.0600587507
## Number.of.siblings -0.082329457 -0.230932331 0.0702601437
## Gender 0.061971156 0.051310149 -0.0584854246
## Left...right.handed 0.092558171 0.153254933 0.1262417205
## Education -0.060778613 0.084324364 -0.0273668670
## Only.child 0.091858983 0.294427010 -0.0447587810
## Village...town -0.047988353 0.126644403 -0.0386192441
## House...block.of.flats -0.130824071 0.158369809 -0.0563138104
## PC25 PC26 PC27
## Music 0.0905875158 -1.112966e-01 0.0262879589
## Slow.songs.or.fast.songs -0.0518695216 2.143261e-03 0.0342321667
## Dance 0.0712957736 -2.241391e-02 -0.0434983174
## Folk -0.0335380965 -4.134364e-03 0.1371527036
## Country -0.0323272176 -9.224933e-02 -0.0065778915
## Classical.music 0.1054115327 3.700503e-02 0.1102687395
## Musical 0.0497591131 8.555640e-02 0.0608388478
## Pop 0.0467719697 7.254295e-02 -0.0288978406
## Rock 0.0056301249 1.118153e-01 -0.0587835074
## Metal.or.Hardrock 0.0116296199 1.170536e-01 -0.0322198480
## Punk 0.0799181407 1.451727e-01 -0.0431506695
## Hiphop..Rap 0.0550584332 3.835137e-02 -0.0521297430
## Reggae..Ska 0.0188524500 8.490333e-02 0.0943954290
## Swing..Jazz 0.0650623544 4.270651e-02 0.0145368797
## Rock.n.roll 0.0083811897 4.294809e-02 -0.0298082610
## Alternative 0.0294277509 1.236869e-01 0.0208987585
## Latino -0.0632244303 1.156559e-01 0.0132921237
## Techno..Trance 0.0868181880 7.229141e-02 -0.0193343154
## Opera 0.0920220735 3.581746e-02 0.1052155939
## Movies 0.1168937408 -2.391616e-01 -0.0123503994
## Horror 0.0844244037 -1.693600e-01 0.0113558390
## Thriller 0.0293991692 -1.009681e-01 0.0144474655
## Comedy -0.0069790903 -3.638467e-02 -0.0738441768
## Romantic -0.0638595837 8.855609e-02 -0.0654722426
## Sci.fi 0.0797741349 -1.027991e-01 -0.0229974719
## War -0.0791472940 -1.637847e-01 -0.0254949861
## Fantasy.Fairy.tales -0.0667772001 9.882779e-02 -0.0841525252
## Animated -0.0339514381 7.827095e-02 -0.1110331394
## Documentary -0.1773308792 -3.306640e-02 0.0380597677
## Western -0.1357273194 -8.207341e-02 0.0842616671
## Action 0.0850562458 3.752364e-02 -0.0262841394
## History 0.0058256411 -3.450623e-02 0.0367858103
## Psychology -0.0413824009 1.502781e-02 -0.0528147319
## Politics 0.1020408506 2.852963e-02 -0.0201371509
## Mathematics 0.0455191543 -1.364569e-01 0.0128708598
## Physics 0.0406294756 -9.852077e-02 0.0347706734
## Internet -0.0485604918 6.894189e-02 0.2222556431
## PC -0.0200836589 2.063373e-02 0.0348993482
## Economy.Management -0.0327175334 -1.210838e-02 -0.0394331944
## Biology -0.0002820620 9.118839e-03 -0.0104571738
## Chemistry 0.0294180839 -4.065987e-02 -0.0632702241
## Reading 0.0447381704 -1.177694e-02 -0.0500961222
## Geography -0.0472978060 8.622239e-02 0.0783124809
## Foreign.languages -0.0398253351 -1.824690e-02 -0.0492951128
## Medicine -0.0281042574 1.958755e-02 0.0030806087
## Law 0.0664437349 -1.871677e-02 -0.0615334974
## Cars 0.0200373412 1.115648e-02 0.0261902890
## Art.exhibitions 0.0504065864 -5.851954e-04 -0.0176738450
## Religion 0.1231151261 5.854080e-02 0.1652225499
## Countryside..outdoors -0.2202128665 -9.972308e-02 0.0829970155
## Dancing -0.0473270641 -3.411383e-02 -0.0375609353
## Musical.instruments 0.1271096910 -7.938895e-03 -0.0755681936
## Writing 0.0582093141 8.060773e-03 -0.1477725866
## Passive.sport -0.0515072340 1.205136e-01 0.0563988348
## Active.sport -0.0191544407 8.380619e-02 -0.2088112853
## Gardening 0.0208548526 -4.440548e-03 0.0389381360
## Celebrities 0.0243105140 1.287615e-01 0.0386857489
## Shopping -0.0128032756 -2.269180e-03 -0.0462031121
## Science.and.technology -0.0389279458 -2.054296e-02 -0.0097942509
## Theatre 0.0007455363 -5.546908e-02 -0.0220153180
## Fun.with.friends 0.1051277316 -1.923375e-01 0.0965477481
## Adrenaline.sports -0.1394961634 -7.022069e-02 -0.0761318877
## Pets -0.0168250867 -9.906776e-02 0.0645765064
## Flying 0.1747916748 5.816362e-02 0.0003849783
## Storm -0.0585650751 -6.555235e-02 0.0139878605
## Darkness -0.1072961663 -9.544475e-02 0.0557312177
## Heights 0.0205445862 -5.165133e-02 -0.0796261689
## Spiders -0.1145104708 -4.794243e-02 -0.0936049975
## Snakes -0.1284457326 -1.729682e-02 -0.1231405468
## Rats -0.0769506255 -7.576825e-03 -0.0915469890
## Ageing -0.0102232359 4.454232e-02 0.0341246897
## Dangerous.dogs 0.0596330116 -1.265132e-02 -0.0623185594
## Fear.of.public.speaking -0.0266164385 5.183534e-02 0.0352986044
## Smoking 0.0135811269 -7.254025e-02 0.0275123805
## Alcohol 0.0115654390 -1.196216e-01 -0.0126544021
## Healthy.eating -0.0679754878 8.018987e-02 0.0629478246
## Daily.events 0.0355728178 1.005942e-01 -0.0151988644
## Prioritising.workload 0.1580092108 -1.031331e-01 -0.0164674120
## Writing.notes 0.1393138000 -8.387970e-02 -0.0535861347
## Workaholism 0.0627676378 -1.476158e-01 -0.0900252393
## Thinking.ahead 0.0825513911 -8.367257e-02 -0.0127650272
## Final.judgement 0.0338128275 2.974983e-02 0.0755938879
## Reliability -0.0413389189 -8.376229e-02 -0.0557398481
## Keeping.promises 0.0285640502 3.809150e-02 -0.1753893841
## Loss.of.interest -0.1549156559 -8.919856e-02 0.0813738127
## Friends.versus.money -0.0178414366 -8.009092e-02 0.0956737260
## Funniness -0.0918795668 -2.100978e-01 0.0059112804
## Fake -0.0767944063 7.968871e-05 -0.0360363730
## Criminal.damage 0.0859899047 1.276217e-02 -0.0244063227
## Decision.making 0.1034258226 -1.348560e-01 0.0193267243
## Elections 0.0018022213 -3.404138e-02 -0.2000441554
## Self.criticism -0.1580947891 -6.710508e-02 -0.0594082785
## Judgment.calls -0.0428523641 1.292830e-01 0.0380774028
## Hypochondria 0.0144049467 -8.679087e-02 0.1234399822
## Empathy -0.0214897632 5.402081e-02 -0.0634390453
## Eating.to.survive 0.0907441635 -5.842133e-02 -0.1043018084
## Giving 0.0863682051 -7.776585e-02 0.1113524266
## Compassion.to.animals -0.0833872716 -1.055199e-01 0.1116738824
## Borrowed.stuff 0.0740139311 2.548694e-02 0.0638746277
## Loneliness -0.1054079681 1.270054e-01 -0.0103969001
## Cheating.in.school 0.0009044770 7.379690e-02 0.2107923632
## Health 0.0869628708 1.118836e-01 0.1872261585
## Changing.the.past -0.0564421625 -7.154410e-02 -0.0510260338
## God 0.0950597441 6.245702e-02 0.1252181774
## Dreams -0.0499893939 -3.855221e-02 0.0346791111
## Charity -0.0902266091 2.627910e-02 -0.0091449366
## Number.of.friends 0.0724737497 -1.102395e-01 0.0368621721
## Punctuality 0.0900854089 -1.099341e-01 -0.0662164701
## Lying -0.0179909404 -8.389532e-02 0.0728653416
## Waiting -0.1227887273 -1.650403e-02 0.0462419031
## New.environment -0.1465924769 -5.151577e-02 0.0139252872
## Mood.swings 0.0537919198 -5.969633e-02 0.0374275578
## Appearence.and.gestures 0.0365897925 2.725217e-02 -0.0096239269
## Socializing -0.0567977660 -1.823541e-01 -0.0542726036
## Achievements -0.1392593393 -5.457699e-02 0.0753663844
## Responding.to.a.serious.letter -0.0082247342 -1.477373e-02 -0.1446054907
## Children -0.1274068979 -4.628224e-02 -0.0724040943
## Assertiveness 0.0014255268 1.282582e-01 0.1155320067
## Getting.angry 0.0492229353 -3.108797e-02 0.1271693675
## Knowing.the.right.people -0.0182761905 2.143770e-02 0.1085912577
## Public.speaking -0.0464576427 -1.029351e-02 0.0197721790
## Unpopularity -0.1978618241 5.225711e-02 -0.0954502538
## Life.struggles -0.0765150459 3.702417e-02 0.0891660511
## Happiness.in.life 0.0858016501 -5.501001e-02 0.1005149802
## Energy.levels -0.0050723241 4.075615e-02 -0.0336940952
## Small...big.dogs -0.0840658153 2.917604e-02 -0.0404141844
## Personality 0.0211422143 7.663934e-02 -0.0029083756
## Finding.lost.valuables -0.0710115823 3.084117e-02 -0.1076862875
## Getting.up 0.0946888457 -1.999168e-02 -0.0105995918
## Interests.or.hobbies 0.0332668394 6.086274e-02 -0.0515135578
## Parents..advice -0.0003589153 6.139189e-02 -0.1013635374
## Questionnaires.or.polls -0.0267420011 1.278925e-02 -0.0735232102
## Internet.usage -0.0760609047 -3.457529e-02 0.0824663332
## Finances -0.0030684185 -1.367172e-01 0.1580826811
## Shopping.centres 0.0037639489 -1.390281e-02 -0.0933576225
## Branded.clothing -0.0100595274 3.283960e-02 -0.0599711758
## Entertainment.spending 0.0514549185 5.508295e-03 -0.0057069024
## Spending.on.looks 0.0380873719 9.984608e-02 -0.0285001405
## Spending.on.gadgets -0.0264242902 5.745684e-02 0.0501059514
## Spending.on.healthy.eating -0.2212756390 1.241632e-01 0.1336150814
## Age -0.2119498819 2.140089e-02 0.1256527739
## Height -0.0374304002 9.674503e-02 -0.0987841710
## Weight -0.0445825177 1.018704e-01 -0.1096821534
## Number.of.siblings 0.0008318535 9.409042e-02 -0.1006287341
## Gender 0.0236909520 3.874279e-02 -0.0816152989
## Left...right.handed -0.1268337336 -2.188317e-01 -0.1470541459
## Education -0.2430517399 -2.533196e-02 0.0965169132
## Only.child 0.0913410731 -3.498911e-02 0.2183501098
## Village...town -0.0486711833 -5.052097e-02 0.0307467933
## House...block.of.flats -0.0109418535 1.396864e-02 0.0148595785
## PC28 PC29 PC30
## Music -0.1356331515 0.2567170447 -0.0497032641
## Slow.songs.or.fast.songs -0.0692948914 0.0055343341 -0.0257017736
## Dance 0.0545826564 -0.0134628491 -0.0689152631
## Folk -0.0707994727 -0.0754957781 -0.1294160713
## Country -0.0933003603 0.0264909464 -0.0883086346
## Classical.music -0.0462055239 -0.0183630814 0.0448974662
## Musical -0.1377100854 0.0707194504 0.0081318638
## Pop 0.0786791392 0.0886422781 0.0095064158
## Rock -0.0217261988 0.0937637391 0.0383753496
## Metal.or.Hardrock -0.1070547217 -0.0492394563 0.0023187069
## Punk -0.0145764082 -0.1253154635 -0.0578277298
## Hiphop..Rap 0.0155346919 -0.0680679096 0.0251408085
## Reggae..Ska 0.0781846181 -0.1017156998 -0.0920364302
## Swing..Jazz 0.0492333634 0.0033637867 -0.0487864997
## Rock.n.roll 0.0608122684 0.1955942011 0.0892622996
## Alternative 0.0871763084 -0.0714228038 -0.0243458066
## Latino -0.0153964522 0.1100119267 0.0303162971
## Techno..Trance 0.0531239114 -0.1055780850 -0.1475474530
## Opera -0.1275015877 -0.0187154971 -0.0108990234
## Movies 0.0854693256 0.0596254248 0.0316946576
## Horror 0.0924333371 -0.1776400912 0.1771480003
## Thriller 0.0468980528 -0.1306481748 0.2375679723
## Comedy 0.1273820125 -0.0024116369 0.0752805548
## Romantic 0.0651959708 0.0066701933 0.0825735264
## Sci.fi 0.0067596767 -0.0918771975 -0.0290503341
## War -0.0357262426 0.0785412950 0.1158048203
## Fantasy.Fairy.tales 0.1268029335 -0.0369449359 0.1080588208
## Animated 0.1863567696 -0.0769551430 0.0608035908
## Documentary 0.1188064885 -0.1135735550 -0.0311902084
## Western -0.0174790702 0.0935830528 -0.0505559695
## Action -0.0388523348 -0.0553169625 0.0121735510
## History -0.0471523451 -0.0294721731 0.0005861724
## Psychology -0.0274430913 -0.1171127688 0.0839940763
## Politics -0.0055918303 0.0320538672 0.0593918805
## Mathematics -0.0447391051 -0.0791837416 0.0930034432
## Physics -0.0963514976 -0.0586405256 0.0390014162
## Internet -0.0248923756 0.0917532422 -0.0302341911
## PC -0.0028921083 -0.0455947373 -0.0205592493
## Economy.Management -0.0162523932 -0.1292892138 -0.0086701300
## Biology 0.0009405693 0.0361657582 -0.0242301491
## Chemistry -0.0175461343 0.0509773207 -0.0071589542
## Reading -0.0188754595 -0.0464399430 0.0650097366
## Geography 0.0648204543 0.1203197046 -0.0745935049
## Foreign.languages 0.1508100195 0.0669123745 -0.0423427837
## Medicine -0.0049894945 0.1297896208 0.0360668354
## Law -0.0795822030 0.0153572841 0.0916943377
## Cars -0.1012558532 0.0699112752 -0.0639104052
## Art.exhibitions -0.0010272262 -0.1580899554 -0.0911809696
## Religion -0.0058404288 -0.1422093227 0.0463594770
## Countryside..outdoors 0.0217013312 -0.0565607938 -0.1083722393
## Dancing -0.0479213522 0.0696793128 0.0155479362
## Musical.instruments -0.0841124799 0.0727189902 -0.0069303825
## Writing -0.0517368452 -0.0374748860 0.0512990783
## Passive.sport -0.0030639813 0.0380135195 0.0195319523
## Active.sport -0.0560220660 -0.0426832520 0.1136059335
## Gardening -0.0480565903 -0.0711369542 0.1072437016
## Celebrities -0.0705370174 0.0634828047 0.0646139400
## Shopping -0.0145759605 -0.0719931576 -0.0343336694
## Science.and.technology 0.0309205063 -0.0168823533 -0.0787556786
## Theatre -0.0802093244 -0.0821491185 -0.0079998391
## Fun.with.friends -0.1115442436 0.0170784049 0.0984143691
## Adrenaline.sports -0.0459201057 -0.0027603347 0.0628338479
## Pets 0.0018452039 0.0503925418 -0.1126937936
## Flying -0.0144586971 -0.0180121308 -0.0523487573
## Storm -0.0980092812 -0.0816864224 0.0068756760
## Darkness -0.1186668961 -0.0528343004 -0.0656524646
## Heights 0.0826702625 -0.0476505115 -0.1141088824
## Spiders -0.0526215541 0.1148828314 -0.0676172416
## Snakes -0.0492033049 0.0777141255 0.0157509703
## Rats -0.0204660687 0.0677359673 0.0873788452
## Ageing 0.1467128486 -0.0079254834 0.1571860549
## Dangerous.dogs -0.0390017541 -0.1828412029 0.1439531161
## Fear.of.public.speaking -0.0092882079 -0.0429618198 -0.0785283687
## Smoking -0.0835363983 -0.0902035698 -0.0585641131
## Alcohol 0.0702528875 0.0522817835 -0.0841579997
## Healthy.eating 0.1421935917 -0.0357214234 0.1817157132
## Daily.events 0.0442534063 0.1652558218 -0.1016113459
## Prioritising.workload 0.1638572036 -0.0050137734 -0.0905685638
## Writing.notes 0.1759110950 0.0553244291 -0.0547234558
## Workaholism 0.2445011624 -0.0829311903 -0.1012102288
## Thinking.ahead -0.0452406820 -0.0326696193 -0.0266333506
## Final.judgement 0.1030175641 -0.0036046896 0.0597380927
## Reliability -0.0425566667 -0.0282203990 0.1690827846
## Keeping.promises -0.1960400472 0.0173357347 0.1695157736
## Loss.of.interest 0.0235477498 0.0710000617 -0.0192901414
## Friends.versus.money -0.0028858762 -0.0095090566 0.0145630126
## Funniness 0.1693712044 -0.0178185449 0.0145052357
## Fake 0.1080692370 -0.0008850267 -0.0298510698
## Criminal.damage -0.0016375236 0.0205253497 -0.0184823278
## Decision.making -0.0385669143 0.0723419244 0.0880432148
## Elections 0.0207811870 0.0978700405 -0.0147358834
## Self.criticism -0.0412043282 0.0188993811 0.0222257140
## Judgment.calls -0.0579013385 0.0438368193 0.0458620274
## Hypochondria 0.0864348935 0.1800446539 0.0125944103
## Empathy 0.0813674869 0.0702824544 -0.1066928109
## Eating.to.survive 0.0570472724 0.0886443904 -0.1147999564
## Giving -0.0455867268 -0.0239585005 -0.1437395936
## Compassion.to.animals 0.0233640025 0.0578287301 -0.1646087478
## Borrowed.stuff -0.1200853357 0.0958176410 -0.0928005265
## Loneliness -0.0187032644 0.0884210209 0.0982525096
## Cheating.in.school -0.0501489688 -0.0889033517 -0.0186813030
## Health 0.0660348905 0.0619229746 0.1196381179
## Changing.the.past -0.0412858048 -0.0930345854 -0.0006962592
## God 0.0738491380 -0.1434525913 0.0290369528
## Dreams -0.0407767950 -0.0522914064 -0.0618753052
## Charity -0.0596422906 0.0767859744 -0.0444268507
## Number.of.friends -0.0693709276 0.0271219776 -0.0403079228
## Punctuality 0.0534706191 0.1280016401 0.1637928183
## Lying 0.0742207229 0.0292169408 -0.0845219336
## Waiting 0.2259122459 0.0611781266 -0.0176311680
## New.environment 0.0325644359 -0.0294025544 0.1050847901
## Mood.swings -0.0706449517 0.0227477169 0.0239770264
## Appearence.and.gestures 0.0100496879 -0.1177026896 -0.0283206649
## Socializing 0.0631252491 0.0206547214 -0.0009578188
## Achievements -0.0425632238 -0.0478447544 0.0952744746
## Responding.to.a.serious.letter -0.0951540151 -0.0927401872 0.0378764026
## Children -0.0784235704 0.0662991185 0.0128542998
## Assertiveness -0.0627092716 -0.0789839963 -0.1016329844
## Getting.angry -0.1561338115 0.1250701753 0.0444701925
## Knowing.the.right.people 0.1223024671 -0.0181565015 -0.0115244935
## Public.speaking -0.0077948515 -0.1223883516 -0.1356787443
## Unpopularity -0.0162845199 -0.1780339245 -0.1989757970
## Life.struggles -0.0228282137 -0.0438142781 -0.0118079784
## Happiness.in.life -0.0503237191 0.0460262009 -0.0478458055
## Energy.levels -0.0692478985 -0.0228023758 -0.0435947769
## Small...big.dogs 0.0773568380 0.1259589103 0.0483135635
## Personality -0.0639597693 0.0689810477 0.0958253247
## Finding.lost.valuables -0.0284437680 0.0110239105 0.0013794287
## Getting.up 0.1134936324 0.0911854005 -0.0094779273
## Interests.or.hobbies -0.0070872844 -0.0607863672 -0.0364203417
## Parents..advice -0.1234711855 0.0224778266 -0.0576045031
## Questionnaires.or.polls -0.0559296015 0.1840202588 -0.1051033916
## Internet.usage -0.1312508694 0.0142905955 0.0623957280
## Finances -0.0300210996 0.1088562257 0.0490455624
## Shopping.centres 0.0201061139 -0.0291355199 -0.1248585884
## Branded.clothing 0.0526154856 -0.0548781817 -0.0876780855
## Entertainment.spending -0.0148019539 0.0009797665 -0.1291978598
## Spending.on.looks -0.0435188780 -0.0700884245 -0.0721194796
## Spending.on.gadgets -0.0969827269 -0.0107085243 -0.0804192890
## Spending.on.healthy.eating -0.0400332957 -0.0503231040 0.1868964477
## Age 0.0501246537 0.0222591976 0.0004923055
## Height 0.0306296805 0.1096157631 -0.0375447523
## Weight -0.0099008749 0.0169124643 -0.0066594648
## Number.of.siblings 0.0070704884 0.0791708389 -0.0342029268
## Gender 0.0084382648 0.0352898450 -0.0257083251
## Left...right.handed -0.2615524181 -0.1418610158 -0.0529041872
## Education 0.0549020298 -0.0249762526 -0.0160887945
## Only.child 0.0316206801 -0.0138536210 0.1369971431
## Village...town 0.0481829848 -0.0016664871 0.1127545610
## House...block.of.flats 0.0798202179 0.0142313124 0.0978626034
## PC31 PC32 PC33
## Music 0.104466263 -1.041709e-01 0.2389802111
## Slow.songs.or.fast.songs -0.039691441 -1.469214e-01 -0.0686515445
## Dance 0.110321553 6.800706e-05 -0.0431887910
## Folk -0.049123460 -1.207484e-01 0.0018707835
## Country 0.007306166 -1.209691e-01 -0.0375695626
## Classical.music 0.010927939 1.107888e-02 0.0963824888
## Musical 0.040703641 4.333730e-02 -0.0409875495
## Pop 0.023476595 1.285769e-03 -0.1055110108
## Rock 0.020321085 -1.626218e-01 0.0362190064
## Metal.or.Hardrock 0.152058010 -1.291532e-01 -0.0294145416
## Punk 0.003164028 5.805904e-04 0.0328406740
## Hiphop..Rap -0.036676405 1.748587e-01 0.0910413280
## Reggae..Ska -0.144895515 2.678588e-01 -0.0077003551
## Swing..Jazz -0.124867920 1.784135e-01 0.0318629797
## Rock.n.roll -0.071003652 -4.667198e-02 -0.0475378164
## Alternative -0.047422883 2.982933e-02 0.0506814721
## Latino 0.009319396 -9.703961e-03 0.0266988850
## Techno..Trance 0.152885256 -6.688571e-02 -0.0002951853
## Opera 0.149293896 3.722779e-02 -0.0490811248
## Movies -0.193245519 -2.567603e-02 -0.0570447076
## Horror 0.022731033 1.357354e-02 0.0386847706
## Thriller 0.031016949 1.288289e-01 -0.1082884843
## Comedy -0.002761945 -2.454174e-02 0.0250665427
## Romantic -0.006970840 -6.052483e-02 0.0305327724
## Sci.fi -0.023378810 2.031686e-02 -0.2270937410
## War 0.027310545 -1.483108e-01 0.0136428635
## Fantasy.Fairy.tales -0.006693744 -6.169060e-02 0.0487424837
## Animated 0.041048074 1.503391e-02 0.0831067242
## Documentary -0.116527553 -6.192268e-02 0.0181308205
## Western 0.016591202 -8.447114e-02 -0.0708605762
## Action -0.061452050 3.425285e-02 -0.1911989616
## History 0.035337267 -9.691105e-02 0.0215581188
## Psychology 0.066288244 1.030572e-02 0.1900585325
## Politics 0.094413818 -1.718115e-02 -0.0203806483
## Mathematics -0.037091321 -9.035300e-03 -0.0666310936
## Physics 0.023450772 1.251260e-02 -0.0157315564
## Internet -0.058619906 -1.317147e-01 0.0341123827
## PC -0.005327331 -2.096894e-02 0.0417006366
## Economy.Management 0.102842580 -8.166299e-02 0.0358203028
## Biology -0.007652723 7.762286e-02 0.0351585914
## Chemistry -0.023159744 3.880411e-02 -0.0031588040
## Reading -0.003407134 7.966308e-02 -0.0919644197
## Geography -0.064092799 -3.184030e-03 -0.1040364143
## Foreign.languages -0.002423247 -1.557434e-04 -0.0397405493
## Medicine -0.023851102 5.869153e-02 0.0900438188
## Law 0.024872895 1.711825e-02 0.0505103314
## Cars 0.025166178 1.686493e-02 0.1026498453
## Art.exhibitions -0.046854964 6.169514e-02 -0.0776142947
## Religion 0.012403109 -2.874328e-03 0.0173983956
## Countryside..outdoors 0.039864881 -1.379605e-01 0.0032351529
## Dancing 0.056098433 -1.802988e-01 -0.0211813443
## Musical.instruments -0.025399509 -3.760242e-02 0.1256881692
## Writing -0.041086457 9.202494e-02 0.0095787315
## Passive.sport -0.147025273 -6.857256e-02 -0.1224913676
## Active.sport -0.033374318 -1.347574e-01 0.0487121003
## Gardening 0.080796031 -7.622646e-02 -0.0230310140
## Celebrities -0.040534561 4.673433e-02 0.0003583754
## Shopping -0.020360617 -1.041840e-01 -0.0045315056
## Science.and.technology 0.054722194 1.641183e-02 0.0682263710
## Theatre 0.104288767 3.505110e-02 -0.0953174659
## Fun.with.friends 0.178336097 -2.625340e-04 0.0528458315
## Adrenaline.sports -0.052498206 1.199566e-02 0.0495278897
## Pets -0.003928487 3.653719e-02 -0.0097401313
## Flying -0.052025732 -9.131837e-03 -0.0156386114
## Storm -0.167577803 6.809137e-03 -0.0507839099
## Darkness 0.010173692 7.608341e-02 -0.1165999106
## Heights 0.032358727 -7.209596e-02 -0.1457514899
## Spiders 0.130878617 5.597454e-02 -0.1313908066
## Snakes 0.072625301 8.508981e-02 0.0632613966
## Rats 0.130894994 7.248206e-02 0.0778635483
## Ageing 0.051584129 3.989344e-02 0.0406744487
## Dangerous.dogs -0.095072911 7.121299e-02 0.1095880407
## Fear.of.public.speaking 0.177545933 1.071094e-01 0.0409631291
## Smoking 0.099921387 9.084880e-02 0.0182340928
## Alcohol -0.011869532 -8.639326e-02 -0.1355788604
## Healthy.eating -0.009134858 -1.064872e-01 -0.1086785460
## Daily.events 0.118122995 2.276240e-02 0.0639231986
## Prioritising.workload 0.071747883 -8.378961e-02 0.0039147758
## Writing.notes -0.107922605 -4.876293e-02 0.0573990512
## Workaholism -0.021667553 -2.036685e-02 0.1018747349
## Thinking.ahead -0.021754647 -1.634253e-02 0.0328528547
## Final.judgement 0.014352301 -1.014007e-01 -0.0394438197
## Reliability 0.004598840 -4.176127e-02 0.0328123420
## Keeping.promises 0.007029303 7.152063e-03 -0.0133239362
## Loss.of.interest -0.164135839 1.086962e-01 -0.0304097823
## Friends.versus.money 0.148938950 5.040059e-02 -0.0136681782
## Funniness 0.095241058 1.984826e-01 0.0254462409
## Fake 0.032665203 1.271639e-02 0.0443847817
## Criminal.damage -0.027763630 -2.870456e-02 -0.0594505590
## Decision.making 0.003178340 -7.573786e-02 -0.0288699503
## Elections -0.022090950 -6.212235e-02 -0.1294091226
## Self.criticism -0.054681536 3.852456e-02 -0.0181950724
## Judgment.calls -0.140067166 2.804977e-02 -0.0421599896
## Hypochondria 0.028876201 8.283592e-02 0.0576897204
## Empathy -0.038426957 2.896509e-02 -0.0896935924
## Eating.to.survive -0.208221103 4.757885e-02 0.0679369209
## Giving -0.052943594 -7.535820e-03 0.1061826377
## Compassion.to.animals -0.112141727 5.982616e-02 0.0851514895
## Borrowed.stuff -0.050579231 6.522409e-03 0.1419042808
## Loneliness -0.081053150 -5.363098e-02 0.0397305337
## Cheating.in.school -0.039585025 2.349776e-02 -0.0044341316
## Health -0.026973871 3.092988e-02 -0.0266638025
## Changing.the.past 0.147162894 -4.692689e-02 -0.0536378141
## God -0.019729086 -4.741092e-02 -0.0111092145
## Dreams -0.134200251 1.801202e-01 0.1413423065
## Charity -0.155594485 1.749240e-01 -0.0533968256
## Number.of.friends 0.045480007 7.206733e-02 -0.0553687112
## Punctuality -0.007476866 -1.924720e-02 0.1268296726
## Lying -0.075792733 -1.495816e-01 0.1211586845
## Waiting 0.172255449 -4.942133e-03 -0.0964917480
## New.environment -0.020871982 1.662638e-01 -0.0406483191
## Mood.swings 0.025869250 1.065192e-02 -0.0801510919
## Appearence.and.gestures 0.059304874 -1.254991e-01 0.0279048177
## Socializing -0.012536986 5.520946e-02 -0.0972096461
## Achievements 0.062334961 5.090794e-02 0.0530109454
## Responding.to.a.serious.letter -0.135289756 2.051931e-03 -0.1901622545
## Children -0.126833601 1.957469e-02 0.0752952230
## Assertiveness -0.023459449 1.295133e-02 0.1083669974
## Getting.angry -0.035626741 -1.448932e-02 -0.1058623944
## Knowing.the.right.people 0.093819515 4.633113e-02 -0.0027912140
## Public.speaking 0.114373145 7.935573e-03 0.0896705089
## Unpopularity 0.136680820 2.512781e-02 0.1874690960
## Life.struggles 0.027864589 -7.619558e-02 -0.0924476756
## Happiness.in.life 0.049206006 1.409662e-01 0.0317097678
## Energy.levels 0.077140297 1.318434e-03 -0.0594785643
## Small...big.dogs 0.145448244 -3.668350e-02 -0.0801964900
## Personality -0.089702860 -3.006263e-02 0.1335790877
## Finding.lost.valuables -0.022091111 1.465018e-01 -0.0058305382
## Getting.up 0.004366736 -1.095806e-01 0.1508675376
## Interests.or.hobbies -0.037427135 -1.106333e-01 -0.0692119212
## Parents..advice 0.003558110 7.337776e-02 -0.2207603488
## Questionnaires.or.polls 0.221653315 1.656354e-01 -0.0282074817
## Internet.usage -0.144290080 -6.664607e-02 0.0155104097
## Finances 0.025192079 4.926836e-02 -0.1261569140
## Shopping.centres -0.085976745 -6.987446e-02 -0.0089139353
## Branded.clothing -0.123992176 -1.069770e-01 -0.0272940382
## Entertainment.spending 0.028508169 -1.060228e-02 -0.0368718329
## Spending.on.looks -0.021026043 -1.053455e-01 -0.0361712368
## Spending.on.gadgets 0.108229811 4.973604e-02 -0.1245359001
## Spending.on.healthy.eating 0.037527278 2.623071e-02 0.0369475032
## Age -0.029303943 -1.097065e-01 0.0135562580
## Height 0.005848411 8.944950e-02 0.0750477367
## Weight 0.055628375 1.348101e-01 0.0343846031
## Number.of.siblings 0.003582989 5.509954e-02 -0.0157701463
## Gender -0.031914557 2.095362e-02 0.0771219888
## Left...right.handed -0.105495911 -8.924624e-02 0.1816190925
## Education -0.028068428 -6.119837e-02 0.0204668678
## Only.child -0.005475898 1.790478e-02 0.0879286250
## Village...town 0.026049101 3.868942e-02 0.0434910199
## House...block.of.flats 0.069881963 2.722530e-02 0.0256409543
## PC34 PC35 PC36
## Music -0.0781750003 0.032589184 0.0908241035
## Slow.songs.or.fast.songs 0.0266192341 0.107410679 0.0539896915
## Dance -0.0498827978 -0.023107296 -0.0184981720
## Folk 0.1403502571 -0.080883657 0.0924462988
## Country 0.0428817113 -0.194882719 0.0733377574
## Classical.music 0.0277310805 0.060206638 -0.0625604985
## Musical -0.0711972949 -0.044848272 -0.0889575977
## Pop -0.0418918716 -0.140861914 -0.0657788325
## Rock -0.0786859988 -0.031186748 0.0454832190
## Metal.or.Hardrock -0.0846750574 0.055186262 0.0420343481
## Punk -0.0156429934 -0.068695516 0.0434155448
## Hiphop..Rap -0.0187307293 0.034151036 -0.0300845535
## Reggae..Ska 0.0378921612 -0.034795531 0.0391289204
## Swing..Jazz -0.0951224311 0.143844507 0.0128690767
## Rock.n.roll 0.0093574038 0.028966671 -0.0401650876
## Alternative 0.0663188437 0.127799412 0.0110630726
## Latino 0.0197919312 0.076456664 0.0584801125
## Techno..Trance -0.0385334844 0.142529738 -0.0648575859
## Opera 0.0054391930 0.050540246 -0.1273045090
## Movies -0.1637805382 0.067515851 0.0212024743
## Horror 0.1027506054 -0.037783214 0.0829469283
## Thriller 0.0053094485 -0.027555248 0.1438647283
## Comedy 0.0079924332 0.030189713 0.1097068029
## Romantic -0.0623516420 -0.043544068 0.0283288082
## Sci.fi -0.0477412929 -0.016137737 -0.1666885445
## War -0.0174744076 0.045545727 -0.0641183624
## Fantasy.Fairy.tales 0.1404872422 0.065803312 -0.0332527282
## Animated 0.1568970726 0.020960392 -0.0323765773
## Documentary 0.1506935864 -0.002992669 -0.0577270056
## Western -0.0380719597 0.071872300 -0.1027591948
## Action -0.0913197284 -0.030744233 -0.0333478952
## History 0.0738692207 -0.123312536 -0.0132647998
## Psychology -0.0981886260 -0.103888595 0.0180038451
## Politics 0.0850261175 0.005167570 -0.0726234597
## Mathematics -0.0446290487 0.025626183 0.1009687292
## Physics -0.0490203692 0.014433407 0.0870749901
## Internet 0.0500178705 -0.016932268 -0.0598858470
## PC 0.0007000382 0.069486137 -0.0005499548
## Economy.Management 0.0717687459 0.018243066 -0.0278503285
## Biology 0.0428575434 -0.046944083 -0.0228515695
## Chemistry 0.0427293049 -0.016802864 -0.0459230122
## Reading -0.1617227021 -0.077341348 0.0129904875
## Geography 0.0938632850 -0.203558310 0.0524222509
## Foreign.languages -0.0244952802 0.120010582 -0.0265388191
## Medicine 0.0332187811 -0.033216016 -0.0618075219
## Law 0.0868330809 0.125242047 -0.0806846872
## Cars -0.0549075473 0.133382905 0.0250485345
## Art.exhibitions -0.0334897677 0.093737088 0.0407456600
## Religion -0.0507550540 0.006303032 0.2098684488
## Countryside..outdoors -0.0236991965 -0.029150428 0.0802594063
## Dancing -0.0120126266 0.034420326 0.0235239429
## Musical.instruments 0.2235443902 0.153041489 0.1030083393
## Writing 0.0023425420 -0.238940603 0.0345849282
## Passive.sport 0.1486353336 -0.004063548 0.0511309827
## Active.sport -0.0200944945 -0.031001467 -0.0216875368
## Gardening 0.0771292381 0.044222755 -0.1381126803
## Celebrities 0.0559258972 0.027003421 -0.0121201790
## Shopping 0.0369557985 0.085738162 0.0420553411
## Science.and.technology 0.0400044563 -0.077233429 -0.0098997177
## Theatre -0.0703126258 0.006879258 0.0685580680
## Fun.with.friends 0.0461344907 0.073170328 -0.0399377543
## Adrenaline.sports 0.0312980610 -0.148960126 0.0195367463
## Pets 0.0725530098 -0.010896769 0.0208195381
## Flying -0.1944702112 0.028128394 -0.1381384079
## Storm -0.0001851766 0.096756757 -0.0407472507
## Darkness 0.0426889742 0.065208415 -0.0476873358
## Heights -0.0423602970 0.006914790 -0.0858714683
## Spiders 0.0698228846 -0.109930608 0.0341319184
## Snakes -0.0774640860 -0.061372254 0.0646418219
## Rats -0.0131422772 0.007184360 0.1481266831
## Ageing 0.1426553003 -0.150963224 -0.1002682869
## Dangerous.dogs 0.1353394602 -0.049694321 0.0788255627
## Fear.of.public.speaking -0.0121200683 -0.136688054 0.0294231703
## Smoking 0.0976183738 0.107563897 -0.1222277005
## Alcohol 0.0642052625 -0.034416212 -0.0452098008
## Healthy.eating -0.0930036929 0.202027083 -0.1858488870
## Daily.events 0.0750755003 -0.017470496 -0.0605858068
## Prioritising.workload -0.0249158618 -0.022069189 0.0299595588
## Writing.notes -0.1271719555 0.010748950 0.0849652317
## Workaholism -0.0924506009 -0.071181272 -0.0565889779
## Thinking.ahead 0.0895094468 -0.032666405 0.1154907111
## Final.judgement 0.1131736917 0.010149944 -0.0433338308
## Reliability -0.0590913607 -0.026575371 -0.0908248493
## Keeping.promises -0.0087355939 -0.055922054 -0.0644270294
## Loss.of.interest 0.0617659383 0.063036105 0.0693752688
## Friends.versus.money -0.0523798708 -0.054438245 -0.1607419633
## Funniness 0.0059921747 -0.040124305 -0.1103311636
## Fake -0.1800235394 -0.057110498 -0.0484436731
## Criminal.damage -0.0460851011 -0.022425334 0.0426856138
## Decision.making 0.0604450154 0.190830619 0.0997292779
## Elections 0.0541452977 0.036545191 -0.0366435360
## Self.criticism 0.0546489879 0.007361649 0.0764760540
## Judgment.calls -0.1793754267 0.111072663 0.1665084007
## Hypochondria -0.0541687515 0.097712358 -0.0509707179
## Empathy -0.0126852089 -0.129042900 0.0053747566
## Eating.to.survive 0.0060996831 0.071076589 -0.1796668711
## Giving -0.1045121829 0.026024085 -0.0698532093
## Compassion.to.animals 0.0040939560 -0.003895357 0.0022698770
## Borrowed.stuff 0.1341873921 -0.064314682 0.0417247032
## Loneliness -0.1141973393 -0.043729285 -0.1566038733
## Cheating.in.school -0.0655622225 0.013714067 -0.0681091529
## Health -0.1159233336 -0.063917104 -0.0503536931
## Changing.the.past 0.0644974580 0.012427147 0.0343443455
## God -0.0614474100 -0.019404404 0.1166046164
## Dreams 0.0357868401 -0.064164506 -0.1380340010
## Charity -0.0566361263 -0.095352948 -0.0286080019
## Number.of.friends 0.0506479261 -0.129655332 -0.0266767698
## Punctuality 0.0413183378 -0.051914948 0.0148285744
## Lying -0.1810299971 -0.001662481 -0.0013334507
## Waiting -0.1180142115 -0.063173140 0.0192389604
## New.environment 0.0752551930 0.068437581 -0.0244577503
## Mood.swings 0.0252418912 -0.116357863 0.0167669924
## Appearence.and.gestures -0.1664061634 -0.074226948 -0.1318136456
## Socializing -0.0008743978 0.069400244 0.1042308805
## Achievements -0.1648389034 0.033526134 0.2003285997
## Responding.to.a.serious.letter -0.1477890663 0.012196057 0.0877061260
## Children -0.1300303505 0.052471490 0.0316134937
## Assertiveness -0.1282611038 -0.055311566 0.0655190516
## Getting.angry -0.0198342485 0.057478547 0.0238610341
## Knowing.the.right.people 0.0027652999 -0.027392195 -0.0281195227
## Public.speaking -0.0667435543 -0.063647130 0.0742594938
## Unpopularity -0.0106159471 0.179698528 -0.0733770360
## Life.struggles 0.0153807674 -0.054130355 0.0025245266
## Happiness.in.life -0.0469493564 -0.028362709 0.0741517916
## Energy.levels -0.0787961209 -0.096444043 -0.0359111421
## Small...big.dogs -0.1423143060 0.018975028 0.0973335976
## Personality -0.0890208051 -0.148840557 -0.0766628987
## Finding.lost.valuables -0.0166631588 0.035085377 -0.0186670633
## Getting.up -0.0625886603 -0.108152607 0.1412115986
## Interests.or.hobbies -0.0088579866 -0.191795788 0.0539771867
## Parents..advice 0.0118474808 0.070476438 0.1000699354
## Questionnaires.or.polls 0.0638914076 0.064676509 0.1009808627
## Internet.usage 0.0939830011 -0.238938353 -0.1296034203
## Finances -0.0487653612 -0.030220930 -0.0332810961
## Shopping.centres 0.0660336972 0.056162722 0.0834598612
## Branded.clothing 0.0362351737 0.019338940 0.1510196324
## Entertainment.spending 0.0565305218 -0.042761690 -0.0677671618
## Spending.on.looks 0.0858655866 0.011341044 0.0072069640
## Spending.on.gadgets -0.0273645415 -0.028996298 0.0408876834
## Spending.on.healthy.eating -0.0959944651 0.118044775 -0.0618631379
## Age 0.0468678643 -0.037483994 0.0482498974
## Height -0.0431333858 0.025298268 0.1054867935
## Weight -0.0842673215 0.016114211 0.1070815825
## Number.of.siblings 0.0560675145 0.093028776 -0.1370030611
## Gender 0.0036413009 0.039711248 0.0094961955
## Left...right.handed -0.1464863475 -0.040959873 -0.1721660128
## Education -0.0142568923 0.026561436 0.1116156474
## Only.child 0.0362017057 -0.012983927 0.1322103035
## Village...town -0.0394640523 -0.040168771 -0.0483550461
## House...block.of.flats -0.0377818211 -0.053787935 0.0120087439
## PC37 PC38 PC39
## Music -9.367382e-02 -0.061898680 0.1083750703
## Slow.songs.or.fast.songs -6.933209e-02 0.177429423 -0.1060228441
## Dance -1.497707e-02 -0.028774205 -0.1022447575
## Folk -1.047451e-01 0.085661031 -0.0024254528
## Country -1.187647e-01 0.144059934 0.0377345964
## Classical.music -7.271981e-02 -0.018027650 0.0048373384
## Musical -1.785641e-01 -0.004796666 0.0940322618
## Pop -8.310210e-02 -0.082732550 -0.1276791779
## Rock 3.764378e-02 -0.019900951 -0.0290417009
## Metal.or.Hardrock 5.042258e-02 -0.030286273 -0.0512640213
## Punk 1.981513e-02 -0.044829531 -0.0147548630
## Hiphop..Rap -1.800066e-02 -0.136961423 0.2210147784
## Reggae..Ska 6.668264e-02 -0.058382412 0.1616983627
## Swing..Jazz 9.893221e-02 0.018853260 0.0582386247
## Rock.n.roll -9.721432e-03 0.109492288 -0.0088551202
## Alternative -5.115583e-02 0.082846047 -0.1089275880
## Latino 9.236275e-02 0.002125830 0.0216704621
## Techno..Trance -2.055065e-02 0.026126445 -0.0706327892
## Opera -1.935857e-02 -0.021692736 0.0463011226
## Movies -9.016684e-03 0.051081326 -0.0596719515
## Horror -8.558049e-02 0.114513843 0.0861102897
## Thriller 4.907645e-02 0.012260237 -0.0009537895
## Comedy -5.830863e-02 0.186091597 0.0565977385
## Romantic -7.923331e-02 -0.001904209 0.1448897327
## Sci.fi -5.174818e-02 -0.009734990 0.0851855315
## War 5.911568e-02 0.066834690 0.1013538664
## Fantasy.Fairy.tales 1.208867e-01 -0.039949134 -0.0940273246
## Animated 9.807027e-02 -0.058380173 -0.1237121094
## Documentary 1.037717e-01 -0.016429438 -0.0647318013
## Western 1.724594e-01 0.007046731 0.0734143835
## Action 6.921619e-02 -0.171524494 -0.0440951166
## History -2.122622e-02 -0.049894984 -0.0638146504
## Psychology -4.829310e-02 -0.094719492 0.0275047117
## Politics -3.558906e-02 -0.002928097 0.0920827922
## Mathematics -5.452584e-02 0.086675275 -0.1086115166
## Physics -5.546748e-02 0.017596854 -0.0478647564
## Internet 4.546056e-02 -0.064862768 0.0543367055
## PC 5.215644e-02 -0.062518193 0.0133770704
## Economy.Management 6.483856e-03 0.131666969 -0.0013581750
## Biology 5.144428e-02 0.043388495 -0.0070926440
## Chemistry -1.111911e-02 0.027768050 0.0380286294
## Reading 6.816901e-03 0.019580195 -0.0066266600
## Geography 1.613883e-01 0.158248851 -0.0934608132
## Foreign.languages -2.050869e-02 0.057617105 -0.0184507471
## Medicine 3.960726e-02 0.046770085 0.0757713065
## Law -1.092448e-02 -0.027684340 -0.0447523837
## Cars 3.448137e-02 -0.050663592 -0.0493626291
## Art.exhibitions 7.557356e-02 -0.016319711 -0.0646699865
## Religion -3.939768e-02 -0.037162489 -0.0518386498
## Countryside..outdoors 1.066850e-02 0.007710373 0.0062487500
## Dancing 4.041049e-02 -0.022285465 0.0390071598
## Musical.instruments -3.487338e-02 -0.058712981 0.2012923612
## Writing -5.783493e-03 0.011109891 0.0528792726
## Passive.sport -1.053171e-02 -0.033037467 0.1173018624
## Active.sport -5.815885e-03 -0.079584650 -0.0574491072
## Gardening 1.586040e-01 0.017385299 0.0053034869
## Celebrities 1.357714e-01 -0.026976840 -0.1015563541
## Shopping 8.684417e-02 -0.040772218 -0.1153524617
## Science.and.technology -1.997449e-03 -0.015953881 -0.0440953017
## Theatre -1.476478e-02 -0.040367725 -0.0361179668
## Fun.with.friends 4.389898e-02 0.097273237 -0.0530435771
## Adrenaline.sports 3.335874e-03 -0.016139760 -0.0439869293
## Pets -2.020635e-01 -0.109322522 -0.0906234863
## Flying -9.947270e-03 -0.034253484 -0.1530663865
## Storm -6.264392e-02 0.013225769 0.0690627224
## Darkness -1.114564e-01 -0.034529148 0.0605957627
## Heights -1.491283e-02 0.043398283 0.0129330535
## Spiders 5.233944e-04 0.025201907 0.1134985541
## Snakes -5.125081e-02 0.030814168 0.0393404585
## Rats 4.093794e-02 0.034086826 0.0493247866
## Ageing -1.557828e-01 -0.058494682 -0.2250308917
## Dangerous.dogs -5.405670e-02 0.073044336 -0.0044641734
## Fear.of.public.speaking 6.887421e-02 0.065804206 -0.0157776779
## Smoking 3.761023e-02 -0.066515541 0.1619893971
## Alcohol 3.620411e-03 -0.079916531 0.0770136330
## Healthy.eating -2.247156e-01 0.013002834 0.0815406366
## Daily.events -4.523766e-03 0.052445726 -0.0001127382
## Prioritising.workload -2.007063e-02 0.060533769 0.1478385101
## Writing.notes 1.737178e-01 -0.036235731 0.2022907869
## Workaholism -5.447499e-02 0.060571766 0.0522981490
## Thinking.ahead 1.538544e-01 -0.227753871 -0.0638903771
## Final.judgement -1.155602e-01 -0.055936699 0.0545793284
## Reliability -2.334788e-02 0.117402981 -0.0403907121
## Keeping.promises -4.592774e-02 0.135066828 -0.1354242393
## Loss.of.interest -1.425959e-01 0.014291527 -0.0111437614
## Friends.versus.money 2.747198e-02 -0.013930237 -0.1513085387
## Funniness 2.078041e-02 -0.025030293 -0.0029233064
## Fake 2.618400e-02 -0.088418903 -0.0464542440
## Criminal.damage -1.426444e-02 0.080258105 0.0293184422
## Decision.making 1.300680e-01 -0.121456507 -0.0151858843
## Elections -1.115992e-01 -0.042540920 0.1135679211
## Self.criticism 1.624272e-02 0.019066293 -0.0595738670
## Judgment.calls 5.560269e-02 0.178913936 -0.0821591395
## Hypochondria 7.194085e-02 0.013538557 -0.1110971259
## Empathy 8.150176e-02 0.062811607 -0.0243084814
## Eating.to.survive -4.774585e-02 -0.103362387 -0.1127262743
## Giving 7.359573e-02 0.084703910 -0.0202788386
## Compassion.to.animals -2.790995e-01 -0.068807793 -0.0609406388
## Borrowed.stuff 2.312348e-02 -0.149831722 0.0729010746
## Loneliness 2.937837e-02 0.017473677 0.0957944691
## Cheating.in.school 4.459941e-02 0.063434803 0.1281404900
## Health -9.216729e-02 -0.113204908 -0.0786426455
## Changing.the.past -1.943977e-02 0.055526043 -0.0393395404
## God -7.312200e-02 -0.017742685 0.0045392330
## Dreams 3.469365e-02 0.103411165 0.0368710506
## Charity 4.720463e-02 0.152529179 -0.0717659806
## Number.of.friends 7.179012e-02 0.058180314 -0.0657098904
## Punctuality -3.713599e-02 -0.124843028 -0.1635524940
## Lying -1.218813e-01 0.073234467 -0.1031163828
## Waiting 8.294228e-02 -0.096188467 0.1205250699
## New.environment 7.675330e-02 -0.105781434 -0.0932593339
## Mood.swings 6.445942e-02 0.107076739 -0.0125750044
## Appearence.and.gestures 2.213378e-01 -0.001112153 0.0645848824
## Socializing 5.992027e-05 -0.087090560 0.0483003223
## Achievements 1.158983e-02 -0.172635973 0.0781317116
## Responding.to.a.serious.letter -1.231462e-01 -0.139313207 0.0111818814
## Children 1.366954e-01 0.174095847 -0.0413819616
## Assertiveness -6.419431e-02 -0.142299148 -0.1039519869
## Getting.angry 5.030780e-02 0.102758599 0.0067756089
## Knowing.the.right.people -2.241394e-02 0.061263762 0.0101586890
## Public.speaking 3.964985e-02 0.096750125 0.1072976754
## Unpopularity -9.464786e-02 0.072055122 -0.0030422249
## Life.struggles -4.482650e-03 0.012081325 0.0931039646
## Happiness.in.life -3.042457e-02 0.050880614 -0.0804016882
## Energy.levels -7.957558e-02 -0.004851655 -0.0063395126
## Small...big.dogs 1.273719e-02 -0.123584926 -0.0246894584
## Personality 1.596438e-02 0.005990962 0.0614928486
## Finding.lost.valuables 5.196144e-02 -0.118638865 0.1091853481
## Getting.up -4.479781e-03 -0.058280897 0.0438122180
## Interests.or.hobbies -1.099038e-01 -0.106906142 0.0601089937
## Parents..advice 7.817572e-02 -0.089481667 0.0553921572
## Questionnaires.or.polls -1.461120e-01 -0.077903034 -0.1337218726
## Internet.usage -1.762108e-02 -0.103463499 0.1057050949
## Finances -2.808005e-02 -0.096652425 -0.0296159736
## Shopping.centres -3.584384e-02 -0.026070892 -0.0719404316
## Branded.clothing -7.897664e-02 -0.003928665 0.0041894070
## Entertainment.spending 2.605009e-02 0.119666084 0.0086544844
## Spending.on.looks 7.281658e-02 0.039203581 -0.0053238886
## Spending.on.gadgets 4.767174e-02 -0.027989576 -0.0222233514
## Spending.on.healthy.eating -1.993629e-01 0.037394213 0.1170172015
## Age 2.424646e-02 -0.139059807 -0.0427893949
## Height -9.017453e-02 0.090919850 0.0447563802
## Weight -4.699154e-02 0.100919700 0.0006357663
## Number.of.siblings -2.341453e-02 -0.047491897 0.0028699259
## Gender -4.172848e-02 0.042198264 0.0162790814
## Left...right.handed 7.303162e-02 -0.157114003 -0.0614554415
## Education 1.079306e-01 -0.106364142 -0.1337246581
## Only.child 9.708648e-02 0.048137524 0.0372971152
## Village...town 2.608455e-02 0.040685316 0.1162302026
## House...block.of.flats 4.194779e-02 -0.012563034 0.0471370706
## PC40 PC41 PC42
## Music -0.0202536434 -0.0083751906 -0.086235586
## Slow.songs.or.fast.songs 0.1933381686 -0.1217710345 0.154400088
## Dance -0.0264372560 -0.0346735914 0.129701026
## Folk -0.0632651384 -0.0118726709 -0.003063281
## Country 0.0079089194 -0.0425596922 -0.081297002
## Classical.music -0.1169295025 -0.0657546949 0.018896626
## Musical 0.0134178785 -0.0891321687 -0.107129473
## Pop 0.0006432713 -0.0698784209 0.035768624
## Rock -0.0090134218 0.0303712535 0.038290490
## Metal.or.Hardrock -0.0983431211 0.0387132939 -0.049374694
## Punk 0.0746064477 0.0077193420 -0.077124898
## Hiphop..Rap 0.1337720960 -0.0076352349 0.027975601
## Reggae..Ska 0.1050017172 0.0602060107 -0.085755083
## Swing..Jazz -0.0884827988 -0.0563946911 0.056999286
## Rock.n.roll -0.0183365418 -0.1032676706 0.124494372
## Alternative -0.0553459063 0.0143071903 0.058559303
## Latino -0.0795796608 -0.1156807429 0.028349274
## Techno..Trance -0.0402049165 0.0325508071 0.072351413
## Opera -0.0384915342 0.0463713218 -0.016051357
## Movies -0.0156601128 -0.0285388152 0.011621308
## Horror -0.0675830976 -0.1230317498 0.034883466
## Thriller -0.0792150999 -0.1438885496 0.005939309
## Comedy 0.0829489167 -0.0430029424 -0.181772682
## Romantic 0.0737165315 0.0087409723 -0.078522057
## Sci.fi 0.0093547885 0.1000442344 -0.031361456
## War 0.0527613725 0.0655147795 0.034981369
## Fantasy.Fairy.tales 0.0348647245 0.1003336552 0.061936775
## Animated 0.0666983408 0.1719273190 0.074418665
## Documentary 0.0207940677 -0.0907295800 0.007049340
## Western 0.1511942760 -0.0544055968 -0.100597538
## Action 0.0988913027 -0.0110526679 -0.049277941
## History 0.0531692282 -0.0651568952 0.087157951
## Psychology 0.0319289657 0.0965498851 0.021750145
## Politics -0.0028868759 0.0340721649 0.052404961
## Mathematics 0.0615964340 0.0187227116 0.156803036
## Physics -0.0408615598 0.0532521747 0.123642964
## Internet 0.0904056042 -0.0006623035 -0.041197139
## PC 0.0119410967 -0.0275003717 -0.038428158
## Economy.Management -0.0953284188 -0.0148647402 -0.042156068
## Biology 0.0030127069 -0.0173049968 -0.020706244
## Chemistry 0.0041023715 -0.0349352866 0.073410497
## Reading 0.1029309143 -0.0964202658 -0.033806230
## Geography -0.0900618541 -0.0854674288 0.039730141
## Foreign.languages -0.0880303225 -0.0481266623 -0.102553960
## Medicine 0.0055014640 0.0216414824 -0.034377913
## Law -0.0554791660 0.1118313784 -0.058145522
## Cars -0.1076790825 0.0640257420 0.036409651
## Art.exhibitions 0.0744842285 0.0250564937 0.040317857
## Religion 0.0993732790 -0.0047127666 -0.002867426
## Countryside..outdoors -0.0952789206 0.0305875221 -0.067019242
## Dancing 0.0785599386 -0.0302892921 -0.034139049
## Musical.instruments 0.0429961293 0.0373298521 0.060854854
## Writing 0.0600939318 0.0106146092 -0.047592579
## Passive.sport -0.1523722551 0.0216329763 0.135690184
## Active.sport 0.0103450583 -0.0157589130 -0.152019596
## Gardening -0.0478669868 -0.0025596102 -0.011052791
## Celebrities -0.0305821875 -0.1377911992 -0.119487314
## Shopping -0.0497909201 -0.0080427383 -0.112095732
## Science.and.technology -0.0520998463 0.0217534516 -0.046006147
## Theatre 0.0917892233 0.0261624017 -0.055804288
## Fun.with.friends 0.0699435745 0.0446036371 -0.071630345
## Adrenaline.sports -0.0295058434 0.0697993145 -0.031120799
## Pets 0.0981726138 -0.0526450721 -0.051948720
## Flying 0.0241312417 -0.0495854117 0.025462174
## Storm 0.0015937595 0.0201051167 -0.048202974
## Darkness -0.1073815555 0.1105761876 0.069830874
## Heights 0.0450321094 0.0550071144 0.181578836
## Spiders -0.0158237907 -0.0947722753 -0.063790030
## Snakes 0.0565084085 -0.0456352686 0.144696955
## Rats 0.0414835268 -0.0242067783 0.163835460
## Ageing 0.0559982815 0.0779689130 -0.042483308
## Dangerous.dogs -0.0759906059 0.1375237145 -0.012515134
## Fear.of.public.speaking -0.0718591691 0.0934989862 0.039252632
## Smoking -0.0375957538 0.0062337114 0.008434315
## Alcohol -0.0605161817 0.0637950818 0.039511177
## Healthy.eating -0.0423316592 -0.0361456019 -0.085203661
## Daily.events 0.0046065152 -0.0752835125 -0.093916384
## Prioritising.workload 0.1566436927 0.0375372054 0.007150866
## Writing.notes 0.0142310709 0.0167932740 -0.091868822
## Workaholism -0.0291245521 -0.1014066235 -0.049206283
## Thinking.ahead 0.0224293926 -0.0632408631 -0.083861926
## Final.judgement -0.0210164305 0.0008918307 -0.063211309
## Reliability -0.0064677592 0.1279785158 0.082534312
## Keeping.promises 0.0119724457 0.0348320675 0.009678282
## Loss.of.interest -0.0907519701 0.1017861573 0.026971724
## Friends.versus.money -0.1205029378 -0.0406734914 -0.118181675
## Funniness -0.1181887946 -0.1154019884 0.007313691
## Fake 0.0729242504 -0.0188911761 0.101537974
## Criminal.damage -0.1685581792 0.1856125093 -0.301191772
## Decision.making 0.0717566375 -0.0794701876 -0.118518228
## Elections -0.1042659791 0.2373215381 0.117370205
## Self.criticism 0.0870745230 -0.0418672622 -0.025619471
## Judgment.calls -0.0986679526 -0.0129982848 -0.030609699
## Hypochondria 0.0619856182 0.0237768560 0.027782600
## Empathy -0.0868264284 0.1010119530 -0.130226904
## Eating.to.survive -0.1098390593 0.1808159111 -0.055640618
## Giving -0.0200768977 -0.0420251015 0.182270091
## Compassion.to.animals 0.0329524611 -0.1734861028 0.013542796
## Borrowed.stuff -0.0200277105 -0.0435598611 0.299726150
## Loneliness -0.0171952646 -0.0935420469 0.104646767
## Cheating.in.school -0.0515348679 0.0963525456 -0.075029163
## Health 0.0904484872 0.0157639555 0.056316169
## Changing.the.past -0.1275277616 -0.0827039834 -0.033610803
## God 0.0464793243 -0.0796877107 -0.065674228
## Dreams 0.0639088860 -0.0788162181 -0.071466763
## Charity 0.0118280964 0.1407277124 0.025791170
## Number.of.friends 0.0671584419 -0.0416377546 0.021446226
## Punctuality 0.0842144593 0.0657815547 -0.071497586
## Lying 0.1359983076 0.1397996379 -0.037961046
## Waiting -0.0066438646 0.1737307910 0.006461372
## New.environment 0.1731465474 0.0245130311 -0.017436288
## Mood.swings 0.0374713735 -0.0028902254 0.037009332
## Appearence.and.gestures -0.0773685625 -0.0008584980 0.034346487
## Socializing 0.0328755675 -0.0575382467 0.072935374
## Achievements -0.2001231946 -0.0961866357 0.032119558
## Responding.to.a.serious.letter -0.0573889956 -0.0473814151 -0.023398359
## Children 0.0524584739 0.1663696894 0.095429295
## Assertiveness -0.0790312417 0.1172334003 0.086472422
## Getting.angry 0.0396834347 0.0151052632 -0.129431841
## Knowing.the.right.people -0.0569041480 -0.0100329284 0.104726670
## Public.speaking 0.0503913360 0.0752047339 -0.028983378
## Unpopularity 0.2367316183 0.0397555825 -0.074206906
## Life.struggles 0.0353575527 0.0346417079 -0.023634407
## Happiness.in.life 0.0545418124 0.0401510381 -0.114969664
## Energy.levels -0.0377552186 0.0242929381 -0.074328815
## Small...big.dogs 0.1401343683 -0.0637879886 0.107979061
## Personality -0.1371499962 -0.0356138146 -0.006207302
## Finding.lost.valuables -0.1529254779 -0.1298725301 -0.003463661
## Getting.up -0.0460647064 0.0780395520 0.008588306
## Interests.or.hobbies -0.0278479242 -0.0270851486 0.089316093
## Parents..advice 0.1748331632 0.1984008993 -0.007832760
## Questionnaires.or.polls -0.1097171153 0.1063849489 -0.032300305
## Internet.usage 0.2132012733 0.0542252638 -0.070725147
## Finances -0.0058831488 0.2463309229 0.024400889
## Shopping.centres -0.1007271032 0.0447127593 -0.051100295
## Branded.clothing 0.0384862666 0.0329617083 0.044840531
## Entertainment.spending 0.0939390848 0.0351996160 0.125004397
## Spending.on.looks 0.0893961962 0.0077869195 0.049250348
## Spending.on.gadgets 0.0616095095 -0.0127312703 0.016885855
## Spending.on.healthy.eating 0.0657160347 0.0651225706 0.071567608
## Age -0.0090551368 0.0339559209 -0.095109152
## Height 0.0276694775 0.0086072564 -0.089534919
## Weight 0.0958769658 -0.0207233186 -0.091102516
## Number.of.siblings 0.1494910781 -0.1358660360 -0.045760154
## Gender -0.0143936984 0.0540556717 -0.029610307
## Left...right.handed -0.0524632905 -0.0559077531 0.015131702
## Education -0.0394669540 0.0409683815 -0.081503368
## Only.child 0.0652046809 0.2238463040 0.028541666
## Village...town -0.0553315141 0.0834359175 -0.013799298
## House...block.of.flats -0.0244887147 0.0707633164 0.064082642
## PC43 PC44 PC45
## Music 0.0465181206 0.0280087730 -0.0400268680
## Slow.songs.or.fast.songs 0.0084378733 -0.0586429726 -0.1146597796
## Dance 0.0439506835 -0.0218175930 -0.0334500178
## Folk -0.1202138960 -0.0698416681 -0.0087505852
## Country 0.0866073008 0.0889411121 0.0745778875
## Classical.music -0.0444640941 -0.0092279601 -0.0250685759
## Musical 0.0314350089 0.0533200612 -0.1378219129
## Pop -0.0980125952 0.0398628783 -0.0249542772
## Rock -0.0348627206 -0.0553458459 0.0304238465
## Metal.or.Hardrock 0.0145102422 -0.0085387579 -0.0908934533
## Punk -0.0211236400 -0.0017248120 0.0076158268
## Hiphop..Rap -0.0169375702 0.1064568858 0.0481377097
## Reggae..Ska 0.0613905530 0.0761978982 0.1766723086
## Swing..Jazz -0.0338414441 -0.0162976284 0.1055907096
## Rock.n.roll -0.0459965232 -0.0402233035 0.1841975586
## Alternative -0.0076471297 -0.0957837886 0.0377234495
## Latino 0.0862893622 0.0557544727 -0.0528901279
## Techno..Trance -0.0165677435 -0.0179195480 -0.0931962961
## Opera -0.0192051275 0.0109360341 -0.0905032147
## Movies 0.0131510167 0.0298386865 0.1229748732
## Horror 0.1621629168 -0.0135544247 -0.1374287514
## Thriller 0.0205306120 -0.0641392251 -0.0602104237
## Comedy -0.1447104580 0.0680294988 -0.0020027526
## Romantic -0.0421901278 0.0589286754 0.0334979151
## Sci.fi -0.0830904134 -0.0901396464 0.0074180608
## War 0.0142839273 0.0438035771 0.0201549574
## Fantasy.Fairy.tales -0.0092567202 0.0887172778 -0.1397358181
## Animated 0.1004940910 -0.0119199852 -0.0869132856
## Documentary -0.0451793820 -0.0061409541 0.0231931288
## Western 0.0832709966 0.0252451332 0.0239945737
## Action -0.0385746493 -0.0842105578 -0.0231008396
## History -0.0324165525 0.1887931468 -0.0412131515
## Psychology -0.1457461091 -0.0028347220 0.0792741102
## Politics 0.0152531745 -0.0281969541 0.0239966739
## Mathematics -0.0323338230 -0.1166629090 -0.0260956731
## Physics 0.0271528446 -0.1012019964 0.0243006775
## Internet 0.0978794052 0.0365909138 -0.0367919619
## PC 0.0503993989 0.0949694815 0.0761081968
## Economy.Management -0.1104410449 -0.0920946159 -0.0355813728
## Biology -0.0049863172 -0.0279478631 0.0481431376
## Chemistry 0.0403744469 0.0440382102 -0.0566635792
## Reading 0.1200414904 0.0809889839 -0.0396294385
## Geography 0.1845266778 0.0840207776 -0.0417716723
## Foreign.languages 0.1917093817 0.0473526194 -0.0867575523
## Medicine -0.0157261025 0.0153158714 0.0281376111
## Law -0.0092409174 0.0809694611 0.0070951936
## Cars 0.0100867204 -0.0235938345 -0.0112575305
## Art.exhibitions -0.0586289075 -0.0129782360 -0.0369610817
## Religion -0.0615521845 0.0140483481 -0.0157471480
## Countryside..outdoors 0.0714014924 -0.0572065127 0.0147511768
## Dancing 0.0562320003 -0.0072947568 0.0760083821
## Musical.instruments 0.0624273000 -0.1165427875 0.0712925105
## Writing -0.0353005447 0.0134682299 -0.0514647041
## Passive.sport -0.0892439226 -0.0736447764 -0.1972586682
## Active.sport -0.0908149494 0.0182449508 0.1244660171
## Gardening -0.0892769706 0.0055924931 0.0876719274
## Celebrities -0.1313261119 -0.0900977553 0.0184993951
## Shopping -0.0716251611 -0.0127595243 -0.0212522233
## Science.and.technology 0.0157936875 -0.0009096045 0.0742408053
## Theatre 0.0856942646 -0.0445987768 -0.0090525585
## Fun.with.friends 0.0159954499 0.0166229785 0.0150378110
## Adrenaline.sports 0.0242865849 -0.0592030376 -0.0105642786
## Pets -0.0916898321 -0.0386013427 0.1514465014
## Flying 0.1937022044 -0.0381515361 0.0104322624
## Storm 0.1089986764 -0.0350551255 -0.1002555908
## Darkness 0.0414730454 -0.0313886745 -0.0243018901
## Heights 0.0105056473 0.0437801304 0.0239558327
## Spiders -0.0828230895 -0.2027926282 0.0671811840
## Snakes -0.0817965149 -0.0540161491 0.0577492870
## Rats -0.0121265347 -0.0762857870 -0.0124295826
## Ageing 0.2243842501 -0.0437835620 0.1258453186
## Dangerous.dogs -0.0029601114 0.1241950429 0.0796551995
## Fear.of.public.speaking -0.0596907816 0.0477051456 -0.0599602995
## Smoking -0.0444920403 -0.0230502690 0.0266355613
## Alcohol -0.0490388535 0.0777065471 -0.1149728480
## Healthy.eating -0.0926650989 -0.0138974997 -0.0174823499
## Daily.events 0.0203125590 -0.0523482554 0.0552193457
## Prioritising.workload 0.0382976174 0.0541777690 0.0066626252
## Writing.notes -0.0075463132 -0.0373024423 0.0175937377
## Workaholism 0.0125775749 0.0702362918 -0.1257441130
## Thinking.ahead -0.0954621751 -0.0582116119 -0.0363045987
## Final.judgement 0.1318386327 -0.0527773471 -0.0062268077
## Reliability -0.0819026860 -0.0896929552 0.0695310775
## Keeping.promises 0.1178181820 -0.0282840674 0.0542913532
## Loss.of.interest -0.2059170011 0.0360423950 0.1219466034
## Friends.versus.money -0.1072701235 0.1234237509 0.0776346153
## Funniness -0.0963488402 -0.0351868183 0.0294573442
## Fake 0.0402232224 -0.1770704791 -0.0895597638
## Criminal.damage -0.0416109569 -0.0124966943 -0.0821453406
## Decision.making 0.0354198610 -0.1576691124 -0.0707227883
## Elections -0.0066584200 -0.1681572177 0.0206865461
## Self.criticism -0.1542437514 -0.0546439036 -0.0877373193
## Judgment.calls 0.0392627040 -0.0645587632 0.0795529250
## Hypochondria -0.2638003919 0.1706846645 -0.2090560366
## Empathy -0.0463658462 0.0435312378 -0.2310923321
## Eating.to.survive 0.1452641841 -0.0180897587 -0.0962871272
## Giving -0.0858777088 -0.0940868083 -0.0963292683
## Compassion.to.animals 0.0016097689 -0.1221939611 -0.0423736607
## Borrowed.stuff -0.0273490727 0.0985615983 0.0779856900
## Loneliness 0.0372953110 -0.0328063129 -0.0066160211
## Cheating.in.school -0.0047385194 -0.0992325204 -0.0014006711
## Health -0.0536391692 0.0233724031 -0.0058999829
## Changing.the.past 0.0198679117 0.0334411240 0.0883158636
## God -0.0969527122 -0.0519595821 0.0126241616
## Dreams 0.1038846562 -0.3183444730 -0.0334129127
## Charity -0.0603835429 -0.0417476957 0.0146209618
## Number.of.friends 0.0202381736 0.0126889214 0.0172172750
## Punctuality -0.0328806684 -0.1366835939 -0.0641993242
## Lying -0.0682477828 0.1154983587 0.0566934802
## Waiting -0.1103598968 -0.1075875788 0.2066987496
## New.environment 0.0574966756 -0.0096803135 0.0486470440
## Mood.swings -0.0040419978 -0.0562958123 0.0024151753
## Appearence.and.gestures 0.0022137592 -0.0923046797 0.1456682263
## Socializing 0.0540679591 0.0537937476 -0.1016949180
## Achievements 0.1962223515 0.2267827097 0.0227783709
## Responding.to.a.serious.letter 0.1300175364 0.0111536317 0.0803190213
## Children 0.0768194952 0.1805219839 0.0155235613
## Assertiveness 0.0171265626 -0.1104294743 0.0457439460
## Getting.angry 0.0137195813 -0.0777025918 0.1277627189
## Knowing.the.right.people 0.1710409660 0.0175751607 -0.0912770613
## Public.speaking 0.0539605725 -0.0188546555 0.0584877168
## Unpopularity 0.0974150716 -0.1675639843 -0.0166963670
## Life.struggles 0.0064911306 -0.0444895872 -0.0210099473
## Happiness.in.life -0.0759123419 -0.0219811585 -0.1196525705
## Energy.levels 0.0848915961 -0.0672224495 -0.0671697431
## Small...big.dogs -0.0123535411 -0.1927051817 -0.0962139248
## Personality 0.0195296137 -0.1916482360 -0.0745547462
## Finding.lost.valuables 0.0190459788 -0.0558156881 -0.1013160514
## Getting.up 0.0688268372 -0.0849606399 -0.0379962350
## Interests.or.hobbies -0.1384025347 0.0731587139 0.0041503646
## Parents..advice -0.0704772276 0.0544160313 -0.1911338634
## Questionnaires.or.polls 0.0977409224 0.0554954318 -0.0003695952
## Internet.usage 0.0585230845 0.0042222695 -0.1811100068
## Finances 0.1256217622 0.0123804413 0.1299424046
## Shopping.centres -0.0287188907 -0.0197294741 -0.0085709799
## Branded.clothing 0.0942731428 -0.0104480610 0.0784322000
## Entertainment.spending 0.0002715038 0.0480154176 -0.0012745261
## Spending.on.looks 0.0482708835 0.0707171568 0.0516842136
## Spending.on.gadgets 0.0616777161 0.0788042229 0.0801431688
## Spending.on.healthy.eating -0.0547859788 0.1246941343 -0.1235774288
## Age 0.0216740924 -0.0456756423 -0.0200274152
## Height -0.0647419091 0.0054917080 -0.0707232868
## Weight 0.0109677150 0.0373666209 -0.1378195742
## Number.of.siblings 0.0447500687 0.0597159218 0.1511568947
## Gender -0.0498822696 0.0544206498 0.0485717421
## Left...right.handed -0.0584169117 0.0997128466 -0.0994334787
## Education 0.0452028796 -0.0104434478 0.0176873056
## Only.child 0.0744913445 -0.1029930671 -0.0741713469
## Village...town 0.0635650564 -0.0098351876 -0.1093962936
## House...block.of.flats 0.0162131292 -0.0764528429 -0.0156011725
## PC46 PC47 PC48
## Music 0.0367687728 0.0380822570 0.0814756892
## Slow.songs.or.fast.songs 0.1150979881 -0.0431636725 0.0666635008
## Dance -0.0347498064 0.0216546576 -0.0435898769
## Folk 0.0343536661 -0.0604917914 -0.0181028668
## Country 0.0764341965 0.0414177324 -0.0413648389
## Classical.music 0.0554294432 0.1092503566 -0.0303713787
## Musical -0.1018061805 -0.0246420716 -0.0294239383
## Pop 0.0201250825 0.0252001570 -0.0957572123
## Rock 0.0222391431 -0.0047454631 -0.0555649534
## Metal.or.Hardrock 0.0167924961 -0.0366537371 -0.0355925837
## Punk -0.0270127737 0.0433993010 0.0364003453
## Hiphop..Rap 0.0139320551 0.1483077250 -0.0629050507
## Reggae..Ska -0.0862430110 0.0539384640 0.0494906443
## Swing..Jazz 0.0004419225 -0.0719870256 -0.0456924422
## Rock.n.roll -0.0763568673 -0.0800660263 0.0006842622
## Alternative 0.0788217034 -0.0057247107 0.1197185487
## Latino -0.0712500376 -0.1361651503 -0.0670123224
## Techno..Trance 0.0832669840 0.0076498637 -0.0348947493
## Opera -0.0609958301 0.1754651882 0.0181962441
## Movies 0.0575023507 -0.0248138787 0.0030746176
## Horror 0.0022882625 -0.0210630832 -0.1157148591
## Thriller 0.0604648646 -0.0851022291 -0.1139852668
## Comedy 0.0878822404 0.0775352399 0.0829622933
## Romantic 0.0675554704 0.0303327914 0.0242799068
## Sci.fi 0.0559305063 -0.0293461612 0.1370348337
## War 0.0135919644 -0.0991479422 0.0181961187
## Fantasy.Fairy.tales 0.0134395741 -0.0125119860 -0.0200395245
## Animated 0.0929647289 -0.0092124549 -0.0318431340
## Documentary -0.0174486629 0.1105928980 -0.0377096492
## Western -0.0359259129 -0.0478272331 0.0162029785
## Action -0.0295766860 -0.0146267735 0.1178547467
## History -0.0403840463 -0.0419353717 0.0349678638
## Psychology 0.0738269842 -0.1672566427 0.0142600234
## Politics 0.0250721716 -0.0170580117 0.0048248324
## Mathematics -0.0013558581 -0.0514483383 -0.0008730749
## Physics -0.0209273885 -0.0103554818 0.0194505300
## Internet -0.1227398130 -0.1109285631 -0.0400272518
## PC -0.0659420270 -0.0504484621 -0.0879188270
## Economy.Management 0.0264071762 0.0995386645 -0.0338211736
## Biology 0.0269861664 0.0778586747 -0.0535364384
## Chemistry -0.0647210870 0.0309536197 -0.0033449400
## Reading 0.0210569304 -0.0911363856 -0.0024843680
## Geography 0.0249850501 0.1009357235 -0.0390919596
## Foreign.languages 0.1226455285 0.0955565287 0.0879641000
## Medicine -0.0111080760 0.0200457113 -0.0035448629
## Law -0.0274530287 -0.0080454773 0.0732450288
## Cars -0.0640509670 0.0747903875 0.0249202957
## Art.exhibitions -0.0795220914 0.0301830176 -0.0146009547
## Religion -0.0155708328 -0.0521938135 0.0637451881
## Countryside..outdoors -0.1195603839 0.0407741906 0.1107020686
## Dancing -0.0440322523 -0.1952909357 0.0290790745
## Musical.instruments 0.0925259303 -0.0402008992 0.0305902481
## Writing 0.1590209113 0.0339107971 -0.0270253225
## Passive.sport 0.0487965655 0.1348106178 0.0525755742
## Active.sport 0.0288150280 -0.1700439049 -0.0824282067
## Gardening 0.0100806603 0.0927282091 -0.1121044504
## Celebrities -0.0088024767 -0.0388669212 -0.0153537988
## Shopping -0.0774406596 0.0716551536 0.0713239618
## Science.and.technology -0.0493510170 -0.0032564592 -0.0204350180
## Theatre -0.0573951200 -0.0381373018 0.1449660591
## Fun.with.friends -0.0099322813 0.1057584587 0.1976006641
## Adrenaline.sports -0.0575270196 -0.0001579069 0.1092797996
## Pets -0.0751411516 0.0730000632 0.0341395621
## Flying -0.0025832903 0.1263862011 0.0629265699
## Storm 0.0643787576 0.0372647104 -0.0613605592
## Darkness 0.1970441398 -0.0052887984 -0.0218184908
## Heights 0.0739233406 0.0244402492 -0.1423462703
## Spiders -0.0314902780 0.0732074118 -0.0310031194
## Snakes -0.0497173960 0.0601713981 0.0194440583
## Rats -0.1443673023 -0.0357607074 0.0478288293
## Ageing 0.0436893252 -0.0705410112 0.1941627359
## Dangerous.dogs -0.1154285812 -0.1242736708 0.0148041400
## Fear.of.public.speaking 0.0526777603 -0.0261415609 0.0698259313
## Smoking -0.0932880865 0.0437652934 -0.0035456170
## Alcohol -0.1966634766 0.0664595251 0.0186355611
## Healthy.eating -0.1173005982 -0.0732008090 -0.0110279045
## Daily.events 0.0311555650 -0.0946366722 -0.0058643098
## Prioritising.workload -0.0474611162 -0.0021536915 0.0217439555
## Writing.notes 0.0584106596 -0.0417627409 -0.0561385261
## Workaholism -0.0252429682 0.0643775333 -0.0208516216
## Thinking.ahead 0.1013015211 0.0693829151 -0.0741453231
## Final.judgement -0.0161821542 0.0437710056 0.1018084075
## Reliability -0.1773320791 0.0950940846 0.0115110087
## Keeping.promises 0.0550403667 0.1053092846 -0.0494216032
## Loss.of.interest 0.0763207809 -0.1420233189 0.0515027917
## Friends.versus.money -0.1449120556 -0.0891559540 -0.1923414367
## Funniness -0.1020547562 -0.1262549095 0.0620810055
## Fake -0.1170853578 -0.1721258275 -0.0822332409
## Criminal.damage -0.0088240504 0.0985123840 -0.0656375712
## Decision.making 0.0439131720 -0.0782451371 -0.1036973153
## Elections -0.0140313205 -0.1277744034 -0.0201287469
## Self.criticism -0.0628099285 0.1720815567 -0.1097140696
## Judgment.calls -0.0215394437 0.0158340882 -0.0952938035
## Hypochondria 0.0135070817 -0.0971024571 0.0268502006
## Empathy -0.0323198968 -0.2962062870 0.1834566575
## Eating.to.survive -0.0878819113 -0.0494127455 -0.0511112913
## Giving 0.0303337306 0.0356170302 0.0789598388
## Compassion.to.animals -0.0431168774 0.0025762450 0.0199662476
## Borrowed.stuff -0.0051844385 -0.0805972409 0.0325033922
## Loneliness -0.0903959792 0.1426784680 0.1583031212
## Cheating.in.school 0.1524043757 -0.0233665655 -0.1158554134
## Health 0.1197862382 -0.0456499481 0.0251871980
## Changing.the.past -0.0753460891 0.0027649361 0.0033208899
## God -0.0290295898 0.0732921436 0.1665541764
## Dreams 0.1490563229 -0.1982964830 0.0270582639
## Charity 0.0120207859 0.2021867645 -0.0500117603
## Number.of.friends -0.0476795432 0.0184844391 -0.1749491857
## Punctuality 0.0744722790 0.1351418358 -0.0685868469
## Lying 0.0184379454 0.0410154454 -0.2614070224
## Waiting 0.1077322575 0.1641484580 0.0568905594
## New.environment -0.0557571480 0.0794366111 -0.0134273875
## Mood.swings 0.0305291251 -0.0815485487 0.0175297017
## Appearence.and.gestures 0.0665441229 -0.0026484602 0.1092923887
## Socializing -0.0201942017 0.1033925333 -0.0421775743
## Achievements 0.0214643635 0.0265182733 0.1003216971
## Responding.to.a.serious.letter -0.1768879232 0.0298273178 0.0032938013
## Children -0.1082230751 0.0340332501 0.0458393679
## Assertiveness -0.1404570509 0.0392053804 -0.0350261111
## Getting.angry 0.0620256812 -0.0159174564 -0.0487729805
## Knowing.the.right.people 0.1584826232 0.0386692191 0.0600121186
## Public.speaking 0.0335601584 -0.0540911595 0.0172697154
## Unpopularity -0.1203007986 -0.0224710499 -0.1906939320
## Life.struggles -0.0249936327 0.0111699416 0.0292802336
## Happiness.in.life 0.0172701848 -0.0710337708 -0.0518585014
## Energy.levels -0.0491505713 -0.0960994328 -0.0098537162
## Small...big.dogs 0.0369494577 0.0517341283 0.0492891750
## Personality -0.0793482120 0.0393040951 0.0239875489
## Finding.lost.valuables 0.0434174989 -0.0774143779 -0.1637873848
## Getting.up -0.0160681459 0.1145720221 -0.1827729776
## Interests.or.hobbies 0.0597154900 -0.0140139519 -0.1216143452
## Parents..advice -0.0295128853 -0.0592765742 0.0682287588
## Questionnaires.or.polls 0.0399100965 0.0303386234 -0.0939890965
## Internet.usage -0.0860000720 0.0335261922 -0.0523674198
## Finances 0.1671950800 -0.0316160618 -0.0309122553
## Shopping.centres 0.0377582784 -0.0001515806 0.0319177234
## Branded.clothing 0.0295658428 -0.0716038937 -0.0802101377
## Entertainment.spending 0.0135344111 -0.1212615520 0.0322427392
## Spending.on.looks -0.0388781395 0.0495849950 -0.0174469347
## Spending.on.gadgets 0.1216941031 -0.0780069340 -0.1530329930
## Spending.on.healthy.eating 0.1353818111 -0.0017792508 -0.1442468250
## Age 0.0331695710 0.0101725457 -0.0113529959
## Height 0.0029169748 0.0158154824 0.1735981565
## Weight 0.0312396742 0.0489788288 0.0801742448
## Number.of.siblings 0.1815054672 0.0928377478 0.0366962024
## Gender 0.0056551094 -0.0173673971 0.0487419317
## Left...right.handed 0.2748852910 0.0207565111 0.1586394470
## Education 0.1662240915 -0.0061620627 0.0536974088
## Only.child -0.1900451228 0.0277035581 0.0094385288
## Village...town 0.0296978812 -0.0385664140 -0.1203015129
## House...block.of.flats 0.0778047294 0.0284316970 -0.0860714693
## PC49 PC50 PC51
## Music -0.1959937786 -0.0335947766 1.037397e-02
## Slow.songs.or.fast.songs -0.0437799373 0.0599121200 -2.622742e-01
## Dance -0.0028340062 -0.0278930505 3.150086e-02
## Folk -0.0682027066 0.1171652074 1.364917e-01
## Country -0.0598193043 -0.0679022884 4.452536e-02
## Classical.music 0.0007756603 -0.0088690801 -6.281045e-03
## Musical 0.0775692922 0.0939495319 2.956706e-02
## Pop -0.0308820093 -0.0044468745 2.054897e-02
## Rock 0.0505808337 -0.0906906729 1.849275e-02
## Metal.or.Hardrock -0.0376633583 -0.0194293186 2.168754e-02
## Punk 0.0242390055 0.0461802870 1.432544e-02
## Hiphop..Rap 0.0254271671 0.0717478206 1.042834e-01
## Reggae..Ska 0.0139011746 0.0514470797 -1.288271e-01
## Swing..Jazz -0.0506448231 -0.0416204147 -1.248757e-01
## Rock.n.roll 0.0063608109 -0.0230379522 -4.317034e-02
## Alternative 0.0198162884 0.0114088639 8.468208e-02
## Latino 0.0636012260 0.0227745470 -1.230444e-01
## Techno..Trance 0.0041568244 -0.1609719441 5.450003e-02
## Opera -0.0479431732 0.0536052383 -1.766703e-02
## Movies 0.0229791742 0.0402264093 7.937487e-02
## Horror -0.0560162214 0.0401679787 -5.711328e-02
## Thriller -0.1023263365 0.0707670611 -7.727439e-02
## Comedy -0.1840428367 -0.2128513099 5.262966e-02
## Romantic -0.0268071542 0.0401757358 3.964631e-02
## Sci.fi 0.0604801194 -0.0350340492 4.528078e-02
## War 0.0667056057 0.2002953349 1.675353e-02
## Fantasy.Fairy.tales 0.0082139229 0.0366548794 5.619600e-02
## Animated 0.0800684516 0.0258707737 1.913860e-02
## Documentary 0.0779634978 0.0199446077 -1.060632e-01
## Western 0.0088505813 -0.0875201458 1.472829e-03
## Action -0.0387899418 -0.0487609369 -2.213431e-01
## History -0.0428391442 0.0371149012 -7.730114e-02
## Psychology 0.1340417834 -0.0384389190 -3.032180e-02
## Politics -0.0644957331 0.0360694272 8.953755e-02
## Mathematics -0.0097200676 -0.0064916943 -4.372981e-02
## Physics -0.0019892590 -0.1517433160 7.550564e-02
## Internet 0.0800426298 0.0730265709 3.199807e-02
## PC 0.0402057148 0.1822834986 4.126626e-02
## Economy.Management 0.0293839449 0.0905831692 -5.020310e-02
## Biology 0.0023874221 0.0296559875 -7.023729e-02
## Chemistry -0.0571928973 -0.0096857103 7.592026e-05
## Reading -0.0663029490 0.0472071462 5.082273e-02
## Geography -0.0015751344 -0.0923158154 -6.258547e-02
## Foreign.languages 0.1281255885 0.1391217830 -3.383098e-03
## Medicine 0.0398533162 0.0609346975 8.681857e-03
## Law -0.0960755581 -0.0180970278 5.686527e-02
## Cars -0.0047278313 0.1180950644 8.866414e-02
## Art.exhibitions -0.0412438901 0.0359893899 6.859799e-02
## Religion 0.0191574204 0.0718015556 -6.490962e-02
## Countryside..outdoors -0.1706790000 0.0032976296 -2.227816e-02
## Dancing 0.0115809562 -0.0805901529 6.440539e-02
## Musical.instruments 0.0184682508 -0.1207984742 -7.520562e-02
## Writing 0.1321447407 -0.1323633704 -7.445248e-03
## Passive.sport 0.0565772841 -0.1429099225 -5.122330e-02
## Active.sport -0.0014563571 0.0402084537 5.584539e-02
## Gardening 0.0212038953 0.0982259587 -2.023889e-02
## Celebrities -0.0542837436 0.0379418914 1.053602e-01
## Shopping -0.0009375482 -0.0089284795 -9.174661e-03
## Science.and.technology -0.0291432708 0.0272788415 6.911586e-02
## Theatre -0.0569689829 0.0278177204 -1.828730e-02
## Fun.with.friends 0.0088354007 -0.1059846919 -4.460404e-03
## Adrenaline.sports 0.1141642049 -0.0699505320 8.845145e-02
## Pets 0.0595947710 -0.0147244535 -9.399531e-02
## Flying -0.0280147823 0.0380833420 1.166775e-01
## Storm -0.0368568604 0.1242536406 7.068415e-03
## Darkness 0.0282112079 0.1809638086 6.402312e-02
## Heights -0.1396263989 -0.0725597942 7.051869e-02
## Spiders 0.0989166002 -0.0329161851 -4.390543e-02
## Snakes 0.0142690266 -0.0657508076 -7.732900e-02
## Rats 0.0072627474 -0.0410696802 -3.974576e-02
## Ageing -0.0549487149 0.1179800855 5.763527e-02
## Dangerous.dogs 0.0047730037 -0.0434186153 -2.417119e-02
## Fear.of.public.speaking -0.0295571240 0.0409767113 1.391980e-01
## Smoking 0.1571716494 -0.1285471461 8.782022e-02
## Alcohol 0.0811827905 0.1462253425 -1.165854e-01
## Healthy.eating 0.0183069743 -0.0738851076 6.219952e-02
## Daily.events -0.0914983487 -0.0788719767 9.075757e-02
## Prioritising.workload 0.1183077346 -0.0372130668 -5.307049e-02
## Writing.notes 0.0645393418 0.0102975753 -1.069750e-01
## Workaholism -0.0278794526 0.0340750244 5.067118e-02
## Thinking.ahead -0.0689704290 0.0438807663 1.840555e-01
## Final.judgement -0.0055499427 -0.0503260567 2.298317e-02
## Reliability -0.1333934441 0.0306972774 -9.676337e-02
## Keeping.promises -0.0103487810 0.0945012684 -1.784361e-01
## Loss.of.interest -0.1298551030 0.0702216752 6.361082e-02
## Friends.versus.money -0.0639455411 0.0683368606 -7.211642e-02
## Funniness 0.0584204023 -0.1058414021 -4.819524e-02
## Fake 0.0890834463 -0.0617275790 5.763816e-02
## Criminal.damage -0.0839075106 -0.0823947809 -1.236879e-01
## Decision.making 0.0612501291 0.0002251544 7.599375e-02
## Elections 0.0277238400 0.0489717193 5.830700e-03
## Self.criticism -0.0011941137 0.0078607242 9.888848e-02
## Judgment.calls 0.0746062393 -0.0498373945 2.230446e-02
## Hypochondria -0.1305184912 0.0942783096 -1.667120e-01
## Empathy -0.0198643067 -0.0451623510 1.149353e-01
## Eating.to.survive -0.1845249686 -0.0900617274 -1.639884e-01
## Giving 0.1493749887 -0.1212260791 7.985346e-02
## Compassion.to.animals 0.0409983727 0.0386707049 3.152070e-02
## Borrowed.stuff -0.1234722173 0.0286815964 -2.226871e-02
## Loneliness 0.0424359982 -0.0357956265 1.557444e-02
## Cheating.in.school 0.0449836919 -0.0406631761 -1.056125e-01
## Health 0.1170147060 -0.0303739743 -1.050708e-01
## Changing.the.past 0.1885825768 0.0033862412 1.709494e-02
## God 0.0602360859 0.0410064680 -7.423765e-02
## Dreams -0.1739208471 0.0981695793 -5.691254e-02
## Charity -0.0714214251 -0.1296665443 1.202458e-01
## Number.of.friends 0.0997971404 -0.0068149582 4.636225e-02
## Punctuality 0.0143088174 -0.0709908179 -1.599297e-01
## Lying 0.1562268312 -0.0567743604 2.007787e-02
## Waiting -0.2247466692 0.1794049870 -9.400623e-02
## New.environment 0.0084539954 -0.0283338188 1.213376e-01
## Mood.swings 0.0207140320 0.0896350475 -1.641216e-02
## Appearence.and.gestures -0.0309300375 0.0275620727 -1.811046e-01
## Socializing -0.0155502013 0.1100806905 9.827209e-02
## Achievements -0.0838795207 -0.2050558908 -7.506425e-02
## Responding.to.a.serious.letter -0.0950324317 -0.0270997507 2.378840e-02
## Children 0.0505606373 0.1108796524 7.672608e-02
## Assertiveness -0.1134451846 0.0282064956 2.608064e-02
## Getting.angry -0.0034583201 0.0904050262 5.614447e-02
## Knowing.the.right.people 0.0604109614 0.0286507906 1.801119e-02
## Public.speaking -0.0345614200 0.0238550244 1.106649e-01
## Unpopularity -0.0130240853 -0.0545050640 -1.627197e-01
## Life.struggles 0.0063003898 0.1015071668 -1.493037e-01
## Happiness.in.life -0.0133502757 -0.0456947023 -9.012532e-03
## Energy.levels 0.0115071697 -0.0575852897 7.089703e-03
## Small...big.dogs -0.1378445853 0.0821791169 1.154404e-01
## Personality 0.1347627704 0.1781016797 4.569765e-02
## Finding.lost.valuables -0.0173965979 -0.0487234506 -3.398618e-02
## Getting.up -0.0637775049 0.1558028359 2.884313e-02
## Interests.or.hobbies 0.0634055515 0.0454485480 -2.663804e-02
## Parents..advice 0.0035228571 0.0202326589 -1.636655e-02
## Questionnaires.or.polls 0.1243312275 0.0481779151 -2.436781e-01
## Internet.usage -0.1067141957 -0.1434412051 -2.617873e-02
## Finances 0.2447070914 -0.1043739721 1.376705e-02
## Shopping.centres 0.0327097618 0.0303710435 -1.036047e-02
## Branded.clothing 0.0048905427 0.0553848353 -1.115864e-02
## Entertainment.spending -0.1053616056 -0.0154454833 -5.033196e-02
## Spending.on.looks -0.1291452985 -0.0585274370 -1.004671e-01
## Spending.on.gadgets -0.0373940243 0.0488695954 -5.472422e-03
## Spending.on.healthy.eating -0.0893270384 -0.0684534643 2.346866e-02
## Age 0.0139770294 -0.0158049059 -2.681226e-03
## Height 0.1269498830 0.1618112595 -5.466412e-02
## Weight 0.1352035490 0.1263080922 -3.892537e-03
## Number.of.siblings -0.0817157935 -0.0352607104 8.432801e-02
## Gender 0.0532783638 0.0327838407 -4.967663e-02
## Left...right.handed 0.0450824008 0.0704529821 -8.542672e-02
## Education 0.0683801429 -0.1528760653 -6.386505e-02
## Only.child 0.0348125622 -0.0023623242 5.175619e-02
## Village...town -0.1190546579 0.0043070202 1.407281e-02
## House...block.of.flats -0.0610559565 -0.0540067070 4.256256e-02
## PC52 PC53 PC54
## Music 0.1399240080 -0.2941471869 -2.598715e-02
## Slow.songs.or.fast.songs 0.0310147543 0.1932328081 -4.533534e-02
## Dance 0.0410758365 0.0300083164 -8.798863e-02
## Folk -0.0269834905 -0.0333330742 3.808689e-03
## Country -0.1501517627 -0.0588733221 -2.354562e-02
## Classical.music -0.0381205449 0.0646220936 -3.081885e-02
## Musical 0.0777503208 0.1615385961 1.284229e-02
## Pop 0.0772481741 0.1062439245 -7.173931e-02
## Rock -0.0448639952 0.1160816947 -6.598346e-05
## Metal.or.Hardrock 0.0088919516 0.0950927675 2.559418e-02
## Punk 0.0065613528 0.0663172317 -3.585061e-02
## Hiphop..Rap 0.0560891192 0.0247164768 9.088467e-02
## Reggae..Ska 0.1047414092 -0.0489107690 -1.156981e-02
## Swing..Jazz 0.0306871192 -0.1501059701 4.920042e-02
## Rock.n.roll -0.0304722774 0.0045649276 7.442283e-02
## Alternative 0.0633641874 -0.0463148369 1.793491e-01
## Latino -0.0311127106 -0.0358460041 3.848828e-02
## Techno..Trance 0.0451612912 0.0737235987 1.513371e-01
## Opera -0.0946999445 0.0596708963 -4.998304e-02
## Movies 0.0334236880 -0.1042485513 3.556648e-02
## Horror -0.0554258677 -0.0149288180 2.763303e-02
## Thriller -0.0241922999 -0.0190281397 4.650427e-02
## Comedy -0.0203871096 0.0611672140 -5.462499e-02
## Romantic -0.0109089939 0.0576326541 5.170482e-02
## Sci.fi 0.0705230655 -0.0703542639 -1.488478e-01
## War 0.1705263642 0.0033398390 9.053818e-02
## Fantasy.Fairy.tales 0.0156062601 -0.0488907448 4.476119e-02
## Animated 0.0313656173 0.0070485900 -3.245707e-02
## Documentary -0.1044696118 0.0361500315 -1.746805e-02
## Western -0.0583983773 0.0989286249 -1.030185e-01
## Action 0.0194835579 -0.0926044621 -6.606660e-02
## History 0.0918403497 -0.0403251019 8.101454e-02
## Psychology 0.0197255150 -0.0540972587 7.750967e-02
## Politics -0.0699920418 0.0708760891 4.688556e-02
## Mathematics 0.0292519608 -0.0240601453 3.858155e-02
## Physics 0.0545277879 0.0819563468 -1.505125e-03
## Internet -0.0397445053 -0.0540586469 1.452294e-01
## PC -0.0656931667 -0.0162262069 -4.415861e-02
## Economy.Management -0.0242988532 -0.1408624734 -5.246360e-02
## Biology -0.0253870609 -0.0413019333 6.529804e-02
## Chemistry 0.0092637398 -0.0802086202 5.789822e-02
## Reading -0.0508462466 0.0053049985 1.019111e-01
## Geography 0.1823196469 0.1438171363 3.490082e-02
## Foreign.languages -0.1371063692 -0.1049873298 -1.684430e-03
## Medicine 0.0240072006 -0.0256473084 4.424842e-03
## Law 0.0511877795 -0.0391532142 1.100146e-02
## Cars 0.1290030654 -0.0085222175 -1.187797e-03
## Art.exhibitions 0.0635086056 0.0004380860 -7.794627e-02
## Religion 0.0032813783 0.0306587030 -6.733123e-02
## Countryside..outdoors 0.1643682705 0.0622985488 1.039916e-01
## Dancing 0.0175050588 -0.0717009169 -8.067422e-02
## Musical.instruments -0.0319838697 -0.0342476060 -4.115460e-02
## Writing -0.0830737445 -0.0242380514 -1.282014e-02
## Passive.sport -0.0251015499 -0.1136503194 1.193083e-01
## Active.sport -0.0512947159 0.0249198376 -1.736478e-01
## Gardening -0.0499484276 -0.0758083030 2.893631e-02
## Celebrities 0.1058895538 0.0492674077 1.393374e-01
## Shopping 0.0187268242 -0.0056505311 -1.488955e-02
## Science.and.technology -0.0155917383 0.0872928815 -9.005061e-02
## Theatre 0.0987244478 0.1892251215 -5.286315e-03
## Fun.with.friends -0.1121597059 0.0396738473 -1.994551e-02
## Adrenaline.sports 0.0060723090 0.1054148761 -1.643475e-01
## Pets -0.1656823716 -0.0757765688 6.690702e-02
## Flying 0.0225516935 -0.0748721367 -7.414368e-02
## Storm 0.1514153695 -0.0350526996 -1.173346e-01
## Darkness -0.0421183236 -0.0681613836 -7.192886e-02
## Heights -0.0400141745 0.0987551203 2.216977e-02
## Spiders -0.0464282726 0.1478145201 7.480224e-02
## Snakes 0.0643201668 -0.0677759943 6.329689e-02
## Rats -0.0467824480 -0.0368598164 1.859199e-02
## Ageing 0.1044635461 -0.0560611400 5.425520e-03
## Dangerous.dogs 0.0620486690 0.1017417779 -2.289806e-02
## Fear.of.public.speaking -0.1237822756 -0.1181763199 -4.459472e-02
## Smoking 0.0645989554 0.1265413279 1.675685e-02
## Alcohol -0.0131538354 -0.1174857547 -1.994061e-01
## Healthy.eating -0.1662775062 -0.0489332148 -2.045204e-02
## Daily.events -0.1609513850 0.0795435691 -8.088109e-02
## Prioritising.workload 0.0296551527 0.0421168535 1.643709e-01
## Writing.notes 0.0250183652 0.0047046846 2.408537e-02
## Workaholism 0.0164111860 0.0154321172 8.560147e-03
## Thinking.ahead 0.0591305864 0.0526765150 1.999068e-02
## Final.judgement 0.0536911363 -0.0782215101 -5.082105e-02
## Reliability 0.0171616012 0.0532695615 2.523067e-02
## Keeping.promises -0.0136225067 -0.0337802518 1.033709e-02
## Loss.of.interest -0.0503497018 0.1551981014 2.150356e-01
## Friends.versus.money -0.0539446240 0.0471495344 1.920360e-01
## Funniness -0.0027001867 0.0004443797 -1.157271e-01
## Fake 0.1230571246 -0.0943331733 -6.570205e-03
## Criminal.damage 0.2050141346 -0.0166052101 -2.869534e-02
## Decision.making -0.0163360846 0.0538428085 1.030432e-01
## Elections -0.0074059293 0.0717816937 -9.632841e-02
## Self.criticism 0.0246453056 -0.1784087331 -4.674618e-02
## Judgment.calls -0.0456398699 -0.0475969063 -1.567573e-01
## Hypochondria -0.0660458699 0.0253028463 -2.052652e-01
## Empathy 0.0526469971 -0.0128194418 6.649455e-02
## Eating.to.survive -0.2785869583 0.1076324281 2.106169e-01
## Giving 0.0928942266 0.0370739471 8.705177e-02
## Compassion.to.animals -0.0527934827 -0.0010155305 -7.048689e-02
## Borrowed.stuff 0.0058128617 0.1053964606 -1.700471e-01
## Loneliness -0.0799137956 0.0169716344 -7.072122e-02
## Cheating.in.school -0.1487160788 0.1771997242 5.395001e-02
## Health 0.0242277785 0.1040095513 -4.206071e-02
## Changing.the.past 0.0920551805 -0.0105825885 1.673148e-01
## God -0.0507388127 0.0513084823 2.568916e-03
## Dreams 0.0425137948 0.0193943096 -6.150485e-02
## Charity 0.0370357698 0.0175199352 -2.406659e-02
## Number.of.friends -0.0269002041 -0.0582923699 1.002411e-01
## Punctuality -0.0647805471 -0.0392377214 9.786467e-02
## Lying 0.1296552232 -0.0128875192 -1.683193e-03
## Waiting 0.1439186720 0.0143004177 6.701410e-02
## New.environment -0.0653079735 0.0952411121 -9.551499e-02
## Mood.swings -0.0606723105 -0.0207135913 -1.020560e-01
## Appearence.and.gestures -0.1300077346 -0.0195110494 -2.313829e-02
## Socializing -0.0838777765 0.1031028014 6.662304e-02
## Achievements 0.0116716888 0.0834142227 -4.142633e-02
## Responding.to.a.serious.letter -0.0895799302 0.0273832026 8.648350e-02
## Children -0.1419379544 0.0428908156 -2.647346e-02
## Assertiveness -0.1403585606 -0.1411207046 1.159532e-01
## Getting.angry 0.0129445615 -0.0365924674 -1.203968e-02
## Knowing.the.right.people -0.0593106610 -0.0222119820 -2.471969e-02
## Public.speaking -0.2791014829 -0.0345178115 1.150448e-02
## Unpopularity 0.0780365451 -0.0101353704 -6.872983e-02
## Life.struggles 0.0711372979 0.0765773673 7.841894e-02
## Happiness.in.life -0.0215618711 -0.0286442601 -6.470205e-02
## Energy.levels -0.0150904893 -0.0599832984 2.388350e-02
## Small...big.dogs -0.0847915331 -0.0584333961 1.069822e-01
## Personality 0.0537773784 0.0526679123 5.878550e-02
## Finding.lost.valuables 0.0967592995 -0.0029980613 -5.734538e-02
## Getting.up -0.0371120461 0.3087394719 -1.768825e-01
## Interests.or.hobbies -0.0844526469 -0.1242761514 -5.194187e-02
## Parents..advice -0.1243440073 0.0002494679 5.423884e-02
## Questionnaires.or.polls 0.0384538286 0.0151596068 -2.839536e-02
## Internet.usage 0.0086310710 -0.0622730220 1.180712e-01
## Finances 0.0499429728 0.0004185548 3.548283e-02
## Shopping.centres -0.0281267302 0.0473135543 -7.906169e-03
## Branded.clothing 0.0044051429 0.0386734808 2.276527e-02
## Entertainment.spending 0.0811365465 -0.0407196998 8.804773e-02
## Spending.on.looks -0.0074060451 -0.1227494587 -1.396294e-03
## Spending.on.gadgets -0.0235171425 -0.1174192849 1.443553e-02
## Spending.on.healthy.eating 0.0993502351 0.0082057713 -1.910826e-02
## Age 0.0045324331 0.0263055644 3.624289e-04
## Height -0.0396646553 0.0324057492 7.931735e-02
## Weight -0.0317411215 0.0077280537 1.539521e-01
## Number.of.siblings 0.0511309521 0.0540712742 5.657050e-02
## Gender -0.0002290327 0.0320233838 -1.674515e-03
## Left...right.handed -0.0469992857 0.0923693949 1.131093e-01
## Education -0.0707239291 -0.1155584544 -3.792380e-02
## Only.child -0.0988596700 0.0221945984 1.925583e-02
## Village...town -0.0034256361 -0.0850129810 1.118602e-03
## House...block.of.flats -0.0732308767 -0.0587822453 1.113955e-02
## PC55 PC56 PC57
## Music -0.0645550427 -0.071108774 0.0442101557
## Slow.songs.or.fast.songs -0.1544333714 0.155564299 -0.1075019542
## Dance -0.0530419123 -0.002417312 -0.0052865057
## Folk 0.0318648177 -0.048762372 0.0584353023
## Country 0.1258780651 -0.014762063 -0.1575099793
## Classical.music -0.0141182618 0.006805348 0.0385355273
## Musical -0.0177889283 0.051827948 -0.1714592452
## Pop -0.0422607134 -0.076879940 0.0745529000
## Rock 0.0384333012 -0.041854809 0.0132137315
## Metal.or.Hardrock -0.0393463351 0.038643170 0.1095912403
## Punk -0.1460965171 -0.007637297 0.0754539972
## Hiphop..Rap -0.1082130327 0.002217900 0.0372937004
## Reggae..Ska -0.1919577671 0.059845385 0.0066236063
## Swing..Jazz -0.0356497036 -0.071668208 -0.0525069244
## Rock.n.roll 0.1060978701 -0.050141567 -0.1817953898
## Alternative -0.0067543361 -0.071443836 -0.0199656258
## Latino -0.0742699156 -0.036018927 0.1238601375
## Techno..Trance 0.1236880558 0.152187980 -0.0133373563
## Opera 0.0025827050 0.126412012 0.0363260965
## Movies 0.0695895315 0.107590617 0.0293138707
## Horror 0.0693630881 -0.089175273 0.0110546883
## Thriller 0.0109218142 -0.027343040 -0.0101223185
## Comedy 0.0558424536 -0.009534382 0.0389256934
## Romantic 0.0305010606 0.047671448 0.1538627339
## Sci.fi 0.0075424574 0.044153404 0.0652902398
## War -0.0512672119 0.014574439 -0.0246705063
## Fantasy.Fairy.tales 0.0424655204 0.002142162 -0.1453638401
## Animated 0.0294322107 -0.047395527 -0.1161127503
## Documentary -0.0676464908 -0.114020118 0.1208983797
## Western -0.0676757570 0.093966527 0.1164028419
## Action -0.0426958540 0.073331676 -0.0003292923
## History -0.0956916887 -0.035822752 0.1086383452
## Psychology 0.0417767526 0.130518036 -0.0779751774
## Politics -0.0382908268 -0.038336423 -0.0311900124
## Mathematics 0.0202571621 -0.037160107 0.1417089649
## Physics 0.0154833937 -0.088191059 0.1671391983
## Internet 0.0155223703 -0.030247906 0.0701245620
## PC 0.0391607634 -0.019007206 0.0102993336
## Economy.Management 0.1542136754 0.037176163 -0.0494923311
## Biology 0.0358032795 0.047029090 -0.0508064034
## Chemistry 0.0149601498 -0.045678682 0.0902977194
## Reading -0.0429580928 0.056983590 0.0644146241
## Geography 0.0502754882 -0.098656445 0.0004282835
## Foreign.languages 0.1435884644 0.131951010 0.0607306658
## Medicine 0.1403241013 0.080729214 -0.0925476059
## Law 0.0104712422 0.122577721 -0.0706335658
## Cars 0.0792416581 -0.129043372 -0.0582519754
## Art.exhibitions 0.0338748983 0.017801783 0.0393397343
## Religion 0.0203373014 -0.024531136 -0.0891471189
## Countryside..outdoors 0.0749902131 0.093641822 -0.2129504294
## Dancing -0.0837924739 -0.056066461 0.0099666793
## Musical.instruments 0.0747519682 -0.026750969 0.0731297785
## Writing -0.0085820600 -0.162370116 0.0971104618
## Passive.sport -0.0608986077 0.138177774 0.0853092840
## Active.sport -0.0014755587 -0.017593353 -0.0421779447
## Gardening -0.0585049515 -0.100534229 0.0562975223
## Celebrities 0.0671837247 -0.062660435 -0.0072770949
## Shopping -0.0815266452 -0.061326901 0.0614649996
## Science.and.technology -0.0835470078 -0.161749839 -0.1272835682
## Theatre 0.0292894989 -0.038554589 0.0047331691
## Fun.with.friends -0.0434852600 0.017763767 0.0502260771
## Adrenaline.sports -0.0052126947 0.102888650 -0.0804731717
## Pets 0.1074495223 0.115215653 -0.0205262764
## Flying 0.1750245673 -0.096021727 -0.0030727975
## Storm -0.0925612737 -0.010594636 -0.2036758370
## Darkness -0.1684321668 0.047726427 0.0463522918
## Heights 0.0621097111 0.091768384 -0.0670636261
## Spiders -0.0574447595 0.020120268 -0.0039197961
## Snakes 0.0323615229 -0.068647351 0.0118356894
## Rats 0.0621992670 0.026102144 0.0417520837
## Ageing 0.0360410401 0.067972485 0.1894198751
## Dangerous.dogs 0.0116971137 0.140602461 0.0251496648
## Fear.of.public.speaking -0.0192207386 -0.022436668 -0.0126052079
## Smoking 0.1634553792 -0.113397109 0.0835981837
## Alcohol 0.1729035115 -0.104397012 0.0633545500
## Healthy.eating -0.0137573178 0.050238370 -0.1154477383
## Daily.events -0.0671518885 -0.006299165 -0.0589967289
## Prioritising.workload 0.0150943519 -0.095626223 0.0689534046
## Writing.notes 0.1299856599 0.042640923 -0.0661767504
## Workaholism -0.0761220919 -0.065787715 -0.0310235561
## Thinking.ahead 0.0160040046 0.051567216 -0.0745524930
## Final.judgement 0.0102095269 -0.141774526 0.0100742200
## Reliability -0.0101667751 -0.065317666 0.0277288246
## Keeping.promises -0.0090768784 0.085383076 -0.0100474857
## Loss.of.interest 0.0219170162 -0.051278245 0.0536549411
## Friends.versus.money 0.0586681633 0.062145348 0.2312256516
## Funniness -0.0190096774 -0.153125008 -0.0682900088
## Fake 0.0133597537 0.133509857 -0.0383739655
## Criminal.damage 0.0129069704 -0.079894431 0.0306372571
## Decision.making -0.1447191106 0.151112786 0.0614448852
## Elections -0.2280726257 -0.040525264 0.0472536866
## Self.criticism -0.0483448296 0.184981497 -0.0082021817
## Judgment.calls -0.0122021632 -0.086460206 -0.0039605386
## Hypochondria -0.1023072254 -0.016787729 -0.0063542277
## Empathy -0.0582835463 -0.052728116 -0.0134327011
## Eating.to.survive -0.0902894370 0.040465793 -0.0165129420
## Giving -0.1401214435 -0.027251158 -0.1276720514
## Compassion.to.animals 0.0553821299 0.023861217 0.0521283525
## Borrowed.stuff 0.1150381580 0.075685579 -0.0555733719
## Loneliness 0.0585302592 -0.009997952 0.0370263218
## Cheating.in.school 0.1005223971 -0.091351861 -0.0868468120
## Health 0.1071460811 -0.085358585 -0.0044516305
## Changing.the.past 0.0046454135 0.111067886 -0.0389004550
## God -0.0715904272 -0.108740882 -0.0034832219
## Dreams 0.1640531412 0.070285715 0.1945220844
## Charity -0.0509422938 0.080676683 0.1071501391
## Number.of.friends -0.0910880508 0.045130481 -0.0255018954
## Punctuality -0.1302493570 -0.076514221 -0.2198757468
## Lying 0.0209470616 0.046409764 0.0842371408
## Waiting -0.0176621212 0.022257207 -0.0776076449
## New.environment 0.1076746415 -0.035613744 -0.0681817043
## Mood.swings 0.0025964690 0.021650678 -0.1742483561
## Appearence.and.gestures -0.0131360486 0.084108744 0.0074809408
## Socializing 0.0283968379 -0.004375573 -0.0770761407
## Achievements -0.0534766821 0.175936257 0.0581764025
## Responding.to.a.serious.letter 0.0291181797 -0.108935001 -0.1578301751
## Children -0.0616397348 -0.078654306 0.1073431465
## Assertiveness -0.0475295030 0.040262525 -0.0375384979
## Getting.angry 0.0305465661 -0.086166555 0.0299995011
## Knowing.the.right.people -0.1111523163 0.039945332 -0.0304221900
## Public.speaking -0.1917987534 -0.077465996 -0.0983581813
## Unpopularity -0.0037821948 -0.055126508 0.0623696409
## Life.struggles 0.0291408971 -0.050903626 0.0412577582
## Happiness.in.life 0.0452399066 0.027550290 -0.0329611144
## Energy.levels 0.0192113614 0.009463582 0.0072761042
## Small...big.dogs -0.0300844183 -0.193730912 0.1465172289
## Personality -0.0236957157 0.046587781 -0.0045618107
## Finding.lost.valuables 0.0016428357 0.007871323 0.0229164776
## Getting.up 0.0812534090 0.165783686 0.1223664552
## Interests.or.hobbies -0.0133867823 0.121264315 0.0802394512
## Parents..advice 0.3543745152 -0.016050756 0.0193716829
## Questionnaires.or.polls 0.0321727053 -0.137393707 -0.0232755060
## Internet.usage -0.0410414006 -0.050524022 -0.0630969789
## Finances -0.0578666658 -0.003222122 0.0007773781
## Shopping.centres -0.1166239343 -0.043420877 0.1235851344
## Branded.clothing 0.0263141377 -0.162014269 0.0378556177
## Entertainment.spending 0.0949529011 0.081519825 -0.0263370802
## Spending.on.looks -0.0096917651 -0.002475290 0.0105731687
## Spending.on.gadgets -0.0081328617 -0.054443353 -0.1131584245
## Spending.on.healthy.eating 0.0075767499 -0.111255632 -0.0161192970
## Age 0.0337372604 0.001814729 -0.0360422380
## Height 0.0006304134 0.072623730 0.0119874144
## Weight -0.0114961487 0.042689318 -0.0158382901
## Number.of.siblings -0.0604047903 0.011473569 0.0046853147
## Gender 0.0467594121 0.035425994 -0.0156700310
## Left...right.handed 0.1018269601 -0.208798572 -0.0110581242
## Education 0.0879522697 0.049307005 0.0386727913
## Only.child 0.0081237722 -0.015145186 -0.0345947445
## Village...town 0.0345208102 -0.025252532 0.0323934412
## House...block.of.flats 0.0859643427 0.032024628 0.0623592139
## PC58 PC59 PC60
## Music 0.0071688621 0.1379690023 -0.0426872158
## Slow.songs.or.fast.songs -0.1356444633 0.0248100585 -0.0838921499
## Dance -0.0039892735 -0.0239626330 -0.0015981472
## Folk 0.0859428209 0.0899499873 0.1022687647
## Country 0.0301690318 -0.0886641051 0.0392819682
## Classical.music -0.0464164851 0.0744307367 -0.0760664688
## Musical -0.1025879255 -0.0606746093 -0.0307315339
## Pop -0.0125195240 -0.0582456530 0.0282388675
## Rock 0.0929965393 0.0231111194 -0.0493097273
## Metal.or.Hardrock 0.0318673211 0.0552538519 -0.0639465653
## Punk 0.0138441039 -0.0171632174 0.0033954888
## Hiphop..Rap 0.1293068251 0.0252847086 -0.0357204057
## Reggae..Ska 0.0101280191 -0.0159428873 0.0591115712
## Swing..Jazz -0.0486402513 0.0049180546 -0.0619026506
## Rock.n.roll -0.0684843732 -0.1138251776 -0.0384697096
## Alternative -0.0453560350 -0.1512789125 -0.0256954156
## Latino -0.0479415937 -0.0050599002 0.0472696100
## Techno..Trance -0.0784302369 0.0867844693 -0.0705412638
## Opera 0.0044541883 0.0754504087 -0.0498795549
## Movies -0.0357009640 -0.0914633987 0.0367830766
## Horror -0.0976824100 -0.0761864134 0.0400832051
## Thriller 0.0353402956 0.0436376989 0.1357160247
## Comedy 0.0271185703 -0.0320018082 -0.1265407768
## Romantic 0.0053878630 0.0527233469 0.0031225139
## Sci.fi -0.1536960174 0.1166782563 0.0251197798
## War -0.0164579711 -0.0144539012 -0.0688456024
## Fantasy.Fairy.tales 0.0360631409 0.0342576082 0.0705164281
## Animated 0.0234980765 0.0475263305 0.0224766894
## Documentary -0.1203262346 0.0172988440 0.1284654391
## Western 0.0974514585 -0.2123265339 -0.0524433336
## Action 0.1968685278 -0.0119409967 0.0470629222
## History 0.0300305990 -0.0039060123 -0.1779145851
## Psychology -0.0783826938 -0.1692194312 -0.0316298010
## Politics -0.0790645514 -0.0028055966 0.0619100825
## Mathematics 0.0316294987 0.0919266794 -0.0049599703
## Physics -0.0274536881 -0.0227005017 -0.0694922884
## Internet 0.0050764537 0.0078468574 -0.1329153484
## PC 0.0485147607 0.0382126974 -0.0233396633
## Economy.Management 0.1711106753 -0.0086435905 0.0106870587
## Biology 0.0620183627 0.0230169817 0.0013793093
## Chemistry 0.0238171140 -0.0319998275 0.0726666937
## Reading 0.0593156301 0.0697788610 -0.0028886223
## Geography 0.0791436624 0.0761690639 -0.0793190507
## Foreign.languages 0.1502550983 0.0766006949 0.1337139403
## Medicine 0.0408897224 -0.0183771117 -0.0113757170
## Law -0.0469384470 0.0601710648 -0.1753725906
## Cars 0.0298870401 -0.0796033138 0.0318666429
## Art.exhibitions 0.0189797555 -0.1034117614 -0.0742576342
## Religion 0.0309555561 0.0267256642 0.1190769670
## Countryside..outdoors 0.0655874579 0.0444019899 0.1729186661
## Dancing 0.0469186595 0.0663482328 0.0952593624
## Musical.instruments 0.0749165017 0.0589974841 0.1619473482
## Writing 0.0857685984 -0.1452252235 -0.0659402210
## Passive.sport -0.1272753432 -0.0985712927 -0.0108230285
## Active.sport -0.0068038273 0.1295439175 0.0139882017
## Gardening -0.1017021817 -0.0386330512 -0.1152703313
## Celebrities 0.0322318008 0.0226877657 0.0826095984
## Shopping 0.0434290026 -0.0297156180 0.0283749846
## Science.and.technology -0.0904375408 -0.0667191503 0.1288458465
## Theatre 0.0333087928 -0.1051967653 -0.0572767660
## Fun.with.friends -0.0051698016 0.0515170770 -0.0720911018
## Adrenaline.sports -0.0802433787 0.0331163743 0.0269970205
## Pets -0.0843791118 -0.1088368040 0.0961159362
## Flying -0.2922728244 -0.0337425489 0.0480647597
## Storm -0.0904287896 0.0943057937 -0.0942400441
## Darkness 0.0314145216 0.0733074737 0.0584596529
## Heights 0.2341263054 -0.1838464634 0.1605588263
## Spiders -0.0931710381 0.1154811058 -0.0386345905
## Snakes -0.1614401873 -0.0646654661 -0.0741757202
## Rats 0.0036536224 0.0492067681 0.0045355676
## Ageing 0.0250862203 -0.0272505257 0.0244803306
## Dangerous.dogs -0.0079423159 -0.0120212479 -0.0550485767
## Fear.of.public.speaking 0.0025013469 -0.0729483882 -0.0316032398
## Smoking -0.0482328050 0.1452634661 0.0970311656
## Alcohol 0.0016339577 -0.0377759733 0.0410348595
## Healthy.eating 0.0966640064 -0.0515872889 -0.1011894469
## Daily.events -0.0990550328 0.0256277948 0.2498140251
## Prioritising.workload -0.0083341962 -0.0065035369 0.0071408953
## Writing.notes -0.0868365482 0.0356294242 -0.0298342450
## Workaholism -0.1570541931 0.0337971507 -0.0021918162
## Thinking.ahead -0.1023185052 0.1414169835 -0.1304443617
## Final.judgement -0.0091430407 -0.1047624750 -0.1038908273
## Reliability 0.1152048313 0.0069617139 0.1046117027
## Keeping.promises 0.0115033044 0.1126834089 0.0828080116
## Loss.of.interest -0.0201233226 -0.0075580366 -0.0301875174
## Friends.versus.money -0.0315343715 0.0033968490 0.0479946122
## Funniness 0.1162203659 0.1378207780 -0.1116272138
## Fake -0.0393267044 0.0247603245 0.0374261958
## Criminal.damage 0.0912150721 -0.1880796514 -0.0539188260
## Decision.making -0.0442649016 -0.1051945479 0.1574768687
## Elections 0.0045240952 -0.1565540079 -0.0286488406
## Self.criticism -0.2025527446 -0.0973354304 0.0213082923
## Judgment.calls -0.0274330581 -0.0424937407 -0.1001332952
## Hypochondria 0.0320463277 0.0012707443 0.0923419835
## Empathy -0.0475942579 0.0359552456 0.0728504021
## Eating.to.survive -0.0756519927 0.0935468934 -0.1482739339
## Giving 0.2185057810 0.0625371415 0.0188922193
## Compassion.to.animals 0.0700097174 0.0622842092 -0.1373718107
## Borrowed.stuff 0.0915422797 -0.0120153063 -0.1012273703
## Loneliness -0.0008280630 0.0824162056 0.0325904763
## Cheating.in.school -0.0902182555 0.0774211991 0.1090734852
## Health 0.0317364051 0.0047505378 0.0557983396
## Changing.the.past 0.0220714476 -0.0535893400 -0.0442449785
## God -0.0860538077 -0.0291382874 -0.0218084319
## Dreams 0.0529943998 -0.0387811833 -0.1253884947
## Charity 0.0403354758 0.0883310569 0.1105382273
## Number.of.friends 0.0233548660 0.0452753629 -0.1657940350
## Punctuality 0.0749836987 0.0032520905 -0.0289648370
## Lying 0.1103902191 0.1662689399 -0.0005467211
## Waiting -0.1521443865 0.0702220844 -0.0115518300
## New.environment -0.0362160201 0.0203919779 -0.1220915793
## Mood.swings 0.0512909778 0.0561035603 -0.0545815578
## Appearence.and.gestures 0.0291949553 -0.0116742820 -0.0615062053
## Socializing 0.1576511798 -0.2019360405 -0.0225183516
## Achievements -0.1011858130 -0.0720334982 0.1472842615
## Responding.to.a.serious.letter 0.1210124977 0.2907079308 -0.0357631739
## Children -0.1425703509 0.0183464823 0.0277076281
## Assertiveness 0.1099949103 -0.1502668803 0.0490497033
## Getting.angry 0.0228075448 -0.0766999893 0.0168186900
## Knowing.the.right.people 0.0326377421 -0.0298581421 -0.0868832109
## Public.speaking 0.0434998863 -0.0283510716 -0.1710605058
## Unpopularity 0.0002667603 -0.0578407156 0.0573058892
## Life.struggles 0.0747648908 0.0417798553 -0.0701883389
## Happiness.in.life -0.0391152873 -0.0700220856 0.0893454814
## Energy.levels -0.1166120905 -0.0288615635 0.0108355676
## Small...big.dogs 0.0080088513 0.0746141484 -0.0064633782
## Personality 0.0507385649 -0.1451957493 -0.0219383162
## Finding.lost.valuables 0.0841091980 -0.0009637797 0.0191113381
## Getting.up -0.0506980224 -0.0770918284 -0.0755665723
## Interests.or.hobbies -0.0520003654 0.1609643228 0.0444120942
## Parents..advice -0.0156474429 -0.0521312530 -0.1234530084
## Questionnaires.or.polls -0.0295817604 -0.0162616841 -0.0403884272
## Internet.usage -0.0459628803 -0.0513424394 0.0943791629
## Finances 0.0234791831 0.0220199703 0.0816733676
## Shopping.centres 0.0445765846 0.0622506203 0.0315565561
## Branded.clothing -0.0936170961 0.0602156726 -0.0353806190
## Entertainment.spending -0.1143660157 0.1192242992 0.0514155197
## Spending.on.looks -0.0160980181 -0.0018031529 0.0180571072
## Spending.on.gadgets -0.0864260948 -0.0802616152 -0.0356446378
## Spending.on.healthy.eating -0.0362469418 -0.0001515173 0.0294940891
## Age 0.0827527713 0.0407992978 -0.0757573138
## Height 0.0421642411 0.0690479743 0.0391947006
## Weight 0.0523815598 0.0937426612 0.0253413504
## Number.of.siblings 0.0904888502 -0.0364804123 0.0521288082
## Gender 0.0361770395 -0.0327808134 -0.0119695671
## Left...right.handed -0.0410272274 -0.1270687713 0.1185040888
## Education -0.0356841169 0.0473397098 -0.1730559494
## Only.child -0.0285793850 0.0929633893 0.1427029966
## Village...town 0.0268990925 0.0358749245 -0.0416793075
## House...block.of.flats 0.0334015588 0.0475088089 -0.0526965217
## PC61 PC62 PC63
## Music -0.1609622728 0.038799854 0.140534298
## Slow.songs.or.fast.songs 0.0493714177 -0.078660578 -0.051885223
## Dance 0.0389146071 0.041622536 0.097866211
## Folk 0.0017840568 -0.006901360 0.005830357
## Country -0.0709249598 -0.008261177 0.011830834
## Classical.music -0.0625023073 0.084040910 -0.032203596
## Musical 0.0541357147 -0.026715788 -0.041692050
## Pop -0.2472633524 0.021562751 -0.107406580
## Rock -0.1124925175 -0.005951639 -0.074619932
## Metal.or.Hardrock -0.0288527065 0.012020677 -0.038104680
## Punk -0.0293876376 0.033111410 0.083349237
## Hiphop..Rap -0.0818482724 -0.012627741 0.006885524
## Reggae..Ska 0.0750543833 -0.014967288 0.065334850
## Swing..Jazz 0.1091307815 0.009712961 -0.043542339
## Rock.n.roll -0.0761157123 0.064157653 -0.073691932
## Alternative 0.0961912519 0.029785639 0.008900503
## Latino -0.0415706045 0.004059475 -0.125552134
## Techno..Trance 0.0420244917 0.097396302 -0.007504452
## Opera -0.0654814776 0.061945436 -0.001088117
## Movies 0.0771820475 0.156329971 -0.002097267
## Horror 0.0809044335 -0.118733896 -0.034296081
## Thriller -0.0585723431 0.066437023 0.037622508
## Comedy 0.0138626603 -0.016521098 0.095446614
## Romantic 0.0528967093 0.066697327 0.085867131
## Sci.fi 0.1814203344 -0.028628789 -0.113063912
## War 0.1028287007 0.002596297 -0.144067982
## Fantasy.Fairy.tales 0.0038912828 -0.075588724 0.050728194
## Animated 0.0507965776 -0.129586384 0.036499526
## Documentary -0.0857343833 -0.009687658 0.138758190
## Western 0.0610626478 0.103167211 0.097160656
## Action -0.0981399231 -0.159004452 0.031614052
## History -0.0177865054 -0.021470597 0.068166792
## Psychology -0.1240538323 -0.017958245 0.013874422
## Politics 0.0141636560 -0.037532255 0.070073305
## Mathematics -0.0178029803 0.047420125 0.043123717
## Physics -0.0069697758 0.116654076 0.084922195
## Internet -0.0987556904 -0.124053839 -0.044897400
## PC -0.0426168232 -0.095815445 -0.038644456
## Economy.Management 0.0987052877 -0.017213191 0.043381340
## Biology 0.0189334633 0.020028907 0.002080857
## Chemistry 0.1464397902 -0.104850590 -0.038396275
## Reading -0.0493927646 -0.072785276 0.062117853
## Geography 0.0046459028 0.233410944 0.059929919
## Foreign.languages -0.0302988835 -0.051031368 -0.072918180
## Medicine 0.0182243338 -0.038137647 0.053582984
## Law 0.0008938398 0.121663231 -0.046503952
## Cars -0.1236338878 -0.116040080 -0.006463602
## Art.exhibitions 0.0575531424 -0.001309767 0.024628293
## Religion -0.0915066644 -0.030927981 0.038380410
## Countryside..outdoors 0.0249330452 -0.044918436 -0.092820240
## Dancing 0.0774015669 -0.026521579 -0.040633928
## Musical.instruments -0.0503313194 0.007405746 0.045462651
## Writing 0.0683365977 -0.038420965 -0.091033310
## Passive.sport -0.0052961811 -0.033093777 -0.065375366
## Active.sport 0.0816599967 0.111327731 0.017235875
## Gardening -0.0402269475 0.035956392 -0.306828878
## Celebrities 0.0779711261 0.059521463 -0.060069525
## Shopping 0.1103266438 0.068216396 0.005290051
## Science.and.technology 0.0875052402 -0.066141632 -0.059458795
## Theatre 0.0481757129 -0.056998265 0.090086416
## Fun.with.friends 0.0049175123 -0.134371634 0.013050779
## Adrenaline.sports -0.0239075492 -0.083025798 0.041775832
## Pets -0.1585193995 0.087855312 -0.082682632
## Flying 0.0228967222 -0.125326974 0.152492821
## Storm -0.0896681511 0.013547052 0.026321477
## Darkness -0.1444036453 0.075331340 -0.032979112
## Heights -0.0642261997 0.137982818 -0.072598361
## Spiders 0.0562834747 -0.073610198 0.099891129
## Snakes 0.0724668565 -0.033471476 -0.033179923
## Rats 0.1252537370 -0.061642678 -0.049597659
## Ageing 0.0077545538 0.068547003 -0.122716863
## Dangerous.dogs 0.0409390957 0.046538675 -0.092846321
## Fear.of.public.speaking -0.1251532199 -0.017697407 -0.007385865
## Smoking -0.1151553983 0.006516925 0.006526545
## Alcohol 0.1595809686 0.076015112 -0.049942493
## Healthy.eating -0.0636807668 0.029831474 0.154784779
## Daily.events 0.1228411561 -0.105309147 -0.009094263
## Prioritising.workload -0.0080800706 -0.027620997 -0.000214487
## Writing.notes -0.0429103634 0.073225433 -0.003237497
## Workaholism -0.1080052313 -0.100949641 -0.042651410
## Thinking.ahead 0.0974806869 0.126048218 -0.045153629
## Final.judgement 0.0496706870 0.033923438 0.009286228
## Reliability -0.1423434518 0.034468666 -0.081156743
## Keeping.promises 0.0444355057 0.062160991 -0.002929429
## Loss.of.interest -0.0755690001 -0.273510649 -0.026814987
## Friends.versus.money 0.0532740863 -0.078788595 0.009800255
## Funniness 0.0193626037 0.170925930 0.088378193
## Fake -0.0869091771 0.107389127 0.106548083
## Criminal.damage -0.0979264516 -0.105743399 -0.153116659
## Decision.making 0.0502209120 0.060284475 -0.051420330
## Elections -0.0341254815 0.020824393 0.071471299
## Self.criticism -0.0182455781 -0.130799457 0.132222889
## Judgment.calls 0.0116198122 -0.022123066 -0.023290355
## Hypochondria 0.0351760144 -0.044756510 0.103849140
## Empathy -0.0772994105 0.041785354 -0.048338675
## Eating.to.survive 0.0438744996 -0.014524866 0.054932732
## Giving -0.0603349639 -0.123501068 -0.085176021
## Compassion.to.animals 0.0329850770 0.145871787 -0.128157664
## Borrowed.stuff 0.0621587965 -0.054574487 0.030083750
## Loneliness -0.0188053309 0.039059113 -0.127529796
## Cheating.in.school 0.0337883551 0.130597585 0.128111744
## Health 0.0403359022 -0.031946077 0.077332597
## Changing.the.past -0.1159189377 0.010348483 0.283465438
## God 0.0563393767 0.023503003 -0.128252538
## Dreams -0.0776049562 -0.055262633 0.038740888
## Charity -0.0146562242 -0.069657767 -0.026186442
## Number.of.friends 0.0452604409 -0.062114736 0.013419605
## Punctuality -0.1094995980 0.073122154 -0.060560091
## Lying 0.1841575328 -0.087649935 -0.115004434
## Waiting 0.0087623437 0.117699008 0.011112159
## New.environment -0.0884251902 0.021584935 -0.199165988
## Mood.swings 0.0183908299 0.032285341 -0.055556746
## Appearence.and.gestures -0.0702481614 -0.143195551 -0.064530813
## Socializing 0.0569110022 -0.036698412 0.053864974
## Achievements 0.0021740507 0.079339837 -0.165498397
## Responding.to.a.serious.letter 0.0427936682 -0.166114115 -0.025464130
## Children -0.1460811927 0.215503245 0.109703476
## Assertiveness 0.2465861149 0.136599675 0.055271798
## Getting.angry 0.0570781791 -0.001173612 0.034473972
## Knowing.the.right.people -0.0167567989 0.054022099 -0.111359139
## Public.speaking 0.1592656255 0.067386574 -0.127165891
## Unpopularity -0.0685228726 0.027697273 -0.127307350
## Life.struggles 0.0008986059 0.072536889 0.101129422
## Happiness.in.life -0.0620611736 0.140832489 -0.082203347
## Energy.levels -0.0503257844 -0.078045456 -0.033641506
## Small...big.dogs 0.0336395603 -0.048142005 -0.079409378
## Personality 0.1022484514 -0.013031789 0.133863960
## Finding.lost.valuables -0.0050476427 -0.047496525 -0.149548176
## Getting.up 0.0055521311 -0.127975703 -0.010480620
## Interests.or.hobbies 0.0065010074 0.027397284 -0.008802615
## Parents..advice -0.0175966395 0.063006481 -0.078011675
## Questionnaires.or.polls 0.1267108736 0.006146436 0.077583297
## Internet.usage 0.0760137981 0.136535471 -0.013433473
## Finances 0.0561739125 -0.117131794 0.005965504
## Shopping.centres 0.0803047158 0.068066274 0.036395237
## Branded.clothing -0.1962151133 0.042091492 0.011689805
## Entertainment.spending 0.0633831719 0.002412406 -0.087104776
## Spending.on.looks -0.0194752422 -0.039658874 0.118979412
## Spending.on.gadgets -0.1233842215 0.002812527 0.023962918
## Spending.on.healthy.eating 0.1712477930 -0.013227054 0.038981503
## Age -0.0193580076 0.013834066 0.033128979
## Height 0.0245062191 0.082416149 -0.018723847
## Weight -0.0073085289 0.078358190 -0.017304626
## Number.of.siblings 0.0155740576 0.015269479 0.020223460
## Gender 0.0094004628 0.001552969 -0.026841136
## Left...right.handed 0.0589802811 0.053076886 0.040265978
## Education 0.0226842902 -0.152794203 0.041568592
## Only.child -0.0487452965 0.025632310 0.001663542
## Village...town 0.0218417006 0.011505107 0.086044871
## House...block.of.flats 0.0425050286 -0.020014876 0.110667240
## PC64 PC65 PC66
## Music 0.157498714 -0.0494727478 -0.0123484297
## Slow.songs.or.fast.songs -0.065794466 -0.2155583728 0.0007474766
## Dance -0.166219259 0.0105513788 -0.0241295282
## Folk 0.013261457 -0.1677839256 0.0554454411
## Country 0.007065487 0.0261482868 -0.0261869126
## Classical.music 0.007682593 -0.0061602665 0.0422828639
## Musical -0.029979396 -0.0058505161 -0.0174941209
## Pop 0.018060329 0.1309236983 -0.0126123400
## Rock -0.009853774 0.0379875838 -0.0804586276
## Metal.or.Hardrock -0.120705682 -0.0610479787 0.0391366706
## Punk -0.067022352 -0.0158608208 -0.0041728137
## Hiphop..Rap -0.004590876 0.0038973192 0.1475832650
## Reggae..Ska 0.061625574 -0.0578857520 -0.0622493148
## Swing..Jazz -0.037061111 -0.0283361783 -0.0276045818
## Rock.n.roll 0.022215408 0.0334262732 0.0183426274
## Alternative 0.177647449 0.0434979351 0.0915729522
## Latino 0.043992044 -0.1260071561 -0.1247795672
## Techno..Trance -0.034482516 0.1269375246 -0.0194635208
## Opera -0.022885156 -0.0551942789 -0.0524893015
## Movies -0.050539177 -0.0082999288 0.0894041270
## Horror -0.015170593 -0.0378409246 -0.0570764249
## Thriller -0.021870445 0.0369728151 -0.0145732653
## Comedy 0.135851467 -0.1919307026 -0.0790815009
## Romantic 0.062880529 -0.0640055896 -0.1210934354
## Sci.fi 0.077574846 -0.0765040643 -0.0348350885
## War 0.071723970 0.1154192645 -0.0285180227
## Fantasy.Fairy.tales -0.052036019 0.0427375140 0.0756210153
## Animated -0.093414223 0.0177660573 -0.0110114931
## Documentary 0.010650855 0.0282697173 0.1558116486
## Western -0.072273958 0.0858802265 0.0382869634
## Action 0.111671137 -0.0835366307 0.0500390957
## History 0.045338219 0.1246545628 -0.0210592693
## Psychology 0.069018289 0.0780746084 -0.0107058610
## Politics -0.029483781 -0.1512781086 -0.0059012830
## Mathematics -0.069174258 0.0754780280 0.1731045823
## Physics -0.020738941 -0.0181707461 0.0032419135
## Internet 0.012056764 0.0104257868 -0.1106117364
## PC 0.025161053 -0.0260275175 -0.0215905978
## Economy.Management -0.017044368 0.0236634710 0.0816170291
## Biology -0.020517616 -0.0181002078 -0.0883338714
## Chemistry -0.007226306 0.0309391610 0.0674475372
## Reading -0.050134013 0.0008259506 0.0762320817
## Geography -0.031090907 0.0050950757 -0.0496208488
## Foreign.languages 0.002376083 -0.0310955285 0.0536367860
## Medicine 0.093700575 -0.0041795082 -0.0268955260
## Law 0.054418300 -0.0766746802 -0.0343215599
## Cars 0.106267421 0.0623853734 -0.0200958386
## Art.exhibitions -0.019322506 0.1875773088 -0.1306337541
## Religion 0.077522133 -0.0921055785 -0.0822239097
## Countryside..outdoors -0.008649155 -0.0945668349 -0.0875752528
## Dancing -0.052258710 -0.0459703753 0.1532638987
## Musical.instruments -0.090345269 -0.0212984638 0.0221450050
## Writing 0.030556714 0.0328233124 0.0790138755
## Passive.sport -0.006128356 0.1881786772 -0.1203152046
## Active.sport -0.025699402 0.1973655672 -0.0509493974
## Gardening 0.059584172 -0.1661221323 0.0873245434
## Celebrities -0.050982071 0.0565208655 0.0216007120
## Shopping 0.063621310 0.0154929435 -0.0711568663
## Science.and.technology 0.160596636 -0.0461999172 -0.0014718905
## Theatre -0.103668373 0.0941547964 -0.0748771822
## Fun.with.friends -0.083864973 0.0585208040 -0.0617143767
## Adrenaline.sports -0.125187592 -0.0264551596 0.0050999676
## Pets -0.121374644 -0.0495136397 -0.0670560713
## Flying 0.104314931 0.1123704154 -0.0332553792
## Storm -0.034645644 0.1620937023 0.1280908111
## Darkness -0.142473257 0.0611304663 0.0191845189
## Heights 0.068752892 -0.1659837446 -0.1085905846
## Spiders 0.149219684 -0.0221924374 0.1066789520
## Snakes -0.011653859 -0.0148851530 -0.0143935039
## Rats -0.108702098 0.0073803143 -0.0959375366
## Ageing -0.078864659 -0.1563520226 -0.0634110153
## Dangerous.dogs 0.001380095 -0.0982795941 0.1027616176
## Fear.of.public.speaking 0.025697237 -0.0683643255 0.0093936160
## Smoking -0.066134321 -0.0972364785 -0.2158833603
## Alcohol -0.012735448 -0.0196174757 0.0897004898
## Healthy.eating 0.010112048 0.0526210996 0.0242092904
## Daily.events -0.174681332 0.1178863901 0.0946645437
## Prioritising.workload 0.032265265 0.0848222252 0.0132082137
## Writing.notes -0.024783001 0.0044776659 0.0233068459
## Workaholism -0.079833933 -0.0261457513 -0.0907451227
## Thinking.ahead -0.002907511 -0.1137903629 0.0246134001
## Final.judgement -0.101335438 0.0347208933 0.0013546289
## Reliability 0.031721512 0.1428112799 0.0392034552
## Keeping.promises 0.191789170 0.0944153937 -0.0365502416
## Loss.of.interest -0.055460053 0.1348875477 0.0950827469
## Friends.versus.money -0.001031615 -0.0048914893 -0.0595989393
## Funniness -0.009895558 0.0031903920 -0.0431051194
## Fake 0.122778085 -0.1280740534 0.0813484979
## Criminal.damage -0.134738298 -0.0583213034 0.0196603189
## Decision.making 0.116225223 0.0291704078 -0.0141022348
## Elections 0.124540116 -0.1348384196 -0.0441421115
## Self.criticism -0.100883809 -0.0671155441 -0.1951371687
## Judgment.calls -0.179997762 -0.1303595790 0.0409086945
## Hypochondria 0.030904169 0.0407188670 -0.0232441171
## Empathy 0.092092110 -0.0112152564 0.0611102299
## Eating.to.survive -0.009464815 -0.1337033357 0.0188820950
## Giving -0.003813091 -0.0105045334 0.0171823730
## Compassion.to.animals -0.035704000 0.0189874196 0.1281642354
## Borrowed.stuff -0.060014268 0.0282201976 0.1010481573
## Loneliness 0.108191407 -0.0277522767 -0.0218574038
## Cheating.in.school 0.149535019 0.0455097963 -0.0226004368
## Health -0.020120761 -0.1457788430 0.0589481830
## Changing.the.past -0.055106868 -0.0655903848 0.1919374990
## God -0.015857047 0.0159417348 0.0109594129
## Dreams 0.032619076 0.0260907721 -0.1762683683
## Charity 0.109570500 0.0193645749 0.1105158053
## Number.of.friends 0.047223199 -0.0166106229 0.0310603579
## Punctuality -0.053101354 -0.0043110089 -0.0343610547
## Lying -0.073540111 -0.0648574198 -0.0399044321
## Waiting -0.189689825 0.0244141975 0.0676103105
## New.environment 0.170454654 -0.0432575808 0.0531066469
## Mood.swings 0.098295019 0.1309614943 -0.3283726763
## Appearence.and.gestures -0.149865566 0.0049839432 0.0001269841
## Socializing 0.134002296 -0.0417908001 -0.0820033343
## Achievements 0.131108284 0.0952454875 0.0879406930
## Responding.to.a.serious.letter 0.003452313 -0.0172771138 0.0034659894
## Children -0.125224412 -0.0731857930 -0.0813887294
## Assertiveness -0.045508572 0.0614583358 -0.1177477046
## Getting.angry -0.012843612 0.0418849723 0.0636955876
## Knowing.the.right.people 0.043279335 0.0524888136 0.0790308241
## Public.speaking 0.005749551 0.0428758040 0.0152794181
## Unpopularity 0.091017510 0.0589142476 0.0892897197
## Life.struggles 0.083358540 0.0317524335 0.0522414018
## Happiness.in.life -0.015855049 -0.0020479668 0.1044247606
## Energy.levels 0.025488258 0.0838159809 0.0825225006
## Small...big.dogs 0.014323338 -0.0685344567 -0.0077978915
## Personality -0.059876680 -0.2508209292 0.0683451913
## Finding.lost.valuables -0.191126264 -0.0222373218 -0.0935854755
## Getting.up 0.103289927 0.0893193784 0.1289119405
## Interests.or.hobbies 0.068359958 0.0213074724 -0.0257965504
## Parents..advice -0.065852582 -0.0363578457 0.1069075948
## Questionnaires.or.polls 0.064590439 -0.0064666515 0.0419992692
## Internet.usage -0.169168369 0.0714212884 0.0263363624
## Finances -0.034739125 0.0333254684 -0.1687605903
## Shopping.centres 0.132147244 0.0488799116 -0.1426670791
## Branded.clothing -0.071125146 0.0277191907 -0.1880586157
## Entertainment.spending 0.083227735 -0.0302435210 0.0649506477
## Spending.on.looks 0.023550717 -0.0441434659 0.0842926150
## Spending.on.gadgets -0.009862099 -0.1575878413 0.0312425708
## Spending.on.healthy.eating -0.001557516 -0.1100176394 -0.0548097696
## Age 0.076706266 0.0360714149 -0.0451294632
## Height -0.062444564 0.0799259909 -0.0172504412
## Weight -0.066323048 0.0276410700 -0.0358760379
## Number.of.siblings -0.062623944 0.0172376319 0.0331455170
## Gender -0.027299702 0.0306317945 -0.0406651633
## Left...right.handed -0.023409773 -0.1102331811 0.0233172761
## Education 0.073030030 -0.0198198036 0.0446029206
## Only.child 0.007968558 -0.0111579719 0.1043285094
## Village...town -0.033301272 0.0678984916 0.0513894554
## House...block.of.flats 0.006863232 0.0273162805 -0.0202185213
## PC67 PC68 PC69
## Music -0.135521364 -0.0335658688 0.068710786
## Slow.songs.or.fast.songs -0.018172485 -0.1533212517 0.138864864
## Dance -0.045793588 0.0942272944 -0.063894282
## Folk -0.068500740 0.0748438566 0.014601919
## Country 0.008720558 0.0848964327 -0.072301319
## Classical.music -0.045731476 -0.0725503966 0.017119062
## Musical 0.050580262 -0.0695733459 0.081085885
## Pop -0.119777175 -0.1045786236 -0.055884616
## Rock 0.038933439 0.0390530212 -0.013801300
## Metal.or.Hardrock 0.100567557 0.1157135602 0.012138283
## Punk -0.059044431 -0.0278810733 -0.103483344
## Hiphop..Rap -0.083124685 0.0343494922 0.027560032
## Reggae..Ska 0.004496107 -0.0087467423 -0.006054127
## Swing..Jazz -0.058683425 -0.0397848680 0.105002246
## Rock.n.roll -0.041188266 -0.0885958673 -0.009680666
## Alternative -0.105351194 -0.0458872656 0.020028809
## Latino 0.119013464 0.0004401403 0.045036293
## Techno..Trance 0.010659507 0.0470671710 -0.134041943
## Opera 0.010906024 -0.0417503458 -0.036954286
## Movies -0.003167180 0.1026077759 -0.163836543
## Horror -0.028526529 -0.0374956263 -0.009377431
## Thriller -0.038100748 0.0460681783 -0.015114641
## Comedy -0.045597230 0.1383047553 0.101191826
## Romantic 0.062090019 -0.0133883557 0.008374300
## Sci.fi 0.057231922 0.0613737605 0.059696002
## War 0.044650631 0.0550772594 -0.015512595
## Fantasy.Fairy.tales -0.073028396 -0.0634509198 -0.001044593
## Animated -0.063530495 -0.0137443524 -0.024387270
## Documentary -0.070958993 0.0208206232 0.045756515
## Western 0.067360751 0.0799914825 -0.064867207
## Action 0.105275313 -0.0373655185 0.009097796
## History 0.075314587 0.0161811288 0.062715813
## Psychology -0.050023778 -0.0435995256 -0.018654755
## Politics -0.040991016 0.0185755180 0.049329180
## Mathematics -0.011093037 0.0030417123 0.062616307
## Physics 0.031741274 0.0069478031 0.068284706
## Internet -0.037406991 0.0912062551 0.002155461
## PC -0.016424952 0.1150251753 0.102464453
## Economy.Management -0.002851319 -0.1166181559 -0.020703639
## Biology -0.019821720 -0.0050068493 -0.026028909
## Chemistry 0.122861759 0.0178710311 -0.038529203
## Reading 0.163863531 0.1316441471 -0.142510818
## Geography 0.029171847 -0.0028932665 0.023925278
## Foreign.languages -0.010113878 -0.0588762551 -0.104898227
## Medicine 0.046393622 0.0041855118 0.025035716
## Law 0.017354213 -0.1034081271 -0.004692601
## Cars 0.037615689 -0.0050814615 0.105292243
## Art.exhibitions -0.025913750 0.0968240514 0.092282569
## Religion -0.066380839 -0.0036840243 0.029042225
## Countryside..outdoors -0.039412363 0.0462777343 -0.182974442
## Dancing 0.110336602 -0.1542968335 0.012043151
## Musical.instruments 0.045248066 -0.0619809740 0.012412118
## Writing -0.015251188 -0.0285209037 0.003031844
## Passive.sport -0.028691106 0.0640033971 -0.006040178
## Active.sport 0.003615994 -0.0651430573 -0.027811229
## Gardening -0.025987978 0.1385324736 -0.244071303
## Celebrities 0.017319994 0.1564690239 0.061944133
## Shopping -0.046544802 0.0181871850 0.070595223
## Science.and.technology -0.067874357 -0.1334786221 0.055240590
## Theatre -0.041152848 -0.0591344151 0.068531882
## Fun.with.friends -0.092467283 -0.0015154897 0.035402563
## Adrenaline.sports -0.143316072 -0.0665352698 -0.061789090
## Pets 0.154147773 -0.0308397765 0.008068053
## Flying 0.071998035 -0.1699573936 -0.031435538
## Storm -0.053434913 0.1211709198 0.034109731
## Darkness -0.027249147 -0.0398783305 0.111316196
## Heights -0.070134538 0.0159980444 0.136834623
## Spiders -0.161769762 -0.0049312683 -0.091930285
## Snakes 0.019464093 -0.0717879871 -0.184759900
## Rats 0.020337465 -0.0083944309 0.029080726
## Ageing 0.048429743 0.0516231311 0.028765066
## Dangerous.dogs 0.057209447 0.0297227455 0.088135663
## Fear.of.public.speaking 0.135125571 -0.0627974856 0.087337393
## Smoking 0.039106983 0.0907238181 -0.169704619
## Alcohol -0.040744617 -0.0222969911 0.096543890
## Healthy.eating -0.023081392 -0.0217364991 0.008191622
## Daily.events 0.037669519 0.1613024452 0.097509927
## Prioritising.workload -0.171004599 0.0408150401 0.035492054
## Writing.notes 0.110241494 0.0699086398 0.091933044
## Workaholism 0.029164192 0.0798566898 0.027053638
## Thinking.ahead 0.021962115 -0.1701406891 -0.132084440
## Final.judgement 0.061913550 0.1205040028 -0.013576874
## Reliability 0.064689292 -0.0037580035 0.116056641
## Keeping.promises 0.081848280 0.0619571352 -0.045926875
## Loss.of.interest 0.123991582 -0.0091664780 -0.074880358
## Friends.versus.money -0.118040997 -0.1362732082 0.105564727
## Funniness 0.111825252 -0.0958260235 -0.055454189
## Fake -0.064907739 0.2084175359 0.076930077
## Criminal.damage 0.110834964 -0.0534513204 -0.062763818
## Decision.making 0.049258429 -0.1495049928 -0.011834628
## Elections -0.011650513 0.0331503887 -0.207895733
## Self.criticism 0.137131094 0.1345106560 0.084431599
## Judgment.calls -0.031214734 0.0413200375 -0.086663314
## Hypochondria -0.012654530 0.0711147757 -0.233103721
## Empathy -0.035811087 -0.0156529300 -0.023855448
## Eating.to.survive -0.126326232 0.0143949879 0.049180132
## Giving 0.303104634 -0.1169443577 0.008305367
## Compassion.to.animals -0.039893964 -0.0060060546 0.078970667
## Borrowed.stuff -0.091186634 0.1783275072 -0.040142867
## Loneliness -0.081231022 -0.0042351410 -0.023225358
## Cheating.in.school 0.140346047 -0.0109133888 0.124562833
## Health 0.127358299 -0.0619764584 -0.036705470
## Changing.the.past -0.018562021 -0.0281235735 0.088128656
## God -0.019254441 0.0596623625 -0.075446839
## Dreams -0.006271713 -0.0855042996 -0.154591358
## Charity -0.089785179 -0.0316512369 0.050763800
## Number.of.friends -0.023302772 0.0131106795 -0.145293449
## Punctuality 0.023927220 0.1971542794 0.066173137
## Lying -0.148240566 -0.1383743542 0.061418825
## Waiting 0.085287771 -0.0630740637 0.067596813
## New.environment 0.074953037 0.1256255745 0.178161963
## Mood.swings -0.170004348 0.0124684870 0.054425417
## Appearence.and.gestures -0.128042399 -0.0219046369 0.078284851
## Socializing 0.086971877 -0.1189417196 0.016247256
## Achievements -0.115066707 -0.0522063152 0.006061685
## Responding.to.a.serious.letter 0.025817420 0.0398769504 -0.111353657
## Children 0.093029610 -0.0539887467 0.018366258
## Assertiveness -0.024755426 0.0542073001 -0.131005103
## Getting.angry -0.059287928 0.0223350930 0.080328203
## Knowing.the.right.people 0.019739427 -0.0416291577 -0.072701688
## Public.speaking 0.099024168 -0.0098023139 0.102201387
## Unpopularity 0.019004920 -0.0086141600 -0.107374127
## Life.struggles -0.110243946 0.1139535018 -0.020836899
## Happiness.in.life -0.155843170 0.0898687061 -0.040750846
## Energy.levels 0.040261713 0.1366899073 0.133866902
## Small...big.dogs -0.095275758 -0.0172658483 0.073122715
## Personality -0.039994592 -0.0118001519 0.105973153
## Finding.lost.valuables -0.109422083 0.0132373185 0.173723138
## Getting.up 0.111541843 0.0514684087 -0.049337691
## Interests.or.hobbies 0.146027012 -0.0207048627 0.017831681
## Parents..advice -0.116445114 -0.1089103596 0.013408538
## Questionnaires.or.polls 0.156281353 0.0749401613 0.052964168
## Internet.usage 0.041864721 -0.2111228864 0.022918083
## Finances -0.150298206 0.1085833237 0.003876321
## Shopping.centres 0.072484941 0.0044781477 0.046217998
## Branded.clothing -0.032798869 -0.1143881886 -0.023369167
## Entertainment.spending 0.129967532 0.1239551924 0.053755276
## Spending.on.looks -0.007525209 0.0429900677 -0.051824107
## Spending.on.gadgets -0.057769883 -0.0712471731 -0.102660141
## Spending.on.healthy.eating -0.006390757 0.0818232747 -0.068057359
## Age 0.109965578 0.0055769767 -0.037742020
## Height -0.094622885 0.0433050302 -0.054376384
## Weight 0.006257578 0.0432480108 -0.008452743
## Number.of.siblings -0.019049018 -0.0308282659 -0.021927204
## Gender -0.020516602 -0.0327466800 0.021404728
## Left...right.handed -0.023693155 0.1644946004 -0.014952369
## Education 0.001765301 -0.0186403115 0.041409299
## Only.child 0.008397509 -0.0029525072 -0.123060230
## Village...town -0.019230280 -0.1476715227 -0.057570225
## House...block.of.flats 0.067129514 0.0243265844 0.104317986
## PC70 PC71 PC72
## Music 0.0023551888 0.1359725344 0.0462722890
## Slow.songs.or.fast.songs -0.0891907778 0.1622298469 0.0898890216
## Dance 0.1270333051 -0.1325744285 -0.0103118372
## Folk 0.1179075452 0.0077556888 0.0532994459
## Country 0.1157833294 0.0148070098 0.1408706061
## Classical.music -0.0660003686 -0.0354633840 -0.0066240681
## Musical -0.0692997099 0.0854136744 -0.0308271454
## Pop -0.0113359499 0.0081588615 -0.0238751316
## Rock 0.0298101911 0.0705455926 -0.0242991041
## Metal.or.Hardrock 0.0487457086 -0.0166496998 -0.0199727133
## Punk 0.1274576750 -0.0499477616 -0.0444712268
## Hiphop..Rap 0.0209027043 0.0061204577 0.1288929989
## Reggae..Ska -0.0477299561 -0.0228138756 -0.1183578086
## Swing..Jazz -0.0764420723 -0.0694656118 -0.0145662375
## Rock.n.roll -0.0864886958 -0.0445031539 -0.0013886897
## Alternative -0.0660619471 -0.0798292370 -0.0212745955
## Latino -0.0256733606 0.0815561867 -0.0337487443
## Techno..Trance 0.0299929497 -0.2302807123 -0.0034122688
## Opera -0.1176323088 -0.0550262707 -0.0416244018
## Movies 0.1780950716 0.1138828573 -0.0482757548
## Horror -0.0663378576 -0.0653437756 -0.0147544890
## Thriller 0.0024893082 0.0221722613 -0.0961282904
## Comedy -0.1003898959 0.0906796827 0.0326028619
## Romantic -0.0370650055 -0.0218212595 -0.2636192073
## Sci.fi -0.1147888564 -0.0371346226 -0.0143345023
## War -0.0780709961 0.0211408876 -0.0596143886
## Fantasy.Fairy.tales -0.0085564409 -0.0136788482 0.0203114484
## Animated 0.0006967152 0.1134335797 -0.0270918645
## Documentary 0.0406346960 0.0369306794 0.1127852864
## Western -0.0299779671 0.0534150562 0.0806358528
## Action 0.1438852029 -0.0486958751 -0.0590139014
## History -0.0605358912 -0.0230645829 0.0363588954
## Psychology -0.0201844933 -0.0330396126 0.0277735004
## Politics 0.0054268746 -0.0329622503 -0.1360364429
## Mathematics -0.0732377299 0.0430674622 -0.0714756770
## Physics -0.0703983670 0.0724312482 -0.0633778177
## Internet 0.0362158381 -0.0932552356 0.1398092712
## PC -0.1178561195 -0.0657050515 0.0488803591
## Economy.Management 0.0533648926 0.1302959796 -0.0527235388
## Biology 0.0149786019 -0.0002501798 -0.0090882566
## Chemistry 0.0101914182 -0.0460082534 0.0675509687
## Reading -0.0234813023 0.1454556591 0.0787214764
## Geography -0.0184914796 -0.0501680438 -0.0821595205
## Foreign.languages -0.1123573066 -0.0616330451 -0.0133680629
## Medicine 0.0648192995 0.0065266719 0.0599960411
## Law 0.1241457006 0.0077769678 0.0008873742
## Cars 0.1205659762 0.0347193929 -0.1255985547
## Art.exhibitions 0.1627408742 -0.0408965284 0.0145613849
## Religion -0.0195886855 0.0337315893 0.0392405916
## Countryside..outdoors -0.0900898592 0.0139032329 -0.0941218444
## Dancing 0.0317904369 0.0645426290 0.0226342724
## Musical.instruments -0.0419794988 -0.1460840457 -0.0774515526
## Writing 0.1556280756 0.0665294870 0.0272366442
## Passive.sport 0.0729517168 0.1806498428 -0.0047345051
## Active.sport 0.0619798162 0.1408306892 -0.0180243059
## Gardening -0.0270320006 0.0392692779 -0.0513745364
## Celebrities -0.0846334435 -0.0748377833 0.0975730922
## Shopping -0.0391813654 -0.0363188022 0.0312506034
## Science.and.technology 0.0587022844 -0.0074107817 0.0271802253
## Theatre 0.0749632857 0.0632030900 -0.0024975398
## Fun.with.friends 0.1156217304 -0.0221968255 0.0360117185
## Adrenaline.sports -0.0453803402 -0.0966472855 -0.0122808902
## Pets -0.0677580000 -0.1369737856 -0.0088314582
## Flying -0.0795999574 0.1206807965 -0.0600024594
## Storm -0.0764104836 -0.0031211647 0.0469056030
## Darkness -0.0131627296 0.0277314585 0.0318620897
## Heights 0.0356699365 0.1272136634 -0.0545754923
## Spiders 0.0391671116 0.0109415854 0.0182591232
## Snakes 0.0562834375 0.0085759511 -0.0235873747
## Rats 0.0697122813 -0.1221760969 0.1008888750
## Ageing -0.0317708390 -0.0230595510 0.0961884198
## Dangerous.dogs 0.1272658028 0.0719532694 0.1560574871
## Fear.of.public.speaking 0.0427751424 -0.0448659667 0.0040353322
## Smoking -0.0345836227 0.1976015988 -0.0019856207
## Alcohol 0.0985739651 0.2205755418 0.1014827094
## Healthy.eating -0.0047382532 -0.0272228308 0.0363326970
## Daily.events -0.0028186775 -0.0249530567 0.0645174325
## Prioritising.workload -0.1092952890 0.0155733671 -0.0430198445
## Writing.notes 0.0439182085 -0.0614262441 0.0975628908
## Workaholism 0.1249363283 0.0623135323 0.0860647500
## Thinking.ahead -0.0346697435 0.0612190341 0.0650231372
## Final.judgement 0.0436422206 -0.0838942646 0.0351352579
## Reliability -0.0212173873 -0.0805613568 0.0767123225
## Keeping.promises -0.0297333156 0.0236879898 0.0987149633
## Loss.of.interest 0.0348524607 0.2034824915 -0.1812363337
## Friends.versus.money 0.0621703896 0.0091375612 0.0092060211
## Funniness -0.1488103894 0.0673256221 -0.0173980683
## Fake 0.0204850292 0.0429484185 -0.1033307478
## Criminal.damage -0.0491507390 0.0498892737 -0.0573879094
## Decision.making 0.2063036272 0.0445408225 -0.1203579242
## Elections -0.0077715628 -0.2345335507 0.1157982047
## Self.criticism -0.0127192942 -0.0256501211 -0.0485466120
## Judgment.calls -0.0067481741 -0.0345525959 0.0910540400
## Hypochondria -0.1031077795 -0.0733995205 0.0454878981
## Empathy -0.0831867841 0.0079140508 0.0117179783
## Eating.to.survive 0.1558347064 0.0380914258 0.0240526953
## Giving 0.0347360245 -0.0335718158 0.2248640061
## Compassion.to.animals 0.0246111469 -0.0052278550 -0.1089371636
## Borrowed.stuff 0.0490442239 0.0473525604 -0.1387404249
## Loneliness 0.1491126842 0.1098067847 0.0363401127
## Cheating.in.school 0.1092839795 0.0355506157 0.1414346048
## Health 0.0047103420 0.0362419735 -0.0143293814
## Changing.the.past -0.0535723457 0.0612699488 0.1039719350
## God 0.0301897194 -0.0070847262 -0.0137408338
## Dreams 0.1128671355 -0.0148446723 0.1549656833
## Charity -0.1161056053 -0.0706424920 0.0070821146
## Number.of.friends -0.0755973185 0.0506844703 -0.0039795201
## Punctuality -0.0833103646 0.0867991387 -0.0034904723
## Lying 0.1013726508 -0.1711851542 -0.0020063521
## Waiting 0.1575831266 0.0069595295 0.1567028237
## New.environment 0.0236117222 -0.0518390544 -0.0252512993
## Mood.swings 0.0829141479 -0.0258328817 -0.0302997696
## Appearence.and.gestures -0.0768624393 0.0033401355 -0.2374833013
## Socializing 0.0113203113 -0.1028466341 -0.0346826182
## Achievements -0.0258782846 -0.0685249871 0.1912490083
## Responding.to.a.serious.letter 0.0449466175 -0.0834262469 -0.0574643888
## Children 0.0623533431 0.0221401579 -0.1603869346
## Assertiveness -0.1746572503 0.2236693519 0.1682195400
## Getting.angry -0.0144729141 -0.1519118983 -0.0361411700
## Knowing.the.right.people 0.1508058841 0.0367046758 -0.1196014109
## Public.speaking -0.1385516264 0.0434175233 -0.1191276635
## Unpopularity -0.0501373419 0.1147246901 -0.0131810336
## Life.struggles 0.0868444504 -0.0799440873 -0.0600581644
## Happiness.in.life 0.0097078464 -0.0129869535 -0.1345014834
## Energy.levels 0.0318250703 -0.0117410761 -0.1171331628
## Small...big.dogs 0.0085712745 -0.0043311383 0.0946970696
## Personality -0.0393080529 0.0366898398 -0.0265014315
## Finding.lost.valuables -0.0252921310 0.0628713951 -0.0234506445
## Getting.up -0.2083607366 0.0017937064 0.0287096695
## Interests.or.hobbies -0.0434058181 -0.0510277710 -0.0230719514
## Parents..advice -0.1736891576 0.0433301008 0.1655918027
## Questionnaires.or.polls 0.1075399300 -0.0241550802 -0.0742949749
## Internet.usage -0.0454167043 -0.1052563147 -0.1152438496
## Finances -0.1314673430 0.1804767599 0.1004511598
## Shopping.centres -0.1031020030 0.0314355137 0.0190211318
## Branded.clothing -0.0796414389 -0.0074412222 0.0871581042
## Entertainment.spending 0.0179202125 0.0007272340 -0.0374262459
## Spending.on.looks -0.0332099168 0.0476563312 -0.0474262687
## Spending.on.gadgets 0.0524935051 -0.0238624040 0.0853689632
## Spending.on.healthy.eating 0.1142206571 -0.0079094318 -0.0214814553
## Age 0.0393368050 -0.0356918014 -0.0852326071
## Height 0.0441654612 0.0300886264 0.0003073574
## Weight 0.0411549607 -0.0011201860 0.0113989959
## Number.of.siblings -0.0436380614 0.1612123562 -0.0228146291
## Gender -0.0333919946 0.0446693565 -0.0546714929
## Left...right.handed -0.0694293682 -0.1641061944 -0.0157787213
## Education 0.0236597962 0.0045989694 -0.0899719109
## Only.child 0.0668790446 0.0674676770 -0.0742133325
## Village...town -0.0499911552 -0.0746372133 -0.0250159901
## House...block.of.flats -0.1358324592 0.0117588141 0.0225907925
## PC73 PC74 PC75
## Music -0.045828744 -3.036095e-02 -1.221385e-01
## Slow.songs.or.fast.songs -0.067851035 7.452358e-02 -1.840230e-01
## Dance -0.047729915 1.362276e-02 -4.711825e-02
## Folk -0.022019752 3.615513e-03 -2.438986e-02
## Country 0.043388941 8.083505e-02 -2.152698e-02
## Classical.music 0.039066091 3.520054e-02 -5.982067e-03
## Musical 0.013041998 -8.593292e-02 -1.285745e-02
## Pop -0.013163046 -5.440468e-02 9.705538e-02
## Rock 0.041565569 3.039047e-02 -1.670000e-02
## Metal.or.Hardrock 0.058346312 1.987755e-03 5.043938e-03
## Punk -0.010004093 -7.818864e-02 -1.797994e-02
## Hiphop..Rap 0.067741527 1.587041e-02 -2.304019e-02
## Reggae..Ska -0.009012847 2.621793e-03 -1.533265e-01
## Swing..Jazz -0.040189599 -3.253015e-02 2.580191e-02
## Rock.n.roll 0.034051218 -8.286911e-02 1.160822e-01
## Alternative -0.094996092 1.574278e-01 1.243616e-02
## Latino 0.096715196 -7.308391e-02 3.530536e-02
## Techno..Trance 0.102577381 -7.928264e-02 2.025082e-02
## Opera -0.060540080 2.673391e-02 -8.958575e-02
## Movies 0.015406667 -4.432469e-02 -5.147766e-02
## Horror -0.085917479 -3.022379e-02 1.910519e-02
## Thriller 0.076813080 4.808447e-02 -5.229559e-02
## Comedy 0.075921600 -7.130933e-02 2.037844e-02
## Romantic -0.079389990 1.066067e-01 4.271770e-02
## Sci.fi 0.202793637 4.311159e-02 1.162660e-01
## War -0.073913190 -1.128145e-01 6.467076e-02
## Fantasy.Fairy.tales 0.025592541 7.773731e-03 -5.018967e-02
## Animated -0.013641365 -9.209464e-03 -7.131334e-02
## Documentary -0.096828147 -2.944097e-02 -3.628513e-02
## Western -0.060767068 -3.415163e-03 -3.878302e-02
## Action -0.019904415 6.821263e-02 2.576289e-02
## History 0.022088367 -8.554741e-03 1.418718e-01
## Psychology 0.213795650 4.867188e-02 -2.392807e-02
## Politics 0.043337259 -3.995785e-02 1.156617e-03
## Mathematics -0.137720944 -2.318257e-02 7.452274e-02
## Physics -0.019669811 -3.513071e-03 4.506444e-03
## Internet 0.102391796 -4.433308e-02 -1.165745e-01
## PC -0.041799201 7.472109e-02 -2.539179e-02
## Economy.Management -0.137937083 -4.686391e-02 -1.759745e-01
## Biology -0.004427639 -3.299251e-02 -5.864769e-02
## Chemistry -0.040948514 -1.465707e-03 -1.107344e-02
## Reading -0.080620556 -2.122043e-02 9.649033e-02
## Geography 0.215275190 -7.533300e-02 -5.447634e-02
## Foreign.languages -0.072572016 -8.894812e-02 1.279227e-01
## Medicine -0.097172321 -4.159223e-02 -7.947017e-03
## Law -0.124566765 -3.101277e-03 -2.475516e-03
## Cars -0.016652536 1.101829e-01 -1.783886e-02
## Art.exhibitions -0.089823926 8.735280e-02 -2.524520e-02
## Religion 0.066183025 -1.017695e-01 2.062714e-02
## Countryside..outdoors 0.097828538 -7.010109e-02 8.948706e-02
## Dancing 0.045819521 1.399324e-01 -6.348646e-02
## Musical.instruments -0.029817203 -8.240260e-02 -1.923401e-02
## Writing 0.096084227 -2.844505e-01 -3.571813e-02
## Passive.sport 0.078010714 8.136615e-02 -1.027119e-02
## Active.sport -0.022016407 4.958445e-02 -9.372407e-02
## Gardening -0.015085405 9.157373e-02 -5.732421e-02
## Celebrities -0.194947358 -3.389636e-02 1.423627e-01
## Shopping 0.040647051 -3.296531e-02 7.836987e-02
## Science.and.technology 0.062329274 3.639485e-02 4.343930e-02
## Theatre -0.024692197 9.743398e-02 -9.660636e-02
## Fun.with.friends -0.077766532 1.131491e-02 3.014377e-01
## Adrenaline.sports -0.013874323 -6.388328e-02 1.042584e-01
## Pets -0.005005272 7.415413e-02 8.747173e-02
## Flying -0.031537453 -1.238740e-01 -1.338136e-01
## Storm 0.046150542 -7.008784e-02 1.385245e-01
## Darkness 0.137962583 1.193835e-01 6.324136e-02
## Heights -0.115120040 7.008927e-02 1.729755e-02
## Spiders -0.101958585 -2.891487e-02 -1.270643e-01
## Snakes -0.021191733 7.576284e-03 6.993470e-02
## Rats 0.057015382 1.232449e-01 -2.283378e-02
## Ageing -0.023568259 -4.589973e-02 -2.030272e-01
## Dangerous.dogs 0.062091944 3.764806e-02 6.091822e-02
## Fear.of.public.speaking -0.032205468 -1.437300e-01 3.891041e-02
## Smoking 0.003803624 -5.718051e-02 -1.091188e-01
## Alcohol 0.118454135 -8.040383e-02 1.637606e-01
## Healthy.eating -0.055552583 4.695481e-02 -7.809027e-02
## Daily.events 0.019170328 7.828282e-02 -1.363166e-02
## Prioritising.workload -0.046695882 4.800947e-02 7.922650e-03
## Writing.notes 0.072975048 1.830761e-01 -4.190381e-02
## Workaholism 0.027142158 1.265265e-01 7.889259e-02
## Thinking.ahead -0.000851413 5.429344e-02 1.735933e-01
## Final.judgement -0.055093594 1.692073e-02 -9.541345e-02
## Reliability 0.054230518 -1.624903e-01 -1.639944e-03
## Keeping.promises 0.183811228 1.173381e-01 -1.763311e-02
## Loss.of.interest 0.010134847 -4.025149e-02 -9.199094e-02
## Friends.versus.money -0.032100186 2.537342e-02 -3.780302e-02
## Funniness 0.122719589 4.073737e-02 -1.394966e-01
## Fake -0.095306409 3.787525e-05 6.267644e-02
## Criminal.damage -0.164650436 8.539098e-02 -1.739559e-04
## Decision.making 0.106885584 -1.096465e-01 -1.139474e-01
## Elections -0.059141031 -6.839470e-02 1.606850e-02
## Self.criticism -0.016372940 -7.219432e-02 -3.052645e-02
## Judgment.calls -0.105850227 -7.590921e-02 -3.820958e-02
## Hypochondria 0.084164948 -8.077709e-03 -6.845772e-02
## Empathy -0.128065429 9.121756e-02 5.488496e-02
## Eating.to.survive 0.037596721 -2.161763e-01 1.896582e-02
## Giving 0.015886084 -1.132974e-01 -1.051589e-01
## Compassion.to.animals 0.085303178 -3.974730e-02 -5.311111e-02
## Borrowed.stuff -0.137649273 1.959173e-02 6.295403e-02
## Loneliness -0.053487569 1.651562e-01 -1.681515e-02
## Cheating.in.school -0.131093559 5.907470e-02 1.323249e-01
## Health -0.077295972 -7.359615e-02 1.818144e-01
## Changing.the.past 0.060059391 2.544078e-02 2.948064e-02
## God -0.022480968 7.987616e-02 -4.093946e-02
## Dreams 0.014288146 9.835096e-02 1.317747e-01
## Charity 0.034359073 1.797997e-01 -8.659700e-02
## Number.of.friends -0.124192296 3.997770e-02 2.000712e-02
## Punctuality -0.074018128 1.030513e-01 -2.230777e-02
## Lying 0.036372652 4.133542e-02 -3.270893e-02
## Waiting -0.067755659 -2.020024e-01 -6.008609e-02
## New.environment -0.047162477 -6.784246e-02 -6.355186e-02
## Mood.swings -0.109949909 -1.489270e-01 -2.310084e-02
## Appearence.and.gestures 0.118482273 5.381426e-03 6.226126e-02
## Socializing 0.061955215 2.434369e-02 7.603021e-02
## Achievements -0.177312545 -9.482058e-02 -4.379649e-02
## Responding.to.a.serious.letter 0.007538604 3.418813e-02 -5.068014e-02
## Children -0.038484702 6.346380e-02 5.031567e-02
## Assertiveness 0.081909700 3.961182e-02 3.322948e-02
## Getting.angry 0.125374435 -1.031474e-01 -2.079962e-02
## Knowing.the.right.people -0.031394469 7.670405e-02 -8.378588e-02
## Public.speaking -0.046520161 -5.730647e-02 1.552815e-02
## Unpopularity -0.072996859 -1.185676e-01 1.298054e-01
## Life.struggles 0.016543283 3.132572e-02 1.084592e-02
## Happiness.in.life 0.058565223 -4.459142e-02 -1.012011e-01
## Energy.levels 0.115666235 -9.263841e-02 -7.624739e-02
## Small...big.dogs 0.043375225 4.332888e-02 6.299518e-02
## Personality 0.020208993 -5.228409e-04 6.154054e-02
## Finding.lost.valuables -0.047822672 -5.003425e-02 1.504319e-02
## Getting.up 0.069226510 4.186684e-02 -7.921550e-02
## Interests.or.hobbies -0.238371563 -1.519458e-01 2.644180e-02
## Parents..advice 0.049268379 -3.529021e-03 -1.423098e-01
## Questionnaires.or.polls -0.022422724 1.850232e-01 8.642375e-02
## Internet.usage -0.101384667 1.175081e-01 5.059766e-03
## Finances -0.119686931 -1.317762e-02 -3.793853e-03
## Shopping.centres -0.009127290 -3.378738e-02 -7.578473e-03
## Branded.clothing -0.035370524 2.204276e-02 -2.115957e-02
## Entertainment.spending -0.053166016 2.994649e-02 -9.684242e-02
## Spending.on.looks 0.077052150 -1.440645e-01 3.450988e-02
## Spending.on.gadgets 0.060025905 1.074997e-01 8.021185e-03
## Spending.on.healthy.eating 0.116271361 -4.718707e-02 3.767789e-02
## Age -0.028561111 -5.632673e-02 5.617607e-03
## Height -0.023701190 -3.569299e-03 3.619177e-03
## Weight -0.031886351 -1.056097e-01 -8.884792e-05
## Number.of.siblings 0.147177244 -2.060674e-02 2.005664e-01
## Gender -0.016966433 -7.323749e-03 4.483115e-02
## Left...right.handed -0.036272312 -4.669111e-03 -1.770654e-01
## Education 0.038550696 4.141117e-02 1.023848e-01
## Only.child 0.082004083 1.933653e-02 9.509915e-02
## Village...town -0.043445256 6.331951e-02 -8.470320e-03
## House...block.of.flats 0.032682083 -3.790748e-02 -5.160311e-02
## PC76 PC77 PC78
## Music 0.1355771772 0.0616852355 0.006573751
## Slow.songs.or.fast.songs -0.0620248076 0.0615281098 0.158935323
## Dance -0.0380348065 -0.1186731653 0.071727500
## Folk -0.0420960169 -0.0328549792 0.026964665
## Country 0.0875719701 0.0676507205 0.057493980
## Classical.music -0.1575227635 -0.0108642347 -0.033412912
## Musical -0.1439806748 0.0248953536 -0.004651691
## Pop -0.0045654898 -0.0013952214 -0.055673404
## Rock -0.0131608247 -0.0743280886 -0.019327363
## Metal.or.Hardrock -0.0644283010 -0.0868171667 0.057707252
## Punk 0.0038244860 0.0765418186 -0.070027753
## Hiphop..Rap -0.1619986825 -0.0918642453 0.006672613
## Reggae..Ska 0.0202565534 0.0844658072 -0.171894334
## Swing..Jazz 0.0376480554 0.0086568721 -0.088037391
## Rock.n.roll 0.0177546106 0.0158471141 0.082105537
## Alternative 0.0148867867 -0.0010900387 0.029019447
## Latino 0.0808347513 -0.0107247749 0.153037563
## Techno..Trance 0.0110039629 0.0717075005 -0.038620674
## Opera -0.0204632778 0.0783022009 -0.024673227
## Movies -0.0653976530 -0.0464301817 -0.053849998
## Horror -0.0547579815 -0.0650798777 -0.053762122
## Thriller 0.0422287976 0.0064930688 0.089758837
## Comedy -0.0349798866 0.0735538761 0.006162403
## Romantic -0.0907674415 -0.0333955968 -0.055823688
## Sci.fi 0.1174367356 0.0607464954 -0.034815293
## War -0.0528203078 -0.0761452535 -0.210065529
## Fantasy.Fairy.tales 0.0535921796 0.0002291991 0.009408901
## Animated 0.0162566537 -0.0035506254 -0.023853363
## Documentary 0.0725531644 -0.0115150355 0.007750837
## Western 0.0371924111 -0.0030897763 0.130888013
## Action -0.0196065574 -0.0008608707 0.181971029
## History -0.0856567226 -0.0579407845 -0.009224481
## Psychology -0.0596286202 0.0549701301 0.198397702
## Politics 0.1290379966 -0.0312502594 -0.036308965
## Mathematics 0.0733957870 0.1199672647 -0.066310340
## Physics 0.0098412714 -0.0105431608 0.010740003
## Internet 0.0101052178 -0.0677405226 -0.014430235
## PC -0.0101540045 -0.0738412680 0.009595594
## Economy.Management 0.0584938134 0.0083642168 0.002351692
## Biology 0.0290522151 0.0317043708 -0.009981891
## Chemistry 0.0509465051 -0.0955308687 0.048606553
## Reading 0.0175881838 0.0026345869 -0.008559958
## Geography -0.0125283412 0.0594637318 -0.027214768
## Foreign.languages -0.1846166039 -0.0533526846 -0.019318528
## Medicine -0.0448694119 0.0216690575 -0.031849233
## Law 0.1279644441 -0.0569155155 0.082946958
## Cars -0.0973802271 -0.0979124472 0.198990233
## Art.exhibitions 0.1333319881 0.0769819645 -0.020318134
## Religion -0.0132428187 -0.0317057122 -0.093210137
## Countryside..outdoors 0.1415234499 -0.0731556766 0.062159662
## Dancing 0.1706213200 -0.0042851848 -0.143049393
## Musical.instruments -0.0947958700 0.0561253954 0.030402493
## Writing 0.0586497061 -0.0058556502 0.070721550
## Passive.sport 0.0948441016 -0.0114133145 -0.076181368
## Active.sport -0.1460360622 -0.0649508591 -0.125334125
## Gardening -0.0492088934 -0.0130515587 0.028874052
## Celebrities -0.0108095887 0.1343316012 -0.016301858
## Shopping -0.0027379815 -0.0560671477 0.076682808
## Science.and.technology -0.0223211582 -0.0423799909 0.051216416
## Theatre -0.0119929601 -0.0399593664 -0.006617181
## Fun.with.friends 0.0397352495 -0.1477796636 0.030529761
## Adrenaline.sports -0.1212114698 0.0153540068 0.119785246
## Pets 0.0657639237 0.0907544867 -0.006467709
## Flying 0.0348132755 0.0161746379 0.034413474
## Storm 0.1199163933 0.0026430223 0.030325633
## Darkness -0.0240460440 0.0689251454 0.004336288
## Heights -0.1440380438 -0.1475653473 -0.126413457
## Spiders 0.0572399632 -0.0658111676 -0.121723547
## Snakes -0.0815963887 0.0328361912 0.112542524
## Rats -0.0489722386 0.1711150035 -0.019188050
## Ageing 0.0909827265 -0.1293115762 0.093036847
## Dangerous.dogs -0.0342482210 0.0002105542 0.008244365
## Fear.of.public.speaking -0.0144434224 0.0155899573 0.005274797
## Smoking 0.1922051386 -0.0673123419 -0.022201787
## Alcohol -0.0665665350 0.1313501882 0.025402832
## Healthy.eating 0.0629847509 0.0338755654 0.065336854
## Daily.events -0.0278601978 0.2114001491 -0.063234279
## Prioritising.workload 0.0361909559 -0.0338351885 0.082486871
## Writing.notes -0.0017794984 -0.2047303550 0.159159104
## Workaholism -0.0780483502 0.0177618104 -0.122697632
## Thinking.ahead 0.0368400810 0.0324553433 0.042773035
## Final.judgement -0.0739546484 0.0752875919 0.080201237
## Reliability 0.1445464797 0.0302530646 -0.044876273
## Keeping.promises 0.0604090762 -0.0167379327 -0.050061325
## Loss.of.interest 0.0504329040 -0.0841345123 0.033792439
## Friends.versus.money -0.0791762722 0.1468776413 0.063282746
## Funniness -0.1652038389 0.0253272931 0.077631580
## Fake 0.0173871434 0.0954891799 0.059915495
## Criminal.damage -0.0778049793 0.2346912052 -0.048528030
## Decision.making -0.0872528803 0.1374932463 -0.037528476
## Elections 0.0231142177 -0.0756724789 -0.025459634
## Self.criticism -0.0880303045 -0.1365524473 0.019989058
## Judgment.calls -0.0460982767 -0.1673967915 -0.041882813
## Hypochondria 0.0345581817 -0.1314589552 -0.040678266
## Empathy 0.0334606553 0.0847185498 0.024572490
## Eating.to.survive -0.0088519752 0.0259851429 -0.035522247
## Giving -0.0933473535 0.0245137925 -0.155403165
## Compassion.to.animals -0.0619801602 -0.0784144796 -0.002801680
## Borrowed.stuff 0.0078208270 0.1049804645 -0.046165064
## Loneliness 0.0221150632 0.0314850904 -0.126030195
## Cheating.in.school 0.0229151250 -0.1011330236 0.150403995
## Health 0.1955981128 -0.0768542352 -0.070404468
## Changing.the.past 0.0631710283 -0.0876034758 -0.190141746
## God 0.0611338500 -0.0302071641 -0.055421309
## Dreams -0.0039588844 0.0183399174 -0.125156806
## Charity -0.0630077366 -0.0974860773 0.100196682
## Number.of.friends 0.0310043549 0.0006569235 0.125676192
## Punctuality 0.0019292638 0.0860598493 -0.090635019
## Lying 0.2195450119 0.0360284371 0.021037187
## Waiting -0.0535503573 -0.0277882032 0.032253301
## New.environment 0.0450462862 0.1218763900 -0.100630609
## Mood.swings -0.0558614942 -0.0760065388 -0.001592110
## Appearence.and.gestures 0.0200212887 -0.0256561084 -0.116129488
## Socializing 0.1354638784 0.1300544527 -0.060786672
## Achievements -0.0065308467 -0.0557127715 -0.083712123
## Responding.to.a.serious.letter -0.0627100280 0.0437781816 0.091599338
## Children 0.0510555228 0.1224878273 0.007362998
## Assertiveness -0.0119135781 -0.0095299548 -0.015993282
## Getting.angry -0.0518477183 0.0429434075 0.070930194
## Knowing.the.right.people 0.0991013426 0.0848710141 0.183001602
## Public.speaking 0.0944179576 -0.0307541925 0.057457464
## Unpopularity -0.0599370760 0.0031126954 0.018465980
## Life.struggles -0.0607165917 0.0964601176 0.071802403
## Happiness.in.life 0.0261157399 -0.1684742087 -0.070343646
## Energy.levels -0.0418783857 -0.0800078200 -0.161631950
## Small...big.dogs -0.0874936388 -0.0391855080 -0.012044273
## Personality -0.0030451913 -0.0029176973 -0.057259714
## Finding.lost.valuables 0.2393830763 -0.0858643065 0.170851762
## Getting.up 0.1359401334 0.0863394078 0.055059174
## Interests.or.hobbies 0.0070642438 0.0382047980 0.102941305
## Parents..advice -0.0399637055 -0.0634489670 -0.059233378
## Questionnaires.or.polls -0.0025976219 -0.1776980695 -0.110731746
## Internet.usage -0.0018298781 -0.2363089303 -0.050235467
## Finances -0.1703557378 0.1795767301 0.071254548
## Shopping.centres -0.0111546817 -0.0486827589 0.008564870
## Branded.clothing -0.0654168551 0.0445394876 -0.040906236
## Entertainment.spending -0.1453591503 -0.0281776818 -0.008668465
## Spending.on.looks -0.0887784355 0.0665409255 0.087581455
## Spending.on.gadgets 0.1302403024 0.1129214532 -0.164412695
## Spending.on.healthy.eating -0.0710048492 0.1143474551 -0.024351631
## Age -0.0001651493 0.0323630699 -0.071258621
## Height 0.0877180778 0.0482256191 0.024659457
## Weight 0.0721494210 0.0617718022 0.054204045
## Number.of.siblings -0.0010893885 -0.0741032351 0.114703624
## Gender 0.0255076103 -0.0090260744 -0.044387560
## Left...right.handed -0.0053788466 0.1021540527 0.041920558
## Education -0.0932718461 -0.0208497147 -0.135303278
## Only.child -0.1311915760 -0.0032765567 0.052786281
## Village...town -0.0326249507 0.0485714887 -0.034530346
## House...block.of.flats 0.0755864034 -0.0317976206 -0.036404143
## PC79 PC80 PC81
## Music 0.052220877 -0.055159267 -0.0543213349
## Slow.songs.or.fast.songs -0.049667838 -0.009428958 0.0207540136
## Dance 0.054591192 0.150695273 0.0166388591
## Folk -0.148443521 -0.093794033 0.0123354927
## Country -0.062531456 0.067134768 -0.1039004428
## Classical.music 0.097433637 -0.044339998 -0.0289054822
## Musical 0.126542156 0.004090249 0.0260651378
## Pop -0.053717792 -0.040645807 0.0420365412
## Rock -0.043838128 0.028782757 -0.0051869361
## Metal.or.Hardrock 0.071925085 -0.035209364 -0.1110679290
## Punk 0.029882228 -0.001810228 0.0269459920
## Hiphop..Rap 0.030270716 -0.085376137 0.0764879048
## Reggae..Ska 0.025779708 -0.144378762 -0.0760763094
## Swing..Jazz -0.040705547 0.089333969 -0.0060553993
## Rock.n.roll -0.016690449 0.146334841 0.1116399922
## Alternative 0.053502516 0.098012639 0.0304687597
## Latino 0.147620649 -0.038810320 -0.1277394051
## Techno..Trance 0.086385906 0.223739539 -0.0408430478
## Opera -0.063652338 0.005032271 0.1176233062
## Movies -0.065161487 0.042423490 0.0113715368
## Horror -0.014202008 -0.029368273 0.0845098421
## Thriller 0.007771086 -0.055858124 -0.0536702748
## Comedy 0.031511133 0.105288431 0.1381023283
## Romantic 0.013175982 0.078015594 -0.0318655784
## Sci.fi -0.079371837 -0.192470048 -0.0278437230
## War 0.125530674 -0.019352829 -0.1049527630
## Fantasy.Fairy.tales -0.048966647 -0.132310953 0.0749988885
## Animated -0.052183520 -0.009813366 0.0061068772
## Documentary 0.089846429 0.201417249 -0.0739861994
## Western -0.149512848 -0.014536101 0.0850850198
## Action 0.025583493 0.029319750 0.0649738940
## History -0.029396826 0.060482089 -0.0427023195
## Psychology -0.061111561 -0.078108426 -0.0400186175
## Politics -0.068572374 0.089361494 -0.0900171337
## Mathematics -0.032530005 -0.137842238 -0.0100248214
## Physics -0.026892531 -0.040011231 0.0501576319
## Internet -0.024794282 0.003919525 0.0486229931
## PC -0.073318160 0.080433765 0.0305382627
## Economy.Management 0.086408298 0.099941766 -0.1509402344
## Biology -0.068141706 -0.016270883 -0.0199492993
## Chemistry -0.006228109 -0.014978653 -0.0725974736
## Reading 0.029450129 -0.041321160 0.0072446392
## Geography -0.108005739 -0.198078067 0.0021081853
## Foreign.languages -0.088367466 -0.016288160 -0.0066921494
## Medicine -0.041494284 0.025738822 0.0908201324
## Law -0.077781374 0.038064936 0.1286020467
## Cars 0.016915030 -0.024238437 0.0220781419
## Art.exhibitions 0.005123429 -0.051513009 0.0772251966
## Religion -0.039708309 0.106433755 0.0914477816
## Countryside..outdoors 0.001997908 0.034897541 0.1076576701
## Dancing 0.050128252 0.072620151 0.0393034357
## Musical.instruments -0.038825066 -0.021983860 -0.1514391542
## Writing 0.027098557 0.002444508 -0.0606353625
## Passive.sport -0.006834594 -0.052706747 0.1008202534
## Active.sport -0.029131667 -0.013391737 0.1029434353
## Gardening 0.075618705 -0.093502437 -0.1421405920
## Celebrities -0.010117610 -0.008941291 0.0491147998
## Shopping -0.059382726 0.037348117 -0.1482613678
## Science.and.technology 0.096498292 -0.025604950 0.0226318156
## Theatre 0.051554751 0.052503191 -0.0554738926
## Fun.with.friends 0.072254072 -0.118321131 -0.0592763448
## Adrenaline.sports -0.059743575 0.019745176 -0.0862332413
## Pets 0.216906035 -0.054976388 -0.0435488124
## Flying 0.005811112 -0.068255845 -0.1114185952
## Storm -0.094183658 0.050892170 -0.1351719219
## Darkness -0.063698826 0.114836623 0.1186575745
## Heights 0.162373678 -0.125134146 -0.0905991293
## Spiders -0.036872456 -0.103272232 0.0003716785
## Snakes -0.044758561 -0.021557761 0.0296633714
## Rats -0.015196566 -0.025421395 -0.0467411247
## Ageing -0.055511448 0.018717833 0.1322469847
## Dangerous.dogs 0.025412939 -0.013669544 -0.0398276668
## Fear.of.public.speaking 0.037353615 -0.007186636 -0.0555064012
## Smoking -0.056164510 0.064025175 0.0688266350
## Alcohol 0.037433944 0.015345275 0.1122416207
## Healthy.eating -0.003099454 -0.252210232 -0.1539093297
## Daily.events 0.038841152 -0.130444777 0.0704992933
## Prioritising.workload 0.030250597 0.089895483 0.1260891799
## Writing.notes -0.066671144 -0.108428508 -0.0422819498
## Workaholism -0.065694238 0.135450679 -0.0265110773
## Thinking.ahead 0.042394114 -0.047706746 0.0321954608
## Final.judgement -0.013514592 -0.091982979 0.0535546452
## Reliability 0.128709880 -0.072643938 0.1424083119
## Keeping.promises -0.073043371 0.111521918 -0.1818440428
## Loss.of.interest -0.083891223 0.013879446 -0.0042447610
## Friends.versus.money -0.281369743 0.005571959 -0.1439017198
## Funniness 0.100159047 0.107793676 -0.0631031309
## Fake -0.127376500 0.037888327 -0.0353185347
## Criminal.damage -0.068309506 0.091211930 -0.1004442130
## Decision.making 0.050257674 0.102056312 0.1154406510
## Elections -0.071643175 0.039968571 -0.0641861245
## Self.criticism -0.033119622 -0.034694299 -0.0584192285
## Judgment.calls 0.091745950 0.005709355 0.0624423180
## Hypochondria 0.180165788 0.048419219 -0.0001644275
## Empathy 0.095333937 -0.124564526 -0.0479505714
## Eating.to.survive 0.068193073 -0.064078495 0.0282688516
## Giving -0.164305897 -0.025831158 -0.0230386886
## Compassion.to.animals -0.077930900 0.036059171 -0.0127978381
## Borrowed.stuff 0.015368265 0.008413365 -0.1835317277
## Loneliness 0.009047725 0.014724297 0.0346636900
## Cheating.in.school -0.045259023 0.030862779 -0.0482205232
## Health -0.102199091 0.027961057 -0.0733445023
## Changing.the.past 0.203567827 -0.079829370 -0.0215209148
## God 0.061077355 0.022906635 -0.0370876393
## Dreams 0.170643103 0.054513714 0.0264649819
## Charity 0.067017063 0.088811918 0.0849027949
## Number.of.friends -0.019690960 -0.101077149 0.1130143364
## Punctuality -0.043809028 0.054647981 0.0823125438
## Lying 0.130259562 -0.023562648 -0.0710062260
## Waiting 0.044718844 -0.037443083 -0.0637473138
## New.environment 0.017312135 0.095533487 -0.1997975061
## Mood.swings 0.014609910 -0.126699215 -0.0100497224
## Appearence.and.gestures -0.148747616 -0.046419675 0.0819843100
## Socializing -0.052071973 -0.047027112 -0.0195795948
## Achievements -0.098435734 0.008731980 0.0053103130
## Responding.to.a.serious.letter 0.071473915 -0.001386533 0.0360025607
## Children 0.018899540 0.028589431 0.0380729824
## Assertiveness 0.051900813 -0.035550484 -0.0559620422
## Getting.angry 0.079326527 -0.029085806 0.1003347229
## Knowing.the.right.people 0.148582935 -0.042639220 -0.0155178453
## Public.speaking -0.083357209 0.116587584 0.0508248469
## Unpopularity -0.066067192 -0.149681296 0.1005342655
## Life.struggles 0.091323042 0.104929152 0.0158711374
## Happiness.in.life -0.111956393 -0.114959876 -0.0870429162
## Energy.levels 0.120129469 0.156108895 -0.0040899694
## Small...big.dogs -0.095424356 0.018665595 -0.1142335199
## Personality 0.052235820 0.050300054 0.0087534521
## Finding.lost.valuables 0.164294996 0.066752447 -0.0121825675
## Getting.up 0.058985905 -0.040015770 -0.0358125201
## Interests.or.hobbies 0.116706661 0.036854051 0.2410809669
## Parents..advice -0.008041784 0.071456508 -0.0052956817
## Questionnaires.or.polls -0.079211435 -0.076581698 0.1757941444
## Internet.usage -0.024053656 0.070915672 -0.1266247669
## Finances 0.121843734 0.138861013 -0.0972149409
## Shopping.centres -0.081997983 0.035247455 -0.1197516988
## Branded.clothing 0.087321591 -0.199356246 -0.0683271179
## Entertainment.spending 0.114417610 -0.006311802 -0.0103769694
## Spending.on.looks -0.046076051 0.100708886 -0.0708419461
## Spending.on.gadgets -0.043326703 0.093002437 0.0397527185
## Spending.on.healthy.eating -0.031059538 -0.050740052 0.0533215743
## Age 0.029951781 0.028341302 0.0053611460
## Height -0.062529176 0.033610699 -0.1145395268
## Weight 0.052162602 -0.028164265 -0.0511254158
## Number.of.siblings 0.084946949 -0.024198434 -0.0504948164
## Gender -0.046141130 -0.004910964 0.0856077546
## Left...right.handed 0.064634723 -0.146486808 0.1276114241
## Education 0.110617579 -0.100782989 0.0116539603
## Only.child 0.065200532 -0.015297739 0.0299243033
## Village...town -0.028098749 0.068860402 0.0600151760
## House...block.of.flats 0.055918744 -0.044677165 0.0829088932
## PC82 PC83 PC84
## Music -0.012591389 -0.0611760242 0.052900021
## Slow.songs.or.fast.songs 0.006030079 -0.0005029852 -0.075082437
## Dance 0.037231074 -0.0325862096 -0.101583022
## Folk -0.021828591 0.1619353578 -0.086341957
## Country -0.005763670 0.1830448436 0.034799480
## Classical.music 0.058989580 0.0386192951 0.053533689
## Musical -0.024831882 -0.0822925753 0.018423394
## Pop -0.063573176 -0.0497931888 -0.131311010
## Rock 0.019890006 -0.0384686181 -0.013943185
## Metal.or.Hardrock -0.025208618 -0.0496704439 0.081993363
## Punk 0.047767411 0.0352883631 0.078326978
## Hiphop..Rap 0.048902541 0.0182769978 0.030603047
## Reggae..Ska 0.035662595 0.1080982132 0.023407060
## Swing..Jazz -0.067419315 -0.0550295994 -0.077080322
## Rock.n.roll 0.019063654 -0.0311720491 0.013304634
## Alternative -0.077396045 0.1073804457 -0.025426133
## Latino -0.007237492 0.0543352031 0.105780751
## Techno..Trance 0.159492598 0.1100640894 0.063284299
## Opera 0.040279142 -0.1233563169 0.117874653
## Movies -0.230134505 0.1146818957 0.054111550
## Horror 0.075106082 0.1101097671 0.009233328
## Thriller 0.033004144 -0.0432124585 0.021667149
## Comedy -0.027268949 -0.1117178681 0.069464647
## Romantic -0.043723348 -0.1168763496 -0.036860983
## Sci.fi -0.076869185 -0.0896399641 -0.137920253
## War 0.017734790 -0.1376874231 0.029579739
## Fantasy.Fairy.tales -0.016241689 0.0007204909 0.063190814
## Animated 0.018343037 0.1385071319 0.005479348
## Documentary -0.031126866 -0.1867373635 -0.072452791
## Western 0.178051252 -0.0113193960 -0.051611815
## Action 0.039372258 -0.0104069998 0.111817793
## History -0.045728816 0.1656810481 -0.076777153
## Psychology -0.166780188 0.0052335607 0.085943497
## Politics -0.041109339 0.0305967131 0.012993713
## Mathematics 0.053956055 0.0029373056 0.003770543
## Physics -0.007241481 -0.0054681615 0.009130509
## Internet -0.039231652 0.0430294406 0.021304183
## PC -0.086917392 -0.1700292097 -0.011388965
## Economy.Management -0.015509475 -0.1121920121 0.114534810
## Biology -0.068244301 0.0037238069 0.062278890
## Chemistry -0.065184134 0.0308293081 0.049118529
## Reading 0.121054249 0.0354095644 -0.184188467
## Geography -0.122042970 -0.0640832276 0.011222180
## Foreign.languages 0.116625121 -0.0411472645 -0.118113950
## Medicine 0.012721245 -0.0014891945 -0.022744382
## Law 0.040987067 0.1512133742 -0.208701597
## Cars 0.056307104 0.0919291903 -0.175405686
## Art.exhibitions -0.055494131 -0.0291332644 0.034662737
## Religion 0.103318217 0.0184947850 0.024005107
## Countryside..outdoors -0.017119846 0.0295563564 0.076334221
## Dancing -0.051888634 0.0335783994 0.129426943
## Musical.instruments 0.087432524 0.0408642004 -0.115281464
## Writing 0.071211322 -0.1523991266 0.007500312
## Passive.sport 0.293108465 -0.0267095575 0.039486662
## Active.sport 0.045935956 -0.0326132157 0.041515306
## Gardening 0.076136839 -0.0280890643 -0.035693466
## Celebrities -0.207839065 0.0118588250 0.113773153
## Shopping 0.108472718 0.0952447764 -0.033628088
## Science.and.technology -0.016965043 -0.1960997885 -0.123408461
## Theatre 0.015691270 -0.0090354213 0.032645106
## Fun.with.friends -0.023252075 0.0350792334 0.159559629
## Adrenaline.sports -0.105247013 -0.0904653740 0.013346682
## Pets 0.039447260 0.0212351040 -0.031663536
## Flying 0.036417836 -0.0046518973 0.051692754
## Storm 0.016800363 -0.0750415171 0.020750741
## Darkness -0.078889730 -0.0001749660 -0.002053779
## Heights -0.058001955 0.0086453428 0.050215795
## Spiders 0.038159074 0.1208259938 0.037642407
## Snakes 0.105881907 -0.0436964651 0.017484460
## Rats -0.034798850 -0.1220663146 -0.093584440
## Ageing 0.063888936 -0.0895473749 0.031962023
## Dangerous.dogs 0.038501841 0.0932358269 -0.054366138
## Fear.of.public.speaking 0.040927359 -0.0824417852 0.053762242
## Smoking -0.142929344 -0.0596163778 -0.082183171
## Alcohol 0.004150940 0.0750735484 0.018929277
## Healthy.eating -0.026233972 0.0326237015 -0.191814045
## Daily.events 0.020832214 0.0316993005 -0.011723263
## Prioritising.workload 0.053366350 0.0039666767 -0.130197087
## Writing.notes 0.056173036 -0.0062841524 0.153801865
## Workaholism 0.033307593 -0.0101797647 0.101355164
## Thinking.ahead 0.107183585 -0.0345974932 0.044933747
## Final.judgement 0.005083977 -0.1788802486 -0.002323479
## Reliability 0.025943957 0.1189590710 0.036838920
## Keeping.promises -0.077943280 -0.0520581027 -0.070763670
## Loss.of.interest 0.078311311 -0.1035075069 0.028116801
## Friends.versus.money 0.101779603 -0.0282592104 0.056551493
## Funniness 0.051320265 0.2213437163 -0.081729168
## Fake 0.099500894 -0.0228676081 0.078863945
## Criminal.damage -0.122415230 0.0356923538 -0.091998168
## Decision.making -0.103023361 -0.0294608461 -0.124033035
## Elections 0.015970764 -0.0724047685 0.102815320
## Self.criticism -0.115403760 0.0658261856 -0.102104655
## Judgment.calls 0.029297762 0.0200465126 -0.035432321
## Hypochondria -0.071154770 0.0119837323 0.078757591
## Empathy 0.124533655 -0.0448197293 -0.074781389
## Eating.to.survive -0.138136134 0.0218410575 0.011818917
## Giving -0.035229661 -0.0311968235 -0.084124478
## Compassion.to.animals 0.047238833 -0.0936017900 0.110994688
## Borrowed.stuff -0.052913704 -0.0524054397 -0.020095439
## Loneliness 0.048946942 0.1347001368 -0.050608807
## Cheating.in.school -0.025035792 -0.0960689493 0.042669437
## Health 0.025907217 0.0621650555 -0.005805851
## Changing.the.past 0.046860979 -0.0921228851 0.014230716
## God -0.093420543 0.0341452213 0.027593346
## Dreams 0.005973155 -0.0703613599 -0.077652948
## Charity 0.041110792 0.0198514831 0.063559717
## Number.of.friends -0.123750010 0.0045103546 -0.014093494
## Punctuality 0.088273946 -0.1356581064 -0.036898450
## Lying 0.108873604 -0.1364424697 -0.148793762
## Waiting 0.037588981 0.0335946792 -0.106098276
## New.environment 0.118559952 0.0934025677 0.081455881
## Mood.swings 0.103375433 0.0337818743 -0.133946173
## Appearence.and.gestures -0.004349505 0.0321313569 0.043522145
## Socializing 0.028739468 -0.1060026075 0.033355524
## Achievements -0.060347073 -0.0633210518 -0.048958957
## Responding.to.a.serious.letter 0.017654991 -0.0402120289 0.039128499
## Children 0.035788147 -0.0214093837 0.004395157
## Assertiveness 0.074730045 -0.1386670793 -0.047565066
## Getting.angry 0.137302664 0.0897993233 0.143686355
## Knowing.the.right.people -0.233529716 0.0119532201 0.138044183
## Public.speaking 0.021918751 0.0355665062 -0.069099520
## Unpopularity -0.101638232 0.0749241131 0.101645453
## Life.struggles -0.114641124 -0.0259794334 -0.224691170
## Happiness.in.life 0.056179223 0.0010921165 -0.087939002
## Energy.levels -0.044716815 0.0714889831 -0.138263219
## Small...big.dogs -0.111385272 0.0924025370 0.009036288
## Personality 0.059714309 0.0964672630 0.039722509
## Finding.lost.valuables 0.060421855 0.0464165446 -0.073153387
## Getting.up 0.022746334 0.1925565406 -0.100924795
## Interests.or.hobbies -0.107363166 0.0735708932 0.027400139
## Parents..advice -0.109063093 -0.0109963831 0.002777842
## Questionnaires.or.polls 0.027253574 -0.0223798823 -0.004779609
## Internet.usage -0.072669130 0.1034505681 0.017731306
## Finances 0.010962230 0.1319354917 0.140822619
## Shopping.centres 0.042013143 0.1405846443 0.040831484
## Branded.clothing -0.015526591 0.0213798701 0.090608561
## Entertainment.spending 0.135571861 -0.1155647483 0.047505921
## Spending.on.looks 0.075086737 -0.0790779894 -0.082141553
## Spending.on.gadgets 0.080954190 0.0871216878 -0.112001189
## Spending.on.healthy.eating 0.054709377 0.0794919660 0.058307909
## Age 0.061207313 0.0105970773 0.019042998
## Height -0.070530663 0.0252202684 -0.001946234
## Weight 0.002340400 0.0694582427 -0.010663873
## Number.of.siblings 0.012898452 0.0267525326 -0.127002897
## Gender 0.014820243 0.0484661969 0.051454770
## Left...right.handed 0.051013617 0.0490341661 -0.099075582
## Education -0.082571269 0.0368626907 -0.082872349
## Only.child -0.021320108 -0.0830879708 -0.150948787
## Village...town 0.122346820 0.0056500590 0.089108462
## House...block.of.flats -0.208303537 -0.0181177261 -0.122941236
## PC85 PC86 PC87
## Music 0.115994304 0.158802224 -1.371501e-02
## Slow.songs.or.fast.songs -0.034089256 0.073687230 8.171262e-02
## Dance 0.177092160 0.067300093 -4.420413e-02
## Folk -0.091206700 -0.003452878 -1.802775e-01
## Country -0.016838147 0.105392957 9.249013e-02
## Classical.music -0.032188733 -0.109191120 2.142251e-02
## Musical -0.089351079 0.115217709 -1.205632e-01
## Pop 0.030879618 -0.165975579 9.186929e-03
## Rock 0.060066933 -0.152209370 9.364519e-03
## Metal.or.Hardrock -0.066125162 -0.043351217 5.711423e-02
## Punk 0.078536645 0.013086195 -4.784072e-02
## Hiphop..Rap -0.004334425 0.087573530 8.571695e-02
## Reggae..Ska -0.005260823 0.029659423 -1.427569e-02
## Swing..Jazz -0.122339832 -0.059692789 -3.002491e-02
## Rock.n.roll -0.042816751 0.024523141 4.757331e-02
## Alternative -0.053112277 0.025460436 -6.004897e-02
## Latino -0.010885301 0.010347252 -6.279417e-02
## Techno..Trance -0.102276709 0.027773626 1.322114e-01
## Opera 0.033914669 -0.043716661 6.593112e-03
## Movies 0.005669981 -0.017780955 1.842467e-02
## Horror 0.131534930 -0.024503123 -8.485825e-02
## Thriller -0.039039809 -0.057776248 4.421991e-02
## Comedy -0.006351612 -0.094279503 -8.189367e-03
## Romantic -0.026355574 -0.050962022 1.478790e-01
## Sci.fi 0.022109329 -0.070329353 2.337379e-03
## War 0.023363366 0.218879835 1.399618e-01
## Fantasy.Fairy.tales -0.019210026 0.076138170 4.561255e-02
## Animated -0.008224527 0.053886627 2.744171e-02
## Documentary 0.114400765 -0.075287024 -3.248511e-02
## Western 0.038113265 -0.055731638 6.341523e-02
## Action -0.066878827 -0.025248128 -7.162992e-02
## History 0.070211672 -0.137266513 -1.608455e-01
## Psychology -0.039980737 -0.137255355 -3.799464e-02
## Politics -0.008028632 0.021359571 2.559367e-02
## Mathematics 0.042138127 0.033703860 -1.501676e-01
## Physics 0.151749466 0.084725857 2.329387e-02
## Internet -0.081159400 -0.059654941 -1.718307e-01
## PC -0.045965408 0.083591877 1.583765e-01
## Economy.Management -0.271670052 -0.091203828 -5.499937e-02
## Biology -0.084576862 -0.038942548 2.155293e-02
## Chemistry -0.024102109 -0.122997974 -3.453613e-02
## Reading -0.039240225 -0.061627077 5.043343e-02
## Geography -0.017844484 0.097654869 -8.395293e-03
## Foreign.languages 0.087831723 -0.026997269 -2.518692e-02
## Medicine -0.015551886 0.104423978 4.189584e-02
## Law 0.093638318 0.043287443 4.562007e-02
## Cars 0.044113904 0.048491503 4.639419e-02
## Art.exhibitions 0.024023965 0.013171863 9.090648e-02
## Religion -0.023096870 0.028466776 2.077976e-01
## Countryside..outdoors 0.096562136 -0.088930687 2.383456e-04
## Dancing -0.052405967 -0.147082531 -6.861875e-04
## Musical.instruments 0.111184891 0.043788094 -5.711552e-03
## Writing 0.007799748 0.150484667 7.657864e-02
## Passive.sport -0.050493831 0.004937253 -5.775237e-03
## Active.sport 0.100795832 0.015563494 -1.800902e-01
## Gardening -0.035205420 -0.093404662 9.569413e-02
## Celebrities 0.126150199 0.026832951 -8.496278e-02
## Shopping 0.070343566 0.052993429 -3.144352e-02
## Science.and.technology 0.033720586 0.037398628 -1.287895e-02
## Theatre 0.051349348 -0.000731846 4.991586e-02
## Fun.with.friends -0.141030602 -0.066733391 -1.133138e-01
## Adrenaline.sports -0.154617046 -0.001145551 9.700727e-03
## Pets 0.078027820 0.190882817 -1.072605e-01
## Flying -0.050018465 -0.113510954 3.364851e-03
## Storm -0.031604659 -0.099864904 -1.577038e-02
## Darkness 0.077508141 0.021194730 -6.869689e-03
## Heights -0.026527195 0.062241797 -1.108172e-01
## Spiders -0.028397840 0.024262396 1.469651e-02
## Snakes 0.068585867 -0.022452890 2.955910e-02
## Rats -0.004559618 0.039077815 -1.265540e-02
## Ageing -0.111700938 -0.001908516 9.865675e-03
## Dangerous.dogs -0.082821611 -0.123590535 6.002689e-02
## Fear.of.public.speaking 0.017129214 -0.036735039 5.389466e-03
## Smoking 0.004109565 -0.051041621 -1.736935e-02
## Alcohol -0.040016108 0.043458109 1.605052e-01
## Healthy.eating -0.072415454 -0.008770822 1.197769e-01
## Daily.events 0.006441531 -0.030776560 7.962275e-02
## Prioritising.workload -0.183153838 -0.037181802 -4.938780e-02
## Writing.notes 0.150616035 -0.034350256 -3.363676e-02
## Workaholism -0.037326315 0.115928298 -6.421920e-02
## Thinking.ahead -0.065592466 0.039832493 -2.375022e-02
## Final.judgement -0.048234409 -0.007298884 -2.075065e-01
## Reliability -0.060729824 0.017219740 8.321649e-02
## Keeping.promises 0.082822494 0.101978713 -7.067971e-02
## Loss.of.interest 0.063611008 0.023198024 -7.270102e-02
## Friends.versus.money 0.119217570 0.109434431 8.188908e-02
## Funniness -0.004713914 -0.033528159 6.387695e-03
## Fake -0.140956264 0.123888369 -1.214090e-01
## Criminal.damage -0.096100987 0.002010903 -7.107915e-02
## Decision.making -0.112087479 -0.040343766 -9.823235e-02
## Elections -0.003833214 0.071814747 -8.131414e-02
## Self.criticism 0.043035674 -0.040532316 1.818686e-01
## Judgment.calls 0.024790474 0.095585315 8.949385e-03
## Hypochondria -0.022993180 0.018400410 -1.037251e-01
## Empathy 0.059781736 0.005396310 1.074805e-01
## Eating.to.survive 0.039675341 -0.066971197 5.687461e-02
## Giving -0.034514658 -0.005120211 1.796864e-02
## Compassion.to.animals -0.062277627 -0.051880447 -1.886496e-02
## Borrowed.stuff -0.040980999 -0.125641772 1.258538e-01
## Loneliness 0.013107731 -0.031583879 -1.487147e-02
## Cheating.in.school -0.015348859 0.011892561 -4.784021e-02
## Health 0.010773893 0.093127814 7.147497e-02
## Changing.the.past 0.017849275 0.048080649 -1.737951e-03
## God 0.087029288 0.064622818 8.807126e-03
## Dreams -0.050480710 0.067040962 1.147823e-01
## Charity -0.036449947 -0.051527972 -1.925832e-02
## Number.of.friends -0.095466706 0.139240786 -1.798051e-02
## Punctuality 0.047948325 -0.095983876 9.383565e-02
## Lying 0.096945759 -0.097429286 -1.741996e-02
## Waiting -0.032634388 -0.061617461 -6.566470e-02
## New.environment -0.002938411 0.019945847 -1.515524e-01
## Mood.swings 0.058222484 -0.147823509 -1.816582e-01
## Appearence.and.gestures -0.021370136 0.180198254 -7.101374e-02
## Socializing 0.048145452 -0.188085573 -1.436069e-02
## Achievements -0.076212783 -0.049606306 1.735579e-02
## Responding.to.a.serious.letter 0.024982561 0.043417089 8.113355e-03
## Children -0.176717063 -0.005851868 -9.684253e-02
## Assertiveness -0.055009109 0.029383066 -5.310451e-02
## Getting.angry -0.045126096 -0.059576015 1.831587e-01
## Knowing.the.right.people 0.264755668 0.033183877 1.316704e-01
## Public.speaking 0.027272483 -0.006529066 -4.529667e-05
## Unpopularity 0.136530647 -0.097512929 5.127591e-02
## Life.struggles -0.036948630 0.007784858 4.782873e-02
## Happiness.in.life -0.045219513 -0.037147173 7.272530e-02
## Energy.levels -0.018119843 -0.001961009 2.727891e-03
## Small...big.dogs -0.137729097 -0.001317407 1.223206e-01
## Personality 0.267526317 -0.304083117 -8.779873e-03
## Finding.lost.valuables -0.080343820 0.066887166 -4.950332e-02
## Getting.up -0.058743874 0.104413058 -1.374271e-01
## Interests.or.hobbies -0.040239702 -0.006455278 3.756476e-02
## Parents..advice 0.169112648 0.041474930 -1.095951e-01
## Questionnaires.or.polls -0.187569465 -0.093266938 9.001431e-03
## Internet.usage -0.048537068 0.029469074 9.082814e-02
## Finances 0.058930223 -0.086034585 3.118867e-02
## Shopping.centres -0.084558234 0.072209364 1.397881e-01
## Branded.clothing -0.134136537 -0.137652479 1.256226e-01
## Entertainment.spending 0.082212883 -0.136236011 -3.353514e-03
## Spending.on.looks 0.021195168 -0.041987934 -7.770616e-02
## Spending.on.gadgets 0.011843973 -0.130065731 -2.823896e-02
## Spending.on.healthy.eating 0.014632872 0.107486587 -1.419117e-01
## Age 0.010190680 0.004618401 1.017686e-01
## Height -0.011656094 -0.069063353 -5.655235e-02
## Weight -0.004607572 -0.078380142 -6.582553e-02
## Number.of.siblings -0.070847946 0.028770992 -9.451932e-02
## Gender -0.030067761 -0.005112045 2.999993e-03
## Left...right.handed -0.107484493 0.012325844 -4.021843e-03
## Education 0.029409116 0.053322277 -6.496611e-02
## Only.child -0.028485688 0.073328370 2.971708e-03
## Village...town -0.034174795 -0.034742035 -4.460329e-02
## House...block.of.flats 0.020180107 -0.066385959 2.211441e-02
## PC88 PC89 PC90
## Music -0.061586355 -0.0739294256 -0.0265466351
## Slow.songs.or.fast.songs -0.019770682 0.0260330197 -0.0282669489
## Dance 0.017492022 -0.0347479472 -0.0478881028
## Folk 0.045106799 -0.1726964849 0.0047978078
## Country -0.103372345 0.2086727576 -0.0757671348
## Classical.music 0.055020943 -0.0617467186 0.0254418906
## Musical 0.041023900 -0.1092337029 -0.0942913892
## Pop 0.091093831 -0.0626134346 0.2169119702
## Rock 0.014576475 -0.0482262758 0.0440224516
## Metal.or.Hardrock -0.019203066 -0.0952785139 -0.0124382166
## Punk 0.023221131 0.1003516720 -0.0436510810
## Hiphop..Rap 0.020244924 -0.0530088454 -0.1021620321
## Reggae..Ska -0.057855749 0.0046098923 -0.0158989339
## Swing..Jazz -0.205385414 -0.0105258199 0.1079480360
## Rock.n.roll 0.021799546 -0.0307266706 -0.0506082852
## Alternative 0.092843821 0.0847717057 0.0200232557
## Latino 0.005114668 0.0705034634 0.0343117757
## Techno..Trance -0.085962865 -0.0405771631 0.0252899786
## Opera -0.021387774 0.0161704114 -0.0415087855
## Movies -0.096306953 -0.1527499897 0.0985763751
## Horror 0.083197019 0.0248857934 -0.0646032457
## Thriller -0.054496372 0.0492607675 0.0378094184
## Comedy -0.013001606 0.0020480462 -0.0737710243
## Romantic 0.030983659 0.0539188160 -0.0114555624
## Sci.fi 0.047052887 0.0815420286 0.0121131190
## War 0.174574198 -0.0573128382 0.0695286580
## Fantasy.Fairy.tales 0.051736324 0.0167838768 -0.0572413434
## Animated -0.013759873 -0.0122662913 -0.0325901681
## Documentary -0.015675721 -0.0567565557 -0.0594688078
## Western 0.026200229 -0.0490706896 0.0512655606
## Action 0.166357782 -0.1142730188 0.2083264949
## History 0.044088729 0.0704079751 -0.1609874362
## Psychology -0.125141455 -0.1962926971 -0.1268378133
## Politics 0.059546012 -0.0506989167 0.0326783601
## Mathematics -0.036631810 -0.0533741056 -0.0507947784
## Physics -0.050214333 0.0517915661 -0.1050915792
## Internet 0.086826845 0.0619177528 0.0610783397
## PC 0.066872181 0.0055471092 -0.0935702210
## Economy.Management 0.022317401 0.0774020657 0.0447605882
## Biology 0.065737051 -0.0289003774 -0.0085881860
## Chemistry 0.073197038 0.0170104754 -0.0290738037
## Reading -0.123192161 0.1475683007 -0.0698337285
## Geography 0.032275170 0.0781707325 0.0178366733
## Foreign.languages -0.170736395 0.0271594370 -0.0684757645
## Medicine -0.017138830 -0.0253322960 0.0756105175
## Law 0.048978632 0.0766069124 0.1769572338
## Cars -0.155566338 0.1292984385 -0.0874239074
## Art.exhibitions 0.098952066 0.0023741099 0.0080964079
## Religion 0.002374221 0.0679807408 -0.0135698728
## Countryside..outdoors 0.070208906 -0.1289491444 0.0001349841
## Dancing 0.037684738 0.0302470290 -0.0764596904
## Musical.instruments 0.133408654 -0.0419314830 0.1385520376
## Writing 0.002156247 0.0172090100 0.1131504853
## Passive.sport -0.171868546 -0.1135691463 -0.0080011491
## Active.sport -0.015053085 -0.0135419704 -0.1292153041
## Gardening -0.074531054 0.0620281655 0.0320796590
## Celebrities -0.011836908 0.1022483615 -0.0636426809
## Shopping 0.033847055 -0.0314741655 -0.0011874224
## Science.and.technology -0.242522377 0.0902198506 0.0984636974
## Theatre -0.127082997 -0.0184697054 0.0498048771
## Fun.with.friends 0.074444665 0.1572820621 0.0219308449
## Adrenaline.sports 0.060858952 0.1305207289 0.1107412566
## Pets 0.089152151 0.0294906004 0.0794320494
## Flying 0.141461068 -0.0112480405 0.0029769257
## Storm 0.011468908 0.0340477808 -0.0566036501
## Darkness -0.015533390 -0.0075466591 0.1231796846
## Heights -0.038312071 0.0823672161 0.0363240525
## Spiders 0.019065972 0.0966742041 0.0006796960
## Snakes -0.083437328 -0.0552336815 -0.1367997285
## Rats -0.043125125 0.0112308715 0.0092765901
## Ageing -0.146266357 -0.0149431619 0.0368831100
## Dangerous.dogs 0.143024145 -0.0261370301 -0.0446589060
## Fear.of.public.speaking 0.135822142 -0.0007904602 -0.0120500868
## Smoking -0.012176057 -0.0331194555 -0.0450073111
## Alcohol 0.041882346 -0.0247794737 0.0215784513
## Healthy.eating -0.066855767 -0.0519455346 0.0226661415
## Daily.events 0.016222920 -0.1811861215 0.0210423783
## Prioritising.workload 0.188325576 -0.1451370700 0.0440660331
## Writing.notes 0.046850259 0.0938756299 0.0854949788
## Workaholism -0.057967559 -0.0457391585 0.1393156410
## Thinking.ahead -0.047719386 -0.0404699426 0.0533134527
## Final.judgement -0.117631068 0.0946291072 0.0028428346
## Reliability -0.130787365 0.0018998398 -0.0744607868
## Keeping.promises 0.070952834 -0.0349114827 0.0321750634
## Loss.of.interest 0.064305869 0.1493261933 0.1245915326
## Friends.versus.money 0.097914949 -0.1038054448 -0.0502853601
## Funniness 0.061816968 0.1211199231 0.0131894539
## Fake 0.051000752 0.1122857760 -0.0613006067
## Criminal.damage -0.033254426 -0.1196442542 -0.1603329387
## Decision.making 0.040987481 0.1173591589 -0.0591748785
## Elections -0.005042232 -0.0023629609 -0.2012531600
## Self.criticism 0.055331076 0.0798714788 -0.0672807053
## Judgment.calls 0.203834364 -0.0899922047 0.0150982468
## Hypochondria -0.111142769 -0.0475780846 -0.0007974521
## Empathy 0.046182676 0.0375068373 0.0188201970
## Eating.to.survive -0.038041358 0.0620098665 -0.0797714177
## Giving -0.031687286 0.0591909604 0.0182871426
## Compassion.to.animals 0.046129199 -0.0072465884 -0.1469274701
## Borrowed.stuff -0.069178634 0.0556703561 0.0572878887
## Loneliness 0.163051276 0.0461284741 -0.1790829081
## Cheating.in.school -0.051170611 0.0043950866 -0.0302792495
## Health -0.034523942 -0.1021886193 -0.0801269998
## Changing.the.past -0.056534735 -0.1265484966 0.1001041697
## God -0.070003504 0.0380221145 -0.0057158852
## Dreams 0.042563561 -0.0947591375 -0.0505903035
## Charity 0.069086835 -0.0191282760 -0.0068195289
## Number.of.friends -0.078652427 -0.1020741272 0.0613702943
## Punctuality 0.160341425 0.0842532869 0.0581240415
## Lying -0.061404755 0.1092916207 -0.0535107504
## Waiting 0.120591951 -0.0054401829 -0.0989442037
## New.environment -0.115543574 -0.1569782704 0.0056575815
## Mood.swings -0.066862859 -0.1962771513 0.0495703135
## Appearence.and.gestures -0.067361847 0.1596278623 -0.1011494683
## Socializing 0.068404792 -0.0358622297 -0.1737092015
## Achievements 0.009168738 0.0325100677 0.0724699552
## Responding.to.a.serious.letter 0.006744090 -0.1315205951 0.0466499259
## Children -0.061312337 -0.0475852101 0.1084895994
## Assertiveness 0.153119289 0.1157744165 0.0395666375
## Getting.angry -0.073291714 0.0688840891 -0.0373266420
## Knowing.the.right.people 0.164562380 -0.0818025931 -0.0991771262
## Public.speaking 0.012166578 -0.1269428343 0.0139330803
## Unpopularity -0.070029045 0.0430307582 0.1671637651
## Life.struggles 0.013443752 0.0717454553 0.0781707201
## Happiness.in.life 0.093053633 0.0148033839 -0.1044050685
## Energy.levels 0.026498230 0.1057187629 0.0334939921
## Small...big.dogs -0.078107095 -0.0616589023 0.1037267680
## Personality -0.118303454 -0.0264484697 0.1890414668
## Finding.lost.valuables 0.024269757 -0.0404589182 -0.1458235690
## Getting.up -0.018983645 0.0186386589 0.1063864514
## Interests.or.hobbies -0.068514667 0.1149444258 -0.0324341265
## Parents..advice -0.036347192 0.0946974392 0.0170290977
## Questionnaires.or.polls -0.005036162 -0.0272178569 -0.0292376251
## Internet.usage -0.125579585 -0.0947574382 0.0127545128
## Finances -0.034275508 0.0309594820 -0.0208174074
## Shopping.centres -0.028891348 -0.1042390267 -0.0140031483
## Branded.clothing 0.062184267 0.0373284165 -0.0312803296
## Entertainment.spending -0.039090236 -0.0475073290 -0.0682678199
## Spending.on.looks -0.007346586 -0.0898913351 0.0026066854
## Spending.on.gadgets 0.046713323 0.0203476695 -0.0602826921
## Spending.on.healthy.eating 0.099375523 0.0530591552 0.1969325849
## Age -0.022692009 0.0057122299 0.0050114303
## Height -0.019404637 0.0046265638 -0.0218775978
## Weight -0.030224675 0.0318367338 0.0269162127
## Number.of.siblings 0.019140430 0.0268568234 -0.1369087049
## Gender 0.040969429 -0.0287486515 -0.0162911709
## Left...right.handed 0.079891971 -0.0645809036 -0.0434952774
## Education 0.002146887 -0.1111350683 -0.0462705698
## Only.child -0.013819347 -0.0881528891 -0.2015587017
## Village...town 0.030520278 0.1365396732 0.0500486505
## House...block.of.flats 0.003847017 -0.1204908899 0.0304770067
## PC91 PC92 PC93
## Music 0.1274625105 7.394379e-02 0.0036848515
## Slow.songs.or.fast.songs 0.1508257826 6.524739e-02 -0.0864416297
## Dance -0.0588870603 -9.206554e-02 0.0454223030
## Folk -0.0790468408 -1.101499e-01 -0.0556629741
## Country 0.1628730451 1.485087e-02 0.0869775451
## Classical.music 0.0638716120 -7.356871e-02 -0.0819877794
## Musical -0.0146242518 -9.972232e-02 0.0961407979
## Pop -0.0537319319 2.051561e-01 -0.0344569470
## Rock -0.0341712063 1.153271e-01 -0.0170122044
## Metal.or.Hardrock -0.0451729205 -7.520401e-02 0.0943849429
## Punk -0.0059276631 -3.614400e-02 -0.1290666308
## Hiphop..Rap -0.1627414084 8.537325e-02 -0.0192004000
## Reggae..Ska 0.1118170811 4.440071e-02 0.1187580680
## Swing..Jazz 0.0991275055 3.620492e-02 -0.1197484309
## Rock.n.roll 0.0012734109 -1.620714e-02 -0.1657845189
## Alternative -0.1760785161 -3.353068e-03 0.0637023208
## Latino -0.1184486755 1.253755e-02 0.0228125756
## Techno..Trance 0.0888743107 2.399394e-02 0.0049523456
## Opera 0.0085459033 -5.843471e-02 0.0240836117
## Movies 0.0224272784 -2.957677e-02 0.0704619812
## Horror 0.0755204449 5.767663e-02 -0.0058406468
## Thriller -0.0103126681 -1.051302e-01 0.0993336730
## Comedy -0.0660242345 -1.289913e-01 0.0229164107
## Romantic 0.2275776799 5.057525e-03 0.0264192471
## Sci.fi 0.0431389967 4.380918e-02 -0.0755169348
## War -0.0345749258 -6.944255e-02 -0.1065070548
## Fantasy.Fairy.tales 0.0340444447 8.142567e-02 -0.0354752363
## Animated -0.0291735044 4.283660e-02 -0.0174058979
## Documentary 0.1264965839 -6.270824e-02 0.1308735414
## Western 0.0502507386 8.734189e-02 0.1106049630
## Action -0.0149755944 -2.620897e-02 -0.0685337632
## History 0.0312580642 1.120897e-01 -0.0331652700
## Psychology 0.0862789234 -7.837811e-02 0.0663727214
## Politics 0.0164076673 1.036184e-01 0.0847525721
## Mathematics -0.0990904623 -7.896615e-02 -0.0214093615
## Physics 0.0135283831 8.884829e-03 -0.0479467384
## Internet 0.1243773129 -1.270455e-01 0.0932725385
## PC -0.0875087398 1.189429e-01 0.1164131422
## Economy.Management -0.0619681345 7.043028e-02 -0.0841799424
## Biology -0.0215922773 2.375242e-02 -0.0730347100
## Chemistry -0.0036672748 1.651839e-02 -0.0322712668
## Reading -0.1375157935 1.027571e-02 -0.0241769602
## Geography -0.0428487048 -3.670425e-02 -0.0178618638
## Foreign.languages 0.1017672559 -2.128115e-02 0.0152638588
## Medicine 0.0325528862 1.017653e-02 0.0277234887
## Law -0.0972995733 -9.659861e-03 -0.0406207084
## Cars 0.0843722161 9.371151e-03 -0.1218713730
## Art.exhibitions 0.1095836451 7.938127e-02 -0.0472193359
## Religion -0.1292538214 -9.212460e-02 0.0159016634
## Countryside..outdoors -0.1124262983 1.037685e-01 0.0318644568
## Dancing -0.0603388729 7.188828e-02 -0.1327501535
## Musical.instruments -0.1147715951 9.304514e-02 0.1637617786
## Writing -0.0101073146 -4.581093e-02 -0.0869868707
## Passive.sport -0.0507887880 5.089264e-02 0.1044849913
## Active.sport -0.0307736102 -1.943380e-01 -0.0252865356
## Gardening 0.0358954804 2.370998e-02 -0.1276450182
## Celebrities 0.0068720809 8.482435e-02 0.1699447481
## Shopping 0.0660237577 -8.097423e-02 -0.0128543878
## Science.and.technology -0.1031167645 9.178052e-02 0.0666760342
## Theatre -0.0661037326 1.291493e-01 0.0693648038
## Fun.with.friends 0.0761919791 -1.784748e-02 0.0627785854
## Adrenaline.sports 0.1186445664 -5.323289e-02 0.0633369671
## Pets -0.0536568300 -1.137517e-01 -0.0192356509
## Flying -0.0794097900 -9.898193e-02 0.0961770099
## Storm 0.0248930677 -1.893999e-01 -0.0315536132
## Darkness 0.0367771142 1.955582e-02 -0.0966402574
## Heights 0.0377257425 -1.644022e-02 0.0428870247
## Spiders -0.0830338345 -1.787376e-02 0.0007345942
## Snakes 0.0112346759 6.172607e-02 0.0154531253
## Rats -0.1078407795 -4.409686e-02 -0.0549161640
## Ageing -0.0401489041 -1.842287e-01 -0.0810904090
## Dangerous.dogs 0.0417610482 2.287526e-01 0.1138663031
## Fear.of.public.speaking 0.0544511259 6.239180e-02 -0.0388302363
## Smoking 0.0085976418 -9.481170e-03 -0.0912727625
## Alcohol -0.0175900324 -8.752536e-02 0.1533326875
## Healthy.eating -0.1273807023 -4.187845e-03 0.1606636122
## Daily.events 0.1432320669 1.088396e-02 -0.1347696580
## Prioritising.workload -0.0096263677 -5.416414e-02 -0.0191680764
## Writing.notes 0.0323115202 -8.713174e-02 -0.1236609491
## Workaholism -0.0767734070 5.757028e-02 -0.0144771605
## Thinking.ahead 0.0006475387 4.724141e-02 0.1551735313
## Final.judgement 0.0288912873 2.091970e-01 -0.1908162070
## Reliability 0.0506967630 -9.720763e-02 -0.0991006158
## Keeping.promises -0.0026776294 1.838098e-01 0.1455986803
## Loss.of.interest 0.0993981332 -3.216227e-02 0.1202040052
## Friends.versus.money -0.0317013915 -6.950239e-02 -0.0994830361
## Funniness 0.0197737214 -4.123850e-02 0.0329400087
## Fake 0.0341819348 5.737031e-02 -0.0199789348
## Criminal.damage -0.0207609463 2.823552e-04 0.0397529011
## Decision.making 0.0854378282 -7.240585e-03 -0.0277988175
## Elections -0.0184958558 -6.162873e-02 0.0907684540
## Self.criticism -0.1700345262 -1.192324e-02 -0.1318919415
## Judgment.calls 0.0617604497 2.972363e-02 -0.0487341405
## Hypochondria -0.0810321820 1.330461e-01 -0.0466807596
## Empathy -0.0926114080 -4.597578e-02 0.0004192633
## Eating.to.survive -0.0143977552 7.784556e-03 -0.0460061721
## Giving -0.0158058006 -1.225332e-01 0.1228549074
## Compassion.to.animals -0.1714065803 2.926224e-01 0.0306543008
## Borrowed.stuff -0.0603619456 -2.247598e-01 -0.0816529091
## Loneliness -0.0027796825 -3.087522e-02 -0.0022001924
## Cheating.in.school -0.2006344360 7.075723e-02 -0.1718679659
## Health 0.2635869488 9.468412e-02 -0.0022706228
## Changing.the.past 0.1044247735 6.269613e-02 -0.1134790077
## God -0.0077699755 -1.040156e-01 0.0917912282
## Dreams -0.0604912362 -6.086398e-04 -0.0254578762
## Charity 0.0764235942 -6.324798e-02 0.0065488052
## Number.of.friends -0.0052476156 1.672792e-02 0.0262046869
## Punctuality -0.0236959705 -6.104229e-02 0.0758614688
## Lying -0.0656761879 -3.886152e-02 0.0908448011
## Waiting -0.0003861328 5.548747e-02 0.0428562835
## New.environment 0.0015881735 3.067482e-02 0.0013910775
## Mood.swings 0.0831750683 3.439532e-02 0.0500250541
## Appearence.and.gestures -0.1485057902 4.995175e-02 0.0787872562
## Socializing -0.0033423424 -3.563261e-02 -0.1542251912
## Achievements -0.0698875946 -5.257919e-02 -0.0286074815
## Responding.to.a.serious.letter 0.0770923749 4.960470e-02 -0.1028925285
## Children -0.0611387185 3.515278e-02 0.0952868146
## Assertiveness 0.1234803828 1.333043e-02 -0.0309522423
## Getting.angry -0.1157165787 4.815309e-02 0.1107207063
## Knowing.the.right.people -0.0175123972 -6.350629e-02 0.0510576912
## Public.speaking 0.0056152744 -3.166896e-02 0.0151730035
## Unpopularity 0.0654306085 -5.083218e-02 0.0474579392
## Life.struggles 0.0756006983 -2.918445e-02 -0.0523691203
## Happiness.in.life 0.0747886411 1.042848e-01 -0.0895680372
## Energy.levels 0.0175448074 5.819154e-02 -0.0074403891
## Small...big.dogs 0.0831068125 -7.589337e-03 0.0758802967
## Personality 0.0175612821 -4.770189e-03 -0.0183207869
## Finding.lost.valuables 0.0956065771 -6.152017e-02 0.1158656515
## Getting.up -0.0508516479 -2.214246e-04 -0.0844978553
## Interests.or.hobbies 0.0249311881 1.108677e-01 0.0064209130
## Parents..advice 0.0270013933 4.108149e-05 -0.0134159245
## Questionnaires.or.polls -0.0192287008 -1.376530e-01 0.1354766836
## Internet.usage -0.1009043529 -8.267141e-02 -0.0803829286
## Finances -0.1522710019 8.332503e-02 -0.0967716666
## Shopping.centres 0.0416985628 -5.429004e-02 -0.1585528519
## Branded.clothing 0.0305511508 5.462414e-02 0.0164613858
## Entertainment.spending 0.0513005789 -3.938723e-02 0.1128532098
## Spending.on.looks -0.1616593693 1.100575e-03 -0.0151116820
## Spending.on.gadgets -0.0589326990 -1.102510e-01 -0.0052806289
## Spending.on.healthy.eating -0.0303444508 -4.415733e-02 -0.0440499325
## Age 0.0389208046 4.953386e-02 -0.0036831260
## Height -0.0682239542 -1.881993e-02 -0.0919868278
## Weight -0.0365849556 1.402992e-02 -0.0323996936
## Number.of.siblings 0.0094745194 -6.771757e-02 -0.0709973058
## Gender -0.0307011237 1.795833e-02 -0.0560279167
## Left...right.handed 0.0069181104 7.053807e-02 0.0327338166
## Education -0.0466146844 -3.755680e-02 -0.0806293761
## Only.child 0.0560879356 1.006283e-02 -0.0387938311
## Village...town 0.1018052597 1.112731e-02 0.0224926270
## House...block.of.flats -0.0657206752 -2.937971e-02 0.1265326671
## PC94 PC95 PC96
## Music 0.077092244 -0.007777760 -0.1241456865
## Slow.songs.or.fast.songs -0.047246027 -0.041557027 0.1005166249
## Dance 0.153454144 -0.224735884 0.0478421351
## Folk 0.036668496 -0.160115999 0.0232639591
## Country -0.041039174 0.061787803 0.0841471227
## Classical.music -0.123637610 0.024868536 -0.0080181993
## Musical 0.092309285 0.060120364 0.0196139922
## Pop -0.038005881 0.149134509 0.0324309263
## Rock 0.065579441 0.091371367 0.0720296351
## Metal.or.Hardrock 0.034798344 0.019656661 0.1314011518
## Punk -0.048163033 -0.050078534 0.0837726453
## Hiphop..Rap -0.009929579 0.037896550 0.1048094220
## Reggae..Ska 0.039988704 0.105685202 -0.0675033361
## Swing..Jazz 0.074481646 0.077263778 -0.0319185965
## Rock.n.roll 0.042601476 0.043885101 -0.1532572341
## Alternative -0.132056523 -0.243907037 -0.0966661735
## Latino -0.130176186 -0.074687071 0.0827664213
## Techno..Trance 0.033594957 0.012750435 -0.0884260993
## Opera -0.036374512 -0.079722569 -0.1185851433
## Movies 0.097825143 -0.079259270 0.0789576431
## Horror -0.058519182 0.004397117 -0.0188379759
## Thriller 0.110709348 0.105637380 -0.0355219400
## Comedy -0.121375884 0.042284552 0.0116396966
## Romantic -0.039451973 -0.215363956 0.0353162200
## Sci.fi 0.079790161 -0.099909491 -0.0175807389
## War -0.013309535 -0.042184207 0.0801630959
## Fantasy.Fairy.tales 0.025397136 0.009034458 -0.1037185909
## Animated -0.009999186 0.020980872 -0.0190321737
## Documentary 0.022408833 0.002777217 0.0473551298
## Western -0.115802397 -0.035685560 -0.0372719169
## Action -0.039884112 0.036269705 -0.1382604291
## History 0.171908361 0.004710753 0.0229150219
## Psychology -0.060223179 -0.020863898 0.0836647649
## Politics 0.024174571 0.120266024 0.0671579853
## Mathematics -0.021952395 0.099327724 -0.1534821505
## Physics -0.010706213 0.053614190 -0.0505240637
## Internet -0.094706406 -0.019553943 -0.2216724444
## PC 0.008208604 -0.055852689 0.1170925163
## Economy.Management 0.181243019 0.104897534 -0.0455951091
## Biology -0.005774472 -0.035877777 0.0381063312
## Chemistry -0.054288898 0.011840525 0.0568286117
## Reading 0.044318027 0.006237422 -0.1802238083
## Geography -0.058213179 0.056359268 0.0669350995
## Foreign.languages -0.086899421 -0.050176827 0.1788192865
## Medicine -0.022352318 -0.030916765 -0.0570069481
## Law -0.078513204 -0.106366229 -0.0083676426
## Cars -0.029967167 0.046878505 -0.0208636531
## Art.exhibitions -0.078783822 0.006307599 0.0232683728
## Religion 0.026420844 -0.012025833 -0.0671011017
## Countryside..outdoors 0.073880209 0.139579641 -0.0315343605
## Dancing 0.022150121 -0.068210669 0.0875421018
## Musical.instruments -0.011254548 0.045422367 0.1085721780
## Writing -0.007250863 -0.115101778 -0.0597458756
## Passive.sport 0.082079015 -0.201431806 0.0629437436
## Active.sport -0.030019768 0.030502100 -0.1040051944
## Gardening -0.042688692 0.060478485 -0.0632424476
## Celebrities -0.101014514 0.048417416 0.0391473637
## Shopping -0.115728029 0.112027920 -0.0192056363
## Science.and.technology 0.029068635 0.023412005 0.1034635799
## Theatre 0.068095401 0.016164589 0.0762979805
## Fun.with.friends 0.031611164 0.022266133 0.0919109966
## Adrenaline.sports 0.069187729 -0.030917319 -0.1061105901
## Pets 0.059405833 0.016179036 0.0375872340
## Flying -0.093070047 -0.027771989 0.2060930795
## Storm 0.065210606 -0.054441923 0.0040368024
## Darkness -0.039222200 0.122185066 -0.0149467213
## Heights 0.034198479 -0.063811308 -0.1170875772
## Spiders 0.019023436 -0.079311869 -0.0156799244
## Snakes -0.120770458 0.117881637 -0.0299507915
## Rats 0.023425177 -0.057483121 -0.0083358013
## Ageing -0.109853870 0.036839635 -0.0137006572
## Dangerous.dogs -0.041414505 0.034610754 0.0147534568
## Fear.of.public.speaking 0.081338232 -0.110979275 -0.0988554172
## Smoking -0.041463166 0.054058197 -0.0354086561
## Alcohol -0.119240050 0.024843901 -0.0002348454
## Healthy.eating -0.010430794 0.147688667 -0.0561541957
## Daily.events -0.012781775 -0.097843919 -0.1139887836
## Prioritising.workload 0.048711267 -0.012840655 0.0693611120
## Writing.notes 0.084928721 0.001006528 0.0532361392
## Workaholism -0.072254302 0.067319586 -0.1363993641
## Thinking.ahead 0.023633001 -0.094529672 -0.0207028228
## Final.judgement 0.109360002 0.003883814 0.0703054082
## Reliability 0.022337374 -0.157741546 0.2334238380
## Keeping.promises -0.098546027 -0.138463623 -0.2007786651
## Loss.of.interest 0.006136444 -0.062855348 0.0278700017
## Friends.versus.money 0.147069515 -0.019968752 -0.0050366400
## Funniness 0.005457220 -0.126204445 0.0098497830
## Fake -0.038103551 -0.034917575 0.1054033744
## Criminal.damage -0.046085496 -0.132916797 0.0163560318
## Decision.making -0.024101026 0.108525858 0.0358751206
## Elections -0.037470781 0.093419867 -0.0048163593
## Self.criticism 0.071015479 0.049991622 -0.0326001846
## Judgment.calls 0.061272472 0.072040809 -0.0400631983
## Hypochondria -0.042431865 -0.144286399 0.0261952990
## Empathy 0.045564431 0.068675300 0.0640038141
## Eating.to.survive 0.041469649 0.035377906 0.0268733812
## Giving -0.028707083 0.017004778 0.0182106193
## Compassion.to.animals -0.056054810 -0.042116629 -0.0383003517
## Borrowed.stuff -0.205032505 0.027056855 -0.0058767970
## Loneliness 0.127041198 0.094591268 0.0164028774
## Cheating.in.school -0.131152452 -0.047438909 -0.0189848787
## Health 0.075285413 0.013433499 -0.0270056031
## Changing.the.past -0.252400248 0.051459982 0.0653420961
## God -0.115982113 0.066423882 -0.0692809705
## Dreams 0.042665830 0.098560931 0.0775752003
## Charity -0.031979973 0.105008401 0.0476876805
## Number.of.friends 0.035831807 -0.015634139 0.0330767322
## Punctuality 0.018654688 0.017802351 0.0994839027
## Lying -0.025074819 0.038662329 -0.0832902051
## Waiting -0.153140850 -0.009057524 -0.0637062189
## New.environment 0.178634694 -0.022160531 0.1171169440
## Mood.swings -0.082004313 0.031256626 0.0408891974
## Appearence.and.gestures -0.049654269 -0.046957076 0.0292469341
## Socializing -0.151140705 -0.055610568 -0.1193246505
## Achievements 0.119115883 -0.066087109 -0.0616488460
## Responding.to.a.serious.letter -0.158247206 -0.144372576 0.0870282503
## Children -0.064517040 -0.005186549 -0.0468805188
## Assertiveness 0.021601533 0.054137857 0.1099859828
## Getting.angry 0.101969662 0.007226664 -0.0778136422
## Knowing.the.right.people 0.069563122 0.060839335 -0.0582346398
## Public.speaking 0.023965941 0.055086689 0.0209663705
## Unpopularity 0.008725958 -0.107478947 -0.0597984158
## Life.struggles 0.126674819 -0.054208265 0.0686769926
## Happiness.in.life -0.185625952 -0.099973733 0.0734245288
## Energy.levels -0.141503912 0.040490319 -0.1541736261
## Small...big.dogs -0.067766533 0.039986134 -0.0340609702
## Personality 0.129716659 -0.130344734 -0.0611277670
## Finding.lost.valuables -0.104271938 -0.081179983 -0.0532311611
## Getting.up 0.011178861 0.085975988 -0.0328329745
## Interests.or.hobbies -0.010336295 0.081908513 0.1003032869
## Parents..advice 0.090453321 0.048547082 -0.0307621167
## Questionnaires.or.polls 0.108188298 0.075910717 -0.0537366500
## Internet.usage -0.101569078 0.015472184 -0.0077738578
## Finances -0.095831070 -0.025255115 -0.0401022546
## Shopping.centres 0.080945914 0.144388239 0.0206641220
## Branded.clothing 0.107250646 -0.234149838 -0.1426890287
## Entertainment.spending 0.016811407 0.133561953 -0.0223035011
## Spending.on.looks 0.007292766 0.007834702 -0.0631325342
## Spending.on.gadgets -0.022508479 -0.034927850 0.2279290743
## Spending.on.healthy.eating 0.008315094 0.036963637 0.1422171779
## Age 0.013331963 -0.047004285 -0.0749058662
## Height -0.028427674 0.068907100 0.0565429484
## Weight -0.015829665 0.020984821 0.0273910829
## Number.of.siblings 0.135993481 -0.024451720 -0.0818636445
## Gender 0.033741145 0.024955422 -0.0103254423
## Left...right.handed 0.042796854 0.056684109 -0.0821890319
## Education -0.085500251 0.049869389 0.0343647831
## Only.child 0.051826123 -0.041617134 -0.0899850882
## Village...town -0.072040837 0.129674493 0.0558993552
## House...block.of.flats 0.027121746 -0.069257809 0.0322372826
## PC97 PC98 PC99
## Music -1.279743e-01 -0.077395970 0.0063676095
## Slow.songs.or.fast.songs 6.959817e-02 0.052133657 0.0082514418
## Dance 1.692161e-01 -0.066968462 0.0702840007
## Folk -1.706180e-01 -0.006882174 0.1928607305
## Country 2.557462e-02 0.087621523 -0.0675298976
## Classical.music 1.504450e-01 -0.019591272 0.0609667509
## Musical -9.143816e-02 0.072978954 -0.0446811055
## Pop 2.397757e-02 -0.001355448 -0.0726748025
## Rock 5.729765e-02 -0.123841522 0.0005360172
## Metal.or.Hardrock 1.273189e-02 -0.094869651 -0.0057901326
## Punk -6.647306e-02 0.177267659 0.0157002287
## Hiphop..Rap 1.090314e-02 -0.108184908 -0.0452165991
## Reggae..Ska -3.795756e-02 0.012825675 -0.0111444648
## Swing..Jazz 2.464078e-01 -0.168336998 0.0707191521
## Rock.n.roll 7.558859e-02 0.001709856 0.0321679537
## Alternative -1.322080e-01 -0.038542468 -0.1226996822
## Latino -1.420477e-01 -0.052522126 -0.0551066263
## Techno..Trance -1.104758e-01 0.155003940 0.0602369590
## Opera -7.893514e-02 -0.006965547 -0.1052472339
## Movies -1.785365e-02 0.032052786 -0.1178930171
## Horror 6.049412e-02 -0.031995963 0.0295122785
## Thriller 1.708471e-02 0.119039676 0.0851825893
## Comedy 8.979582e-02 -0.036823490 0.0995957417
## Romantic -1.083370e-01 0.008741544 0.1187287906
## Sci.fi -1.008300e-01 0.034953705 0.0956685534
## War 2.172998e-02 0.016239705 -0.0340283359
## Fantasy.Fairy.tales -8.366616e-03 0.098546482 -0.0355488978
## Animated -3.257033e-02 -0.076130223 0.0569680431
## Documentary -4.144715e-04 -0.101977540 -0.0358123846
## Western -3.144558e-02 -0.041313323 -0.0992436563
## Action 8.371939e-05 0.129478934 -0.0600228683
## History 5.146761e-02 -0.001041442 0.0089092549
## Psychology 6.041345e-03 0.095940214 -0.0649930507
## Politics -6.885794e-03 -0.028431367 -0.0917760128
## Mathematics 1.856631e-02 0.018021147 -0.1360633899
## Physics -5.280270e-02 -0.043617291 -0.1095664423
## Internet 1.059234e-01 0.006907726 0.1000776463
## PC 7.310170e-02 -0.014786874 -0.0083935630
## Economy.Management -1.007437e-01 -0.026273483 0.0227311564
## Biology 5.444359e-02 -0.006076635 -0.0243662694
## Chemistry -9.949400e-02 -0.024375343 0.0544558699
## Reading -3.081155e-02 -0.078537849 0.0149168735
## Geography -7.617458e-02 0.098124752 0.1448453851
## Foreign.languages -2.237090e-02 0.079133736 0.0133631826
## Medicine 1.940739e-02 -0.020743777 -0.0417646703
## Law 1.770742e-02 -0.103178858 0.1100094733
## Cars -8.819329e-02 0.133113085 0.0133617676
## Art.exhibitions 5.370404e-02 -0.006517955 0.1130174916
## Religion 7.017536e-03 -0.096020337 -0.0630391002
## Countryside..outdoors 4.426311e-02 -0.113458390 -0.0728536356
## Dancing 1.407794e-01 0.250194551 0.0457416900
## Musical.instruments 1.061812e-01 0.151120594 0.0324798038
## Writing 3.508200e-02 0.005033444 -0.0039751749
## Passive.sport 1.120062e-03 -0.016735442 -0.0780999873
## Active.sport -8.552113e-02 -0.044387381 0.1383424163
## Gardening -5.327635e-02 -0.009919585 0.0175917814
## Celebrities -1.771431e-02 0.065878338 -0.0795292926
## Shopping 4.485603e-02 -0.011687870 -0.0401503367
## Science.and.technology -3.339303e-02 0.063271088 0.0722552148
## Theatre -1.464508e-02 0.033948575 0.0720851836
## Fun.with.friends 6.081059e-02 0.019140268 0.0290736124
## Adrenaline.sports -9.150679e-02 -0.262989693 -0.1332957283
## Pets -9.071154e-03 -0.016346977 0.1288410513
## Flying 1.351286e-02 -0.076476150 -0.1392471172
## Storm -6.593873e-02 0.034039125 0.0688744753
## Darkness -1.167427e-02 -0.008649753 -0.1029367451
## Heights -3.864622e-02 -0.052407712 -0.0301384837
## Spiders 2.547982e-01 -0.009529623 -0.0691402581
## Snakes -9.892306e-02 0.088442576 0.1289188671
## Rats -8.231218e-03 -0.228660775 0.0390031511
## Ageing 1.216189e-01 0.068531848 -0.0879780866
## Dangerous.dogs -1.252331e-01 -0.023364649 -0.0315456355
## Fear.of.public.speaking 3.273420e-02 -0.016545948 -0.0686879995
## Smoking -3.972005e-02 0.049976193 0.0262529970
## Alcohol 8.780176e-02 0.009885363 0.1300095415
## Healthy.eating 3.718102e-02 -0.013233725 0.1186721333
## Daily.events -1.041478e-01 -0.061953551 -0.1445812211
## Prioritising.workload -1.159663e-01 0.159168308 0.0058255937
## Writing.notes -3.459888e-02 -0.184052084 -0.1464299775
## Workaholism 1.486607e-02 0.140252917 0.0115126764
## Thinking.ahead 1.157947e-01 -0.022880440 0.0770367499
## Final.judgement -3.456424e-03 -0.008540812 -0.0157288999
## Reliability -4.605459e-02 -0.082065337 -0.0514363181
## Keeping.promises 7.234786e-02 0.044631065 -0.0266029585
## Loss.of.interest -7.295763e-03 -0.014677889 0.0649002353
## Friends.versus.money 4.154298e-02 0.045218878 0.0505143016
## Funniness -1.067046e-01 0.052427361 -0.1876307200
## Fake 1.167852e-01 -0.018407081 0.1032994719
## Criminal.damage 1.838530e-01 -0.026128154 -0.0990174058
## Decision.making -6.775263e-02 -0.075043880 0.0259314088
## Elections -7.474610e-03 0.064106781 0.0162934414
## Self.criticism 2.046671e-02 0.206509035 -0.0509349345
## Judgment.calls -2.027985e-01 0.035896233 0.0211306054
## Hypochondria 4.300000e-03 0.047108398 0.0496588555
## Empathy 1.829450e-02 0.018312449 -0.0111495785
## Eating.to.survive -7.941831e-02 0.028140177 -0.0298657807
## Giving 6.470523e-02 -0.034688699 0.0958310692
## Compassion.to.animals -6.418523e-02 -0.048260291 -0.0365449397
## Borrowed.stuff 2.553194e-02 0.152895151 -0.1030886984
## Loneliness 2.055694e-02 0.027259444 -0.0797009265
## Cheating.in.school 2.209613e-02 0.111093798 -0.0384578177
## Health -1.159490e-01 -0.040431877 0.1425862927
## Changing.the.past -1.206344e-02 -0.021565544 0.0178993637
## God 1.307201e-02 -0.048734547 -0.0822626064
## Dreams -6.105893e-02 0.005714678 -0.0162198686
## Charity -1.426704e-02 0.029101142 0.1757614395
## Number.of.friends -9.761426e-02 0.086436210 -0.1442418812
## Punctuality -1.639025e-01 0.126845875 0.0203415436
## Lying -3.530921e-03 0.074871860 -0.2281054109
## Waiting -2.789240e-02 0.066662850 0.0092493011
## New.environment 5.616863e-05 0.048709804 0.0301542863
## Mood.swings -7.046453e-03 0.010913168 -0.0577151556
## Appearence.and.gestures -1.033280e-01 0.007225680 0.0213585867
## Socializing -8.614568e-02 -0.093443744 -0.0410284392
## Achievements -7.530439e-02 0.187295334 0.0425170639
## Responding.to.a.serious.letter 6.930170e-02 0.019582762 0.0133326491
## Children 9.554853e-02 0.033102016 0.0123378482
## Assertiveness 8.810370e-02 0.046952578 0.0429869342
## Getting.angry -2.553303e-03 0.031019825 0.0896078792
## Knowing.the.right.people 1.287096e-01 -0.070720597 0.1524082980
## Public.speaking 1.775674e-02 0.086917062 0.0125152809
## Unpopularity 7.991714e-03 -0.005770692 0.0736612052
## Life.struggles -1.462782e-02 -0.072555903 -0.0307902865
## Happiness.in.life 1.599101e-01 -0.069254943 0.0257395400
## Energy.levels 8.056572e-02 -0.023150285 0.0052897741
## Small...big.dogs -1.004616e-01 -0.009912974 -0.0362547424
## Personality 5.874784e-02 0.150724914 0.0238094362
## Finding.lost.valuables -1.920807e-02 0.046895167 -0.0198238795
## Getting.up -5.728587e-03 -0.069803169 0.1104768337
## Interests.or.hobbies 5.038088e-02 -0.058433325 -0.0480297813
## Parents..advice -3.693404e-03 0.109069692 -0.1020833506
## Questionnaires.or.polls 7.542685e-03 -0.051419859 -0.0355308719
## Internet.usage -7.775894e-02 -0.145776418 0.0897416815
## Finances -2.753367e-02 -0.137355390 0.2050426484
## Shopping.centres 6.374931e-02 -0.040095914 -0.1794850101
## Branded.clothing 8.661369e-02 0.080950216 0.0244636326
## Entertainment.spending 2.629648e-02 -0.053593756 -0.0133714935
## Spending.on.looks -1.279433e-01 -0.097758770 0.0304438160
## Spending.on.gadgets -9.782418e-02 -0.131232226 -0.0378027963
## Spending.on.healthy.eating 7.030051e-02 0.012420218 -0.1992182491
## Age 8.944979e-03 0.026224858 -0.0946491129
## Height -7.981147e-03 -0.005186041 0.0815492066
## Weight -4.504081e-03 -0.051477484 0.0233889092
## Number.of.siblings 2.262699e-01 0.029073141 -0.0768717514
## Gender 1.428479e-02 -0.038607635 0.0392117565
## Left...right.handed 8.462075e-02 -0.038148972 0.0571832961
## Education 2.954042e-02 0.035964044 -0.0169559178
## Only.child 1.476436e-01 0.080462447 -0.0972452284
## Village...town 6.836865e-02 -0.005767130 -0.0180959477
## House...block.of.flats 2.324418e-02 0.063803846 0.0475316136
## PC100 PC101 PC102
## Music 0.0764803669 0.0123281734 0.0368656889
## Slow.songs.or.fast.songs -0.0258152019 0.0046867186 -0.0560009171
## Dance -0.0875148148 0.0619081209 0.0770734219
## Folk -0.0303038353 0.0435206333 -0.0560747168
## Country -0.0697278525 -0.0070215511 -0.0098941415
## Classical.music -0.0025921531 0.1335646954 -0.1167207352
## Musical -0.0603350595 0.0376387197 0.0123424019
## Pop -0.0583203555 0.0378251390 -0.0553361616
## Rock 0.1326505343 -0.0410226938 0.0152458159
## Metal.or.Hardrock -0.1011619647 -0.0002981514 0.0384341027
## Punk -0.0055377686 0.1905314817 0.0677108387
## Hiphop..Rap -0.0552715605 0.0085007433 -0.1029521294
## Reggae..Ska -0.0276688636 -0.0312717458 -0.0466803149
## Swing..Jazz 0.0862693337 0.0835271897 0.0801069691
## Rock.n.roll -0.0418810558 -0.0301897300 -0.0031215516
## Alternative -0.1251182701 -0.1498491522 -0.0847563108
## Latino -0.0054328086 -0.1605111854 0.1649265850
## Techno..Trance 0.1255013948 0.0662888868 -0.0808727995
## Opera 0.0506210707 -0.0086500074 -0.0451703544
## Movies -0.1353167635 -0.1061168128 0.1567378833
## Horror -0.1017470192 -0.0302318181 -0.0047758117
## Thriller 0.1235106317 -0.0361979092 -0.0709664429
## Comedy -0.1353871944 0.0030338545 0.0231570379
## Romantic 0.0103055226 -0.0105131705 0.0567382727
## Sci.fi 0.0623522286 -0.0971484193 -0.0830318409
## War 0.0359402036 0.0487631947 0.0174699838
## Fantasy.Fairy.tales -0.0510513574 -0.0248495535 -0.0359621413
## Animated -0.0178432977 -0.0240301147 0.0267878377
## Documentary 0.0559068216 -0.0592093834 0.0913386688
## Western -0.0580496844 -0.0797342533 0.0216065819
## Action 0.0127679473 -0.0666934957 0.0139302972
## History 0.0575787928 0.0338967781 0.0308363673
## Psychology 0.0167556043 -0.0231412183 -0.0082720674
## Politics -0.1287828483 0.1981666759 0.0457336571
## Mathematics -0.0267815088 0.1052994850 0.1070316453
## Physics -0.1115717072 0.0533159582 -0.0785252710
## Internet 0.0136852038 0.1219692567 -0.0939157060
## PC 0.1395506131 -0.0479318936 -0.0723369305
## Economy.Management 0.0683238847 -0.0608853178 -0.0594926273
## Biology 0.0878433159 0.0025962357 0.0093875435
## Chemistry 0.0430292487 -0.0174928440 -0.1386979190
## Reading -0.0577965569 -0.0130236772 -0.1007272450
## Geography -0.0035194145 -0.1818111803 -0.0252315432
## Foreign.languages 0.0457084575 0.0927394271 0.0144964054
## Medicine 0.0235953639 -0.0705727724 0.0320503279
## Law -0.0166407089 0.0005915032 -0.1564013748
## Cars -0.0840657049 -0.1291901435 0.0886656840
## Art.exhibitions 0.0224402808 0.0186772941 0.0125975720
## Religion 0.0799979288 -0.0027887067 0.1695576288
## Countryside..outdoors -0.0519910746 0.1045320136 -0.0593120761
## Dancing -0.0238512726 0.0194378999 0.0096994617
## Musical.instruments 0.0099402593 -0.0739326581 -0.0724329585
## Writing 0.0067596123 -0.0681177707 -0.0942697603
## Passive.sport 0.0376104028 0.0893607355 0.0245936972
## Active.sport 0.1357781962 0.0503430123 0.0255574771
## Gardening -0.0623114226 0.0605660779 0.1723789492
## Celebrities 0.1181606611 -0.0329966620 -0.0365057513
## Shopping -0.0177435157 0.0501222347 0.0281181540
## Science.and.technology 0.0022720951 0.1149299871 0.0338602383
## Theatre 0.0991902938 -0.0093254310 -0.0133852865
## Fun.with.friends 0.0742979615 -0.0787233635 0.1073706770
## Adrenaline.sports -0.0507915127 0.0042661865 -0.1154649705
## Pets 0.0271523393 0.0616373760 0.0060011501
## Flying -0.0083065957 0.0624474308 0.0266804983
## Storm 0.0013884488 -0.0543580230 -0.1525363282
## Darkness -0.0710206325 -0.1855898940 0.1550181762
## Heights 0.1328696827 0.0469399052 -0.1166808229
## Spiders -0.0175832427 -0.0014297478 -0.0208886811
## Snakes 0.0538720642 -0.0030767884 -0.0679498559
## Rats 0.0031046864 -0.0349747315 0.0724068560
## Ageing 0.0626628713 0.0137488828 0.0453148402
## Dangerous.dogs 0.0430272770 0.0984905742 0.0823873720
## Fear.of.public.speaking -0.0735094959 -0.0411385292 0.1164190891
## Smoking -0.0772365151 -0.0100039696 0.0523026422
## Alcohol -0.0320826361 0.1479583350 -0.0217024090
## Healthy.eating -0.0506271808 -0.0449262855 0.1057246588
## Daily.events 0.0414920434 -0.0296587794 0.0541944387
## Prioritising.workload 0.1422073740 -0.1062767436 0.1390635346
## Writing.notes -0.0966608217 0.1624955248 -0.1720621941
## Workaholism -0.0272497108 -0.0823662040 -0.0029986200
## Thinking.ahead -0.0405678761 -0.2746792031 0.1422462351
## Final.judgement -0.0156675232 0.0985894928 -0.0269500231
## Reliability 0.0249361722 -0.1078449440 -0.1073429939
## Keeping.promises 0.0085333910 0.2167808718 0.1229630978
## Loss.of.interest 0.0833833252 0.0613844342 0.0082095921
## Friends.versus.money -0.1553723370 -0.1346174081 -0.1022775798
## Funniness 0.1076729717 0.0661261713 0.0190022876
## Fake 0.0427619561 0.0442115032 0.1561072749
## Criminal.damage 0.0291273766 0.0081139309 -0.0507107502
## Decision.making -0.1528149478 0.0702809397 -0.1596893215
## Elections 0.0129479569 -0.1438278056 -0.0299445490
## Self.criticism 0.1312143374 -0.0072654919 -0.0353566191
## Judgment.calls 0.0148854596 -0.0192028956 0.0888555271
## Hypochondria -0.1842655608 -0.0286397141 -0.1270902277
## Empathy 0.0132134092 0.1382636724 -0.0001725508
## Eating.to.survive 0.1398307759 -0.0386003917 0.1102730249
## Giving 0.0010442759 0.0117157967 0.1120720223
## Compassion.to.animals 0.0705483629 0.0089772549 -0.0193795415
## Borrowed.stuff -0.1047609059 0.0907940828 -0.0094617543
## Loneliness -0.0605864719 -0.1355718731 -0.0679228534
## Cheating.in.school 0.0251405829 0.0573465361 -0.0133489451
## Health -0.0647270152 0.0296198472 -0.0692825197
## Changing.the.past -0.0454308193 -0.0702037090 -0.1233519208
## God 0.1173186420 -0.1471258256 -0.1010520133
## Dreams -0.0611151830 0.0176259508 -0.0439800822
## Charity -0.0955314901 0.1219939422 0.1168547419
## Number.of.friends 0.0503341491 0.1944088821 0.0012138368
## Punctuality -0.1095553681 0.0130876487 -0.0322144112
## Lying -0.0640790180 -0.0342454549 -0.0596279353
## Waiting 0.0014951109 0.0590204792 0.0740067351
## New.environment -0.1953211617 -0.0116084878 -0.0638762408
## Mood.swings -0.0119938498 -0.0869303675 0.0049681017
## Appearence.and.gestures -0.1473788689 0.0152513032 0.0380127914
## Socializing 0.0298928272 0.0736112340 0.1970038581
## Achievements 0.0067908617 0.0133226939 0.0150279524
## Responding.to.a.serious.letter -0.0037632601 -0.0796546855 -0.0199045064
## Children 0.1308489861 0.0192303823 -0.2221241003
## Assertiveness -0.1515401422 -0.0696198820 -0.0674831536
## Getting.angry -0.0055617465 0.1050829990 0.0859305613
## Knowing.the.right.people 0.1030446977 0.0184178325 -0.0497505688
## Public.speaking -0.0635690640 0.0141164146 -0.0927565919
## Unpopularity -0.0082583011 0.0207134098 0.0223285971
## Life.struggles -0.0515134910 0.0278140414 0.0951661205
## Happiness.in.life 0.1362359998 -0.1233530619 -0.0198051232
## Energy.levels -0.1054757756 -0.0979944858 -0.0248209275
## Small...big.dogs 0.0789756383 0.0580193256 -0.1773388708
## Personality 0.0841220205 -0.0653026773 -0.0593555323
## Finding.lost.valuables -0.0188043898 0.0679717826 -0.0334296329
## Getting.up 0.1542857109 -0.0999412014 0.1017876500
## Interests.or.hobbies -0.0656977892 -0.0519305427 -0.0348338235
## Parents..advice 0.0204688098 -0.0320840755 0.0707988296
## Questionnaires.or.polls -0.0976741464 -0.0388282694 -0.0322702866
## Internet.usage -0.0458365941 -0.0279872949 0.1824152059
## Finances 0.0373880440 -0.0426074375 -0.0551574554
## Shopping.centres 0.0425114416 0.0226260381 -0.0272639547
## Branded.clothing -0.2616647490 -0.0004734749 0.0457824133
## Entertainment.spending -0.0367875341 -0.2237185942 0.0037312796
## Spending.on.looks -0.0153260316 -0.0711628013 -0.1145184650
## Spending.on.gadgets 0.2055049419 0.0122239026 -0.0697257266
## Spending.on.healthy.eating 0.0778936525 -0.0125139879 0.0735354551
## Age 0.0321931688 -0.0581903388 -0.0152448157
## Height -0.1193756974 -0.0304513227 0.0384105822
## Weight -0.1547224034 0.0574621015 0.0596274773
## Number.of.siblings 0.0623374468 -0.0723671146 0.0121385675
## Gender 0.0348505913 -0.0041385025 0.0068115974
## Left...right.handed 0.0314005929 0.0244358009 0.0069919178
## Education -0.0008664268 0.0407754131 -0.0224650307
## Only.child 0.0709580207 -0.0072700423 -0.0832533837
## Village...town -0.0306337645 -0.0712701720 0.0250749774
## House...block.of.flats -0.0737032198 0.0281747123 -0.0114898405
## PC103 PC104 PC105
## Music -0.1558658225 -0.0224896047 -0.0270096051
## Slow.songs.or.fast.songs 0.0901409343 0.0528695067 -0.0791428007
## Dance -0.0710653536 0.0935564881 0.0300610862
## Folk 0.2002766747 -0.0156001254 -0.0997727084
## Country -0.0188170087 0.1096364321 0.0117072942
## Classical.music 0.0776507078 0.1179037548 -0.0676650211
## Musical -0.0936108872 -0.1002242482 0.0621870232
## Pop -0.0650620246 0.0729452785 -0.0975822766
## Rock 0.1358303982 0.0469744932 0.0274771344
## Metal.or.Hardrock -0.0149462228 -0.0668646355 0.0482698990
## Punk -0.0470422489 -0.0469067374 0.0193826524
## Hiphop..Rap 0.1269034624 -0.0258625208 -0.0577850583
## Reggae..Ska 0.0451602597 0.0399769845 0.1481405565
## Swing..Jazz 0.0964707656 -0.0223595737 -0.0070291801
## Rock.n.roll -0.1228797862 -0.0475645013 0.0890726978
## Alternative -0.0562994356 -0.1060495813 -0.0892034146
## Latino -0.0710320788 -0.0015976758 0.0959599933
## Techno..Trance 0.0651364507 -0.0624868031 0.0590086143
## Opera -0.0595459115 -0.0280312497 0.0135633466
## Movies 0.1307111885 -0.0631624363 0.0476048989
## Horror -0.0469276415 -0.1632839559 0.0554040191
## Thriller -0.0013160278 -0.0516466549 -0.0539922055
## Comedy -0.0310284698 0.0908007587 0.0369884991
## Romantic 0.2061746449 -0.0510886971 -0.1251923124
## Sci.fi -0.1367738117 0.0261561422 0.0258389508
## War 0.0361990126 0.2497978552 -0.1636662548
## Fantasy.Fairy.tales -0.0369926474 0.0607644094 -0.0269621343
## Animated -0.1115379786 0.0398559668 0.0012418888
## Documentary -0.0151126744 -0.0580178080 -0.0602790946
## Western -0.0152390337 -0.1257391737 -0.1056234777
## Action -0.0172692027 0.0133114954 0.0058353527
## History -0.0810959339 0.0324778592 0.1023564293
## Psychology 0.0150634147 0.0856910281 -0.1227823780
## Politics 0.0479104966 0.0567740276 -0.0723624047
## Mathematics 0.0314972431 0.0901460791 -0.0140632887
## Physics -0.0534335679 0.0336440470 0.0237707662
## Internet 0.0625385601 -0.1264484414 0.0681863251
## PC 0.0509791698 -0.0371696242 0.1307982400
## Economy.Management 0.0404231251 -0.0242552518 -0.0386401368
## Biology 0.0703291405 0.0321403011 0.0094081462
## Chemistry 0.0685177682 -0.0727654677 0.1372830528
## Reading 0.1295048697 0.1348368949 0.0823222676
## Geography -0.0028591572 -0.0695433002 -0.1337189113
## Foreign.languages -0.1982197116 0.1343370749 0.1335274256
## Medicine -0.0473711616 -0.0130877336 -0.0283437479
## Law -0.0194228601 -0.1532688679 -0.0186755970
## Cars 0.1040582192 0.1754426925 0.0651978316
## Art.exhibitions 0.0481902471 0.0536421422 0.0132319645
## Religion -0.1561592388 -0.0815834159 0.0330755036
## Countryside..outdoors 0.0865855458 0.0385735090 0.0891039019
## Dancing -0.1502499713 -0.0575751391 -0.0464284346
## Musical.instruments 0.0288550384 0.0541577678 -0.0758842429
## Writing -0.0295020052 0.1001928116 0.0988447008
## Passive.sport -0.1147844539 0.0634352252 -0.1066226497
## Active.sport -0.0743938027 -0.0816837063 0.0300494676
## Gardening -0.0890802510 -0.1515754974 0.0022953281
## Celebrities -0.1401015065 0.0775482366 -0.1462051503
## Shopping 0.0608348530 -0.0324699830 -0.0749167818
## Science.and.technology 0.0929039234 -0.0333409875 -0.0068713402
## Theatre 0.0317984431 -0.0666894573 -0.0466164755
## Fun.with.friends 0.0302974423 -0.0185675608 -0.0298379872
## Adrenaline.sports -0.0276530532 -0.0281156099 -0.0173993435
## Pets 0.0754199556 0.0566669713 -0.0035530599
## Flying 0.0312483239 -0.0914898384 0.0578844897
## Storm 0.1096138850 0.1522735552 -0.0249294667
## Darkness -0.0282626730 -0.1824010319 0.0482998148
## Heights -0.1306721160 -0.0429206364 0.0388437920
## Spiders 0.0001759129 0.0163004082 -0.0218320153
## Snakes 0.1192021051 -0.1975825279 0.0281348174
## Rats -0.0748606412 0.0903772614 0.0640693691
## Ageing 0.0561955164 0.1379764373 -0.0664603494
## Dangerous.dogs -0.1152482598 0.0911474501 0.0623743503
## Fear.of.public.speaking 0.0765941339 0.0249614867 -0.1759295849
## Smoking -0.0203762416 0.0694164209 -0.0556215067
## Alcohol 0.0386197409 -0.0679765032 0.0020739806
## Healthy.eating -0.0644706513 0.0716069020 -0.0489110135
## Daily.events 0.1149865326 -0.0105884974 0.1489435917
## Prioritising.workload -0.0629735503 0.0645705279 0.0660559207
## Writing.notes -0.1220897665 -0.0407557810 -0.0956375705
## Workaholism -0.0271924068 -0.0347571281 -0.2283442720
## Thinking.ahead 0.0475155886 0.1095082550 0.2134822137
## Final.judgement 0.0574599279 -0.0551746634 0.0279725404
## Reliability 0.0377759724 -0.1158979977 0.0303428069
## Keeping.promises 0.1096096779 -0.0790740772 -0.0371141631
## Loss.of.interest -0.0400530102 -0.0660980224 0.0636390227
## Friends.versus.money -0.0110628835 0.0472911817 0.0287170146
## Funniness 0.0499997824 0.0618955239 -0.0517065859
## Fake 0.0645937279 -0.0613360452 0.0779554825
## Criminal.damage -0.0282005237 -0.0240202278 0.0323937962
## Decision.making -0.0353764351 0.1082953827 0.0192380323
## Elections 0.0098475593 -0.0280697470 0.0671951488
## Self.criticism -0.1590973872 -0.1324457266 -0.0246937148
## Judgment.calls 0.0536285573 0.0586303700 -0.0834487566
## Hypochondria 0.0299881492 0.0863812549 0.0050131847
## Empathy 0.1320596080 -0.1719069727 -0.0166352226
## Eating.to.survive 0.0034054615 0.0349122760 -0.1169908021
## Giving -0.0199508144 -0.1008673796 -0.0043524182
## Compassion.to.animals -0.0460414640 0.0087260326 0.0157753723
## Borrowed.stuff -0.0848555322 -0.0757482237 0.0404475990
## Loneliness 0.1323191134 0.1072318728 0.0243729205
## Cheating.in.school 0.0096130644 0.0783091790 0.1519200322
## Health -0.0990706330 -0.0666658273 -0.0653479239
## Changing.the.past 0.0137845289 -0.1161874146 0.1491927594
## God 0.0271741406 0.0578073187 -0.0009177268
## Dreams -0.0689877007 -0.0989375139 0.0048205704
## Charity -0.1460110395 0.0892854080 0.0897342914
## Number.of.friends -0.0424635970 0.0671930905 0.0435819670
## Punctuality 0.1476828313 -0.1064972854 0.1767511813
## Lying 0.0147479054 -0.0914894595 -0.0024774507
## Waiting -0.0761306423 0.0446809635 0.0649607144
## New.environment -0.0846415352 -0.1188759636 -0.0356987314
## Mood.swings 0.0133056596 -0.0516822350 0.0579588282
## Appearence.and.gestures 0.0703928125 -0.0465373589 -0.0017828623
## Socializing 0.1297057874 0.0303588380 -0.1159045367
## Achievements 0.0260195081 -0.0715874130 -0.0230495154
## Responding.to.a.serious.letter -0.1666440082 -0.0454102211 -0.1521289556
## Children -0.0588250449 0.0798954988 0.0676514713
## Assertiveness -0.1035225300 0.0413454256 -0.1210885418
## Getting.angry 0.0089617781 -0.0123368997 -0.1191719718
## Knowing.the.right.people -0.0202909617 -0.0066444029 0.1425849558
## Public.speaking -0.1045141582 0.0006566259 -0.0155539013
## Unpopularity -0.0198802188 0.0666682811 -0.0664176664
## Life.struggles -0.1266676178 -0.0439499334 0.0327522741
## Happiness.in.life -0.0223885517 -0.0796571635 0.0456780045
## Energy.levels 0.0026549496 0.1164627390 0.0449329754
## Small...big.dogs -0.0704995895 0.0048457133 0.0523032264
## Personality 0.0002587695 0.0552009567 0.0390843466
## Finding.lost.valuables 0.0725437836 -0.0015575939 -0.0524807199
## Getting.up -0.0291993262 -0.0380144859 -0.1021658424
## Interests.or.hobbies 0.1098077116 -0.0768006076 -0.1241467660
## Parents..advice 0.1871859386 -0.0243204033 0.0495260819
## Questionnaires.or.polls -0.0293187331 0.0170562261 -0.1127273072
## Internet.usage -0.0139689639 0.0376502725 0.0044282050
## Finances 0.0420975309 -0.0296993674 -0.1102845031
## Shopping.centres 0.0361325077 -0.0784644452 0.1095201945
## Branded.clothing -0.0200079476 0.0051890980 0.1190610048
## Entertainment.spending -0.0399456405 0.0223115761 -0.1497405963
## Spending.on.looks 0.0059656939 0.0195241921 0.0239634860
## Spending.on.gadgets -0.0733891870 0.0887418841 -0.1441993237
## Spending.on.healthy.eating 0.0522001639 -0.0301864591 0.1390908519
## Age -0.0265329262 0.0309091265 0.0443969904
## Height -0.1434120981 -0.0375277218 0.0332558805
## Weight -0.0083171458 -0.0989669156 -0.1277215062
## Number.of.siblings 0.0196488352 -0.2071908550 -0.0960911481
## Gender -0.0058216751 -0.0571049939 0.0247848418
## Left...right.handed -0.1403011787 -0.0070450038 -0.0070836648
## Education 0.0618398655 -0.0121367698 -0.0164052873
## Only.child 0.0231377246 -0.1545042740 -0.1593435561
## Village...town -0.0179092581 0.0039889341 -0.0392747648
## House...block.of.flats 0.0105562767 -0.0926313667 0.0502049264
## PC106 PC107 PC108
## Music 0.024073391 3.757151e-02 0.0074159905
## Slow.songs.or.fast.songs 0.039718417 -5.194900e-02 -0.0282658995
## Dance -0.143952280 1.217839e-01 0.0487070756
## Folk 0.020456285 8.605241e-02 -0.0524868929
## Country -0.026640208 -1.099165e-01 0.0642178103
## Classical.music -0.079360097 -9.158202e-02 0.0721188161
## Musical 0.002943176 1.195480e-01 0.1107669623
## Pop -0.072726455 1.176265e-03 -0.0361797752
## Rock 0.003228488 2.975689e-01 -0.0488335342
## Metal.or.Hardrock 0.072811218 -8.620321e-02 0.1431351270
## Punk -0.063103261 4.604079e-02 0.0175046832
## Hiphop..Rap 0.054139204 -9.282863e-02 -0.1123471946
## Reggae..Ska -0.162647122 -3.066730e-02 0.0922364059
## Swing..Jazz 0.180946567 2.541460e-02 0.0545036305
## Rock.n.roll -0.044982330 -1.890054e-01 -0.1772099119
## Alternative -0.024222274 3.242134e-02 -0.0019859758
## Latino 0.105389825 7.688501e-02 -0.0636046187
## Techno..Trance 0.115988844 2.399230e-02 0.0357855153
## Opera 0.075606081 7.911941e-04 -0.1011685763
## Movies 0.025095497 -8.674093e-02 0.0275531613
## Horror 0.014412264 -7.641114e-03 0.0041190556
## Thriller 0.025121106 9.377245e-02 -0.0798215731
## Comedy 0.133540831 -5.175946e-02 0.0166457518
## Romantic -0.146003458 -6.469559e-02 -0.0870868703
## Sci.fi -0.089009347 2.916804e-02 0.0528344388
## War -0.021581065 -7.412315e-02 -0.0318960111
## Fantasy.Fairy.tales 0.009093142 -1.107952e-01 0.0977626987
## Animated -0.037388389 7.624903e-02 -0.0044403877
## Documentary -0.062235042 1.206252e-01 -0.0093861325
## Western 0.076951660 -6.987344e-03 -0.0148878853
## Action 0.065374274 -2.198147e-02 0.0642975029
## History -0.003704092 -8.391811e-02 -0.0424827193
## Psychology -0.065004107 5.072349e-02 0.0007435899
## Politics 0.021962645 3.329509e-02 0.0149506037
## Mathematics 0.118654627 -8.530409e-02 -0.0324070232
## Physics -0.123456144 3.842211e-02 0.0004263132
## Internet -0.072708991 -1.275223e-02 -0.0923557522
## PC -0.106300749 1.015314e-02 -0.0606608455
## Economy.Management 0.016980806 -7.055924e-03 -0.0058790240
## Biology 0.013160915 3.204155e-03 -0.0188402428
## Chemistry 0.040734846 -1.280937e-01 -0.0429493006
## Reading -0.127794226 2.040638e-02 -0.0205361103
## Geography 0.021435043 -6.241953e-02 0.1175173629
## Foreign.languages 0.131496507 1.083787e-02 -0.0767834444
## Medicine -0.025836544 4.814254e-03 0.0988581916
## Law -0.084278239 1.281921e-01 0.0760826373
## Cars 0.177075330 1.198221e-01 -0.1209523202
## Art.exhibitions 0.166763504 3.383794e-02 -0.0203925393
## Religion -0.008686497 -8.403140e-02 -0.0077306183
## Countryside..outdoors -0.135877763 5.703985e-02 -0.0071348794
## Dancing -0.093194368 1.202832e-01 -0.0667465412
## Musical.instruments -0.060112302 -7.173225e-03 -0.0433548091
## Writing -0.037227904 9.258000e-02 -0.0010111225
## Passive.sport -0.015114378 -6.404852e-02 0.0090901294
## Active.sport 0.034907784 -1.091900e-01 -0.0422423318
## Gardening -0.035580102 2.784325e-02 -0.0224141622
## Celebrities 0.073183111 6.780088e-02 0.0306406155
## Shopping -0.059214272 -6.285838e-02 0.0433609274
## Science.and.technology 0.047982556 -2.834540e-02 0.1422093272
## Theatre 0.066040645 -1.568845e-01 -0.1528542585
## Fun.with.friends -0.123274841 -1.026858e-02 0.1235017833
## Adrenaline.sports 0.075014690 -6.704673e-02 -0.1788646435
## Pets 0.055541157 -1.852836e-02 -0.0507351640
## Flying -0.028353619 -7.755542e-02 0.0585406048
## Storm 0.077032575 1.232578e-01 0.0317065993
## Darkness -0.101621818 -7.773671e-02 -0.0453443920
## Heights 0.020609953 -2.031344e-02 0.0114089956
## Spiders 0.132951150 1.112994e-01 -0.1715327194
## Snakes -0.062898519 3.075613e-02 -0.0146086959
## Rats -0.118629861 -9.071106e-02 0.2552291246
## Ageing 0.013318498 3.185120e-02 0.0505760645
## Dangerous.dogs 0.157755986 -4.578010e-02 -0.0121975703
## Fear.of.public.speaking 0.057040314 -7.354736e-02 -0.0880317801
## Smoking 0.149914434 -1.644258e-01 0.0320838201
## Alcohol 0.028903484 1.206750e-01 -0.0061671570
## Healthy.eating -0.086794706 1.966648e-02 0.0771210453
## Daily.events 0.036703116 3.314642e-02 -0.0316612619
## Prioritising.workload 0.075844016 -9.283924e-03 0.0477573566
## Writing.notes 0.118579887 6.718305e-02 0.0598336400
## Workaholism -0.180634255 -8.778078e-02 -0.0687325170
## Thinking.ahead -0.010736112 -8.457859e-02 -0.0836400151
## Final.judgement 0.017593061 -1.035206e-01 -0.0498884441
## Reliability -0.142119182 1.107765e-02 -0.0425846434
## Keeping.promises 0.100735153 6.274822e-03 0.0377489688
## Loss.of.interest 0.027208583 -9.389871e-02 0.1818928483
## Friends.versus.money 0.096831899 -4.218232e-03 0.1082226250
## Funniness -0.025649063 3.856855e-02 -0.0533887715
## Fake -0.077436382 -3.207424e-03 0.0229654166
## Criminal.damage -0.095792021 6.349649e-02 -0.0265048318
## Decision.making -0.092994707 -1.349958e-02 -0.0256623907
## Elections 0.123622830 -7.880608e-02 0.0542751080
## Self.criticism 0.042430273 4.127160e-02 -0.0146978561
## Judgment.calls -0.104648866 4.939732e-03 0.1296491303
## Hypochondria 0.066916947 -5.459622e-02 0.0888108066
## Empathy 0.097318883 -9.597650e-02 -0.0450520436
## Eating.to.survive -0.053089039 3.954257e-02 -0.1189418874
## Giving 0.039458496 -3.067815e-02 -0.0427511584
## Compassion.to.animals 0.027065269 5.249046e-02 0.1512120398
## Borrowed.stuff -0.067641265 4.270664e-03 0.0371853757
## Loneliness 0.062285497 -1.238963e-01 0.0797574209
## Cheating.in.school -0.214530505 -1.221069e-01 -0.0052464484
## Health 0.014009181 7.856749e-02 -0.1181083917
## Changing.the.past 0.029746119 8.821748e-02 0.0875237233
## God 0.078819236 1.068411e-01 -0.0488702437
## Dreams 0.073851692 1.272533e-01 0.0023740926
## Charity -0.071765174 9.351866e-02 0.0235155732
## Number.of.friends -0.094129547 2.887320e-02 -0.0208089962
## Punctuality 0.057605458 -2.833658e-02 0.0781097470
## Lying 0.055693155 -8.844908e-02 -0.0727134923
## Waiting 0.042103567 -3.118108e-02 -0.0013534430
## New.environment 0.034002245 -5.829750e-02 -0.0517281937
## Mood.swings -0.007840380 1.453263e-02 0.0123659804
## Appearence.and.gestures 0.057544214 7.662718e-02 0.0043984101
## Socializing -0.016746260 1.406203e-01 0.0442215306
## Achievements 0.028405971 6.726114e-02 0.0133805211
## Responding.to.a.serious.letter 0.062355780 -7.627271e-02 -0.0328466420
## Children 0.074264052 5.229370e-02 -0.0668594054
## Assertiveness 0.009874093 -5.788113e-03 -0.1846046807
## Getting.angry -0.042161493 -9.889237e-02 -0.0906217918
## Knowing.the.right.people 0.036169821 -1.098043e-01 -0.0537613147
## Public.speaking 0.094431612 7.442816e-02 0.0891376510
## Unpopularity 0.003884638 -1.380203e-01 0.0777281648
## Life.struggles 0.023627895 -8.492056e-02 0.0129197059
## Happiness.in.life -0.031764233 -1.120681e-01 -0.0327189945
## Energy.levels 0.089857086 -8.879715e-03 0.0512440205
## Small...big.dogs -0.023059016 -2.960846e-02 0.1043318253
## Personality 0.033978845 -1.631964e-01 0.1133993450
## Finding.lost.valuables -0.121330220 -1.837035e-01 -0.0178283417
## Getting.up -0.014056630 -3.417318e-02 -0.0024214986
## Interests.or.hobbies 0.117436939 -1.670424e-02 0.2046919141
## Parents..advice -0.140790115 5.368541e-02 0.0630162316
## Questionnaires.or.polls -0.019772679 -3.620857e-02 -0.0587890046
## Internet.usage 0.147914505 6.582029e-04 -0.0042036599
## Finances 0.056984524 6.907809e-02 0.0863209127
## Shopping.centres -0.093973442 -7.347393e-02 0.0405258190
## Branded.clothing 0.075006670 1.369210e-01 0.0859074072
## Entertainment.spending -0.167815303 1.307731e-01 -0.0865171667
## Spending.on.looks -0.013569203 -1.002741e-01 -0.0436710241
## Spending.on.gadgets 0.060587966 -1.562524e-01 0.1206250486
## Spending.on.healthy.eating 0.087023003 1.511597e-01 -0.1283582608
## Age -0.055721813 1.864138e-02 0.1844526293
## Height -0.040956014 -1.711320e-03 -0.0931352601
## Weight -0.072020722 2.937085e-03 0.0256591168
## Number.of.siblings 0.093724419 5.949790e-02 0.1725353264
## Gender -0.019081482 -5.685022e-05 0.0399974306
## Left...right.handed -0.031950524 5.254647e-05 0.0709789670
## Education 0.013171913 -1.077840e-01 -0.1044251043
## Only.child 0.103279582 1.754956e-02 0.1902729397
## Village...town -0.014181672 4.026468e-02 0.0971432510
## House...block.of.flats 0.040313415 -6.643398e-02 -0.1579888013
## PC109 PC110 PC111
## Music 0.0497366108 0.1228684520 -0.0521440667
## Slow.songs.or.fast.songs 0.0119372622 -0.0908449449 0.0631091543
## Dance -0.1022773077 -0.0317030911 0.0286564532
## Folk 0.0546929476 0.0651474872 -0.0832024804
## Country -0.1076206993 -0.1813523679 0.0621561952
## Classical.music -0.0100150624 -0.0096243259 -0.1804255554
## Musical 0.0201580433 0.0499546522 0.1410656290
## Pop 0.0769044142 0.1418877787 0.0617768470
## Rock 0.0042042658 0.0771121433 -0.0485334458
## Metal.or.Hardrock 0.1106645092 -0.1576758703 -0.0144077492
## Punk 0.0632877510 0.0871532962 0.0722887816
## Hiphop..Rap 0.1071059806 -0.1017372724 -0.0624616906
## Reggae..Ska -0.0477553041 0.1364578424 -0.0411329216
## Swing..Jazz 0.0911718229 -0.1283325862 0.0684608132
## Rock.n.roll -0.1735215597 0.0190882163 -0.0799427383
## Alternative 0.0571946770 -0.0422162021 -0.0099904401
## Latino 0.0234360452 -0.0262125717 0.0813839666
## Techno..Trance 0.0735562597 0.0612022954 -0.0289054540
## Opera -0.0553451625 0.0451056624 0.1248458970
## Movies 0.0124267005 0.1101354775 0.2084232907
## Horror 0.1759589620 0.0422739475 -0.0237155077
## Thriller -0.1136039710 0.0134394607 -0.1039863699
## Comedy 0.0544243850 0.0272113529 0.0194584309
## Romantic -0.0916556478 -0.0666519895 -0.0500147674
## Sci.fi 0.0142028521 -0.1014359247 -0.1000207025
## War 0.1148555549 0.0075919741 0.0354020303
## Fantasy.Fairy.tales -0.0763047388 0.0486677192 -0.0425205719
## Animated 0.0149973599 0.0006951614 0.0819035223
## Documentary 0.0229410280 -0.1108192617 -0.0094963147
## Western 0.2740713837 0.1881904584 -0.0600272767
## Action -0.0890280207 -0.1487182670 -0.1637156807
## History -0.1517793340 0.0954442775 0.0944599114
## Psychology -0.0196200480 -0.0318615330 -0.0877418337
## Politics -0.0751198606 0.0356486130 -0.0309604658
## Mathematics -0.0057557127 0.0498946637 0.0871933406
## Physics -0.0874537788 -0.0239768931 -0.1086139766
## Internet 0.0690897223 -0.0296365794 0.1399688709
## PC -0.1093330613 -0.0302153902 0.0716488347
## Economy.Management 0.1585356749 -0.0191224236 -0.0189231846
## Biology 0.0054023737 -0.0188639328 0.0188441713
## Chemistry -0.0693629172 0.0712684434 0.0329526997
## Reading 0.0186214384 -0.1623040609 0.0116768761
## Geography -0.0398398119 -0.0585229009 0.0067545120
## Foreign.languages 0.0425393051 0.0355517458 -0.1716933211
## Medicine 0.1047855852 -0.0616873985 -0.0340189325
## Law -0.1019349135 -0.0148445444 0.0347124340
## Cars 0.0037242605 -0.0396218390 -0.0326085852
## Art.exhibitions 0.0475454367 -0.0420738276 0.0451995052
## Religion 0.0508331204 -0.0120646406 -0.0425508394
## Countryside..outdoors 0.0804231798 -0.0364409871 -0.0848980244
## Dancing 0.0825945562 0.0735273979 -0.0259594921
## Musical.instruments -0.0539641699 -0.1150998993 0.1837188920
## Writing 0.0796393452 0.0986390629 0.0105942808
## Passive.sport -0.0808359770 -0.0337264427 0.0109263040
## Active.sport -0.0637176471 -0.1432288176 -0.0306253751
## Gardening -0.0711238391 -0.0070733502 -0.0029014263
## Celebrities 0.0052530931 -0.0502139094 -0.1185959106
## Shopping 0.0284600135 -0.0746574430 -0.0604555358
## Science.and.technology 0.0071518888 0.0906406286 -0.0166088287
## Theatre -0.0371815418 0.0492013428 -0.0475521573
## Fun.with.friends -0.0380779690 -0.0412084816 -0.0131141460
## Adrenaline.sports -0.0804664776 0.0937700558 0.0540004951
## Pets 0.1255110657 0.1022877483 -0.0485303158
## Flying -0.0138246831 -0.0282469215 -0.1472629328
## Storm 0.0093290455 0.1372313321 0.0961701387
## Darkness 0.0172429903 -0.0459650169 -0.0460100662
## Heights -0.0569554057 0.0461972443 0.0801374872
## Spiders -0.1049225258 0.0039556051 -0.0652853322
## Snakes -0.0192329012 0.0254542229 0.1017843941
## Rats 0.1212034033 -0.0228336663 -0.0154725317
## Ageing -0.0681330584 0.1006000079 0.0388021946
## Dangerous.dogs 0.0297865378 0.0839098676 -0.0577889365
## Fear.of.public.speaking -0.1180022915 -0.1157755672 0.1716240072
## Smoking -0.0022866365 -0.0581747601 0.1026078386
## Alcohol -0.1531130848 -0.0316416264 -0.0105931616
## Healthy.eating -0.0362796310 0.0590717337 0.1159107860
## Daily.events -0.0674182738 0.0080141979 -0.0010820170
## Prioritising.workload -0.1573153254 0.0125932898 0.0793683425
## Writing.notes -0.0838314675 -0.0066198796 0.0272672582
## Workaholism 0.0990454788 -0.0713908858 -0.1094548343
## Thinking.ahead -0.0058962674 0.1046083436 0.0383780577
## Final.judgement -0.0341569425 0.0197066059 -0.0338951826
## Reliability 0.1199293703 -0.0609294630 0.0433302796
## Keeping.promises -0.0048405114 0.0867341096 0.0062854016
## Loss.of.interest -0.0120831280 0.0122217417 -0.0786421077
## Friends.versus.money 0.0057181992 0.0501759151 -0.0231773749
## Funniness 0.1359146527 0.0222905814 0.0469032343
## Fake 0.0006934393 0.0275519732 -0.0535499429
## Criminal.damage -0.0500155204 -0.0111835786 0.0138112886
## Decision.making -0.0279802934 -0.0684615276 0.0577390567
## Elections 0.1037494634 -0.0667280130 -0.1040671561
## Self.criticism 0.0690941332 0.0673549900 0.0211577256
## Judgment.calls -0.1926698978 0.0677433886 -0.0894117536
## Hypochondria -0.1505678683 0.0123744135 -0.0506022865
## Empathy 0.0165515464 -0.1036975109 0.1539021402
## Eating.to.survive 0.0084329185 0.0082907697 -0.0615606768
## Giving -0.1416543301 0.1528057352 -0.1412407331
## Compassion.to.animals -0.0267564441 -0.2332143660 0.0646563770
## Borrowed.stuff 0.0635322434 -0.0004758760 -0.0237887045
## Loneliness -0.0086110384 0.0354046064 -0.1173102539
## Cheating.in.school 0.0542156547 0.1792117896 0.1098578393
## Health 0.1689053573 -0.1766296306 0.0709300096
## Changing.the.past -0.1710237178 -0.0193359498 0.0066168252
## God -0.0367084683 0.0099405032 0.1137885272
## Dreams -0.1832282891 0.0161495847 0.0137864405
## Charity 0.1307631183 -0.0262045356 0.2478262820
## Number.of.friends 0.0618330125 -0.2544917421 -0.1262638707
## Punctuality 0.0212727341 -0.0362112766 -0.0134477775
## Lying -0.0631030389 -0.0619213145 -0.0246892340
## Waiting -0.0182159159 -0.1217412380 0.0206588079
## New.environment -0.1035053653 -0.0082707275 -0.0149446679
## Mood.swings 0.0974336232 -0.1340619192 0.0393138321
## Appearence.and.gestures -0.0217184257 0.0885745912 0.1228200014
## Socializing -0.1187817517 0.0208506827 0.0138058827
## Achievements -0.0383750989 -0.1323997094 0.0043067748
## Responding.to.a.serious.letter 0.0016564898 0.0667506232 0.1491536952
## Children 0.0039173066 -0.0261566448 -0.1085119493
## Assertiveness -0.0076278767 -0.0142794808 0.0326234241
## Getting.angry -0.0149613457 -0.0247475493 -0.0004141813
## Knowing.the.right.people 0.0954770026 -0.0058322571 -0.0071769015
## Public.speaking -0.0663715512 0.0491003137 -0.1538576719
## Unpopularity -0.1262102114 -0.0527095516 0.0685299680
## Life.struggles 0.0297171706 0.1181182061 -0.1978268826
## Happiness.in.life -0.0149182926 0.0882711208 -0.0939976908
## Energy.levels 0.0572178480 -0.0859641536 -0.0335225098
## Small...big.dogs -0.0008438746 0.1475021732 0.0790861140
## Personality 0.0292701002 -0.0450105722 0.0818605442
## Finding.lost.valuables -0.0295010995 0.1540708561 -0.0873081420
## Getting.up -0.0181772150 -0.0254954696 -0.0147474350
## Interests.or.hobbies -0.0336258889 0.1728348942 -0.0112401868
## Parents..advice 0.0749873932 0.0067256725 -0.0774581959
## Questionnaires.or.polls 0.0766343399 0.0725515348 0.0309699578
## Internet.usage -0.0561712161 -0.0634773562 -0.1369590303
## Finances -0.0958999809 0.0265800546 -0.0536355172
## Shopping.centres -0.0897974054 -0.0373204617 0.1069012569
## Branded.clothing 0.1337159235 -0.0185726412 -0.1335147547
## Entertainment.spending -0.0410071542 0.1247590138 -0.0449591971
## Spending.on.looks -0.0079321670 -0.0144285779 0.0033800801
## Spending.on.gadgets 0.0285622847 -0.0068646405 0.0775562580
## Spending.on.healthy.eating -0.0887759060 -0.0600464193 -0.0552455014
## Age -0.1079758557 -0.0109677401 0.0437646589
## Height -0.0658907173 -0.0161548399 0.0394795013
## Weight -0.0558086178 0.0593831906 -0.0527461814
## Number.of.siblings 0.0421579999 -0.0337129900 -0.0046670370
## Gender 0.0497516524 0.0302119756 -0.0130082378
## Left...right.handed -0.0240837873 -0.0105484795 0.0792783999
## Education 0.0927113826 0.0846974797 0.0408324282
## Only.child 0.0214992212 0.0345371773 0.0671656325
## Village...town -0.0050163424 -0.0076431309 0.0997861152
## House...block.of.flats -0.0520847435 -0.0934981100 -0.0654303440
## PC112 PC113 PC114
## Music -0.0228815868 -0.0263176721 -0.069185938
## Slow.songs.or.fast.songs -0.0626475141 0.0465279145 -0.004482921
## Dance 0.1101969937 0.0772285950 0.111219870
## Folk -0.0222081811 -0.0551989028 -0.064018128
## Country -0.0408534595 0.0495876475 -0.146620109
## Classical.music 0.0485112189 0.1028216427 -0.167516427
## Musical -0.0535813787 -0.0044608854 0.155854459
## Pop 0.0826402699 0.0872055063 0.007862148
## Rock 0.0861594706 -0.0165303264 -0.029896647
## Metal.or.Hardrock -0.0406477897 -0.0081812634 -0.107618591
## Punk -0.0786215740 -0.1099638380 0.049248654
## Hiphop..Rap -0.0474193018 0.0395052314 -0.249682581
## Reggae..Ska -0.0338782760 -0.0252954310 0.030527276
## Swing..Jazz -0.0024716335 -0.0153394950 0.111457235
## Rock.n.roll -0.0760502794 -0.0455472847 -0.074452880
## Alternative 0.1298646989 0.1698242317 0.043650498
## Latino -0.0139392138 -0.1234206760 0.032222616
## Techno..Trance -0.0406225067 -0.1781505616 -0.040945195
## Opera 0.1383215105 -0.0537340734 -0.075822525
## Movies -0.0157002265 0.0180872015 -0.073021557
## Horror 0.1698822913 -0.1470977892 0.083346556
## Thriller -0.0401261152 0.0879742666 -0.036479945
## Comedy 0.0290268511 -0.1266545077 0.077202748
## Romantic 0.1351488467 -0.0287639850 -0.034681349
## Sci.fi -0.1266010954 0.1163056736 0.068635721
## War -0.0051917846 -0.0585915847 0.016401716
## Fantasy.Fairy.tales -0.0037325342 0.0002906126 -0.033656662
## Animated 0.0028851809 0.0403479276 -0.030724262
## Documentary 0.0376928166 -0.0898077679 0.052175646
## Western -0.0231258538 0.1599412338 0.100370142
## Action -0.0424456378 -0.0899325542 0.026649660
## History -0.0494303006 0.0009482182 -0.037306659
## Psychology 0.0718043575 -0.0017201327 0.142719259
## Politics 0.0426716600 0.0046823066 0.157985686
## Mathematics -0.0089067710 -0.0550687349 -0.068126213
## Physics 0.0165182352 -0.0082063828 0.016464030
## Internet -0.0053024937 0.0742793239 0.012985358
## PC 0.0058894739 0.0201448529 -0.107628360
## Economy.Management 0.0539894756 0.1214231092 -0.002525281
## Biology -0.0415480408 0.0704369501 0.004955536
## Chemistry -0.0421529849 0.0359204314 -0.016694309
## Reading -0.0014048082 0.1115469790 0.011277464
## Geography 0.2360735611 -0.0129288659 -0.056285986
## Foreign.languages -0.0538311976 -0.0096207158 0.070231736
## Medicine 0.0276355038 0.0057319375 0.056795359
## Law -0.1483681790 -0.1144748812 -0.043745296
## Cars 0.0657479484 -0.0445759926 0.033466133
## Art.exhibitions 0.0959873385 -0.0886196130 0.043756081
## Religion 0.1275760523 0.2451062401 0.020647089
## Countryside..outdoors -0.0745218621 -0.1040135860 -0.003306928
## Dancing 0.0887687149 0.0680855954 -0.084056108
## Musical.instruments -0.1072311815 0.0293803102 0.165786155
## Writing 0.0008733185 -0.1390729025 -0.109991273
## Passive.sport -0.0540159314 0.1221032790 -0.017659503
## Active.sport -0.0101390936 0.0421717424 0.110967857
## Gardening 0.0006285512 -0.0722403797 0.001164731
## Celebrities -0.1648173323 -0.0039183481 -0.092751118
## Shopping -0.0412548987 0.1118767141 0.046938578
## Science.and.technology 0.0065723036 0.0780265407 -0.003615633
## Theatre -0.0466097207 -0.0493217133 -0.089131494
## Fun.with.friends 0.0736404032 0.0280294789 0.002892151
## Adrenaline.sports -0.0439180636 -0.0762922305 -0.060138934
## Pets 0.2255290265 0.1103501067 -0.073637763
## Flying -0.0549132190 -0.0316422108 -0.131078041
## Storm 0.0737096956 0.0564162125 0.122770947
## Darkness 0.1339015097 -0.1539594215 -0.080142681
## Heights -0.0443197184 0.0679009245 0.090230894
## Spiders 0.0019157996 -0.1063071460 -0.013861434
## Snakes -0.0526989876 0.1778876337 0.061873774
## Rats 0.0386537582 -0.0493277901 -0.142295113
## Ageing -0.0324172663 0.0273629751 -0.007364602
## Dangerous.dogs 0.0773546244 -0.0538836013 0.098214457
## Fear.of.public.speaking -0.1565668153 0.0351914200 0.139437943
## Smoking -0.0622777871 0.2013710332 0.022937865
## Alcohol 0.0223501704 -0.0516692252 -0.071063163
## Healthy.eating 0.0214940234 -0.1394622963 -0.065304837
## Daily.events 0.0059426126 0.0216576924 -0.030878636
## Prioritising.workload 0.0182966070 0.0012939169 -0.117247506
## Writing.notes 0.0875964561 0.0717832160 -0.008309968
## Workaholism -0.1886391322 -0.0831830173 0.108144559
## Thinking.ahead 0.0319660666 0.1008469997 0.047628755
## Final.judgement 0.0159750040 -0.0673820091 0.062302086
## Reliability -0.1016249663 0.0085674203 0.151834476
## Keeping.promises 0.0337676323 0.0383696643 -0.072827117
## Loss.of.interest 0.0510431687 -0.0725735378 -0.006952395
## Friends.versus.money -0.1090889593 0.0597834358 0.065172232
## Funniness -0.0478681455 -0.0102009086 -0.053263965
## Fake 0.0162319798 -0.0084689568 -0.021874577
## Criminal.damage 0.0815279642 0.0866716250 -0.055113172
## Decision.making 0.0075552756 -0.0633444786 -0.062470053
## Elections 0.0053175624 0.0169113935 -0.108209318
## Self.criticism 0.0716374271 -0.0411690699 -0.094919554
## Judgment.calls -0.1261533724 0.0571730533 -0.021098872
## Hypochondria 0.0552241677 -0.0345197083 -0.014374991
## Empathy 0.1063035221 -0.0013809500 -0.038245323
## Eating.to.survive 0.0630553553 0.1784849303 -0.042864244
## Giving 0.0259936664 -0.0101058261 0.072104930
## Compassion.to.animals -0.0937130790 -0.0539238680 0.041488367
## Borrowed.stuff -0.0226076092 0.0164150389 0.046240464
## Loneliness 0.1810577822 -0.0925466310 0.215545438
## Cheating.in.school -0.0348018103 -0.0968583378 -0.008019151
## Health 0.0488678712 -0.0227740114 -0.143328062
## Changing.the.past -0.0201887077 0.1196375283 0.078778350
## God -0.0988169636 -0.0866305164 -0.042596345
## Dreams 0.0643953011 0.0206358664 0.027382166
## Charity -0.1198940662 0.0374054137 -0.071759627
## Number.of.friends 0.2108369438 -0.0749799177 0.148982382
## Punctuality -0.1296115126 0.0071788784 0.053990398
## Lying 0.0268600900 -0.0240666513 0.030563146
## Waiting 0.1395743568 0.0104332696 -0.001999146
## New.environment 0.0446023278 0.0521325065 -0.092636530
## Mood.swings -0.0300578656 0.0365988280 -0.163005227
## Appearence.and.gestures -0.0489506981 -0.0299615811 -0.049518188
## Socializing -0.1113640579 0.0521048871 -0.077041966
## Achievements 0.0396127498 -0.0135496485 -0.028574646
## Responding.to.a.serious.letter 0.0967432243 0.0033433878 0.103070891
## Children -0.0635580992 0.0002813907 0.041873954
## Assertiveness -0.0229753430 -0.1128319804 0.014005778
## Getting.angry 0.0449196473 0.0359834859 0.180721355
## Knowing.the.right.people -0.1024431585 0.1191933643 0.120207842
## Public.speaking 0.0791488515 0.1071035702 -0.114368375
## Unpopularity 0.0563921021 -0.0333168421 -0.079712310
## Life.struggles -0.2559380291 0.1118074075 -0.017807093
## Happiness.in.life -0.0150994802 -0.0525364428 0.137918066
## Energy.levels 0.0417688597 0.1347498986 -0.038794319
## Small...big.dogs 0.0817462358 0.0431202116 0.135130196
## Personality 0.0458811009 -0.0380868702 -0.107215459
## Finding.lost.valuables 0.0361012142 -0.0206281865 -0.066650436
## Getting.up -0.0813628665 0.0045594141 0.085172521
## Interests.or.hobbies -0.0540097543 0.0905330222 0.037182383
## Parents..advice -0.0071581506 -0.0431623166 0.098300625
## Questionnaires.or.polls -0.0700086361 -0.0625811535 0.046918469
## Internet.usage -0.0800314671 -0.0338148477 0.056545382
## Finances 0.0350187967 -0.0703769620 0.065772918
## Shopping.centres 0.0655309607 -0.0513502765 0.077436817
## Branded.clothing -0.1580300269 -0.0182983262 -0.018737241
## Entertainment.spending -0.0089593310 -0.0875488003 -0.112908273
## Spending.on.looks 0.1545045574 0.0074637462 0.046097393
## Spending.on.gadgets -0.0774034427 -0.1968572454 0.027623065
## Spending.on.healthy.eating -0.0005954327 0.1848036724 -0.024114820
## Age 0.0632867373 -0.0563310586 0.066291739
## Height 0.0044546327 0.1085348033 0.008051442
## Weight 0.0217892815 -0.0608281500 0.074025304
## Number.of.siblings -0.0514296433 -0.1027101030 0.001888457
## Gender 0.0726712419 -0.0158512588 -0.066585200
## Left...right.handed 0.0641808192 -0.0205577876 -0.025579769
## Education -0.1095986932 0.0598593618 -0.029644985
## Only.child -0.0256043086 -0.0327563062 -0.064199268
## Village...town -0.0092469560 0.0901160053 -0.062489554
## House...block.of.flats -0.0643586558 -0.1572712106 0.099736110
## PC115 PC116 PC117
## Music 0.0587384565 0.0130712199 0.0107106153
## Slow.songs.or.fast.songs 0.0711337478 -0.0222747945 0.0073427008
## Dance -0.0018656543 0.0683309173 0.0987769462
## Folk 0.1761387294 0.0568334951 0.0814382380
## Country 0.0209341467 -0.2164247552 -0.0376484566
## Classical.music -0.1200803376 0.1149458518 -0.0312723325
## Musical 0.0784461792 -0.0372697433 0.0292400713
## Pop 0.1187846721 -0.2071802107 -0.0339024545
## Rock 0.0220624931 -0.0499364319 -0.0460280898
## Metal.or.Hardrock 0.0301665819 0.1216392190 0.0192144581
## Punk -0.0702371605 -0.0774451794 0.0466812795
## Hiphop..Rap -0.0308267036 -0.0540945570 0.0233129897
## Reggae..Ska 0.0664940656 0.0238081334 -0.0048517894
## Swing..Jazz -0.0034204632 0.0765553076 -0.1281497826
## Rock.n.roll 0.0243768966 -0.0299091099 0.1389247627
## Alternative -0.0614067720 -0.0774917573 -0.0967168457
## Latino -0.1539582596 0.0888034582 -0.0475839406
## Techno..Trance 0.0443397517 0.0578442420 -0.0714169363
## Opera -0.0816884086 -0.0880801263 0.0039345021
## Movies 0.0243896609 0.1164302444 0.0350301427
## Horror -0.0078030737 -0.0148574160 -0.0226483912
## Thriller -0.0920361461 -0.0111471249 -0.0009652079
## Comedy -0.0326703021 -0.0125773204 0.0299930072
## Romantic 0.0522788396 -0.0642083826 -0.0933877880
## Sci.fi 0.0252628426 -0.0895710083 0.1593268435
## War 0.0113657876 -0.0062606054 -0.0683833919
## Fantasy.Fairy.tales 0.0076789475 0.1418251445 -0.0238476505
## Animated -0.0506717108 -0.0141547996 -0.0188325217
## Documentary 0.0925351508 -0.1901782281 0.0846025817
## Western -0.0032346186 0.1146822605 -0.0420022670
## Action 0.0494471127 0.0028641475 -0.0666020102
## History -0.1497873532 0.0863672739 0.1030554324
## Psychology 0.0945337369 0.0965910018 0.0455548366
## Politics 0.1605557634 -0.0145619546 -0.0418626218
## Mathematics 0.0845916287 -0.0471656788 -0.0624601507
## Physics -0.0662421338 0.1118661825 0.0102853588
## Internet 0.0276401458 -0.0095846746 0.0339610229
## PC -0.1254763428 0.0353998280 0.0383036589
## Economy.Management -0.1147453631 0.0334501729 0.1599629860
## Biology -0.0120525629 -0.0257328893 0.0183947628
## Chemistry 0.0490700353 -0.1136183980 -0.1610216484
## Reading 0.0879318510 0.0599735093 -0.0675819388
## Geography 0.0042162055 -0.0018056327 -0.0115389432
## Foreign.languages 0.0370986761 -0.0837990851 -0.0026106506
## Medicine 0.0056689964 -0.0192159590 0.1792523458
## Law -0.0269547326 -0.0417053760 -0.0829774435
## Cars -0.0135632775 -0.0923935069 -0.0060508908
## Art.exhibitions 0.1674635233 -0.1978825023 0.1596928419
## Religion 0.0783081127 0.0201979408 -0.0883435552
## Countryside..outdoors -0.0391955181 -0.1141256293 -0.0781731764
## Dancing -0.1495520680 -0.0326034354 0.0245127218
## Musical.instruments 0.0878333110 0.1182260676 0.0564444515
## Writing -0.0277122816 -0.0393920229 -0.1165191985
## Passive.sport -0.0996452852 -0.0153603724 -0.0216887392
## Active.sport 0.1149898879 -0.0241663124 -0.1408590392
## Gardening 0.1778353724 0.0380909026 0.0925828794
## Celebrities 0.0876800534 0.1423181867 0.0311982245
## Shopping -0.1217774197 0.0208801936 -0.0498954878
## Science.and.technology -0.0736946048 0.2043442875 -0.1756719028
## Theatre -0.0575493013 0.0321714444 0.1288853882
## Fun.with.friends 0.0655517770 -0.0084693642 -0.1778726751
## Adrenaline.sports 0.0154907786 0.1018215708 -0.0396195612
## Pets -0.1169841717 0.0131336258 0.1036366524
## Flying 0.0496755291 -0.0073395314 0.0966248575
## Storm -0.1725071516 -0.0064002676 -0.0640996724
## Darkness 0.0138593860 0.0907562667 -0.0924591375
## Heights 0.0099560861 0.0549949954 -0.0320777646
## Spiders 0.0511602123 0.1364092937 0.0504572576
## Snakes 0.0048783558 0.0179612652 -0.0512387681
## Rats 0.0671777490 -0.1327311082 0.0217919835
## Ageing 0.0152589664 0.0165532408 0.0219526489
## Dangerous.dogs -0.0545152949 -0.0656144671 0.0861794730
## Fear.of.public.speaking -0.0827832053 -0.0318042807 -0.0103488994
## Smoking -0.0530119614 -0.0708293863 -0.0929416642
## Alcohol 0.0270156736 0.1116470544 -0.0158499765
## Healthy.eating -0.0880886932 -0.0386584824 -0.0470130983
## Daily.events -0.1120639425 -0.0047541447 -0.1201840801
## Prioritising.workload 0.0760141237 0.0719212122 -0.1340897736
## Writing.notes 0.0068584108 -0.0415366087 0.0190107492
## Workaholism -0.1296612498 0.0240007980 0.0456490726
## Thinking.ahead 0.0548409851 -0.0178580597 0.1606872567
## Final.judgement 0.0243268090 0.1001432715 0.0758747070
## Reliability 0.1285602673 0.0781678270 -0.0019746217
## Keeping.promises -0.0075330691 -0.0183224634 -0.0553948595
## Loss.of.interest -0.0682942180 0.0353472285 0.0529168201
## Friends.versus.money -0.0843291703 -0.0526816483 -0.0483133755
## Funniness 0.0423604437 -0.0937758817 0.0368451526
## Fake -0.0879016096 -0.0975497071 -0.1392570052
## Criminal.damage 0.0064069918 -0.0126150376 -0.0895445732
## Decision.making -0.1085714327 -0.0719498411 -0.0576762575
## Elections -0.0635406476 -0.0992786475 0.0409071628
## Self.criticism 0.1665447177 0.1245023461 -0.1264360530
## Judgment.calls -0.1198128291 -0.0827293939 0.0676048476
## Hypochondria 0.0985623204 -0.0432253400 0.0026912094
## Empathy 0.0350094057 -0.0245581810 0.0829911119
## Eating.to.survive 0.0400291068 -0.0326533625 0.0197745463
## Giving 0.0413153565 -0.0702742991 -0.0468051443
## Compassion.to.animals 0.0953578444 -0.0404036990 -0.1013333207
## Borrowed.stuff -0.1294528262 -0.0441244522 0.0215689930
## Loneliness -0.0503706506 0.1967130526 -0.0285264847
## Cheating.in.school 0.1164346162 0.0245798630 0.0598822459
## Health -0.0612842320 0.1777340957 0.0126048350
## Changing.the.past 0.0513913981 -0.0795517660 0.0052504035
## God -0.0960308468 -0.0181486679 -0.0823835296
## Dreams -0.0615444753 0.0654531372 -0.0472102287
## Charity -0.0841445804 0.1198411863 0.0413857586
## Number.of.friends -0.1019425353 -0.0034266261 -0.0059714198
## Punctuality -0.0138181987 0.0379575989 0.1246196884
## Lying -0.0065486910 0.0458895968 0.0444412340
## Waiting -0.1205298915 0.0055061912 -0.1093522534
## New.environment 0.0586300394 -0.0856131272 -0.1623302534
## Mood.swings -0.1335382969 0.0032052632 0.0698920566
## Appearence.and.gestures 0.0085265445 -0.0809015801 0.1191305828
## Socializing -0.0126849967 0.1746221120 0.1183060515
## Achievements 0.0594004251 -0.0460314102 0.1271680194
## Responding.to.a.serious.letter -0.0344741489 0.0529981611 -0.0126889739
## Children 0.0039349603 -0.0018134736 0.0451032377
## Assertiveness 0.1069289408 -0.0106633829 -0.1056197946
## Getting.angry -0.0183879710 -0.1742472428 -0.0271943795
## Knowing.the.right.people 0.1066176584 -0.0002838739 -0.0497798188
## Public.speaking 0.0991882313 0.0280307332 0.0073680877
## Unpopularity -0.0945376933 0.0215054461 0.1279173901
## Life.struggles -0.0316074796 0.0056927073 -0.0617851380
## Happiness.in.life -0.1372715356 0.0364561044 -0.0155354808
## Energy.levels 0.0895160881 0.1610640375 0.2456010587
## Small...big.dogs -0.0574658743 -0.1022688877 0.1583066511
## Personality 0.0187812789 -0.1306167909 -0.0777007968
## Finding.lost.valuables 0.1834398097 -0.0337546385 0.0565546660
## Getting.up 0.0142196567 -0.0228984876 -0.0336920900
## Interests.or.hobbies -0.1100976518 -0.0799803662 -0.0493815817
## Parents..advice -0.0429158536 -0.0033518779 -0.1150055714
## Questionnaires.or.polls 0.0470180482 -0.0866928422 -0.0330491945
## Internet.usage -0.0473371847 -0.1160978782 0.0436125005
## Finances 0.0004615068 -0.0225677417 0.0679011062
## Shopping.centres -0.0400789336 -0.0325234440 0.1320267475
## Branded.clothing 0.0583163419 -0.0125590397 -0.1320450358
## Entertainment.spending -0.0060697507 -0.0836766817 0.0107142456
## Spending.on.looks 0.0334716731 0.0392369723 0.0038675217
## Spending.on.gadgets 0.0234035578 0.0755958988 -0.0096605097
## Spending.on.healthy.eating 0.0002568369 -0.1149575633 0.0950411291
## Age 0.0801998555 0.0675511810 0.0303537211
## Height 0.0955864857 0.0268312695 0.0200904170
## Weight -0.1025410373 0.0170069836 0.0938421357
## Number.of.siblings -0.0203675140 -0.1351592949 0.1002708940
## Gender -0.0085455272 -0.0475412835 0.0974410600
## Left...right.handed -0.0929737469 -0.0268831547 -0.0427378404
## Education 0.0316260760 -0.0881887104 -0.0592275190
## Only.child -0.0224762567 -0.1173274974 0.1248777930
## Village...town 0.1480080008 0.0702337648 0.0123206134
## House...block.of.flats -0.2167977627 -0.0466281820 0.0087341685
## PC118 PC119 PC120
## Music 5.953170e-02 0.015660815 -0.114828700
## Slow.songs.or.fast.songs 1.839063e-02 -0.095009421 0.030506354
## Dance 1.051630e-01 -0.003946961 0.056281069
## Folk 4.963698e-02 0.083445443 0.037054191
## Country -1.181655e-01 0.023767988 -0.050263555
## Classical.music -2.334243e-02 -0.076614020 0.122305135
## Musical 1.821082e-02 -0.158385227 0.005390449
## Pop 7.398285e-02 0.109521797 -0.051153065
## Rock -3.426012e-02 -0.126100282 -0.063411539
## Metal.or.Hardrock 1.745106e-02 0.063644757 -0.086929338
## Punk -9.693824e-02 0.073333471 0.227738946
## Hiphop..Rap -8.093116e-02 0.058057810 0.168277146
## Reggae..Ska 5.836298e-02 0.015737550 -0.048407358
## Swing..Jazz -9.825987e-02 -0.033663835 -0.004330034
## Rock.n.roll 3.820381e-03 0.082637739 0.041072611
## Alternative 1.252203e-01 0.005492897 -0.086864551
## Latino 3.856526e-02 0.064177417 0.001573864
## Techno..Trance -6.543553e-02 -0.009303928 -0.132206874
## Opera -3.390606e-02 -0.013407736 0.087014377
## Movies -8.052787e-02 -0.011631658 0.050409790
## Horror -7.746255e-02 0.049792416 0.009656181
## Thriller 9.596864e-02 -0.131617462 0.009828623
## Comedy 8.314904e-02 0.069060257 0.007839093
## Romantic 3.377457e-02 0.074620960 -0.151384299
## Sci.fi -8.559889e-02 0.087147386 0.059662923
## War 2.340218e-02 -0.119037420 -0.113462989
## Fantasy.Fairy.tales 9.435835e-03 -0.038728470 0.054640078
## Animated -3.241757e-02 -0.007840089 -0.067426247
## Documentary 4.251337e-02 -0.086605721 -0.035271773
## Western 3.567050e-02 0.093318471 0.098749610
## Action 2.977301e-02 0.013552797 -0.126590051
## History 1.514759e-01 0.173127187 0.017060384
## Psychology 1.000009e-01 -0.009444508 0.099139721
## Politics -1.848093e-01 -0.031654519 -0.053661363
## Mathematics 2.413964e-02 -0.010060447 -0.010619315
## Physics -1.103112e-02 -0.084097200 0.018197984
## Internet -4.567977e-02 -0.120703666 -0.042727934
## PC 2.156332e-02 0.018851235 -0.080244532
## Economy.Management 9.841201e-02 0.026910665 0.089356101
## Biology 1.778639e-02 0.176105235 0.016904504
## Chemistry -1.517220e-02 -0.087008361 -0.118313610
## Reading 8.050568e-02 -0.135419734 -0.047331115
## Geography -3.336361e-02 -0.003299449 -0.020419462
## Foreign.languages 5.106512e-02 0.057322497 0.013489875
## Medicine 7.575299e-02 -0.080609604 0.134176135
## Law 1.881696e-02 0.003936393 0.011236057
## Cars -3.121254e-02 -0.064203426 0.052977250
## Art.exhibitions -1.159755e-02 -0.064297977 0.041487561
## Religion -2.773097e-01 0.148092236 -0.053563294
## Countryside..outdoors 1.109378e-01 -0.093500947 0.147116257
## Dancing -1.418122e-01 -0.114114509 0.001125687
## Musical.instruments 8.226840e-02 0.017661000 -0.023662777
## Writing 2.723681e-02 -0.065473360 0.049031003
## Passive.sport 1.771283e-02 -0.005054099 -0.081155667
## Active.sport -8.910796e-03 -0.064622395 -0.049436156
## Gardening 6.454230e-02 0.144704234 0.006431387
## Celebrities -7.429198e-02 -0.043584816 -0.025979426
## Shopping -5.562947e-02 0.020739473 0.100434743
## Science.and.technology -4.645314e-02 0.106325025 0.025465341
## Theatre 5.370669e-02 0.126684377 -0.170302098
## Fun.with.friends -1.601653e-03 -0.027059179 0.161702357
## Adrenaline.sports 7.969163e-02 0.051801928 -0.107374898
## Pets -3.979823e-02 -0.038471795 -0.160201290
## Flying 3.373077e-02 -0.054027355 -0.027583501
## Storm -5.722810e-02 0.184322481 0.010559143
## Darkness 3.091416e-02 -0.088431549 -0.027589707
## Heights 5.000372e-02 -0.022485027 0.093928269
## Spiders -9.925552e-02 0.109505798 -0.073416677
## Snakes -5.177067e-02 -0.057127574 0.025779972
## Rats 1.352820e-01 0.018531726 0.096944892
## Ageing -2.948935e-02 -0.009287932 -0.024604336
## Dangerous.dogs -3.483257e-02 -0.056855310 -0.183299155
## Fear.of.public.speaking -1.539340e-01 -0.077962404 0.088036327
## Smoking 1.308089e-01 0.023491893 -0.079229046
## Alcohol 7.131958e-02 -0.039785951 -0.055989695
## Healthy.eating -1.084134e-01 0.013378339 -0.015831369
## Daily.events 2.544410e-02 0.035447410 0.045515744
## Prioritising.workload -1.790537e-02 -0.012070091 0.178795973
## Writing.notes -5.651264e-02 -0.017352210 -0.027324298
## Workaholism 5.098012e-02 -0.012933820 -0.107284604
## Thinking.ahead -6.524302e-02 -0.133235111 -0.001337054
## Final.judgement 1.689322e-02 -0.083017193 -0.047754914
## Reliability -8.848892e-02 0.118610793 -0.160495311
## Keeping.promises 5.022090e-02 0.009983731 0.160993405
## Loss.of.interest -9.551302e-02 0.023833620 0.119047704
## Friends.versus.money -2.277329e-02 0.041570876 -0.082913175
## Funniness -6.864295e-02 -0.076097865 0.022916146
## Fake 8.040479e-02 0.158461105 -0.054917518
## Criminal.damage -1.042208e-01 0.004108714 0.004915161
## Decision.making -8.601701e-03 0.135029169 0.002378092
## Elections -3.142326e-02 -0.109502468 0.007956592
## Self.criticism 1.312877e-02 -0.065651336 0.055173730
## Judgment.calls -5.737258e-02 0.082190271 -0.065182508
## Hypochondria 5.045195e-03 0.012594241 -0.064295592
## Empathy 4.568359e-02 -0.020558194 0.097461973
## Eating.to.survive 1.444316e-01 -0.062413987 0.013867418
## Giving 9.481665e-02 0.032011387 -0.025234138
## Compassion.to.animals -1.000408e-01 0.054169903 0.027494530
## Borrowed.stuff 5.382585e-02 0.021302938 -0.070079365
## Loneliness 4.386496e-03 -0.044682908 0.007775253
## Cheating.in.school 9.373166e-03 -0.008357708 -0.057371645
## Health 9.966310e-02 0.007232605 0.121592233
## Changing.the.past 5.526980e-02 0.013928305 0.035194817
## God 1.595749e-01 -0.021520120 0.039248200
## Dreams -1.816415e-02 0.035596540 0.066709148
## Charity 5.042891e-02 -0.109484332 -0.178079032
## Number.of.friends -5.252174e-02 0.040820623 -0.087027154
## Punctuality -5.549713e-05 0.042648736 0.043753524
## Lying 1.611200e-03 -0.010124978 0.008185166
## Waiting 8.860224e-02 0.061220101 -0.035794214
## New.environment 7.742911e-02 -0.133013186 0.097809459
## Mood.swings -8.035387e-02 0.027557091 -0.125264485
## Appearence.and.gestures -9.118221e-04 -0.130799822 -0.032404037
## Socializing -3.401024e-02 -0.053915177 -0.118580150
## Achievements -3.686738e-02 -0.033416091 0.026495801
## Responding.to.a.serious.letter 6.993504e-02 0.049223433 0.087564061
## Children -9.586784e-02 0.093439543 0.134716572
## Assertiveness -5.156586e-02 0.048106690 0.037832642
## Getting.angry 2.985485e-01 -0.013433789 0.057458627
## Knowing.the.right.people -4.975116e-02 0.147014855 -0.033571245
## Public.speaking 1.754337e-01 0.008144152 -0.158796088
## Unpopularity -5.545381e-02 -0.080272746 -0.013869693
## Life.struggles -1.388743e-01 -0.292807087 0.067264792
## Happiness.in.life 9.315754e-02 -0.287293588 -0.069940041
## Energy.levels 3.651350e-02 0.104790455 0.079195883
## Small...big.dogs -9.756271e-02 -0.044353156 0.024534863
## Personality -1.523745e-02 0.004317135 -0.067364239
## Finding.lost.valuables -6.507852e-02 0.066790254 0.096879667
## Getting.up -2.279982e-02 0.029679897 0.064809044
## Interests.or.hobbies 6.500330e-02 -0.052016099 0.020611469
## Parents..advice 2.567278e-02 0.177340761 -0.050654639
## Questionnaires.or.polls -2.936328e-02 0.036009785 -0.021301089
## Internet.usage -2.339387e-02 0.063666183 0.091993580
## Finances -1.134182e-01 -0.028232503 0.028779695
## Shopping.centres 1.014492e-01 0.005225863 0.083592773
## Branded.clothing 1.048521e-01 -0.008735028 -0.005695341
## Entertainment.spending -1.507233e-01 0.140596833 0.116079367
## Spending.on.looks -2.207456e-01 -0.147630836 -0.056770847
## Spending.on.gadgets 1.444553e-01 -0.053732102 0.052012437
## Spending.on.healthy.eating 8.385732e-02 0.041699597 -0.034337409
## Age -2.867746e-02 0.022542110 0.020630988
## Height -3.622575e-02 -0.027202327 0.002650373
## Weight -7.167507e-02 -0.058598149 -0.091333507
## Number.of.siblings -1.354116e-02 0.028912750 -0.182355633
## Gender 6.033464e-02 -0.023726364 0.053636777
## Left...right.handed -8.286311e-02 0.049551146 -0.083521350
## Education -5.144421e-02 0.043941390 -0.030858285
## Only.child 3.862272e-02 0.075335511 -0.107237131
## Village...town 4.464477e-02 0.013227014 -0.047755790
## House...block.of.flats -8.615443e-02 -0.034715975 0.094937795
## PC121 PC122 PC123
## Music -0.0546921302 0.0117840948 0.1205285629
## Slow.songs.or.fast.songs -0.0136014735 -0.0358903364 0.0057658216
## Dance -0.0344969760 -0.0510197876 0.0135250937
## Folk 0.2202677049 -0.1216399013 -0.0217301867
## Country -0.0198975009 0.0036412782 0.1268586254
## Classical.music -0.1043684461 0.0639415195 0.0551502809
## Musical -0.0427511682 -0.0128304809 -0.0838490161
## Pop 0.0735811299 0.0143039102 0.1487313336
## Rock 0.0339123812 -0.0291667895 -0.1942259570
## Metal.or.Hardrock 0.1111445746 -0.0149255518 0.1235979852
## Punk -0.1547764378 0.1128577990 0.0794648526
## Hiphop..Rap 0.0206267772 0.1164895719 -0.0749331386
## Reggae..Ska 0.0653636846 -0.1475371335 -0.1161987334
## Swing..Jazz 0.0645721567 0.1103192770 0.1370673121
## Rock.n.roll 0.0182746984 -0.0597447024 -0.1539583532
## Alternative -0.1463699978 0.0704719092 0.0330505809
## Latino -0.0177780772 0.0900020812 0.1386437956
## Techno..Trance -0.0610344749 -0.0382329591 -0.0923703769
## Opera 0.0343307156 -0.0124273375 -0.0499556189
## Movies -0.0256330016 0.0716213243 -0.0292774663
## Horror 0.1184325745 -0.0950909151 -0.0258974827
## Thriller -0.1217097150 0.0570906540 0.0013489860
## Comedy -0.0012288904 0.0357526139 -0.1036464620
## Romantic -0.2567685884 -0.0805184694 -0.0633876094
## Sci.fi 0.0056943735 0.1347696274 -0.0391460373
## War 0.0837076196 -0.0425842682 -0.0596531086
## Fantasy.Fairy.tales 0.0409430484 0.1135536156 -0.0259711494
## Animated 0.0467561436 -0.1049635018 0.1755234520
## Documentary 0.0399827886 0.0416880674 -0.2104268534
## Western -0.1121252115 -0.0166300635 0.0667119917
## Action -0.0364098251 -0.1181497411 0.0700679462
## History -0.1643098867 -0.1140943373 -0.0362189466
## Psychology 0.0708398514 0.0437168914 0.0702216423
## Politics -0.1468846688 0.0167758093 0.2479054508
## Mathematics -0.0879942148 -0.0465354842 -0.0619480342
## Physics 0.0775347541 0.0707811310 0.0071604282
## Internet 0.1247395112 0.0301574457 0.0173435841
## PC -0.0518059508 0.0350577242 0.1160330440
## Economy.Management -0.0102959202 -0.0323611244 -0.0447276332
## Biology -0.0893397209 0.0013976867 -0.0466970609
## Chemistry 0.0109982686 -0.1159771260 0.0854697105
## Reading 0.0238116487 0.1520985763 0.0043458836
## Geography 0.0854941092 0.0482502544 -0.0334023742
## Foreign.languages 0.1508217132 -0.0677128761 0.0608798235
## Medicine -0.0930193695 0.0666458713 -0.0178176684
## Law 0.1407810523 -0.0169079428 -0.0673942282
## Cars -0.0445896759 0.1399230939 -0.0902395833
## Art.exhibitions 0.0259575695 -0.0333469232 0.1708635008
## Religion 0.0299004548 -0.0934365590 -0.0364822944
## Countryside..outdoors -0.1713607409 0.0208045046 -0.0050602807
## Dancing 0.0477093086 0.0349858254 -0.0932678404
## Musical.instruments -0.0245317173 0.0444026427 -0.1144443522
## Writing -0.0106640105 -0.1010499435 -0.0590480446
## Passive.sport 0.0672205989 -0.0031063172 -0.0027112425
## Active.sport 0.0038281961 0.0881665381 0.1025851525
## Gardening -0.1029438648 -0.0219174320 0.0380082201
## Celebrities -0.0218965238 -0.1929962587 -0.0190595905
## Shopping -0.0373682283 0.0426553421 -0.0645715863
## Science.and.technology 0.0652584289 -0.1253023576 -0.0756515976
## Theatre 0.0750030018 -0.1310710704 -0.0087208464
## Fun.with.friends 0.0666642482 0.0137222376 -0.0735064938
## Adrenaline.sports 0.0853898155 0.1094189859 0.0789091935
## Pets 0.0539823244 0.1255212923 0.0690820150
## Flying 0.0756120509 0.0649717279 -0.0687662295
## Storm -0.0933807865 -0.0702877456 0.1010760977
## Darkness 0.0197561853 -0.0796692169 -0.0570513463
## Heights -0.0013570687 0.0474565224 -0.0017711715
## Spiders -0.0119999423 0.1704685067 0.0814034761
## Snakes 0.0823467774 -0.1367332763 0.0131412802
## Rats -0.1064515663 -0.0450825518 0.1389426716
## Ageing -0.1285289914 -0.0721773254 -0.0127467315
## Dangerous.dogs 0.0255711324 0.2236688622 -0.1548487093
## Fear.of.public.speaking 0.0611783883 -0.1535422585 -0.0568721646
## Smoking 0.0574362634 -0.0245922078 -0.1024603946
## Alcohol -0.2105809547 0.0070032889 0.0152604600
## Healthy.eating 0.0261721995 -0.1442054048 -0.0738250518
## Daily.events -0.0358628032 0.0069254433 -0.1315357046
## Prioritising.workload 0.0644017891 0.0968525350 0.1235562019
## Writing.notes -0.0306773705 -0.2217268854 -0.1387429955
## Workaholism 0.0090506927 0.0697400047 0.0840134902
## Thinking.ahead -0.0046441560 -0.1053972752 0.0375431869
## Final.judgement -0.0340644262 0.1453848660 0.0263695351
## Reliability -0.0224390663 0.0262764262 0.0092013691
## Keeping.promises 0.1210151055 0.0205623412 -0.0162443108
## Loss.of.interest -0.0760016666 0.0040531814 0.0425587660
## Friends.versus.money -0.0010441409 0.0803642860 -0.0210240120
## Funniness 0.0398709784 -0.0870584773 0.1430052971
## Fake 0.1397464124 0.0594396999 -0.1429306704
## Criminal.damage 0.0722257880 0.0024779773 0.0010752974
## Decision.making 0.0069537117 -0.0493952726 0.0566509435
## Elections -0.0492774204 -0.0376915452 0.0088487588
## Self.criticism -0.0376142003 0.0462219749 -0.0215115870
## Judgment.calls -0.0198389019 0.0537000206 0.0453416712
## Hypochondria 0.0848676809 0.0808682124 -0.1012323151
## Empathy -0.0651448015 0.0013689241 0.0128102978
## Eating.to.survive -0.0333530267 -0.0908031246 0.0229336824
## Giving -0.1827719221 0.0765148274 0.0074740201
## Compassion.to.animals -0.0209220165 -0.0322223242 -0.0164915371
## Borrowed.stuff 0.1220585927 -0.0149550563 -0.0137398963
## Loneliness 0.0312897942 -0.1890876602 0.1201883382
## Cheating.in.school -0.0628279480 0.0162324237 0.1118347127
## Health 0.0055322568 0.0380338217 0.0677285494
## Changing.the.past -0.0277079480 -0.0717159268 0.1172047704
## God 0.1024006042 0.0439494825 0.0072372259
## Dreams 0.0214699741 0.0568580802 0.0021237677
## Charity -0.0172200425 -0.0274453807 0.0518264155
## Number.of.friends -0.0180541102 -0.1376048301 -0.1125383311
## Punctuality 0.1031688623 0.0144258211 0.0253643652
## Lying -0.0182774220 -0.0269616446 0.0203356907
## Waiting 0.1002544868 0.0149414060 0.0060412221
## New.environment -0.0892379962 -0.0151956343 0.0275616130
## Mood.swings -0.1932038961 0.1155528173 -0.0681702763
## Appearence.and.gestures -0.0207477379 0.0172564356 -0.0493878669
## Socializing 0.1398072504 0.0286954271 0.0437101199
## Achievements 0.0001748848 -0.0262425264 0.0341951831
## Responding.to.a.serious.letter 0.0092023542 0.0378192665 -0.0627683343
## Children 0.0190015066 -0.0476024183 -0.0079940026
## Assertiveness -0.0052998566 -0.0042435888 -0.0503961839
## Getting.angry 0.1877175594 0.0026489471 0.0924221418
## Knowing.the.right.people -0.0025988774 0.1502254527 -0.0988117314
## Public.speaking 0.0740221128 0.0803269992 0.0443343382
## Unpopularity 0.0122887674 -0.0005080637 0.0214816350
## Life.struggles 0.1163129058 -0.0109292714 0.0005164402
## Happiness.in.life -0.0604441979 -0.0657309672 0.0789992066
## Energy.levels -0.0273122109 -0.1815108525 -0.0873329253
## Small...big.dogs -0.0124123865 0.0853478401 -0.1402606129
## Personality 0.0410524233 0.0808285697 0.0348013300
## Finding.lost.valuables 0.0179392146 0.0554586168 -0.0659871375
## Getting.up -0.0829638368 -0.0340107350 -0.0359010591
## Interests.or.hobbies 0.0115438502 0.0376783183 0.0421199776
## Parents..advice 0.0023221769 0.1020129818 0.0047388084
## Questionnaires.or.polls -0.0713375365 0.0669550804 -0.0713024185
## Internet.usage -0.0072516043 0.0492876710 -0.0326692619
## Finances -0.0398640064 -0.0324144818 -0.0177825005
## Shopping.centres 0.1776385139 -0.0077675626 0.0055630523
## Branded.clothing -0.0891059152 -0.0852072585 -0.0368096707
## Entertainment.spending 0.1666895218 0.0502789043 0.1700319017
## Spending.on.looks -0.0789630140 0.0452981186 0.0336523524
## Spending.on.gadgets -0.0665688916 0.0018087614 -0.1233723265
## Spending.on.healthy.eating 0.0120621440 -0.0510828138 0.0359293413
## Age 0.0932564914 0.1802612161 0.0430596190
## Height -0.0640617989 -0.0356147755 -0.0326829818
## Weight 0.0077206377 0.0396305308 -0.0463143967
## Number.of.siblings 0.0245932803 -0.0140533539 0.0525331693
## Gender 0.0225959981 -0.1000695689 0.1082827633
## Left...right.handed -0.0391241144 -0.0111826299 -0.0121456642
## Education -0.0754237019 -0.0288638856 -0.0281737452
## Only.child -0.0445034392 -0.0502761244 0.0787008552
## Village...town -0.0149892324 0.1064884063 -0.1233048258
## House...block.of.flats 0.0042958177 -0.0838377812 0.1429810928
## PC124 PC125 PC126
## Music 0.0165440627 -0.069088131 -0.0266037327
## Slow.songs.or.fast.songs -0.0641128560 0.070303310 0.0293682336
## Dance 0.0561154057 0.101988082 -0.1542805547
## Folk -0.0384921749 -0.006091457 0.0311481658
## Country -0.0005337079 0.075684984 -0.0731311914
## Classical.music 0.0106916685 0.047207978 -0.0371178103
## Musical 0.0730997134 -0.065305996 -0.1539818159
## Pop -0.1257493298 0.083669748 0.1791759949
## Rock -0.0163548769 -0.069009868 -0.0814144612
## Metal.or.Hardrock 0.0042089907 0.078316023 0.1438862526
## Punk 0.1514196741 -0.067033458 0.0109985262
## Hiphop..Rap 0.1896614291 -0.112222620 -0.0888737062
## Reggae..Ska -0.1355333559 0.134882427 0.0537149452
## Swing..Jazz -0.0250829580 -0.016036750 -0.0345465461
## Rock.n.roll 0.0911228879 -0.064942202 -0.0199370069
## Alternative -0.0418537199 0.112308038 0.0221292680
## Latino -0.0079190673 -0.113891763 0.0569997424
## Techno..Trance 0.0043591171 -0.012181675 0.0711665033
## Opera -0.0349466708 0.128566991 0.2667671272
## Movies 0.0274620285 0.060603278 0.0441274702
## Horror -0.0732558857 -0.165333972 0.1424328408
## Thriller -0.0266417438 0.082913032 -0.1273706777
## Comedy 0.1160045583 0.186453973 0.0145371438
## Romantic -0.1348121116 -0.082603137 -0.0420949976
## Sci.fi 0.1028359446 -0.178334442 0.0454035278
## War -0.0549929694 0.036348486 -0.0557515622
## Fantasy.Fairy.tales 0.0133362663 -0.008370895 0.0063028521
## Animated -0.0222153820 -0.014182159 -0.0598570859
## Documentary 0.1413086605 -0.143138527 -0.0056064008
## Western -0.0438782616 0.005712331 -0.0233205838
## Action 0.0204730297 0.047737074 -0.0912200392
## History -0.0100094289 0.142268829 0.0882642651
## Psychology -0.1067502926 -0.113935180 0.0448002575
## Politics 0.1653855927 -0.073886148 0.0908144593
## Mathematics -0.0458283108 -0.019709854 0.0567301487
## Physics -0.0617368323 -0.039024959 -0.1897226668
## Internet -0.0424410202 -0.006858762 -0.1019501055
## PC -0.0376573279 0.010607823 0.1328578651
## Economy.Management 0.0668172925 0.095440986 -0.0389068570
## Biology -0.0392345515 -0.120692310 0.1128193172
## Chemistry 0.1002398082 0.035086333 -0.0663319831
## Reading 0.0132676190 -0.019693599 0.0898053219
## Geography 0.0043618024 -0.066116112 -0.0361493293
## Foreign.languages -0.0302398775 0.037375255 -0.1264922842
## Medicine 0.0065179846 0.083310897 -0.0431270475
## Law -0.0384851133 -0.035733830 -0.0960972078
## Cars -0.0043759032 -0.055238389 0.2026098810
## Art.exhibitions 0.0244626615 0.047834901 -0.0229353546
## Religion 0.0352458423 -0.014519052 -0.1020704334
## Countryside..outdoors -0.1344259797 -0.017260701 -0.0260127843
## Dancing 0.0114101992 -0.003431573 0.1240525415
## Musical.instruments 0.1339134100 0.108202903 0.0823120965
## Writing -0.0600575596 0.090249990 0.0401504947
## Passive.sport 0.0189115543 -0.050553076 0.0256328112
## Active.sport -0.1016231515 0.132721051 0.0967260208
## Gardening 0.0311291204 0.028887001 -0.1670840171
## Celebrities 0.0877029602 -0.002297789 -0.0291920961
## Shopping -0.1681108136 -0.004294633 -0.0214413030
## Science.and.technology -0.0656867037 0.164019663 0.0116319509
## Theatre 0.0238301797 -0.235712226 -0.1139802914
## Fun.with.friends 0.0324911153 -0.038959290 0.0205226573
## Adrenaline.sports 0.1318070607 -0.028486029 0.0363804261
## Pets 0.0105438949 0.073547250 0.0088120817
## Flying -0.0820714894 0.065477523 0.0093657229
## Storm 0.0154725733 -0.006180898 -0.0663905838
## Darkness 0.0581217010 0.100630431 -0.1372597864
## Heights 0.0085585794 -0.221457008 0.0875848645
## Spiders -0.1815035047 0.006750085 -0.0274869810
## Snakes 0.2001058119 0.044237552 0.0663521266
## Rats -0.0612525183 -0.051492086 0.0305089152
## Ageing 0.1180935073 -0.108941797 0.0941597774
## Dangerous.dogs -0.0831501668 0.134987657 -0.1032005200
## Fear.of.public.speaking -0.1666165344 -0.005077625 -0.0127611656
## Smoking -0.0184276468 0.069738100 -0.0328013574
## Alcohol -0.0754149315 -0.063199225 0.1404956291
## Healthy.eating -0.0012513523 -0.058707618 0.0416734625
## Daily.events -0.0685364871 -0.047065060 -0.0346403871
## Prioritising.workload -0.0959295999 -0.027304913 -0.1809606838
## Writing.notes -0.0107363926 0.028707515 0.0896863096
## Workaholism 0.0165096007 0.021933444 0.0856326714
## Thinking.ahead -0.0860549682 -0.100102370 0.0348679209
## Final.judgement -0.1297465046 0.033240181 -0.0749054585
## Reliability 0.0017113777 0.097929862 0.0180124490
## Keeping.promises 0.1106849943 -0.052646802 -0.0161020358
## Loss.of.interest 0.0243997004 -0.043797433 0.0470730152
## Friends.versus.money 0.0341968835 -0.041313058 -0.0660273247
## Funniness 0.0039798000 -0.055460284 -0.0701114807
## Fake 0.0842195005 0.044115391 0.0431514788
## Criminal.damage 0.0128950231 -0.060033487 -0.0969994519
## Decision.making 0.0864897221 -0.016614007 -0.0308444338
## Elections -0.1679240620 -0.029936523 -0.0187492217
## Self.criticism -0.0728519667 0.035747023 -0.0039907461
## Judgment.calls -0.0355095406 -0.018751264 0.1001745386
## Hypochondria 0.0281489693 -0.058497397 -0.0209097367
## Empathy 0.1619117478 0.076547848 -0.0409494969
## Eating.to.survive 0.0037186877 0.052803458 -0.0149874459
## Giving -0.0027301415 -0.041336190 0.0531287125
## Compassion.to.animals -0.0850824748 0.014382581 -0.0008556903
## Borrowed.stuff -0.0809996523 -0.123102051 -0.0689273849
## Loneliness 0.1315783904 -0.030254325 -0.0220311657
## Cheating.in.school -0.0393770110 -0.031564000 -0.0540070903
## Health -0.0658831503 0.066193340 0.0002750316
## Changing.the.past -0.0016033438 0.050530505 0.0228036834
## God 0.0686867859 -0.041397957 0.0837406384
## Dreams -0.0641408994 -0.044342613 0.0264798001
## Charity -0.0499023512 -0.085881126 -0.0149205576
## Number.of.friends 0.0759933561 0.042099967 0.1370034881
## Punctuality -0.1548325910 -0.099876332 0.0469952733
## Lying -0.0141373434 -0.014847633 -0.0369518349
## Waiting 0.0741904456 -0.043926894 0.0211204351
## New.environment -0.0593788537 -0.039107576 0.0286635438
## Mood.swings 0.1307547235 0.033635396 -0.0220842600
## Appearence.and.gestures -0.0184156921 0.159055551 -0.0942304527
## Socializing 0.0964488745 0.109747787 -0.0097207861
## Achievements -0.0210030979 0.007396451 0.0594127002
## Responding.to.a.serious.letter -0.0035205465 -0.013562523 0.0162208908
## Children -0.0605702361 0.038339129 -0.0506818227
## Assertiveness 0.0345261071 0.031255430 -0.0434466858
## Getting.angry -0.0485088177 -0.088314353 0.0112233704
## Knowing.the.right.people -0.0685192706 0.013874280 -0.0056217112
## Public.speaking 0.1717144860 -0.064930516 0.0863550233
## Unpopularity 0.0212996207 -0.021778750 -0.0446675078
## Life.struggles 0.0301973752 0.064433726 0.3250292284
## Happiness.in.life 0.1708791038 0.029273756 0.0200697501
## Energy.levels -0.0781804675 -0.098688721 0.0097347049
## Small...big.dogs -0.0500441779 0.154694996 -0.1412483948
## Personality 0.0605956061 0.019823638 -0.0147398583
## Finding.lost.valuables -0.0003296184 0.130815774 0.0797037701
## Getting.up 0.0991197875 0.061839327 -0.0430828447
## Interests.or.hobbies -0.0318847177 -0.135294410 -0.1719391812
## Parents..advice -0.0042951871 0.013797484 0.0117905862
## Questionnaires.or.polls 0.1181252787 0.015515784 -0.0381796719
## Internet.usage 0.0094876488 0.080225675 0.0041406273
## Finances 0.0256314244 0.110012527 0.1135880247
## Shopping.centres 0.0212507511 -0.042616266 0.0975946153
## Branded.clothing 0.1818038343 0.051330883 -0.0269895277
## Entertainment.spending -0.0267727557 0.199249040 -0.0106476988
## Spending.on.looks 0.0146934808 -0.153282791 0.0261443641
## Spending.on.gadgets -0.0655452544 -0.029748182 0.0140677704
## Spending.on.healthy.eating 0.0163290542 0.064514801 -0.0001189070
## Age 0.1744281874 0.123547327 -0.0057570455
## Height -0.1150016389 0.037976064 0.0453302197
## Weight -0.0994064555 -0.127236887 -0.0133440194
## Number.of.siblings -0.1110705257 0.044931618 0.0404771548
## Gender 0.1001509807 -0.049032865 0.0656167601
## Left...right.handed -0.0167142598 -0.022402251 0.0156221850
## Education 0.0651471393 -0.105076830 -0.0343341163
## Only.child -0.0926089651 0.041545737 0.0360023334
## Village...town -0.0511335457 -0.122662421 0.1357307434
## House...block.of.flats -0.0013694690 0.088158382 -0.0079405350
## PC127 PC128 PC129
## Music -0.0279763390 -0.0008373469 -0.0051289274
## Slow.songs.or.fast.songs -0.0444246927 -0.0153370168 -0.0102439842
## Dance -0.0270344026 0.0448698315 -0.1535479024
## Folk 0.0227638317 0.0481618954 -0.1485363378
## Country -0.0294133586 -0.1225197283 0.0496453169
## Classical.music 0.0822072217 0.0727970459 0.2523074760
## Musical -0.0291812839 -0.1118018968 0.1763325839
## Pop -0.0752243553 -0.0353355286 0.0493557387
## Rock 0.0013300782 0.0196591258 0.0344909696
## Metal.or.Hardrock -0.0354964458 -0.0325536509 0.0717676000
## Punk 0.0672660738 -0.0475395408 -0.1661140197
## Hiphop..Rap 0.0909689352 -0.1460827979 -0.0084294509
## Reggae..Ska -0.1450414370 0.1455424118 0.1771223353
## Swing..Jazz 0.0628109988 -0.0513246102 -0.2340153704
## Rock.n.roll -0.0506341718 0.0483300838 0.0093259887
## Alternative 0.0511382898 -0.1250278814 0.0332917857
## Latino 0.0729503142 -0.0338557194 0.0314491580
## Techno..Trance -0.0848136627 0.0285138547 0.1385326708
## Opera -0.0840387761 0.0306127161 -0.1531995198
## Movies -0.0135263033 -0.0810843598 0.1029521801
## Horror -0.1146082615 -0.1141066258 -0.0047607761
## Thriller 0.2098604382 0.1691738291 0.0470861148
## Comedy 0.0902295003 0.0800754772 -0.0231130266
## Romantic 0.0807496351 0.0235551061 -0.0683809434
## Sci.fi -0.0118308745 -0.0164229014 -0.0507773769
## War -0.0646114755 0.0557960781 -0.1706244952
## Fantasy.Fairy.tales -0.0033911403 -0.0805162751 -0.0204934933
## Animated 0.0627409880 0.1243911811 0.0130478371
## Documentary -0.0248252134 -0.0693037802 0.1944429913
## Western 0.0153789391 0.1083097423 0.0380125913
## Action 0.0559130425 -0.1984174423 -0.0345701033
## History 0.0619749656 -0.0037105671 -0.0616390779
## Psychology -0.1221060955 -0.0346150363 -0.0825461967
## Politics 0.1131665805 0.0649601955 0.0299725304
## Mathematics -0.0141757205 -0.0930170174 -0.0309802122
## Physics 0.0876533973 -0.0190781356 -0.0149319829
## Internet 0.1357036057 0.1013519229 0.0002719393
## PC -0.1547178645 -0.1921116682 -0.0455046376
## Economy.Management -0.1262950853 0.0162922646 -0.0422136600
## Biology -0.0078658459 -0.0557780744 -0.0272235867
## Chemistry 0.0400169232 0.0621137250 -0.0520584381
## Reading -0.1290701219 0.1364829966 -0.0279359039
## Geography -0.0415222998 -0.0327133780 -0.0339235553
## Foreign.languages 0.0952982804 -0.0641127655 -0.0225291731
## Medicine 0.0232017049 0.0270049107 -0.0693646055
## Law -0.0124604694 -0.0975512783 0.1460404974
## Cars -0.0747139764 0.2147365073 0.0572990276
## Art.exhibitions 0.0586534311 0.0830530663 0.0453254423
## Religion -0.0799043052 0.1139533326 0.0119173688
## Countryside..outdoors 0.0134987939 -0.1279822851 -0.0347098520
## Dancing 0.1037201557 0.1471220685 0.0431013556
## Musical.instruments -0.0102689609 0.0017849276 0.0779329586
## Writing 0.0144151227 -0.0198965907 -0.0048703745
## Passive.sport -0.0448398552 0.0034422749 -0.0275109620
## Active.sport -0.0192613410 -0.1889027064 0.0853589537
## Gardening -0.0673872298 0.0037201159 0.0423268107
## Celebrities -0.0847567487 0.0942543344 -0.0239859658
## Shopping 0.0041761534 0.0583625169 -0.0937280434
## Science.and.technology 0.0331945665 -0.0333315726 0.0178741536
## Theatre 0.0718447159 -0.1243108882 -0.0447730064
## Fun.with.friends -0.2394000035 -0.0116910136 0.0003714298
## Adrenaline.sports 0.1336544095 0.2347266610 -0.0164263430
## Pets 0.0387308332 -0.0552913849 -0.0358072091
## Flying 0.0573748656 0.1044893447 -0.1198187501
## Storm 0.0192608947 -0.1055638707 0.1393192682
## Darkness -0.0653388917 0.0761994134 -0.0919937505
## Heights 0.0336454385 0.0646941595 0.0376776715
## Spiders -0.1522871837 -0.0438438008 0.0504803419
## Snakes 0.0067922239 0.0089875863 -0.1842704667
## Rats 0.0504732820 0.0373377192 0.1923058269
## Ageing -0.0844930509 -0.0238801885 0.0417854519
## Dangerous.dogs -0.0046864746 -0.0195647064 -0.0736990156
## Fear.of.public.speaking 0.1247364854 -0.0612611452 0.1120515202
## Smoking 0.0732345701 -0.1189854016 -0.0061928002
## Alcohol 0.0047494943 0.0211454690 -0.0320273695
## Healthy.eating 0.0892826422 -0.0066276751 -0.1327861136
## Daily.events 0.0378176404 -0.0821246167 -0.0888496108
## Prioritising.workload 0.0291563895 0.0892663623 0.0286688292
## Writing.notes -0.0852723308 0.0191604598 -0.0421255188
## Workaholism -0.0638565827 0.1014781251 0.0015216280
## Thinking.ahead 0.1111616860 -0.0155078735 0.0029349172
## Final.judgement -0.0528274051 -0.0497691153 0.1317252063
## Reliability 0.1167929162 0.0443174360 0.0624037986
## Keeping.promises 0.0232426023 0.0632991691 0.0214817852
## Loss.of.interest -0.0101016903 0.0048061456 0.0238961939
## Friends.versus.money -0.0351552136 0.0659516511 0.0391526971
## Funniness -0.1390056454 -0.0657464214 -0.0407225719
## Fake -0.0575875639 -0.0307249993 0.0978577880
## Criminal.damage 0.0162280274 0.0440534381 0.0059128304
## Decision.making -0.1024713114 0.0007031610 -0.0961998657
## Elections 0.0001406661 0.0703534542 -0.0221667269
## Self.criticism 0.1121420535 -0.0988219054 0.0506675241
## Judgment.calls -0.0291601446 0.0382973794 -0.0108580982
## Hypochondria 0.0464097546 0.0193913349 0.0271064414
## Empathy -0.1034603042 0.0235313853 0.0557209100
## Eating.to.survive -0.0127118308 -0.0301756742 -0.0743315493
## Giving 0.0003265177 -0.0690037529 0.0028797894
## Compassion.to.animals 0.0694455118 0.2024399355 0.0046934044
## Borrowed.stuff -0.0366545025 -0.0351599106 -0.0368618452
## Loneliness 0.0659899619 -0.0461027071 0.0163458555
## Cheating.in.school 0.0524547630 0.0552962637 -0.0451992092
## Health -0.0205465738 -0.1013063673 0.0850352808
## Changing.the.past -0.0003487986 0.0589755139 -0.1056996517
## God 0.0536122430 -0.0169484451 -0.0520246213
## Dreams -0.0151217061 0.0134716927 0.0296909625
## Charity -0.1356541268 -0.0378784694 -0.0723292974
## Number.of.friends 0.2903893868 0.0118164069 0.0993490973
## Punctuality 0.0494459200 0.0569312360 -0.0328329568
## Lying 0.0010665696 -0.0316637000 -0.0030157656
## Waiting 0.0524276823 0.0506267147 0.0770487252
## New.environment -0.0024694453 0.0353103705 -0.1688304424
## Mood.swings -0.0022983779 0.0294813193 -0.0118084338
## Appearence.and.gestures 0.0769879680 -0.0163398352 0.0274639828
## Socializing -0.0945021230 -0.0937674576 0.1837691514
## Achievements 0.0749703550 0.0028976372 -0.0282575994
## Responding.to.a.serious.letter -0.0580863464 0.1254999365 0.0919432349
## Children -0.0626958024 -0.1222403295 0.0217429827
## Assertiveness -0.0237827393 -0.0344203497 0.0355960752
## Getting.angry 0.0058571000 -0.0544774177 0.0738671730
## Knowing.the.right.people -0.0126877581 0.0577049928 -0.0653748391
## Public.speaking -0.0367100703 -0.0193424666 0.0342424789
## Unpopularity -0.0024898779 0.0454549309 0.0550685994
## Life.struggles 0.0843318958 -0.1101158722 0.0127070385
## Happiness.in.life -0.0046828438 -0.1106055759 0.0017865769
## Energy.levels 0.0454344269 -0.0654964288 -0.0067414470
## Small...big.dogs -0.0629476619 -0.1623444556 0.0010871776
## Personality 0.0005117907 0.0149903501 0.0406298617
## Finding.lost.valuables -0.0301948512 -0.0448358991 -0.0342136829
## Getting.up 0.0152173230 -0.0557736409 -0.0666639056
## Interests.or.hobbies -0.0905887306 0.0986484855 0.0181570029
## Parents..advice 0.0075940064 0.0726482261 0.0091322781
## Questionnaires.or.polls 0.0034257106 -0.0089081481 -0.0475399019
## Internet.usage -0.0867724709 0.0629194316 0.0045859023
## Finances 0.0602286515 -0.0833519248 0.0212847861
## Shopping.centres 0.1327305372 0.0072387056 0.0890756031
## Branded.clothing -0.0402536976 -0.0837987762 -0.0817619212
## Entertainment.spending 0.1844916672 -0.0739610015 0.0210660568
## Spending.on.looks -0.1711504728 -0.0528439294 -0.0272607957
## Spending.on.gadgets 0.0241381181 0.1294246371 -0.0385542389
## Spending.on.healthy.eating -0.0804045477 0.0522246921 0.0109589281
## Age -0.0235144351 -0.0272999215 -0.2305582940
## Height -0.0009629743 0.0558473351 0.0875237616
## Weight 0.0366334132 -0.0278820371 -0.1171414307
## Number.of.siblings 0.0195985632 0.0623852469 -0.0537622784
## Gender 0.0293123933 0.0471836668 0.0897015574
## Left...right.handed -0.0040580530 0.0582932977 -0.0038862833
## Education 0.0121987646 0.0388868611 0.1680504728
## Only.child -0.0045633091 0.0437042538 -0.0479722424
## Village...town 0.2430509233 -0.1673649638 -0.0768427741
## House...block.of.flats -0.2589520802 0.1151216148 0.0607887327
## PC130 PC131 PC132
## Music 0.0148140089 0.085986217 -0.0035694723
## Slow.songs.or.fast.songs -0.0660860064 -0.043607116 -0.0672147090
## Dance 0.0195968095 0.020236139 0.2201000838
## Folk 0.0676800812 -0.027421205 -0.0490034420
## Country -0.0895799025 -0.093655072 0.0222066666
## Classical.music -0.0845385851 0.117203834 0.2357029245
## Musical 0.1744804916 0.019977209 -0.0426297296
## Pop -0.0634623895 0.026249292 -0.0259317449
## Rock 0.1831339135 -0.168964430 -0.0964830358
## Metal.or.Hardrock -0.0829979542 0.202535957 0.0599217309
## Punk -0.1862110489 -0.050985210 0.1159381260
## Hiphop..Rap 0.0188397596 -0.085169079 -0.1560261517
## Reggae..Ska -0.0116790803 -0.029671890 0.0127938815
## Swing..Jazz 0.0489747541 0.019097790 0.0343782693
## Rock.n.roll 0.0069374233 0.091378568 -0.0218045909
## Alternative 0.0037666237 -0.178290382 -0.0016891333
## Latino -0.1247056168 -0.027417959 -0.0207462499
## Techno..Trance 0.0271118138 -0.061177883 -0.1033255968
## Opera -0.1211641952 -0.171521738 -0.1263865758
## Movies -0.0843346386 0.022887269 -0.0368548526
## Horror -0.0193436401 -0.007717257 0.1547940164
## Thriller 0.0011650228 -0.028390729 -0.1710433561
## Comedy 0.0140079010 -0.051359392 -0.0841080010
## Romantic -0.0711965989 0.131959215 0.0690108325
## Sci.fi 0.0183993698 0.012978782 -0.0759432913
## War -0.1166406914 -0.109979516 0.0212119352
## Fantasy.Fairy.tales 0.0323505093 0.031634463 0.0433514389
## Animated 0.0829704590 -0.049165126 -0.0396693095
## Documentary -0.1656551477 0.111745452 -0.0174734271
## Western 0.1928953176 0.082573373 -0.0227639978
## Action -0.0099279017 -0.089697907 0.2154991899
## History 0.0808300159 -0.009823741 -0.0579687225
## Psychology -0.0193992271 0.071105724 -0.0458255752
## Politics 0.0850291953 -0.252712700 -0.0344024090
## Mathematics 0.0003470935 0.131440927 0.0258564309
## Physics 0.0753771773 -0.137385956 -0.0309518635
## Internet -0.1176693024 -0.093682721 0.0440270633
## PC 0.1738886319 0.064348062 0.0304798193
## Economy.Management 0.0303669571 0.011298160 0.0121323523
## Biology 0.0132705314 0.056129572 0.0283806040
## Chemistry 0.0578750767 0.075057652 -0.0593438717
## Reading -0.1311501405 0.026138355 0.0021467186
## Geography 0.1393122436 0.016119440 0.0964043687
## Foreign.languages 0.0305911716 -0.029400753 -0.0541685209
## Medicine -0.0077760328 -0.143297117 0.1708593084
## Law -0.0761498548 0.225801724 -0.0785432064
## Cars 0.0849417833 0.079113211 0.1559958015
## Art.exhibitions -0.0607262333 0.128484261 -0.1224530466
## Religion 0.0760205854 0.203381295 0.0307851914
## Countryside..outdoors -0.0760022954 0.040289420 0.0087178510
## Dancing -0.1180008668 0.020748305 0.0237822628
## Musical.instruments 0.0260191992 0.025680818 -0.0279850446
## Writing 0.0250671105 -0.010756941 0.0770453857
## Passive.sport -0.0650665045 0.009226348 0.0222588769
## Active.sport 0.0638727975 -0.079321763 -0.0431256682
## Gardening 0.0903821828 -0.095579471 0.0247026351
## Celebrities -0.1582961266 0.054869601 0.0598988918
## Shopping 0.0512679734 -0.025120577 -0.2079157107
## Science.and.technology -0.2576482052 -0.013957615 -0.1256687270
## Theatre -0.0077303130 -0.119649680 0.0307617780
## Fun.with.friends 0.1094899637 -0.071546681 -0.0019815978
## Adrenaline.sports -0.0907167416 0.036196664 0.0827640123
## Pets 0.1048834541 0.058855756 -0.0646189187
## Flying 0.0400820184 -0.009198036 -0.0166299089
## Storm 0.0059542555 0.027471496 0.0812822806
## Darkness -0.0603700577 -0.104282922 -0.0449091656
## Heights -0.0637266459 0.031498483 0.0488141436
## Spiders 0.0656565553 0.048155474 0.0002388192
## Snakes -0.0098199508 0.020316937 0.1218858242
## Rats 0.0311117694 -0.054558912 -0.1122705777
## Ageing 0.0710705637 0.032350841 -0.0365844971
## Dangerous.dogs 0.0016610772 0.031636197 0.1061024182
## Fear.of.public.speaking 0.0801842998 0.086165113 -0.1642148208
## Smoking -0.0075429495 0.009687351 0.1674071432
## Alcohol 0.0397074424 -0.006934726 -0.0229009888
## Healthy.eating -0.0202139550 -0.053496115 0.1343005830
## Daily.events 0.0709718928 0.045036557 0.1097215613
## Prioritising.workload -0.1239835417 0.055710414 -0.0648510294
## Writing.notes -0.0606702082 -0.077522958 -0.0139594387
## Workaholism 0.1870939778 0.082716143 -0.0036793778
## Thinking.ahead -0.0180313212 -0.131180773 0.0778385990
## Final.judgement -0.0922074141 0.002879534 -0.0342326205
## Reliability 0.0399386682 -0.115767030 0.0798628532
## Keeping.promises 0.0800099454 0.031541986 0.0336395908
## Loss.of.interest 0.0936605328 -0.008976313 -0.0124454003
## Friends.versus.money -0.1524653877 -0.097356401 -0.0060433965
## Funniness -0.0605856533 0.034618319 -0.0372719811
## Fake -0.0218006930 -0.176708162 -0.0416739510
## Criminal.damage 0.0152951080 -0.019366325 -0.0391244694
## Decision.making 0.1850348863 0.108499917 -0.0270152434
## Elections 0.0112975681 0.142626438 -0.0021434770
## Self.criticism -0.0155463512 -0.014806926 0.0172001421
## Judgment.calls -0.0237590251 -0.068328330 -0.1202276925
## Hypochondria 0.0790548907 -0.035430316 0.0031196728
## Empathy 0.1079866874 -0.018052458 0.0740436052
## Eating.to.survive 0.0152782520 -0.005362017 -0.0214231777
## Giving -0.1207069295 -0.027995192 -0.0433273922
## Compassion.to.animals 0.0017014940 -0.020312985 0.1445263797
## Borrowed.stuff 0.0126067962 -0.011442920 -0.1336404630
## Loneliness -0.0543816350 0.088690160 -0.1251850649
## Cheating.in.school 0.0637632140 0.085089419 -0.0588846904
## Health -0.0276380224 -0.053605987 -0.0414588297
## Changing.the.past 0.0067904825 0.065596070 -0.0349595596
## God 0.1047010868 -0.043351701 -0.0293889606
## Dreams -0.0511632561 -0.017805228 -0.0119079085
## Charity 0.0470790618 0.017658818 -0.0390271196
## Number.of.friends 0.0684162809 0.146109829 -0.1358273414
## Punctuality -0.0549706671 -0.038841785 0.0493080580
## Lying 0.0777037189 0.009520962 0.0398478861
## Waiting 0.0223798970 -0.032968809 -0.0126234096
## New.environment 0.0348455384 0.121335161 0.0056847490
## Mood.swings -0.0607629992 -0.034819106 -0.0192121015
## Appearence.and.gestures 0.0255285127 0.226727680 0.0319101620
## Socializing -0.0098129773 -0.056493998 0.0464567837
## Achievements 0.0923494168 -0.089739153 0.0484049608
## Responding.to.a.serious.letter 0.0230198476 0.011008284 -0.1098529624
## Children -0.0101716365 -0.093208170 0.0672089281
## Assertiveness 0.0468151040 0.048403963 0.0566951103
## Getting.angry -0.0795006834 -0.017377973 0.0108315726
## Knowing.the.right.people -0.0163808354 0.019127936 -0.0345588208
## Public.speaking -0.0549917398 -0.002501628 0.1235466339
## Unpopularity 0.0942421717 -0.073393283 -0.0324916695
## Life.struggles 0.1649068956 -0.024301481 0.0839560026
## Happiness.in.life -0.0910565317 0.041408881 -0.0691244991
## Energy.levels -0.0957953259 -0.080774130 -0.1055249089
## Small...big.dogs -0.0216629820 0.088695048 0.0677419498
## Personality 0.1368410869 0.028912789 -0.0646152461
## Finding.lost.valuables 0.0272621515 -0.053127186 -0.0409537479
## Getting.up -0.1414547657 0.054134770 0.0149971916
## Interests.or.hobbies 0.0575803763 -0.088089609 0.0353509180
## Parents..advice -0.0456270164 0.043413788 0.0602774781
## Questionnaires.or.polls -0.1299734828 0.013002544 -0.0692376514
## Internet.usage 0.0086741883 0.021432005 -0.0496592071
## Finances -0.0071902549 0.061678555 0.0273296255
## Shopping.centres 0.0018077829 -0.023937339 0.1446123907
## Branded.clothing 0.0509656734 0.031500034 -0.1156109432
## Entertainment.spending 0.0358781199 0.049590813 0.0897392199
## Spending.on.looks -0.1265784856 -0.047643413 -0.0655243169
## Spending.on.gadgets 0.1222301160 -0.042348177 0.1191488012
## Spending.on.healthy.eating -0.0501748506 0.123650507 0.0003599450
## Age -0.0292038892 0.083194447 -0.2291258823
## Height 0.0067006511 -0.119791124 -0.0242988188
## Weight -0.0525804290 0.145371724 0.0138130715
## Number.of.siblings -0.0296468809 -0.026030348 -0.0145093054
## Gender -0.0804089231 0.050516515 -0.0281308868
## Left...right.handed -0.0116529152 -0.016665759 -0.0561477792
## Education 0.0059006075 -0.089763362 0.1022348661
## Only.child -0.0409592480 -0.061000886 -0.0222609882
## Village...town 0.0432018050 0.072267663 -0.0680426753
## House...block.of.flats -0.0059237511 -0.069644387 0.0286502153
## PC133 PC134 PC135
## Music -0.0536517785 -0.0350141955 -8.820439e-02
## Slow.songs.or.fast.songs -0.0245935056 0.0648289234 9.120370e-02
## Dance -0.0357436851 -0.1301770334 -1.399735e-01
## Folk -0.0015623130 0.0208073010 1.385113e-01
## Country 0.0192529058 -0.0021268830 -8.232568e-02
## Classical.music -0.0507989425 0.1096659156 -1.538219e-02
## Musical 0.0006370730 -0.0426512106 -2.823481e-04
## Pop 0.0864983893 0.0173761723 -1.377930e-02
## Rock -0.0321410001 -0.0237799969 -5.749292e-02
## Metal.or.Hardrock -0.1011581776 -0.2633954909 6.258852e-02
## Punk 0.1247280221 0.1249318372 -7.457504e-02
## Hiphop..Rap -0.0418438620 -0.0480120153 -8.752199e-03
## Reggae..Ska -0.1109900317 -0.0314376137 -1.030074e-02
## Swing..Jazz -0.0504214203 -0.0518416068 8.409250e-02
## Rock.n.roll -0.0458647185 0.0110145220 6.675536e-03
## Alternative -0.0128157722 -0.0727915685 -5.753520e-02
## Latino 0.1836547177 0.1533262092 -1.051919e-02
## Techno..Trance 0.1305671880 -0.0192009988 5.592908e-02
## Opera -0.1426350131 -0.0959888404 -4.047846e-02
## Movies -0.0134134438 0.0604808052 6.922216e-02
## Horror 0.0335138682 -0.1293115939 -2.382754e-02
## Thriller -0.0480959001 0.1256806570 -2.092484e-05
## Comedy 0.0706361379 -0.0639154253 -1.668134e-01
## Romantic -0.0355878876 0.0117966840 1.387907e-01
## Sci.fi 0.1153236236 -0.1005164077 6.403816e-02
## War 0.0811265305 0.0395486797 -2.030589e-01
## Fantasy.Fairy.tales -0.0311651802 0.0208548235 -6.167221e-02
## Animated -0.0071035098 0.0463177847 7.521563e-02
## Documentary -0.0173463332 -0.0252128871 2.594950e-02
## Western -0.0513632202 0.0755605156 2.885887e-02
## Action -0.0474379237 -0.0571863137 -3.597811e-02
## History 0.1114742442 -0.0089217223 1.638809e-01
## Psychology -0.0461186475 -0.0572078521 -1.824430e-01
## Politics -0.1423446339 -0.0583923902 1.501926e-01
## Mathematics -0.1261567009 0.0647425493 -1.267813e-02
## Physics 0.0484713957 0.0600156970 7.874931e-02
## Internet 0.1243714773 0.0649284533 2.160119e-02
## PC -0.1572164944 0.0367959364 6.633940e-03
## Economy.Management 0.1271756780 -0.0033384650 -5.936026e-02
## Biology 0.0733643771 0.2689719402 5.399945e-02
## Chemistry -0.1116763998 -0.1582999460 -2.730219e-01
## Reading 0.1788475270 -0.1213392926 -4.458196e-02
## Geography -0.0518123584 -0.0530156783 -9.675124e-02
## Foreign.languages -0.1542241571 0.0804864683 1.164950e-02
## Medicine 0.0366033210 -0.1356579671 2.779043e-01
## Law -0.0783711655 0.0641149165 -5.706780e-02
## Cars 0.0472738450 -0.0439433894 7.325619e-02
## Art.exhibitions 0.0167777006 0.0945803805 -1.420424e-01
## Religion 0.1252691732 0.0074234899 -2.934018e-02
## Countryside..outdoors 0.0098828411 -0.0134262549 6.785983e-02
## Dancing -0.2329516157 -0.1242926412 1.267560e-02
## Musical.instruments 0.1522872199 0.0651755523 -1.404351e-01
## Writing -0.0986892467 -0.0125240505 2.603144e-01
## Passive.sport -0.0429414708 -0.0197659481 5.068988e-02
## Active.sport 0.0506939911 0.0925874944 8.237917e-02
## Gardening -0.0249559280 -0.0187731159 -1.200184e-01
## Celebrities 0.0085282120 -0.0747819688 1.691376e-01
## Shopping -0.0432741984 -0.1340881035 -1.175851e-01
## Science.and.technology 0.0816563060 -0.0062098317 -1.459672e-02
## Theatre 0.1333036750 -0.0449929275 4.158811e-03
## Fun.with.friends -0.0558969869 0.1909468879 9.065804e-02
## Adrenaline.sports -0.0453604669 -0.0095876402 -2.447300e-02
## Pets -0.0316655250 -0.0472048734 9.010540e-02
## Flying 0.0680435992 0.0741062457 3.426238e-02
## Storm -0.0321807959 -0.0413443554 2.196813e-03
## Darkness 0.1105526868 0.0041863620 1.272736e-02
## Heights -0.0820532116 0.0064744091 -6.533153e-02
## Spiders 0.0931350494 -0.0933055616 -3.839227e-02
## Snakes -0.1130890383 0.0419030678 4.156061e-03
## Rats 0.0143509821 0.0278119599 4.531278e-02
## Ageing 0.0798824677 -0.0581978002 -2.482687e-02
## Dangerous.dogs -0.0732390194 0.0302399366 5.026374e-02
## Fear.of.public.speaking 0.0074136848 -0.0998262006 3.366273e-02
## Smoking -0.0373081079 0.0490390293 5.316915e-02
## Alcohol 0.0427338909 -0.0407768266 -4.836477e-02
## Healthy.eating 0.0778639546 -0.0107778899 4.026095e-02
## Daily.events 0.0982283866 0.0289905953 -1.811546e-01
## Prioritising.workload -0.0159615744 -0.1424380604 8.531011e-02
## Writing.notes 0.1152057153 0.0707597268 3.956070e-02
## Workaholism -0.0571044797 0.0547113210 1.346985e-02
## Thinking.ahead -0.0361039283 0.0777936996 -1.121911e-01
## Final.judgement -0.0399945297 -0.0126293373 -7.569493e-04
## Reliability -0.0649675332 0.0653755510 7.799468e-03
## Keeping.promises 0.0611437309 -0.0758198811 2.747112e-02
## Loss.of.interest -0.0096886710 -0.0315231489 -1.463933e-01
## Friends.versus.money -0.0583727649 -0.0008039878 -1.420576e-02
## Funniness -0.0513943560 -0.0433404597 6.668030e-03
## Fake -0.0600050420 0.0553580754 -3.738047e-02
## Criminal.damage 0.1123211527 0.1269424622 7.667590e-03
## Decision.making -0.0072664858 -0.0734559884 5.549389e-02
## Elections 0.0823855986 0.1079846239 4.035046e-02
## Self.criticism -0.0437741413 0.0098001700 -1.083555e-02
## Judgment.calls -0.0039372202 -0.0524224636 -5.557534e-03
## Hypochondria 0.0131472788 0.0664756229 8.887716e-02
## Empathy -0.1187228498 0.1071701195 9.970393e-02
## Eating.to.survive 0.0252183075 -0.0567237511 -4.861122e-02
## Giving -0.0172305403 -0.0491569260 -4.337300e-02
## Compassion.to.animals 0.0076802904 0.0641172288 -9.368672e-02
## Borrowed.stuff -0.0073488510 -0.0506604344 1.218966e-01
## Loneliness 0.0592609405 0.0327012793 2.239827e-02
## Cheating.in.school -0.0681974842 -0.0283595331 -4.035291e-02
## Health 0.0286884427 0.0091907014 -1.672917e-01
## Changing.the.past 0.1010330227 0.0306100573 9.897493e-02
## God -0.1035854716 0.0067403450 2.825757e-03
## Dreams -0.0711345456 -0.0136354956 -7.813184e-03
## Charity 0.0648705298 0.0899045891 1.147736e-02
## Number.of.friends 0.0901649366 0.0007855789 -4.801792e-02
## Punctuality 0.0128625566 -0.0977178767 5.295221e-02
## Lying -0.0057106021 0.0394851101 4.078279e-02
## Waiting -0.0136769989 -0.0109978693 6.084851e-02
## New.environment 0.1144565434 -0.0157493760 1.006138e-02
## Mood.swings -0.1452236149 -0.1096987360 -7.301931e-02
## Appearence.and.gestures 0.0502074497 -0.0440564309 -1.144951e-02
## Socializing 0.0449016799 0.0167352685 3.432353e-02
## Achievements 0.0527607220 0.0425402295 -1.994088e-02
## Responding.to.a.serious.letter 0.0193971229 0.0063749058 9.545163e-02
## Children 0.0744719341 -0.1853664187 -4.647086e-02
## Assertiveness 0.0008463873 -0.0097100880 4.307179e-02
## Getting.angry -0.0572288762 -0.0411890444 6.356039e-02
## Knowing.the.right.people 0.0138712062 -0.0337389529 1.326586e-01
## Public.speaking 0.0839721281 0.1852505704 5.022912e-03
## Unpopularity 0.0032342221 -0.0997612118 6.415349e-02
## Life.struggles 0.0394078243 0.1007050000 -1.655398e-01
## Happiness.in.life 0.1742039076 -0.1266213072 1.198655e-01
## Energy.levels -0.2873513171 0.2058605223 -8.419874e-02
## Small...big.dogs 0.0628086240 0.0330695550 3.969852e-02
## Personality 0.0546330862 0.0505613873 -5.139890e-02
## Finding.lost.valuables 0.0884274919 -0.0526452005 -2.508178e-02
## Getting.up -0.1593372756 -0.0453077753 5.141395e-02
## Interests.or.hobbies 0.0778593727 -0.0553540167 -5.502697e-02
## Parents..advice -0.0417134088 0.0035234916 -3.425692e-02
## Questionnaires.or.polls -0.0394301152 0.1103418873 2.484802e-03
## Internet.usage 0.0239398591 -0.0100146476 -5.607533e-03
## Finances -0.0430577594 -0.0058292475 -1.500465e-02
## Shopping.centres -0.0469642690 -0.0619937804 1.081380e-02
## Branded.clothing -0.0494782427 -0.0364815317 3.462466e-02
## Entertainment.spending 0.1201640863 0.0352618661 3.198505e-02
## Spending.on.looks -0.0564276146 0.1103913578 7.742375e-02
## Spending.on.gadgets -0.0695804296 -0.0112382795 -4.684211e-02
## Spending.on.healthy.eating -0.0402025586 0.0010418271 1.848289e-02
## Age -0.0743430749 0.0491272329 3.219837e-02
## Height 0.0059020028 -0.1619206596 -2.142951e-02
## Weight -0.1226504888 0.1320079173 -7.164844e-02
## Number.of.siblings -0.0190119119 0.0209823366 -1.160468e-02
## Gender 0.0792532181 -0.0416325267 -5.674808e-02
## Left...right.handed -0.0021475055 0.0547478583 1.220791e-02
## Education 0.0762793651 -0.1602237080 -2.245777e-02
## Only.child 0.0568806141 0.0162459199 -6.855711e-02
## Village...town 0.0824536106 -0.1399761466 3.882970e-02
## House...block.of.flats -0.0256643449 0.1387048455 -2.702521e-02
## PC136 PC137 PC138
## Music 0.059962072 0.015578102 0.0757816893
## Slow.songs.or.fast.songs -0.031861468 0.021646751 -0.0710810227
## Dance -0.009754394 -0.043953069 -0.1120742762
## Folk 0.008805255 -0.047968089 0.0113248721
## Country -0.095233000 0.004380557 0.0663164092
## Classical.music -0.022905021 0.149471569 0.0093945505
## Musical -0.140756607 0.120172670 0.1770826901
## Pop 0.067598003 0.124595757 -0.0774872797
## Rock -0.203698540 -0.116345942 0.1235944088
## Metal.or.Hardrock 0.083555507 0.264445725 -0.0917320525
## Punk -0.045934004 -0.074101546 -0.0246752575
## Hiphop..Rap 0.056053007 0.015723261 0.1032855405
## Reggae..Ska -0.035594482 0.044790647 -0.1246660633
## Swing..Jazz -0.089666532 -0.015561316 -0.0040717889
## Rock.n.roll 0.167546562 -0.039115182 -0.0003101607
## Alternative 0.058536637 0.092046257 0.0239761871
## Latino 0.071891613 -0.064921631 -0.1357339457
## Techno..Trance 0.036065954 -0.062705030 0.0859172799
## Opera -0.055121701 -0.282803443 -0.1840291460
## Movies -0.136804415 -0.020911569 -0.1012063175
## Horror -0.009335659 0.038516085 0.1653237094
## Thriller 0.117930830 0.018286038 -0.1085050433
## Comedy -0.005311205 0.011780587 -0.0257317119
## Romantic 0.036081172 0.044952273 0.0879132417
## Sci.fi 0.008475901 0.088302420 -0.0414205567
## War -0.006633808 0.036706042 -0.0542054379
## Fantasy.Fairy.tales 0.078570162 0.019771121 -0.0776165883
## Animated -0.027950199 -0.007056552 0.0697240444
## Documentary 0.058984328 -0.028898143 -0.0508238026
## Western 0.106779981 -0.019854529 0.0608327033
## Action -0.099931172 -0.077682155 0.1660149424
## History -0.191535053 0.119757006 0.1174877949
## Psychology 0.014899553 -0.111803451 -0.0322779065
## Politics 0.171801694 -0.048632788 -0.0251061538
## Mathematics 0.108562895 -0.088169090 0.1923466987
## Physics -0.126532385 0.138166283 -0.1876180327
## Internet 0.060913615 0.064741487 -0.0657611330
## PC -0.074001730 -0.153021028 -0.0396172247
## Economy.Management -0.036457337 0.076849301 -0.0502607213
## Biology -0.102952628 0.056505908 0.0855950489
## Chemistry -0.014265019 0.062277125 -0.1435246955
## Reading 0.127112231 -0.165025422 0.1731460641
## Geography 0.024086659 -0.095252552 0.0745232021
## Foreign.languages -0.009445258 0.114244274 -0.0217770693
## Medicine 0.139318399 -0.036238044 0.0781187290
## Law -0.034968979 -0.078362776 -0.0698776341
## Cars -0.044078536 0.081017209 -0.0713561824
## Art.exhibitions -0.077497731 0.116030613 0.0600781684
## Religion -0.055361780 -0.048080662 -0.1148082491
## Countryside..outdoors 0.022189722 0.037499880 -0.1091192473
## Dancing -0.062649781 0.030085340 0.1569541548
## Musical.instruments -0.011353884 -0.030869281 0.0343921676
## Writing -0.003040953 0.008827710 -0.1904759346
## Passive.sport -0.076480081 -0.022896966 0.0643594594
## Active.sport 0.073904436 -0.009768427 -0.0667618271
## Gardening -0.033498990 -0.025174111 0.0639856100
## Celebrities -0.080285119 -0.074418869 -0.0740744202
## Shopping -0.148240146 -0.084209435 0.0386967451
## Science.and.technology 0.051324728 -0.059251983 0.2294077623
## Theatre 0.195526574 0.009974313 -0.1500417730
## Fun.with.friends 0.147720011 0.001312727 -0.0551521843
## Adrenaline.sports -0.187148204 -0.033221567 0.1432796046
## Pets 0.050101189 -0.023396481 -0.0366357074
## Flying -0.035002695 -0.092745839 0.0744415729
## Storm 0.101675924 -0.103790809 -0.0068959594
## Darkness -0.030382026 0.086731294 0.0487002670
## Heights -0.062285858 -0.025963357 0.0173877955
## Spiders -0.022097590 0.115255333 -0.0345983709
## Snakes 0.082190837 0.087092311 -0.0584598949
## Rats -0.077388809 -0.087192993 0.0841372567
## Ageing -0.038402307 0.113726651 0.0407318792
## Dangerous.dogs 0.063406145 -0.046364423 -0.0356341980
## Fear.of.public.speaking 0.102084032 0.037896725 0.0003141091
## Smoking -0.056283385 -0.005316892 0.0741792079
## Alcohol 0.077133002 -0.001420902 0.0117256627
## Healthy.eating -0.062891845 0.063774419 -0.0619104279
## Daily.events 0.006680974 0.131368906 -0.0841284316
## Prioritising.workload -0.012961494 -0.031792051 -0.0119143530
## Writing.notes 0.070904874 0.087264240 0.0419019045
## Workaholism -0.111353179 -0.043167039 -0.0873784298
## Thinking.ahead 0.009767739 0.037776677 0.0530957228
## Final.judgement 0.068746576 -0.151417787 -0.0502762555
## Reliability -0.071417642 0.003100467 0.0269600500
## Keeping.promises -0.030456487 0.044041173 -0.0592632921
## Loss.of.interest -0.060681670 -0.043187592 0.0173804769
## Friends.versus.money -0.006694515 -0.008749312 0.0757896294
## Funniness 0.011365890 0.004152161 0.0131606467
## Fake 0.049846156 0.142350532 -0.0437849187
## Criminal.damage 0.161704145 -0.043389124 0.0189126981
## Decision.making 0.039552992 -0.073303112 -0.0043144066
## Elections -0.053237101 -0.033145344 0.0598581009
## Self.criticism 0.046762021 0.002187784 0.0310882323
## Judgment.calls 0.049755631 0.023813364 0.0561530077
## Hypochondria 0.006323088 -0.034870633 0.0169424320
## Empathy -0.149469848 -0.021445893 -0.0902800934
## Eating.to.survive 0.024161546 0.055309721 0.0597761087
## Giving 0.071434413 0.062269506 -0.0739623129
## Compassion.to.animals 0.040374644 -0.042419900 -0.0364666639
## Borrowed.stuff 0.023074266 -0.002425841 0.0090477073
## Loneliness -0.031270783 -0.111125018 -0.0932596681
## Cheating.in.school -0.038351293 0.034909653 -0.0123740060
## Health -0.070484739 -0.039758247 -0.0155774838
## Changing.the.past -0.068018884 -0.123429686 0.0126905702
## God 0.038661825 0.194684790 0.1655096763
## Dreams -0.056880313 0.037872590 -0.0125826227
## Charity 0.147029480 -0.044900383 0.0167797592
## Number.of.friends -0.018387953 0.002772913 -0.0777949703
## Punctuality -0.072221099 0.040982050 -0.0069117797
## Lying 0.024083974 0.009345490 -0.0270327799
## Waiting -0.083407798 -0.065835033 -0.0010324140
## New.environment 0.007186961 0.024341198 -0.0086908294
## Mood.swings 0.085710473 0.011120237 -0.0184597679
## Appearence.and.gestures 0.091681046 0.009852100 0.0519476559
## Socializing -0.035185646 0.023555384 -0.0402663534
## Achievements -0.017618265 0.043376889 0.0078637038
## Responding.to.a.serious.letter 0.023462696 0.024491620 -0.0252418555
## Children -0.014067192 0.117816954 0.0562362074
## Assertiveness 0.063815815 -0.020818921 0.0311515747
## Getting.angry -0.215433973 0.004840895 0.0309296048
## Knowing.the.right.people -0.001093655 -0.071166527 0.0953513747
## Public.speaking -0.110048743 -0.085884779 -0.0523667665
## Unpopularity -0.016744566 -0.037705591 0.0237138602
## Life.struggles 0.042248011 -0.045402841 0.0106628738
## Happiness.in.life -0.042519544 -0.080654339 0.1006287324
## Energy.levels 0.059741610 -0.070525302 -0.0417740953
## Small...big.dogs -0.012125220 -0.096450431 -0.0204157982
## Personality 0.039501507 -0.071108917 -0.0283861898
## Finding.lost.valuables -0.098097750 0.004554515 0.0398533974
## Getting.up -0.063413907 -0.022879169 -0.0833061619
## Interests.or.hobbies 0.045050441 -0.008625793 -0.0847901699
## Parents..advice 0.020421404 0.066719467 0.0130553668
## Questionnaires.or.polls -0.049382733 -0.026898663 -0.0429088913
## Internet.usage 0.005408797 -0.045813062 -0.0522736187
## Finances 0.010407287 0.016578802 -0.0036894375
## Shopping.centres 0.241705371 -0.117498427 0.0566914860
## Branded.clothing -0.015792767 -0.097076239 -0.1076257776
## Entertainment.spending 0.004280871 -0.119086651 0.0470303193
## Spending.on.looks -0.191403959 0.257293716 -0.0607204156
## Spending.on.gadgets 0.104346322 0.082114920 -0.0360276124
## Spending.on.healthy.eating 0.030596872 -0.070818457 0.0257842373
## Age 0.106966916 0.234588766 0.1340703483
## Height -0.012175745 0.024566719 -0.0430524053
## Weight -0.060447750 -0.044355947 0.0968176954
## Number.of.siblings -0.010315629 -0.015200225 -0.0997954285
## Gender 0.085632041 0.059681085 -0.0290429400
## Left...right.handed 0.022315107 0.008207635 -0.0205329885
## Education -0.103571620 -0.178036944 -0.1321864095
## Only.child -0.028186549 0.043431783 -0.0754295988
## Village...town -0.132452019 0.013584946 -0.1862456345
## House...block.of.flats 0.057737973 0.068935089 0.1225491685
## PC139 PC140 PC141
## Music -0.0664174543 1.940852e-02 0.0231441284
## Slow.songs.or.fast.songs -0.0534797351 3.467179e-02 0.0235324406
## Dance -0.0782110512 1.630652e-01 -0.0237918306
## Folk 0.1091103032 -1.403545e-02 -0.0837416754
## Country 0.0132787110 -6.868511e-02 0.0912456110
## Classical.music 0.0421196059 1.894172e-01 -0.1218551658
## Musical -0.1220933205 -5.465863e-02 0.0492954085
## Pop 0.0842877986 -1.854221e-01 0.0966156606
## Rock -0.0114743069 8.631708e-02 0.0250258744
## Metal.or.Hardrock -0.0005174051 -1.824030e-01 -0.0405612486
## Punk 0.0543156421 7.305797e-02 0.1386902642
## Hiphop..Rap -0.1351418173 -5.973823e-02 0.0063527200
## Reggae..Ska 0.1093248566 -3.259921e-02 -0.1079828732
## Swing..Jazz -0.0078828179 -7.280433e-02 0.2941741630
## Rock.n.roll -0.0277244667 6.485992e-02 -0.2873180879
## Alternative -0.0018914854 -1.349719e-01 0.0059480569
## Latino -0.0701861144 9.629940e-02 -0.1738581787
## Techno..Trance 0.0735437069 -4.505274e-02 0.0050991381
## Opera -0.0805867743 -5.211283e-02 0.0531092857
## Movies -0.0036679283 7.564645e-03 -0.0607773621
## Horror -0.0110563751 5.377452e-02 0.0140739129
## Thriller 0.0147655065 -7.247704e-02 0.0883214632
## Comedy 0.1523685846 -2.027927e-02 -0.0284988357
## Romantic -0.1552849680 5.939724e-02 0.0962563377
## Sci.fi -0.0767524259 2.098800e-02 -0.0193416393
## War 0.1136552677 -6.437826e-02 -0.0382195993
## Fantasy.Fairy.tales -0.0053596392 -8.748364e-03 0.2587693784
## Animated -0.0175694223 2.957854e-02 -0.1819979575
## Documentary -0.0021625568 -1.344897e-01 0.0209305044
## Western -0.0048507613 1.182725e-01 0.1138800588
## Action 0.0544047361 -1.765303e-02 -0.0747465729
## History -0.0597525451 -7.285142e-02 0.0613344645
## Psychology 0.0237918176 8.183213e-02 0.0290594061
## Politics -0.0872979237 4.022745e-02 -0.1544383186
## Mathematics -0.0427893606 7.410049e-02 -0.0330528554
## Physics 0.1402856293 -1.405405e-01 0.0554098297
## Internet -0.0372845585 -2.993756e-02 0.0425346204
## PC 0.1592649067 4.511122e-02 -0.1047135198
## Economy.Management -0.1260560990 6.411776e-03 0.0271355197
## Biology -0.0451083161 -7.496043e-02 -0.0445257977
## Chemistry -0.1953675177 1.124647e-01 0.0648113946
## Reading 0.0026740446 6.101181e-02 -0.0289520725
## Geography -0.0225689350 6.192311e-02 0.0531638112
## Foreign.languages 0.0635342643 3.502696e-03 0.0038394596
## Medicine 0.1570102498 -7.756790e-02 -0.0286741421
## Law 0.0518751552 3.209944e-02 0.1173036149
## Cars -0.0149285211 -4.804249e-02 0.0277059024
## Art.exhibitions -0.1047391054 4.081212e-02 -0.2051868975
## Religion -0.0571241790 -1.272889e-01 0.0436306598
## Countryside..outdoors -0.1281301997 1.596351e-02 0.0638715064
## Dancing 0.1818065558 -7.589649e-02 0.0096348738
## Musical.instruments -0.0466318506 -7.089884e-02 0.0870188315
## Writing -0.1681298370 -1.766566e-02 -0.0298368190
## Passive.sport -0.0584623177 4.389009e-02 0.0098002228
## Active.sport -0.0629478486 -1.312905e-03 -0.0230495752
## Gardening 0.1455217222 -1.234086e-02 0.1058264139
## Celebrities -0.0337455710 8.982272e-02 0.0732798669
## Shopping -0.1148018654 -1.503817e-01 -0.2843991573
## Science.and.technology -0.0651689544 1.534124e-01 -0.0322779603
## Theatre 0.2114012430 4.112640e-03 0.0345569179
## Fun.with.friends -0.0033988694 -2.035751e-02 -0.0027837917
## Adrenaline.sports 0.0262131268 -6.662368e-02 0.0306081094
## Pets -0.0097937363 3.765968e-02 0.0729500957
## Flying 0.0278628406 7.787919e-02 0.0775083020
## Storm 0.1101140096 -2.620424e-02 -0.0335556581
## Darkness -0.1227529850 8.162704e-02 0.0100700253
## Heights 0.0145780792 -3.601981e-02 -0.0072234923
## Spiders -0.0943190952 6.786922e-02 -0.0254328279
## Snakes 0.0022521603 -1.793019e-01 -0.0515549346
## Rats 0.1447891248 -3.593008e-02 0.0384426591
## Ageing -0.0721359511 -6.833832e-02 0.0585909773
## Dangerous.dogs -0.0893476096 1.115698e-01 0.0576729651
## Fear.of.public.speaking 0.1751114765 1.380909e-01 0.0569541959
## Smoking 0.0301626653 6.690593e-02 -0.0760303777
## Alcohol 0.0440316923 -9.815237e-02 0.1122228075
## Healthy.eating -0.0706990945 8.362281e-03 -0.0413489440
## Daily.events 0.0744422867 -8.739206e-02 -0.0253190275
## Prioritising.workload 0.0365856881 -5.030844e-02 0.0438303963
## Writing.notes 0.0155454509 -1.328819e-02 0.0113953070
## Workaholism -0.0243360700 9.338401e-02 0.0103055959
## Thinking.ahead -0.0554792706 -8.126784e-02 0.0265360523
## Final.judgement -0.0622954030 -1.174885e-01 -0.1360921784
## Reliability -0.0121657610 6.810700e-02 0.0181572464
## Keeping.promises 0.0525486965 -1.442843e-02 -0.0557890976
## Loss.of.interest 0.0701860378 -5.420322e-02 -0.0040392598
## Friends.versus.money -0.0577842165 -5.340762e-03 0.0506576591
## Funniness -0.0130873070 -5.550189e-03 -0.0248495079
## Fake -0.0538945856 4.957230e-02 0.0679111438
## Criminal.damage -0.0425827209 -3.384871e-03 -0.0586338739
## Decision.making 0.0458671783 1.844821e-02 0.0217805355
## Elections 0.0245739117 -2.041663e-02 0.1194064192
## Self.criticism 0.0215326107 -1.691205e-02 -0.0499573962
## Judgment.calls -0.0987533612 2.161425e-02 0.1249925972
## Hypochondria -0.0940244737 -5.692110e-02 0.0482223230
## Empathy 0.0122298345 4.483167e-02 -0.0381342111
## Eating.to.survive 0.0777537915 -4.120960e-02 -0.0617232785
## Giving 0.0149598670 2.441201e-02 -0.0288759630
## Compassion.to.animals 0.0872835609 -9.436514e-03 -0.0099010213
## Borrowed.stuff -0.1309159212 1.977092e-02 -0.0057669060
## Loneliness 0.0282178109 -9.736963e-02 0.0640157662
## Cheating.in.school -0.0158146624 -5.904811e-02 0.0929001250
## Health -0.0004674132 -1.703077e-03 -0.0462134022
## Changing.the.past 0.0525704412 3.540948e-02 -0.0174687403
## God 0.0929189312 1.904801e-01 0.0611938511
## Dreams -0.0182603521 3.849823e-03 -0.0447316400
## Charity 0.0333624470 1.229471e-02 -0.0193037139
## Number.of.friends 0.0438919838 4.985105e-02 0.0519417805
## Punctuality -0.0439918316 5.177020e-02 0.0073596262
## Lying 0.0092350834 4.452547e-02 -0.0389259537
## Waiting 0.0026698586 2.190912e-02 -0.0004121007
## New.environment 0.0214475683 5.601435e-02 0.0609723370
## Mood.swings 0.0802739669 2.712269e-02 0.0056723220
## Appearence.and.gestures 0.0279827580 -7.329597e-02 -0.0144391780
## Socializing -0.0354853706 -9.908161e-03 0.0980502372
## Achievements -0.0212392651 3.226000e-02 -0.1328760656
## Responding.to.a.serious.letter -0.0495459060 -3.279719e-02 0.0496138702
## Children -0.0891258463 -6.120688e-02 -0.0455044800
## Assertiveness 0.0802427656 1.052988e-02 -0.0125301531
## Getting.angry -0.0570020485 8.341911e-02 0.0181694882
## Knowing.the.right.people 0.0743868929 -1.728711e-02 0.0027728699
## Public.speaking -0.0901590957 -6.245053e-02 -0.0169496383
## Unpopularity -0.0844907580 -1.494477e-02 0.0046986846
## Life.struggles -0.0144230342 6.142162e-02 -0.0122656150
## Happiness.in.life 0.0513582243 -6.045911e-02 -0.0670702552
## Energy.levels -0.1166319556 3.383301e-05 0.1427211140
## Small...big.dogs -0.0241782878 1.517648e-01 -0.0425118198
## Personality 0.0522064651 -3.487873e-02 -0.0421671723
## Finding.lost.valuables 0.1512884158 3.192555e-02 0.0644472347
## Getting.up 0.0285932270 -4.838502e-02 -0.0145877184
## Interests.or.hobbies 0.1246193192 3.034002e-02 -0.1204224211
## Parents..advice 0.0061496880 6.396919e-02 -0.0891967852
## Questionnaires.or.polls 0.1245632651 6.876222e-02 -0.0419760334
## Internet.usage 0.0891023977 9.517701e-03 0.0179819773
## Finances -0.0218420967 -7.140039e-03 0.0272577840
## Shopping.centres 0.0122240830 2.752618e-02 0.1513359733
## Branded.clothing 0.0155558179 1.192592e-02 0.0031606811
## Entertainment.spending -0.1305433261 -4.282681e-02 0.0111223925
## Spending.on.looks 0.2599964543 2.222311e-01 0.0309499409
## Spending.on.gadgets -0.1545629802 -7.869785e-02 -0.0612546150
## Spending.on.healthy.eating 0.1289271282 2.119221e-02 0.0434520025
## Age -0.0009559811 7.176720e-02 -0.0768566328
## Height 0.0287689903 2.118700e-01 0.1099933965
## Weight 0.0065032132 -2.858442e-01 -0.0836648750
## Number.of.siblings 0.0131349500 7.525295e-02 0.0034327044
## Gender -0.0768828268 2.475686e-01 0.0797669967
## Left...right.handed 0.0271835869 5.913562e-02 -0.0252117530
## Education -0.1066331579 1.336277e-02 0.0653853637
## Only.child -0.0340205928 6.228601e-02 -0.0314761214
## Village...town 0.0423726451 1.343615e-01 -0.1762051877
## House...block.of.flats -0.0538643578 -8.303956e-02 0.0715597185
## PC142 PC143 PC144
## Music -0.091862971 -4.779837e-02 -0.0493478631
## Slow.songs.or.fast.songs 0.006022716 -8.795918e-03 0.0223783636
## Dance -0.118546832 1.992835e-02 0.0616579876
## Folk 0.124193117 2.318350e-02 -0.0504065626
## Country -0.047762908 -1.082178e-02 0.1143070003
## Classical.music -0.084385440 -8.861242e-02 0.1496200749
## Musical 0.135850749 1.132185e-01 -0.0822315462
## Pop -0.043579699 4.973265e-02 -0.0657428407
## Rock -0.011179191 -1.935277e-01 0.3120242717
## Metal.or.Hardrock -0.049241328 6.754589e-02 -0.0350073443
## Punk 0.079528141 1.390241e-01 -0.1093992072
## Hiphop..Rap 0.078661773 -3.480800e-02 -0.0020027063
## Reggae..Ska -0.041903598 -2.933605e-02 0.0851779184
## Swing..Jazz 0.037455196 8.825401e-02 -0.0575939299
## Rock.n.roll -0.071952324 7.389508e-02 -0.2623879420
## Alternative 0.126822217 -8.385293e-03 0.0933020504
## Latino 0.049880796 -1.186303e-01 0.1700508345
## Techno..Trance 0.018004126 1.793174e-02 -0.0137036469
## Opera -0.047529933 -6.764136e-03 -0.0681508730
## Movies -0.013464768 -2.883893e-02 -0.0183612715
## Horror -0.051245291 -1.914929e-01 -0.0130670163
## Thriller 0.132748257 1.265897e-01 0.0049388790
## Comedy 0.051906041 -9.674167e-03 0.0523168777
## Romantic 0.048240886 2.186307e-02 -0.0881501568
## Sci.fi -0.108829753 5.562631e-04 0.1723956223
## War 0.078677153 -4.869825e-03 -0.0193343941
## Fantasy.Fairy.tales -0.092447805 -2.707489e-02 0.1420389842
## Animated 0.050408140 9.073646e-02 -0.1717655257
## Documentary 0.034392035 2.833316e-02 -0.0336955014
## Western -0.025245181 -3.510789e-03 -0.0752999653
## Action 0.087515887 -9.297471e-02 -0.1237502735
## History 0.042396224 3.219834e-02 0.0597476432
## Psychology 0.054043250 4.682787e-02 -0.0435910323
## Politics -0.120270273 -2.996949e-02 -0.0279766221
## Mathematics 0.018634986 2.312313e-01 0.3034982704
## Physics 0.048232620 -2.885066e-01 -0.3158398387
## Internet -0.099411160 8.798857e-02 0.0072776159
## PC 0.010910142 2.576469e-02 -0.0094305700
## Economy.Management -0.174182292 -1.153108e-01 -0.0906648591
## Biology -0.048512058 -1.645976e-01 -0.1303969383
## Chemistry 0.075146504 1.232338e-01 -0.0586719001
## Reading -0.038033518 -1.040470e-01 -0.1497603106
## Geography -0.045254777 5.282531e-02 -0.0705496650
## Foreign.languages 0.007325720 -5.592125e-03 -0.0002049646
## Medicine -0.132479240 8.707846e-02 0.2316383546
## Law 0.014685988 2.977481e-02 0.0368204420
## Cars 0.024499306 1.519458e-01 -0.0476119341
## Art.exhibitions 0.026394353 -1.834614e-01 0.0266141722
## Religion 0.139103922 -2.780815e-02 0.1029250513
## Countryside..outdoors 0.008762651 3.914850e-03 0.0197878169
## Dancing 0.069177815 2.902057e-02 -0.0401469677
## Musical.instruments -0.066230075 1.010330e-02 -0.0579886387
## Writing 0.031298182 8.424197e-02 0.0442397378
## Passive.sport 0.007160430 -2.330817e-02 -0.0633297040
## Active.sport -0.130158071 -8.648385e-02 0.0214219442
## Gardening 0.006362148 4.007913e-02 0.0371621679
## Celebrities 0.051270425 -1.350528e-01 -0.0083859257
## Shopping -0.167493571 2.016559e-01 0.0331331992
## Science.and.technology -0.041386443 -2.387118e-02 -0.0788547793
## Theatre -0.119831929 1.418770e-01 0.1388840807
## Fun.with.friends 0.127632124 5.445007e-02 -0.0643415384
## Adrenaline.sports 0.028483254 -5.687477e-02 0.1169559049
## Pets 0.030850858 -4.098799e-02 -0.0092273750
## Flying 0.027202872 4.045238e-02 0.0062358714
## Storm 0.017307912 -9.969884e-02 -0.0356021902
## Darkness -0.102447192 3.285911e-02 0.0197996573
## Heights 0.017734701 5.384050e-02 0.0311368227
## Spiders 0.094177587 7.007248e-02 -0.0035139739
## Snakes 0.018824809 -1.995021e-01 0.1927443692
## Rats 0.042077540 8.452436e-02 -0.1177946012
## Ageing -0.025823057 -6.549951e-02 0.0219967893
## Dangerous.dogs -0.096896194 2.305641e-02 -0.1236072954
## Fear.of.public.speaking -0.038156362 -8.373827e-02 0.0010270964
## Smoking 0.094941067 8.974327e-02 0.0062556793
## Alcohol 0.015665765 -8.554314e-02 -0.0284909255
## Healthy.eating 0.104673197 -3.452852e-02 -0.0078447692
## Daily.events 0.039269391 2.423627e-02 0.0049755159
## Prioritising.workload -0.177231136 -1.561449e-01 0.0391967679
## Writing.notes 0.016630653 9.389716e-02 -0.0328162004
## Workaholism 0.142426731 4.718930e-03 0.0619850972
## Thinking.ahead 0.016930850 4.423863e-02 -0.0439182318
## Final.judgement 0.200863825 -4.363160e-02 0.0761933836
## Reliability -0.099910133 5.841063e-02 0.0121639721
## Keeping.promises 0.101043609 -1.048375e-02 -0.0593809118
## Loss.of.interest -0.043560949 -1.927376e-02 -0.0226831633
## Friends.versus.money -0.001507196 -5.110727e-02 0.0239143333
## Funniness 0.016470297 6.665007e-04 0.0259812621
## Fake -0.096451768 5.433040e-03 -0.0081536426
## Criminal.damage -0.035910197 7.146433e-02 0.0083640100
## Decision.making -0.023549551 -4.746026e-02 0.1099857211
## Elections -0.045682240 -1.767921e-03 -0.0100566802
## Self.criticism -0.094794516 1.888015e-02 -0.0255369557
## Judgment.calls 0.036035162 6.253263e-03 0.0463607663
## Hypochondria -0.054413715 -5.381434e-02 0.0267407746
## Empathy -0.067447827 -4.807364e-02 -0.0377453656
## Eating.to.survive 0.009490081 -1.004261e-02 0.0093701071
## Giving -0.012163877 -1.262131e-01 -0.0180614397
## Compassion.to.animals -0.051952691 9.947927e-02 -0.0129567289
## Borrowed.stuff -0.011577475 -6.851901e-02 0.0563588815
## Loneliness -0.033793216 1.261826e-01 -0.0058618293
## Cheating.in.school -0.116415033 -4.214359e-02 0.0432223999
## Health 0.028067393 6.744625e-02 0.0420806385
## Changing.the.past 0.023396232 7.349952e-05 0.0309770475
## God -0.318647365 3.207609e-02 -0.1690540411
## Dreams -0.033401321 9.329922e-02 0.0372276735
## Charity 0.036038032 -2.972946e-02 0.0100456528
## Number.of.friends -0.106065660 2.640132e-02 0.0407654892
## Punctuality 0.026612362 8.406216e-02 -0.0042685158
## Lying 0.096848450 -6.293822e-02 -0.0399561903
## Waiting 0.067792115 -3.234330e-02 0.0259740674
## New.environment -0.035980317 -1.355701e-01 0.0094435891
## Mood.swings 0.117685372 -5.734678e-02 -0.1035661209
## Appearence.and.gestures 0.005872179 -1.008944e-01 0.0022708213
## Socializing -0.071483921 1.104213e-01 -0.0129131677
## Achievements -0.024289725 1.521271e-02 0.0315767314
## Responding.to.a.serious.letter -0.042567466 -4.087476e-02 0.0458601330
## Children 0.083529002 1.932207e-02 -0.0025912078
## Assertiveness 0.016413144 1.117605e-02 0.0355404875
## Getting.angry 0.004470307 -3.737661e-03 0.0358445328
## Knowing.the.right.people 0.103696818 -2.233461e-02 0.0444728476
## Public.speaking 0.019857485 1.203761e-01 0.0275756850
## Unpopularity 0.030594746 5.480761e-04 -0.0375940474
## Life.struggles 0.029203929 -7.591914e-02 0.0097165738
## Happiness.in.life 0.041766935 6.019865e-02 -0.0251202948
## Energy.levels 0.046667009 -5.047186e-02 0.0044039207
## Small...big.dogs -0.014183526 -4.078939e-03 -0.0437042988
## Personality -0.018937402 -5.899918e-02 0.0080908171
## Finding.lost.valuables 0.025857131 -1.913947e-02 0.0259975062
## Getting.up 0.030213127 -3.349829e-02 -0.0575270185
## Interests.or.hobbies 0.019950691 1.252305e-01 -0.0094864949
## Parents..advice 0.102016892 -3.059058e-02 -0.0003483153
## Questionnaires.or.polls -0.040399360 -6.017298e-02 0.0242165345
## Internet.usage 0.003297036 -9.558471e-02 0.0397820967
## Finances -0.035544248 9.296026e-02 -0.0615867790
## Shopping.centres 0.195876867 -1.387805e-01 0.0042733945
## Branded.clothing -0.121775012 1.602165e-03 -0.0092849469
## Entertainment.spending 0.004250000 7.811083e-02 -0.0314499067
## Spending.on.looks 0.007154583 1.202739e-01 0.0554945562
## Spending.on.gadgets 0.067041532 -9.338275e-02 0.0052265281
## Spending.on.healthy.eating -0.091664002 2.884384e-02 -0.0709541986
## Age 0.165026698 2.794014e-02 0.0306496303
## Height 0.118794214 -4.817969e-02 -0.0076442039
## Weight -0.258945760 -1.917155e-02 0.0215470841
## Number.of.siblings -0.049765994 -1.030248e-01 0.0168973780
## Gender 0.095101747 4.629006e-02 0.0747808053
## Left...right.handed 0.033883224 -1.679864e-02 -0.0313959890
## Education -0.128780727 2.085975e-03 -0.1188379276
## Only.child 0.017604348 -7.445087e-02 0.0279685772
## Village...town 0.039498950 3.610272e-02 -0.0169722132
## House...block.of.flats 0.002682212 4.177451e-02 0.0462134074
## PC145 PC146 PC147
## Music 5.254068e-02 -0.0255427720 0.0150424615
## Slow.songs.or.fast.songs -2.778679e-02 0.0378042748 -0.0691730570
## Dance -7.213899e-02 0.0431274444 0.1693903226
## Folk 1.217383e-01 -0.0073144796 -0.0314786352
## Country -7.975931e-03 -0.0222761369 0.0602975204
## Classical.music 1.607496e-01 0.1106887823 -0.1403042411
## Musical 1.363221e-01 -0.0106968056 0.0855446454
## Pop 8.468486e-02 -0.0654748054 -0.0596750556
## Rock -1.266378e-01 0.0467002675 -0.0621881974
## Metal.or.Hardrock -1.232525e-01 -0.1389078548 0.1469716792
## Punk 1.876149e-01 0.0021209540 -0.1178979979
## Hiphop..Rap -1.844000e-01 -0.0796172182 -0.0088998757
## Reggae..Ska -1.773495e-02 0.0443819165 0.0160938590
## Swing..Jazz 6.043102e-02 -0.0361730178 -0.0319144550
## Rock.n.roll -1.016878e-01 -0.0303040235 -0.0521872825
## Alternative 1.421604e-02 0.1458097120 0.1079665555
## Latino 9.719745e-03 -0.1210880170 -0.0660329445
## Techno..Trance 1.178046e-01 -0.0189022836 -0.0418740694
## Opera -2.175982e-01 -0.0213638144 0.0653690776
## Movies -5.844122e-02 0.0445130537 -0.1314912460
## Horror -1.784353e-02 -0.0123201887 -0.1326738766
## Thriller 5.582240e-02 -0.1050669972 0.1777412312
## Comedy 1.088603e-01 0.1090818860 0.0897373181
## Romantic -1.177364e-01 -0.1167811426 -0.0537571522
## Sci.fi -1.577021e-02 0.0655446332 0.0231797465
## War 2.705433e-02 0.0079126346 0.0544039832
## Fantasy.Fairy.tales -1.870370e-02 0.0164528631 -0.1096410996
## Animated -1.818684e-02 -0.1207588046 0.1251041092
## Documentary 6.632914e-02 -0.0003818924 -0.0674369921
## Western 3.757403e-02 0.0780573914 0.0201779652
## Action -5.028023e-02 -0.0270777707 -0.0527918937
## History -4.830179e-02 -0.0460413101 0.0029043669
## Psychology -3.411406e-02 0.0294234845 -0.0002372408
## Politics 4.438183e-02 0.1077953833 0.0179349617
## Mathematics -6.537222e-02 -0.0508624854 0.0816745950
## Physics -4.204069e-02 -0.1156769771 -0.1233855443
## Internet -2.184542e-01 0.0646106207 0.0273626898
## PC 3.805374e-01 -0.0289744136 -0.0073054089
## Economy.Management 3.238327e-05 -0.0053485612 -0.0897280853
## Biology 3.454825e-02 0.1777138791 0.3518955086
## Chemistry 6.213143e-02 0.1924018293 -0.2464659689
## Reading 1.590896e-01 0.0029376971 0.0144833246
## Geography 2.826117e-02 -0.0482283871 0.0088224043
## Foreign.languages -4.456536e-02 0.0255197554 0.0431384038
## Medicine 2.732129e-02 -0.3051951245 -0.0906914227
## Law 3.626579e-02 -0.0877747714 0.0592058689
## Cars -2.847144e-02 0.1866912677 -0.0157891507
## Art.exhibitions -3.140005e-02 -0.2093409051 0.0636719597
## Religion -4.092071e-02 0.0283748222 -0.0720102721
## Countryside..outdoors -1.394592e-02 0.0057904879 0.0078792848
## Dancing -3.870751e-03 -0.0046522765 0.0453599627
## Musical.instruments -9.502822e-02 -0.0286145327 -0.0341236317
## Writing 2.870491e-02 0.0846252225 -0.0096495339
## Passive.sport 8.131113e-02 -0.0053915360 -0.0399784502
## Active.sport -1.505793e-03 0.1321049827 -0.0452577333
## Gardening -7.239869e-02 0.0067523025 0.0347627594
## Celebrities -3.070420e-02 0.1322613436 0.0130518297
## Shopping 1.412050e-01 -0.1263306962 -0.1795365047
## Science.and.technology -1.522680e-01 -0.0471621501 0.0666093031
## Theatre 1.437911e-02 0.1448146425 -0.0913448841
## Fun.with.friends -1.171373e-02 -0.0596692188 0.0386099325
## Adrenaline.sports 9.141971e-02 -0.0347866692 -0.0319879193
## Pets 1.529054e-02 -0.0175827509 -0.0152069460
## Flying -2.580945e-02 -0.0524883868 0.0304670735
## Storm -1.915910e-01 -0.0366558695 -0.1000277484
## Darkness 2.144016e-01 0.0919713586 0.1074667213
## Heights 1.606328e-02 -0.0621453739 -0.0539827380
## Spiders 9.734691e-03 0.0134023882 0.0341175009
## Snakes 1.385326e-01 -0.1068371680 0.1129530705
## Rats -9.972557e-02 0.2253617752 -0.1357457834
## Ageing 9.414626e-05 -0.0852648830 -0.0400309977
## Dangerous.dogs -4.219543e-03 -0.0301314716 0.0737284206
## Fear.of.public.speaking 7.725325e-02 0.0624509570 -0.0087694890
## Smoking 2.398998e-02 0.0248778737 -0.0431795728
## Alcohol -5.575603e-02 0.0604930038 -0.0029548781
## Healthy.eating 5.083895e-02 0.0491465850 -0.0265241909
## Daily.events -6.885509e-02 -0.1508983665 0.0368963150
## Prioritising.workload 6.325308e-02 0.0621769141 0.0554287427
## Writing.notes 1.599650e-01 0.0161740359 0.0251695446
## Workaholism -2.022324e-01 -0.0001396130 0.0179673985
## Thinking.ahead 2.239181e-02 0.0069142808 -0.0698342226
## Final.judgement 7.595129e-02 -0.0082700063 0.0438142495
## Reliability 1.517301e-02 -0.0210700746 0.0306201274
## Keeping.promises 7.302057e-03 0.0066304550 0.0046828728
## Loss.of.interest -3.074753e-02 -0.0494330841 0.0632879720
## Friends.versus.money 9.961862e-03 0.0030188960 -0.0040407508
## Funniness -4.137711e-02 -0.0522639416 0.0080009464
## Fake 1.700043e-02 -0.0079133292 -0.0398513494
## Criminal.damage -9.409850e-03 -0.0243836325 -0.0498467602
## Decision.making -2.302775e-02 -0.0514896843 0.0623149770
## Elections 1.298050e-02 -0.0341488494 0.0260742318
## Self.criticism -5.760447e-02 0.0116535847 -0.0235829384
## Judgment.calls -3.945092e-02 0.0136852970 0.0416713950
## Hypochondria 5.792841e-02 -0.0572751634 0.0160765097
## Empathy -8.754769e-02 0.0573276201 -0.0522186256
## Eating.to.survive -1.127114e-03 0.0513269414 -0.0593821439
## Giving 7.443077e-02 -0.0811169359 0.0483748866
## Compassion.to.animals -5.131595e-02 -0.0241101986 0.0120838987
## Borrowed.stuff 4.518970e-02 0.0534107484 0.0279393951
## Loneliness 3.985701e-02 -0.0725991757 0.0766288578
## Cheating.in.school -4.916788e-02 -0.0658038754 0.0266607782
## Health -2.499331e-02 0.1184555000 0.0717973181
## Changing.the.past -1.135616e-01 0.0595665082 -0.0336141573
## God -1.251309e-02 -0.0610722966 0.0198430144
## Dreams -6.526677e-02 0.0451193611 -0.0450113642
## Charity -6.334654e-02 0.0224695125 -0.0855571165
## Number.of.friends 3.910299e-02 -0.0242855567 -0.0951501028
## Punctuality 3.791145e-02 0.0561745581 -0.0144703082
## Lying 1.089576e-02 -0.0256307565 0.0198441822
## Waiting 2.462261e-02 0.0307891903 -0.0216386762
## New.environment 2.342775e-03 0.0150331585 0.0121325400
## Mood.swings 1.690817e-02 0.0552444044 0.0028851388
## Appearence.and.gestures 4.263047e-04 0.0619685959 -0.1342336037
## Socializing 2.243734e-02 -0.0491512228 0.0290730208
## Achievements -2.582034e-02 0.0402327857 0.0063745336
## Responding.to.a.serious.letter 6.427860e-02 -0.0049853300 -0.0134732449
## Children 2.495506e-02 0.1050680301 0.0157138853
## Assertiveness -1.996541e-02 -0.0001187023 0.0514276215
## Getting.angry 3.107812e-02 -0.0376582296 -0.0327588607
## Knowing.the.right.people 1.283544e-02 0.0541481277 -0.0359481201
## Public.speaking -1.025730e-01 -0.0976335005 -0.1226632371
## Unpopularity 8.387047e-02 0.0335924721 0.0457985108
## Life.struggles -6.295564e-02 -0.0529602053 0.0375680159
## Happiness.in.life -1.115200e-01 0.0454152752 0.0176956899
## Energy.levels 1.403158e-01 -0.0459792971 -0.0258584713
## Small...big.dogs 9.033825e-03 -0.0248662100 0.0611278185
## Personality 4.666609e-02 -0.0696505531 0.0871402845
## Finding.lost.valuables -1.875192e-02 0.0107345684 0.0478232178
## Getting.up 2.108167e-02 0.0470872594 0.0085159004
## Interests.or.hobbies -1.183792e-01 0.0244631440 0.0482253354
## Parents..advice -5.076717e-03 -0.0590984390 0.0270020881
## Questionnaires.or.polls -9.077017e-03 -0.0016257823 -0.1059749603
## Internet.usage 6.048998e-02 -0.0044169091 0.0806339588
## Finances -1.266957e-02 -0.0380612892 -0.0506483343
## Shopping.centres -5.472092e-02 0.1263382165 0.1222999906
## Branded.clothing 4.318966e-02 -0.0480033993 -0.0005884788
## Entertainment.spending 8.624562e-02 0.0180858995 -0.0342666906
## Spending.on.looks -8.598623e-02 -0.0465000470 0.1547575117
## Spending.on.gadgets -1.102832e-02 -0.0394107754 -0.0996254628
## Spending.on.healthy.eating -6.537916e-03 0.0327325996 -0.1058619444
## Age -4.707583e-02 0.1516657802 -0.1893025255
## Height 2.092404e-02 -0.3279977962 -0.1898941271
## Weight -4.970638e-02 0.2294135622 0.0551255325
## Number.of.siblings -3.449839e-03 0.0051850714 -0.0710815567
## Gender 3.303500e-02 -0.0064482794 0.1822283082
## Left...right.handed -3.048447e-02 -0.0563008319 -0.0168309681
## Education 6.927631e-02 -0.0883835372 0.1929410441
## Only.child 8.489922e-02 0.0080224611 -0.0487627219
## Village...town -3.854539e-03 -0.0016359456 0.0846511016
## House...block.of.flats -2.091486e-02 -0.0466182781 -0.1159469453
## PC148 PC149 PC150
## Music -0.0312997905 2.337031e-04 -0.0189348626
## Slow.songs.or.fast.songs -0.0058942928 2.479349e-02 0.0602944063
## Dance 0.0209823053 -1.476478e-03 -0.0792456871
## Folk 0.1001123038 -9.711185e-03 0.0067798554
## Country -0.0665763526 3.094533e-02 0.0021849217
## Classical.music -0.1560450499 -8.814792e-02 -0.0080623753
## Musical 0.0690380585 1.347056e-02 -0.0326494754
## Pop -0.0214082898 5.684700e-03 0.0499888808
## Rock 0.0051278970 2.368923e-02 0.0082067324
## Metal.or.Hardrock 0.0225246063 1.577332e-02 -0.0855209748
## Punk -0.0138880826 -2.680117e-02 0.0255301898
## Hiphop..Rap -0.0551808742 -2.913184e-02 -0.0081583858
## Reggae..Ska 0.0229537138 3.978783e-02 -0.0014289672
## Swing..Jazz -0.0764482763 2.986528e-02 -0.0054083127
## Rock.n.roll 0.0702002192 -5.880038e-02 0.0003021243
## Alternative -0.0045388266 1.348344e-02 -0.0096664650
## Latino 0.0504758496 2.483760e-04 0.0337838388
## Techno..Trance 0.0232118717 -8.999282e-03 0.0267175955
## Opera -0.0752417218 2.158162e-02 0.0041494553
## Movies -0.0214742707 5.552053e-02 0.0650164379
## Horror -0.0496043351 3.048237e-02 -0.0733202217
## Thriller 0.0588061070 -4.095638e-02 0.0161427258
## Comedy -0.0141139314 -5.842028e-02 -0.0133589330
## Romantic 0.0399118912 4.677109e-02 0.0490583220
## Sci.fi -0.0817098944 -7.833886e-02 -0.0090478021
## War -0.0215918657 -4.191923e-02 -0.0547800306
## Fantasy.Fairy.tales 0.4980851650 6.100341e-02 -0.1570452104
## Animated -0.4542279163 -5.684972e-02 0.1318399298
## Documentary -0.0487063410 4.960843e-02 -0.0434201509
## Western -0.0083104091 -9.385710e-02 -0.0223952806
## Action -0.0034315129 4.598961e-02 -0.0104069558
## History 0.0614460793 -4.999951e-02 0.0827414475
## Psychology -0.0793371420 -1.179220e-02 0.0706929108
## Politics 0.1257399256 1.637189e-02 -0.0658392940
## Mathematics -0.0720944935 -1.210613e-02 -0.0757168852
## Physics 0.0580265895 1.338423e-01 0.0850710657
## Internet -0.0046590383 2.583789e-02 -0.0798060033
## PC 0.0667587074 -5.855097e-02 0.0513599183
## Economy.Management -0.0293135939 -2.787293e-02 0.0501165144
## Biology -0.0362566001 1.477281e-01 -0.4438904839
## Chemistry -0.0253267679 -1.019798e-01 0.1520037756
## Reading 0.0503571338 1.041990e-01 -0.0109255880
## Geography -0.0524937130 1.603124e-02 0.0277021551
## Foreign.languages 0.0784989797 8.118621e-02 0.0102174187
## Medicine 0.0063216545 -6.239582e-02 0.2178894572
## Law -0.0547922272 -2.692798e-02 -0.0765369010
## Cars -0.0357565958 -1.990732e-02 -0.0547661818
## Art.exhibitions 0.2281054230 -1.492038e-01 0.0565296476
## Religion 0.0366063168 -2.907521e-02 0.0368083574
## Countryside..outdoors -0.0601721984 -7.960949e-02 0.0441413810
## Dancing 0.0312998886 6.300452e-02 -0.0132731534
## Musical.instruments -0.0395652444 2.110752e-02 0.0717448533
## Writing 0.0261111514 2.984128e-02 -0.0643380778
## Passive.sport 0.0463459900 -3.103074e-02 0.0335605085
## Active.sport -0.0374188068 -3.179229e-02 0.0487807343
## Gardening -0.0007825821 5.073777e-02 0.0510107358
## Celebrities -0.0906402074 6.264790e-04 0.0326037119
## Shopping 0.0144110655 3.182368e-01 -0.1184823848
## Science.and.technology 0.0963922170 -1.018957e-01 0.0466728389
## Theatre -0.1199888269 7.585338e-02 -0.1150649539
## Fun.with.friends 0.0193974620 -4.808930e-02 0.0836528231
## Adrenaline.sports 0.0122882233 4.523608e-02 -0.0251665121
## Pets -0.0200534007 -5.946328e-03 -0.0027131174
## Flying 0.0068705958 2.768086e-03 -0.0369676969
## Storm -0.0139513539 1.022628e-01 0.0408136675
## Darkness 0.0191311765 -4.293319e-02 -0.0122692341
## Heights -0.0507489687 -3.598834e-02 -0.0243570701
## Spiders 0.0571850379 4.463593e-05 0.1497020500
## Snakes -0.0427533890 2.143214e-02 -0.0473963529
## Rats 0.0663243421 1.215719e-02 -0.0259119444
## Ageing -0.0002300877 -2.581107e-02 0.0725699502
## Dangerous.dogs -0.0756608055 2.926917e-02 -0.0632652394
## Fear.of.public.speaking -0.0373112704 4.642789e-02 0.0367201317
## Smoking 0.0856503882 4.567271e-02 0.0518738443
## Alcohol -0.0658572361 2.108409e-02 0.0076066919
## Healthy.eating 0.0075040622 2.174781e-02 0.0209785437
## Daily.events -0.0565137965 1.367248e-02 0.0365517358
## Prioritising.workload -0.0766099448 1.230717e-02 -0.0074830625
## Writing.notes 0.0422121398 -1.246113e-02 0.0269309188
## Workaholism 0.0324896286 2.426852e-02 -0.0241025008
## Thinking.ahead 0.0045965686 2.545253e-02 -0.0160867610
## Final.judgement -0.0599687666 5.825726e-02 -0.0397680393
## Reliability 0.0307476242 2.727073e-02 0.0029757056
## Keeping.promises 0.0190458032 -1.491743e-02 0.0169743611
## Loss.of.interest -0.0386549690 -2.126255e-02 -0.0508575848
## Friends.versus.money -0.0634848955 -1.628932e-02 0.0755284277
## Funniness 0.1420807528 -5.526477e-02 -0.0605546350
## Fake -0.0268416942 -1.851702e-02 0.0373965411
## Criminal.damage 0.1308374807 -6.459213e-02 0.0096600973
## Decision.making 0.0021206967 1.338028e-02 0.0073370787
## Elections -0.0156520789 -1.970013e-02 0.0124861335
## Self.criticism -0.0802015487 5.992858e-02 0.0032263076
## Judgment.calls -0.0328609458 -5.911041e-02 0.0103254906
## Hypochondria -0.1251163871 7.693655e-02 0.0381041691
## Empathy -0.0735464962 7.783719e-02 -0.0021728804
## Eating.to.survive 0.0546135410 -1.355739e-02 -0.0063720332
## Giving -0.0500946768 2.396966e-02 0.0174635966
## Compassion.to.animals 0.0642620187 3.416502e-02 0.0612664319
## Borrowed.stuff 0.0599878293 -1.993670e-02 0.0255631793
## Loneliness -0.0594759991 -3.656726e-02 -0.0675180911
## Cheating.in.school -0.0595371411 5.866263e-02 -0.0108564070
## Health 0.0501137986 -9.887270e-02 -0.0210117019
## Changing.the.past 0.0135429372 1.404077e-02 -0.0368904368
## God 0.0622743246 -1.091739e-02 0.0362344081
## Dreams 0.0552838355 2.987853e-02 -0.0186616811
## Charity 0.0399048443 4.107612e-02 -0.0086357141
## Number.of.friends -0.0688931154 -9.663746e-03 -0.0403675616
## Punctuality 0.0338461992 -4.088974e-02 0.0358991091
## Lying -0.0129957766 1.776857e-02 0.0203479362
## Waiting 0.0774057260 6.300702e-03 0.0534307691
## New.environment -0.0061560559 4.096231e-02 -0.0085964159
## Mood.swings 0.0842259944 3.632730e-02 0.0159477826
## Appearence.and.gestures -0.0514766699 -1.564720e-02 -0.0449312405
## Socializing -0.0939051951 -6.580620e-03 -0.0004108569
## Achievements -0.0034120216 -8.367735e-04 -0.0197054394
## Responding.to.a.serious.letter -0.0430404560 9.889090e-03 0.0418274733
## Children -0.0075787637 -2.846868e-02 0.0394485567
## Assertiveness -0.0141074982 5.062544e-02 0.0597707824
## Getting.angry -0.0261608541 -2.273932e-02 -0.0296380939
## Knowing.the.right.people 0.0173477904 7.279432e-02 0.0905126099
## Public.speaking 0.0158067929 -6.666422e-03 -0.0070495250
## Unpopularity 0.0601401433 -2.546171e-02 -0.0794781112
## Life.struggles -0.0670873827 8.410931e-02 0.0853269385
## Happiness.in.life 0.0332874573 -2.673929e-02 -0.0637649484
## Energy.levels -0.0643394873 9.164419e-04 0.0420458969
## Small...big.dogs -0.0036360146 8.600480e-02 -0.0093779866
## Personality 0.0365028614 -4.679612e-02 -0.0037727383
## Finding.lost.valuables -0.0915774218 -3.782287e-03 0.0521860725
## Getting.up 0.0755869830 2.753276e-02 -0.0250901648
## Interests.or.hobbies -0.0067659085 1.410995e-02 -0.1468577344
## Parents..advice -0.0101377323 -4.095448e-02 0.0246584496
## Questionnaires.or.polls 0.0109828158 2.246429e-02 -0.0366376060
## Internet.usage 0.0348739699 -1.163880e-02 0.0355647975
## Finances 0.1438594445 1.562077e-02 -0.0567411375
## Shopping.centres 0.0156986945 -2.227974e-01 0.0614153141
## Branded.clothing -0.0575887998 -3.143158e-02 0.0023457584
## Entertainment.spending 0.0401633754 2.215228e-02 -0.0938040840
## Spending.on.looks 0.0613812816 -8.904681e-02 0.0644863356
## Spending.on.gadgets -0.0115902069 5.057104e-02 -0.0101008937
## Spending.on.healthy.eating 0.0103223640 4.012797e-02 -0.0206202298
## Age -0.1776173089 5.237337e-02 -0.1177094879
## Height -0.0747771308 -1.442122e-01 -0.4115728974
## Weight 0.0590439555 -1.478199e-01 0.3174658747
## Number.of.siblings 0.0059633732 -2.449226e-02 -0.0357026641
## Gender 0.0492958302 6.781169e-01 0.2645377134
## Left...right.handed 0.0435559954 -1.762873e-02 0.0007769406
## Education 0.0969868596 -9.940594e-02 0.0608529788
## Only.child -0.0319604960 -2.607220e-02 -0.0042428810
## Village...town 0.0393482602 -7.689990e-02 0.0674040188
## House...block.of.flats -0.0278098786 5.562799e-02 -0.0703072399df.cov<-cov(df)
df.eigen<-eigen(df.cov)
df.eigen$values## [1] 256.54737976 33.45461845 12.44433307 10.14466585 9.50268319
## [6] 8.09725401 6.32903506 5.44232034 4.64089488 4.56955157
## [11] 4.08595390 3.66107658 3.50876498 3.34121698 3.21009449
## [16] 3.05240026 2.77371986 2.63739712 2.59358155 2.53967695
## [21] 2.43505293 2.38456531 2.33393474 2.27989574 2.21349605
## [26] 2.13136819 2.05207929 1.92859345 1.88731758 1.85623746
## [31] 1.81704588 1.79680509 1.76766415 1.73447769 1.70364192
## [36] 1.66798889 1.61520379 1.59251186 1.56356062 1.54239388
## [41] 1.50000648 1.47891356 1.46400035 1.41061887 1.40117269
## [46] 1.38264262 1.37610405 1.31894418 1.30977499 1.28672377
## [51] 1.25200535 1.22450593 1.21452330 1.19958903 1.18213089
## [56] 1.14033721 1.13425303 1.12370434 1.10736322 1.08751165
## [61] 1.05130133 1.04735880 1.02653097 1.02268527 0.99841601
## [66] 0.98757058 0.96124687 0.94144797 0.93452936 0.91748808
## [71] 0.89571686 0.88518150 0.86422519 0.85294042 0.84615894
## [76] 0.83185016 0.82619219 0.81561115 0.81013020 0.78988076
## [81] 0.77721928 0.76162010 0.72890859 0.72357085 0.71963265
## [86] 0.70214504 0.69144000 0.68059176 0.67094801 0.65379355
## [91] 0.65308132 0.64185396 0.63268720 0.62215319 0.60398855
## [96] 0.60085352 0.59533977 0.57656536 0.56020801 0.55372508
## [101] 0.54519584 0.53497826 0.51925106 0.51752022 0.50452077
## [106] 0.49561340 0.48997604 0.48519608 0.46376153 0.46302152
## [111] 0.45711404 0.44828630 0.43967209 0.43081732 0.42642499
## [116] 0.41096792 0.40466346 0.39713863 0.39035205 0.38838854
## [121] 0.37803220 0.36887000 0.36661301 0.35171366 0.34477502
## [126] 0.33806163 0.33144770 0.32486931 0.31782777 0.31268293
## [131] 0.29903208 0.28973070 0.28139960 0.27538580 0.26619624
## [136] 0.24896728 0.24102978 0.23399159 0.22338015 0.22196730
## [141] 0.20571921 0.19809650 0.18840835 0.16301739 0.15619044
## [146] 0.13443795 0.10582119 0.07527824 0.06643821 0.04685717From these outputs, we can notice the first eigenvalue is much larger than the others, indicating that the first eigenvector has a dominant direction compared to the others. The subsequent eigenvalues are relatively small compared to the first one, and they represent the contribution of the corresponding eigenvectors to the overall structure of the matrix. The decrease of the values as they move towards the end of the list suggests that they represent relatively less important information.
Now let us examine the screeplot in order to find the ‘elbow’ and examine what percent of variance the PCs explain.
library(factoextra)## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa# visusalisation of quality
fviz_eig(data.pca1, choice='eigenvalue') # eigenvalues on y-axis
fviz_eig(data.pca1) # percentage of explained variance on y-axis
It is hard to notice any elbow point in this graph, but the most promising one would probably be around 3 or 4 dimensions. In order to be sure, we need to represent this data in a clearer way, such as a sorted table.
eig.val<-get_eigenvalue(data.pca1)
eig.val## eigenvalue variance.percent cumulative.variance.percent
## Dim.1 9.9077187 6.60514583 6.605146
## Dim.2 7.7265058 5.15100390 11.756150
## Dim.3 6.9721186 4.64807904 16.404229
## Dim.4 4.6787786 3.11918573 19.523415
## Dim.5 4.2240538 2.81603584 22.339450
## Dim.6 3.4360950 2.29073003 24.630180
## Dim.7 3.0516937 2.03446248 26.664643
## Dim.8 2.7838481 1.85589874 28.520542
## Dim.9 2.5297312 1.68648746 30.207029
## Dim.10 2.3367939 1.55786257 31.764892
## Dim.11 2.2664492 1.51096614 33.275858
## Dim.12 2.1639036 1.44260239 34.718460
## Dim.13 2.1190645 1.41270967 36.131170
## Dim.14 1.9857200 1.32381335 37.454983
## Dim.15 1.9558198 1.30387988 38.758863
## Dim.16 1.8759410 1.25062734 40.009490
## Dim.17 1.7978384 1.19855892 41.208049
## Dim.18 1.7198655 1.14657700 42.354626
## Dim.19 1.7062469 1.13749792 43.492124
## Dim.20 1.6530096 1.10200639 44.594131
## Dim.21 1.6332602 1.08884014 45.682971
## Dim.22 1.5617012 1.04113415 46.724105
## Dim.23 1.5429006 1.02860041 47.752705
## Dim.24 1.4775817 0.98505449 48.737760
## Dim.25 1.4280478 0.95203188 49.689792
## Dim.26 1.4014159 0.93427726 50.624069
## Dim.27 1.3880617 0.92537448 51.549443
## Dim.28 1.3662885 0.91085899 52.460302
## Dim.29 1.3449589 0.89663929 53.356942
## Dim.30 1.2972956 0.86486372 54.221805
## Dim.31 1.2704903 0.84699354 55.068799
## Dim.32 1.2660487 0.84403249 55.912831
## Dim.33 1.2130445 0.80869634 56.721528
## Dim.34 1.1789035 0.78593568 57.507463
## Dim.35 1.1592893 0.77285951 58.280323
## Dim.36 1.1586381 0.77242539 59.052748
## Dim.37 1.1433183 0.76221220 59.814961
## Dim.38 1.1379696 0.75864638 60.573607
## Dim.39 1.0960094 0.73067294 61.304280
## Dim.40 1.0709034 0.71393563 62.018215
## Dim.41 1.0690728 0.71271519 62.730931
## Dim.42 1.0524371 0.70162476 63.432555
## Dim.43 1.0401853 0.69345689 64.126012
## Dim.44 1.0251264 0.68341759 64.809430
## Dim.45 0.9963182 0.66421214 65.473642
## Dim.46 0.9780296 0.65201975 66.125662
## Dim.47 0.9580750 0.63871669 66.764378
## Dim.48 0.9436995 0.62913297 67.393511
## Dim.49 0.9382126 0.62547509 68.018987
## Dim.50 0.9165166 0.61101104 68.629998
## Dim.51 0.9017241 0.60114941 69.231147
## Dim.52 0.8921767 0.59478448 69.825931
## Dim.53 0.8846336 0.58975570 70.415687
## Dim.54 0.8802012 0.58680082 71.002488
## Dim.55 0.8679392 0.57862613 71.581114
## Dim.56 0.8438438 0.56256255 72.143677
## Dim.57 0.8251900 0.55012668 72.693803
## Dim.58 0.8161154 0.54407696 73.237880
## Dim.59 0.8083348 0.53888989 73.776770
## Dim.60 0.7998332 0.53322210 74.309992
## Dim.61 0.7921032 0.52806880 74.838061
## Dim.62 0.7719728 0.51464853 75.352710
## Dim.63 0.7581840 0.50545602 75.858166
## Dim.64 0.7427974 0.49519825 76.353364
## Dim.65 0.7397180 0.49314536 76.846509
## Dim.66 0.7319808 0.48798718 77.334496
## Dim.67 0.7299051 0.48660339 77.821100
## Dim.68 0.7139320 0.47595467 78.297055
## Dim.69 0.7043212 0.46954747 78.766602
## Dim.70 0.6947907 0.46319378 79.229796
## Dim.71 0.6860074 0.45733828 79.687134
## Dim.72 0.6827215 0.45514769 80.142282
## Dim.73 0.6665166 0.44434442 80.586626
## Dim.74 0.6597740 0.43984933 81.026476
## Dim.75 0.6515421 0.43436142 81.460837
## Dim.76 0.6455221 0.43034804 81.891185
## Dim.77 0.6406602 0.42710681 82.318292
## Dim.78 0.6392353 0.42615686 82.744449
## Dim.79 0.6130357 0.40869046 83.153139
## Dim.80 0.6005629 0.40037525 83.553514
## Dim.81 0.5960814 0.39738760 83.950902
## Dim.82 0.5918445 0.39456300 84.345465
## Dim.83 0.5772181 0.38481204 84.730277
## Dim.84 0.5627495 0.37516630 85.105443
## Dim.85 0.5590579 0.37270529 85.478149
## Dim.86 0.5531014 0.36873424 85.846883
## Dim.87 0.5477855 0.36519036 86.212073
## Dim.88 0.5243927 0.34959511 86.561668
## Dim.89 0.5223829 0.34825524 86.909924
## Dim.90 0.5119250 0.34128336 87.251207
## Dim.91 0.5081166 0.33874441 87.589951
## Dim.92 0.5025494 0.33503295 87.924984
## Dim.93 0.5003449 0.33356325 88.258547
## Dim.94 0.4866562 0.32443744 88.582985
## Dim.95 0.4777802 0.31852014 88.901505
## Dim.96 0.4706673 0.31377818 89.215283
## Dim.97 0.4638135 0.30920901 89.524492
## Dim.98 0.4618156 0.30787709 89.832369
## Dim.99 0.4494243 0.29961619 90.131986
## Dim.100 0.4447573 0.29650487 90.428490
## Dim.101 0.4365308 0.29102057 90.719511
## Dim.102 0.4345305 0.28968700 91.009198
## Dim.103 0.4240470 0.28269803 91.291896
## Dim.104 0.4174367 0.27829116 91.570187
## Dim.105 0.4092619 0.27284129 91.843028
## Dim.106 0.3986292 0.26575278 92.108781
## Dim.107 0.3916019 0.26106795 92.369849
## Dim.108 0.3884051 0.25893672 92.628786
## Dim.109 0.3844621 0.25630808 92.885094
## Dim.110 0.3803747 0.25358312 93.138677
## Dim.111 0.3709753 0.24731685 93.385994
## Dim.112 0.3648204 0.24321362 93.629208
## Dim.113 0.3634518 0.24230120 93.871509
## Dim.114 0.3559679 0.23731194 94.108821
## Dim.115 0.3510672 0.23404483 94.342866
## Dim.116 0.3405791 0.22705274 94.569918
## Dim.117 0.3333371 0.22222473 94.792143
## Dim.118 0.3317858 0.22119052 95.013334
## Dim.119 0.3234017 0.21560112 95.228935
## Dim.120 0.3159977 0.21066511 95.439600
## Dim.121 0.3115813 0.20772084 95.647321
## Dim.122 0.3050832 0.20338882 95.850709
## Dim.123 0.2983407 0.19889381 96.049603
## Dim.124 0.2929523 0.19530153 96.244905
## Dim.125 0.2875354 0.19169027 96.436595
## Dim.126 0.2832887 0.18885911 96.625454
## Dim.127 0.2766935 0.18446232 96.809916
## Dim.128 0.2685039 0.17900261 96.988919
## Dim.129 0.2666886 0.17779237 97.166711
## Dim.130 0.2598613 0.17324089 97.339952
## Dim.131 0.2524624 0.16830826 97.508261
## Dim.132 0.2491784 0.16611894 97.674380
## Dim.133 0.2468767 0.16458444 97.838964
## Dim.134 0.2427506 0.16183373 98.000798
## Dim.135 0.2313448 0.15422987 98.155028
## Dim.136 0.2293133 0.15287556 98.307903
## Dim.137 0.2280687 0.15204583 98.459949
## Dim.138 0.2165741 0.14438272 98.604332
## Dim.139 0.2030695 0.13537969 98.739711
## Dim.140 0.1981331 0.13208872 98.871800
## Dim.141 0.1950962 0.13006415 99.001864
## Dim.142 0.1857488 0.12383255 99.125697
## Dim.143 0.1843658 0.12291055 99.248607
## Dim.144 0.1817495 0.12116633 99.369774
## Dim.145 0.1785483 0.11903218 99.488806
## Dim.146 0.1694863 0.11299084 99.601797
## Dim.147 0.1630760 0.10871733 99.710514
## Dim.148 0.1602867 0.10685783 99.817372
## Dim.149 0.1408031 0.09386872 99.911241
## Dim.150 0.1331391 0.08875942 100.000000Here, it is very clear that in this dataset, the PCA dimension reduction needs more dimensions in order to represent a large amount of variance. With 3 dimensions we can only ‘catch’ around 16 percent of variance which is not enough. A more reasonable amount of PCs would be around 60 to 70 where the cumulative variance explained is around 75 to 80 percent. This is a large amount of dimensions, but still less than the original 150 variables of the data.
We can also examine the contributions of individual variables to the first and second PC in order to help us understand which variables are driving the most variance in the data and, therefore, which variables are most important for explaining the structure of the data.
# contributions of individual variables to PC
library(gridExtra)
var<-get_pca_var(data.pca1)
a<-fviz_contrib(data.pca1, "var", axes=1, xtickslab.rt=90) # default angle=45°
b<-fviz_contrib(data.pca1, "var", axes=2, xtickslab.rt=90)
grid.arrange(a,b,top='Contribution to the first two Principal Components')
Unfortunately, a lot of variables are a part of both dimensions so the plots are not very representative.
Finally, let’s visualize the results using the ‘factoextra’ library. Using a scatter plot of labeled observations in two dimensions, scatter plot of unlabeled observations in two dimensions, with the color of the points representing the quality of representation of the observation and a color correlation plot of the PCA.
# labeled observations in two dimensions
fviz_pca_ind(data.pca1, col.ind="#00AFBB", repel=TRUE)## Warning: ggrepel: 600 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
# unlabeled observations in two dimensions with coloured quality of representation
fviz_pca_ind(data.pca1, col.ind="cos2", geom="point", gradient.cols=c("white", "#2E9FDF", "#FC4E07" ))
# colour correlation plot
fviz_pca_var(data.pca1, col.var = "steelblue")
Conclusion
In conclusion, this study and analysis of the dataset collected from the survey of students and their friends at FSEV UK in 2013 provided valuable insights into their preferences, habits, and traits. Although the results were not astonishing, they still gave us a deeper understanding of the respondents and offered a glimpse into their lifestyles. The data was complex and consisted of a variety of variables that were split into different groups, such as music preferences, movie preferences, hobbies, phobias, health habits, and personality traits, among others. Nevertheless, the analysis allowed us to make meaningful observations and get a sense of the respondents’ characteristics. Despite its limitations, the data was a useful tool for exploring the preferences and habits of the Slovakian youth.