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Метки: замена ручная отмена |
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| Датасет "Опросы молодых людей" - Данные о предпочтениях, интересах, привычках, мнениях и страхах молодых людей. | | Датасет "Опросы молодых людей" - Данные о предпочтениях, интересах, привычках, мнениях и страхах молодых людей. |
| https://www.kaggle.com/datasets/miroslavsabo/young-people-survey | | https://www.kaggle.com/datasets/miroslavsabo/young-people-survey |
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| Young People Survey
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| Explore the preferences, interests, habits, opinions, and fears of young people
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| About Dataset
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| Introduction
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| In 2013, students of the Statistics class at FSEV UK were asked to invite their friends to
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| participate in this survey.
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|
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| The data file (responses.csv) consists of 1010 rows and 150 columns (139
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| integer and 11 categorical).
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| For convenience, the original variable names were shortened in the
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| data file. See the columns.csv file if you want to match the data with the original names.
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| The data contain missing values.
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| The survey was presented to participants in both electronic and written form.
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| The original questionnaire was in Slovak language and was later translated
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| into English.
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| All participants were of Slovakian nationality, aged between 15-30.
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| The variables can be split into the following groups:
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|
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| Music preferences (19 items)
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| Movie preferences (12 items)
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| Hobbies & interests (32 items)
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| Phobias (10 items)
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| Health habits (3 items)
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| Personality traits, views on life, & opinions (57 items)
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| Spending habits (7 items)
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| Demographics (10 items)
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| Research questions
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| Many different techniques can be used to answer many questions, e.g.
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|
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| Clustering: Given the music preferences, do people make up
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| any clusters of similar behavior?
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| Hypothesis testing: Do women fear certain phenomena
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| significantly more than men? Do the left handed people have different
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| interests than right handed?
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| Predictive modeling: Can we predict spending habits of a person
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| from his/her interests and movie or music preferences?
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| Dimension reduction: Can we describe a large number of human
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| interests by a smaller number of latent concepts?
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| Correlation analysis: Are there any connections between music and
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| movie preferences?
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| Visualization: How to effectively visualize a lot of variables
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| in order to gain some meaningful insights from the data?
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| (Multivariate) Outlier detection: Small number of participants often cheats and randomly answers the questions. Can you identify them? Hint: Local outlier factor may help.
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| Missing values analysis: Are there any patterns in missing responses? What is the optimal way of imputing the values in surveys?
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| Recommendations: If some of user's interests are known, can we predict the other? Or, if we know what a person listen, can we predict which kind of movies he/she might like?
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| Past research
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| (in slovak) Sleziak, P. - Sabo, M.: Gender differences in the prevalence of specific phobias. Forum Statisticum Slovacum. 2014, Vol. 10, No. 6. [Differences (gender + whether people lived in village/town) in the prevalence of phobias.]
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| Sabo, Miroslav. Multivariate Statistical Methods with Applications. Diss. Slovak University of Technology in Bratislava, 2014. [Clustering of variables (music preferences, movie preferences, phobias) + Clustering of people w.r.t. their interests.]
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| Questionnaire
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| MUSIC PREFERENCES
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| I enjoy listening to music.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I prefer.: Slow paced music 1-2-3-4-5 Fast paced music (integer)
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| Dance, Disco, Funk: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Folk music: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Country: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Classical: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Musicals: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Pop: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Rock: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Metal, Hard rock: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Punk: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Hip hop, Rap: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Reggae, Ska: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Swing, Jazz: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Rock n Roll: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Alternative music: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Latin: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Techno, Trance: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Opera: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| MOVIE PREFERENCES
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| I really enjoy watching movies.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| Horror movies: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Thriller movies: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Comedies: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Romantic movies: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Sci-fi movies: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| War movies: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Tales: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Cartoons: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Documentaries: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Western movies: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| Action movies: Don't enjoy at all 1-2-3-4-5 Enjoy very much (integer)
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| HOBBIES & INTERESTS
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| History: Not interested 1-2-3-4-5 Very interested (integer)
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| Psychology: Not interested 1-2-3-4-5 Very interested (integer)
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| Politics: Not interested 1-2-3-4-5 Very interested (integer)
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| Mathematics: Not interested 1-2-3-4-5 Very interested (integer)
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| Physics: Not interested 1-2-3-4-5 Very interested (integer)
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| Internet: Not interested 1-2-3-4-5 Very interested (integer)
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| PC Software, Hardware: Not interested 1-2-3-4-5 Very interested (integer)
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| Economy, Management: Not interested 1-2-3-4-5 Very interested (integer)
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| Biology: Not interested 1-2-3-4-5 Very interested (integer)
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| Chemistry: Not interested 1-2-3-4-5 Very interested (integer)
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| Poetry reading: Not interested 1-2-3-4-5 Very interested (integer)
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| Geography: Not interested 1-2-3-4-5 Very interested (integer)
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| Foreign languages: Not interested 1-2-3-4-5 Very interested (integer)
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| Medicine: Not interested 1-2-3-4-5 Very interested (integer)
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| Law: Not interested 1-2-3-4-5 Very interested (integer)
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| Cars: Not interested 1-2-3-4-5 Very interested (integer)
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| Art: Not interested 1-2-3-4-5 Very interested (integer)
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| Religion: Not interested 1-2-3-4-5 Very interested (integer)
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| Outdoor activities: Not interested 1-2-3-4-5 Very interested (integer)
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| Dancing: Not interested 1-2-3-4-5 Very interested (integer)
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| Playing musical instruments: Not interested 1-2-3-4-5 Very interested (integer)
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| Poetry writing: Not interested 1-2-3-4-5 Very interested (integer)
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| Sport and leisure activities: Not interested 1-2-3-4-5 Very interested (integer)
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| Sport at competitive level: Not interested 1-2-3-4-5 Very interested (integer)
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| Gardening: Not interested 1-2-3-4-5 Very interested (integer)
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| Celebrity lifestyle: Not interested 1-2-3-4-5 Very interested (integer)
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| Shopping: Not interested 1-2-3-4-5 Very interested (integer)
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| Science and technology: Not interested 1-2-3-4-5 Very interested (integer)
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| Theatre: Not interested 1-2-3-4-5 Very interested (integer)
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| Socializing: Not interested 1-2-3-4-5 Very interested (integer)
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| Adrenaline sports: Not interested 1-2-3-4-5 Very interested (integer)
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| Pets: Not interested 1-2-3-4-5 Very interested (integer)
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| PHOBIAS
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| Flying: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Thunder, lightning: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Darkness: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Heights: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Spiders: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Snakes: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Rats, mice: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Ageing: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Dangerous dogs: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| Public speaking: Not afraid at all 1-2-3-4-5 Very afraid of (integer)
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| HEALTH HABITS
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| Smoking habits: Never smoked - Tried smoking - Former smoker - Current smoker (categorical)
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| Drinking: Never - Social drinker - Drink a lot (categorical)
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| I live a very healthy lifestyle.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| PERSONALITY TRAITS, VIEWS ON LIFE & OPINIONS
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| I take notice of what goes on around me.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I try to do tasks as soon as possible and not leave them until last minute.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always make a list so I don't forget anything.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I often study or work even in my spare time.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I look at things from all different angles before I go ahead.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I believe that bad people will suffer one day and good people will be rewarded.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I am reliable at work and always complete all tasks given to me.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always keep my promises.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I can fall for someone very quickly and then completely lose interest.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I would rather have lots of friends than lots of money.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always try to be the funniest one.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I can be two faced sometimes.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I damaged things in the past when angry.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I take my time to make decisions.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always try to vote in elections.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I often think about and regret the decisions I make.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I can tell if people listen to me or not when I talk to them.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I am a hypochondriac.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I am emphatetic person.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I eat because I have to. I don't enjoy food and eat as fast as I can.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I try to give as much as I can to other people at Christmas.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I don't like seeing animals suffering.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I look after things I have borrowed from others.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I feel lonely in life.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I used to cheat at school.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I worry about my health.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I wish I could change the past because of the things I have done.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I believe in God.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always have good dreams.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always give to charity.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I have lots of friends.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| Timekeeping.: I am often early. - I am always on time. - I am often running late. (categorical)
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| Do you lie to others?: Never. - Only to avoid hurting someone. - Sometimes. - Everytime it suits me. (categorical)
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| I am very patient.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I can quickly adapt to a new environment.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| My moods change quickly.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I am well mannered and I look after my appearance.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I enjoy meeting new people.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always let other people know about my achievements.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I think carefully before answering any important letters.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I enjoy childrens' company.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I am not afraid to give my opinion if I feel strongly about something.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I can get angry very easily.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always make sure I connect with the right people.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I have to be well prepared before public speaking.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I will find a fault in myself if people don't like me.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I cry when I feel down or things don't go the right way.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I am 100% happy with my life.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I am always full of life and energy.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I prefer big dangerous dogs to smaller, calmer dogs.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I believe all my personality traits are positive.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| If I find something the doesn't belong to me I will hand it in.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I find it very difficult to get up in the morning.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I have many different hobbies and interests.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I always listen to my parents' advice.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I enjoy taking part in surveys.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| How much time do you spend online?: No time at all - Less than an hour a day - Few hours a day - Most of the day (categorical)
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| SPENDING HABITS
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| I save all the money I can.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I enjoy going to large shopping centres.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I prefer branded clothing to non branded.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I spend a lot of money on partying and socializing.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I spend a lot of money on my appearance.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I spend a lot of money on gadgets.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| I will hapilly pay more money for good, quality or healthy food.: Strongly disagree 1-2-3-4-5 Strongly agree (integer)
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| DEMOGRAPHICS
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| Age: (integer)
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| Height: (integer)
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| Weight: (integer)
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| How many siblings do you have?: (integer)
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| Gender: Female - Male (categorical)
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| I am: Left handed - Right handed (categorical)
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| Highest education achieved: Currently a Primary school pupil - Primary school - Secondary school - College/Bachelor degree (categorical)
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| I am the only child: No - Yes (categorical)
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| I spent most of my childhood in a: City - village (categorical)
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| I lived most of my childhood in a: house/bungalow - block of flats (categorical)
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|
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| View more
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| Usability
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| 8.53
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|
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| License
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| CC0: Public Domain
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|
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| Expected update frequency
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| Not specified
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|
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| Tags
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| Earth and Nature
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| Education
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| Movies and TV Shows
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| Psychology
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| Demographics
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| columns.csv(6.41 kB)
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|
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| 2 of 2 columns
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|
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| About this file
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| Mapping between original (long) variable names and their shortened versions.
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|
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|
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| original
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| I enjoy listening to music
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|
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|
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| short
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| Music
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|
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| 150
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|
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| unique values
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| 150
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|
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| unique values
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| I enjoy listening to music.
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| Music
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| I prefer.
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| Slow songs or fast songs
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| Dance, Disco, Funk
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| Dance
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| Folk music
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| Folk
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| Country
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| Country
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| Classical
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| Classical music
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| Musicals
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| Musical
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| Pop
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| Pop
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| Rock
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| Rock
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| Metal, Hard rock
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| Metal or Hardrock
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| Punk
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| Punk
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| Hip hop, Rap
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| Hiphop, Rap
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| Reggae, Ska
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| Reggae, Ska
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| Swing, Jazz
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| Swing, Jazz
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| Rock n Roll
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| Rock n roll
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| Alternative music
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| Alternative
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| Latin
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| Latino
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| Techno, Trance
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| Techno, Trance
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| Opera
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| Opera
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| I really enjoy watching movies.
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| Movies
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| Horror movies
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| Horror
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| Thriller movies
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| Thriller
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| Comedies
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| Comedy
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| Romantic movies
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| Romantic
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| Sci-fi movies
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| Sci-fi
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| War movies
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| War
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| Tales
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| Fantasy/Fairy tales
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| Cartoons
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| Animated
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| Documentaries
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| Documentary
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| Western movies
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| Western
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| Action movies
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| Action
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| History
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| History
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| Psychology
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| Psychology
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| Politics
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| Politics
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| Mathematics
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| Mathematics
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| Physics
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| Physics
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| Internet
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| Internet
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| PC Software, Hardware
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| PC
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| Economy, Management
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| Economy Management
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| Biology
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| Biology
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| Chemistry
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| Chemistry
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| Poetry reading
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| Reading
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| Geography
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| Geography
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| Foreign languages
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| Foreign languages
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| Medicine
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| Medicine
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| Law
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| Law
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| Cars
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| Cars
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| Art
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| Art exhibitions
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| Religion
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| Religion
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| Outdoor activities
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| Countryside, outdoors
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| Dancing
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| Dancing
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| Playing musical instruments
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| Musical instruments
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| Poetry writing
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| Writing
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| Sport and leisure activities
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| Passive sport
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| Sport at competitive level
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| Active sport
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| Gardening
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| Gardening
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| Celebrity lifestyle
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| Celebrities
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| Shopping
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| Shopping
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| Science and technology
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| Science and technology
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| Theatre
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| Theatre
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| Socializing
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| Fun with friends
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| Adrenaline sports
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| Adrenaline sports
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| Pets
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| Pets
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| Flying
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| Flying
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| Thunder, lightning
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| Storm
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| Darkness
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| Darkness
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| Heights
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| Heights
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| Spiders
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| Spiders
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| Snakes
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| Snakes
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| Rats, mice
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| Rats
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| Ageing
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| Ageing
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| Dangerous dogs
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| Dangerous dogs
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| Public speaking
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| Fear of public speaking
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| Smoking habits
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| Smoking
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| Drinking
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| Alcohol
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| I live a very healthy lifestyle.
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| Healthy eating
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| I take notice of what goes on around me.
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| Daily events
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| I try to do tasks as soon as possible and not leave them until last minute.
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| Prioritising workload
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| I always make a list so I don't forget anything.
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| Writing notes
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| I often study or work even in my spare time.
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| Workaholism
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| I look at things from all different angles before I go ahead.
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| Thinking ahead
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| I believe that bad people will suffer one day and good people will be rewarded.
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| Final judgement
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| I am reliable at work and always complete all tasks given to me.
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| Reliability
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| I always keep my promises.
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| Keeping promises
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| I can fall for someone very quickly and then completely lose interest.
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| Loss of interest
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| I would rather have lots of friends than lots of money.
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| Friends versus money
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| I always try to be the funniest one.
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| Funniness
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| I can be two faced sometimes.
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| Fake
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| I damaged things in the past when angry.
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| Criminal damage
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| I take my time to make decisions.
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| Decision making
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| I always try to vote in elections.
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| Elections
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| I often think about and regret the decisions I make.
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| Self-criticism
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| I can tell if people listen to me or not when I talk to them.
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| Judgment calls
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| I am a hypochondriac.
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| Hypochondria
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| I am emphatetic person.
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| Empathy
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| I eat because I have to. I don't enjoy food and eat as fast as I can.
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| Eating to survive
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| I try to give as much as I can to other people at Christmas.
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| Giving
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| I don't like seeing animals suffering.
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| Compassion to animals
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| I look after things I have borrowed from others.
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| Borrowed stuff
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| I feel lonely in life.
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| Loneliness
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| I used to cheat at school.
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| Cheating in school
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| I worry about my health.
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| Health
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| I wish I could change the past because of the things I have done.
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| Changing the past
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| I believe in God.
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| God
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| I always have good dreams.
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| Dreams
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| I always give to charity.
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| Charity
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| I have lots of friends.
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| Number of friends
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| Timekeeping.
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| Punctuality
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| Do you lie to others?
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| Lying
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| I am very patient.
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| Waiting
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| I can quickly adapt to a new environment.
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| New environment
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| My moods change quickly.
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| Mood swings
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| I am well mannered and I look after my appearance.
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| Appearence and gestures
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| I enjoy meeting new people.
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| Socializing
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| I always let other people know about my achievements.
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| Achievements
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| I think carefully before answering any important letters.
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| Responding to a serious letter
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| I enjoy childrens' company.
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| Children
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| I am not afraid to give my opinion if I feel strongly about something.
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| Assertiveness
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| I can get angry very easily.
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| Getting angry
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| I always make sure I connect with the right people.
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| Knowing the right people
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| I have to be well prepared before public speaking.
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| Public speaking
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| I will find a fault in myself if people don't like me.
| |
| Unpopularity
| |
| I cry when I feel down or things don't go the right way.
| |
| Life struggles
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| I am 100% happy with my life.
| |
| Happiness in life
| |
| I am always full of life and energy.
| |
| Energy levels
| |
| I prefer big dangerous dogs to smaller, calmer dogs.
| |
| Small - big dogs
| |
| I believe all my personality traits are positive.
| |
| Personality
| |
| If I find something the doesn't belong to me I will hand it in.
| |
| Finding lost valuables
| |
| I find it very difficult to get up in the morning.
| |
| Getting up
| |
| I have many different hobbies and interests.
| |
| Interests or hobbies
| |
| I always listen to my parents' advice.
| |
| Parents' advice
| |
| I enjoy taking part in surveys.
| |
| Questionnaires or polls
| |
| How much time do you spend online?
| |
| Internet usage
| |
| I save all the money I can.
| |
| Finances
| |
| I enjoy going to large shopping centres.
| |
| Shopping centres
| |
| I prefer branded clothing to non branded.
| |
| Branded clothing
| |
| I spend a lot of money on partying and socializing.
| |
| Entertainment spending
| |
| I spend a lot of money on my appearance.
| |
| Spending on looks
| |
| I spend a lot of money on gadgets.
| |
| Spending on gadgets
| |
| I will hapilly pay more money for good, quality or healthy food.
| |
| Spending on healthy eating
| |
| Age
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| Age
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| Height
| |
| Height
| |
| Weight
| |
| Weight
| |
| How many siblings do you have?
| |
| Number of siblings
| |
| Gender
| |
| Gender
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| I am
| |
| Left - right handed
| |
| Highest education achieved
| |
| Education
| |
| I am the only child
| |
| Only child
| |
| I spent most of my childhood in a
| |
| Village - town
| |
| I lived most of my childhood in a
| |
| House - block of flats
| |
| No more data to show
| |
| Data Explorer
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| Version 2 (458.74 kB)
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|
| |
| columns.csv
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|
| |
| responses.csv
| |
|
| |
| Summary
| |
| 2 files
| |
|
| |
| 152 columns
| |
|
| |
| See what others are saying about this dataset
| |
| What have you used this dataset for?
| |
|
| |
| Learning 15
| |
|
| |
| Research 5
| |
|
| |
| Application 1
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|
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| LLM Fine-Tuning 0
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| How would you describe this dataset?
| |
|
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| Well-documented 6
| |
|
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| Well-maintained 0
| |
|
| |
| Clean data 1
| |
|
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| Original 3
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|
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| High-quality notebooks 3
| |
|
| |
| Other
| |
| Metadata
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|
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| Expand All
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| Collaborators
| |
| Authors
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| Coverage
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| DOI Citation
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