# data[].attributes.body
to move out and have her own apartment

# data[].attributes.body
to be more independent

# data[].attributes.body
to be successful in his work

# data[].attributes.body
makes sure he has a good nights sleep

# data[].attributes.body
brought up with a lot of exposure of the world

# data[].attributes.body
loves learning new things

# data[].attributes.body
family person,

# data[].attributes.body
strives for perfection

# data[].attributes.body
hates idling in things that are not meaningful

# data[].attributes.body
hates two faced, hypocrites,ungrateful people

# data[].attributes.body
hates fish

# data[].attributes.body
hates brusselsprouts

# data[].attributes.body
5 ppl- eldest

# data[].attributes.body
Days are filled up with school and work

# data[].attributes.body
outgoing

# data[].attributes.body
enjoys the little things in life

# data[].attributes.body
enjoys the little things in life

# data[].attributes.body
family oriented

# data[].attributes.body
4 people - youngest ( second child)

# data[].attributes.body
5 ppl- youngest( 3rd child

# data[].attributes.body
high income

# data[].attributes.body
high income

# data[].attributes.body
middle income

# data[].attributes.body
high income

# data[].attributes.body
Student in Business Innovation and Design

# data[].attributes.body
student in Business Innovation and Design and works part time at several stores

# data[].attributes.body
Scientist

# data[].attributes.body
Student in Retail Trade Management and International Business

# data[].attributes.body
wants to help out her family even more in the future

# data[].attributes.body
Hates driving

# data[].attributes.body
hates creepy crawlies

# data[].attributes.body
Hates birds

# data[].attributes.body
Rarely stays in hotels but still craves for free Wi-Fi

# data[].attributes.body
does not travel often

# data[].attributes.body
travels for exposure and leisure

# data[].attributes.body
family oriented

# data[].attributes.body
wants to help out to the community

# data[].attributes.body
likes to interact with people

# data[].attributes.body
loves stories especially disney

# data[].attributes.body
She is usually busy with school and church

# data[].attributes.body
Has little responsibilities

# data[].attributes.body
travels often

# data[].attributes.body
Carefree

# data[].attributes.body
independent

# data[].attributes.body
risk taker

- willing to abandon all responsibilities to travel

# data[].attributes.body
concern with her sanitation and hygiene

# data[].attributes.body
picky eater

# data[].attributes.body
very particular with the people she mixes

# data[].attributes.body
creative

# data[].attributes.body
practical

# data[].attributes.body
likes to shop

# data[].attributes.body
likes interacting with people shes close with

# data[].attributes.body
reliable

# data[].attributes.body
responsible

# data[].attributes.body
has a lot of responsibilities

# data[].attributes.body
concern about his pride

- he thinks he is successful once he has something to be proud to show off

# data[].attributes.body
particular about the cleanliness

# data[].attributes.body
usually travel for wok

# data[].attributes.body
loves homely activities

-reading

- drinking tea

-sketching new ideas

# data[].attributes.body
quite introverted at times

# data[].attributes.body
loves men fashion

# data[].attributes.body
Impatient

# data[].attributes.body
sporty

# data[].attributes.body
adventurous

# data[].attributes.body
Family oriented and job oriented

always thinks of his family

is passionate about his job

# data[].attributes.body
loves interacting with people

-meeting new friends

-hanging out with friends

# data[].attributes.body
Has very good time management

# data[].attributes.body
curious

# data[].attributes.body
does not like to wait, quite impatient

# data[].attributes.body
picky eater

# data[].attributes.body
loves a good view

# data[].attributes.body
Likes shopping

# data[].attributes.body
Sporty

# data[].attributes.body
Travels to learn about new culture

# data[].attributes.body
adventurous

# data[].attributes.body
Travels often

# data[].attributes.body
likes to learn about new culture

# data[].attributes.body
Has a lot of free time does not carry much responsibilities out of work

# data[].attributes.body
job oriented,

# data[].attributes.body
1. Name :

Hannah Koh Qing Hui

2. Age:

18

3. Which country are you from?

Singapore

4. Are you married?

NO

5. What are you working as/ Where are you studying?

Singapore polytechnic

6. What are your responsibilities?

Not much responsibilities,pretty care free, I'm the youngest, no one to take care of.

7. What does it mean to be successful in your role?

8. Do you think you live a very hectic life? Do you carry a lot of responsibilities?

no

9. What are your hobbies?

Sleep. its pretty hard to have a hobby because of our busy lifestyles

10. Name 3 things you like.

I love movies, Disney. I like to find out about stories, hanging out with friends, alone time is also good.

11. Name 3 things you dislike.

If u don’t consider others feelings and hurt someone. Birds.

12. places u have visited, where else would u want to visit

13. Do you have any suggestions or improvements to the hotel you have stayed in?

It’s the little things of the hotel that makes an impact bcz most hotels have basic amenities. They have kids check in, they give me customer bath tubs with my favourite animals, bracelets ice cream , counter service, the security of the room

14. Give us 3 things you would wish for

15. eat?

No fish. Animal skin, but I like fried chicken, prawns. When im out I wont be too picky. I hate Brussel sprouts, bitter gourd

16. Travel atleast once a year with family, sometimes I follow my church for mission trips or school trips,

17. I enjoy travelling to theme parks, I will travel for a worthy cause. My parents want me to get exposure, so they make me visit things

18. I need wifi in hotels free wifi. We spend most of our time outside so I wont really explore the amenities in the hotel.

19.  I want to do something in my life, be mature and independent, contribute and make a difference and help the society. I want a happy family, no dying single.

# data[].attributes.body
1.  Name : Chan Yan Ling

2.  Age 19

3.  Which country are you from : india

4.  Are you married? :NO single ready to mingle, single pringle

5.  What are you working as/ Where are you studying? Working part time sales assistant, cashier , cake slicer, waitress and studying in Singapore poly

6.  What are your responsibilities?

I take care of my family, house chores, gro.cery shopping, my grandmother, live alone with her nurse. I self support, earn my own allowance, no comitments in school

7.  What does it mean to be successful in your role?

I want to do everything to 100% give my all..  except for my gpa.. I can do most things well, cuz im quite experienced and I was pushed to be experienced, except for studies

8.  Do you think you live a very hectic life? Do you carry a lot of responsibilities?

A lot of responsibilities, pretty hectic.. sometimes I make myself very stressed out, then boom. How to destress, when I don’t have free time, no time to think also, don’t really a way to destress bcz I don’t have time to stop also until the end of the day, I just sleep..

9.  What made you want to visit Singapore?

10.  If u had a chance to travel overseas for free

I will abandon all my responsibilities

11.  When do you usually travel?

I rarely travel

12.  How is your stay in Singapore so far?

13.  What are your hobbies?

Relax, hang out with friends, have tea. We go movie or shop, walk chill. We cook together sometimes.

14.  Name 3 things you like.

I like to shop, buy things, I don’t spend much on things I don’t need. But if I like it I will buy it, I am a picky shopper, I have a specific style. I like ice cream when im down. I like to sketch as well

15.  Name 3 things you dislike.

Insects, I don’t like hypocrites, rude people, ungrateful, two faced

16.  Do you have any suggestions or improvements to the hotel you have stayed in?If you dont have any what did you like about the hotel you've stayed in?

Nothing much but i really like the hotel toilets in Japan, coz it can wash my butt hole,bidet, for me regardless if its a 1 star hotel or 5 star hotel, they have that facility,Clean toilets, their counter service is important.

17.  Give us 3 things you would wish for
Money from my own effort I can provide for my family. Use on them then on myself then travel. I want to buy my own apartment, open concept, I want to leave alone then no secrets.
19.  Food you hate to eat?

I hate fish, I don’t like cod fish and fish with skin, I only eat fried fish cuz theres no smell. No seafood meals, I like foods that ppl don’t like AMAH tastebuds

# data[].attributes.body
1.  Name: Johannese

2.  Age: 22

3.  Which country are you from? :  Germany, Frankfurt

4.  Are you married? : No

6.  What are you working as/ Where are you studying?

I’m studying Retail Trade Management and International Business

7.  What are your responsibilities?

During Internship, I manage a small group of people in planning and carrying out a project in the retail trade business.

8.  What does it mean to be successful in your role?

To be successful in the project I'm working on.

9.  Do you think you live a very hectic life? Do you carry a lot of responsibilities?

Not really, I do have lots of spare time to travel around the world since my responsibilities are only during the work period.

10.  What made you want to visit Singapore?

I enjoy travelling and immersing myself in various country’s culture. It is a good experience for me.

11.  When do you usually travel?

Normally once every few months.

12.  How is your stay in Singapore so far?

Its very easy and convenient since the transport system is easily accessible. It makes travelling to tourists spots quicker and much more enjoyable.

13.  What are your hobbies?

I enjoy travelling and playing sports during my free time.

14.  Name things you like.

Well, I like the central areas in Singapore as I enjoy shopping around. The landscape views in Marina Bay Sands and Sentosa is astounding. Well, I also enjoy watching and playing sports.

15.  Name things you dislike.

Overall, in Singapore, I think generally the weather here is very hot compared to Germany.

I also find it hard to adapt to the food culture in Singapore.

16.  Do you have any suggestions or improvements to the hotel you have stayed in?

I think the hotels I staying in is generally good. The service here is exceptionally good as compared to the other hotels I stayed in in other countries. But something that can be improved on would be the hotel’s uniqueness. Most hotels I stayed in are generally more or less similar. An attraction or key point that makes the hotel stand out would make my experience more memorable.

# data[].attributes.body
1) Name: Nathan Chong Yong Seng

2) Age: 33

3) Cambridge,England

4) Single

5) None

6) I am a scientist and I am working in University college London, Study Field.

7) In my job, my responsibilities would be making papers which are articles that would contribute to the field. outside of the job would be i own a house and i rent it to people.

8) to have something that i can be proud off, to work with good people.

9) i enjoy what i do because my field requires me to be curious and learning new things, which is already in my nature. so, often it feels more like playing and exploring so it it doesnt really feel like work, so i am not very stressed. my work allows me to be flexible with my time as well, so i can arrange my time however i want , plus my job doesnt have much deadlines as i'm an academic.

10) my family

11) my travelling time is not certain. sometimes i travel for work conferences too. but mostly in the summer or christmas

12) is okay. sg is well connected and its a good hub with good location. the shopping here is not bad as i like men's fashion. but i'm mostly here for my family

13) reading, travelling

14)  learning new things, extreme sports living outdoors and being adventurous

I am an outdoor person, i like learning new things that are not necessarily related to my work,extreme stuff,live outdoors and being adventurous, travelling mostly by myself but I like reading. I would say I am quiet and I like hanging out with my friends, cooking and men’s fashion. I also like Tea, English breakfast tea, draft paper and pencils, sketching new ideas. and i don’t like driving.

15) I don't like driving, i have low tolerance for bull shit and i can be real impatient when it comes to things which are not meaningful

16) nothing really. as long as its clean and lives up to what it says it offers its okay. good service is important, nice staff that are flexible that are willing to help you out and know the area. when i travel i normally look things up online first and ask people when i get there

17)

# data[].attributes.body
1. Name

2. Age

3. Which country are you from

4. Are you married

5. Do you have any children? How many?

6. What are you working as/ Where are you studying

7. What are your responsibilities

8. What does it mean to be successful in your role

9. Do you think you live a very hectic life? Do you carry a lot of responsibilities?

10. What made you want to visit Singapore

11. When do you usually travel

12. How is your stay in Singapore so far/ What do you think of Singapore

13. What are your hobbies

14. Name things you like

15. Name things you dislike

16. What would you like to see improve in the hotels you have stayed so far

17. Give us 3 things you would wish for

# data[].attributes.body
problem statement

clustering (from interviews, important things to note