Difference between revisions of "FoodScapers Proposal"

From Visual Analytics for Business Intelligence
Jump to navigation Jump to search
Line 38: Line 38:
  
 
<div style="font-family:Helvetica;font-size:16px">
 
<div style="font-family:Helvetica;font-size:16px">
WIP
+
This project aims to bring insights into the distribution of food across Singapore (by Operators) in the following manners:
 +
#Correlation between food and location (Food identity across Singapore)
 +
#Differentiating restaurants by “Local Haunt” or “Tourist Trap”
 +
#“Atas” Local Food Trend
 +
#Price Elasticity of Food
 +
#Singapore Food by Day & Night
 +
 
 
<br>
 
<br>
  

Revision as of 14:26, 14 October 2018

Team FoodScapers


ABOUT US

PROPOSAL

POSTER

APPLICATION

RESEARCH PAPER



Problem and Motivation

Singapore is well known for its diversity and fusion of food, with influences from the Chinese, Indians, Malays, to the French and even Italian. Interesting, this unique blend of authentic Singaporean food can only be found in Singapore. More often than not, restaurants in present-day Singapore can be seen serving fusion food inspired by Singapore’s diversity. Instead of having the differences divide the country, Singapore’s diversity serve as a spark to Singapore’s unique melting pot of food culture.

Through our visualisation, we hope to represent the distribution of food diversity throughout Singapore. In particular, we would dive deeper to uncover what makes a specific location a food paradise for a specific race, the purpose behind the food stalls and the price elasticity of food.

Objectives

This project aims to bring insights into the distribution of food across Singapore (by Operators) in the following manners:

  1. Correlation between food and location (Food identity across Singapore)
  2. Differentiating restaurants by “Local Haunt” or “Tourist Trap”
  3. “Atas” Local Food Trend
  4. Price Elasticity of Food
  5. Singapore Food by Day & Night


Related Works

WIP

Datasets and Sources

We need a vast dataset that covers the various aspects of dining in Singapore, and for this reason, we have chosen the following data sources to obtain a rich dataset.

  1. Postal Codes - List of all possible postal codes where a restaurant/hawker centre could exist within Singapore. Retrieved from OneMap API:
  2. Possible Restaurants of Interest - List of all restaurants that exist on the yelp portal at the postal codes provided. Retrieved from Yelp API:
  3. Restaurant Details - Details posted on yelp for the restaurants of interest. Retrieved using a crawling and scraping script on the Yelp Website.
  4. Patron Reviews and Patron Details- Comments and reviews regarding the patrons' experience at the specific restaurant. Additionally, public details about the patron were obtained. Retrieved using a crawling and scraping script on the Yelp Website.

Below is the list of Table Header name, description and an example for each table.

1. Postal Codes: Retrieved in JSON format

Name Description Example

2. Possible Restaurants of interest: Retrieved in JSON format

Name Description Example

3. Restaurant Details: Retrieved using Python and written out in JSON format

Name Description Example:

https://www.yelp.com/biz/din-tai-fung-singapore-5?osq=Din+Tai+Fung

Name Name of the Restaurant Din Tai Fung
Location Address at which the restaurant is located

Wisma Atria
435 Orchard Rd
Level 4
Singapore 238877
Singapore
Orchard

Opening Hours Opening Hours of the restaurant 11:30 am - 10:00 pm
Cuisines - Menu Cuisines offered by the restaurant Taiwanese, Dim Sum
Expected Attire Attire expected of patrons when visiting the restaurant Casual
Price Range Price Range of food offered by the restaurant $$

later converted to a price bucket

Rating Average Overall Ratings provided by the patrons 4.5 stars
Reviews Number of Reviews regarding the restaurant 116

4. Patron Details and Reviews: Retrieved using Python and written out in JSON format

Name Description Example:

https://www.yelp.com/biz/din-tai-fung-singapore-5?osq=Din+Tai+Fung

Name Patron's Name Bob B.
Location Patron's Hometown Houston, TX
Rating Patron's rating awarded to the restaurant 5 stars
Review Patron's review of the restaurant

The Best Dim Sum / steamed dumpling and noodle restaurant in the world. This restaurant is located in a hotel lobby. It is Hands down the best. Be prepared to wait because the lines are always long but when you receive your order it will be well worth it. They have an old style tradition so you take a number and wait. You will receive a pencil and a menu to check the items you would like to order and your party number before you are seated. Once a table is available your order will arrive and the eating will start while they continue to bring your table the freshest of authentic Dim Sum imaginable. This restaurant was #1 in Hong Kong. We ordered multiple dishes and they all were the best we ever have. This restaurant is world famous after eating here I understand why we enjoyed many dishes to many to name but it was all amazing. Sliced Chicken Noodle Soup Shrimp Fried Rice Shanghai Rice Cakes with Shrimp steamed garlic spinach Dim Sum steamed broccoli and the best of anything they provided it was all and all a 5 star experience.

Based on the retrieved data, we will do data cleaning and entity extraction in order to understand some of the dishes on the menu and their cost (if available).


Storyboard

WIP

Tools/ Libraries

WIP


Timeline/ Roles

WIP

Ideation Drafts

WIP

References

WIP

Comments

Feel free to leave comments / suggestions!

No.

Name

Date

Comments

1.

Insert your Name here

Insert Date here

Insert Comment here

2.

Insert your Name here

Insert Date here

Insert Comment here

3.

Insert your Name here

Insert Date here

Insert Comment here