Thai restaurant density segmentation: python with K-means clustering

Thai restaurant density segmentation: python with K-means clustering

Hi! I am Tung, and this is my first stories for my weekend project. What inspired this project is that I have studied to become data scientist for almost two years now mostly from Youtube, coding sites and of course, Medium ,but my learning is just not enough, I need to show what I learnt, so I am here at Medium to post my Weekend project once a wee

Hi! I am Tung, and this is my first stories for my weekend project. What inspired this project is that I have studied to become data scientist for almost two years now mostly from Youtube, coding sites and of course, Medium ,but my learning is just not enough, I need to show what I learnt, so I am here at Medium to post my Weekend project once a week.

Disclaimer: The code is provided at the end of the story, I like to keep the story well-fit for both programmer and non-programmer, so I will not show code in this medium.

Background

I happen to learn the spatial data from utilize Foursquare API, I thought that it would actually be really useful if I can apply something out of it and, of course, it must be related to business. So I thought what actually be useful application with the location data, then tourism popped up, followed by accommodation, restaurant, pub &bar and else. The tourism location seem legit but it is pain to learn about tourism site, and anyplace is entertainment anyways how can I define a tourism and non-tourism place.( sure, I could, it was just too much for my sweet weekend.) So I want something more simple, something unique, that just gives away its distinction of itself with others. Pub & bar could be like Jazz, rock, modern or else, that sound mass-media stuff but I am not a fan of music, so passed. Accommodation, I don’t know anything about this business side which is surely hard pass. Then I left with restaurant, luckily, it just happen that I live in the country that is rich of culture of beautiful, famous and delicious cuisine, Thailand.

I really don’t know why my country’ cuisine happen to be famous in many places, Westerners just crazy about our cuisine, but darn sure it partially because of its deliciousness. Now that I pick my topic “Thai restaurant”, what left is where. It could be anywhere in the world except my country, but It should be some place that is totally far away from my country. But not so much far away in term of cultural difference. So It should be on the side of North American, so I just search for what country that is famous in cultural diversity and it appear that Canada ranks first in North america. And then I search for most diverse city in Canada. Ta Da! it is Toronto.

machine-learning clustering data-science data-visualization

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