Clustering restaurant category yelp api11/29/2023 Some restaurant types are indeed clustered mostly around their ethnic neighbourhood: Maps of Indian restaurants with Little India highlighted (left) and Italian restaurants with Little Italy highlighted (right) Similar to Indian food, Italian food is also widespread but it is true that there is a small cluster in the area defined as Little Italy.While Indian food is widespread throughout the city, there does appear to be a cluster of restaurants in the area See Toronto describes as Little India - on Gerrard Street East, between Coxwell Avenue and Greenwood Avenue.Some restaurant types can be found in most neighbourhoods: I was curious to see if the majority of restaurants from these cultures were found in their respective areas so I searched for the perimeter for each neighbourhood to compare with the restaurants on my map. The 132 restaurant categories on Yelp are a reflection of the various cultures that share the city.Īccording to Wikipedia’s List of Neighbourhoods in Toronto, there are several neighbourhoods that correspond to different communities such as Little India, Little Italy, Little Portugal, Little Tibet, Greektown, Chinatown, Koreatown and Little Jamaica. Over half the population was born outside of Canada and come from 232 different nationalities. Toronto is known for its multiculturalism, with some like the BBC Radio referring to it as the most diverse city in the world. This article explains how to do so in more detail. ![]() This method was surprisingly easy – I just had to import my CSV/Excel file and specify which columns were the latitude and longitude. I considered several alternatives on how to plot my map data, such as the Google Maps API, but ultimately decided on Tableau Public who offer a free version of their tool. Interested in learning more about ParseHub? Book a demo call with us here. My project loops through every category on the page, clicks into each one and extracts all the restaurants that appear, extracting their latitude, longitude, number of reviews, rating, address, phone, restaurant and price range.Įxact details on how to do this are provided at the end of the article. The data extracted is from Yelp’s Toronto Restaurant Categories page. Clicking into each restaurant on the map will provide you with more information. The map allows you to select one or more categories on the right-hand sidebar to view the location of Toronto restaurants in those categories (use Shift or Ctrl/Command to select multiple). !(/blog/content/images/2018/05/MapofTorontoRestaurantsb圜ategory.png)Ĭlick to view the interactive map of Toronto restaurants by category To do so, I scraped the latitude and longitude from all Toronto Restaurants on the Yelp directory and plotted them on to a Tableau Public map which can be filtered by the restaurant’s category. For example, consultants, analysts and marketers who are interested in scraping business or store locations from a map for market research or business planning.īeing a foodie who is relatively new to Toronto, I was interested in looking into where restaurants are located by food type. Please reach out to for questions and feedback.We often receive requests asking how to scrape and work with data extracted from a map. ![]() “Identifying Restaurant Features via Sentiment Analysis on Yelp Reviews.” arXiv preprint arXiv:1709.08698 (2017).
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