The BeautifulSoup package is very useful in this case. First, we need to collect the data by scraping the table of HCMC units on the Wikipedia page and the average housing price (AHP) on a website.json file contains all coordinates where we use it to create a choropleth map of Housing Sales Price Index of HCMC List of average housing prices per m2 in HCMC.
This list can be generated based on the name of each district and package. List of the coordinates (latitude, longitude) of all urban districts in HCMC.It gives us a list of all urban districts of HCMC with their area (in Km2), population (in 2015), and the density of each district (people/Km2). List of Ho Chi Minh City administrative units from Wikipedia.In order to explore these questions, we need to use the following data in the research. Visualize all information on the map so that we can have a better look at what we want to find the answer.Where has a high population but less coffee shop?.In which districts, the average housing price is low and the number of coffee shops is low also?.How many clusters we can use to categorize the districts based on the popularity of coffee shops?.What are the most popular categories in each district? If investors change their minds to focus on other commercial fields instead of opening a coffee shop.How many venues in each category? This question shows the magnitude of a category in a district.How many categories in each district? Answering this question helps us know about the diversity in the business of a district.How many venues in each district? Answering this question gives us a better understanding of the dynamic level of a district.If the housing price in that place is low, it is more attractive to us.īy using Data Science and some geometric factors about the relation between districts in HCMC, we can give good answers to the following questions to the investors so that they can have a better vision about not only the coffee shops but also about other venues in HCMC. If we think of it by an investor, we expect to choose a place where the population density is high but less competitors. If we have some knowledge about the population density, the housing price in each district, and an overview of the number of coffee shops, we can have a better idea to set up a new business there. There are some districts containing too many coffee shops while there are less in some others. Although there are already a lot of coffee shops in Ho Chi Minh City, their density between districts is not uniform. In this project, we suppose to work only in the coffee shops. On the other hand, because a coffee shop mostly deals with coffee, it does not have the qualities – like the main focus on food – that make it possible to be called a restaurant. In cafes, the main focus is on food rather than coffee, though most cafes will offer coffee pairings on their menus. Generally in a coffee shop, coffee is the main focus. In simple terms, the line between cafe and coffee shop is actually coffee itself. Coffee shops and cafes are two different phrases that tend to be confused by many. On our first trip together while we were dating, we hit up the ByWays Cafe in Portland, OR for breakfast and after that visit, I was hooked.Firstly, we should clarify the differences between a coffee shop and a café.
on 101 More Amazing Places to ChowdownĪdam Richman's Best Sandwich in America 25 Website upgrade! It is now static and wicked fast
Hrd coffee shop update#
Let us know if this is not a correct video or if you have a better one and we will update it if needed.ĭescription: Interview with Gary Lew from HRD Coffee Shop! I do not own anything.
This video from YouTube has either been tagged or mentioned in he description for this restaurant. Social Media for the HRD Coffee Shop Restaurant phone number (415) 543-2355 phone number for HRD Coffee Shop”) no email address available if you know it and want to help out let us know address: 521 3rd Street, San Francisco, CA 94107, USA Just perfectīlends of Korean/American/Fusiony goodness. Their KimChi Burritos and probably the Mongolian Cheesesteak. HRD is my go to place whenever I’m feeling indecisive.