Mapping Every Starbucks using Web Scraping and Python!

Creating a map using data scraping and Python to figure out the closest that two Starbucks can be!

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[tommyhun]

As a GIS developer working with spatial data, this example makes me feel warm and fuzzy inside.

[hongjiang]

This is amazing! I learnt how to use those tools but still struggle to use them in real problem solving. This video does provide los of possibilities. Please provide more practical examples like this one! Love to know!

[kamicarbon]

Great vid. Love to see a practical example and the explanations are great.

[escolpiod]

very helpful, helped me solve a problem for a nonprofit. Thanks!

[itskevinzerbe]

Would be interesting to run some spatial stats on that data to look for clusters or hot spots and whether there are any correlations with hot spots and socioeconomics, topography, or other geographic features.

[aayushverma]

Great video! I think road distance would make more sense from where further analysis on this data can be done.

[et]

I don't have money to pay him so leaving a comment instead for the algo. He is the best.

[bernardfinucane]

Sounds like Starbucks is designed to be within 15 minutes on foot of anywhere in Los Angeles.

[aiwithaz]

As you mentioned, in a graph context I wonder how an algorithm like a breadth first search could be used over the many zip codes in LA county

[Candy_]

Can you make an updated tutorial on this?

[JonathanGarzaCantu]

In CSV file how does the program only know to take just the zip codes?

[shichenyuan]

Very nice video!

Two quick questions: How to make sure there is no duplicated items caused by difference in the significance figures in longitude and attitude? How to make sure not excluding two stores in the same building using set?

Thanks!

[vladislavziyangulov]

Hi, I love your videos
Can I ask you where you studied? And how
You seem so knowledgeable and well-spoken

[siddhantkhare]

How can we leverage this distance analysis(or any other data-driven methodology) to determine where to open new Starbucks store ?

[abc]

How can i contact you ...I have some problem regarding time series video ..if you could help me

[EW-mbih]

Nice video! Is it technically possible to estimate the distance by road instead of the distance as the crow flies?