03 — Web scraping & APIs

I can haz all the data.

Whole lotta’ boxes.

Slack channel: #03-web-scraping-api

This week is about data that is all around us online, but not easily accessible through csv files or similar. Instead, while it is visible in plain side, we sometimes need to scrape information from websites.

Lecture slides

Morning session slides

View full screen Download as pdf

Code

We get these two wonderful plot:

Exchange rates vs. relative prices of Billy cupboards

Ratio of exchange rates and relative prices of Billy cupboards

Note that we dropped some countries because of some missing data for the exchange rates, but for now: ¯_(ツ)_/¯

Further recommended resources

• the Billy index was (is?) indeed a thing a while ago, here’s Der Spiegel reporting about it: The Billy Instead Of The Big Macs

• as usual, Grant McDermott has superb extra resources on webscraping: https://raw.githack.com/uo-ec607/lectures/master/06-web-css/06-web-css.html and https://raw.githack.com/uo-ec607/lectures/master/07-web-apis/07-web-apis.html

• we used rvest for scraping, if you’re using Python as an alternative, you should definitely look into Beautiful Soup

• and finally the link to the Billion Prices Project