Hi, we’re back with some visual analysis of beer ratings gathered from the RateBeer API. This time around, we’re shifting our Michigan-centric focus from Bell’s to Founders to see what the user ratings tell us about Founders beers. Once again we’ll employ the powerful Exploratory platform to do our analysis. Let’s begin by using the…
Author: kc2519
Two Hearted Sentiment Analysis
Recent posts have used RateBeer API data to analyze ratings and reviews for Bell’s Two Hearted Ale, one of the benchmarks for the IPA (India Pale Ale) category. Our analyses have been done using Exploratory, a powerful front end tool based on R, an open source analysis framework. We’ll continue this series today, with an…
Bell’s Two Hearted Text Mining
In this entry in our informal series tracking data from the RateBeer API, we’ll take a look at using Exploratory for some simple text analysis. The goal here is to pair specific descriptive words from user reviews with their associated score. There are some nuances involved here, as reviewers will offer multiple terms to describe…
Exploratory Shout-Out
In previous posts, I used Exploratory, the powerful front end for R, to start analyzing beer data from the RateBeer API. This week’s Exploratory newsletter links to my two recent posts, which was really nice to see. Future posts will continue to use Exploratory to dive into the data; it’s a great tool already, and…
Beer Data and Exploratory, Part 2
My previous post looked at how to take data generated by the RateBeer API, and ingest, process, and visualize it using Exploratory, a powerful R-based analytics and data science framework. In this post, I’m going to take a look at data from Bell’s Brewery, one of the two largest in Michigan (Founders is the other),…
Brewery Charts Using Exploratory
As I continue to explore the RateBeer API data, I’m playing with different software tools that will help me create some compelling data visualizations. I’ve already considered the likes of Gephi, sigma.js, and Mapbox for network and geographic visuals. None of these tools can be used to create more conventional charts, however. For this capability,…
SRM Beer Color Chart
Here’s a chart detailing approximate colors for 175 beer styles. A few of these are educated guesses, while many more come from the Brewer’s Friend site or are created using a combination of SRM ranges and the Brewer’s Friend chart. All done with some simple Excel formulas. Enjoy!
Learning the RateBeer API
Yet another chapter in teaching an old dog new tricks, as I learn to query results using the GraphiQL language for the RateBeer API. For those not familiar with RateBeer.com, it is a major site providing a wealth of information about beers and breweries, powered by a large user community. The API provides a window…
Testing Mapbox
This is a simple test using Michigan breweries that can be found in the BreweryDB API. Eventually, we’ll have more substantial maps using Mapbox and possibly Carto, that will provide a great deal of information about breweries and their specific beers.
Using SRM Colors by Beer Style
In an effort to keep the site as visually authentic as possible, I have elected to use beer-derived colors for both the site design and the forthcoming visualizations. These colors are based on the SRM (Standard Reference Method) scale used in the Beer Judge Certification Program (BJCP), as shared at the Brewer’s Friend website. The…