Code & Vis Gallery

To bar, or not to bar - what is the intention?

Going out just got a litttle more complex

Keras Toe Dip

Notebooks for Building Deep Learning Applications with Keras 2.0 (Lynda.com)

• toy sales prediction
• image recognition
• model logging
• model visualize
• model export for API

_{Image Source: TensorFlow}

Data Guide for the Beer Perplexed V

PageRank and more networkx graphs

Bitcoin White Paper Review

A look at section “11. Calculations“

Causal Impact, Not so Much

A look at impact of GABF medals on search engagement

Data Guide for the Beer Perplexed IV

List graph of longest path

_{Data Source: CraftBeer.com}

Data Guide for the Beer Perplexed III

D3 sunburst flavor wheel

_{Data: BreweryDB / Vis Source: Mike Bostock}

Did you tap that?

Mapping NYE Weekend Kegs (2017)

_{Data source: Twitter}

Data Guide for the Beer Perplexed II

R Shiny boxplot and scatter plot dashboard visualizations

_{Data Source: CraftBeer.com / Scraping Template: CS109 / Share Beer Dimensions}

Still Razor Thin

Three part breakdown to a tight fight:

• round scoring simulation based on Twitter user scores;
  
• round features & judges’ scores analysis;
  
• ELO ratings, before and after
  

_{Data Source: Twitter}

_{Data Source: BoxRec}

Suds in the City

Mapping with QGis and Carto

_{Share Whole Foods v. Trader Joe’s Voronoi}

Data Guide for the Beer Perplexed

D3 link-node of beer style recommendations

_{Data Source: CraftBeer.com / Scraping Template: CS109 / Vis Code: Force-Directed Graph & Extra Features / Share Hairball}

Bokeh co-occurrence matrix of beer style recommendations

_{Data Source: CraftBeer.com / Vis Inspiration: D3 Les Misérables / Vis Code: Bokeh Les Mis Occurrences / Share Grid}

It was all GGGood just a week ago

Fight Hour Tweets

_{Data Source: Twitter}

Six-Pack Project: The Netherlands

Three sklearn python data models:

• kNN analysis to determine likely beer style;
  
• text analysis of beer reviews; &
  
• MLE grid of IPA’s
  

_{Data source: Untappd}

_{Data source: Untappd}

Parallel Coordinates for De Molen’s Rook & Vuur Characteristics
(grouped by IQR overall scores)

_{Data source: BeerAdvocate}

_{Data source: RateBeer}

Going Dutch

Using PySpark technology and techniques to “learn” a language by identifying stop words and other terms via

• frequency,
  
• bigrams, &
  
• tf-idf
  

Top Words
Code | Data Set

World Beer Cup (I, II, & III)

Barley, Hops, and Bayes: Predicting The World Beer Cup

_{Data Source: World Beer Cup Data Model: Probabilistic Programming and Bayesian Methods for Hackers, Chapter 1}

Exploring US Brewery Historical Data

An Rmd file showing some EDA and plots related to United States brewery counts, 1887 - 2012.

And a couple of not overly sophisticated/impressive D3 plots for Brewery Totals Over Time and Brewery Count Percentage Change Year-Over-Year

_{Data Source: Beer Institute}