Data Visualization for Situational Awareness
When you look at the image below, do you feel a sense of urgency? It would be surprising if you did. This is showing a user interface for a transmission control room where operators monitor and manage power grids. Although it may not seem like it, there’s a big... Read more
Data visualizations can have very different goals and functions depending on the area of application. Success must therefore be measured against different quality criteria, depending on the task. When used in data analysis, success means, that a data scientist can identify the structures and patterns that she needs for... Read more
Visual Analytics of Instagram’s #gopro hashtag with AI
Images have become a very common medium of human expression on the internet with the coming up of social networks. Facebook is the biggest repository of digital images ever. This trend is only going to intensify given the emergence of image first platforms like Instagram and Snapchat, also called... Read more
Time Series Analysis with Generalized Additive Models
Whenever you spot a trend plotted against time, you would be looking at a time series. The de facto choice for studying financial market performance and weather forecasts, time series are one of the most pervasive analysis techniques because of its inextricable relation to time—we are always interested to foretell... Read more
The retreat from religion is accelerating
This is an extended version of my article in the Scientific American blog. The data I used and all of my code are available in this Jupyter notebook. Secularization in the Unites States For more than a century religion in the the United States has defied gravity.  According to the Theory of... Read more
Data Visualization – Part 2
A Quick Overview of the ggplot2 Package in R While it will be important to focus on theory, I want to explain the ggplot2 package because I will be using it throughout the rest of this series. Knowing how it works will keep the focus on the results rather... Read more
The Cocktail Guide v2.0
Revamped one of my earlier Tableau creations for submission to ‘Tableau Student Viz Contest‘. Posting here in case anyone’s interested in having a look.   Read more
What Makes a Good Data Visualization – a Data Scientist perspective
Data visualization has been a subject of many thousands of books, courses, and blogs. My course on data mining included a one-hour lecture on Data Visualization. However, since you, my reader, don’t have an hour to read this blog, here is a KDnuggets-sized summary of what makes a good data visualization... Read more
Data Visualization – Part 1
Introduction to Data Visualization – Theory, R & ggplot2 The topic of data visualization is very popular in the data science community. The market size for visualization products is valued at $4 Billion and is projected to reach $7 Billion by the end of 2022 according to Mordor Intelligence. While we... Read more
Making sense of facts, numbers, and measurements is a form of art – the art of data visualization. There is a load of data in the sea of noise. To turn your numbers into knowledge, your job is not only to separate noise from the data, but also to present... Read more