Visualizing your data, and this can help.This is from the book, Predictive Analytics. You can look at it as tables, you can look at it as Word Clouds. There's is notion flocking birds analysis where you can see separation, alignment and cohesion. I didn't have time to really dig into flocking birds analysis. But it sounded good. When I read about it, it sounded a lot like k-means, where k-means is looking for clustering of data in a large data sets. A graphs and charts can work and we'll, look at some graphs and charts. Glueviz, has in a, available in Anaconda, I had mixed results with Glueviz. I think there were some bugs in it a year ago, when I was working on my machine learning exercise, I was interacting with the developer of Glueviz, and I think the email thread just died at one point ,and I was never able to actually visualize the data that I wanted to. Then there's new sub-applications within Anaconda showed up called Boukder, and I haven't had any time to take a look at Boukder, but it just appeared in there one day.