https://github.com/joshdavham
Here's the source code for this analysis to those interested: https://github.com/joshdavham/cij-analysis
I will note that the transcripts (and parsing scripts) are not included in the repo. The transcripts are not my intellectual property so I can't share it (and the parsing scripts are a bit of a dumpster fire).
That's exactly right.
Much of the beginner videos make use of visual hints like you say (images, props, etc), and none of these were taken into account in my analysis.
I do think it could be cool to do a 'visual' analysis of CI in the future where you attempt to measure how much context is present (or not) in each video and see what insights you could draw from that.
This project is an enhanced reader for Ycombinator Hacker News: https://news.ycombinator.com/.
The interface also allow to comment, post and interact with the original HN platform. Credentials are stored locally and are never sent to any server, you can check the source code here: https://github.com/GabrielePicco/hacker-news-rich.
For suggestions and features requests you can write me here: gabrielepicco.github.io