Network Graph of Skills Learned in Algebra 2

Similar to this post from a couple years ago, recently I used Gephi to create a network diagram of all the skills that an Algebra 2 student would gain over the course of the year. It didn't turn out as good as I hoped, but I still think it's cool to look at and digest.

• The size of the nodes (the skills, ex. Order of Operations) is based on the concept of betweenness centrality, a concept that Google's Generative Search summarizes as "Betweenness centrality quantifies how many times a particular node comes in the shortest chosen path between two other nodes" which to me means how vital or important it is. 
• The position or centrality (how central it is) of the node is also a measure of importance, based on Gephi's Force Atlas 2 algorithim, which Generative Search summarizes as, "Force Atlas 2 is a force-directed layout that simulates a physical system to spatialize a network. Nodes repulse each other like charged particles, while edges attract their nodes, like springs. These forces create a movement that converges to a balanced state", which again to me means that it algo-balances it and finds the best shape somehow.
• I honestly don't remember what the size of the edges (the connection between skills, that are in the same month) means.

The process I used was:

1. Asked GPT-4 what topics it thought were most important that a student would learn in Algebra 2
2. Asked it to break that list of topics into 8 different months worth of curriculum
3. Asked it for 10 problems per month that an exemplar student would be able to solve
4. Then asked it to list the skills needed to solve all of those problems, in order of how you'd learn them (earliest skill first, most recent last)
5. Within each month, I created an edge for each skill paired with each other skill in that month. This created 525 edges (or connections, or times both skills needed to be known to learn that month's content) between the 50 nodes (skills)
6. Used this tutorial again because I forgot what to do next

Here's the table of nodes (skills) a student should know by the end of Algebra 2: