Scipy Correlation Matrix From Co-Occurance Matrix (For Topic Modeling Via Community Dectection)

Question

Basically, I am trying to implement this... https://www.youtube.com/watch?v=sI7VpFNiy_I&t=20m

Another person was working on the step after what I am stuck here Se