Data Science Essentials in Python

Your Turn

Network analysis is extremely contagious. Once you learn it, you start seeing networks everywhere, even in Shakespeare.^[34] Thinking in terms of networks, centralities, and communities adds another layer of sophistication to your data analysis skills, so don’t hesitate to strengthen them by practicing.

Centrality Correlations^*

Download a social network graph of select Epinions.com users from the Stanford Large Network Dataset Collection (prepared by J. Leskovec and A. Krevl),^[35] and extract the tenth largest community. Write a program that calculates and displays pairwise correlations between all network centrality measures mentioned in this chapter (you can also add a clustering coefficient for more fun). I suggest that you store ...