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  3. Introduction to Network Analysis in Python

Exercise

Finding all maximal cliques of size "n"

Now that you've explored triangles (and open triangles), let's move on to the concept of maximal cliques. Maximal cliques are cliques that cannot be extended by adding an adjacent edge, and are a useful property of the graph when finding communities. NetworkX provides a function that allows you to identify the nodes involved in each maximal clique in a graph: nx.find_cliques(G). Play around with the function by using it on T in the IPython Shell, and then try answering the exercise.

Instructions

100 XP
  • Write a function maximal_cliques() that has two parameters - G and size - and finds all maximal cliques of size n.
    • In the for loop, iterate over all the cliques in G using the nx.find_cliques() function.
    • If the current clique is of size size, append it to the list mcs.
  • Use an assert statement and your maximal_cliques() function to check that there are 33 maximal cliques of size 3 in the graph T.