Conduct some analysis of the communities in this dataset using the methods covered in class. Examples of analysis you could do include, but not limited to$,$ modularity analysis $($followed by analysis of specific components returned by such analysis$),$ hierarchical clustering, and finding k$-$cliques. For your benefit, you can use the Jupyter notebook attached to your module which contains stub code for most of these analysis steps.

Part$1$: Modularity analysis of the whole graph including each partition $($not just the best partition$).$

Part$2$: Include different statistics and features of top $2-3$ communities

try to analyze the differences between the structure of communities

plot the hierarchy of the communities

Part$3$: Finding k$-$cliques using the CPM method

I need graphs$/$ plots for each of these parts