如何使用 igraph 确定 R 中每个簇的顶点数

Question

normaly when I want to determine the number of vertices for a graph I only need to write in my script:

library(igraph)
vcount('name of your graph')

And then I have it.

The thing is that I'm trying to determine the number vertices for each cluster (community) and I have no idea how to do it. Is there any function in igraph that could help me to do it?

Here's my code so far:

library(igraphdata)
library(igraph)
data("UKfaculty")
newgraph <- as.undirected(UKfaculty)
cluster <- cluster_louvain(newgraph)
plot(newgraph, vertex.color=rainbow(5, alpha=0.6)[cluster$membership])

Is there any function in igraph that could help me to determine the number of vertices per cluster?

Answer 1

I think this may do what you want. First, assign the community membership to the nodes:

V(newgraph)$community <- membership(cluster)

Now you can make a subgraph based on community and apply vcount to it:

vcount(induced_subgraph(newgraph, v = V(newgraph)$community == 1))
[1] 18

And use sapply to get the count for all 5 communities:

sapply(1:5, function(x) vcount(induced_subgraph(newgraph, v = V(newgraph)$community == x)))
[1] 18 19 27  6 11

Answer 2

Try table

> table(cluster$membership)

 1  2  3  4  5
18 19 27  6 11 

Answer 3

There is an igraph function called sizes() for this. You can use sizes(cluster) .