I have two adjacency matrices of a dynamic network in text files, period 1 and 2 in R (igraph). I'd like to color the vertices and edges that are new in the second network in green.
For example the first network could look like this:
1 3 6 10 11
1 NA NA NA NA NA
3 NA NA NA NA NA
6 NA NA NA 8.695652174 13.04347826
10 NA NA 2.586206897 NA 3.448275862
11 NA NA NA 2.919708029 NA
and changes then to this second network:
1 2 3 6 10
1 NA NA NA NA NA
2 NA NA NA NA NA
3 NA NA NA NA NA
6 NA NA NA 12.32091691 8.022922636
10 NA NA 7.228915663 NA NA
The code to read in R:
t1 <- structure(matrix(c(NA,NA,NA,NA,NA,
NA,NA,NA,NA,NA,
NA,NA,NA,8.695652174,13.04347826,
NA,NA,2.586206897,NA,3.448275862,
NA,NA,NA,2.919708029,NA),nrow=5, ncol=5, byrow=TRUE),
dimnames=list(c(1,3,6,10,11), c(1,3,6,10,11)))
t2 <- structure(matrix(c(NA,NA,NA,NA,NA,
NA,NA,NA,NA,NA,
NA,NA,NA,NA,NA,
NA,NA,12.32091691,8.022922636,NA,
NA,NA,7.228915663,NA,NA),nrow=5, ncol=5, byrow=TRUE),
dimnames=list(c(1,2,3,6,10), c(1,2,3,6,10)))
t3 <- structure(matrix(c(NA,NA,NA,NA,NA, NA,NA,7.2289,NA,NA, NA,10.4798,NA,NA,NA, NA,NA,8.1364,NA,3.8762, NA,NA,NA,NA,NA),nrow=5, ncol=5, byrow=TRUE), dimnames=list(c(1,3,4,6,10), c(1,3,4,6,10)))
How can I link those networks in R, so that R knows which vertices are new?
Ideally the solution would be to call graph.union
, but that has some bugs in the current version, so here is a workaround solution.
You are using NA
to mark missing edges, which is a bit strange, because NA
means that you don't know whether the edge is missing or not. I'll just replace the NA
s with zeros.
t1[is.na(t1)] <- 0
t2[is.na(t2)] <- 0
g1 <- graph.adjacency(t1, weighted=TRUE)
g2 <- graph.adjacency(t2, weighted=TRUE)
## Vertices are easy
V(g2)$color <- ifelse(V(g2)$name %in% V(g1)$name, "black", "darkgreen")
## Edges are a bit trickier
el1 <- apply(get.edgelist(g1), 1, paste, collapse="-")
el2 <- apply(get.edgelist(g2), 1, paste, collapse="-")
E(g2)$color <- ifelse(el2 %in% el1, "black", "green")
plot(g2, vertex.label.color="white", vertex.label=V(g2)$name)
If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!
Donate Us With