Created
May 14, 2019 21:24
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Playing around with tidygraph, ggraph, and NetIndices to draw food webs
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#see also https://davidsmale.netlify.com/portfolio/wes-anderson-actor-network/ | |
# https://www.data-imaginist.com/2017/introducing-tidygraph/ | |
# https://www.jessesadler.com/post/network-analysis-with-r/ | |
#load libraries | |
library(rglobi) | |
library(tidygraph) | |
library(ggraph) | |
library(NetIndices) | |
#get prey of some of my favorite crustaceans | |
int <- get_interactions_by_taxa(sourcetaxon=c('Carcinus maenas', "Homarus americanus", "Cancer borealis", "Cancer irroratus"), interactiontype=c('preysOn', "eats", "kills")) | |
#make it into a from-to data frame for easy graph making | |
int_dat <- int %>% | |
rename(to = "source_taxon_name", | |
from = "target_taxon_name") %>% | |
dplyr::select(from, to) | |
#make a tidygraph object | |
gr <- tbl_graph(edges = int_dat) | |
#need an adjacency matrix for NetIndices | |
sp <- gr %>% activate(nodes) %>% pull | |
edges <- gr %>% activate(edges) %>% as.data.frame | |
adj_mat <- matrix(rep(0, length(sp)^2), nrow = length(sp)) | |
for(i in 1:nrow(edges)) adj_mat[edges$from[i], edges$to[i]] <- 1 | |
#add trophic levels and x positions | |
gr <- gr %>% | |
activate(nodes) %>% | |
mutate(y = TrophInd(adj_mat)[,1], | |
x = runif(length(sp))) | |
#plot | |
ggraph(gr) + | |
geom_node_point() + | |
geom_edge_link0() |
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