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Animating graph over time
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library(ggraph) | |
library(gganimate) | |
library(igraph) | |
# Data from http://konect.uni-koblenz.de/networks/sociopatterns-infectious | |
infect <- read.table('out.sociopatterns-infectious', skip = 2, sep = ' ', stringsAsFactors = FALSE) | |
infect$V3 <- NULL | |
names(infect) <- c('from', 'to', 'time') | |
infect$timebins <- as.numeric(cut(infect$time, breaks = 100)) | |
# We want that nice fading effect so we need to add extra data for the trailing | |
infectAnim <- lapply(1:10, function(i) {infect$timebins <- infect$timebins + i; infect$delay <- i; infect}) | |
infect$delay <- 0 | |
infectAnim <- rbind(infect, do.call(rbind, infectAnim)) | |
infectGraph <- graph_from_data_frame(infectAnim, directed = F) | |
# We use only original data for the layout | |
subGr <- subgraph.edges(infectGraph, which(E(infectGraph)$delay == 0)) | |
V(subGr)$degree <- degree(subGr) | |
lay <- createLayout(subGr, 'igraph', algorithm = 'lgl') | |
# Then we reassign the full graph with edge trails | |
attr(lay, 'graph') <- infectGraph | |
# Now we create the graph with timebins as frame | |
p <- ggraph(data = lay) + | |
geom_node_point(aes(size = degree), colour = '#8b4836') + | |
geom_edge_link0(aes(frame = timebins, alpha = delay, width = delay), edge_colour = '#dccf9f') + | |
scale_edge_alpha(range = c(1, 0), guide = 'none') + | |
scale_edge_width(range = c(0.5, 1.5), trans = 'exp', guide = 'none') + | |
scale_size(guide = 'none') + | |
ggtitle('Human Interactions') + | |
ggforce::theme_no_axes() + | |
theme(plot.background = element_rect(fill = '#1d243a'), | |
panel.background = element_blank(), | |
panel.border = element_blank(), | |
plot.title = element_text(color = '#cecece')) | |
# And then we animate | |
animation::ani.options(interval=0.1) | |
gg_animate(p, 'animation.gif', title_frame = FALSE) |
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