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October 22, 2021 10:00
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# https://jokergoo.github.io/2020/06/08/multiple-group-chord-diagram/ | |
library(circlize) | |
library(tidyverse) | |
choices <- tribble( | |
~A, ~B, ~C, ~D, ~E, ~F, | |
NA, 2, NA, 3, 1, NA, | |
NA, 1, 3, NA, NA, 2, | |
NA, 1, 2, NA, NA, 3, | |
NA, 2, NA, 3, 1, NA, | |
NA, 2, 1, NA, 3, NA, | |
1, NA, 2, NA, 3, NA, | |
NA, 1, 2, NA, 3, NA, | |
3, NA, NA, NA, 2, 1, | |
3, NA, 2, NA, 1, NA, | |
NA, 1, 2, NA, NA, 3, | |
NA, 1, 2, NA, NA, 3, | |
NA, 3, NA, 1, 2, NA, | |
2, NA, NA, 1, 3, NA, | |
NA, NA, 2, NA, 1, 3, | |
NA, 3, NA, 1, 2, NA, | |
NA, 3, NA, 1, 2, NA | |
) | |
choices_mat <- choices |> | |
# Prepend colnames to values | |
map2_dfc(names(choices), \(x, y) ifelse(is.na(x), x, paste0(y, x))) |> | |
as.matrix() | |
# Co-occurence matrix | |
cooc_mat <- rep(seq_len(nrow(choices_mat)), ncol(choices_mat)) |> | |
table(choices_mat) |> | |
crossprod() | |
# Project choice frequencies for ordering sectors in diagram | |
proj_order <- choices |> | |
map_int(\(x) sum(!is.na(x))) |> | |
enframe("project", "n") |> | |
arrange(-n) |> | |
pull(project) | |
# Order coop_mat rows by rank and frequency | |
choices_order <- colnames(cooc_mat) |> | |
enframe(name = NULL, value = "choice") |> | |
transmute( | |
project = str_sub(choice, end = -2), | |
rank = str_sub(choice, start = -1) | |
) |> | |
# Order by frequency | |
left_join(x = tibble(project = proj_order), by = "project") |> | |
arrange(rank) |> | |
transmute(choice = paste0(project, rank)) |> | |
pull() |> | |
rev() | |
cooc_mat <- cooc_mat[match(choices_order, rownames(cooc_mat)), | |
match(choices_order, colnames(cooc_mat))] | |
# Reduce to triangular matrix | |
cooc_mat[upper.tri(cooc_mat, diag = TRUE)] <- 0 | |
# Grouping variable for chord diagram | |
subgroups <- choices_order |> | |
sort() |> | |
set_names() |> | |
gsub(pattern = "\\d$", replacement = "") |> | |
factor(levels = proj_order) | |
# Colouring variable | |
grid.col <- (as.integer(as.factor(subgroups)) + 1) |> | |
set_names(names(subgroups)) | |
circos.clear() | |
chordDiagram( | |
cooc_mat, | |
group = subgroups, | |
grid.col = grid.col, | |
annotationTrack = "grid", | |
preAllocateTracks = list( | |
track.height = mm_h(4) | |
), | |
transparency = .3 | |
) | |
# Label ranked choices | |
circos.track(track.index = 2, panel.fun = \(x, y) { | |
sector.index <- get.cell.meta.data("sector.index") |> | |
str_subset("\\d$") | |
xlim <- get.cell.meta.data("xlim") | |
ylim <- get.cell.meta.data("ylim") | |
circos.text( | |
mean(xlim), mean(ylim), | |
str_sub(sector.index, start = -1), | |
col = "white", | |
cex = .9, | |
family = "Oswald", | |
font = 2 | |
) | |
}, bg.border = NA) | |
# Label projects | |
walk(proj_order, \(x) { | |
highlight.sector( | |
names(subgroups[subgroups == x]), | |
track.index = 1, | |
col = "white", | |
text = x, | |
text.col = "grey15", | |
cex = 1.2, | |
family = "Oswald" | |
) | |
}) |
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