I am trying to replicate this with R ggplot. I have exactly the same data:
browsers<-structure(list(browser = structure(c(3L, 3L, 3L, 3L, 2L, 2L,
2L, 1L, 5L, 5L, 4L), .Label = c("Chrome", "Firefox", "MSIE",
"Opera", "Safari"), class = "factor"), version = structure(c(5L,
6L, 7L, 8L, 2L, 3L, 4L, 1L, 10L, 11L, 9L), .Label = c("Chrome 10.0",
"Firefox 3.5", "Firefox 3.6", "Firefox 4.0", "MSIE 6.0", "MSIE 7.0",
"MSIE 8.0", "MSIE 9.0", "Opera 11.x", "Safari 4.0", "Safari 5.0"
), class = "factor"), share = c(10.85, 7.35, 33.06, 2.81, 1.58,
13.12, 5.43, 9.91, 1.42, 4.55, 1.65), ymax = c(10.85, 18.2, 51.26,
54.07, 55.65, 68.77, 74.2, 84.11, 85.53, 90.08, 91.73), ymin = c(0,
10.85, 18.2, 51.26, 54.07, 55.65, 68.77, 74.2, 84.11, 85.53,
90.08)), .Names = c("browser", "version", "share", "ymax", "ymin"
), row.names = c(NA, -11L), class = "data.frame")
and it looks like this:
> browsers
browser version share ymax ymin
1 MSIE MSIE 6.0 10.85 10.85 0.00
2 MSIE MSIE 7.0 7.35 18.20 10.85
3 MSIE MSIE 8.0 33.06 51.26 18.20
4 MSIE MSIE 9.0 2.81 54.07 51.26
5 Firefox Firefox 3.5 1.58 55.65 54.07
6 Firefox Firefox 3.6 13.12 68.77 55.65
7 Firefox Firefox 4.0 5.43 74.20 68.77
8 Chrome Chrome 10.0 9.91 84.11 74.20
9 Safari Safari 4.0 1.42 85.53 84.11
10 Safari Safari 5.0 4.55 90.08 85.53
11 Opera Opera 11.x 1.65 91.73 90.08
So far, I have plotted the individual components (i.e. the donut chart of the versions, and the pie chart of the browsers) like so:
ggplot(browsers) + geom_rect(aes(fill=version, ymax=ymax, ymin=ymin, xmax=4, xmin=3)) +
coord_polar(theta="y") + xlim(c(0, 4))
ggplot(browsers) + geom_bar(aes(x = factor(1), fill = browser),width = 1) +
coord_polar(theta="y")
The problem is, how do I combine the two to look like the topmost image? I have tried many ways, such as:
ggplot(browsers) + geom_rect(aes(fill=version, ymax=ymax, ymin=ymin, xmax=4, xmin=3)) + geom_bar(aes(x = factor(1), fill = browser),width = 1) + coord_polar(theta="y") + xlim(c(0, 4))
But all my results are either twisted or end with an error message.
Edit 2
My original answer is really dumb. Here is a much shorter version which does most of the work with a much simpler interface.
#' x numeric vector for each slice
#' group vector identifying the group for each slice
#' labels vector of labels for individual slices
#' col colors for each group
#' radius radius for inner and outer pie (usually in [0,1])
donuts <- function(x, group = 1, labels = NA, col = NULL, radius = c(.7, 1)) {
group <- rep_len(group, length(x))
ug <- unique(group)
tbl <- table(group)[order(ug)]
col <- if (is.null(col))
seq_along(ug) else rep_len(col, length(ug))
col.main <- Map(rep, col[seq_along(tbl)], tbl)
col.sub <- lapply(col.main, function(x) {
al <- head(seq(0, 1, length.out = length(x) + 2L)[-1L], -1L)
Vectorize(adjustcolor)(x, alpha.f = al)
})
plot.new()
par(new = TRUE)
pie(x, border = NA, radius = radius[2L],
col = unlist(col.sub), labels = labels)
par(new = TRUE)
pie(x, border = NA, radius = radius[1L],
col = unlist(col.main), labels = NA)
}
par(mfrow = c(1,2), mar = c(0,4,0,4))
with(browsers,
donuts(share, browser, sprintf('%s: %s%%', version, share),
col = c('cyan2','red','orange','green','dodgerblue2'))
)
with(mtcars,
donuts(mpg, interaction(gear, cyl), rownames(mtcars))
)
Original post
You guys don't have givemedonutsorgivemedeath
function? Base graphics are always the way to go for very detailed things like this. Couldn't think of an elegant way to plot the center pie labels, though.
givemedonutsorgivemedeath('~/desktop/donuts.pdf')
Gives me
Note that in ?pie
you see
Pie charts are a very bad way of displaying information.
code:
browsers <- structure(list(browser = structure(c(3L, 3L, 3L, 3L, 2L, 2L,
2L, 1L, 5L, 5L, 4L), .Label = c("Chrome", "Firefox", "MSIE",
"Opera", "Safari"), class = "factor"), version = structure(c(5L,
6L, 7L, 8L, 2L, 3L, 4L, 1L, 10L, 11L, 9L), .Label = c("Chrome 10.0",
"Firefox 3.5", "Firefox 3.6", "Firefox 4.0", "MSIE 6.0", "MSIE 7.0",
"MSIE 8.0", "MSIE 9.0", "Opera 11.x", "Safari 4.0", "Safari 5.0"),
class = "factor"), share = c(10.85, 7.35, 33.06, 2.81, 1.58,
13.12, 5.43, 9.91, 1.42, 4.55, 1.65), ymax = c(10.85, 18.2, 51.26,
54.07, 55.65, 68.77, 74.2, 84.11, 85.53, 90.08, 91.73), ymin = c(0,
10.85, 18.2, 51.26, 54.07, 55.65, 68.77, 74.2, 84.11, 85.53,
90.08)), .Names = c("browser", "version", "share", "ymax", "ymin"),
row.names = c(NA, -11L), class = "data.frame")
browsers$total <- with(browsers, ave(share, browser, FUN = sum))
givemedonutsorgivemedeath <- function(file, width = 15, height = 11) {
## house keeping
if (missing(file)) file <- getwd()
plot.new(); op <- par(no.readonly = TRUE); on.exit(par(op))
pdf(file, width = width, height = height, bg = 'snow')
## useful values and colors to work with
## each group will have a specific color
## each subgroup will have a specific shade of that color
nr <- nrow(browsers)
width <- max(sqrt(browsers$share)) / 0.8
tbl <- with(browsers, table(browser)[order(unique(browser))])
cols <- c('cyan2','red','orange','green','dodgerblue2')
cols <- unlist(Map(rep, cols, tbl))
## loop creates pie slices
plot.new()
par(omi = c(0.5,0.5,0.75,0.5), mai = c(0.1,0.1,0.1,0.1), las = 1)
for (i in 1:nr) {
par(new = TRUE)
## create color/shades
rgb <- col2rgb(cols[i])
f0 <- rep(NA, nr)
f0[i] <- rgb(rgb[1], rgb[2], rgb[3], 190 / sequence(tbl)[i], maxColorValue = 255)
## stick labels on the outermost section
lab <- with(browsers, sprintf('%s: %s', version, share))
if (with(browsers, share[i] == max(share))) {
lab0 <- lab
} else lab0 <- NA
## plot the outside pie and shades of subgroups
pie(browsers$share, border = NA, radius = 5 / width, col = f0,
labels = lab0, cex = 1.8)
## repeat above for the main groups
par(new = TRUE)
rgb <- col2rgb(cols[i])
f0[i] <- rgb(rgb[1], rgb[2], rgb[3], maxColorValue = 255)
pie(browsers$share, border = NA, radius = 4 / width, col = f0, labels = NA)
}
## extra labels on graph
## center labels, guess and check?
text(x = c(-.05, -.05, 0.15, .25, .3), y = c(.08, -.12, -.15, -.08, -.02),
labels = unique(browsers$browser), col = 'white', cex = 1.2)
mtext('Browser market share, April 2011', side = 3, line = -1, adj = 0,
cex = 3.5, outer = TRUE)
mtext('stackoverflow.com:::maryam', side = 3, line = -3.6, adj = 0,
cex = 1.75, outer = TRUE, font = 3)
mtext('/questions/26748069/ggplot2-pie-and-donut-chart-on-same-plot',
side = 1, line = 0, adj = 1.0, cex = 1.2, outer = TRUE, font = 3)
dev.off()
}
givemedonutsorgivemedeath('~/desktop/donuts.pdf')
Edit 1
width <- 5
tbl <- table(browsers$browser)[order(unique(browsers$browser))]
col.main <- Map(rep, seq_along(tbl), tbl)
col.sub <- lapply(col.main, function(x)
Vectorize(adjustcolor)(x, alpha.f = seq_along(x) / length(x)))
plot.new()
par(new = TRUE)
pie(browsers$share, border = NA, radius = 5 / width,
col = unlist(col.sub), labels = browsers$version)
par(new = TRUE)
pie(browsers$share, border = NA, radius = 4 / width,
col = unlist(col.main), labels = NA)