I am trying to produce a bar graph that has multiple groupings of factors. An example from excel of what I am attempting to create, subgrouped by Variety and Irrigation treatment:
I know I could produce multiple graphs using facet_wrap()
, but I would like to produce multiple graphs for this same type of data for multiple years of similar data. An example of the data I used in this example:
Year Trt Variety geno yield SE
2010-2011 Irr Variety.2 1 6807 647
2010-2011 Irr Variety.2 2 5901 761
2010-2011 Irr Variety.1 1 6330 731
2010-2011 Irr Variety.1 2 5090 421
2010-2011 Dry Variety.2 1 3953 643
2010-2011 Dry Variety.2 2 3438 683
2010-2011 Dry Variety.1 1 3815 605
2010-2011 Dry Variety.1 2 3326 584
Is there a way to create multiple groupings in ggplot2? I have searched for quite some time and have yet to see an example of something like the example graph above.
Thanks for any help you may have!
This may be a start.
dodge <- position_dodge(width = 0.9)
ggplot(df, aes(x = interaction(Variety, Trt), y = yield, fill = factor(geno))) +
geom_bar(stat = "identity", position = position_dodge()) +
geom_errorbar(aes(ymax = yield + SE, ymin = yield - SE), position = dodge, width = 0.2)
Update: labelling of x axis
I have added:coord_cartesian
, to set limits of y axis, mainly the lower limit to avoid the default expansion of the axis.annotate
, to add the desired labels. I have hard-coded the x
positions, which I find OK in this fairly simple example.theme_classic
, to remove the gray background and the grid.
theme
, increase lower plot margin to have room for the two-row label, remove default labels.
Last set of code: Because the text is added below the x-axis, it 'disappears' outside the plot area, and we need to remove the 'clipping'. That's it!
library(grid)
g1 <- ggplot(data = df, aes(x = interaction(Variety, Trt), y = yield, fill = factor(geno))) +
geom_bar(stat = "identity", position = position_dodge()) +
geom_errorbar(aes(ymax = yield + SE, ymin = yield - SE), position = dodge, width = 0.2) +
coord_cartesian(ylim = c(0, 7500)) +
annotate("text", x = 1:4, y = - 400,
label = rep(c("Variety 1", "Variety 2"), 2)) +
annotate("text", c(1.5, 3.5), y = - 800, label = c("Irrigated", "Dry")) +
theme_classic() +
theme(plot.margin = unit(c(1, 1, 4, 1), "lines"),
axis.title.x = element_blank(),
axis.text.x = element_blank())
# remove clipping of x axis labels
g2 <- ggplot_gtable(ggplot_build(g1))
g2$layout$clip[g2$layout$name == "panel"] <- "off"
grid.draw(g2)
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