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ggplot2 multiple sub groups of a bar chart

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r

ggplot2

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:

enter image description here

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!

like image 807
Tyson Avatar asked Nov 19 '13 00:11

Tyson


1 Answers

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)

enter image description here

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)

enter image description here

like image 181
Henrik Avatar answered Oct 20 '22 15:10

Henrik