I have this problem: I have five averages for 5 different periods for several variables and 1 total average for the same variables. I want plot, with the facet wrap, a graph for each variables in the same figure, with five point (periods average) on one bar (total average) in the middle.
Formatting the dataset to facet_wrap
in r, in can't fix the one-point barplot in the middle.
To date I've only get the facet plot with the five point lineplot for each variables. I tried to add the barplot (a showed in the code), but whitout results.
This a subset of the dataset
library(ggplot2)
facetperiodmean <- structure(list(phen = c("GS0", "GS1", "GS2", "GS3", "H", "GS0",
"GS1", "GS2", "GS3", "H", "GS0", "GS1", "GS2", "GS3", "H", "GS0",
"GS1", "GS2", "GS3", "H"), var = c("mz31_flux", "mz31_flux",
"mz31_flux", "mz31_flux", "mz31_flux", "mz33_flux", "mz33_flux",
"mz33_flux", "mz33_flux", "mz33_flux", "mz39_flux", "mz39_flux",
"mz39_flux", "mz39_flux", "mz39_flux", "mz42_flux", "mz42_flux",
"mz42_flux", "mz42_flux", "mz42_flux"), value = c(-0.0019661978021978,
-0.00308365560165975, -0.00142552201933405, -0.00296758288770053,
0.00716088983050848, -0.0201807203084833, 0.00699548966597077,
0.2982090471597, 0.763140160427808, 0.0115715254237288, 0.00969123297732893,
-0.00171052598693697, 0.292541864951768, 0.660130481283422, 0.00825954802259888,
-0.000685986850921274, -0.000174803516028957, -0.00120851710610932,
0.00190823529411765, 0.00197547090395481), err = c(0.0018197542356471,
0.00193485421273063, 0.00171100912064672, 0.0078142824736682,
0.000572623655079707, 0.00891612382048675, 0.00865982415221607,
0.0261407868072828, 0.150893410160645, 0.000915642610907682,
0.00930308482712752, 0.0152763210173861, 0.0419053150085817,
0.160356398727679, 0.00153078001050311, 0.000743192090385591,
0.00108257092872938, 0.00109911506984063, 0.00586547846096966,
0.000166849869755912), tot = c(-0.000531297508180212, NA, NA,
NA, NA, 0.104295388186188, NA, NA, NA, NA, 0.104717855718061,
NA, NA, NA, NA, -9.02923940837303e-05, NA, NA, NA, NA)), row.names = c(NA,
20L), class = "data.frame")
The code tried untill now to facet a onepoint barplot in the middle of the plot
ggplot(facetperiodmean,aes(x=phen,y=value,group=1))+
geom_point(aes(colour=var),shape = 21, fill='darkolivegreen4',color='black',size = 1)+
geom_line(color='darkolivegreen4', size = 0.5)+
geom_errorbar(aes(ymin=value-err, ymax=value+err), width=0.5,
position=position_dodge(0.9),color="darkolivegreen4")+
ggplot(facetperiodmean,aes(x=phen,y=tot))+
geom_bar(fill='darkolivegreen4',colour="black", stat="identity",width = 5,position=position_dodge(width = 20)) +
facet_wrap(~var,scales="free_y")
It's a bit hard to come up with a dynamic solution since what you really want is a secondary X axis for the bar (since the bar and lines do not naturally sit on the same X axis).
A workaround is to manually specify the middle of the plot (in your case, the middle x value is GS2
) and set the width of the bar to 5 to cover the full axis.
ggplot(facetperiodmean,aes(x=phen,y=value,group=1))+
geom_bar(aes(x='GS2', y = tot), fill='darkolivegreen4',colour="black",
stat="identity",position='dodge', width = 5) +
geom_errorbar(aes(ymin=value-err, ymax=value+err), width=0.5,
position=position_dodge(0.9),colour="darkolivegreen4")+
geom_line(colour="black", size = 0.5)+
geom_point(aes(colour=var),shape = 21, fill='darkolivegreen4',color='black',size = 1)+
facet_wrap(~var,scales="free_y")
EDIT:
Here is the additional code to create a legend. I'm not sure how you want to the bars / lines so I have left placeholder names that you can replace.
ggplot(facetperiodmean,aes(x=phen,y=value,group=1))+
geom_bar(aes(x='GS2', y = tot, fill='Bar Label'),colour="black",
stat="identity",position='dodge', width = 5) +
geom_errorbar(aes(ymin=value-err, ymax=value+err), width=0.5,
position=position_dodge(0.9),colour="darkolivegreen4")+
geom_line(aes(colour="line label"), size = 0.5)+
geom_point(aes(colour='line label'),shape = 21, fill='darkolivegreen4',size = 1)+
facet_wrap(~var,scales="free_y") +
scale_color_manual(values = c('#000000'))+
scale_fill_manual(values = c('darkolivegreen4'))+
theme(legend.position = 'bottom',
legend.title = element_blank())