I am trying to create boxplot
that would compare ob vs A and B at multiple location (I.e., Start, Mid, End) for Top
and Low
values (10% in this case). I am trying to use the gather
, facet_wrap
, grid.arrange
, ggplot
functionality in R
but can not put things together. here is my code so far- I would appreciate help moving forward.
library(tidyverse)
library(gridExtra)
DF_1 = data.frame(Ob = runif(100, 10,80), A = runif(100, 5, 90), B = runif(100, 3,85), loc = rep("Start",100))
DF_2 = data.frame(Ob = runif(100, 10,80), A = runif(100, 5, 90), B = runif(100, 3,85), loc = rep("Mid",100))
DF_3 = data.frame(Ob = runif(100, 10,80), A = runif(100, 5, 90), B = runif(100, 3,85), loc = rep("End",100))
DF_1_Top = DF_1[order(DF_1$Ob,decreasing = TRUE),][1:10,]
DF_1_Low = DF_1[order(DF_1$Ob,decreasing = FALSE),][1:10,]
DF_2_Top = DF_2[order(DF_2$Ob,decreasing = TRUE),][1:10,]
DF_2_Low = DF_2[order(DF_2$Ob,decreasing = FALSE),][1:10,]
DF_3_Top = DF_1[order(DF_3$Ob,decreasing = TRUE),][1:10,]
DF_3_Low = DF_1[order(DF_3$Ob,decreasing = FALSE),][1:10,]
DF_Top = rbind(DF_1_Top, DF_2_Top, DF_3_Top)
DF_Low = rbind(DF_1_Low, DF_2_Low, DF_3_Low)
DF_T = gather(DF_Top, key = "Variable", value = "Value", - "loc")
DF_L = gather(DF_Low, key = "Variable", value = "Value", - "loc")
P1 = ggplot(DF_T, aes(x = Variable, y = Value))+
geom_boxplot()+facet_wrap(~loc, nrow = 1)
P2 = ggplot(DF_L, aes(x = Variable, y = Value))+
geom_boxplot()+facet_wrap(~loc, nrow = 1)
grid.arrange(P1,P2, nrow = 2)
Here is a manually drawn figure that i would like to achieve