Created
May 3, 2012 12:10
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plot with three categorical variables and one continuous variable using ggplot2
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#http://jeromyanglim.blogspot.com.au/2012/05/how-to-plot-three-categorical-variables.html | |
library(ggplot2) | |
# Create some data | |
set.seed(4444) | |
Data <- expand.grid(group=c("Apples", "Bananas", "Carrots", "Durians", "Eggplants"), | |
year=c("2000", "2001", "2002"), | |
quality=c("Grade A", "Grade B", "Grade C", "Grade D", "Grade E")) | |
Group.Weight <- data.frame( | |
group=c("Apples", "Bananas", "Carrots", "Durians", "Eggplants"), | |
group.weight=c(1,1,-1,0.5, 0)) | |
Quality.Weight <- data.frame( | |
quality=c("Grade A", "Grade B", "Grade C", "Grade D", "Grade E"), | |
quality.weight = c(1,0.5,0,-0.5,-1)) | |
Data <- merge(Data, Group.Weight) | |
Data <- merge(Data, Quality.Weight) | |
Data$score <- Data$group.weight + Data$quality.weight + rnorm(nrow(Data), 0, 0.2) | |
Data$proportion.tasty <- exp(Data$score)/(1 + exp(Data$score)) | |
# Plot Data with ggplot2 | |
ggplot(data=Data, | |
aes(x=factor(year), y=proportion.tasty, | |
group=group, | |
shape=group, | |
color=group)) + | |
geom_line() + | |
geom_point() + | |
opts(title = "Proportion Tasty by Year, Quality, and Group") + | |
scale_x_discrete("Year") + | |
scale_y_continuous("Proportion Tasty") + facet_grid(.~quality ) |
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