Hi:
Here are a few options. The key step, it seems to me, is to transform the
data so that
you have one 'factor' consisting of the variable names and another column
with
the values; this is what the melt() function in the reshape package does.
This idea
should work irrespectively of the number of variables in the data frame; the
only
condition is that they are all numeric...and of course, comparable.
library(ggplot2) # adds several packages, including reshape
library(lattice)
# Manufacture some fake data with five numeric variables to compare
df <- data.frame(x1 = rnorm(20), x2 = rnorm(20), x3 = rnorm(20),
x4 = rnorm(20), x5 = rnorm(20))
dfmelt <- melt(df)
# Basically unlists the variables into a vector value and adds an indicator
of
# the variable to which each value belongs...
dim(dfmelt)
# [1] 100 2
names(dfmelt) # variable is the 'factor', value is a numeric vector
# [1] "variable" "value"
# Generate some plots...
# Vertical boxplot in ggplot2
ggplot(dfmelt, aes(x = variable, y = value)) + geom_boxplot()
last_plot() + xlab('These are my variables') + ylab('These are my values')
# Horizontal - just add coord_flip() to previous call:
last_plot() + coord_flip()
# Horizontal violin plot in ggplot2:
p <- ggplot(dfmelt, aes(value))
p + geom_ribbon(aes(ymax = ..density.., ymin = -..density..),
stat = 'density') + facet_grid(variable ~ .)
# Vertical and horizontal boxplots and violin plots in lattice:
bwplot(value ~ variable, data = dfmelt)
bwplot(value ~ variable, data = dfmelt, panel = panel.violin)
bwplot(variable ~ value, data = dfmelt)
bwplot(variable ~ value, data = dfmelt, panel = panel.violin)
HTH,
Dennis
On Sat, Apr 24, 2010 at 12:53 PM, Albert Vilella <
[hidden email]> wrote:
> Hi,
>
> I've got a csv file with scores like this:
>
> 40,40,40,40,40,40,40,40,40,40,40,40,40,40,40,32,38,40,20,40,26,40,30,40,5,5,13,12,40,40,3,33,29,23,2,24,9,15,4,21,16,5,26,8,8,18
>
> 40,40,40,40,40,40,40,40,40,40,40,40,40,40,40,40,40,40,40,40,40,32,40,40,30,40,40,37,34,40,36,13,40,13,40,5,40,8,29,5,15,34,5,22,14,20
>
> 40,40,40,40,40,40,40,40,40,12,40,40,40,20,40,40,17,40,40,40,40,40,11,40,40,29,12,40,1,13,21,10,14,24,9,13,18,28,19,12,15,3,5,3,8,2
> [...]
>
> For a given file, the number of columns can vary from a few dozen to a
> few hundreds, and I would like a script that
> draws a series of box and whiskers or violins left to right for every
> column in a single plot.
>
> How can I do that in a self-contained R script that can be called with
> the input file as argument?
>
> Cheers,
>
> Albert.
>
> ______________________________________________
>
[hidden email] mailing list
>
https://stat.ethz.ch/mailman/listinfo/r-help> PLEASE do read the posting guide
>
http://www.R-project.org/posting-guide.html> and provide commented, minimal, self-contained, reproducible code.
>
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http://www.R-project.org/posting-guide.htmland provide commented, minimal, self-contained, reproducible code.
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