For a final article submission I have been asked to update my figures so that they meet the following specifications:
What I've tried:
library(ggplot2)
library(cowplot)
theme_set(theme_bw())
x <- rnorm(100)
mydata <- data.frame(x = x,
y = x^2 + runif(100),
z = rep(letters[1:4], 25))
p <- ggplot(data = mydata, aes(x, y)) +
geom_point(aes(color = z)) +
geom_smooth(color = 'black', se = FALSE, size = 0.5) +
theme(text = element_text(family = 'Times', size = 10, color = 'black'),
axis.ticks.length = unit(-0.1, 'cm'),
axis.text.x = element_text(margin = margin(t = 4, unit = 'mm')),
axis.text.y = element_text(margin = margin(r = 4, unit = 'mm')),
panel.grid = element_blank(),
axis.line = element_line(size = 0.25),
legend.position = c(0.5, 0.75))
p
ggsave(plot = p,
filename = 'myplot.png',
width = 80, height = 50, dpi = 300, units = 'mm')
p2 <- cowplot::plot_grid(plotlist = list(p, p, p, p), nrow = 1)
ggsave(plot = p2,
filename = 'mymultipleplot.png',
width = 169, height = 50, dpi = 300, units = 'mm')
Which returns the following two plots:
I can figure out how to handle some of the issues here (e.g. legend positions), but am having difficulty with the following:
ggsave
do its own scaling?update For my present task I exported as svg files and edited them in Inkscape. It took a few hours but was easier than getting ggplot to contort to the specifications.
But, it would be helpful to know for the future how to do this programmatically within ggplot2.
The base font size is 11 pts by default. You can change it with the base_size argument in the theme you're using.
To go from the dimension in inches to a number of dots, ggsave uses the number of dots per inches (dpi). So if we create a plot in ggplot and save it with a dimension of 12 x 10 with the default dpi of 300 for ggsave, the file will be a matrix of (12 * 300) x (10 * 300) = 3600 x 3000 dots.
R and ggplot can create fantastic graphs, but the default Arial/Helvetica font is too boring and standard. You can change the font used in a plot fairly easily three different ways: All of the built-in ggplot themes have a base_family argument for setting the overall font family for the plot.
To increase the X-axis labels font size using ggplot2, we can use axis. text. x argument of theme function where we can define the text size for axis element. This might be required when we want viewers to critically examine the X-axis labels and especially in situations when we change the scale for X-axis.
Answer to question: 1) as Henrik told in comments:
For question 1 (How can I get ticks around top and right axes?), see the new sec.axis argument in scale_ in ggplot 2.2.0. Try e.g. ggplot(mpg, aes(displ, hwy)) + geom_point() + scale_x_continuous(sec.axis = dup_axis()) + scale_y_continuous(sec.axis = dup_axis())
2) the problem here is that you have the same resolution with different sizes. Since the height of the two figures is the same, you can fix this problem scaling the font size by hand multiplying the font-size with the ratio of the width: e.g.
theme(text = element_text(family = 'Times', size = 10*(80/169), color = 'black')
The whole code should look like this:
library(ggplot2)
library(cowplot)
theme_set(theme_bw())
x <- rnorm(100)
mydata <- data.frame(x = x,
y = x^2 + runif(100),
z = rep(letters[1:4], 25))
p1 <- ggplot(data = mydata, aes(x, y)) +
geom_point(aes(color = z)) + scale_x_continuous(sec.axis = dup_axis()) +
scale_y_continuous(sec.axis = dup_axis()) +
geom_smooth(color = 'black', se = FALSE, size = 0.5) +
theme(text = element_text(family = 'Times', size = 10*(80/169), color = 'black'),
axis.ticks.length = unit(-0.1, 'cm'),
axis.text.x = element_text(margin = margin(t = 4, unit = 'mm')),
axis.text.y = element_text(margin = margin(r = 4, unit = 'mm')),
panel.grid = element_blank(),
axis.line = element_line(size = 0.25),
legend.position = c(0.5, 0.75))
p2 <- ggplot(data = mydata, aes(x, y)) +
geom_point(aes(color = z)) + scale_x_continuous(sec.axis = dup_axis()) +
scale_y_continuous(sec.axis = dup_axis()) +
geom_smooth(color = 'black', se = FALSE, size = 0.5) +
theme(text = element_text(family = 'Times', size = 10, color = 'black'),
axis.ticks.length = unit(-0.1, 'cm'),
axis.text.x = element_text(margin = margin(t = 4, unit = 'mm')),
axis.text.y = element_text(margin = margin(r = 4, unit = 'mm')),
panel.grid = element_blank(),
axis.line = element_line(size = 0.25),
legend.position = c(0.5, 0.75))
p1
ggsave(plot = p1,
filename = 'myplot.png',
width = 80, height = 50, dpi = 300, units = 'mm')
p2multi <- cowplot::plot_grid(plotlist = list(p2, p2, p2, p2), nrow = 1)
ggsave(plot = p2multi ,
filename = 'mymultipleplot.png',
width = 169, height = 50, dpi = 300, units = 'mm')
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