ggtrace provides ggplot2 geoms that allow groups of data points to be outlined or highlighted for emphasis. This is particularly useful when working with dense datasets that are prone to overplotting.
You can install the released version from CRAN:
install.packages("ggtrace")
and the development version from GitHub:
devtools::install_github("rnabioco/ggtrace")
geom_point_trace()
accepts graphical parameters normally passed to
ggplot2::geom_point()
to control the appearance of data points and
outlines. The trace_position
argument can be used to select specific
sets of points to highlight. For more examples see the
vignette.
library(ggplot2)
library(ggtrace)
ggplot(clusters, aes(UMAP_1, UMAP_2, color = cluster)) +
geom_point_trace(
trace_position = signal < 0,
fill = "white",
background_params = list(color = NA, fill = "grey85")
) +
theme_minimal()
geom_line_trace()
accepts parameters normally passed to
ggplot2::geom_line()
with the following exceptions: fill
controls
the inner line color, color
controls the outline color, and stroke
controls outline width. Like geom_point_trace()
, the trace_position
argument can be used to select specific data points to highlight. For
more examples see the
vignette.
ggplot(stocks, aes(day, value, color = name)) +
geom_line_trace(
trace_position = day < 500 | day > 1500,
stroke = 1,
background_params = list(color = NA, fill = "grey75")
) +
theme_minimal()