I'm trying to build a bubbleplot with, for example, the following data:
# install.packages("tidyverse")
# install.packages("plotly")
# install.packages("viridis")
library(tidyverse)
library(plotly)
library(viridis)
data <- tribble(
~race, ~gender, ~count,
"race1", "gender1", 15,
"race1", "gender2", 58,
"race1", "gender3", 59,
"race2", "gender1", 100,
"race2", "gender2", 12,
"race2", "gender3", 13,
"race3", "gender1", 14,
"race3", "gender2", 39,
"race3", "gender3", 87
)
When I run a ggplot command to create a colored scatterplot, I get more or less what I want (code and figure below):
bubble <- ggplot(data = data, aes(x = race, y = gender)) +
geom_point(aes(size = log10(count) * 4, fill = count), shape = 21) +
scale_fill_viridis(discrete = F) +
geom_text(aes(label = count), size = 4) +
scale_size_identity() +
xlab("Race") +
ylab("Gender") +
theme_classic()
Image of bubble plot, colored by count variable
However, when I use the following command to convert this plot to an interactive plotly graph, I lose the color distinction (see figure below). I've scratched my head over this for a while now, and can't seem to find a solution to the problem...Plotly seems to retain color distinction for other types of graphs I've made (eg bar charts).
I also get the attached warning message:
ggplotly(bubble)
> Warning message:
In L$marker$color[idx] <- aes2plotly(data, params, "fill")[idx] :
number of items to replace is not a multiple of replacement length
Plotly version of the same graph
Does anyone have an idea of what is going on / how to retain the "fill" coloring I indicated in the original ggplot graph?
After some troubleshooting, it seems to be your call to shape = 21
in geom_point
. Try this workaround instead:
bubble <- ggplot(data = data, aes(x = race, y = gender)) +
geom_point(aes(size = log10(count) * 4, color = count)) +
scale_color_viridis(discrete = F) +
geom_text(aes(label = count), size = 4) +
scale_size_identity() +
xlab("Race") +
ylab("Gender") +
theme_classic()
ggplotly(bubble)
Note: you'll have to change all your fill
calls to color
(including scale_color_viridis
)
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