Dot Plots in ggplot2
How to make Dot Plots in ggplot2 with Plotly.
New to Plotly?
Plotly is a free and open-source graphing library for R. We recommend you read our Getting Started guide for the latest installation or upgrade instructions, then move on to our Plotly Fundamentals tutorials or dive straight in to some Basic Charts tutorials.
Default dotplot
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) +
geom_dotplot()
plotly::ggplotly(p)
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Increase dot size
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) +
geom_dotplot(binwidth = 1.5)
plotly::ggplotly(p)
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Using fixed-width bins.
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) +
geom_dotplot(method="histodot", binwidth = 1.5)
plotly::ggplotly(p)
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Various stack methods
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) +
geom_dotplot(binwidth = 1.5, stackdir = "center")
plotly::ggplotly(p)
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library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) +
geom_dotplot(binwidth = 1.5, stackdir = "centerwhole")
plotly::ggplotly(p)
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Hiding y axis
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) + geom_dotplot(binwidth = 1.5) +
scale_y_continuous(NULL, breaks = NULL)
plotly::ggplotly(p)
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Overlapping dots vertically
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) +
geom_dotplot(binwidth = 1.5, stackratio = .7)
plotly::ggplotly(p)
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Expanding dot diameter
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) +
geom_dotplot(binwidth = 1.5, dotsize = 1.25)
plotly::ggplotly(p)
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Changing fill colour and stroke witdth
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg)) +
geom_dotplot(binwidth = 1.5, fill = "white", stroke = 2)
plotly::ggplotly(p)
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Stacking along y axis
library(plotly)
p <-
ggplot(mtcars, aes(x = 1, y = mpg)) +
geom_dotplot(binaxis = "y", stackdir = "center")
plotly::ggplotly(p)
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library(plotly)
p <-
ggplot(mtcars, aes(x = factor(cyl), y = mpg)) +
geom_dotplot(binaxis = "y", stackdir = "center")
plotly::ggplotly(p)
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library(plotly)
p <-
ggplot(mtcars, aes(x = factor(cyl), y = mpg)) +
geom_dotplot(binaxis = "y", stackdir = "centerwhole")
plotly::ggplotly(p)
Click to copy
Changing colour with dodge position
library(plotly)
p <-
ggplot(mtcars, aes(x = factor(vs), fill = factor(cyl), y = mpg)) +
geom_dotplot(binaxis = "y", stackdir = "center", position = "dodge")
plotly::ggplotly(p)
Click to copy
Aligning bins between groups
library(plotly)
p <-
ggplot(mtcars, aes(x = factor(am), y = mpg)) +
geom_dotplot(binaxis = "y", stackdir = "center", binpositions="all")
plotly::ggplotly(p)
Click to copy
Stacking groups with different fill
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg, fill = factor(cyl))) +
geom_dotplot(stackgroups = TRUE, binwidth = 1, binpositions = "all")
plotly::ggplotly(p)
Click to copy
library(plotly)
p <-
ggplot(mtcars, aes(x = mpg, fill = factor(cyl))) +
geom_dotplot(stackgroups = TRUE, binwidth = 1, method = "histodot")
plotly::ggplotly(p)
Click to copy
Flip plot orientation
library(plotly)
p <-
ggplot(mtcars, aes(x = 1, y = mpg, fill = factor(cyl))) +
geom_dotplot(binaxis = "y", stackgroups = TRUE, binwidth = 1, method = "histodot")
plotly::ggplotly(p)
Click to copy
What About Dash?
Dash for R is an open-source framework for building analytical applications, with no Javascript required, and it is tightly integrated with the Plotly graphing library.
Learn about how to install Dash for R at https://dashr.plot.ly/installation.
Everywhere in this page that you see fig
, you can display the same figure in a Dash for R application by passing it to the figure
argument of the Graph
component from the built-in dashCoreComponents
package like this:
library(plotly)
fig <- plot_ly()
# fig <- fig %>% add_trace( ... )
# fig <- fig %>% layout( ... )
library(dash)
library(dashCoreComponents)
library(dashHtmlComponents)
app <- Dash$new()
app$layout(
htmlDiv(
list(
dccGraph(figure=fig)
)
)
)
app$run_server(debug=TRUE, dev_tools_hot_reload=FALSE)
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