WebGL vs SVG in R in R
How to create plots using WebGL
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WebGL vs SVG in R
Recent versions of the R package include the toWebGL()
function, which converts any eligible SVG graph into a WebGL plot. With WebGL, we can render way more elements in the browser.
WebGL with 50,000 points
library(plotly)
p <- ggplot(data = diamonds, aes(x = carat, y = price, color = cut)) +
geom_point(alpha = 0.01)
fig <- ggplotly(p)
fig <- fig %>% toWebGL()
fig
More examples
- Compare SVG performance to WebGL
- WebGL with 1 million points
- WebGL for time series ### 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)