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R - How do I use selectInput in shiny to change the x and fill variables in a ggplot renderPlot?

Tags:

r

ggplot2

shiny

I'm trying to make an interactive shiny dashboard that has an interactive plot where you can change the values of the plot. The code chunk that I'm putting inside of renderPlot works normally, so I don't understand why count isn't showing on the y axis when I use selectInput to change the X and Fill variables.

 inputPanel(
  selectInput('x', 'X', names(data)),
  selectInput('y', 'Y', names(data))
)

renderPlot({
    ggplot(data, aes(x = input$x)) +
  geom_bar(aes(fill = input$y), position = position_stack(reverse = TRUE)) +
 coord_flip() + 
 theme(legend.position = "top")
})
like image 733
Thomas Kidd Avatar asked Mar 25 '18 08:03

Thomas Kidd


1 Answers

The reason is that the input$x and input$y are character class. So, instead of aes, use aes_string

renderPlot({
  ggplot(data, aes_string(x = input$x)) +
  geom_bar(aes_string(fill = input$y), position = position_stack(reverse = TRUE)) +
  coord_flip() + 
  theme(legend.position = "top")
})

A reproducible example with data(mpg)

library(shiny)
library(ggplot2)


data(mpg)

ui <- fluidPage(
  inputPanel(
    selectInput('x', 'X', choices = c("manufacturer", "model", "year", "cyl", "class"),
          selected = "class"),
    selectInput('y', 'Y', choices = c( "trans", "fl", "drv"), 
  selected = "drv")
  ),

  mainPanel(plotOutput("outplot"))

)

server <- function(input, output) {

  output$outplot <- renderPlot({
    ggplot(mpg, aes_string(x = input$x)) +
      geom_bar(aes_string(fill= input$y), position = position_stack(reverse = TRUE)) +
      coord_flip() + 
      theme(legend.position = "top")
  })

}

shinyApp(ui = ui, server = server)

-output

enter image description here

like image 188
akrun Avatar answered Oct 12 '22 01:10

akrun