I tried to make a web application with R::shiny but I met a problem with a piece of code. Indeed, I would like to upload a csv file and display a correlogram.
I tried to set up the correlogram with the actionbutton() followed by the updateSelectizeInput()
However an error has been occured :
Error: Unsupported index type: NULL
Anybody have a solution ? thanks
NB - I don't want to use the fileInput widget to upload the csv file ! Only by the actionbutton !
library(shiny)
library(readr)
library(corrplot)
library(DT)
# File used for the example
data(iris)
write.csv(x = iris, file = "iris.csv")
#UI
ui <- shinyUI(
fluidPage(
navbarPage(
id = "navbar",
tabPanel(
title = "UPLOAD",
br(),
actionButton(inputId = "file", label = "ADD A FILE")
)
)
)
)
#SERVER
server <- function(input, output, session) {
path <- reactiveValues(pth = NULL)
file.choose2 <- function(...) {
pathname <- NULL;
tryCatch({
pathname <- file.choose();
}, error = function(ex) {
})
pathname;
}
observeEvent(input$file,{
path$pth <- file.choose2()
})
observeEvent(input$file, {
newvalue <- "B"
updateNavbarPage(session, "navbar", newvalue)
})
data <- reactive({
df <- readr::read_csv(file = path$pth)
return(df)
})
observeEvent(input$file, {
appendTab(
inputId = "navbar",
tabPanel(
value = "B",
title = "Corr",
sidebarLayout(
sidebarPanel(
selectizeInput(
inputId = "select04",
label = "Select features",
choices = NULL,
multiple = TRUE)
),
mainPanel(
plotOutput(
outputId = "corrplot01", height = "650px")
)
)
)
)
}, once = TRUE)
# I suppose there is a problem with this line
observeEvent(input$select04, {
col <- names(data())
col.num <- which(sapply(data(), class) == "numeric")
col <- col[col.num]
updateSelectizeInput(session = session, inputId = "select04", choices = col)
})
output$corrplot01 <- renderPlot({
df <- data()
df1 <- df[,input$select04]
corr <- cor(x = df1, use = "pairwise.complete.obs")
corrplot(corr = corr,
title = "")
})
}
shinyApp(ui, server)
I changed your ui and server a bit, but I think that might solve your problem.
I deleted the observeEvent(input$file, ...{})
from the server and added the ui part in the Ui directly.
I also added 3 req()
calls in the data
reactive, in the second observeEvent(input$select04, ...{})
which I changed to a normal observe
and in the renderPlot
call.
library(shiny)
library(readr)
library(corrplot)
library(DT)
# File used for the example
data(iris)
write.csv(x = iris, file = "iris.csv", row.names = F)
#UI
ui <- shinyUI(
fluidPage(
navbarPage(
id = "navbar",
tabPanel(
title = "UPLOAD",
br(),
actionButton(inputId = "file", label = "ADD A FILE"),
tabPanel(
value = "B",
title = "Corr",
sidebarLayout(
sidebarPanel(
selectizeInput(width = "300px",
inputId = "select04",
label = "Select features",
choices = NULL,
multiple = TRUE)
),
mainPanel(
plotOutput(
outputId = "corrplot01", height = "650px")
)
)
)
)
)
)
)
#SERVER
server <- function(input, output, session) {
path <- reactiveValues(pth = NULL)
file.choose2 <- function(...) {
pathname <- NULL;
tryCatch({
pathname <- file.choose();
}, error = function(ex) {
})
pathname;
}
observeEvent(input$file,{
path$pth <- file.choose2()
})
observeEvent(input$file, {
newvalue <- "B"
updateNavbarPage(session, "navbar", newvalue)
})
data <- reactive({
req(path$pth)
df <- readr::read_csv(file = path$pth)
return(df)
})
# I suppose there is a problem with this line
observe({
req(names(data()))
col <- names(data())
col.num <- which(sapply(data(), class) == "numeric")
col <- col[col.num]
updateSelectizeInput(session = session, inputId = "select04", choices = col)
})
output$corrplot01 <- renderPlot({
req(input$select04)
df <- data()
df1 <- df[,input$select04]
corr <- cor(x = df1, use = "pairwise.complete.obs")
corrplot(corr = corr,
title = "")
})
}
shinyApp(ui, server)