Reputation: 127
I am developing a shiny app. which selects nominal (factors) and ordinal(numeric) variables for a given dataset. Then it transform nominal variable(s) (male,female) to dummy variable(s). And eventually merges ordinal variables with dummy variables. The app works fine if I select both nominal and ordinal variables. But if I only want to choose nominal OR ordinal variables,I get warnings: "No character or factor columns found. Please use select_columns to choose columns." Here are my server.r and ui.R
library(fastDummies)
library(data.table)
data=data.frame(A=c(5,2,4),B=c('male','male','female'),C=c(1,3,5))
shinyServer(
function(input, output){
#Select Explanatory Nominal Variables
output$ColumnSelector_dummy <- renderUI({
selectInput("SelectedDummy","Select Nominal Variables (values: male,female)",
choices = as.list(names(data)),multiple=TRUE, selected = NULL)
})
#
df_subset_dummy <- reactive({
a <- subset(data, select = input$SelectedDummy)
return(a)
})
#Convert Nominal variables to Dummy variables
df_subset_dummy_tranformed <- reactive({
df1 <- lapply( df_subset_dummy(), factor)
df2 <- fastDummies::dummy_cols(df1)
drops <- names(df1)
df3 <- df2[, !(names(df2) %in% drops)]
return(df3)
})
#Select Explanatory Ordinal Variables
output$ColumnSelector_ordinal<- renderUI({
selectInput("SelectedOrdinal","Select Ordinal Variables (values: 1,2,3,4,5,6)",
choices = as.list(names(data)), multiple=TRUE,selected = NULL )
})
df_subset_ordinal <- reactive({
a <- subset(data, select = input$SelectedOrdinal)
return(a)
})
#Join Ordinal and Nominal dataframes
df_nominal_ordinal_bind <- reactive({
df <- cbind(df_subset_dummy_tranformed(),df_subset_ordinal())
return(df)
})
output$table_ordinal_nominal <- renderTable(head(df_nominal_ordinal_bind()))
})
shinyUI(
fluidPage(
tabsetPanel(
tabPanel("Data", fluid = TRUE,
sidebarLayout(
sidebarPanel(
uiOutput("ColumnSelector_dummy"),
uiOutput("ColumnSelector_ordinal")
),
mainPanel(
tabsetPanel(
tabPanel('Subsets',
tableOutput('table_ordinal_nominal')
) )) ) ))))
question: How can I use tryCatch and if/else blockes, so that if df_subset_dummy_tranformed() OR df_subset_ordinal() does not exist, I still get result for df_nominal_ordinal_bind and it also can be shown as a table in output$table_ordinal_nominal. Any help would be appreciated.
Upvotes: 0
Views: 56
Reputation: 3923
Without changing your code / approach too much, I guess you could start by adding a check on df_subset_dummy()
:
df_subset_dummy_tranformed <- reactive({
res <- df_subset_dummy()
if (length(res) == 0) return(res)
df1 <- lapply(res, factor)
df2 <- fastDummies::dummy_cols(df1)
drops <- names(df1)
df3 <- df2[, !(names(df2) %in% drops)]
return(df3)
})
At least this should address the warning you mention.
Upvotes: 1