'Select Column in R Shiny and use it as a response in knn?
I try to create an app in which I could select an Error variable in the UI part of the shiny with selectInput and use this selected column as a response variable of means clustering and use the rest of the data as predictors. My server part is as follows:
server <- function(input, output){
source("model.R")
source("modelClust.R")
source("modelBayes.R")
source("randomForestR.R")
source("svmR.R")
source("Rquality.R")
source("modelBayesinteraction.R")
options(shiny.maxRequestSize=10*1024^2)
data_input <- reactive({
req(input$file1)
fread(input$file1$datapath)
})
observeEvent(data_input(),{
choices <- c(not_sel,names(data_input()))
updateSelectInput(inputId = "ErrorVar1", choices = choices)
})
ErrorVariable <- eventReactive(input$run_button,input$ErrorVar1)
reactiveDF <- eventReactive(input$run_button,{
df <- read_csv(input$file1$datapath)
showModal(modalDialog("Fitting the best clustering model... Please wait...", footer=NULL))
clust_variables <- run_clustering(df,ErrorVariable())
removeModal()
dat <- list(tibble(variable = clust_variables, method = "clustering")
#tibble(variable = knn_variables, method = "knn"),
#tibble(variable = randomforest_variable, method = "Random Forest"),
#tibble(variable = svm_variable ,method = "SVM")
) %>% bind_rows()
return(dat)
})
I guess selectInput returns the name of the column I selected in the UI part, but it fails when I use it within the knn function I use. The function I defined has two inputs, and ErrorVariable should return the column name I selected.
run_knn <- function(data, ErrorVariable){
Can anybody help? I really appreciate it.
Sources
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