I am building a Shiny app that takes a user's text input, compares the last two words to a data frame of trigrams to predict the most likely next word. In server.R below the output of the triPred function which I am trying to ouptut is a single word. When I load this app I get the following error after I type some text into the app - 'argument 1 (type 'closure') cannot be handled by 'cat' - which appears to be related to the final line in server.R As this is just a single word, I am unclear what is failing with 'cat' ie concatenate.
server.R
library(stringr)
shinyServer(function(input, output) {
triSplit <- function(input) {
el <- unlist(str_split(input," "))
bigram <- paste(el[length(el)-1],el[length(el)])
return(bigram)
}
triPred <- function(input) {
## pulls out end words that match the input bigram
temp_wf_T <- wf_T[wf_T$start == triSplit(input),]
##Picks one of the best options at random based on count
ans <- sample(temp_wf_T$end[temp_wf_T$count == max(temp_wf_T$count)],1)
return(ans) }
##Read in a dataframe of bigrams, their possible completions, and counts of occurence
wf_T<-readRDS("C:/Users/LTM/DataScienceCertificateCapstone/ShinyTest/data/tdm.rds")
##Runs the triPred function to guess the next most likely word
ans <- reactive(triPred(input$sent))
##generates an output variable to display
output$out <- renderText({ans})
})
ui.R
library(shiny)
shinyUI(fluidPage(
titlePanel(h1("My Shiny App", align = "center")),
sidebarLayout(
sidebarPanel(helpText("Please enter a sentence you would like me to complete"),
textInput("sent", label = "sentence")),
##########
mainPanel(h1("Best Guess"),
br(),
textOutput("out")
)
)
))
It's hard to tell since I can't reproduce your app, but you should try with:
output$out <- renderText({ans()})
or just output$out <- renderText(ans())
.
If you omit the ()
, you access the reactive itself, and not the value of it. A bit like when you type foo
instead of foo()
for a function.