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January 27, 2018 13:10
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dynamic data transforms + input options in shiny for Gokhan
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library(shinydashboard) | |
library(dplyr) | |
ui <- navbarPage("test", | |
tabPanel("dataBuilder", icon = icon("database"), | |
fluidRow( | |
box(width = 3, title = "Data Upload", solidHeader = TRUE, status = "primary", | |
helpText("Choose CSV File (Max size 10 MB)"), | |
fileInput("file1", "", | |
multiple = FALSE, | |
accept = c("text/csv", | |
"text/comma-separated-values,text/plain", | |
".csv")) | |
), | |
box(width = 2, title = "Outcome", solidHeader = T, | |
status = "primary", | |
helpText("Select a variable to predict"), | |
selectizeInput("yvar", label = "", choices = character(0)) | |
), | |
box(width = 2, title = "Duration", solidHeader = T, | |
status = "primary", | |
helpText("Select the duration variable"), | |
selectizeInput("tvar", label = "", choices = character(0)), | |
checkboxInput("splines", "Include cubic splines?", FALSE)), | |
box(width = 5, title = "Predictors", solidHeader = T, status = "primary", | |
helpText("Select the independent variables"), | |
selectizeInput("xvar", label = "", choices = character(0), multiple = T, | |
width = "500px") | |
)), | |
column(width = 12, DT::dataTableOutput("table")) | |
)) | |
server <- shinyServer(function(input, output, session) { | |
rawdata <- reactive({ | |
req(input$file1) | |
inFile <- input$file1 | |
df <- read.csv(inFile$datapath) | |
}) | |
observe({ | |
updateSelectizeInput(session, "yvar", choices = names(rawdata()), selected = names(rawdata())[1]) | |
}) | |
observe({ | |
nums <- colnames(select_if(rawdata(), "is.numeric")) | |
ints <- colnames(select_if(rawdata(), "is.integer")) | |
digits <- c(nums, ints) | |
updateSelectizeInput(session, "tvar", choices = digits) | |
}) | |
data_transform <- reactive({ | |
req(input$tvar) | |
if(input$splines) { | |
rawdata() %>% | |
mutate(square = (!! rlang::sym(input$tvar))^2, | |
cube = (!! rlang::sym(input$tvar))^3) | |
} else { | |
rawdata() | |
} | |
}) | |
observe({ | |
nms <- names(data_transform())[names(data_transform()) != input$yvar] | |
updateSelectizeInput(session, "xvar", choices = nms) | |
}) | |
output$table <- DT::renderDataTable({ | |
DT::datatable(data_transform()) | |
}) | |
}) | |
shinyApp(ui = ui, server = server) |
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What does the code do after we select the variables, I do not see any results displayed! Please suggest.