Created
August 2, 2019 13:28
-
-
Save dsquintana/3021accab18142ded3857f3e02439c1b to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
library(shiny) | |
library(synthpop) | |
library(DT) | |
ui <- fluidPage( | |
titlePanel("Creating synthetic data"), | |
sidebarLayout( | |
sidebarPanel( | |
p("This is an application that creates default data synthesis using the 'synthpop' package. Upload some data and inspect the synthesized data. Your file must be in csv format to upload."), | |
fileInput(inputId = "datafile", label = "Upload a data file", multiple = FALSE, placeholder = "No file selected", accept = "csv"), | |
actionButton(inputId = "update", label = "Update"), | |
downloadButton("downloadData", "Download") | |
), | |
mainPanel( | |
h3("Synthesized dataset"), | |
plotOutput(outputId = "plot"), | |
dataTableOutput("table") | |
) | |
) | |
) | |
server <- function(input, output, session) { | |
contentsrea <- reactive({ | |
inFile <- input$datafile | |
if (is.null(inFile)) | |
return(NULL) | |
read.csv(inFile$datapath) | |
}) | |
observeEvent(input$update, { | |
if(!is.null(input$datafile)){ | |
df <- read.csv(input$datafile$datapath, header = TRUE, sep = ",") | |
synResult <- syn(df, seed = 1337) | |
df <- synResult$syn | |
com <- compare(synResult,df) | |
fig <- com$plots | |
output$plot <- renderPlot(fig) | |
output$table <- DT::renderDataTable(df, server = FALSE, | |
extensions = c("Buttons"), | |
options = list(dom = 'Bfrtip', | |
buttons = c('csv', 'excel') | |
)) | |
} | |
}) | |
} | |
runApp(list(ui=ui,server=server)) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment