inst/app-blorr/logic/logic_partition.R

partition_ui <- eventReactive(input$button_split_yes, {

	fluidRow(

		column(12, align = 'center',
			numericInput(
				inputId = 'part_train_per',
				label = 'Training Set',
				min = 0,
				max = 1, 
				value = 0.5,
				step = 0.01,
				width = '120px'
			)
		),

		column(12, align = 'center',
			br(),
			actionButton(inputId = 'submit_part_train_per', label = 'Partition', width = '120px', icon = icon('check')),
        bsTooltip("submit_part_train_per", "Click here to partition data.",
                      "bottom", options = list(container = "body"))
		),

		column(12,

			br(),
			br(),
			column(6, align = 'right', downloadButton("downloadTrain", "Download Training Data")),
			column(6, align = 'left', downloadButton("downloadTest", "Download Test Data"))

		),

		br(),
		br(),

		column(12, align = 'center',
			br(),
			actionButton(inputId = 'start_modeling', label = 'Start Modeling', width = '140px', icon = icon('check'))
		)


	)

})

output$ui_partition <- renderUI({
	partition_ui()
})

final_split <- reactiveValues(train = NULL, test = NULL)

trainpart <- eventReactive(input$button_split_yes, {

	out <- createDataPartition(
	  y = final_sample$d[[1]],
	  p = input$part_train_per,
	  list = FALSE
	)

	as.vector(out)

})

observeEvent(input$submit_part_train_per, {
	final_split$train <- final_sample$d[trainpart(), ]
	final_split$test <- final_sample$d[-trainpart(), ]
})

observeEvent(input$button_split_no, {
	final_split$train <- final_sample$d	
})

output$downloadTrain <- downloadHandler(
    filename = function() {
      paste("train_data.csv", sep = "")
    },
    content = function(file) {
      write.csv(final_split$train, file, row.names = FALSE)
    }
  )

output$downloadTest <- downloadHandler(
    filename = function() {
      paste("test_data.csv", sep = "")
    },
    content = function(file) {
      write.csv(final_split$test, file, row.names = FALSE)
    }
  )

observeEvent(input$start_modeling, {
	updateNavbarPage(session, 'mainpage', selected = 'tab_home_analyze')
	updateNavlistPanel(session, 'navlist_home', 'tab_analyze_home')
})

observeEvent(input$button_split_no, {
	updateNavbarPage(session, 'mainpage', selected = 'tab_home_analyze')
	updateNavlistPanel(session, 'navlist_home', 'tab_analyze_home')
})

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xplorerr documentation built on Feb. 28, 2019, 5:05 p.m.