我想为零方差数据集显示一个表(具有列名,多个唯一值,唯一值)(唯一值的数量=< 1)。但是,当我在闪亮的情况下运行此代码时,我收到此错误。
警告:错误:参数意味着数量不同 行:2,5,3,6
library(shiny)
library(shinydashboard)
library(DT)
library(caret)
ui <- dashboardPage(
skin = "black",
dashboardHeader(title = "data"),
dashboardSidebar(
sidebarMenu(
fileInput("Table1", "Historical Data"),
radioButtons("sep", "Separator", choices = c(Comma = ",", Semicolon = ";",
Tab = "\t", Pipe="|"), selected = ","),
menuItem("Data Overview", tabName = "data_view", icon = icon("table"))
)
),
dashboardBody(
tabItems(
tabItem(tabName = "data_view",
fluidRow(
box(title = "Zero Variance Variables", width = 12, solidHeader = TRUE,
status = "primary", collapsible = TRUE, DT::DTOutput("uniq_data")))
)
)
)
)
server <- function(input, output, session) {
## initialize
rv <- reactiveValues()
## update when dataset changes
observe({
rv$Train <- read.table(req(input$Table1)$datapath, fill = TRUE, header = TRUE,
sep=input$sep, na.strings = c(""," ", NA),
stringsAsFactors = TRUE)
})
col_uniq <- reactive({
nzv <- nearZeroVar(rv$Train)
df1 <- rv$Train[, nzv]
d <- data.frame(names(df1), sapply(df1, function(x) length(unique(x[!is.na(x)]))))
names(d) <- c("Variable", "No. of Uniques")
as <- sapply(df1, function(x) length(unique(x))) > 1
as1 <- df1[, as]
as2 <- data.frame(names(as1),sapply(as1, function(x) unique(x)))
names(as2) <- c("Variable", "Unique Value")
join <- merge(d, as2, by.x = "Variable", by.y = "Variable", all.x = TRUE)
return(join)
})
output$uniq_data <- DT::renderDT({
dclas <- DT::datatable(col_uniq(), options = list(scrollX = TRUE))
})
}
shinyApp(ui, server)
谢谢, 巴拉吉