【问题标题】:fitdist in r shiny, error need finite 'xlim' valuesr 中的 fitdist 闪亮,错误需要有限的“xlim”值
【发布时间】:2017-01-31 16:02:13
【问题描述】:

我正在创建我的第一个 Shiny 应用程序,我正在努力从 fitdistrplus 包中绘制四个拟合优度测试。 (作为参考,我试图从这里的参考资料中重现第 7 页的情节:

https://www.jstatsoft.org/article/view/v064i04/v64i04.pdf

简而言之,我希望用户根据变量 M 选择数据子集,然后评估变量 Q 的不同概率分布密度。我已经使用该代码在 Shiny 之外创建了拟合优度图并且它有效完美。在 R Shiny 中,我可以单独绘制拟合(fw、fg、fl),但在使用 denscompqqcompcdfcompppcomp 时,我收到以下错误消息:

错误:需要有限的“xlim”值

我尝试在代码中添加xlimylim(例如:xlim =c(0,300), ylim=c(0.008)),但我仍然收到错误消息。

有人知道如何解决这个问题吗?

我的代码如下:

library(fitdistrplus)
library(shiny)
library(dplyr)

ui<-  shinyUI(pageWithSidebar(

headerPanel("Distribution analysis"),

sidebarPanel(
  selectInput("input1", 
              label = "M",
              choices = data$m,
              selected = "M1"),

mainPanel(
  tabsetPanel(
    tabPanel("Fit", plotOutput("fit1")), 
    tabPanel("Distribution", plotOutput("hist1")), 
    tabPanel("Table", tableOutput("table"))
))
))

server<- shinyServer(function(input, output) {

dataInput <- reactive({
  data %>%
    filter(m==input$input1)
})

fw<- eventReactive(input$input1 {
  fitdist(dataInput()$Q, "weibull")
  })

fg<- eventReactive(input$input1 {
  fitdist(dataInput()$Q, "gamma")
  })

fln<- eventReactive(input$input1 {
  fitdist(dataInput()$Q, "lnorm")
  })

output$fit1 <- renderPlot({
  if (!is.null(dataInput())) {
   par(mfrow = c(2, 2))
   plot.legend <- c("Weibull", "lognormal", "gamma")
   denscomp(list(fw, fln, fg), legendtext = plot.legend)
   qqcomp(list(fw, fln, fg), legendtext = plot.legend)
   cdfcomp(list(fw, fln, fg), legendtext = plot.legend)
   ppcomp(list(fw, fln, fg), legendtext = plot.legend) 

    }
})
})  

shinyApp(ui=ui, server=server)  

以及重新创建示例的数据:

m<- c("M1","M3","M3", "M2", "M3","M2","M2","M1","M1","M1","M1","M3","M3","M2","M2","M1","M3","M3", "M3","M2","M2","M2","M1","M1","M1","M1","M1","M3","M3","M3" )
Q<- c(265, 65, 40, 245,230,175, 185, 190, 290, 85, 75, 155, 110, 60, 35, 245, 300,175, 180, 265, 55, 200, 95, 185, 165, 55, 90, 190, 235, 200) 
data<- data.frame(m,Q)

【问题讨论】:

    标签: r shiny fitdistrplus


    【解决方案1】:

    我修复了你的一些东西,但由于我不熟悉包fitdistrplus,我无法完全调试其他警告。请注意,所有的反应都是函数,所以应该这样使用,例如:fln() 而不是fln

    #rm(list = ls())
    library(fitdistrplus)
    library(shiny)
    library(dplyr)
    
    m<- c("M1","M3","M3", "M2", "M3","M2","M2","M1","M1","M1","M1","M3","M3","M2","M2","M1","M3","M3", "M3","M2","M2","M2","M1","M1","M1","M1","M1","M3","M3","M3" )
    Q<- c(265, 65, 40, 245,230,175, 185, 190, 290, 85, 75, 155, 110, 60, 35, 245, 300,175, 180, 265, 55, 200, 95, 185, 165, 55, 90, 190, 235, 200) 
    data<- data.frame(m,Q)
    
    ui<-  shinyUI(pageWithSidebar(
      headerPanel("Distribution analysis"),
      sidebarPanel(  selectInput("input1", label = "M",choices = data$m,selected = "M1")),
    
      mainPanel(
        tabsetPanel(
          tabPanel("Fit", plotOutput("fit1")), 
          tabPanel("Distribution", plotOutput("hist1")), 
          tabPanel("Table", tableOutput("table"))
        ))
    ))
    
    server<- shinyServer(function(input, output) {
    
      dataInput <- reactive({
        if(is.null(input$input1)){
          return()
        }
        data %>% filter(m==input$input1)
      })
    
      fw <- eventReactive(input$input1, {
        fitdist(dataInput()$Q, "weibull")
      })
    
      fg <- eventReactive(input$input1, {
        fitdist(dataInput()$Q, "gamma")
      })
    
      fln <- eventReactive(input$input1, {
        fitdist(dataInput()$Q, "lnorm")
      })
    
      output$fit1 <- renderPlot({
        if(is.null(dataInput()) | nrow(dataInput()) ==0){
          return()
        }
        par(mfrow = c(2, 2))
        plot.legend <- c("Weibull", "lognormal", "gamma")
        denscomp(list(fw(), fln(), fg()), legendtext = plot.legend)
        qqcomp(list(fw(), fln(), fg()), legendtext = plot.legend)
        cdfcomp(list(fw(), fln(), fg()), legendtext = plot.legend)
        ppcomp(list(fw(), fln(), fg()), legendtext = plot.legend) 
      })
    })  
    
    shinyApp(ui=ui, server=server) 
    

    注意您应该注意的这些消息错误,可能从这里开始https://stats.stackexchange.com/questions/158163/why-does-this-data-throw-an-error-in-r-fitdistr

    【讨论】:

    • 感谢您的回答。它确实解决了问题。也感谢您的建议。非常感谢。
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