在Rmarkdown中使用Shiny创建反应性selectInput-flexdashboard

问题描述

我第一次使用有光泽。我想创建一个反应式小部件,其中包含我所研究的感兴趣城市的名称。选择城市时,显示的图形必须更改。

这是我导入的csv:

```{r}
    Data20 = read_delim("SAC55.csv",delim = ",")
    tail(Data20)
```
   `DIAS `    `SANTOAMARO ` ` CACHOEIRA ` `CDA ` `SAUBara `   SFC
  <date>             <dbl>         <dbl>  <dbl>      <dbl> <dbl>
1 2020-08-10           690           333    466         47   668
2 2020-08-11           695           335    470         47   676
3 2020-08-12           717           350    483         48   687
4 2020-08-13           719           356    500         48   701
5 2020-08-14           736           370    507         49   708
6 2020-08-15           763           377    527         49   713


```{r}
colnames(Data20) <- gsub(" ","",colnames(Data20))

```
DIAS       SANTOAMARO CACHOEIRA   CDA SAUBara   SFC
  <date>          <dbl>     <dbl> <dbl>   <dbl> <dbl>
1 2020-08-10        690       333   466      47   668
2 2020-08-11        695       335   470      47   676
3 2020-08-12        717       350   483      48   687
4 2020-08-13        719       356   500      48   701
5 2020-08-14        736       370   507      49   708
6 2020-08-15        763       377   527      49   713

这就是我试图创建反应性selectImput的方式

Data20 = read_delim("SAC55.csv",")
colnames(Data20) <- gsub(" ",colnames(Data20))
Data20$DIAS = as.Date(Data20$DIAS)



  ```{r}

ui = shinyUI(fluidPage(
  sidebarLayout(
    sidebarPanel(
selectInput(inputId = "Cidades",label = "Cidades",choices = c("Santo Amaro" = "SANTOAMARO","Cachoeira" = "CACHOEIRA","Cruz das Almas" = "CDA","Saubara" = "SAUBara","SFC" = "SFC"),selected = "SANTOAMARO")),mainPanel(plotlyOutput("city")))

  ))

server = shinyServer(function(input,output) {

  II <- reactive({
    Data20[,c("DIAS",input$Cidades)]
     })

output$city = renderPlotly({
   ggplotly(ggplot(data = II(),mapping = aes_string("DIAS",y = input$cidades),group=1))+
  geom_line(size = 1,col="pink")+
  geom_point(size = 1,col="red" )+
  labs(x = "DIAS") + 
  labs(y = "CASOS")+
  scale_x_date(NULL,date_labels = "%d,%b",date_breaks = "3 days")+
  scale_y_continuous(limits = c(0,800),breaks = c(0,10,20,40,60,80,100,120,140,180,160,200,220,240,260,280,300,320,340,360,380,400,420,440,460,480,500,520,540,560,580,600,620,640,660,680,700,720,740,760,780,800,900))+
  theme(plot.title = element_text(hjust = 0.5))+
  theme(text=element_text(family=" Arial ",size=9,face="bold"))+
  theme(axis.text.x = element_text(family="Arial",face="bold",size=10,angle=45)) 
 })
})
shinyApp(ui = ui,server = server)
```

尽管带有城市名称的小部件会出现图形。我尝试了几种方法解决此问题。 如果有人可以帮助我,我将非常感激。

解决方法

Felipe-看来这里可能发生了一些事情。

如果您的II() reactive表达式是从Data20中提取日期和城市数据,那么您可能想要(请注意硬括号):

Data20[,c("DIAS",input$Cidades)] 

否则,它将认为Data20是一个函数。

此外,示例数据Data20的列名称为“ SAUBARA”,但是selectInput选项引用的是`SAUBARA`(带有反斜线和空格)-这些必须相同

最后,在ggplotly中,如果希望y轴显示所选城市,则可以尝试:

aes_string(x = "DIAS",y = input$Cidades,group = 1)

...和ggplotly应该在ggplot对象上调用。

library(shiny)
library(ggplot2)
library(plotly)

ui <- shinyUI(fluidPage(
  sidebarLayout(
    sidebarPanel(
      selectInput(inputId = "Cidades",label = "Cidades:",choices = c("Santo Amaro" = "SANTOAMARO","Cachoeira" = "CACHOEIRA","Cruz das Almas" = "CDA","Saubara" = "SAUBARA","SFC" = "SFC"),selected = "SANTOAMARO")),mainPanel(plotlyOutput("city")))
))

server <- shinyServer(function(input,output) {
  
  II <- reactive({ 
    Data20[,input$Cidades)]
  })
  
  output$city = renderPlotly({
    ggplotly(ggplot(data = II(),mapping = aes_string(x = "DIAS",group = 1)) +
      geom_line(size = 1,col="pink")+
      geom_point(size = 1,col="red" )+
      labs(x = "DIAS",tail(129)) + 
      labs(y = "CASOS")+
      scale_x_date(NULL,date_labels = "%d,%b",date_breaks = "3 days")+
      scale_y_continuous(limits = c(0,800),breaks = c(0,10,20,40,60,80,100,120,140,180,160,200,220,240,260,280,300,320,340,360,380,400,420,440,460,480,500,520,540,560,580,600,620,640,660,680,700,720,740,760,780,800,900))+
      theme(plot.title = element_text(hjust = 0.5))+
      theme(text=element_text(family=" Arial ",size=9,face="bold"))+
      theme(axis.text.x = element_text(family="Arial",face="bold",size=10,angle=45)))
  })
  
})

shinyApp(ui,server)