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rflexdashboard

Plot simple chart on the basis of data subset in flexdashboard


I want to plot a chart in flexdashboard on the basis of data subset. Here is a code:

---
title: "Test"
output: 
  flexdashboard::flex_dashboard:
    orientation: columns
    social: menu
    source_code: embed
    runtime: shiny
---

```{r global, include=FALSE}
library(flexdashboard)
library(ggplot2)
library(shiny)

A = c("A1", "A1", "A1", "A2", "A2", "A1", "A2", "A2")
B = c("B1", "B2", "B1", "B2", "B1", "B2", "B1", "B2")
x = c(1, 2, 3, 4, 5, 3, 3, 4)
y = c(5, 4, 3, 2, 1, 5, 3, 4)
df = data.frame(A, B, x, y, stringsAsFactors = FALSE)
```

Column 
-------------------------------

### Select options
```{r}
selectInput("selectInput1", "Select A:", 
            choices = unique(df$A))

selectInput("selectInput2", "Select B:", 
            choices = unique(df$B))
```

```{r}
# Create a subset data frame 
selectedData = reactive({
    df[df$A == input@selectInput1 & df$B == input@selectInput2, c(3,4)]
   })
```

Column 
-------------------------------

###Chart

```{r}
renderPlot({
    ggplot(selectedData(), aes(x = x, y = y)) +
        geom_line() + ggtitle(paste0("Selected ", input@selectInput1, " and ", input@selectInput2))
})
```

But I get an error: trying to get slot "selectInput1" from an object (class "reactivevalues") that is not an S4 object

Any ideas what has been done in a wrong way? And how to make the code working?


Solution

  • Here is the solution:

    ---
    title: "Test"
    output: 
      flexdashboard::flex_dashboard:
        orientation: columns
        social: menu
        source_code: embed
        runtime: shiny
    ---
    
    ```{r global, include=FALSE}
    library(flexdashboard)
    library(ggplot2)
    library(shiny)
    
    A = c("A1", "A1", "A1", "A2", "A2", "A1", "A2", "A2")
    B = c("B1", "B2", "B1", "B2", "B1", "B2", "B1", "B2")
    x = c(1, 2, 3, 4, 5, 3, 3, 4)
    y = c(5, 4, 3, 2, 1, 5, 3, 4)
    df = data.frame(A, B, x, y, stringsAsFactors = FALSE)
    ```
    
    Column 
    -------------------------------
    
    ### Select options
    ```{r}
    selectInput("selectInput1", "Select A:", 
                choices = unique(df$A))
    
    selectInput("selectInput2", "Select B:", 
                choices = unique(df$B))
    ```
    
    ```{r}
    # Create a subset data frame 
    selectedData = reactive({
        df[df$A == input$selectInput1 && df$B == input$selectInput2, c(3,4)]
       })
    ```
    
    Column 
    -------------------------------
    
    ###Chart
    
    ```{r}
    renderPlot({
        ggplot(selectedData(), aes(x = x, y = y)) +
            geom_line() + ggtitle(paste0("Selected ", input$selectInput1, " and ", input$selectInput2))
    })
    ```
    

    The only problem which you made is to use @ sign instead of $, as for example here: input@selectInput1. After editing your code --> changing the signs to $, flexdashboard worked perfectly.