r - 根据闪亮的输入向数据框添加一行,保存结果,然后重新开始
问题描述
我创建了一个玩具示例来展示我试图在闪亮的 flexdashboard 中创建的基本工作流程。
首先运行这部分,与仪表板分开。它创建了我们将在每次提交时添加的初始长数据集。
df <- data.frame(id = c(1, 1, 1, 1, 2, 2, 2, 3, 3, 4, 5, 6, 7),
question = c("Do you like red",
"Do you like red",
"Do you like red",
"Do you like red",
"Do you like orange",
"Do you like orange",
"Do you like orange",
"Do you like yellow",
"Do you like yellow",
"Do you like green",
"Do you like blue",
"Do you like indigo",
"Do you like violet"),
rater = c(1, 2, 3, NA, 1, 2, NA, 1, NA, NA, NA, NA, NA),
answer = c("yes", "no", "yes", NA,
"yes", "no", NA,
"yes", NA,
NA,
NA,
NA,
NA)
)
write.csv(df, file="df.csv", row.names = FALSE)
在这里,我们有 7 个问题以及一些评估者的一些答案。
# id question rater answer
#1 1 Do you like red 1 yes
#2 1 Do you like red 2 no
#3 1 Do you like red 3 yes
#4 1 Do you like red NA <NA>
#5 2 Do you like orange 1 yes
#6 2 Do you like orange 2 no
#7 2 Do you like orange NA <NA>
#8 3 Do you like yellow 1 yes
#9 3 Do you like yellow NA <NA>
#10 4 Do you like green NA <NA>
#11 5 Do you like blue NA <NA>
#12 6 Do you like indigo NA <NA>
#13 7 Do you like violet NA <NA>
这是我要在应用程序中完成的任务:
- 加载数据
- 提出评估者(
raterID==1
在本例中为硬编码)尚未回答的问题。 - 通过 收集答案
selectInput()
。 - 在原来的基础上添加一行数据
df
- 通过提出下一个评估者 1 未回答的问题重新开始。
- 将数据行添加到
df
- 重复
我通过第 4 步没问题。下一个问题出现在 UI 中,但数据没有保存。
弹性仪表板:
---
title: "Untitled"
output:
flexdashboard::flex_dashboard:
orientation: columns
vertical_layout: fill
runtime: shiny
---
```{r setup, include=FALSE}
# load packages
library(flexdashboard)
library(tidyverse)
library(shiny)
set.seed(1)
# run separate script to generate df and save to csv
# load data
df <- read.csv("df.csv", stringsAsFactors = FALSE)
# assign a fixed rater ID for this example
raterID <- 1
# initial processing ----------------------------------------------------------
# identify which questions in df rater already answered
done <-
df %>%
filter(rater==raterID)
# remove these questions and pick one of the remaining to present to the rater
toAnswer <-
df %>%
filter(!(id %in% done$id)) %>%
sample_n(1)
```
Column
-----------------------------------------------------------------------
```{r}
# create an object for the selected question
output$textq <- renderText(as.character(toAnswer$question))
# ui with the question and a selectInput
mainPanel(
textOutput("textq"),
br(),
br(),
selectInput("answer", "Select:",
choices = c("yes", "no")),
actionButton("submit", "Submit", width = '200px')
)
# create dataframe with 1 row containing selected question, rater, and answer
dat <- reactive({
req(input$answer)
data.frame(id = toAnswer$id,
question = toAnswer$question,
rater = raterID,
answer = input$answer
)
})
# submit data
observeEvent(input$submit, {
# add new row to df
df <-
df %>%
bind_rows(dat())
write.csv(df, file="df.csv", row.names = FALSE)
# start over with initial processing
# identify which questions in df rater already answered
done <-
df %>%
filter(rater==raterID)
# remove these questions and pick one of the remaining to present to the rater
toAnswer <-
df %>%
filter(!(id %in% done$id)) %>%
sample_n(1)
# present new question
output$textq <- renderText(as.character(toAnswer$question))
# reset input
updateSelectInput(session, "answer", "Select:",
choices = c("yes", "no"))
})
```
解决方案
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