Sam*_* S. 4 text r highlight cpu-word
假设我有一个文档集合,例如:
text = c("is it possible to highlight text for some words" ,
"suppose i want words like words to be red and words like text to be blue")
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我想知道是否可以使用 R 的预定义单词列表的颜色来突出显示文档(特别是对于大型语料库)。列表中的每个单词都会获得特定的颜色。例如,将“单词”突出显示为红色,将“文本”突出显示为蓝色,如下所示。
这是完整的调试应用程序代码!
首先,需要的库:
library(shiny)
library(tidyverse)
library(DT)
library(magrittr)
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然后,添加HTML标签的函数:
wordHighlight <- function(SuspWord,colH = 'yellow') {
paste0('<span style="background-color:',colH,'">',SuspWord,'</span>')
}
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现在UI部分:
ui <- fluidPage(
titlePanel("Text Highlighting"),
sidebarLayout(
sidebarPanel(
textInput("wordSearch", "Word Search")
),
mainPanel(
DT::dataTableOutput("table")
)
)
)
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最后,在服务器端:
server <- function(input, output) {
sentence <- "The term 'data science' (originally used interchangeably with 'datalogy') has existed for over thirty years and was used initially as a substitute for computer science by Peter Naur in 1960."
sentence2 = "One of the things we will want to do most often for social science analyses of text data is generate a document-term matrix."
YourData = data.frame(N = c('001','002'), T = c(sentence,sentence2), stringsAsFactors=FALSE)
highlightData <- reactive({
if (input$wordSearch!="")
{
patterns = input$wordSearch
YourData2 = YourData
YourData2[,2] %<>% str_replace_all(regex(patterns, ignore_case = TRUE), wordHighlight)
return(YourData2)
}
return(YourData)
})
output$table <- DT::renderDataTable({
data <- highlightData()
}, escape = FALSE)
}
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运行应用程序:
shinyApp(ui = ui, server = server)
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对于这个问题来说,这是一个有点黑客的解决方案,对于大型语料库来说扩展性不太好。我很好奇是否有一种更简洁、更优雅、更可扩展的方法来做到这一点。
library(tidyverse)
library(crayon)
# define text
text <- c("is it possible to highlight text for some words" ,
"suppose i want words like words to be red and words like text to be blue")
# individuate words
unique_words <- function(x) {
purrr::map(.x = x,
.f = ~ unique(base::strsplit(x = ., split = " ")[[1]],
collapse = " "))
}
# creating a dataframe with crayonized text
df <-
tibble::enframe(unique_words(x = text)) %>%
tidyr::unnest() %>%
# here you can specify the color/word combinations you need
dplyr::mutate(.data = .,
value2 = dplyr::case_when(value == "text" ~ crayon::blue(value),
value == "words" ~ crayon::red(value),
TRUE ~ value)) %>%
dplyr::select(., -value)
# printing the text
print(cat(df$value2))
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PS 不幸的是,reprex它不适用于彩色文本,因此无法生成完整的表示。