In the example that I posted below, I have a df with 100 rows and 100 columns with numeric values (except the first column) that I would like to print with sequential color scale on the main panel in Shiny. Since all columns don’t fit in a single window, I would like to use horizontal scrolling while keeping the first column fixed. Here is my attempt at it. Not sure where I am going wrong. As you can see, I am using DT package. I would appreciate if someone can also show me the solution with reactable package.
library(shiny)
library(tidyverse)
df <- matrix(runif(100*100,0,1000) %>% floor(),nrow = 100,ncol = 100) %>% as_tibble() %>%
mutate(V1=rep_len(letters,length.out = 100))
# Define UI for application that draws a histogram
ui <- fluidPage(
# Application title
titlePanel("Table"),
sidebarLayout(
# Show the table
sidebarPanel(),
mainPanel(
DT::DTOutput("table")
)
)
)
# Define server logic
server <- function(input, output) {
output$table <- DT::renderDT({
#splitting values into quantiles
brks <- quantile(df %>% select(-1), probs = seq(0,1,length.out = 39), na.rm = TRUE)
#creating a blue palette
clr_plt_blue_func <- colorRampPalette(c("white","lightblue","skyblue","royalblue","navyblue"))
clr_plt_blue <- clr_plt_blue_func(40)
DT::datatable(df,options = list(pageLength=20,
class= 'cell-border stripe',
searching=TRUE,
extensions='FixedColumns',
scrollX = TRUE,
fixedColumns=list(leftColumns=2)
)
) %>%
DT::formatStyle(columns = names(df)[-1],
backgroundColor = DT::styleInterval(brks, clr_plt_blue),
color = 'red',
fontWeight = 'bold')
})
}
# Run the application
shinyApp(ui = ui, server = server)
DT
In DT
extensions='FixedColumns'
needs to be a direct argument in datatable
not in
options
.
DT::datatable(df,options = list(pageLength=20,
class= 'cell-border stripe',
searching=TRUE,
scrollX = TRUE,
fixedColumns = list(leftColumns = 2)),
extensions='FixedColumns'
) %>%
DT::formatStyle(columns = names(df)[-1],
backgroundColor = DT::styleInterval(brks, clr_plt_blue),
color = 'red',
fontWeight = 'bold')
Reactable
Here is an example for reactable
. Fixed column is shown in browser, probably not in R's Viewer tab.
pal <- function(x) rgb(colorRamp(c("white","lightblue","skyblue","royalblue","navyblue"))(x), maxColorValue = 255)
reactable(
df,
#x and y scrollable
pagination = FALSE,
height = 500,
#define style for 2:100 column
defaultColDef = colDef(
style = function(value) {
if (!is.numeric(value)) return()
normalized <- (value - min(df[, -1])) / (max(df[, -1]) - min(df[, -1]))
color <- pal(normalized)
list(background = color, color = "red")
},
minWidth = 50
),
rownames = TRUE,
#fix first column and rownames
columns = list(
V1 = colDef(
style = list(position = "sticky",
left = "50px",
background = "#fff",
zIndex = 1),
headerStyle = list(position = "sticky",
left = "50px",
background = "#fff",
zIndex = 1)
),
.rownames = colDef(
style = list(position = "sticky",
left = 0,
background = "#fff",
color = "black"),
headerStyle = list(position = "sticky",
left = 0,
background = "#fff",
zIndex = 1)
)
)
)