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ggvis

ggvis with tooltip not working with layer_smooths


This code works as expected:

all_values <- function(x) {
  if(is.null(x)) return(NULL)
  row <- mtc[mtc$id == x$id, ]
  paste0(names(row), ": ", format(row), collapse = "<br />")
}

mtc %>% ggvis(x = ~wt, y = ~mpg, key := ~id) %>%
  layer_points() %>%
  add_tooltip(all_values, "hover")

but when I add layer_smooths(stroke := "red", se = T) the code give me an error:

mtc %>% ggvis(x = ~wt, y = ~mpg, key := ~id) %>%
  layer_points() %>%
  layer_smooths(stroke := "red", se = T) %>%
  add_tooltip(all_values, "hover")

Error in eval(expr, envir, enclos) : object 'id' not found

Why? how can I fix it?

Thanks!


Solution

  • If I hadn't recognized this as an example from one of the ggvis help pages, I wouldn't have known where mtc came from. The problem seems to be that you set the key property in the ggvis() statement, but layer_smooths() evidently doesn't support it, so you need to move it into layer_points(). I got the visualization to run with the following code:

    library(ggvis)
    mtc <- mtcars
    mtc$id <- seq_len(nrow(mtc))
    
    all_values <- function(x) 
     {
       if(is.null(x)) return(NULL)
       row <- mtc[mtc$id == x$id, ]
       paste0(names(row), ": ", format(row), collapse = "<br />")
     }
    
    mtc %>% ggvis(x = ~wt, y = ~mpg) %>%
      layer_smooths(stroke := "red", se = T) %>%
      layer_points(key := ~id) %>%
      add_tooltip(all_values, "hover")
    

    However, when you hover over the smooth or the confidence bands, all of the values associated with the variables are labeled 'character(0)' in the tooltip.