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rggplot2forcats

re-ordering factors according to a value using fct_reorder in R


My data:

structure(list(LoB = c("C", "C", "C", "A", 
"A", "B", "C", "A", "A", "C", 
"A", "B", "C", "B", "A", "C", "B", 
"A", "B", "C", "A", "B", "B", "A", 
"B", "C", "A", "B", "C", "B"), word = c("speed", 
"connection", "call", "bt", "reliable", "reliable", "reliable", 
"expensive", "cheaper", "uk", "customer", "customer", "customer", 
"network", "broadband", "broadband", "signal", "price", "price", 
"price", "poor", "poor", "ee", "service", "service", "service", 
"excellent", "excellent", "excellent", "coverage"), word_total = c(68L, 
46L, 44L, 3138L, 3479L, 906L, 71L, 6096L, 2967L, 39L, 10405L, 
1429L, 113L, 676L, 5193L, 73L, 868L, 8763L, 814L, 139L, 4708L, 
659L, 530L, 19185L, 2253L, 136L, 7180L, 1227L, 69L, 1453L), word_prop_by_total_feedbacks = c(0.0656370656370656, 
0.0444015444015444, 0.0424710424710425, 0.0343378635677237, 0.0380692885124636, 
0.101603678367164, 0.0685328185328185, 0.0667060600091918, 0.0324666797977808, 
0.0376447876447876, 0.113857702492723, 0.160255691376023, 0.109073359073359, 
0.075810250084109, 0.0568248965924759, 0.0704633204633205, 0.0973421554334417, 
0.0958899612632132, 0.0912863070539419, 0.134169884169884, 0.0515177379467314, 
0.0739037792979702, 0.0594370303913872, 0.209933687873416, 0.252663451833576, 
0.131274131274131, 0.0785678331473092, 0.137602332623079, 0.0666023166023166, 
0.16294717954469)), class = c("grouped_df", "tbl_df", "tbl", 
"data.frame"), row.names = c(NA, -30L), vars = "LoB", drop = TRUE, indices = list(
    c(3L, 4L, 7L, 8L, 10L, 14L, 17L, 20L, 23L, 26L), c(5L, 11L, 
    13L, 16L, 18L, 21L, 22L, 24L, 27L, 29L), c(0L, 1L, 2L, 6L, 
    9L, 12L, 15L, 19L, 25L, 28L)), group_sizes = c(10L, 10L, 
10L), biggest_group_size = 10L, labels = structure(list(LoB = c("A", 
"B", "C")), class = "data.frame", row.names = c(NA, -3L
), vars = "LoB", drop = TRUE, .Names = "LoB"), .Names = c("LoB", 
"word", "word_total", "word_prop_by_total_feedbacks"))

I am trying to plot using ggplot2 but fct_reorder and drlib::reorder_within(word, word_total, LoB) not working and giving me a warning message: Unequal factor levels: coercing to characterbinding character and factor vector, coercing into character vectorbinding character and factor vector, coercing into character vectorbinding character and factor vector, coercing into character vector

Here is the code:

   mutate(word = drlib::reorder_within(word, word_total, LoB)) %>% 

OR

  mutate(word = forcats::fct_reorder(word, word_total)) %>%
  ggplot(aes(word, word_prop_by_total_feedbacks, fill = LoB)) +
  geom_col() +
#  drlib::scale_x_reordered()+
  facet_wrap(~ LoB, scales = "free") +
  coord_flip()

it is not plotting in descending order. what am I missing?

Update: Was missing ungroup() before mutate(). thanks all


Solution

  • Similar to @austensen, but using a different method for the factor averse.

    You can just group_by and arrange accordingly, then ungroup and create and index. This way you don't have to worry about using factor, but you do have to create breaks and labels in scale_x_continuous.

    library(ggplot2)
    library(dplyr)
    
    plot_data <- df %>% 
      group_by(LoB) %>% 
      arrange(word_total) %>% 
      ungroup() %>% 
      mutate(order = row_number())
    
    ggplot(plot_data, aes(order, word_prop_by_total_feedbacks, fill = LoB)) +
      geom_col() +
      facet_wrap(~ LoB, scales = "free") +
      scale_x_continuous(breaks = plot_data$order, labels = plot_data$word) +
      coord_flip()
    

    enter image description here