CODEWITHSUNDEEP
rdataframepercentage
Nick Knauer
Nick Knauer

Reputation: 4243

Create Percentage Table from Dataframe for Multiple Selected Columns

I have a dataframe that looks like this: 

 COLA     COLB    COLC   COLD     COLE      
 Name1    yes      A      AB      uno
 Name2    yes      B      AC      dos
 Name3    no       C      AB      tres
 Name4    no       D      AC      cuatro

How do I create a proportion dataframe that shows the percentages of each selected column value along with the frequency: 

ATTRIBUTE   Percentages      Frequency       
*COLB*      *Percentage*     *Amount*
yes         50%              2
no          50%              2
*COLC*      *Percentage      *Amount*
A           25%              1
B           25%              1
C           25%              1
D           25%              1
*COLD*      *Percentage*     *Amount*
AB          50%              2
AC          50%              2

It doesn't need to look exactly like this but I need it to all be in one dataframe and include only the selected columns mentioned.

Any help would be great, thanks!

Upvotes: 2

Views: 630

Answers (1)

Rentrop
Rentrop

Reputation: 21507

You can do the following:

dat <- data.frame(COLA=paste0("name",1:4),
                  "COLB"=c("yes", "yes", "no", "no"))

require(purrr)
col_to_stat <- function(col){
  tmp <- table(col)
  data.frame(ATTRIBUTE = names(tmp), Percentages = c(tmp/length(col)), Frequency = c(tmp),
             stringsAsFactors = FALSE)
}
map_df(dat, col_to_stat, .id="col")

Which gives you:

   col ATTRIBUTE Percentages Frequency
1 COLA     name1        0.25         1
2 COLA     name2        0.25         1
3 COLA     name3        0.25         1
4 COLA     name4        0.25         1
5 COLB        no        0.50         2
6 COLB       yes        0.50         2

If you want to print percentages instead of decimals have a look at: How to format a number as percentage in R?

P.S.: If you use tibble instead of data.frame you can use the following which is shorter:

tibble(ATTRIBUTE = names(tmp), Percentages = tmp/length(col), Frequency = tmp)

Upvotes: 2

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