I have a data frame that contains two variables, like this:
df <- data.frame(group=c(1,1,1,2,2,3,3,4),
type=c("a","b","a", "b", "c", "c","b","a"))
> df
group type
1 1 a
2 1 b
3 1 a
4 2 b
5 2 c
6 3 c
7 3 b
8 4 a
I want to produce a table showing for each group the combination of types it has in the data frame as one variable e.g.
group alltypes
1 1 a, b
2 2 b, c
3 3 b, c
4 4 a
The output would always list the types in the same order (e.g. groups 2 and 3 get the same result) and there would be no repetition (e.g. group 1 is not "a, b, a").
I tried doing this using dplyr and summarize, but I can't work out how to get it to meet these two conditions - the code I tried was:
> df %>%
+ group_by(group) %>%
+ summarise(
+ alltypes = paste(type, collapse=", ")
+ )
# A tibble: 4 × 2
group alltypes
<dbl> <chr>
1 1 a, b, a
2 2 b, c
3 3 c, b
4 4 a
I also tried turning type into a set of individual counts, but not sure if that's actually useful:
> df %>%
+ group_by(group, type) %>%
+ tally %>%
+ spread(type, n, fill=0)
Source: local data frame [4 x 4]
Groups: group [4]
group a b c
* <dbl> <dbl> <dbl> <dbl>
1 1 2 1 0
2 2 0 1 1
3 3 0 1 1
4 4 1 0 0
Any suggestions would be greatly appreciated.