Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Welcome To Ask or Share your Answers For Others

Categories

0 votes
591 views
in Technique[技术] by (71.8m points)

r - Using dplyr to group_by and conditionally mutate a dataframe by group

I'd like to use dplyr functions to group_by and conditionally mutate a df. Given this sample data:

A   B   C   D
1   1   1   0.25
1   1   2   0
1   2   1   0.5
1   2   2   0
1   3   1   0.75
1   3   2   0.25
2   1   1   0
2   1   2   0.5
2   2   1   0
2   2   2   0
2   3   1   0
2   3   2   0
3   1   1   0.5
3   1   2   0
3   2   1   0.25
3   2   2   1
3   3   1   0
3   3   2   0.75

I want to use new column E to categorize A by whether B == 1, C == 2, and D > 0. For each unique value of A for which all of these conditions hold true, then E = 1, else E = 0. So, the output should look like this:

A   B   C   D    E
1   1   1   0.25 0
1   1   2   0    0
1   2   1   0.5  0
1   2   2   0    0
1   3   1   0.75 0
1   3   2   0.25 0
2   1   1   0    1
2   1   2   0.5  1
2   2   1   0    1
2   2   2   0    1
2   3   1   0    1
2   3   2   0    1
3   1   1   0.5  0
3   1   2   0    0
3   2   1   0.25 0
3   2   2   1    0
3   3   1   0    0
3   3   2   0.75 0

I initially tried this code but the conditionals don't seem to be working right:

 foo$E <- foo %>% 
    group_by(A) %>% 
    mutate(E = {if (B == 1 & C == 2 & D > 0) 1 else 0})

Any insights appreciated. Thanks!

See Question&Answers more detail:os

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome To Ask or Share your Answers For Others

1 Reply

0 votes
by (71.8m points)

@eipi10 's answer works. However, I think you should use case_when instead of ifelse. It is vectorised and will be much faster on larger datasets.

foo %>% group_by(A) %>%
  mutate(E = case_when(any(B == 1 & C == 2 & D > 0) ~ 1, TRUE ~ 0))

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
OGeek|极客中国-欢迎来到极客的世界,一个免费开放的程序员编程交流平台!开放,进步,分享!让技术改变生活,让极客改变未来! Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Click Here to Ask a Question

...