我试图将长格式的专栏扩展到宽格式,如下所示.我想用tidyr来解决我正在投资的数据处理工具的问题,但为了让这个答案更一般,请提供其他解决方案.
以下是我所拥有的:
library(dplyr); library(tidyr)
set.seed(10)
dat <- data_frame(
Person = rep(c("greg", "sally", "sue"), each=2),
Time = rep(c("Pre", "Post"), 3),
Score1 = round(rnorm(6, mean = 80, sd=4), 0),
Score2 = round(jitter(Score1, 15), 0),
Score3 = 5 + (Score1 + Score2)/2
)
## Person Time Score1 Score2 Score3
## 1 greg Pre 80 78 84.0
## 2 greg Post 79 80 84.5
## 3 sally Pre 75 74 79.5
## 4 sally Post 78 78 83.0
## 5 sue Pre 81 78 84.5
## 6 sue Post 82 81 86.5
所需的宽幅格式:
Person Pre.Score1 Pre.Score2 Pre.Score3 Post.Score1 Post.Score2 Post.Score3
1 greg 80 78 84.0 79 80 84.5
2 sally 75 74 79.5 78 78 83.0
3 sue 81 78 84.5 82 81 86.5
我可以通过 for each 分数做这样的事情:
spread(dat %>% select(Person, Time, Score1), Time, Score1) %>%
rename(Score1_Pre = Pre, Score1_Post = Post)
然后使用_join
,但这似乎很冗长,而且肯定有更好的方法.
Related questions:
tidyr wide to long with two repeated measures
Is it possible to use spread on multiple columns in tidyr similar to dcast?