【问题标题】:R spread dataframe [duplicate]R传播数据帧[重复]
【发布时间】:2020-10-30 18:04:27
【问题描述】:
IN R语言如何转换
数据1到数据2
data1 = fread("
id year cost pf loss
A 2019-02 155 10 41
B 2019-03 165 14 22
B 2019-01 185 34 56
C 2019-02 350 50 0
A 2019-01 310 40 99")
data2 = fread("
id item 2019-01 2019-02 2019-03
A cost 30 155 NA
A pf 40 10 NA
A loss 99 41 NA
B cost 185 NA 160
B pf 34 NA 14
B loss 56 NA 22
C cost NA 350 NA
C pf NA 50 NA
C loss NA 0 NA")
我尝试使用 spread、gather、dplyr、apply ..... 但是.....
【问题讨论】:
标签:
r
dplyr
plyr
spread
multidplyr
【解决方案1】:
先获取长格式数据,再获取宽格式数据。
library(tidyr)
data1 %>%
pivot_longer(cols = cost:loss) %>%
pivot_wider(names_from = year, values_from = value)
请注意,gather 和 spread 已停用并由 pivot_longer 和 pivot_wider 替换。
使用data.table:
library(data.table)
dcast(melt(data1, c('id', 'year')), id+variable~year, value.var = 'value')
# id variable 2019-01 2019-02 2019-03
#1: A cost 310 155 NA
#2: A pf 40 10 NA
#3: A loss 99 41 NA
#4: B cost 185 NA 165
#5: B pf 34 NA 14
#6: B loss 56 NA 22
#7: C cost NA 350 NA
#8: C pf NA 50 NA
#9: C loss NA 0 NA