假设我有以下data.table
library(data.table)
set.seed(123)
df <- as.data.table(data.frame(date = c("2017-01-01", "2017-01-05", "2017-01-08", "2017-01-01", "2017-01-05", "2017-01-08"),
value = rnorm(6),
mygroup = rep(LETTERS[1:2], each = 3)))
我想按组填写“最后”值中的缺失日期。我找到的最接近的是this question,它显示了如何不进行分组。
all_dates <- seq(from = as.Date("2017-01-01"),
to = as.Date("2017-01-08"),
by = "days")
df[J(all_dates), roll=Inf]
但是,我需要按组进行操作,并且使用
by
会导致错误[.data.table
(df,J(all_dates),roll = Inf,by = mygroup)中的错误:提供“by”或“keyby”,但不提供
最佳答案
我们可以将mygroup
添加为滚动连接的另一列:
df[, date := as.Date(date)]
df[
df[, .(date = seq(first(date), last(date), by="day")), by=mygroup],
on=.(mygroup, date),
roll=TRUE]
date value mygroup
1: 2017-01-01 -0.56047565 A
2: 2017-01-02 -0.56047565 A
3: 2017-01-03 -0.56047565 A
4: 2017-01-04 -0.56047565 A
5: 2017-01-05 -0.23017749 A
6: 2017-01-06 -0.23017749 A
7: 2017-01-07 -0.23017749 A
8: 2017-01-08 1.55870831 A
9: 2017-01-01 0.07050839 B
10: 2017-01-02 0.07050839 B
11: 2017-01-03 0.07050839 B
12: 2017-01-04 0.07050839 B
13: 2017-01-05 0.12928774 B
14: 2017-01-06 0.12928774 B
15: 2017-01-07 0.12928774 B
16: 2017-01-08 1.71506499 B
“滚动”总是发生在
on=
的最后一列。如果表格中有更多列,而我们只想填充其中的一些列...
# extend example
set.seed(1)
df[, y := rpois(.N, 1)]
# build new table
newDT = df[, .(date = seq(first(date), last(date), by="day")), by=mygroup]
roll_cols = "value"
newDT[, (roll_cols) :=
df[newDT, on=.(mygroup, date), roll=TRUE, mget(paste0("x.", roll_cols))]]
noroll_cols = "y"
newDT[df, on=.(mygroup, date), (noroll_cols) := mget(paste0("i.", noroll_cols)) ]
mygroup date value y
1: A 2017-01-01 -0.56047565 0
2: A 2017-01-02 -0.56047565 NA
3: A 2017-01-03 -0.56047565 NA
4: A 2017-01-04 -0.56047565 NA
5: A 2017-01-05 -0.23017749 1
6: A 2017-01-06 -0.23017749 NA
7: A 2017-01-07 -0.23017749 NA
8: A 2017-01-08 1.55870831 1
9: B 2017-01-01 0.07050839 2
10: B 2017-01-02 0.07050839 NA
11: B 2017-01-03 0.07050839 NA
12: B 2017-01-04 0.07050839 NA
13: B 2017-01-05 0.12928774 0
14: B 2017-01-06 0.12928774 NA
15: B 2017-01-07 0.12928774 NA
16: B 2017-01-08 1.71506499 2
关于r - 按组用以前的值填写缺少的日期,我们在Stack Overflow上找到一个类似的问题:https://stackoverflow.com/questions/45599810/