简化代码以在 r 中分组

Question

我有这样一个数据框：

ID PA   WA  PC
1   2   -6   8 
2   2   -2   7
3   3    7   2
4  -3    3  -6
5   3   20  12
6  15  -17  18
7   3    6  10

我尝试根据他们在 PA、WA 和 PC 中的分数对 ID 进行分组。

我已经用过了，但是太麻烦了：

NEW1 <- subset(WA.PC.PA, PA< -5 & WA < -5 & PC> 5, select=c(id, PA, WA, PC))
NEW2 <- subset(WA.PC.PA, PA >5 & WA < -5 & PC< -5, select=c(id, PA, WA, PC))
NEW3 <- subset(WA.PC.PA, PA < -5 & WA >5 & PC< -5, select=c(id, PA, WA, PC))
NEW4 <- subset(WA.PC.PA, PA < -5 & WA < -5 & PC< -5, select=c(id, PA, WA, PC))
NEW5 <- subset(WA.PC.PA, PA > 5 & WA >5 & PC< -5, select=c(id, PA, WA, PC))
NEW6 <- subset(WA.PC.PA, PA >5 & WA < -5 & PC>5, select=c(id, PA, WA, PC))
NEW7 <- subset(WA.PC.PA, PA < -5 & WA >5 & PC>5, select=c(id, PA, WA, PC))
NEW8 <- subset(WA.PC.PA, PA >5 & WA >5 & PC>5, select=c(id, PA, WA, PC))
NEW9 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA<5 & WA>-5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))
NEW10 <- subset(WA.PC.PA, PA < -5 & WA < -5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))
NEW11 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA < -5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))
NEW12 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA<5 & WA>-5 & PC< -5, select=c(id, PA, WA, PC))
NEW13 <- subset(WA.PC.PA, PA< -5 & WA<5 & WA>-5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))
NEW14 <- subset(WA.PC.PA, PA < -5 & WA<5 & WA>-5 & PC< -5, select=c(id, PA, WA, PC))
NEW15 <- subset(WA.PC.PA, PA< -5 & WA<5 & WA>-5 & PC>5, select=c(id, PA, WA, PC))
NEW16 <- subset(WA.PC.PA, PA < -5 & WA >5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))
NEW17 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA < -5 & PC>5, select=c(id, PA, WA, PC))
NEW18 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA<5 & WA>-5 & PC< -5, select=c(id, PA, WA, PC))
NEW19 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA<5 & WA>-5 & PC>5, select=c(id, PA, WA, PC))
NEW20 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA >5 & PC< -5, select=c(id, PA, WA, PC))
NEW21 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA >5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))
NEW22 <- subset(WA.PC.PA, PA<5 & PA>-5 & WA >5 & PC>5, select=c(id, PA, WA, PC))
NEW23 <- subset(WA.PC.PA, PA >5 & WA < -5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))
NEW24 <- subset(WA.PC.PA, PA >5 & WA<5 & WA>-5 & PC< -5, select=c(id, PA, WA, PC))
NEW25 <- subset(WA.PC.PA, PA >5 & WA<5 & WA>-5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))
NEW26 <- subset(WA.PC.PA, PA >5 & WA<5 & WA>-5 & PC>5, select=c(id, PA, WA, PC))
NEW27 <- subset(WA.PC.PA, PA >5 & WA >5 & PC<5 & PC>-5, select=c(id, PA, WA, PC))

如您所见，我将每个分数分为三个级别，<-5，介于 -5~5 和 >5 之间。但我想 1) 简化代码，因为当我想为每个测试的 cutscores 分配不同的数字时，我需要重写整个代码。

我该怎么做？

Answer 1

执行此操作的最佳方法是先使用剪切，然后使用交互，然后使用拆分。基本上，cut 将定义每个变量的分区，例如，

paCuts = with(WA.PC.PA, cut(PA, c(-Inf, -5, 5, Inf)))
waCuts = with(WA.PC.PA, cut(PA, c(-Inf, -5, 5, Inf)))
levels = interaction(paCuts, waCuts)
split(WA.PC.PA, levels)

这里的好处是您将分区视为数据，即在向量中，而不是代码；在条件语句中。它使更改各种剪辑变得轻而易举。

简化代码以在 r 中分组

SImplify code to group in r

r

simplify