根据条件不同数量的抖动点

Question

我有一个包含离散 X 轴值和大量 Y 值的数据集。我还有一个单独的向量，其中包含 X 轴值的不确定性度量；这种不确定性在 X 轴上变化。我想抖动我的 X 轴值 与此不确定性度量 成正比的量。用循环来做这件事很简单但很麻烦；我正在寻找一个有效的解决方案。

可重现的例子：

#Create data frame with discrete X-axis values (a)
dat <- data.frame(a = c(rep(5, 5), rep(15,5), rep(25,5)), 
                  b = c(runif(5, 1, 2), runif(5, 2, 3), runif(5, 3, 4)))

#Plot raw, unjittered data
plot(dat$b ~ dat$a, data = dat, col = as.factor(dat$a), pch = 20, cex = 2)

#vector of uncertainty estimates
wid_vec <- c(1,10,3)

#Ugly manual jittering, not feasible for large datasets but 
#produces the desired result
dat$a_jit <- c(jitter(rep(5, 5), amount = 1), 
                jitter(rep(15, 5), amount = 10), 
                jitter(rep(25, 5), amount = 3))

plot(dat$b ~ dat$a_jit, col = as.factor(dat$a), pch = 20, cex = 2)

#Ugly loop solution, also works

newdat <- data.frame()
a_s <- unique(dat$a)

for (i in 1:length(a_s)){
  subdat       <- dat[dat$a == a_s[i],]
  subdat$a_jit <- jitter(subdat$a, amount = wid_vec[i])
  newdat <- rbind(newdat, subdat)
}

plot(newdat$b ~ newdat$a_jit, col = as.factor(newdat$a), pch = 20, cex = 2)

#Trying to make a vectorized solution, but this of course does not work.

jitter_custom <- function(x, wid){
  j <- x + runif(length(x), -wid, wid)
  j
}

#runif() does not work this way, this is shown to indicate the direction 
#I've been attempting

基本上，我需要按条件拆分数据，调用wid_vec向量中的相关条目，然后根据wild_vec值修改数据条目来创建新列。听起来应该有一个优雅的 dplyr 解决方案来解决这个问题，但它现在让我望而却步。

感谢所有建议！

Answer 1

作为

的替代品

set.seed(1)
dat$a_jit <- c(jitter(rep(5, 5), amount = 1), 
                jitter(rep(15, 5), amount = 10), 
                jitter(rep(25, 5), amount = 3))

你可以

set.seed(1)
x <- with(dat, jitter(a, amount=setNames(c(1,10,3), unique(a))[as.character(a)]))

结果是一样的：

identical(x, dat$a_jit)
# [1] TRUE

如果您希望警告消失，您可以将 suppressWarnings() 环绕在 jitter(...) 周围，或者使用类似 with(dat, mapply(jitter, x=a, amount=setNames(c(1,10,3), unique(a))[as.character(a)])).

的内容

根据条件不同数量的抖动点

Jitter points by different amounts based on condition

r

plot

visualization

jitter