我尝试使用7天滚动窗口运行两个样本t检验rollapply
,样本来自两个单独的列(sample1和sample2)。我希望获得每个测试的p值,并将它们添加到我当前的数据中,从第1天开始。我已经尝试了几种形式的# Stackoverflow question
library(data.table)
library(zoo)
# Create some Data
start = as.Date("2014-01-01")
end = as.Date("2014-12-31")
dat <- data.table(date = seq(start, end, by = "1 day"),
sample1 = sample(1:20, 365, replace = TRUE),
sample2 = sample(1:30, 365, replace = TRUE))
# Use rollapply with FUN = t.test
dat[, pvalue := rollapply(c(sample1, sample2), 7, FUN=t.test, alternative="less", conf.level=0.95, by.column = FALSE, partial = T, fill=NA, align='left')$p.value]
但没有成功。
# Error in t.test.default(data[replace(posns, !ix, 0)], ...) :
# not enough 'x' observations
我收到以下错误:
# Use rollaply with more specific FUN
dat[, pvalue := rollapply(dat, width = 7,
FUN = function(df) t.test(x=sample1, y=sample2, data = as.data.frame(df), alternative="less", conf.level=0.95)$p.value,
by.column = FALSE, partial = T, fill=NA, align='left')]
第二次尝试:
# Tried to create vector using rollapply
r <- rollapply(dat, width = 7,
FUN = function(df) with(df, t.test(x=sample1, y=sample2)$p.value))
仅创建一个测试并重复值。
第三次尝试:
# Error in eval(substitute(expr), data, enclos = parent.frame()) :
# invalid 'envir' argument of type 'character'
# Called from: eval(substitute(expr), data, enclos = parent.frame())
我收到以下错误:
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