Nothing
st.test <- function(formula, data, alpha = 0.05, na.rm = TRUE, verbose = TRUE) {
data <- model.frame(formula, data)
dp <- as.character(formula)
DNAME <- paste(dp[[2L]], "and", dp[[3L]])
METHOD <- "Student's t-Test"
if (na.rm){
completeObs <- complete.cases(data)
data <- data[completeObs,]
}
if (any(colnames(data)==dp[[3L]])==FALSE) stop("The name of group variable does not match the variable names in the data. The group variable must be one factor.")
if (any(colnames(data)==dp[[2L]])==FALSE) stop("The name of response variable does not match the variable names in the data.")
y = data[[dp[[2L]]]]
group = data[[dp[[3L]]]]
if (!(is.factor(group)|is.character(group))) stop("The group variable must be a factor or a character.")
if (is.character(group)) group <- as.factor(group)
if (!is.numeric(y)) stop("The response must be a numeric variable.")
if (length(levels(factor(group)))!=2) stop("The group variable must have two levels.")
n <- length(y)
x.levels <- levels(factor(group))
DNAME <- paste(x.levels[1], "vs.", x.levels[2])
y.means <- tapply(y, group, mean)
y.var <- tapply(y, group, var)
y.n <- tapply(y, group, length)
Ttest <- (y.means[1]-y.means[2])/(sqrt(((y.n[1]-1)*y.var[1]+(y.n[2]-1)*y.var[2])/(y.n[1]+y.n[2]-2))*sqrt(1/y.n[1]+1/y.n[2]))
df <- n-2
p.value <- 2*pt(abs(Ttest),df,lower.tail = F)
if (verbose) {
cat("\n", "",METHOD, paste("(alpha = ",alpha,")",sep = ""), "\n",
sep = " ")
cat("-------------------------------------------------------------",
"\n", sep = " ")
cat(" Groups :", DNAME, "\n\n", sep = " ")
cat(" statistic :", Ttest, "\n", sep = " ")
cat(" parameter :", df, "\n", sep = " ")
cat(" p.value :", p.value, "\n\n", sep = " ")
cat(if (p.value > alpha) {
" Result : Difference is not statistically significant."
}
else {
" Result : Difference is statistically significant."
}, "\n")
cat("-------------------------------------------------------------",
"\n\n", sep = " ")
}
result <- list()
result$statistic <- Ttest
result$parameter <- df
result$p.value <- p.value
result$alpha <- alpha
result$method <- METHOD
result$data <- data
result$formula <- formula
attr(result, "class") <- "owt"
invisible(result)
}
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