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desc_stats_by <- function(x, ...) { | |
UseMethod("desc_stats_by") | |
} | |
desc_stats_by.data.frame <- function(x, by, ...) { | |
by <- substitute(by) | |
if (!is.numeric(by)) | |
by <- which(names(x) == as.character(by)) | |
g <- x[, by] | |
x <- x[, -by] | |
res <- lapply(split.data.frame(x, g), desc_stats.data.frame, ...) | |
res <- do.call(rbind, res) | |
group <- rep(sort(unique(g)), each = length(x)) | |
cn <- names(res) | |
res <- c(list(group = group), res) | |
class(res) <- "data.frame" | |
attr(res, "row.names") <- .set_row_names(length(group)) | |
res | |
} |
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desc_stats <- function(x, ...) { | |
UseMethod("desc_stats") | |
} | |
desc_stats.default <- function(x, na.rm = TRUE, skew = FALSE, norm = FALSE) { | |
stopifnot(is.numeric(x)) | |
if (na.rm) x <- x[!is.na(x)] | |
n <- length(x) | |
mean <- sum(x) / n | |
dev <- x - mean | |
sd <- sqrt(sum(dev^2L) / (n - 1L)) | |
se <- sd / sqrt(n) | |
half <- (n + 1L) %/% 2L | |
if (n %% 2L == 1L) | |
median <- sort.int(x, partial = half)[half] | |
else | |
median <- sum(sort.int(x, partial = half + 0L:1L)[half + 0L:1L]) / 2L | |
min <- min(x) | |
max <- max(x) | |
range <- max - min | |
res <- c(n = n, mean = mean, se = se, sd = sd, median = median, min = min, max = max, range = range) | |
if (skew) { | |
skewness <- (sum(dev^3L) / n) / (sqrt(sum(dev^2L) / (n - 1L))^3L) | |
kurtosis <- (sum(dev^4L) / n) / (sqrt(sum(dev^2L) / (n - 1L))^4L) - 3L | |
res <- c(res, skewness = skewness, kurtosis = kurtosis) | |
} | |
if (norm) { | |
test <- shapiro.test(x) | |
res <- c(res, test$statistic, p.value = test$p.value) | |
} | |
return(res) | |
} | |
desc_stats.matrix <- function(x, ...) { | |
x <- as.data.frame(x) | |
desc_stats.data.frame(x, ...) | |
} | |
desc_stats.list <- function(x, ...) { | |
lns <- lengths(x) | |
if (max(lns) - min(lns) > 0) | |
stop("List elements must be the same lengths.") | |
x <- as.data.frame(x) | |
desc_stats.data.frame(x, ...) | |
} | |
desc_stats.data.frame <- function(x, ...) { | |
x <- x[vapply(x, is.numeric, logical(1L))] | |
res <- lapply(x, desc_stats.default, ...) | |
res <- do.call(rbind, res) | |
res <- as.data.frame(res) | |
cn <- names(res) | |
res <- c(list(vars = names(x)), res) | |
class(res) <- "data.frame" | |
attr(res, "row.names") <- .set_row_names(length(x)) | |
res | |
} |
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