#' Reshape CI between wide/long formats
#'
#' Reshape CI between wide/long formats.
#'
#' @param x A data frame containing columns named `CI_low` and `CI_high` (or
#' similar, see `ci_type`).
#' @param ci_type String indicating the "type" (i.e. prefix) of the interval
#' columns. Per *easystats* convention, confidence or credible intervals are
#' named `CI_low` and `CI_high`, and the related `ci_type` would be `"CI"`.
#' If column names for other intervals differ, `ci_type` can be used to
#' indicate the name, e.g. `ci_type = "SI"` can be used for support intervals,
#' where the column names in the data frame would be `SI_low` and `SI_high`.
#'
#' @return
#'
#' A data frame with columns corresponding to confidence intervals reshaped
#' either to wide or long format.
#'
#' @examples
#' x <- data.frame(
#' Parameter = c("Term 1", "Term 2", "Term 1", "Term 2"),
#' CI = c(.8, .8, .9, .9),
#' CI_low = c(.2, .3, .1, .15),
#' CI_high = c(.5, .6, .8, .85),
#' stringsAsFactors = FALSE
#' )
#'
#' reshape_ci(x)
#' reshape_ci(reshape_ci(x))
#' @export
reshape_ci <- function(x, ci_type = "CI") {
# define interval type
ci_type <- match.arg(ci_type, choices = c("CI", "SI", "HDI", "ETI"))
ci_low <- paste0(ci_type, "_low")
ci_high <- paste0(ci_type, "_high")
# Long to wide ----------------
if (ci_low %in% names(x) && ci_high %in% names(x) && "CI" %in% names(x)) {
ci_position <- which(names(x) == "CI")
# Reshape
if (length(unique(x$CI)) > 1) {
if ("Parameter" %in% names(x)) {
idvar <- "Parameter"
remove_parameter <- FALSE
} else if (is.null(attr(x, "idvars"))) {
idvar <- "Parameter"
x$Parameter <- NA
remove_parameter <- TRUE
} else {
idvar <- attr(x, "idvars")
remove_parameter <- FALSE
}
x <- stats::reshape(
x,
idvar = idvar,
timevar = "CI",
direction = "wide",
v.names = c(ci_low, ci_high),
sep = "_"
)
row.names(x) <- NULL
if (remove_parameter) x$Parameter <- NULL
}
# Replace at the right place
ci_colname <- names(x)[grepl(paste0(ci_low, "_*"), names(x)) | grepl(paste0(ci_high, "_*"), names(x))]
colnames_1 <- names(x)[0:(ci_position - 1)][!names(x)[0:(ci_position - 1)] %in% ci_colname]
colnames_2 <- names(x)[!names(x) %in% c(ci_colname, colnames_1)]
x <- x[c(colnames_1, ci_colname, colnames_2)]
# Wide to long --------------
} else {
if ("Parameter" %in% names(x)) {
remove_parameter <- FALSE
} else {
x$Parameter <- seq_len(nrow(x))
remove_parameter <- TRUE
}
lows <- grepl(paste0(ci_low, "_*"), names(x))
highs <- grepl(paste0(ci_high, "_*"), names(x))
ci <- as.numeric(gsub(paste0(ci_low, "_"), "", names(x)[lows]))
if (paste(ci, collapse = "-") != paste(gsub(paste0(ci_high, "_"), "", names(x)[highs]), collapse = "-")) {
insight::format_error("Something went wrong in the CIs reshaping.")
return(x)
}
if (sum(lows) > 1 && sum(highs) > 1) {
low <- stats::reshape(
x[!highs],
direction = "long",
varying = list(names(x)[lows]),
sep = "_",
timevar = "CI",
v.names = ci_low,
times = ci
)
high <- stats::reshape(
x[!lows],
direction = "long",
varying = list(names(x)[highs]),
sep = "_",
timevar = "CI",
v.names = ci_high,
times = ci
)
x <- merge(low, high)
x$id <- NULL
x <- x[order(x$Parameter), ]
row.names(x) <- NULL
if (remove_parameter) x$Parameter <- NULL
}
# Replace at the right place
ci_position <- which(lows)[1]
ci_colname <- c("CI", ci_low, ci_high)
colnames_1 <- names(x)[0:(ci_position - 1)][!names(x)[0:(ci_position - 1)] %in% ci_colname]
colnames_2 <- names(x)[!names(x) %in% c(ci_colname, colnames_1)]
x <- x[c(colnames_1, ci_colname, colnames_2)]
}
class(x) <- intersect(c("data.frame", "numeric"), class(x))
x
}
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.