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#' Compute case reproduction numbers (Ri) from outbreaker2 chains
#'
#' This function computes the number of secondary infections caused by each
#' individual from outbreaker2 MCMC chains. For each MCMC iteration, it counts
#' how many times each individual appears as an infector (alpha parameter).
#'
#' @param out An object of class \code{outbreaker_chains}
#'
#' @return A data frame where:
#' \itemize{
#' \item Each row represents an MCMC iteration
#' \item Each column represents an individual (named by their identifier)
#' \item Values represent the reproduction number (Ri) for that individual
#' in that iteration
#' }
#'
#' @examples
#' out_id <- identify(out, ids = linelist$name)
#' Ri <- get_Ri(out_id)
#' str(Ri)
#'
#' @export
get_Ri <- function(out){
is_outbreaker_chains(out)
# select alpha columns
alpha_cols <- grep("^alpha_", names(out), value = TRUE)
alphas <- gsub("^alpha_", "", alpha_cols)
alpha_mat <- as.matrix(out[, alpha_cols])
# for each row, count occurrences of each alpha
Ri_mat <- t(apply(alpha_mat, 1, function(row) {
as.integer(table(factor(row, levels = alphas)))
}))
colnames(Ri_mat) <- alphas
return(as.data.frame(Ri_mat))
}
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