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@trinker
Created December 19, 2015 02:42
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Convert topicmodels to LDAvis
#' Transform Model Output for Use with the LDAvis Package
#'
#' Convert a \pkg{topicmodels} output into the JSON form required by the \pkg{LDAvis} package.
#'
#' @param model A \code{\link[]{topicmodel}} object.
#' @param \ldots Currently ignored.
#' @seealso \code{\link[LDAvis]{createJSON}}
#' @export
#' @examples
#' \dontrun{
#' data("AssociatedPress", package = "topicmodels")
#' model <- LDA(AssociatedPress[1:20,], control = list(alpha = 0.1), k = 3)
#' LDAvis::serVis(topicmodels2LDAvis(model))
#' }
topicmodels2LDAvis <- function(x, ...){
post <- topicmodels::posterior(x)
if (ncol(post[["topics"]]) < 3) stop("The model must contain > 2 topics")
mat <- x@wordassignments
LDAvis::createJSON(
phi = post[["terms"]],
theta = post[["topics"]],
vocab = colnames(post[["terms"]]),
doc.length = slam::row_sums(mat, na.rm = TRUE),
term.frequency = slam::col_sums(mat, na.rm = TRUE)
)
}
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