#' @importFrom magrittr %>%
get_hLDA_topic_characteristics <- function(hLDA_model){
h <- get_hLDA_hierarchy(hLDA_model)
topics <-
h %>%
dplyr::filter(child_depth == max(child_depth)) %>%
dplyr::select(child_topic, child_depth) %>%
dplyr::mutate(path = child_topic) %>%
dplyr::rename(topic_index = child_topic, depth = child_depth)
for (d in max(h$parent_depth):0) {
topics <-
topics %>%
dplyr::bind_rows(
.,
h %>%
dplyr::filter(parent_depth == d) %>%
dplyr::rename(topic_index = child_topic) %>%
dplyr::left_join(., topics, by = "topic_index") %>%
dplyr::select(parent_topic, path, parent_depth) %>%
dplyr::group_by(parent_topic) %>%
dplyr::slice_head(n = 1) %>%
dplyr::ungroup() %>%
dplyr::rename(topic_index = parent_topic,
depth = parent_depth)
)
}
topics %>%
dplyr::arrange(topic_index) %>%
dplyr::rowwise() %>%
dplyr::mutate(
n_docs =
hLDA_model$num_docs_of_topic(
topic_index %>% as.character() %>% as.integer()
)
) %>%
dplyr::ungroup()
}
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