R/select.dict.R

Defines functions select.dict

Documented in select.dict

#' Select Dictionaries
#'
#' Retrieve information and links to dictionaries
#' (lexicons/word lists) available at \href{https://osf.io/y6g5b}{osf.io/y6g5b}.
#'
#' @param query A character matching a dictionary name, or a set of keywords to search for in
#'   dictionary information.
#' @param dir Path to a folder containing dictionaries, or where you want them to be saved.
#'   Will look in getOption('lingmatch.dict.dir') and '~/Dictionaries' by default.
#' @param check.md5 Logical; if \code{TRUE} (default), retrieves the MD5 checksum from OSF,
#'   and compares it with that calculated from the downloaded file to check its integrity.
#' @param mode Passed to \code{\link{download.file}} when downloading files.
#' @return A list with varying entries:
#'   \itemize{
#'     \item \strong{\code{info}}: The version of \href{https://osf.io/kjqb8}{osf.io/kjqb8} stored internally; a
#'       \code{data.frame}  with dictionary names as row names, and information about each dictionary in columns. \cr
#'         Also described at
#'         \href{https://osf.io/y6g5b/wiki/dict_variables}{osf.io/y6g5b/wiki/dict_variables},
#'         here \code{short} (corresponding to the file name [\code{{short}.(csv|dic)}] and
#'         wiki urls [\code{https://osf.io/y6g5b/wiki/{short}}]) is set as row names and removed:
#'         \itemize{
#'           \item \strong{\code{name}}: Full name of the dictionary.
#'           \item \strong{\code{description}}: Description of the dictionary, relating to its purpose and
#'             development.
#'           \item \strong{\code{note}}: Notes about processing decisions that additionally alter the original.
#'           \item \strong{\code{constructor}}: How the dictionary was constructed:
#'             \itemize{
#'               \item \strong{\code{algorithm}}: Terms were selected by some automated process, potentially
#'                 learned from data or other resources.
#'               \item \strong{\code{crowd}}: Several individuals rated the terms, and in aggregate those ratings
#'                 translate to categories and weights.
#'               \item \strong{\code{mixed}}: Some combination of the other methods, usually in some iterative
#'                 process.
#'               \item \strong{\code{team}}: One of more individuals make decisions about term inclusions,
#'                 categories, and weights.
#'             }
#'           \item \strong{\code{subject}}: Broad, rough subject or purpose of the dictionary:
#'             \itemize{
#'               \item \strong{\code{emotion}}: Terms relate to emotions, potentially exemplifying or expressing
#'                 them.
#'               \item \strong{\code{general}}: A large range of categories, aiming to capture the content of the
#'                 text.
#'               \item \strong{\code{impression}}: Terms are categorized and weighted based on the impression they
#'                 might give.
#'               \item \strong{\code{language}}: Terms are categorized or weighted based on their linguistic
#'                 features, such as part of speech, specificity, or area of use.
#'               \item \strong{\code{social}}: Terms relate to social phenomena, such as characteristics or concerns
#'                 of social entities.
#'             }
#'           \item \strong{\code{terms}}: Number of unique terms across categories.
#'           \item \strong{\code{term_type}}: Format of the terms:
#'             \itemize{
#'               \item \strong{\code{glob}}: Include asterisks which denote inclusion of any characters until a
#'                 word boundary.
#'               \item \strong{\code{glob+}}: Glob-style asterisks with regular expressions within terms.
#'               \item \strong{\code{ngram}}: Includes any number of words as a term, separated by spaces.
#'               \item \strong{\code{pattern}}: A string of characters, potentially within or between words, or
#'                 spanning words.
#'               \item \strong{\code{regex}}: Regular expressions.
#'               \item \strong{\code{stem}}: Unigrams with common endings removed.
#'               \item \strong{\code{unigram}}: Complete single words.
#'             }
#'           \item \strong{\code{weighted}}: Indicates whether weights are associated with terms. This
#'             determines the file type of the dictionary: dictionaries with weights are stored
#'             as .csv, and those without are stored as .dic files.
#'           \item \strong{\code{regex_characters}}: Logical indicating whether special regular expression
#'             characters are present in any term, which might need to be escaped if the terms are used
#'             in regular expressions. Glob-type terms allow complete parens (at least one open and one
#'             closed, indicating preceding or following words), and initial and terminal asterisks. For
#'             all other terms, \code{[](){}*.^$+?\|} are counted as regex characters. These could be
#'             escaped in R with \code{gsub('([][)(}{*.^$+?\\\\|])', '\\\\\\1', terms)} if \code{terms}
#'             is a character vector, and in Python with (importing re)
#'             \code{[re.sub(r'([][(){}*.^$+?\|])', r'\\\1', term)} \code{for term in terms]} if \code{terms}
#'             is a list.
#'           \item \strong{\code{categories}}: Category names in the order in which they appear in the dictionary
#'             file, separated by commas.
#'           \item \strong{\code{ncategories}}: Number of categories.
#'           \item \strong{\code{original_max}}: Maximum value of the original dictionary before standardization:
#'             \code{original values / max(original values) * 100}. Dictionaries with no weights are
#'             considered to have a max of \code{1}.
#'           \item \strong{\code{osf}}: ID of the file on OSF, translating to the file's URL:
#'             https://osf.io/\code{osf}.
#'           \item \strong{\code{wiki}}: URL of the dictionary's wiki.
#'           \item \strong{\code{downloaded}}: Path to the file if downloaded, and \code{''} otherwise.
#'         }
#'     \item \strong{\code{selected}}: A subset of \code{info} selected by \code{query}.
#'   }
#' @family Dictionary functions
#' @examples
#' # just retrieve information about available dictionaries
#' dicts <- select.dict()$info
#' dicts[1:10, 4:9]
#'
#' # select all dictionaries mentioning sentiment or emotion
#' sentiment_dicts <- select.dict("sentiment emotion")$selected
#' sentiment_dicts[1:10, 4:9]
#' @export

select.dict <- function(query = NULL, dir = getOption("lingmatch.dict.dir"),
                        check.md5 = TRUE, mode = "wb") {
  if (dir == "") dir <- "~/Dictionaries"
  r <- list(info = dict_info, selected = dict_info[NULL, ])
  r$info[, "wiki"] <- paste0("https://osf.io/y6g5b/wiki/", rownames(dict_info))
  r$info[, "downloaded"] <- normalizePath(paste0(
    dir, "/", rownames(r$info), ifelse(r$info$weighted, ".csv", ".dic")
  ), "/", FALSE)
  r$info[!file.exists(r$info[, "downloaded"]), "downloaded"] <- ""
  if (!missing(query)) {
    query <- paste0(query, collapse = "|")
    if (!length(sel <- grep(query, rownames(dict_info), TRUE))) {
      collapsed <- vapply(
        seq_len(nrow(dict_info)),
        function(r) paste(c(rownames(dict_info)[r], dict_info[r, ]), collapse = " "), ""
      )
      if (!length(sel <- grep(query, collapsed, TRUE))) {
        sel <- grep(paste(strsplit(query, "[[:space:],|]+")[[1]], collapse = "|"), collapsed, TRUE)
      }
    }
    if (length(sel)) r$selected <- r$info[sel, , drop = FALSE]
  }
  r
}

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lingmatch documentation built on May 29, 2024, 11:48 a.m.