#' Stem a dataframe containing a column with sentences
#'
#' Implementation of the {SnowballC} stemmer. Note that punctuation and capital letters
#' are removed when processing.
#'
#' @param df the data.frame containing the text
#' @param col the column with the text
#' @param language the language of the text. Defaut is french. See SnowballC::getStemLanguages() function for a list of supported languages.
#'
#' @importFrom tokenizers tokenize_word_stems
#' @importFrom attempt stop_if_not
#' @importFrom rlang enquo
#'
#' @return a tibble
#'
#' @export
#'
#' @examples
#' a <- proustr::laprisonniere[1:10,]
#' pr_stem_sentences(a, text)
#'
pr_stem_sentences <- function(df, col, language = "french"){
stop_if_not(inherits(df, "data.frame"), msg = "df should be a data.frame")
col <- quo_name(enquo(col))
df[[col]] <- as.character(lapply(df[[col]], pr_stem_vec, language = language))
structure(df, class = c("tbl_df", "tbl", "data.frame"))
}
pr_stem_vec <- function(vec, language = "french"){
vec <- tokenize_word_stems(vec, language = language)
paste0(unlist(vec), collapse = " ")
}
#' Stem a dataframe containing a column with words
#'
#' Implementation of the {SnowballC} stemmer. Note that punctuation and capitals letters
#' are also removed.
#'
#' @param df the data.frame containing the sentences
#' @param col the column with the sentences
#' @param language the language of the words Defaut is french. See SnowballC::getStemLanguages() function for a list of supported languages.
#'
#' @importFrom SnowballC wordStem
#' @importFrom attempt stop_if_not
#'
#' @return a tibble
#'
#' @export
#'
#' @examples
#' a <- data.frame(words = c("matin", "heure", "fatigué","sonné","lois", "tests","fusionner"))
#' pr_stem_words(a, words)
#'
pr_stem_words <- function(df, col, language = "french"){
stop_if_not(inherits(df, "data.frame"), msg = "df should be a data.frame")
col <- quo_name(rlang::enquo(col))
df[[col]] <- as.character(lapply(df[[col]], wordStem, language = language))
structure(df, class = c("tbl_df", "tbl", "data.frame"))
}
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.