#' AphA (Association of Professional Healthcare Analysts) CPD Survey Responses
#'
#' Full raw data from the AphA CPD Survey
#'
#' @source \url{https://www.aphanalysts.org/documents/cpd-survey-results-raw-data/}
#'
#' The survey of NHS and other healthcare data analysts was conducted in July
#' 2022. The results data is made available in this package with the permission
#' of AphA.
#'
#' @format This tidied raw data is available here as a tibble with 38 columns
#' (blank or superfluous columns from the raw data were removed) and 237 rows
#' (1 per respondent ID).
#'
#' Variables have been named using a "controlled language" approach informed
#' by Emily Riederer's "Column Names as Contracts"
#' \url{https://emilyriederer.netlify.app/post/column-name-contracts/}.
#'
#' \describe{
#' \item{*_id}{Columns ending in \code{"_id"} are numeric and represent a
#' unique ID for that response.}
#' \item{*_dttm}{Columns ending in \code{"_dttm"} are in datetime format.}
#' \item{*_cat}{Columns ending in \code{"_cat"} contain categorical data,
#' though in some cases this is mixed with free text responses and may
#' require tidying if you need it to be strictly categorical/factor data.}
#' \item{*_n}{Columns ending in \code{"_n"} are theoretically counts, but in
#' this tibble they may be mixed with non-numeric values and so the columns
#' are in character format.}
#' \item{*_ind}{Columns ending in \code{"_ind"} are theoretically indicator
#' values with 2 main value options (Yes/No). These are in character format,
#' but should be convertible to 1/0 or TRUE/FALSE values, if desired, with
#' minimal wrangling.}
#' \item{*_txt}{Columns ending in \code{"_txt"} contain free text responses and
#' are in character format.}
#' }
#'
#' Multi-part questions have column name stubs with sequential letters. For
#' example, \code{"q20a_"}, \code{"q20b_"} and so on.
#' For formatting consistency, questions with a single part still have a
#' column name stub with the letter a, for example \code{"q01a_"}.
#'
#' Original survey questions (lightly edited) are provided as variable labels
#' using the \code{{labelled}} package
#' \url{https://larmarange.github.io/labelled/}.
#' These labels provide more descriptive context for the "clean" column names.
#' Variable labels can be viewed using \code{labelled::get_variable_labels
#' (apha_cpd_survey)}.
#'
#'
#' Survey press release web page: \url{https://www.aphanalysts.org/ltnws/nhs-at-risk-of-losing-a-generation-of-data-analysts/}
#'
"apha_cpd_survey"
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