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# Copyright (c) 2019 - 2023, Adrian Dusa
# All rights reserved.
#
# Redistribution and use in source and binary forms, with or without
# modification, in whole or in part, are permitted provided that the
# following conditions are met:
# * Redistributions of source code must retain the above copyright
# notice, this list of conditions and the following disclaimer.
# * Redistributions in binary form must reproduce the above copyright
# notice, this list of conditions and the following disclaimer in the
# documentation and/or other materials provided with the distribution.
# * The names of its contributors may NOT be used to endorse or promote products
# derived from this software without specific prior written permission.
#
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
# ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
# WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
# DISCLAIMED. IN NO EVENT SHALL ADRIAN DUSA BE LIABLE FOR ANY
# DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
# (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
# LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
# ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
# SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
`getInfo` <- function(data) {
if (is.matrix(data)) {
data <- as.data.frame(data)
}
dc.code <- unique(unlist(lapply(data, function(x) {
if (is.numeric(x)) {
return(x[x < 0])
}
else {
return(as.character(x[is.element(x, c("-", "dc"))]))
}
})))
if (length(dc.code) > 1) {
stopError("Multiple \"don't care\" codes found.")
}
fuzzy.cc <- logical(ncol(data))
hastime <- logical(ncol(data))
factor <- sapply(data, is.factor)
declared <- sapply(data, function(x) inherits(x, "declared"))
noflevels <- getLevels(data)
attributes(noflevels) <- NULL
for (i in seq(ncol(data))) {
cc <- data[, i]
label <- attr(cc, "label", exact = TRUE)
labels <- attr(cc, "labels", exact = TRUE)
if (is.factor(cc)) {
cc <- as.character(cc)
}
if (length(dc.code) > 0 && is.element(dc.code, cc)) {
cc[is.element(cc, dc.code)] <- -1
}
if (possibleNumeric(cc)) {
cc <- asNumeric(cc)
fuzzy.cc[i] <- any(na.omit(cc) %% 1 > 0)
if (!fuzzy.cc[i] & !anyNA(cc)) {
if (any(na.omit(cc) < 0)) {
hastime[i] <- TRUE
cc[cc < 0] <- max(cc) + 1
}
}
if (declared[i]) {
if (min(cc) != 0 && !fuzzy.cc[i]) {
cc <- recode(cc, paste(sort(labels), seq(noflevels[i]) - 1, sep = "=", collapse = ";"))
}
attr(cc, "label") <- label
attr(cc, "labels") <- labels
class(cc) <- c("declared", class(cc))
}
data[[i]] <- cc
}
}
factor <- factor & !hastime
categories <- list()
columns <- colnames(data)
if (any(factor | declared)) {
for (i in which(factor | declared)) {
if (factor[i]) {
categories[[columns[i]]] <- levels(data[, i])
data[, i] <- as.numeric(data[, i]) - 1
}
else {
x <- data[, i]
labels <- attr(x, "labels", exact = TRUE)
if (is.null(labels)) {
stopError("Declared columns should have labels.")
}
else {
if (noflevels[i] == 2) {
if (length(labels) == 1) {
stopError("Binary crisp columns should have labels for both presence and absence.")
}
}
else {
if (length(labels) != noflevels[i]) {
stopError("All multi-values should have declared labels.")
}
}
}
categories[[columns[i]]] <- names(sort(labels))
}
}
}
return(
list(
data = data,
fuzzy.cc = fuzzy.cc,
hastime = hastime,
factor = factor,
declared = declared,
categories = categories,
dc.code = dc.code,
noflevels = noflevels
)
)
}
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