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BERENZ
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Feb 4, 2025
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#' | ||
#' Internal function to create an object with model frames and matrices to preprocess | ||
#' | ||
#' @param formula a formula for the model | ||
#' @param data data frame | ||
#' @param weights weights for the data | ||
#' @param svydesign survey design object | ||
#' @param pop_totals population totals | ||
#' @param pop_size population size | ||
#' @param flag logical value indicating whether to check if the names of the variables in the data and in svydesign match | ||
#' | ||
#' @return list with model frames and matrices to preprocess | ||
#' @noRd | ||
model_frame <- function(formula, | ||
data, | ||
weights = NULL, | ||
svydesign = NULL, | ||
pop_totals = NULL, | ||
pop_size = NULL, | ||
flag = TRUE) { | ||
if (!is.null(svydesign)) { | ||
return(model_frame_svydesign(formula, data, svydesign, flag)) | ||
} else if (!is.null(pop_totals)) { | ||
return(model_frame_pop(formula, data, pop_totals, flag)) | ||
} else { | ||
stop("Either svydesign or pop_totals must be provided.") | ||
} | ||
} | ||
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model_frame_svydesign <- function(formula, data, svydesign, flag) { | ||
model_frame_nons <- model.frame(formula, data) | ||
y_nons <- model.response(model_frame_nons) | ||
outcome_name <- names(model_frame_nons)[1] | ||
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mt <- terms(formula) | ||
nons_names <- all.vars(as.formula(paste("~", paste(attr(mt, "term.labels"), collapse = " + ")))) | ||
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design_to_frame <- svydesign$variables | ||
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if (outcome_name %in% colnames(design_to_frame)) { | ||
design_to_frame[, outcome_name][is.na(design_to_frame[, outcome_name])] <- 0 | ||
names_rand <- all.vars(formula) | ||
model_frame_nons_rand <- design_to_frame[, names_rand, drop = FALSE] | ||
model_frame_rand <- intersect(names_rand, colnames(design_to_frame)) | ||
} else { | ||
terms_object <- terms(formula) | ||
names_rand <- all.vars(as.formula(paste("~", paste(attr(terms_object, "term.labels"), collapse = " + ")))) | ||
model_frame_nons_rand <- design_to_frame[, names_rand, drop = FALSE] | ||
model_frame_rand <- intersect(names_rand, colnames(design_to_frame)) | ||
} | ||
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if (all(nons_names %in% model_frame_rand)) { | ||
formula <- update_formula(formula, nons_names, outcome_name) | ||
X_rand <- model.matrix(delete.response(terms(formula)), svydesign$variables[, nons_names, drop = FALSE]) | ||
frame_nons <- model.frame(formula, data) | ||
X_nons <- model.matrix(frame_nons, data) | ||
} else { | ||
stop("The names of the variables in the data and in svydesign do not match.") | ||
} | ||
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list( | ||
X_nons = X_nons, | ||
X_rand = X_rand, | ||
nons_names = nons_names, | ||
y_nons = y_nons, | ||
outcome_name = outcome_name, | ||
model_frame_rand = model_frame_nons_rand | ||
) | ||
} | ||
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model_frame_pop <- function(formula, data, pop_totals, flag) { | ||
model_frame_nons <- model.frame(formula, data) | ||
X_nons <- model.matrix(model_frame_nons, data) | ||
total_names <- colnames(X_nons) | ||
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if (flag) { | ||
if (all(total_names %in% names(pop_totals))) { | ||
pop_totals <- pop_totals[total_names] | ||
} else { | ||
warning("Selection and population totals have different names.") | ||
} | ||
} | ||
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y_nons <- model.response(model_frame_nons) | ||
outcome_name <- names(model_frame_nons)[1] | ||
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list( | ||
X_nons = X_nons, | ||
pop_totals = pop_totals, | ||
total_names = total_names, | ||
y_nons = y_nons, | ||
outcome_name = outcome_name, | ||
X_rand = NULL | ||
) | ||
} | ||
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update_formula <- function(formula, nons_names, outcome_name) { | ||
dot_check <- sapply(formula, function(x) x == ".") | ||
if (length(formula) == 2) nons_names <- nons_names[-1] | ||
if (any(dot_check)) { | ||
formula <- as.formula(paste(outcome_name, "~", paste(nons_names, collapse = "+"))) | ||
} | ||
return(formula) | ||
} |