# ------------------------------------------------------------------------------
# For sparse tibble testing
sparse_hotel_rates <- function(tibble = FALSE) {
# 99.2 sparsity
hotel_rates <- modeldata::hotel_rates
prefix_colnames <- function(x, prefix) {
colnames(x) <- paste(colnames(x), prefix, sep = "_")
x
}
dummies_country <- hardhat::fct_encode_one_hot(hotel_rates$country)
dummies_company <- hardhat::fct_encode_one_hot(hotel_rates$company)
dummies_agent <- hardhat::fct_encode_one_hot(hotel_rates$agent)
res <- dplyr::bind_cols(
hotel_rates["avg_price_per_room"],
prefix_colnames(dummies_country, "country"),
prefix_colnames(dummies_company, "company"),
prefix_colnames(dummies_agent, "agent")
)
res <- as.matrix(res)
res <- Matrix::Matrix(res, sparse = TRUE)
if (tibble) {
res <- sparsevctrs::coerce_to_sparse_tibble(res)
# materialize outcome
withr::local_options("sparsevctrs.verbose_materialize" = NULL)
res$avg_price_per_room <- res$avg_price_per_room[]
}
res
}
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