library(testthat)
library(textrecipes)
library(modeldata)
data("Smithsonian")
smith_tr <- Smithsonian[1:15, ]
smith_te <- Smithsonian[16:20, ]
rec <- recipe(~., data = smith_tr)
test_that("character input", {
skip_if_not_installed("janitor")
cleaned <- rec %>% step_clean_levels(name, id = "")
tidy_exp_un <- tibble(
terms = c("name"),
id = ""
)
expect_equal(tidy_exp_un, tidy(cleaned, number = 1))
cleaned <- prep(cleaned, training = smith_tr[1:2, ])
cleaned_tr <- bake(cleaned, new_data = NULL)
cleaned_te <- bake(cleaned, new_data = smith_te)
expect_equal(sum(grepl(" ", cleaned_tr$name)), 0)
expect_equal(sum(levels(cleaned_tr$name) %in% smith_tr$name), 0)
tidy_exp_tr <- tibble(
terms = rep(c("name"), c(2)),
original = c(
"Anacostia Community Museum",
"Arthur M. Sackler Gallery"
),
value = c(
"anacostia_community_museum",
"arthur_m_sackler_gallery"
),
id = ""
)
expect_equal(tidy_exp_tr, tidy(cleaned, number = 1))
expect_equal(
cleaned_tr$name,
factor(c(
"anacostia_community_museum",
"arthur_m_sackler_gallery"
))
)
expect_equal(sum(is.na(cleaned_te$name)), 5)
})
test_that("factor input", {
skip_if_not_installed("janitor")
smith_tr <- Smithsonian[1:15, ]
smith_tr$name <- as.factor(smith_tr$name)
smith_te <- Smithsonian[16:20, ]
smith_te$name <- as.factor(smith_te$name)
rec <- recipe(~., data = smith_tr)
cleaned <- rec %>% step_clean_levels(name)
cleaned <- prep(cleaned, training = smith_tr)
cleaned_tr <- bake(cleaned, new_data = smith_tr)
cleaned_te <- bake(cleaned, new_data = smith_te)
expect_equal(sum(grepl(" ", cleaned_tr$name)), 0)
expect_equal(sum(levels(cleaned_tr$name) %in% smith_tr$name), 0)
expect_equal(sum(is.na(cleaned_te$name)), 5)
})
# Infrastructure ---------------------------------------------------------------
test_that("bake method errors when needed non-standard role columns are missing", {
skip_if_not_installed("janitor")
rec <- recipe(~name, data = smith_tr) %>%
step_clean_levels(name) %>%
update_role(name, new_role = "potato") %>%
update_role_requirements(role = "potato", bake = FALSE)
trained <- prep(rec, training = smith_tr, verbose = FALSE)
expect_error(
bake(trained, new_data = smith_tr[, -1]),
class = "new_data_missing_column"
)
})
test_that("empty printing", {
rec <- recipe(mpg ~ ., mtcars)
rec <- step_clean_levels(rec)
expect_snapshot(rec)
rec <- prep(rec, mtcars)
expect_snapshot(rec)
})
test_that("empty selection prep/bake is a no-op", {
rec1 <- recipe(mpg ~ ., mtcars)
rec2 <- step_clean_levels(rec1)
rec1 <- prep(rec1, mtcars)
rec2 <- prep(rec2, mtcars)
baked1 <- bake(rec1, mtcars)
baked2 <- bake(rec2, mtcars)
expect_identical(baked1, baked1)
})
test_that("empty selection tidy method works", {
rec <- recipe(mpg ~ ., mtcars)
rec <- step_clean_levels(rec)
expect <- tibble(terms = character(), id = character())
expect_identical(tidy(rec, number = 1), expect)
rec <- prep(rec, mtcars)
expect_identical(tidy(rec, number = 1), expect)
})
test_that("printing", {
skip_if_not_installed("janitor")
rec <- rec %>% step_clean_levels(name)
expect_snapshot(print(rec))
expect_snapshot(prep(rec))
})
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