Nothing
test_that("normalize handles min-max normalization correctly", {
x <- c(10, 20, 30, 40, 50)
expected <- (x - min(x)) / (max(x) - min(x))
result <- normalize(x, method = "min_max")
expect_equal(result, expected)
})
test_that("normalize handles z-score normalization correctly", {
x <- c(10, 20, 30, 40, 50)
expected <- (x - mean(x)) / sd(x)
result <- normalize(x, method = "z_score")
expect_equal(result, expected)
})
test_that("normalize handles NA values correctly", {
x <- c(10, 20, NA, 40, 50)
# Min-max normalization
expected_min_max <- (x - min(x, na.rm = TRUE)) / (max(x, na.rm = TRUE) - min(x, na.rm = TRUE))
result_min_max <- normalize(x, method = "min_max")
expect_equal(result_min_max, expected_min_max)
# Z-score normalization
mean_x <- mean(x, na.rm = TRUE)
sd_x <- sd(x, na.rm = TRUE)
expected_z_score <- (x - mean_x) / sd_x
result_z_score <- normalize(x, method = "z_score")
expect_equal(result_z_score, expected_z_score)
})
test_that("normalize defaults to min-max normalization when method is not supplied", {
x <- c(10, 20, 30, 40, 50)
expected <- (x - min(x)) / (max(x) - min(x))
result <- normalize(x)
expect_equal(result, expected)
})
test_that("normalize handles invalid method input by defaulting to min-max normalization", {
x <- c(10, 20, 30, 40, 50)
expected <- (x - min(x)) / (max(x) - min(x))
expect_error(normalize(x, method = "invalid"))
})
test_that("normalize raises an error for non-numeric inputs", {
expect_error(normalize(c("a", "b", "c")))
})
test_that("normalize handles integer inputs correctly", {
x <- c(10L, 20L, 30L, 40L, 50L)
expected_min_max <- (x - min(x)) / (max(x) - min(x))
expected_z_score <- (x - mean(x)) / sd(x)
result_min_max <- normalize(x, method = "min_max")
result_z_score <- normalize(x, method = "z_score")
expect_equal(result_min_max, expected_min_max)
expect_equal(result_z_score, expected_z_score)
})
test_that("normalize handles empty input gracefully", {
x <- numeric(0)
expect_message(
result <- normalize(x, method = "min_max")
)
expect_equal(result, numeric(0))
expect_message(
result <- normalize(x, method = "z_score")
)
expect_equal(result, numeric(0))
})
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