Nothing
# Define a data frame where there is a `y_val` outlier when we split the entries
# by `x_val`
test_df <- data.frame(
y_val = c(1, 2, NA, NA, 2, 100, 6, NA, 7, 8, NA, 10),
x_val = c('A', 'A', 'A', 'A', 'A', 'A', 'B', 'B', 'B', 'B', 'B', 'B')
)
# Define a data frame where the outlier has been removed
test_df_removed <- data.frame(
y_val = c(1, 2, NA, NA, 2, 6, NA, 7, 8, NA, 10),
x_val = c('A', 'A', 'A', 'A', 'A', 'B', 'B', 'B', 'B', 'B', 'B')
)
# Define a data frame where the outlier has been replaced by NA
test_df_excluded <- data.frame(
y_val = c(1, 2, NA, NA, 2, NA, 6, NA, 7, 8, NA, 10),
x_val = c('A', 'A', 'A', 'A', 'A', 'A', 'B', 'B', 'B', 'B', 'B', 'B')
)
test_that('outliers are removed and NAs are retained (data frame)', {
# Exclude outliers
res <- exclude_outliers(test_df, 'y_val', test_df$x_val, method = 'remove')
# Ensure row names are the same because we don't care about them
expected <- test_df_removed
rownames(expected) <- NULL
rownames(res) <- NULL
expect_true(is.data.frame(res))
expect_identical(expected, res)
})
test_that('outliers are removed and NAs are retained (exdf)', {
# Exclude outliers
res <- exclude_outliers(exdf(test_df), 'y_val', test_df$x_val, method = 'remove')
# Ensure row names are the same because we don't care about them
expected <- exdf(test_df_removed)
rownames(expected$main_data) <- NULL
rownames(res$main_data) <- NULL
expect_true(is.exdf(res))
expect_identical(expected, res)
})
test_that('outliers are excluded and NAs are retained (data frame)', {
# Exclude outliers
res <- exclude_outliers(test_df, 'y_val', test_df$x_val, method = 'exclude')
# Ensure row names are the same because we don't care about them
expected <- test_df_excluded
rownames(expected) <- NULL
rownames(res) <- NULL
expect_true(is.data.frame(res))
expect_identical(expected, res)
})
test_that('outliers are excluded and NAs are retained (exdf)', {
# Exclude outliers
res <- exclude_outliers(exdf(test_df), 'y_val', test_df$x_val, method = 'exclude')
# Ensure row names are the same because we don't care about them
expected <- exdf(test_df_excluded)
rownames(expected$main_data) <- NULL
rownames(res$main_data) <- NULL
expect_true(is.exdf(res))
expect_identical(expected, res)
})
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