library(testthat) library(recipes) skip_if_not_installed("modeldata") data(covers, package = "modeldata") covers$rows <- 1:nrow(covers) covers$ch_rows <- paste(1:nrow(covers)) rec <- recipe(~ description + rows + ch_rows, covers) test_that("default options", { rec1 <- rec %>% step_regex(description, pattern = "(rock|stony)") %>% step_regex(description, result = "all ones") rec1 <- prep(rec1, training = covers) res1 <- bake(rec1, new_data = covers) expect_equal( res1$X.rock.stony., as.numeric(grepl("(rock|stony)", covers$description)) ) expect_equal(res1$`all ones`, rep(1, nrow(covers))) expect_true(is.integer(res1$X.rock.stony.)) expect_true(is.integer(res1$`all ones`)) }) test_that("nondefault options", { rec2 <- rec %>% step_regex(description, pattern = "(rock|stony)", result = "rocks", options = list(fixed = TRUE) ) rec2 <- prep(rec2, training = covers) res2 <- bake(rec2, new_data = covers) expect_equal(res2$rocks, rep(0, nrow(covers))) }) test_that("bad selector(s)", { expect_snapshot(error = TRUE, rec %>% step_regex(description, rows, pattern = "(rock|stony)") ) rec4 <- rec %>% step_regex(rows, pattern = "(rock|stony)") expect_snapshot(error = TRUE, prep(rec4, training = covers) ) }) test_that("check_name() is used", { dat <- iris rec <- recipe(~., data = dat) %>% step_regex(Species, result = "Sepal.Width") expect_snapshot( error = TRUE, prep(rec, training = dat) ) }) # Infrastructure --------------------------------------------------------------- test_that("bake method errors when needed non-standard role columns are missing", { mt_tibble <- mtcars %>% tibble::rownames_to_column(var = "make_model") rec <- recipe(mpg ~ ., data = mt_tibble) %>% step_regex(make_model, pattern = "Toyota", result = "is_toyota") %>% update_role(make_model, new_role = "potato") %>% update_role_requirements(role = "potato", bake = FALSE) %>% prep(mt_tibble) expect_error(bake(rec, new_data = mt_tibble[, c(-1)]), class = "new_data_missing_column") }) test_that("empty printing", { rec <- recipe(mpg ~ ., mtcars) rec <- step_regex(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_regex(rec1) rec1 <- prep(rec1, mtcars) rec2 <- prep(rec2, mtcars) baked1 <- bake(rec1, mtcars) baked2 <- bake(rec2, mtcars) expect_identical(baked1, baked2) }) test_that("empty selection tidy method works", { rec <- recipe(mpg ~ ., mtcars) rec <- step_regex(rec) expect <- tibble(terms = character(), result = character(), id = character()) expect_identical(tidy(rec, number = 1), expect) rec <- prep(rec, mtcars) expect_identical(tidy(rec, number = 1), expect) }) test_that("keep_original_cols works", { new_names <- c("rocks") rec <- recipe(~ description, covers) %>% step_regex(description, pattern = "(rock|stony)", result = "rocks", keep_original_cols = FALSE) rec <- prep(rec) res <- bake(rec, new_data = NULL) expect_equal( colnames(res), new_names ) rec <- recipe(~ description, covers) %>% step_regex(description, pattern = "(rock|stony)", result = "rocks", keep_original_cols = TRUE) rec <- prep(rec) res <- bake(rec, new_data = NULL) expect_equal( colnames(res), c("description", new_names) ) }) test_that("keep_original_cols - can prep recipes with it missing", { rec <- recipe(~ description, covers) %>% step_regex(description, pattern = "(rock|stony)") rec$steps[[1]]$keep_original_cols <- NULL expect_snapshot( rec <- prep(rec) ) expect_error( bake(rec, new_data = covers), NA ) }) test_that("printing", { rec <- recipe(~ description + rows + ch_rows, covers) %>% step_regex(description, pattern = "(rock|stony)") expect_snapshot(print(rec)) expect_snapshot(prep(rec)) })