library(testthat) library(recipes) examples <- data.frame( Dan = lubridate::ymd("2002-03-04") + lubridate::days(1:10), Stefan = lubridate::ymd("2006-01-13") + lubridate::days(1:10) ) examples$Dan <- as.POSIXct(examples$Dan) date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors()) feats <- c("year", "doy", "week", "decimal", "semester", "quarter", "dow", "month") test_that("default option", { date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors(), features = feats) date_rec <- prep(date_rec, training = examples) date_res <- bake(date_rec, new_data = examples) date_exp <- tibble( Dan = examples$Dan, Stefan = examples$Stefan, Dan_year = vec_cast(year(examples$Dan), integer()), Dan_doy = vec_cast(yday(examples$Dan), integer()), Dan_week = vec_cast(week(examples$Dan), integer()), Dan_decimal = decimal_date(examples$Dan), Dan_semester = vec_cast(semester(examples$Dan), integer()), Dan_quarter = vec_cast(quarter(examples$Dan), integer()), Dan_dow = wday(examples$Dan, label = TRUE, abbr = TRUE), Dan_month = month(examples$Dan, label = TRUE, abbr = TRUE), Stefan_year = vec_cast(year(examples$Stefan), integer()), Stefan_doy = vec_cast(yday(examples$Stefan), integer()), Stefan_week = vec_cast(week(examples$Stefan), integer()), Stefan_decimal = decimal_date(examples$Stefan), Stefan_semester = vec_cast(semester(examples$Stefan), integer()), Stefan_quarter = vec_cast(quarter(examples$Stefan), integer()), Stefan_dow = wday(examples$Stefan, label = TRUE, abbr = TRUE), Stefan_month = month(examples$Stefan, label = TRUE, abbr = TRUE) ) date_exp$Dan_dow <- factor(as.character(date_exp$Dan_dow), levels = levels(date_exp$Dan_dow)) date_exp$Dan_month <- factor(as.character(date_exp$Dan_month), levels = levels(date_exp$Dan_month)) date_exp$Stefan_dow <- factor(as.character(date_exp$Stefan_dow), levels = levels(date_exp$Stefan_dow)) date_exp$Stefan_month <- factor(as.character(date_exp$Stefan_month), levels = levels(date_exp$Stefan_month)) expect_identical(date_res, date_exp) }) test_that("nondefault options", { date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors(), features = c("dow", "month"), label = FALSE) date_rec <- prep(date_rec, training = examples) date_res <- bake(date_rec, new_data = examples) date_exp <- tibble( Dan = examples$Dan, Stefan = examples$Stefan, Dan_dow = wday(examples$Dan, label = FALSE), Dan_month = month(examples$Dan, label = FALSE), Stefan_dow = wday(examples$Stefan, label = FALSE), Stefan_month = month(examples$Stefan, label = FALSE) ) expect_equal(date_res, date_exp) }) test_that("ordinal values", { date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors(), features = c("dow", "month"), ordinal = TRUE) date_rec <- prep(date_rec, training = examples) date_res <- bake(date_rec, new_data = examples) date_exp <- tibble( Dan = examples$Dan, Stefan = examples$Stefan, Dan_dow = wday(examples$Dan, label = TRUE), Dan_month = month(examples$Dan, label = TRUE), Stefan_dow = wday(examples$Stefan, label = TRUE), Stefan_month = month(examples$Stefan, label = TRUE) ) expect_equal(date_res, date_exp) }) test_that("check_name() is used", { dat <- examples dat$Dan_year <- dat$Dan rec <- recipe(~., data = dat) %>% step_date(Dan) expect_snapshot( error = TRUE, prep(rec, training = dat) ) }) test_that("locale argument have recipe work in different locale", { old_locale <- Sys.getlocale("LC_TIME") withr::defer(Sys.setlocale("LC_TIME", old_locale)) Sys.setlocale("LC_TIME", 'fr_FR.UTF-8') date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors()) %>% prep() ref_res <- bake(date_rec, new_data = examples) Sys.setlocale("LC_TIME", old_locale) new_res <- bake(date_rec, new_data = examples) expect_equal(ref_res, new_res) }) test_that("locale argument works when specified", { old_locale <- Sys.getlocale("LC_TIME") withr::defer(Sys.setlocale("LC_TIME", old_locale)) date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors()) %>% prep() ref_res <- bake(date_rec, new_data = examples) Sys.setlocale("LC_TIME", 'fr_FR.UTF-8') date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors(), locale = old_locale) %>% prep() new_res <- bake(date_rec, new_data = examples) expect_equal(ref_res, new_res) }) test_that("locale argument works with clock locale", { labels_fr <- clock::clock_locale(labels = "fr")$labels date_rec <- recipe(~ Stefan, examples) %>% step_date(all_predictors(), locale = labels_fr, ordinal = TRUE) %>% prep() ref_res <- bake(date_rec, new_data = examples) expect_identical( ref_res$Stefan_dow, clock::date_weekday_factor( examples$Stefan, labels = labels_fr ) ) expect_identical( ref_res$Stefan_month, clock::date_month_factor( examples$Stefan, labels = labels_fr, abbreviate = TRUE ) ) }) test_that("can bake and recipes with no locale", { date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors()) %>% prep() date_rec$steps[[1]]$locale <- NULL expect_error( date_res <- bake(date_rec, new_data = examples, all_predictors()), NA ) }) # Infrastructure --------------------------------------------------------------- test_that("bake method errors when needed non-standard role columns are missing", { date_rec <- recipe(~ Dan + Stefan, examples) %>% step_date(Dan, features = feats) %>% update_role(Dan, new_role = "potato") %>% update_role_requirements(role = "potato", bake = FALSE) date_rec <- prep(date_rec, training = examples) date_res <- bake(date_rec, new_data = examples) expect_error(bake(date_rec, new_data = examples[, 2, drop = FALSE]), class = "new_data_missing_column") }) test_that("empty printing", { rec <- recipe(mpg ~ ., mtcars) rec <- step_date(rec) expect_snapshot(rec) rec <- prep(rec, mtcars) expect_snapshot(rec) }) test_that("empty selection prep/bake is a no-op", { rec1 <- recipe(mpg ~ ., mtcars) rec2 <- step_date(rec1) rec1 <- prep(rec1, mtcars) rec2 <- prep(rec2, mtcars) baked1 <- bake(rec1, mtcars) baked2 <- bake(rec2, mtcars) expect_identical(baked1, baked2) }) test_that("empty selection tidy method works", { rec <- recipe(mpg ~ ., mtcars) rec <- step_date(rec) expect <- tibble( terms = character(), value = character(), ordinal = logical(), id = character() ) expect_identical(tidy(rec, number = 1), expect) rec <- prep(rec, mtcars) expect_identical(tidy(rec, number = 1), expect) }) test_that("keep_original_cols works", { new_names <- c("Dan_dow", "Dan_month", "Dan_year") rec <- recipe(~ Dan, examples) %>% step_date(all_predictors(), keep_original_cols = FALSE) rec <- prep(rec) res <- bake(rec, new_data = NULL) expect_equal( colnames(res), new_names ) rec <- recipe(~ Dan, examples) %>% step_date(all_predictors(), keep_original_cols = TRUE) rec <- prep(rec) res <- bake(rec, new_data = NULL) expect_equal( colnames(res), c("Dan", new_names) ) }) test_that("keep_original_cols - can prep recipes with it missing", { rec <- recipe(~ Dan, examples) %>% step_date(all_predictors()) rec$steps[[1]]$keep_original_cols <- NULL expect_snapshot( rec <- prep(rec) ) expect_error( bake(rec, new_data = examples), NA ) }) test_that("printing", { rec <- recipe(~ Dan + Stefan, examples) %>% step_date(all_predictors(), features = feats) expect_snapshot(print(rec)) expect_snapshot(prep(rec)) })