check_data_format = function(data) { expect_true(is.data.frame(data)) expect_true(all(colnames(data) == tolower(colnames(data)))) expect_true(all(colnames(data) == make.names(colnames(data), unique = TRUE))) expect_true(is.integer(attr(data, "row.names"))) } test_that("tasks can be loaded", { for (name in c("compas", "adult_train", "adult_test")) { tsk_obj = tsk(name) expect_true(inherits(tsk_obj, "TaskClassif")) } }) test_that("compas dataset can be loaded with correct format", { skip_on_cran() compas = tsk("compas") expect_r6(compas, "TaskClassif") compas_data = compas$data() check_data_format(compas_data) expect_true(nrow(compas_data) == 6172L) expect_true(ncol(compas_data) == 11L) expect_true(compas$col_roles$pta == "sex") assert_col_type = (sapply(compas_data, class) == c( "factor", "integer", "factor", "factor", "integer", "integer", "integer", "integer", "factor", "factor", "factor") ) expect_true(all(assert_col_type)) }) test_that("adult_train dataset can be loaded with correct format", { skip_on_cran() adult_train = tsk("adult_train") expect_r6(adult_train, "TaskClassif") adult_train_data = adult_train$data() expect_true(nrow(adult_train_data) == 30718L) expect_true(ncol(adult_train_data) == 13L) expect_true(adult_train$col_roles$pta == "sex") assert_col_type = (sapply(adult_train_data, class) == c("factor", "integer", "integer", "integer", "factor", "integer", "integer", "factor", "factor", "factor", "factor", "factor", "factor")) expect_true(all(assert_col_type)) }) test_that("adult_test dataset can be loaded with correct format", { skip_on_cran() adult_test = tsk("adult_test") expect_r6(adult_test, "TaskClassif") adult_test_data = adult_test$data() expect_true(nrow(adult_test_data) == 15315L) expect_true(ncol(adult_test_data) == 13L) expect_true(adult_test$col_roles$pta == "sex") assert_col_type = (sapply(adult_test_data, class) == c("factor", "integer", "integer", "integer", "factor", "integer", "integer", "factor", "factor", "factor", "factor", "factor", "factor")) expect_true(all(assert_col_type)) })