context("Outputs") library(fairness) data("compas") compas$Two_yr_Recidivism_01 <- ifelse(compas$Two_yr_Recidivism == 'yes', 1, 0) # test for number of output items when probability is specified test_that("number of outputs in acc_parity", { expect_equal(length(acc_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in dem_parity", { expect_equal(length(dem_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in equal_odds", { expect_equal(length(equal_odds(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in fnr_parity", { expect_equal(length(fnr_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in fpr_parity", { expect_equal(length(fpr_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in mcc_parity", { expect_equal(length(mcc_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in npv_parity", { expect_equal(length(npv_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in pred_rate_parity", { expect_equal(length(pred_rate_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in prop_parity", { expect_equal(length(prop_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) test_that("number of outputs in roc_parity", { expect_equal(length(roc_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", base = "Caucasian")), 4)}) test_that("number of outputs in spec_parity", { expect_equal(length(spec_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = "probability", preds = NULL, cutoff = 0.5, base = "Caucasian")), 3)}) # test for number of output items when predicted class is specified test_that("number of outputs in acc_parity", { expect_equal(length(acc_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in dem_parity", { expect_equal(length(dem_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in equal_odds", { expect_equal(length(equal_odds(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in fnr_parity", { expect_equal(length(fnr_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in fpr_parity", { expect_equal(length(fpr_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in mcc_parity", { expect_equal(length(mcc_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in npv_parity", { expect_equal(length(npv_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in pred_rate_parity", { expect_equal(length(pred_rate_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in prop_parity", { expect_equal(length(prop_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)}) test_that("number of outputs in spec_parity", { expect_equal(length(spec_parity(data = compas, outcome = "Two_yr_Recidivism_01", group = "ethnicity", probs = NULL, preds = "predicted", cutoff = 0.5, base = "Caucasian")), 2)})