From 90e6ac9574fefcd58f9ab4c7a1b3c3c0456bd615 Mon Sep 17 00:00:00 2001 From: Christina Xu Date: Tue, 13 Feb 2024 12:09:19 -0500 Subject: [PATCH] add SPD and DIR validation test with AIF data --- tests/general/data/data.csv | 32542 +++++++++++++++++++++++++ tests/general/test_group_fairness.py | 30 + 2 files changed, 32572 insertions(+) create mode 100644 tests/general/data/data.csv diff --git a/tests/general/data/data.csv b/tests/general/data/data.csv new file mode 100644 index 0000000..fea258a --- /dev/null +++ b/tests/general/data/data.csv @@ -0,0 +1,32542 @@ +age,workclass,fnlwgt,education,education-num,marital-status,occupation,relationship,race,sex,capital-gain,capital-loss,hours-per-week,native-country,income +39,7,77516,9,13,4,1,1,4,1,2174,0,40,39,0 +50,6,83311,9,13,2,4,0,4,1,0,0,13,39,0 +38,4,215646,11,9,0,6,1,4,1,0,0,40,39,0 +53,4,234721,1,7,2,6,0,2,1,0,0,40,39,0 +28,4,338409,9,13,2,10,5,2,0,0,0,40,5,0 +37,4,284582,12,14,2,4,5,4,0,0,0,40,39,0 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b/tests/general/test_group_fairness.py index 8aad8c9..3a4116f 100644 --- a/tests/general/test_group_fairness.py +++ b/tests/general/test_group_fairness.py @@ -25,6 +25,8 @@ INCOME_DF_UNBIASED = pd.read_csv( os.path.join(TEST_DIR, "data/income-unbiased.zip"), index_col=False) +AIF_DF = pd.read_csv(os.path.join(TEST_DIR, "data/data.csv")) + XGB_MODEL = joblib.load(os.path.join(TEST_DIR, "models/income-xgd-biased.joblib")) @@ -82,6 +84,20 @@ def test_statistical_parity_difference_income_numpy(): assert score == approx(-0.15, abs=0.01) +def test_statistical_parity_difference_AIF(): + """Test Statistical Parity Difference (AIF data)""" + + df = AIF_DF.copy() + + privileged = df[df.sex == 1] + unprivileged = df[df.sex == 0] + favorable = output("income", dtype="number", value=0) + score = statistical_parity_difference(privileged=privileged, + unprivileged=unprivileged, + favorable=[favorable]) + assert score == approx(0.19643287553870947, abs=1e-5) + + def test_statistical_parity_difference_model(): """Test Statistical Parity Difference (XGBoost model)""" @@ -133,6 +149,20 @@ def test_disparate_impact_ratio_income_numpy(): assert score == approx(0.4, abs=0.05) +def test_statistical_parity_difference_AIF(): + """Test Statistical Parity Difference (AIF data)""" + + df = AIF_DF.copy() + + privileged = df[df.sex == 1] + unprivileged = df[df.sex == 0] + favorable = output("income", dtype="number", value=0) + score = statistical_parity_difference(privileged=privileged, + unprivileged=unprivileged, + favorable=[favorable]) + assert score == approx(0.19643287553870947, abs=1e-5) + + def test_average_odds_difference(): """Test Average Odds Difference (unbalanced random data)""" PRIVILEGED_CLASS_GENDER = 1