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28 changes: 27 additions & 1 deletion tests/test_survival.py
Original file line number Diff line number Diff line change
Expand Up @@ -233,7 +233,6 @@ def test_refining_conditions_for_nominal_attributes(self):
survival_time_attr="survival_time",
)
clf.fit(X, y, expert_rules=[("expert_rules-1", "IF CMVstatus @= {1} THEN")])
r = [str(r) for r in clf.model.rules]

self.assertEqual(
["IF [[CMVstatus = {1}]] THEN "],
Expand All @@ -251,6 +250,33 @@ def test_refining_conditions_for_nominal_attributes(self):
),
)

def test_refining_conditions_for_numerical_attributes(self):
df: pd.DataFrame = read_arff(
os.path.join(dir_path, "resources", "data", "bmt-train-0.arff")
)
X, y = df.drop("survival_status", axis=1), df["survival_status"]

# Run experiment using python API
clf = survival.ExpertSurvivalRules(
complementary_conditions=True,
extend_using_preferred=False,
extend_using_automatic=False,
induce_using_preferred=False,
induce_using_automatic=False,
preferred_conditions_per_rule=0,
preferred_attributes_per_rule=0,
survival_time_attr="survival_time",
)
clf.fit(X, y, expert_rules=[("expert_rules-1", "IF CD34kgx10d6 @= Any THEN")])
self.assertEqual(
["IF [[CD34kgx10d6 = (-inf, 11.86)]] THEN "],
[str(r) for r in clf.model.rules],
(
"Ruleset should contain only a single rule configured by expert with "
"a refined condition"
),
)


if __name__ == "__main__":
unittest.main()