def test_findSplit_easy(self):
data = load_testdata('fake_dataset_small.txt')
split = DecisionTree.findSplit(None, data)
self.assertEqual(split, (2, -15), "Should be (2,-15)")
left, right = DecisionTree.partitionData(self, data, split)
self.assertEqual(DecisionTree.findSplit(None, left), (None, None),
"Should be (None,None)")
self.assertEqual(DecisionTree.findSplit(None, right), (4, -20),
"Should be (4,-20)")
def test_partition_data(self):
data = load_testdata('fake_dataset_small.txt')
split = (2, -15)
left, right = DecisionTree.partitionData(self, data, split)
np.testing.assert_array_equal(left, data[data[:, split[0]] < split[1]],
"Split arrays do not match")
np.testing.assert_array_equal(right,
data[data[:, split[0]] >= split[1]],
"Split arrays do not match")