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import pandas as pd |
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import unittest |
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from klib.preprocess import train_dev_test_split |
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if __name__ == '__main__': |
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unittest.main() |
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class Test_train_dev_test_split(unittest.TestCase): |
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@classmethod |
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def setUpClass(cls): |
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cls.data_split = pd.DataFrame([[1, 2, 3, 4, 'a'], |
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[2, 4, 5, 6, 'b'], |
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[3, 4, 2, 1, 'c'], |
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[4, 0, 3, 4, 'a'], |
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[5, 4, 5, 6, 'b'], |
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[6, 4, 2, 1, 'c'], |
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[7, 0, 3, 4, 'a'], |
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[8, 4, 5, 6, 'b'], |
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[9, 4, 2, 1, 'c'], |
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[10, 2, 1, 5, 'b']], |
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columns=['Col1', 'Col2', 'Col3', 'Col4', 'Col5']) |
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cls.data_target = pd.Series([1, 0, 1, 0, 0, 1, 1, 0, 1, 1]) |
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def test_train_dev_test_split(self): |
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# Test the propper splitting in train, dev and test sets |
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expected_results = [(8, 4), (1, 4), (1, 4), (8,), (1,), (1,)] |
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for i, _ in enumerate(expected_results): |
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self.assertEqual(train_dev_test_split(self.data_split, 'Col2')[i].shape, expected_results[i]) |
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expected_results = [(6, 5), (2, 5), (2, 5), (6,), (2,), (2,)] |
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for i, _ in enumerate(expected_results): |
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self.assertEqual(train_dev_test_split(self.data_split, target=self.data_target, |
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dev_size=0.2, test_size=0.2)[i].shape, expected_results[i]) |
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expected_results = [(8, 5), (2, 5), (8,), (2,)] |
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for i, _ in enumerate(expected_results): |
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self.assertEqual(train_dev_test_split(self.data_split, target=self.data_target, |
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dev_size=0, test_size=0.2)[i].shape, expected_results[i]) |
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expected_results = [(8, 4), (2, 4), (8,), (2,)] |
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for i, _ in enumerate(expected_results): |
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self.assertEqual(train_dev_test_split(self.data_split, target='Col2', |
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dev_size=0, test_size=0.2)[i].shape, expected_results[i]) |
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expected_results = [(5, 5), (5, 5), (5,), (5,)] |
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for i, _ in enumerate(expected_results): |
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self.assertEqual(train_dev_test_split(self.data_split, target=self.data_target, |
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dev_size=0.5, test_size=0)[i].shape, expected_results[i]) |
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expected_results = [(5, 4), (5, 4), (5,), (5,)] |
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for i, _ in enumerate(expected_results): |
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self.assertEqual(train_dev_test_split(self.data_split, target='Col2', |
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dev_size=0.5, test_size=0)[i].shape, expected_results[i]) |
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