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1
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import numpy as np |
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2
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import pandas as pd |
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3
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import unittest |
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4
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from ..describe import corr_mat |
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5
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6
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7
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class Test_corr_mat(unittest.TestCase): |
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8
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9
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@classmethod |
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10
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def setUpClass(cls): |
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11
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cls.data_corr_df = pd.DataFrame([[1, 0, 3, 4, 'a'], |
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12
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[3, 4, 5, 6, 'b'], |
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13
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[5, 4, 2, 1, 'c']], |
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14
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columns=['Col1', 'Col2', 'Col3', 'Col4', 'Col5']) |
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15
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16
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cls.data_corr_list = [1, 2, -3, 4, 5] |
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17
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cls.data_corr_target_series = pd.Series([1, 2, -3, 4, 5], name='Target Series') |
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18
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cls.data_corr_target_array = np.array([1, 2, -3, 4, 5]) |
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19
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cls.data_corr_target_list = [1, 2, -3, 4, 5] |
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20
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21
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def test_output_type(self): |
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22
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# Test conversion from pd.io.formats.style.Styler to pd.core.frame.DataFrame |
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23
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self.assertIsInstance(type(corr_mat(self.data_corr_df)), type(pd.io.formats.style.Styler)) |
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24
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self.assertIsInstance(type(corr_mat(self.data_corr_list)), type(pd.io.formats.style.Styler)) |
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25
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self.assertIsInstance(type(corr_mat(self.data_corr_df, target='Col1')), type(pd.io.formats.style.Styler)) |
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26
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self.assertIsInstance(type(corr_mat(self.data_corr_df, target=self.data_corr_target_series)), |
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27
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type(pd.io.formats.style.Styler)) |
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28
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self.assertIsInstance(type(corr_mat(self.data_corr_df, target=self.data_corr_target_array)), |
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29
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type(pd.io.formats.style.Styler)) |
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30
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self.assertIsInstance(type(corr_mat(self.data_corr_df, target=self.data_corr_target_list)), |
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31
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type(pd.io.formats.style.Styler)) |
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32
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33
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self.assertIsInstance(type(corr_mat(self.data_corr_df, colored=False)), type(pd.DataFrame)) |
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34
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self.assertIsInstance(type(corr_mat(self.data_corr_list, colored=False)), type(pd.DataFrame)) |
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35
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self.assertIsInstance(type(corr_mat(self.data_corr_df, target='Col1', colored=False)), type(pd.DataFrame)) |
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36
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self.assertIsInstance( |
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37
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type(corr_mat(self.data_corr_df, target=self.data_corr_target_series, colored=False)), type(pd.DataFrame)) |
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38
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self.assertIsInstance( |
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39
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type(corr_mat(self.data_corr_df, target=self.data_corr_target_array, colored=False)), type(pd.DataFrame)) |
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40
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self.assertIsInstance( |
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41
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type(corr_mat(self.data_corr_df, target=self.data_corr_target_list, colored=False)), type(pd.DataFrame)) |
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42
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43
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def test_output_shape(self): |
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44
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# Test for output dimensions |
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45
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self.assertEqual(corr_mat(self.data_corr_df).data.shape[0], corr_mat(self.data_corr_df).data.shape[1]) |
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46
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self.assertEqual(corr_mat(self.data_corr_list).data.shape[0], corr_mat(self.data_corr_list).data.shape[1]) |
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47
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self.assertEqual(corr_mat(self.data_corr_df, target='Col1', colored=False).shape, (3, 1)) |
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48
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self.assertEqual(corr_mat(self.data_corr_df, target=self.data_corr_target_series, colored=False).shape, (4, 1)) |
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49
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self.assertEqual(corr_mat(self.data_corr_df, target=self.data_corr_target_array, colored=False).shape, (4, 1)) |
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50
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self.assertEqual(corr_mat(self.data_corr_df, target=self.data_corr_target_list, colored=False).shape, (4, 1)) |
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51
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akanz1 /
klib
