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import unittest |
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3
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import numpy as np |
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import pandas as pd |
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5
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6
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from klib.describe import corr_mat |
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8
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9
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class Test_corr_mat(unittest.TestCase): |
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@classmethod |
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def setUpClass(cls): |
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cls.data_corr_df = pd.DataFrame( |
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[[1, 0, 3, 4, "a"], [3, 4, 5, 6, "b"], [5, 4, 2, 1, "c"]], |
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columns=["Col1", "Col2", "Col3", "Col4", "Col5"], |
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15
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) |
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cls.data_corr_list = [1, 2, -3, 4, 5] |
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cls.data_corr_target_series = pd.Series([1, 2, -3, 4, 5], name="Target Series") |
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cls.data_corr_target_array = np.array([1, 2, -3, 4, 5]) |
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cls.data_corr_target_list = [1, 2, -3, 4, 5] |
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22
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def test_output_type(self): |
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# Test conversion from pd.io.formats.style.Styler to pd.core.frame.DataFrame |
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_df)), type(pd.io.formats.style.Styler) |
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) |
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_list)), type(pd.io.formats.style.Styler) |
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) |
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_df, target="Col1")), |
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type(pd.io.formats.style.Styler), |
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) |
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_df, target=self.data_corr_target_series)), |
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type(pd.io.formats.style.Styler), |
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) |
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_df, target=self.data_corr_target_array)), |
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type(pd.io.formats.style.Styler), |
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) |
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_df, target=self.data_corr_target_list)), |
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type(pd.io.formats.style.Styler), |
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) |
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47
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_df, colored=False)), type(pd.DataFrame) |
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) |
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_list, colored=False)), type(pd.DataFrame) |
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) |
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self.assertIsInstance( |
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type(corr_mat(self.data_corr_df, target="Col1", colored=False)), |
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type(pd.DataFrame), |
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56
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) |
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57
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self.assertIsInstance( |
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type( |
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corr_mat( |
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self.data_corr_df, |
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target=self.data_corr_target_series, |
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colored=False, |
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) |
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), |
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type(pd.DataFrame), |
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) |
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self.assertIsInstance( |
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type( |
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corr_mat( |
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self.data_corr_df, target=self.data_corr_target_array, colored=False |
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) |
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), |
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type(pd.DataFrame), |
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) |
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self.assertIsInstance( |
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type( |
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corr_mat( |
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self.data_corr_df, target=self.data_corr_target_list, colored=False |
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) |
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), |
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type(pd.DataFrame), |
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) |
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83
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84
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def test_output_shape(self): |
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# Test for output dimensions |
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self.assertEqual( |
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corr_mat(self.data_corr_df).data.shape[0], |
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88
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corr_mat(self.data_corr_df).data.shape[1], |
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) |
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90
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self.assertEqual( |
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corr_mat(self.data_corr_list).data.shape[0], |
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92
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corr_mat(self.data_corr_list).data.shape[1], |
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93
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) |
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self.assertEqual( |
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corr_mat(self.data_corr_df, target="Col1", colored=False).shape, (3, 1) |
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96
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) |
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97
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self.assertEqual( |
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corr_mat( |
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self.data_corr_df, target=self.data_corr_target_series, colored=False |
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100
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).shape, |
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101
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(4, 1), |
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102
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) |
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103
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self.assertEqual( |
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corr_mat( |
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self.data_corr_df, target=self.data_corr_target_array, colored=False |
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106
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).shape, |
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(4, 1), |
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108
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) |
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self.assertEqual( |
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corr_mat( |
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self.data_corr_df, target=self.data_corr_target_list, colored=False |
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112
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).shape, |
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113
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(4, 1), |
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) |
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115
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akanz1 /
klib
