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                #!/usr/bin/env python  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # -*- coding: utf-8 -*-  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Copyright (c) 2013-2018 Adam.Dybbroe  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Author(s):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #   Adam.Dybbroe <[email protected]>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # This program is free software: you can redistribute it and/or modify  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # it under the terms of the GNU General Public License as published by  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # the Free Software Foundation, either version 3 of the License, or  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # (at your option) any later version.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # This program is distributed in the hope that it will be useful,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # but WITHOUT ANY WARRANTY; without even the implied warranty of  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # GNU General Public License for more details.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # You should have received a copy of the GNU General Public License  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # along with this program.  If not, see <http://www.gnu.org/licenses/>.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """Unit testing the 3.7 micron reflectance calculations"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from pyspectral.near_infrared_reflectance import Calculator  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from mock import patch  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import unittest  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import numpy as np  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR = {'20': {}} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR['20']['det-1'] = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR['20']['det-1']['central_wavelength'] = 3.780281935  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR['20']['det-1']['wavelength'] = np.array([  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3.6123999, 3.6163599, 3.6264927, 3.6363862, 3.646468,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3.6564937, 3.6664478, 3.6765388, 3.6865413, 3.6964585,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3.7065142, 3.716509, 3.7264658, 3.7364102, 3.7463682,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3.7563652, 3.7664226, 3.7763396, 3.7863384, 3.7964207,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3.8063589, 3.8163606, 3.8264089, 3.8364836, 3.8463381,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3.8563975, 3.8664163, 3.8763755, 3.8864797, 3.8964978,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3.9064275, 3.9164873, 3.9264729, 3.9364026, 3.9465107,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3.9535347], dtype='double')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR['20']['det-1']['response'] = np.array([  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    0.01, 0.0118, 0.01987, 0.03226, 0.05028, 0.0849,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    0.16645, 0.33792, 0.59106, 0.81815, 0.96077, 0.92855,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    0.86008, 0.8661, 0.87697, 0.85412, 0.88922, 0.9541,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    0.95687, 0.91037, 0.91058, 0.94256, 0.94719, 0.94808,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    1., 0.92676, 0.67429, 0.44715, 0.27762, 0.14852,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    0.07141, 0.04151, 0.02925, 0.02085, 0.01414, 0.01], dtype='double')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR_WN = {'20': {}} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR_WN['20']['det-1'] = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                WVN = np.array([2529.38208008, 2533.8840332, 2540.390625, 2546.81494141,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                2553.30883789, 2559.88354492, 2566.40722656, 2573.02270508,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                2579.72949219, 2586.37451172, 2593.09375, 2599.87548828,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                2606.55371094, 2613.41674805, 2620.29760742, 2627.18286133,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                2634.06005859, 2641.07421875, 2648.06713867, 2655.03930664,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                2662.14794922, 2669.25170898, 2676.36572266, 2683.50805664,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                2690.69702148, 2697.95288086, 2705.29199219, 2712.56982422,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                2719.94970703, 2727.43554688, 2734.8605957, 2742.38012695,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                2749.9831543, 2757.48510742, 2765.21142578, 2768.24291992],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                               dtype='float32')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                RESP = np.array([0.01, 0.01414, 0.02085, 0.02925, 0.04151,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                 0.07141, 0.14851999, 0.27761999, 0.44714999, 0.67429,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                 0.92676002, 1., 0.94808, 0.94718999, 0.94256002,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                 0.91057998, 0.91036999, 0.95687002, 0.95410001, 0.88922,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                 0.85412002, 0.87696999, 0.86610001, 0.86008, 0.92855,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                 0.96077001, 0.81814998, 0.59105998, 0.33792001, 0.16644999,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                 0.0849, 0.05028, 0.03226, 0.01987, 0.0118,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                 0.01], dtype='float32')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR_WN['20']['det-1']['central_wavelength'] = 3.780281935  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR_WN['20']['det-1']['wavenumber'] = WVN  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                TEST_RSR_WN['20']['det-1']['response'] = RESP  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class TestReflectance(unittest.TestCase):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """Unit testing the reflectance calculations"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def setUp(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """Set up"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def test_rsr_integral(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """Test calculating the integral of the relative spectral response  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        function.   | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        with patch('pyspectral.radiance_tb_conversion.RelativeSpectralResponse') as mymock: | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            instance = mymock.return_value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            instance.rsr = TEST_RSR  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            instance.unit = '1e-6 m'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            instance.si_scale = 1e-6  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            refl37 = Calculator('EOS-Aqua', 'modis', '20') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        expected = 1.8563451e-07  # unit = 'm' (meter)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.assertAlmostEqual(refl37.rsr_integral, expected)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        with patch('pyspectral.radiance_tb_conversion.RelativeSpectralResponse') as mymock: | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            instance = mymock.return_value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            instance.rsr = TEST_RSR_WN  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            instance.unit = 'cm-1'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            instance.si_scale = 100.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            refl37 = Calculator('EOS-Aqua', 'modis', '20', wavespace='wavenumber') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        expected = 13000.385  # SI units = 'm-1' (1/meter)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        res = refl37.rsr_integral  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.assertAlmostEqual(res / expected, 1.0, 6)  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                    def test_reflectance(self):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        """Test the derivation of the reflective part of a 3.7 micron band"""  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        with patch('pyspectral.radiance_tb_conversion.RelativeSpectralResponse') as mymock: | 
            
            
                                                                        
                            
            
                                    
            
            
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                            instance = mymock.return_value  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            instance.rsr = TEST_RSR  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            instance.unit = '1e-6 m'  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            instance.si_scale = 1e-6  | 
            
            
                                                                        
                            
            
                                    
            
            
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                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                            refl37 = Calculator('EOS-Aqua', 'modis', '20') | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                        sunz = 80.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                        tb3 = 290.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                        tb4 = 282.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                        refl = refl37.reflectance_from_tbs(sunz, tb3, tb4)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                        self.assertAlmostEqual(refl, 0.251245010648, 6)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                        sunz = 80.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                        tb3 = 295.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                        tb4 = 282.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                        refl = refl37.reflectance_from_tbs(sunz, tb3, tb4)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                        self.assertAlmostEqual(refl, 0.452497961, 6)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                        sunz = 50.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                        tb3 = 300.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                        tb4 = 285.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        refl = refl37.reflectance_from_tbs(sunz, tb3, tb4)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                        self.assertAlmostEqual(refl, 0.1189217, 6)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                    def tearDown(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                        """Clean up"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                        pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                def suite():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                    """The suite for test_reflectance."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                    loader = unittest.TestLoader()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                    mysuite = unittest.TestSuite()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                    mysuite.addTest(loader.loadTestsFromTestCase(TestReflectance))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                    return mysuite  | 
            
            
                                                        
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                 |