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                # Copyright (c) 2008-2017 MetPy Developers.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Distributed under the terms of the BSD 3-Clause License.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # SPDX-License-Identifier: BSD-3-Clause  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """Test the `indices` module."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from datetime import datetime  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from metpy.calc import mean_pressure_weighted, precipitable_water  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from metpy.io import get_upper_air_data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from metpy.io.upperair import UseSampleData  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from metpy.testing import assert_almost_equal, assert_array_equal  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from metpy.units import units  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def test_precipitable_water():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """Test precipitable water with observed sounding."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    with UseSampleData():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        data = get_upper_air_data(datetime(2016, 5, 22, 0), 'DDC', source='wyoming')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    pw = precipitable_water(data.variables['dewpoint'][:], data.variables['pressure'][:])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    truth = (0.8899441949243486 * units('inches')).to('millimeters') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    assert_array_equal(pw, truth)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def test_mean_pressure_weighted():  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    """Test pressure-weighted mean wind function with vertical interpolation."""  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    with UseSampleData():  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        data = get_upper_air_data(datetime(2016, 5, 22, 0), 'DDC', source='wyoming')  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    u, v = mean_pressure_weighted(data.variables['pressure'][:],  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                                  data.variables['u_wind'][:],  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                                  data.variables['v_wind'][:],  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                                  heights=data.variables['height'][:],  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                                  depth=6000 * units('meter')) | 
            
            
                                                                        
                            
            
                                    
            
            
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                    assert_almost_equal(u, 6.0208700094534775 * units('m/s'), 7) | 
            
            
                                                                        
                            
            
                                    
            
            
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                    assert_almost_equal(v, 7.966031839967931 * units('m/s'), 7) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def test_mean_pressure_weighted_elevated():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """Test pressure-weighted mean wind function with a base above the surface."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    with UseSampleData():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        data = get_upper_air_data(datetime(2016, 5, 22, 0), 'DDC', source='wyoming')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    u, v = mean_pressure_weighted(data.variables['pressure'][:],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                  data.variables['u_wind'][:],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                  data.variables['v_wind'][:],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                  heights=data.variables['height'][:],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                  depth=3000 * units('meter'), | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                  bottom=data.variables['height'][0] + 3000 * units('meter')) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    assert_almost_equal(u, 8.270829843626476 * units('m/s'), 7) | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                    assert_almost_equal(v, 1.7392601775853547 * units('m/s'), 7) | 
            
            
                                                        
            
                                    
            
            
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