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                # Copyright (c) 2008-2015 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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                """Contains a collection of basic calculations.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                These include:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                * wind components  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                * heat index  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                * windchill  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from __future__ import division  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import numpy as np  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from ..constants import g, omega, Rd  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from ..package_tools import Exporter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from ..units import atleast_1d, check_units, masked_array, units  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                exporter = Exporter(globals())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def get_wind_speed(u, v):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    r"""Compute the wind speed from u and v-components.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    u : array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Wind component in the X (East-West) direction  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    v : array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Wind component in the Y (North-South) direction  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    wind speed: array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The speed of the wind  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    See Also  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    --------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    get_wind_components  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    speed = np.sqrt(u * u + v * v)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return speed  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def get_wind_dir(u, v):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    r"""Compute the wind direction from u and v-components.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    u : array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Wind component in the X (East-West) direction  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    v : array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Wind component in the Y (North-South) direction  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    wind direction: `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The direction of the wind, specified as the direction from  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        which it is blowing, with 0 being North.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    See Also  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    --------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    get_wind_components  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    wdir = 90. * units.deg - np.arctan2(-v, -u)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    origshape = wdir.shape  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    wdir = atleast_1d(wdir)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    wdir[wdir < 0] += 360. * units.deg  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return wdir.reshape(origshape)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def get_wind_components(speed, wdir):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    r"""Calculate the U, V wind vector components from the speed and direction.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    speed : array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The wind speed (magnitude)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    wdir : array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The wind direction, specified as the direction from which the wind is  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        blowing, with 0 being North.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    u, v : tuple of array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The wind components in the X (East-West) and Y (North-South)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        directions, respectively.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    See Also  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    --------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    get_wind_speed  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    get_wind_dir  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Examples  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    --------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    >>> from metpy.units import units  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    >>> metpy.calc.get_wind_components(10. * units('m/s'), 225. * units.deg) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    (<Quantity(7.071067811865475, 'meter / second')>,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                     <Quantity(7.071067811865477, 'meter / second')>)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    u = -speed * np.sin(wdir)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    v = -speed * np.cos(wdir)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return u, v  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @check_units(temperature='[temperature]', speed='[speed]')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def windchill(temperature, speed, face_level_winds=False, mask_undefined=True):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    r"""Calculate the Wind Chill Temperature Index (WCTI).  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Calculates WCTI from the current temperature and wind speed using the formula  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    outlined by the FCM [FCMR192003]_.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Specifically, these formulas assume that wind speed is measured at  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    10m.  If, instead, the speeds are measured at face level, the winds  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    need to be multiplied by a factor of 1.5 (this can be done by specifying  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    `face_level_winds` as `True`.)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    temperature : `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The air temperature  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    speed : `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        The wind speed at 10m.  If instead the winds are at face level,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        `face_level_winds` should be set to `True` and the 1.5 multiplicative  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        correction will be applied automatically.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    face_level_winds : bool, optional  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        A flag indicating whether the wind speeds were measured at facial  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                 | 
                        level instead of 10m, thus requiring a correction.  Defaults to  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                        `False`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                    mask_undefined : bool, optional  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                        A flag indicating whether a masked array should be returned with  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                        values where wind chill is undefined masked.  These are values where  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                        the temperature > 50F or wind speed <= 3 miles per hour. Defaults  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                        to `True`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                    `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                        The corresponding Wind Chill Temperature Index value(s)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                    See Also  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                    --------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                    heat_index  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                    # Correct for lower height measurement of winds if necessary  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                    if face_level_winds:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                        # No in-place so that we copy  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                        # noinspection PyAugmentAssignment  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                        speed = speed * 1.5  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                    temp_limit, speed_limit = 10. * units.degC, 3 * units.mph  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                    speed_factor = speed.to('km/hr').magnitude ** 0.16 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                    wcti = units.Quantity((0.6215 + 0.3965 * speed_factor) * temperature.to('degC').magnitude - | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                                          11.37 * speed_factor + 13.12, units.degC).to(temperature.units)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                    # See if we need to mask any undefined values  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                    if mask_undefined:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                        mask = np.array((temperature > temp_limit) | (speed <= speed_limit))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                        if mask.any():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                            wcti = masked_array(wcti, mask=mask)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                    return wcti  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                @check_units('[temperature]') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                def heat_index(temperature, rh, mask_undefined=True):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                    r"""Calculate the Heat Index from the current temperature and relative humidity.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                    The implementation uses the formula outlined in [Rothfusz1990]_. This equation is a  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                    multi-variable least-squares regression of the values obtained in [Steadman1979]_.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                    temperature : `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                        Air temperature  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                    rh : array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                        The relative humidity expressed as a unitless ratio in the range [0, 1].  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                        Can also pass a percentage if proper units are attached.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                    `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                        The corresponding Heat Index value(s)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                    Other Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                    ----------------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                    mask_undefined : bool, optional  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                        A flag indicating whether a masked array should be returned with  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                        values where heat index is undefined masked.  These are values where  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                        the temperature < 80F or relative humidity < 40 percent. Defaults  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                        to `True`.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                    See Also  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                    --------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                    windchill  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                    delta = temperature - 0. * units.degF  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                    rh2 = rh * rh  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                    delta2 = delta * delta  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                    # Calculate the Heat Index -- constants converted for RH in [0, 1]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                    hi = (-42.379 * units.degF + 2.04901523 * delta +  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                          1014.333127 * units.delta_degF * rh - 22.475541 * delta * rh -  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                          6.83783e-3 / units.delta_degF * delta2 - 5.481717e2 * units.delta_degF * rh2 +  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                          1.22874e-1 / units.delta_degF * delta2 * rh + 8.5282 * delta * rh2 -  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    218
                 | 
                                    
                                                     | 
                
                 | 
                          1.99e-2 / units.delta_degF * delta2 * rh2)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    219
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    220
                 | 
                                    
                                                     | 
                
                 | 
                    # See if we need to mask any undefined values  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    221
                 | 
                                    
                                                     | 
                
                 | 
                    if mask_undefined:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    222
                 | 
                                    
                                                     | 
                
                 | 
                        mask = np.array((temperature < 80. * units.degF) | (rh < 40 * units.percent))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    223
                 | 
                                    
                                                     | 
                
                 | 
                        if mask.any():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    224
                 | 
                                    
                                                     | 
                
                 | 
                            hi = masked_array(hi, mask=mask)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    225
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    226
                 | 
                                    
                                                     | 
                
                 | 
                    return hi  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    227
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    228
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    229
                 | 
                                    
                                                     | 
                
                 | 
                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    230
                 | 
                                    
                                                     | 
                
                 | 
                @check_units('[pressure]') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    231
                 | 
                                    
                                                     | 
                
                 | 
                def pressure_to_height_std(pressure):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    232
                 | 
                                    
                                                     | 
                
                 | 
                    r"""Convert pressure data to heights using the U.S. standard atmosphere.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    233
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    234
                 | 
                                    
                                                     | 
                
                 | 
                    The implementation uses the formula outlined in [Hobbs1977]_ pg.60-61.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    235
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    236
                 | 
                                    
                                                     | 
                
                 | 
                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    237
                 | 
                                    
                                                     | 
                
                 | 
                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    238
                 | 
                                    
                                                     | 
                
                 | 
                    pressure : `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    239
                 | 
                                    
                                                     | 
                
                 | 
                        Atmospheric pressure  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    240
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    241
                 | 
                                    
                                                     | 
                
                 | 
                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    242
                 | 
                                    
                                                     | 
                
                 | 
                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    243
                 | 
                                    
                                                     | 
                
                 | 
                    `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    244
                 | 
                                    
                                                     | 
                
                 | 
                        The corresponding height value(s)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    245
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    246
                 | 
                                    
                                                     | 
                
                 | 
                    Notes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    247
                 | 
                                    
                                                     | 
                
                 | 
                    -----  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    248
                 | 
                                    
                                                     | 
                
                 | 
                    .. math:: Z = \frac{T_0}{\Gamma}[1-\frac{p}{p_0}^\frac{R\Gamma}{g}] | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    249
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    250
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    251
                 | 
                                    
                                                     | 
                
                 | 
                    t0 = 288. * units.kelvin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    252
                 | 
                                    
                                                     | 
                
                 | 
                    gamma = 6.5 * units('K/km') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    253
                 | 
                                    
                                                     | 
                
                 | 
                    p0 = 1013.25 * units.mbar  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    254
                 | 
                                    
                                                     | 
                
                 | 
                    return (t0 / gamma) * (1 - (pressure / p0).to('dimensionless')**(Rd * gamma / g)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    255
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    256
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    257
                 | 
                                    
                                                     | 
                
                 | 
                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    258
                 | 
                                    
                                                     | 
                
                 | 
                @check_units('[length]') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    259
                 | 
                                    
                                                     | 
                
                 | 
                def height_to_pressure_std(height):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    260
                 | 
                                    
                                                     | 
                
                 | 
                    r"""Convert height data to pressures using the U.S. standard atmosphere.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    261
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    262
                 | 
                                    
                                                     | 
                
                 | 
                    The implementation inverts the formula outlined in [Hobbs1977]_ pg.60-61.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    263
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    264
                 | 
                                    
                                                     | 
                
                 | 
                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    265
                 | 
                                    
                                                     | 
                
                 | 
                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    266
                 | 
                                    
                                                     | 
                
                 | 
                    height : `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    267
                 | 
                                    
                                                     | 
                
                 | 
                        Atmospheric height  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    268
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    269
                 | 
                                    
                                                     | 
                
                 | 
                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    270
                 | 
                                    
                                                     | 
                
                 | 
                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    271
                 | 
                                    
                                                     | 
                
                 | 
                    `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    272
                 | 
                                    
                                                     | 
                
                 | 
                        The corresponding pressure value(s)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    273
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    274
                 | 
                                    
                                                     | 
                
                 | 
                    Notes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    275
                 | 
                                    
                                                     | 
                
                 | 
                    -----  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    276
                 | 
                                    
                                                     | 
                
                 | 
                    .. math:: p = p_0 e^{\frac{g}{R \Gamma} \text{ln}(1-\frac{Z \Gamma}{T_0})} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    277
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    278
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    279
                 | 
                                    
                                                     | 
                
                 | 
                    t0 = 288. * units.kelvin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    280
                 | 
                                    
                                                     | 
                
                 | 
                    gamma = 6.5 * units('K/km') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    281
                 | 
                                    
                                                     | 
                
                 | 
                    p0 = 1013.25 * units.mbar  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    282
                 | 
                                    
                                                     | 
                
                 | 
                    return p0 * (1 - (gamma / t0) * height) ** (g / (Rd * gamma))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    283
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    284
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    285
                 | 
                                    
                                                     | 
                
                 | 
                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    286
                 | 
                                    
                                                     | 
                
                 | 
                def coriolis_parameter(latitude):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    287
                 | 
                                    
                                                     | 
                
                 | 
                    r"""Calculate the coriolis parameter at each point.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    288
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    289
                 | 
                                    
                                                     | 
                
                 | 
                    The implementation uses the formula outlined in [Hobbs1977]_ pg.370-371.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    290
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    291
                 | 
                                    
                                                     | 
                
                 | 
                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    292
                 | 
                                    
                                                     | 
                
                 | 
                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    293
                 | 
                                    
                                                     | 
                
                 | 
                    latitude : array_like  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    294
                 | 
                                    
                                                     | 
                
                 | 
                        Latitude at each point  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    295
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    296
                 | 
                                    
                                                     | 
                
                 | 
                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    297
                 | 
                                    
                                                     | 
                
                 | 
                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    298
                 | 
                                    
                                                     | 
                
                 | 
                    `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    299
                 | 
                                    
                                                     | 
                
                 | 
                        The corresponding coriolis force at each point  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    300
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    301
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    302
                 | 
                                    
                                                     | 
                
                 | 
                    return 2. * omega * np.sin(latitude)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    303
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    304
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    305
                 | 
                                    
                                                     | 
                
                 | 
                @exporter.export  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    306
                 | 
                                    
                                                     | 
                
                 | 
                @check_units('[pressure]', '[length]') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    307
                 | 
                                    
                                                     | 
                
                 | 
                def add_height_to_pressure(pressure, height):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    308
                 | 
                                    
                                                     | 
                
                 | 
                    r"""Calculate the pressure at a certain height above another pressure level.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    309
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    310
                 | 
                                    
                                                     | 
                
                 | 
                    This assumes a standard atmosphere.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    311
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    312
                 | 
                                    
                                                     | 
                
                 | 
                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    313
                 | 
                                    
                                                     | 
                
                 | 
                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    314
                 | 
                                    
                                                     | 
                
                 | 
                    pressure : `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    315
                 | 
                                    
                                                     | 
                
                 | 
                        Pressure level  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    316
                 | 
                                    
                                                     | 
                
                 | 
                    height : `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    317
                 | 
                                    
                                                     | 
                
                 | 
                        Height above a pressure level  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    318
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    319
                 | 
                                    
                                                     | 
                
                 | 
                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    320
                 | 
                                    
                                                     | 
                
                 | 
                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    321
                 | 
                                    
                                                     | 
                
                 | 
                    `pint.Quantity`  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    322
                 | 
                                    
                                                     | 
                
                 | 
                        The corresponding pressure value for the height above the pressure level  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    323
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    324
                 | 
                                    
                                                     | 
                
                 | 
                    See Also  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    325
                 | 
                                    
                                                     | 
                
                 | 
                    -----  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    326
                 | 
                                    
                                                     | 
                
                 | 
                    pressure_to_height_std, height_to_pressure_std, add_pressure_to_height  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    327
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    328
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    329
                 | 
                                    
                                                     | 
                
                 | 
                    pressure_level_height = pressure_to_height_std(pressure)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    330
                 | 
                                    
                                                     | 
                
                 | 
                    return height_to_pressure_std(pressure_level_height + height)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    331
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    332
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    333
                 | 
                                    
                                                     | 
                
                 | 
                @exporter.export  | 
            
            
                                                        
            
                                    
            
            
                | 
                    334
                 | 
                                    
                                                     | 
                
                 | 
                @check_units('[length]', '[pressure]') | 
            
            
                                                        
            
                                    
            
            
                | 
                    335
                 | 
                                    
                                                     | 
                
                 | 
                def add_pressure_to_height(height, pressure):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    336
                 | 
                                    
                                                     | 
                
                 | 
                    r"""Calculate the height at a certain pressure above another height.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    337
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    338
                 | 
                                    
                                                     | 
                
                 | 
                    This assumes a standard atmosphere.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    339
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    340
                 | 
                                    
                                                     | 
                
                 | 
                    Parameters  | 
            
            
                                                        
            
                                    
            
            
                | 
                    341
                 | 
                                    
                                                     | 
                
                 | 
                    ----------  | 
            
            
                                                        
            
                                    
            
            
                | 
                    342
                 | 
                                    
                                                     | 
                
                 | 
                    height : `pint.Quantity`  | 
            
            
                                                        
            
                                    
            
            
                | 
                    343
                 | 
                                    
                                                     | 
                
                 | 
                        Height level  | 
            
            
                                                        
            
                                    
            
            
                | 
                    344
                 | 
                                    
                                                     | 
                
                 | 
                    pressure : `pint.Quantity`  | 
            
            
                                                        
            
                                    
            
            
                | 
                    345
                 | 
                                    
                                                     | 
                
                 | 
                        Pressure above height level  | 
            
            
                                                        
            
                                    
            
            
                | 
                    346
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    347
                 | 
                                    
                                                     | 
                
                 | 
                    Returns  | 
            
            
                                                        
            
                                    
            
            
                | 
                    348
                 | 
                                    
                                                     | 
                
                 | 
                    -------  | 
            
            
                                                        
            
                                    
            
            
                | 
                    349
                 | 
                                    
                                                     | 
                
                 | 
                    `pint.Quantity`  | 
            
            
                                                        
            
                                    
            
            
                | 
                    350
                 | 
                                    
                                                     | 
                
                 | 
                        The corresponding height value for the pressure above the height level  | 
            
            
                                                        
            
                                    
            
            
                | 
                    351
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    352
                 | 
                                    
                                                     | 
                
                 | 
                    See Also  | 
            
            
                                                        
            
                                    
            
            
                | 
                    353
                 | 
                                    
                                                     | 
                
                 | 
                    -----  | 
            
            
                                                        
            
                                    
            
            
                | 
                    354
                 | 
                                    
                                                     | 
                
                 | 
                    pressure_to_height_std, height_to_pressure_std, add_height_to_pressure  | 
            
            
                                                        
            
                                    
            
            
                | 
                    355
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    356
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    357
                 | 
                                    
                                                     | 
                
                 | 
                    pressure_at_height = height_to_pressure_std(height)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    358
                 | 
                                    
                                                     | 
                
                 | 
                    return pressure_to_height_std(pressure_at_height - pressure)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    359
                 | 
                                    
                                                     | 
                
                 | 
                 |