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                #!/usr/bin/env python  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # -*- coding: utf-8 -*-  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Copyright (c) 2016-2017 Adam.Dybbroe  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Author(s):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #   Adam.Dybbroe <[email protected]>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # This program is free software: you can redistribute it and/or modify  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # it under the terms of the GNU General Public License as published by  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # the Free Software Foundation, either version 3 of the License, or  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # (at your option) any later version.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # This program is distributed in the hope that it will be useful,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # but WITHOUT ANY WARRANTY; without even the implied warranty of  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # GNU General Public License for more details.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # You should have received a copy of the GNU General Public License  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # along with this program.  If not, see <http://www.gnu.org/licenses/>.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """A very basic (example) plotting program to display spectral responses for a  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                set of satellite instruments for a give wavelength range  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import matplotlib.pyplot as plt  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from pyspectral.rsr_reader import RelativeSpectralResponse  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from pyspectral.utils import get_bandname_from_wavelength  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #import logging  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from pyspectral.utils import logging_on, logging_off, get_logger  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import numpy as np  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def plot_band(plt_in, band_name, rsr_obj, **kwargs):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    """Do the plotting of one band"""  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    if 'platform_name_in_legend' in kwargs:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        platform_name_in_legend = kwargs['platform_name_in_legend']  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    else:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        platform_name_in_legend = False  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    detectors = rsr_obj.rsr[band_name].keys()  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    # for det in detectors:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    det = detectors[0]  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    resp = rsr_obj.rsr[band_name][det]['response']  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    wvl = rsr_obj.rsr[band_name][det]['wavelength']  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    resp = np.ma.masked_less_equal(resp, minimum_response)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    wvl = np.ma.masked_array(wvl, resp.mask)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    resp.compressed()  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    wvl.compressed()  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    if platform_name_in_legend:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        plt_in.plot(wvl, resp, label='{platform} - {band}'.format( | 
            
            
                                                                        
                            
            
                                    
            
            
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                            platform=rsr_obj.platform_name, band=band_name))  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    else:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        plt_in.plot(wvl, resp, label='{band}'.format(band=band_name)) | 
            
            
                                                                        
                            
            
                                    
            
            
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                    return plt_in  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def get_arguments():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """Get the command line arguments"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    import argparse  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser = argparse.ArgumentParser(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        description='Plot spectral responses for a set of satellite imagers')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser.add_argument("--platform_name", '-p', nargs='*', | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        help="The Platform name",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        type=str, required=True)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser.add_argument("--sensor", '-s', nargs='*', | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        help="The sensor/instrument name",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        type=str, required=True)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser.add_argument("-x", "--xlimits", nargs=2, | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        help=("x-axis boundaries for plot"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        default=None, type=float)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser.add_argument("-t", "--minimum_response", | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        help=("Minimum response: Any response lower than " + | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                              "this will be ignored when plotting"),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        default=0.015, type=float)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser.add_argument("-no_platform_name_in_legend", help=("No platform name in legend"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        action='store_true')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser.add_argument("--title", help=("Plot title"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        default=None, type=str)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser.add_argument("-o", "--filename", help=("Output plot file name"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                        default=None, type=str)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    parser.add_argument(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "-v", '--verbose', help=("Turn logging on"), action='store_true') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    group = parser.add_mutually_exclusive_group(required=True)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    group.add_argument("--bandname", '-b', | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                       help="The sensor band name", type=str)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    group.add_argument("--wavelength", "-w", type=float, | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                       help='the approximate spectral wavelength in micron')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    group.add_argument("--range", "-r", nargs='*', | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                       help="The wavelength range for the plot",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                       default=[None, None], type=float)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return parser.parse_args()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                if __name__ == "__main__":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    import sys  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    args = get_arguments()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    LOG = get_logger(__name__)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    platform_names = args.platform_name  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    sensors = args.sensor  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    minimum_response = args.minimum_response  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    xlimits = args.xlimits  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    title = args.title  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if not title:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        title = 'Relative Spectral Responses'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    filename = args.filename  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    no_platform_name_in_legend = args.no_platform_name_in_legend  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    verbose = args.verbose  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if verbose:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        logging_on()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        logging_off()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    req_wvl = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    band = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    wvlmin, wvlmax = args.range  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if args.bandname:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        band = args.bandname  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    elif args.wavelength:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        req_wvl = args.wavelength  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    133
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                    figscale = 1.0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                    if wvlmin:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                        figscale = (wvlmax - wvlmin) / 4.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                    figsize = (figscale * 1. + 10, figscale * 0.5 + 5)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                    plt.figure(figsize=figsize)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                    something2plot = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                    for platform in platform_names:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                        for sensor in sensors:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                                rsr = RelativeSpectralResponse(platform, sensor)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                            except IOError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                                # LOG.exception('Failed getting the rsr data for platform %s ' + | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                                #               'and sensor %s', platform, sensor)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                                rsr = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                                break  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                        if not rsr:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                            continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                        something2plot = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                        if req_wvl:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                            band = get_bandname_from_wavelength(req_wvl, rsr.rsr, 0.5)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                            if not band:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                            plt = plot_band(plt, band, rsr,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                                            platform_name_in_legend=(not no_platform_name_in_legend))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                        elif band:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                            plt = plot_band(plt, band, rsr,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                                            platform_name_in_legend=(not no_platform_name_in_legend))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                            wvlx = wvlmin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                            prev_band = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                            while wvlx < wvlmax:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                                band = get_bandname_from_wavelength(wvlx, rsr.rsr, 0.05)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                                wvlx = wvlx + 0.05  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                                if not band:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                                    continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                                if band != prev_band:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                                    plt = plot_band(plt, band, rsr,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                                                    platform_name_in_legend=(not no_platform_name_in_legend))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                                    prev_band = band  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                    if not something2plot:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                        LOG.error("Nothing to plot!") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                        sys.exit(0)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                    wmin, wmax = plt.xlim()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                    delta_x = (wmax - wmin)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                    wmax = wmax + delta_x / 4.0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                    if xlimits:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                        wmin = xlimits[0]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                        wmax = xlimits[1]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                    plt.xlim((wmin, wmax))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                    plt.title(title)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                    plt.legend(loc='lower right')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                    if filename:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                        plt.savefig(filename)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                        if req_wvl:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                            plt.savefig('rsr_band_{:>04d}.png'.format(int(100 * req_wvl))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                        elif wvlmin and wvlmax:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                            plt.savefig('rsr_band_{:>04d}_{:>04d}.png'.format( | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                                int(100 * wvlmin), int(100 * wvlmax)))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                            plt.savefig('rsr_band_{bandname}.png'.format(bandname=band)) | 
            
            
                                                        
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                 |